diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index 976e8cf4c..84570e00c 100644 Binary files a/doc/LectureNotes/_build/.doctrees/environment.pickle and b/doc/LectureNotes/_build/.doctrees/environment.pickle differ diff --git a/doc/LectureNotes/_build/.doctrees/week43.doctree b/doc/LectureNotes/_build/.doctrees/week43.doctree index 9c8db5245..0b2c23c10 100644 Binary files a/doc/LectureNotes/_build/.doctrees/week43.doctree and b/doc/LectureNotes/_build/.doctrees/week43.doctree differ diff --git a/doc/LectureNotes/_build/html/_sources/week43.ipynb b/doc/LectureNotes/_build/html/_sources/week43.ipynb index 0a4d1c0e5..0635c602d 100644 --- a/doc/LectureNotes/_build/html/_sources/week43.ipynb +++ b/doc/LectureNotes/_build/html/_sources/week43.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "6d7c1084", + "id": "6107bf3a", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "e958ea0e", + "id": "fdc249e0", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "4c8f7e83", + "id": "92454b8c", "metadata": { "editable": true }, @@ -40,13 +40,16 @@ "\n", " * Solving differential equations with Neural Networks\n", "\n", - " * \"Video of lecture at \n", - "" + " * Video of lecture at \n", + "\n", + " * Video os second part, solving differential equations with neural networks at \n", + "\n", + " * Whiteboard notes on solving differential equations at " ] }, { "cell_type": "markdown", - "id": "2d33e55c", + "id": "7ad9295b", "metadata": { "editable": true }, @@ -63,7 +66,7 @@ }, { "cell_type": "markdown", - "id": "f323c4f8", + "id": "cbe78b79", "metadata": { "editable": true }, @@ -79,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "e08af3d1", + "id": "52f3d73d", "metadata": { "editable": true }, @@ -90,7 +93,7 @@ }, { "cell_type": "markdown", - "id": "9121b0dd", + "id": "afcf91a9", "metadata": { "editable": true }, @@ -104,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "4ac0aea8", + "id": "73c52766", "metadata": { "editable": true }, @@ -117,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "4575ab3d", + "id": "0c8d3f87", "metadata": { "editable": true }, @@ -134,7 +137,7 @@ }, { "cell_type": "markdown", - "id": "1d042d4e", + "id": "e37a061f", "metadata": { "editable": true }, @@ -144,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "1708e607", + "id": "c9dcc967", "metadata": { "editable": true }, @@ -171,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "04d244ea", + "id": "5ff0f230", "metadata": { "editable": true }, @@ -194,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "5d630b18", + "id": "9bfa26c0", "metadata": { "editable": true }, @@ -206,7 +209,7 @@ }, { "cell_type": "markdown", - "id": "542da6c0", + "id": "eb6f6d75", "metadata": { "editable": true }, @@ -218,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "6f86a7b3", + "id": "8474f6a3", "metadata": { "editable": true }, @@ -228,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "802e6d13", + "id": "0edb9d87", "metadata": { "editable": true }, @@ -240,7 +243,7 @@ }, { "cell_type": "markdown", - "id": "1939edba", + "id": "5e0a7cea", "metadata": { "editable": true }, @@ -254,7 +257,7 @@ }, { "cell_type": "markdown", - "id": "10781e3c", + "id": "790a822d", "metadata": { "editable": true }, @@ -266,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "ba746b9e", + "id": "adec1944", "metadata": { "editable": true }, @@ -278,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "0e982e4b", + "id": "556caafc", "metadata": { "editable": true }, @@ -288,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "6edd0e34", + "id": "17f55244", "metadata": { "editable": true }, @@ -300,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "4fb1c599", + "id": "d2cb9b96", "metadata": { "editable": true }, @@ -312,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "0819b059", + "id": "ededcd6c", "metadata": { "editable": true }, @@ -322,7 +325,7 @@ }, { "cell_type": "markdown", - "id": "70210807", + "id": "837b7226", "metadata": { "editable": true }, @@ -334,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "58d0014c", + "id": "be1f3b39", "metadata": { "editable": true }, @@ -346,7 +349,7 @@ }, { "cell_type": "markdown", - "id": "22f94259", + "id": "a320c88d", "metadata": { "editable": true }, @@ -369,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "8d6b4a99", + "id": "d832d09f", "metadata": { "editable": true }, @@ -381,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "9613baea", + "id": "588ddc37", "metadata": { "editable": true }, @@ -393,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "b107776f", + "id": "ff490c14", "metadata": { "editable": true }, @@ -403,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "c82a8d0a", + "id": "33129f1d", "metadata": { "editable": true }, @@ -415,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "349963cd", + "id": "2cd95b52", "metadata": { "editable": true }, @@ -436,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "d1a75aa3", + "id": "36bff826", "metadata": { "editable": true }, @@ -450,7 +453,7 @@ }, { "cell_type": "markdown", - "id": "b18411a9", + "id": "9ef16459", "metadata": { "editable": true }, @@ -462,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "f4ed6e9d", + "id": "4cc08f94", "metadata": { "editable": true }, @@ -484,7 +487,7 @@ }, { "cell_type": "markdown", - "id": "c88f3b81", + "id": "ea028825", "metadata": { "editable": true }, @@ -506,7 +509,7 @@ }, { "cell_type": "markdown", - "id": "3db4acb5", + "id": "921a49ef", "metadata": { "editable": true }, @@ -534,7 +537,7 @@ }, { "cell_type": "markdown", - "id": "56f8eb87", + "id": "9a029a10", "metadata": { "editable": true }, @@ -546,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "6046b47a", + "id": "40d7c3b7", "metadata": { "editable": true }, @@ -556,7 +559,7 @@ }, { "cell_type": "markdown", - "id": "7c56c4e9", + "id": "cf8c63fe", "metadata": { "editable": true }, @@ -568,7 +571,7 @@ }, { "cell_type": "markdown", - "id": "96b3a06f", + "id": "1b6c3403", "metadata": { "editable": true }, @@ -579,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "111b49d9", + "id": "8143e962", "metadata": { "editable": true }, @@ -591,7 +594,7 @@ }, { "cell_type": "markdown", - "id": "f49bd2ef", + "id": "6619f034", "metadata": { "editable": true }, @@ -604,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "9c44e392", + "id": "6b4e1124", "metadata": { "editable": true }, @@ -629,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "c4e343f5", + "id": "f0373257", "metadata": { "editable": true }, @@ -642,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "314cafb2", + "id": "f958a039", "metadata": { "editable": true }, @@ -654,7 +657,7 @@ }, { "cell_type": "markdown", - "id": "2c298a8c", + "id": "e67e2ba4", "metadata": { "editable": true }, @@ -666,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "8ddd8a11", + "id": "de66b0e1", "metadata": { "editable": true }, @@ -676,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "37761c3c", + "id": "8f041533", "metadata": { "editable": true }, @@ -688,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "08e3c904", + "id": "8840e115", "metadata": { "editable": true }, @@ -700,7 +703,7 @@ }, { "cell_type": "markdown", - "id": "c93c2998", + "id": "f21c7506", "metadata": { "editable": true }, @@ -712,7 +715,7 @@ }, { "cell_type": "markdown", - "id": "a79f96a7", + "id": "72c3c921", "metadata": { "editable": true }, @@ -724,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "484e3fdd", + "id": "e37b9409", "metadata": { "editable": true }, @@ -734,7 +737,7 @@ }, { "cell_type": "markdown", - "id": "1563c913", + "id": "0f635478", "metadata": { "editable": true }, @@ -746,7 +749,7 @@ }, { "cell_type": "markdown", - "id": "14bb1a8a", + "id": "96e12d56", "metadata": { "editable": true }, @@ -756,7 +759,7 @@ }, { "cell_type": "markdown", - "id": "f1dc7842", + "id": "25625fe3", "metadata": { "editable": true }, @@ -768,7 +771,7 @@ }, { "cell_type": "markdown", - "id": "7f018250", + "id": "cd61de5c", "metadata": { "editable": true }, @@ -781,7 +784,7 @@ }, { "cell_type": "markdown", - "id": "6951a34c", + "id": "9bb7f55b", "metadata": { "editable": true }, @@ -793,7 +796,7 @@ }, { "cell_type": "markdown", - "id": "a6ebeadc", + "id": "6e427758", "metadata": { "editable": true }, @@ -803,7 +806,7 @@ }, { "cell_type": "markdown", - "id": "605e6561", + "id": "e28000bc", "metadata": { "editable": true }, @@ -815,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "c68e7ef9", + "id": "1986d31a", "metadata": { "editable": true }, @@ -826,7 +829,7 @@ }, { "cell_type": "markdown", - "id": "23667940", + "id": "c1797668", "metadata": { "editable": true }, @@ -838,7 +841,7 @@ }, { "cell_type": "markdown", - "id": "3ded7d3c", + "id": "07583c6a", "metadata": { "editable": true }, @@ -848,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "264b5116", + "id": "978e292d", "metadata": { "editable": true }, @@ -860,7 +863,7 @@ }, { "cell_type": "markdown", - "id": "9193ff30", + "id": "d6385ead", "metadata": { "editable": true }, @@ -870,7 +873,7 @@ }, { "cell_type": "markdown", - "id": "14340d5b", + "id": "8335897f", "metadata": { "editable": true }, @@ -881,7 +884,7 @@ }, { "cell_type": "markdown", - "id": "bd779152", + "id": "50f96054", "metadata": { "editable": true }, @@ -894,7 +897,7 @@ }, { "cell_type": "markdown", - "id": "7b4acd47", + "id": "db6ebd31", "metadata": { "editable": true }, @@ -904,7 +907,7 @@ }, { "cell_type": "markdown", - "id": "24100fed", + "id": "e5c3f583", "metadata": { "editable": true }, @@ -916,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "a2ea0e12", + "id": "7988ff75", "metadata": { "editable": true }, @@ -926,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "3db39be2", + "id": "d3073ab9", "metadata": { "editable": true }, @@ -938,7 +941,7 @@ }, { "cell_type": "markdown", - "id": "c55fe4f9", + "id": "a4be6483", "metadata": { "editable": true }, @@ -948,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "34b1b755", + "id": "cbbc9199", "metadata": { "editable": true }, @@ -972,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "8812fab6", + "id": "67083baf", "metadata": { "editable": true }, @@ -1022,7 +1025,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "6b4f0f8b", + "id": "ce086d04", "metadata": { "collapsed": false, "editable": true @@ -1077,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "a4cf689d", + "id": "54bfb494", "metadata": { "editable": true }, @@ -1098,7 +1101,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "b56c3182", + "id": "63b09387", "metadata": { "collapsed": false, "editable": true @@ -1136,7 +1139,7 @@ }, { "cell_type": "markdown", - "id": "90add502", + "id": "8af9f143", "metadata": { "editable": true }, @@ -1180,7 +1183,7 @@ }, { "cell_type": "markdown", - "id": "fd72caa1", + "id": "0878e62d", "metadata": { "editable": true }, @@ -1220,7 +1223,7 @@ }, { "cell_type": "markdown", - "id": "81ba05a6", + "id": "32e84e6b", "metadata": { "editable": true }, @@ -1241,7 +1244,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "23a1395e", + "id": "2f1c2946", "metadata": { "collapsed": false, "editable": true @@ -1267,7 +1270,7 @@ }, { "cell_type": "markdown", - "id": "6ada9f5b", + "id": "8f3da5d5", "metadata": { "editable": true }, @@ -1295,7 +1298,7 @@ }, { "cell_type": "markdown", - "id": "09639181", + "id": "bd250632", "metadata": { "editable": true }, @@ -1332,7 +1335,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "1efd1c2e", + "id": "9367a90d", "metadata": { "collapsed": false, "editable": true @@ -1378,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "4206461b", + "id": "06333cb2", "metadata": { "editable": true }, @@ -1409,7 +1412,7 @@ }, { "cell_type": "markdown", - "id": "b85b40e0", + "id": "c7de629a", "metadata": { "editable": true }, @@ -1447,7 +1450,7 @@ }, { "cell_type": "markdown", - "id": "f15bcf5a", + "id": "467898fe", "metadata": { "editable": true }, @@ -1481,7 +1484,7 @@ }, { "cell_type": "markdown", - "id": "089d7d63", + "id": "da72e113", "metadata": { "editable": true }, @@ -1522,7 +1525,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "ec94d9e6", + "id": "356881fc", "metadata": { "collapsed": false, "editable": true @@ -1601,7 +1604,7 @@ }, { "cell_type": "markdown", - "id": "573367e2", + "id": "978a1d33", "metadata": { "editable": true }, @@ -1622,7 +1625,7 @@ }, { "cell_type": "markdown", - "id": "9dadc392", + "id": "2c42fc5d", "metadata": { "editable": true }, @@ -1636,7 +1639,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "4ebdf78d", + "id": "c54a3f5d", "metadata": { "collapsed": false, "editable": true @@ -1746,7 +1749,7 @@ }, { "cell_type": "markdown", - "id": "4e8c59da", + "id": "bde5d577", "metadata": { "editable": true }, @@ -1765,7 +1768,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "d2f64666", + "id": "0ff4f685", "metadata": { "collapsed": false, "editable": true @@ -1792,7 +1795,7 @@ }, { "cell_type": "markdown", - "id": "07384655", + "id": "222281ee", "metadata": { "editable": true }, @@ -1806,7 +1809,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "1a761b16", + "id": "bff5aecd", "metadata": { "collapsed": false, "editable": true @@ -1837,7 +1840,7 @@ }, { "cell_type": "markdown", - "id": "4329a8ec", + "id": "205932c1", "metadata": { "editable": true }, @@ -1848,7 +1851,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "28b0ce14", + "id": "90a6c9a8", "metadata": { "collapsed": false, "editable": true @@ -1892,7 +1895,7 @@ }, { "cell_type": "markdown", - "id": "6d949b8f", + "id": "8616f12b", "metadata": { "editable": true }, @@ -1915,7 +1918,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a7601b67", + "id": "38c2dff0", "metadata": { "collapsed": false, "editable": true @@ -1942,7 +1945,7 @@ }, { "cell_type": "markdown", - "id": "a0053714", + "id": "766c15ae", "metadata": { "editable": true }, @@ -1953,7 +1956,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "c3e7ffe9", + "id": "b8670cd3", "metadata": { "collapsed": false, "editable": true @@ -1998,7 +2001,7 @@ }, { "cell_type": "markdown", - "id": "c1b791ca", + "id": "512ca005", "metadata": { "editable": true }, @@ -2016,7 +2019,7 @@ }, { "cell_type": "markdown", - "id": "1ddb5273", + "id": "0fa97800", "metadata": { "editable": true }, @@ -2051,7 +2054,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "afcb633b", + "id": "7bdc829d", "metadata": { "collapsed": false, "editable": true @@ -2063,7 +2066,7 @@ }, { "cell_type": "markdown", - "id": "0c181897", + "id": "1fcedfc6", "metadata": { "editable": true }, @@ -2075,7 +2078,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "355d2618", + "id": "a96a6361", "metadata": { "collapsed": false, "editable": true @@ -2088,7 +2091,7 @@ }, { "cell_type": "markdown", - "id": "00b9e53a", + "id": "540e8c9b", "metadata": { "editable": true }, @@ -2099,7 +2102,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "c28e21cc", + "id": "73b6c334", "metadata": { "collapsed": false, "editable": true @@ -2112,7 +2115,7 @@ }, { "cell_type": "markdown", - "id": "56363aa5", + "id": "df6cd2ce", "metadata": { "editable": true }, @@ -2127,7 +2130,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "977e44bf", + "id": "b5d544a0", "metadata": { "collapsed": false, "editable": true @@ -2139,7 +2142,7 @@ }, { "cell_type": "markdown", - "id": "5406eebe", + "id": "a456ab5f", "metadata": { "editable": true }, @@ -2151,7 +2154,7 @@ }, { "cell_type": "markdown", - "id": "f6ef3d40", + "id": "53a01445", "metadata": { "editable": true }, @@ -2164,7 +2167,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "b2e18b19", + "id": "3026f2a6", "metadata": { "collapsed": false, "editable": true @@ -2219,7 +2222,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "453ee3be", + "id": "9b5cdbc5", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2251,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "2070cf50", + "id": "62419d1b", "metadata": { "collapsed": false, "editable": true @@ -2278,7 +2281,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "04640634", + "id": "ba4de85c", "metadata": { "collapsed": false, "editable": true @@ -2305,7 +2308,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "01ebfb4b", + "id": "0ba97552", "metadata": { "collapsed": false, "editable": true @@ -2347,7 +2350,7 @@ }, { "cell_type": "markdown", - "id": "22efdc6e", + "id": "e3785d9f", "metadata": { "editable": true }, @@ -2358,7 +2361,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "4d4f1c0f", + "id": "9c50fc5e", "metadata": { "collapsed": false, "editable": true @@ -2535,7 +2538,7 @@ }, { "cell_type": "markdown", - "id": "2089b9c2", + "id": "ade357fd", "metadata": { "editable": true }, @@ -2554,7 +2557,7 @@ }, { "cell_type": "markdown", - "id": "da35bed6", + "id": "77afb266", "metadata": { "editable": true }, @@ -2576,7 +2579,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "dd2196ea", + "id": "bfd96580", "metadata": { "collapsed": false, "editable": true @@ -2717,7 +2720,7 @@ }, { "cell_type": "markdown", - "id": "5c769f1a", + "id": "ace26b9a", "metadata": { "editable": true }, @@ -2733,7 +2736,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "35eaab76", + "id": "60867348", "metadata": { "collapsed": false, "editable": true @@ -2746,7 +2749,7 @@ }, { "cell_type": "markdown", - "id": "93de6051", + "id": "12f1d032", "metadata": { "editable": true }, @@ -2758,7 +2761,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "dba06f6e", + "id": "78ae91c3", "metadata": { "collapsed": false, "editable": true @@ -2780,7 +2783,7 @@ }, { "cell_type": "markdown", - "id": "9b9452a6", + "id": "e505e6ef", "metadata": { "editable": true }, @@ -2796,7 +2799,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "ece525b8", + "id": "195b3f3b", "metadata": { "collapsed": false, "editable": true @@ -2834,7 +2837,7 @@ }, { "cell_type": "markdown", - "id": "5677a3c7", + "id": "683f7300", "metadata": { "editable": true }, @@ -2847,7 +2850,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "7f18c8f0", + "id": "5e9a52eb", "metadata": { "collapsed": false, "editable": true @@ -2868,7 +2871,7 @@ }, { "cell_type": "markdown", - "id": "3491a7ef", + "id": "34fd5422", "metadata": { "editable": true }, @@ -2884,7 +2887,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "e2d3f664", + "id": "429ec779", "metadata": { "collapsed": false, "editable": true @@ -2942,7 +2945,7 @@ }, { "cell_type": "markdown", - "id": "7f559ef6", + "id": "f1ffb711", "metadata": { "editable": true }, @@ -2957,7 +2960,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "f03db125", + "id": "a08ff105", "metadata": { "collapsed": false, "editable": true @@ -2978,7 +2981,7 @@ }, { "cell_type": "markdown", - "id": "6cd9901c", + "id": "a6e789db", "metadata": { "editable": true }, @@ -3002,7 +3005,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "a3eab883", + "id": "9f0ef730", "metadata": { "collapsed": false, "editable": true @@ -3474,7 +3477,7 @@ }, { "cell_type": "markdown", - "id": "2b66784f", + "id": "6d6cae4f", "metadata": { "editable": true }, @@ -3486,7 +3489,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "49f49312", + "id": "e2c91847", "metadata": { "collapsed": false, "editable": true @@ -3530,7 +3533,7 @@ }, { "cell_type": "markdown", - "id": "d9e6085d", + "id": "e9049787", "metadata": { "editable": true }, @@ -3546,7 +3549,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "aa6f5061", + "id": "a3af9356", "metadata": { "collapsed": false, "editable": true @@ -3561,7 +3564,7 @@ }, { "cell_type": "markdown", - "id": "5b44b1cd", + "id": "7c016294", "metadata": { "editable": true }, @@ -3572,7 +3575,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "09ab7e2e", + "id": "456a3a63", "metadata": { "collapsed": false, "editable": true @@ -3587,7 +3590,7 @@ }, { "cell_type": "markdown", - "id": "b74c0498", + "id": "a66bd6e5", "metadata": { "editable": true }, @@ -3603,7 +3606,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "93479554", + "id": "861e3e2b", "metadata": { "collapsed": false, "editable": true @@ -3617,7 +3620,7 @@ }, { "cell_type": "markdown", - "id": "e9d9302d", + "id": "614514f4", "metadata": { "editable": true }, @@ -3632,7 +3635,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "2b12daf6", + "id": "595d3148", "metadata": { "collapsed": false, "editable": true @@ -3658,7 +3661,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "0605f79a", + "id": "6d87e7d4", "metadata": { "collapsed": false, "editable": true @@ -3673,7 +3676,7 @@ }, { "cell_type": "markdown", - "id": "ae6eede6", + "id": "c21d1a42", "metadata": { "editable": true }, @@ -3684,7 +3687,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "a5b5a616", + "id": "a4c194ca", "metadata": { "collapsed": false, "editable": true @@ -3699,7 +3702,7 @@ }, { "cell_type": "markdown", - "id": "f63d909f", + "id": "11d9fe2d", "metadata": { "editable": true }, @@ -3710,7 +3713,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "a4d748e7", + "id": "006df1f5", "metadata": { "collapsed": false, "editable": true @@ -3730,7 +3733,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "ccfd2c89", + "id": "e5d4f374", "metadata": { "collapsed": false, "editable": true @@ -3745,7 +3748,7 @@ }, { "cell_type": "markdown", - "id": "f6d0318b", + "id": "6d0775a4", "metadata": { "editable": true }, @@ -3760,7 +3763,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "2e685fce", + "id": "0437ee65", "metadata": { "collapsed": false, "editable": true @@ -3797,7 +3800,7 @@ }, { "cell_type": "markdown", - "id": "c999fe2a", + "id": "676f6839", "metadata": { "editable": true }, @@ -3810,7 +3813,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "c2b10b34", + "id": "a0614327", "metadata": { "collapsed": false, "editable": true @@ -3833,7 +3836,7 @@ }, { "cell_type": "markdown", - "id": "316c801f", + "id": "2e3e6a48", "metadata": { "editable": true }, @@ -3843,7 +3846,7 @@ }, { "cell_type": "markdown", - "id": "9c432143", + "id": "a0600f67", "metadata": { "editable": true }, @@ -3870,7 +3873,7 @@ }, { "cell_type": "markdown", - "id": "441f2609", + "id": "2e2db428", "metadata": { "editable": true }, @@ -3884,7 +3887,7 @@ }, { "cell_type": "markdown", - "id": "0dd04a73", + "id": "79bc94bf", "metadata": { "editable": true }, @@ -3901,7 +3904,7 @@ }, { "cell_type": "markdown", - "id": "9fc4c21e", + "id": "8aae9608", "metadata": { "editable": true }, @@ -3917,7 +3920,7 @@ }, { "cell_type": "markdown", - "id": "78186381", + "id": "5d4d34df", "metadata": { "editable": true }, @@ -3929,7 +3932,7 @@ }, { "cell_type": "markdown", - "id": "38f65a40", + "id": "4789ccab", "metadata": { "editable": true }, @@ -3947,7 +3950,7 @@ }, { "cell_type": "markdown", - "id": "b9296959", + "id": "f5bde685", "metadata": { "editable": true }, @@ -3968,7 +3971,7 @@ }, { "cell_type": "markdown", - "id": "4d8d6aa2", + "id": "4651cd07", "metadata": { "editable": true }, @@ -3985,7 +3988,7 @@ }, { "cell_type": "markdown", - "id": "6cd42c69", + "id": "6254e156", "metadata": { "editable": true }, @@ -3997,7 +4000,7 @@ }, { "cell_type": "markdown", - "id": "e2519105", + "id": "20333501", "metadata": { "editable": true }, @@ -4008,7 +4011,7 @@ }, { "cell_type": "markdown", - "id": "1d5a1e09", + "id": "813fe9a1", "metadata": { "editable": true }, @@ -4025,7 +4028,7 @@ }, { "cell_type": "markdown", - "id": "96e56281", + "id": "ab52e1ed", "metadata": { "editable": true }, @@ -4036,7 +4039,7 @@ }, { "cell_type": "markdown", - "id": "6927bd3d", + "id": "ad9ead42", "metadata": { "editable": true }, @@ -4052,7 +4055,7 @@ }, { "cell_type": "markdown", - "id": "a25ce47e", + "id": "9d7307ee", "metadata": { "editable": true }, @@ -4064,7 +4067,7 @@ }, { "cell_type": "markdown", - "id": "df8ad229", + "id": "25cd1ecf", "metadata": { "editable": true }, @@ -4081,7 +4084,7 @@ }, { "cell_type": "markdown", - "id": "0c283c47", + "id": "1628ddd6", "metadata": { "editable": true }, @@ -4093,7 +4096,7 @@ }, { "cell_type": "markdown", - "id": "d3ccc578", + "id": "6559be22", "metadata": { "editable": true }, @@ -4111,7 +4114,7 @@ }, { "cell_type": "markdown", - "id": "d1d7c442", + "id": "ad3489df", "metadata": { "editable": true }, @@ -4121,7 +4124,7 @@ }, { "cell_type": "markdown", - "id": "7ea62589", + "id": "3baa5d51", "metadata": { "editable": true }, @@ -4133,7 +4136,7 @@ }, { "cell_type": "markdown", - "id": "92a442c6", + "id": "6793951c", "metadata": { "editable": true }, @@ -4150,7 +4153,7 @@ }, { "cell_type": "markdown", - "id": "dff8b750", + "id": "029174ae", "metadata": { "editable": true }, @@ -4162,7 +4165,7 @@ }, { "cell_type": "markdown", - "id": "d3847d2c", + "id": "502a37dc", "metadata": { "editable": true }, @@ -4173,7 +4176,7 @@ }, { "cell_type": "markdown", - "id": "5551f07c", + "id": "86f46ea0", "metadata": { "editable": true }, @@ -4185,7 +4188,7 @@ }, { "cell_type": "markdown", - "id": "88fb7b72", + "id": "3327e0e0", "metadata": { "editable": true }, @@ -4195,7 +4198,7 @@ }, { "cell_type": "markdown", - "id": "1ec8d580", + "id": "27d583c4", "metadata": { "editable": true }, @@ -4215,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "06d41e9a", + "id": "344a02b5", "metadata": { "editable": true }, @@ -4232,7 +4235,7 @@ }, { "cell_type": "markdown", - "id": "0ef04d1c", + "id": "2ba3f9de", "metadata": { "editable": true }, @@ -4251,7 +4254,7 @@ }, { "cell_type": "markdown", - "id": "77ee782e", + "id": "21fcac4a", "metadata": { "editable": true }, @@ -4263,7 +4266,7 @@ }, { "cell_type": "markdown", - "id": "6d815961", + "id": "04a26245", "metadata": { "editable": true }, @@ -4273,7 +4276,7 @@ }, { "cell_type": "markdown", - "id": "9c87520f", + "id": "bbe30d4d", "metadata": { "editable": true }, @@ -4290,7 +4293,7 @@ }, { "cell_type": "markdown", - "id": "1518c424", + "id": "bf115ba7", "metadata": { "editable": true }, @@ -4300,7 +4303,7 @@ }, { "cell_type": "markdown", - "id": "fe61acec", + "id": "e07822af", "metadata": { "editable": true }, @@ -4316,7 +4319,7 @@ }, { "cell_type": "markdown", - "id": "beb937bc", + "id": "0bd949a8", "metadata": { "editable": true }, @@ -4328,7 +4331,7 @@ }, { "cell_type": "markdown", - "id": "e92512b2", + "id": "e682bd3f", "metadata": { "editable": true }, @@ -4340,7 +4343,7 @@ }, { "cell_type": "markdown", - "id": "a6afede1", + "id": "9a5d7cbb", "metadata": { "editable": true }, @@ -4352,7 +4355,7 @@ }, { "cell_type": "markdown", - "id": "54113bf8", + "id": "5005ba3b", "metadata": { "editable": true }, @@ -4362,7 +4365,7 @@ }, { "cell_type": "markdown", - "id": "52019cd9", + "id": "a6c678bc", "metadata": { "editable": true }, @@ -4374,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "30d1fd05", + "id": "5d9081a6", "metadata": { "editable": true }, @@ -4391,7 +4394,7 @@ }, { "cell_type": "markdown", - "id": "ecf7b93a", + "id": "d30b3296", "metadata": { "editable": true }, @@ -4401,7 +4404,7 @@ }, { "cell_type": "markdown", - "id": "c38563e3", + "id": "ba7ad1dc", "metadata": { "editable": true }, @@ -4413,7 +4416,7 @@ }, { "cell_type": "markdown", - "id": "4308b5eb", + "id": "c5c85fae", "metadata": { "editable": true }, @@ -4427,7 +4430,7 @@ }, { "cell_type": "markdown", - "id": "8ca49651", + "id": "31455ab3", "metadata": { "editable": true }, @@ -4443,7 +4446,7 @@ }, { "cell_type": "markdown", - "id": "abf93665", + "id": "db892730", "metadata": { "editable": true }, @@ -4455,7 +4458,7 @@ }, { "cell_type": "markdown", - "id": "666fb89a", + "id": "77581ff5", "metadata": { "editable": true }, @@ -4477,7 +4480,7 @@ }, { "cell_type": "markdown", - "id": "c51a4e54", + "id": "2066b3b8", "metadata": { "editable": true }, @@ -4489,7 +4492,7 @@ }, { "cell_type": "markdown", - "id": "f4e2baf7", + "id": "e5b2ec88", "metadata": { "editable": true }, @@ -4512,7 +4515,7 @@ }, { "cell_type": "markdown", - "id": "815f4f51", + "id": "7e73e4d1", "metadata": { "editable": true }, @@ -4528,7 +4531,7 @@ }, { "cell_type": "markdown", - "id": "5aad03f5", + "id": "6e75a17f", "metadata": { "editable": true }, @@ -4540,7 +4543,7 @@ }, { "cell_type": "markdown", - "id": "7883cc63", + "id": "508d5800", "metadata": { "editable": true }, @@ -4564,7 +4567,7 @@ }, { "cell_type": "markdown", - "id": "3b80ff3c", + "id": "c2e068bb", "metadata": { "editable": true }, @@ -4576,7 +4579,7 @@ }, { "cell_type": "markdown", - "id": "41df21c5", + "id": "1c41a567", "metadata": { "editable": true }, @@ -4597,7 +4600,7 @@ }, { "cell_type": "markdown", - "id": "6ff27393", + "id": "ee777fc2", "metadata": { "editable": true }, @@ -4609,7 +4612,7 @@ }, { "cell_type": "markdown", - "id": "7627d4f0", + "id": "4867702f", "metadata": { "editable": true }, @@ -4628,7 +4631,7 @@ }, { "cell_type": "markdown", - "id": "4171e24a", + "id": "e8b191a7", "metadata": { "editable": true }, @@ -4638,7 +4641,7 @@ }, { "cell_type": "markdown", - "id": "c085467f", + "id": "07edf9ef", "metadata": { "editable": true }, @@ -4652,7 +4655,7 @@ }, { "cell_type": "markdown", - "id": "dfad073c", + "id": "a44c683c", "metadata": { "editable": true }, @@ -4664,7 +4667,7 @@ }, { "cell_type": "markdown", - "id": "f5eff292", + "id": "8e35cfd6", "metadata": { "editable": true }, @@ -4676,7 +4679,7 @@ }, { "cell_type": "markdown", - "id": "50ab1e89", + "id": "cad756d7", "metadata": { "editable": true }, @@ -4693,7 +4696,7 @@ }, { "cell_type": "markdown", - "id": "4966a321", + "id": "e89f3475", "metadata": { "editable": true }, @@ -4705,7 +4708,7 @@ }, { "cell_type": "markdown", - "id": "c40440e9", + "id": "05770b4f", "metadata": { "editable": true }, @@ -4727,7 +4730,7 @@ }, { "cell_type": "markdown", - "id": "a74e04ea", + "id": "aba3f2e6", "metadata": { "editable": true }, @@ -4742,7 +4745,7 @@ }, { "cell_type": "markdown", - "id": "c74ab9b7", + "id": "b9bfa280", "metadata": { "editable": true }, @@ -4753,7 +4756,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "db981810", + "id": "4eebdf51", "metadata": { "collapsed": false, "editable": true @@ -4908,7 +4911,7 @@ }, { "cell_type": "markdown", - "id": "ec284695", + "id": "091cc419", "metadata": { "editable": true }, @@ -4923,7 +4926,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "e64c1080", + "id": "665731ce", "metadata": { "collapsed": false, "editable": true @@ -5092,7 +5095,7 @@ }, { "cell_type": "markdown", - "id": "14bd5616", + "id": "50bc17b7", "metadata": { "editable": true }, @@ -5105,7 +5108,7 @@ }, { "cell_type": "markdown", - "id": "fb3eb651", + "id": "340763a0", "metadata": { "editable": true }, @@ -5122,7 +5125,7 @@ }, { "cell_type": "markdown", - "id": "eb56398a", + "id": "26658651", "metadata": { "editable": true }, @@ -5138,7 +5141,7 @@ }, { "cell_type": "markdown", - "id": "35a6ae74", + "id": "6abebf29", "metadata": { "editable": true }, @@ -5151,7 +5154,7 @@ }, { "cell_type": "markdown", - "id": "c7ed6ac0", + "id": "a68128ae", "metadata": { "editable": true }, @@ -5168,7 +5171,7 @@ }, { "cell_type": "markdown", - "id": "2ff13e10", + "id": "b5000a32", "metadata": { "editable": true }, @@ -5180,7 +5183,7 @@ }, { "cell_type": "markdown", - "id": "dd6f9845", + "id": "306c6e46", "metadata": { "editable": true }, @@ -5207,7 +5210,7 @@ }, { "cell_type": "markdown", - "id": "8c3f2ea3", + "id": "c7d0d8c3", "metadata": { "editable": true }, @@ -5220,7 +5223,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "af7ec34a", + "id": "a2b6af75", "metadata": { "collapsed": false, "editable": true @@ -5399,7 +5402,7 @@ }, { "cell_type": "markdown", - "id": "389473a6", + "id": "78241a6c", "metadata": { "editable": true }, @@ -5419,7 +5422,7 @@ }, { "cell_type": "markdown", - "id": "2f06bb48", + "id": "e493bb17", "metadata": { "editable": true }, @@ -5434,7 +5437,7 @@ }, { "cell_type": "markdown", - "id": "a06afbb2", + "id": "68995ee5", "metadata": { "editable": true }, @@ -5448,7 +5451,7 @@ }, { "cell_type": "markdown", - "id": "e0f0d76c", + "id": "f0e67441", "metadata": { "editable": true }, @@ -5464,7 +5467,7 @@ }, { "cell_type": "markdown", - "id": "926e6c32", + "id": "b0722fa9", "metadata": { "editable": true }, @@ -5474,7 +5477,7 @@ }, { "cell_type": "markdown", - "id": "8f3aa5e2", + "id": "6376873b", "metadata": { "editable": true }, @@ -5496,7 +5499,7 @@ }, { "cell_type": "markdown", - "id": "a9afdd7b", + "id": "57a0317c", "metadata": { "editable": true }, @@ -5510,7 +5513,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "d4316cb1", + "id": "d16f77f1", "metadata": { "collapsed": false, "editable": true @@ -5586,7 +5589,7 @@ }, { "cell_type": "markdown", - "id": "fed0985f", + "id": "e704b947", "metadata": { "editable": true }, @@ -5598,7 +5601,7 @@ }, { "cell_type": "markdown", - "id": "c2b87817", + "id": "1feb358d", "metadata": { "editable": true }, @@ -5615,7 +5618,7 @@ }, { "cell_type": "markdown", - "id": "0edfcfb2", + "id": "05027662", "metadata": { "editable": true }, @@ -5627,7 +5630,7 @@ }, { "cell_type": "markdown", - "id": "1aa4b8e9", + "id": "96d6d6a0", "metadata": { "editable": true }, @@ -5642,7 +5645,7 @@ }, { "cell_type": "markdown", - "id": "5ba7d0ac", + "id": "d4dfad8a", "metadata": { "editable": true }, @@ -5654,7 +5657,7 @@ }, { "cell_type": "markdown", - "id": "e7b30a16", + "id": "ffe7eb65", "metadata": { "editable": true }, @@ -5666,7 +5669,7 @@ }, { "cell_type": "markdown", - "id": "dbac6763", + "id": "2e3acb6a", "metadata": { "editable": true }, @@ -5678,7 +5681,7 @@ }, { "cell_type": "markdown", - "id": "20a4997e", + "id": "600af805", "metadata": { "editable": true }, @@ -5688,7 +5691,7 @@ }, { "cell_type": "markdown", - "id": "7cd569c7", + "id": "3a61de1c", "metadata": { "editable": true }, @@ -5705,7 +5708,7 @@ }, { "cell_type": "markdown", - "id": "5ceb6d56", + "id": "6475eda5", "metadata": { "editable": true }, @@ -5717,7 +5720,7 @@ }, { "cell_type": "markdown", - "id": "0911f3ba", + "id": "4c506a87", "metadata": { "editable": true }, @@ -5729,7 +5732,7 @@ }, { "cell_type": "markdown", - "id": "7968b5f7", + "id": "24701ca8", "metadata": { "editable": true }, @@ -5739,7 +5742,7 @@ }, { "cell_type": "markdown", - "id": "91a7d83f", + "id": "826b9055", "metadata": { "editable": true }, @@ -5751,7 +5754,7 @@ }, { "cell_type": "markdown", - "id": "5feceb81", + "id": "323573be", "metadata": { "editable": true }, @@ -5762,7 +5765,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "a9e42eda", + "id": "4234c03b", "metadata": { "collapsed": false, "editable": true @@ -5927,7 +5930,7 @@ }, { "cell_type": "markdown", - "id": "0f40d867", + "id": "5f7a90b0", "metadata": { "editable": true }, @@ -5949,7 +5952,7 @@ }, { "cell_type": "markdown", - "id": "6e2f088a", + "id": "532f1254", "metadata": { "editable": true }, @@ -5966,7 +5969,7 @@ }, { "cell_type": "markdown", - "id": "f5391046", + "id": "ece44428", "metadata": { "editable": true }, @@ -5976,7 +5979,7 @@ }, { "cell_type": "markdown", - "id": "a7ac2bfe", + "id": "c34e3e05", "metadata": { "editable": true }, @@ -5991,7 +5994,7 @@ }, { "cell_type": "markdown", - "id": "323eeb6e", + "id": "9186a55c", "metadata": { "editable": true }, @@ -6001,7 +6004,7 @@ }, { "cell_type": "markdown", - "id": "c8fd016d", + "id": "0644e2f2", "metadata": { "editable": true }, @@ -6016,7 +6019,7 @@ }, { "cell_type": "markdown", - "id": "f86d84b7", + "id": "b3bdd092", "metadata": { "editable": true }, @@ -6027,7 +6030,7 @@ }, { "cell_type": "markdown", - "id": "f96f1132", + "id": "e1e12027", "metadata": { "editable": true }, @@ -6047,7 +6050,7 @@ }, { "cell_type": "markdown", - "id": "3a969016", + "id": "334ba808", "metadata": { "editable": true }, @@ -6059,7 +6062,7 @@ }, { "cell_type": "markdown", - "id": "3d749e66", + "id": "3e465af3", "metadata": { "editable": true }, @@ -6096,7 +6099,7 @@ }, { "cell_type": "markdown", - "id": "187e06c3", + "id": "c854491a", "metadata": { "editable": true }, @@ -6106,7 +6109,7 @@ }, { "cell_type": "markdown", - "id": "0b45037f", + "id": "6f5435eb", "metadata": { "editable": true }, @@ -6119,7 +6122,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "5bc810a2", + "id": "aec3e689", "metadata": { "collapsed": false, "editable": true @@ -6324,7 +6327,7 @@ }, { "cell_type": "markdown", - "id": "9c6c362d", + "id": "349c11e3", "metadata": { "editable": true }, @@ -6341,7 +6344,7 @@ }, { "cell_type": "markdown", - "id": "93025367", + "id": "d4adb530", "metadata": { "editable": true }, @@ -6358,7 +6361,7 @@ }, { "cell_type": "markdown", - "id": "31722ff7", + "id": "8b9396bf", "metadata": { "editable": true }, @@ -6368,7 +6371,7 @@ }, { "cell_type": "markdown", - "id": "0dd431c6", + "id": "059b4467", "metadata": { "editable": true }, @@ -6383,7 +6386,7 @@ }, { "cell_type": "markdown", - "id": "ffb27c5a", + "id": "5a7fcf9e", "metadata": { "editable": true }, @@ -6397,7 +6400,7 @@ }, { "cell_type": "markdown", - "id": "f2a7f9cc", + "id": "df2d65c5", "metadata": { "editable": true }, @@ -6410,7 +6413,7 @@ }, { "cell_type": "markdown", - "id": "7e5166a0", + "id": "ae173d6c", "metadata": { "editable": true }, @@ -6430,7 +6433,7 @@ }, { "cell_type": "markdown", - "id": "322d3d0e", + "id": "bdaf49ce", "metadata": { "editable": true }, @@ -6442,7 +6445,7 @@ }, { "cell_type": "markdown", - "id": "13fd2713", + "id": "8fc692b7", "metadata": { "editable": true }, @@ -6454,7 +6457,7 @@ }, { "cell_type": "markdown", - "id": "f6fd8a54", + "id": "3d9a8d27", "metadata": { "editable": true }, @@ -6466,7 +6469,7 @@ }, { "cell_type": "markdown", - "id": "3312eb36", + "id": "8bb8693c", "metadata": { "editable": true }, @@ -6476,7 +6479,7 @@ }, { "cell_type": "markdown", - "id": "12b7262b", + "id": "8f12a71a", "metadata": { "editable": true }, @@ -6488,7 +6491,7 @@ }, { "cell_type": "markdown", - "id": "a2c24b60", + "id": "92c02c54", "metadata": { "editable": true }, @@ -6500,7 +6503,7 @@ }, { "cell_type": "markdown", - "id": "7907d074", + "id": "3574103a", "metadata": { "editable": true }, @@ -6512,7 +6515,7 @@ }, { "cell_type": "markdown", - "id": "ff2dbe91", + "id": "0c5567ec", "metadata": { "editable": true }, @@ -6522,7 +6525,7 @@ }, { "cell_type": "markdown", - "id": "d3bfa800", + "id": "e239c04b", "metadata": { "editable": true }, @@ -6538,7 +6541,7 @@ }, { "cell_type": "markdown", - "id": "450c71ab", + "id": "b32c6b70", "metadata": { "editable": true }, @@ -6548,7 +6551,7 @@ }, { "cell_type": "markdown", - "id": "e332f6e8", + "id": "dfb3bad0", "metadata": { "editable": true }, @@ -6560,7 +6563,7 @@ }, { "cell_type": "markdown", - "id": "1d0c52d7", + "id": "14519bf8", "metadata": { "editable": true }, @@ -6577,7 +6580,7 @@ }, { "cell_type": "markdown", - "id": "1c600851", + "id": "a0882035", "metadata": { "editable": true }, @@ -6587,7 +6590,7 @@ }, { "cell_type": "markdown", - "id": "54f8ec74", + "id": "bf1f5906", "metadata": { "editable": true }, @@ -6603,7 +6606,7 @@ }, { "cell_type": "markdown", - "id": "63362c9e", + "id": "61a16dd6", "metadata": { "editable": true }, @@ -6617,7 +6620,7 @@ }, { "cell_type": "markdown", - "id": "7f5a6717", + "id": "99949d7b", "metadata": { "editable": true }, @@ -6636,7 +6639,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "78a296e0", + "id": "f9faf581", "metadata": { "collapsed": false, "editable": true @@ -6691,7 +6694,7 @@ }, { "cell_type": "markdown", - "id": "0a91555e", + "id": "3cbeb7ac", "metadata": { "editable": true }, @@ -6721,7 +6724,7 @@ }, { "cell_type": "markdown", - "id": "d0f43d3c", + "id": "04a66fd1", "metadata": { "editable": true }, @@ -6750,7 +6753,7 @@ { "cell_type": "code", "execution_count": 48, - "id": "62625f51", + "id": "83ad594f", "metadata": { "collapsed": false, "editable": true @@ -6797,7 +6800,7 @@ }, { "cell_type": "markdown", - "id": "ba76ad6c", + "id": "dbe6f74a", "metadata": { "editable": true }, @@ -6823,7 +6826,7 @@ { "cell_type": "code", "execution_count": 49, - "id": "da1c7791", + "id": "a29e5348", "metadata": { "collapsed": false, "editable": true @@ -7057,7 +7060,7 @@ }, { "cell_type": "markdown", - "id": "5cbbebd3", + "id": "f2171b20", "metadata": { "editable": true }, @@ -7069,7 +7072,7 @@ }, { "cell_type": "markdown", - "id": "c76b254a", + "id": "e2c87638", "metadata": { "editable": true }, @@ -7081,7 +7084,7 @@ }, { "cell_type": "markdown", - "id": "922fa6ef", + "id": "d8595812", "metadata": { "editable": true }, @@ -7093,7 +7096,7 @@ }, { "cell_type": "markdown", - "id": "e3d14cd2", + "id": "6969d557", "metadata": { "editable": true }, @@ -7110,7 +7113,7 @@ }, { "cell_type": "markdown", - "id": "0419dde1", + "id": "f39d16ef", "metadata": { "editable": true }, @@ -7120,7 +7123,7 @@ }, { "cell_type": "markdown", - "id": "e81f4361", + "id": "6c8e08dd", "metadata": { "editable": true }, @@ -7132,7 +7135,7 @@ }, { "cell_type": "markdown", - "id": "4f3cbc2c", + "id": "699a4862", "metadata": { "editable": true }, @@ -7149,7 +7152,7 @@ }, { "cell_type": "markdown", - "id": "a164460b", + "id": "3e5b810b", "metadata": { "editable": true }, @@ -7160,7 +7163,7 @@ }, { "cell_type": "markdown", - "id": "8abd8160", + "id": "c3f9ac9b", "metadata": { "editable": true }, @@ -7180,7 +7183,7 @@ }, { "cell_type": "markdown", - "id": "07eb9f81", + "id": "56f7fba0", "metadata": { "editable": true }, @@ -7190,7 +7193,7 @@ }, { "cell_type": "markdown", - "id": "87159922", + "id": "2788d661", "metadata": { "editable": true }, @@ -7216,7 +7219,7 @@ }, { "cell_type": "markdown", - "id": "ac102a8a", + "id": "2094e988", "metadata": { "editable": true }, @@ -7232,7 +7235,7 @@ }, { "cell_type": "markdown", - "id": "f907980b", + "id": "aac9bb21", "metadata": { "editable": true }, @@ -7243,7 +7246,7 @@ { "cell_type": "code", "execution_count": 50, - "id": "14aba268", + "id": "550bea3f", "metadata": { "collapsed": false, "editable": true @@ -7474,7 +7477,7 @@ }, { "cell_type": "markdown", - "id": "c3a13d9b", + "id": "80a6f6ef", "metadata": { "editable": true }, diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js index bfee9483b..b57744533 100644 --- a/doc/LectureNotes/_build/html/searchindex.js +++ b/doc/LectureNotes/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["additionweek42","chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","exercisesweek42","exercisesweek43","intro","linalg","project1","project2","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41","week42","week43"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["additionweek42.ipynb","chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","exercisesweek42.ipynb","exercisesweek43.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb","week42.ipynb","week43.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,31,33,34,35,36,37,38,39,40,42],"00":[1,2,6,7,10,12,33,34,35,39,40,41,42],"000":[2,4,10,41,42],"0000":10,"00000":[10,38],"000000":[6,12,34],"00000000e":[6,34,39,40],"00000262":[],"00001":38,"00001365":[],"00001572":[],"00001716":[],"00001976":[],"00002":38,"00002192":[],"00002276":[],"00002505":39,"00002585e":[],"00002833":[],"0000293":[],"00003":38,"00003022":[],"00003645":[],"00003694":22,"00003828":[],"00004164":[],"00005":38,"00005688":[],"00005799":[],"00006114":[],"00007":38,"00007706":[],"00007738":[],"00007964":[],"00008335":[],"00009":38,"00009004":[],"0001":[2,18,41,42],"00010067":38,"00010366":[],"0001079":[],"00011562":[],"00011577":[],"00011851":22,"00012":38,"00012565":[],"00013464":[],"000137":[],"00013938":[40,41],"00013955":[],"00014166":[],"00014631":[],"00015394":[],"00015678":[],"00016062":[],"00016449":[],"00016535":[],"00016719":38,"00017038":[],"00017733":[],"0001775":[],"00017937":39,"00018":38,"00018053":[],"00018212":[],"00018256":[],"00018576":22,"00018651":[],"00018876":[],"00019258":[],"0001984":[],"00019998":6,"0002065":[],"00021147":[],"00021259":[],"00021270681344726395":[],"00021284":22,"00021633":22,"00021771":[40,41],"00021916":[],"000225":38,"00022969":[],"00023":38,"00023102":[],"00023414":[],"00023813":[],"00023978":[],"00024087":6,"00024388":22,"00024415":[],"00024755":[],"00024787":22,"00024929":38,"00025662":38,"00026549":[],"00026784":[],"000269":[],"00027188":[],"0002762":38,"00027746":38,"00027944":22,"00028":38,"00028167":38,"00028359":[],"00028402":22,"00028552":[],"00028632":[],"00028825":[],"00029012":6,"0002926":[],"00030094":[],"00030102":[],"00030132":[],"00030601":38,"00030827":[],"00031208":38,"00031272":[],"00031321":[],"00031535148309577417":[7,35],"0003153514830958095":[7,35],"00032019":22,"00032543":22,"00032566":[],"00033415":[],"00033562":[],"00033679":[],"00033904":38,"00034006":[40,41],"00034132":[],"00034209":[],"00034576":38,"00034688149480437765":[],"00034944":6,"00034953":[],"00035214":[],"00035483":[],"00035708":[],"00035912":[],"00036464":[],"00036566":[],"00036687":22,"00036797":[],"0003701342170783489":[],"00037288":22,"00037398":[],"00037564":38,"00037737":[],"00038309":38,"000387":[],"00039072":[],"0003919793592273513":[],"00039632":[],"00039821":[],"00040218":[],"00040516":[],"00041241":[],"00041619":38,"000417932":[],"00041883582579717597":10,"00042037":22,"00042072":[],"00042089":6,"00042093":38,"00042436":[],"00042444":38,"00042721":[],"00042725":22,"00042767357088773335":[],"00042947":[],"00043701":[],"0004377":[],"0004388":[],"0004394":[],"00044":38,"00044937":[],"00045414":34,"00045472":[],"0004586":22,"00045923":[],"00046006":38,"00046111":38,"000464088":[],"00046616":[],"00046631":[],"00046916":34,"00047025":38,"0004736":[],"00048158":[],"00048166":22,"00048407":[],"00048474":[],"00048499":[],"00048955":22,"0004932":[],"00049344":[],"00049636":[],"00049754":[],"00049905":34,"00050627":[],"00050694":6,"00050952":[],"00051088":38,"00051916":[],"00052051":[],"00052102":38,"00052874":[],"00053001":[],"00053118":[40,41],"00053122":[],"00053635":[],"00053775":[],"00053797":[],"00053824":[],"00054387":[],"00055112":[],"00055189":22,"00055695":[],"00056093":22,"00056337":[],"00056414":[],"00056603":38,"00056637":[],"00057256":[],"00057362":[],"00057726":38,"00057772":[],"00058016":[7,35],"00059105":[],"00059247":[],"00059681":[],"00059703":[],"00059734":[],"00059993":[],"00060":38,"00060704":7,"00061058":6,"00061352":[],"00061711":[],"00061724":[],"00062457":[],"00062592":7,"00062668":[],"000626681519836":[],"00062713":38,"00063236":22,"00063362":36,"00063866":36,"00063957":38,"00063965":[],"00064081":[],"00064272":22,"00065041":[],"00065276":[],"00065307":[],"00065505":[],"00066091":[],"00066259":[],"00066293":[],"00066395":[],"00066668":[7,35],"00066798":[],"00067008":38,"00067192":[],"00067567":[],"00067793":[],"00068042":22,"00068056":34,"00068091":36,"00068734":[7,35],"00069":38,"00069123":7,"00069482":38,"00070819":[],"0007086":38,"00071003":[],"00071092":[],"00071724":[],"00071918":[],"00072457":22,"00072527":[],"00072563":[],"00073144":[],"00073534":[],"00073541":6,"00073571":[],"00073643":22,"0007373":[],"00074274":[],"00074692":[],"00074747":[],"00075296":[],"00075590":36,"00076202":38,"00076495":[7,35],"00076521":[],"00076908":7,"00076983":38,"0007698473260556325":[7,35],"0007698473260556343":[7,35],"00077369":[],"00077389":[],"000783":[],"00078324":[],"00078509":38,"00079125":7,"00079237":[],"00079623":[],"00079904":36,"00079968":6,"00080345":[],"00080497":[],"00080683":[],"00081607":[],"00081649":[],"00081693":[],"00082235":[],"00082292":[],"00082366":[],"00082916":[],"0008297":[40,41],"0008297120772365539":[],"00083022":22,"00083355":36,"0008415":[],"00084215":[],"00084244":[],"00084381":22,"00084707":7,"00084831":[],"00085292":38,"00085774":[],"00085892":7,"00086675":[],"00086984":38,"00087102":[],"000873":[],"00087697":[7,35],"00088573":6,"00088848":[],"00089171":[],"00089193":36,"00090567":[],"00090614":[],"00090666":[],"00091307":[],"00091707":[],"00092668":[],"00092678":7,"0009282":22,"00092898":36,"00093243":[],"00093356":[],"00093864":[],"00093994":[],"00094163":[],"00094353":[],"00094499":38,"00094587":[],"00094737":[],"00095127":22,"0009532583857747255":[],"00095488":[],"00095624":[],"00096183":[],"00096314":6,"00096373":38,"00096685":22,"00096829":[],"00097416":[],"00097604":[],"00097839":[],"0009806":[],"00098376":[],"00098501":[],"00099778":[],"0009983":[],"00099892":[],"00099936":[],"001":[2,3,9,14,18,23,35,37,38,41,42],"00100081":[],"00100202":[],"00100423":[],"00100511":[],"00100519":[7,35],"00100546":[],"00100563":[],"00100913":[],"00101555":[],"00102711":[],"00103024":[],"00103819":[],"00103867":[],"001047":38,"0010479245693919886":[7,36],"00105081":[7,35],"00105724":[],"0010597":[],"00106654":[],"00106677":6,"00106776":38,"00107405":[7,35],"00107739":[],"00108":38,"00108146":[],"0010827":[],"00108471":[],"00108622":[],"00108673":[],"00108998":22,"00109354":[],"00110057":[],"00110396":[],"00110643":[],"001106660107757":[],"00110721":[],"00110783":22,"00110867":[],"00111547":[],"00111564":[],"00111605":[],"00111756":[7,35],"00111809":[],"001123":[],"00113116":[],"00114401":[],"00114451":[],"00114855":[],"0011526":[7,35],"00115455":[],"00115508":[],"00115631":38,"00115999":6,"00116001":38,"00116737":[],"00116754":[],"00118299":[],"00118302":38,"00118584":7,"00118642":[],"00119688":36,"00119865":[],"00119876":[],"00120071":[],"00121256":[],"00121712":[],"00121925":[],"00122762":[],"00123795":[],"00123858":[],"0012394":[],"00124283":[],"00124429":[],"00124738":[],"00124891":22,"00125057":[],"00125802":[],"00126053":38,"001268544905013411":[],"00126936":22,"00127606":[],"00127645":[],"00128394":[],"00128453":[],"00128479":6,"00128523":38,"00128634":[],"00128778":[],"00129209":[],"00129599":[40,41],"00129899":[],"0013052":[],"00130648":[],"00130885":[],"00131072":38,"001323":[7,35],"00132494":[],"00133595":[],"00133638":[],"00134264":[],"00134424":[],"00135176":[],"00135237":[],"00135922":[],"00136125":[],"00137387":[],"00137458":[],"00137814":7,"0013839":[],"00138835":[],"00139195":[],"00139705":6,"00139918":[],"00140184":[],"00140253":[],"0014028":[],"00140846":36,"00141724":[],"00141727":38,"00142146":[],"00142396":38,"00142784":[],"00142849":[],"00142986":[],"00143013":[],"00143102":22,"00143164":[],"00143246":[],"00143869":[],"0014423":[],"00144539":38,"00144622":[],"0014522":38,"00145445":22,"0014593":[],"001468":[],"00146807":[],"0014719":[],"0014785":[],"00148216":[],"00148663":[],"00149173":[],"00149311":[7,35],"00149679":[],"00149956":[7,35],"00151204":[],"00151416":[],"00151426":[],"00152117":[7,35],"00152182":[],"00152471":[],"0015255":[],"00152602":[],"00154115":[],"00154733":6,"00154737":[],"00154853":36,"0015552":[],"00155695":[],"00156145":[],"00156374":7,"00157005":[],"00157346":[],"0015752":[],"00157766":38,"00157826":[],"00158":38,"00158427":[],"00158786":[],"00158859":[],"0016017":[],"00160314":39,"00160895":38,"00161463":[],"0016202":[],"00162167":[],"00162812":[],"00162921":[],"00163159":[],"00163548":[],"0016396":34,"00163967":22,"00164501":[],"0016472":[],"00166119":[],"00166652":22,"00166889":[],"00167058":[],"00167329":38,"00167406":[],"00168251":6,"00168427":[],"00168745":[],"00169":38,"00169056":[],"00169212":[],"00169299":[],"00170579":[],"00170809":[],"00170913":[],"00171047":[],"00171171":[],"00171307":[],"00171326":[],"00172034":[],"00172865":[],"00173182":[],"001732":[],"0017421":[],"00174276":[7,35],"00174459":[],"00174738":[],"00174743":[],"00174795":38,"00174884":[],"00175331":[7,35],"00176582":[],"00176663":[],"00177336":[],"00177426":39,"00177485":[],"00178263":38,"00178669":[],"00178952":[],"00179288":[],"00179419":[],"001795":[],"00180673":38,"00180834":[],"00181885":[],"00182423":[],"0018310257999764163":[],"00183119":26,"00184147":34,"00184571":[],"00185976":[],"00186052":[],"00186347":6,"00187032":[],"00187415":[],"00187791":[],"00187876":22,"00187888":[],"0018798":[],"001880":6,"00188134":30,"00188909":[],"00189016":[],"00189522":[],"0018954":[],"00189778":39,"00190952":22,"00191076":[],"00192114":[],"00192154":[],"00192165":[],"00192879":[],"00193326":[],"00193661":38,"00195147":[],"0019575":[],"00196365":39,"00196372":[],"00196462":[],"00196725":[],"00196801":[],"0019685":[],"00196852":[],"00197431":[],"00197505":38,"00198129":[],"00199645":[],"00200":9,"00200982":[],"00202433":[40,41],"00202532":[],"00202624":6,"00202756":[7,35],"00202904":[],"00203961":[],"0020489":[],"00206234":[],"00208188":38,"0020841":[],"00208517":[],"00208828":[],"0020899":[],"00209403":[],"00210035":39,"00210569":[],"00211332":[],"00211418":[],"00211555":[],"00211924":[],"00212766":[],"00213716":[],"00213888":[],"00214288":[],"0021452":[],"00214559":38,"0021527":22,"00216162":[],"00216458":[],"00216881":[],"00216938":[],"00217143":[],"00217326":39,"0021741":[],"00217499":[7,35],"00217968":[],"00218058":[],"00218381":[],"00218481":[],"002186":[],"00218794":22,"00218823":38,"00219195":36,"00220013":[],"00220472":[],"00223857":[],"00224413":6,"00224491":[],"00224638":[],"0022476":[],"00225136":[],"00225842":38,"00225914":[],"0022626":[],"00226433":[],"00228042":[],"00228740":7,"00229111":[],"00230059":[],"00230078":[],"00230308":[],"00230805":[],"00231293":[],"00231412":[],"00232455":39,"00232963":[],"0023327":[],"0023548":[7,35],"00236284":[],"00236918":[],"00237699":38,"002381316302584885":[7,35],"0023813163025848865":[7,35],"00238951":[],"0023941":[],"00240001":[],"00240524":39,"00242441":38,"0024271":[],"00242856":[],"00242954":36,"00242967":[],"00242999":7,"00243186":[7,35],"00243835":[],"0024401":6,"00244459":[],"002446":[],"00244871":[],"00246657":22,"00248232":[],"00248779":[],"00249126":[],"00249435":[7,35],"00250697":22,"00250787":[],"0025089":[],"00251359":[],"00252192":[],"00253034":[],"0025349":[],"00253932":[],"00254671":[],"00254966":[],"00254973":[],"00256001":[],"00256537":[],"00256622":[],"00256688":[],"0025682":[],"00257269":39,"00259434":[],"00259997":[],"00260527":[],"00260839":[],"0026126":[],"00263266":[],"00263296":38,"00263638":[],"00263755":[],"00263812":[],"00264":38,"00264181":[],"00264795":[],"00266199":39,"00266858":[],"00267419":[],"00268602":38,"00270073":[],"00270197":[],"00270244":6,"00270262":[],"00272337":[],"00274212":[],"002743":[],"00274676":[],"00274989":[7,35],"00275212":[],"00275768":[],"00276424":[],"00279284":[],"00279722":[],"00282226":[],"00282302":38,"00282498":[],"00282501":[],"0028262":22,"00283324":[],"00284402":[],"00284525":[],"0028473":39,"00284866":[],"00284871":[],"00285017":[],"00285068":[],"00286091":[],"00286836":[],"0028725":22,"00288198":[],"00288656":[],"00288666":[],"00289724":[7,35],"00290055":[],"00290316":[],"00290613":[],"00291535":38,"0029276":[],"00292882":[],"00293201":[],"00293758":[],"00293838":6,"00294614":39,"00295372":[],"00295713":[],"00297571":38,"00297928":[],"00298783":[],"00299754":[],"00300342":[],"00300479":[],"00300908":[],"0030094":[],"00302509":[],"00302547":[],"00303686":[],"00307265":[],"00307704":[],"00309418":[],"00309594":[],"00309834":[],"00310113":[],"00311085":[],"00312361":[7,35],"00315124":39,"00315593":7,"00316149":[],"003162":[40,41],"00316311":[],"00316452":[],"00318725":[],"00319571":[],"00319695":[],"0031986":34,"00319887":[],"00320702":[],"0032153180657605116":[7,36],"00322456":38,"00323332":[7,35],"0032382":22,"0032542":6,"00325450":36,"00325635":[],"00326062":39,"00326986":[],"00327104":[],"00327555":[],"00327797":[],"00328539":[],"0032882":[],"00329131":22,"00329616":38,"00329927":[],"00330046":[],"003301":[7,35],"00330245":[],"00331168":[],"00331927":[],"0033213":[],"00334002":[],"00334047":[],"00334155":[],"00334797":[],"00335101":[],"00335174":[],"00337016":[],"00339014":[],"00339369":[],"0033955154592040936":[7,36],"00340452":[],"00342132":[],"00342565":[],"0034318":38,"00344192":[],"00344887":[],"00347534":[],"00348246":[],"00348281":[],"00348553":[],"00348761":39,"0034881":[],"0035086":[],"00351039":[],"00351649":[],"00352046":[],"00352089":[],"00352878":38,"00353823":6,"00353938":[],"00354483":[],"00355323":[],"00355614":38,"00356356":[],"00356549":[],"00359628":[],"0036035":34,"00360867":39,"00361046":[],"0036237":[7,35],"0036367":[7,35],"00363823":[],"00364159":[],"00364235":[],"00364967":38,"00365819":[],"00366866":[],"00368369":[],"00369201":[],"00369236":[],"00369758":[7,35],"00369852":[],"00370353":[],"00371011":22,"00371435":[],"00371605":[],"00371656":[],"0037314":[],"00373511":[],"00377111":22,"00377231":[],"00377286":[],"00379682":[],"0038022":[],"00380258":[],"00381349":[],"00382137":[],"0038287":[],"00383048":[],"0038335":[7,35],"00385557":[],"00385989":39,"00387671":[],"00387917":[],"00388071":[],"00389038":38,"00389382":[],"00389577":[],"003909404072811226":[7,36],"00391839":6,"00392402":[],"0039259":[],"00392639":[],"00392691":[],"00392853":[],"00392895":[],"0039455":[],"00396815":[],"00397085":[],"00398429":[],"00398499":[],"00399354":[],"00399388":39,"00399521":[],"0039987":[7,35],"00399972":[],"004":[6,35,36],"00403677":38,"00404166":[],"00405576":[],"00405581":[],"00406466":[],"00406952":[],"0040792":[],"00408":38,"004091940707753939":[7,36],"00410183":[],"00410387":[7,35],"00410478":7,"00410974":[],"004113634617443131":[7,34,35],"00411363461744314":[7,34,35],"004113634617443147":[7,34,35],"0041148":[],"00411514":[],"00412":38,"0041283":[],"00413064":[],"00413253":[],"00414684":34,"00415405":[],"00415497":[],"00415598634586135":[7,36],"00416103":38,"00416704":[],"00418347":[],"00418664":[],"00420072":36,"00420536":[],"00421124":34,"00422259":[],"00424491":[],"00424909":[],"00424967":[7,35],"00425036":22,"00426027":6,"00426902":[],"00427191":39,"0042739":[],"00429456":[],"0042992":38,"00431893":[],"00432069":22,"00432129":[],"00432337":[],"00432864":[],"00433264":[],"00433417":12,"00434043":[],"00434704":[],"0043587":[],"00437846":[],"00438318":[],"00439674":[],"00440346":[7,35],"00441065":[],"00441097":38,"0044202":39,"00442091":[],"004423":[],"00443629":[],"00443743":[7,35],"00444806":[],"0044505":38,"00445186":38,"0044547":[],"00445655":12,"00451186":[],"0045162":[],"00453377":[],"00455966":[],"00456562":[],"00457441":[],"00457599":[],"004578":[],"004579219539673834":[7,36],"00458083":[],"00458631":[],"00458878":[7,35],"0045909":[],"00459357":[],"00459568":[],"00460917":[],"004610275230656212":[7,36],"00461571":[],"00462287":[7,35],"00462662":[],"00463124":[],"00463246":[],"00464677":[],"00465099":36,"0046544":[],"0046741":[],"00468914":[],"00470102":[],"00470879":[],"00471617":[],"00471782":6,"00472199":7,"00472276":[],"00472512":[7,35],"00472792":39,"00473136":[],"00473744":[],"00474898":[],"00476012":38,"00478417":[],"0047956":[],"00479764":[],"00480881":[],"00481334":[],"00483798":[],"00483858":[],"00485232":[],"00486797":22,"00487029":38,"00489203":39,"00493903":[40,41],"00494984":22,"0049544":[7,35],"00497544":[],"00497706":[],"00497837":35,"00498004":[],"00498065":[],"00498243":[],"00498263":[],"00499474":[],"004999999999999987":[],"004999999999999989":[],"004999999999999991":[],"004999999999999996":[],"004999999999999998":[],"005":[],"005000000000000001":[],"005000000000000009":1,"00500716":[],"00502886":[],"00503732":[],"00503932":[],"0050554":[],"00505872":[],"00507014":[],"00507531":[],"00508636":34,"00509128":38,"00510408":39,"00510839":[],"00511073":[],"00512149":[],"00512599":[],"00512927":6,"00513051":[],"00514007":34,"00514817":[],"00515165":[],"00515181":[],"00515889":[],"00516067":[],"00517114":[7,35],"00517673":[],"00518116":[],"00518242":34,"0051879":[],"00519717":[],"00520618":[],"00520752":[],"00520911":38,"00521014":[],"00521037":39,"00522055":[],"00523259":39,"00523549":34,"00523789":[],"00525279":[],"00525303":[],"00525734":[],"00526145":22,"00526348":[7,35],"00527578":[],"00528252":[],"0053018":[7,35],"00531268":[],"00532167":[],"00532314":[],"00534541":[],"00536751":[],"00537955":[],"00539563":[],"00541422":39,"00541941":[],"00544547":38,"00546503":[],"00546963":[],"00547113":[],"00547332":[],"00550187":[],"00551372":38,"00551695":[],"00551716":[],"00552462":[],"00554202":[],"00554552":[7,35],"00554707":[],"00555576":34,"00556826":[7,35],"0055687":[],"00556946":[],"0055715":38,"00557155":22,"00557893":[],"00558145":[],"00559722":[],"0055997":[],"00560098":[],"00560316":[],"00561212":[],"00561262":[],"00562142":[],"005643":[],"00564344":[],"00564365":38,"00564874":[],"00566707":[],"00566909":22,"00567103":34,"00567869":[],"0056799":6,"00568091":[],"00568352":[],"00569512":[],"00570059":[],"00570321":[],"0057065":[],"005708":[],"00570826":[],"00571352":[],"00571565":[],"00571608":[],"00571884":[],"00572613":[],"00573236":[],"00573661":[],"00573681":[],"00573727":[],"00574735":[],"00575681":[],"00576997":[],"00577229":[],"00578449":[],"00578809":[],"00579114":39,"00579953":[7,35],"00579972":[],"00582034":[],"0058243":38,"00582904":34,"00582949":[],"00585143":[],"00586355":[],"00588657":[7,35],"00588836":[],"00590379":[],"00590456":[],"0059267":[],"00593362":[],"00594949":[],"0059591":38,"00597698":[],"00598464":[],"00598510e":[],"00599216":39,"00600791":[],"00602064":[],"0060439":[],"00605833":[],"00606112":[],"00606382":[],"00607072":[],"00607165":[],"00607783":7,"00609802848297877":[],"0061078":[],"0061084":[],"006150":[],"00615047":[],"006162":[7,35],"00617221":[],"00617261":[],"00617499":6,"0062202":[],"00622617":[],"00622949":38,"00623535":[],"00625051":[],"00625222":[],"00625572":[],"00625672":[],"00627115":[],"00627746":[],"0062968":[],"00630331":[7,35],"00630802":[],"00631759":[],"00632049":[],"00632251":[],"00633289":[],"00634299":[],"00634575":[],"00635016":[],"006352536528464608":[],"00635621":[],"00636586":22,"00636951":[],"00637188":[],"00637367":38,"0063878":[],"00640931":39,"00641423":[],"00642221":[7,35],"00642737":[],"0064349":[],"00644":38,"0064472":35,"00645121":[],"00647029":[],"00648847":22,"00652931":[],"00653725":[],"00654058":[],"00654406":[],"00654835":[],"00654864":[],"00656079":[],"00657032":[],"00657601":[],"00659604":[],"00660427":[7,35],"00663179":39,"00666287":38,"0066645":[],"00667611":[],"00669649":[],"00672471":[],"00672505":[],"00672607":[7,35],"00672654":[],"00673407":[7,35],"00673693":[],"00674158":[],"00676256":[],"00676387":[7,35],"00677215":[],"00679013":[],"00680029":[],"0068011":[7,35],"00681708":38,"00682686":[],"00683102":[],"00683748":6,"00683875021199284":[],"00683964":[7,35],"00685287":[],"00687309":[],"00688012":[],"00688182":[],"00689214":38,"00691012":[],"00691271":[],"00692345":[],"00693334":[],"00693613":[],"00694315":[],"0069435":[],"00695371":[],"00696127":[],"0069668":[],"00697033":[],"00698568":[],"00700361":[],"00701382":34,"007024126888938232":[7,36],"00702562":[],"00702721":[],"00702885":[],"00703651":[],"00709346":39,"00709577":[],"007096":[],"00710152":[],"0071129":[],"00711457":[],"00712219":[],"0071264":38,"00715512":[],"00717018":[],"00719176":[7,35],"007211":6,"0072114":6,"00721287":[],"00722437":[],"00723172":[],"00724144":22,"00724303":[],"00725498":[],"00727646693":[1,33],"00729134":38,"00731149":[],"00731392e":[],"007315":34,"00732483":[],"00732665":[],"00733216":[],"00733969":39,"00735068":[],"0073544":[],"00736737":[],"007370297974992432":[],"00737863":[],"00738299":[],"00738983":12,"007390":12,"00740723":[],"00740838":[],"00741349":22,"0074331":6,"00745015":[],"00746317":[],"00747773":[],"00748862":[],"00752703":[],"00753078":[],"00753289":[],"00754823":[],"007557567939261264":[],"00755917":[],"00757359":34,"00759119":7,"00759427":[],"00761224":[],"00761546":[],"00761755":[],"00762217":38,"0076268":23,"00763764":[],"00764333":[],"007658477904313023":[],"0076989":[],"00770419":[],"00771475":[40,41],"0077313":[],"00774376":[],"00774948":[],"00777619":[],"00778316":[],"00778835":34,"00779859":38,"00781297":[],"00781659":[],"00781918":36,"00782481":[],"00784099":[],"00784393":[7,35],"00784531":[],"00785065":39,"00786896":[],"00789262":[],"00791263":[],"00791445":[],"00792032":[],"00796116":[],"0079634":[],"00798909":[],"00799475":[],"00800011":[],"00801346":[],"00802302":[],"00802792":[],"00803064":[7,35],"008043811612683473":[],"00805074":36,"00806447":[],"00809364":[],"00810345":[],"00812316":39,"00812487":[],"008128643056242772":[],"00813033":[],"00813523":34,"00813803":7,"00814422":22,"00815244":38,"0081568":[],"00816675":[],"00817631":[7,35],"00818251":[],"00819774":[],"00819875":[],"00821525":[],"00823002":6,"008230739628188457":[],"00827534":[],"00827728":[7,35],"00828121":[],"00829346e":[],"00831018":[7,35],"00834112":38,"00834567":[7,35],"00836649":[],"008377169630073601":34,"00838255":[],"00838555":[],"00840184":[],"00842216":[],"00842507":[],"00843317":22,"00847367":[],"00848586":[],"00848739":[],"00848904":[7,35],"0085274606925055":[],"00853302":[],"0085392":[],"0085548":[],"008560581831215528":[],"0085639":[],"008574628106492125":[],"00857702":[],"00858857":34,"00859693":[],"00860892":[],"00861192":34,"00861518":38,"00861563":34,"00864664":[],"00865335":[],"0086649156":[1,33],"00866766":[],"0086714":[],"00867406":[],"008675369724975977":6,"0086885":[],"00868866":39,"00869259":[],"00870208":[],"00871267":[],"00871959":38,"00871967":[],"00872006":[],"00872869":[],"00873267":[],"00875286":[],"008753288788081405":[],"00877737":[],"00877816":[],"00877892":[],"00878815":[],"00881749":[],"00881939":[],"00885858":[],"00886253":[],"00887262":[],"00888634":22,"00889027":[],"00889475":[],"00891351":[],"00891702":[],"0089204":[],"0089214":38,"00893112":[],"00893649":[],"00894639":6,"00896253":[],"00898223":[],"00899025":39,"008994":[],"0089987":[],"00900007":[],"00901661":[],"00903778":[],"00904514":[],"00905423":[7,35],"0090724":[],"00908537":[],"009134699065945493":[],"00914784":[],"009163470508352218":6,"009164545680330616":[7,36],"00917248":[7,35],"00917694":[],"00917881":[],"00919984":[],"00920294":[],"009211602191395454":[],"00921748":[],"00922097":33,"00922905":[],"00923082":[],"00923474":[],"00925406":38,"009277782622954527":[],"00930146":[],"00930457":[],"00931621":[],"00931882":[],"0093262":38,"009338082195270294":[],"00934327e":34,"00934499":[7,35],"00935737":34,"00935742":[],"00938275":[],"00939407":[],"009396472959497925":[],"009397356386856284":[],"00939922":[],"00940611":[],"00942574":[],"00943026":[],"00943959":[],"00948452":22,"0095":36,"00951885":[],"00952138":[],"00954206":38,"00955125":[],"0095585":[],"00956827":[],"00958615":[],"00959357":[],"00961612":39,"0096208":[7,35],"00962196":34,"00963683":[],"00964128":[],"00964129":[],"00965205":[],"00965904":[],"00966192":[],"00966668":[],"0096667":[],"00968268":[],"00969608":22,"00969623":[],"00970059":[],"00970896":[],"00971344":[],"00972948":[],"00974758":[],"00978267":[],"00979031":[],"00979357":[],"00982052":[],"0098443":[],"009880124918446542":[],"00988081":[],"00988356":[],"00988992":[],"00989118":[],"00989834e":[],"00990475":6,"00991812":[],"00992331":[7,35],"0099499":39,"00995699":[],"00996754":[7,35],"00996762":[],"00997215":[],"00997502":38,"00997697":[],"009998596494598343":[],"01":[0,1,2,3,6,7,10,12,14,18,22,32,33,34,35,38,39,40,41,42],"010018312644137363":[7,36],"01003519":[],"01003651":[],"01006":38,"01006224":[],"01006335":[],"01006984":[],"0100706":[7,35],"01008116":[],"01009321":[],"01009625":[],"01013106":[],"01013849":[],"01014331":[],"010148621093080332":[],"01016442":[],"01016493":[],"01016961":[],"010175219431920396":[],"01018089":[],"01018465":[],"01019212":[],"01020588":38,"01024875":[],"01027183":[],"01027671":[],"01028953":34,"01029828":[],"01031":38,"01032298":[],"01032533":[],"010331721306655127":[7,36],"010348289064969316":[],"01034877":22,"01035006":[],"01039355":[],"01039879":[],"01039977":[],"010405448150048726":[],"01044475":[],"01045576":[],"01048771":[],"010516485576645508":[7,36],"01054406":34,"01055384":[],"01055538":[],"0105667":[],"01057961":22,"0105836":[],"01059242":[],"01060492":[],"010612904886352397":[],"010638334964957053":[],"01064258":39,"01066519":[7,35],"01066897":38,"01067432":[],"01069799":[],"01070103":[],"01070717":[],"01071876":[],"01074379":[],"01074493":[],"0107497":[],"01075018":[],"01076611":6,"01076897":38,"0107744":[],"01078008":[],"01080465e":[],"01084359":[],"01085261":[],"01085571":[],"01086401":[],"01086733":[],"01087815":[],"01089212":[],"01091589":38,"01093529":[],"01093553":[],"01094916":[],"01095403":[],"01097287":[],"01098247":[],"0109944":34,"01099776":[],"0110":30,"011011355570628998":34,"01101198":39,"01102311":[],"01102737":[],"01105668":[],"01105813":[],"0110602":[],"01107333":[],"011076219011379514":[7,36],"01109809":[],"01109955":[],"01112157":[],"0111346":[],"01115456":[],"011156605304609659":[],"01116732":[],"01118392":[],"01119357":[],"01119504":[],"01119738":[],"01119981":[],"011208613520466846":[],"011225":[],"01123792e":[],"01127138":[],"01127942":[],"01129178":22,"01129731":[],"0113104":[7,35],"01131771":[],"01131825":[],"01133846":[],"01133903":[],"01135511":[],"01135642":[],"01140194":[],"01140307":[],"01141119":38,"01142354":[],"01146857":[],"01149099":[],"01149386":[],"01149735":[],"01150437":[],"01151556":[],"01153142":[],"01153294477941533":[],"0115357":[],"01154365":22,"011594819155615":[],"01161645":[],"01163942":[],"01167316":34,"0116753":38,"01167598":[],"01169016":[],"01169528":[],"01171276":[],"01172319":[],"01173863":[],"01174937":[],"01176967":[],"0117786":39,"01178583":[],"01178857":[],"01179128":[],"01179415":[],"01179792":[7,35],"01180564":[],"01180692":[],"01181458":[],"01181473":[],"011818646101922625":[],"011886":[],"01191824":6,"01192135":[],"01193263":[],"01194492":[],"01195336":[],"01196506":[],"01199378":[],"01199434":[],"01199741":[],"01203439":[],"01203668":34,"01205039":[40,41],"01206221":[],"012073649446193166":[7,36],"01211133":[],"0121289":[],"01214076":[],"01214862":[],"01215461":[],"01216075":[],"01216231":[],"01216264":[],"0121639":[],"0121766":[],"01218403":[],"01218736":[],"01218739":39,"01219292":[7,35],"01220301":[],"01220505":38,"01222822":34,"01222848":[],"01222875":[],"01223198":[7,35],"01223754":[],"01229008":[],"01229102":[],"01229692":[],"01231917":[7,35],"01232071":22,"01232366":[],"0123263":[],"01234":[],"01234261":[],"01235079":[],"01235257":[],"01241284":[],"012423940191689783":[],"01244297":[],"01244551":[],"01247909":[],"01248754":38,"01249445":[],"01249968":[],"01250964":[],"01257912":[],"01258423":[],"01259554":22,"01260207":[],"01261048":[],"01263474":[],"01265755":34,"012658":34,"01266855":[],"01266999":[],"01267007":35,"01267038":39,"0126711":[],"01267244":34,"01268737":[],"012687664954397":[],"01269348":34,"01272102":[],"01273648":[],"01276369":[],"01278044":[],"01280793":[],"01282028141098116":34,"01282563":[],"01286909":[],"01288787":[],"01289266":[],"01290661":34,"01290947":[7,35],"0129191":[],"01294476":[],"01294799":[],"01294954":[],"01295356":6,"01295569":[],"01299711":[],"01300036":[],"01303588":39,"01305415":38,"01311197":33,"013121574015585152":[7,36],"013121574015585155":[7,36],"01312585":[],"01315875":[],"01316233":[],"01316638":[],"01317824":[],"01318643":[7,35],"0132081":[],"01321707":[],"01322347":[],"01322434":[],"01322589":[],"01323341":[],"01323523":[],"01326577":[],"01327148e":[],"01327475":[],"01328658":[],"01328972":[],"01329403":[],"01332832":[],"01333573":[],"01335628":38,"0134113":[],"01343464":[],"01343585":[],"0134434":22,"01346122":38,"01346635":[],"01347916":[7,35],"01348565":[7,35],"01348817":39,"01349244":[],"01353569":[],"01353638":[],"01355882":[],"01357366":[],"01359774":[],"01361517":[],"01366555":[],"01367553":[7,35],"01368052":34,"01369614":[],"01370129":[],"0137297":38,"01373315":[],"01373484":[],"01374327":22,"01376216":[],"01377529":[],"01377545":[],"01380833":[],"01380957":[],"01383689":[],"01384583":[],"013846":[],"01386236":[],"01393427":[],"01393496":[],"01394224":34,"01395192":[],"01396231":38,"01397146":[7,35],"01399101":[],"01399457":[],"01405935":[7,35],"01406777":[],"01408975":[],"01409478":[],"01414008":[],"01415781":[],"01416528":[7,35],"01418766":[],"01419341":[],"01420773":[],"0142117":[],"01425384":[],"01427038":33,"01427864":[],"01428546":38,"01429853":[],"01433606":34,"01433809":6,"01438804":[],"014394967608286841":[],"0144045":[],"01440748":[],"01441661":[],"01442378":[],"01442732":39,"01442817":[],"01443283":[],"014436800088904942":[7,36],"01444013":[],"01444966":[],"0144623":[],"01449782":[7,35],"01454469":[],"01455301":[],"01455304":[],"014565":[],"01456865":[],"01457889":[],"01458337":[7,35],"01458483":[],"014586":34,"01458611":34,"01459912":[],"0146081":[7,35],"01462254":[],"01463049":[7,35],"01463112":[],"01464686":[],"01466839":22,"01471973":[],"01473588":[],"01473759":[],"01476927":[],"01478037":[],"01479672":[],"01480212":[],"01480256":[],"01480927":[],"0149275":39,"01493365":38,"014934":38,"01494559":[],"01498697":[],"01499192":[],"01499389":[],"01499559":22,"01499589":[],"01504759":[],"01506354":[],"01507202":[],"01507238889517706":[7,35],"01507238889517717":[7,35],"01508864":34,"01509793":[],"015101938515449663":[],"01511937":38,"01512884":[],"01515818":[],"01519201":34,"01520159":[],"01522108":[],"01523958":[],"01525387":[],"01527618":[],"01527928":38,"01530321":[],"01531845":[7,35],"01532072":[],"01532738":[],"01534161":[],"01543076":[],"01546126":[],"01548486":[],"01549377":[7,35],"01549917":[],"01551724":[],"01551775":[],"015518":[],"01551815":[],"01552039":[],"01552874":[],"01554658":[],"01558197":6,"01562424":[],"01563358":[],"01566026":[],"01566493":[],"01567258":[],"01568403":[],"01568987":[],"01571214":34,"01572":38,"01573062":[],"01573768":[],"01574065":[],"01574456":[],"01575266":[],"01578667":[],"01584129":[],"01593089":[],"01593435":[],"01594452":36,"01596717":39,"01597256":38,"01597958":[],"01600363":[],"01600501":22,"01604235":[],"01604832":[],"01606538":[],"01606644":[],"01607157":[],"01608796":34,"01612308":[],"01612637":[],"01613409":[],"01615836":[],"01616657":[],"01620955":[],"01622922":[],"01624447":[],"01625794":[],"01628578269596628":[7,36],"01630755":[],"01633913":[7,35],"01634224":38,"01635525":[],"01636202":22,"01639344":[],"01639489":[],"01640891":7,"01641044":[],"01643795":[],"01643952":[],"01647074":[],"0164974":[],"01651955":39,"01654574":[],"01655001":[],"01655318":[7,35],"01655384":[],"01656815":[],"016587414993043573":[7,36],"01667926":34,"01671659":[],"01672395":[],"01674956":[],"01677178":[],"01677512":34,"01678891":[],"01679297":[],"01681173":[],"01681612":[],"0168171":[],"01682317":[],"01682652":38,"01684463":[],"01685118":[],"01686439":[],"01691985":[7,35],"0169643":6,"01698477":[],"01699169":[],"0169931":34,"01700746":[],"01700897":[],"0170097":[],"01701429":[],"01705695":[],"01705781":[],"01706166":[],"01708375":38,"01708781":[7,35],"01708852":[7,35],"01709886":[],"01712306":34,"01712421":[],"01713187":[],"01713366":[7,35],"01717238":[],"01717549":[],"01717775":[],"01721277":[],"01722503":[],"01723872":[],"01724499":6,"01724739":[],"0173119":[],"017355848195593347":[7,36],"01735584819559336":[7,36],"01735999":[],"01736099":[],"01737595":[],"01737634":[],"01740381":[],"01740873":[],"01743124":[],"01746176":[],"01746342":22,"01747915":38,"01748034":[],"01752868":[],"01754817104095514":30,"01756114":[],"01759442":[],"01759974":[],"01760144":[],"01761069":[],"017665":6,"01767104":39,"01772174":[],"01772779":[],"01775486":34,"0177579":[],"01779091e":[],"01782618":[],"01783096":[],"01783414e":34,"01784495":34,"0178462":[],"01784845":[],"01785297":22,"01787801":[],"01789589":[],"01793261":[],"01793972":[],"01795684":[],"01797196":[],"01797685":[],"0179826":[],"018":[],"01804672":[],"0180908":[],"01811279":[],"01811373":[],"01813363":[],"01814351":[],"01814683":[],"01817048":[],"01817739":[],"0182116":[],"018232":34,"01825282":[],"01826645":[],"01826811e":[],"01827225":38,"01827302":[],"01827881":39,"01830039":[],"01831050e":[7,35],"01831190e":[7,35],"018365206985554446":[],"01837528":1,"01838531":[],"01839352":[],"01844584":[],"01844822":[],"01846605":[],"01853796":[],"01854489":[],"0186037":[],"01863203":[],"01866537":[7,35],"01868119":[],"01869515":38,"01870931":[],"01871612":[],"01872002":[],"01873344":12,"01873823":[],"01873869":6,"01874605":[],"01877081":[],"018771":[],"01879191":[],"01881237":[],"01882218":[],"01882264":[40,41],"01884327":[],"01886197":[],"01893445":[],"01897462":[],"01898383":[],"01898855":[7,35],"01900106":[],"01901953":[],"01905384":[],"01905473":22,"01905883":[7,35],"01908329":[],"01908936":[7,35],"01909296":[],"01909929":[],"01910339":33,"01915337":[],"01916065":[],"01918426":[],"01919791":[],"01922269":[],"01922564":[],"01924105":[],"01925934":[],"01930676":[],"0193075":[],"0193386":[],"01944073":[],"01945582":[],"01947663":34,"01947793":[],"01947977":22,"01950331":[],"01952679":[],"0195302":[],"01954342":38,"0195557":39,"01958776":26,"01962001":[],"01963611":[7,35],"01966173":[],"01968447":[],"01969093":[],"01969145":[7,35],"01974315":[],"01975006":[],"01975416527185249":[7,36],"01975755":[],"01975848":[7,35],"01979808":[],"01981665":[],"01991068":[],"01991819":[],"01999575":38,"02":[0,1,5,7,8,13,33,35,37,39,40,41],"0200041":[],"02010178":[],"02014577":[],"02015755":[],"02016185":[],"02019986":[],"02021288":[],"02021757":39,"02024962":[7,35],"02025337":[],"02025574":[],"02026756":[],"02028151":[],"02028415":22,"02028936":[],"02031789":[],"02031987":[],"02032056":[],"02034593":[],"02034655":[],"02036067":[],"02037155":[],"02038063":[],"02041607":34,"02044223":[],"02045223":[],"02045753":[],"02054837e":[7,35],"02056537":[],"02058408":[],"02058681":[],"0206033":[],"02060364":[],"02068067":[7,35],"02069038":34,"02070909":[],"02072876":[],"02073509":6,"0207381":[],"02075746":[],"02077431":35,"02077938":[],"02079104":22,"02079774":[],"02079913":[],"02083309":[],"02084474":[],"02084969":[],"02087411":[],"02088307":[],"02090304":38,"02091662":[],"02092464":[],"02098261":[7,35],"02101168":[],"02102403":[],"02103315":38,"02104639":[],"02108599":[],"02109876":[],"0211042":[],"0211429":[],"02117843":[],"02118344":[],"02123176":[7,35],"02124568":[],"02125481":22,"02125608":[],"02126205":[],"02132304":34,"02132557":[],"02134409":[],"02137093":[],"02137508":[],"02138683":38,"02141849":[],"02143946e":[],"02146636":[],"02148021":38,"02150453":[],"02151521":[],"021544346900318832":35,"02156196":[],"02156565":[],"02157768":[],"02158822":[],"021592704588025022":[7,36],"021592704588025025":[7,36],"02159357":34,"0216304":[],"02163476":[],"02163828":39,"02164667":[],"02169399":[],"02171224":[],"02175561":[],"02176052":[],"0217610577940561":[],"02177725":[],"02181163":[],"02183817":[],"0218856":[],"02189606":[],"02189863":[],"02189994":[],"02193078":[],"02196086":[],"02198702e":[7,35],"02198703e":[7,35],"02199232":[],"022":[],"02203851":[],"02204591":[],"02206393":[],"02207054":[],"02208512":[7,35],"0221049":[],"02214409916811925":[],"02218045":[],"02218076":[],"02225493":[],"022255":[],"02228115":[7,35],"02229529":[7,35],"02232526":[],"02233838":39,"02234283":[],"02235723":38,"022379426843681074":[],"02239876":[],"02241952":[],"02243626":34,"02249167":[],"022498":[],"02251592":[],"02252765":6,"02253659":[],"02255993":34,"02257687":[],"02260949":[],"02260989":[],"02265005":[],"02265404":[],"02265998":[],"02268557":22,"02270207":[],"02280587":34,"02280634":[],"02281004":[],"0228324":[],"02286267":[],"0228686":34,"02287468":38,"02287532":34,"02288069":[],"02290895":[],"02296298":38,"022999498260366312":[7,36],"02301105":[],"02307403":34,"02312079":[],"0231353":[],"0231916":22,"02319624":[],"0232":[],"0232101":[],"02322297":[],"02322594":[],"02322786":[],"02323402":[],"02325785":[],"02327527":[],"023295599127611474":[],"02330799":[],"02330901":[],"02333688":[],"02334754":[],"02336409":[],"02338085":[],"02342235":[],"02345858":[],"02348765":[7,35],"02349274":[],"02352005":[],"02352663":[],"02352843":[],"02354386":[],"02355756":[],"02356004":[],"02356178":[],"02358547":[],"02359571":[],"02361665":[],"02363304":[],"02365049":[7,35],"02369044":[],"02374496":[],"02375066":[],"02381502730822":30,"02381503":30,"02386932":[],"02387182":[],"0239126":38,"02391906":[],"02392067":[],"02393338":39,"0239521":[],"024":[],"024004":[],"024011020121022356":[],"02404706":[],"02409835":[],"0241039":[],"02413786":[],"02424794":36,"02429596":[],"02430273":26,"02431532":[],"02432309":[],"02432632":[],"02432881":[],"02436346":[],"02439287":[],"02441422":[],"02444266":[],"02444569":[],"02446604":38,"02447063e":[],"02448011":[],"0244965108017645":[],"02452765":[],"02452792":[],"02454051":[],"0245528":[7,35],"02456":38,"024562":[],"02456235":[],"0245728":[],"02458099":[],"02459084":38,"02461054":39,"02472936":[],"02474828":[],"02475273":22,"02477293":[],"02478142":[],"024792624800382218":[],"02480266":[],"02483712":[],"02490769":[],"02492265":6,"02496085":38,"02496143":34,"02498282":[],"02498832":[7,35],"02499437":[],"02500488":[],"02502325":[],"02503392":[],"02503753":[7,35],"02504521":[],"02506901":[],"02511468":[],"02511518":7,"0251375":22,"02519009":[],"02521917":[],"02522069":7,"02526293":[],"02527621":[],"02529207":[],"02530487":22,"02530745":[],"02531253":[],"0253208":[],"02533443":[],"02535112":[],"02535694":[],"02535973":[],"02540212":[],"02544154":[],"02545":38,"02546675":36,"0255141":[],"02552966":[],"02553865":[],"02553907":[],"02557617":38,"02561386":[],"02564828":[],"02566356":[],"025709":[12,34],"02572446":[],"02572685":[],"02576358":[],"02576685":[],"02580654":[],"02584233":[],"02585059":[],"02586427":[7,35],"02593707":[],"02594314":[],"02595095":[],"02597067":[],"02597861":[],"02599188":[],"02600605":[],"02601643":[],"02604362":[],"02606605":[],"0260728":[],"0260906":[7,35],"02612988e":[],"0261442":[],"02616812":38,"02617297":[],"02617887":[],"02622039":[],"02622061":34,"02623761":[],"0262517":[],"02625193":9,"02625852":[],"02629144":38,"02629373":[],"0263106":[],"02631244":[],"02631942":[],"02632742":[],"02635861":[],"02636268":[],"02643023":34,"02644397":39,"02646648":[],"02649469":[],"026495":[],"02651857":[],"02654585":[],"02658761":[],"02660572763718093":[7,36],"026605727637180936":[7,36],"02661264":[],"02664408":[],"02667406":[],"02671209":34,"02676992":[],"02677463":[],"02684648":[],"02687671":[],"02689923":39,"02692965":[],"02693015":[],"02693858":35,"02694975":[],"02700826":22,"02704796":[],"02705202":[],"02707227":6,"02709478":[],"02709761":[],"02710291":[],"0271259":[],"0271583":[],"02717039":[],"02717123":34,"02723445":[7,35],"0272743":[],"02728257":34,"02729375":[],"02731257":34,"02731808":[],"02732402":[],"02735547":38,"02751373":[],"02754248":[],"02760064":[],"027609773491022525":[7,36],"02760977349102253":[7,36],"02761071":22,"02761893":[],"02766946":[],"02769274":[],"02780107":[],"02781444":[],"02784163":[],"02784266":[],"0278673":[],"02787184":[],"02792633":[],"0279278":34,"02793082":[],"02797154":[],"0279886":38,"028":[],"0280223":[],"02805988":[],"02806268":[],"02808229":[],"02809972":[],"02813369":[],"02813549":[],"0281646":34,"02816961":[],"02818667":[],"028188673105960467":[],"02832687":[],"02833443":[],"02835701":[],"0284405":[],"02846506":[],"02850506e":[],"02853426":[],"02856881":[],"02857":5,"02859759":[],"028638258927275215":[],"02872216":[],"02875156":39,"02876848":[],"02880987":[],"02882718":34,"02884485":[],"02895708":[],"02895911":[],"02895918":35,"02899912":[],"02900153e":38,"029003":[],"02901273e":[],"02901441":[],"02909574":[],"02910539":[],"02910881":[],"02911348":[],"029114513319594925":[],"02913373":39,"02920675":[],"02923006":[],"0292555":[],"02925855":38,"02928194":[],"02930753":[],"02933055":[],"02937931":34,"02940083":[40,41],"02941655":[],"02943644":[],"02944152":[],"02944974":[],"02946852":[],"02946931":22,"029483":6,"02953975":[],"02959231":34,"02960445":[],"02960492":[],"02962583":[],"02962903":[],"02963147":[],"02963424":[],"02965159":[],"029664":[],"02966421":[],"02970225":[],"02970397":[],"02971554":34,"029733":34,"02973733":[],"02976145":[7,35],"02976686":[],"02979087":[],"02980537":[],"02982009":[],"02987043":[],"02987496":[],"02988432":[],"02989838":34,"02990404":[],"02992287":[],"02993573":38,"02994311":6,"02996909":[],"02999715":[],"02f":[7,27],"03":[2,7,34,35,41,42],"0300023":[],"03000689":[],"03003494":[],"03003891":[],"03006815":[],"03008641":[],"03012648":[],"03012666":22,"03015288036252618":[],"03016341":[],"030164788184997":[],"03021588":[],"03029311":26,"03031173":[],"03032441e":[7,35],"03032534":[],"03033791":[],"0303586629618948":[],"03041332":[],"03041488":[],"0304378":[],"0305221":[],"03057995":[],"03059882":[],"0306232":[],"030645975175292262":[],"03065856":[],"03068149":[],"03073145":39,"03076019":[],"0307725":[],"03077640549":5,"03092729":[],"03099776":6,"03099794":[],"031":[6,35,36],"03100531":[],"03101165":[],"03110579":34,"03112129":[],"03115122":[],"0311613":[],"03119062":[],"03120433":[],"03120942":[],"03143856":[],"03158013":[],"03159246":[],"0316146":[],"03162926":34,"03163926":[],"03166151":[],"03166168":[],"03166546":[],"03170652":[],"0317606":[],"03177331":[],"03179975":34,"03181997":[],"03184307":39,"03188133":[],"03194307":[],"03196357":[7,35],"03196582":[],"032005":12,"03200542":12,"03201179e":[],"03201217":[],"03201832":38,"03201922":[],"03202289":34,"03204446":[],"03205795":[],"03206321":[],"03206757":[],"03207075e":[40,41],"0321222":[],"03212854":[],"032142":[],"03214247":[],"03214829":[],"03215463":22,"0321956":[],"032196":[],"03221473":[],"03221782":[],"03230611":[],"03234422":[],"03235719":[],"03237424":[],"03238421":34,"03239118":[],"03239393":[],"03241171":[],"03241936":[],"03241945":[],"03244944":[],"03246707":[],"03247316":[],"0324793":[],"03248618":[],"03251863":6,"03254179":[],"03254614":[],"03256632e":[2,41,42],"03261373":[],"0326167":[],"03266152":[],"03267527":[7,35],"03274273":[],"03279636":[7,35],"032825":[],"03282533":[],"03283413":[],"03284768":39,"03285784":[],"0328643":38,"03287187":22,"03291795":[],"0330308045183194":[7,35],"0330308045187757":[7,35],"03304417":[],"03306538":38,"0330705":[],"03308408":6,"03309100631504689":30,"03309191e":[],"03311432":[],"03313193":[],"03313259e":[],"03317599":[],"03318519":[],"03319608":[],"0332335":[],"033233504714921":[],"0334136":[],"033414":[],"03343379612645295":[],"0334505":[],"03345624":[],"03351257":[],"03354468":[],"03354844":[],"03357723":[],"03358833":[],"03361037":[],"03364384":[],"03365012":[],"03365665":[],"033657685071527665":[7,36],"03370657":34,"03374269":34,"03374843":[],"0337609":[],"03382942":[],"03396658":[],"034":[],"03400724e":[],"03403584":39,"03404758":[],"034048":[],"03409194":[],"03412067":[],"03418643":[],"0342028":[],"0342458":38,"03426412":[],"03426934":[],"03430385":[],"03439189":[],"034404":[],"03440431":[],"03447512":[7,35],"034476":[],"03447649":[],"03450725":34,"03454641":[],"03455614":[],"034557":34,"03455885":[],"03465317":34,"03468878":[],"03472308":[],"03474443":[],"03476611e":[],"03479236":[],"03479936":[],"03484266":[],"03484946":[],"0348572":[],"03500569":[],"03500949":[],"03508463":22,"03509683":[],"03510464":[],"03510963":39,"03511387":[],"03514117":[],"03520118":34,"03529083":[],"03529801":[],"03530044":[],"03532164":[],"03533698":[],"03538463":[],"03538673e":[],"0354495":[],"0354894":[],"03550103":26,"03554165":[],"03558034":[],"03559176":[],"03562355":[7,35],"03563709":[],"03563906":[],"03568439":[7,35],"03568495":[],"03570093":[],"03571339":[],"03573214":[],"03576146":26,"03578526":[],"035810431523915":[],"03582724":[],"03586482":[],"03586723":22,"0359565":6,"03596557":[],"0359727":[],"03601781":[],"03607387":34,"03609183":[],"03612962":[],"03613058":[],"03613164":[],"036132":[],"03624103":[],"03624411":[],"0362483569261072":[],"03625417":[],"03630548":[7,35],"03637961":39,"03642173":[],"03642937":22,"03647182":[],"03648711":[],"036527092051294":[],"03656288":[],"03662823":38,"03664879":[],"03680811":[],"03681113":[],"03681479262838276":[],"03682195":[],"03683365":[],"03692132794542241":[],"03692749":[],"03692828":[],"0369544130635358":[],"03696458":[],"03699304":[],"03701105":[],"03703391":[],"03707133":12,"0370757046153366":[],"03710736":[],"03722287":[],"03733016":[],"03734925":[],"03736678":[],"03742586":[],"0374535":[],"03745816":[],"03751833":[],"03752735":39,"03753059":[],"03768291":[],"03770824":[],"03776519":[],"03778607":[],"037813671417389005":[7,36],"03781367141738902":[7,36],"03796359":[],"03796582":[],"03798785":[],"038":[],"03805295":[],"03814292":[7,35],"03815288":[7,35],"03820746":[],"03824887":[],"0382721":[],"03827385":[],"03828162":22,"038300":[12,34],"03834357":[],"0383613556521865":[],"03837":38,"03843478":[],"03844073":[],"0384468":[],"03846169":35,"03853213":[],"03853268":[],"03853313":[],"03853677":[],"03856054":[],"03856748":[],"03858916":[],"03860666":[],"03868311":[],"03868372":[],"03870024":[],"03872795610436844":[],"03873507":[],"03877201":[],"03887801":[],"03887807":[],"03888479":39,"03888998":[],"038890":[],"03896708":[],"03901061":[],"039039":6,"03906948":[],"0391259":[],"03913554":22,"03916813":[],"03923714":[],"03926126":[],"0394226":[],"03942371":[],"03948301":[],"03960002":[],"03961179":[],"0396789":[],"0397137":[],"039732":[],"03973227":[],"03973359":[],"03974553487733608":[],"039764":[],"03976851":38,"03976976e":[],"03979291":[],"0398603":[],"03990261":[],"039967668952797":[7,35],"0399676689527975":[7,35],"04":[2,7,12,35,41,42],"04000457":[],"04001696":[],"04006242":[],"040102":6,"04010697":[7,35],"04011156":39,"04015455":[],"04018043":[],"04018705":[],"04018985":[],"04021377":[],"04025059":[],"04026":42,"04026126":[],"04030508":[],"04033524":[],"04038595":[],"04040902":[],"04041644":[],"04046513":[],"04046984":[],"04051441":[],"040569":[],"04061345":[],"04063532":[],"04063602":[7,35],"04065686":[],"040657":[],"040684":[],"04071979724729911":26,"04072235":[],"04073097":[],"04074169":[],"04081099":[],"040810991569604":[],"0408223":[],"04085864":[],"04085976":[],"0408707":[],"0409646":[],"04097813":[],"04098313":[],"04098879":[],"041":10,"04101344":[],"04104182":[],"0410697":[],"04108038":38,"04110474":[],"0411487294305088":[7,35],"0411487294305226":[7,35],"04121466":[],"0412828":[],"0414517":[],"04145287":34,"04150522":[],"04156247":39,"04158557":[],"04161572":[],"04161649":[],"04164966":[],"0417409":[40,41],"04176993":22,"04178558":[],"041786":[],"04178798":[],"04183444":[],"04184888":[],"04186033":[],"04191323":[],"04193203":34,"04198387":[],"042060":[],"04206048":[],"042136":[],"04215521":34,"04216532":[],"04217103":[],"04217888":[],"0422":[],"04220758":[7,35],"04220931":[],"04224929":[],"04235439":[],"04238763":[],"04240593":[],"04245961":[],"04253288e":[],"04254787":[],"04262217":[],"04268493":[],"04270166":22,"04277528":[],"04286013":[],"04287372":39,"04293545":[],"04295726":[],"04295757":36,"043":10,"043072":[],"04307275":[],"04315108":6,"04315855":[],"04322019":[],"04323936e":[],"04323964":[],"04328411":33,"04328852":[],"04329607":[],"04329799":[],"04330558":[],"04330907":[],"0433282860079154":[],"04346721":6,"04350821":[],"04353549":[],"04355062":[],"04355106":[],"04355837":[7,35],"04356439":[],"04362":10,"04362042":[],"043637":[],"04369752":[],"04372016":[],"04372067685794603":[],"0437499":3,"043839":[],"04389027":[7,35],"04394742":34,"044014":[],"04401421":[],"04403475":[],"04404068":[],"04413243":[],"04418179":[],"04421197":[],"0442242":[],"04423486":[7,35],"04426744e":34,"04431557":[],"044334":34,"044338305845698256":[],"04435458":[],"04442454":39,"04443985":[],"04452918":[],"04460703":[],"044613":[7,35],"04465557":[],"04487298":[],"0449":[],"04494234":[],"04495752":[],"04497158":[],"04497816":[],"04501146":[],"04501548":[],"04504728e":[],"04513394":[],"045161":[],"04516434":[],"04519174":[],"045258":[],"04532405":[],"04537385":[7,35],"04543942":[7,35],"04544327":[],"04545125":[],"04545296":[],"0455761":22,"04560463":26,"04562561":[],"045630":[],"04564589":[],"04565456":[],"04566964":[7,35],"04575775":[],"0458":10,"04582608":39,"0458524213754298":[],"04585476":[],"04587765":[],"04588592":[],"04590873":[],"04592382":[40,41],"04596002":[],"045963":[],"04601419":[],"04608163":[],"04626298":[],"0462999":[],"04638043":[],"04640695":[],"04641529":[],"04642309":34,"04643561":[],"04646338":[],"04648225":[],"04648335":6,"04648472":[],"046485":[],"04652794":[],"04655574":[],"04657426":[],"04658881":[],"04659273":22,"04661875":[],"04664255":7,"046663":[],"046678":[],"04670255":[],"046764":[],"04683565":6,"04684509":[],"04686491":[],"04688012":[],"04702861":[],"04713857":26,"04718566894028431":[],"04719868":[],"047299":[],"04729958":[],"0473":[],"04736252":[],"0473916":[],"04740084":[],"047447724189861":[],"0474753":38,"0474837":39,"047489":[],"04754697":[],"04757138":[],"04759123":[],"0476266":[],"047760":[],"04776242":[],"04777426":33,"04784395":[7,35],"04794409":[],"048020":[],"04808723":[],"04816191":[],"0481872773043029":[7,36],"048194":[],"04823243":[],"0482407":[],"04829439":[],"048295":12,"04832356":[],"04836325":[],"04838148":[],"04838489":[],"04843417":[],"04843794":[],"04852743":[],"04853398":[],"04857266":[],"04861316":[],"04863792":[],"04877931":[],"048781":[],"0488139":[],"04881585":[],"04892055":[7,35],"04898176":39,"04899367":[],"049060":[],"04909093":[7,35],"04912436":7,"04915593":[],"049196":[],"04922273":[],"04926746":36,"049276":[],"04933083":[],"04937026":[],"049380":[],"04939861":[],"049456":12,"049479":[],"049481":[],"04949606":[],"049538":12,"049556996627824":[7,35],"0495569966278269":[7,35],"04955942":[],"04963309":[],"049677":[],"0497291":22,"04983222":34,"04984743":[],"04987891":[],"04999052":[],"05":[2,5,7,27,34,35,38,39,40,41,42],"05000245":[],"050015":[],"05002471":[],"05005634426334421":[],"05006037":[],"05006956":[],"05009826":[7,35],"05013368":[],"0501942":[],"050281":[],"05029018":[],"05029453":[],"050315327923114654":[],"05033266":30,"05034088e":[],"0503455":[],"050356":12,"050357":[],"05040878":[],"0504379":[],"05043958":[],"05045":[],"05051691":30,"05054319":[],"05055465":[],"05060379":[],"05068067":[],"05068486":[],"050702":12,"05072744":[],"05075352":39,"05077224":[],"050796":[],"05080769":[],"05083837":22,"05087018":[],"05097344":[],"05098714":[],"051":36,"05100875":[7,35],"051021":[],"051042":[],"05105586":[],"05110835":[],"051241":12,"05124625":[],"051307":12,"05135047":38,"051368":[],"05141614":[],"051418":6,"05144177":[],"05148401":[],"05151178":[],"051554":[],"05159088":[],"051598":[],"051645":[],"051649":[12,34],"05165065":12,"051651":12,"05169046":[],"0517473":6,"05176711":[],"051782":[],"051787":[],"05180367":[],"051916914594944144":[],"052":36,"052010":[],"05201041":[],"052040":12,"05211919":[],"052199":12,"05224117":[],"05224627":[],"0522653":[],"05227563":[],"052279218012056844":[7,36],"05227921801205686":[7,36],"052305":34,"05232855":[],"052330":12,"05233008":[],"05233928":[],"05235474":39,"052360":[],"052370":[],"05240397":[],"05241265":[],"052427":[],"0524497":[],"05245442":[],"05247827":[],"0525733":[],"05263":10,"05265465":[],"05267589":[],"052692":[],"05269476":[],"052738":[],"05275823":[],"05276967":34,"052856":[],"05285677":[],"052918":[],"05293216":[],"052934":12,"05293756":[],"05296475":[],"0529838":[],"05302":10,"053036":[],"053099":12,"05321642":[],"053236":12,"05334469":[],"05336637":[],"053387":[],"053417":34,"053432":12,"053462":[],"05347795":[],"053480":12,"053497":12,"05353553":[],"053599":[],"05363722":[],"05364579":[],"05364854":9,"053690173865474":30,"05376358":[],"053781":[],"053787":[],"05383795":[7,35],"05383947":[],"05384858":[],"053849":6,"053854":[],"05395761":[],"053981":12,"05401912":[],"05402091":[],"05404387":[],"05415049":[],"05415575":[],"05415968":[],"054185":12,"054197":[],"05424351":[],"0542485":39,"05426053":22,"0542797":[],"054286":[],"05430625":[],"05431945":[],"05442743":[],"054432":[],"054434":[],"054443":12,"05447415":[7,35],"05449413":[],"054500":[],"05458323":[],"054609":12,"05461692":[],"054617":34,"054621":12,"054655":34,"054750":12,"05476114":[],"05484773":[],"05485826":38,"054932":[],"055000":[],"05500389":[],"05505310046363":[],"055091049054481":[],"05509105":[],"055105":12,"05519999":35,"05526935":[],"0552878":[],"055314":[],"0553198496333376":[],"05533":10,"055349":[],"055402":12,"05546402":[],"05547088":22,"055477":[],"05548187":[],"055488":12,"05549529":[],"05549907":[],"05554795":[],"05563358":[],"055653":[],"055668":12,"055676":34,"055715":[],"055734":34,"055737":[],"05574159":[],"05577845931438246":[],"055866":[],"055876":[],"055910":34,"055925":[],"05595998":39,"055987":34,"056026":[],"056041":[],"05605667":[],"05605892":[],"0560663":[],"05607583":[],"0560917":[],"056097":12,"05614483":6,"056161":12,"0562":[],"056217":12,"05623":10,"05623539":[],"056287":[],"056315":12,"05632246":[],"056324":12,"056328":[],"05636265":[],"05638246":[],"05641352":[],"056414":[],"05648":10,"05648118":[],"05648836":[],"056491":[],"05651951":[7,35],"05655534":[],"056561":[],"056590":12,"05660129":[],"05664639":[],"05665429e":[],"05665875086534638":[],"05667":10,"05668052":[],"056683":34,"056703":12,"056717":[],"056718":[],"056730":[],"056826":[],"05684345":34,"056856":[],"056857":12,"056880":12,"05692207":[],"05696574":[],"056978":12,"05706322":[],"05716368155342608":[7,36],"057216":[],"057287":[],"057298":[],"057300":34,"057312":[],"057316":[],"05731824":[],"05735741":34,"05737289":[],"05738485":[],"05738629":[],"057387":[],"057393":34,"057411":6,"057418":34,"057420":[],"057457":34,"05747369":[],"05749111":[],"05750493e":[],"057514":[],"057607":[],"057609":[],"05761244":[],"05761295":[],"057619":12,"05767":40,"057675":12,"057682":[],"057711":[],"057722":34,"05772472":33,"057796":12,"0578214":[],"057835":34,"05783782":[],"05785343":[7,35],"05785843":39,"05785974":[],"05788664":[],"05788748":[],"05789007":[7,35],"057907":6,"05791283":[],"057913350391706":[],"057929":[],"05792927":[],"05793564":[],"057936":12,"057951":[],"057961":[],"05796251":[7,35],"057964":[],"057976":12,"05798416":39,"058043":12,"05804539":[],"05804744e":38,"0580672":[],"05806981":[],"05807125":[7,35],"058098":12,"058133":[],"0581406":[],"058152":[],"05818561278267464":[],"05818879":[],"058234":[],"058245":[],"058254":[],"05831017":[],"05834577":[],"058347":[],"058361":[],"058364":12,"058385":12,"058409":[],"058422":[],"058427":[],"058432":12,"0584713":[],"058503":[],"05850899":[],"058532":6,"05853984":[],"058552":34,"058582":[],"058593":[],"058641":[],"058645":34,"0586484":38,"058670":[],"058671":12,"05867956":[],"058721":[],"058726":[],"058770":[],"058774":[],"05879106":[],"05883":10,"05884":10,"058854":34,"058866":[],"05888195":[],"05893076":[],"058935":[],"058952":34,"058967":[],"058970":[],"058996":34,"058997":[],"059003":[],"059031":34,"059093":[],"05914563":[],"059181":[],"059201":[],"05920488":22,"059233":[],"059243":[],"05928882":33,"059294":6,"059340":[],"059348":[],"059355":12,"059363":12,"05938299":[],"059398":[],"05941988e":[],"059480":[],"0595364":[],"059593":12,"059595":12,"059624":[],"059669":[],"059695":12,"059761":[],"059775":12,"05978512":[],"059805":[],"059807":34,"0598135":39,"059827":[],"05984726":[],"059864":[],"059876":[],"059897":12,"05992237":[],"05994172":[],"059951":[12,34],"059956":[],"05996":38,"059977":[],"059979":[],"05998413e":[],"05999":10,"059992":[],"059993":34,"05999828":[],"06":[7,34,35,38,39,40,41],"060071":[],"060083":34,"060085":[],"060087":[],"06009333":[],"060108":12,"060149":[],"060160":[],"060163":[],"060171":[],"060197":6,"06019833":[],"06020264":[],"06020587":[7,35],"06021793":[],"060251":[],"060254":34,"060275":[],"060288":[],"060312":[],"06031928":[],"06034627":[],"060358":12,"06037137":[],"060384":[],"060435":[],"06043581":[7,35],"060453":[],"060470":[],"060471":[],"060475":[],"0604888":[],"060490":[],"06052551":22,"060547":[],"06055507":[],"060565":[],"06057711":[],"060590":[],"06061276":[],"060629":[],"060631":[],"060652":[],"060678":[],"06068192":[],"06069047":[],"0606958":[],"060716":34,"06072":38,"060726":[],"060734":[],"060735":[],"060756":34,"06079614":[],"06080649":[],"060824":[],"06082419":[],"06082594":[],"06083072":[],"060870":[],"060872":34,"06088245":[],"060898":[],"060974":12,"060994":[],"061025":[],"061045":[],"06110658":[],"061118":[],"061123":12,"06112467":[],"061136":12,"061154":[],"061163":34,"06117338":[],"061178":[],"061187":[],"061249":12,"06128276434886384":33,"061284":[],"06128647":[],"061319":[],"061333":[],"06133572":[],"061359":34,"06136823":[],"061386":[],"0613875":[],"061388":[],"061394":[],"06139439":[],"061411":[],"061443":34,"061447":[],"061452":34,"06146873":[],"061482":[],"061508":12,"06151386":[],"06154484":[],"061545":[],"06155151":[],"061588":[],"06159762":[],"061614":34,"061637":[],"061651":12,"061656":[],"061706":[],"061707":[],"061724":[],"061772005077293704":[],"061775":[],"061779":[],"061793":[],"061795":[],"061848":[],"06185995":34,"061862":[],"061895":12,"061898":[],"061907":[],"061915":[],"061921":[],"061956":[],"06197706":39,"06199119":[],"06200174":6,"062004":[],"06200442":[],"06200455":[],"062016":34,"062053":[],"062058":[],"06208238634231949":[7,36],"06210358":[],"062151":12,"062161":[],"06216141":[],"062173":[],"0621855":[],"062199":[],"06220192":[],"062216":[],"062226":12,"062231":[],"062241":[],"06225028e":[],"062260":[],"062263":[],"062282":[],"06228382":[],"062292565":5,"062300":[],"062310":[],"062337":34,"062345":[],"062352":[],"062356":[],"062424":[],"062429":[],"062446":[],"062481":[],"062489":[],"06249397":34,"062520":[],"0625462":[],"062568":[],"062599":34,"06260611":[],"062616":[],"062624":34,"06263176":[],"062637":[],"06265161":[],"06267057":[],"062673":12,"06267966":[],"062691":[],"062693":[],"062695":[],"062700":[],"062705":[],"062709":[],"062719":[],"06272254":[],"062733":[],"062745":6,"06276815e":[],"06277313":[],"062786":[],"062797":[],"062853":[],"062874":34,"06287939":[],"062910":12,"06291984474217532":6,"062932":[],"06295579":[],"062985":12,"06301273":[],"063017":[],"063019":34,"063023":12,"063048":[],"063061":34,"063064":[],"063080":34,"063082":[],"06310155":[],"063130":[],"063133":[],"063161":[],"063163":[],"063180":[],"06318287":[],"063197":[],"063206":[],"06320757":[],"063260":34,"063264":[],"063283":[],"063287":6,"063294":[],"063327":[],"063332":[],"063336":[],"063354":[],"06335853":[],"06336262":[],"063395":[],"063401":[],"063482":[],"063517":[],"063518":[],"063525":[],"063526":[],"063536":[],"063545":[],"063549":[],"063554":[],"063560":[],"06357887":[],"063621005600529":[],"063637":[],"063646":[],"063653":34,"063660":[],"063673":[],"063682":6,"063752":12,"063768":[],"0637712":[],"063781":[],"063786":[],"063791":[],"063802":[],"063806":12,"063809":[],"0638484":38,"06385189":[],"063862":[],"063883":[],"06389233":[],"063894":34,"063910":[],"06392846":[],"06393237":39,"063933":[],"063954":[],"06395476":[],"063959":[],"063977":[],"063978":[],"063990":6,"063995":[],"064000":[],"064054":[],"064062":12,"064071":[],"064074":34,"064077":[],"064088":6,"06410638":[],"064107":[],"064164":[],"06416459":[],"064166":[],"064176":[],"064182":[],"064186":[],"06418809":38,"064189":[],"064202":[],"064218":[],"06423317":[],"064242":[],"064254":6,"064294":[],"06430789":[],"064311":[],"064314":[],"064322":[],"06432267":[],"064324":[],"064363":12,"06437266":[],"064373":[],"064382":[],"064427":[],"064428":[],"06443054":[],"06443215":[],"06444":10,"06444224":[],"064471":[],"064501":34,"064505":[],"064507":[],"064514":[],"06453579006728324":[7,36],"064540":[],"064547":[],"064573":[],"06459976":22,"064604":[],"064606":34,"064609":34,"064615":[],"0646237":[],"064667":[],"064668":[],"064690":[],"064695":[],"064698":[],"064699":34,"064703":[],"064708":6,"064728":[],"064739":[],"06474536":[],"064764":12,"064790":[],"064793":34,"0648":[],"064820":[],"064820972167253":26,"064823":[],"064834":[],"06484181":[],"064845":[],"064873":[],"064878":[],"06491455":[],"06491736":[7,35],"064922":12,"064924":[],"064935":[],"06494075":[],"064954":[],"06496916e":[],"064978":[],"064980":[],"065001":[],"0650014":34,"065007":[],"065028":[],"06504522":[],"06505375":[],"065062":[],"06506624":[],"065071":12,"065077":34,"06507762":[],"065096":[],"065108":[],"06512065":[],"065121":[],"065139":[],"065149":[],"065156":[],"065165":12,"065183":[],"065212":[],"065217":6,"065219":[],"065282":[],"065305":[],"065330":[],"065352":[],"065358":[],"06536971":[],"065375":[],"065378":34,"065387":[],"065390":34,"065410":34,"065469":[],"065472":[],"06547790180152355":[7,36],"06547790180152359":[7,36],"065482":[],"065508":[],"065529":6,"065556":[],"065565":[],"065591":[],"065616":[],"065619":[],"065650":[],"06565368":[],"065654":[],"065655":[],"065661":6,"065674":[],"065679":[],"065690":[],"065778":[],"065788":[],"0658141e":[],"065818":[],"065821":[],"065823":[],"065830":[],"065842":[],"065848":12,"065859":[],"065884":[],"06590458":[],"065949":[],"065957":6,"065960":[],"065963":[],"065989":[],"06600954":[],"066030":[],"06603447":[],"06604073":22,"066044":[],"066054":[],"066059":[],"06606215":[],"066066":34,"066103":12,"066127":[],"066145":[],"066153":[],"066162":[],"066192":[],"066199":[],"066205":[],"066207":[],"066218":6,"06622369":[],"066241":[],"06624492":39,"066256":[],"066286":[],"066296":12,"066329":6,"066330":[],"06634473":[],"066354":[],"066358":[],"0663596":[],"06636934":[],"06637":10,"066412":6,"066425":[],"066452":[],"066458":[],"066474":34,"066483":[],"066500":34,"0665111":[],"066520":[],"066524":[],"066545":[],"066546":6,"066579":12,"06659997":[],"066612":34,"06662069e":[],"06662675":[],"066633":[],"066647":34,"066650":6,"066653":[],"066680":[],"0666807":3,"066686":[],"066707":6,"066709":12,"06674611e":[],"066763":[],"066766":[],"06677444e":[],"066778":[],"066785":6,"066786":[],"066787":34,"066824":[],"066827":6,"066830":[],"066837":[12,34],"066838":[],"066841":[],"06684886":[],"06685171":[],"066854":34,"066855":[],"066858":6,"066865":[],"066877":[],"06687898":[],"066893":6,"066896":[],"06690071":[],"066912":[],"066929":[],"066948":[],"06698472":[],"066988":[],"066997":[],"066999":34,"067000":[],"067003":[],"067032":[],"06703705":[],"067040":6,"06704902":[],"06706123":[],"067072":6,"067074":[],"067077":[],"067082":12,"067141":[],"067143":6,"067164":[],"067168":[],"067192":[],"067204":[],"067209":[],"067224":[],"067239":6,"06724062":6,"067249":[],"067255":12,"067260":[],"067261":6,"067270675787016":[],"0672706757870163":[38,39],"067273":[],"067288":[],"067313":[],"067314":[],"067367":[],"067374":[],"067380":[],"06739484":[],"067400":[],"067431":[],"067435":[],"067437":6,"0674567":[],"067492":[],"067507":[],"067511":[],"067515":[],"067523":[],"06752501":26,"067539":[],"067597":[],"067623":[],"067637":34,"067662":[],"067667":6,"067671":[],"067707":34,"067719":[],"067731":[],"067758":[],"067759":6,"06776056":34,"067764":[],"06777772":[],"067779":[],"067780":[],"06778421":[],"067793":[],"067809":[],"067819":[],"067831":6,"067843":[],"067851":[],"067883":[],"067902":12,"067917":[],"067920":6,"067922":[],"067930":6,"067932":[],"067935":[],"067940":[],"067943":[],"067948":[],"067967":[],"067974":[],"068008":[],"068019":12,"0680225":[],"068024":[],"06804775":[],"068057":[],"06807123":[],"06808421":[],"068088":[],"06810332":[],"068116":[],"068131":[],"068171":[],"068193":6,"06819354":[],"068206":[],"068215":[],"068222":[],"068226":[],"068229":[],"06826275":[],"068264":34,"068268":[],"068274":[],"068278":[],"06828347":[],"068289":[],"068307":34,"068324":[],"06833488":39,"068341":[],"068353":[],"068360":[],"068364":[],"068369":[],"068394":[],"068406":[],"068408":[],"068429":[],"068440":[],"068441":34,"06844519414009445":[7,36],"06844519414009446":[7,36],"068446":[],"068479":[],"06849372":[],"068494":[],"068499":[],"0684990216069429":[],"068504":[],"068512":[],"06851496":[],"068528":6,"068533":[],"068539":[],"068587":[],"068592":[],"068597":[],"068607":[],"068613":12,"06862038":[],"068629":34,"068637":[],"068680":[],"068684":[],"068701":[],"068705":12,"068727":34,"068729":6,"068758":[],"068775":[],"06877599":[],"068797":[],"06881293":[],"068827":[],"068828":6,"068843":[],"068872":6,"068873":[],"068897":[],"068903":[],"068904":12,"068906":34,"068912":[],"06891861":[],"068924":[],"0689303":[],"068931":[],"068939":[],"068967":[],"068977":[],"068984":[],"068985":[],"068986":6,"06901081":[],"069028":34,"069045":[],"06908518":[],"069129":[],"06913112":[],"069132":[],"069136":[],"06915429":[],"069179":[],"06919343":[],"069203":[],"06926151969326948":[],"06926192":[],"069270":[],"069293":[],"06929519":[],"069317":[],"069320":[],"069322":[],"069359":6,"069388":[],"069391":[],"069399":[],"06942115e":[],"0694226":[],"069427":[],"069439":[],"069452":34,"069457":[],"069484":[],"069486":[],"069492":[],"069506":6,"069507":[],"069509":[],"069526":[],"06957317":[],"069584":34,"06958788":[],"069592":[],"069597":[],"069606":[],"069636":[],"069637":[],"06967433":[],"069675":[],"069676":[],"069680":[],"069686":[],"069693":6,"069698":12,"06970419":[],"069711":[],"06971862":[],"069750":6,"069754":[],"069761":[],"069784":[],"069785":[],"069802":[],"069811":[],"06984502":[],"069866":[],"069873":[],"069885":[],"069907":[],"069916":[],"0699274":[],"069948":[],"069964":[],"069970":[],"069978":[],"069979":[],"07":[7,34,35,38,40,41],"070010":[],"07001431":[],"070017":[],"070021":[],"070024":[],"070027":[],"070043":34,"070063":[],"07006502":[],"070072":12,"070087":[],"070095":[],"070098":[],"070135":[],"070146":34,"070150":[],"07016":10,"07017":10,"070172":[],"070178":[],"070181":[],"070183":[],"070190":[],"070213":34,"070248":[],"070258":[],"070273":[],"070274":[],"070275":[],"07027791":[],"070294":12,"070318":[],"07036197":[],"070367":[],"07037089":[],"070380":[],"07039":10,"070414":[],"07043187":[],"070432":[],"070441":[],"070457":34,"070460":[],"070462":[],"070480":6,"070485":[],"07048624":22,"070514":[],"070518":12,"070527":[],"070529":[],"070531":[],"070547":[],"070552":[],"070556":[],"070558":[],"070581":[],"070582":34,"0705828":34,"07058967":[],"070595":[],"070600":[],"070605":[],"070622":[],"07062318":[7,35],"070625":[],"070630":[],"070647":[],"070655":[],"070657":[],"070667":[],"070696":[],"070701":6,"070712":[],"070730":[],"070737":34,"070747":[],"070769":[],"070772":[],"070774":[],"070780":[],"070805":[],"07080668":39,"07082844":[],"07084394":[],"070855":[],"070859":[],"070886":[],"070889":[12,34],"070891":[],"070898":[],"070916":[],"070918":[],"070924":[],"07094607":33,"070950":[],"070975":[],"070980":[],"070986":34,"070991":[],"071001":[],"071012":[],"07101262":[],"071018":[],"071027":[],"071049":[],"071055":[],"071058":[],"07106376":[],"07106891":[],"071070":[],"071081":6,"071087":[],"071092":[],"071093":6,"071103":[],"071143":[],"07114326":[],"07115":10,"071173":[],"071186":[],"071191":[],"071197":[],"071199":12,"071208":[],"071217":[],"07123177":[],"071252":[],"071253":[],"071279":[],"0712848":[],"071291":[],"071294":[],"0713":[1,33],"071314":[],"071328":[],"071341":6,"07134161":[],"071356":[],"071379":[],"071406":[],"071427":[],"071433":[],"071436":[],"071437":[],"071449":[],"07145103":12,"071459":[],"071471":[],"07147868":[],"07147935":[],"071511":6,"071530":[],"07153889":[],"071560":[],"071572":[],"071575":[],"071578":[],"071580":[],"071587":[],"071588":[],"07160048164233102":[7,36],"07160048164233104":[7,36],"071608":[],"071638":[],"071643":6,"071646":[],"071648":6,"071655":[],"071656":[],"071666":[],"07166646":[],"071672":6,"071680":[],"071687":[],"071704":[],"07170448":[],"07172852":[],"07172932":[],"07173249":[40,41],"071758":[],"071759":[],"071774":[],"071789":6,"071803":[],"071831":[],"0718316":38,"071868":[],"07187601":[],"071919":[],"071921":[],"0719267":[],"071935":[],"071937":[],"071954":[],"07195418":[],"071962":[],"071969":[],"071976":[],"071978":[],"072000":34,"072006":[],"072011":[],"072013":[],"072015":[],"072028":[],"072031":[],"072037":[],"07204042":[],"07205852":22,"072065":12,"072083":[],"072085":[],"072092":[],"072101":[],"072111":34,"072121":6,"072132":34,"072140":[],"072147":[],"072148":[],"072171":[],"072173":[],"07218473624441492":[],"072199":[],"072200":[],"072209":[],"072220":[],"072221":[],"072223":[],"072226":[],"072234":[],"072238":[],"072240":[],"072241":[],"072262":[],"072263":[],"072286":[],"072290639572326":[],"07229064":[],"072303":[],"072304":[],"072329":[],"072344":[],"07234492":[],"07235641":[],"072380":[],"072388":[],"072404":[],"072406":[],"07241855":[],"072476":34,"072500":[],"072501":6,"072518":[],"072533":[],"07253999":[],"072551":[],"072577":[],"0725872":[],"07258982":[],"072590":[],"072591":[],"07259548":[],"072615":[],"072621":34,"07263033":[],"072638":[],"072653":[],"072684":[],"072688":[],"072689":[],"072693":[],"072694":[],"072697":[],"072721":[],"072728":[],"072733":[],"072752":[],"072773":[],"072787":[],"072817":[],"072820":[],"072824":[],"072826":[],"072835":[],"072843":[],"072849":[],"07285":4,"072859":[],"072863":[],"07286621":[],"072885":[],"072888":[],"072902":[],"07291598":[],"07292363":[],"072932":[],"072946":[],"072947":[],"072951":12,"072954":6,"072961":[],"072967":[],"072973":[],"07297544":33,"07298295":[],"072997":[],"073021":[],"07304055":39,"073048":[],"073050":[],"073071":[],"073102":[],"073109":[],"073114":[],"073115":[],"073125":6,"073144":[],"073182":[],"073198":[],"073246":6,"073253":[],"073258":[],"073260":[],"073262":[],"073270":[],"073288":[],"073320":[],"07332248":[],"073339":[],"073340":[],"073344":[],"073349":[],"07335575":[],"073392":[],"073405":[],"073408":[],"073411":[],"073415":[],"073416":[],"07341744e":[],"073418":[],"073422":[],"073423":[],"073442":[],"073483":[],"073497":6,"073499":[],"073512":12,"073514":[],"073525":[],"073528":[],"073576975500551":[],"073598":[12,34],"073612":[],"073644":34,"073647":[],"073662":[],"073667":[],"073672":[],"073683":[],"073684":[],"073685":[],"07372439e":[],"07373479":[],"07376699":[],"07378525":[],"073791":[],"073794":[],"073800":[],"073809":12,"073827":6,"073841":[],"073858":[],"073863":[],"073866":[],"073869":6,"073882":[],"073883":[],"073899":[],"073911":[],"073923":[],"07397193":[],"073985":[],"073993":[],"074009":[],"074048":[],"07405556":[],"074067":[12,34],"074073":[],"074084":34,"074087":[],"074112":[],"074114":[],"074115":[],"07412144024494684":[],"074130":[],"074134":[],"07415258":[],"074193":[],"074210":34,"07421084":6,"074212":[],"074216":[],"074221":[],"074228":[],"07424587":[],"074265":[],"074283":[],"07429213":[],"074296":[],"07429886e":[],"074301":[],"074314":[],"074323":34,"074328":6,"074334":[],"074358":[],"07435812":[],"074360":[],"074368":[],"074371":6,"074372":[],"074374":[],"074417":[],"074454":[],"074460":[],"074482":[],"0744881":[],"07449122":[],"074506":[],"074524":[],"074531":[],"074561":[],"07456491":6,"07459764":[],"074622":[],"07468007":[],"074688":[],"074693":[],"07469645":[],"074713":[],"07471361":[],"074738":[],"074776":[],"074787":[],"074802":[],"074807":[],"074820":6,"074824":[],"074830":[],"074831":6,"074851":[],"074859":[],"074866":[],"07487128":[],"074882":[],"074892":[],"07489511":[],"07490892":[7,35],"074911":[],"074928":[],"074931":6,"074935":[],"074971":[],"074976":[],"074979":6,"074984":6,"075021":[],"075028":[],"075048":[],"075052":[],"075058":[],"075070":[],"075083":[],"075086":[],"07510564":[],"07510754":[],"07510785":[],"075109":[],"075114":[],"075129":[],"075136":[],"075155":[],"075157":[],"07517385":[],"075176":[],"075177":[],"075198":[],"075238":[],"075239":[],"075241":[],"075255":6,"075256":12,"075274":[],"075281":[],"075284":[],"075289":[],"075293":[],"075298":[],"075302":[],"075310":[],"07531349":[],"075320":[],"075321":6,"075334":[],"075343":6,"075356":[],"075363":[],"07537801":[],"075385":[],"075392":[],"075396":[],"075409":[],"075416":[],"075423":[],"075429":[],"075446":[],"075463":[],"075472":[],"075478":[],"07549007":[],"075494":6,"075496":[],"075498":[],"075501":[],"075513":[],"075522":[],"075525":[],"075542":[],"075544":[],"07555537":[],"075557":[],"075562":[],"075563":[],"075567":12,"075576":6,"075595":[],"075600":6,"075602":[],"075609":[],"075613":[],"075615":[],"075634":[],"075639":[],"075658":[],"075671":[],"075677":[],"07568256":39,"075689":[],"075711":[],"075712":[],"075718":6,"075753":[],"075761":[],"075771":[],"075794":[],"075809":[],"075816":34,"075822":[],"075823":[],"075830":[],"075834":[],"075838":[],"075842":[],"075864":[],"075868":[],"075872":[],"075876":[],"075878":[],"075880":[],"075883":[],"075885":[],"07588754093232836":12,"075889":34,"075897":[],"075909":[],"0759216":[],"075956":[],"07597049":[],"075974":[],"075978":[],"075988":[],"07600369":[],"0760318":[],"07603598322691016":6,"076057":[],"076065":[],"076066":[],"076071":[],"076076":6,"076079":[],"076082":[],"076091":[],"076101":[],"076108":[],"07612762":[],"076138":[],"076150":34,"076154":[],"076157":[],"076161":[],"076163":[],"076167":[],"07617734331359052":[],"076189":[],"076203":[],"076212":[],"076225":[],"076232":[],"076244":[],"076248":[],"076259":[],"07626658":34,"07630326327869198":[],"076306":[],"076321":[],"076333":[],"076334":[],"076340":[],"076351":[],"076361":[],"076378":[],"076389":[],"076393":[],"076396":[],"076411":[],"076418":[],"07641937":36,"076434":[],"076435":[],"076436":[],"076448":[],"076459":[],"076473":[],"076479":[],"0764924":[7,35],"076508":[],"076542":[],"076543":[],"076547":[],"076555":[],"0765856870687196":[],"07658569":[],"076586":[],"076616":[],"076618":[],"076638":[],"076647":[],"076648":[],"076654":[],"07665857":[],"076665":[],"076679":[],"07668538":[],"076693":[],"076698":6,"076758":6,"076776":[],"076776262573027":[],"076777":[],"07678":10,"076791":[],"076803":[],"076829":[],"076833":[],"076840":12,"076857":[],"076859":[],"076876":[],"0768805855280187":[],"076894":[],"07690911":22,"07692307692307693":10,"076934":[],"076938":[12,34],"076947":[],"076951":[],"076968":[],"07698164":[],"077035":[],"07704298":[],"07705051":[],"077053":[],"077060":[],"077061":[],"07706200276162956":10,"077091":[],"07712197e":[],"07712506":[],"07712724":[],"077131":[],"077139":[],"077141":[],"077168":34,"077180":[],"077184":[],"077226":[],"077248":[],"077254":[],"07726368":[],"077280":[],"077292":[],"077301":[],"077304":[],"077310":[],"077329":[],"077337":[],"077341":[],"0773554":[],"077358":[],"077382":[],"077391":[],"07740964":[],"077411":[],"077414":[],"077431":[],"07745579":[],"077460":34,"077476":[],"0774777":[],"077485":[],"077486":[],"077488":[],"077490":[],"077510":[],"077516":[],"077523":[],"077529":[],"077534":[],"077539":[],"077541":[],"077550":[],"077553":[],"077566":[],"077567":[],"077601":[],"077608":[],"077613":[],"07763918":[],"077641":[],"077643":[],"077653":[],"0776532":[],"077672":[],"077683":[],"07768993":[],"077711":[],"077736":[],"077745":[],"07776381":[],"077764":[],"07777777777777778":2,"077782":[],"077785":6,"077813":[],"077825":6,"077837":[],"077839":[],"077857":[],"077861":6,"077899":[],"077906":[],"077941":[],"077953":[],"077965":[],"077975":[],"07797763":[],"078000":[],"078035":[],"078039":[],"078044":[],"078051":[],"078067":[],"07807026":39,"078071":[],"07808426989543932":[],"078110":34,"078118":[],"078123":[],"078131":[],"078146":[],"078170":[],"07820":10,"07820074":[],"078210":[],"078238":[],"078267":[],"078268":[],"078282":[],"078284":[],"078313":[],"078324":[],"078336":34,"078359":[],"078363":[],"07836545":[],"07836997022107646":[],"078386":[],"078409":[],"078447":[],"078454":[],"078474":[],"078540":34,"078541":[],"078544":[],"078548":[],"078557":[],"078573":[],"07858042":[],"078588":[],"078589":[],"07862466":22,"078636":[],"07864":10,"07865450504129884":[],"078661":[],"078684":[],"078688":[],"078708":[],"078709":6,"07871":10,"078711":[],"078731":[],"078741":[],"078751":[],"078753":[],"078782":[],"078825":[],"078855":[],"078867":[],"078889":[],"078898":[],"07890044":[],"078912":6,"078913":6,"078921":12,"078945":[],"078953":[],"078958":[],"078974":34,"078981":[],"078986":34,"079000":[],"079002":[],"079013":[],"079017":[],"079027":[],"079030":[],"079074":[],"079080":[],"079089":[],"079107":[],"07911268":[],"079114":[],"079138":[],"079161":[],"079164":6,"079174":[],"079184":[],"07919041":[],"079202":[],"079218":[],"079240":[],"079265":6,"079334":[],"079347":[],"079369":[],"079391":[],"079393":6,"07939331":[],"079420":[],"079429":[],"07944154":[26,33],"079443":[],"079444":[],"079487":[],"07950356694388497":[],"079510":[],"079518":[],"079535":[],"079562":[],"079566":[],"07962663":33,"079638":[],"079657":6,"079670":[],"0796891867672603":[7,36],"07969087":[],"07971187802560528":[],"079739":[],"079745":[],"079747":[],"07974741":[],"079783":[],"07978850553011713":[],"079855":[],"079874":[],"079887":[],"079903":[],"079946":34,"079947":[],"079953":[],"079959":[],"079967":[],"07996807":[],"079976":[],"079977":[],"079982":[],"079987":[],"07998756":[],"079989":[],"079998":[],"07it":[],"08":[10,30,34,38,39,40,41],"080032":[],"080082":[],"080094":[],"08009874":[],"080103":[],"08010965":[],"080110":[],"080139":[],"080150":[],"080171":[],"08019747":[],"080199":[],"080205":[],"080220":[],"080222":[],"08023512":38,"080237":[],"080258":[],"080268":[],"080271":[],"080286":[],"080287":[],"080301":[],"080316":[],"08032505":[],"080330":[],"080345":[],"080353":[],"08036056":[],"080363":[],"080380":[],"080403":[],"08043851":6,"080448":[],"080453":[],"080474":[],"080493":[],"080535":[],"080549":[],"080555":[],"080559":[],"080576":[],"080585":[],"08059005":26,"080605":[],"080608":[],"080616":34,"080620":12,"080630":[],"080631":[],"080651":[],"080657":[],"080658":[],"08068207":[],"080702":[],"080704":[],"080706":[],"080735":[],"080747":[],"080764":34,"080766":[],"080793":[],"080832":[],"080849":[],"080875":[],"08089421":39,"080903":[],"08090942":[],"080910":6,"080947":[],"080950":[],"080987":[],"080997":[],"081031":[],"081038":[],"08109405":[],"081103":[],"081107":[],"081151":[],"081194":[],"081195":[],"081217":[],"081221":[],"08122943":[],"081232":[],"081235":[],"081252":[],"081276":34,"081283":[],"081296":[],"08131003":7,"0813156":[],"081324":[],"081342":[],"081405":[],"081410":[],"081411":[],"081431":[],"081450":[],"081457":[],"081494":[],"081523":[],"081527":[],"081530":[],"08153923":[],"08154221680664263":[],"081544":[],"08156108":[7,35],"08159479":[],"081637":[],"08165104":34,"081652":[],"081655":34,"081681":[],"081686":[],"081702":[],"081728":[],"081730":[],"081750":6,"081772":6,"081796":[],"08179906":[],"081811":[],"081823":[],"081835":[],"081836":[],"081845":[],"08187062":[],"081871":[],"08189696":[],"08191754":[],"081926":[],"081931":[],"081955":[],"081978":[],"082002":[],"082009":[],"082018":6,"0820185":[],"082043":[],"082057":[],"082085":[],"082115":[],"08212093":26,"082121":[],"082126":[],"082149":[],"082151":[],"08216308":[],"082170":[],"082173":[],"082174":[],"082180":[],"082230":[],"082240":[],"082249":[],"082256":[],"082264":[],"08227057":[],"082274":[],"08227668":[],"082303":[],"082307":[],"082316":[],"082318":[],"08233627":[],"082342":[],"082355":[],"082361":[],"082412":[],"082414":[],"08244283":[],"082464":[],"082478":[],"082482":[],"08251519":[7,35],"082518":[],"082519":[],"082533":[],"082537":[],"082553":[],"082596":[],"08259753":[],"082598":[],"082653":34,"08266769":[],"082670":[],"082742":[],"082753":6,"082764":[],"082784":[],"082785":[],"08280012":[],"082803":[],"082857":[],"082876":6,"082878":[],"082940":[],"082947":6,"082957":[],"082971":[],"08299273e":[7,35],"08300526":[],"083016":[],"083034":[],"08304321":26,"083046":6,"083061":[],"083092":[],"083119":[],"08312573":[],"083128":[],"08313374":[],"0831367":[],"083138":[],"083179":[],"083182":[],"08318298e":[2,41,42],"08319383":[],"0832":[],"083203":[],"083248":[],"083257":[],"083259":[],"083260":[],"083266":6,"083268":[],"083288":[],"08332537":[],"083331":[],"08333333333333333":10,"083342":[],"08336233266":5,"083405":[],"083446":[],"08344633":39,"083459":[],"083465":[],"083471":[],"083479":[],"083499":[],"083501":[],"083504":12,"083527":34,"083547":[],"083548":[],"083564":[],"083582":6,"083596":[],"083645":[],"08370977":[],"083714":[],"083734":[],"083765":[],"08376632":[7,34,35],"083766322923899":[7,34,35],"0837663229239043":[7,34,35],"083793":[],"083801":[],"083864":[],"083900":[],"08391725":22,"083930":[],"083968":[],"083970":[],"083982":[],"08398399377155011":[],"084018":[],"084042":[],"084076":34,"084091":[],"084112":[],"084122":[],"084127":[],"08418548":[],"08418956":[],"084195":[],"08419839":[],"084209":[],"084218":[],"08421808":[],"084222":[],"084255":[],"08426840630693411":[7,36],"08426840630693413":[7,36],"084289":[],"084312":[],"084319":[],"084340":[],"084346":[],"084358":[],"084376":[],"084406":[],"084423":[],"084434":[],"084440":[],"084486":[],"084514":[],"084531":[],"084535":[],"084548":[],"08455":10,"084550":[],"084568":[],"08458591":[],"08460718":[],"084619":[],"084637":[],"0846409":[],"084674":[],"084687":[],"084694":[],"084695":[],"084702":[],"084712":[],"08472879":[],"08474":10,"084801":[],"084809":34,"08482302":[],"084847":[],"084858":[],"08487999":[],"084910":[],"084915":[],"084934":[],"084963":[],"084967":[],"084976":[],"084987":[],"084996":[],"085079":[],"085096":6,"085099":[],"085120":[],"085139":[],"085141":[],"085145":[],"085147":[],"085150":[],"085155":[],"08516604":[],"085197":[],"085201":[],"085212":[],"085222":[],"085268":[],"085294":[],"085295":[],"085353":[],"08536248571780691":[],"085369":[],"085378":[],"085390":[],"08539155":38,"085392":[],"08539583":[],"08540984":[],"08543112":[],"085436":[],"085455":[],"08546261e":[],"085463":[],"085486":[],"08551306":[7,35],"085518":[],"085548":[],"085573":[],"085592":[],"08559230156092426":[],"08561649":[],"085655":[],"085659":[],"085690":[],"08569593":[],"085712":[],"085716":[],"085722":[],"08572513":[],"085728":[],"085747":[],"085762":[],"085764":[],"08576932":7,"08578912":22,"085790":[],"085807":[],"085819":[],"085820":[],"085833":[],"085853":[],"08587209":[],"085902":[],"085918":[],"08593216":[7,35],"085935":[],"085937":[],"085970":[],"085973":[],"085980":[],"085988":[],"085996":[],"08601328":[],"086021":[],"086026":[],"086058":[],"086068":[],"08607283":[],"08609047":[],"086092":[],"086095":[],"086096":[],"086101":[],"086107":[],"08611111111111111":[2,41],"086125":[],"086130":[],"086212":[],"086218":[],"08622478":[],"086227":[],"086230":[],"086239":[],"08624193":[],"086250":[],"086256":[],"086286":[],"086287":[],"086289":[],"086306":[],"086318":[],"086326":[],"086338":[],"086339":[],"086346":[],"086364":[],"0864086":[],"086410":[],"086428":[],"08642966":[],"08646474":39,"086471":[],"086483":[],"08648837":34,"086489":[],"086508":[],"086548":[],"086576":[],"08660891":[],"086611":[],"086653":[],"086655":6,"08667591":[],"086694":[],"086712":[],"086730":[],"08675226":[],"086797":[],"086799":[],"086808":[],"086809":[],"08683446":[],"08687303":38,"08690":10,"08690184845323":[],"08691139":[],"086913":[],"086970":[],"08698097":[],"08699295e":[],"08700526":[],"087020":[],"08702578":[],"08705631913312815":[],"087102":[],"087135":[],"087210":[],"087255":[],"08728977":[],"087297":[],"087327":[],"087340":[],"08734023":[],"087369":[],"087424":[],"08742496":[],"087429":[],"08747795":[],"0875061":[],"087560":[],"08758":10,"08758013":[],"087585":[],"087621":[],"087675":[],"08771271":30,"0877492":[],"087772":[],"08777858":[],"087789":[],"08779325":[],"087828":[],"087864":[],"087871":[],"087876":[],"087909":[],"08793554992813543":[],"087946":[],"087988":[],"08799729":[],"088023":[],"088029":[],"088030":[],"088038":[],"088058":[],"08809115":[],"088102":[],"088127":[],"08816816":[],"0881981":6,"088199":[],"088242":[],"08824304e":[],"08826182458028335":[],"08826256":[],"08833634":[],"088375":[],"088390":[],"08839544":[],"088425":[],"088441":[],"088455":[],"088481":[],"08854388":[],"088574":[],"08858739":[],"088599":[],"08860502":[],"088609":[],"088636":[],"088642":[],"088650":[],"088651":[],"088680":[],"088694":[],"08871404":6,"088726":[],"08881497884574564":34,"08888888888888889":[2,41],"088926":[],"08896995":[],"088970":[],"089":[],"089007":[],"08902":10,"089052":[],"089055":6,"089065":[],"089086":[],"08919261":39,"089288":[],"089311":[],"08931169286872433":[],"08931681":34,"08933713":[],"089338":[],"08935132374099551":[],"089354":[],"089376":[],"089377":[],"089386":[],"0894015":[],"089404":[],"089408":[],"089417":[],"089421":[],"08946029":[],"08947292":[],"08949703e":[],"0895043":[],"0895387":34,"089539":34,"089548":[],"08956994":[],"089576":[],"089578":[],"089600":[],"08961438":[],"089619":[],"089626":[],"089639":[],"089653":[],"089668":[],"089690":[],"089704":[],"089708":[],"089714":[],"089718":[],"089726":[],"089730":[],"089735":[],"089738":[],"089748":[],"089755":[],"089760":[],"089761":[],"089763":[],"089769":[],"08977751":[],"089783":[],"089785":[],"089786":[],"089790":[],"089795":[],"089800":[],"089826":[],"08984905":[],"089858":[],"089859":[],"089872":[],"089940":[],"089949":[],"08996":10,"089996":[],"09":[2,34,41,42],"090002":[],"09000319":[],"090033":[],"090038":[],"090075":[],"09007789":[],"090081":[],"090114":[],"090118":[],"09014451":[],"090154":[],"09016979":[],"090174":[],"090204":[],"09024373":[],"09028702":[],"090302":[],"090319":[],"09033649":[],"090387":[],"090429":[],"090437":[],"090439":[],"090440":[],"090468":[],"090475":[],"090476":[],"09048717285916912":[],"090492":[],"090561":[],"090565":[],"090624":[],"090626":[],"09065603":[],"09070064":[],"090717":[],"090721":[],"09078672":[],"0907958":[],"090804":[],"090935":[],"090985":[],"091":[],"091015":[],"091034":[],"091068":[],"09109617":[],"091159":[],"09120503":[],"09129027":[],"09135059e":[],"091362":[],"091365":[],"091388":[],"09156055":[],"09156398":22,"09163947":7,"09165112":[],"091653":[],"09166666666666666":2,"091674":[],"0917":10,"09171886":[],"091731":[],"091732":[],"091871":[],"09189665":[],"09192497":[],"092013":[],"092062":[],"092064":[],"09206825":[],"09209032":[],"09211239":[],"09219464":[],"09224244":[],"092252":[],"09225273":[],"092347":[],"092374":[],"092401":[],"09241887":39,"092421":[],"09242193":[],"09246293455466892":[],"092486":[],"09251":10,"092530":[],"092533":[],"09257332":33,"09258408":34,"092607":[],"092608577084595":[],"09267158":[],"092689":[],"092703":[],"092746":[],"09280524":[],"09291556244521161":[],"09291806":[],"092956":[],"09296935":[],"092982":[],"09299349":[],"09300398":[],"093004":[],"093011":[],"09303501":[],"0930438":[],"093045":[],"093094":[],"09310479":[],"093115":[],"093226":[],"093288":[],"09331672":[],"09345236":38,"09346106":[],"09347829":[],"09353846":[],"093554":[],"093572":[],"09360113":[],"09360642":22,"09368":38,"093680":[],"09371427":[],"09374315e":[],"0938492":[],"09397626":[],"09398153":[],"094027":[],"094044":[],"0940821989627646e":[7,35],"0940821989652176e":[7,35],"094099":[],"094189":[],"094243":[],"094254":[],"094304":[],"094362":[],"09440493433371173":[],"094439":[],"09444444444444444":[],"09452695":[],"094527":[],"094630":[],"09469095":[],"094697":[],"094797":[],"094849":[],"094857":[],"094862":[],"09487358":[],"094877":[],"09491833":[],"094941":[],"09497303":[],"095037":[],"095077148135215":6,"095090":[],"095106":[],"095125":[],"09512539":[],"09515455":[],"095178":[],"095278":[],"09529067":[],"09533458":39,"095358":[],"095395":[],"095425":[],"09543871010617433":[],"095465":[],"095626":[],"095710":[],"09572047":[],"095803":[],"095805":[],"09584387":[],"09590269e":[],"09590878":33,"095915":[],"09604976":[],"096077":[],"096078":[],"09609807":6,"09610694":[],"096203":[],"09621323":[],"09622593":[],"096270":[],"09627032":[],"096287":[],"096365":[],"09637807":[],"09649893":[],"096511363983559":[],"09651792":[],"096570":[],"096630":[],"09664324":[],"09666342":[],"09667969":[],"096690":[],"096700":[],"096731":[],"096811":[],"09695222":[],"097017":[],"09702948":[],"097060":[],"097115":[],"097365":[],"097380":[],"0973900819831327":[],"09739637":[],"09740532e":[],"0974061":[],"0974119":[],"09744":10,"09755017":[],"09760893":[],"0976598":[],"097667":[],"09780":10,"097873":[],"09790216282081063":[],"09791":10,"09808149":[],"09808284":[],"09808622":[],"09812323e":[],"098144":[],"09821823":[],"09829902":[],"0983565":[],"098371":[],"098414":[],"098431":[],"09846933":[],"09848937":[],"09851247":[],"09861229":[26,33],"09862097":[],"09878301":39,"09880256":[],"098803":[],"09895512":[],"09900258":[],"09903804":9,"09905657":[],"09913654":[],"09919198949275869":[7,36],"09919725":[],"09927808":[],"09928714":[],"09930135":[],"09931721":[],"09941275e":[],"09941804358942685":33,"099494":[],"09951287404314545":[2,41,42],"099588":[],"099622":[],"09964573":[],"0999075":22,"0n":[1,33],"0s":[41,42],"0x0006":[4,5,15],"0x10746eeb0":[],"0x10b911550":[],"0x10b9828b0":[],"0x10cc52cd0":[],"0x10fcfaeb0":[],"0x117195940":39,"0x117269df0":39,"0x1174af160":[],"0x11753f700":[],"0x117715eb0":[],"0x117893340":[],"0x117c17be0":[],"0x117edb760":[],"0x11892e7f0":[],"0x118995f70":[],"0x11975e550":[],"0x11a8ace50":[],"0x11af6aa90":[],"0x11b160a60":[],"0x11ba4a5b0":[],"0x11baaec10":[],"0x11bc3a1f0":[],"0x11bcee130":[],"0x11bdd4640":[],"0x11c3bd700":[],"0x11f13fb20":[],"0x11fa3db20":[],"0x11fc31790":[],"0x11fd7c160":[],"0x11ffa0ee0":[],"0x120cc1b20":[],"0x121cf68e0":[],"0x1220ecf70":38,"0x122eac100":38,"0x124252b80":[],"0x124b30190":[],"0x124b96d60":[],"0x1253cc610":22,"0x125606520":22,"0x125dbb640":[],"0x126431130":[],"0x1273ffac0":[],"0x1279bd460":[],"0x127d8ceb0":[],"0x12aaa0b20":[],"0x12b14fa90":[],"0x12ccea880":[],"0x12e13a850":[],"0x130ca6a60":[],"0x13134a100":[],"0x1322a9a00":[],"0x135f8b1f0":[],"0x1360ef5e0":[],"0x145270160":[],"0x1452d6eb0":[],"0x1522ef130":[],"1":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,26,28,29,30,31,32,35,36,37,38,39],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,26,27,29,30,31,33,34,35,36,37,38,39,40,41,42],"100":[1,2,3,4,5,6,7,9,10,11,12,14,15,16,17,18,22,23,26,30,31,33,34,35,36,37,38,39,40,41,42],"1000":[0,1,2,3,5,6,9,12,14,15,22,23,25,30,33,34,37,38,39,41,42],"10000":[3,6,7,11,12,14,30,35,36,42],"100000":9,"10001":11,"100083":[],"10008326":[],"1000911":[],"1001":[10,30],"1001408041761458":[],"1002":30,"100209":[],"10029389":38,"1003":30,"10030":10,"10036694":[],"10041812":35,"1004727":[],"10047943":[],"1005":30,"100523":[],"10068448":[],"1007":36,"1007711427354898":[7,36],"100816":[],"1009":30,"10100211":[],"101008878523571":[],"10107914":[],"1011":30,"101150":[],"10115017":[],"10116149":[],"10124634":[],"101263":[],"101288":[],"101292":[],"1013":30,"10131081":39,"1013904243":30,"10141413e":[7,35],"10145028":[],"1015":30,"1015491":38,"10158754":[],"1015am":33,"10175169":[],"10179509":[],"10189951":39,"10200001":33,"10202674":[],"10213605":22,"102147":[],"10219344":[],"102209":[],"1023":30,"10230":10,"1024":4,"10240571":[],"10242458":[],"1026":30,"10261093":[],"1027":30,"10274274e":[],"10276112":[],"10296919":30,"103":[2,7,41,42],"1030":30,"10321406":[],"10325557":[],"10331028":[],"1033455":[],"10340":10,"10340733":[],"10348862":[],"10365224":[],"10369090e":[],"1037":30,"10371767":[],"10378326e":[2,41,42],"1038":30,"10387439":[],"10391807":[7,35],"10398646080125032":[7,36],"10398646080125035":[7,36],"1040":30,"10402095":[],"10405456":12,"10407019":[],"10425587":[],"10426556":[],"10426802":[],"10430":10,"104411":34,"10453899":[],"10454793727627841":[],"10465415":[],"1047":30,"10470031":[],"10478375":[],"10491353":30,"10499357":38,"105":[3,35],"1050951":[],"10517643":[],"10520":10,"10520393":[],"10537416":[],"10539984":[],"105400":[],"10541723644166373":[],"10542736e":[],"10555555555555556":[2,41],"10556487":[],"1055854":39,"10560458":[],"10560535":[],"10572":36,"10587277":[],"10589577":6,"10595991":[],"10598715e":[40,41],"106":3,"10604579e":[],"106095":[12,34],"10637914":[],"1064601390492845":[],"10646014":[],"10687432e":[],"10688434":[],"10695771":[],"10719554":[],"10719859":[],"10730076":30,"10738656":[],"107387":[],"10747579":[],"107476":[],"1074792":[],"10754764":[],"10766611":33,"10786423":[],"1079":36,"10790125813226321":34,"108":[3,7,10],"10801706":[],"1080176":[],"10837392":[],"10851177":[],"10854118":[],"10888197":[],"1089165":39,"10898643":[],"10901131":22,"10907699":[],"10908858":[],"10909182e":[],"10913":7,"10923006e":[],"10931453":[7,35],"10936832":[],"10950876":[],"10960":10,"10987614":[],"10991429":[],"10994958":[],"10995472e":[40,41],"10e":[41,42],"10th":10,"10x":[1,33],"11":[0,1,2,3,6,7,8,9,10,11,12,13,14,16,17,22,24,26,27,28,29,30,31,32,33,34,35,36,37,38,39,41,42],"110":3,"1100":30,"11004595":33,"11005335":[],"11006373":[],"1101":30,"11022302e":[6,39,40],"11038556":33,"11042239":[],"11048466":[],"110485":[],"11052859":[],"11061452":[],"11080997912276":[],"11081083":[],"1108407":[],"111":[0,2,3,8,13,37,39,40,41,42],"11100":10,"11113486":[],"111135":[],"1112416":[],"11129947":[],"11131389":[],"11144292":22,"11147544":[],"11163239":[],"11164003":[],"11164926":[],"11171148":[],"1118933":[],"112":3,"11202337":36,"11204514":[40,41],"11214365":[],"11221557":12,"11232457":[],"112383":[12,34],"1124":10,"11245282":[],"112619":[],"11261935":[],"11265643e":[],"11277166":[],"112772":[],"11285621":39,"113":[3,7],"1130676":[],"11313433":38,"11315542":[],"11315771":[],"11320323":[],"11320726":[],"11323706":26,"11331834":[],"11361003":[],"1137048":[],"11371176e":[],"11382896":35,"11388017":[],"11388888888888889":[],"11390":10,"114":3,"11406297261341168":[],"11416086":[],"11425439":38,"11433693":[],"114384":[],"11438414":[],"11439407":[],"11449851":[],"11449867":[],"114499":[],"114550":36,"11457699":[],"11462415":6,"114795":[],"11479519":[],"11482289e":[7,35],"1148541":[],"11487977":[],"11490318":[],"11498192":[],"11501291":[],"11507992e":[2,41,42],"11526665":[],"115356":[],"11535632":[],"11543883":[],"11547777218872497":[7,36],"11548661":[],"11556912":[],"11570114e":[],"11571507":[],"115822":7,"1158848":[],"11588954":[],"11590":10,"11596287":[],"11596834":[],"11597515":[],"11620886":[],"11634286":[],"11634286035477":[],"11636264e":22,"1164167":39,"11660":10,"11666666666666667":[2,41,42],"11675128":[],"11683558":[],"1169204":[],"1169242":[],"11692966":[],"11694":27,"11694197":[],"117":[9,24],"11715109e":[],"11725761":[],"11731667":33,"11744554e":[7,35],"11747908":[],"11762444":[],"11780":10,"11797382":[],"118":[1,8,24,37],"11822173":[],"11826404":[],"11830757":35,"118318":34,"1184":36,"11840":10,"11844773":[],"11861803":[],"11868033":[],"11877604":[],"11890":10,"11891833e":[],"11894467":22,"119":[1,8,24,37],"11922031":[],"11928633e":[],"11930916":[],"11935351":[],"11938084":39,"11944131e":22,"11969984":[],"1198891":[],"11991488":[],"11992194":[],"119922":[],"119936":[],"12":[1,2,3,4,5,6,7,8,9,10,12,13,22,23,24,26,28,30,32,33,34,36,37,38,39,41,42],"120":[1,4,8,24,37],"1203":10,"12031117":[],"1203284":9,"12040799":[],"120435":[],"12043521":[],"12044974":34,"120450":34,"12062771":39,"12068251":[],"12079371":[],"12081773":38,"12084953":[],"12085937e":[],"12099567":[],"121":[9,10,11],"12123488":[],"12124104":[],"121292":[],"12135727":[],"12143852":[],"12152902":[],"12155483":[],"1215pm":[31,33],"12166797":[],"12182967":[7,35],"12183393":[],"12183785":[],"12190193":[],"121902":[],"12198":[],"122":[9,10,11],"12204312":[],"12206013":[],"12206812":[],"12208052":[],"12210357":[],"12220088":[],"12220276":[],"12220773":33,"12222222222222222":[2,41,42],"12235593":[],"12242545":[],"12279959":[],"12282958127703":[],"123":[],"12318726e":[7,35],"12329646":[],"12330033":34,"12333649":[7,35],"12363332":[],"123711":7,"12380":10,"12382443":[],"12392385":26,"123928000581825":[],"12393064":[],"12394921":[],"124":[1,33],"12400":10,"1242":9,"124228866018077":[],"12425815":[],"124325":[],"12443338":39,"12443871":[],"12461758":[],"12462963":[],"12466453":[],"12498355":[],"1251681":[40,41],"12534765":[],"12536737":38,"12544009":[],"12544297":[],"1255057631975562":12,"12552073e":[7,35],"125757":[],"12591227":34,"126":10,"12600095":[],"12607006":26,"1261":10,"12618549":6,"1265":10,"12667402":[],"12675974":[],"12686507":[],"127":5,"12702643":[],"1271":7,"12733488":[],"12733892":[],"12777777777777777":[],"12790":10,"128":[4,5,14,38,39],"1280526":[],"12829994e":[],"12831838":[],"128393685824704":[],"12840176":[],"1284100258440377":[],"12846660e":[],"12871842":34,"12873424":[],"12893437":39,"12893778":[],"129":[],"129012":7,"12903093":[],"12910258":[],"12922837":[],"12936913":[],"12952339":35,"12957454":[],"1297":10,"12978318":22,"1298":10,"129963":36,"12it":7,"12pm":[31,33],"13":[1,2,3,6,7,8,10,12,13,19,22,24,26,28,30,33,34,36,37,38,39,41,42],"130":10,"13003291":[7,35],"13009402":[],"13012167":[],"13024288":[],"13035147135400782":[],"13037395":[],"13040489":[],"13055555555555556":[],"13055762":[],"13059483":[],"130694":34,"13069442":34,"13086825":[],"13092444":[],"131":10,"13107995":[],"13117805":[],"13134148011170077":[],"13137881":[],"131379":[],"13152828":[],"13162821e":[],"13164176":[],"13181493":[],"13186167":[],"13195623":33,"13196676":[],"132":10,"13203156":[],"13206207781887236":[],"13217667":[],"13220608e":[7,35],"132441":[],"13244119":[],"1325":7,"1326":10,"13260573":[],"1326197715":33,"132756":[],"13280":10,"13286177":[],"13296813":[],"13298019":[],"133":[8,37],"13300211":39,"1332":36,"13324158":[],"13326664":[],"13337992":[],"13343872":39,"13355309":[],"13373501":[],"13378194":26,"134":35,"13437168":[],"134534":[],"13453411":[],"13455019":[],"13457622":[],"13485566":6,"135":10,"1350":36,"13518746":[],"13531906":[],"13535942":[7,35],"13537597":26,"135553999655979":33,"13564988":[],"1356995":[],"13590426":[],"136":[1,8,37],"13600596":[],"136066":[],"13607502":[],"13625288":[],"13646574":6,"13659941":[],"13661243e":[7,35],"13663125":[],"1366929":33,"13675593":[],"136756":[],"13679863":[7,35],"13680048":[],"13684661":[],"13699574":[],"136996":[],"137":[1,8,37],"13706862":[],"13728124":[],"13729154":[],"13738633":[],"13740":10,"137652":[12,34],"13781304":39,"1378267322316808":[],"13788033":[],"13791264":[],"13799037e":[],"138":[1,8,37],"13819592e":[],"13820":38,"13825388":[],"13845051":[],"13847167":[],"1385":7,"1385510301651882":[],"13858163":[],"13861839":26,"13865173":6,"13866942":[],"138775":[12,34],"13878649":[],"1388888888888889":[],"13890":10,"13896095":[],"139":[1,8,37],"13904707":39,"13911934":[],"13913033":[],"139224":[],"1392559585020426e":[7,35],"139255958997547e":[7,35],"1393548":[],"13945974":[],"13956654":[],"13976073":[],"1399386":[],"13it":[],"14":[0,1,3,5,6,7,8,9,10,11,12,13,22,23,24,26,30,32,34,36,37,38,39,42],"140":[1,8,10,37],"14002608":[],"14021063":[7,35],"14029264":[],"14038959":[],"140390":[],"14040757":39,"14043884":[],"14045682":[],"14046224e":[],"14084366":[],"141":[1,8,37],"14100":10,"14104212":[],"14112437":[],"14114294":[],"141182":[],"14118216":[],"1412":[22,38,39],"14122256":[],"14123881":[],"1416398":[7,35],"14174745":[7,35],"1418":10,"14187173":[],"14192454":[],"142":[1,8,10,37],"14213876":[],"14216089":39,"142188":[],"14218838":[],"14230327":26,"14239961":[],"1424112":[],"14249052":[],"14250":10,"14251309":[],"14260706":[],"14277718e":34,"14285244":[],"143":[0,1,3,8,10,37],"14309433":[],"14335140e":[],"14369927":[],"1437":[2,41,42],"14373934e":[40,41],"14383145":[],"144":[1,3,8,37],"14400":10,"14404536":[],"1440501043841336":[2,41,42],"1441031":[],"14424825":[],"14433067":[],"14437776":[],"14440":10,"14452065":[],"14452678":[],"14465374":[],"144654":[],"1446729567":5,"144848":[],"14484831":[],"14495737":[],"145":[],"14523337e":[],"14550854":[],"145509":[],"14559761":[],"14568914":35,"145753":[],"1457534":[],"14580867":[],"14599499":[],"146":3,"14605929":[],"14610161":[],"146141":[],"146212":7,"14629156":36,"14638":38,"14643345e":[],"14690374":[],"146904":[],"14697222":[],"14697641":[],"147":[],"14708":[],"14710":10,"14716":7,"147161":7,"14721582":[],"14722222222222223":[2,41,42],"14730311":39,"147400":[12,34],"147420":[12,34],"14751649":[],"147545":[],"1477190177681485":[],"1477805":[],"14780956":33,"147836":[],"14783612":[],"1479":10,"148":[3,4,5,15],"14812206":7,"14815202":[],"14824254":[],"14825560e":[],"14828178":[],"14829228":[],"14841322":[],"148477":[],"1486419":[],"148776":[],"14880915":[],"1488598":[],"14890012":[],"148913":[],"148932":[],"14893216":[],"149":3,"149003":[],"149063":[],"149111":[],"14913555":[],"149266":[],"14934":[],"14934258650797513":[],"149353":[],"149379":[],"149388":[],"149416":[],"149433":[],"149466":[],"149483":[],"14949972":[],"149524":[],"149904":[],"14990609":26,"149921":[],"14g":[7,36],"14it":[],"15":[0,1,2,3,5,7,8,9,10,13,14,16,17,18,22,24,30,33,36,37,38,39,40,41,42],"150":[4,5,9,10,15,23],"15001903":[],"15005476":6,"150055":36,"15008902218011533":[],"1502":40,"150301":[],"150337":[],"15042293":[],"15052":[],"150527":[],"15058132343282243":[],"150735":[],"15078":7,"15079545":[],"15098090e":[7,35],"151":[4,5,15],"15102593":33,"15126318":[],"15129596":22,"15130074e":[7,35],"15143483e":[],"151522":[],"15173932":[],"151892":[],"15195036":39,"15199":[],"152":10,"15200":10,"15202654":[],"15207119":[],"152149":[],"15215415":[],"15235148":[],"15242624e":[],"152494":[],"1527777777777778":[],"15280951":[],"15283463":[],"1529":[],"15294186382924843":[],"153":[4,5,15],"153036":34,"15313054":36,"15316333":26,"15338896e":[],"15351626":[],"15360063":[],"15361856":[],"15367403":[],"1537797":[],"15384615384615385":10,"15388662":[],"15390225":[],"154":[4,5,15],"15403275":[],"15422927":[],"15424679":[],"15435127":[],"15435937":[],"15451852":[],"154751":[],"1547556":[],"1548131":[],"15489318":[],"15493099":[],"155":[4,5,10,15],"15515965":22,"15527976":[],"15546887":[],"15563816":[],"15572395":[],"155724":[],"15586219":[],"15593478":[],"155994":[],"15599422":[],"156":[4,5,15],"15605625":[],"15654145":[],"15670465":[],"15670921":38,"1567286":[],"15690073":[],"156956":6,"157":[4,5,15],"15709522":[],"157128":[],"1571284":[],"15744669":39,"1575":10,"1575046":[],"15751952":[],"15759533":[],"1576057":[],"1579":[],"158":10,"15830902":[],"15833751":[],"15847501":[],"1587":10,"1590":10,"15905706e":[],"15906954":[],"15924557e":[],"15951871":38,"15961465":33,"15970814":[],"15971479":26,"1598058":[],"15990":10,"15991124e":[],"15am":33,"15g":[7,36],"15it":[],"16":[2,3,4,5,6,7,9,10,11,20,22,23,26,30,33,34,35,36,38,39,40,41,42],"16013842":[],"1602625":[],"1603":4,"16039162":[],"16043208":[],"16050357":[],"16063661":[],"16072855":[],"16111111111111112":[2,41,42],"16118615":[],"16119967":[],"16124569":[],"161246":[],"16131839":[],"16146139":[],"16147054":[],"16158074":[],"161581":[],"16172219e":[],"16180248":[],"16181877":[],"16188604":[],"16201555":[],"16209264e":[],"16211139":6,"16211781":[],"1621766238509487":[],"16220":10,"162246":6,"16226023":[],"16231451":5,"16241396":39,"1625":10,"16257339":[],"16257872":[],"16271817":[],"16275926":[],"1628":10,"16292908":[],"16304863":34,"163049":34,"1630775253":2,"16312434e":[],"16328315":[],"16342407":6,"16343471":[7,35],"1636508":[],"16373437":[],"16384":4,"16388664":[],"163887":[],"16404402":[],"16405708":[],"16407038":[],"16411163":[],"164112":[],"16413938":[],"16431956":[],"16436977e":[],"16437294":[],"16445858":[],"16452848":33,"16452931":[],"16469725":[],"16486151":[],"16500":10,"165033577601387":[],"16513872":[],"165272":[],"16532977":[],"16533342":34,"16535252":[],"16543524":[],"16552497":[],"16567361":[],"166":10,"1660497e":[],"16606924":[],"16617445":[],"16620159":[],"16622624":[],"1664372":[],"166540":[],"16654048":[],"16674251":[],"16702443":[],"16710567":[],"167116584998668":[],"16744759":[],"16777789":[],"167787":6,"16791183":[],"168":10,"16805821e":[7,35],"16828877":39,"16849001":22,"16879134":[],"16881787":[],"16913489":[],"16925937":[],"169299":[],"16949234":[],"16it":[],"17":[2,3,6,7,8,9,10,14,22,30,33,34,36,37,38,39,40,41,42],"17021424":[],"17026621":[],"17069366":[],"17080691":[],"170807":[],"17089674":[],"1709":10,"17093974":[],"171":35,"17101958":[],"171525":34,"1715252":34,"17158357":[],"171611":[],"17168028":[],"17174962e":[2,41,42],"17214545":[],"17214797":[],"1721774":[],"17222222222222222":[],"17222494":[],"17239551e":[],"17246397":[],"17249725":[],"17253354":[],"1726":10,"17260271":[],"17272182":[],"17285183":[],"17293829":26,"1729993":[],"173":[22,39],"17300":10,"1731":10,"1732863504708044":[],"17359583e":[],"1735981":39,"17367225":[],"17377547":[],"17378802":[],"17382534":[],"17399603":30,"17405911e":[],"17418673":[],"17446471":7,"17483760":36,"175":36,"17501258":[40,41],"1752":10,"175300":34,"17547294e":[],"17563274":[],"17567503":[],"17568084":[],"17569961":[],"176077701534979":[],"17629205":[],"17641709":[7,35],"17643975e":[],"17669259":[],"176762":[],"17676247":[],"1767857":[],"17714797":[],"17728993":[],"17739525":[],"17748881e":38,"17757295":[],"177665":12,"17766528":12,"17777777777777778":[2,41,42],"177786562639708":[],"17780089":[],"1778106":[],"17801022":6,"17801827":[],"17806281e":[],"1780797":[],"17827738":[],"17834506e":[],"17840283":[],"17849836":[],"17856374":[],"17861098":7,"17861414":[],"17865868":[],"17869861e":[],"17882416":[],"17886464e":[],"179":[],"17913653":[],"17917768":6,"1792":[],"17934093":[],"1793417":[],"17934801":[],"1793636":[],"17941158":[],"17941609":26,"17944696":[],"17948385":[],"17948638":[],"17949575":6,"17953942":12,"17968231":[],"1797":[2,4,41,42],"17987746":39,"17it":7,"18":[0,3,7,8,9,10,11,14,22,23,24,30,36,37,38,39,41,42],"180":[],"18013978":[],"1801709":35,"18019623e":[],"18029127":6,"18038547":[],"18043393":[],"18052195":[],"1807":5,"1808228":[],"18085537":[],"1809":10,"18093549":[],"18094575":[],"181":10,"1810415856976313":[],"18106943":[],"18114057":[],"181141":[],"18118338":[],"1812":10,"18120973":[],"181210":[],"18146425":[],"18147009":[],"181766185664273":[],"18180717":[],"182086698929565":[],"1821":10,"18234308":[],"18234499":[],"18251883":[],"18274735":[],"18277213":[],"18285689e":[],"18290649":22,"18307821":35,"18333333333333332":[],"18383522":34,"18388":7,"184":10,"1840":36,"18409254":[],"184119":[],"18415031":[],"18418938":[],"18418988":[],"184519":34,"18461559":33,"18464035":[],"18474924":[],"18485685":[],"184866696796263":[],"18497496":[],"184975":[],"185":35,"18501900e":[],"18510775":[],"18522369":[],"18551655":[],"1855524":39,"185710":[],"18571046":[],"18572822":[],"1860":10,"18603548":[],"18604416":[],"18611111111111112":[],"18613217e":[7,35],"1863889":[],"18646225":[],"18660":10,"18670072e":34,"18673098":12,"18702469":[],"18711407":[],"18712313":[],"18715465":[],"18725816e":[],"18742521":[],"18750351":[],"18757012":[],"18781225":[],"1880258":[],"18810873":[],"18816387":[],"18824338":[],"18840034e":[],"18850776":[],"1885906477601598":[],"18859065":[],"18864495":[],"18872206":[],"18908167":26,"18925625":[],"189496":34,"18956157":[],"189622":34,"18981286":[],"18986837":[],"18it":[],"19":[3,7,10,16,22,24,30,33,36,38,39,42],"19001247":[],"19009085621304586":[],"19009894":33,"19036055":[],"19052323e":[],"190529":[],"19052935":[],"19057517":38,"19069576e":38,"19073442":[],"19126179":[],"19166666666666668":[2,41],"19180036e":[],"191833":[],"192":36,"19207979":6,"19220":10,"19226417":39,"19299283":[],"19336703":[],"19350397125914334":[],"19364388":[],"19367324":[],"19371605e":[40,41],"19375828":[],"1940":1,"194042826649355e":[7,35],"194042826815211e":[7,35],"1943":[13,39,40],"19433318":[],"1944":7,"19447592":[],"194836":[],"19483625":[],"194889":[],"19488947":[],"19517243":[],"19517373":[],"195174":[],"19526866":[],"19532208":[],"19547923":[],"19559737e":[],"1956":10,"19569961":[7,34,35],"19583547":[],"19588651":38,"19601208":[],"19661197":38,"19670115e":22,"19676409012950763":30,"19677112":[],"1970":[26,33],"19725211":[],"1973":10,"197370":[12,34],"19740":10,"1974189":[],"1974520015546233":10,"19767225":26,"19786399":39,"1979":[7,36],"19791352":[],"197914":[],"19798258":[],"19800":10,"19800999":[],"19808709":[],"1982973034395375":[],"19832989":39,"19848482":[],"19849513":[],"19852045":[],"19857342950283463":[],"19861706":[],"19884659":[],"19886862":22,"1989":40,"19899282":26,"1991":40,"19920353":[],"199324":[],"19932442":[],"19945294":[],"19951849":[],"19973189":[],"199824":[],"19982428":[],"1999":28,"1_1":[13,39],"1_2":[13,39],"1_3":[13,39],"1cm":[1,9,11,30,33,40,41],"1d":[2,3,4,41,42],"1e":[2,3,5,14,15,22,38,39,41,42],"1e10":15,"1e4":7,"1f":[2,41,42],"1ffvbn0xlhv":24,"1k":26,"1n":[1,33],"1ocqm1tltwb6hzsf9i7ggugw9m8sbvequ":[],"1s":[41,42],"1x":[1,33],"1zkibvqf":23,"2":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,25,26,27,29,30,32,36,37,38,39],"20":[0,1,2,3,7,8,9,10,14,20,22,24,30,31,33,35,36,37,38,39,40,41,42],"200":[1,3,4,5,9,10,11,42],"2000":[1,34],"20005403":[],"20015436":7,"20020163":[40,41],"2004":[14,37],"20040481":[],"20041381":33,"2004542":[],"20051449":[],"2006":32,"2008":33,"2010":[2,40,41],"2011":[2,41,42],"20135691":[],"2014":5,"2015":[2,41,42],"20158083":[],"201581":[],"2016":[1,33],"2017":42,"20173175":[],"2018":[1,7,34,36],"2019":[9,10],"20194579":[],"2021":[7,15,34,35,37],"20218457":[],"2022":[28,33,40,41,42],"20224027":[],"20228273":[],"2023":[27,41,42],"2024":[0,16,17,18,19,20,21,22,23,24,28,33,34,35,36,37,42],"20263701":[],"202698":[],"2026985":[],"2027":10,"20277777777777778":[2,41,42],"20288581":[],"20290903":[],"20294638":[],"203":[],"20300793":[],"2032806":[],"20336784":[],"20347912":[],"20353821":[],"20357736":[],"20360":42,"20365164":[],"20367355":[],"20375464":[],"20393163":[],"20393534":[],"203963":[],"20396326":[],"20402019":[],"204049":[],"20404927":[],"20437065":[],"204488":[],"2044881":[],"20480187":[],"204802":[],"20500":10,"205116":[],"20511614":[],"2051784":[],"20519013":[],"20519189":[],"20520318":[],"20527785":[],"20536289":[],"20536579":[],"205366":[],"20539421":[],"20550386":39,"205757":[],"20575734":[],"2060":10,"20601797e":[],"20607165":[],"206079615468402":12,"20608548e":[],"20621146":[],"20640822":[],"20651434":[],"20656353":[],"206664":[],"20666447":[],"20680982":[],"2069":10,"20716644":[],"2072382":[],"20728198":[],"20742956":[],"20743662":[],"207545":[12,34],"20755569":[],"2077068":[],"20775115":[],"20793362":[],"20833333333333334":[2,41,42],"20834188":[],"2084894":[],"20862308":39,"20867052175034223":[7,36],"20867716":[],"20898872":[],"20902858":39,"20912557":[],"20915094":[],"20916295":34,"20980":10,"20986506":[],"21":[0,1,2,6,7,8,10,13,14,22,24,26,33,34,36,37,38,39,40,41],"210340":[12,34],"21046538":33,"21047414e":[],"2105":42,"21058097":6,"2105986":6,"210599":6,"21061589":[],"21070843":[],"2107546970521115":[],"21086655":30,"21093775":7,"211":[],"21130":10,"2116753732":5,"21169159e":[7,35],"21181534":[],"21192602e":[],"212":[],"2127032":[],"21277816e":[],"213":[],"213103":[12,34],"2131067":[],"2133127":[],"21332621":[],"213336":[],"21333606":[],"21333766":[],"21344077":[],"213743":[12,34],"21390371e":[],"21392756":[],"21394125":[],"21407599":[],"2142385":[],"21430643e":38,"21432413e":[],"21444055":[],"21457724":[],"21501369":[],"21506004":[],"21517262":7,"21531156":[],"21565007e":[],"2157318":[],"21596432":7,"2160073466353432":[],"216171":[],"21617146":[],"216290":[12,34],"21631786":[],"21635399":[],"21641173":[],"21655059e":[],"216683":[12,34],"21680864":[],"21690241":[],"21699817":[],"2170":23,"2171":23,"2172":23,"21724894e":[],"2173":23,"2174":23,"21742484":[],"21752693":[],"21757908":[],"21776599":[],"21784616":[],"21786054e":[],"2180":[],"21805426":[],"2181":[],"21813899e":[],"21817966":[],"2182":[],"2183":[],"21833102":[],"21838482":[],"2184":[],"21846767e":[],"21894241":[],"21905519":[],"21914111":[],"21919019":[],"21933245":26,"21941484e":[],"21949761":[],"21965525":39,"21998973":[],"22":[1,2,6,7,10,13,14,22,24,26,33,34,36,38,39,41,42],"22004411":[],"22004496":[],"22013655":[],"22044605e":[6,34,39,40],"22087319":[],"221":9,"2211133":[],"221180":34,"2212296":[],"22128142":[],"22158725223474995":[],"2216":10,"221666864828611":[],"22169087":[],"2218":10,"221805":[],"221921":6,"22194497":[],"221945":[],"22217237e":[],"22226881":[],"222400":34,"22268225":33,"22346703":33,"22370461988004753":[],"22377412":[],"22388052":[],"2239":23,"2240":23,"2241":23,"2242":23,"22426265":[],"22462544":[],"22467274":36,"22480853":[],"224809":[],"22481166":[],"2249":[],"225":5,"2250":[],"2251":[],"2252":[],"22523018":[],"22528536":[],"22543063":30,"22545286":[],"225453":[],"22569872":[],"2257449":[],"22592946e":[],"226014":[],"22601408":[],"22615136":26,"22623421":[],"22625657":[],"22667819":[],"22688898":[],"22690428":6,"22706777":[],"227072949395066":[],"22707295":[],"22715479":[],"22718624":[],"22755839e":[],"22756518":[],"22773898":[],"227738984674172":[],"22783539":[],"22809974":[],"22810365":[],"228104":[],"228216":[],"22821607":[],"22830771":[],"22835717e":[],"22842468702219465":[7,36],"2284246870221947":[7,36],"228467858509994":[],"22846786":[],"22847924":6,"22849742":[],"22851508":[],"22871":38,"22896144":[],"22897303":[],"22919456":[],"22929165":[],"2293":[],"22936132":[],"2294":[],"22946401":[],"22959895":[],"229598952352728":[],"2296":[],"2297":[],"22974904":[],"22977659964799":[],"2297766":[],"22985907723809532":[],"22it":[],"23":[2,7,10,13,16,21,22,24,26,30,33,36,39,40,41,42],"23002365e":[7,35],"23006632e":[],"23007231e":[40,41],"230154":[],"23015412":[],"23038906":[],"23040825":[],"230760":[],"23076025":[],"23076923076923078":10,"23077255":[],"23093598e":[],"2310":42,"2311959":[],"23139242":[],"23142852":[],"23164401":[],"23167717":6,"23238973":[],"232435":34,"23262877":[],"23263884":[],"2330123":22,"23303727":[],"23326473":[],"23333333333333334":[],"23344210e":[],"233481":[],"23348144":[],"2338675":34,"233868":34,"234":7,"23407025":[],"23423987":[],"234332597247826e":[],"23449217":[],"234496":[],"23449607":[],"2345":23,"2346":23,"23469347":[],"23472994":[],"23476091":26,"23478113":39,"2348":23,"23481471":[],"2349":23,"23499549":[],"23499891":[],"2350":23,"2351":7,"2352456":12,"235246":12,"23526911":[],"23528337":36,"2355":[],"2356":[],"23565337":[],"23570126":[],"2358":[],"2359":[],"235969":[],"23596934":[],"2360":[],"23616967":[],"2364":10,"23663482":[],"23692142":[],"2373286546935638":[],"23770713":[],"23794815":[],"23807169":[],"2383703":[],"2384333":22,"23847441":[],"239":36,"23950884":[],"2397":10,"23971032":34,"23994188e":[],"23it":[],"24":[1,2,7,10,22,24,26,33,36,38,39,41,42],"24000075":[],"2401":27,"2401586":[],"24032019":[],"24033384":[],"24054861":[],"24071032":[],"24088952":[],"24106503":38,"24106633":38,"24121476598003452":[],"24140":10,"24149532":[],"24157456":[],"24159785":34,"2416":10,"24164234":[],"24175744e":[7,35],"24185931":[],"24188439":[],"2419":10,"24200844":[],"2420287e":[],"24224776e":[],"24225043":[],"24254071":[],"24284399":[],"24299211":[],"2430":10,"24335376":[],"24344979e":[],"24346138":[],"24369936":[],"24377554":[],"243776":[],"24382159e":[],"24390":10,"24398826":[],"24412628":[],"24427624":[],"244293":[],"24429334":[],"24430166":[],"24433117":[],"24444444444444444":[],"24454968":[],"24485814":38,"24493666":36,"24508783":[],"24512233":[],"24520733":39,"24524426":[],"245781":[],"24578123":[],"24582593":[],"2458435":[],"246":[],"24602146":[],"24613581":[],"24629299":[],"24640494":38,"2468382":[],"24688853":[],"24692014":[],"24719968":[],"2475908482537097":[],"24759085":[],"24768421e":38,"24777879":[],"24780663":[],"24816468":[],"2481902":[],"24829629":[],"24829908":6,"24848631e":[],"24856992e":[],"24874378":[],"24906604e":[7,35],"24911588e":[],"24999088":[],"24it":[],"25":[3,4,5,6,7,9,10,12,22,24,27,34,35,36,38,39,40,42],"250":[3,5,8,10,37,42],"25000":1,"25003261":[],"25007671":[],"250077":[],"25018094":[],"25034533":[],"25068519":[],"25095067":[],"25106936":[],"25111821":[],"25145374e":[],"25185716":35,"251879":34,"25197648":[],"252008":[],"25200841":[],"25206089":[],"25206371":[],"25233253":[],"252333":[],"252436":34,"2527027":[],"252703":[],"25294371":[],"25299716":[],"25337053":[],"25343155":36,"25345918":[],"25354173":[],"25360039":[],"25386687":[],"253891":[],"25389111":[],"25398681":33,"25439747":33,"25444295":[],"25445":[],"254450":[],"25458506e":[],"2546186":[],"254619":[],"2546817701709956":[],"255":4,"255001":34,"25509222":[],"255107903576545":[],"2551096333979939":[],"25512598":[],"25555619":[],"25568695":[],"255888":[],"25588843":[],"256":5,"2561719":[],"25617655e":[7,35],"25617658e":[7,35],"25646067":[],"25659561":[],"25673276":[],"256733":[],"25680702":[],"25695398":36,"257":[],"25705685":[],"2572":10,"25729558":[],"2575":10,"25767462":[],"25816519":[],"25820894":[],"25828869":33,"25849623":[],"25868261":[],"25879315330607":[],"25904489":[],"259153":[12,34],"25915746":[],"25934872":[],"2597":10,"25970297":[],"25982474":[],"259825":[],"25986026":[],"25989189":[],"26":[7,10,17,22,24,36,38,39],"26001134":[],"26024513":[],"26028795":[],"26043697":26,"26048873":[],"26083712":[],"26090013":[],"26113912":[],"26120167":[],"26124692":7,"26128189":[],"26152075":[],"26188646":[],"26191905":[],"26196737":[],"26240613":[],"26254957e":[],"262648":[],"26264849":[],"26280614":[],"26281735":38,"26292364":36,"26292935":[],"26297455":34,"26301436":6,"26307235":[],"2630723514841553":[],"26310762":[],"26321660e":[],"2634338084990535":30,"26343381":30,"26378176e":[],"26402837":[],"26409315307910025":[7,35],"2640931530791004":[7,35],"26421616":[],"26443391":[],"26464303e":[],"26479234":[],"2650":10,"265109911":5,"2652667":[],"26527089":[],"26536626e":[],"2654":10,"26571335":[],"265868":[],"26586817":[],"26590299":[],"26604611":[],"2662452":[],"26638638":[],"26639089e":[],"26646852":[],"2666905":[],"26674792":[],"26675647":[],"26680052":[],"266801":[],"26692247":[],"26710969":6,"26715191":[],"26760957":26,"26767021":[],"26775644":[],"26780278":6,"26781531":[],"2679757":[],"268":10,"268142":[],"26814205":[],"26814548":7,"26817703":[],"26821199":[],"26835242":[],"26897875e":[],"2694078":[],"26953857":[],"26956051":[],"26969649":[],"26995402":34,"27":[1,2,7,21,22,24,36,39,41,42],"27037635":[],"27065633":35,"27097785":[],"270978":[],"27108866":[],"27121997":33,"27124938":[],"271260217275557":[],"27126022":[],"27166993":6,"271670":6,"27182417":[],"27186049":[],"27223854":[],"27227895":[],"27231287":[],"2729933":[],"27336592":[40,41],"27352535e":[],"27403356":[],"27410687":[],"27425372":[],"274394546800107":[],"27439455":[],"27458376":[],"27465664":[],"27470622":38,"27482829e":[],"2750":10,"2751616":[],"27529208":26,"27530242":[],"2754374":26,"27597777e":[],"27600259":[],"27602210e":[],"27623637":[],"276263":[12,34],"27633474":[],"2765068":[],"2766892":[],"27677742":[],"27693602e":[39,40],"27698328":[],"27700":10,"27750534":[],"27760":10,"27783579":33,"27788872":[],"2781456":[],"27861634e":[],"27874136":[],"27906869":[],"27916593":[],"279166":[],"27924636":6,"27933134":[],"2793874":[],"27952294":[],"27968813e":[],"27993904e":[],"27it":[],"27n_":30,"28":[2,4,5,7,10,22,24,36,38,39,41,42],"28000355":[],"280004":[],"28021598":[],"2802234e":[],"280464e":[],"280573":6,"280647":[12,34],"28065817":33,"2806901924685401":[],"2807716628772665":[],"28078417":[],"2809076":[],"28093636":[],"28098147":[],"28109198":[],"2813829":[],"28158348":[],"281627":[],"28162714":[],"28164443e":[],"28183460e":[],"28192769":[],"28205578e":34,"28210156":[],"28225179":[],"2822642":[],"2823954":38,"28244905":[],"28253033":[],"28261591":38,"282727":[12,34],"28276275":[],"28292756":[],"28306304e":[],"2830637392":5,"28316949":[],"28336218e":[7,35],"28341218":[],"28341932":[],"28347758":[],"283478":[],"28358004":[],"28364423":[],"28365323e":[],"28366671":[],"2837242622462304":[],"28377068":[],"28379561":39,"28390":10,"28391978":34,"28399125":[],"28415767":[],"28443039":36,"28457291":[],"28472162":[],"284722":[],"28475098":9,"28496213":[],"285056":[],"28505619":[],"28519494":[],"28542801":[],"286038":[],"28603828":[],"2861":30,"28614301":[],"28622513":26,"2863391":[],"28641033":[],"28645331e":[],"28709718":[],"2871":10,"28726748":[],"2873":10,"28754232":[],"2876045":[],"28766899":[],"28776411":[],"28793787":[],"2882":30,"28833782":[],"28836035":[],"28844641e":[],"2885519":[],"28855565":26,"2886":30,"28868604":33,"288851":[],"28885103":[],"28886314":[],"2890":[1,33],"28902948":[],"2890577":[],"2892":30,"28923":[],"28924386":[],"28956161":[],"2895786617507":[],"28963909":[],"28973035":[],"28it":[],"29":[7,10,22,24,30,36,38,39],"29015871":[],"29030256":[],"29033075e":[],"29078236":[],"29087396":[],"290874":[],"29089154":[],"29091211":[],"29095968":39,"29100624e":[],"291056":[],"29107892":[],"29134342":[],"29142853":[],"29147052":[],"2915":30,"29155617":[],"29162184":[],"29167186":6,"29201128":[],"29223521":[],"29234681":[],"29236762":[],"29238145":[],"29253213e":[],"29306584e":[],"2930953":[],"2931":33,"29350":38,"2936657":[],"293665700387852":[],"2938162":[],"29390668":[],"29398019":[],"294":[],"29411652":[],"29414225":[],"29419924":[],"29437712":39,"29463222":39,"29474356":[],"29491144e":[],"295":[],"29509520e":[],"29541992e":[],"29560433":[],"29561686":[],"29593305":[],"29620357":[],"29627774":[],"29633608":[],"29639686":26,"2964378":[],"29645662":[],"29653038":38,"2965315":[],"2965479984453907":[],"29669411":[],"29678339":[],"2968":33,"29687889":[],"297":[],"29716773":[],"29738252":[],"2974512":[],"297476846305301":[],"29747685":[],"297581":[],"29758118":[],"29760523":33,"297648":[],"29764815":[],"2976637":[],"29777705":[],"298":[],"2980":[23,33],"298037":[],"29803738":[],"29822833":[7,35],"298499":[],"29849933":[],"29860173":38,"2986082":[],"29861395":[],"29866395":[],"29881308":[],"299":[],"2990":33,"29902518":[],"29920799":26,"29950088":[],"299748":34,"29995377":[],"299954":[],"29it":[],"2_":[13,39],"2_1":[13,39],"2_2":[13,39],"2_3":[13,39],"2_i":[13,39],"2_m":[7,30,36],"2_t":[14,38,39],"2_x":30,"2b":30,"2c8f433990d1":[38,39],"2cm":9,"2d":[2,4,12,13,25,33,39,40,41,42],"2e":[7,36],"2f":[0,1,8,10,11,12,13,33,34,37,39,40],"2g":[3,42],"2g_i":[3,42],"2k":4,"2m":[7,36],"2n":[1,3,4,33,34,42],"2nd":[10,39],"2p":[30,40],"2pm":31,"2pt":5,"2x":[1,4,9,14,33,38,39,40],"2x_ix_jy_iy_j":9,"2x_j":9,"2xb":40,"2y_i":11,"2y_j":9,"3":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,22,25,26,27,28,29,30,31,35,36,37,38,39],"30":[0,1,2,5,7,8,10,11,14,17,22,24,31,34,36,37,38,41,42],"300":[22,39,40],"30000":[1,33],"30000613":[],"3000498":[],"30005983":[],"30010":10,"30013135":[],"300231":[],"30023144":[],"30043041":[],"30054056":[],"30069427":[],"3008836":[],"30117681":[],"30119421":9,"30124108":[],"30134885":[],"30136959":[],"30141906":[],"30190897":[],"301909":[],"30191327e":[],"30196557e":[],"302":36,"30258509":[26,33],"30269539":[],"30283188":35,"303":7,"30306759":38,"30322722":[],"30332201":[],"30334592e":[],"30387411e":[],"3039241":22,"30400113":[],"30442002e":[],"30442964":34,"30450049":[],"30458085":[],"30466214e":[7,35],"30493151":[],"30506075e":[],"30593976":[],"30607268":38,"30616802":[],"30633304":[],"30637636":[],"30655251e":[],"30675215e":[],"3068659":[],"306866":[],"307":[],"3072":4,"3075371":[],"3076923076923077":10,"30782691":[],"30787294":7,"30887484":[],"30894285":[],"30897153":[],"308972":[],"309":[],"30905952":12,"309060":12,"30915293":[],"309153":[],"30916402":[],"30916988":[],"309170":[],"30917499e":[],"30940":10,"30959659":[],"3096154":[],"30966921":39,"30982436":[],"30982672":22,"3099":36,"30it":[],"31":[13,24,26,30,39],"31008026":[],"310579":34,"3105791":34,"31068981":[],"310957":[],"31095745":[],"31096156":[],"3114655":6,"311466":6,"31159615":[],"31160886":[],"31162122":[],"31175179":[],"31186409":[],"31199504":26,"312":[],"31210861":[],"31216736":[],"3121824":26,"31227657e":[],"3123314713548606":[7,36],"31248425":38,"31262618":22,"31276579e":[7,35],"31286143":[],"31294131":[],"31297469":33,"31299668e":[],"313":[],"313155":[],"31315504":[],"31318084":6,"31330137":[],"31335664":[],"313568":[],"31356849":[],"31362428":[],"31363366":[],"31367041":[],"31370028":[],"31381731":[],"31388878":39,"31394064":30,"31436277":[],"31453949":[],"31457796":6,"31481643":30,"314869":[],"31486917":[],"315":[7,35],"31541884":[],"31545424":22,"3155":[1,6,7,35,36,37],"31555734196707536":[],"3156062":22,"31562008":[],"31568288":[],"315683":[],"31571995":[],"316":[],"31601423":[],"31607059":[],"31613828":33,"31639624":[],"31664443e":38,"31702609":[],"31711533":[],"31718909":12,"31723049":33,"31727523":[],"317367":12,"31739522":[],"31743443":[],"31749096":[],"31758645":[],"31764285":[],"317799":[],"31779928":[],"31787864e":[],"31799354":[],"31812561":[],"31849289":[],"31876431e":[],"31888254":[],"31896852":9,"31897935":[],"31903447":[],"31916189":26,"31925135":[],"31936237":[],"31938579":[],"3194467":[],"31950286":[],"31971976e":[],"31973052":[],"31983313e":39,"31983943":[],"31985268":22,"31it":[],"32":[4,5,7,9,13,14,26,30,38,39],"3200":[2,41,42],"32003025":[],"32007041":[],"32052031":[],"320656":[],"32065614":[],"32068736":[],"3207":36,"32084559e":[],"32089655":[],"32114535":[],"32128064":[],"32149601703519115":[7,36],"3214960170351912":[7,36],"3215":10,"3218791":[],"32232922":[],"32262934":[],"32265127e":[],"323059":[],"32305911":[],"323066643161066":[],"323184775146844":[],"32318478":[],"32320616":[],"32329897":[],"32336220689648504":[],"32354671":[],"3236445":[],"32393078":[],"324":[],"32411274":[],"32419549":[],"3241988":[],"32422234e":[],"32447198":[],"3245":[],"32450054":34,"32466925":[],"32493877":[],"3250":[2,41,42],"32513272":[],"325228546249804":[],"32522855":[],"3254":3,"3254718508870977":26,"3255":3,"3256":3,"32567311":[],"3257":3,"3258":3,"32588151":[],"3259":3,"3260513":[],"32606139":[],"32606365":[],"32616922":[],"3262":7,"326238":34,"32641434":[],"32641558":[],"326430":[],"32643011":[],"3265097":[],"32651488":[],"32670322":[],"32683063":[],"32684035":[],"32701708":[],"32717946":[],"32733949":[],"32738537":[],"32754157":6,"327542":6,"32760411":22,"32786329":[],"32798457e":[],"32799141":[],"3280928":[],"328093":[],"32825214":[],"328462040651484":[],"3284789":[],"32893873":6,"328939":6,"32906581":[],"32932635":[],"32941912":[],"32962444":[],"32972613":[],"32it":[],"33":[10,13,26,31,38,39],"330":35,"33000573":[],"33006628":[],"33025801":[],"33027933":[],"33045013":[],"33046180e":[],"33049619":[],"33062878":[],"330629":[],"330660516571777":[],"33066907e":[6,34],"33081484":[],"33085218":33,"33095972":[],"33096549":[],"331":35,"33107417":[],"331075":[],"33145794":[],"33149531":[],"33163086":[],"331631":[],"33164051":26,"33165194":[],"33166055e":6,"33180288":[],"331939":34,"33212971":[],"33217312":[],"33220123":[],"33235647":[],"33241952":[],"33245403":[],"33266422":[],"33282365":[],"333":[8,35,37],"33300231":[],"33329216":[],"33357783":[],"334":35,"33433563":[],"33435637":[],"33477019":[],"33492417e":[],"335144":[],"3351443":[],"33519245":[],"33528448":[],"33532886":[],"335708":[],"33570831":[],"33596404":[],"33604208":[],"33615742":[],"33675308":[],"33700495":[],"33718234":[],"33734605":[],"33742926":[],"33745439":[],"33826500e":[],"33871003":[],"3388112":[],"33900003":26,"3391965479837245":[],"33978889":38,"33it":7,"34":[10,26],"340071371496255":34,"340226":22,"34023682":[],"340237":[],"34026086":[],"34029698":30,"3403":10,"34031551":[],"34039341":22,"3404509":[],"34061974":[],"340620":[],"340782":[12,34],"34098895":[],"3410149":39,"34112554":[],"34114547":6,"34121963e":[],"34131583":[],"34134773":[],"34139775e":[40,41],"34182884":[],"34205649":[],"34225662":[],"34233281":26,"34245275":30,"34249217":[],"342680":34,"34271514":[],"34332677":[],"34346829":[],"3436":[1,33],"34367970":7,"3437":[1,33],"3440539":[],"34412923":34,"344176915013831":[],"34427423":[],"34478594":[],"34483937":[],"34483955":[],"34488863":[],"34540564":26,"34549184e":[],"34554342":[],"34568909":[],"34569596":6,"34569632":[],"34577375":[],"34582863":[],"34598722":[],"34599467e":[],"34599598":[],"346000154268618":[],"34601775":[],"34603176":[],"34620097":[],"34647125":26,"34654596":[],"346546":[],"34661376":[],"346614":[],"3466389":[],"34704885":[],"34726166":[],"347262":[],"34732758":[],"347328":[],"34756595":26,"34759233":[],"3478095":[],"3480527":[],"34832197":[],"34851141":[],"34862407":[],"34871778":[],"34904819":[],"349312":[],"34931214":[],"34951108":[],"34964801":26,"3499634874668227":[],"34it":[],"35":[1,7,18,27,31,33],"3500312e":[],"35018806":[],"35098705":[],"35140":10,"3514835":[],"351636":[12,34],"35170232":30,"35182854":6,"35195241":[],"35196964":[],"35243372":[],"35252202":30,"35268457":[],"352685":[],"35275513":[],"35282003":[],"35313779":[],"35320952":[],"35350927":22,"35354073":[],"35388766e":[],"35432563":[],"354360":[],"35436034":[],"3544313922":7,"35468713e":[],"35470445e":[6,34],"35506347e":[],"35520169":[],"35533773":7,"35537114e":[],"35559575":33,"355734685106391":[],"35587321":[],"35595337":[],"35613536e":[],"356399":34,"356673":[],"35667342":[],"35668876":30,"35689303":[],"35713539":[],"35714377":[],"35731585":[],"35736":38,"357508":34,"3577615":[],"35781308":34,"35785072":[],"35798999":[],"357990":[],"35806319":[],"3581341341":5,"35823372e":[],"35826030e":[],"3583246":[],"35849734":30,"35870701":[],"3587467":[],"359":[6,35],"35914932":[],"35921835":[],"35956676":[],"35957915":[],"35966688":[],"35980374":[],"35986305":[],"35it":[],"36":[1,6,7,27,30,40,41,42],"360":[2,41,42],"36011695":30,"36014743":[],"36031586":[],"36091273":[],"36116396":[],"3613":10,"3615115":[],"361541":[],"36154104":[],"361556":34,"36161658":[],"36185989":[],"3619775819765686":[],"36209091":[],"3621311":6,"36219301":[],"36235052e":[],"36255393":[],"36278226":[],"36303682e":[],"3632959111950474e":[7,35],"363295916366933e":[7,35],"36339156":[],"36353321":[],"36388542":[],"36401981":[],"36403018e":[],"36439409e":[],"36482524":[],"36490166":[],"36545697e":[],"3655222":6,"36573968":33,"36579128":[],"36623476":[],"366375489616074":[],"36658646":[],"36694417":[],"367":[3,10],"36754671":[],"36790471":[],"36841864":[],"36845893":[],"36846593":[],"36880327":[],"368818":[],"36881837":[],"36889994":[],"36895644":36,"369139":[12,34],"36919318":[],"36991768":33,"36it":[],"37":[10,27,37,38,39,42],"37007195":[],"37008469":[],"37013105":[],"37023353":[],"37023448":[],"37024276":[],"370243":[],"37055062":[],"37057274":[],"370782966":5,"37081457":[],"37093787":[],"37132543":[],"37133465":22,"37135473":[],"37137157":[],"37153115":[],"37175575":38,"37175588":[],"37180834e":[],"37215356":[],"37239927e":34,"37255873":[],"3727791":[],"37293361":[],"372934":[],"37343957":[],"37354121":[],"37363888":[],"373639":[],"37396662":[7,35],"37415625e":[],"37449168":[],"37454707":[],"3745699019323765":12,"374675":[],"37467515":[],"37468967":[],"37507799e":[],"37532078":[],"37564555":[],"37582891":[],"375829":[],"37600844":[],"37600869":[],"37685349":[],"37700967e":[],"37705573":[],"37717637":[],"37730061":[],"377372":34,"37737221":34,"3777801602":7,"37821193":12,"378271":[],"37827145":[],"37837864":[],"37857846":[],"37900111":[7,35],"37919989":[],"38":[10,27,30,42],"380":10,"38007856":26,"3807176":[],"380718":[],"38102552":[],"38123077":[],"38135733e":[7,35],"38149915":30,"38155181":[],"3817475779":[7,36],"38198866":[],"38203725":[],"38240257":[],"3824865":[],"38259084":38,"38281882":22,"38298234e":[],"38309751":[],"38337498":[],"38381781":[],"38399622":[],"38422061":[],"38440469":[],"38445171":[],"38447892":[],"38460453":[],"38461538461538464":10,"38461539":38,"38506982":[],"38535182":[],"38571859":[],"38592549":[],"386":10,"38612299e":[],"386161":[],"38616125":[],"38618024":[],"38618158":[],"38629436":[26,33],"38675231":[],"38687011":[],"387":36,"38713573":[],"387620":[],"38762019":[],"387672":[],"3881343":[],"3882273":[],"38827994":7,"38853437":[],"38865681e":[],"38916861e":[7,35],"3892":36,"38934047":[],"38943":[],"389430":[],"38949027":[],"38962192e":[7,35],"38992371":[],"38it":[],"39":[1,10,28,31,33,39,40,42],"390334838933238":[],"39033484":[],"39039235":[],"3908470004999506":[],"39090680e":[],"3910042":[],"39184027":[],"39191126":[],"39197698":34,"391977":34,"39214397":34,"392144":34,"39223923":[],"39225935":[],"3924501":[],"39279291":[],"39292847":[],"39376038":[],"39386718":[],"3939184e":[],"39398622":[],"394":10,"39401392":[],"394505933":38,"39467981":33,"39497785":22,"39503373":[],"39516594":[],"39517073":[],"39525059":[],"39529587":[],"39540235":[],"39579407":6,"39590571":[],"395980256477532":[],"39598026":[],"39611129":26,"39614949":[],"39621036e":[],"39646454e":[],"39664124":26,"39671325":30,"39692815":[],"39697001":[],"39706038":6,"39707815":33,"39730902":[],"39741875":[],"397700":[12,34],"39789527":[26,33],"39799981":[],"3983":7,"39855569":[],"39865452":[],"39914635":[],"39919362":[],"39922082":[],"39929428":[],"39931051e":34,"39941008":[],"39952356":[],"399533503407795":[],"399836":34,"39991048":[],"39it":[],"3d":[3,4,5,7,14,27,36,38,42],"3f":[2,4,10,41,42],"3n":26,"3x":[3,9,42],"3x_0x_1":40,"3x_i":[3,42],"3y":9,"3yk470mj5p931p9dtkk0y6jw0000gn":[2,7,33,36,38,41,42],"4":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,26,27,30,33,35,36,37,38,39,40,42],"40":[2,7,10,27,28,31,33,36,40,41,42],"400":5,"4000":[10,33],"40012736e":[],"40030606e":[],"40037367e":[],"40058341":[],"40072098":[],"40074419":26,"4008393":[],"40093324":[],"40101943":[],"40140374":[],"401842":[12,34],"40184681":[],"40209956":[],"40266454":[],"40310129":[],"40354798e":[],"40362686":[],"40415979e":[],"40418675":[],"40431935":[],"40434293":[],"40447213":[],"404783":[],"40478305":[],"40491159":[],"405":10,"4050":[32,33],"4050219":39,"405163":[],"4051634":[],"40558184":[],"405890":[12,34],"405964":[],"40596423":[],"40605118":[],"40615633":[],"40620066":34,"406201":34,"40632663":[],"40640797":[],"4069157":[],"407":10,"408":10,"40800396":[],"40833375":[],"40848657":[],"4087":10,"4087793":6,"40903389":[],"40906565":[],"40913138":[],"409131380658218":[],"40927184e":[7,35],"40961688":[],"4096949":[],"40it":[],"41":[1,10,26,28,42],"41062015":[],"4107":10,"411":[],"41146753":[],"412":[],"4121966338442804":[],"41229845":[],"41259788":[],"41275555":26,"41298822":[],"413":[],"41310208":[],"41366128e":[],"41377873":[],"41381309":[],"41388745":[],"41396339":[],"41408221":[],"41416175":[],"41433969":6,"4143542":[],"41452482":[],"41487642":[],"4150026":[],"41511965e":[2,41,42],"41524442":[],"41532521":[],"4155":[3,16,42],"415597":[],"4155974":[],"4162706317":7,"41636775":[],"41664613":[],"4166666666666667":10,"41675053":[],"41705228":[],"41744203":[],"41764479":[],"417644792969273":[],"41788797":[],"417888":[],"41794469":[],"41820116":[],"41825413":38,"41842093e":[],"41847686e":[],"418506":[12,34],"4185532":[],"418596857594715":[],"418656":[],"41866748":[],"41869784":[],"41882037e":[7,35],"41925189":[],"419718":[],"41971814":[],"41987877":[],"4198932":[],"41it":7,"42":[2,5,9,10,11,26,28,42],"42013616e":[],"42045168":[],"42083463e":[],"42095725":[],"421":[],"42108547e":39,"42124182":[],"4214275":[],"4215795":[],"42197297e":[],"422":[],"423":[],"42305151":[],"4230769230769231":10,"423102":[],"42310878":[],"42338272":[],"4234122":22,"423646":[],"42364634":[],"42392359":[],"42394588":[],"42420721":39,"424274":[],"4242743":[],"42439452":[],"42441033":6,"42450":10,"42497724":[],"42501752":[],"4252885":[],"42553096":[],"4257124":30,"42575338":[],"42590512":[],"42592679":[],"426":[0,7,10],"42644801":[],"42670187":[],"42679392":[],"42699034":[40,41],"42772604":[],"42774546":[],"42793344e":[],"42813351":[],"42839645e":[],"42841423":[],"42873361":[],"429":36,"42914251":[],"42945319":[],"43":[0,1,2,8,10,26,37],"43007284":[],"43014974":26,"4303589":[],"43054282":6,"4310":33,"4313428":[],"43160097":30,"43167881e":[],"43208935911369845":[],"4323043635926456":6,"43258818":[],"43263402":26,"43285487":[],"433":36,"43330971e":[7,35],"43373107":[],"43418708":[],"43445446":33,"43492736":[],"43506123":[],"435163":34,"4353359":[],"43563433":[],"43579948e":[7,35],"43639284e":34,"436462435":5,"43703545":[],"43713984":[],"43724406":[],"43727575":[],"43754843":[],"43766686":12,"43779698e":[],"438":[4,5,15],"438060758":7,"438136":34,"43836612":[],"439":[4,5,15],"4390092":[],"439230":7,"43951798e":[],"43962226":[],"43976975777097144":[],"43984553e":[],"43it":7,"44":[1,2,24,26,42],"440":[4,5,15],"44007188":[],"44089210e":[6,34],"4408921e":[],"441":[4,5,15],"44108308":[],"44122101":33,"44129766":[],"44132765":26,"44137667":[],"442":[4,5,15],"44203729":[],"44239442":[],"44255455":[],"442600":[12,34],"44286735":[],"443":[],"443217":34,"443729":12,"4437291":12,"44384079":[],"44395301":35,"444":10,"44418124":38,"44440947":[],"44454123":[],"44456367":[],"44476964":[],"444770":[],"44498054":[],"445":[],"44512218":[],"445128":[],"44536331":[],"44563226":[],"446033":36,"44624525e":34,"44658658e":[],"44756744":[],"44767398":[],"4477214":[],"44830934":[],"44832989":[],"44838546":[],"44845593":[],"44867801":[],"4488194":[],"44895662":[],"44898476":33,"44909201":26,"44970586e":[2,41,42],"44995924":[],"44it":[],"45":[10,24,31,33],"450":10,"45007578":[],"450257":[12,34],"4504":10,"45052717":[],"45053025":[],"45054585":[],"45104086":[],"45170202":[],"451702023099923":[],"451834":[],"45183405":[],"45193407":[],"45273617":[],"45380039":33,"45397592":[],"45403192":[],"45408759":[],"454126":[],"45412633":[],"45430236":[],"45457427":[],"455173":36,"45532899":39,"45538713":[],"45560415":[],"45568883":[],"45572817":[],"45576546":[],"4557763":12,"455947":34,"456":10,"45609936e":[],"45620975":[],"45647803":[],"4565147":[],"4565685":[],"457":[],"4570065":26,"45709724":[],"45730151":[],"457311":[],"45731144":[],"45731379":[],"4576811":[],"45781905e":38,"457962":[],"45796224":[],"458027":34,"458078":[12,34],"4580854":[],"45840653":[],"45847011":[],"4591127":[],"45915671e":34,"45921927":[],"45960079":6,"45993741":[],"45it":7,"46":[3,10,23,24,31,33],"460":[0,10,12],"4601":10,"46017915":30,"46049816":[],"46053947":[],"46065811":[],"460688958585373":[],"46068896":[],"46069873e":[],"4608605587175947":30,"46086056":30,"46086448":[],"46106755":33,"46107913":[],"46134248e":[],"46153846153846156":10,"46166231":[],"46170878e":38,"4619526":[],"462":[8,37],"462295":[],"46229544":[],"46242424":[],"46318204":[],"46342934":[],"4635149":[],"4636751":[],"46383925e":[7,35],"46383926e":[7,35],"46387965":[],"46415522":[],"46415888336127775":35,"4644459":[],"46544987":[],"46593404":[],"4659454":[],"4664985":12,"466499":12,"46660941e":[],"46713267":35,"46736215":36,"46736822":[],"4676059":34,"467606":34,"46796873":[],"468":42,"46843429":30,"46891823":[],"46893501":[],"46911594e":[],"46954702e":[],"46963249":[],"46984559":[],"46984697e":[7,35],"47":[3,10,23,24,31,33],"47018223":[],"47042744":6,"47051432":36,"47052809":[],"470714":34,"47075725":7,"47116868e":[7,35],"47123617":[],"47125748":6,"47130422":[],"47132891":6,"47187403":[],"47187607":33,"47193243":[],"4725246793626128":[],"4729218":[],"47297587e":[],"47302573":33,"47308061":[],"47313680":36,"47334547e":[],"4735968":[],"4736645":33,"473730000968826":[],"47382705":[],"4742433":[],"47433659":[],"4745474":[],"47478922e":[],"47493254":[],"47544463":[],"47609206":[],"47610036":7,"4761747":[],"476849792":38,"47729832":[],"477405":[],"47740516":[],"47757553":[],"47767335":[],"47815203":12,"47823856":38,"47830372":[],"47851966":[],"47865692":[],"47874964":33,"47892661":[],"47900239":[],"47905601e":[],"47910545":[],"4793031":30,"479465113":5,"47989224":[],"47989639":39,"47991892":[],"47it":[],"48":[3,10,23,24,36],"48004784":[],"48017159":[],"48062913":[],"48121459":[],"481215":[],"48138036":[],"48151166":[],"48170743":[],"481979":7,"48200792":[],"48233952":[],"482495":[],"48249527":[],"4825169":[],"48253511":33,"48257387":[31,33],"48268005e":[],"48306473":[],"48307405":[],"4831139":[],"48326853":[],"48333419":[],"48364163":[],"483642":[],"48399942":[],"48411213":[],"48420061":[],"4843772":[],"48441798":[],"48442601":[],"48455788":[],"48476997":12,"4848097":[],"484810":[],"484905":[],"48490503":[],"48494803":35,"48511333":[],"48521055":[],"48549903":[],"48550":42,"4859188":[],"48597324":[],"48697869":[],"486979":[],"48705697":[],"4870934":[],"48717555":[],"48744228":33,"48786826e":[],"48788378":[],"48805429e":[],"48826894e":[],"48827791":[],"48843174e":[],"48853875e":[],"48867802":[],"48875568e":[],"48891141":[],"48900413":[],"48904404":[],"48906993":26,"48931464":[],"489315":[],"48944878":[],"48994188":6,"48it":7,"49":[6,7,10,12,27,34,38,39],"49008744":[],"49018385":[],"49035757":[],"49074536":[],"49077038e":[],"49123502e":[],"49139298":30,"49152":4,"49156266e":[],"49211524":[],"49224801":[],"4924028e":39,"49285045e":[],"49312535":[],"49342785":[],"493428":[],"49361065":[],"4937346":[],"49381549":[],"49386718":[],"49392067e":[],"4940954":[1,33],"49470005":[],"49503632":[],"49513019":[],"4951301940723654":[],"49529361":[],"49557088":[],"49568351":30,"49584063e":[],"4959161509357395e":[7,35],"4959161509366685e":[7,35],"49608088":[],"49611541":[],"49742477":[],"49761526":[],"49768808":[],"49781325":33,"498170":6,"49817031":6,"49849206e":[],"49888671":[],"498887":[],"49897504e":[40,41],"4990":30,"49910481e":[],"4992":30,"49928561":12,"499286":12,"49939493":[],"499394932852416":[],"49945378":33,"4997":30,"49it":[],"4c4c7f":[10,11],"4d":4,"4f":7,"4pm":[31,33],"4y":9,"4y_i":11,"5":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,26,27,30,33,34,35,36,37,38,39,40,41,42],"50":[0,2,3,4,5,7,8,9,10,11,14,22,33,34,36,37,38,39,40,41,42],"500":[2,4,5,7,10,11,14,36,37,38,39,41,42],"50000000e":[39,40],"50000455":6,"50000553":6,"50000718":6,"50000855":6,"50000969":6,"50001063":6,"50001142":6,"50001207":6,"50001261":6,"50001306":6,"50001343":6,"50001374":6,"500014":6,"50001414":6,"50001422":6,"50001439":6,"50001454":6,"50001466":6,"50001476":6,"50001485":6,"50001492":6,"50001498":6,"50001502":6,"50001506":6,"5000151":6,"50001512":6,"50001515":6,"50001517":6,"50001518":6,"50001519":6,"50001521":6,"50001522":6,"50001523":6,"50001524":6,"50001525":6,"50029371":[],"50100007":[],"50152186":[],"50172351":39,"5018":30,"5020612":[],"50227564e":[7,35],"50233673":[],"50258788e":[],"502698":[],"50269821":[],"50306335":[],"50321091":6,"50327198":[],"50352245":[],"503549":12,"5035492":12,"50414881":[],"50427787":36,"50429483":[],"504295":[],"50482139":[],"50493371":6,"504934":6,"50505108":[],"50516278":[],"50530832":36,"50558976":[],"5057642":[],"506":1,"50600514e":[],"50610071e":38,"50638863":[],"506389":[],"506553":34,"50655336":34,"50655379":[],"50667812":[],"50714096e":[],"50744967":[],"5076963":[],"507d50":[10,11],"508204":12,"50820404":12,"50846111e":[7,35],"50846112e":[7,35],"50850373":[],"50861923":[],"5086728":[],"50887105":[],"5088893":[],"50895251":[],"50911289":[],"50937003":[],"5095016":[],"50987248":33,"50it":[],"50j":[14,38],"50x10":[2,41,42],"51":11,"510":[2,41,42],"51019911":[],"51045268":[],"5105332296929628":[],"51069279":[],"51069748":[],"510697484548":[],"51104913":[],"5113303":26,"51136852":[],"51154388":[],"5116375":[],"51164347":[],"511888":6,"51262599":[],"51279028":[],"51279273":[],"5128288":[],"51290787":33,"51302994":[],"51317506":[],"51364117":[],"51374050":36,"514219":34,"5142856":[],"51437058e":[],"51439255":33,"51447004":[],"51470773":[],"514708":[],"51493779":22,"51495078":[],"514951":[],"51512235":[],"51532469":[],"51546825":[],"51553626":[],"51561341":[],"51564682":[],"51611732":[],"51615779":[],"51643579":[],"51659846":38,"51690815":[],"51698843":[],"51709529":[],"51713064":[],"51728978":[],"5177783846":5,"51808934e":[40,41],"51857188":[],"51858116":[],"51860019":[],"5187643":[],"51914183e":[],"51928402":[],"51936974":[],"519370":[],"51937727":[],"51it":7,"52":[37,38,39],"52012715":[],"52019078":26,"52031552e":[],"52038652":[],"52074297":[],"52087499":[],"52121734e":[],"521422502348998":[],"52154966":[],"521558":[],"52155823":[],"52173381":[],"52200578":[],"52211567":[],"522116":[],"52212442":[],"5222222222222223":[2,41,42],"52228066e":[],"52229337":[],"5223261":[],"52284329e":[],"52292446":26,"52301447e":[],"52317963":[],"52359414e":[],"52362157e":34,"5238548":[],"52397611":[],"52407775":[],"52446101":[],"52480767":[],"52488688":[],"52488859":[],"52502695":12,"525027":12,"52568928":[],"5257011":[],"52573336":[],"52606333":[],"5260801":[],"52621829":[],"52634209":[],"52635761":[],"52637646":[],"52654886":[],"52657934":[],"5267331":[],"526744":[12,34],"52694246e":[],"52698542":[],"527024":[],"52702419":[],"52706754":[],"527068":[],"52721412":[],"52729975":[],"52732966":[],"52757272":[],"52761872":[],"52780600":36,"52789388":[],"52800959":12,"52806096":[],"52829142":[],"52874252":6,"52876551":[],"52888979":[],"5291335":[],"52927353":[],"52928925":26,"52989287e":[],"52998985":[],"52it":7,"53":[10,37,38],"5303329":12,"53052247":[],"5305555555555556":[2,41,42],"53105728":[],"53125507":[],"531280":34,"53145384":[],"53149078":[],"532":[],"5321613":[],"53228519":[],"53235952":[],"53269627e":[],"53285379":[],"532854":[],"533":[],"53311882":12,"533119":12,"53312817":[],"53332849":[],"5333577":30,"53361935":[],"53397188":[],"534":[],"53480404":[],"53488344":[],"535":[],"53512750e":[],"53534008":[],"53585173":[],"535852":[],"53629564":[],"53640693":[],"53684024":[],"537":[],"53703498":7,"53723188":[],"53729411e":[],"53732988":[],"53738247":36,"5378811":12,"538":[],"5384615384615384":10,"53851084":[],"538511":[],"53862422":26,"53869015":[],"538811":[],"5388115":[],"539":[],"53911457":[],"539261":[12,34],"53939154":26,"53942728":[],"53996947":[],"5399913":[],"53it":[],"54":[7,10,30],"540":10,"54003127":33,"54011398":[],"54039921":6,"54041041e":6,"54057582":[],"54136139":26,"54150298":[40,41],"541605":34,"54175461":38,"54190252":26,"54193001":[],"54214936":[],"54222783":[],"54237093":[],"5426270409877345":[],"54295853":[],"54371074":33,"543939":34,"54393936":34,"54406885":[],"54419365":33,"5443909":[],"544421":[],"54442191":[],"544422":[],"544439":34,"54453037":[],"54490887":[],"54492296":39,"54593165":[],"54637219":36,"546497":6,"54649725":6,"54725976":[],"54760497":[],"54804438":[],"54811237":[],"548263635652985":[],"54843215":[],"548432150659993":[],"54856099":[],"54867722":[],"54873252":[],"54874017":[],"54880148":[],"54908576":33,"54910928":[],"54921401":[],"54928947e":[40,41],"54935794":[],"54977724":[],"54it":7,"55":[2,10,41,42],"55020405":[],"55020649":[],"55042779":[],"55084297":[],"55094784":[],"55095316":[],"551023":[],"55102329":[],"55148543":[],"55170845":[],"55179339":[],"55196383":[],"55208611e":[],"55225408":[],"55261137":[],"55386681":[],"55440601":[],"5544062":[],"55451651":[],"55460327e":[],"554728":12,"55472805":12,"55541212":30,"55542568":[],"5555555555555556":[2,41,42],"555617937832463":[],"55565884":[],"55582327":[],"55582742":[],"55643340e":[],"5567":7,"55678525":[],"55688514":[],"55743376e":39,"557795":[12,34],"55838":38,"55854694":12,"55862544":[],"55900177":[],"55916434":[],"55929651":[],"559791959661649":[],"55988542":[],"55996153":[],"55it":[],"56":[2,10,41,42],"560275":[],"56027537":[],"56033697":6,"560379":[],"56037913":[],"56042437":[],"56072658":[],"56094738":30,"56102529":[],"56108455":[],"561410":[],"56141009":[],"56141925":[],"56198284":6,"5620646":[],"56237849":[],"56239325":26,"56245497":33,"56291214":[],"56308108":39,"56342158":[],"564":10,"56408898":[],"56423957":[],"56423957069263":[],"564374":[12,34],"56453869":[],"56469864":23,"564759":[],"56475921":[],"56476512e":[],"565":10,"5653087":[],"56536":[1,33],"56541622e":[],"56576662":[],"56589683":36,"566":10,"56636616e":[7,35],"56665044e":[],"56685379":[],"56690562":[],"567":10,"56719397":6,"56763673":[],"5676397":[],"56766321":[],"567753":[],"56775345":[],"56778296":[],"567783":[],"56783103":[],"56790195e":[],"568":[10,36],"56804783":[],"56832496e":[],"56850995":[],"56857739e":[],"5686930390258937":[],"56869304":[],"569":[2,10,41,42],"56912044e":[7,35],"56913182":[],"56922102":[],"56939714":6,"56947078":[],"56948162":30,"56965674":36,"56967917":[],"56977352":[],"56990537":[],"56it":7,"57":[1,9,10,31,33,41],"570":10,"57000682":[],"57016227":[],"57080764":[],"571":[6,35],"571105947979344e":[7,35],"571105947979412e":[7,35],"57120988":[],"5715150087179857":[],"57192197":[],"57201944e":[7,35],"57209333e":39,"57212292":[],"57231587":[],"57252451e":[],"57261202":[],"57293306":[],"57324367":[],"57331229":[],"57334868":[],"5736973":[],"574465":[12,34],"57467546":[],"57468142":[],"57475388e":[],"57492326":[],"57502449":[],"57521514":[],"57584612":[],"57584621":26,"575870409023631":[],"57599494":[],"576":36,"57604071":[],"57610367":[],"5769230769230769":10,"57735536":[],"57803254":[],"57819238e":[],"57833531":[],"57847325":[],"57852915":[],"57854115":[],"57881465":[],"57886743":[],"57914918":[],"57933547":[],"579533981545493":12,"57966619":[],"58":[3,10,11,31,33,41],"58013829":[],"58084123":[],"58161787":[],"58202531":[],"58218587e":[],"5823186":[],"58257727":[],"58284836":[],"582987":[],"58298728":[],"58304607":[],"5833333333333334":10,"583595":34,"58379362":[],"58408765":[],"58435095":6,"58452753":[],"5847256":[],"58492636e":34,"58493493":[],"58493681":[],"58556424":[],"58570955":[],"58583003":[],"58589719":[],"585982":[],"58598227":[],"58641507967355":[],"58642686":33,"58735893":[],"58757487":12,"587575":12,"58764871":30,"58799372":[],"58825417":[],"58827236":7,"5888888888888889":[2,41,42],"58890784":[],"58914105":[],"58933143":[],"589841":[],"58it":[],"59":[3,10,41],"59001966":[],"59009792":[],"59030403":[],"59078383":[],"590784":[],"59088350e":[],"591317992":5,"59137018":26,"59148438":30,"59184268":[],"59188296":[],"59206051":[],"59215613":[],"59244881":[],"592766658048914":[],"59290535":33,"59348521":[],"59353543":26,"59354079":7,"59355752e":[],"59372982":[],"59388777":[],"59391196":[],"593912":[],"59411814":[],"594241":[],"59424119":[],"5944444444444444":[2,41,42],"59465457e":[],"59491404e":[],"59560497":[],"595859":6,"59585933":6,"59603845":26,"5961356":33,"59630232e":[],"59647764":26,"5965161e":[40,41],"59683811":[],"59698459":[],"59730078":[],"59741748e":[],"59770229":[],"59779819":38,"59833837":[],"598549916355722":[],"59854992":[],"59872116e":39,"59875207":[],"59879372":[],"59884169":[],"59898921":[],"59908591":[],"59908884":[],"59926703":33,"59958693":[],"59963873":[],"59971727":[],"59it":[],"5cm":30,"5f":[9,38],"5x":9,"5y":9,"6":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,26,28,30,31,33,34,35,36,37,38,39,40,41,42],"60":[2,4,7,10,41,42],"60000":5,"60001225":[],"60026673":[],"60041459e":[],"600529":[],"60052901":[],"60053139":30,"60084189":[],"60116388":[],"601164":[],"60116948":[],"60151468":[],"60160003e":[],"60181469":[],"60184333":[],"6019067271":5,"60193996":[],"6025456":[],"602546":[],"60271731":[],"6029291":[],"60293962":6,"60314576":12,"60321647":[],"60342978":36,"60357007":[],"60375434":[],"6038642":[],"60418171":[],"60420593":6,"604213":[],"60421343":[],"60451189e":[],"604731":[],"60480445":[],"60489634":[],"60534421":[],"60543038":34,"60552651":[],"60568686":[],"60570744":[],"60575887":[],"605859":12,"60585931":12,"60586595":[],"60588173":[],"60605083e":[],"60610368":23,"606251":[],"60625144":[],"60648493":26,"60664448":[],"60672354":[],"60673226":12,"606760":6,"60720029":[],"60737006e":[40,41],"60740312":[],"60753606":[],"60762863":[],"60794187":[],"607942":[],"60837213":[],"6087346":[],"60900861":[],"60907486":[],"60915019":[],"60921896":[],"60929685":36,"60940356":[],"60943791":[26,33],"60999067":[],"61":[2,41],"61069681":[],"61076053":[],"61083596e":[],"61106937e":[],"6111111111111112":[2,41,42],"61113781":[],"61130099":[],"611301":[],"61192203":[],"61192712":[],"61209378e":[40,41],"612939":34,"61321722e":[],"61325173":[],"613579":34,"61366611":[],"61382924":[],"613893902124586":[],"61395701":[],"61402242":[],"61414743":[],"614161296466206":[],"61468323":[],"614808":[12,34],"61501312":[],"615163":6,"61516316":6,"6153846153846154":10,"61564092":[],"6156409232714415":[],"61565184":[],"61602014e":[],"6161104":[],"61621902":[],"6177137":[],"61774362":[],"61775176":36,"61860028":[],"618746":[],"61883807":[],"618982":34,"61974366":[],"61979664e":[],"62":[2,41],"6200":33,"6201":33,"6202":33,"6203":33,"62033782":[],"6204":33,"62068649":[],"62113349e":[],"62149436e":[],"621584":[],"62158409":[],"621787":[],"62178739":[],"62198131":[],"62242138e":[],"62246687":[],"62275788":38,"622777986360822":[],"62277799":[],"62286539":[],"62288579":[],"62299126":[],"62299866":[],"622998661867777":[],"62323175":[40,41],"62351789":[],"62373464":12,"62377027":26,"6243301":[],"62475001":[],"625":[8,37],"62551462":[],"62571719":[],"62573269":[],"62617788":[],"62620041e":[],"626635268":[7,36],"626678":[],"6266783":[],"6267112":[],"62671667":[],"626889e":[],"62714703":[40,41],"62716271":[],"62725226":35,"628":7,"62816974":[],"62817267":[],"62846663":[],"62863106e":[],"62863887":[],"62886648":[],"62894215":6,"62905281e":[],"62908496":[],"62918713":[],"62923495":30,"62927207":[],"62954328e":[],"62977556":[],"62it":[],"63":[1,2,7,10,36,41,42],"63025821e":[7,35],"63030526":[],"63031478":[],"630315":[],"63037846":7,"63042739":[],"63046054":[],"63071772":[],"63116786":[],"63142399":[],"63142731":[],"63144217":[],"631471":[],"63162342":34,"631986":[],"63198618":[],"63204599":[],"63207408":[],"63209435":[],"63249532e":[7,35],"63307537":[],"63309898":[],"63322884":[],"6333349473431832":[],"63347711":[],"63353014":[],"63371136e":[],"63443371":[],"63461575":[],"63483713":[],"63490568":[],"63498144":6,"63500255":[],"63520537":[],"63542565":[],"63546236":[],"63546905":[],"63555267e":[],"63615006":[],"63619709":[],"63687445e":22,"63693246":[],"6373":[],"63731768":[],"637318":[],"6373454":[],"63760101e":[],"63797452":[],"63801791":[],"6380763200092493":[],"63833441e":[],"6383903":[],"63896182":[],"638962":[],"6389681":[],"63898112e":[],"63901709":26,"63919355":[],"639194":[],"63928106":[],"63980097":[],"63980912":[],"63993855":[],"64":[2,4,5,14,26,33,38,39,41,42],"64009263":[],"64012627":6,"6401576":[],"640567":[],"6405671":[],"6407249":[],"64082047":[],"640x480":[7,14],"64192473":[],"64275853":26,"64291046":[],"64297976":[],"64316192":36,"64322974":[],"64344541":[],"64361375":[],"64362404":[],"64373221":[],"64373635e":38,"64399519":30,"64399916":[],"64408368":[],"64411666":[],"64412879":[],"6441397":[],"64425744":[],"64493447e":[],"64505146":[],"64516328":[],"64564368e":[],"646283":[12,34],"64630711":[],"6463440100796987":[],"64638876":[],"64642277":[],"64672839":[],"64689773":[],"64690121":[],"64713979":[],"64721597":[],"64731484":[],"64742912e":[7,35],"647473":[12,34],"6477208":[],"64796751":[],"64797382":[],"648131":[],"64813145":[],"64836333":[],"64857542":[],"64885265":[],"649":[],"64909048":[],"64911288":[],"649382":[12,34],"64952115":[],"64968814e":[],"64976691":[],"64it":[],"64x50":[2,41,42],"65":[2,9,10,41,42],"650":[],"65003213":[],"65082441":[],"651":[],"65147818":[],"65183066":[],"651831":[],"652":[],"65243388e":[],"65259487":[],"65293772":[],"65295017":[],"653":[],"6533977":[],"653398":[],"65354422":[],"6536392":34,"65396469":[],"654":[],"65410649":[],"65442354":34,"654424":34,"65475653":[],"65476419":[],"6548596":[],"655":[],"65525178":[],"65532045":[],"65533829":33,"65543115":[],"65543958":33,"65554958":[],"65571174e":34,"65591748":[],"65593984":[],"65599456":34,"656":[],"6561141":[],"65632442":[],"65641173":[],"6564482":[],"65651288":[],"6565507":[],"65672295":[],"65681217":[],"6568154596723088":[],"6568686180915178":[],"65686862":[],"65700779":33,"65720152e":[],"6572612e":[40,41],"65738717e":[],"65743689":34,"65744898":[],"65751456":[],"65759127":[],"65759901":[],"6576130374029565":[],"65765268":[],"658":[],"6582728":[],"65833132":34,"65854722":33,"65870313":[],"65885453":6,"65889641e":[],"65891389":34,"658914":34,"659":[],"65900052e":[],"65917558":[],"65944342":38,"65971184e":[],"65976951":[],"65it":[],"66":3,"660":[],"66003032":[],"660172":6,"66017222":6,"66018725e":[],"66047885e":[],"66063786":[],"66064822":34,"66080313":34,"66130478":[],"66155431":[],"66204648":7,"66215333":[],"662153330760193":[],"66272614":[],"662836197064178":[],"66289235":[],"66294408":34,"6629598":[],"662960":[],"66298436":26,"66339452":[],"66340579":[],"66342634e":[],"66363129":[],"66365453e":[],"6638":10,"664314":[],"66431407":[],"66456459":[],"66467908":39,"66487438":[],"66498292":[],"6652177":34,"66533454e":[],"66545999":33,"66560":10,"66575697":[],"66575943":30,"66603461":[],"6663569":[],"66694492":[40,41],"667":10,"66707072e":[],"6671767":[],"66729685":[],"66734487":[],"66757105e":[],"66763324e":[],"66774691":[],"66809369":[],"668172":34,"66841959":[],"6690108":[],"66951679":[],"6696885":[],"66990322":[],"669908227073521":[],"66it":[],"67":[2,3,10],"67015946e":[],"6702":[],"67036507":[],"67047975e":[7,35],"67088558":[],"67100236":[],"67191313":33,"67199457":[],"67204559":39,"67231298":[],"67238764e":[],"67249437":[],"672721":34,"672759":[],"67275915":[],"67313212":[],"67314874e":6,"67364995":[],"67374815":[],"674":36,"67435043":[],"67464946":[],"67477123e":[],"67490857":38,"67495943":[],"67509321":[],"67511113":[],"67524588":[],"67527216":[],"67555087":[],"67561021":[],"67715931":26,"67744448":39,"67747547":[],"67801091":26,"67819487e":[],"67834752":[],"67849271":[],"67875366":[],"678754":[],"67898825":33,"67925887":[],"67955629":[],"6795562921258607":[],"67969567":26,"67982841":[],"67it":[],"68":3,"68008931":[],"6801":[],"68012971":[],"68029423":[],"68043896":[],"6805151":[],"68072161":[],"68074588":[],"6809195":[],"680920":[],"68092237e":[],"68110474":[],"68129036":[],"68163369e":[],"6816947":[],"68192193":6,"68257097":[],"68258595":[],"68281739":[],"68286725":34,"68291639":[],"6831505":[],"68321093":34,"68332496":33,"68352799":[],"68402334":[40,41],"68532803":[],"68534263e":[7,35],"68542204":6,"68591105":[],"68609856":[],"68637642":[],"68640031":[],"68655456":[],"6869":10,"68735473":[],"68748147":[],"68749642":[],"68753434":[],"6876042":[],"68763036":[],"68822559":[],"688226":[],"68824222":[],"68826552":[],"68827947":[],"68830164":[],"68857788":[],"6887363571":5,"68879472":[],"6888043337746685":[],"68891428":[],"68929213e":[7,35],"6893421391051477":[],"689519":[12,34],"68953877":[],"689539":[],"68962656":[],"68989446":[],"69":[3,10,30],"690":10,"6901769":[],"69030225":[],"690617":34,"69069n_":30,"69089532":[],"691":[],"691364":[],"69136414":[],"69164986":[],"69169665":[],"69182892e":[],"69203997":[],"69227923":[],"69230769":38,"6923076923076923":10,"69243548":[],"69247718":[],"6927554":[],"69297058":33,"69303453":[],"693035":[],"69306119":[],"69311221":[],"6932681":[],"69332574":22,"69391797":[],"69400286":33,"69417174":[],"69432059e":[],"69435454":[],"69438869":[],"69463406":[],"69465386":[],"69473608":26,"69484813e":6,"69484973":[],"69496248":[],"69504801":7,"69515531":[],"69547403":[],"6955259":[],"69566966":[],"6957182489166325":[],"69634577e":[7,35],"69668411":39,"69678073":[],"696781":[],"69695259":6,"697346":[],"69734609":[],"69734853":[],"697349":[],"69749114":[],"69756791":[],"69768266":[],"6980":[22,38,39],"69806017e":[],"69811070e":[],"69824402":[],"6988905":[],"69892546":[],"698996":[],"69899609":[],"69903406":[],"69908819":[],"69925648":[],"69978197":[],"699782":[],"69983227":[],"6999536":12,"69it":[],"6n_":30,"6pm":33,"7":[1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,22,26,28,29,30,32,33,34,35,36,37,38,39,41,42],"70":[2,7,8,10,37,41,42],"70015185":[],"7002164":[],"70037324e":34,"70039784":[],"70040367e":[],"70090777":[],"700908":[],"70135856":[],"701370":6,"70159137":[],"70175778":[],"70241548":[],"7024611":[],"7026722043092946":[],"7026908764394864":[],"70277293":[],"7029975":[],"70301068":[],"70302827":[],"7033198":[],"70334935":[],"70362677":[],"70367841":[],"70408202":[],"70469324":[],"70474145":[],"70485195":[],"7049679":[],"70499955":[],"70514808":[],"70530438":[],"70587399":[],"705946":[],"70594608":[],"70630967":[],"70653767":5,"70665448":[],"70704566":[],"7070883":[],"70710678":[6,34],"70711022":[],"70711514":[],"7074705":[],"70751625":[],"7080469":[],"70811405e":[40,41],"70819495":38,"70832814":6,"70843895":6,"708439":6,"70857635":[],"7086067479626619":34,"70885855":[],"70917646":38,"70928399":[],"709284":[],"70944365":[],"70981984":[],"71":[2,3,41,42],"71007076":[],"7100707615589594":[],"71059619":[],"71121535":26,"7112242518460867":[],"71129677":[],"71142161":34,"711422":34,"71143744":[],"7119":10,"712018":[12,34],"71236139":30,"71261809":[],"71263085":[],"71263851e":[40,41],"7127128":[],"7129466":[],"712947":[],"71314288":[],"713143":[],"71332117":[],"713763":[],"71376303":[],"71380438":[],"71384267e":38,"71409384":[],"71441086":[],"71460518":[],"71469351":[],"7150195":[],"71505132e":[],"71507714e":[],"71524686":[],"71527295":[],"71582784":[],"71633658":[],"7163835161938888":[],"71640303e":[],"71664506":[],"7167077":[],"71672742e":[],"71672791":[],"71737253":34,"71761101":34,"717794":[],"71779401":[],"718165":6,"71838601":[],"71860732":[],"71921281":33,"71957514":[],"7198234":[],"72":3,"72033728":[],"7204561":[],"72047148":[],"72055288":[],"72062943":33,"72066289":[],"72067593":22,"720889407643293":[],"72174172":12,"72183526":[],"72184754":[],"72219757":[],"72236654":[],"72271878e":[7,35],"7228852":[],"72288611":[],"72309979e":[],"72315862":[],"72364915":[],"72365764":[],"7236674":6,"724":4,"72407267e":[],"72427854":[],"72444668":[],"72460802":33,"7249499":[],"72521196":[],"725212":[],"725256":[],"7252563":[],"72577807":[],"72589774":[],"72598313":[],"726017":[],"72601722":[],"72602818":[],"72612916":26,"72690169":[],"72710494":[],"727132":[],"7271324":[],"72744372":[],"72754455":[],"72758060e":[],"72770687":[],"727707":[],"72771857":[],"72848736":[],"72859758":6,"72863433":[],"72876728":[],"72882234":[],"72952595":[],"72962885":[],"72964493e":[],"72965547e":[],"72966563":[],"729666":[],"72973232":30,"72981762":9,"72992196":[],"72993254":[],"73":[7,10,36],"73018893":[],"73031999":[],"730364":[],"73036439":[],"73062648":[],"73063053":[],"73068535":[],"73071831":[],"731000":34,"73118203":26,"73122034":[],"73176319":[],"73189536":30,"73203674":[],"73204357":[],"73252708":[],"73265885":[],"73299464":[],"73305640e":[],"733096":34,"73337355":[],"7333854378748542":[],"7336627":6,"733663":6,"73374853e":[40,41],"7337962":[],"73380463":[],"73390423":[],"73397147":[],"73423383":[],"73425394":[],"735490390687699":[],"73550536":[],"73565966":[],"73578772":[],"73594414e":[],"73595198":[],"73614157":[],"736282":[],"73628249":[],"73646130e":[],"73690387":38,"737184":[],"73718419":[],"73741131e":[],"73785069":[],"737851":[],"73824262":33,"73853838":[],"73854926":[],"73876416607927":[],"73880347":33,"73888203":[],"73958682":[],"739705":[],"73970542":[],"73986200e":[],"73994248":[],"7399476":6,"739948":6,"74":[7,36,38,39],"740":10,"74028787e":[],"7403629637766833":[],"74038232":[],"74038873":[],"74045887":22,"74060714":22,"74075864":[],"74081822":9,"740859":[],"7408594":[],"74100159":[],"74101067e":[],"74138002e":[],"74171049":[],"74180248":[],"74208907":[],"74259663":[],"742597":[],"7426664":[],"74272285e":[],"74291603e":[],"74309684":12,"743097":12,"74336924":[],"74384858":[],"74384949":34,"74407544":[],"74412221":[],"74463241":[],"74471533":[],"74499034":[],"74506271":[],"74523085":[],"74533876":[],"7458714725617228":[],"74607851":34,"74613334":[],"7461895":[],"74632311":[],"74692641":[],"74693983":33,"74724414e":[],"74724774":38,"74761815":[],"747910":6,"74791021":6,"74803743":[],"74809387":22,"74829661":34,"74840212":6,"7487814387207385":[],"74878144":[],"74883972":[],"74900488":[],"74957448":[],"74960664":26,"749765":34,"7499639":[],"75":[6,7,9,10,12,27,34,36,39,40],"7500676":26,"75015599e":[],"75018686":[],"750187":[],"75025744":[],"75044457":30,"750445":34,"75050135":34,"75080943":[],"7509571":[],"7510197":[],"7511273":[],"75131415":[],"75138064":[],"75146945":[],"7515117":[],"751549347323406":30,"75154935":30,"751699":[12,34],"75170092":6,"75216828e":38,"75217508":[],"75240139":[],"75269037":34,"75271427":26,"75300068":[],"75345893":[],"7539148284817965":[],"75406226e":[],"75409398":[],"754130":[],"75413023":[],"75424998":[],"75433448":[],"7546022135629743":[],"7546682196464342":[],"75488337e":[],"75532041":[],"75570956":30,"75573622e":[],"75576555":34,"75592582":[],"75600095":[],"756352":34,"75654448":[],"75669703":[],"75674251":[],"75677341":[],"756828":[],"75682834":[],"75720786":33,"75733813e":[],"7573694380469245":[],"75737136":[],"75760403":[],"7577":36,"75770568":34,"7577113351177733":[],"75956076":[],"75956617":[],"75978215":[],"76":[10,31,33,37,38],"76030841":[],"76065256":[],"76067335":26,"76103892":39,"76120718":[],"76134837":[],"76140219":[],"761574":[],"76157429":[],"76159011":[],"76183628":[],"76190591":35,"76262775":[],"76277254":[],"762891":[],"76289128":[],"76329289":[],"7642448":[],"764245":[],"76426396":[],"765":[8,37],"76516101":26,"76527062":[],"76533281":[],"765333":[],"76542156e":[],"76561858":[],"7658599":[],"76587916":[],"76601702":[],"76612827":[],"766163196245293":[],"76632434":[],"7663967":[],"76686148":[],"76688358":[],"76690383":36,"76692036e":[],"767285":[],"76728511":[],"767367275553824":[],"7674217625964539":[],"76751116":[],"76790092":[],"76807288":[],"76852722":[],"76855921":[],"76880575":[],"76887316e":[],"769112":6,"76911228":6,"7692307692307693":10,"76936315":6,"76940759":[],"76942272":[],"7694444444444445":[2,41],"76958689":6,"769587":6,"76996262e":[],"77":[10,31,33,38,39],"77014839":[],"77030637":[],"77037707":[],"77039278":[],"7708831044105582":12,"77106886":[],"77112374":[],"771128":[],"77132083":[],"77152076":6,"77152924":[],"7718":10,"77199379e":[],"7721643":[],"77235007":26,"772588722239781":[38,39],"77306239":[],"77313451":[],"77352152e":[],"77354301":[],"774498":[],"77449804":[],"77465911":[],"77482712":[],"77497266":[],"77507653":[],"775204":[],"77551387":[],"7755649":[],"775565":[],"77559615":[],"77579275":[],"77594586":[],"77596142":[],"77597019":[],"77602426e":[],"77618181":[],"77626954":[],"776322":[],"77632217":[],"776352510835556":[],"77635684e":[],"77636e":[38,39],"77647539":[],"77652198e":[],"77659961":[],"7766443":[],"77699722":[],"777112373675558":[],"77714169":9,"77725472":[],"777255":[],"77803692":[],"7782028952":5,"77829399":[],"77838912":33,"77845284":[],"77873845e":[],"77878621":[],"77959897":[],"77982629e":[],"77994763":[],"78":[],"78009660e":34,"78010668":[],"78025829":[],"78144936":[],"78156479e":6,"78157908":[],"78184120e":[7,35],"78186404":[],"78198192":[],"78243922":[],"78251088":[],"78254537":[],"78261152":[],"78278086":[],"78326199e":[],"78338459":[],"78340902e":[],"78380113":[],"78385675":[],"78459458":[],"78477759e":[],"78575679":[],"78596158":[],"78605212":30,"78617455":[],"78630865":[],"78646096":[],"78671736":[],"786917":12,"78691713":12,"78714005":[],"7873282":[],"78745927":[],"78758569":[],"78762558":[],"78810857":[],"78850066":[],"78875722":33,"78876155e":[],"78888045":[],"78892891":[],"7889793":[],"78904605":[],"78939263":33,"78941903":6,"78945959":[],"78949699e":[],"79":[],"79010601":[],"79041505":[],"79086674":[],"79102612":[],"79111643":6,"79135536e":[],"79171202":[],"792442235218746":30,"79247398":[],"79251831":[],"79266789":30,"79280475":[],"793167":34,"79341574":39,"79401569":[],"794282":[12,34],"79443618":[],"79469098":[],"794749":[],"7947491":[],"7949388":[],"79503363":[],"79522963":[],"7953443":35,"79540402":[],"79558414":[],"795584143123602":[],"79558423":[],"79619113":[],"79622905":[],"79623487":[],"796235":[],"79628257":[],"79633065":36,"7963438":[],"79673108":[],"79718864":[],"79758524":33,"79778008":7,"79787194":[],"797872":[],"797e":7,"7981908":[],"79849321":[],"79866484":[],"79869224":39,"79870689e":[],"79873884e":[],"7989356":[],"79898903":[],"79942527e":[],"7d7d58":[10,11],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,22,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"80":[1,2,6,7,9,10,34,35,36,41,42],"800":[5,8,37],"80011603e":[],"80033616":[],"80056922":[],"80066012":[],"80072356":[],"800724":[],"800782161095708":[],"80118954e":[],"801356":[],"80147746":[],"8030191":[],"80311453":[],"80354994":7,"80369722e":[],"80373997":[],"80374623":[],"80410179":[],"80413696":[],"80421021":[],"80453713":[],"80460179":36,"80469739":6,"80499859":[],"80523848":30,"8055555555555556":[2,41,42],"8056560957923695":[],"80576215":[],"80609615e":[7,35],"80609616e":[7,35],"80633871":[],"80637385":[],"8063779":[],"80668002":[],"80708107":12,"80708727":38,"8073322":[],"80740939":[],"80750113":[],"80835002":[],"80845707":[],"80846898":[],"80847477e":[7,35],"80848093e":[],"8084934":[],"80853029":[],"80855691":[],"808557":[],"80868063":26,"80873785":[],"80907609":[],"80979265":[],"80980728":[],"81":[2,41,42],"81006889":[],"81007381":[],"81012733":[],"810150":[],"81015037":[],"81035098":[],"81040897":[],"810409":[],"81042619e":[],"81048318e":[7,35],"81073808":30,"81091776":[],"8110093e":[],"81160425":6,"81165023":39,"81208109":[],"81218742e":[],"81246697":[],"8125468":39,"81283649":[],"81318307":[],"81329201":[],"8133":[],"81333808":7,"81337164":[],"81366409":30,"81385326":[],"813957":[],"81395716":[],"81425129e":[],"81478187":[],"81479491":[],"81506255":[],"81522211":[],"8153623169095896":30,"81536232":30,"81559586":[],"81592028":[],"81598832":[],"815am":[31,33],"81622636":[],"81633628":12,"81642349":[],"816454":34,"816847":34,"81684805":[],"81707832":[],"81737781":[],"81818338":[],"81825652":[],"81826799":[],"81839897":[],"8184887":[],"81889188":[],"81912119":30,"81919129":[],"81924504":[],"819253":[],"81925302":[],"81931348":[],"81947005":[],"81973052":33,"81979166":[],"819805":[],"81980509":[],"81984817":[],"81985155":33,"81987609":[],"81994631":26,"82":[],"82004436":[],"82009906":33,"82060913e":[],"8207274870895702":[],"82079885":[],"8211787":[],"82120582":26,"82121282":[],"82130663":[],"82133401":[],"82146046":[],"82161167":[],"82162246":26,"82198978":6,"82204612":[],"82212861e":[],"8221979401496963":[],"82242798":[],"82247747":[],"82259916":[],"8227":[],"8232102961414203":[],"823242":[],"82324216":[],"823417":[],"82341746":[],"82360724":[],"82376174e":[],"82418008":[],"82418352":[],"82421714":39,"82435177e":[],"8244":[],"82454109":39,"8248473":[],"8250103":[],"82528238":[],"82533209":[],"82551764":[],"82559478":[],"82561703":[],"82620196":[],"82623709e":[],"8265786":6,"82677051":[],"82688363":[],"82749474":[],"82757017":[],"82802004":[],"82832579":[],"82838817":33,"82844656":[],"82864173":[],"82891669":[],"82894855":33,"82914126":[],"829252":[],"82925222":[],"82934918":[],"83":[],"83020679":[],"8305555555555556":[],"83105136":26,"83146596":36,"83164611e":[],"83203197":[],"8321864":26,"83220985":[],"83230774":[],"83231208e":[],"83234002":[],"83294718":[],"83317854e":[],"8332972":[],"83363025":[],"83369175":[],"83377498e":[],"83408369":[],"83429536":[],"83463634e":[],"83466807":[],"83478186":26,"83512277":6,"83519517":[],"8352834":[],"83641435":[],"83655756":[],"83671148":[],"83681263":[],"83693088":[],"83718206":[],"8371938":26,"83727177":30,"83741078":[],"83759075e":[],"83785062":[],"83816147":[],"83823317e":[],"83824223":[],"83844809":26,"83870189":7,"8387133":[],"83884553e":[],"83915415":[],"839957":[],"83995705":[],"84":[],"84019294":[],"84047912":[],"8406741e":[],"84078641":[],"84155431":[],"84159992":[],"84163178":26,"842":[],"8423144":[],"842436":34,"84254917":[],"8426271":[],"84269323":[],"843":[],"84314251":26,"84338322":[],"84351715":[],"84355903e":[2,41,42],"844":[],"84401704":34,"84401886":[],"84416298":[],"84424529":26,"8443626e":[],"84443254e":[2,41,42],"84478178":38,"84482599":39,"84514616":[],"84581375":[],"846":[1,8,37],"84605507":[],"8461538461538461":10,"846162":12,"84616248":12,"84629286":[],"84634327e":[],"84659427":[],"84661230e":[],"84668873":[],"847":[1,8,37],"84707251e":[],"84711297":[],"84726382":[],"8473429":[],"847343":[],"84745063e":[],"84745525":[],"8475889":[],"84767088":[],"8476874":[],"84780262":7,"84789579e":[],"848":[1,8,37],"8485":[],"84858":36,"84862355":[],"84869686":[],"8488":[],"84907109":[],"84908687":[],"84923841":12,"84923989e":[7,35],"8496945":[],"84972787":[],"84973247":[],"84984612":[],"84985833":[],"84992628":[],"84993546e":[],"84994524":6,"85":[2,10,41,42],"85005989":[],"85014487":[],"850164":6,"85018556e":[],"85025162":[],"8502729":[],"85035562":[],"85043503":[],"85049285":[],"85050649":[],"8505072899794293":[],"85064942":[],"85068028":[],"85079059":[],"85079729":26,"850859":[],"85085928":[],"8509859":[],"85101172":33,"85108001":[],"85112594":[],"85142265":[],"8517571":[],"85189083":[],"85222243":[],"85259666e":[],"85261484":[],"85263220":7,"85276538":[],"85278920e":6,"8529175":[],"85293303e":[],"85294194":[],"85298956":[],"853":[],"85327004":33,"85378708":[],"85408468e":38,"85422602":[],"85427641":[],"85437905":[],"85458026":33,"85551266e":[],"85601992":6,"85613835":[],"85625134":[],"85669407":33,"85703369":[],"85707419":30,"85711016":[],"85714286":0,"85724692":[],"85777073":[],"857771":[],"85786373":[],"858":10,"8583333333333333":[],"85859459":[],"85866294e":[],"85871255":[],"85897711":[],"85944866":33,"85945208e":[],"85954931":[],"8595836":[],"85975973e":[],"86":[],"86009093":[],"86013055e":[],"86016288":[],"86030593e":[],"8605188":[],"86062977":7,"86066395":[],"86067818":[],"86070736":[],"86084064":[],"86117291":6,"86123808e":[],"86134827":6,"86138568":[],"86143379":[],"86145244":12,"8614682":[],"86174943":[],"86179614":30,"86192682e":[],"86197958":[],"86215487e":[],"86240935":[],"86247117":[],"86260982":33,"86267497":[],"862675":[],"86273371":35,"86274590e":[],"86284277":[],"86292532":26,"8631855":[],"86346614":[],"8638888888888889":[2,41,42],"86416941":[],"86434639":[],"8644215":[],"86445334":[],"86458368e":[40,41],"86459987":[],"86493273":[],"865":[],"86506494":[],"86519139":[],"86567539":[],"866":[],"86602331":[],"86611894":[],"8662":[],"86629161":[],"86630":10,"86632028":[],"86639832e":[],"86643649":[],"86660944":[],"86664528":[],"8666666666666667":[2,41,42],"86666667":0,"86668761":[],"86696026":[],"866960260598739":[],"867":[],"86737671":[],"86757762":[],"86799623":[],"86810":10,"86833907e":[],"86861591e":[],"86867512":[],"86868711":[],"86885547":[],"86891741":[],"869":[1,8,37],"8691787":[],"86943859":[],"86978877":[],"87":10,"870":[1,8,37],"87001185":[],"87020155":[],"8702784034":5,"870337":[],"87068171":35,"87070464":[],"870704644539707":[],"87072815e":34,"87093752":[],"871":[1,8,37],"87148597":[],"87169607e":[],"87171492":[],"87186187":[],"8720648":[],"8722222222222222":[],"87228174":[],"87231849":[],"87238538":[],"8724":7,"87323528":[],"87340054":[],"87349626":[],"87381451":6,"87399194":[],"8745559":[],"8746702":[],"87473452":[],"87478387":[],"87494456e":[],"875":[2,41,42],"87584434":[],"8758851":[],"8759":[38,39],"87616945":[],"8762":[],"87627342":36,"87633005":[],"87637891":[],"87661362":[],"87696461":[],"877":7,"87700882":[],"87732748":[],"87736602":[],"87740526":[],"87788573":[],"87818331":[],"87830277":[],"87878356":[],"87884833":[],"87894459":[],"878945":[],"87981676":[],"88":[33,38,39],"88006918":39,"8800906083513416":[],"88009061":[],"88046261":6,"88055343":[],"8805555555555555":[],"88064505":[],"88071254":33,"88080569":12,"880806":12,"8809429":[],"88135577e":[],"88147037":[],"88157423":[],"88168312e":[7,35],"8817842e":[],"88182591":34,"88208835":[],"88236598e":[],"8825782":[],"88289263":[],"882972378790114":[],"88297238":[],"88323026":34,"88333467":[],"88336879":6,"8834":[],"88355913":[],"88366546":26,"88377332":[],"88378851":30,"88415819":[],"88445111":[],"884669":34,"88477745e":[],"88501323":[],"88514106":[],"88518":[],"88529063e":[7,35],"88551766e":[],"88569607":[],"88594444":[],"8859754":[],"88613493":34,"88614317":[],"8861811":[],"88632765":[],"88639567":[],"88653291":[],"88685415":[],"88691234":[],"88726714":[],"88727586":26,"88738394e":[],"88809826":[],"88860399":[],"88870842":30,"8888888888888888":[],"888908":[],"8889085":[],"88930323":[],"88960947":[],"8896094720230128":[],"89":10,"890033":[],"89003324":[],"8901199":[],"89017198e":[],"89044267":[],"89054207":[],"89058005":[],"8905826":[],"89069029":[],"8908983":[],"89100924":[],"89126914e":34,"89155606":[],"891559":[],"89155934":[],"8917148":[],"891715":[],"89184351":[],"89211256":[],"89219980e":[],"89222305":[],"89229722":[],"89288636":12,"89290901":26,"8931686":38,"8932188":[],"8936154":39,"89378344":[],"89408972":[],"89410423":6,"8942779":6,"8944444444444445":[],"89457785":[],"89463761e":[],"89515649":33,"89527291":[],"89533642":[],"89540936":[],"89543945":[],"89563074":[40,41],"89576555":[],"8962":[],"89654756":[],"89676583":[],"89684207e":39,"89692576":[],"89708415":[],"89710385e":[],"89714357":[],"89724282":[],"89730533":[],"89737445":26,"89755794":[],"89766337e":[],"89770892":[],"8978":[],"89790867":[],"89845198":[],"89876098":[],"898761":[],"89961861":[],"89989636":[],"8f":[7,36],"8g":[7,36],"8n":26,"8x8":[2,41,42],"9":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,19,22,23,24,26,27,29,30,31,33,34,35,37,38,39,40,41,42],"90":[2,7,10,41,42],"90075537":6,"90103664":39,"90105594":[],"9011":7,"90114639":[],"90135464e":[],"90137221":[],"90137794":[],"90140097":[],"90150448":33,"90162133":[],"90168941":[],"90182442":[],"90210098":[],"90220243":6,"90232941":[],"90266948":6,"90273253":[],"9027777777777778":[],"90281987":[],"90300219":[],"90300704":[],"90304177e":[],"9031162":[],"9040":10,"90407685":[],"90475506e":[7,35],"90536337":[],"9054":36,"9055555555555556":[],"9057119872872414":[],"906589":[],"9065894":[],"906747":6,"90679215":26,"90717653":[],"907177":[],"9074157":[],"90751311":[],"90800497":[],"9080271":33,"90842732":[],"90860768":[],"90871271":[],"90885733e":[],"90894281":[],"90903158":[],"90909173":[],"909092":[],"9092793":[],"909525":12,"90952533":12,"91":[1,31,33],"910":10,"910294":[],"91029443":[],"91029782":[],"910297822789896":[],"91099021":[],"91100141e":38,"9111111111111111":[],"91114704":[],"91128596":6,"91152267":[],"91193672":[],"911937":[],"91247848e":[40,41],"91264011":[],"91270333":[],"91312563":[],"91321225":33,"91322403":[],"91365263":[],"91410559e":[],"91416944e":[],"91417133":[],"91433102":[],"91434750e":[],"914672":[],"91467223":[],"91483251":[],"91492986e":[7,35],"91496317":[],"91507022":[],"91520631":[],"91527102":[],"91546928":[],"91568958e":[],"915842":6,"91624469":[],"916245":[],"91648657":[],"91650453":[],"9166666666666666":10,"91669165":[],"916692":[],"91672129":[],"91692081":[],"91722512e":[],"91744988":[],"91752854":[],"91760278":6,"91811422":[],"91812702":6,"9184060613261256":30,"91854134":[],"91864509":[],"9187554":[],"918785":[],"918992":34,"91933003":[],"919503":[],"9195033":[],"91961463":[],"919895":[],"91989533":[],"92":[7,10,31,33],"92003207":[],"92004534":[],"92021197":[],"9202867":[],"92044261":6,"920443":6,"9206617":[],"92080432":[],"92159388":[],"92169638":[],"92192012":[],"9219476":26,"92226956":6,"922270":6,"9225384545636204":[],"922622":[],"92262217":[],"92292668":[],"92301743":[],"9230769230769231":10,"92308585":[],"92308867":[],"92313548e":[40,41],"92319842":[],"92326255":[],"92341148":[],"92353194":[],"92370959":[],"92376655":[],"92381262":30,"9238126238237127":30,"92393165":33,"924011":[],"92422684":39,"92452609":[],"92458892":[],"92466997":[],"92474572":[],"924746":[],"924e":7,"925":[2,41,42],"92507116e":[2,41,42],"92510128":33,"92512799":[],"92527681e":[],"92552059":[],"92578916":6,"92599642":[],"92604454":[],"92622842":[],"92656908":[],"92661467e":38,"92663007":[],"92665802":[],"92678221":[],"92713642":[],"9271707090281667":[],"92719687":[],"92756256":35,"92761972":[],"92768548":[],"9277777777777778":[2,41,42],"92779167e":[],"92808577":[],"92857143":0,"928769588424018e":[],"9288904":[],"92891949":[],"92892022":[],"92901115":[],"92905422":[],"92910808":[],"92921498":[],"92929225e":[],"9294527":[],"92991181":[],"93001752":[],"93019783":[],"930536":[],"93053605":[],"9305555555555556":[2,41],"93059014":[],"93061247":38,"9306628":[],"93074023":[],"9308197":[],"931":[1,33],"93148781":[],"93155188":6,"93158979":6,"93159699":[],"93164276":[],"93164299":[],"93237862":[],"932382":[],"93272428":[],"93277949":[],"93289669":[],"93293067":[],"933":[6,35],"93325371e":[40,41],"93366198":[],"933662":[],"93388517":33,"93397254e":[],"93402104":22,"93416236e":[],"934339":[],"93460701":[],"9349":[],"93492130e":[7,35],"93518383":[],"93519647":[],"93541793":30,"93597168":[],"935972":[],"93601008e":34,"93602214":[],"93619369":[],"9366":[],"93668828":[],"936877889972962":[],"937":30,"937057":[],"937082":34,"93708805":[],"93709777e":[],"93787605":[],"93799826":6,"938":30,"9387":10,"9388939e":[],"93891335e":[],"939":[1,30,33],"93900569e":[],"93909866":[],"93937564":[],"93942872":[],"93967766":[],"93968601":[],"93969971":[],"93970238":[],"93987367":[],"93989887":[],"94":[0,10,30],"94008244":[],"94027059":[],"94033034":[],"94040981":[],"9405":[],"94082113e":[],"94091671":[],"94092702":[],"94096731":[],"94099173":[],"94114646":[],"94121002":[],"9412311":[],"94141801":[],"94217756":[],"942178":[],"94221383":[],"94226022e":[7,35],"94255277":[],"94272259":[],"94273542":34,"942739":[],"94284104":6,"94285762":[],"94291287":[],"94320205":6,"94335":[],"9434":[],"94361404":38,"94388948":[],"94419718":[],"9444444444444444":[2,41,42],"944557":[],"94455739":[],"94463114":[],"94466211":[],"94484047e":[39,40],"94485679":[],"94493877":[],"94495682":[],"94499279":38,"9450635":[],"94533329":[],"94583038":26,"9458396":[],"94591015":[26,33],"94607554":[],"946167":[],"94616709":[],"94623184":[],"94625725":[],"946276":[],"94627617":[],"946372":[],"94637206":[],"94639099":12,"94652":[],"94662523":[],"94665557":26,"946957":6,"94704941e":[],"9472222222222222":[2,41,42],"9473":[],"94735263":[],"947607":[],"94766419e":[],"94781064":35,"94802663":[],"94805555":[],"9482527":6,"9485531":[],"948638":[],"94863824":[],"94897376":[],"9495484":[],"94963563":[],"94973606":[],"95":[2,10,12,36,41,42],"95000259":[],"95001004":[],"95008046":7,"95033155e":[],"95039348e":[],"950423":[],"95053694e":[],"950873":[],"95115528":[],"95132723":[],"95152814":[],"95162248e":[],"95166920e":[],"9518022":[],"952063":[],"95206335":[],"95226607":[],"952268":[],"95226818":[],"95231424":6,"952387":34,"9525328":[],"9527777777777777":[],"95284275":6,"95289375":[],"95291169":26,"953065564":[2,41,42],"95317772":[],"95338273":[],"95343966":[],"95351665":6,"95354276":[],"95365435":[],"95395895":[],"953959":[],"954":30,"95400323":[],"954148":[],"95432881":33,"95462534":[],"95482298":[],"954823":[],"95497813":[],"95511792":34,"955118":34,"95518112":[],"9555555555555556":[2,41,42],"95563211":[],"95568161":[],"95578775":[],"955820c21e8b":5,"95611042":38,"95647867":[],"956563":[12,34],"95684892":6,"95703":[38,39],"95712462":[],"95715036":[],"957171":[],"95719454":[],"9573":[],"95743466e":[],"95744254":[],"95745476":[],"95745534":33,"95745651":[],"957549":[],"95766504e":[],"95770298":[],"95776346":[],"95793988e":[],"9579870417283":23,"958228616652075":6,"95842106":[],"95845431":[],"95872127":[],"95881375":[],"95882223":[],"95882586":[],"95889379":[],"95890587":[],"95906059":38,"959076":[],"95935439":[],"9594":[],"96":[2,7,10,12,36,41,42],"960":30,"9601304850035702e":[7,35],"9601304850073734e":[7,35],"96015381":[],"96024953":6,"96029461":[],"96037553":[],"96054705e":[],"96057795e":[],"9606":[],"96067118":[],"96075051":38,"96080358":[],"96084123":[],"96084663":6,"961":30,"961042":[],"961423":[],"96142343":[],"96154578":[],"96157921":[],"96164155":[],"96175251":[],"962":30,"9623":[],"96231225":[],"96241501":[],"96251859":[],"96282505e":[],"96301764":[],"96305058":[],"96306539":30,"963187":[],"96330728":[],"96332346":[],"9637117593816477":[7,35],"96379806e":[],"9638104":[],"96385782":[],"96385798":[],"963858":[],"96391888":[],"9639885":[],"9640435":6,"96414331":[],"96417888":[],"9642492":22,"96432396":[],"9645":7,"96461948":[],"9647801":[],"96486591":22,"9649652536":5,"96504394":[],"96544479":[],"96547946":[],"96548194":[],"965548":34,"9656484356890704":[],"96564844":[],"96581896":[],"96585824":[],"966":7,"96631321":34,"96660465":[],"96688672":6,"967":[],"96734276":[],"967388":[],"96738845":[],"96745096":[],"9674916":6,"96762953e":[],"96777468":[],"967809":[12,34],"96799937":[],"96801916":[],"96826039":[],"96850191":[],"96853248":[],"968650":[],"96865004":[],"96866031":[],"968704":[],"96870431":[],"96894842":[],"96897719":[],"96899218":[],"96907179":[],"96916206":[],"96917669":[],"969190":[],"96919021":[],"96919836":[],"9692":[],"9693":[],"969413":[],"96957289":12,"969573":12,"96961052":[],"96963458":[40,41],"96991192":[],"97005689":6,"97023479":[],"97065359":36,"97068015":[],"97069113":39,"9707256":22,"97072608":26,"970827":[],"97082748":[],"970965":[],"97108e":[38,39],"97120565":[],"9712983":[],"9716":[],"97165491":[],"97169918":[],"97183244":[],"97190351":[],"97202371":[],"972024":[],"97206657":[],"972067":[],"972149":[],"97218946e":[],"9722222222222222":[],"9722424":[],"97228653":[],"9722865317690382":[],"97235642":[],"97243128":6,"97243946":[],"97252343":[],"972533":[],"97253307":[],"97272223":[],"97286326":[],"97300836":6,"973118":[],"97311824":[],"97321835":[],"9734":[],"973663":[],"97366347":[],"97383031":[],"97435908":[],"97438607":1,"97477277":[],"97480604":[],"97482498":[],"974825":[],"97486336":[],"97497404e":[7,35],"97498674":[],"975":[],"97507735":6,"97512176":[],"975484":[],"97548406":[],"97570392":[],"97622642":[],"97626519":[],"97628064":[],"97630233":36,"97664837":[],"9767506308987675":[],"97680846":[],"97683575":[],"97696399":[],"977":[],"97705827":6,"97707044":[],"97716508":[],"97758848":6,"9777777777777777":[],"978":36,"97802245":[],"9780387310732":32,"9780387848570":32,"9781098134174":33,"9781492032632":32,"9781801819312":33,"97836358":[],"9784055938098051":[],"978553":6,"97898392":[7,34,35],"97900469":33,"97904015":39,"97906022e":34,"9792":[],"97926491":6,"97935648":[],"9794096":[],"9796":[],"979656":[],"97965627":[],"97979891":7,"98":[1,2,10,40,41,42],"980":10,"98027789":39,"9805555555555555":[],"98091621":6,"98101481":[],"98108401":[],"981321":34,"98139097":6,"98140006e":[],"98155457":[],"981554571728081":[],"98190064":[],"98191653":33,"98232596":[],"98244726":[],"98246764":[],"98261559e":[],"98264851":30,"98271562":[],"98275501":6,"98281205":38,"98292239":[],"983310":34,"9833205":[],"98338288":[],"983383":[],"983450":[],"9834505":[],"9838929":[],"98413059":6,"98413606":[],"9841870203276504":[],"98454786":6,"98473694":[],"98474769":[],"984748":[],"98481245":[],"985":30,"98533636":[],"98556236":[],"98556486e":[],"98566191":6,"985725":[],"985725003240627":[],"986":30,"9861111111111112":[],"98619989":[],"98621772e":[],"98635543":22,"98636199":[],"986362":[],"986472":12,"98650457":[],"98654578":33,"98654811":[],"986699":6,"98680716":6,"98716878":6,"98723376":[],"98740373":[],"98751068":[],"98770503":[],"9878":[],"98806419":[],"98808176":6,"98822371":7,"98876882":12,"988769":12,"9888888888888889":[],"98893579":[],"988996":[],"9889962":[],"989":30,"9890348":6,"9893447":6,"98938878":[],"98947674e":[],"98947894":34,"98955596":[],"9896":[],"98966074":[],"9898ff":[10,11],"99":[2,7,10,12,14,22,36,38,39,41,42],"990":10,"99003341":[],"99009525":6,"9904314810719695":[],"99057275":[],"99071523":[],"99072374":[],"99088801":6,"991":30,"991047":[],"99104747":[],"99114739e":[],"99115119":6,"9912346":[],"99152919":26,"99166852":[],"99176998":6,"99194201":[],"992":30,"99201684e":[],"992232777849821":[],"99232771":[],"99242921":6,"99246366":[],"99265097":6,"99284588":[],"9929":[],"99294056":[],"9929666457835595":[],"993":30,"9930344":[],"9930742":[],"99316252":6,"99318183":[],"99322469":26,"99348646":[],"99360578e":39,"99362554":[],"99368326":[],"99370678":[],"99371056":6,"99378218":26,"99389612":6,"99395784":39,"99415296":[],"99418621":[],"99427512":[],"9943201":6,"99434472":[],"994345":[],"9944299733827195":34,"994461":[],"99446145":[],"99447213":22,"994474":[],"99447418":[],"99449129":[],"99456598":38,"99457257":[],"99458998":[],"99475306":38,"9947756":6,"9948998579029953":[],"99492986":6,"99498272":[],"9950019477819025":[],"9950865473984227":[],"9951059931014423":[],"99512017":[],"9951746722640107":34,"9952183728736417":[],"9952505213910134":[],"9952537939995855":[],"99528218":6,"9953466931203151":[],"99539415":6,"995522":[],"9955318336036834":[],"99556258":[],"99562995":[],"99563484":[],"99566069":6,"995702810640425":[],"9957325252769553":[],"9957680433056965":[],"99578809":6,"9958244721767004":[],"9958589197366403":[],"99588057":[],"9958983289118531":[],"9959177108554428":[],"9959308805732706":[],"9959739":[],"9959836634296064":[],"996":[6,35,36],"9960490331171794":[],"9960664320362111":34,"99607299":[],"99607686":[],"99608161":6,"9960887274532307":[],"99619572":[],"99624324":[],"9963961":6,"99647992e":[],"99650061":6,"9966129":[],"996626":[],"99662602":[],"99663433":[],"9967181696265849":[],"9967458":6,"9969461173312454":[],"9969513794144311":[],"99700706":6,"99709215":6,"99718155":39,"99723951":[],"997252717901263":[],"9972554229935837":[],"99729015":[],"99729756":6,"99751458":6,"99753321e":[],"99755766":[],"99757634":[],"99758326":6,"99759503":[],"99762142":35,"99763835":22,"9976783":[],"997746":[],"99774602":[],"99774972":[],"99775587":6,"99782503":[],"99782627":[],"99783284":[],"99788953":[],"99792291":[],"99793613":6,"99799099":6,"99802696":38,"99804178":34,"99812668e":[],"99813653":6,"99817613":[],"99828624":6,"9983289":[],"9983295":6,"99833653":[],"99835783":38,"99835872":[],"99839581":[],"99845267":6,"99848215":[],"99848815":38,"99849105":[],"99852187":[],"99854557":34,"9985605":[],"998577":6,"99858474":39,"99858871":33,"99861053":6,"99861193":[],"99862019":34,"99864751":[],"99869482":34,"99870462":[],"99871521":6,"99876945":34,"99881845":6,"99883628":34,"99884384":6,"99884409":34,"99884986":35,"99887767":[],"99891093":34,"99891873":34,"99893323":6,"99895448":[],"99898558":34,"999":[10,22,30,38,39,41,42],"99901896":6,"99902531":[],"99903755":6,"99906023":34,"9990927157696581":35,"99911427":6,"99912709":34,"99913489":34,"99916114":38,"99918546":6,"99919837":6,"99919981":[],"99920175":34,"99926459":6,"99927642":34,"99929677":[],"9993237":6,"99933188":6,"9993511":34,"99937234":22,"99938942":6,"99941797":34,"99942911":[],"99943837":[],"9994385":6,"99944272":6,"9994574":[],"99946593":22,"99949266":34,"99949306":6,"99950283":[],"99952851":[],"99953381":6,"99953475":6,"99954278":[],"99954434":[],"99954925":38,"9995589":30,"99956033":[],"99956181":[],"9995659":[],"99956735":34,"99957911":6,"99959609":[],"99959681":[],"99961294":6,"99963172":[],"99965056":6,"99966798":[],"99967865":6,"99968451":[],"99968483":[],"99969576":[],"99969642":[],"99969895":[],"99970894":34,"99970988":6,"99973141":[],"9997332":6,"99974365":[],"99975636":[],"99975913":6,"99976375":[],"99976659":26,"99977375":[],"99977849":6,"99977853":[],"99978365":34,"99978784":[],"99979896":[],"9997992":[],"99980002":6,"99981314":39,"9998161":6,"99983332":[],"99984732":6,"99984836":[],"99985591":[],"99985884":[],"99987324":6,"99989103":38,"99989296":[],"99989476":6,"99989951":[],"99990413":[],"99990706":[],"99991245":[],"99991263":6,"99991295":[],"99991971":[],"99992107":[],"99992477":[],"99992746":6,"99993515":22,"99993596":[],"99993978":6,"99994537":[],"99995":6,"99995454":[],"999955585168597":[7,35],"99996471":[],"99996755":[],"99996897":[],"99997244":[],"99997356":[],"99997644":[],"99998409":22,"99998727":[],"9999923":[],"99999776":[],"9x":[7,27],"9y":[7,27],"\u00f8yvind":[7,34,35],"\u03b4":[41,42],"abstract":[2,21,38,41,42],"boolean":5,"break":[1,5,7,12,15,33],"byte":[26,33],"case":[0,1,2,3,4,5,6,7,8,12,13,14,15,17,22,25,26,27,28,33,36,39,40,41,42],"catch":1,"class":[1,2,4,5,7,8,9,10,12,13,14,23,24,30,33,36,38,39,41,42],"default":[1,2,3,5,7,8,9,17,26,27,28,33,34,35,37,40,41,42],"do":[1,3,4,5,6,7,9,10,11,12,13,14,15,16,17,22,23,24,26,27,28,33,34,37],"ekstr\u00f8m":5,"export":10,"f\u00f8470":[31,33],"final":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,17,19,20,21,23,24,27,29,30,31,33,36,37],"float":[1,4,5,6,10,12,14,15,26,33,34,38,39,41,42],"function":[3,4,5,6,10,15,16,17,18,19,20,23,24,25,26],"import":[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,16,17,18,23,24,27,30,36,37,38,42],"int":[1,2,3,4,5,6,7,12,14,15,22,26,30,34,36,38,39,41,42],"long":[1,2,4,5,13,14,23,33,37,38,39,40,41],"m\u00f8svatn":[7,27],"new":[1,2,3,4,6,7,8,9,10,11,12,14,15,18,22,24,26,33,34,37,38,39,41,42],"public":[1,25,33],"return":[0,1,2,3,4,5,6,7,8,9,10,12,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],"sch\u00f8yen":[7,34,35],"short":[5,6,21,27,28,35,36,41,42],"super":[6,34,35,41,42],"switch":[1,41,42],"throw":[4,7,30,36],"true":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,20,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"try":[1,2,3,5,6,7,8,9,10,11,12,14,15,16,17,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"var":[2,6,7,11,12,19,20,27,30,33,34,35,36,38,41,42],"while":[0,1,2,4,5,6,7,8,9,10,12,13,14,22,23,24,30,33,34,35,36,37,38,39,40,41,42],A:[3,4,6,7,8,11,12,13,14,17,19,21,25,26,27,28,29,30,31,32,34,38],AND:[0,3,42],And:[1,4,5,6,7,10,14,21,24,25,27,28,30],As:[1,2,3,4,5,6,7,9,11,13,14,17,26,27,28,30,33,34,35,36,37,38,39,40,41,42],At:[1,5,7,14,27,33,38],BE:[1,33],Be:[3,25,33,42],Being:[14,38],But:[1,2,3,4,6,7,10,11,23,28,30,34,35,36,40,41,42],By:[1,4,6,7,13,14,18,26,33,34,35,36,37,38,39],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,32,33,35,36,37,38,39,40,41,42],IF:[7,35],IN:32,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,41,42],Is:12,Ising:[6,13,34,39,40],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],Its:[2,3,5,12,41,42],NO:[0,10,12],No:[1,7,8,10,33,35,37,39,41,42],Not:[1,2,6,7,34,35,36,39,40,41,42],OR:30,Of:30,On:[1,4,10,16,27,29,30,31,32,33],One:[1,2,4,5,6,7,8,9,12,13,14,18,22,27,30,34,36,37,38,39,40,41,42],Or:[1,2,7,27,33,37,40,41],Such:[1,7,13,17,30,36,37,38,39,40,41],TO:[41,42],That:[1,6,8,11,12,13,15,20,27,30,33,35,36,37,40,41],The:[5,11,14,15,16,17,19,20,21,22,23,24,26,27,28,29,30,31,32],Their:[],Then:[1,2,7,9,10,11,12,13,14,15,23,26,27,33,36,37,38,39,40,41,42],There:[1,4,5,6,7,9,10,12,13,15,26,27,29,30,31,33,34,35,37,38,39,40],These:[1,4,5,6,9,10,11,12,13,14,15,16,17,24,26,27,28,30,31,33,34,35,38,39,40,41,42],To:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,26,28,30,35,36,37,38,39,40,41,42],With:[1,6,7,9,10,11,12,13,15,19,23,26,27,28,30,33,34,36,39,40,41,42],_0:[6,9,11,12,14,34,37,38],_1:[3,6,7,9,11,12,13,14,15,26,34,35,37,38,39,40,41,42],_2:[3,6,9,12,13,14,26,34,38,39,42],_3:26,_4:26,_9:[14,38,39],_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,23,26,27,33,34,35,36,37,38,39,41,42],__array_function__:[],__class__:[11,41,42],__doc__:[7,36],__enter__:[1,8,37],__future__:[9,10,40],__getattr__:35,__getattribute__:33,__getitem__:[1,8,37],__init__:[0,1,2,4,5,8,15,24,35,37,39,41,42],__main__:[0,3,39,42],__mul__:[],__name__:[0,3,11,35,39,41,42],__rsub__:[],__rtruediv__:[],_accessor:33,_accuraci:[41,42],_allclose_dispatch:23,_auto10:[7,13,39],_auto11:[7,39],_auto12:[7,39],_auto1:[3,4,5,6,7,8,13,14,22,26,30,34,37,38,39,40,41,42],_auto2:[3,4,5,6,7,13,14,26,30,38,39,40,41,42],_auto3:[4,5,6,7,13,14,26,38,39,40,41],_auto4:[5,7,13,14,26,38,39],_auto5:[5,7,13,14,26,38,39],_auto6:[5,7,13,26,39],_auto7:[5,7,13,26,39],_auto8:[7,13,39],_auto9:[7,13,39],_backpropag:[41,42],_base:9,_build:[1,18,20,25,27,32,33],_c:[2,41,42],_can_hold_identifiers_and_holds_nam:33,_check_optimize_result:[0,10,12],_class:9,_compon:12,_coordinate_desc:7,_da:24,_depth:10,_feed_forward_sav:24,_feedforward:[41,42],_format:[41,42],_fraction:10,_generatorcontextmanag:[1,8,37],_i:[1,2,3,6,7,8,9,12,13,14,16,17,18,20,27,33,34,35,36,37,38,39,40,41,42],_info_axi:33,_j:[1,2,3,4,6,7,9,14,18,20,27,34,35,36,38,41,42],_k:[14,37,38,39,41,42],_l:[13,39,40,41,42],_lambda:[7,33],_leaf:10,_ll:[4,5,15],_logist:[0,10,12],_m:11,_make_vjp:24,_multilayer_perceptron:[],_n:[3,6,9,12,14,34,37,38,42],_node:[10,24],_np:[],_o:[4,5,15],_open_file_or_url:[1,8,37],_p:[6,9,34],_plugin_dir:[4,5,15],_progress_bar:[41,42],_ratio:12,_rc_params_in_fil:[1,8,37],_s:[4,5,15],_sampl:10,_set_classif:[41,42],_split:[7,10,27],_src:[22,39],_t:[14,22,38,39],_test:[7,27],_tf_getinputpropertieslist:[4,5,15],_trace:24,_valu:24,_varianc:12,_weight:10,_wrapreduct:[],a0:4,a0faa0:[10,11],a1:[1,23,24,33],a2:[1,23,24,33],a3:[1,33],a4:[1,33],a_0:[1,22,28,33,40,41],a_1:[40,41],a_1a:[1,33],a_1x:[22,28],a_2:[40,41],a_2a:[1,33],a_2x:[22,28],a_3:[1,33],a_3a:[1,33],a_4:[1,33],a_4a:[1,33],a_:[1,2,17,26,33,34,40,41,42],a_h:[2,41,42],a_i:[1,2,3,13,33,40,41,42],a_j:[2,13,40,41,42],a_k:[1,2,13,40,41,42],a_matric:[41,42],a_ndim:[],aaron:32,ab:[1,3,6,14,15,22,27,33,34,35,38,39,40,42],ab_channel:[25,39,40,41,42],abandon:[2,40,41],abbrevi:29,abid:30,abil:[1,11],abl:[1,2,5,6,7,8,11,13,14,17,23,27,34,37,38,39,40,41],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,25,26,27,28,31,35,36,37,38,39,40,41,42],abov:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,26,27,28,30,32,33,34,36,37,38,39],abovement:[7,33,36],abscissa:[14,37,38],absolut:[1,3,6,7,14,33,34,35,36,38,39,42],absorb:[34,35],acceler:[14,22,38,39],accept:[1,4,7,10,23,27,33,34],access:[1,4,12,30,33],accid:[5,7,36,37],accompani:[1,33,34],accomplish:[9,10,14,38,39],accord:[1,2,3,6,7,10,13,14,15,16,17,23,30,33,35,36,37,38,39,40,41,42],accordingli:12,account:[1,4,6,14,16,30,33,35,36,38,39],accumul:[13,14,22,30,38,39,40,41,42],accur:[1,4,5,7,11,14,36,38,39],accuraci:[0,1,2,4,5,6,7,8,10,11,12,13,23,28,33,34,37,39,40,41,42],accuracy_scor:[1,2,11,23,24,33,41,42],accuracy_score_numpi:[2,41,42],acheiv:23,achiev:[1,2,6,7,9,13,26,33,35,36,39,40,41],aco:30,acquaint:25,acquir:[2,25,33,40,41],acr:1,across:[2,4,7,10,25,33,36,41,42],act:[2,4,26,41,42],act_func:[41,42],act_func_deriv:[41,42],actic:23,action:30,activ:[1,3,4,5,10,24,29,31,33,37,38],activation_d:24,activation_func:[23,24],actual:[1,2,5,6,7,9,12,17,23,26,30,33,34,35,36,40,41],ad:[0,2,4,5,6,9,14,16,17,26,35,36,37,38,42],ada_clf:11,adaboostclassifi:11,adadelta:[14,38,39],adagrad:[28,40,41,42],adagradmomentum:[41,42],adam:[2,4,5,23,28,31,33,40,41,42],adam_schedul:[41,42],adap:40,adapt:[5,7,14,32,36,37,40],add:[1,2,3,4,5,6,7,9,11,12,13,16,17,18,22,23,27,28,30,33,34,35,36,38,40,41,42],add_outgrad:[],add_subplot:[0,2,8,13,15,27,37,38,39,40,41,42],add_suplot:42,addendum:6,addit:[0,1,3,4,6,7,8,9,10,11,13,14,16,18,22,23,25,26,27,30,31,32,33,34,35,36,37,38,39,40,41,42],addition:[13,14,37,38,39,40],address:[2,10,12,14,33,38,39,40,41],adjac:[4,13,39,40],adjoint:[6,34,35],adjust:[1,6,13,14,37,38,39],admir:[1,33],advanc:[5,7,13,32,33,36,40],advantag:[2,4,6,7,11,14,26,35,36,37,38,39,41,42],adversari:33,afecionado:33,affect:[4,41,42],affin:[1,4,9,12,34,40],afford:4,aficionado:33,aforement:15,african:1,after:[1,2,3,5,6,7,10,12,13,14,16,22,23,25,26,27,28,30,33,34,35,36,38,39,40,41,42],afterward:[1,33],ag:[1,8,29,33,34,37],ag_0:[3,42],again:[1,2,5,6,7,8,9,11,12,13,14,16,17,22,27,28,30,33,34,35,36,38,39,40,41,42],against:[2,5,8,11,22,28,37,41,42],agegroup:[8,37],agegroupmean:[8,37],aggreg:[10,11],agorithm:11,agre:[6,7,30,35,36],agreement:[14,22,38,39],ahead:10,ai:[1,28,32],aid:[12,21],aim:[1,2,5,7,8,12,15,16,17,25,26,27,28,34,36,37,40,41],ainv:6,airplan:4,aka:[6,35,36],al:[1,3,5,16,17,18,27,28,32,33,34,35,36,37,38,40,41,42],alarm:[6,8,35,36],aldo:34,alexsmola:42,algebra:[1,4,6,14,22,25,34,35,36,38,39],algorithm:[0,1,2,3,5,6,7,8,9,14,15,25,26,27,30,32,33,35,36,37],align:[0,1,3,6,7,8,9,14,27,30,33,34,35,36,37,38,42],all:[1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,42],allclos:23,allevi:[2,14,37,38,40,41],alloc:[4,26],allow:[1,2,3,4,6,7,9,11,14,16,17,25,26,27,33,34,35,36,37,38,39,40,41,42],almost:[1,2,7,9,12,14,22,30,36,37,38,39,40,41],alon:[3,10,42],along:[3,4,5,6,7,10,11,12,23,24,25,26,33,34,35,36,37,41,42],alpha:[0,1,2,3,4,5,7,8,9,10,11,14,15,30,33,34,36,37,38,40,41,42],alpha_0:4,alpha_1:4,alpha_2:4,alpha_:11,alpha_i:[4,14,38],alpha_k:[14,38],alpha_m:11,alpha_n:4,alpha_opt:[14,38],alreadi:[3,4,5,6,7,11,13,24,25,26,30,33,34,35,36,39,40,42],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,33,34,35,36,37,38,39,40,41,42],alter:[2,41,42],altern:[0,1,2,5,6,7,9,10,12,14,26,27,33,34,35,36,37,38,41,42],although:[1,2,6,7,9,11,14,17,22,33,35,36,38,39,40,41,42],alwai:[1,4,6,7,13,14,17,22,23,24,27,30,33,34,35,36,37,38,39,40],am:5,ambit:[40,41],ame2016:[1,33],american:1,among:[1,4,6,10,11,13,26,33,34,35,39,40],amongst:[6,35,36],amount:[1,2,4,5,7,9,11,15,25,36,40,41,42],amp:[39,40,41,42],an:[0,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,34,35,36,37,38,39,41,42],an_:30,anaconda:[1,2,16,25,27,33,41,42],analog:[14,38,39],analys:[7,35,36],analysi:[0,2,4,5,8,15,16,17,18,20,22,26,32,37,41,42],analyt:[3,4,6,7,8,13,14,16,24,25,27,28,33,34,35,36,37,38,39,40],analytical_gradi:[22,39],analyz:[1,2,4,5,6,7,17,18,27,28,30,34,35,42],andrew:[2,40,41,42],angl:[1,4,10,34],anharmon:4,ani:[0,1,2,3,4,5,6,7,8,9,10,11,13,15,19,23,30,33,34,35,36,39,40,41,42],anim:[5,13,39,40],ann:[13,39,40],annot:[0,1,2,4,8,9,33,37,41,42],announc:33,anoth:[1,2,3,4,5,6,7,8,9,11,12,13,14,24,26,27,28,30,33,34,37,38,39,40,41,42],anp:[],ans_vspac:[],ansatz:[1,33],answer:[1,2,4,6,7,24,26,27,28,31,33,35,36,41,42],antialias:[3,7,27,42],anticip:5,anymor:[2,9,40,41],anyon:[5,9],anyth:[2,23,24,30,40,41,42],anytim:[31,33],apach:[2,41,42],apart:[12,14,37,38],api:[2,25,33,41,42],appar:[3,42],appear:[1,2,4,14,17,26,30,38,39,40,41,42],append:[2,4,5,9,10,14,22,23,24,33,38,39,41,42],appendix:27,appli:[1,2,4,5,7,8,9,10,11,12,13,14,16,17,24,27,28,30,32,33,34,35,36,37,38,39,40,41,42],applic:[0,1,2,4,5,6,7,8,10,13,14,22,26,27,30,32,33,34,36,37,38,39,40,41,42],apply_gradi:5,approach:[0,2,3,5,6,7,10,11,12,13,14,18,22,23,25,30,32,34,37,40,41,42],appropri:[3,7,10,13,14,25,30,36,38,39,42],approv:33,approx:[1,3,4,7,11,12,14,30,33,36,37,38,39,42],approxim:[1,2,3,4,5,6,7,8,11,12,14,19,20,27,30,33,34,35,36,37,38,39,41,42],apt:[1,16,25,27,33],aq:30,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],aragorn:33,arang:[0,2,4,5,7,8,10,11,13,14,27,33,37,38,39,40,41,42],arbitrari:[2,5,7,9,13,14,30,36,37,38,39,40,41,42],arbitrarili:[1,2,12,33,41,42],arc:[7,27],architectur:[4,5,13,40],archiv:28,area:[1,4,7,10,27,32,33],arg:[3,23,24],argmax:[2,12,23,41,42],argmin:[5,11,15],argnum:24,argnum_0:[],argnum_1:[],argsort:12,argu:[2,14,38,39,40,41],argument:[1,3,4,6,7,12,13,14,22,23,24,33,34,35,36,40,41,42],argval:24,aris:[1,7,13,14,30,33,36,37,38],arithmet:[1,14,26,33,38,39],arm:[7,35],armadillo:26,arnulf:[40,41,42],around:[1,2,5,6,7,12,23,24,30,33,35,36,40,41,42],arr:[],arr_list:[],arrai:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,23,25,27,30,34,35,36,37,38,39,40,41,42],arrang:[4,33],array_function_dispatch:23,arraybox:[14,38],arriv:[1,7,10,12,26,30,33,36],arrow:[13,39,40,41,42],arrowprop:9,art3d:38,art:[1,2,16,25,33,40,41],articl:[1,4,5,7,11,19,27,28,33,34,35,36],artifici:[0,1,3,8,13,32,33,37,42],artificialneuron:[13,39,40],arug:[14,38,39],arxiv:[4,5,22,27,38,39,40,42],asanyarrai:23,asarrai:[1,3,7,10,22,34,35,38,39],asid:34,ask:[6,7,12,13,27,35,36,40,41],aspect:[1,7,25,27,33,34,35,40,41,42],assembl:[1,4,33],assert:[5,41,42],assess:[1,7,27,33,34,35,36],assici:5,assign:[0,1,8,9,10,13,14,15,29,31,32,33,37,38,39,40,41],associ:[1,7,10,13,15,30,33,36,39,40],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,26,27,30,33,34,35,36,37,38,39,40,41,42],assumpt:[1,4,6,7,10,12,19,27,30,33,34],ast:[1,6,7,19,27,33,35,36,37],astronomi:[0,33,35,37,38,39,41,42],astyp:[5,10,11],asymmetri:[1,33],asymptot:[5,7,36],atleast_2d:[],atol:23,atom:[1,33],attempt:[1,5,7,8,9,11,33,35,37,40,41],attend:29,attent:[1,26,33],attr:35,attract:[1,11,33],attribut:[1,3,10,24,28,33,35,41,42],attributeerror:[3,33,35],audi:[1,33],audio:[4,5],august:[16,17,33],aurelien:[1,16,29,32,33],austfjel:[7,27],author:[1,2,11,30,40,41],authour:33,auto:[9,10,11,30,41,42],auto_exampl:[23,27,35],autocor:30,autocorrelation_tim:30,autocorrelform:30,autocovari:30,autoencod:[5,25,33],autoencond:25,autograd:[23,25,28,33,40,41],autograd_compliant_predict:24,autograd_gradi:24,autograd_one_lay:24,autom:[1,25,32,33],automac:26,automag:33,automat:[1,2,3,4,5,12,17,23,24,25,26,33,41],automobil:4,autonom:5,avail:[1,2,5,7,8,11,12,16,21,22,25,26,27,28,29,31,32,33,36,37,39,41,42],averag:[1,2,4,7,10,11,14,15,22,30,31,33,34,35,36,37,38,39,41,42],avoid:[1,5,6,7,10,12,14,22,23,26,33,34,36,37,38,39,41,42],awai:[3,4,7,34,35,40,42],awar:[3,11,42],award:[31,33],ax:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,23,26,27,28,33,36,37,38,39,40,41,42],axes3d:[3,7,14,27,37,38,42],axes_grid1:7,axhlin:9,axi:[1,2,3,4,5,7,8,9,10,11,12,13,14,15,22,23,26,27,30,33,34,35,36,37,38,39,40,41,42],axiom:[6,35,36],axis_arg:[],axlabel:[1,33],axvlin:[5,9],axvspan:5,b1:[9,23,24],b2:[9,23,24],b3:9,b:[1,2,4,5,6,7,9,10,11,13,14,15,16,17,22,23,24,30,31,33,34,35,36,37,39,40,41,42],b_0:[1,40],b_1:[1,3,13,14,38,39,40,41,42],b_2:[1,14,38,40,41],b_5:[14,38,39],b_:[1,2,26,40,41,42],b_g:[23,24],b_group:10,b_i:[1,2,3,13,33,39,40,41,42],b_ia_:[1,33],b_ia_i:1,b_index:10,b_is_vec:[],b_j:[2,13,39,40,41,42],b_k:[1,2,13,14,38,39,40,41,42],b_m:[13,39],b_meta:[],b_score:10,b_valu:10,babcock:33,bachelor:[29,31],back:[1,4,5,6,7,9,10,11,16,23,26,28,30,33,34,35,37,38,39],backbon:26,backend:[1,2,5,8,22,37,39,41,42],background:[32,33,34,40,41,42],backprogag:24,backpropag:[2,23,40,41,42],backpropog:24,backtrack:10,backup:26,backward:[2,3,5,13,24,26,40,41,42],backward_pass:[],bad:[7,34,35,41,42],badli:30,bag:[10,25,33],bag_clf:11,baggin:33,baggingboot:11,baggingclassifi:11,baggingtre:11,balanc:[7,36,37],balanced_eq:[],baluka:42,band:26,bandwidth:26,bar:[1,7,12,16,17,27,33,41,42],barber:32,bare:[5,11],base:[1,2,4,5,6,8,9,10,11,15,25,30,31,32,33,34,35,37,40,41,42],basi:[6,8,9,11,12,13,14,26,34,35,37,38,39,40],basic:[7,9,13,14,15,25,27,30,33,38,39,41],batch:[4,5,12,13,14,22,23,28,37,42],batch_shap:5,batch_siz:[2,4,5,41,42],batchnorm:5,bay:[0,8,37],baydin:40,bayesian:[6,25,32,33,35,36],beam:[0,33,37,38,39,41,42],becattini:31,becaus:[1,2,3,4,5,6,7,9,10,13,14,15,33,35,36,37,38,39,40,41,42],becom:[0,1,2,3,6,7,8,10,13,14,22,30,33,34,35,36,37,38,39,40,41,42],been:[1,2,3,4,5,6,7,12,13,14,25,26,27,28,33,34,35,36,38,39,40,41,42],befor:[1,2,3,4,5,6,7,8,9,13,14,15,21,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],beforehand:[1,30,33],begin:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42],behav:[2,7,14,36,37,38,40,41],behavior:[1,2,14,33,37,38,39,40,41],behaviour:[13,39,40,41],behind:[1,2,7,9,14,33,37,38,41,42],being:[0,1,2,3,4,5,6,8,9,11,12,13,14,18,30,33,34,35,36,37,38,39,40,41,42],believ:[10,26],belong:[0,8,9,10,14,15,37,38,41,42],below:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],benchmark:11,benefici:[2,14,38,39,41,42],benefit:[1,2,5,12,14,16,25,33,37,38,39,41,42],bengio:[2,22,28,29,32,33,34,38,39],benign:[0,2,8,10,37,41,42],benno:[40,41,42],berner:[40,41,42],besid:[5,6,35],bessel:[6,34,35,36],best:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,23,27,28,31,33,34,36,37,38,40,41,42],best_estimator_:37,beta1:[22,38,39],beta2:[22,38,39],beta:[0,1,2,4,6,7,8,11,12,14,17,18,19,20,22,27,33,34,37,38,39,41,42],beta_0:[0,1,2,4,6,7,8,14,33,34,35,37,38,41,42],beta_0x_:[1,33,34],beta_1:[0,1,2,4,6,7,8,11,14,33,34,35,37,38,39,41,42],beta_1x_0:[1,33],beta_1x_1:[0,1,8,33,37],beta_1x_2:[1,33],beta_1x_:[1,33,34],beta_1x_i:[0,8,14,34,37,38],beta_2:[1,4,14,33,34,38,39],beta_2x_0:[1,33],beta_2x_1:[1,33],beta_2x_2:[0,1,8,33,37],beta_2x_:[1,33,34],beta_2x_i:34,beta_3:4,beta_3x_i:34,beta_4x_i:34,beta_:[0,1,4,7,8,14,33,34,35,37,38,39],beta_i:[1,4,6,33,34,35],beta_j:[1,6,7,14,19,27,33,34,35,36,38,39],beta_k:[14,37,38],beta_lasso:39,beta_linreg:[14,22,37,38,39],beta_logreg:[0,39],beta_m:11,beta_mg_m:11,beta_n:4,beta_ol:39,beta_p:[0,8,37],beta_px_p:[0,8,37],beta_ridg:39,betavalu:6,better:[1,2,3,4,5,7,10,11,12,13,14,22,24,33,34,35,36,38,41,42],between:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,18,22,24,27,28,30,33,34,35,36,37,38,39,40,41,42],beyond:[1,2,6,7,9,14,22,27,33,34,37,38,39,40,41],bf:[14,15,26,30,37,38],bg:33,bgd:[14,38,39],bia:[1,2,3,4,6,9,10,11,13,14,20,23,24,33,34,35,37,38,39,40,41,42],bias:[2,3,4,6,7,10,13,23,24,28,35,39],bibliographi:27,big:[1,2,3,6,7,15,19,35,36,41,42],bigger:[2,7,34,35,40,41],bigr:[13,39],bike:10,bilbo:33,billion:[4,13,25,39,40],bin:[0,1,8,30,37],binari:[0,1,4,6,8,10,11,13,28,33,35,36,37],binarycrossentropi:5,bind:[1,34],binomi:[25,30,33],binsboot:[7,36],bioinformat:1,biolog:[2,13,39,40,41],bios1100:[25,33],bird:[1,4],birth:33,bishop:[29,32,33],bit:[2,5,23,26,30,33,40,41,42],bitwis:30,bivari:[3,42],bk:[1,14,38,39],bla:[26,33],black:[9,10,15,22,39],blob:[17,21,27,37,38,39],block:[7,11,25,26,30,33,36],blog:[28,33,42],blogpost:5,blue:[1,4],bmatrix:[1,2,4,6,8,9,12,14,26,33,34,35,37,38,40,41,42],bmi:[2,41,42],bn:[],bodi:[1,2,5,13,33,39,40,41,42],bold:[2,41,42],boldfac:[1,6,17,34,35],boldsymbol:[0,1,2,3,4,6,7,8,9,11,12,14,15,16,17,18,19,20,22,27,33,37,38,39,40,41,42],boltzmann:[13,25,33,39,40],book1:32,book:[20,27,28,32,33,34,36],bool:23,boost:[2,10,25,33,40,41],boostrap:11,bootstrap:[2,14,20,25,27,28,33,37,38,39,40,41,42],borrow:33,boston_dataset:1,bot:9,both:[1,2,5,6,7,9,10,11,14,15,16,17,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],bottl:[8,37],bound:[1,9,13,38,39,40,41,42],boundari:[3,5,9,12,13,42],box:[5,10,23,24],box_type_map:24,boxed_arg:[],boyd:[9,14,37,38],bracket:[5,30],brain:[2,8,13,37,39,40,41,42],branch:10,breast:[0,6,8,12,28,35,36,37],breat:28,breviti:[14,22,38,39],brew:[1,16,25,27,33],brg:9,brief:[27,28,34],briefli:[1,33],bring:[1,6,7,11,28,34,35],broad:1,broadcast:23,broadcast_ax:[],broadcast_idx:[],broadcast_to:[],brought:[14,22,25,33,38,39],brownle:5,browser:33,brute:[4,6,12,34,35,37,40],bs:[9,10,11],buffer_s:5,bui:5,build:[1,5,6,7,11,24,26,30,33,35,36,37,38,39,40],built:[1,2,4,5,7,36,41,42],bunch:12,busi:1,bxe2t:[39,40,41],c1:[9,12],c2:[9,12],c:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24,25,26,30,31,32,34,35,36,37,38,39,40,41,42],c_0:30,c_1:[13,39],c_2:[13,39],c_3:[13,39],c_4:[13,39],c_:[1,9,10,11,14,22,30,37,38,39],c_i:[13,14,38,39],c_k:30,ca:[2,33,40],cach:11,cal:[1,9,11,13,14,16,17,33,37,38,40,41,42],calcul:[0,1,2,3,5,6,7,9,10,11,12,13,14,15,16,17,19,22,24,26,28,30,33,35,36,37,38,39,40,41,42],california:28,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,20,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],callabl:[41,42],calor:[1,34],cambridg:[14,32,37,38,40,41,42],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,26,27,28,30,31,32,34,35,37,41,42],cancel:[1,14,33,34,38,39],cancer:[6,11,28,35,36],cancerpd:[0,8,37],candid:[9,10,11,38],cannot:[0,1,2,5,6,7,8,9,10,29,30,34,35,37,41,42],canopi:[1,16,25,27,33],canva:[27,28,33],cap:[6,35,36],capabl:[1,2,9,14,25,33,38,39,41,42],capac:[3,31,42],capita:1,caption:[27,28],captur:[5,12,13,39,40],car:[4,5],card:[1,8,33,37],cardin:[2,40,41],care:[12,24,37],carefulli:[14,38],carlo:[1,7,25,30,32,33,36],carri:[3,7,8,27,36,37,42],cart:11,casella:32,cast:[2,23,40,41],cat:[4,5],categor:[1,2,4,10,12,33,41,42],categori:[0,1,2,4,8,11,13,15,33,37,39,40,41,42],categorical_crossentropi:[2,4,41,42],caus:[1,6,7,8,30,33,34,35,36,37],causal:1,causat:[1,33],cax:[2,41,42],cb:[7,33],cbar:[2,41,42],cc:[1,2,6,14,28,33,34,35,37,38,40,41,42],ccc:[6,13,35,39],cd_fast:7,cdf:30,cdot:[1,3,7,13,14,15,26,30,33,36,37,38,39,42],celebr:[14,37,38],cell:[1,2,3,4,5,7,8,9,10,11,14,15,23,24,27,35,37,41,42],center:[0,1,2,7,8,9,10,12,15,27,30,33,35,36,37,40,41,42],central:[1,4,6,7,9,17,26,28,33,34,35,40,41],centroid:[15,30],centroid_differ:15,centuri:4,certain:[1,4,7,8,10,23,30,33,34,36,37],certainti:36,cg:[14,38],cha:1,chain:[1,2,14,24,25,30,33,38,39,42],challeng:[38,39,40],chanc:[2,6,14,30,35,36,38,39,41,42],chang:[1,2,3,4,5,6,7,9,10,12,13,14,15,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],channel:4,chap4:[40,41],chapter3:[1,20,27],chapter:[1,7,11,12,17,19,22,26,27,28,32,33,34,35,36,37,38,39,40,41,42],charact:[1,4,6,9,33,34],character:[9,10,11,13,30,39,40,41,42],characterist:[1,2,4,11,14,22,33,38,39,41,42],charg:[1,33],charl:1,chase:5,chatgpt:27,chd:[8,37],chddata:[8,37],cheap:[6,34],cheaper:[2,14,38,39,40,41],check:[1,2,4,5,6,7,12,14,23,24,26,33,38,39,40,41,42],checkmark:4,checkpoint:5,checkpoint_dir:5,checkpoint_prefix:5,chen:11,cheng:34,chiaramont:[3,42],choic:[1,2,3,4,5,7,10,13,14,15,20,26,28,33,34,36,37,38,39,42],choleski:[6,26,34],choos:[3,4,7,10,11,12,14,15,23,27,28,36,37,38,39],chosen:[1,2,3,7,9,10,11,14,17,22,28,30,33,36,37,38,39,40,41,42],chosen_datapoint:[2,41,42],christian:32,christoph:[29,32,33],cifar10:4,cifar:4,circ:[2,13,40,41,42],circl:[1,9,13,34,39,40],circuit:4,circumfer:10,circumv:[2,6,14,34,38,39,40,41],cite:27,ckpt:5,clarifi:23,clariti:30,class_nam:[4,10],class_val:10,class_valu:10,classic:[0,8,10,14,37,38,39,40],classif:[1,4,6,7,8,9,12,13,23,25,27,32,33,34,35,36,38,40],classifi:[0,1,2,5,8,10,11,12,28,33,41,42],classificaton:[2,41,42],classifii:11,clean:[2,41,42],clear:[2,6,11,13,14,22,38,39,41,42],clearli:[0,1,4,6,7,8,9,19,30,34,35,36,37],clever:[2,11,41,42],clf3:1,clf:[1,7,9,10,11,33,34],clf_lasso:7,clf_ridg:[7,33],clip:[4,30],clone:31,close:[1,2,3,5,7,9,10,12,13,14,15,27,30,32,33,36,37,38,39,40,41,42],closer:[4,6,14,34,38,39],closest:[9,12,14,15,38],closur:[25,33],cloud:[25,33],cluster:[1,2,5,7,12,25,33,36,41,42],cluster_label:15,cm:[2,3,4,7,9,10,14,27,37,38,41,42],cmap:[1,2,3,4,5,7,9,10,11,27,33,41,42],cmap_arg:7,cmb:29,cmd:10,cn_:30,cnn:[13,39,40],cnn_kera:4,cntk:[25,33],co:[1,3,4,7,10,14,22,33,36,38,39,42],code:[0,4,5,7,8,9,16,17,18,20,23,24,25,26,27,30,32],codebas:[41,42],coef0:9,coef:[1,33],coef_:[1,6,7,9,10,14,33,34,35,37,38],coeff:6,coeffici:[1,4,6,7,8,9,10,14,16,17,26,33,34,35,36,37,38,39],coerc:[1,7,23,33,36],coin:[11,30],coin_toss:11,col:[1,12,33,34],colab:[23,24,25,33],cold:10,colinear:1,collabor:[27,28],collaps:9,collect:[1,3,7,11,12,22,25,30,32,33,36,39,40],collinear:[6,34,35],color:[1,4,5,7,9,10,11,22,27,30,38,39],color_channel:4,color_cod:7,colorbar:[2,7,27,41,42],coloumn:[41,42],colsample_bytre:11,colsaobject:11,column:[0,1,2,3,6,7,8,9,10,12,13,18,26,33,34,35,36,37,39,40,41,42],columntransform:10,com:[5,7,17,21,22,23,24,25,27,28,32,33,36,37,38,39,40,41,42],combin:[2,3,6,7,8,11,24,30,35,36,37,38,39,40,41,42],come:[1,2,4,5,6,13,14,15,16,28,33,34,35,36,38,39,40,41,42],command:[1,2,33,41,42],comment:[1,5,6,7,16,17,27,28,33,34],commerci:[1,16,25,27,33],commod:[1,33],common:[0,1,2,4,6,7,8,10,12,14,15,27,28,30,33,34,36,37,38,39,40,41,42],commonli:[1,2,5,7,8,10,14,15,34,36,37,38,39,41,42],commun:[1,13,27,39,40],commut:4,commutatitav:4,compact:[1,2,4,6,7,8,10,12,13,14,15,23,33,34,35,36,38,39,42],compair:1,compar:[1,4,5,6,7,12,14,16,17,22,26,27,28,33,34,35,36,37,38,39,40],comparison:[3,5,14,28,38,39,42],compat:[8,37],compet:1,competit:11,compil:[1,2,4,5,14,16,22,25,26,33,38,39,41,42],compl:23,complet:[0,1,3,4,5,10,13,23,24,33,39,42],completenn:[13,39],complex:[2,6,9,10,12,13,14,16,17,20,28,33,36,38,39,40,41],complic:[1,2,10,14,33,36,37,41,42],compoment:34,compon:[0,1,2,4,5,6,7,8,10,15,17,25,33,34,35,36,37,40,41,42],components_:12,compos:[10,13,14,15,22,25,33,38,39,40],compphys:[1,7,17,18,20,21,25,27,29,31,32,33,37,38,39],compress:[1,33,34],compris:[7,37],compromis:[6,34],compulsori:[25,33],comput:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,22,23,24,25,26,27,28,29,30,32,33,34,35,36,37,40,41,42],computation:[1,4,7,10,14,30,33,37,38,39,40],computationalscienceuio:33,compute_gradi:24,computerlab:[27,28],con:28,concaten:[3,5,7,15,42],concatenate_arg:[],concav:[2,10,14,34,37,38,41,42],concentr:[1,11],concept:[1,3,25,33,34,42],conceptu:[13,14,37,38,39,40],concern:[1,2,5,8,33,37,41,42],concic:33,conclud:[1,6,14,22,35,36,38,39],conclus:[2,41,42],cond:[3,42],conda:[1,2,16,25,27,33,41,42],condis:34,condit:[1,3,5,6,7,9,10,12,14,30,33,34,39,42],conduct:25,condwav:[3,42],confid:[1,6,7,8,9,19,27,33,34,35,37],configur:[4,22,39],confirm:[6,13,23,35,36,39],confus:[6,7,8,11,26,34,35,36],confusion_matrix:10,congruenti:30,conjug:[5,9],conjugaci:[14,38],conjunct:4,connect:[1,2,4,5,10,12,13,14,26,33,34,37,38,39,40,41,42],consequ:[6,7,9,11,13,14,34,35,36,37,38,39],conserv:[6,15,34],consid:[1,2,3,4,6,7,8,9,10,11,13,14,17,20,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],consider:[1,2,6,14,33,34,35,36,37,38,42],consist:[1,2,3,4,5,7,13,14,20,22,27,28,30,34,36,37,38,39,40,41,42],constant:[1,3,5,6,7,9,13,14,30,33,34,35,36,37,38,39,40,41,42],constitu:[1,33],constitut:[3,7,36,37,42],constrain:[2,4,6,8,12,35,37,41,42],constraint:[6,7,9,14,34,35,36,38,39],construct:[0,1,2,3,4,6,7,8,9,10,11,12,26,30,33,34,35,36,37],consult:28,contact:[1,33],contain:[0,1,3,4,5,6,7,8,9,10,12,13,14,18,20,22,23,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],contemporari:33,content:[2,25,26,33,41,42],context:[7,11,14,24,27,36,37,38,39,40],contextlib:[1,8,37],contigu:26,continu:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,19,22,26,27,28,30,33,34,35,36,37,38,40,41,42],contour:[10,11,14,38],contourf:[9,10,11],contrast:[2,5,10,11,13,39,40,41],contribut:[1,4,6,14,22,30,33,34,35,38,39],contributor:[1,27],control:[1,2,4,10,14,16,25,33,38,39,41,42],conv2d:[4,5],conv2dtranspos:5,conv:[4,5],convei:33,conveni:[1,6,7,13,14,26,27,28,33,35,36,37,38,39],convent:[13,34],converg:[0,2,3,5,6,7,9,10,12,14,15,22,28,34,35,37,38,39,40,41,42],convergencewarn:[0,7,9,10,12],convers:38,convert:[1,2,5,6,10,12,14,26,33,34,38,39,41,42],converttomatrix:5,convex:[0,5,6,8,34],convinc:[14,37,38],convolut:[2,5,25,33,41,42],cook:27,cool:[5,10],coolwarm:[7,27],coordin:[6,13,15,34,35,39],coorel:1,copi:[1,2,15,34,41,42],copyright:28,core:[1,3,8,11,23,24,33,37],corel:33,coronari:[8,37],corr:[0,1,6,8,12,34,37],correalt:[12,25],correct:[1,2,3,4,5,6,8,14,23,24,26,30,33,34,35,36,38,39,41,42],correctli:[2,3,7,8,11,23,24,27,28,41,42],correl:[1,2,4,6,7,8,11,13,14,22,25,30,33,35,36,38,39,40,41,42],correlation_matrix:[0,1,6,8,12,34,37],correspond:[1,4,6,7,9,10,12,13,16,17,18,25,26,27,30,33,34,35,36,39,40],cortex:[13,39,40],cosin:[4,7,36],cost:[1,3,4,6,7,8,9,10,13,14,17,18,20,22,23,24,27,28,33,39],cost_autograd:24,cost_deep_grad:[3,42],cost_der:24,cost_fun:24,cost_func:[41,42],cost_func_deriv:[41,42],cost_funct:[3,42],cost_function_deep:[3,42],cost_function_deep_grad:[3,42],cost_function_grad:[3,42],cost_function_train:[41,42],cost_function_v:[41,42],cost_grad:[3,24,42],cost_one_lay:24,cost_sum:[3,42],cost_two_lay:24,costcrossentropi:[41,42],costlogreg:[41,42],costol:[14,22,38,39,41,42],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],coulomb:[1,33],count:[1,10,29,30,31,33],countor:[14,38],coupl:[5,6,7,23,35,36],cours:[1,2,4,6,12,23,27,28,29,31,34,36,41,42],courvil:[22,28,29,32,33,34,38,39],cov:[6,7,12,26,30,33,34,35,36],cov_xi:[6,12,34],cov_xx:[6,12,34],cov_yi:[6,12,34],covari:[0,1,8,25,26,33,35,37],covariance_matrix:[6,12,15,34],cover:[1,6,18,25,31,32,34,35],covert:[1,33],covxi:30,covxx:30,covxz:30,covyi:30,covyz:30,covzz:30,cpu:[2,41,42],cqofi41lfdw:[40,41],craft:4,creat:[2,4,5,6,10,11,12,13,23,24,25,33,35,37,38,39,40,41,42],create_biases_and_weight:[2,41,42],create_convolutional_neural_network_kera:4,create_lay:[23,24],create_layers_4:[],create_layers_batch:23,create_neural_network_kera:[2,41,42],create_x:[6,12,34,41,42],credit:[1,8,31,33,37],crim:1,crime:1,criteria:[1,5,10,11,15,30,33],criterion:[10,11,14,37,38,40],critic:[7,27,34,35],critiqu:[27,28],cross:[1,2,4,8,10,11,14,23,25,28,30,33,34,35,38,39,40,41,42],cross_entropi:[5,23],cross_val_scor:[7,36,37],cross_valid:[0,8,11,37],crossvalid:[7,36],crucial:[2,30,40,41],cs231:4,cs231n:42,cs231n_2017_lecture4:42,cs:[29,31],csr_matrix:[26,33],csv:[1,5,7,8,10,33,36,37],ctnk:[2,41,42],cube:40,cubic:1,cumbersom:[6,35,36],cumsum:[11,12,33],cumul:[8,11,30],cumulative_heads_ratio:11,cuomo:42,cup:[6,35,36],current:[2,3,4,5,14,15,22,32,37,38,39,40,41,42],curs:[1,34],curv:[0,7,8,11,13,27,37,39,40,41],curvatur:[14,37,38,39],custom:[7,15,27],custom_cmap2:[10,11],custom_cmap:[10,11],cutpoint:10,cv:[0,7,8,11,36,37],cvxbook:[14,37],cvxopt:[6,9,34],cybenko:40,cycl:[2,13,39,40,41,42],cyclotron:35,d2_g_t:[3,42],d:[2,3,4,5,6,7,8,9,10,11,12,14,15,23,24,26,30,31,33,34,35,36,37,38,39,40,41,42],d_f:[14,37,38],d_g_t:[3,42],d_net_out:[3,42],da:[4,24,40],da_1:24,dagger:[6,26,34],dai:[2,10,25,41,42],damp:4,daniel:31,darget:10,darkr:30,dat:[1,33],dat_id:[1,7,8,10,33,34,36,37],data1:15,data2:15,data3:15,data4:15,data:[3,5,6,9,11,13,14,15,18,19,20,22,24,26,28,32,36,38,39],data_id:[1,7,8,10,33,34,36,37],data_indic:[2,41,42],data_panda:33,data_path:[1,7,8,10,33,34,36,37],databas:[2,41,42],datafil:[1,7,8,10,27,33,34,36,37],datafram:[0,1,5,6,8,10,12,33,34,37],datapoint:[0,2,6,7,8,12,14,34,36,37,38,39,41,42],dataset:[0,1,5,7,8,9,10,11,12,14,15,16,17,20,23,24,27,28,33,36,37,38,39,40],datatyp:5,date:[0,16,17,18,19,20,21,22,23,24,27,28,33,34,35,36,37,38,39,40,41,42],daughter:11,david:[32,33],davison:36,db:[24,40],db_1:24,dbh:[2,41,42],dbo:[2,41,42],dc5e85cd93c3:28,dc:24,dc_da1:24,dc_da2:24,dc_da:24,dc_db1:24,dc_db2:24,dc_db:24,dc_dw1:24,dc_dw2:24,dc_dw:24,dc_dz1:24,dc_dz2:24,dc_dz:24,dcomposit:26,ddot:[3,42],dead:[2,40,41,42],deadlin:[17,18,19,20,21,22,23,24,29],deal:[1,2,4,6,7,9,12,14,15,18,19,26,27,30,33,34,35,37,38,39,40,41,42],dealt:1,debt:[8,37],debug:[1,6,7,35,36,37,41,42],decad:[1,4,39],decai:[1,14,30,33],decemb:[29,31,33],decent:11,decid:[1,3,4,6,7,10,27,35,36,37,41,42],decim:[1,33,41,42],decis:[1,2,9,12,25,32,33,41,42],decision_funct:9,decision_tre:10,decisiontreeclassifi:[10,11],decisiontreeregressor:[1,10,11],decisiontreeregressordecisiontreeregressor:10,declar:[1,5,26,33],decompos:[6,7,26,34,40],decomposit:[1,7,13,27,33,35,39,40],decompost:[6,34],deconvolut:4,decorrel:[11,14,22,38,39],decreas:[2,3,5,6,7,11,12,14,35,36,37,38,39,41,42],deduc:[1,33],deep:[4,8,13,14,22,25,28,29,32,34,38,39],deep_neural_network:[3,42],deep_param:[3,42],deep_tree_clf1:10,deep_tree_clf2:10,deep_tree_clf:[10,11],deepcopi:[41,42],deepen:[6,25,33],deeper:[1,4,5,33],deepimag:42,deeplearningbook:[28,32,33,35],deer:4,def:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],def_covari:30,default_tim:5,defect:[6,34],defici:[6,34],defin:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,34,35,36,37,38,39],definit:[2,3,6,7,8,9,11,12,13,14,18,26,30,34,35,36,37,38,42],defint:30,defualt:[41,42],defvjp:[],defvjp_argnum:[],degre:[4,6,7,9,10,11,12,16,17,18,20,27,30,33,35,36,37],deisenroth:34,del:[2,41,42],delet:7,delimit:5,deliv:[29,33],delta:[1,3,4,7,9,13,14,15,22,33,38,39,40,41,42],delta_0:[4,40],delta_1:[4,40,41],delta_2:[4,40,41],delta_2a_1:[40,41],delta_3:4,delta_4:4,delta_5:4,delta_:[2,26,40,41,42],delta_h:[1,2,33,41,42],delta_i:[40,41],delta_j:[4,13,40,41,42],delta_k:[13,40,41,42],delta_l:[2,4,41,42],delta_matrix:[41,42],delta_momentum:[14,22,38,39],delta_n:[1,4,33],delug:25,delv:1,demand:[14,37,38],demonstr:[1,4,6,7,8,12,13,25,33,34,35,36,37,41,42],demystifi:[39,40,41],den:5,denomin:[2,6,35,36,41,42],denot:[2,3,7,8,14,30,37,38,39,41,42],dens:[2,4,5,41,42],densiti:[1,3,7,30,33,36,42],depart:[0,28,31,33,34,35,36,37,38,39,40,41,42],depend:[1,2,3,5,6,7,8,9,12,13,14,16,22,25,26,27,30,33,34,35,36,37,38,39,40,41,42],depict:30,deploy:[1,16,25,27,33],deprec:38,deprecationwarn:38,depth:[1,4,10,11,26,36,41],deriv:[0,1,2,3,7,8,9,11,12,14,17,18,20,22,24,25,27,33,39,42],derivati:[14,38,39],derivative_fn:[14,38],derivb1:[40,41],derivb2:[40,41],derivw1:[40,41],derivw2:[40,41],descend:[6,10,12,34,35],descent:[1,2,4,8,9,13,24,33,34,40,41],descent_i:[22,39],descent_x:[22,39],describ:[1,3,5,6,7,9,11,12,13,14,19,22,26,27,28,33,35,36,38,39,40,42],descript:[1,9,10,28,33,41,42],design:[1,2,4,5,6,7,8,11,12,13,14,16,17,18,19,20,27,28,33,35,36,37,38,39,40,41,42],designmatrix:[1,33],desir:[1,3,5,6,14,15,33,34,37,38,41,42],despit:[2,13,39,40,41],destroi:26,det:[6,26,34],detail:[1,7,12,14,15,23,24,26,27,28,34,37,38,41],detect:[3,4,9,13,39,40],determin:[1,3,4,5,6,7,9,10,11,12,13,14,17,26,30,33,34,35,36,37,38,39,40,41,42],determinist:[0,8,14,30,37,38,39,40],deternin:40,dev:[2,27,40,41],develop:[1,4,6,9,11,12,13,22,25,26,27,28,33,34,35,36,39,40],deviat:[1,2,3,5,6,7,20,27,30,33,34,35,36,40,41,42],devic:[4,5,15],devis:[13,39,40],df1:33,df:[5,9,12,14,33,38,40],di:1,diag:[6,9,34,35],diagnost:[2,11,40,41],diagon:[0,1,6,8,14,19,22,26,27,30,33,34,35,37,38,39,41,42],diagonaliz:[6,34],diagram:11,diagsvd:7,dice:[7,30,36],dict:[7,9,37,41,42],dictionari:[1,41,42],did:[0,1,2,6,7,8,11,12,15,24,27,28,33,35,36,37,38,41,42],die:[2,40,41,42],diff1:[3,42],diff2:[3,42],diff:[3,40,42],diff_ag:[3,42],diffeent:9,differ:[1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,22,23,24,25,26,27,30,32,33,34,35,36,37,40,41,42],different:[40,41,42],differenti:[1,4,17,22,23,24,25,26,33,34,37,41],differential_oper:24,difficult:[1,2,7,11,14,22,27,30,33,36,38,39,40,41],difficulti:[1,2,14,33,37,38,39,40,41],diffonedim:[3,42],digit:[1,2,4,5,7,27,28,29,31,33,41,42],digress:40,dilemma:[14,38,39],dilut:[2,40,41],dim:[5,12,15,26,41,42],dimens:[1,2,3,4,5,6,9,10,12,15,17,18,26,33,34,35,40,41,42],dimension:[1,5,6,7,10,12,14,15,20,22,25,26,28,33,35,36,37,38,39],dimensionless:[1,4,33],diment:26,dimnsion:5,diod:4,direct:[1,2,3,5,8,12,13,14,15,22,33,34,37,38,39,40,41,42],directli:[2,5,6,7,24,30,34,41,42],directori:[1,8,37],disadvantag:[1,33],disappear:[4,7,36],disc_loss:5,disc_tap:5,discard:[7,12,36,37],disciplin:[1,4,13,39,40],disclaim:30,discontinu:40,discord:[23,33],discourag:[14,37,38],discov:[1,33],discover:[6,35],discret:[2,4,6,8,14,35,36,37,38,39,40,41],discrimin:[0,5,8,11,12,37],discriminator_loss:5,discriminator_loss_list:5,discriminator_model:5,discriminator_optim:5,discuss:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,25,26,27,28,30,32,33,34,35,36,38,39,40,41,42],diseas:[8,37],disguis:[7,34,35],disord:[2,8,37,41,42],dispai:[39,40],displai:[0,1,2,4,5,6,7,8,9,10,11,12,13,15,27,30,33,34,36,37,39,40,41,42],displaystyl:[1,6,18,33,34,35],disregard:[1,33],dissimilar:[12,15],dist:15,distanc:[1,9,10,12,15,30],distance_list:10,distinct:[0,4,8,9,10,11,15,37],distinctli:9,distinguish:[0,1,5,8,9,30,33,37],distplot:1,distribut:[1,2,5,7,8,11,12,14,15,16,17,19,20,23,25,26,27,28,33,34,37,38,40,41,42],distrubut:[1,16,25,27,33],dive:[1,9,26,33],diverg:[2,14,37,38,39,40,41],divid:[1,2,4,6,7,8,9,10,12,13,28,30,33,34,35,36,37,39,40,41,42],divis:[7,9,10,14,22,26,30,36,37,38,39,40,41,42],dlopen:[4,5,15],dna:[8,37],dnn1:5,dnn2_gru2:5,dnn:[1,2,3,5,13,33,39,40,41,42],dnn_kera:[2,41,42],dnn_model:[2,41,42],dnn_numpi:[2,41,42],dnn_scikit:[1,2,33,41,42],doamin:[35,36],doc:[1,7,17,18,20,21,25,27,28,29,31,32,33,37,38,39],document:[0,5,10,12,14,37,42],doe:[1,2,3,4,5,6,7,9,11,12,13,14,15,17,22,23,24,26,27,30,33,36,37,38,41,42],doesn:[4,10,13,40,41],dog:[2,4,5,41,42],doi:42,domain:[6,9,14,27,28,35,36,37,38],domin:[1,33],don:[1,2,4,6,7,8,9,12,14,16,22,23,25,27,28,33,34,37,38,39,40,41,42],done:[1,3,4,5,6,7,10,11,12,14,18,24,26,27,33,34,35,36,37,38,40,41,42],dot:[0,1,3,4,6,7,8,9,10,11,12,13,14,22,26,27,30,33,34,35,36,37,39,40,41,42],doubl:[4,5,26,33],doubli:[2,40,41],doubt:27,down:[1,4,7,10,12,13,14,22,37,38,39,42],download:[1,2,4,6,7,26,27,32,33,41,42],downsampl:4,dozen:[2,40,41],dq:[7,36],drag:[14,38,39],dramat:12,drastic:5,draw:[5,7,11,14,36,37,38],drawback:[1,2,4,14,34,37,38,39,40,41],drawn:[2,5,7,8,12,30,33,36,37,40,41,42],drive:[4,5,23,24],driven:4,drop:[1,2,6,7,12,14,22,30,33,34,35,36,38,39,40,41],dropna:[1,7,33,36],dropout:5,dt:[3,4,14,23,30,38,39,40,42],dtype:[1,2,4,5,15,22,23,26,33,34,39,40,41,42],dual:9,dualiti:7,dub:[1,33],due:[2,3,6,7,9,11,13,14,31,33,34,36,37,38,39,40,41,42],dummi:1,dure:[1,2,3,4,5,9,10,12,18,21,24,25,27,33,36,38,39,40,41,42],dw:24,dw_1:24,dwell:1,dwh:[2,41,42],dwo:[2,41,42],dx:[3,4,9,30,40,42],dx_1:30,dx_1p:[7,36],dx_2p:[7,36],dx_mp:[7,36],dx_n:30,dxp:[7,36],dy:[2,9,30,40,41,42],dylib:[4,5,15],dynam:5,dz:[9,24],dz_1:24,dz_2:24,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,22,23,24,30,31,33,34,35,36,37,38,39,40,41,42],e_:[1,3,33,42],e_z:23,each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,24,25,26,28,29,30,31,33,34,35,36,38,39,40,41,42],eager:36,eapprox:[1,33],earli:[2,14,22,38,39,41,42],earlier:[1,6,8,9,10,12,13,14,21,22,23,24,33,34,37,38,39,40,41],earthexplor:[7,27],eas:[7,10,15,36],easi:[0,1,6,7,8,9,10,11,12,13,14,19,22,23,24,25,26,28,33,34,35,36,37,38,39,40,41,42],easier:[6,7,9,10,14,23,24,28,30,33,34,36,38,39],easiest:[14,37,38],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,27,33,34,35,36,37,38,40,41,42],eastern:[31,33],ebind:[1,33],eblock:10,econometr:33,economi:6,ecosystem:[25,33],ect:29,edg:4,edgecolor:[7,36],edit:[23,24],edu:[14,28,37,42],educ:[0,1,27,28,33,37],eff:30,effect:[2,5,11,14,30,38,39,40,41,42],effic:[2,41,42],effici:[1,4,11,14,23,24,25,26,30,33,37,38,39,40],efron:[7,36],egrad:[14,38,39],eig:[6,12,14,22,26,30,33,34,37,38,39],eigen:30,eigenpair:[6,12,34],eigenvalu:[1,6,9,12,14,22,26,33,34,35,37,38,39],eigenvector:[6,12,14,18,34,35,38],eight:[26,33],eigval:[26,30,33],eigvalu:[12,14,22,37,38,39],eigvec:[26,30,33],eigvector:[12,14,22,37,38,39],eispack:[26,33],either:[0,2,6,7,8,9,10,11,12,14,16,17,27,28,30,33,34,35,36,37,38,40,41,42],elabor:30,elarn:4,electr:[1,4,13,33,39,40],electron:33,eleg:12,element:[0,2,3,4,5,6,7,8,9,12,13,14,18,19,21,22,23,25,26,27,28,29,32,34,35,36,37,40,41,42],elementari:[11,14,26,38,39,40],elementwis:[4,14,38,39],elementwise_grad:[3,14,24,38,39,41,42],elessar:33,elif:[15,22,39,41,42],elim:26,elimin:[4,9],ellipsi:24,els:[0,2,3,4,5,8,10,13,14,15,23,24,26,37,38,39,40,41,42],elu:2,elus:[1,33],email:[23,29,31,33],embark:40,embed:[1,12,34],embodi:[7,20,27,36],emit:30,emner:32,emphas:[1,11,25,33],emphasi:[1,25,32,33],empir:[2,12,30,40,41],emploi:[1,2,6,7,12,14,27,28,30,33,34,35,36,37,38,41,42],employ:1,empti:[7,11,36,41,42],emul:[13,39,40],en:[25,32],enabl:[12,22,39,41,42],enbodi:[7,36],encod:[1,4,6,8,10,12,15,18,33,34,35,37],encompass:[1,27,30],encount:[0,1,2,6,7,8,14,22,23,30,33,34,36,37,38,39,40,41,42],encourag:[27,28],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42],end_box:24,end_nod:24,end_valu:24,endpoint:[4,7],energi:[1,5,7,34,36],enet_coordinate_desc:7,enforc:[13,39,40],eng:32,engin:[1,2,4,5,25,33,40,41],english:[27,28],enocurag:27,enoent:[4,5,15],enorm:4,enough:[1,7,14,33,36,37,38],ensembl:[2,10,40,41],ensur:[1,2,3,4,6,7,12,14,22,30,34,35,36,37,38,39,40,41,42],entail:33,enter:[6,7,18,34,35],enthought:[1,16,25,27,33],entir:[2,4,8,10,23,25,30,33,37,38,39,40,41,42],entiti:[10,13,26,33],entri:[1,6,9,12,13,26,33,34,35,36],entropi:[2,4,8,11,14,23,33,38,39,41,42],enumer:[1,2,3,4,5,7,9,23,33,34,35,41,42],env:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,30,33,35,37,39],environ:[3,10,22,23,24,25,27,39,42],eo:[1,7,33,36],eol:[1,33],eosfit:[1,33],epoch:[1,2,4,5,13,14,22,23,28,33,38,39,41,42],epsilon:[1,6,7,8,14,20,27,33,34,35,36,37,38,39,40],epsilon_0:[1,33],epsilon_1:[1,33],epsilon_2:[1,33],epsilon_:[1,33],epsilon_i:[1,33,34],eq:[4,14,15,26,30,37,38],eqnarrai:[4,6,7,35,36],equal:[1,2,3,4,5,6,7,9,10,12,13,14,15,16,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],equal_nan:23,equat:[0,2,4,5,6,7,8,9,10,11,12,14,15,17,18,19,20,22,26,27,30,36,39],equilibrium:[3,13,39,40,42],equiv:[4,14,26,30,37,38],equival:[1,2,6,8,9,12,14,22,25,26,33,34,35,36,38,39,41,42],equivel:[23,24],erf:30,eriador:33,eric:[41,42],eridg:33,err:[1,8,11,37],err_:[7,36],err_sqr:[3,42],errat:[14,37,38],errno:[1,4,5,8,15,37],erron:[3,42],error:[0,2,3,5,6,7,8,10,12,13,14,16,17,18,19,20,22,23,25,26,27,28,30,35,37,38,39,40,41,42],error_estimate_corr_tim:30,error_hidden:[2,41,42],error_output:[2,41,42],escap:[14,37,38,39],especi:[2,4,10,13,14,27,28,38,39,40,41,42],essenti:[1,6,7,10,11,13,15,27,28,30,34,39,40,41],establish:[1,7,11,12,16,27,28,33],estim:[0,1,2,6,7,8,11,12,14,25,30,33,34,37,38,39,40,41,42],estimated_mse_fold:[7,36,37],estimated_mse_kfold:[7,36,37],estimated_mse_sklearn:[7,36,37],et:[1,3,5,16,17,18,27,28,32,33,34,35,36,37,38,40,41,42],eta0:[9,14,37,38],eta:[1,2,4,9,13,14,22,28,33,37,38,39,40,41,42],eta_:[14,22,38,39],eta_t:[14,38,39],eta_v:[1,2,4,33,41,42],etc:[1,2,4,6,8,9,10,12,13,14,15,16,22,25,26,27,28,30,34,37,38,39,41,42],ethic:25,etsim:36,euclidean:[1,15,34],evalu:[1,3,4,5,6,7,10,14,23,27,30,33,34,35,36,37,38,39],evaluationform:[21,27,38,39],evaluationgrad:[21,27,38,39],evalut:[14,38,39],even:[1,2,4,5,6,7,9,10,11,12,13,14,15,24,25,26,30,33,34,35,36,37,38,39,40,41],evenli:5,event:[0,6,8,11,30,35,36,37],eventu:[1,6,7,12,13,14,27,28,31,34,35,36,37,38,39,40],everi:[1,2,3,4,5,6,7,10,11,12,13,14,15,23,25,30,31,33,34,35,36,37,38,39,40,41,42],everyth:[5,13,22,23,40,41],everywher:[5,14,37,38],evolv:1,exact:[1,6,12,13,14,26,30,33,34,38,40,41],exactli:[1,4,5,7,13,25,27,34,36,39,40,41],exam:33,examin:[7,36],exampl:[6,12,13,14,16,17,20,21,25,26,27,28,30,32],exce:[2,13,14,22,38,39,40,41],excel:[1,2,5,6,11,28,33,34,40,41],except:[1,3,4,5,7,8,9,10,24,26,37,41,42],excess:[1,33],excit:1,exclud:[2,7,13,27,34,35,36,37,39,40,41],exclus:[1,2,4,7,30,33,36,37,40,41,42],execut:[3,6,14,34,38,39,42],exemplifi:[14,38,39],exercic:[31,33],exercis:[6,25,27,28,29,31,35,36,37,38,39,41],exercisesweek35:18,exhaust:[7,36,37],exhibit:[1,6,7,9,33,34,36],exist:[1,2,3,4,5,6,7,8,9,10,14,15,19,26,27,28,33,34,35,36,37,38,40,41,42],exit:[6,26,34],exp:[0,1,2,3,6,7,8,9,11,12,13,14,16,17,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],exp_term:[2,41,42],expand:[0,6,8,12,14,34,37,38],expandus:[1,8,37],expans:[1,4,6,9,11,13,14,33,34,37,38,40],expect:[1,2,6,7,8,12,13,14,16,17,20,22,25,27,28,33,34,37,38,39,40,41,42],expectation_value_of_h_wrt_p:30,expens:[7,11,14,37,38,39],experi:[1,2,7,9,14,25,27,33,34,36,37,38,39,41,42],experiment:[1,5,7,10,30,33,36],expert:[2,10,40,41],explain:[1,7,10,11,12,14,20,27,33,37,38],explained_variance_ratio_:12,explan:28,explanatori:[1,33],explicit:[1,4,7,14,22,26,27,33,34,35,38,39],explicitli:[1,5,9,22,23,39],explod:2,exploit:[1,4,13,14,33,38,39,40],explor:[2,5,7,9,14,25,27,28,37,38,39,40,41],expon:[2,41,42],exponenti:[1,2,6,7,11,14,27,30,33,35,36,37,38,39,40,41],export_graphviz:10,export_text:10,exporttext:10,expos:25,expr:40,express:[1,3,4,6,7,8,11,13,14,17,22,24,26,27,28,30,33,35,36,39,42],exptmean:30,exptvari:30,extend:[1,3,8,12,14,18,25,33,42],extens:[1,13,16,25,33,39,40],extent:[1,2,7,32,36,41,42],extern:[4,7,10],extra:[2,4,6,31,33,34,41,42],extract:[0,1,4,6,7,8,9,12,14,26,33,34,37,38,40],extrapol:[1,33],extrem:[1,2,5,6,7,8,9,10,14,17,26,34,35,36,37,38,39,40,41],extremum:[14,37,38],extrins:12,ey:[1,6,7,14,15,26,33,35,37,38,39],f11:[1,33],f12:[1,33],f13:[1,33],f1:[14,38,39],f1_grad:[14,38,39],f1d:[14,38],f2:[14,38,39],f2_grad_x1:[14,38,39],f2_grad_x1_analyt:[14,38,39],f2_grad_x2:[14,38,39],f2_grad_x2_analyt:[14,38,39],f3:[14,38,39],f3_grad:[14,38,39],f3_grad_analyt:[14,38,39],f4:[14,38,39],f4_grad:[14,38,39],f4_grad_analyt:[14,38,39],f5:[14,38,39],f5_grad:[14,38,39],f6:[14,38,39],f6_for:[14,38,39],f6_for_grad:[14,38,39],f6_grad_analyt:[14,38,39],f6_while:[14,38,39],f6_while_grad:[14,38,39],f7:[14,38,39],f7_grad:[14,38,39],f7_grad_analyt:[14,38,39],f8:[14,38],f8_grad:[14,38],f9:[1,14,33,38],f9_altern:[14,38],f9_alternative_grad:[14,38],f9_grad:[14,38],f:[1,2,3,4,5,6,7,8,9,11,13,14,15,17,19,20,22,24,26,30,31,33,34,35,36,37,38,39,40,41,42],f_0:[4,11],f_1:[11,14,37,38],f_2:[13,14,37,38,39],f_3:[13,39],f_:11,f_d:30,f_grad:[14,38,39],f_grad_analyt:[14,38,39],f_i:[1,7,13,17,36,39],f_m:[4,11],f_n:4,f_raw:[3,23,24],f_vec:[3,42],f_wrap:[3,23,24],face:[14,37,38,39],facecolor:[7,9,30,36],facil:[0,1,16,25,33,37,38,39,41,42],facilit:[13,39,40],fact:[1,2,4,6,10,12,13,14,33,34,35,36,37,38,39,40,41],factor:[1,2,4,6,7,10,11,12,14,26,30,33,34,35,36,38,39,41,42],factori:[14,38,39],fade:7,fafab0:[10,11],fahimeh:[31,33],fail:[0,1,7,9,10,12,14,31,33,36,37,38,40],fail_on_error:[1,8,37],failur:[8,37],fairli:[2,3,30,40,41,42],faisal:[17,34],fake:5,fake_loss:5,fake_output:5,fale:28,fall:[9,10,29],fals:[1,2,3,4,5,6,7,8,10,11,15,23,26,27,33,34,35,36,37,38,39,41,42],famili:[1,8,9,30,37],familiar:[1,4,6,7,9,16,25,26,27,30,33,35,36,40],famou:[7,13,41,42],far:[1,4,5,6,7,9,12,13,14,15,23,24,33,34,37,38,39,40],fashion:[1,10,11,33],fast:[2,4,7,11,13,14,25,30,33,36,37,38,40,41],faster:[2,12,14,23,38,39,40,41,42],fastest:[14,26,37,38],favor:[0,8,37],favorit:30,fc:4,fd:[1,8,37],featur:[0,1,2,4,6,7,8,9,11,12,13,14,19,23,25,27,28,30,33,35,36,37,38,39,40,41,42],feature_nam:[0,1,2,8,10,23,37,41,42],feautur:10,fed:[2,40,41,42],feed:[1,3,4,12,23,25,28,33],feed_forward:[2,23,24,41,42],feed_forward_4:[],feed_forward_all_relu:23,feed_forward_batch:23,feed_forward_one_lay:24,feed_forward_out:[2,41,42],feed_forward_sav:24,feed_forward_train:[2,41,42],feed_forward_two_lay:24,feedback:[5,21,33],feeddorward:5,feedforward:[2,5,13,40,41,42],feel:[1,6,7,12,14,16,17,22,23,24,25,27,28,31,33,35,38,39,40],feet:1,felt:[27,28],fetch:[7,27],few:[2,4,5,6,10,24,30,33,38,40,41,42],fewer:[1,10,12,33],ffnn:[2,13,28,39,40,41,42],field:[1,4,7,13,25,39,40],fifteen:40,fifth:[1,7,16,17,27,33],fig:[0,1,2,3,4,5,7,8,13,14,15,27,33,37,38,39,40,41,42],fig_id:[1,7,8,10,33,34,36,37],figaxi:30,figsiz:[0,1,2,3,4,5,7,8,9,10,11,33,36,37,41,42],figur:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,22,25,27,28,33,34,35,36,37,38,39,40,41,42],figure_id:[1,7,8,10,33,34,36,37],figurefil:[1,7,8,10,33,34,36,37],file:[1,3,4,5,6,7,8,10,15,23,24,27,28,33,34,35,36,37],file_prefix:5,filenam:33,filenotfounderror:[1,8,37],fill:[6,10,34,41,42],filter:[1,4,5,8,37],financ:1,find:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,22,23,24,25,27,28,30,33,34,35,37,39,40,41,42],fine:[1,15,16,33],finicki:[],finish:[3,23,41,42],finit:[4,6,7,13,14,18,30,34,35,36,38,39,40],first:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,22,23,24,26,27,30,31,32,36,39],first_moment:[22,38,39],first_term:[22,38,39],firsteigvector:12,fit:[0,2,4,5,6,7,8,9,10,12,13,14,16,17,18,22,24,27,28,30,34,36,37,38,39,40,41,42],fit_beta:[7,34,35],fit_intercept:[1,6,7,34,35,36],fit_mod:10,fit_transform:[1,7,9,10,12,36,37],fiti:[1,33],five:[1,10,18,27,33,34,37,40],fix:[1,4,5,7,11,12,13,14,22,27,28,33,36,37,38,39,41,42],fixedloc:7,flag:5,flat:[4,5,13,14,15,22,37,38,39],flatten:[2,4,5,6,26,41,42],flexibl:[2,7,9,11,13,28,33,36,39,40,41,42],flip:[23,31,33],float32:[5,10,22,39,41,42],float64:[5,22,26,33,34,39,40,41,42],floatingpointerror:[41,42],floor:[41,42],flop:[6,26,34],flow:[2,5,13,39,40,41,42],flower:23,fluctuat:[6,35],flush:[41,42],fly:12,fm:[1,33],fmax:4,fmesh:[14,38],fn:8,fname:[1,8,37],focu:[1,4,5,6,7,16,25,28,32,33,34,35,36],focus:[0,2,7,8,26,34,35,37,41,42],fold:[7,10,27],folder:[1,2,4,5,7,15,27,28,33,36,38,41,42],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],font:[1,8,30,33,37],fontdict:30,fontsiz:[2,7,9,10,11,30,41,42],fontweight:[2,41,42],footprint:4,foral:[9,34,40],forc:[1,6,7,11,12,33,34,35,37,40],forcast:5,forecast:[5,13,39,40],forest:[1,2,10,25,33,40,41],forget:12,form:[0,1,4,5,6,7,8,9,10,12,13,14,18,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],formal:[4,5,15,30,40],format:[0,1,2,4,5,7,8,9,10,11,12,24,25,30,32,34,35,36,37,39,40,41,42],format_data:5,formatstrformatt:[7,14,27,37,38],formul:[5,7,12,15],formula:[4,14,30,37,38,39,40],forth:[5,13,24,39],fortran2003:[25,33],fortran2008:[27,28],fortran90:30,fortran:[1,16,25,26,33],fortun:[1,12,34],forward:[1,4,7,23,25,26,28,33,36],forwardpropag:[40,41],foster:33,found:[2,3,4,5,6,7,13,14,15,20,21,23,24,27,28,33,34,35,36,38,39,40,41,42],foundat:[25,33],four:[5,6,7,9,13,23,26,27,29,31,33,35,39,40,41],fourier:[1,33,40],fourierdef1:4,fourierdef2:4,fourierseriessign:4,fourth:[13,33,34],fp:8,frac:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],fractal:10,fraction:10,frame:[0,8,37],framework:[2,4,5,9,11,15,30,41,42],frank:[6,12,22,28],frankefunct:[6,7,12,27,34],fredli:[23,31,33],free:[1,7,12,14,16,17,22,23,24,25,26,27,28,30,31,32,33,38,39,40],freecodecamp:25,freedom:[6,35],freeli:[1,27],frequenc:[0,4,7,8,30,36,37],frequent:[1,9,10,14,37,38,39],frequentist:25,fresh:11,frf4l5qax1m:42,fridai:[17,18,19,20,21,22,23,24,31,33],friedman:[7,19,27,29,32,33],friendli:5,frodo:33,frog:4,from:[1,2,3,4,5,7,8,9,10,12,14,15,17,18,19,20,23,24,25,26,27,30,31,32,33,42],from_cod:10,from_logit:[4,5],from_tensor_slic:5,fromnumer:3,front:[1,5,6,16,17,33,34,35],fulfil:[3,6,13,34,39,40,41,42],full:[1,2,4,6,8,10,11,14,23,30,33,34,37,38,39],full_matric:[6,34],fulli:[4,7,13,29,30,36,37,39,40],fun:[24,25,33],fun_nam:[],func:[3,23,41,42],functionali:12,fundament:[1,7,25,33,36],funtion:[3,42],furthemor:40,further:[3,8,10,33,40,42],furthermor:[0,1,4,6,7,8,12,13,14,18,25,27,33,34,35,36,37,38,39,40,41],furthest:24,futur:[1,5,9,10,33,38],futurewarn:9,fy:[16,23,27,28,29,31,32,33],fys4155:[27,28],fys5419:[32,33],fys5429:[32,33],g0:[3,42],g:[1,2,3,4,5,7,9,10,11,12,14,24,30,33,35,36,37,38,39,40,41,42],g_0:[3,42],g_1:[3,11,42],g_2:[3,11,42],g_3:40,g_:[3,10,11,42],g_analyt:[3,42],g_dnn_ag:[3,42],g_euler:[3,42],g_i:[3,40,42],g_j:40,g_m:[4,11],g_n:4,g_re:[3,42],g_t:[3,41,42],g_t_d2t:[3,42],g_t_d2x:[3,42],g_t_dt:[3,42],g_t_hessian:[3,42],g_t_hessian_func:[3,42],g_t_invers:[41,42],g_t_jacobian:[3,42],g_t_jacobian_func:[3,42],g_trial:[3,42],g_trial_deep:[3,42],g_vec:[3,42],gain:[2,6,8,10,11,14,34,35,36,38,39,41,42],galleri:[1,33],game:5,gamge:33,gamma1:9,gamma2:9,gamma:[1,3,9,10,11,12,14,22,33,37,38,39,42],gamma_0:11,gamma_1:11,gamma_1x:11,gamma_:[1,33],gamma_i:[1,9,30,33],gamma_j:[14,38,39],gamma_k:[14,37,38],gamma_m:11,gamma_x:[1,33],gap:[7,9],gate:[0,5,13],gather:[1,2,13,34,39,40,41,42],gaug:[13,39,40],gaussbacksub:26,gaussian:[5,6,7,9,15,30,35,36],gaussian_point:15,gaussian_rbf:9,gave:[14,38,39],gavra:33,gbc:[29,33],gca:[3,7,9,14],gd:[2,28,37,40,41],gd_clf:11,gdclassiffiercgain:11,gdclassiffierconfus:11,gdclassiffierroc:11,gdfit:[0,39],gdm:[14,22,38,39],gdregress:11,ge:[2,6,8,30,34,37,40,41,42],gen:[1,8,37],gen_loss:5,gen_tap:5,gender:[1,33],genener:5,gener:[0,1,2,3,4,6,7,9,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,30,32,34,35,36,37,38,39,41,42],generaliz:[41,42],generallay:[13,39],generate_and_save_imag:5,generate_imag:5,generate_latent_point:5,generate_simple_clustering_dataset:15,generated_imag:5,generator_loss:5,generator_loss_list:5,generator_model:5,generator_optim:5,genom:25,geodes:12,geometr:[1,14,33],geometri:[6,35,36],georg:32,geotif:[7,27],geq:[3,6,9,10,14,34,35,37,38,42],geron:[1,16,22,29,32,33,38,39],get:[1,2,3,4,5,6,7,8,10,11,12,14,16,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,41,42],get_dummi:10,get_paramet:[3,42],get_split:10,get_yaxi:9,get_yticklabel:7,getattr:[],getval:[],gg:33,gibb:[25,33],gif:5,gini:11,gini_index:10,ginvers:14,git:[1,16,25,33],giter:[14,22,38,39],github:[1,7,10,16,17,18,20,21,22,25,27,28,29,31,32,33,34,37,38,39,40,41,42],gitlab:[1,16,25,27,28,33],gitta:[40,41,42],give:[1,2,3,4,6,7,8,9,10,11,13,14,15,18,25,27,28,30,33,34,35,36,37,38,39,40,41,42],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],glkfgrjhtlnplbx4:23,global:[0,7,8,14,27,37,38,39],gloriou:28,glorot:2,gnew:14,go:[1,2,4,6,7,9,10,12,13,14,23,27,33,34,35,36,37,38,40,41,42],goal:[1,8,10,33,37],goe:[1,2,3,6,7,14,15,19,26,33,34,35,36,37,38,39,41,42],golden:[14,38],gone:[6,34,35],gong:[2,41,42],good:[2,4,5,6,7,10,11,12,14,18,22,23,25,30,32,34,35,36,37,38,39,40,41,42],goodfellow:[5,28,29,32,33,34,35,37,38,40,41,42],googl:[2,5,22,23,24,25,33,39,41,42],got:[2,7,14,23,24,27,41,42],gotcha:[22,39],gotten:[33,41,42],gov:[7,27],gp:32,gpu:[2,14,22,25,33,38,39,41,42],grad:[3,14,22,23,24,38,39,41,42],grad_analyt:[14,38,39],grad_broadcast_to:[],grad_concatenate_arg:[],grad_np_sum:[],grad_two_lay:24,grade:[27,29],gradient:[1,4,5,8,9,10,13,23,25,33,34],gradient_bia:[41,42],gradient_desc:[22,38,39],gradient_func:23,gradient_weight:[41,42],gradientboostingclassifi:11,gradientboostingregressor:11,gradients_of_discrimin:5,gradients_of_gener:5,gradienttap:5,gradual:[2,15,40,41],grai:[5,7,27],graph:[2,10,12,13,14,37,38,39,40,41,42],graph_from_dot_data:10,graphic:[1,2,10,33,41,42],grasp:1,gray_r:[2,4,41,42],grayscal:4,great:[6,14,23,24,37,38,40,42],greater:[0,2,8,30,37,40,41,42],greatli:[14,38,39],greedi:[10,37],green:[1,4,10,30],gregor:[41,42],grei:5,grid:[0,2,4,7,8,9,13,30,34,35,36,39,40,41,42],gridsearch:37,gridsearchcv:37,groh:[40,41,42],grossli:[14,37,38],ground:[1,33],group:[1,7,8,10,15,25,27,28,29,31,33,36],groupbi:[1,33],grow:[2,4,10,11,40,41,42],growth:[1,33],gru:5,guarante:[1,5,14,30,33,34,37,38],guess:[2,5,11,14,15,22,28,37,38,39,41,42],guestrin:11,guid:[2,23,41,42],guidanc:27,guidelin:[21,38,39],h1:[3,42],h:[1,2,6,7,9,14,17,19,22,23,27,30,31,32,33,34,37,38,39,41,42],h_1:[3,14,37,38,42],h_2:[3,14,37,38,42],h_:[1,14,33,37,38],h_m:11,ha:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],haa:31,habit:[1,34],had:[1,2,7,8,14,33,36,37,38,40,41,42],hadamard:[2,13,14,22,38,39,40,41,42],half:[2,9,10,40,41,42],halv:11,hand:[1,2,3,4,6,12,13,14,16,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39],handi:[4,27,28],handl:[1,2,3,6,10,12,24,25,35,40,41,42],handle_unknown:10,handsid:[13,40,41],handwrit:[13,39,40],handwritten:[2,6,41,42],handwrittennot:[37,39],happen:[2,3,4,5,6,7,11,14,30,34,38,39,40,41,42],hard:[0,2,8,9,11,14,23,24,37,38,40,41,42],hardcopi:[25,33],harder:[1,2,23,34,40,41],harmon:4,hasn:[],hassl:[1,16,25,33],hast:[25,33],hasti:[1,7,16,17,18,19,27,29,32,33,34,36,37],hat:[1,2,6,7,8,10,11,12,13,14,18,19,26,27,34,35,36,38,39,40],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],haven:[2,24,41,42],he:[8,37],head:[1,5,11,30],header:[1,33],heads_proba:11,health:[1,34],hear:[1,14,33,38,39],heart:[1,8,33,37],heatmap:[0,1,2,4,8,33,37,41,42],heavili:1,heavisid:[2,41,42],height:[2,4,7,34,35,41,42],hein:42,held:[14,22,38,39],help:[1,2,5,13,14,17,22,27,28,33,38,39,40,41],helper:[5,15],henc:[1,6,7,9,10,11,13,14,19,27,33,34,35,36,37,38,39],henrik:[31,33],her:[8,37],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],hereaft:[1,9,13,33],hermitian:26,hessenberg:26,hessian:[1,3,6,14,17,22,35,39,42],heterogen:[10,11],hi:[8,37],hidden:[2,4,5,13,23,28,39],hidden_bia:[2,41,42],hidden_bias_gradi:[2,40,41,42],hidden_deriv:[41,42],hidden_func:[41,42],hidden_layer_s:[1,2,33,41,42],hidden_neuron:5,hidden_nodes1:[41,42],hidden_nodes2:[41,42],hidden_weight:[2,41,42],hidden_weights_gradi:[2,40,41,42],hierarch:[6,34,35],high:[1,2,3,4,5,6,7,10,11,12,14,15,22,23,25,26,27,33,34,36,37,38,39,40,41,42],higher:[1,2,4,6,7,9,14,22,27,28,33,34,35,36,37,38,39,41,42],highest:[2,3,41,42],highli:[1,4,5,11,19,25,26,28,32,33,34,35,36],highwai:1,hing:9,hint:[14,17,23,24,28,34,35,37,38],hip:[25,42],hire:1,hist:[0,5,7,8,30,36,37],histogram:[0,1,7,8,30,37],histor:[8,12,37],histori:[4,5,13,39,40],hitherto:[6,35],hjorth:[0,31,33,34,35,36,37,38,39,40,41,42],hobbi:30,hoc:[6,34],hoff:32,hold:[2,4,7,14,15,22,36,37,38,39,41,42],holder:[1,33],holm:[],holomorphic_grad:24,home:1,homepag:[27,28,33],homework:[7,14],homogen:[2,4,10,11,14,22,38,39],honchar:[3,42],hopefulli:[1,12,30,33,39],horizont:12,hornik:40,hors:[4,8,37],hot:[2,10,41,42],hour:[2,25,29,30,31,33,41,42],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42],howev:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],hspace:[1,5,9,11,30,33,40,41],hstack:[2,41,42],htf:[29,33],html:[0,1,10,12,18,20,23,25,27,28,29,31,32,33,35,40,41,42],http:[0,1,4,5,7,10,12,14,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,37,38,39,40,41,42],huang:[1,33],huber:[1,33],huge:[2,4,5,25,40,41,42],human:[1,2,4,7,10,13,34,35,39,40,41,42],humid:10,hundr:[2,40,41],hungri:[2,40,41],huse:33,hvae:39,hybrid:29,hydrogen:[1,33],hyper:[22,28],hyperbol:[2,5,13,42],hyperparam:9,hyperparamat:40,hyperparamet:[4,5,6,7,10,14,18,33,34,35,37,38,39],hyperplan:12,i0:[1,33],i1:[1,7,9,13,33,34,35,39],i2:[1,9,13,33,39],i3:[1,13,33,39],i5:[1,33],i:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,31,33,34,35,36,37,38,39,40,41],i_1:[6,7,35,36],i_2:[6,7,35,36],i_:[14,37,38],i_siz:[23,24],ian:32,iayaan2:23,ic:[2,28,41,42],id:[8,14,37,38,39],ida:[31,33],idea:[1,2,3,4,5,7,10,11,13,14,26,27,28,34,35,36,37,38,39,40,41,42],ideal:[1,3,7,9,14,30,33,36,39,41,42],idem:[7,36],ident:[6,7,13,14,18,26,27,34,38,39,41,42],identical:[35,36],identifi:[1,2,8,10,12,13,14,15,33,34,37,38,39,41,42],ieor:30,ifi:[32,42],ifs:[25,33],ignor:[1,2,4,10,34,40,41,42],ii:[26,30,41],iii:[26,33,41],ij:[1,2,4,7,9,13,15,17,19,26,27,30,33,34,35,39,40,41,42],ik:[1,26,33,34],ilg3ggewq5u:[40,41],illustr:[6,8,11,13,14,15,25,33,36,37,38,41],ilsvrc:[38,39],im:7,imag:[2,4,5,7,10,12,13,15,28,32,33,39,40,41,42],image_at_epoch_:5,image_batch:5,image_height:4,image_path:[1,7,8,10,33,34,36,37],image_width:4,imageio:[7,27],images_from_seed_imag:5,imagin:[2,40,41],immedi:[1,4,5,7,16,25,33],implement:[1,3,4,5,6,7,9,10,11,12,13,14,15,18,22,23,24,27,28,30,33,34,35,37,38,40],impli:[4,6,7,8,14,26,34,35,36,37,38],implicit:4,implicitli:[12,30],importantli:4,impos:[1,7,12,13,33,39,40,41,42],imposs:[1,6,33,34],impress:[1,13,33,39,40],improv:[1,5,6,10,11,12,14,22,23,27,28,34,39],impur:10,imread:[7,27],imshow:[2,4,5,7,27,41,42],in1:[],in2:[],in3050:[32,33],in3310:33,in4080:[32,33],in4300:[32,33],in4310:32,in5400:4,in5550:32,in_out_neuron:5,inaccur:[14,37,38],inact:[13,39,40,41],inadequ:[1,33],inch:[7,34,35],includ:[1,2,3,4,5,6,7,8,12,13,16,17,18,21,23,24,25,27,28,30,31,32,33,34,35,36,41,42],include_bia:[7,10,36],inclus:[18,39],incom:[13,39,40],incorrect:[2,41,42],incoveni:9,increas:[0,1,2,4,5,6,7,9,10,12,13,14,22,27,30,33,34,35,36,38,39,40,41,42],increasingli:30,increment:38,ind:7,inde:[1,3,5,6,7,14,33,34,40,42],indefinit:5,independ:[1,6,7,8,9,13,14,30,33,34,37,38,39],index:[1,2,4,5,11,15,25,26,28,30,32,33,41,42],index_col:[1,33],indic:[1,2,4,5,6,7,10,11,12,14,17,22,27,28,33,34,38,39,40,41,42],indispens:[7,36],individu:[2,7,8,11,13,30,33,34,36,37,39,40,41,42],indu:1,indx1:[3,42],indx2:[3,42],indx3:[3,42],indx:26,ineffici:[4,14,38,39],inequ:[9,14],inequaltii:[37,38],inertia:[14,22,38,39],inf1000:[25,33],inf1100:[25,33],inf1100l:[25,33],inf1110:[25,33],inf3000:33,infeas:10,infer:[1,2,5,7,32,33,36,41,42],inferenc:[2,41,42],infil:[1,7,8,10,33,36,37],infin:[6,7,8,12,19,34,35,36,37,40,41],infinit:4,infinitesim:30,influenc:[7,11,36,37],influenti:[2,41,42],info:33,inform:[1,2,4,5,7,10,12,13,14,15,22,26,27,28,32,33,36,37,38,39,40,41,42],infti:[4,7,14,30,36,37,38,40],ingeni:[14,37,38,39],ingrad:[],ingredi:[1,10,33],inher:[7,36],inherit:[26,33],inhomogen:3,init:[],initi:[1,2,3,7,11,14,15,26,28,30,33,36,37,38,39,40,41,42],inititi:[41,42],inject:15,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,26,27,30,33,34,35,36,37,38,39,40,41,42],inner:[1,14,34,38],inp:5,inplac:14,inpput:40,input:[0,1,2,4,5,6,7,8,9,13,14,15,22,27,28,30,33,34,35,36,37,38,39],input_dim:[2,41,42],input_nod:[41,42],input_s:23,input_shap:[4,5],inputs:[2,41,42],inputs_shuffl:[1,2,34,41,42],insert:[4,6,7,9,11,30,34,35,36],insid:[0,1,5,8,23,37],insight:[1,2,6,22,25,28,33,34,35,36],insist:[7,14,34,35,38],inspect:37,inspir:[1,2,13,28,33,39,40,41,42],instabl:[3,42],instal:[1,2,6,7,10,16,41,42],instanc:[1,2,3,5,7,10,12,14,33,34,36,37,38,41,42],instanti:11,instead:[1,2,3,4,5,6,7,9,10,12,14,15,22,23,24,26,27,30,33,34,36,37,38,39,41,42],institut:[2,41,42],instruct:[1,2,16,17,33,41,42],int32:11,int_0:30,int_:[4,7,30,36,40],int_a:30,intak:[1,34],integ:[2,3,14,15,26,30,33,38,39,41,42],integer_vector:[2,41,42],integr:[4,7,30,33,36],intellig:[1,15,32,33],intend:11,intens:[2,40,41],intention:15,interact:[1,7,10,13,25,27,28,33,39,40],intercept:[1,7,9,12,14,17,27,33,35,36,37,38,39],intercept_:[1,7,9,10,14,33,34,35,37,38],interchang:[6,13,26,35,36,39,40],interconnect:[2,40,41],interest:[0,1,2,3,4,5,6,7,8,9,10,13,22,25,27,28,30,33,34,35,36,37,38,39,40,41,42],interfac:[1,2,26,34,41,42],interior:[1,10,33],intermedi:[26,34],intermediari:[23,24],intermeti:24,intermetidari:24,intern:[2,11,13,24,39,40,41,42],interpol:[2,4,5,7,13,27,39,40,41,42],interpr:[6,34,35],interpret:[1,2,7,10,11,13,14,18,20,23,26,27,28,30,40,41,42],interv:[1,4,6,7,8,14,19,27,30,33,34,35,37,38],intial:[14,37,38],intract:[1,5,34],intrins:[4,12,26,30,33],intro:[25,32,33,42],introduc:[1,2,6,7,9,11,13,18,26,27,30,33,36,37,40,41,42],introduct:[2,3,5,14,18,21,32,34,37,38,41,42],introductori:[1,5,26,32,33,34],intuit:[1,6,7,9,13,14,22,27,33,35,36,38,39,40,41],inv:[1,6,14,22,33,34,35,37,38,39],invalid:[2,9],invalu:[1,14,16,25,33,37,38],invari:[2,41,42],invd:[6,35],inver:[9,39,40],invers:[1,4,7,14,16,17,18,22,27,28,33,34,37,38,39],inverse_transform:9,invert:[1,6,8,11,14,22,33,35,37,38,39],invh:[14,22,38,39],invok:[1,9],involv:[0,1,3,7,8,12,13,34,36,37,38,39,40,41,42],io:[1,18,20,25,27,29,31,32,33,34,42],ion:39,ip:[1,9,30,33],ipca:12,ipykernel_12550:[],ipykernel_12588:[],ipykernel_1323:[],ipykernel_1390:[],ipykernel_1539:[],ipykernel_1579:[],ipykernel_22411:[],ipykernel_22458:[],ipykernel_22556:[],ipykernel_22575:[],ipykernel_47048:[],ipykernel_55841:[],ipykernel_57122:[],ipykernel_57183:[],ipykernel_57294:[],ipykernel_57311:[],ipykernel_57345:[],ipykernel_58656:[],ipykernel_58739:[],ipykernel_58840:[],ipykernel_58862:[],ipykernel_59478:[],ipykernel_59625:[],ipykernel_59734:[],ipykernel_59752:[],ipykernel_59845:[],ipykernel_6316:[],ipykernel_6403:[],ipykernel_64157:[],ipykernel_64203:[],ipykernel_64318:[],ipykernel_64336:[],ipykernel_64372:[],ipykernel_6690:[],ipykernel_6729:[],ipykernel_87117:[],ipykernel_87155:[],ipykernel_87222:[],ipykernel_87367:[],ipykernel_87525:[],ipykernel_87545:[],ipykernel_87566:[],ipykernel_87597:[],ipykernel_87605:[],ipykernel_92604:[],ipykernel_93488:[],ipykernel_94023:2,ipykernel_94076:7,ipykernel_94272:33,ipykernel_94293:36,ipykernel_94310:38,ipykernel_94334:41,ipykernel_94373:[],ipykernel_95354:[],ipykernel_95419:[],ipykernel_95519:[],ipykernel_95542:[],ipykernel_96681:42,ipynb:[25,27,33],ipython:[1,6,8,10,12,15,16,25,27,28,33,34,37],iq:[7,36],iri:[9,10,23],irreduc:[7,36],irrelev:[6,34],irrespect:[1,33],irvin:28,isbox:24,isclos:23,iscomplexobj:[],iseffici:[38,39],isfinit:23,isn:[6,35,36],isnan:[41,42],isnul:1,isolo:24,isomap:12,isotop:[0,33,37,38,41,42],issu:[2,10,26,35,40,41,42],it_arrai:[14,38],item:[1,14,33,38],items:[26,33],iter:[0,2,3,5,7,9,10,12,14,15,22,30,36,37,39,40,41,42],its:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,23,25,26,27,28,30,33,35,36,37,38,39,40,41,42],itself:[6,7,13,20,27,28,30,34,35,36,40],iv:[24,41],ix:[41,42],j1:26,j:[1,2,3,4,5,6,7,9,10,12,13,14,15,17,18,19,20,26,27,30,32,33,34,35,36,37,38,39,40,41,42],j_:7,j_lasso_sk:7,j_ridge_sk:7,j_sk:7,jackknif:[7,25,33,36],jacobian:[3,14,24,37,38],jacobian_shap:[],jakobsen:31,jason:5,jax:[25,28,33,40],jax_descend_i:[22,39],jax_descend_x:[22,39],jax_enable_x64:[22,39],jax_grad:[22,39],jensen:[0,31,33,34,35,36,37,38,39,40,41,42],jentzen:[40,41,42],jerom:[19,27,32],ji:[13,26,40,41],jit:[14,38],jj:[1,6,7,33,35,36],jk:[1,2,7,13,26,33,39,40,41,42],jl:[1,33],jm:26,jmlr:42,jnp:[14,22,38,39],job:[3,9,11,42],johansen:33,join:[1,4,5,7,8,10,15,33,34,36,37],joint:[5,6,35,36],judg:[14,37,38],judgement:[7,27],julia:[25,26,27],juliu:[40,41,42],jump:[27,30],junk:5,jupit:33,jupyt:[1,10,16,20,25,27,32,33,40,41,42],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42],justif:1,justifi:[4,11],k0:[0,8,37],k1:[0,8,37],k:[0,1,2,4,6,7,8,9,10,11,12,13,14,15,23,25,26,27,30,31,33,34,35,38,39,42],kaggl:[7,27,28],kajda:[41,42],kappa_d:30,karl:[31,33],karush:9,katrin:[31,33],keep:[1,2,5,6,7,12,14,15,23,24,26,27,28,33,34,35,36,37,38,39,40,41],keepdim:[2,7,11,26,36,41,42],kei:[1,2,4,7,13,34,39,41,42],kept:[5,7,15,36],kera:[1,5,25,27,28,33],kernel:[1,2,4,5,15,25,33,34,41,42],kernel_librari:[4,5,15],kernel_regular:[2,4,41,42],kernel_s:5,kernelpca:12,kev:[1,33],kevin:[32,33],keyboardinterrupt:[2,41,42],keyerror:24,keyword:[7,14,26,33,41,42],kfold:[7,36,37],kg:[2,41,42],ki:26,kick:[2,14,38,39,40,41],kiener:[3,42],kilomet:[7,34,35],kind:[1,3,4,5,9,13,14,15,33,34,38,39,40,41,42],kj:[7,13,26,34,35,40,41,42],kjm:[25,33],kkt:9,kl:30,km:[13,33,39],kmean:15,kmeanspoint:15,kn_k:15,know:[1,2,3,6,7,9,14,25,33,34,35,37,38,39,40,41,42],knowledg:[1,25,33],known:[0,2,4,5,6,7,8,9,10,13,26,27,28,30,32,34,35,36,37,39,40,41,42],kondev:[1,33],kp:30,kpca:12,kristin:42,kroneck:15,kuckuck:[40,41,42],kuhn:9,kumar:42,kutyniok:[40,41,42],kvalsund:[31,33],kwarg:[3,23,24,41,42],kwown:[1,33],l0:[0,8,37],l1:[0,1,2,4,8,33,37,41,42],l1_l2:[2,4,41,42],l1regl:6,l2:[2,4,41,42],l:[0,1,2,3,4,6,7,8,9,11,12,13,14,20,24,26,27,30,33,34,37,38,39,42],l_1:[0,8,37,40],l_2:[0,8,14,28,37,38,40],l_:26,l_j:[13,40,41],l_ja:[41,42],la:[14,38],la_i:[13,40,41,42],la_k:[13,40],lab:[21,25,27,33],label:[1,2,3,4,5,6,7,8,9,10,11,13,14,15,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],label_prob:[38,39],labelencod:[0,8,11,37],labels:[7,9,10],labels_shuffl:[1,2,34,41,42],laboratori:[29,35],lack:[1,33],lagari:[3,42],lagrang:[9,12],lam:[41,42],lambda:[0,1,2,3,4,6,7,8,9,11,13,14,18,19,22,27,28,30,33,34,35,36,38,39,40,41,42],lambda_0:12,lambda_1:[6,9,12,34],lambda_2:[9,12],lambda_:12,lambda_i:[9,12],lambda_iy_i:9,lambda_jy_iy_j:9,lambda_k:9,lambda_n:[6,9,34],lamda:[2,41,42],land:[1,9],landmark:9,landscap:[14,22,37,38,39],langl:[1,7,12,30,33,34],languag:[1,2,5,9,16,25,26,27,28,32,33,40,41],lapack:[26,33],laplac:[6,35,36],laptop:25,larg:[1,2,3,5,6,7,9,10,11,12,14,16,25,26,27,30,32,33,34,36,37,38,39,40,41,42],larger:[1,4,6,7,9,11,12,14,18,24,30,33,34,35,36,37,38,39],largest:[5,9,12],lass:28,lasso:[0,1,8,25,28,33],lasso_sk:7,last:[1,2,3,4,5,6,7,8,9,11,13,14,15,18,19,23,24,26,27,30,31,33,35,36,38,42],latent:5,latent_dim:5,latent_point:5,latent_space_value_rang:5,later:[0,1,2,5,8,9,13,14,15,16,23,24,25,27,28,33,37,38,39,40,42],latest:[5,25],latest_checkpoint:5,latex:33,latrpygrtttbnjr3znuhl:24,latter:[1,4,7,8,9,12,14,17,26,27,30,33,34,35,36,37,38,39,40],lattic:[13,39,40],law:1,lax_numpi:[22,39],layer:[1,5,14,22,28,33,38,39],layer_grad:24,layer_input:24,layer_output_s:[23,24],layers_grad:23,lbfg:[0,8,10,11,12,37],lcc:[6,7,35,36],lda:12,ldot:[1,7,12,20,27,33,36,37],le:[6,8,11,14,18,22,30,34,35,37,38,39],lead:[0,1,2,4,6,7,8,9,10,11,12,13,14,17,18,23,24,26,30,33,34,35,36,37,38,39,40,41,42],leaf:10,leaki:[2,28,40,41,42],leakyrelu:5,lear:[14,37,38],learn:[0,4,5,6,7,8,9,10,11,13,19,23,26,29,31,32],learnabl:4,learner:11,learnig:33,learning_r:[0,9,11,22,23,39,42],learning_rate_init:[1,2,33,41,42],learning_schedul:[14,22,38,39],learnt:[27,28],least:[1,8,9,11,12,16,17,18,20,22,25,26,28,30,36,37],leat:[14,22,38,39],leav:[1,2,4,6,7,10,12,23,33,35,36,37,40,41],lectur:[1,2,6,11,12,13,14,16,18,22,25,26,27,28,29,31,32],lecture_11_backpropag:42,lecturenot:[1,18,20,25,27,32,33],left:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,17,18,20,26,27,30,33,34,35,36,37,38,39,40,41,42],leftarrow:[9,13,40,41,42],legend:[0,1,3,4,5,6,7,8,9,10,11,14,23,33,34,35,36,37,38,39,42],legend_el:23,len:[1,2,3,4,5,6,7,9,10,11,12,13,23,24,26,33,34,35,36,38,39,40,41,42],length:[1,2,4,5,9,10,14,17,23,25,33,34,37,38,39,41,42],length_of_sequ:5,leq:[1,6,8,9,14,15,30,33,34,35,37,38],less:[1,2,4,5,6,7,9,10,14,25,30,33,34,35,36,37,38,39,41,42],lessen:[2,40,41],let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,24,26,30,33,34,35,36,37,38,39,40,41,42],letter:[1,17,26,30,33,34],level:[1,2,6,7,10,25,26,27,28,29,31,33,36,40,41,42],li:[9,12],lib:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],liblinear:[9,11],libmetal_plugin:[4,5,15],librari:[1,2,3,4,5,6,7,8,10,11,12,15,16,22,26,27,28,30,32,34,35,37,41,42],library_loc:[4,5,15],licens:[1,2,16,25,27,28,33,41,42],lie:[1,7,12,30,33,34,36],life:[1,2,9,13,33,39,40,41,42],lifetim:[14,38,39],like:[1,2,3,4,5,6,7,8,10,11,12,13,14,16,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],likelihood:[1,2,6,10,33,34,38,39,41,42],lim_:30,lima:31,limit:[0,1,6,7,9,10,12,13,22,26,27,28,33,34],lin_clf:9,lin_model:1,lin_reg:10,linalg:[1,3,6,7,9,12,14,22,26,30,33,34,35,37,38,39,40,42],line1:9,line2:9,line2d:[22,38,39],line3:9,line:[1,2,3,4,5,7,8,9,11,12,14,15,22,23,24,27,33,34,35,36,37,38,39,40,41,42],linear:[0,2,4,6,7,8,10,11,12,13,18,19,22,23,25,27,30,36,38,39,40,41,42],linear_model:[0,1,6,7,8,9,10,11,12,14,33,34,35,36,37,38,39,40],linear_regress:[7,36,41,42],linearli:[6,34],linearloc:[7,14,27,37,38],linearregress:[1,7,8,10,33,34,35,36,37],linearsvc:9,lineat:35,liner:[2,4,41,42],linerar:11,linewidth:[1,3,5,7,9,10,11,27,36,42],link:[1,5,10,13,23,25,27,28,31,33,40],linlag:[6,35],linpack:[26,33],linreg:[1,33],linspac:[1,3,4,5,7,9,10,11,14,16,17,22,26,30,33,34,35,36,38,39,42],linu:5,linux:[1,2,16,25,27,33,41,42],liquid:[1,33],list:[1,2,3,4,5,8,10,23,24,25,27,28,33,34,37,38,39,42],listcomp:[],listedcolormap:[10,11],literatur:[2,8,15,32,36,37,40,41],littl:[2,4,10,13,24,40,41],live:9,ll:[1,30,33,34],lle:[1,34],lloyd:[5,15],lmb:[1,3,6,7,35,36,37,42],lmbd:[1,2,4,33,41,42],lmbd_val:[1,2,4,33,41,42],lmbda:[14,37,38],ln:[2,14,37,38,41,42],load:[0,1,2,4,5,7,8,10,11,15,27,37,41,42],load_boston:1,load_breast_canc:[0,2,8,10,11,12,37,41,42],load_data:[4,5],load_digit:[2,4,41,42],load_iri:[9,10,23],load_librari:[4,5,15],load_pluggable_device_librari:[4,5,15],loc:[0,1,4,7,8,9,10,11,23,33,36,37],local:[0,1,2,3,4,8,13,14,23,24,34,37,38,39,40,41,42],locat:[3,4,9,42],log10:[1,6,7,35,36,37,41,42],log:[0,1,2,3,5,6,7,8,10,11,12,14,23,26,27,28,33,34,35,36,37,38,39,41,42],log_:[1,33],log_clf:11,logaddexp2:[],logaddexp:[],logarithm:[0,1,6,8,26,33,35,36,37],logbook:[27,28],logic:[1,2,10,33,40,41],logist:[1,2,3,9,10,11,12,13,14,22,25,34,42],logistic_predict:[38,39],logistic_regress:[41,42],logisticregress:[0,8,10,11,12,37,39,40],logit:[0,8,37],logreg:[0,8,10,11,12,37,39,40],logspac:[1,2,4,6,7,33,35,36,37,41,42],longer:[3,4,9,11,15,26,28,30,33,42],loocv:[7,36,37],look:[1,2,3,4,5,6,7,8,9,10,11,12,14,17,19,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],loop:[2,5,7,11,13,15,24,25,26,33,36,41,42],lose:[2,41,42],loss:[0,1,2,4,5,6,7,8,9,11,12,14,23,26,27,28,33,35,36,39,40,41,42],loss_fil:5,lossfil:5,lost:5,lot:[1,2,5,7,36,38,39,40,41,42],low:[1,7,10,11,12,27,33,34,36],lower:[1,2,4,7,10,11,17,23,26,34,40,41,42],lowercas:[26,33],lowest:[10,14,30,38,39],lr:[2,4,5,11,41],lrelu:[41,42],lstat:1,lstm:5,lstm_2layer:5,lstsq:[1,33,34],lt:[7,36],lu:[1,6,33,34],lubksb:26,luckili:[3,42],ludcmp:26,lux:26,lvert:[2,41,42],lw:[1,33],m:[1,2,3,4,6,7,9,10,11,12,13,14,22,26,29,30,31,32,33,34,35,36,37,38,39,40,41,42],m_1:15,m_:[10,13,40,41],m_h:[1,33],m_k:15,m_l:[13,40,41],m_n:[1,33],m_p:[1,33],m_t:[14,38,39],ma:12,machin:[2,4,5,6,7,8,10,11,12,13,16,22,26,29,32,34,35,36,39,40,41,42],machinelearn:[1,7,17,18,20,21,25,27,29,31,32,33,37,38,39],mackai:32,made:[1,2,4,5,6,7,8,10,12,13,19,27,28,33,34,37,39,40,41],mae:[1,33],magic:5,magnitud:[0,2,7,8,14,23,34,35,37,38,39,40,41,42],mai:[0,1,2,3,4,6,7,8,9,10,12,13,14,19,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],mail:[29,31],main:[1,2,4,5,6,7,8,10,26,27,28,32,34,37,40,41],mainli:[0,1,6,7,8,10,33,34,35,36,37],maintain:[7,36],major:[2,7,10,11,14,26,33,36,37,38,39,41,42],make:[0,2,3,4,5,6,7,8,9,12,13,14,22,23,24,25,26,27,28,30,32,35,36,37,38,39,40,41,42],make_axes_locat:7,make_classif:[39,40],make_moon:[9,10,11],make_pipelin:[1,7,11,34,36],make_vjp:24,makedir:[1,7,8,10,33,34,36,37],makeplot:[1,33],malcondit:26,malign:[0,2,8,10,37,41,42],mammographi:[6,35,36],manag:[1,3,4,16,25,27,33,42],mandatori:[24,31,33],mani:[0,1,2,4,5,6,7,8,9,10,12,14,15,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],manifold:12,manner:4,manual:[7,23,24,34,35,37],map:[1,2,3,7,8,9,12,13,15,27,30,33,37,39,41,42],marc:34,margin:[1,6,9],marit:[1,33],mariu:[],mark:33,marker:[1,8,22,26,33,37,39],markov:[25,33],marsaglia:30,mass:[1,2,6,14,34,38,39,41,42],massag:[1,33],masses2016:[1,33],masses2016ol:[1,33],masses2016tre:1,masseval2016:[1,33],master:[7,17,21,27,29,31,37,38,39],mat1100:[25,33],mat1110:[25,33],mat1120:[25,33],mat:[25,33],match:[2,5,6,14,15,34,37,38,39,40,41],match_complex:[],materi:[5,6,8,14,18,26,31,38,39],math:[0,4,8,13,14,22,26,30,32,33,37,38,39,40,41,42],mathbb:[1,5,6,7,8,9,12,13,14,15,18,19,20,26,27,30,33,34,35,36,37,38,39,40],mathbf:[0,1,6,7,8,9,14,19,20,22,26,27,33,34,35,36,37,38,39,40],mathcal:[0,2,6,7,8,14,20,27,35,36,37,38,41,42],matheemat:4,mathemat:[1,7,12,13,14,18,23,25,26,30,32,33,35,37],mathemati:33,mathmlbook:17,mathrm:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,27,30,33,34,35,36,37,38,39,40,41,42],matmul:[2,3,6,35,40,41,42],matmul_adjoint_1:[],matmul_vjp_1:[],matnat:32,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42],matric:[1,2,4,5,7,8,9,12,14,17,18,25,34,37,38,40,41,42],matrix:[1,3,4,5,7,8,9,11,14,16,17,18,19,20,22,23,27,28,30,36,40],matshow:[2,41,42],matter:[3,4,14,34,37,38,39,40,42],max:[1,2,3,4,5,10,11,13,14,22,23,31,33,37,38,39,40,41,42],max_depth:[1,10,11],max_diff1:[3,42],max_diff2:[3,42],max_diff:[3,42],max_it:[0,1,2,9,10,12,14,33,37,38,39,40,41,42],max_iter:15,max_leaf_nod:11,max_sampl:11,maxdegre:[1,7,11,34,36],maxdepth:11,maxim:[0,2,5,6,8,9,12,35,36,37,41,42],maximum:[0,1,3,4,6,8,9,10,11,14,15,33,34,38,39,42],maxpolydegre:[6,7,35,36,37],maxpooling2d:4,mbox:[6,7,19,27,34,35,36],mcculloch:[13,39,40],md:[12,21,27,38,39],mdoel:5,mean:[2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,30,33,36,38,39,40,41,42],mean_absolute_error:[1,33],mean_divisor:15,mean_i:30,mean_matrix:15,mean_squared_error:[1,5,7,8,11,33,34,36,37],mean_squared_log_error:[1,33],mean_vector:15,mean_x:30,meaning:[1,5,8,33,37],meansquarederror:[1,33],meant:[0,4,8,11,14,37,38,39,40],measur:[1,2,3,6,7,10,12,13,15,20,27,28,30,33,34,35,36,40,41,42],mechan:[1,5,30,33],median:[1,33,34],medicin:[13,39,40],medium:[5,9,14,28,38,39],medv:1,meet:[1,31],mehta:[1,33,34,35],memori:[4,5,12,13,14,22,26,38,39,40],mention:[1,13,14,27,28,30,33,37,38,39,40],mere:[1,16,28,33],meshgrid:[3,6,7,9,10,11,12,27,34,41,42],mess:[],messag:[6,14,38,39],messi:[3,42],messier:24,met:[1,4,9,34],metadata:[],meteorolog:10,meter:[7,34,35],method:[0,1,2,3,4,5,6,8,9,12,13,15,17,18,19,20,23,24,25,26,28,30,32,34,35,40],metion:[7,27],metric:[0,1,2,4,7,8,10,11,15,16,17,23,24,33,34,36,37,41,42],metropoli:[25,33],mev:[1,30,33],mgd:[14,38,39],mglearn:[25,33],mgrid:[14,38],mhjensen:[0,4,5,7,9,10,12,15,22,39],mi:11,mia:[31,33],michael:[28,40,41],michigan:[0,33,35,37,38,39,41,42],microsoft:32,mid:[2,41,42],midel:5,midnight:[17,18,19,20,21,22,23,24],midpoint:10,might:[1,2,3,5,7,10,14,24,34,35,37,38,39,40,41,42],mild:10,millimet:[7,34,35],million:[1,33,34,38,39],mimic:[13,39,40],min:[1,3,6,9,10,42],min_:[1,3,6,15,18,33,34,35,42],min_samples_leaf:10,mind:[1,7,14,23,27,33,34,35,36,37,38],mindboard:5,mine:[25,33],mini:[2,12,13,14,22,28,37,40,41],minibatch:[2,12,14,41,42],minibathc:[14,38,39],miniforge3:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],minim:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,18,19,22,27,34,35,36,38,39,40,41],minima:[1,2,8,14,33,37,38,39,41,42],minimum:[1,2,3,7,9,10,12,14,34,36,37,38,39,41,42],minmaxscal:[1,34,41,42],minor:30,minst:[2,41,42],minu:[8,37],mirjalili:33,mirror:10,misc:[7,27],misclassif:[9,10,11],misclassifi:[9,11],miser:1,mismatch:[2,40,41],miss:[1,8,11],mistak:5,mit:32,mix:[2,3,33,40,41,42],mixtur:[14,22,38,39],mk:[10,26],mkdir:[1,7,8,10,33,34,36,37],ml:[1,2,11,14,26,27,28,34,37,38,39,40,41,42],mlab:30,mlbook:33,mle:[6,8,37],mlp:[2,39,40,41,42],mlpclassifi:[2,39,40,41,42],mlpregressor:[1,33],mlq:42,mm:26,mml:34,mn:[13,30,39],mnist:[2,12,28,40,41,42],mod:30,mode:[29,31,33,41,42],model:[0,3,4,6,8,9,10,11,12,14,15,16,17,19,20,22,23,25,27,30,32,34,35,36,37,38],model_select:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],moder:11,modern:[1,7,8,25,33,36,37,40,41,42],modif:[3,13,14,38,39,42],modifi:[0,1,2,4,6,8,9,11,13,14,33,34,35,37,38,39,40,41,42],modul:[0,1,10,12,26,33,35],modular:30,modulo:30,moe:[12,34],moment:[6,7,14,22,30,35,36,41,42],moment_correct:[41,42],momentum:[24,28,40,41,42],momentum_schedul:[41,42],mondai:33,monitor:[14,22,38,39],monoton:[6,13,30,35,36,39,40,41,42],mont:[1,7,25,30,32,33,36],moor:[6,7,35],more:[1,2,3,5,6,8,9,10,11,12,13,14,15,19,23,24,25,28,30],moreov:[1,4],morten:[0,31,33,34,35,36,37,38,39,40,41,42],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,27,30,33,34,35,36,37,38,39,40,41,42],mostli:[2,12,40,41],motion:[1,14,38,39],motiv:[2,5,40,41],move:[1,5,6,7,8,10,13,14,15,22,23,24,27,30,34,35,36,37,38,39,40,41,42],mpl:[1,8,33,37],mpl_toolkit:[3,7,14,27,37,38,42],mplot3d:[3,7,14,27,37,38,42],mplregressor:[2,41,42],mse:[1,5,6,7,10,11,16,17,18,20,24,27,28,33,34,35,36,37,41,42],mse_der:24,mse_simpletre:11,mselassopredict:[6,35],mselassotrain:[6,35],mseownridgepredict:[7,35],msepredict:[6,35],mseridgepredict:[1,6,7,35,37],msetrain:[6,35],msle:[1,33],mt:[0,8,13,37,39,40,41],mu0:30,mu1:30,mu2:30,mu:[1,7,12,14,30,33,36,38,39],mu_1:34,mu_:[7,30,34,35,36],mu_i:[7,34,35],mu_n:12,mu_x:30,much:[1,2,3,4,5,6,7,9,10,11,12,13,14,23,24,26,27,30,33,34,35,36,38,39,40,41,42],multi:[1,2,4,8,25,33,37],multiarrai:23,multiclass:[0,2,8,37],multidimension:[12,13,33,39,40],multilay:[2,41,42],multinomi:[0,8,37],multipl:[0,3,5,6,7,8,13,14,24,30,34,36,37,38,39,40],multipli:[4,6,7,12,14,26,30,34,35,38],multiplum:9,multivari:[1,3,11,12,25,30,33,42],multivariate_norm:[12,15],murphi:[12,32,33],must:[2,3,6,7,9,11,13,14,15,24,30,34,36,37,38,39,40,41,42],mutat:[8,37],mutual:[2,4,7,14,36,37,38,40,41,42],mx_:30,myenv:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],myriad:[1,16,25,33],mz1:30,mz2:30,n1:26,n2:26,n:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],n_0:[13,30,39],n_:[2,3,4,9,13,30,39,41,42],n_boostrap:[7,11,36],n_bootstrap:[7,36],n_categori:[2,4,41,42],n_cluster:15,n_compon:12,n_data:[0,39],n_epoch:[14,22,38,39,41,42],n_estim:11,n_examples_to_gener:5,n_featur:[2,40,41,42],n_filter:4,n_hidden:[3,42],n_hidden_neuron:[1,2,33,40,41,42],n_i:30,n_input:[1,2,4,34,40,41,42],n_instanc:10,n_iter:[37,38],n_iter_i:[0,10,12],n_job:11,n_k:15,n_l:[13,30,39],n_layer:[2,41,42],n_m:10,n_neuron:[2,41,42],n_neurons_connect:4,n_neurons_layer1:[2,41,42],n_neurons_layer2:[2,41,42],n_output:[40,41],n_point:15,n_sampl:[7,9,10,11,15,36,39,40],n_split:[7,36,37],n_step:5,n_t:[3,42],n_x:[3,42],nabla:[2,14,37,38,41,42],nabla_:[3,14,22,37,38,39,42],nabla_w:[14,38,39],nafter:[41,42],nag:[14,38,39],naimi:[1,33],naiv:[0,8,37],naive_kmean:15,najafi:[31,33],name:[1,2,4,5,6,7,8,9,10,11,13,14,15,16,23,25,26,27,30,31,33,34,35,36,37,38,39,40,41,42],nameerror:[11,27],namespac:[4,5,15],nan:[41,42],narrow:[14,38,39],nary_f:24,nary_op_arg:24,nary_op_kwarg:24,nary_oper:24,nation:[2,6,35,36,41,42],nativ:[25,33],natur:[1,2,5,9,10,13,14,27,28,30,32,33,37,38,39,40,41,42],navier:[13,39,40],nb:30,nb_:26,nbconvert:33,nbviewer:10,nd:15,ndarrai:[7,41,42],nderiv:[41,42],ndim:38,ne:[10,11,26,30,34],nearest:[2,4,7,12,41,42],nearli:[14,37,38],neat:33,neatli:[],neccesari:[7,36],necess:[3,42],necessari:[1,2,4,5,9,15,33,40,41,42],necessarili:[1,5,12,30,33],necesserali:[6,35,36],neck:[8,37],need:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,23,24,26,28,30,34,35,36,37,38,39,40,41,42],neg:[0,1,2,4,6,7,8,11,14,26,30,33,35,36,37,38,39,40,41,42],neg_mean_squared_error:[7,36,37],neglect:30,neglig:30,neighbor:[4,7,12],neither:[5,14,38,39],neq:[14,15,30,37,38],nerual:[41,42],nervou:[13,39,40],nest:[10,13,39],nesterov:[14,38,39],net:[3,5,13,39,40,42],netlib:[26,33],network:[1,10,14,22,23,24,25,32,34,38],network_input_s:[23,24],neural:[0,1,14,22,23,24,25,32,34,37,38],neural_network:[1,2,3,33,39,40,41,42],neuralnetwork:[2,24,41,42],neuralnetworksanddeeplearn:[28,40,41],neuron:[2,3,4,5,13,41,42],neutal:[],neutral:[1,33],neutron:[1,33],never:[2,5,7,10,30,36,40,41,42],new_box:[3,23,24],new_chang:[14,22,38,39],new_hobbit:33,new_root:24,new_trac:24,newaxi:[1,4,7,10,23,36,37],newli:[1,33],newton:[2,8,9,14,30,40,41,42],next:[1,2,3,4,5,6,7,8,9,10,14,15,22,23,24,33,34,35,37,38,39,40,41,42],next_guess:[14,38],next_input:5,ng:[2,40,41,42],ngini:10,nhow:[41,42],ni:[15,22],nice:[1,2,6,12,24,33,34,35,36,41,42],nielsen:[28,40,41],nine:[40,41],niter:[14,22,37,38,39],nitric:1,nlambda:[1,6,7,35,36,37],nlp:32,nm:30,nm_n:[1,33],nmse:[7,36],nn:[3,6,7,13,26,35,36,39],nn_model:[2,41,42],nnmin:[3,42],node:[2,3,4,10,11,13,23,24,28,39,42],node_constructor:24,nois:[1,5,6,7,9,10,11,14,16,17,20,27,33,34,35,36,37,38],noise_dimens:5,noisi:[2,7,20,27,36,41,42],non:[1,2,4,6,7,8,10,11,12,13,14,15,22,23,26,30,33,34,35,36,37,38,39,40,41,42],noncommerci:28,none:[0,1,2,3,5,6,10,11,14,24,30,33,34,35,36,37,40,41,42],nonlinear:[4,7,9,10,12,13,36,39,40],nonneg:[7,10,14,36,37,38],nonparametr:7,nonsens:30,nonsingular:26,nonumb:[0,4,8,9,14,22,26,37,38,39],nor:[2,5,14,24,38,39,40,41],norm:[1,2,6,7,9,12,14,18,33,34,35,36,37,38,39,40,41,42],normal:[0,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,23,25,26,27,28,30,33,34,35,37,38,39,42],normali:[26,33],norwai:[7,27,28,33,36,39],notat:[1,3,6,7,14,15,22,30,33,34,35,36,38,40,41,42],note:[0,1,2,3,4,5,6,7,8,9,12,13,14,15,16,17,24,25,26,28,30,32,33,36,37,38,40,41,42],notebook:[1,2,4,10,16,23,24,25,27,28,33,40,41,42],notesseptember16:37,notesseptember30:39,notfounderror:[4,5,15],noth:[2,3,6,9,13,15,30,34,35,39,40,41,42],notic:[5,6,13,14,24,26,30,33,35,38,39,40,41],notimplementederror:[41,42],notion:4,notrace_primit:[],noutput:[41,42],novel:[4,7,11,37],novemb:[2,29,31,33,41,42],now:[0,1,3,5,6,7,8,9,11,12,13,15,16,17,18,23,24,25,26,27,28,30,33,34,37,40],nowadai:[1,2,4,10,25,33,40,41,42],nox:1,np:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],npr:[3,42],nsampl:[7,10,36,37],nt:[3,42],ntrained_model:[7,35],nu:30,nuclear:[6,34],nuclei:[1,30,33],nucleon:[1,33],nucleu:[1,33],num:5,num_coordin:[3,42],num_equ:[41,42],num_featur:[0,39],num_hidden_neuron:[3,42],num_it:[3,42],num_iter:[0,22,39],num_neuron:[3,42],num_neurons_hidden:[3,42],num_not:[41,42],num_point:[3,42],num_tre:11,num_valu:[3,42],number:[0,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,26,27,28,29,31,33,35,36,37,41],numberid:[8,37],numberparamet:4,numer:[1,6,7,10,11,12,13,14,18,22,23,25,26,32,33,34,35,36,37,38,39,40],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,23,24,25,27,30,34,35,36,37,40,41,42],numpy_box:[],numpy_vjp:[],numpy_wrapp:[],nunmpi:[6,34],nvalu:10,nx:[3,42],nx_test:[7,35],nx_train:[7,35],nx_train_mean:[7,35],ny:[30,41,42],ny_pr:[7,35],ny_train:[7,35],ny_train_mean:[7,35],o:[1,7,8,9,10,12,16,22,26,31,32,33,37,39],obei:[7,12,14,34,35,38],obj:[],object:[1,2,3,5,7,9,11,26,33,38,40],obliqu:[6,34],observ:[1,2,4,6,7,8,9,10,11,12,13,14,15,30,35,36,37,38,39],obtain:[0,1,2,6,7,8,9,10,11,13,14,15,18,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],obviou:[6,7,12,30,34],obviouli:33,obvious:[1,5,6,7,22,26,28,33,35,36],oc:34,occupi:1,occur:[1,3,7,9,10,24,26,30,33],oct:28,octob:[0,22,23,24,29,31,33,39],od:1,odd:[0,1,4,8,33,34,37],odenum:[3,42],odesi:[3,42],odin:33,oen:1,off:[2,4,5,6,10,14,20,30,35,36,38,39,41,42],offer:[7,12,25,26,29,31,33,36],offic:[31,33],offici:[29,33],offlin:[23,24],often:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,17,23,25,26,27,30,33,34,36,37,38,39,40,41,42],ofter:[26,33],og:[41,42],ol:[1,14,16,17,18,19,28,33,34],old:[2,6,11,14,35,36,37,38,41,42],ols_sk:7,ols_svd:7,olsbeta:[1,6,35],omega:[3,4,7,42],omega_0:4,omit:[1,6,33,34,35,36],omlmp_kkie0:37,onc:[2,7,10,12,14,36,37,38,39,40,41,42],one:[0,1,2,4,5,6,7,8,9,10,11,12,14,15,20,22,23,25,26,27,28,30,31,33,34,35,36,39],one_hot_predict:23,onehot:[2,41,42],onehot_vector:[2,41,42],onehotencod:10,ones:[1,3,6,7,9,10,11,12,14,22,23,24,26,27,33,34,35,36,37,38,42],ones_lik:5,ong:34,onl:4,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],onlin:[12,29,40,41,42],onto:[6,12,34],open:[1,2,5,7,8,10,16,25,27,29,31,33,36,37,41,42],oper:[1,2,4,6,7,11,12,13,14,16,23,24,25,30,33,34,35,36,38,39,41,42],operation:30,oplu:30,opmiz:[14,38,39],opportun:1,oppos:[7,14,38,39],opposit:[2,6,9,34,40,41],opt:[2,6,28,33,35,40,41,42],optim:[1,3,4,5,6,7,8,10,11,12,15,16,17,18,19,20,22,23,24,27,28,35,36],optimis:[2,4,41,42],option:[0,1,2,4,6,7,9,10,12,22,26,27,28,34,35,36,39,41,42],optmiz:[2,9,14,22,34,38,39,40,41,42],oral:33,orang:1,order:[1,2,3,4,6,7,8,9,10,11,12,13,16,17,23,26,27,28,30,33,34,35,36,37,40,41,42],ordinari:[1,3,4,8,12,14,16,17,18,20,22,25,28,36,37,38,39],oreilli:[32,33],org:[0,1,4,5,10,12,22,23,25,26,27,28,32,33,35,38,39,40,42],organ:[7,8,11,26,36,37],orgin:40,orient:[2,6,30,34,35],origin:[1,4,6,7,9,12,13,14,26,33,34,36,38,39],orthogn:[6,34],orthogon:[1,6,7,9,12,14,18,26,33,34,35,38],orthonorm:[6,34,35],os:[1,2,5,6,7,8,9,10,31,33,34,35,36,37,41,42],oscar:[2,40,41],oscil:[4,14,38,39],oserror:[1,4,5,8,15,37],oslo:[0,1,16,25,27,28,29,31,33,34,35,36,37,38,39,40,41,42],osx:[1,16,25,27,33],other:[1,2,3,4,6,7,8,9,11,14,15,16,20,23,24,25,28,29,30,31,32,35,36,38],otherwis:[1,2,5,8,14,22,26,28,33,37,38,39,41,42],ouput:[6,8,13,35,36,37,42],our:[0,2,3,4,7,8,9,10,11,13,15,16,17,18,19,20,22,23,25,26,27,28,30,35,36,39,42],ourmodel:1,ourselv:[1,6,7,9,12,14,33,34,35,36,37,38],out1:[],out2:[],out:[1,2,3,5,6,7,8,9,10,11,12,13,14,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],out_deriv:[41,42],out_fil:10,outcom:[1,8,10,11,13,30,34,37],outdoor:10,outer:[7,13,14],outfil:5,outgrad:[],outlier:[1,9,33,34],outlin:[7,11,12,36],outlook:10,outperform:11,output:[0,1,2,4,5,6,7,8,9,10,11,13,14,17,23,24,26,27,28,30,33,34,35,36,37,38,39],output_bia:[2,41,42],output_bias_gradi:[2,40,41,42],output_func:[41,42],output_nod:[41,42],output_s:[],output_shap:5,output_weight:[2,41,42],output_weights_gradi:[2,40,41,42],outputlayer1:[13,39],outputlayer2:[13,39],outsid:[5,24],over1:[14,38,39],over:[1,2,4,5,6,7,10,11,13,14,22,24,26,27,33,34,35,36,37,38,39,42],overal:[2,11,41,42],overcast:10,overcom:[13,14,38,39,40],overdetermin:[1,33],overfit:[1,2,4,7,10,11,14,22,36,38,39,40,41,42],overflow:[2,6,35,36,41,42],overflowerror:[41,42],overhead:[13,40,41],overlap:[0,4,8,9,10,37],overlin:[1,6,7,10,11,12,15,26,33,34,35],overst:1,overtrain:5,overview:[4,37],overwritten:[41,42],own:[5,6,7,9,13,14,22,24,25,26,27,35,38,39,40,41,42],owner:1,ownmsepredict:1,ownmsetrain:1,ownridgebeta:[1,7,35],ownypredictridg:1,ownytilderidg:1,oxid:1,p0:[3,42],p1:[3,42],p:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,18,26,30,33,34,35,36,37,38,40,41,42],p_:[3,5,9,10,42],p_hidden:[3,42],p_i:[6,30,35,36],p_j:30,p_n:30,p_output:[3,42],p_x:30,pa:40,pack:[1,33],packag:[0,1,2,3,4,5,6,7,8,9,10,12,14,15,16,22,23,24,25,27,28,30,34,35,37,38,39,41,42],packtpub:33,packtpublish:33,pad:[4,5],page:[1,10,25,33,35,36,37,38],pai:[1,2,10,14,38,39,40,41],pair:[1,3,4,10,25,30,33,42],panda:[0,1,5,6,7,8,10,12,16,25,27,35,36,37],panel:33,paper:[2,42],paradigm:[1,33],parallel:[11,14,22,25,26,33,38,39],param:[3,42],param_distribut:37,param_grid:37,paramat:[3,42],paramet:[1,2,3,4,5,6,7,8,9,10,11,13,14,17,18,19,20,22,23,24,27,28,30,35,36,42],parameter:[1,7,11,27,33,34],parametr:[1,7,16,17,33,34,36],paramt:[4,6,35,36,40],parent:[24,40],parent_argnum:[],part:[1,2,3,4,6,7,11,18,19,22,23,24,26,29,30,31,33,35,36,39],partial:[0,1,2,6,7,8,9,11,12,13,14,17,23,30,33,34,35,37,38,40,41],particip:[25,29,31,33],particl:[1,5,14,30,33,38,39],particular:[1,2,3,4,6,7,10,11,12,13,14,17,27,30,32,33,34,35,36,37,38,39,40,41,42],particularli:[6,7,9,12,14,22,30,34,36,37,38,39],partit:[2,5,10,41,42],partli:[7,33,36],pass:[3,4,13,15,23,37,40],passkwarg:[],password:[27,28],past:[11,30],patch:[7,30,36],path:[1,4,5,7,8,10,15,16,25,33,34,36,37],pathcollect:[22,39],patient:[8,37],patter:5,pattern:[1,4,5,13,29,32,33,39,40],pauli:[1,33],pc:[12,25],pca:[0,1,8,25,33,34,37],pd:[0,1,5,6,7,8,10,12,33,34,35,36,37],pde:[3,42],pdf:[1,4,5,6,7,10,17,21,27,28,32,33,35,36,37,39,42],pedagog:[1,33,34],penal:[7,34,35],penalti:[7,14,27,34,35,37,38],penros:[6,7,35],pentagon:[14,37,38],peopl:[1,2,10,14,25,38,39,40,41,42],per:[1,2,7,23,29,31,33,36,40,41,42],perc_print:[41,42],percentag:[1,11,12,31,41,42],perceptron:[0,1,2,8,33,37],peregrin:33,perfect:[1,2,14,22,33,38,39,41,42],perfectli:[5,7,36],perform:[1,3,4,5,6,7,9,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40],performac:5,perhap:[1,6,14,33,34,35,37,38],perimet:[2,10,41,42],period:[2,5,30,41,42],permut:12,persist:[14,38,39],person:[6,7,8,29,31,33,34,35,36,37],perspect:32,pertin:[13,28,33,40,41,42],petal:[9,10],peter:[32,34],petersen:[40,41,42],phantom:30,phase:[7,13,39,40],phd:42,phenomena:30,phi:9,phi_k:9,philipp:[40,41,42],philosophi:[14,38],phone:[31,33],photo:5,php:28,phrase:[1,33],physic:[0,1,2,5,8,13,14,28,30,31,32,33,34,35,36,37,38,39,40,41,42],pi:[0,3,4,6,7,8,10,13,14,30,35,36,37,38,39,40,41,42],pick:[2,10,11,12,14,15,38,39,41,42],pickl:[2,41,42],pictur:[1,33],pie:[25,33],piec:[12,15,23],pillow:[1,16,25,27,33],pinv:[6,7,14,22,34,35,38,39,40],pip3:[1,2,16,27,33,41,42],pip:[1,2,16,25,27,33,41,42],pipelin:[1,7,9,11,34,36],pippin:33,pit:5,pitfal:[7,34,35],pitt:[13,39,40],pixel:[2,4,5,41,42],pixel_height:[2,4,41,42],pixel_width:[2,4,41,42],place:[1,5,7,9,14,26,27,33,36,37,38],plai:[1,4,5,6,7,9,12,24,25,33,34,35,36,37,40,41],plain:[9,11,13,14,15,22,28,37,38,40,41],plan:[7,10,31,32,33,41],plane:[9,10],plateau:[6,35],platform:[25,33],plausibl:[13,39,40,41],pleas:[0,10,12,14,27,28,31,33,38,39],plenti:[2,40,41],plethora:[4,13,39,40],pliahhy2ibx9hdharr6b7xevztgzra1p:[39,40,41],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,23,25,26,27,28,30,33,34,35,38,39,40,41,42],plot_all_sc:[27,35],plot_confusion_matrix:[0,8,11,37],plot_count:7,plot_cumulative_gain:[0,8,11,37],plot_data:[2,41,42],plot_dataset:9,plot_decision_boundari:[10,11],plot_import:11,plot_iris_dataset:23,plot_max:5,plot_min:5,plot_model:5,plot_numb:5,plot_predict:9,plot_regression_predict:10,plot_result:5,plot_roc:[0,8,11,37],plot_surfac:[3,7,14,27,38,42],plot_train:10,plot_tre:[10,11],plqvvvaa0qudcjd5baw2dxe6of2tius3v3:[39,40,41],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],plu:[1,4,6,8,33,34,35,37],pluggabl:[4,5,15],plugin:[4,5,15],pm:[9,36],pmatrix:[3,42],pml:32,pn:4,png:[1,5,7,8,10,33,34,36,37],point:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,20,22,26,27,30,31,33,34,36,37,38,39,41,42],point_1:5,point_2:5,poisson:[25,30,33],poli:[7,9,36,37],poly100_kernel_svm_clf:9,poly3:1,poly3_plot:1,poly3dcollect:38,poly_degre:[41,42],poly_featur:[9,10],poly_features10:10,poly_fit10:10,poly_fit:10,poly_kernel_svm_clf:9,polydegre:[1,6,7,11,34,35,36],polygon:[14,37,38],polym:[13,39,40],polymi:27,polynomi:[1,6,7,8,9,10,11,12,16,17,18,20,22,27,28,33,34,36,37,39,40],polynomial_featur:[7,36],polynomial_svm_clf:9,polynomialfeatur:[1,7,9,10,34,36,37],polytrop:[1,7,33,36],pool:4,pool_siz:4,poor:[2,14,22,37,38,39,40,41],poorli:[1,34],pop:[],popul:[1,6,33,34,35,36],popular:[1,2,4,7,8,9,10,12,13,16,25,26,27,30,34,37,39,40,41],popularli:[1,33],portabl:11,portion:[12,14,22,38,39],pose:[1,5,6,7,12,30,33,36],posit:[1,2,3,4,6,8,9,11,12,14,15,23,24,26,30,33,34,35,36,37,38,39,40,41,42],possibl:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,22,23,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41],posterior:[6,35,36],postpon:[1,33,34],postscript:[27,28],postul:[6,35,36],potenti:[1,4,6,7,13,14,33,34,35,36,38,39,40],pott:[13,39,40],power:[1,2,6,7,9,10,13,14,33,34,36,38,39,40,41,42],pp:[6,7,19,35,36,37,40,41,42],practic:[0,1,6,7,8,9,23,27,28,30,34,35,36,37],practition:[1,2,4,33,40,41,42],pre:33,precalcul:40,preced:[2,12,13,30,39,41,42],preceed:[5,41,42],preceq:9,precis:[1,3,6,12,14,26,27,28,30,33,34,35,36,38,39,40,42],pred:[7,36,38,39],pred_train:[41,42],pred_val:[41,42],predicit:1,prediciton:[41,42],predict:[0,1,2,6,7,8,9,10,11,16,17,24,25,27,32,33,34,35,36,37,39,40,41,42],predict_prob:[2,41,42],predict_proba:[0,8,11,37,39,40],predictor:[1,6,7,8,10,11,12,33,34,35],prefer:[1,2,7,9,10,12,14,16,25,27,28,33,40,41],prepar:[1,7,26,27,28,33,34],preprocess:[0,1,5,7,8,9,10,11,12,27,35,36,37,41,42],prerequisit:1,prescript:[27,28],presenc:[14,38,39],present:[1,6,7,8,10,13,14,22,26,27,28,30,33,34,35,38,39,40,41,42],preserv:[4,12,26],press:[14,32,37,38,40,41,42],pretrain:[2,5,40,41],pretti:[1,5,9,10,16,23,25,27,33],prev_centroid:15,prevent:[14,30,38,39],previou:[1,2,3,4,5,6,7,9,11,12,13,14,22,23,24,26,27,28,30,34,37,38,39,40,41,42],previous:[3,4,10,11,30,42],price:[1,5,10,14,38,39],primal:9,primari:[1,8,33,37],prime:30,primit:[3,23,24],princip:[0,1,6,8,25,33,34,37],principl:[1,7,8,9,15,33,36,37],print:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,23,24,26,30,33,34,35,36,37,38,39,40,41,42],print_funct:[9,10],print_length:[41,42],printout:[1,33],prior:[1,6,7,33,35,36],privat:1,pro:28,prob:[2,30,41,42],probabilist:[1,32,33,34],probabl:[0,1,2,4,5,7,8,11,14,23,25,33,34,37,38,39,40,41,42],problem:[0,1,4,5,6,7,8,9,10,11,12,13,17,18,25,26,27,28,30,36],probml:32,proce:[1,6,7,8,9,10,11,12,14,26,33,34,35,36,38,40],procedur:[3,5,6,7,9,11,12,14,22,27,34,35,36,37,38,39,42],proceed:26,process:[1,3,5,7,10,11,13,14,16,22,25,26,27,30,32,33,36,37,38,39,40],prod:32,prod_:[2,6,8,35,36,37,41,42],produc:[1,4,5,6,7,10,11,12,13,14,25,26,27,30,33,34,35,36,38,39,40],product:[1,2,4,6,7,8,9,13,14,17,22,25,26,33,34,35,36,37,39,40,41,42],profess:[1,33],progag:28,program:[1,2,5,6,7,9,13,15,16,17,22,25,26,29,30,31,33,34,39,41],programm:26,progress:[2,5,15,38,40,41,42],prohibit:[7,36],project1:[7,27],project:[1,2,3,4,6,12,14,18,19,20,21,22,24,25,29,31,34,35,36,38,39,40,41,42],project_root_dir:[1,7,8,10,33,34,36,37],projectwrit:27,promin:[13,39,40],promis:9,promot:[31,33],prone:[10,23,40],pronounc:[14,25,33,38,39],proof:[1,12,13,14,33,36,37,38,40],prop:[41,42],propag:[3,4,14,23,24,28,38,39],proper:[1,3,7,8,27,36,42],properli:[2,7,9,11,14,22,27,28,38,39,40,41],properti:[1,2,4,13,14,17,18,26,33,36,38,39,40,41,42],propgag:40,proport:[1,2,6,10,12,14,17,30,33,34,38,39,41,42],propos:[2,5,7,11,27,28,33,40,41],propto:[6,14,35,36,37,38,39],proton:[1,33],prove:[4,14,37,38,39],provid:[1,2,4,5,6,7,9,10,11,13,14,16,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],proxi:[2,14,22,38,39,40,41],prune:10,pseudo:[26,30,38],pseudocod:[27,28],pseudoinv:[6,35],pseudoinvers:[6,7,35],pseudorandom:[7,30,36],psycholog:[1,33],pt:[14,38],publish:[40,41,42],punish:[1,2,33,41,42],pure:[4,10,30],purest:10,puriti:10,purpos:[1,4,11,13,15,23,33,39,40],put:[2,41,42],py:[0,1,2,3,4,5,6,7,8,9,10,12,15,22,23,24,33,35,36,37,38,39,41,42],py_tf:[4,5,15],pycod:33,pydata:25,pydot:10,pyhton2:33,pylab:[1,8,33,37],pypi:25,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],pythagora:[6,35,36],python2:[1,16,27,33],python3:[0,1,3,4,5,7,8,9,10,12,15,16,22,23,24,25,27,33,35,37,39],python:[2,3,4,5,6,7,9,12,13,14,15,17,22,23,24,27,28,30,34,35,38,39,40,41,42],pytorch:[1,25,27,28,33,40,41,42],q:[6,7,9,12,30,34,36,41,42],qp:9,qquad:[3,12,14,26,38,39,42],qr:[6,7,26,34],quad:[2,14,26,38,41,42],quadrat:[1,9,10,14,16,17,33,38],qualit:[5,10,27,28,30],qualiti:[1,10,16,17,25,33,34,40],quantifi:[2,40,41],quantil:11,quantit:[1,7,10,27,28,33,36],quantiti:[1,3,6,7,8,10,11,12,13,15,17,26,30,33,34,35,36,37,40,41,42],quantum:[5,13,32,33,39,40],quartil:[1,34],quasi:40,quench:6,queri:10,question:[1,6,7,10,12,13,14,27,31,33,34,35,36,38,39,40,41],qugan:5,quick:[5,30],quickli:[2,4,10,12,14,37,38,40,41,42],quit:[2,6,7,10,11,13,24,34,36,39,40,41,42],quot:5,r2:[1,6,7,28,33,34,35,37],r2_score:[1,33],r2score:[1,33],r:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,24,25,26,27,30,34,35,36,37,38,39,40,41,42],r_1:10,r_2:10,r_j:10,r_m:10,rad:1,radial:[1,9,13,39,40],radioact:30,radiu:[1,2,10,34,41,42],rag:[],rain:10,rais:[1,4,5,8,15,24,35,37,41,42],ramp:[2,40,41],ran0:30,ran1:30,ran2:30,ran3:30,rand:[1,5,6,7,10,11,14,16,17,22,23,24,26,33,34,35,36,37,38,39,41,42],randint:[7,10,14,22,36,38,39],randn:[1,2,3,6,7,10,12,14,16,17,22,23,24,33,34,35,36,37,38,39,40,41,42],random:[1,2,3,4,5,6,7,9,10,14,15,16,17,22,23,24,25,26,27,33,34,35,36,38,39,40,41,42],random_forest_model:11,random_index:[14,22,38,39],random_indic:[2,4,41,42],random_st:[0,1,8,9,10,11,12,37,39,40],randomforestclassifi:11,randomizedsearchcv:37,randomli:[2,7,10,14,15,22,36,37,38,39,41,42],randuniform:37,rang:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,22,23,24,26,30,33,34,35,36,37,38,39,40,41,42],rangl:[1,7,12,30,33,34],rangle_x:30,rank:[6,34],rankdir:5,raphson:[2,9,14,41,42],rapidli:1,rare:[0,2,14,33,37,38,39,40,41,42],rasbt:42,raschka:[28,33,34,35,36,37,38,39],rasckha:33,rashcka:[40,41,42],rashkca:[40,41,42],rate:[1,2,3,4,5,9,10,11,13,14,28,37,40],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,30,33,34,35,36,37,38,39,40,41,42],ratio:[0,5,8,10,11,12,37],rational:[1,33],ravel:[0,6,7,8,9,10,11,12,14,26,34,36,37,38,41,42],raw:4,rbf:[9,12,13,39,40],rbf_kernel_svm_clf:9,rbf_pca:12,rc:[1,30],rc_temp:[1,8,37],rcond:[1,33,34],rcparam:[1,2,4,8,9,10,11,30,33,37,41,42],re:[3,5,14,23,37,38,42],reach:[0,2,5,6,7,10,11,12,13,14,15,35,36,37,38,39,40,41,42],read:[1,3,4,5,6,7,8,9,12,13,17,22,26,27,28,29,30,32,35,38],read_csv:[1,7,8,10,33,36,37],read_fwf:[1,33],reader:[1,7,26,30,33,34,35],readi:[1,2,6,7,9,11,12,13,26,27,33,35,36,40,41,42],readili:[2,41,42],readthedoc:25,real:[0,1,2,5,8,11,12,13,24,26,34,36,37,39,41,42],real_loss:5,real_output:5,realist:9,realiti:30,realiz:[2,13,39,41,42],realli:[1,2,33,40,41,42],rearrang:[14,38,39],reason:[1,2,4,5,11,14,32,33,37,38,39,40,41],reassign:[2,41,42],reat:[41,42],reber:[41,42],recal:[6,7,10,11,12,13,24,26,30,33,34,35,36,37,38,40,41],recast:4,receiv:[2,4,11,13,30,39,40,41,42],recent:[1,2,3,4,5,7,8,11,14,15,22,23,24,27,32,33,35,36,37,38,39,40,41,42],recept:[4,13,39,40],receptive_field:4,recip:[1,7,8,26,27,28,33,34,37],reciproc:[6,35],recogn:[1,5,6,11,33,35,36],recognit:[1,2,4,13,29,32,33,39,40,41],recommen:33,recommend:[1,3,4,5,6,7,9,14,16,19,22,23,24,25,26,27,28,32,35,36,38,39],reconsid:10,reconstruct:12,record:[11,27,28,29,31,33,38,39],recreat:23,rectangl:[10,14,37,38],rectangular:[6,34],rectifi:[2,4,13,39,40,41,42],recur:[1,25,33],recurr:[1,2,25,33,41],recurs:[10,25,26,33],red:[1,4,5,7,9,10,22,36,38,39],redefin:[1,11,33,34],redefinit:35,reduc:[2,4,6,7,10,11,12,14,22,33,35,36,37,38,39,41,42],reduct:[1,11,12,25,30,33,34],refer:[0,1,2,3,4,6,7,10,12,13,14,15,21,26,28,32,33,34,36,37,38,39,40,41,42],referenc:[3,40,41,42],refin:[13,39,40],refit:[7,36],reflect:[1,2,5,6,27,28,30,33,41,42],refresh:[25,33],refreshprogrammingskil:33,reg:[11,12],regard:[2,10,14,38,40,41],regardless:[13,39,40,41],region:[4,5,7,10,13,27,39,40],regist:[7,27,30],reglasso:[6,35],regr_1:[1,10],regr_2:[1,10],regr_3:[1,10],regress:[2,9,12,13,16,17,22,25,26,41,42],regressor:[1,8,11,33,37,41,42],regridg:[1,6,7,35,37],regular:[0,1,4,5,6,7,8,10,14,18,28,31,33,34,35,36,38,39,40],regularis:7,reilli:[1,16,32,33],reinforc:[1,9,25,33],reiniti:[41,42],reiter:[2,41,42],reject:8,rel:[0,1,5,7,8,10,13,14,23,30,33,34,36,37,38,39,40,41],relat:[1,2,4,5,6,12,14,15,26,30,33,35,36,38,39,40,41],relationship:[1,5,10,33],relativeerror:[1,33,34],releas:[2,25,28,33,41,42],relev:[0,1,2,6,8,12,16,22,25,27,28,30,33,35,42],reli:[1,7,9],reliabilti:[27,28],reliabl:[8,30,37],relu:[4,5,23,24,28,33],relu_d:24,remain:[2,3,5,7,13,26,30,34,35,36,37,39,40,41,42],remaind:30,reman:[3,42],remark:[2,40,41],rememb:[1,9,14,23,24,26,27,28,33,38,39],remind:[1,6,12,14,26,30,34,35,36],remov:[1,5,6,7,34,35],render:[1,10,33,34],reorder:[0,6,8,34,35,37],reorgan:[1,33],repeat:[1,2,4,5,6,7,10,11,12,14,15,22,26,27,28,30,33,35,36,37,38,39,40,41,42],repeat_to_match_shap:[],repeated:33,repeatedli:[1,7,11,14,36,38,39],repet:4,repetit:[7,33,34,36,37,38],rephras:[14,37,38],replac:[1,2,4,5,6,7,11,13,15,16,17,22,25,27,28,33,34,35,36,37,40,41,42],replica:[7,36],repo:[27,28],report:[21,33,38,39],reportexampl:[21,27],reportsampl:21,repositori:[1,5,27,28,33],repres:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,28,30,33,34,35,36,37,38,39,40,41,42],represent:[1,2,4,7,10,30,33,36,37,41,42],representd:4,reproduc:[1,6,7,10,13,16,17,25,27,30,33,34,40,41,42],repuls:[1,33],request:[1,3,14,22,38,39],requir:[1,2,4,5,6,7,9,10,12,13,14,18,26,33,34,35,36,37,38,39,40,41],rerun:[10,41,42],res1:[3,42],res2:[3,42],res3:[3,42],res_analyt:[3,42],res_analytical1:[3,42],res_analytical2:[3,42],res_analytical3:[3,42],resaml:[7,27],resampl:[1,8,11,20,25,33,34,37,38,41,42],rescal:[1,12,13,34,39],rescu:[6,35,36],reseach:[7,27],research:[1,5,14,22,23,24,25,32,33,38,39],resembl:[7,30,36],reserv:[2,6,7,30,35,36,41,42],reset:[41,42],reset_weight:[41,42],reshap:[1,2,3,4,5,7,9,10,11,16,17,26,33,34,36,41,42],residenti:1,residu:[1,6,14,33,38],resiz:[6,34],resourc:33,respect:[0,1,2,3,4,6,7,8,9,11,12,13,14,15,17,18,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],respond:[13,39,40],respons:[1,8,10,13,33,34,37,39,40],rest:[1,6,23,24,34],restat:[1,13,33],restor:5,restored_discrimin:5,restored_gener:5,restrict:[1,4,10,13,33,39,40,41,42],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,23,24,25,26,27,28,30,33,36,37,38,39,42],result_typ:23,retail:1,retain:[6,7,34,36,37],rethink:36,retriev:33,return_data:15,return_sequ:5,return_x_i:10,reus:[2,4,7,19,20,21,24,27,28,40,41],reveal:[1,13,33,39,40],revers:[2,24,26,41,42],review:[25,26],revisit:[15,40],revolut:33,reward:[1,5,33],rewrit:[0,1,4,6,7,8,9,11,12,13,14,20,26,27,30,35,37,38,39,40,41],rewritten:[3,7,9,11,30,36,42],rewrot:[14,37,38],rf:11,rgb:4,rgoj5yh7evk:25,rh:[7,36],rho2:[41,42],rho:[1,11,14,22,33,38,39,41,42],rho_1:11,rho_2:11,rho_m:11,rich:[1,33],ride:10,rideclass:10,ridedata:10,ridg:[0,8,12,14,22,25,28,33],ridge_sk:7,ridgebeta:[6,35],ridgecv:37,right:[0,1,2,3,4,6,7,8,9,10,11,13,14,15,17,18,20,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],right_sid:[3,42],rightarrow:[1,2,6,7,9,12,13,14,30,33,34,36,37,38,39,40,41,42],rigor:[1,33],ring:7,rise:[1,33],risk:[1,14,16,17,33,37,38,39],rival:5,river:1,rlm:33,rm:[1,30,41,42],rms_prop:[41,42],rmse:1,rmsporp:[14,22,38,39],rmsprop:[2,4,5,14,28,40,41,42],rnd_clf:11,rng:30,rnn1:5,rnn2:5,rnn:[5,13,39,40],rnn_2layer:5,rnn_input:5,rnn_output:5,rnn_train:5,rntrick1:30,rntrick2:30,rntrick3:30,rntrick4:30,ro:[1,14,22,33,37,38,39],robert:[19,27,32],robust:[1,33],robustscal:[1,34],roc:[8,11],role:[1,3,6,7,9,25,33,34,35,36,37,40,41,42],roll:7,room:[1,31,33],root:[1,6,10,14,30,34,35,37,38,39],rot:33,rotat:[2,9,10,11,41,42],rotation_matrix:10,roughli:[2,4,40,41],round:[0,1,8,10,14,37,38,39,41,42],routin:[14,26,33,37,38],row:[1,2,3,6,7,10,12,23,26,33,34,35,36,41,42],row_stack:[],rr:[6,34],rrr:[6,34],rtol:23,rug:[14,37,38,39],rule:[1,2,6,7,14,23,24,27,33,34,35,36,38,39,42],run:[1,2,3,5,6,7,9,10,12,14,16,22,23,24,25,27,28,33,34,35,36,37,38,39,41,42],runtim:[2,7,15,40,41,42],runtimeerror:35,runtimewarn:[2,7,36,41,42],rust:[1,16,25,26,33],rvert:[2,41,42],rvert_2:[2,41,42],s:[1,2,3,4,5,6,7,8,10,12,13,14,17,18,19,23,24,25,26,27,28,30,33,34,35,40,41,42],s_1:7,s_:[4,7],s_i:[7,8,37],s_j:7,s_k:7,saddl:[14,37,38,39],safe:23,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,26,27,30,33,34,35,36,37,40,41,42],said:[7,10,14,37,38],sake:[0,1,6,8,12,33,34,35,37,40,41],sale:[1,33],sam:33,same:[1,2,3,4,5,6,7,9,10,12,13,15,18,23,24,26,27,30,33,34,35,37,40,41,42],samm:11,sampl:[0,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,20,22,25,26,27,30,33,34,35,36,37,38,39,40,41,42],sample_vari:15,sampleexptvari:30,samwis:33,sandboxmod:[23,24],sastri:12,satisfactori:[1,33],satisfi:[2,3,4,7,9,14,26,30,36,37,38,41,42],satur:[2,7,36,40,41],save:[1,5,7,8,10,14,22,24,33,34,36,37,38,39],save_fig:[1,7,8,10,11,33,34,36,37],savefig:[1,5,7,8,10,30,33,34,36,37],savetxt:5,saw:[6,34],scalabl:11,scalar:[3,6,7,11,24,34,35,36,38,40,41,42],scale:[0,1,2,4,6,7,8,9,10,11,12,13,14,16,17,18,22,24,25,26,27,28,31,33,35,37,38,39,40,41,42],scale_mean:5,scale_std:5,scaler:[1,8,9,10,11,12,27,34,35,41,42],scan:[6,8,35,36,37],scari:[6,35,36],scatter:[1,2,7,8,9,10,15,22,23,33,34,35,36,37,39,41,42],scenario:[7,14,37,38,39],schedul:[14,31,38,39],scheduler_arg:[41,42],schedulers_bia:[41,42],schedulers_weight:[41,42],scheme:[2,14,37,38,39,40,41],schrage:30,scienc:[0,1,2,11,13,14,25,29,30,31,32,37,38,39,40,41],scientif:[1,16,25,27,28,33,38,39,42],scientist:[1,33],scikit:[0,4,6,7,9,10,11,14,22,23,25,26,27,28,29,32,39,40],scikit_learn:[1,17],scikitlearn:33,scikitplot:[0,8,11,37],scipi:[1,4,6,7,14,16,25,26,27,33,34,35,36,37,38],scl:7,score:[0,1,2,4,7,8,10,11,12,16,17,23,27,28,31,33,34,36,37,38,39,40,41,42],scores_kfold:[7,36,37],scratch:[2,14,39,40,41],sdg:[14,22,38,39],sdv4f4s2sb8:39,seaborn:[0,1,2,4,7,8,22,28,33,37,41,42],seamless:[1,16,25,27,33],seamlessli:[41,42],search:[1,2,4,6,10,14,33,35,38,39,40,41,42],sebastian:[33,40,41,42],sebastianraschka:[28,33,42],sec:7,second:[0,1,3,4,5,6,7,8,9,10,12,13,15,16,17,23,24,25,26,27,28,30,31,33,34,36,37,40,41,42],second_correct:[41,42],second_mo:[22,38,39],second_term:[22,38,39],secondeigvector:12,secondli:[13,40,41,42],section:[5,12,17,18,26,27,30,34,35,37,38,39],sector:1,see:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,19,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],seed:[1,2,3,4,5,6,7,9,10,12,14,15,16,17,22,23,27,30,33,34,35,36,37,38,39,40,41,42],seed_imag:5,seek:[2,3,9,40,41,42],seem:[2,4,5,38,39,40,41,42],seemingli:[1,33],seen:[1,2,4,6,11,13,18,30,33,41,42],segment:[14,37,38,41,42],seismic:7,seldomli:[1,33],select:[2,6,7,9,10,11,12,18,27,28,29,30,31,32,33,34,35,36,41,42],self:[0,1,2,6,8,22,24,33,34,35,37,39,41,42],sell:5,semest:[0,8,29,37],semi:[9,14,37,38],semilogx:7,send:[6,13,14,23,24,31,33,38,39,40],senior:[29,31],sens:[1,5,7,9,23,27,33,36],sensibl:[4,23],sensit:[1,6,7,10,14,33,34,35,36,39],sent:[3,23,40,41,42],sentdex:[39,40,41],sentenc:[5,13,39,40],separ:[1,2,3,5,7,9,10,13,15,16,23,24,25,27,30,33,36,39,40,41,42],septemb:[18,19,20,21,27,33],sequenc:[3,4,5,8,10,11,13,14,25,26,30,33,37,38,39,40],sequenti:[2,4,5,11,13,30,39,40,41,42],seri:[1,2,3,4,5,6,7,11,12,13,14,26,33,34,35,36,37,38,39,40,41,42],serif:[1,8,30,33,37],serv:[1,2,3,4,6,8,14,22,27,32,33,34,35,36,37,38,39,40,41,42],servic:[27,28],session:[2,21,27,29,31,33],set:[0,2,5,6,7,8,9,11,12,14,15,17,18,22,23,24,25,26,27,28,30,31,35,36,38,39],set_major_formatt:[7,27],set_major_loc:[7,27],set_tick:[2,7,9,41,42],set_ticklabel:[2,7,41,42],set_titl:[0,1,2,3,4,8,13,15,33,37,39,40,41,42],set_xlabel:[0,1,2,3,4,8,13,33,37,39,40,41,42],set_xlim:[0,8,13,37,39,40,41],set_xticklabel:[2,41,42],set_ylabel:[0,1,2,3,4,8,33,37,41,42],set_ylim:[0,8,13,37,39,40,41],set_ytick:[0,8,37],set_yticklabel:[2,7,41,42],set_zlim:[7,27],seth:5,setminu:[7,37],setosa:[9,10],setosa_or_versicolor:9,setp:[7,36],setup:[2,5,7,9,22,24,25,28,33,34,40,41],sever:[1,4,6,7,8,9,10,12,13,14,22,25,26,28,30,33,34,35,36,37,38,39,40],sgd:[2,4,22,28,37,41,42],sgd_clf:9,sgdclassifi:9,sgdreg:[14,37,38],sgdregressor:[14,37,38],sgn:[6,34,35],shallow:[14,38,39],shape:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,23,24,26,33,34,35,36,37,38,39,40,41,42],shape_bas:[],share:[2,4,33,40,41,42],she:[8,37],shell:[22,39],shift:[2,7,13,30,35,39,40,41],ship:4,shire:33,shortcom:[14,37,38,39],shorten:5,shorter:30,shorthand:[33,36],shortli:[26,33],should:[1,3,4,6,7,9,10,12,13,16,17,22,23,24,26,27,28,30,33,34,35,36],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,20,22,26,27,30,33,34,35,36,37,38,39,40,41,42],show_shap:5,shown:[0,1,5,6,9,10,12,13,14,22,26,34,37,38,39,40,41,42],shrink:[4,6,7,9,12,27,34,35],shrinkag:[6,7,34,35],shrunk:12,shuffl:[1,2,5,7,14,22,34,36,37,38,39,41,42],sickit:[40,41],side:[1,3,6,9,13,14,26,28,33,35,36,37,38,39,40,41,42],sigh:[25,33],sigma0:30,sigma1:30,sigma2:30,sigma:[0,1,2,6,7,8,11,12,13,14,18,19,20,26,27,30,33,34,35,36,37,38,39,40,41,42],sigma_0:[6,34,35],sigma_1:[6,34,35,40,41],sigma_2:[6,34,35,40,41],sigma_:[6,26,33,34,35,36],sigma_fn:[0,8,13,37,39,40,41],sigma_i:[1,6,33,34,35],sigma_j:[6,18,34,35],sigma_m:[7,30,36],sigma_n:[12,30],sigma_t:[14,38,39],sigma_x:30,sigmoid:[0,2,3,5,8,9,11,13,23,24,28,37,38,39,42],sigmoid_autograd:24,sigmoid_d:24,sigmundson:[7,34,35],sign:[2,3,8,9,11,30,31,37,39,41,42],signal:[2,4,11,13,39,40,41],signifi:5,signific:[2,40,41],significantli:[2,14,22,30,37,38,39,40,41,42],sigurd:33,sim:[5,6,7,14,19,27,30,35,36,38,39],similar:[1,2,3,4,5,6,7,8,9,10,11,12,15,18,25,26,27,28,33,35,36,37,40,41,42],similarli:[1,2,4,6,9,11,14,21,30,33,34,35,40,41],similiar:[41,42],simpl:[0,2,3,4,6,7,8,9,11,12,13,15,16,17,18,20,22,24,25,26,27,28,30,36,42],simplefilt:[41,42],simplepredict:11,simpler:[1,2,6,7,8,14,17,20,22,25,27,28,33,35,38,39,41,42],simplernn:5,simplest:[1,2,4,5,10,11,13,15,33,39,40,41,42],simpletre:11,simpli:[1,2,3,5,6,7,9,10,11,12,13,16,25,26,27,28,30,33,34,35,36,39,40,41,42],simplic:[0,3,6,7,8,9,10,11,12,13,15,34,35,37,39,40,41,42],simplicti:[6,34],simplif:40,simplifi:[1,7,10,16,25,27,33,34,35,36,40],simplist:[4,7,30,36],simul:[7,36],simultan:[7,36],sin:[1,2,3,4,5,10,13,14,22,26,33,38,39,40,41,42],sinc:[0,1,2,3,4,6,7,8,9,10,11,12,14,22,23,24,26,28,30,32,33,34,35,36,37,38,39,40,41,42],sine:[4,13,39,40,41],singl:[0,1,2,3,4,6,7,8,9,10,13,14,23,24,26,28,30,33,34,35,36,37,38,41,42],singular:[1,7,14,26,27,33,35,36,37,38],sinusoid:4,site:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,27,28,29,33,35,37,39,42],situat:[1,5,6,8,14,22,30,33,34,37,38,39],six:[4,30,40],size:[1,2,3,4,5,6,7,9,10,11,12,14,22,23,24,26,27,28,30,33,35,36,37,38,39,40,41,42],skeleton:24,sketch:11,ski:10,skill:1,skip:12,skl:[1,7,33,34,35],sklearn:[0,1,2,4,6,7,8,9,10,11,12,14,15,23,24,33,34,35,36,37,38,39,40,41,42],skplt:[0,8,11,37],skrankefunct:[41,42],sl:[7,35,37],slack:9,slice:[3,26,33,42],slide:[1,4,16,17,27,28,30,33,34,36,38,40,41,42],slight:[7,14,36,38,39],slightli:[0,2,3,4,6,7,8,11,30,34,35,36,37,40,41,42],slope:[9,12,13,39],slow:[1,3,9,14,34,37,38,39,42],slower:[6,26,33,34,35],slowest:26,slowli:13,slp:[2,41,42],small:[1,2,3,4,6,7,9,10,11,12,13,14,22,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42],smaller:[1,2,3,6,7,9,10,12,14,23,30,33,34,35,36,37,38,39,40,41,42],smallest:[1,5,15,16,17,33,37],smallest_row_index:15,smooth:[1,4,7,10,14,27,33,37,38],sn:[0,1,2,4,7,8,33,37,41,42],sne:12,sneak:33,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,20,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],soar:7,social:1,soft:[0,2,8,11,13,37,39,40,41,42],soften:9,softmax:[0,4,8,23,37,40],softmax_vec:23,softwar:[1,9,16,25,26,40],sol1:23,sol:9,sole:[1,7,33],solid:[1,8,37],solut:[1,2,3,4,6,7,9,11,12,14,18,19,23,26,27,28,30,33,34,35,36,37,38,39,40,41],solution_ev:38,soluton:[3,42],solv:[1,2,4,6,7,9,11,12,13,14,26,27,28,33,34,39,40,41],solve_expdec:[3,42],solve_ode_deep_neural_network:[3,42],solve_ode_neural_network:[3,42],solve_pde_deep_neural_network:[3,42],solveod:[3,42],solveode_popul:[3,42],solver:[0,3,8,9,10,11,12,22,26,33,37,39,42],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,23,24,27,30,33,35,36,39,41,42],some_model:[7,34,35],somehow:5,someth:[0,1,2,4,5,8,10,12,27,28,30,33,34,37,40,41,42],sometim:[1,2,12,13,14,15,33,34,38,39,40,41],somewhat:[39,40],soon:[26,31,34],sophist:[1,33],sopt:[14,38],sort:[6,7,10,12,30,34,36],sound:[4,6,35,36],sourc:[1,2,4,7,16,25,26,27,28,30,33,36,41,42],space:[1,2,5,6,9,10,12,13,14,15,22,30,34,35,36,37,38,39,40,41],span:[1,4,6,10,12,26,33,34],spare:[2,40,41,42],spars:[4,7,26,33],sparse_mtx:[26,33],sparsecategoricalcrossentropi:4,sparsiti:11,spatial:[2,3,4,13,39,40,41,42],speak:30,special:[7,8,11,13,14,26,30,33,34,35,37,38,40,41],specif:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,25,26,27,28,30,32,33,34,35,36,37,39,40,41],specifi:[0,1,4,6,7,8,10,12,14,15,22,27,30,33,35,36,37,38,39,41],specifici:[1,11,33],spectacular:4,spectral:[2,41,42],speech:[1,2,4,5,13,39,40,41],speed:[2,3,5,14,38,39,40,41,42],spend:30,spent:[27,28],sphere:[1,34],spin:7,spite:1,spline:9,split:[2,4,5,6,7,9,10,11,12,15,18,23,24,27,30,35,36,37,41,42],splite:1,splitter:[2,11,41,42],spontan:30,spot:4,spread:[1,12,30,33,34],spring:[41,42],springer:[19,27,32,33,36],spuriou:[14,22,38,39],sqquar:35,sqrsignal:4,sqrt:[1,4,5,6,7,9,11,12,14,18,22,30,34,35,36,38,39,40,41,42],squar:[0,2,3,4,5,8,9,10,12,14,15,16,17,18,20,22,25,26,28,30,36,37,38,39,40,41,42],squarederror:11,squaredeuclidean:15,squash:[13,39,40,41],squeez:[],srtm:[7,27],srtm_data_norway_1:[7,27],stabil:[6,27,28],stabl:[0,1,5,6,7,10,12,25,27,33,34,35],stack:[4,5],stage:[6,14,22,27,28,38,39,40,41,42],stai:[1,3,5,6,12,18,33,34,41,42],stand:[1,6,10,13,33,34,35,39],standadscal:34,standard:[1,2,5,6,7,8,9,11,13,16,17,18,20,22,26,27,28,30,33,35,37,39,40,41,42],standard_basi:[],standardscal:[1,7,8,9,10,11,12,34,35],stanford:[14,37,42],start:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,23,24,26,28,30,31,33,34,36,37,38,40,41,42],start_box:24,start_nod:24,start_tim:15,starting_point:[22,39],stat:[7,36,37],state:[0,2,3,5,6,7,8,9,11,12,13,14,25,28,30,34,35,36,37,38,39,40,41,42],statement:[0,1,8,26,33,37],stationari:[37,38],statist:[0,1,2,4,5,8,10,11,12,13,14,15,19,26,27,29,32,34,37,38,39,40,41],statu:[0,1,8,10,12,33,37],stavang:[7,27],std:[1,5,7,33,34,36],stdout:[41,42],steep:[14,22,37,38,39],steepest:39,step:[0,1,2,3,5,7,8,10,11,12,13,14,15,22,24,26,27,33,40,41,42],step_fn:[0,8,13,37,39,40,41],step_length:[14,38,39],step_siz:38,steps_list:10,stereo:4,still:[1,3,4,6,7,12,14,18,23,24,30,36,37,38,39,40,42],stimuli:[13,39,40],stk2100:[32,33],stk3155:[16,27,28,29,31],stk4021:[32,33],stk4051:[32,33],stk4155:[29,31],stk5000:32,stk:[32,33],stochast:[1,2,6,7,9,12,13,16,17,24,27,33,35,36,37,40,41,42],stock:5,stoke:[13,39,40],stone:[1,8,27,37,40],stop:[0,2,5,10,12,14,15,22,37,40,41,42],stopiter:[1,8,37],storag:[6,34],store:[1,2,3,4,7,12,14,24,27,30,33,38,39,41,42],storehaug:[31,33],str:[2,4,5,41,42],straight:[1,7,9,14,33,36,37,38],straightforward:[1,3,4,6,7,9,10,11,14,26,33,34,35,36,37,38,42],strategi:[1,2,10,33,41,42],stratifi:[7,36],strength:[1,6,15,34],stretch:12,strict:[9,14,37,38],strictli:[9,14,37,38],stride:[5,26],strike:7,string:[2,41,42],stroke:[8,37],strong:[4,7,10,11,13,26,30,36,39,40],strongli:[1,9,24,25,26,28,41,42],stronli:1,structur:[1,2,3,4,7,10,11,13,24,25,33,36,37,38,39,41,42],stuck:[2,14,37,38,39,40,41,42],student:[1,27,28,29,31,32,33,42],studi:[1,4,5,6,7,8,9,12,13,14,18,20,22,25,27,28,32,33,34,35,38,39,40,41,42],studier:32,stuff:[23,24],style:[1,8,10,26,33,37],sub:[10,13,39,40],subarg:24,subdivid:[1,26,33],subfield:1,subject:[7,9,30],submit:33,subplot:[0,1,2,4,5,7,8,9,10,11,15,23,33,36,37,41,42],subplots_adjust:[9,30],subprogram:[26,33],subract:[1,34],subroutin:[1,33],subscript:[2,41,42],subsequ:[2,5,6,7,13,26,30,34,36,39,40,41,42],subset:[2,7,10,13,14,25,33,36,37,38,39,40,41,42],subspac:[1,9,12,34],substanti:[10,11],substep:12,substitut:[4,7,13,26,36,39],subsubset:10,subtask:7,subtl:[2,40,41],subtract:[1,5,6,7,12,14,18,22,26,27,30,35,36,38,39,41,42],subtre:10,subval:24,succeed:[1,5,33],success:[4,8,10,14,30,37,38],successfulli:[5,10],sudo:[1,16,25,27,33],suffer:[1,2,3,6,11,33,34,35,40,41,42],suffici:[2,7,9,12,14,36,37,38,41,42],suggest:[2,14,27,28,32,38,40,41],suit:[9,13,39,40],suitabl:[1,30,34],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,26,27,30,33,34,35,37,38,39,42],sum_:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,26,27,28,30,33,34,35,36,37,38,39,40,41,42],sum_i:[1,3,6,7,9,14,18,20,27,34,35,36,38,39,42],sum_j:7,sum_ja_:1,sum_k:[7,9,13,26,40,41,42],sum_logist:[14,38],sum_m:4,sum_n:4,sum_nx_:4,summar:[6,7,10,28,35,36,37,39],summari:[2,4,5,11,22,28,29,35,41,42],summat:[1,4,17,34],sunni:10,superconduct:35,superfici:4,superscript:[2,13,39,40,41,42],supervis:[1,6,7,8,10,13,25,33,34,36,37,39,42],supplement:[0,8,27,37],support:[1,2,10,11,12,14,23,25,33,34,38,40,41,42],suppos:[0,1,6,7,8,9,11,12,13,14,26,33,34,35,36,37,38,39,40],suppress:[6,9,14,35,38,39],sure:[1,2,5,7,23,24,27,40,41,42],surf:[7,27],surfac:[1,7,27,33],surpass:7,surpris:[1,33],surround:[4,25],survei:[1,6,7,33,34,35,36],svc:[9,10,11],svd:[1,7,12,18,33,36],svdinv:[6,35],svm:[9,10,11,12],svm_clf:[9,11],swap:23,swath:[6,34],sy:[14,37,38,41,42],symbol:[2,4,5,6,12,14,15,25,30,33,34,35,38,39,40,41,42],symmeteri:[2,41,42],symmetr:[1,6,9,12,13,14,26,33,34,38,39,40],symmetri:[7,10],sympi:[1,16,25,27,33,40],synonim:30,syntax:14,syntaxerror:9,system:[0,1,2,4,5,7,8,10,11,13,14,16,25,26,27,33,37,38,39,40,41,42],systemat:[5,7,36],t0:[4,7,14,22,38,39],t1:[3,14,22,38,39,42],t2:[3,42],t3:[3,42],t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,36,37,38,39,40,41,42],t_0:[3,10,14,38,39,42],t_1:[14,38,39],t_:[3,42],t_b:11,t_batch:[41,42],t_i:[2,3,6,13,28,34,41,42],t_j:13,t_k:10,t_test:[41,42],t_train:[41,42],t_val:[41,42],tabl:[10,27,28,30,31,33,39,40],tabul:[1,33],tabular:33,tackl:5,tag:[3,4,5,6,7,8,13,14,15,22,26,30,34,37,38,39,40,41,42],tagrget:40,taht:[1,33],tail:30,tailor:[3,9,12,33,40,42],taiwan:[1,33],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,22,23,24,25,26,30,33,34,35,36,37,38,39,40,41,42],taken:[1,2,4,7,11,14,23,26,33,36,38,41,42],tan:4,tangent:[2,5,13,14,37,38,39,40,41,42],tanh:[0,2,5,8,9,13,37,38,39,40,41,42],target:[0,1,2,4,5,6,7,8,9,10,11,12,13,23,24,28,33,34,35,36,37,38,39,40,41,42],target_iscomplex:[],target_meta:[],target_nam:[10,23],target_ndim:[],target_shap:[],task:[1,2,4,7,10,12,13,15,21,23,27,33,36,39,40,41,42],tau:[4,6,30,35,36],taught:33,tax:1,taylor:[3,14,37,38,40,42],taylornr:[14,37,38],tba:[],tc:9,td:[2,7,33,36,38,41,42],teach:33,team:[2,41,42],teaser:1,technic:[1,6,7,14,16,27,33,34,38,39],techniqu:[1,2,9,11,14,25,30,32,33,34,36,37,38,39,40,41],technolog:[1,2,41,42],tell:[1,5,7,11,12,14,30,36,38,39],temp1:[2,41,42],temp2:[2,41,42],temp:[2,41,42],temperatur:[1,10,33],temporarili:[2,40,41],ten:[4,18,33,40],tend:[4,6,7,9,10,11,13,14,15,22,34,35,36,38,39],tendenc:[1,33],tension:[7,36],tensor:4,tensordot:[],tensordot_adjoint_0:[],tensordot_adjoint_1:[],tensorflow:[1,3,5,9,15,16,25,26,27,28,29,32,33,34],term1:[6,7,12,27,34],term2:[6,7,12,27,34],term3:[6,7,12,27,34],term4:[6,7,12,27,34],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,27,30,33,34,35,37,38,39,42],termin:[1,5,6,10,11,14,16,22,33,34,38,39],terrain1:[7,27],terrain:[7,22,27,28],test:[0,4,5,6,7,8,9,10,11,14,18,20,22,23,26,27,30,36,37,38,39,40],test_acc:4,test_accuraci:[2,4,41,42],test_error:7,test_imag:[4,5],test_ind:[7,36,37],test_input:5,test_label:[4,5],test_loss:4,test_pr:[2,41,42],test_predict:[2,41,42],test_rnn:5,test_scor:[0,8,11,37],test_siz:[1,2,4,6,7,11,33,34,35,36,37,41,42],test_split:10,tester:35,testerror:[1,7,34,36],testi:5,testpredict:5,testx:5,text:[1,2,3,5,6,9,10,12,14,16,22,26,28,30,32,34,36,37,38,39,41,42],textbook:[17,18,22,27,28,34,36],textual:10,textur:[2,10,41,42],tf:[2,4,5,14,15,37,38,41,42],tf_loadlibrari:[4,5,15],th:[0,1,2,3,6,7,8,10,13,14,15,16,17,26,27,30,33,34,35,36,37,38,39,40,41,42],than:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,23,25,28,30,33,34,35,36,39,40,41,42],thank:[5,7,34,35,42],thats:[41,42],theano:[2,25,33,41,42],thei:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,24,26,27,30,33,34,35,36,37,38,39,40,41,42],them:[1,2,4,5,7,9,10,11,12,13,14,23,26,27,28,33,34,35,38,39,40,41,42],theme:[1,33,38],themselv:[1,30,33],thenc:[7,36],theorem:[0,3,7,8,34,37,39,41,42],theoret:[1,5,11,33],theori:[1,2,4,9,10,13,14,19,25,27,32,33,35,38,39,40,41,42],thereaft:[1,6,7,12,13,16,17,18,26,27,28,33,36,40,41,42],therebi:[1,6,8,12,33,34,35,37,40],therefor:[0,1,2,3,4,5,7,8,9,12,14,30,33,34,36,37,38,39,41,42],therein:12,thereof:[1,7,14,33,36,38,39],thesi:[],theta:[2,5,14,22,30,38,39,40,41,42],theta_:[2,14,38,39,41,42],theta_i:[2,41,42],theta_linreg:[14,22,38,39],theta_t:[14,38,39],thetaand:[39,40],thetaor:[39,40],thetaxor:[39,40],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,25,26,27,28,29,30,32,34,35,36,37,38,39,41,42],thing:[0,1,2,3,5,6,8,10,23,24,30,33,35,36,37,40,41,42],think:[1,2,4,5,7,10,13,14,15,30,33,36,37,38,39,40,41,42],third:[1,4,7,14,22,31,33,37,38,39],thirti:[0,8,37],thorughout:33,those:[1,4,6,7,9,10,11,12,22,26,27,28,29,33,34,36,40],though:[2,3,4,5,14,23,24,26,30,38,39,41,42],thought:[7,15,27,28,30,36],thousand:[1,2,27,34,38,39,40,41],three:[1,2,4,6,7,9,10,13,16,23,26,27,29,30,31,33,34,35,36,37,39],threshold:[2,4,10,11,12,13,14,38,39,40,41,42],through:[1,2,3,4,5,6,7,9,12,13,14,15,23,24,25,26,30,33,34,35,36,37,38,39,41,42],throughout:[1,5,6,15,25,26,30,33,41,42],thu:[1,2,3,6,7,8,9,11,12,13,14,22,27,31,33,34,35,36,37,38,39,40,41,42],thumb:[1,7,27,33,34],thursdai:[31,34],tibshirani:[7,19,27,29,32,33,36],tick:7,tick_param:7,ticker:[7,14,27,30,37,38],tif:[7,27],tight_layout:[0,2,8,37,41,42],tightli:12,tild:[1,6,7,8,12,16,17,18,19,20,27,30,33,34,35,36,40,41,42],till:[0,1,5,8,9,10,11,13,26,33,34,35,37,40,41,42],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,22,23,24,25,26,27,28,30,33,34,35,36,37,40,41,42],timeit:5,timer:5,tini:[2,40,41],tip:4,titl:[1,2,3,4,5,7,8,9,10,11,14,22,23,27,30,33,36,37,38,39,40,41,42],tmp:[14,38,39],tn:[3,4,8,42],to_categor:[2,4,5,41,42],to_categorical_numpi:[2,41,42],to_numer:[1,7,33,36],todai:4,togeth:[1,4,7,9,12,14,22,24,25,33,38,39,42],toi:[15,38,39],told:[14,38],toler:[3,7,15,23,42],tolist:5,tomographi:[13,39,40],too:[1,3,5,6,7,10,12,14,16,30,32,33,34,36,37,38,39,42],took:[9,33],tool:[1,2,4,7,14,25,34,36,38,39,40,41],toolbox:9,top:[1,4,6,7,10,11,19,25,33,35,36],topic:[1,6,7,8,9,25,27,28,34,35,37],topograph:27,topolog:[2,4,13,39,40,41],toposort:[],torkjellsdatt:[31,33],toss:[11,30],total:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,16,17,26,28,30,31,33,34,36,37,38,40,41,42],total_loss:5,totalclustervari:15,totalscatt:15,toward:[2,3,8,13,14,27,37,38,41,42],towardsdatasci:[38,39],town:1,tp:[5,8],tpng:10,tpu:[14,22,25,33,38,39],tqdm:7,tr:34,trace:[3,23,24],trace_stack:24,traceback:[1,2,3,4,5,7,8,11,14,15,23,24,27,33,35,37,41,42],tracer:[3,23,24],track:[4,14,15,24,26,34,37,38,39],tract:1,tractabl:[1,33,34],trade:[6,10,20,35,36],tradeoff:[1,6,20,27,33,34,35,37],tradit:[1,2,5,7,33,36,41,42],train:[3,4,6,7,9,10,11,12,13,14,18,20,22,27,28,35,36,37,38,39],train_acc:[41,42],train_accuraci:[1,2,4,33,41,42],train_dataset:5,train_end:[1,2,34,41,42],train_error:[7,41,42],train_imag:[4,5],train_ind:[7,36,37],train_label:[4,5],train_network:23,train_pr:[2,41,42],train_siz:[1,2,4,34,41,42],train_step:5,train_test_split:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],train_test_split_numpi:[1,2,34,41,42],trainable_vari:5,trained_model:[7,34,35],trainerror:[1,34],traini:5,training_checkpoint:5,training_dataset:5,training_gradi:[14,22,38,39],training_gradient_fun:[38,39],training_loss:[38,39],trainingerror:[7,36],trainpredict:5,trainscor:5,trainx:5,trait:[1,33],trajectori:5,trajectory_i:[22,39],trajectory_x:[22,39],transfer:10,transform:[0,1,6,7,8,9,10,11,12,13,14,22,23,25,26,33,34,35,36,37,38,39,40,41,42],transit:[7,13,39,40],translat:[2,5,7,11,33,34,35,41,42],transpos:[2,6,12,23,26,34,35,41,42],travers:[1,6],treat:[1,2,4,7,13,14,23,30,33,34,35,36,37,38,39,40,41,42],tree:[1,2,7,25,27,33,40,41,42],tree_clf:[10,11],tree_clf_:10,tree_clf_sr:10,tree_reg1:10,tree_reg2:10,tree_reg:10,trend:30,treue:8,trevor:[19,27,32],tri:[3,4,5,10,14,37,38,42],triain:1,trial:[1,3,5,7,14,30,33,36,37,38],triangl:[14,37,38],triangular:26,trick:[4,5,9,12,14,22,30,38,39],tricki:24,trickier:30,tridiagon:26,trigger:[1,8,37],trillion:25,trivial:[1,2,6,12,30,33,35,41,42],troubl:[1,9,13,23,24,34,40,41],truck:4,true_beta:[7,34,35],true_divid:[],true_fun:[7,36],truncat:[22,39,40],trust:10,tucker:9,tuesdai:[31,33,36,37,38,42],tumor:[0,8,10,28,37],tumour:[0,8,37],tunabl:[2,22,28,41,42],tune:[5,10,14,22,26,28,33,37,38,39],tup:[],tupl:[23,24,41,42],turn:[0,1,2,6,7,8,9,10,11,12,13,14,20,26,27,30,33,34,36,37,38,39,40,41,42],tutori:[2,5,41,42],tv:[3,42],tveito:[3,42],tvw1zdmznwm:39,tweak:[2,5,11,30,40,41,42],twice:[14,37,38],twist:12,two:[1,2,3,5,6,7,8,10,11,12,13,14,16,17,23,26,29,30,32,33,35,36,38,39,42],tx:[14,37,38,39,40],tx_1:[14,37,38],txt:5,ty:[14,37,38],type:[1,2,4,7,9,11,14,17,23,24,26,27,30,34,35,36,37,38,41],typeerror:[7,14,23,24],typic:[1,2,3,4,5,6,8,10,11,13,14,22,28,30,33,34,35,36,37,38,39,40,41,42],typo:[27,28],u:[1,3,6,7,9,11,12,13,18,26,33,34,35,39,40,42],u_:26,u_i:[13,39],u_m:11,ua:[1,33],ubuntu:[1,16,25,27,33],uci:[1,28],ufunc:23,uio:[23,27,28,31,32],un:15,unabl:[10,23],unari:[26,33],unary_f:24,unary_oper:24,unary_to_nari:24,unbalanc:[7,10,36,37],unbias:[1,6,7,33,35,36],unbroadcast:[],unbroadcast_f:[],uncent:[7,35],uncertainti:[1,6,33,35,36],uncertitud:30,unchang:[2,4,40,41],uncorrel:[11,30],undefin:[6,34],under:[1,2,6,7,11,14,16,17,25,27,28,33,34,35,36,37,38,41,42],underdetermin:[1,33],underfit:[2,7,36,40,41],underflowproblem:[6,35,36],undergo:[6,23,35,36],undergradu:[29,31],underli:[1,2,10,14,30,33,38,39,40,41],underset:[5,15],understand:[1,2,4,6,7,11,14,15,22,23,25,33,34,35,37,38,39,40,41,42],understood:[9,14,38,39],undesir:9,undetermin:[6,9,35,36],undo:5,unexpect:[7,14,36],unexpected:30,unfair:[7,34,35],unfortun:[2,9,10,11,40,41],unicode_liter:[9,10],uniform:[1,2,6,7,12,14,16,17,27,30,33,34,37,38,41,42],uniformli:[14,30,37,38,39],unifrompdf:30,unimport:[14,37,38],union:[6,7,35,36,37],uniqu:[1,3,7,14,15,26,33,36,37,38,42],unique_cluster_label:15,unit:[1,2,4,5,6,11,13,30,33,34,35,39,40,41,42],unitari:[6,7,26,34],unitarili:[26,33],uniti:30,univari:30,univers:[0,1,2,3,14,16,25,27,28,29,31,33,34,35,36,37,38,39,41,42],unix:[2,41,42],unknow:[1,26,33],unknown:[1,2,4,5,6,7,9,11,14,17,22,26,33,34,35,36,38,39,40,41,42],unknowwn:13,unlabel:[2,40,41],unless:[1,4,7,12,14,27,28,33,36,37,38,40],unlik:[2,4,9,14,37,38,39,40,41,42],unnecessarili:10,unord:4,unravel:[2,41,42],unrol:[4,12],unseen:[1,8,10,37],unstabl:[2,40,41],unsupervis:[1,2,5,13,25,33,39,40,41],unsymmetr:[26,33],until:[2,3,5,10,13,14,15,23,37,38,39,40,41,42],untouch:1,unusu:[13,39,40],up:[2,4,5,6,7,9,11,12,14,15,17,19,23,24,25,26,27,28,30,31,35,38],updat:[0,2,3,11,13,14,15,22,23,24,38,39],update_chang:[41,42],update_matrix:[41,42],update_weight:24,uploa:33,upload:[25,27,28,32],upon:[1,2,7,8,12,26,27,40,41,42],upper:[1,9,10,17,26,34],uppercas:[26,33],upsampl:5,upscal:5,uptad:40,ur:41,url:[1,8,33,34,37,39],us:[5,6,7,9,10,11,12,13,15,16,17,18,19,20,23,26,29,30,32,35,36],usa:[33,39],usag:[0,1,9,25,33,34,39,40],usd10000:1,usd:1,use_bia:5,usecol:[1,33],useless:[2,41,42],user:[0,1,2,3,4,5,7,8,9,10,12,15,16,22,25,26,27,33,34,35,37,39,41,42],usernam:[27,28],userwarn:[7,22,39],usetex:30,usg:[7,27],usr:30,usual:[0,1,4,5,8,13,14,15,33,37,38,39,40],ut:[6,35],utf:[1,8,37],util:[2,4,5,7,8,11,15,24,28,33,36,37,40,41,42],ux:26,v0:30,v1:30,v2:30,v8xr:[39,40,41],v:[3,5,6,7,12,14,18,22,24,25,34,35,38,39,40,41,42],v_0:12,va:[2,41,42],vahid:33,val:[14,38,39],val_acc:[41,42],val_accuraci:4,val_error:[41,42],val_loss:5,val_set:[41,42],vale:[3,42],valid:[0,1,2,5,8,10,11,14,22,25,28,30,33,34,38,39,40,41,42],validation_data:4,validation_split:5,valu:[0,1,2,3,4,5,7,8,9,10,11,13,14,15,16,17,20,22,23,24,25,26,27,33,38,39,40,41,42],valuat:10,valued_at_a:[41,42],valued_at_z:[41,42],valueerror:3,valy:5,van:[1,19,27,33,34,35,36],vandenbergh:[9,14,37,38],vandermond:[1,33],vanilla:[1,7,12,15,34,35],vanish:[2,5,14,30,37,38],var_x:30,varabl:9,varepsilon:[6,7,19,27,35,36],varepsilon_:[6,7,35,36],varepsilon_i:[6,7,35,36],vari:[1,2,4,6,7,11,16,17,23,33,36,40,41,42],variabl:[1,2,3,6,7,8,9,11,12,13,14,15,22,23,26,33,34,35,36,39,40,41,42],varianc:[1,2,6,8,10,11,12,14,15,19,20,22,25,26,30,33,34,37,38,39,40,41],variance_i:[6,12,34],variance_x:[6,12,34],variant:[1,2,7,9,13,14,33,34,37,38,39,40,41,42],variat:[4,5,12,33],varieti:[1,4,13,16,25,27,33,39,40],variou:[0,2,4,6,7,8,9,10,12,13,14,17,19,22,25,26,27,30,34,35,38,39,40,41,42],varydimens:5,vastli:4,vaue:[2,41,42],vault:1,vdot:[3,14,37,38,42],ve:[27,28],vec:[7,36],vector:[0,1,2,3,4,5,6,7,8,10,11,12,14,15,17,18,22,23,24,25,35,36,37,38,40,41,42],vector_mean:15,ventur:[1,9,16,25,33],verbos:[2,4,5,41,42],veri:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,23,24,27,28,30,32,33,34,35,36,37,38,39,40,41,42],verifi:[4,12,26,33],versatil:[9,33],versicolor:[9,10],version:[1,4,11,14,15,16,23,24,25,26,27,28,30,33,38],versu:[2,40,41],vert:[0,1,2,6,7,8,9,10,12,14,18,33,34,35,36,37,38,40,41,42],vert_1:[6,7,34,35,36],vert_2:[6,7,12,18,34,35,36],vi:[41,42],via:[0,1,6,7,8,9,10,11,12,13,16,20,25,26,27,29,30,31,33,34,35,36,37,39,40,41,42],vidal:12,video:[1,2,13,25,29,31,33,34,35,36,40,41,42],view:[2,4,6,7,13,14,22,30,32,33,35,36,38,39,41],vii:[41,42],viii:[41,42],violat:9,virginica:10,viridi:[1,2,3,4,33,41,42],virtual:[2,40,41],viscos:[14,38,39],viscou:[14,38,39],visibledeprecationwarn:[],vision:[1,4],visual:[1,4,12,13,16,25,33,34,39,40],visualis:[2,41,42],viz:[7,9,30],vjp:24,vjp_0:[],vjp_0_fun:[],vjp_1:[],vjp_1_fun:[],vjp_argnum:[],vjpfun:[],vjpmaker:[],vjpnode:24,vjps_dict:[],vkbntn:42,vmap:[14,38],vmax:[2,7,41,42],vmh0zpt0tli:39,vmin:[2,7,41,42],voic:4,volum:[1,4,33],volume18:42,von:[40,41,42],vote:11,voting_clf:11,votingclassifi:11,votingsimpl:11,vs:[1,5,7,38],vscode:[23,24],vspace:24,vstack:[6,12,26,30,33,34,41,42],vt:[6,34,35],w1:[9,23,24],w2:[9,12,23,24],w3:9,w:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,23,24,26,30,33,34,36,37,38,39,40,41,42],w_0:40,w_1:[9,26,40,41],w_1a_0:[40,41],w_1x:[40,41],w_1x_1:9,w_1x_:9,w_2:[9,26,40,41],w_2a_1:[40,41],w_2x_2:9,w_2x_:9,w_3:26,w_4:26,w_:[2,13,39,40,41,42],w_g:[23,24],w_hidden:[3,42],w_i:[2,3,11,40,41,42],w_ix_i:[13,39,40],w_j:26,w_m:26,w_output:[3,42],w_px_:9,w_px_p:9,wa:[1,2,3,4,5,6,7,8,11,12,13,15,18,23,26,27,33,34,35,36,37,39,40,41,42],wai:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,23,24,26,28,30,33,34,35,37,38,41,42],walk:10,walker:30,wang:[1,33],want:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,23,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42],warn:[5,9,41,42],warrant:[7,36,37],wast:[4,38,39],watch:[25,39,40,41,42],wave:4,wavelet:9,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24,25,26,27,28,29,30,31,32,34,35,36,37],weak:[10,11,15],weather:[2,13,39,40,41,42],web:[25,29,31,33],weblink:28,webpag:33,websit:[7,26,27,29,33],wedg:[9,30,40,41],wednesdai:[31,33,36,37,38,42],wee:12,week:[1,6,7,8,27,28,29,31],weekli:[17,25,27,31,32,33,39],weierstrass:40,weight:[0,1,2,3,4,7,8,10,11,13,14,23,24,27,28,30,37,38,39,40],weight_arrai:[41,42],weigth:[3,24,42],welchlab:[39,40,41],welcom:[9,25],well:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,17,20,21,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],went:9,were:[1,2,4,5,6,7,8,9,11,12,13,15,30,33,34,36,37,39,40,41,42],wessel:[1,19,27,33,34,35,36],what:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24,25,26,27,28,30,37,38,39,40,41,42],whatev:[4,23],when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,22,23,24,26,27,28,30,33,34,35,36,37,40,41,42],whenev:[14,22,30,38,39,40],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],wherea:[7,30,36],wherefrom:27,wherein:[2,13,39,40,41,42],whether:[1,4,6,8,10,27,28,30,33,35,37],which:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24,25,26,27,28,29,30,31,33,34,35,36,37],whichev:[2,4,41,42],white:10,whiteboard:[35,36,37,38,39,40,41],who:[1,29],whole:[2,4,5,6,10,12,14,23,35,36,38,39,41,42],whose:[1,7,11,30,34,36],whow:[12,34],why:[1,2,4,7,14,22,23,27,35,37,38,41],wide:[0,1,2,4,7,8,13,16,25,26,27,33,36,37,39,40,41,42],widehat:[7,36],width:[1,4,9,10,23,33],wieringen:[1,19,27,33,34,35,36],win:11,wind:10,wing:[31,33],winther:[3,42],wiothout:[7,34],wiscons:[0,8,37],wisconsin:[11,28,41,42],wisdom:[7,35],wise:[1,2,6,13,14,23,34,38,39,41,42],wish:[0,1,3,6,8,9,12,14,15,26,27,28,33,34,37,38,40,41,42],with_std:[1,34],wither:7,within:[0,1,3,4,5,8,10,13,14,15,23,30,32,33,37,38,42],withinclust:15,without:[1,2,6,7,9,10,12,13,14,22,28,33,34,35,36,38,39,40,41,42],wo5dmep_bbi:[39,40,41],won:[1,33,40],wonder:9,word:[1,2,4,5,6,7,8,15,30,33,34,35,36,41,42],work:[1,2,5,7,8,9,10,14,16,22,23,24,25,27,28,29,30,31,33,34,36,37,38,39,40,41,42],workshop:33,world:[1,9,34],worldwid:[1,33],wors:[1,2,4,5,7,33,36,40,41],worst:10,worth:[10,23],worthi:[27,28],would:[1,2,4,6,7,8,9,10,11,12,13,14,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],wrap:[7,26,33],wrap_util:24,wrapper:[23,24],write:[1,2,3,4,6,7,8,9,13,14,16,17,18,21,22,23,26,33,34,36,37,38,39,40,42],written:[1,3,4,6,12,13,14,17,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],wrong:[2,9,40,41,42],wrongli:11,wrote:[6,12,34],wrt:[11,14,22,23,24,38,39,40,41],wth:[11,14,22,38,39],wurstemberg:[40,41,42],www:[25,26,27,28,32,33,35,39,40,41,42],wx_1:9,x0:9,x1:[5,9,10,11,14,38,39],x1_exampl:9,x1d:9,x2:[9,10,11,14,38,39],x2d:[9,12],x2d_train:12,x2dsl:12,x3:[9,10],x4:10,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,33,36,37,38,39,40,41,42],x_0:[1,6,12,26,33,34,35,36,40],x_1:[0,1,3,6,7,8,9,10,11,12,14,26,30,33,34,35,36,37,38,39,40,41,42],x_2:[0,1,3,6,7,8,9,10,11,12,14,26,30,33,34,36,37,38,39,40,41,42],x_3:[9,26,30,40],x_4:[26,40],x_5:40,x_:[1,3,4,6,7,9,11,12,14,15,19,24,26,27,30,33,34,35,36,37,38,40,42],x_batch:[41,42],x_center:12,x_data:[2,41,42],x_data_ful:[2,41,42],x_hidden:[3,42],x_i:[0,1,2,3,6,7,8,9,10,11,12,13,14,15,18,26,30,33,34,35,36,37,38,39,40,41,42],x_input:[3,42],x_ix_:[1,33],x_iy_i:9,x_j:[1,3,9,10,13,17,30,34,39,40,42],x_jy_j:9,x_k:[13,15,26,30,34,39],x_l:[30,40],x_m:[7,13,26,30,36,39],x_n:[1,3,4,7,9,12,13,14,26,30,33,36,37,38,39,40,42],x_new:[10,11],x_offset:[7,34,35],x_output:[3,42],x_p:[0,4,8,10,37],x_poli:10,x_poly10:10,x_pred:5,x_prev:[3,42],x_reduc:12,x_scale:9,x_small:[14,38],x_test:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],x_test_own:7,x_test_scal:[1,7,8,10,11,12,34,35],x_tot:5,x_train:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],x_train_mean:[7,34,35],x_train_own:7,x_train_scal:[1,7,8,10,11,12,34,35],x_val:[2,41,42],xarrai:[25,33],xavier:[2,40,41],xbkjd4ccgq:33,xbnew:[14,37,38],xcode:[1,16,25,27,33],xdclassiffierconfus:11,xdclassiffierroc:11,xfin:23,xg_clf:11,xgb:11,xgbclassifi:11,xgboost:10,xgboot:11,xgbregressor:11,xgparam:11,xgtree:11,xi:[9,14,22,38,39],xi_1:9,xi_:9,xi_i:9,xinv:[35,39,40],xk:9,xla:[14,22,25,33,38,39],xlabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,23,27,30,33,35,36,37,38,39,41,42],xlim:[7,11,36],xm:10,xmesh:[14,38],xnew:[1,14,22,33,37,38,39],xp:30,xpanda:[1,34],xpd:[6,12,34],xplot:1,xs:10,xscale:[1,34],xsr:10,xt_x:[14,22,37,38,39],xtest:[7,36,37],xtick:[4,7,9,10,36],xtrain:[7,36,37],xu:[1,33],xx:[1,26,33],xy:[1,7,9,26,27,33],xytext:9,xz:[26,33],y1:5,y2:5,y3:5,y:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,26,27,30,33,34,35,36,37,38,39,40,41,42],y_0:[1,6,12,26,33,34,35,36],y_1:[1,6,9,10,12,14,26,33,34,35,36,37,38],y_1y_1:9,y_1y_1k:9,y_1y_2:9,y_1y_2k:9,y_1y_n:9,y_1y_nk:9,y_2:[1,6,9,10,12,26,33,34],y_2y_1:9,y_2y_1k:9,y_2y_2:9,y_2y_2k:9,y_3:[1,10,26],y_4:26,y_:[1,2,6,7,11,12,26,33,34,35,36,41,42],y_data:[1,2,6,7,33,34,35,37,41,42],y_data_ful:[2,41,42],y_decis:9,y_fit:[1,34],y_i:[0,1,2,6,7,8,9,10,11,12,13,14,16,17,18,19,20,26,27,28,33,34,35,36,37,38,39,40,41,42],y_if_:11,y_ix_:[1,33],y_ix_i:[0,8,9,14,34,37,38],y_iy_jk:9,y_j:[7,9,13,20,27,36,39,40,41],y_k:[13,39],y_m:26,y_model:[1,5,6,7,33,34,35,37],y_n:[9,14,37,38],y_ny_1:9,y_ny_1k:9,y_ny_2:9,y_ny_2k:9,y_ny_n:9,y_ny_nk:9,y_offset:[7,34,35],y_plot:10,y_pred1:10,y_pred2:10,y_pred:[0,1,2,5,7,8,9,10,11,34,35,36,37,41,42],y_pred_rf:11,y_pred_tre:11,y_predict:[0,39],y_proba:[0,8,11,37],y_scaler:[7,35],y_test:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],y_test_onehot:[2,41,42],y_test_predict:1,y_tot:5,y_train:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],y_train_mean:[7,34,35],y_train_onehot:[2,41,42],y_train_predict:1,y_train_scal:[7,35],y_val:[2,41,42],yadav:42,yand:[39,40],ye:[4,7,8,36,37],year:[1,25,33],yet:[1,2,7,9,12,14,23,33,37,38,40,41,42],yfin:23,yi:[14,22,38,39],yield:[1,3,6,7,8,9,11,13,14,15,26,30,33,35,36,37,38,39,40,41,42],yk:9,ylabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,23,27,30,33,35,36,37,38,39,41,42],ylim:[4,7,36],ym:10,ymesh:[14,38],yn:1,yo:[9,10,11],yor:[39,40],yoshua:[2,32,40,41],you:[1,2,4,5,6,7,9,10,11,12,14,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,33,34,35,36,37,38,39,40,41,42],young:1,your:[2,3,5,6,7,9,12,14,18,20,21,22,23,24,25,26,27,35,36,37,38,39,40,41,42],yourself:[12,14,33,38],youtu:[37,39,42],youtub:[25,39,40,41,42],ypred:[7,36,37],ypredict2:[14,22,37,38,39],ypredict:[1,14,22,33,34,37,38,39],ypredictlasso:[6,35],ypredictol:[1,6,35],ypredictown:[7,34,35],ypredictownridg:[7,35],ypredictridg:[1,6,7,35,37],ypredictskl:[7,34,35],yridg:33,ys:10,ytest:[7,36,37],ytick:[4,7,9,10,36],ytild:[1,7,33,34,36],ytildelasso:[6,35],ytildenp:[1,33,34],ytildeol:[1,6,35],ytildeownridg:[7,35],ytilderidg:[6,7,35],ytrain:[7,36,37],yuxi:33,yx:[26,33],yxor:[39,40,41,42],yy:[26,33],yz:[26,33],z1:[23,24],z2:[23,24],z:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,23,24,26,27,30,33,34,36,37,38,39,40,41,42],z_0:[26,33,40],z_1:[26,33,40,41],z_2:[24,26,33,40,41],z_:[2,3,13,26,33,40,41,42],z_c:[2,41,42],z_h:[2,41,42],z_hidden:[3,42],z_i:[2,13,39,41,42],z_j:[2,13,42],z_k:[13,34,40,41],z_m:[2,41,42],z_matric:[41,42],z_mod:10,z_o:[2,41,42],z_output:[3,42],zaman:30,zaxi:[7,27],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],zeros_lik:5,zeroth:34,zfill:5,zip:[5,7,23,24],zm_h:[1,33],zn:1,zone:1,zoom:33,zs:24,zx:[26,33],zy:[26,33],zz:[26,33]},titles:["Exercises Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40","3. 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","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises week 43","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 7 (midnight), 2024","Project 2 on Machine Learning, deadline November 4 (Midnight)","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 Regression","Week 36: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with examples","Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations"],titleterms:{"0":41,"1":[1,16,17,18,19,23,24,27,33,34,40,41,42],"11":40,"14":41,"16":37,"2":[1,16,17,18,19,23,24,28,33,34,35,40,41,42],"2023":31,"2024":[27,38,39,40,41],"21":42,"23":38,"26":34,"27":38,"3":[1,16,17,23,24,33,34,40,41,42],"30":39,"34":[16,33],"35":[17,34],"36":[18,35],"37":[19,36],"38":[0,20,37],"39":[21,22,38],"4":[1,23,24,28,34,41],"40":[0,22,39],"41":[22,40],"42":[0,23,41],"43":[24,42],"5":[1,23,24],"6":[23,24],"7":[23,24,27,40],"8":24,"9":36,"case":[9,11,30,34,35,37,38],"class":[0,37,40],"do":[2,35,36,38,39,40,41,42],"final":[13,22,28,34,35,38,39,40,41,42],"float":40,"function":[0,1,2,7,8,9,11,12,13,14,22,27,28,30,33,34,35,36,37,38,39,40,41,42],"import":[6,22,26,33,34,35,39,40,41],"new":[5,35,36,40],A:[0,1,2,5,9,10,22,33,35,36,37,39,40,41,42],AND:[39,40],And:[22,33,34,35,37,38,39],But:[22,38,39],For:34,In:[31,40],Is:[40,41],Ising:7,OR:[39,40],The:[0,1,2,3,4,6,7,8,9,10,12,13,18,25,33,34,35,36,37,38,39,40,41,42],To:[33,34],With:[5,35],about:[33,34],abov:[35,40,41,42],activ:[2,13,23,28,35,39,40,41,42],ad:[1,7,18,27,33,34,39,40,41],adaboost:11,adagrad:[14,22,38,39],adam:[14,22,38,39],adapt:[11,22,38,39],adjust:[2,41,42],advanc:[22,39],adversari:5,again:[0,4,10,37],ai:[27,33],aim:[9,10,18,19,20,21,22,23,24,33],aka:[33,34],al:[22,39],algebra:[26,33],algorithm:[10,11,12,13,22,28,34,38,39,40,41,42],algortithm:[14,37,38],all:[9,40,41],an:[1,5,11,33,40],analys:[6,34],analysi:[1,6,7,12,25,27,28,30,33,34,35,36,40],analyt:[1,17,18,22,42],analyz:[40,41],ani:[14,24,37,38],anoth:[10,35,36],appli:25,approach:[1,9,15,33,36,38,39],approxim:[13,40],architectur:[2,41,42],argument:[38,39],arrai:[26,33],artifici:[39,40],assist:31,assumpt:[35,36],august:34,autocorrel:30,autograd:[3,14,22,24,38,39,42],automat:[14,22,38,39,40,42],avoid:[],b:[18,27,28,38],back:[2,12,13,40,41,42],background:[25,27,28,36],backpropag:24,bag:11,base:[14,22,36,38,39],basic:[1,6,8,10,11,12,26,34,35,36,37,40],batch:[2,24,38,39,40,41],bay:[6,35,36],befor:12,bengio:[40,41],beta:[35,36],better:[9,39,40],bia:[7,27,36],bias:[40,41,42],binari:[2,41,42],bind:33,bird:11,boldsymbol:[34,35,36],book:[40,41,42],boost:11,bootstrap:[7,11,36],boston:1,breast:[2,41,42],brief:[33,36,37,38],bring:[13,40,41],build:[2,4,10,41,42],c:[27,28,33],calcul:34,can:[22,33,36,38,39,40],cancer:[0,2,8,10,12,37,41,42],cart:10,center:34,central:[14,25,30,36,37,38],chain:[13,40,41],challeng:37,chang:11,channel:33,chi:[1,33],choic:[40,41],choos:[2,41,42],cifar01:4,classic:12,classif:[0,2,10,11,28,37,41,42],classifi:[9,37],clip:[2,40,41],cluster:15,cnn:4,code:[1,2,3,6,10,12,13,14,15,22,28,33,34,35,36,37,38,39,40,41,42],collect:[2,4,41,42],come:37,commun:33,compact:[0,37,40,41],compar:[3,11,42],comparison:35,compet:[22,38,39],complet:[34,40,41],complex:[1,7,27,34],complic:[7,38,39,40],compon:12,comput:[10,38,39],computation:36,computerlab:33,con:10,concept:30,condit:[35,36,37,38],confid:36,conjug:[14,38],consider:[40,41],construct:[40,41,42],continu:39,contn:33,convex:[9,14,37,38],convolut:[4,13,39,40],correctli:[35,36],correl:[0,12,34,37],correspond:[37,38],cost:[0,2,11,34,35,36,37,38,40,41,42],count:40,cours:[25,32,33],covari:[6,12,30,34],cover:33,critic:28,cross:[0,7,27,36,37],custom:23,cython:33,d:[27,28],data:[0,1,2,4,7,8,10,12,16,17,23,25,27,30,33,34,35,37,40,41,42],dataset:[2,4,41,42],deadlin:[27,28,33],decai:[3,38,39,42],decis:[10,11],decomposit:[6,12,18,26,34],deep:[2,3,33,37,40,41,42],defin:[2,33,40,41,42],definit:[40,41],degre:[1,34],deliveri:[27,28],delta:36,dens:[1,33],deriv:[6,13,34,35,36,37,38,40,41],descent:[0,3,11,14,22,28,37,38,39,42],descript:27,design:34,detail:[4,33,42],develop:[2,41,42],diagon:12,differ:[9,28,38,39],different:22,differenti:[3,14,38,39,40,42],diffus:[3,42],dimension:[3,4,9,27,34,42],directli:[38,39],disadvantag:10,discret:30,discuss:[0,37],distribut:[6,30,35,36],distrubut:36,doe:[34,35,39,40],domain:30,dot:38,down:[2,40,41],dropout:[2,40,41],e:[27,28],each:[23,37],economi:34,electron:[27,28],element:[1,30,33,38,39],elimin:26,elu:[40,41,42],energi:33,ensembl:11,entri:[40,41],entropi:[0,10,37],environ:[1,16,33],equat:[1,3,13,33,34,35,37,38,40,41,42],error:[1,11,33,34,36],essenti:33,estim:[35,36],et:[22,39],etc:33,euler:[3,42],evalu:[2,28,40,41,42],exampl:[0,1,2,3,4,5,7,8,9,10,11,22,33,34,35,36,37,38,39,40,41,42],exercis:[0,1,7,16,17,18,19,20,21,22,23,24,33,34,40,42],expect:[19,30,35,36],expens:36,experi:30,explicit:[40,41],explod:[40,41],explor:[1,16,17,33],exponenti:[3,42],express:[0,18,19,34,37,38,40,41],extend:[0,37,38,40],extrapol:5,extrem:[11,33],ey:11,f:[27,28],fall:31,famili:[2,33,34,40,41,42],famou:26,fantast:34,featur:[10,26,34],feed:[2,13,24,39,40,41,42],find:[36,38],fine:[2,40,41],first:[5,13,28,33,34,35,37,38,40,41,42],fit:[1,11,33,35],fix:34,fold:[36,37],forc:4,forest:11,format:[27,28,33],forward:[2,3,13,24,39,40,41,42],fourier:4,frank:[7,27,34],freedom:[1,34],frequent:34,frequentist:[1,33],fridai:[],from:[0,6,11,13,22,28,34,35,36,37,38,39,40,41],full:[3,41,42],funtion:[40,41],further:[4,6,34],g:27,gan:5,gate:[39,40,41,42],gaussian:26,gd:[14,22,38,39],gener:[5,10,33,40],geometr:[12,37,38],get:[22,39,40],gini:10,glorot:[40,41],good:[1,33],goodfellow:[22,39],grade:[31,33],gradient:[0,2,3,11,14,22,24,28,37,38,39,40,41,42],grid:37,group:37,growth:[3,42],ha:25,hand:[24,40,41,42],handl:[26,33,34],happen:[35,36],hard:[],hessian:[34,37,38],hidden:[3,40,41,42],histogram:36,homework:[37,38],homogen:[40,41],hous:1,how:37,hyperbol:[39,40,41],hyperparamet:[2,40,41,42],hyperplan:9,i:[2,42],id3:10,idea:12,ideal:[37,38],ident:[35,36],identifi:36,ii:[33,42],iid:[35,36],iii:42,illustr:[35,39,40],implement:[2,39,41,42],implic:[6,34],improv:[2,38,41,42],includ:[0,14,22,37,38,39,40],increment:12,independ:[35,36],index:10,inform:31,ingredi:40,init:[41,42],input:[3,23,24,40,41,42],insight:[40,41],instal:[25,27,33],instructor:31,intercept:34,intermedi:40,interpret:[6,12,33,34,35,36,37,38],interv:36,introduc:[12,14,22,34,38,39],introduct:[1,7,25,26,27,28,33,39,40],invers:[6,26,35],invert:34,iter:[11,38],its:34,iv:42,jacobian:[34,42],jax:[14,22,38,39],job:[39,40],julia:33,jungl:11,k:[36,37,40,41],kera:[2,4,41,42],kernel:[9,12],l:[40,41],lab:[36,37,38,39,42],lagrangian:9,lambda:37,lasso:[6,7,27,34,35,36,37,39],last:[34,37,39,40,41],later:[6,34,41],layer:[2,3,4,13,23,24,40,41,42],layout:[40,41],learn:[1,2,3,12,14,15,16,17,22,25,27,28,33,34,35,36,37,38,39,40,41,42],least:[6,7,19,27,33,34,35],lectur:[33,34,35,36,37,38,39,40,41,42],level:11,librari:[25,33],likelihood:[0,8,35,36,37],limit:[2,14,30,36,37,38,39,40,41],linear:[1,9,14,26,28,33,34,35,37],link:[6,12,29,32,34,35,36],list:[40,41],literatur:[27,28],logist:[0,8,28,33,37,38,39,40,41],loop:[38,39],loss:[34,37,38],lu:26,machin:[1,9,14,25,27,28,33,37,38],made:[35,36],main:[30,33],make:[1,10,11,16,17,33,34],mani:[11,13],manipul:34,margin:[35,36],mass:33,materi:[27,29,33,34,35,36,37,40,41,42],math:[6,34],mathemat:[4,6,9,34,38,39,40,41,42],matric:[6,26,33,35],matrix:[0,2,6,12,13,26,33,34,35,37,38,39,41,42],matter:[1,33],max:34,maximum:[35,36,37],mean:[1,34,35,37],measur:[0,37],meet:[6,11,30,33,34],mercer:9,method:[7,10,11,14,22,27,33,36,37,38,39,41,42],midnight:[27,28],min:34,mini:[38,39],minibatch:[22,38,39],minim:[0,33,37,42],ml:33,mle:[35,36],mlp:13,mnist:[4,5],mode:40,model:[1,2,5,7,13,33,39,40,41,42],moment:[38,39],momentum:[14,22,38,39],mondai:[34,35,36,37,38,39,40,42],moon:[9,10],more:[0,4,7,22,26,27,33,34,35,36,37,38,39,40,41,42],multi:[39,40,41,42],multiclass:[41,42],multilay:[13,39,40],multipl:[2,4,23,41,42],multipli:9,multivari:40,need:[27,33],network:[0,2,3,4,5,8,13,28,33,37,39,40,41,42],neural:[2,3,4,5,8,13,28,33,39,40,41,42],neuron:[39,40],newton:[22,37,38,39],nn:[40,41,42],node:[40,41],noeds:41,noen:22,non:9,none:[38,39],normal:[1,2,36,40,41],notat:[13,39],note:[22,27,34,35,39],novemb:28,now:[2,10,14,22,35,36,38,39,41,42],nuclear:[1,33],nueral:[0,37],numba:33,number:[1,3,22,24,30,34,38,39,40,42],numer:[3,27,28,30,42],numpi:[22,26,33,38,39],object:[4,24,41,42],observ:[40,41],obtain:12,octob:[27,40,41,42],od:[3,42],off:[7,27],ol:[6,7,22,27,35,36,38,39],onc:23,one:[3,13,24,37,38,40,41,42],ones:[39,40,41],oper:[26,40],optim:[0,2,9,14,25,33,34,37,38,39,40,41,42],option:[23,24],order:[14,22,38,39],ordinari:[6,7,19,27,33,34,35,42],organ:[1,33],orient:[24,41,42],oslo:32,other:[0,5,10,12,13,26,27,33,34,37,39,40,41,42],ouput:[40,41],our:[1,5,6,12,14,33,34,37,38,40,41],outcom:[25,33],output:[3,40,41,42],over:[40,41],overarch:[1,5,9,10,18,19,20,21,22,23,24,33,34,40],overview:[11,33,38,39],own:[1,11,12,16,17,28,33,34],packag:[26,33],panda:[33,34],paper:[27,40,41],parallel:40,paramet:[0,33,34,37,38,39,40,41],part:[14,25,27,28,34,37,38,40,41,42],partial:[3,42],pass:[2,24,41,42],pca:12,pdf:30,pencil:27,percepetron:[40,41],perceptron:[13,39,40,41,42],perform:[2,10,41,42],period:4,perspect:[2,40,41],plan:[34,35,36,37,38,39,40,42],plot:[36,37],point:[5,40],poisson:[3,42],polynomi:[4,35],popul:[3,42],popular:33,possibl:42,practic:[14,22,31,33,38,39],pre:[2,4,41,42],preambl:27,predict:[5,23],predictor:[0,37],preprocess:34,prerequisit:[4,25,33],princip:12,principl:4,pro:10,probabl:[6,30,35,36],problem:[2,3,14,22,33,34,35,37,38,39,40,41,42],procedur:[10,33],process:[2,4,23,41,42],product:38,program:[3,14,27,28,37,38,40,42],project:[7,27,28,33,37],prop:[14,38,39],propag:[2,13,40,41,42],properti:[6,30,34,37],python:[1,10,16,25,26,33],quick:9,r:33,random:[11,12,30,37],raphson:[37,38],rate:[22,38,39,41,42],read:[10,33,34,36,37,39,40,41,42],real:[7,23,27,33,40],recommend:[33,34,40,41,42],rectangular:35,recurr:[5,13,39,40],recurs:[38,39],reduc:[1,34,40],reduct:4,refer:27,reformul:[3,42],regress:[0,1,6,7,8,10,11,14,18,19,27,28,33,34,35,36,37,38,39,40],regular:[2,37,41,42],relat:34,relev:[32,34,37,39,40,41],relu:[2,40,41,42],remark:4,remind:[0,7,9,33,37,38,40,41,42],repeat:34,replac:[14,38,39],report:[27,28],repositori:36,repres:[],requir:[3,25,42],resampl:[7,27,36],rescal:[7,35],residu:34,resourc:[3,42],result:[34,35,40,41],revers:40,revisit:[14,37,38],rewrit:[33,34,36],rewritten:37,ridg:[1,6,7,18,19,27,34,35,36,37,38,39],rm:[14,38,39],rmsprop:[22,38,39],root:[40,41],rule:[13,40,41],s:[9,11,22,36,37,38,39],same:[14,22,36,38,39],sampl:12,scale:34,schedul:[29,33,41,42],schemat:10,scheme:[3,42],scienc:33,scikit:[1,2,12,16,17,33,34,35,36,37,38,41,42],search:37,second:[14,22,38,39],select:37,semest:31,sensit:[37,38],septemb:[35,36,37,38,39],seriou:40,session:[34,35,36,37,38,39,40,41,42],set:[1,3,4,10,13,16,33,34,37,40,41,42],setup:42,sgd:[14,38,39],should:[2,40,41,42],sigmoid:[40,41],similar:[14,22,38,39],simpl:[1,5,10,14,33,34,35,37,38,39,40,41],simpler:40,singl:[11,39,40],singular:[6,12,18,34],size:34,slightli:[38,39],smarter:40,soft:9,softmax:[2,41,42],softwar:[27,33],solut:42,solv:[3,35,37,38,42],solver:14,some:[14,26,34,37,38,40],specif:42,specifi:[3,42],split:[1,16,17,33,34],squar:[1,6,7,11,19,27,33,34,35],standard:[14,34,36,38],start:[22,39],state:[1,33],statist:[6,7,25,30,33,35,36],steepest:[11,14,37,38],step:[28,36,37,38,39],still:34,stochast:[14,22,28,30,38,39],stop:[38,39],strongli:33,studi:[0,37],subtract:34,suggest:[33,37,39],sum:[36,40,41],summari:[31,33,39],superposit:4,supervis:[2,40,41],support:9,svd:[6,34,35],syntax:38,systemat:4,t:[34,35],taken:[22,39],teach:[29,31],teacher:[31,33],technic:[35,42],techniqu:[7,12,27],technolog:25,tensorflow:[2,4,41,42],tent:33,term:[36,40,41],test:[1,2,16,17,28,33,34,35,41,42],text:33,textbook:[32,33],than:[37,38],theorem:[6,9,12,13,30,35,36,40],theori:30,thi:[18,19,20,21,22,23,24,33,40],think:34,three:[40,41],through:40,thursdai:[],time:[38,39],tip:[14,22,38,39],togeth:[13,40,41],tool:[27,33],top:[2,40,41],topic:33,toward:12,trade:[7,27],tradeoff:[7,36],train:[1,2,5,16,17,23,24,33,34,40,41,42],transform:4,tree:[10,11],trial:42,tuesdai:[35,39,40,41],tune:[2,40,41],two:[0,4,9,24,25,27,34,37,40,41],type:[3,5,13,33,39,40,42],uio:33,understand:[24,36],univers:[13,32,40],unsupervis:15,unsupport:38,up:[1,3,10,13,16,22,33,34,36,37,39,40,41,42],updat:[40,41,42],us:[0,1,2,3,4,8,14,22,24,25,27,28,33,34,37,38,39,40,41,42],usag:[35,36,41,42],valid:[7,27,36,37],valu:[6,12,18,19,30,34,35,36,37],vanish:[40,41],vari:[22,38,39],variabl:[30,37,38],varianc:[7,27,35,36],variou:[1,16,28,33,36,37],vector:[9,13,26,33,34,39],veri:[],video:[37,38,39],view:[1,5,11,34,40],visual:[2,10,41,42],vs:4,wai:[10,22,36,39,40],warm:[22,39],wave:[3,42],we:[22,33,38,39,40,41,42],wednesdai:[35,39,40,41],week:[0,16,17,18,19,20,21,22,23,24,33,34,35,36,37,38,39,40,41,42],weekend:37,weekli:29,weight:[41,42],what:[1,33,34,35,36],when:[38,39],which:[2,22,38,39,40,41,42],why:[33,34,36,39,40,42],wisconsin:[0,8,37],word:40,wrap:[34,36],write:[5,12,24,27,28,35,41],x:[34,35],xgboost:11,xor:[39,40,41,42],yet:35,your:[1,11,16,17,28,33,34],yourself:37,z_j:[40,41]}}) \ No newline at end of file +Search.setIndex({docnames:["additionweek42","chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","exercisesweek37","exercisesweek38","exercisesweek39","exercisesweek41","exercisesweek42","exercisesweek43","intro","linalg","project1","project2","schedule","statistics","teachers","textbooks","week34","week35","week36","week37","week38","week39","week40","week41","week42","week43"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["additionweek42.ipynb","chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","exercisesweek37.ipynb","exercisesweek38.ipynb","exercisesweek39.ipynb","exercisesweek41.ipynb","exercisesweek42.ipynb","exercisesweek43.ipynb","intro.md","linalg.ipynb","project1.ipynb","project2.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb","week37.ipynb","week38.ipynb","week39.ipynb","week40.ipynb","week41.ipynb","week42.ipynb","week43.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,31,33,34,35,36,37,38,39,40,42],"00":[1,2,6,7,10,12,33,34,35,39,40,41,42],"000":[2,4,10,41,42],"0000":10,"00000":[10,38],"000000":[6,12,34],"00000000e":[6,34,39,40],"00000262":[],"00001":38,"00001365":[],"00001572":[],"00001716":[],"00001976":[],"00002":38,"00002192":[],"00002276":[],"00002505":39,"00002585e":[],"00002833":[],"0000293":[],"00003":38,"00003022":[],"00003645":[],"00003694":22,"00003828":[],"00004164":[],"00005":38,"00005688":[],"00005799":[],"00006114":[],"00007":38,"00007706":[],"00007738":[],"00007964":[],"00008335":[],"00009":38,"00009004":[],"0001":[2,18,41,42],"00010067":38,"00010366":[],"0001079":[],"00011562":[],"00011577":[],"00011851":22,"00012":38,"00012565":[],"00013464":[],"000137":[],"00013938":[40,41],"00013955":[],"00014166":[],"00014631":[],"00015394":[],"00015678":[],"00016062":[],"00016449":[],"00016535":[],"00016719":38,"00017038":[],"00017733":[],"0001775":[],"00017937":39,"00018":38,"00018053":[],"00018212":[],"00018256":[],"00018576":22,"00018651":[],"00018876":[],"00019258":[],"0001984":[],"00019998":6,"0002065":[],"00021147":[],"00021259":[],"00021270681344726395":[],"00021284":22,"00021633":22,"00021771":[40,41],"00021916":[],"000225":38,"00022969":[],"00023":38,"00023102":[],"00023414":[],"00023813":[],"00023978":[],"00024087":6,"00024388":22,"00024415":[],"00024755":[],"00024787":22,"00024929":38,"00025662":38,"00026549":[],"00026784":[],"000269":[],"00027188":[],"0002762":38,"00027746":38,"00027944":22,"00028":38,"00028167":38,"00028359":[],"00028402":22,"00028552":[],"00028632":[],"00028825":[],"00029012":6,"0002926":[],"00030094":[],"00030102":[],"00030132":[],"00030601":38,"00030827":[],"00031208":38,"00031272":[],"00031321":[],"00031535148309577417":[7,35],"0003153514830958095":[7,35],"00032019":22,"00032543":22,"00032566":[],"00033415":[],"00033562":[],"00033679":[],"00033904":38,"00034006":[40,41],"00034132":[],"00034209":[],"00034576":38,"00034688149480437765":[],"00034944":6,"00034953":[],"00035214":[],"00035483":[],"00035708":[],"00035912":[],"00036464":[],"00036566":[],"00036687":22,"00036797":[],"0003701342170783489":[],"00037288":22,"00037398":[],"00037564":38,"00037737":[],"00038309":38,"000387":[],"00039072":[],"0003919793592273513":[],"00039632":[],"00039821":[],"00040218":[],"00040516":[],"00041241":[],"00041619":38,"000417932":[],"00041883582579717597":10,"00042037":22,"00042072":[],"00042089":6,"00042093":38,"00042436":[],"00042444":38,"00042721":[],"00042725":22,"00042767357088773335":[],"00042947":[],"00043701":[],"0004377":[],"0004388":[],"0004394":[],"00044":38,"00044937":[],"00045414":34,"00045472":[],"0004586":22,"00045923":[],"00046006":38,"00046111":38,"000464088":[],"00046616":[],"00046631":[],"00046916":34,"00047025":38,"0004736":[],"00048158":[],"00048166":22,"00048407":[],"00048474":[],"00048499":[],"00048955":22,"0004932":[],"00049344":[],"00049636":[],"00049754":[],"00049905":34,"00050627":[],"00050694":6,"00050952":[],"00051088":38,"00051916":[],"00052051":[],"00052102":38,"00052874":[],"00053001":[],"00053118":[40,41],"00053122":[],"00053635":[],"00053775":[],"00053797":[],"00053824":[],"00054387":[],"00055112":[],"00055189":22,"00055695":[],"00056093":22,"00056337":[],"00056414":[],"00056603":38,"00056637":[],"00057256":[],"00057362":[],"00057726":38,"00057772":[],"00058016":[7,35],"00059105":[],"00059247":[],"00059681":[],"00059703":[],"00059734":[],"00059993":[],"00060":38,"00060704":7,"00061058":6,"00061352":[],"00061711":[],"00061724":[],"00062457":[],"00062592":7,"00062668":[],"000626681519836":[],"00062713":38,"00063236":22,"00063362":36,"00063866":36,"00063957":38,"00063965":[],"00064081":[],"00064272":22,"00065041":[],"00065276":[],"00065307":[],"00065505":[],"00066091":[],"00066259":[],"00066293":[],"00066395":[],"00066668":[7,35],"00066798":[],"00067008":38,"00067192":[],"00067567":[],"00067793":[],"00068042":22,"00068056":34,"00068091":36,"00068734":[7,35],"00069":38,"00069123":7,"00069482":38,"00070819":[],"0007086":38,"00071003":[],"00071092":[],"00071724":[],"00071918":[],"00072457":22,"00072527":[],"00072563":[],"00073144":[],"00073534":[],"00073541":6,"00073571":[],"00073643":22,"0007373":[],"00074274":[],"00074692":[],"00074747":[],"00075296":[],"00075590":36,"00076202":38,"00076495":[7,35],"00076521":[],"00076908":7,"00076983":38,"0007698473260556325":[7,35],"0007698473260556343":[7,35],"00077369":[],"00077389":[],"000783":[],"00078324":[],"00078509":38,"00079125":7,"00079237":[],"00079623":[],"00079904":36,"00079968":6,"00080345":[],"00080497":[],"00080683":[],"00081607":[],"00081649":[],"00081693":[],"00082235":[],"00082292":[],"00082366":[],"00082916":[],"0008297":[40,41],"0008297120772365539":[],"00083022":22,"00083355":36,"0008415":[],"00084215":[],"00084244":[],"00084381":22,"00084707":7,"00084831":[],"00085292":38,"00085774":[],"00085892":7,"00086675":[],"00086984":38,"00087102":[],"000873":[],"00087697":[7,35],"00088573":6,"00088848":[],"00089171":[],"00089193":36,"00090567":[],"00090614":[],"00090666":[],"00091307":[],"00091707":[],"00092668":[],"00092678":7,"0009282":22,"00092898":36,"00093243":[],"00093356":[],"00093864":[],"00093994":[],"00094163":[],"00094353":[],"00094499":38,"00094587":[],"00094737":[],"00095127":22,"0009532583857747255":[],"00095488":[],"00095624":[],"00096183":[],"00096314":6,"00096373":38,"00096685":22,"00096829":[],"00097416":[],"00097604":[],"00097839":[],"0009806":[],"00098376":[],"00098501":[],"00099778":[],"0009983":[],"00099892":[],"00099936":[],"001":[2,3,9,14,18,23,35,37,38,41,42],"00100081":[],"00100202":[],"00100423":[],"00100511":[],"00100519":[7,35],"00100546":[],"00100563":[],"00100913":[],"00101555":[],"00102711":[],"00103024":[],"00103819":[],"00103867":[],"001047":38,"0010479245693919886":[7,36],"00105081":[7,35],"00105724":[],"0010597":[],"00106654":[],"00106677":6,"00106776":38,"00107405":[7,35],"00107739":[],"00108":38,"00108146":[],"0010827":[],"00108471":[],"00108622":[],"00108673":[],"00108998":22,"00109354":[],"00110057":[],"00110396":[],"00110643":[],"001106660107757":[],"00110721":[],"00110783":22,"00110867":[],"00111547":[],"00111564":[],"00111605":[],"00111756":[7,35],"00111809":[],"001123":[],"00113116":[],"00114401":[],"00114451":[],"00114855":[],"0011526":[7,35],"00115455":[],"00115508":[],"00115631":38,"00115999":6,"00116001":38,"00116737":[],"00116754":[],"00118299":[],"00118302":38,"00118584":7,"00118642":[],"00119688":36,"00119865":[],"00119876":[],"00120071":[],"00121256":[],"00121712":[],"00121925":[],"00122762":[],"00123795":[],"00123858":[],"0012394":[],"00124283":[],"00124429":[],"00124738":[],"00124891":22,"00125057":[],"00125802":[],"00126053":38,"001268544905013411":[],"00126936":22,"00127606":[],"00127645":[],"00128394":[],"00128453":[],"00128479":6,"00128523":38,"00128634":[],"00128778":[],"00129209":[],"00129599":[40,41],"00129899":[],"0013052":[],"00130648":[],"00130885":[],"00131072":38,"001323":[7,35],"00132494":[],"00133595":[],"00133638":[],"00134264":[],"00134424":[],"00135176":[],"00135237":[],"00135922":[],"00136125":[],"00137387":[],"00137458":[],"00137814":7,"0013839":[],"00138835":[],"00139195":[],"00139705":6,"00139918":[],"00140184":[],"00140253":[],"0014028":[],"00140846":36,"00141724":[],"00141727":38,"00142146":[],"00142396":38,"00142784":[],"00142849":[],"00142986":[],"00143013":[],"00143102":22,"00143164":[],"00143246":[],"00143869":[],"0014423":[],"00144539":38,"00144622":[],"0014522":38,"00145445":22,"0014593":[],"001468":[],"00146807":[],"0014719":[],"0014785":[],"00148216":[],"00148663":[],"00149173":[],"00149311":[7,35],"00149679":[],"00149956":[7,35],"00151204":[],"00151416":[],"00151426":[],"00152117":[7,35],"00152182":[],"00152471":[],"0015255":[],"00152602":[],"00154115":[],"00154733":6,"00154737":[],"00154853":36,"0015552":[],"00155695":[],"00156145":[],"00156374":7,"00157005":[],"00157346":[],"0015752":[],"00157766":38,"00157826":[],"00158":38,"00158427":[],"00158786":[],"00158859":[],"0016017":[],"00160314":39,"00160895":38,"00161463":[],"0016202":[],"00162167":[],"00162812":[],"00162921":[],"00163159":[],"00163548":[],"0016396":34,"00163967":22,"00164501":[],"0016472":[],"00166119":[],"00166652":22,"00166889":[],"00167058":[],"00167329":38,"00167406":[],"00168251":6,"00168427":[],"00168745":[],"00169":38,"00169056":[],"00169212":[],"00169299":[],"00170579":[],"00170809":[],"00170913":[],"00171047":[],"00171171":[],"00171307":[],"00171326":[],"00172034":[],"00172865":[],"00173182":[],"001732":[],"0017421":[],"00174276":[7,35],"00174459":[],"00174738":[],"00174743":[],"00174795":38,"00174884":[],"00175331":[7,35],"00176582":[],"00176663":[],"00177336":[],"00177426":39,"00177485":[],"00178263":38,"00178669":[],"00178952":[],"00179288":[],"00179419":[],"001795":[],"00180673":38,"00180834":[],"00181885":[],"00182423":[],"0018310257999764163":[],"00183119":26,"00184147":34,"00184571":[],"00185976":[],"00186052":[],"00186347":6,"00187032":[],"00187415":[],"00187791":[],"00187876":22,"00187888":[],"0018798":[],"001880":6,"00188134":30,"00188909":[],"00189016":[],"00189522":[],"0018954":[],"00189778":39,"00190952":22,"00191076":[],"00192114":[],"00192154":[],"00192165":[],"00192879":[],"00193326":[],"00193661":38,"00195147":[],"0019575":[],"00196365":39,"00196372":[],"00196462":[],"00196725":[],"00196801":[],"0019685":[],"00196852":[],"00197431":[],"00197505":38,"00198129":[],"00199645":[],"00200":9,"00200982":[],"00202433":[40,41],"00202532":[],"00202624":6,"00202756":[7,35],"00202904":[],"00203961":[],"0020489":[],"00206234":[],"00208188":38,"0020841":[],"00208517":[],"00208828":[],"0020899":[],"00209403":[],"00210035":39,"00210569":[],"00211332":[],"00211418":[],"00211555":[],"00211924":[],"00212766":[],"00213716":[],"00213888":[],"00214288":[],"0021452":[],"00214559":38,"0021527":22,"00216162":[],"00216458":[],"00216881":[],"00216938":[],"00217143":[],"00217326":39,"0021741":[],"00217499":[7,35],"00217968":[],"00218058":[],"00218381":[],"00218481":[],"002186":[],"00218794":22,"00218823":38,"00219195":36,"00220013":[],"00220472":[],"00223857":[],"00224413":6,"00224491":[],"00224638":[],"0022476":[],"00225136":[],"00225842":38,"00225914":[],"0022626":[],"00226433":[],"00228042":[],"00228740":7,"00229111":[],"00230059":[],"00230078":[],"00230308":[],"00230805":[],"00231293":[],"00231412":[],"00232455":39,"00232963":[],"0023327":[],"0023548":[7,35],"00236284":[],"00236918":[],"00237699":38,"002381316302584885":[7,35],"0023813163025848865":[7,35],"00238951":[],"0023941":[],"00240001":[],"00240524":39,"00242441":38,"0024271":[],"00242856":[],"00242954":36,"00242967":[],"00242999":7,"00243186":[7,35],"00243835":[],"0024401":6,"00244459":[],"002446":[],"00244871":[],"00246657":22,"00248232":[],"00248779":[],"00249126":[],"00249435":[7,35],"00250697":22,"00250787":[],"0025089":[],"00251359":[],"00252192":[],"00253034":[],"0025349":[],"00253932":[],"00254671":[],"00254966":[],"00254973":[],"00256001":[],"00256537":[],"00256622":[],"00256688":[],"0025682":[],"00257269":39,"00259434":[],"00259997":[],"00260527":[],"00260839":[],"0026126":[],"00263266":[],"00263296":38,"00263638":[],"00263755":[],"00263812":[],"00264":38,"00264181":[],"00264795":[],"00266199":39,"00266858":[],"00267419":[],"00268602":38,"00270073":[],"00270197":[],"00270244":6,"00270262":[],"00272337":[],"00274212":[],"002743":[],"00274676":[],"00274989":[7,35],"00275212":[],"00275768":[],"00276424":[],"00279284":[],"00279722":[],"00282226":[],"00282302":38,"00282498":[],"00282501":[],"0028262":22,"00283324":[],"00284402":[],"00284525":[],"0028473":39,"00284866":[],"00284871":[],"00285017":[],"00285068":[],"00286091":[],"00286836":[],"0028725":22,"00288198":[],"00288656":[],"00288666":[],"00289724":[7,35],"00290055":[],"00290316":[],"00290613":[],"00291535":38,"0029276":[],"00292882":[],"00293201":[],"00293758":[],"00293838":6,"00294614":39,"00295372":[],"00295713":[],"00297571":38,"00297928":[],"00298783":[],"00299754":[],"00300342":[],"00300479":[],"00300908":[],"0030094":[],"00302509":[],"00302547":[],"00303686":[],"00307265":[],"00307704":[],"00309418":[],"00309594":[],"00309834":[],"00310113":[],"00311085":[],"00312361":[7,35],"00315124":39,"00315593":7,"00316149":[],"003162":[40,41],"00316311":[],"00316452":[],"00318725":[],"00319571":[],"00319695":[],"0031986":34,"00319887":[],"00320702":[],"0032153180657605116":[7,36],"00322456":38,"00323332":[7,35],"0032382":22,"0032542":6,"00325450":36,"00325635":[],"00326062":39,"00326986":[],"00327104":[],"00327555":[],"00327797":[],"00328539":[],"0032882":[],"00329131":22,"00329616":38,"00329927":[],"00330046":[],"003301":[7,35],"00330245":[],"00331168":[],"00331927":[],"0033213":[],"00334002":[],"00334047":[],"00334155":[],"00334797":[],"00335101":[],"00335174":[],"00337016":[],"00339014":[],"00339369":[],"0033955154592040936":[7,36],"00340452":[],"00342132":[],"00342565":[],"0034318":38,"00344192":[],"00344887":[],"00347534":[],"00348246":[],"00348281":[],"00348553":[],"00348761":39,"0034881":[],"0035086":[],"00351039":[],"00351649":[],"00352046":[],"00352089":[],"00352878":38,"00353823":6,"00353938":[],"00354483":[],"00355323":[],"00355614":38,"00356356":[],"00356549":[],"00359628":[],"0036035":34,"00360867":39,"00361046":[],"0036237":[7,35],"0036367":[7,35],"00363823":[],"00364159":[],"00364235":[],"00364967":38,"00365819":[],"00366866":[],"00368369":[],"00369201":[],"00369236":[],"00369758":[7,35],"00369852":[],"00370353":[],"00371011":22,"00371435":[],"00371605":[],"00371656":[],"0037314":[],"00373511":[],"00377111":22,"00377231":[],"00377286":[],"00379682":[],"0038022":[],"00380258":[],"00381349":[],"00382137":[],"0038287":[],"00383048":[],"0038335":[7,35],"00385557":[],"00385989":39,"00387671":[],"00387917":[],"00388071":[],"00389038":38,"00389382":[],"00389577":[],"003909404072811226":[7,36],"00391839":6,"00392402":[],"0039259":[],"00392639":[],"00392691":[],"00392853":[],"00392895":[],"0039455":[],"00396815":[],"00397085":[],"00398429":[],"00398499":[],"00399354":[],"00399388":39,"00399521":[],"0039987":[7,35],"00399972":[],"004":[6,35,36],"00403677":38,"00404166":[],"00405576":[],"00405581":[],"00406466":[],"00406952":[],"0040792":[],"00408":38,"004091940707753939":[7,36],"00410183":[],"00410387":[7,35],"00410478":7,"00410974":[],"004113634617443131":[7,34,35],"00411363461744314":[7,34,35],"004113634617443147":[7,34,35],"0041148":[],"00411514":[],"00412":38,"0041283":[],"00413064":[],"00413253":[],"00414684":34,"00415405":[],"00415497":[],"00415598634586135":[7,36],"00416103":38,"00416704":[],"00418347":[],"00418664":[],"00420072":36,"00420536":[],"00421124":34,"00422259":[],"00424491":[],"00424909":[],"00424967":[7,35],"00425036":22,"00426027":6,"00426902":[],"00427191":39,"0042739":[],"00429456":[],"0042992":38,"00431893":[],"00432069":22,"00432129":[],"00432337":[],"00432864":[],"00433264":[],"00433417":12,"00434043":[],"00434704":[],"0043587":[],"00437846":[],"00438318":[],"00439674":[],"00440346":[7,35],"00441065":[],"00441097":38,"0044202":39,"00442091":[],"004423":[],"00443629":[],"00443743":[7,35],"00444806":[],"0044505":38,"00445186":38,"0044547":[],"00445655":12,"00451186":[],"0045162":[],"00453377":[],"00455966":[],"00456562":[],"00457441":[],"00457599":[],"004578":[],"004579219539673834":[7,36],"00458083":[],"00458631":[],"00458878":[7,35],"0045909":[],"00459357":[],"00459568":[],"00460917":[],"004610275230656212":[7,36],"00461571":[],"00462287":[7,35],"00462662":[],"00463124":[],"00463246":[],"00464677":[],"00465099":36,"0046544":[],"0046741":[],"00468914":[],"00470102":[],"00470879":[],"00471617":[],"00471782":6,"00472199":7,"00472276":[],"00472512":[7,35],"00472792":39,"00473136":[],"00473744":[],"00474898":[],"00476012":38,"00478417":[],"0047956":[],"00479764":[],"00480881":[],"00481334":[],"00483798":[],"00483858":[],"00485232":[],"00486797":22,"00487029":38,"00489203":39,"00493903":[40,41],"00494984":22,"0049544":[7,35],"00497544":[],"00497706":[],"00497837":35,"00498004":[],"00498065":[],"00498243":[],"00498263":[],"00499474":[],"004999999999999987":[],"004999999999999989":[],"004999999999999991":[],"004999999999999996":[],"004999999999999998":[],"005":[],"005000000000000001":[],"005000000000000009":1,"00500716":[],"00502886":[],"00503732":[],"00503932":[],"0050554":[],"00505872":[],"00507014":[],"00507531":[],"00508636":34,"00509128":38,"00510408":39,"00510839":[],"00511073":[],"00512149":[],"00512599":[],"00512927":6,"00513051":[],"00514007":34,"00514817":[],"00515165":[],"00515181":[],"00515889":[],"00516067":[],"00517114":[7,35],"00517673":[],"00518116":[],"00518242":34,"0051879":[],"00519717":[],"00520618":[],"00520752":[],"00520911":38,"00521014":[],"00521037":39,"00522055":[],"00523259":39,"00523549":34,"00523789":[],"00525279":[],"00525303":[],"00525734":[],"00526145":22,"00526348":[7,35],"00527578":[],"00528252":[],"0053018":[7,35],"00531268":[],"00532167":[],"00532314":[],"00534541":[],"00536751":[],"00537955":[],"00539563":[],"00541422":39,"00541941":[],"00544547":38,"00546503":[],"00546963":[],"00547113":[],"00547332":[],"00550187":[],"00551372":38,"00551695":[],"00551716":[],"00552462":[],"00554202":[],"00554552":[7,35],"00554707":[],"00555576":34,"00556826":[7,35],"0055687":[],"00556946":[],"0055715":38,"00557155":22,"00557893":[],"00558145":[],"00559722":[],"0055997":[],"00560098":[],"00560316":[],"00561212":[],"00561262":[],"00562142":[],"005643":[],"00564344":[],"00564365":38,"00564874":[],"00566707":[],"00566909":22,"00567103":34,"00567869":[],"0056799":6,"00568091":[],"00568352":[],"00569512":[],"00570059":[],"00570321":[],"0057065":[],"005708":[],"00570826":[],"00571352":[],"00571565":[],"00571608":[],"00571884":[],"00572613":[],"00573236":[],"00573661":[],"00573681":[],"00573727":[],"00574735":[],"00575681":[],"00576997":[],"00577229":[],"00578449":[],"00578809":[],"00579114":39,"00579953":[7,35],"00579972":[],"00582034":[],"0058243":38,"00582904":34,"00582949":[],"00585143":[],"00586355":[],"00588657":[7,35],"00588836":[],"00590379":[],"00590456":[],"0059267":[],"00593362":[],"00594949":[],"0059591":38,"00597698":[],"00598464":[],"00598510e":[],"00599216":39,"00600791":[],"00602064":[],"0060439":[],"00605833":[],"00606112":[],"00606382":[],"00607072":[],"00607165":[],"00607783":7,"00609802848297877":[],"0061078":[],"0061084":[],"006150":[],"00615047":[],"006162":[7,35],"00617221":[],"00617261":[],"00617499":6,"0062202":[],"00622617":[],"00622949":38,"00623535":[],"00625051":[],"00625222":[],"00625572":[],"00625672":[],"00627115":[],"00627746":[],"0062968":[],"00630331":[7,35],"00630802":[],"00631759":[],"00632049":[],"00632251":[],"00633289":[],"00634299":[],"00634575":[],"00635016":[],"006352536528464608":[],"00635621":[],"00636586":22,"00636951":[],"00637188":[],"00637367":38,"0063878":[],"00640931":39,"00641423":[],"00642221":[7,35],"00642737":[],"0064349":[],"00644":38,"0064472":35,"00645121":[],"00647029":[],"00648847":22,"00652931":[],"00653725":[],"00654058":[],"00654406":[],"00654835":[],"00654864":[],"00656079":[],"00657032":[],"00657601":[],"00659604":[],"00660427":[7,35],"00663179":39,"00666287":38,"0066645":[],"00667611":[],"00669649":[],"00672471":[],"00672505":[],"00672607":[7,35],"00672654":[],"00673407":[7,35],"00673693":[],"00674158":[],"00676256":[],"00676387":[7,35],"00677215":[],"00679013":[],"00680029":[],"0068011":[7,35],"00681708":38,"00682686":[],"00683102":[],"00683748":6,"00683875021199284":[],"00683964":[7,35],"00685287":[],"00687309":[],"00688012":[],"00688182":[],"00689214":38,"00691012":[],"00691271":[],"00692345":[],"00693334":[],"00693613":[],"00694315":[],"0069435":[],"00695371":[],"00696127":[],"0069668":[],"00697033":[],"00698568":[],"00700361":[],"00701382":34,"007024126888938232":[7,36],"00702562":[],"00702721":[],"00702885":[],"00703651":[],"00709346":39,"00709577":[],"007096":[],"00710152":[],"0071129":[],"00711457":[],"00712219":[],"0071264":38,"00715512":[],"00717018":[],"00719176":[7,35],"007211":6,"0072114":6,"00721287":[],"00722437":[],"00723172":[],"00724144":22,"00724303":[],"00725498":[],"00727646693":[1,33],"00729134":38,"00731149":[],"00731392e":[],"007315":34,"00732483":[],"00732665":[],"00733216":[],"00733969":39,"00735068":[],"0073544":[],"00736737":[],"007370297974992432":[],"00737863":[],"00738299":[],"00738983":12,"007390":12,"00740723":[],"00740838":[],"00741349":22,"0074331":6,"00745015":[],"00746317":[],"00747773":[],"00748862":[],"00752703":[],"00753078":[],"00753289":[],"00754823":[],"007557567939261264":[],"00755917":[],"00757359":34,"00759119":7,"00759427":[],"00761224":[],"00761546":[],"00761755":[],"00762217":38,"0076268":23,"00763764":[],"00764333":[],"007658477904313023":[],"0076989":[],"00770419":[],"00771475":[40,41],"0077313":[],"00774376":[],"00774948":[],"00777619":[],"00778316":[],"00778835":34,"00779859":38,"00781297":[],"00781659":[],"00781918":36,"00782481":[],"00784099":[],"00784393":[7,35],"00784531":[],"00785065":39,"00786896":[],"00789262":[],"00791263":[],"00791445":[],"00792032":[],"00796116":[],"0079634":[],"00798909":[],"00799475":[],"00800011":[],"00801346":[],"00802302":[],"00802792":[],"00803064":[7,35],"008043811612683473":[],"00805074":36,"00806447":[],"00809364":[],"00810345":[],"00812316":39,"00812487":[],"008128643056242772":[],"00813033":[],"00813523":34,"00813803":7,"00814422":22,"00815244":38,"0081568":[],"00816675":[],"00817631":[7,35],"00818251":[],"00819774":[],"00819875":[],"00821525":[],"00823002":6,"008230739628188457":[],"00827534":[],"00827728":[7,35],"00828121":[],"00829346e":[],"00831018":[7,35],"00834112":38,"00834567":[7,35],"00836649":[],"008377169630073601":34,"00838255":[],"00838555":[],"00840184":[],"00842216":[],"00842507":[],"00843317":22,"00847367":[],"00848586":[],"00848739":[],"00848904":[7,35],"0085274606925055":[],"00853302":[],"0085392":[],"0085548":[],"008560581831215528":[],"0085639":[],"008574628106492125":[],"00857702":[],"00858857":34,"00859693":[],"00860892":[],"00861192":34,"00861518":38,"00861563":34,"00864664":[],"00865335":[],"0086649156":[1,33],"00866766":[],"0086714":[],"00867406":[],"008675369724975977":6,"0086885":[],"00868866":39,"00869259":[],"00870208":[],"00871267":[],"00871959":38,"00871967":[],"00872006":[],"00872869":[],"00873267":[],"00875286":[],"008753288788081405":[],"00877737":[],"00877816":[],"00877892":[],"00878815":[],"00881749":[],"00881939":[],"00885858":[],"00886253":[],"00887262":[],"00888634":22,"00889027":[],"00889475":[],"00891351":[],"00891702":[],"0089204":[],"0089214":38,"00893112":[],"00893649":[],"00894639":6,"00896253":[],"00898223":[],"00899025":39,"008994":[],"0089987":[],"00900007":[],"00901661":[],"00903778":[],"00904514":[],"00905423":[7,35],"0090724":[],"00908537":[],"009134699065945493":[],"00914784":[],"009163470508352218":6,"009164545680330616":[7,36],"00917248":[7,35],"00917694":[],"00917881":[],"00919984":[],"00920294":[],"009211602191395454":[],"00921748":[],"00922097":33,"00922905":[],"00923082":[],"00923474":[],"00925406":38,"009277782622954527":[],"00930146":[],"00930457":[],"00931621":[],"00931882":[],"0093262":38,"009338082195270294":[],"00934327e":34,"00934499":[7,35],"00935737":34,"00935742":[],"00938275":[],"00939407":[],"009396472959497925":[],"009397356386856284":[],"00939922":[],"00940611":[],"00942574":[],"00943026":[],"00943959":[],"00948452":22,"0095":36,"00951885":[],"00952138":[],"00954206":38,"00955125":[],"0095585":[],"00956827":[],"00958615":[],"00959357":[],"00961612":39,"0096208":[7,35],"00962196":34,"00963683":[],"00964128":[],"00964129":[],"00965205":[],"00965904":[],"00966192":[],"00966668":[],"0096667":[],"00968268":[],"00969608":22,"00969623":[],"00970059":[],"00970896":[],"00971344":[],"00972948":[],"00974758":[],"00978267":[],"00979031":[],"00979357":[],"00982052":[],"0098443":[],"009880124918446542":[],"00988081":[],"00988356":[],"00988992":[],"00989118":[],"00989834e":[],"00990475":6,"00991812":[],"00992331":[7,35],"0099499":39,"00995699":[],"00996754":[7,35],"00996762":[],"00997215":[],"00997502":38,"00997697":[],"009998596494598343":[],"01":[0,1,2,3,6,7,10,12,14,18,22,32,33,34,35,38,39,40,41,42],"010018312644137363":[7,36],"01003519":[],"01003651":[],"01006":38,"01006224":[],"01006335":[],"01006984":[],"0100706":[7,35],"01008116":[],"01009321":[],"01009625":[],"01013106":[],"01013849":[],"01014331":[],"010148621093080332":[],"01016442":[],"01016493":[],"01016961":[],"010175219431920396":[],"01018089":[],"01018465":[],"01019212":[],"01020588":38,"01024875":[],"01027183":[],"01027671":[],"01028953":34,"01029828":[],"01031":38,"01032298":[],"01032533":[],"010331721306655127":[7,36],"010348289064969316":[],"01034877":22,"01035006":[],"01039355":[],"01039879":[],"01039977":[],"010405448150048726":[],"01044475":[],"01045576":[],"01048771":[],"010516485576645508":[7,36],"01054406":34,"01055384":[],"01055538":[],"0105667":[],"01057961":22,"0105836":[],"01059242":[],"01060492":[],"010612904886352397":[],"010638334964957053":[],"01064258":39,"01066519":[7,35],"01066897":38,"01067432":[],"01069799":[],"01070103":[],"01070717":[],"01071876":[],"01074379":[],"01074493":[],"0107497":[],"01075018":[],"01076611":6,"01076897":38,"0107744":[],"01078008":[],"01080465e":[],"01084359":[],"01085261":[],"01085571":[],"01086401":[],"01086733":[],"01087815":[],"01089212":[],"01091589":38,"01093529":[],"01093553":[],"01094916":[],"01095403":[],"01097287":[],"01098247":[],"0109944":34,"01099776":[],"0110":30,"011011355570628998":34,"01101198":39,"01102311":[],"01102737":[],"01105668":[],"01105813":[],"0110602":[],"01107333":[],"011076219011379514":[7,36],"01109809":[],"01109955":[],"01112157":[],"0111346":[],"01115456":[],"011156605304609659":[],"01116732":[],"01118392":[],"01119357":[],"01119504":[],"01119738":[],"01119981":[],"011208613520466846":[],"011225":[],"01123792e":[],"01127138":[],"01127942":[],"01129178":22,"01129731":[],"0113104":[7,35],"01131771":[],"01131825":[],"01133846":[],"01133903":[],"01135511":[],"01135642":[],"01140194":[],"01140307":[],"01141119":38,"01142354":[],"01146857":[],"01149099":[],"01149386":[],"01149735":[],"01150437":[],"01151556":[],"01153142":[],"01153294477941533":[],"0115357":[],"01154365":22,"011594819155615":[],"01161645":[],"01163942":[],"01167316":34,"0116753":38,"01167598":[],"01169016":[],"01169528":[],"01171276":[],"01172319":[],"01173863":[],"01174937":[],"01176967":[],"0117786":39,"01178583":[],"01178857":[],"01179128":[],"01179415":[],"01179792":[7,35],"01180564":[],"01180692":[],"01181458":[],"01181473":[],"011818646101922625":[],"011886":[],"01191824":6,"01192135":[],"01193263":[],"01194492":[],"01195336":[],"01196506":[],"01199378":[],"01199434":[],"01199741":[],"01203439":[],"01203668":34,"01205039":[40,41],"01206221":[],"012073649446193166":[7,36],"01211133":[],"0121289":[],"01214076":[],"01214862":[],"01215461":[],"01216075":[],"01216231":[],"01216264":[],"0121639":[],"0121766":[],"01218403":[],"01218736":[],"01218739":39,"01219292":[7,35],"01220301":[],"01220505":38,"01222822":34,"01222848":[],"01222875":[],"01223198":[7,35],"01223754":[],"01229008":[],"01229102":[],"01229692":[],"01231917":[7,35],"01232071":22,"01232366":[],"0123263":[],"01234":[],"01234261":[],"01235079":[],"01235257":[],"01241284":[],"012423940191689783":[],"01244297":[],"01244551":[],"01247909":[],"01248754":38,"01249445":[],"01249968":[],"01250964":[],"01257912":[],"01258423":[],"01259554":22,"01260207":[],"01261048":[],"01263474":[],"01265755":34,"012658":34,"01266855":[],"01266999":[],"01267007":35,"01267038":39,"0126711":[],"01267244":34,"01268737":[],"012687664954397":[],"01269348":34,"01272102":[],"01273648":[],"01276369":[],"01278044":[],"01280793":[],"01282028141098116":34,"01282563":[],"01286909":[],"01288787":[],"01289266":[],"01290661":34,"01290947":[7,35],"0129191":[],"01294476":[],"01294799":[],"01294954":[],"01295356":6,"01295569":[],"01299711":[],"01300036":[],"01303588":39,"01305415":38,"01311197":33,"013121574015585152":[7,36],"013121574015585155":[7,36],"01312585":[],"01315875":[],"01316233":[],"01316638":[],"01317824":[],"01318643":[7,35],"0132081":[],"01321707":[],"01322347":[],"01322434":[],"01322589":[],"01323341":[],"01323523":[],"01326577":[],"01327148e":[],"01327475":[],"01328658":[],"01328972":[],"01329403":[],"01332832":[],"01333573":[],"01335628":38,"0134113":[],"01343464":[],"01343585":[],"0134434":22,"01346122":38,"01346635":[],"01347916":[7,35],"01348565":[7,35],"01348817":39,"01349244":[],"01353569":[],"01353638":[],"01355882":[],"01357366":[],"01359774":[],"01361517":[],"01366555":[],"01367553":[7,35],"01368052":34,"01369614":[],"01370129":[],"0137297":38,"01373315":[],"01373484":[],"01374327":22,"01376216":[],"01377529":[],"01377545":[],"01380833":[],"01380957":[],"01383689":[],"01384583":[],"013846":[],"01386236":[],"01393427":[],"01393496":[],"01394224":34,"01395192":[],"01396231":38,"01397146":[7,35],"01399101":[],"01399457":[],"01405935":[7,35],"01406777":[],"01408975":[],"01409478":[],"01414008":[],"01415781":[],"01416528":[7,35],"01418766":[],"01419341":[],"01420773":[],"0142117":[],"01425384":[],"01427038":33,"01427864":[],"01428546":38,"01429853":[],"01433606":34,"01433809":6,"01438804":[],"014394967608286841":[],"0144045":[],"01440748":[],"01441661":[],"01442378":[],"01442732":39,"01442817":[],"01443283":[],"014436800088904942":[7,36],"01444013":[],"01444966":[],"0144623":[],"01449782":[7,35],"01454469":[],"01455301":[],"01455304":[],"014565":[],"01456865":[],"01457889":[],"01458337":[7,35],"01458483":[],"014586":34,"01458611":34,"01459912":[],"0146081":[7,35],"01462254":[],"01463049":[7,35],"01463112":[],"01464686":[],"01466839":22,"01471973":[],"01473588":[],"01473759":[],"01476927":[],"01478037":[],"01479672":[],"01480212":[],"01480256":[],"01480927":[],"0149275":39,"01493365":38,"014934":38,"01494559":[],"01498697":[],"01499192":[],"01499389":[],"01499559":22,"01499589":[],"01504759":[],"01506354":[],"01507202":[],"01507238889517706":[7,35],"01507238889517717":[7,35],"01508864":34,"01509793":[],"015101938515449663":[],"01511937":38,"01512884":[],"01515818":[],"01519201":34,"01520159":[],"01522108":[],"01523958":[],"01525387":[],"01527618":[],"01527928":38,"01530321":[],"01531845":[7,35],"01532072":[],"01532738":[],"01534161":[],"01543076":[],"01546126":[],"01548486":[],"01549377":[7,35],"01549917":[],"01551724":[],"01551775":[],"015518":[],"01551815":[],"01552039":[],"01552874":[],"01554658":[],"01558197":6,"01562424":[],"01563358":[],"01566026":[],"01566493":[],"01567258":[],"01568403":[],"01568987":[],"01571214":34,"01572":38,"01573062":[],"01573768":[],"01574065":[],"01574456":[],"01575266":[],"01578667":[],"01584129":[],"01593089":[],"01593435":[],"01594452":36,"01596717":39,"01597256":38,"01597958":[],"01600363":[],"01600501":22,"01604235":[],"01604832":[],"01606538":[],"01606644":[],"01607157":[],"01608796":34,"01612308":[],"01612637":[],"01613409":[],"01615836":[],"01616657":[],"01620955":[],"01622922":[],"01624447":[],"01625794":[],"01628578269596628":[7,36],"01630755":[],"01633913":[7,35],"01634224":38,"01635525":[],"01636202":22,"01639344":[],"01639489":[],"01640891":7,"01641044":[],"01643795":[],"01643952":[],"01647074":[],"0164974":[],"01651955":39,"01654574":[],"01655001":[],"01655318":[7,35],"01655384":[],"01656815":[],"016587414993043573":[7,36],"01667926":34,"01671659":[],"01672395":[],"01674956":[],"01677178":[],"01677512":34,"01678891":[],"01679297":[],"01681173":[],"01681612":[],"0168171":[],"01682317":[],"01682652":38,"01684463":[],"01685118":[],"01686439":[],"01691985":[7,35],"0169643":6,"01698477":[],"01699169":[],"0169931":34,"01700746":[],"01700897":[],"0170097":[],"01701429":[],"01705695":[],"01705781":[],"01706166":[],"01708375":38,"01708781":[7,35],"01708852":[7,35],"01709886":[],"01712306":34,"01712421":[],"01713187":[],"01713366":[7,35],"01717238":[],"01717549":[],"01717775":[],"01721277":[],"01722503":[],"01723872":[],"01724499":6,"01724739":[],"0173119":[],"017355848195593347":[7,36],"01735584819559336":[7,36],"01735999":[],"01736099":[],"01737595":[],"01737634":[],"01740381":[],"01740873":[],"01743124":[],"01746176":[],"01746342":22,"01747915":38,"01748034":[],"01752868":[],"01754817104095514":30,"01756114":[],"01759442":[],"01759974":[],"01760144":[],"01761069":[],"017665":6,"01767104":39,"01772174":[],"01772779":[],"01775486":34,"0177579":[],"01779091e":[],"01782618":[],"01783096":[],"01783414e":34,"01784495":34,"0178462":[],"01784845":[],"01785297":22,"01787801":[],"01789589":[],"01793261":[],"01793972":[],"01795684":[],"01797196":[],"01797685":[],"0179826":[],"018":[],"01804672":[],"0180908":[],"01811279":[],"01811373":[],"01813363":[],"01814351":[],"01814683":[],"01817048":[],"01817739":[],"0182116":[],"018232":34,"01825282":[],"01826645":[],"01826811e":[],"01827225":38,"01827302":[],"01827881":39,"01830039":[],"01831050e":[7,35],"01831190e":[7,35],"018365206985554446":[],"01837528":1,"01838531":[],"01839352":[],"01844584":[],"01844822":[],"01846605":[],"01853796":[],"01854489":[],"0186037":[],"01863203":[],"01866537":[7,35],"01868119":[],"01869515":38,"01870931":[],"01871612":[],"01872002":[],"01873344":12,"01873823":[],"01873869":6,"01874605":[],"01877081":[],"018771":[],"01879191":[],"01881237":[],"01882218":[],"01882264":[40,41],"01884327":[],"01886197":[],"01893445":[],"01897462":[],"01898383":[],"01898855":[7,35],"01900106":[],"01901953":[],"01905384":[],"01905473":22,"01905883":[7,35],"01908329":[],"01908936":[7,35],"01909296":[],"01909929":[],"01910339":33,"01915337":[],"01916065":[],"01918426":[],"01919791":[],"01922269":[],"01922564":[],"01924105":[],"01925934":[],"01930676":[],"0193075":[],"0193386":[],"01944073":[],"01945582":[],"01947663":34,"01947793":[],"01947977":22,"01950331":[],"01952679":[],"0195302":[],"01954342":38,"0195557":39,"01958776":26,"01962001":[],"01963611":[7,35],"01966173":[],"01968447":[],"01969093":[],"01969145":[7,35],"01974315":[],"01975006":[],"01975416527185249":[7,36],"01975755":[],"01975848":[7,35],"01979808":[],"01981665":[],"01991068":[],"01991819":[],"01999575":38,"02":[0,1,5,7,8,13,33,35,37,39,40,41],"0200041":[],"02010178":[],"02014577":[],"02015755":[],"02016185":[],"02019986":[],"02021288":[],"02021757":39,"02024962":[7,35],"02025337":[],"02025574":[],"02026756":[],"02028151":[],"02028415":22,"02028936":[],"02031789":[],"02031987":[],"02032056":[],"02034593":[],"02034655":[],"02036067":[],"02037155":[],"02038063":[],"02041607":34,"02044223":[],"02045223":[],"02045753":[],"02054837e":[7,35],"02056537":[],"02058408":[],"02058681":[],"0206033":[],"02060364":[],"02068067":[7,35],"02069038":34,"02070909":[],"02072876":[],"02073509":6,"0207381":[],"02075746":[],"02077431":35,"02077938":[],"02079104":22,"02079774":[],"02079913":[],"02083309":[],"02084474":[],"02084969":[],"02087411":[],"02088307":[],"02090304":38,"02091662":[],"02092464":[],"02098261":[7,35],"02101168":[],"02102403":[],"02103315":38,"02104639":[],"02108599":[],"02109876":[],"0211042":[],"0211429":[],"02117843":[],"02118344":[],"02123176":[7,35],"02124568":[],"02125481":22,"02125608":[],"02126205":[],"02132304":34,"02132557":[],"02134409":[],"02137093":[],"02137508":[],"02138683":38,"02141849":[],"02143946e":[],"02146636":[],"02148021":38,"02150453":[],"02151521":[],"021544346900318832":35,"02156196":[],"02156565":[],"02157768":[],"02158822":[],"021592704588025022":[7,36],"021592704588025025":[7,36],"02159357":34,"0216304":[],"02163476":[],"02163828":39,"02164667":[],"02169399":[],"02171224":[],"02175561":[],"02176052":[],"0217610577940561":[],"02177725":[],"02181163":[],"02183817":[],"0218856":[],"02189606":[],"02189863":[],"02189994":[],"02193078":[],"02196086":[],"02198702e":[7,35],"02198703e":[7,35],"02199232":[],"022":[],"02203851":[],"02204591":[],"02206393":[],"02207054":[],"02208512":[7,35],"0221049":[],"02214409916811925":[],"02218045":[],"02218076":[],"02225493":[],"022255":[],"02228115":[7,35],"02229529":[7,35],"02232526":[],"02233838":39,"02234283":[],"02235723":38,"022379426843681074":[],"02239876":[],"02241952":[],"02243626":34,"02249167":[],"022498":[],"02251592":[],"02252765":6,"02253659":[],"02255993":34,"02257687":[],"02260949":[],"02260989":[],"02265005":[],"02265404":[],"02265998":[],"02268557":22,"02270207":[],"02280587":34,"02280634":[],"02281004":[],"0228324":[],"02286267":[],"0228686":34,"02287468":38,"02287532":34,"02288069":[],"02290895":[],"02296298":38,"022999498260366312":[7,36],"02301105":[],"02307403":34,"02312079":[],"0231353":[],"0231916":22,"02319624":[],"0232":[],"0232101":[],"02322297":[],"02322594":[],"02322786":[],"02323402":[],"02325785":[],"02327527":[],"023295599127611474":[],"02330799":[],"02330901":[],"02333688":[],"02334754":[],"02336409":[],"02338085":[],"02342235":[],"02345858":[],"02348765":[7,35],"02349274":[],"02352005":[],"02352663":[],"02352843":[],"02354386":[],"02355756":[],"02356004":[],"02356178":[],"02358547":[],"02359571":[],"02361665":[],"02363304":[],"02365049":[7,35],"02369044":[],"02374496":[],"02375066":[],"02381502730822":30,"02381503":30,"02386932":[],"02387182":[],"0239126":38,"02391906":[],"02392067":[],"02393338":39,"0239521":[],"024":[],"024004":[],"024011020121022356":[],"02404706":[],"02409835":[],"0241039":[],"02413786":[],"02424794":36,"02429596":[],"02430273":26,"02431532":[],"02432309":[],"02432632":[],"02432881":[],"02436346":[],"02439287":[],"02441422":[],"02444266":[],"02444569":[],"02446604":38,"02447063e":[],"02448011":[],"0244965108017645":[],"02452765":[],"02452792":[],"02454051":[],"0245528":[7,35],"02456":38,"024562":[],"02456235":[],"0245728":[],"02458099":[],"02459084":38,"02461054":39,"02472936":[],"02474828":[],"02475273":22,"02477293":[],"02478142":[],"024792624800382218":[],"02480266":[],"02483712":[],"02490769":[],"02492265":6,"02496085":38,"02496143":34,"02498282":[],"02498832":[7,35],"02499437":[],"02500488":[],"02502325":[],"02503392":[],"02503753":[7,35],"02504521":[],"02506901":[],"02511468":[],"02511518":7,"0251375":22,"02519009":[],"02521917":[],"02522069":7,"02526293":[],"02527621":[],"02529207":[],"02530487":22,"02530745":[],"02531253":[],"0253208":[],"02533443":[],"02535112":[],"02535694":[],"02535973":[],"02540212":[],"02544154":[],"02545":38,"02546675":36,"0255141":[],"02552966":[],"02553865":[],"02553907":[],"02557617":38,"02561386":[],"02564828":[],"02566356":[],"025709":[12,34],"02572446":[],"02572685":[],"02576358":[],"02576685":[],"02580654":[],"02584233":[],"02585059":[],"02586427":[7,35],"02593707":[],"02594314":[],"02595095":[],"02597067":[],"02597861":[],"02599188":[],"02600605":[],"02601643":[],"02604362":[],"02606605":[],"0260728":[],"0260906":[7,35],"02612988e":[],"0261442":[],"02616812":38,"02617297":[],"02617887":[],"02622039":[],"02622061":34,"02623761":[],"0262517":[],"02625193":9,"02625852":[],"02629144":38,"02629373":[],"0263106":[],"02631244":[],"02631942":[],"02632742":[],"02635861":[],"02636268":[],"02643023":34,"02644397":39,"02646648":[],"02649469":[],"026495":[],"02651857":[],"02654585":[],"02658761":[],"02660572763718093":[7,36],"026605727637180936":[7,36],"02661264":[],"02664408":[],"02667406":[],"02671209":34,"02676992":[],"02677463":[],"02684648":[],"02687671":[],"02689923":39,"02692965":[],"02693015":[],"02693858":35,"02694975":[],"02700826":22,"02704796":[],"02705202":[],"02707227":6,"02709478":[],"02709761":[],"02710291":[],"0271259":[],"0271583":[],"02717039":[],"02717123":34,"02723445":[7,35],"0272743":[],"02728257":34,"02729375":[],"02731257":34,"02731808":[],"02732402":[],"02735547":38,"02751373":[],"02754248":[],"02760064":[],"027609773491022525":[7,36],"02760977349102253":[7,36],"02761071":22,"02761893":[],"02766946":[],"02769274":[],"02780107":[],"02781444":[],"02784163":[],"02784266":[],"0278673":[],"02787184":[],"02792633":[],"0279278":34,"02793082":[],"02797154":[],"0279886":38,"028":[],"0280223":[],"02805988":[],"02806268":[],"02808229":[],"02809972":[],"02813369":[],"02813549":[],"0281646":34,"02816961":[],"02818667":[],"028188673105960467":[],"02832687":[],"02833443":[],"02835701":[],"0284405":[],"02846506":[],"02850506e":[],"02853426":[],"02856881":[],"02857":5,"02859759":[],"028638258927275215":[],"02872216":[],"02875156":39,"02876848":[],"02880987":[],"02882718":34,"02884485":[],"02895708":[],"02895911":[],"02895918":35,"02899912":[],"02900153e":38,"029003":[],"02901273e":[],"02901441":[],"02909574":[],"02910539":[],"02910881":[],"02911348":[],"029114513319594925":[],"02913373":39,"02920675":[],"02923006":[],"0292555":[],"02925855":38,"02928194":[],"02930753":[],"02933055":[],"02937931":34,"02940083":[40,41],"02941655":[],"02943644":[],"02944152":[],"02944974":[],"02946852":[],"02946931":22,"029483":6,"02953975":[],"02959231":34,"02960445":[],"02960492":[],"02962583":[],"02962903":[],"02963147":[],"02963424":[],"02965159":[],"029664":[],"02966421":[],"02970225":[],"02970397":[],"02971554":34,"029733":34,"02973733":[],"02976145":[7,35],"02976686":[],"02979087":[],"02980537":[],"02982009":[],"02987043":[],"02987496":[],"02988432":[],"02989838":34,"02990404":[],"02992287":[],"02993573":38,"02994311":6,"02996909":[],"02999715":[],"02f":[7,27],"03":[2,7,34,35,41,42],"0300023":[],"03000689":[],"03003494":[],"03003891":[],"03006815":[],"03008641":[],"03012648":[],"03012666":22,"03015288036252618":[],"03016341":[],"030164788184997":[],"03021588":[],"03029311":26,"03031173":[],"03032441e":[7,35],"03032534":[],"03033791":[],"0303586629618948":[],"03041332":[],"03041488":[],"0304378":[],"0305221":[],"03057995":[],"03059882":[],"0306232":[],"030645975175292262":[],"03065856":[],"03068149":[],"03073145":39,"03076019":[],"0307725":[],"03077640549":5,"03092729":[],"03099776":6,"03099794":[],"031":[6,35,36],"03100531":[],"03101165":[],"03110579":34,"03112129":[],"03115122":[],"0311613":[],"03119062":[],"03120433":[],"03120942":[],"03143856":[],"03158013":[],"03159246":[],"0316146":[],"03162926":34,"03163926":[],"03166151":[],"03166168":[],"03166546":[],"03170652":[],"0317606":[],"03177331":[],"03179975":34,"03181997":[],"03184307":39,"03188133":[],"03194307":[],"03196357":[7,35],"03196582":[],"032005":12,"03200542":12,"03201179e":[],"03201217":[],"03201832":38,"03201922":[],"03202289":34,"03204446":[],"03205795":[],"03206321":[],"03206757":[],"03207075e":[40,41],"0321222":[],"03212854":[],"032142":[],"03214247":[],"03214829":[],"03215463":22,"0321956":[],"032196":[],"03221473":[],"03221782":[],"03230611":[],"03234422":[],"03235719":[],"03237424":[],"03238421":34,"03239118":[],"03239393":[],"03241171":[],"03241936":[],"03241945":[],"03244944":[],"03246707":[],"03247316":[],"0324793":[],"03248618":[],"03251863":6,"03254179":[],"03254614":[],"03256632e":[2,41,42],"03261373":[],"0326167":[],"03266152":[],"03267527":[7,35],"03274273":[],"03279636":[7,35],"032825":[],"03282533":[],"03283413":[],"03284768":39,"03285784":[],"0328643":38,"03287187":22,"03291795":[],"0330308045183194":[7,35],"0330308045187757":[7,35],"03304417":[],"03306538":38,"0330705":[],"03308408":6,"03309100631504689":30,"03309191e":[],"03311432":[],"03313193":[],"03313259e":[],"03317599":[],"03318519":[],"03319608":[],"0332335":[],"033233504714921":[],"0334136":[],"033414":[],"03343379612645295":[],"0334505":[],"03345624":[],"03351257":[],"03354468":[],"03354844":[],"03357723":[],"03358833":[],"03361037":[],"03364384":[],"03365012":[],"03365665":[],"033657685071527665":[7,36],"03370657":34,"03374269":34,"03374843":[],"0337609":[],"03382942":[],"03396658":[],"034":[],"03400724e":[],"03403584":39,"03404758":[],"034048":[],"03409194":[],"03412067":[],"03418643":[],"0342028":[],"0342458":38,"03426412":[],"03426934":[],"03430385":[],"03439189":[],"034404":[],"03440431":[],"03447512":[7,35],"034476":[],"03447649":[],"03450725":34,"03454641":[],"03455614":[],"034557":34,"03455885":[],"03465317":34,"03468878":[],"03472308":[],"03474443":[],"03476611e":[],"03479236":[],"03479936":[],"03484266":[],"03484946":[],"0348572":[],"03500569":[],"03500949":[],"03508463":22,"03509683":[],"03510464":[],"03510963":39,"03511387":[],"03514117":[],"03520118":34,"03529083":[],"03529801":[],"03530044":[],"03532164":[],"03533698":[],"03538463":[],"03538673e":[],"0354495":[],"0354894":[],"03550103":26,"03554165":[],"03558034":[],"03559176":[],"03562355":[7,35],"03563709":[],"03563906":[],"03568439":[7,35],"03568495":[],"03570093":[],"03571339":[],"03573214":[],"03576146":26,"03578526":[],"035810431523915":[],"03582724":[],"03586482":[],"03586723":22,"0359565":6,"03596557":[],"0359727":[],"03601781":[],"03607387":34,"03609183":[],"03612962":[],"03613058":[],"03613164":[],"036132":[],"03624103":[],"03624411":[],"0362483569261072":[],"03625417":[],"03630548":[7,35],"03637961":39,"03642173":[],"03642937":22,"03647182":[],"03648711":[],"036527092051294":[],"03656288":[],"03662823":38,"03664879":[],"03680811":[],"03681113":[],"03681479262838276":[],"03682195":[],"03683365":[],"03692132794542241":[],"03692749":[],"03692828":[],"0369544130635358":[],"03696458":[],"03699304":[],"03701105":[],"03703391":[],"03707133":12,"0370757046153366":[],"03710736":[],"03722287":[],"03733016":[],"03734925":[],"03736678":[],"03742586":[],"0374535":[],"03745816":[],"03751833":[],"03752735":39,"03753059":[],"03768291":[],"03770824":[],"03776519":[],"03778607":[],"037813671417389005":[7,36],"03781367141738902":[7,36],"03796359":[],"03796582":[],"03798785":[],"038":[],"03805295":[],"03814292":[7,35],"03815288":[7,35],"03820746":[],"03824887":[],"0382721":[],"03827385":[],"03828162":22,"038300":[12,34],"03834357":[],"0383613556521865":[],"03837":38,"03843478":[],"03844073":[],"0384468":[],"03846169":35,"03853213":[],"03853268":[],"03853313":[],"03853677":[],"03856054":[],"03856748":[],"03858916":[],"03860666":[],"03868311":[],"03868372":[],"03870024":[],"03872795610436844":[],"03873507":[],"03877201":[],"03887801":[],"03887807":[],"03888479":39,"03888998":[],"038890":[],"03896708":[],"03901061":[],"039039":6,"03906948":[],"0391259":[],"03913554":22,"03916813":[],"03923714":[],"03926126":[],"0394226":[],"03942371":[],"03948301":[],"03960002":[],"03961179":[],"0396789":[],"0397137":[],"039732":[],"03973227":[],"03973359":[],"03974553487733608":[],"039764":[],"03976851":38,"03976976e":[],"03979291":[],"0398603":[],"03990261":[],"039967668952797":[7,35],"0399676689527975":[7,35],"04":[2,7,12,35,41,42],"04000457":[],"04001696":[],"04006242":[],"040102":6,"04010697":[7,35],"04011156":39,"04015455":[],"04018043":[],"04018705":[],"04018985":[],"04021377":[],"04025059":[],"04026":42,"04026126":[],"04030508":[],"04033524":[],"04038595":[],"04040902":[],"04041644":[],"04046513":[],"04046984":[],"04051441":[],"040569":[],"04061345":[],"04063532":[],"04063602":[7,35],"04065686":[],"040657":[],"040684":[],"04071979724729911":26,"04072235":[],"04073097":[],"04074169":[],"04081099":[],"040810991569604":[],"0408223":[],"04085864":[],"04085976":[],"0408707":[],"0409646":[],"04097813":[],"04098313":[],"04098879":[],"041":10,"04101344":[],"04104182":[],"0410697":[],"04108038":38,"04110474":[],"0411487294305088":[7,35],"0411487294305226":[7,35],"04121466":[],"0412828":[],"0414517":[],"04145287":34,"04150522":[],"04156247":39,"04158557":[],"04161572":[],"04161649":[],"04164966":[],"0417409":[40,41],"04176993":22,"04178558":[],"041786":[],"04178798":[],"04183444":[],"04184888":[],"04186033":[],"04191323":[],"04193203":34,"04198387":[],"042060":[],"04206048":[],"042136":[],"04215521":34,"04216532":[],"04217103":[],"04217888":[],"0422":[],"04220758":[7,35],"04220931":[],"04224929":[],"04235439":[],"04238763":[],"04240593":[],"04245961":[],"04253288e":[],"04254787":[],"04262217":[],"04268493":[],"04270166":22,"04277528":[],"04286013":[],"04287372":39,"04293545":[],"04295726":[],"04295757":36,"043":10,"043072":[],"04307275":[],"04315108":6,"04315855":[],"04322019":[],"04323936e":[],"04323964":[],"04328411":33,"04328852":[],"04329607":[],"04329799":[],"04330558":[],"04330907":[],"0433282860079154":[],"04346721":6,"04350821":[],"04353549":[],"04355062":[],"04355106":[],"04355837":[7,35],"04356439":[],"04362":10,"04362042":[],"043637":[],"04369752":[],"04372016":[],"04372067685794603":[],"0437499":3,"043839":[],"04389027":[7,35],"04394742":34,"044014":[],"04401421":[],"04403475":[],"04404068":[],"04413243":[],"04418179":[],"04421197":[],"0442242":[],"04423486":[7,35],"04426744e":34,"04431557":[],"044334":34,"044338305845698256":[],"04435458":[],"04442454":39,"04443985":[],"04452918":[],"04460703":[],"044613":[7,35],"04465557":[],"04487298":[],"0449":[],"04494234":[],"04495752":[],"04497158":[],"04497816":[],"04501146":[],"04501548":[],"04504728e":[],"04513394":[],"045161":[],"04516434":[],"04519174":[],"045258":[],"04532405":[],"04537385":[7,35],"04543942":[7,35],"04544327":[],"04545125":[],"04545296":[],"0455761":22,"04560463":26,"04562561":[],"045630":[],"04564589":[],"04565456":[],"04566964":[7,35],"04575775":[],"0458":10,"04582608":39,"0458524213754298":[],"04585476":[],"04587765":[],"04588592":[],"04590873":[],"04592382":[40,41],"04596002":[],"045963":[],"04601419":[],"04608163":[],"04626298":[],"0462999":[],"04638043":[],"04640695":[],"04641529":[],"04642309":34,"04643561":[],"04646338":[],"04648225":[],"04648335":6,"04648472":[],"046485":[],"04652794":[],"04655574":[],"04657426":[],"04658881":[],"04659273":22,"04661875":[],"04664255":7,"046663":[],"046678":[],"04670255":[],"046764":[],"04683565":6,"04684509":[],"04686491":[],"04688012":[],"04702861":[],"04713857":26,"04718566894028431":[],"04719868":[],"047299":[],"04729958":[],"0473":[],"04736252":[],"0473916":[],"04740084":[],"047447724189861":[],"0474753":38,"0474837":39,"047489":[],"04754697":[],"04757138":[],"04759123":[],"0476266":[],"047760":[],"04776242":[],"04777426":33,"04784395":[7,35],"04794409":[],"048020":[],"04808723":[],"04816191":[],"0481872773043029":[7,36],"048194":[],"04823243":[],"0482407":[],"04829439":[],"048295":12,"04832356":[],"04836325":[],"04838148":[],"04838489":[],"04843417":[],"04843794":[],"04852743":[],"04853398":[],"04857266":[],"04861316":[],"04863792":[],"04877931":[],"048781":[],"0488139":[],"04881585":[],"04892055":[7,35],"04898176":39,"04899367":[],"049060":[],"04909093":[7,35],"04912436":7,"04915593":[],"049196":[],"04922273":[],"04926746":36,"049276":[],"04933083":[],"04937026":[],"049380":[],"04939861":[],"049456":12,"049479":[],"049481":[],"04949606":[],"049538":12,"049556996627824":[7,35],"0495569966278269":[7,35],"04955942":[],"04963309":[],"049677":[],"0497291":22,"04983222":34,"04984743":[],"04987891":[],"04999052":[],"05":[2,5,7,27,34,35,38,39,40,41,42],"05000245":[],"050015":[],"05002471":[],"05005634426334421":[],"05006037":[],"05006956":[],"05009826":[7,35],"05013368":[],"0501942":[],"050281":[],"05029018":[],"05029453":[],"050315327923114654":[],"05033266":30,"05034088e":[],"0503455":[],"050356":12,"050357":[],"05040878":[],"0504379":[],"05043958":[],"05045":[],"05051691":30,"05054319":[],"05055465":[],"05060379":[],"05068067":[],"05068486":[],"050702":12,"05072744":[],"05075352":39,"05077224":[],"050796":[],"05080769":[],"05083837":22,"05087018":[],"05097344":[],"05098714":[],"051":36,"05100875":[7,35],"051021":[],"051042":[],"05105586":[],"05110835":[],"051241":12,"05124625":[],"051307":12,"05135047":38,"051368":[],"05141614":[],"051418":6,"05144177":[],"05148401":[],"05151178":[],"051554":[],"05159088":[],"051598":[],"051645":[],"051649":[12,34],"05165065":12,"051651":12,"05169046":[],"0517473":6,"05176711":[],"051782":[],"051787":[],"05180367":[],"051916914594944144":[],"052":36,"052010":[],"05201041":[],"052040":12,"05211919":[],"052199":12,"05224117":[],"05224627":[],"0522653":[],"05227563":[],"052279218012056844":[7,36],"05227921801205686":[7,36],"052305":34,"05232855":[],"052330":12,"05233008":[],"05233928":[],"05235474":39,"052360":[],"052370":[],"05240397":[],"05241265":[],"052427":[],"0524497":[],"05245442":[],"05247827":[],"0525733":[],"05263":10,"05265465":[],"05267589":[],"052692":[],"05269476":[],"052738":[],"05275823":[],"05276967":34,"052856":[],"05285677":[],"052918":[],"05293216":[],"052934":12,"05293756":[],"05296475":[],"0529838":[],"05302":10,"053036":[],"053099":12,"05321642":[],"053236":12,"05334469":[],"05336637":[],"053387":[],"053417":34,"053432":12,"053462":[],"05347795":[],"053480":12,"053497":12,"05353553":[],"053599":[],"05363722":[],"05364579":[],"05364854":9,"053690173865474":30,"05376358":[],"053781":[],"053787":[],"05383795":[7,35],"05383947":[],"05384858":[],"053849":6,"053854":[],"05395761":[],"053981":12,"05401912":[],"05402091":[],"05404387":[],"05415049":[],"05415575":[],"05415968":[],"054185":12,"054197":[],"05424351":[],"0542485":39,"05426053":22,"0542797":[],"054286":[],"05430625":[],"05431945":[],"05442743":[],"054432":[],"054434":[],"054443":12,"05447415":[7,35],"05449413":[],"054500":[],"05458323":[],"054609":12,"05461692":[],"054617":34,"054621":12,"054655":34,"054750":12,"05476114":[],"05484773":[],"05485826":38,"054932":[],"055000":[],"05500389":[],"05505310046363":[],"055091049054481":[],"05509105":[],"055105":12,"05519999":35,"05526935":[],"0552878":[],"055314":[],"0553198496333376":[],"05533":10,"055349":[],"055402":12,"05546402":[],"05547088":22,"055477":[],"05548187":[],"055488":12,"05549529":[],"05549907":[],"05554795":[],"05563358":[],"055653":[],"055668":12,"055676":34,"055715":[],"055734":34,"055737":[],"05574159":[],"05577845931438246":[],"055866":[],"055876":[],"055910":34,"055925":[],"05595998":39,"055987":34,"056026":[],"056041":[],"05605667":[],"05605892":[],"0560663":[],"05607583":[],"0560917":[],"056097":12,"05614483":6,"056161":12,"0562":[],"056217":12,"05623":10,"05623539":[],"056287":[],"056315":12,"05632246":[],"056324":12,"056328":[],"05636265":[],"05638246":[],"05641352":[],"056414":[],"05648":10,"05648118":[],"05648836":[],"056491":[],"05651951":[7,35],"05655534":[],"056561":[],"056590":12,"05660129":[],"05664639":[],"05665429e":[],"05665875086534638":[],"05667":10,"05668052":[],"056683":34,"056703":12,"056717":[],"056718":[],"056730":[],"056826":[],"05684345":34,"056856":[],"056857":12,"056880":12,"05692207":[],"05696574":[],"056978":12,"05706322":[],"05716368155342608":[7,36],"057216":[],"057287":[],"057298":[],"057300":34,"057312":[],"057316":[],"05731824":[],"05735741":34,"05737289":[],"05738485":[],"05738629":[],"057387":[],"057393":34,"057411":6,"057418":34,"057420":[],"057457":34,"05747369":[],"05749111":[],"05750493e":[],"057514":[],"057607":[],"057609":[],"05761244":[],"05761295":[],"057619":12,"05767":40,"057675":12,"057682":[],"057711":[],"057722":34,"05772472":33,"057796":12,"0578214":[],"057835":34,"05783782":[],"05785343":[7,35],"05785843":39,"05785974":[],"05788664":[],"05788748":[],"05789007":[7,35],"057907":6,"05791283":[],"057913350391706":[],"057929":[],"05792927":[],"05793564":[],"057936":12,"057951":[],"057961":[],"05796251":[7,35],"057964":[],"057976":12,"05798416":39,"058043":12,"05804539":[],"05804744e":38,"0580672":[],"05806981":[],"05807125":[7,35],"058098":12,"058133":[],"0581406":[],"058152":[],"05818561278267464":[],"05818879":[],"058234":[],"058245":[],"058254":[],"05831017":[],"05834577":[],"058347":[],"058361":[],"058364":12,"058385":12,"058409":[],"058422":[],"058427":[],"058432":12,"0584713":[],"058503":[],"05850899":[],"058532":6,"05853984":[],"058552":34,"058582":[],"058593":[],"058641":[],"058645":34,"0586484":38,"058670":[],"058671":12,"05867956":[],"058721":[],"058726":[],"058770":[],"058774":[],"05879106":[],"05883":10,"05884":10,"058854":34,"058866":[],"05888195":[],"05893076":[],"058935":[],"058952":34,"058967":[],"058970":[],"058996":34,"058997":[],"059003":[],"059031":34,"059093":[],"05914563":[],"059181":[],"059201":[],"05920488":22,"059233":[],"059243":[],"05928882":33,"059294":6,"059340":[],"059348":[],"059355":12,"059363":12,"05938299":[],"059398":[],"05941988e":[],"059480":[],"0595364":[],"059593":12,"059595":12,"059624":[],"059669":[],"059695":12,"059761":[],"059775":12,"05978512":[],"059805":[],"059807":34,"0598135":39,"059827":[],"05984726":[],"059864":[],"059876":[],"059897":12,"05992237":[],"05994172":[],"059951":[12,34],"059956":[],"05996":38,"059977":[],"059979":[],"05998413e":[],"05999":10,"059992":[],"059993":34,"05999828":[],"06":[7,34,35,38,39,40,41],"060071":[],"060083":34,"060085":[],"060087":[],"06009333":[],"060108":12,"060149":[],"060160":[],"060163":[],"060171":[],"060197":6,"06019833":[],"06020264":[],"06020587":[7,35],"06021793":[],"060251":[],"060254":34,"060275":[],"060288":[],"060312":[],"06031928":[],"06034627":[],"060358":12,"06037137":[],"060384":[],"060435":[],"06043581":[7,35],"060453":[],"060470":[],"060471":[],"060475":[],"0604888":[],"060490":[],"06052551":22,"060547":[],"06055507":[],"060565":[],"06057711":[],"060590":[],"06061276":[],"060629":[],"060631":[],"060652":[],"060678":[],"06068192":[],"06069047":[],"0606958":[],"060716":34,"06072":38,"060726":[],"060734":[],"060735":[],"060756":34,"06079614":[],"06080649":[],"060824":[],"06082419":[],"06082594":[],"06083072":[],"060870":[],"060872":34,"06088245":[],"060898":[],"060974":12,"060994":[],"061025":[],"061045":[],"06110658":[],"061118":[],"061123":12,"06112467":[],"061136":12,"061154":[],"061163":34,"06117338":[],"061178":[],"061187":[],"061249":12,"06128276434886384":33,"061284":[],"06128647":[],"061319":[],"061333":[],"06133572":[],"061359":34,"06136823":[],"061386":[],"0613875":[],"061388":[],"061394":[],"06139439":[],"061411":[],"061443":34,"061447":[],"061452":34,"06146873":[],"061482":[],"061508":12,"06151386":[],"06154484":[],"061545":[],"06155151":[],"061588":[],"06159762":[],"061614":34,"061637":[],"061651":12,"061656":[],"061706":[],"061707":[],"061724":[],"061772005077293704":[],"061775":[],"061779":[],"061793":[],"061795":[],"061848":[],"06185995":34,"061862":[],"061895":12,"061898":[],"061907":[],"061915":[],"061921":[],"061956":[],"06197706":39,"06199119":[],"06200174":6,"062004":[],"06200442":[],"06200455":[],"062016":34,"062053":[],"062058":[],"06208238634231949":[7,36],"06210358":[],"062151":12,"062161":[],"06216141":[],"062173":[],"0621855":[],"062199":[],"06220192":[],"062216":[],"062226":12,"062231":[],"062241":[],"06225028e":[],"062260":[],"062263":[],"062282":[],"06228382":[],"062292565":5,"062300":[],"062310":[],"062337":34,"062345":[],"062352":[],"062356":[],"062424":[],"062429":[],"062446":[],"062481":[],"062489":[],"06249397":34,"062520":[],"0625462":[],"062568":[],"062599":34,"06260611":[],"062616":[],"062624":34,"06263176":[],"062637":[],"06265161":[],"06267057":[],"062673":12,"06267966":[],"062691":[],"062693":[],"062695":[],"062700":[],"062705":[],"062709":[],"062719":[],"06272254":[],"062733":[],"062745":6,"06276815e":[],"06277313":[],"062786":[],"062797":[],"062853":[],"062874":34,"06287939":[],"062910":12,"06291984474217532":6,"062932":[],"06295579":[],"062985":12,"06301273":[],"063017":[],"063019":34,"063023":12,"063048":[],"063061":34,"063064":[],"063080":34,"063082":[],"06310155":[],"063130":[],"063133":[],"063161":[],"063163":[],"063180":[],"06318287":[],"063197":[],"063206":[],"06320757":[],"063260":34,"063264":[],"063283":[],"063287":6,"063294":[],"063327":[],"063332":[],"063336":[],"063354":[],"06335853":[],"06336262":[],"063395":[],"063401":[],"063482":[],"063517":[],"063518":[],"063525":[],"063526":[],"063536":[],"063545":[],"063549":[],"063554":[],"063560":[],"06357887":[],"063621005600529":[],"063637":[],"063646":[],"063653":34,"063660":[],"063673":[],"063682":6,"063752":12,"063768":[],"0637712":[],"063781":[],"063786":[],"063791":[],"063802":[],"063806":12,"063809":[],"0638484":38,"06385189":[],"063862":[],"063883":[],"06389233":[],"063894":34,"063910":[],"06392846":[],"06393237":39,"063933":[],"063954":[],"06395476":[],"063959":[],"063977":[],"063978":[],"063990":6,"063995":[],"064000":[],"064054":[],"064062":12,"064071":[],"064074":34,"064077":[],"064088":6,"06410638":[],"064107":[],"064164":[],"06416459":[],"064166":[],"064176":[],"064182":[],"064186":[],"06418809":38,"064189":[],"064202":[],"064218":[],"06423317":[],"064242":[],"064254":6,"064294":[],"06430789":[],"064311":[],"064314":[],"064322":[],"06432267":[],"064324":[],"064363":12,"06437266":[],"064373":[],"064382":[],"064427":[],"064428":[],"06443054":[],"06443215":[],"06444":10,"06444224":[],"064471":[],"064501":34,"064505":[],"064507":[],"064514":[],"06453579006728324":[7,36],"064540":[],"064547":[],"064573":[],"06459976":22,"064604":[],"064606":34,"064609":34,"064615":[],"0646237":[],"064667":[],"064668":[],"064690":[],"064695":[],"064698":[],"064699":34,"064703":[],"064708":6,"064728":[],"064739":[],"06474536":[],"064764":12,"064790":[],"064793":34,"0648":[],"064820":[],"064820972167253":26,"064823":[],"064834":[],"06484181":[],"064845":[],"064873":[],"064878":[],"06491455":[],"06491736":[7,35],"064922":12,"064924":[],"064935":[],"06494075":[],"064954":[],"06496916e":[],"064978":[],"064980":[],"065001":[],"0650014":34,"065007":[],"065028":[],"06504522":[],"06505375":[],"065062":[],"06506624":[],"065071":12,"065077":34,"06507762":[],"065096":[],"065108":[],"06512065":[],"065121":[],"065139":[],"065149":[],"065156":[],"065165":12,"065183":[],"065212":[],"065217":6,"065219":[],"065282":[],"065305":[],"065330":[],"065352":[],"065358":[],"06536971":[],"065375":[],"065378":34,"065387":[],"065390":34,"065410":34,"065469":[],"065472":[],"06547790180152355":[7,36],"06547790180152359":[7,36],"065482":[],"065508":[],"065529":6,"065556":[],"065565":[],"065591":[],"065616":[],"065619":[],"065650":[],"06565368":[],"065654":[],"065655":[],"065661":6,"065674":[],"065679":[],"065690":[],"065778":[],"065788":[],"0658141e":[],"065818":[],"065821":[],"065823":[],"065830":[],"065842":[],"065848":12,"065859":[],"065884":[],"06590458":[],"065949":[],"065957":6,"065960":[],"065963":[],"065989":[],"06600954":[],"066030":[],"06603447":[],"06604073":22,"066044":[],"066054":[],"066059":[],"06606215":[],"066066":34,"066103":12,"066127":[],"066145":[],"066153":[],"066162":[],"066192":[],"066199":[],"066205":[],"066207":[],"066218":6,"06622369":[],"066241":[],"06624492":39,"066256":[],"066286":[],"066296":12,"066329":6,"066330":[],"06634473":[],"066354":[],"066358":[],"0663596":[],"06636934":[],"06637":10,"066412":6,"066425":[],"066452":[],"066458":[],"066474":34,"066483":[],"066500":34,"0665111":[],"066520":[],"066524":[],"066545":[],"066546":6,"066579":12,"06659997":[],"066612":34,"06662069e":[],"06662675":[],"066633":[],"066647":34,"066650":6,"066653":[],"066680":[],"0666807":3,"066686":[],"066707":6,"066709":12,"06674611e":[],"066763":[],"066766":[],"06677444e":[],"066778":[],"066785":6,"066786":[],"066787":34,"066824":[],"066827":6,"066830":[],"066837":[12,34],"066838":[],"066841":[],"06684886":[],"06685171":[],"066854":34,"066855":[],"066858":6,"066865":[],"066877":[],"06687898":[],"066893":6,"066896":[],"06690071":[],"066912":[],"066929":[],"066948":[],"06698472":[],"066988":[],"066997":[],"066999":34,"067000":[],"067003":[],"067032":[],"06703705":[],"067040":6,"06704902":[],"06706123":[],"067072":6,"067074":[],"067077":[],"067082":12,"067141":[],"067143":6,"067164":[],"067168":[],"067192":[],"067204":[],"067209":[],"067224":[],"067239":6,"06724062":6,"067249":[],"067255":12,"067260":[],"067261":6,"067270675787016":[],"0672706757870163":[38,39],"067273":[],"067288":[],"067313":[],"067314":[],"067367":[],"067374":[],"067380":[],"06739484":[],"067400":[],"067431":[],"067435":[],"067437":6,"0674567":[],"067492":[],"067507":[],"067511":[],"067515":[],"067523":[],"06752501":26,"067539":[],"067597":[],"067623":[],"067637":34,"067662":[],"067667":6,"067671":[],"067707":34,"067719":[],"067731":[],"067758":[],"067759":6,"06776056":34,"067764":[],"06777772":[],"067779":[],"067780":[],"06778421":[],"067793":[],"067809":[],"067819":[],"067831":6,"067843":[],"067851":[],"067883":[],"067902":12,"067917":[],"067920":6,"067922":[],"067930":6,"067932":[],"067935":[],"067940":[],"067943":[],"067948":[],"067967":[],"067974":[],"068008":[],"068019":12,"0680225":[],"068024":[],"06804775":[],"068057":[],"06807123":[],"06808421":[],"068088":[],"06810332":[],"068116":[],"068131":[],"068171":[],"068193":6,"06819354":[],"068206":[],"068215":[],"068222":[],"068226":[],"068229":[],"06826275":[],"068264":34,"068268":[],"068274":[],"068278":[],"06828347":[],"068289":[],"068307":34,"068324":[],"06833488":39,"068341":[],"068353":[],"068360":[],"068364":[],"068369":[],"068394":[],"068406":[],"068408":[],"068429":[],"068440":[],"068441":34,"06844519414009445":[7,36],"06844519414009446":[7,36],"068446":[],"068479":[],"06849372":[],"068494":[],"068499":[],"0684990216069429":[],"068504":[],"068512":[],"06851496":[],"068528":6,"068533":[],"068539":[],"068587":[],"068592":[],"068597":[],"068607":[],"068613":12,"06862038":[],"068629":34,"068637":[],"068680":[],"068684":[],"068701":[],"068705":12,"068727":34,"068729":6,"068758":[],"068775":[],"06877599":[],"068797":[],"06881293":[],"068827":[],"068828":6,"068843":[],"068872":6,"068873":[],"068897":[],"068903":[],"068904":12,"068906":34,"068912":[],"06891861":[],"068924":[],"0689303":[],"068931":[],"068939":[],"068967":[],"068977":[],"068984":[],"068985":[],"068986":6,"06901081":[],"069028":34,"069045":[],"06908518":[],"069129":[],"06913112":[],"069132":[],"069136":[],"06915429":[],"069179":[],"06919343":[],"069203":[],"06926151969326948":[],"06926192":[],"069270":[],"069293":[],"06929519":[],"069317":[],"069320":[],"069322":[],"069359":6,"069388":[],"069391":[],"069399":[],"06942115e":[],"0694226":[],"069427":[],"069439":[],"069452":34,"069457":[],"069484":[],"069486":[],"069492":[],"069506":6,"069507":[],"069509":[],"069526":[],"06957317":[],"069584":34,"06958788":[],"069592":[],"069597":[],"069606":[],"069636":[],"069637":[],"06967433":[],"069675":[],"069676":[],"069680":[],"069686":[],"069693":6,"069698":12,"06970419":[],"069711":[],"06971862":[],"069750":6,"069754":[],"069761":[],"069784":[],"069785":[],"069802":[],"069811":[],"06984502":[],"069866":[],"069873":[],"069885":[],"069907":[],"069916":[],"0699274":[],"069948":[],"069964":[],"069970":[],"069978":[],"069979":[],"07":[7,34,35,38,40,41],"070010":[],"07001431":[],"070017":[],"070021":[],"070024":[],"070027":[],"070043":34,"070063":[],"07006502":[],"070072":12,"070087":[],"070095":[],"070098":[],"070135":[],"070146":34,"070150":[],"07016":10,"07017":10,"070172":[],"070178":[],"070181":[],"070183":[],"070190":[],"070213":34,"070248":[],"070258":[],"070273":[],"070274":[],"070275":[],"07027791":[],"070294":12,"070318":[],"07036197":[],"070367":[],"07037089":[],"070380":[],"07039":10,"070414":[],"07043187":[],"070432":[],"070441":[],"070457":34,"070460":[],"070462":[],"070480":6,"070485":[],"07048624":22,"070514":[],"070518":12,"070527":[],"070529":[],"070531":[],"070547":[],"070552":[],"070556":[],"070558":[],"070581":[],"070582":34,"0705828":34,"07058967":[],"070595":[],"070600":[],"070605":[],"070622":[],"07062318":[7,35],"070625":[],"070630":[],"070647":[],"070655":[],"070657":[],"070667":[],"070696":[],"070701":6,"070712":[],"070730":[],"070737":34,"070747":[],"070769":[],"070772":[],"070774":[],"070780":[],"070805":[],"07080668":39,"07082844":[],"07084394":[],"070855":[],"070859":[],"070886":[],"070889":[12,34],"070891":[],"070898":[],"070916":[],"070918":[],"070924":[],"07094607":33,"070950":[],"070975":[],"070980":[],"070986":34,"070991":[],"071001":[],"071012":[],"07101262":[],"071018":[],"071027":[],"071049":[],"071055":[],"071058":[],"07106376":[],"07106891":[],"071070":[],"071081":6,"071087":[],"071092":[],"071093":6,"071103":[],"071143":[],"07114326":[],"07115":10,"071173":[],"071186":[],"071191":[],"071197":[],"071199":12,"071208":[],"071217":[],"07123177":[],"071252":[],"071253":[],"071279":[],"0712848":[],"071291":[],"071294":[],"0713":[1,33],"071314":[],"071328":[],"071341":6,"07134161":[],"071356":[],"071379":[],"071406":[],"071427":[],"071433":[],"071436":[],"071437":[],"071449":[],"07145103":12,"071459":[],"071471":[],"07147868":[],"07147935":[],"071511":6,"071530":[],"07153889":[],"071560":[],"071572":[],"071575":[],"071578":[],"071580":[],"071587":[],"071588":[],"07160048164233102":[7,36],"07160048164233104":[7,36],"071608":[],"071638":[],"071643":6,"071646":[],"071648":6,"071655":[],"071656":[],"071666":[],"07166646":[],"071672":6,"071680":[],"071687":[],"071704":[],"07170448":[],"07172852":[],"07172932":[],"07173249":[40,41],"071758":[],"071759":[],"071774":[],"071789":6,"071803":[],"071831":[],"0718316":38,"071868":[],"07187601":[],"071919":[],"071921":[],"0719267":[],"071935":[],"071937":[],"071954":[],"07195418":[],"071962":[],"071969":[],"071976":[],"071978":[],"072000":34,"072006":[],"072011":[],"072013":[],"072015":[],"072028":[],"072031":[],"072037":[],"07204042":[],"07205852":22,"072065":12,"072083":[],"072085":[],"072092":[],"072101":[],"072111":34,"072121":6,"072132":34,"072140":[],"072147":[],"072148":[],"072171":[],"072173":[],"07218473624441492":[],"072199":[],"072200":[],"072209":[],"072220":[],"072221":[],"072223":[],"072226":[],"072234":[],"072238":[],"072240":[],"072241":[],"072262":[],"072263":[],"072286":[],"072290639572326":[],"07229064":[],"072303":[],"072304":[],"072329":[],"072344":[],"07234492":[],"07235641":[],"072380":[],"072388":[],"072404":[],"072406":[],"07241855":[],"072476":34,"072500":[],"072501":6,"072518":[],"072533":[],"07253999":[],"072551":[],"072577":[],"0725872":[],"07258982":[],"072590":[],"072591":[],"07259548":[],"072615":[],"072621":34,"07263033":[],"072638":[],"072653":[],"072684":[],"072688":[],"072689":[],"072693":[],"072694":[],"072697":[],"072721":[],"072728":[],"072733":[],"072752":[],"072773":[],"072787":[],"072817":[],"072820":[],"072824":[],"072826":[],"072835":[],"072843":[],"072849":[],"07285":4,"072859":[],"072863":[],"07286621":[],"072885":[],"072888":[],"072902":[],"07291598":[],"07292363":[],"072932":[],"072946":[],"072947":[],"072951":12,"072954":6,"072961":[],"072967":[],"072973":[],"07297544":33,"07298295":[],"072997":[],"073021":[],"07304055":39,"073048":[],"073050":[],"073071":[],"073102":[],"073109":[],"073114":[],"073115":[],"073125":6,"073144":[],"073182":[],"073198":[],"073246":6,"073253":[],"073258":[],"073260":[],"073262":[],"073270":[],"073288":[],"073320":[],"07332248":[],"073339":[],"073340":[],"073344":[],"073349":[],"07335575":[],"073392":[],"073405":[],"073408":[],"073411":[],"073415":[],"073416":[],"07341744e":[],"073418":[],"073422":[],"073423":[],"073442":[],"073483":[],"073497":6,"073499":[],"073512":12,"073514":[],"073525":[],"073528":[],"073576975500551":[],"073598":[12,34],"073612":[],"073644":34,"073647":[],"073662":[],"073667":[],"073672":[],"073683":[],"073684":[],"073685":[],"07372439e":[],"07373479":[],"07376699":[],"07378525":[],"073791":[],"073794":[],"073800":[],"073809":12,"073827":6,"073841":[],"073858":[],"073863":[],"073866":[],"073869":6,"073882":[],"073883":[],"073899":[],"073911":[],"073923":[],"07397193":[],"073985":[],"073993":[],"074009":[],"074048":[],"07405556":[],"074067":[12,34],"074073":[],"074084":34,"074087":[],"074112":[],"074114":[],"074115":[],"07412144024494684":[],"074130":[],"074134":[],"07415258":[],"074193":[],"074210":34,"07421084":6,"074212":[],"074216":[],"074221":[],"074228":[],"07424587":[],"074265":[],"074283":[],"07429213":[],"074296":[],"07429886e":[],"074301":[],"074314":[],"074323":34,"074328":6,"074334":[],"074358":[],"07435812":[],"074360":[],"074368":[],"074371":6,"074372":[],"074374":[],"074417":[],"074454":[],"074460":[],"074482":[],"0744881":[],"07449122":[],"074506":[],"074524":[],"074531":[],"074561":[],"07456491":6,"07459764":[],"074622":[],"07468007":[],"074688":[],"074693":[],"07469645":[],"074713":[],"07471361":[],"074738":[],"074776":[],"074787":[],"074802":[],"074807":[],"074820":6,"074824":[],"074830":[],"074831":6,"074851":[],"074859":[],"074866":[],"07487128":[],"074882":[],"074892":[],"07489511":[],"07490892":[7,35],"074911":[],"074928":[],"074931":6,"074935":[],"074971":[],"074976":[],"074979":6,"074984":6,"075021":[],"075028":[],"075048":[],"075052":[],"075058":[],"075070":[],"075083":[],"075086":[],"07510564":[],"07510754":[],"07510785":[],"075109":[],"075114":[],"075129":[],"075136":[],"075155":[],"075157":[],"07517385":[],"075176":[],"075177":[],"075198":[],"075238":[],"075239":[],"075241":[],"075255":6,"075256":12,"075274":[],"075281":[],"075284":[],"075289":[],"075293":[],"075298":[],"075302":[],"075310":[],"07531349":[],"075320":[],"075321":6,"075334":[],"075343":6,"075356":[],"075363":[],"07537801":[],"075385":[],"075392":[],"075396":[],"075409":[],"075416":[],"075423":[],"075429":[],"075446":[],"075463":[],"075472":[],"075478":[],"07549007":[],"075494":6,"075496":[],"075498":[],"075501":[],"075513":[],"075522":[],"075525":[],"075542":[],"075544":[],"07555537":[],"075557":[],"075562":[],"075563":[],"075567":12,"075576":6,"075595":[],"075600":6,"075602":[],"075609":[],"075613":[],"075615":[],"075634":[],"075639":[],"075658":[],"075671":[],"075677":[],"07568256":39,"075689":[],"075711":[],"075712":[],"075718":6,"075753":[],"075761":[],"075771":[],"075794":[],"075809":[],"075816":34,"075822":[],"075823":[],"075830":[],"075834":[],"075838":[],"075842":[],"075864":[],"075868":[],"075872":[],"075876":[],"075878":[],"075880":[],"075883":[],"075885":[],"07588754093232836":12,"075889":34,"075897":[],"075909":[],"0759216":[],"075956":[],"07597049":[],"075974":[],"075978":[],"075988":[],"07600369":[],"0760318":[],"07603598322691016":6,"076057":[],"076065":[],"076066":[],"076071":[],"076076":6,"076079":[],"076082":[],"076091":[],"076101":[],"076108":[],"07612762":[],"076138":[],"076150":34,"076154":[],"076157":[],"076161":[],"076163":[],"076167":[],"07617734331359052":[],"076189":[],"076203":[],"076212":[],"076225":[],"076232":[],"076244":[],"076248":[],"076259":[],"07626658":34,"07630326327869198":[],"076306":[],"076321":[],"076333":[],"076334":[],"076340":[],"076351":[],"076361":[],"076378":[],"076389":[],"076393":[],"076396":[],"076411":[],"076418":[],"07641937":36,"076434":[],"076435":[],"076436":[],"076448":[],"076459":[],"076473":[],"076479":[],"0764924":[7,35],"076508":[],"076542":[],"076543":[],"076547":[],"076555":[],"0765856870687196":[],"07658569":[],"076586":[],"076616":[],"076618":[],"076638":[],"076647":[],"076648":[],"076654":[],"07665857":[],"076665":[],"076679":[],"07668538":[],"076693":[],"076698":6,"076758":6,"076776":[],"076776262573027":[],"076777":[],"07678":10,"076791":[],"076803":[],"076829":[],"076833":[],"076840":12,"076857":[],"076859":[],"076876":[],"0768805855280187":[],"076894":[],"07690911":22,"07692307692307693":10,"076934":[],"076938":[12,34],"076947":[],"076951":[],"076968":[],"07698164":[],"077035":[],"07704298":[],"07705051":[],"077053":[],"077060":[],"077061":[],"07706200276162956":10,"077091":[],"07712197e":[],"07712506":[],"07712724":[],"077131":[],"077139":[],"077141":[],"077168":34,"077180":[],"077184":[],"077226":[],"077248":[],"077254":[],"07726368":[],"077280":[],"077292":[],"077301":[],"077304":[],"077310":[],"077329":[],"077337":[],"077341":[],"0773554":[],"077358":[],"077382":[],"077391":[],"07740964":[],"077411":[],"077414":[],"077431":[],"07745579":[],"077460":34,"077476":[],"0774777":[],"077485":[],"077486":[],"077488":[],"077490":[],"077510":[],"077516":[],"077523":[],"077529":[],"077534":[],"077539":[],"077541":[],"077550":[],"077553":[],"077566":[],"077567":[],"077601":[],"077608":[],"077613":[],"07763918":[],"077641":[],"077643":[],"077653":[],"0776532":[],"077672":[],"077683":[],"07768993":[],"077711":[],"077736":[],"077745":[],"07776381":[],"077764":[],"07777777777777778":2,"077782":[],"077785":6,"077813":[],"077825":6,"077837":[],"077839":[],"077857":[],"077861":6,"077899":[],"077906":[],"077941":[],"077953":[],"077965":[],"077975":[],"07797763":[],"078000":[],"078035":[],"078039":[],"078044":[],"078051":[],"078067":[],"07807026":39,"078071":[],"07808426989543932":[],"078110":34,"078118":[],"078123":[],"078131":[],"078146":[],"078170":[],"07820":10,"07820074":[],"078210":[],"078238":[],"078267":[],"078268":[],"078282":[],"078284":[],"078313":[],"078324":[],"078336":34,"078359":[],"078363":[],"07836545":[],"07836997022107646":[],"078386":[],"078409":[],"078447":[],"078454":[],"078474":[],"078540":34,"078541":[],"078544":[],"078548":[],"078557":[],"078573":[],"07858042":[],"078588":[],"078589":[],"07862466":22,"078636":[],"07864":10,"07865450504129884":[],"078661":[],"078684":[],"078688":[],"078708":[],"078709":6,"07871":10,"078711":[],"078731":[],"078741":[],"078751":[],"078753":[],"078782":[],"078825":[],"078855":[],"078867":[],"078889":[],"078898":[],"07890044":[],"078912":6,"078913":6,"078921":12,"078945":[],"078953":[],"078958":[],"078974":34,"078981":[],"078986":34,"079000":[],"079002":[],"079013":[],"079017":[],"079027":[],"079030":[],"079074":[],"079080":[],"079089":[],"079107":[],"07911268":[],"079114":[],"079138":[],"079161":[],"079164":6,"079174":[],"079184":[],"07919041":[],"079202":[],"079218":[],"079240":[],"079265":6,"079334":[],"079347":[],"079369":[],"079391":[],"079393":6,"07939331":[],"079420":[],"079429":[],"07944154":[26,33],"079443":[],"079444":[],"079487":[],"07950356694388497":[],"079510":[],"079518":[],"079535":[],"079562":[],"079566":[],"07962663":33,"079638":[],"079657":6,"079670":[],"0796891867672603":[7,36],"07969087":[],"07971187802560528":[],"079739":[],"079745":[],"079747":[],"07974741":[],"079783":[],"07978850553011713":[],"079855":[],"079874":[],"079887":[],"079903":[],"079946":34,"079947":[],"079953":[],"079959":[],"079967":[],"07996807":[],"079976":[],"079977":[],"079982":[],"079987":[],"07998756":[],"079989":[],"079998":[],"07it":[],"08":[10,30,34,38,39,40,41],"080032":[],"080082":[],"080094":[],"08009874":[],"080103":[],"08010965":[],"080110":[],"080139":[],"080150":[],"080171":[],"08019747":[],"080199":[],"080205":[],"080220":[],"080222":[],"08023512":38,"080237":[],"080258":[],"080268":[],"080271":[],"080286":[],"080287":[],"080301":[],"080316":[],"08032505":[],"080330":[],"080345":[],"080353":[],"08036056":[],"080363":[],"080380":[],"080403":[],"08043851":6,"080448":[],"080453":[],"080474":[],"080493":[],"080535":[],"080549":[],"080555":[],"080559":[],"080576":[],"080585":[],"08059005":26,"080605":[],"080608":[],"080616":34,"080620":12,"080630":[],"080631":[],"080651":[],"080657":[],"080658":[],"08068207":[],"080702":[],"080704":[],"080706":[],"080735":[],"080747":[],"080764":34,"080766":[],"080793":[],"080832":[],"080849":[],"080875":[],"08089421":39,"080903":[],"08090942":[],"080910":6,"080947":[],"080950":[],"080987":[],"080997":[],"081031":[],"081038":[],"08109405":[],"081103":[],"081107":[],"081151":[],"081194":[],"081195":[],"081217":[],"081221":[],"08122943":[],"081232":[],"081235":[],"081252":[],"081276":34,"081283":[],"081296":[],"08131003":7,"0813156":[],"081324":[],"081342":[],"081405":[],"081410":[],"081411":[],"081431":[],"081450":[],"081457":[],"081494":[],"081523":[],"081527":[],"081530":[],"08153923":[],"08154221680664263":[],"081544":[],"08156108":[7,35],"08159479":[],"081637":[],"08165104":34,"081652":[],"081655":34,"081681":[],"081686":[],"081702":[],"081728":[],"081730":[],"081750":6,"081772":6,"081796":[],"08179906":[],"081811":[],"081823":[],"081835":[],"081836":[],"081845":[],"08187062":[],"081871":[],"08189696":[],"08191754":[],"081926":[],"081931":[],"081955":[],"081978":[],"082002":[],"082009":[],"082018":6,"0820185":[],"082043":[],"082057":[],"082085":[],"082115":[],"08212093":26,"082121":[],"082126":[],"082149":[],"082151":[],"08216308":[],"082170":[],"082173":[],"082174":[],"082180":[],"082230":[],"082240":[],"082249":[],"082256":[],"082264":[],"08227057":[],"082274":[],"08227668":[],"082303":[],"082307":[],"082316":[],"082318":[],"08233627":[],"082342":[],"082355":[],"082361":[],"082412":[],"082414":[],"08244283":[],"082464":[],"082478":[],"082482":[],"08251519":[7,35],"082518":[],"082519":[],"082533":[],"082537":[],"082553":[],"082596":[],"08259753":[],"082598":[],"082653":34,"08266769":[],"082670":[],"082742":[],"082753":6,"082764":[],"082784":[],"082785":[],"08280012":[],"082803":[],"082857":[],"082876":6,"082878":[],"082940":[],"082947":6,"082957":[],"082971":[],"08299273e":[7,35],"08300526":[],"083016":[],"083034":[],"08304321":26,"083046":6,"083061":[],"083092":[],"083119":[],"08312573":[],"083128":[],"08313374":[],"0831367":[],"083138":[],"083179":[],"083182":[],"08318298e":[2,41,42],"08319383":[],"0832":[],"083203":[],"083248":[],"083257":[],"083259":[],"083260":[],"083266":6,"083268":[],"083288":[],"08332537":[],"083331":[],"08333333333333333":10,"083342":[],"08336233266":5,"083405":[],"083446":[],"08344633":39,"083459":[],"083465":[],"083471":[],"083479":[],"083499":[],"083501":[],"083504":12,"083527":34,"083547":[],"083548":[],"083564":[],"083582":6,"083596":[],"083645":[],"08370977":[],"083714":[],"083734":[],"083765":[],"08376632":[7,34,35],"083766322923899":[7,34,35],"0837663229239043":[7,34,35],"083793":[],"083801":[],"083864":[],"083900":[],"08391725":22,"083930":[],"083968":[],"083970":[],"083982":[],"08398399377155011":[],"084018":[],"084042":[],"084076":34,"084091":[],"084112":[],"084122":[],"084127":[],"08418548":[],"08418956":[],"084195":[],"08419839":[],"084209":[],"084218":[],"08421808":[],"084222":[],"084255":[],"08426840630693411":[7,36],"08426840630693413":[7,36],"084289":[],"084312":[],"084319":[],"084340":[],"084346":[],"084358":[],"084376":[],"084406":[],"084423":[],"084434":[],"084440":[],"084486":[],"084514":[],"084531":[],"084535":[],"084548":[],"08455":10,"084550":[],"084568":[],"08458591":[],"08460718":[],"084619":[],"084637":[],"0846409":[],"084674":[],"084687":[],"084694":[],"084695":[],"084702":[],"084712":[],"08472879":[],"08474":10,"084801":[],"084809":34,"08482302":[],"084847":[],"084858":[],"08487999":[],"084910":[],"084915":[],"084934":[],"084963":[],"084967":[],"084976":[],"084987":[],"084996":[],"085079":[],"085096":6,"085099":[],"085120":[],"085139":[],"085141":[],"085145":[],"085147":[],"085150":[],"085155":[],"08516604":[],"085197":[],"085201":[],"085212":[],"085222":[],"085268":[],"085294":[],"085295":[],"085353":[],"08536248571780691":[],"085369":[],"085378":[],"085390":[],"08539155":38,"085392":[],"08539583":[],"08540984":[],"08543112":[],"085436":[],"085455":[],"08546261e":[],"085463":[],"085486":[],"08551306":[7,35],"085518":[],"085548":[],"085573":[],"085592":[],"08559230156092426":[],"08561649":[],"085655":[],"085659":[],"085690":[],"08569593":[],"085712":[],"085716":[],"085722":[],"08572513":[],"085728":[],"085747":[],"085762":[],"085764":[],"08576932":7,"08578912":22,"085790":[],"085807":[],"085819":[],"085820":[],"085833":[],"085853":[],"08587209":[],"085902":[],"085918":[],"08593216":[7,35],"085935":[],"085937":[],"085970":[],"085973":[],"085980":[],"085988":[],"085996":[],"08601328":[],"086021":[],"086026":[],"086058":[],"086068":[],"08607283":[],"08609047":[],"086092":[],"086095":[],"086096":[],"086101":[],"086107":[],"08611111111111111":[2,41],"086125":[],"086130":[],"086212":[],"086218":[],"08622478":[],"086227":[],"086230":[],"086239":[],"08624193":[],"086250":[],"086256":[],"086286":[],"086287":[],"086289":[],"086306":[],"086318":[],"086326":[],"086338":[],"086339":[],"086346":[],"086364":[],"0864086":[],"086410":[],"086428":[],"08642966":[],"08646474":39,"086471":[],"086483":[],"08648837":34,"086489":[],"086508":[],"086548":[],"086576":[],"08660891":[],"086611":[],"086653":[],"086655":6,"08667591":[],"086694":[],"086712":[],"086730":[],"08675226":[],"086797":[],"086799":[],"086808":[],"086809":[],"08683446":[],"08687303":38,"08690":10,"08690184845323":[],"08691139":[],"086913":[],"086970":[],"08698097":[],"08699295e":[],"08700526":[],"087020":[],"08702578":[],"08705631913312815":[],"087102":[],"087135":[],"087210":[],"087255":[],"08728977":[],"087297":[],"087327":[],"087340":[],"08734023":[],"087369":[],"087424":[],"08742496":[],"087429":[],"08747795":[],"0875061":[],"087560":[],"08758":10,"08758013":[],"087585":[],"087621":[],"087675":[],"08771271":30,"0877492":[],"087772":[],"08777858":[],"087789":[],"08779325":[],"087828":[],"087864":[],"087871":[],"087876":[],"087909":[],"08793554992813543":[],"087946":[],"087988":[],"08799729":[],"088023":[],"088029":[],"088030":[],"088038":[],"088058":[],"08809115":[],"088102":[],"088127":[],"08816816":[],"0881981":6,"088199":[],"088242":[],"08824304e":[],"08826182458028335":[],"08826256":[],"08833634":[],"088375":[],"088390":[],"08839544":[],"088425":[],"088441":[],"088455":[],"088481":[],"08854388":[],"088574":[],"08858739":[],"088599":[],"08860502":[],"088609":[],"088636":[],"088642":[],"088650":[],"088651":[],"088680":[],"088694":[],"08871404":6,"088726":[],"08881497884574564":34,"08888888888888889":[2,41],"088926":[],"08896995":[],"088970":[],"089":[],"089007":[],"08902":10,"089052":[],"089055":6,"089065":[],"089086":[],"08919261":39,"089288":[],"089311":[],"08931169286872433":[],"08931681":34,"08933713":[],"089338":[],"08935132374099551":[],"089354":[],"089376":[],"089377":[],"089386":[],"0894015":[],"089404":[],"089408":[],"089417":[],"089421":[],"08946029":[],"08947292":[],"08949703e":[],"0895043":[],"0895387":34,"089539":34,"089548":[],"08956994":[],"089576":[],"089578":[],"089600":[],"08961438":[],"089619":[],"089626":[],"089639":[],"089653":[],"089668":[],"089690":[],"089704":[],"089708":[],"089714":[],"089718":[],"089726":[],"089730":[],"089735":[],"089738":[],"089748":[],"089755":[],"089760":[],"089761":[],"089763":[],"089769":[],"08977751":[],"089783":[],"089785":[],"089786":[],"089790":[],"089795":[],"089800":[],"089826":[],"08984905":[],"089858":[],"089859":[],"089872":[],"089940":[],"089949":[],"08996":10,"089996":[],"09":[2,34,41,42],"090002":[],"09000319":[],"090033":[],"090038":[],"090075":[],"09007789":[],"090081":[],"090114":[],"090118":[],"09014451":[],"090154":[],"09016979":[],"090174":[],"090204":[],"09024373":[],"09028702":[],"090302":[],"090319":[],"09033649":[],"090387":[],"090429":[],"090437":[],"090439":[],"090440":[],"090468":[],"090475":[],"090476":[],"09048717285916912":[],"090492":[],"090561":[],"090565":[],"090624":[],"090626":[],"09065603":[],"09070064":[],"090717":[],"090721":[],"09078672":[],"0907958":[],"090804":[],"090935":[],"090985":[],"091":[],"091015":[],"091034":[],"091068":[],"09109617":[],"091159":[],"09120503":[],"09129027":[],"09135059e":[],"091362":[],"091365":[],"091388":[],"09156055":[],"09156398":22,"09163947":7,"09165112":[],"091653":[],"09166666666666666":2,"091674":[],"0917":10,"09171886":[],"091731":[],"091732":[],"091871":[],"09189665":[],"09192497":[],"092013":[],"092062":[],"092064":[],"09206825":[],"09209032":[],"09211239":[],"09219464":[],"09224244":[],"092252":[],"09225273":[],"092347":[],"092374":[],"092401":[],"09241887":39,"092421":[],"09242193":[],"09246293455466892":[],"092486":[],"09251":10,"092530":[],"092533":[],"09257332":33,"09258408":34,"092607":[],"092608577084595":[],"09267158":[],"092689":[],"092703":[],"092746":[],"09280524":[],"09291556244521161":[],"09291806":[],"092956":[],"09296935":[],"092982":[],"09299349":[],"09300398":[],"093004":[],"093011":[],"09303501":[],"0930438":[],"093045":[],"093094":[],"09310479":[],"093115":[],"093226":[],"093288":[],"09331672":[],"09345236":38,"09346106":[],"09347829":[],"09353846":[],"093554":[],"093572":[],"09360113":[],"09360642":22,"09368":38,"093680":[],"09371427":[],"09374315e":[],"0938492":[],"09397626":[],"09398153":[],"094027":[],"094044":[],"0940821989627646e":[7,35],"0940821989652176e":[7,35],"094099":[],"094189":[],"094243":[],"094254":[],"094304":[],"094362":[],"09440493433371173":[],"094439":[],"09444444444444444":[],"09452695":[],"094527":[],"094630":[],"09469095":[],"094697":[],"094797":[],"094849":[],"094857":[],"094862":[],"09487358":[],"094877":[],"09491833":[],"094941":[],"09497303":[],"095037":[],"095077148135215":6,"095090":[],"095106":[],"095125":[],"09512539":[],"09515455":[],"095178":[],"095278":[],"09529067":[],"09533458":39,"095358":[],"095395":[],"095425":[],"09543871010617433":[],"095465":[],"095626":[],"095710":[],"09572047":[],"095803":[],"095805":[],"09584387":[],"09590269e":[],"09590878":33,"095915":[],"09604976":[],"096077":[],"096078":[],"09609807":6,"09610694":[],"096203":[],"09621323":[],"09622593":[],"096270":[],"09627032":[],"096287":[],"096365":[],"09637807":[],"09649893":[],"096511363983559":[],"09651792":[],"096570":[],"096630":[],"09664324":[],"09666342":[],"09667969":[],"096690":[],"096700":[],"096731":[],"096811":[],"09695222":[],"097017":[],"09702948":[],"097060":[],"097115":[],"097365":[],"097380":[],"0973900819831327":[],"09739637":[],"09740532e":[],"0974061":[],"0974119":[],"09744":10,"09755017":[],"09760893":[],"0976598":[],"097667":[],"09780":10,"097873":[],"09790216282081063":[],"09791":10,"09808149":[],"09808284":[],"09808622":[],"09812323e":[],"098144":[],"09821823":[],"09829902":[],"0983565":[],"098371":[],"098414":[],"098431":[],"09846933":[],"09848937":[],"09851247":[],"09861229":[26,33],"09862097":[],"09878301":39,"09880256":[],"098803":[],"09895512":[],"09900258":[],"09903804":9,"09905657":[],"09913654":[],"09919198949275869":[7,36],"09919725":[],"09927808":[],"09928714":[],"09930135":[],"09931721":[],"09941275e":[],"09941804358942685":33,"099494":[],"09951287404314545":[2,41,42],"099588":[],"099622":[],"09964573":[],"0999075":22,"0n":[1,33],"0s":[41,42],"0x0006":[4,5,15],"0x10746eeb0":[],"0x10b911550":[],"0x10b9828b0":[],"0x10cc52cd0":[],"0x10fcfaeb0":[],"0x117195940":39,"0x117269df0":39,"0x1174af160":[],"0x11753f700":[],"0x117715eb0":[],"0x117893340":[],"0x117c17be0":[],"0x117edb760":[],"0x11892e7f0":[],"0x118995f70":[],"0x11975e550":[],"0x11a8ace50":[],"0x11af6aa90":[],"0x11b160a60":[],"0x11ba4a5b0":[],"0x11baaec10":[],"0x11bc3a1f0":[],"0x11bcee130":[],"0x11bdd4640":[],"0x11c3bd700":[],"0x11f13fb20":[],"0x11fa3db20":[],"0x11fc31790":[],"0x11fd7c160":[],"0x11ffa0ee0":[],"0x120cc1b20":[],"0x121cf68e0":[],"0x1220ecf70":38,"0x122eac100":38,"0x124252b80":[],"0x124b30190":[],"0x124b96d60":[],"0x1253cc610":22,"0x125606520":22,"0x125dbb640":[],"0x126431130":[],"0x1273ffac0":[],"0x1279bd460":[],"0x127d8ceb0":[],"0x12aaa0b20":[],"0x12b14fa90":[],"0x12ccea880":[],"0x12e13a850":[],"0x130ca6a60":[],"0x13134a100":[],"0x1322a9a00":[],"0x135f8b1f0":[],"0x1360ef5e0":[],"0x145270160":[],"0x1452d6eb0":[],"0x1522ef130":[],"1":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,26,28,29,30,31,32,35,36,37,38,39],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,26,27,29,30,31,33,34,35,36,37,38,39,40,41,42],"100":[1,2,3,4,5,6,7,9,10,11,12,14,15,16,17,18,22,23,26,30,31,33,34,35,36,37,38,39,40,41,42],"1000":[0,1,2,3,5,6,9,12,14,15,22,23,25,30,33,34,37,38,39,41,42],"10000":[3,6,7,11,12,14,30,35,36,42],"100000":9,"10001":11,"100083":[],"10008326":[],"1000911":[],"1001":[10,30],"1001408041761458":[],"1002":30,"100209":[],"10029389":38,"1003":30,"10030":10,"10036694":[],"10041812":35,"1004727":[],"10047943":[],"1005":30,"100523":[],"10068448":[],"1007":36,"1007711427354898":[7,36],"100816":[],"1009":30,"10100211":[],"101008878523571":[],"10107914":[],"1011":30,"101150":[],"10115017":[],"10116149":[],"10124634":[],"101263":[],"101288":[],"101292":[],"1013":30,"10131081":39,"1013904243":30,"10141413e":[7,35],"10145028":[],"1015":30,"1015491":38,"10158754":[],"1015am":33,"10175169":[],"10179509":[],"10189951":39,"10200001":33,"10202674":[],"10213605":22,"102147":[],"10219344":[],"102209":[],"1023":30,"10230":10,"1024":4,"10240571":[],"10242458":[],"1026":30,"10261093":[],"1027":30,"10274274e":[],"10276112":[],"10296919":30,"103":[2,7,41,42],"1030":30,"10321406":[],"10325557":[],"10331028":[],"1033455":[],"10340":10,"10340733":[],"10348862":[],"10365224":[],"10369090e":[],"1037":30,"10371767":[],"10378326e":[2,41,42],"1038":30,"10387439":[],"10391807":[7,35],"10398646080125032":[7,36],"10398646080125035":[7,36],"1040":30,"10402095":[],"10405456":12,"10407019":[],"10425587":[],"10426556":[],"10426802":[],"10430":10,"104411":34,"10453899":[],"10454793727627841":[],"10465415":[],"1047":30,"10470031":[],"10478375":[],"10491353":30,"10499357":38,"105":[3,35],"1050951":[],"10517643":[],"10520":10,"10520393":[],"10537416":[],"10539984":[],"105400":[],"10541723644166373":[],"10542736e":[],"10555555555555556":[2,41],"10556487":[],"1055854":39,"10560458":[],"10560535":[],"10572":36,"10587277":[],"10589577":6,"10595991":[],"10598715e":[40,41],"106":3,"10604579e":[],"106095":[12,34],"10637914":[],"1064601390492845":[],"10646014":[],"10687432e":[],"10688434":[],"10695771":[],"10719554":[],"10719859":[],"10730076":30,"10738656":[],"107387":[],"10747579":[],"107476":[],"1074792":[],"10754764":[],"10766611":33,"10786423":[],"1079":36,"10790125813226321":34,"108":[3,7,10],"10801706":[],"1080176":[],"10837392":[],"10851177":[],"10854118":[],"10888197":[],"1089165":39,"10898643":[],"10901131":22,"10907699":[],"10908858":[],"10909182e":[],"10913":7,"10923006e":[],"10931453":[7,35],"10936832":[],"10950876":[],"10960":10,"10987614":[],"10991429":[],"10994958":[],"10995472e":[40,41],"10e":[41,42],"10th":10,"10x":[1,33],"11":[0,1,2,3,6,7,8,9,10,11,12,13,14,16,17,22,24,26,27,28,29,30,31,32,33,34,35,36,37,38,39,41,42],"110":3,"1100":30,"11004595":33,"11005335":[],"11006373":[],"1101":30,"11022302e":[6,39,40],"11038556":33,"11042239":[],"11048466":[],"110485":[],"11052859":[],"11061452":[],"11080997912276":[],"11081083":[],"1108407":[],"111":[0,2,3,8,13,37,39,40,41,42],"11100":10,"11113486":[],"111135":[],"1112416":[],"11129947":[],"11131389":[],"11144292":22,"11147544":[],"11163239":[],"11164003":[],"11164926":[],"11171148":[],"1118933":[],"112":3,"11202337":36,"11204514":[40,41],"11214365":[],"11221557":12,"11232457":[],"112383":[12,34],"1124":10,"11245282":[],"112619":[],"11261935":[],"11265643e":[],"11277166":[],"112772":[],"11285621":39,"113":[3,7],"1130676":[],"11313433":38,"11315542":[],"11315771":[],"11320323":[],"11320726":[],"11323706":26,"11331834":[],"11361003":[],"1137048":[],"11371176e":[],"11382896":35,"11388017":[],"11388888888888889":[],"11390":10,"114":3,"11406297261341168":[],"11416086":[],"11425439":38,"11433693":[],"114384":[],"11438414":[],"11439407":[],"11449851":[],"11449867":[],"114499":[],"114550":36,"11457699":[],"11462415":6,"114795":[],"11479519":[],"11482289e":[7,35],"1148541":[],"11487977":[],"11490318":[],"11498192":[],"11501291":[],"11507992e":[2,41,42],"11526665":[],"115356":[],"11535632":[],"11543883":[],"11547777218872497":[7,36],"11548661":[],"11556912":[],"11570114e":[],"11571507":[],"115822":7,"1158848":[],"11588954":[],"11590":10,"11596287":[],"11596834":[],"11597515":[],"11620886":[],"11634286":[],"11634286035477":[],"11636264e":22,"1164167":39,"11660":10,"11666666666666667":[2,41,42],"11675128":[],"11683558":[],"1169204":[],"1169242":[],"11692966":[],"11694":27,"11694197":[],"117":[9,24],"11715109e":[],"11725761":[],"11731667":33,"11744554e":[7,35],"11747908":[],"11762444":[],"11780":10,"11797382":[],"118":[1,8,24,37],"11822173":[],"11826404":[],"11830757":35,"118318":34,"1184":36,"11840":10,"11844773":[],"11861803":[],"11868033":[],"11877604":[],"11890":10,"11891833e":[],"11894467":22,"119":[1,8,24,37],"11922031":[],"11928633e":[],"11930916":[],"11935351":[],"11938084":39,"11944131e":22,"11969984":[],"1198891":[],"11991488":[],"11992194":[],"119922":[],"119936":[],"12":[1,2,3,4,5,6,7,8,9,10,12,13,22,23,24,26,28,30,32,33,34,36,37,38,39,41,42],"120":[1,4,8,24,37],"1203":10,"12031117":[],"1203284":9,"12040799":[],"120435":[],"12043521":[],"12044974":34,"120450":34,"12062771":39,"12068251":[],"12079371":[],"12081773":38,"12084953":[],"12085937e":[],"12099567":[],"121":[9,10,11],"12123488":[],"12124104":[],"121292":[],"12135727":[],"12143852":[],"12152902":[],"12155483":[],"1215pm":[31,33],"12166797":[],"12182967":[7,35],"12183393":[],"12183785":[],"12190193":[],"121902":[],"12198":[],"122":[9,10,11],"12204312":[],"12206013":[],"12206812":[],"12208052":[],"12210357":[],"12220088":[],"12220276":[],"12220773":33,"12222222222222222":[2,41,42],"12235593":[],"12242545":[],"12279959":[],"12282958127703":[],"123":[],"12318726e":[7,35],"12329646":[],"12330033":34,"12333649":[7,35],"12363332":[],"123711":7,"12380":10,"12382443":[],"12392385":26,"123928000581825":[],"12393064":[],"12394921":[],"124":[1,33],"12400":10,"1242":9,"124228866018077":[],"12425815":[],"124325":[],"12443338":39,"12443871":[],"12461758":[],"12462963":[],"12466453":[],"12498355":[],"1251681":[40,41],"12534765":[],"12536737":38,"12544009":[],"12544297":[],"1255057631975562":12,"12552073e":[7,35],"125757":[],"12591227":34,"126":10,"12600095":[],"12607006":26,"1261":10,"12618549":6,"1265":10,"12667402":[],"12675974":[],"12686507":[],"127":5,"12702643":[],"1271":7,"12733488":[],"12733892":[],"12777777777777777":[],"12790":10,"128":[4,5,14,38,39],"1280526":[],"12829994e":[],"12831838":[],"128393685824704":[],"12840176":[],"1284100258440377":[],"12846660e":[],"12871842":34,"12873424":[],"12893437":39,"12893778":[],"129":[],"129012":7,"12903093":[],"12910258":[],"12922837":[],"12936913":[],"12952339":35,"12957454":[],"1297":10,"12978318":22,"1298":10,"129963":36,"12it":7,"12pm":[31,33],"13":[1,2,3,6,7,8,10,12,13,19,22,24,26,28,30,33,34,36,37,38,39,41,42],"130":10,"13003291":[7,35],"13009402":[],"13012167":[],"13024288":[],"13035147135400782":[],"13037395":[],"13040489":[],"13055555555555556":[],"13055762":[],"13059483":[],"130694":34,"13069442":34,"13086825":[],"13092444":[],"131":10,"13107995":[],"13117805":[],"13134148011170077":[],"13137881":[],"131379":[],"13152828":[],"13162821e":[],"13164176":[],"13181493":[],"13186167":[],"13195623":33,"13196676":[],"132":10,"13203156":[],"13206207781887236":[],"13217667":[],"13220608e":[7,35],"132441":[],"13244119":[],"1325":7,"1326":10,"13260573":[],"1326197715":33,"132756":[],"13280":10,"13286177":[],"13296813":[],"13298019":[],"133":[8,37],"13300211":39,"1332":36,"13324158":[],"13326664":[],"13337992":[],"13343872":39,"13355309":[],"13373501":[],"13378194":26,"134":35,"13437168":[],"134534":[],"13453411":[],"13455019":[],"13457622":[],"13485566":6,"135":10,"1350":36,"13518746":[],"13531906":[],"13535942":[7,35],"13537597":26,"135553999655979":33,"13564988":[],"1356995":[],"13590426":[],"136":[1,8,37],"13600596":[],"136066":[],"13607502":[],"13625288":[],"13646574":6,"13659941":[],"13661243e":[7,35],"13663125":[],"1366929":33,"13675593":[],"136756":[],"13679863":[7,35],"13680048":[],"13684661":[],"13699574":[],"136996":[],"137":[1,8,37],"13706862":[],"13728124":[],"13729154":[],"13738633":[],"13740":10,"137652":[12,34],"13781304":39,"1378267322316808":[],"13788033":[],"13791264":[],"13799037e":[],"138":[1,8,37],"13819592e":[],"13820":38,"13825388":[],"13845051":[],"13847167":[],"1385":7,"1385510301651882":[],"13858163":[],"13861839":26,"13865173":6,"13866942":[],"138775":[12,34],"13878649":[],"1388888888888889":[],"13890":10,"13896095":[],"139":[1,8,37],"13904707":39,"13911934":[],"13913033":[],"139224":[],"1392559585020426e":[7,35],"139255958997547e":[7,35],"1393548":[],"13945974":[],"13956654":[],"13976073":[],"1399386":[],"13it":[],"14":[0,1,3,5,6,7,8,9,10,11,12,13,22,23,24,26,30,32,34,36,37,38,39,42],"140":[1,8,10,37],"14002608":[],"14021063":[7,35],"14029264":[],"14038959":[],"140390":[],"14040757":39,"14043884":[],"14045682":[],"14046224e":[],"14084366":[],"141":[1,8,37],"14100":10,"14104212":[],"14112437":[],"14114294":[],"141182":[],"14118216":[],"1412":[22,38,39],"14122256":[],"14123881":[],"1416398":[7,35],"14174745":[7,35],"1418":10,"14187173":[],"14192454":[],"142":[1,8,10,37],"14213876":[],"14216089":39,"142188":[],"14218838":[],"14230327":26,"14239961":[],"1424112":[],"14249052":[],"14250":10,"14251309":[],"14260706":[],"14277718e":34,"14285244":[],"143":[0,1,3,8,10,37],"14309433":[],"14335140e":[],"14369927":[],"1437":[2,41,42],"14373934e":[40,41],"14383145":[],"144":[1,3,8,37],"14400":10,"14404536":[],"1440501043841336":[2,41,42],"1441031":[],"14424825":[],"14433067":[],"14437776":[],"14440":10,"14452065":[],"14452678":[],"14465374":[],"144654":[],"1446729567":5,"144848":[],"14484831":[],"14495737":[],"145":[],"14523337e":[],"14550854":[],"145509":[],"14559761":[],"14568914":35,"145753":[],"1457534":[],"14580867":[],"14599499":[],"146":3,"14605929":[],"14610161":[],"146141":[],"146212":7,"14629156":36,"14638":38,"14643345e":[],"14690374":[],"146904":[],"14697222":[],"14697641":[],"147":[],"14708":[],"14710":10,"14716":7,"147161":7,"14721582":[],"14722222222222223":[2,41,42],"14730311":39,"147400":[12,34],"147420":[12,34],"14751649":[],"147545":[],"1477190177681485":[],"1477805":[],"14780956":33,"147836":[],"14783612":[],"1479":10,"148":[3,4,5,15],"14812206":7,"14815202":[],"14824254":[],"14825560e":[],"14828178":[],"14829228":[],"14841322":[],"148477":[],"1486419":[],"148776":[],"14880915":[],"1488598":[],"14890012":[],"148913":[],"148932":[],"14893216":[],"149":3,"149003":[],"149063":[],"149111":[],"14913555":[],"149266":[],"14934":[],"14934258650797513":[],"149353":[],"149379":[],"149388":[],"149416":[],"149433":[],"149466":[],"149483":[],"14949972":[],"149524":[],"149904":[],"14990609":26,"149921":[],"14g":[7,36],"14it":[],"15":[0,1,2,3,5,7,8,9,10,13,14,16,17,18,22,24,30,33,36,37,38,39,40,41,42],"150":[4,5,9,10,15,23],"15001903":[],"15005476":6,"150055":36,"15008902218011533":[],"1502":40,"150301":[],"150337":[],"15042293":[],"15052":[],"150527":[],"15058132343282243":[],"150735":[],"15078":7,"15079545":[],"15098090e":[7,35],"151":[4,5,15],"15102593":33,"15126318":[],"15129596":22,"15130074e":[7,35],"15143483e":[],"151522":[],"15173932":[],"151892":[],"15195036":39,"15199":[],"152":10,"15200":10,"15202654":[],"15207119":[],"152149":[],"15215415":[],"15235148":[],"15242624e":[],"152494":[],"1527777777777778":[],"15280951":[],"15283463":[],"1529":[],"15294186382924843":[],"153":[4,5,15],"153036":34,"15313054":36,"15316333":26,"15338896e":[],"15351626":[],"15360063":[],"15361856":[],"15367403":[],"1537797":[],"15384615384615385":10,"15388662":[],"15390225":[],"154":[4,5,15],"15403275":[],"15422927":[],"15424679":[],"15435127":[],"15435937":[],"15451852":[],"154751":[],"1547556":[],"1548131":[],"15489318":[],"15493099":[],"155":[4,5,10,15],"15515965":22,"15527976":[],"15546887":[],"15563816":[],"15572395":[],"155724":[],"15586219":[],"15593478":[],"155994":[],"15599422":[],"156":[4,5,15],"15605625":[],"15654145":[],"15670465":[],"15670921":38,"1567286":[],"15690073":[],"156956":6,"157":[4,5,15],"15709522":[],"157128":[],"1571284":[],"15744669":39,"1575":10,"1575046":[],"15751952":[],"15759533":[],"1576057":[],"1579":[],"158":10,"15830902":[],"15833751":[],"15847501":[],"1587":10,"1590":10,"15905706e":[],"15906954":[],"15924557e":[],"15951871":38,"15961465":33,"15970814":[],"15971479":26,"1598058":[],"15990":10,"15991124e":[],"15am":33,"15g":[7,36],"15it":[],"16":[2,3,4,5,6,7,9,10,11,20,22,23,26,30,33,34,35,36,38,39,40,41,42],"16013842":[],"1602625":[],"1603":4,"16039162":[],"16043208":[],"16050357":[],"16063661":[],"16072855":[],"16111111111111112":[2,41,42],"16118615":[],"16119967":[],"16124569":[],"161246":[],"16131839":[],"16146139":[],"16147054":[],"16158074":[],"161581":[],"16172219e":[],"16180248":[],"16181877":[],"16188604":[],"16201555":[],"16209264e":[],"16211139":6,"16211781":[],"1621766238509487":[],"16220":10,"162246":6,"16226023":[],"16231451":5,"16241396":39,"1625":10,"16257339":[],"16257872":[],"16271817":[],"16275926":[],"1628":10,"16292908":[],"16304863":34,"163049":34,"1630775253":2,"16312434e":[],"16328315":[],"16342407":6,"16343471":[7,35],"1636508":[],"16373437":[],"16384":4,"16388664":[],"163887":[],"16404402":[],"16405708":[],"16407038":[],"16411163":[],"164112":[],"16413938":[],"16431956":[],"16436977e":[],"16437294":[],"16445858":[],"16452848":33,"16452931":[],"16469725":[],"16486151":[],"16500":10,"165033577601387":[],"16513872":[],"165272":[],"16532977":[],"16533342":34,"16535252":[],"16543524":[],"16552497":[],"16567361":[],"166":10,"1660497e":[],"16606924":[],"16617445":[],"16620159":[],"16622624":[],"1664372":[],"166540":[],"16654048":[],"16674251":[],"16702443":[],"16710567":[],"167116584998668":[],"16744759":[],"16777789":[],"167787":6,"16791183":[],"168":10,"16805821e":[7,35],"16828877":39,"16849001":22,"16879134":[],"16881787":[],"16913489":[],"16925937":[],"169299":[],"16949234":[],"16it":[],"17":[2,3,6,7,8,9,10,14,22,30,33,34,36,37,38,39,40,41,42],"17021424":[],"17026621":[],"17069366":[],"17080691":[],"170807":[],"17089674":[],"1709":10,"17093974":[],"171":35,"17101958":[],"171525":34,"1715252":34,"17158357":[],"171611":[],"17168028":[],"17174962e":[2,41,42],"17214545":[],"17214797":[],"1721774":[],"17222222222222222":[],"17222494":[],"17239551e":[],"17246397":[],"17249725":[],"17253354":[],"1726":10,"17260271":[],"17272182":[],"17285183":[],"17293829":26,"1729993":[],"173":[22,39],"17300":10,"1731":10,"1732863504708044":[],"17359583e":[],"1735981":39,"17367225":[],"17377547":[],"17378802":[],"17382534":[],"17399603":30,"17405911e":[],"17418673":[],"17446471":7,"17483760":36,"175":36,"17501258":[40,41],"1752":10,"175300":34,"17547294e":[],"17563274":[],"17567503":[],"17568084":[],"17569961":[],"176077701534979":[],"17629205":[],"17641709":[7,35],"17643975e":[],"17669259":[],"176762":[],"17676247":[],"1767857":[],"17714797":[],"17728993":[],"17739525":[],"17748881e":38,"17757295":[],"177665":12,"17766528":12,"17777777777777778":[2,41,42],"177786562639708":[],"17780089":[],"1778106":[],"17801022":6,"17801827":[],"17806281e":[],"1780797":[],"17827738":[],"17834506e":[],"17840283":[],"17849836":[],"17856374":[],"17861098":7,"17861414":[],"17865868":[],"17869861e":[],"17882416":[],"17886464e":[],"179":[],"17913653":[],"17917768":6,"1792":[],"17934093":[],"1793417":[],"17934801":[],"1793636":[],"17941158":[],"17941609":26,"17944696":[],"17948385":[],"17948638":[],"17949575":6,"17953942":12,"17968231":[],"1797":[2,4,41,42],"17987746":39,"17it":7,"18":[0,3,7,8,9,10,11,14,22,23,24,30,36,37,38,39,41,42],"180":[],"18013978":[],"1801709":35,"18019623e":[],"18029127":6,"18038547":[],"18043393":[],"18052195":[],"1807":5,"1808228":[],"18085537":[],"1809":10,"18093549":[],"18094575":[],"181":10,"1810415856976313":[],"18106943":[],"18114057":[],"181141":[],"18118338":[],"1812":10,"18120973":[],"181210":[],"18146425":[],"18147009":[],"181766185664273":[],"18180717":[],"182086698929565":[],"1821":10,"18234308":[],"18234499":[],"18251883":[],"18274735":[],"18277213":[],"18285689e":[],"18290649":22,"18307821":35,"18333333333333332":[],"18383522":34,"18388":7,"184":10,"1840":36,"18409254":[],"184119":[],"18415031":[],"18418938":[],"18418988":[],"184519":34,"18461559":33,"18464035":[],"18474924":[],"18485685":[],"184866696796263":[],"18497496":[],"184975":[],"185":35,"18501900e":[],"18510775":[],"18522369":[],"18551655":[],"1855524":39,"185710":[],"18571046":[],"18572822":[],"1860":10,"18603548":[],"18604416":[],"18611111111111112":[],"18613217e":[7,35],"1863889":[],"18646225":[],"18660":10,"18670072e":34,"18673098":12,"18702469":[],"18711407":[],"18712313":[],"18715465":[],"18725816e":[],"18742521":[],"18750351":[],"18757012":[],"18781225":[],"1880258":[],"18810873":[],"18816387":[],"18824338":[],"18840034e":[],"18850776":[],"1885906477601598":[],"18859065":[],"18864495":[],"18872206":[],"18908167":26,"18925625":[],"189496":34,"18956157":[],"189622":34,"18981286":[],"18986837":[],"18it":[],"19":[3,7,10,16,22,24,30,33,36,38,39,42],"19001247":[],"19009085621304586":[],"19009894":33,"19036055":[],"19052323e":[],"190529":[],"19052935":[],"19057517":38,"19069576e":38,"19073442":[],"19126179":[],"19166666666666668":[2,41],"19180036e":[],"191833":[],"192":36,"19207979":6,"19220":10,"19226417":39,"19299283":[],"19336703":[],"19350397125914334":[],"19364388":[],"19367324":[],"19371605e":[40,41],"19375828":[],"1940":1,"194042826649355e":[7,35],"194042826815211e":[7,35],"1943":[13,39,40],"19433318":[],"1944":7,"19447592":[],"194836":[],"19483625":[],"194889":[],"19488947":[],"19517243":[],"19517373":[],"195174":[],"19526866":[],"19532208":[],"19547923":[],"19559737e":[],"1956":10,"19569961":[7,34,35],"19583547":[],"19588651":38,"19601208":[],"19661197":38,"19670115e":22,"19676409012950763":30,"19677112":[],"1970":[26,33],"19725211":[],"1973":10,"197370":[12,34],"19740":10,"1974189":[],"1974520015546233":10,"19767225":26,"19786399":39,"1979":[7,36],"19791352":[],"197914":[],"19798258":[],"19800":10,"19800999":[],"19808709":[],"1982973034395375":[],"19832989":39,"19848482":[],"19849513":[],"19852045":[],"19857342950283463":[],"19861706":[],"19884659":[],"19886862":22,"1989":40,"19899282":26,"1991":40,"19920353":[],"199324":[],"19932442":[],"19945294":[],"19951849":[],"19973189":[],"199824":[],"19982428":[],"1999":28,"1_1":[13,39],"1_2":[13,39],"1_3":[13,39],"1cm":[1,9,11,30,33,40,41],"1d":[2,3,4,41,42],"1e":[2,3,5,14,15,22,38,39,41,42],"1e10":15,"1e4":7,"1f":[2,41,42],"1ffvbn0xlhv":24,"1k":26,"1n":[1,33],"1ocqm1tltwb6hzsf9i7ggugw9m8sbvequ":[],"1s":[41,42],"1x":[1,33],"1zkibvqf":23,"2":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,22,25,26,27,29,30,32,36,37,38,39],"20":[0,1,2,3,7,8,9,10,14,20,22,24,30,31,33,35,36,37,38,39,40,41,42],"200":[1,3,4,5,9,10,11,42],"2000":[1,34],"20005403":[],"20015436":7,"20020163":[40,41],"2004":[14,37],"20040481":[],"20041381":33,"2004542":[],"20051449":[],"2006":32,"2008":33,"2010":[2,40,41],"2011":[2,41,42],"20135691":[],"2014":5,"2015":[2,41,42],"20158083":[],"201581":[],"2016":[1,33],"2017":42,"20173175":[],"2018":[1,7,34,36],"2019":[9,10],"20194579":[],"2021":[7,15,34,35,37],"20218457":[],"2022":[28,33,40,41,42],"20224027":[],"20228273":[],"2023":[27,41,42],"2024":[0,16,17,18,19,20,21,22,23,24,28,33,34,35,36,37,42],"20263701":[],"202698":[],"2026985":[],"2027":10,"20277777777777778":[2,41,42],"20288581":[],"20290903":[],"20294638":[],"203":[],"20300793":[],"2032806":[],"20336784":[],"20347912":[],"20353821":[],"20357736":[],"20360":42,"20365164":[],"20367355":[],"20375464":[],"20393163":[],"20393534":[],"203963":[],"20396326":[],"20402019":[],"204049":[],"20404927":[],"20437065":[],"204488":[],"2044881":[],"20480187":[],"204802":[],"20500":10,"205116":[],"20511614":[],"2051784":[],"20519013":[],"20519189":[],"20520318":[],"20527785":[],"20536289":[],"20536579":[],"205366":[],"20539421":[],"20550386":39,"205757":[],"20575734":[],"2060":10,"20601797e":[],"20607165":[],"206079615468402":12,"20608548e":[],"20621146":[],"20640822":[],"20651434":[],"20656353":[],"206664":[],"20666447":[],"20680982":[],"2069":10,"20716644":[],"2072382":[],"20728198":[],"20742956":[],"20743662":[],"207545":[12,34],"20755569":[],"2077068":[],"20775115":[],"20793362":[],"20833333333333334":[2,41,42],"20834188":[],"2084894":[],"20862308":39,"20867052175034223":[7,36],"20867716":[],"20898872":[],"20902858":39,"20912557":[],"20915094":[],"20916295":34,"20980":10,"20986506":[],"21":[0,1,2,6,7,8,10,13,14,22,24,26,33,34,36,37,38,39,40,41],"210340":[12,34],"21046538":33,"21047414e":[],"2105":42,"21058097":6,"2105986":6,"210599":6,"21061589":[],"21070843":[],"2107546970521115":[],"21086655":30,"21093775":7,"211":[],"21130":10,"2116753732":5,"21169159e":[7,35],"21181534":[],"21192602e":[],"212":[],"2127032":[],"21277816e":[],"213":[],"213103":[12,34],"2131067":[],"2133127":[],"21332621":[],"213336":[],"21333606":[],"21333766":[],"21344077":[],"213743":[12,34],"21390371e":[],"21392756":[],"21394125":[],"21407599":[],"2142385":[],"21430643e":38,"21432413e":[],"21444055":[],"21457724":[],"21501369":[],"21506004":[],"21517262":7,"21531156":[],"21565007e":[],"2157318":[],"21596432":7,"2160073466353432":[],"216171":[],"21617146":[],"216290":[12,34],"21631786":[],"21635399":[],"21641173":[],"21655059e":[],"216683":[12,34],"21680864":[],"21690241":[],"21699817":[],"2170":23,"2171":23,"2172":23,"21724894e":[],"2173":23,"2174":23,"21742484":[],"21752693":[],"21757908":[],"21776599":[],"21784616":[],"21786054e":[],"2180":[],"21805426":[],"2181":[],"21813899e":[],"21817966":[],"2182":[],"2183":[],"21833102":[],"21838482":[],"2184":[],"21846767e":[],"21894241":[],"21905519":[],"21914111":[],"21919019":[],"21933245":26,"21941484e":[],"21949761":[],"21965525":39,"21998973":[],"22":[1,2,6,7,10,13,14,22,24,26,33,34,36,38,39,41,42],"22004411":[],"22004496":[],"22013655":[],"22044605e":[6,34,39,40],"22087319":[],"221":9,"2211133":[],"221180":34,"2212296":[],"22128142":[],"22158725223474995":[],"2216":10,"221666864828611":[],"22169087":[],"2218":10,"221805":[],"221921":6,"22194497":[],"221945":[],"22217237e":[],"22226881":[],"222400":34,"22268225":33,"22346703":33,"22370461988004753":[],"22377412":[],"22388052":[],"2239":23,"2240":23,"2241":23,"2242":23,"22426265":[],"22462544":[],"22467274":36,"22480853":[],"224809":[],"22481166":[],"2249":[],"225":5,"2250":[],"2251":[],"2252":[],"22523018":[],"22528536":[],"22543063":30,"22545286":[],"225453":[],"22569872":[],"2257449":[],"22592946e":[],"226014":[],"22601408":[],"22615136":26,"22623421":[],"22625657":[],"22667819":[],"22688898":[],"22690428":6,"22706777":[],"227072949395066":[],"22707295":[],"22715479":[],"22718624":[],"22755839e":[],"22756518":[],"22773898":[],"227738984674172":[],"22783539":[],"22809974":[],"22810365":[],"228104":[],"228216":[],"22821607":[],"22830771":[],"22835717e":[],"22842468702219465":[7,36],"2284246870221947":[7,36],"228467858509994":[],"22846786":[],"22847924":6,"22849742":[],"22851508":[],"22871":38,"22896144":[],"22897303":[],"22919456":[],"22929165":[],"2293":[],"22936132":[],"2294":[],"22946401":[],"22959895":[],"229598952352728":[],"2296":[],"2297":[],"22974904":[],"22977659964799":[],"2297766":[],"22985907723809532":[],"22it":[],"23":[2,7,10,13,16,21,22,24,26,30,33,36,39,40,41,42],"23002365e":[7,35],"23006632e":[],"23007231e":[40,41],"230154":[],"23015412":[],"23038906":[],"23040825":[],"230760":[],"23076025":[],"23076923076923078":10,"23077255":[],"23093598e":[],"2310":42,"2311959":[],"23139242":[],"23142852":[],"23164401":[],"23167717":6,"23238973":[],"232435":34,"23262877":[],"23263884":[],"2330123":22,"23303727":[],"23326473":[],"23333333333333334":[],"23344210e":[],"233481":[],"23348144":[],"2338675":34,"233868":34,"234":7,"23407025":[],"23423987":[],"234332597247826e":[],"23449217":[],"234496":[],"23449607":[],"2345":23,"2346":23,"23469347":[],"23472994":[],"23476091":26,"23478113":39,"2348":23,"23481471":[],"2349":23,"23499549":[],"23499891":[],"2350":23,"2351":7,"2352456":12,"235246":12,"23526911":[],"23528337":36,"2355":[],"2356":[],"23565337":[],"23570126":[],"2358":[],"2359":[],"235969":[],"23596934":[],"2360":[],"23616967":[],"2364":10,"23663482":[],"23692142":[],"2373286546935638":[],"23770713":[],"23794815":[],"23807169":[],"2383703":[],"2384333":22,"23847441":[],"239":36,"23950884":[],"2397":10,"23971032":34,"23994188e":[],"23it":[],"24":[1,2,7,10,22,24,26,33,36,38,39,41,42],"24000075":[],"2401":27,"2401586":[],"24032019":[],"24033384":[],"24054861":[],"24071032":[],"24088952":[],"24106503":38,"24106633":38,"24121476598003452":[],"24140":10,"24149532":[],"24157456":[],"24159785":34,"2416":10,"24164234":[],"24175744e":[7,35],"24185931":[],"24188439":[],"2419":10,"24200844":[],"2420287e":[],"24224776e":[],"24225043":[],"24254071":[],"24284399":[],"24299211":[],"2430":10,"24335376":[],"24344979e":[],"24346138":[],"24369936":[],"24377554":[],"243776":[],"24382159e":[],"24390":10,"24398826":[],"24412628":[],"24427624":[],"244293":[],"24429334":[],"24430166":[],"24433117":[],"24444444444444444":[],"24454968":[],"24485814":38,"24493666":36,"24508783":[],"24512233":[],"24520733":39,"24524426":[],"245781":[],"24578123":[],"24582593":[],"2458435":[],"246":[],"24602146":[],"24613581":[],"24629299":[],"24640494":38,"2468382":[],"24688853":[],"24692014":[],"24719968":[],"2475908482537097":[],"24759085":[],"24768421e":38,"24777879":[],"24780663":[],"24816468":[],"2481902":[],"24829629":[],"24829908":6,"24848631e":[],"24856992e":[],"24874378":[],"24906604e":[7,35],"24911588e":[],"24999088":[],"24it":[],"25":[3,4,5,6,7,9,10,12,22,24,27,34,35,36,38,39,40,42],"250":[3,5,8,10,37,42],"25000":1,"25003261":[],"25007671":[],"250077":[],"25018094":[],"25034533":[],"25068519":[],"25095067":[],"25106936":[],"25111821":[],"25145374e":[],"25185716":35,"251879":34,"25197648":[],"252008":[],"25200841":[],"25206089":[],"25206371":[],"25233253":[],"252333":[],"252436":34,"2527027":[],"252703":[],"25294371":[],"25299716":[],"25337053":[],"25343155":36,"25345918":[],"25354173":[],"25360039":[],"25386687":[],"253891":[],"25389111":[],"25398681":33,"25439747":33,"25444295":[],"25445":[],"254450":[],"25458506e":[],"2546186":[],"254619":[],"2546817701709956":[],"255":4,"255001":34,"25509222":[],"255107903576545":[],"2551096333979939":[],"25512598":[],"25555619":[],"25568695":[],"255888":[],"25588843":[],"256":5,"2561719":[],"25617655e":[7,35],"25617658e":[7,35],"25646067":[],"25659561":[],"25673276":[],"256733":[],"25680702":[],"25695398":36,"257":[],"25705685":[],"2572":10,"25729558":[],"2575":10,"25767462":[],"25816519":[],"25820894":[],"25828869":33,"25849623":[],"25868261":[],"25879315330607":[],"25904489":[],"259153":[12,34],"25915746":[],"25934872":[],"2597":10,"25970297":[],"25982474":[],"259825":[],"25986026":[],"25989189":[],"26":[7,10,17,22,24,36,38,39],"26001134":[],"26024513":[],"26028795":[],"26043697":26,"26048873":[],"26083712":[],"26090013":[],"26113912":[],"26120167":[],"26124692":7,"26128189":[],"26152075":[],"26188646":[],"26191905":[],"26196737":[],"26240613":[],"26254957e":[],"262648":[],"26264849":[],"26280614":[],"26281735":38,"26292364":36,"26292935":[],"26297455":34,"26301436":6,"26307235":[],"2630723514841553":[],"26310762":[],"26321660e":[],"2634338084990535":30,"26343381":30,"26378176e":[],"26402837":[],"26409315307910025":[7,35],"2640931530791004":[7,35],"26421616":[],"26443391":[],"26464303e":[],"26479234":[],"2650":10,"265109911":5,"2652667":[],"26527089":[],"26536626e":[],"2654":10,"26571335":[],"265868":[],"26586817":[],"26590299":[],"26604611":[],"2662452":[],"26638638":[],"26639089e":[],"26646852":[],"2666905":[],"26674792":[],"26675647":[],"26680052":[],"266801":[],"26692247":[],"26710969":6,"26715191":[],"26760957":26,"26767021":[],"26775644":[],"26780278":6,"26781531":[],"2679757":[],"268":10,"268142":[],"26814205":[],"26814548":7,"26817703":[],"26821199":[],"26835242":[],"26897875e":[],"2694078":[],"26953857":[],"26956051":[],"26969649":[],"26995402":34,"27":[1,2,7,21,22,24,36,39,41,42],"27037635":[],"27065633":35,"27097785":[],"270978":[],"27108866":[],"27121997":33,"27124938":[],"271260217275557":[],"27126022":[],"27166993":6,"271670":6,"27182417":[],"27186049":[],"27223854":[],"27227895":[],"27231287":[],"2729933":[],"27336592":[40,41],"27352535e":[],"27403356":[],"27410687":[],"27425372":[],"274394546800107":[],"27439455":[],"27458376":[],"27465664":[],"27470622":38,"27482829e":[],"2750":10,"2751616":[],"27529208":26,"27530242":[],"2754374":26,"27597777e":[],"27600259":[],"27602210e":[],"27623637":[],"276263":[12,34],"27633474":[],"2765068":[],"2766892":[],"27677742":[],"27693602e":[39,40],"27698328":[],"27700":10,"27750534":[],"27760":10,"27783579":33,"27788872":[],"2781456":[],"27861634e":[],"27874136":[],"27906869":[],"27916593":[],"279166":[],"27924636":6,"27933134":[],"2793874":[],"27952294":[],"27968813e":[],"27993904e":[],"27it":[],"27n_":30,"28":[2,4,5,7,10,22,24,36,38,39,41,42],"28000355":[],"280004":[],"28021598":[],"2802234e":[],"280464e":[],"280573":6,"280647":[12,34],"28065817":33,"2806901924685401":[],"2807716628772665":[],"28078417":[],"2809076":[],"28093636":[],"28098147":[],"28109198":[],"2813829":[],"28158348":[],"281627":[],"28162714":[],"28164443e":[],"28183460e":[],"28192769":[],"28205578e":34,"28210156":[],"28225179":[],"2822642":[],"2823954":38,"28244905":[],"28253033":[],"28261591":38,"282727":[12,34],"28276275":[],"28292756":[],"28306304e":[],"2830637392":5,"28316949":[],"28336218e":[7,35],"28341218":[],"28341932":[],"28347758":[],"283478":[],"28358004":[],"28364423":[],"28365323e":[],"28366671":[],"2837242622462304":[],"28377068":[],"28379561":39,"28390":10,"28391978":34,"28399125":[],"28415767":[],"28443039":36,"28457291":[],"28472162":[],"284722":[],"28475098":9,"28496213":[],"285056":[],"28505619":[],"28519494":[],"28542801":[],"286038":[],"28603828":[],"2861":30,"28614301":[],"28622513":26,"2863391":[],"28641033":[],"28645331e":[],"28709718":[],"2871":10,"28726748":[],"2873":10,"28754232":[],"2876045":[],"28766899":[],"28776411":[],"28793787":[],"2882":30,"28833782":[],"28836035":[],"28844641e":[],"2885519":[],"28855565":26,"2886":30,"28868604":33,"288851":[],"28885103":[],"28886314":[],"2890":[1,33],"28902948":[],"2890577":[],"2892":30,"28923":[],"28924386":[],"28956161":[],"2895786617507":[],"28963909":[],"28973035":[],"28it":[],"29":[7,10,22,24,30,36,38,39],"29015871":[],"29030256":[],"29033075e":[],"29078236":[],"29087396":[],"290874":[],"29089154":[],"29091211":[],"29095968":39,"29100624e":[],"291056":[],"29107892":[],"29134342":[],"29142853":[],"29147052":[],"2915":30,"29155617":[],"29162184":[],"29167186":6,"29201128":[],"29223521":[],"29234681":[],"29236762":[],"29238145":[],"29253213e":[],"29306584e":[],"2930953":[],"2931":33,"29350":38,"2936657":[],"293665700387852":[],"2938162":[],"29390668":[],"29398019":[],"294":[],"29411652":[],"29414225":[],"29419924":[],"29437712":39,"29463222":39,"29474356":[],"29491144e":[],"295":[],"29509520e":[],"29541992e":[],"29560433":[],"29561686":[],"29593305":[],"29620357":[],"29627774":[],"29633608":[],"29639686":26,"2964378":[],"29645662":[],"29653038":38,"2965315":[],"2965479984453907":[],"29669411":[],"29678339":[],"2968":33,"29687889":[],"297":[],"29716773":[],"29738252":[],"2974512":[],"297476846305301":[],"29747685":[],"297581":[],"29758118":[],"29760523":33,"297648":[],"29764815":[],"2976637":[],"29777705":[],"298":[],"2980":[23,33],"298037":[],"29803738":[],"29822833":[7,35],"298499":[],"29849933":[],"29860173":38,"2986082":[],"29861395":[],"29866395":[],"29881308":[],"299":[],"2990":33,"29902518":[],"29920799":26,"29950088":[],"299748":34,"29995377":[],"299954":[],"29it":[],"2_":[13,39],"2_1":[13,39],"2_2":[13,39],"2_3":[13,39],"2_i":[13,39],"2_m":[7,30,36],"2_t":[14,38,39],"2_x":30,"2b":30,"2c8f433990d1":[38,39],"2cm":9,"2d":[2,4,12,13,25,33,39,40,41,42],"2e":[7,36],"2f":[0,1,8,10,11,12,13,33,34,37,39,40],"2g":[3,42],"2g_i":[3,42],"2k":4,"2m":[7,36],"2n":[1,3,4,33,34,42],"2n8to65i2wq":42,"2nd":[10,39],"2p":[30,40],"2pm":31,"2pt":5,"2x":[1,4,9,14,33,38,39,40],"2x_ix_jy_iy_j":9,"2x_j":9,"2xb":40,"2y_i":11,"2y_j":9,"3":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,22,25,26,27,28,29,30,31,35,36,37,38,39],"30":[0,1,2,5,7,8,10,11,14,17,22,24,31,34,36,37,38,41,42],"300":[22,39,40],"30000":[1,33],"30000613":[],"3000498":[],"30005983":[],"30010":10,"30013135":[],"300231":[],"30023144":[],"30043041":[],"30054056":[],"30069427":[],"3008836":[],"30117681":[],"30119421":9,"30124108":[],"30134885":[],"30136959":[],"30141906":[],"30190897":[],"301909":[],"30191327e":[],"30196557e":[],"302":36,"30258509":[26,33],"30269539":[],"30283188":35,"303":7,"30306759":38,"30322722":[],"30332201":[],"30334592e":[],"30387411e":[],"3039241":22,"30400113":[],"30442002e":[],"30442964":34,"30450049":[],"30458085":[],"30466214e":[7,35],"30493151":[],"30506075e":[],"30593976":[],"30607268":38,"30616802":[],"30633304":[],"30637636":[],"30655251e":[],"30675215e":[],"3068659":[],"306866":[],"307":[],"3072":4,"3075371":[],"3076923076923077":10,"30782691":[],"30787294":7,"30887484":[],"30894285":[],"30897153":[],"308972":[],"309":[],"30905952":12,"309060":12,"30915293":[],"309153":[],"30916402":[],"30916988":[],"309170":[],"30917499e":[],"30940":10,"30959659":[],"3096154":[],"30966921":39,"30982436":[],"30982672":22,"3099":36,"30it":[],"31":[13,24,26,30,39],"31008026":[],"310579":34,"3105791":34,"31068981":[],"310957":[],"31095745":[],"31096156":[],"3114655":6,"311466":6,"31159615":[],"31160886":[],"31162122":[],"31175179":[],"31186409":[],"31199504":26,"312":[],"31210861":[],"31216736":[],"3121824":26,"31227657e":[],"3123314713548606":[7,36],"31248425":38,"31262618":22,"31276579e":[7,35],"31286143":[],"31294131":[],"31297469":33,"31299668e":[],"313":[],"313155":[],"31315504":[],"31318084":6,"31330137":[],"31335664":[],"313568":[],"31356849":[],"31362428":[],"31363366":[],"31367041":[],"31370028":[],"31381731":[],"31388878":39,"31394064":30,"31436277":[],"31453949":[],"31457796":6,"31481643":30,"314869":[],"31486917":[],"315":[7,35],"31541884":[],"31545424":22,"3155":[1,6,7,35,36,37],"31555734196707536":[],"3156062":22,"31562008":[],"31568288":[],"315683":[],"31571995":[],"316":[],"31601423":[],"31607059":[],"31613828":33,"31639624":[],"31664443e":38,"31702609":[],"31711533":[],"31718909":12,"31723049":33,"31727523":[],"317367":12,"31739522":[],"31743443":[],"31749096":[],"31758645":[],"31764285":[],"317799":[],"31779928":[],"31787864e":[],"31799354":[],"31812561":[],"31849289":[],"31876431e":[],"31888254":[],"31896852":9,"31897935":[],"31903447":[],"31916189":26,"31925135":[],"31936237":[],"31938579":[],"3194467":[],"31950286":[],"31971976e":[],"31973052":[],"31983313e":39,"31983943":[],"31985268":22,"31it":[],"32":[4,5,7,9,13,14,26,30,38,39],"3200":[2,41,42],"32003025":[],"32007041":[],"32052031":[],"320656":[],"32065614":[],"32068736":[],"3207":36,"32084559e":[],"32089655":[],"32114535":[],"32128064":[],"32149601703519115":[7,36],"3214960170351912":[7,36],"3215":10,"3218791":[],"32232922":[],"32262934":[],"32265127e":[],"323059":[],"32305911":[],"323066643161066":[],"323184775146844":[],"32318478":[],"32320616":[],"32329897":[],"32336220689648504":[],"32354671":[],"3236445":[],"32393078":[],"324":[],"32411274":[],"32419549":[],"3241988":[],"32422234e":[],"32447198":[],"3245":[],"32450054":34,"32466925":[],"32493877":[],"3250":[2,41,42],"32513272":[],"325228546249804":[],"32522855":[],"3254":3,"3254718508870977":26,"3255":3,"3256":3,"32567311":[],"3257":3,"3258":3,"32588151":[],"3259":3,"3260513":[],"32606139":[],"32606365":[],"32616922":[],"3262":7,"326238":34,"32641434":[],"32641558":[],"326430":[],"32643011":[],"3265097":[],"32651488":[],"32670322":[],"32683063":[],"32684035":[],"32701708":[],"32717946":[],"32733949":[],"32738537":[],"32754157":6,"327542":6,"32760411":22,"32786329":[],"32798457e":[],"32799141":[],"3280928":[],"328093":[],"32825214":[],"328462040651484":[],"3284789":[],"32893873":6,"328939":6,"32906581":[],"32932635":[],"32941912":[],"32962444":[],"32972613":[],"32it":[],"33":[10,13,26,31,38,39],"330":35,"33000573":[],"33006628":[],"33025801":[],"33027933":[],"33045013":[],"33046180e":[],"33049619":[],"33062878":[],"330629":[],"330660516571777":[],"33066907e":[6,34],"33081484":[],"33085218":33,"33095972":[],"33096549":[],"331":35,"33107417":[],"331075":[],"33145794":[],"33149531":[],"33163086":[],"331631":[],"33164051":26,"33165194":[],"33166055e":6,"33180288":[],"331939":34,"33212971":[],"33217312":[],"33220123":[],"33235647":[],"33241952":[],"33245403":[],"33266422":[],"33282365":[],"333":[8,35,37],"33300231":[],"33329216":[],"33357783":[],"334":35,"33433563":[],"33435637":[],"33477019":[],"33492417e":[],"335144":[],"3351443":[],"33519245":[],"33528448":[],"33532886":[],"335708":[],"33570831":[],"33596404":[],"33604208":[],"33615742":[],"33675308":[],"33700495":[],"33718234":[],"33734605":[],"33742926":[],"33745439":[],"33826500e":[],"33871003":[],"3388112":[],"33900003":26,"3391965479837245":[],"33978889":38,"33it":7,"34":[10,26],"340071371496255":34,"340226":22,"34023682":[],"340237":[],"34026086":[],"34029698":30,"3403":10,"34031551":[],"34039341":22,"3404509":[],"34061974":[],"340620":[],"340782":[12,34],"34098895":[],"3410149":39,"34112554":[],"34114547":6,"34121963e":[],"34131583":[],"34134773":[],"34139775e":[40,41],"34182884":[],"34205649":[],"34225662":[],"34233281":26,"34245275":30,"34249217":[],"342680":34,"34271514":[],"34332677":[],"34346829":[],"3436":[1,33],"34367970":7,"3437":[1,33],"3440539":[],"34412923":34,"344176915013831":[],"34427423":[],"34478594":[],"34483937":[],"34483955":[],"34488863":[],"34540564":26,"34549184e":[],"34554342":[],"34568909":[],"34569596":6,"34569632":[],"34577375":[],"34582863":[],"34598722":[],"34599467e":[],"34599598":[],"346000154268618":[],"34601775":[],"34603176":[],"34620097":[],"34647125":26,"34654596":[],"346546":[],"34661376":[],"346614":[],"3466389":[],"34704885":[],"34726166":[],"347262":[],"34732758":[],"347328":[],"34756595":26,"34759233":[],"3478095":[],"3480527":[],"34832197":[],"34851141":[],"34862407":[],"34871778":[],"34904819":[],"349312":[],"34931214":[],"34951108":[],"34964801":26,"3499634874668227":[],"34it":[],"35":[1,7,18,27,31,33],"3500312e":[],"35018806":[],"35098705":[],"35140":10,"3514835":[],"351636":[12,34],"35170232":30,"35182854":6,"35195241":[],"35196964":[],"35243372":[],"35252202":30,"35268457":[],"352685":[],"35275513":[],"35282003":[],"35313779":[],"35320952":[],"35350927":22,"35354073":[],"35388766e":[],"35432563":[],"354360":[],"35436034":[],"3544313922":7,"35468713e":[],"35470445e":[6,34],"35506347e":[],"35520169":[],"35533773":7,"35537114e":[],"35559575":33,"355734685106391":[],"35587321":[],"35595337":[],"35613536e":[],"356399":34,"356673":[],"35667342":[],"35668876":30,"35689303":[],"35713539":[],"35714377":[],"35731585":[],"35736":38,"357508":34,"3577615":[],"35781308":34,"35785072":[],"35798999":[],"357990":[],"35806319":[],"3581341341":5,"35823372e":[],"35826030e":[],"3583246":[],"35849734":30,"35870701":[],"3587467":[],"359":[6,35],"35914932":[],"35921835":[],"35956676":[],"35957915":[],"35966688":[],"35980374":[],"35986305":[],"35it":[],"36":[1,6,7,27,30,40,41,42],"360":[2,41,42],"36011695":30,"36014743":[],"36031586":[],"36091273":[],"36116396":[],"3613":10,"3615115":[],"361541":[],"36154104":[],"361556":34,"36161658":[],"36185989":[],"3619775819765686":[],"36209091":[],"3621311":6,"36219301":[],"36235052e":[],"36255393":[],"36278226":[],"36303682e":[],"3632959111950474e":[7,35],"363295916366933e":[7,35],"36339156":[],"36353321":[],"36388542":[],"36401981":[],"36403018e":[],"36439409e":[],"36482524":[],"36490166":[],"36545697e":[],"3655222":6,"36573968":33,"36579128":[],"36623476":[],"366375489616074":[],"36658646":[],"36694417":[],"367":[3,10],"36754671":[],"36790471":[],"36841864":[],"36845893":[],"36846593":[],"36880327":[],"368818":[],"36881837":[],"36889994":[],"36895644":36,"369139":[12,34],"36919318":[],"36991768":33,"36it":[],"37":[10,27,37,38,39,42],"37007195":[],"37008469":[],"37013105":[],"37023353":[],"37023448":[],"37024276":[],"370243":[],"37055062":[],"37057274":[],"370782966":5,"37081457":[],"37093787":[],"37132543":[],"37133465":22,"37135473":[],"37137157":[],"37153115":[],"37175575":38,"37175588":[],"37180834e":[],"37215356":[],"37239927e":34,"37255873":[],"3727791":[],"37293361":[],"372934":[],"37343957":[],"37354121":[],"37363888":[],"373639":[],"37396662":[7,35],"37415625e":[],"37449168":[],"37454707":[],"3745699019323765":12,"374675":[],"37467515":[],"37468967":[],"37507799e":[],"37532078":[],"37564555":[],"37582891":[],"375829":[],"37600844":[],"37600869":[],"37685349":[],"37700967e":[],"37705573":[],"37717637":[],"37730061":[],"377372":34,"37737221":34,"3777801602":7,"37821193":12,"378271":[],"37827145":[],"37837864":[],"37857846":[],"37900111":[7,35],"37919989":[],"38":[10,27,30,42],"380":10,"38007856":26,"3807176":[],"380718":[],"38102552":[],"38123077":[],"38135733e":[7,35],"38149915":30,"38155181":[],"3817475779":[7,36],"38198866":[],"38203725":[],"38240257":[],"3824865":[],"38259084":38,"38281882":22,"38298234e":[],"38309751":[],"38337498":[],"38381781":[],"38399622":[],"38422061":[],"38440469":[],"38445171":[],"38447892":[],"38460453":[],"38461538461538464":10,"38461539":38,"38506982":[],"38535182":[],"38571859":[],"38592549":[],"386":10,"38612299e":[],"386161":[],"38616125":[],"38618024":[],"38618158":[],"38629436":[26,33],"38675231":[],"38687011":[],"387":36,"38713573":[],"387620":[],"38762019":[],"387672":[],"3881343":[],"3882273":[],"38827994":7,"38853437":[],"38865681e":[],"38916861e":[7,35],"3892":36,"38934047":[],"38943":[],"389430":[],"38949027":[],"38962192e":[7,35],"38992371":[],"38it":[],"39":[1,10,28,31,33,39,40,42],"390334838933238":[],"39033484":[],"39039235":[],"3908470004999506":[],"39090680e":[],"3910042":[],"39184027":[],"39191126":[],"39197698":34,"391977":34,"39214397":34,"392144":34,"39223923":[],"39225935":[],"3924501":[],"39279291":[],"39292847":[],"39376038":[],"39386718":[],"3939184e":[],"39398622":[],"394":10,"39401392":[],"394505933":38,"39467981":33,"39497785":22,"39503373":[],"39516594":[],"39517073":[],"39525059":[],"39529587":[],"39540235":[],"39579407":6,"39590571":[],"395980256477532":[],"39598026":[],"39611129":26,"39614949":[],"39621036e":[],"39646454e":[],"39664124":26,"39671325":30,"39692815":[],"39697001":[],"39706038":6,"39707815":33,"39730902":[],"39741875":[],"397700":[12,34],"39789527":[26,33],"39799981":[],"3983":7,"39855569":[],"39865452":[],"39914635":[],"39919362":[],"39922082":[],"39929428":[],"39931051e":34,"39941008":[],"39952356":[],"399533503407795":[],"399836":34,"39991048":[],"39it":[],"3d":[3,4,5,7,14,27,36,38,42],"3f":[2,4,10,41,42],"3n":26,"3x":[3,9,42],"3x_0x_1":40,"3x_i":[3,42],"3y":9,"3yk470mj5p931p9dtkk0y6jw0000gn":[2,7,33,36,38,41,42],"4":[2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,26,27,30,33,35,36,37,38,39,40,42],"40":[2,7,10,27,28,31,33,36,40,41,42],"400":5,"4000":[10,33],"40012736e":[],"40030606e":[],"40037367e":[],"40058341":[],"40072098":[],"40074419":26,"4008393":[],"40093324":[],"40101943":[],"40140374":[],"401842":[12,34],"40184681":[],"40209956":[],"40266454":[],"40310129":[],"40354798e":[],"40362686":[],"40415979e":[],"40418675":[],"40431935":[],"40434293":[],"40447213":[],"404783":[],"40478305":[],"40491159":[],"405":10,"4050":[32,33],"4050219":39,"405163":[],"4051634":[],"40558184":[],"405890":[12,34],"405964":[],"40596423":[],"40605118":[],"40615633":[],"40620066":34,"406201":34,"40632663":[],"40640797":[],"4069157":[],"407":10,"408":10,"40800396":[],"40833375":[],"40848657":[],"4087":10,"4087793":6,"40903389":[],"40906565":[],"40913138":[],"409131380658218":[],"40927184e":[7,35],"40961688":[],"4096949":[],"40it":[],"41":[1,10,26,28,42],"41062015":[],"4107":10,"411":[],"41146753":[],"412":[],"4121966338442804":[],"41229845":[],"41259788":[],"41275555":26,"41298822":[],"413":[],"41310208":[],"41366128e":[],"41377873":[],"41381309":[],"41388745":[],"41396339":[],"41408221":[],"41416175":[],"41433969":6,"4143542":[],"41452482":[],"41487642":[],"4150026":[],"41511965e":[2,41,42],"41524442":[],"41532521":[],"4155":[3,16,42],"415597":[],"4155974":[],"4162706317":7,"41636775":[],"41664613":[],"4166666666666667":10,"41675053":[],"41705228":[],"41744203":[],"41764479":[],"417644792969273":[],"41788797":[],"417888":[],"41794469":[],"41820116":[],"41825413":38,"41842093e":[],"41847686e":[],"418506":[12,34],"4185532":[],"418596857594715":[],"418656":[],"41866748":[],"41869784":[],"41882037e":[7,35],"41925189":[],"419718":[],"41971814":[],"41987877":[],"4198932":[],"41it":7,"42":[2,5,9,10,11,26,28,42],"42013616e":[],"42045168":[],"42083463e":[],"42095725":[],"421":[],"42108547e":39,"42124182":[],"4214275":[],"4215795":[],"42197297e":[],"422":[],"423":[],"42305151":[],"4230769230769231":10,"423102":[],"42310878":[],"42338272":[],"4234122":22,"423646":[],"42364634":[],"42392359":[],"42394588":[],"42420721":39,"424274":[],"4242743":[],"42439452":[],"42441033":6,"42450":10,"42497724":[],"42501752":[],"4252885":[],"42553096":[],"4257124":30,"42575338":[],"42590512":[],"42592679":[],"426":[0,7,10],"42644801":[],"42670187":[],"42679392":[],"42699034":[40,41],"42772604":[],"42774546":[],"42793344e":[],"42813351":[],"42839645e":[],"42841423":[],"42873361":[],"429":36,"42914251":[],"42945319":[],"43":[0,1,2,8,10,26,37],"43007284":[],"43014974":26,"4303589":[],"43054282":6,"4310":33,"4313428":[],"43160097":30,"43167881e":[],"43208935911369845":[],"4323043635926456":6,"43258818":[],"43263402":26,"43285487":[],"433":36,"43330971e":[7,35],"43373107":[],"43418708":[],"43445446":33,"43492736":[],"43506123":[],"435163":34,"4353359":[],"43563433":[],"43579948e":[7,35],"43639284e":34,"436462435":5,"43703545":[],"43713984":[],"43724406":[],"43727575":[],"43754843":[],"43766686":12,"43779698e":[],"438":[4,5,15],"438060758":7,"438136":34,"43836612":[],"439":[4,5,15],"4390092":[],"439230":7,"43951798e":[],"43962226":[],"43976975777097144":[],"43984553e":[],"43it":7,"44":[1,2,24,26,42],"440":[4,5,15],"44007188":[],"44089210e":[6,34],"4408921e":[],"441":[4,5,15],"44108308":[],"44122101":33,"44129766":[],"44132765":26,"44137667":[],"442":[4,5,15],"44203729":[],"44239442":[],"44255455":[],"442600":[12,34],"44286735":[],"443":[],"443217":34,"443729":12,"4437291":12,"44384079":[],"44395301":35,"444":10,"44418124":38,"44440947":[],"44454123":[],"44456367":[],"44476964":[],"444770":[],"44498054":[],"445":[],"44512218":[],"445128":[],"44536331":[],"44563226":[],"446033":36,"44624525e":34,"44658658e":[],"44756744":[],"44767398":[],"4477214":[],"44830934":[],"44832989":[],"44838546":[],"44845593":[],"44867801":[],"4488194":[],"44895662":[],"44898476":33,"44909201":26,"44970586e":[2,41,42],"44995924":[],"44it":[],"45":[10,24,31,33],"450":10,"45007578":[],"450257":[12,34],"4504":10,"45052717":[],"45053025":[],"45054585":[],"45104086":[],"45170202":[],"451702023099923":[],"451834":[],"45183405":[],"45193407":[],"45273617":[],"45380039":33,"45397592":[],"45403192":[],"45408759":[],"454126":[],"45412633":[],"45430236":[],"45457427":[],"455173":36,"45532899":39,"45538713":[],"45560415":[],"45568883":[],"45572817":[],"45576546":[],"4557763":12,"455947":34,"456":10,"45609936e":[],"45620975":[],"45647803":[],"4565147":[],"4565685":[],"457":[],"4570065":26,"45709724":[],"45730151":[],"457311":[],"45731144":[],"45731379":[],"4576811":[],"45781905e":38,"457962":[],"45796224":[],"458027":34,"458078":[12,34],"4580854":[],"45840653":[],"45847011":[],"4591127":[],"45915671e":34,"45921927":[],"45960079":6,"45993741":[],"45it":7,"46":[3,10,23,24,31,33],"460":[0,10,12],"4601":10,"46017915":30,"46049816":[],"46053947":[],"46065811":[],"460688958585373":[],"46068896":[],"46069873e":[],"4608605587175947":30,"46086056":30,"46086448":[],"46106755":33,"46107913":[],"46134248e":[],"46153846153846156":10,"46166231":[],"46170878e":38,"4619526":[],"462":[8,37],"462295":[],"46229544":[],"46242424":[],"46318204":[],"46342934":[],"4635149":[],"4636751":[],"46383925e":[7,35],"46383926e":[7,35],"46387965":[],"46415522":[],"46415888336127775":35,"4644459":[],"46544987":[],"46593404":[],"4659454":[],"4664985":12,"466499":12,"46660941e":[],"46713267":35,"46736215":36,"46736822":[],"4676059":34,"467606":34,"46796873":[],"468":42,"46843429":30,"46891823":[],"46893501":[],"46911594e":[],"46954702e":[],"46963249":[],"46984559":[],"46984697e":[7,35],"47":[3,10,23,24,31,33],"47018223":[],"47042744":6,"47051432":36,"47052809":[],"470714":34,"47075725":7,"47116868e":[7,35],"47123617":[],"47125748":6,"47130422":[],"47132891":6,"47187403":[],"47187607":33,"47193243":[],"4725246793626128":[],"4729218":[],"47297587e":[],"47302573":33,"47308061":[],"47313680":36,"47334547e":[],"4735968":[],"4736645":33,"473730000968826":[],"47382705":[],"4742433":[],"47433659":[],"4745474":[],"47478922e":[],"47493254":[],"47544463":[],"47609206":[],"47610036":7,"4761747":[],"476849792":38,"47729832":[],"477405":[],"47740516":[],"47757553":[],"47767335":[],"47815203":12,"47823856":38,"47830372":[],"47851966":[],"47865692":[],"47874964":33,"47892661":[],"47900239":[],"47905601e":[],"47910545":[],"4793031":30,"479465113":5,"47989224":[],"47989639":39,"47991892":[],"47it":[],"48":[3,10,23,24,36],"48004784":[],"48017159":[],"48062913":[],"48121459":[],"481215":[],"48138036":[],"48151166":[],"48170743":[],"481979":7,"48200792":[],"48233952":[],"482495":[],"48249527":[],"4825169":[],"48253511":33,"48257387":[31,33],"48268005e":[],"48306473":[],"48307405":[],"4831139":[],"48326853":[],"48333419":[],"48364163":[],"483642":[],"48399942":[],"48411213":[],"48420061":[],"4843772":[],"48441798":[],"48442601":[],"48455788":[],"48476997":12,"4848097":[],"484810":[],"484905":[],"48490503":[],"48494803":35,"48511333":[],"48521055":[],"48549903":[],"48550":42,"4859188":[],"48597324":[],"48697869":[],"486979":[],"48705697":[],"4870934":[],"48717555":[],"48744228":33,"48786826e":[],"48788378":[],"48805429e":[],"48826894e":[],"48827791":[],"48843174e":[],"48853875e":[],"48867802":[],"48875568e":[],"48891141":[],"48900413":[],"48904404":[],"48906993":26,"48931464":[],"489315":[],"48944878":[],"48994188":6,"48it":7,"49":[6,7,10,12,27,34,38,39],"49008744":[],"49018385":[],"49035757":[],"49074536":[],"49077038e":[],"49123502e":[],"49139298":30,"49152":4,"49156266e":[],"49211524":[],"49224801":[],"4924028e":39,"49285045e":[],"49312535":[],"49342785":[],"493428":[],"49361065":[],"4937346":[],"49381549":[],"49386718":[],"49392067e":[],"4940954":[1,33],"49470005":[],"49503632":[],"49513019":[],"4951301940723654":[],"49529361":[],"49557088":[],"49568351":30,"49584063e":[],"4959161509357395e":[7,35],"4959161509366685e":[7,35],"49608088":[],"49611541":[],"49742477":[],"49761526":[],"49768808":[],"49781325":33,"498170":6,"49817031":6,"49849206e":[],"49888671":[],"498887":[],"49897504e":[40,41],"4990":30,"49910481e":[],"4992":30,"49928561":12,"499286":12,"49939493":[],"499394932852416":[],"49945378":33,"4997":30,"49it":[],"4c4c7f":[10,11],"4d":4,"4f":7,"4pm":[31,33],"4y":9,"4y_i":11,"5":[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,26,27,30,33,34,35,36,37,38,39,40,41,42],"50":[0,2,3,4,5,7,8,9,10,11,14,22,33,34,36,37,38,39,40,41,42],"500":[2,4,5,7,10,11,14,36,37,38,39,41,42],"50000000e":[39,40],"50000455":6,"50000553":6,"50000718":6,"50000855":6,"50000969":6,"50001063":6,"50001142":6,"50001207":6,"50001261":6,"50001306":6,"50001343":6,"50001374":6,"500014":6,"50001414":6,"50001422":6,"50001439":6,"50001454":6,"50001466":6,"50001476":6,"50001485":6,"50001492":6,"50001498":6,"50001502":6,"50001506":6,"5000151":6,"50001512":6,"50001515":6,"50001517":6,"50001518":6,"50001519":6,"50001521":6,"50001522":6,"50001523":6,"50001524":6,"50001525":6,"50029371":[],"50100007":[],"50152186":[],"50172351":39,"5018":30,"5020612":[],"50227564e":[7,35],"50233673":[],"50258788e":[],"502698":[],"50269821":[],"50306335":[],"50321091":6,"50327198":[],"50352245":[],"503549":12,"5035492":12,"50414881":[],"50427787":36,"50429483":[],"504295":[],"50482139":[],"50493371":6,"504934":6,"50505108":[],"50516278":[],"50530832":36,"50558976":[],"5057642":[],"506":1,"50600514e":[],"50610071e":38,"50638863":[],"506389":[],"506553":34,"50655336":34,"50655379":[],"50667812":[],"50714096e":[],"50744967":[],"5076963":[],"507d50":[10,11],"508204":12,"50820404":12,"50846111e":[7,35],"50846112e":[7,35],"50850373":[],"50861923":[],"5086728":[],"50887105":[],"5088893":[],"50895251":[],"50911289":[],"50937003":[],"5095016":[],"50987248":33,"50it":[],"50j":[14,38],"50x10":[2,41,42],"51":11,"510":[2,41,42],"51019911":[],"51045268":[],"5105332296929628":[],"51069279":[],"51069748":[],"510697484548":[],"51104913":[],"5113303":26,"51136852":[],"51154388":[],"5116375":[],"51164347":[],"511888":6,"51262599":[],"51279028":[],"51279273":[],"5128288":[],"51290787":33,"51302994":[],"51317506":[],"51364117":[],"51374050":36,"514219":34,"5142856":[],"51437058e":[],"51439255":33,"51447004":[],"51470773":[],"514708":[],"51493779":22,"51495078":[],"514951":[],"51512235":[],"51532469":[],"51546825":[],"51553626":[],"51561341":[],"51564682":[],"51611732":[],"51615779":[],"51643579":[],"51659846":38,"51690815":[],"51698843":[],"51709529":[],"51713064":[],"51728978":[],"5177783846":5,"51808934e":[40,41],"51857188":[],"51858116":[],"51860019":[],"5187643":[],"51914183e":[],"51928402":[],"51936974":[],"519370":[],"51937727":[],"51it":7,"52":[37,38,39],"52012715":[],"52019078":26,"52031552e":[],"52038652":[],"52074297":[],"52087499":[],"52121734e":[],"521422502348998":[],"52154966":[],"521558":[],"52155823":[],"52173381":[],"52200578":[],"52211567":[],"522116":[],"52212442":[],"5222222222222223":[2,41,42],"52228066e":[],"52229337":[],"5223261":[],"52284329e":[],"52292446":26,"52301447e":[],"52317963":[],"52359414e":[],"52362157e":34,"5238548":[],"52397611":[],"52407775":[],"52446101":[],"52480767":[],"52488688":[],"52488859":[],"52502695":12,"525027":12,"52568928":[],"5257011":[],"52573336":[],"52606333":[],"5260801":[],"52621829":[],"52634209":[],"52635761":[],"52637646":[],"52654886":[],"52657934":[],"5267331":[],"526744":[12,34],"52694246e":[],"52698542":[],"527024":[],"52702419":[],"52706754":[],"527068":[],"52721412":[],"52729975":[],"52732966":[],"52757272":[],"52761872":[],"52780600":36,"52789388":[],"52800959":12,"52806096":[],"52829142":[],"52874252":6,"52876551":[],"52888979":[],"5291335":[],"52927353":[],"52928925":26,"52989287e":[],"52998985":[],"52it":7,"53":[10,37,38],"5303329":12,"53052247":[],"5305555555555556":[2,41,42],"53105728":[],"53125507":[],"531280":34,"53145384":[],"53149078":[],"532":[],"5321613":[],"53228519":[],"53235952":[],"53269627e":[],"53285379":[],"532854":[],"533":[],"53311882":12,"533119":12,"53312817":[],"53332849":[],"5333577":30,"53361935":[],"53397188":[],"534":[],"53480404":[],"53488344":[],"535":[],"53512750e":[],"53534008":[],"53585173":[],"535852":[],"53629564":[],"53640693":[],"53684024":[],"537":[],"53703498":7,"53723188":[],"53729411e":[],"53732988":[],"53738247":36,"5378811":12,"538":[],"5384615384615384":10,"53851084":[],"538511":[],"53862422":26,"53869015":[],"538811":[],"5388115":[],"539":[],"53911457":[],"539261":[12,34],"53939154":26,"53942728":[],"53996947":[],"5399913":[],"53it":[],"54":[7,10,30],"540":10,"54003127":33,"54011398":[],"54039921":6,"54041041e":6,"54057582":[],"54136139":26,"54150298":[40,41],"541605":34,"54175461":38,"54190252":26,"54193001":[],"54214936":[],"54222783":[],"54237093":[],"5426270409877345":[],"54295853":[],"54371074":33,"543939":34,"54393936":34,"54406885":[],"54419365":33,"5443909":[],"544421":[],"54442191":[],"544422":[],"544439":34,"54453037":[],"54490887":[],"54492296":39,"54593165":[],"54637219":36,"546497":6,"54649725":6,"54725976":[],"54760497":[],"54804438":[],"54811237":[],"548263635652985":[],"54843215":[],"548432150659993":[],"54856099":[],"54867722":[],"54873252":[],"54874017":[],"54880148":[],"54908576":33,"54910928":[],"54921401":[],"54928947e":[40,41],"54935794":[],"54977724":[],"54it":7,"55":[2,10,41,42],"55020405":[],"55020649":[],"55042779":[],"55084297":[],"55094784":[],"55095316":[],"551023":[],"55102329":[],"55148543":[],"55170845":[],"55179339":[],"55196383":[],"55208611e":[],"55225408":[],"55261137":[],"55386681":[],"55440601":[],"5544062":[],"55451651":[],"55460327e":[],"554728":12,"55472805":12,"55541212":30,"55542568":[],"5555555555555556":[2,41,42],"555617937832463":[],"55565884":[],"55582327":[],"55582742":[],"55643340e":[],"5567":7,"55678525":[],"55688514":[],"55743376e":39,"557795":[12,34],"55838":38,"55854694":12,"55862544":[],"55900177":[],"55916434":[],"55929651":[],"559791959661649":[],"55988542":[],"55996153":[],"55it":[],"56":[2,10,41,42],"560275":[],"56027537":[],"56033697":6,"560379":[],"56037913":[],"56042437":[],"56072658":[],"56094738":30,"56102529":[],"56108455":[],"561410":[],"56141009":[],"56141925":[],"56198284":6,"5620646":[],"56237849":[],"56239325":26,"56245497":33,"56291214":[],"56308108":39,"56342158":[],"564":10,"56408898":[],"56423957":[],"56423957069263":[],"564374":[12,34],"56453869":[],"56469864":23,"564759":[],"56475921":[],"56476512e":[],"565":10,"5653087":[],"56536":[1,33],"56541622e":[],"56576662":[],"56589683":36,"566":10,"56636616e":[7,35],"56665044e":[],"56685379":[],"56690562":[],"567":10,"56719397":6,"56763673":[],"5676397":[],"56766321":[],"567753":[],"56775345":[],"56778296":[],"567783":[],"56783103":[],"56790195e":[],"568":[10,36],"56804783":[],"56832496e":[],"56850995":[],"56857739e":[],"5686930390258937":[],"56869304":[],"569":[2,10,41,42],"56912044e":[7,35],"56913182":[],"56922102":[],"56939714":6,"56947078":[],"56948162":30,"56965674":36,"56967917":[],"56977352":[],"56990537":[],"56it":7,"57":[1,9,10,31,33,41],"570":10,"57000682":[],"57016227":[],"57080764":[],"571":[6,35],"571105947979344e":[7,35],"571105947979412e":[7,35],"57120988":[],"5715150087179857":[],"57192197":[],"57201944e":[7,35],"57209333e":39,"57212292":[],"57231587":[],"57252451e":[],"57261202":[],"57293306":[],"57324367":[],"57331229":[],"57334868":[],"5736973":[],"574465":[12,34],"57467546":[],"57468142":[],"57475388e":[],"57492326":[],"57502449":[],"57521514":[],"57584612":[],"57584621":26,"575870409023631":[],"57599494":[],"576":36,"57604071":[],"57610367":[],"5769230769230769":10,"57735536":[],"57803254":[],"57819238e":[],"57833531":[],"57847325":[],"57852915":[],"57854115":[],"57881465":[],"57886743":[],"57914918":[],"57933547":[],"579533981545493":12,"57966619":[],"58":[3,10,11,31,33,41],"58013829":[],"58084123":[],"58161787":[],"58202531":[],"58218587e":[],"5823186":[],"58257727":[],"58284836":[],"582987":[],"58298728":[],"58304607":[],"5833333333333334":10,"583595":34,"58379362":[],"58408765":[],"58435095":6,"58452753":[],"5847256":[],"58492636e":34,"58493493":[],"58493681":[],"58556424":[],"58570955":[],"58583003":[],"58589719":[],"585982":[],"58598227":[],"58641507967355":[],"58642686":33,"58735893":[],"58757487":12,"587575":12,"58764871":30,"58799372":[],"58825417":[],"58827236":7,"5888888888888889":[2,41,42],"58890784":[],"58914105":[],"58933143":[],"589841":[],"58it":[],"59":[3,10,41],"59001966":[],"59009792":[],"59030403":[],"59078383":[],"590784":[],"59088350e":[],"591317992":5,"59137018":26,"59148438":30,"59184268":[],"59188296":[],"59206051":[],"59215613":[],"59244881":[],"592766658048914":[],"59290535":33,"59348521":[],"59353543":26,"59354079":7,"59355752e":[],"59372982":[],"59388777":[],"59391196":[],"593912":[],"59411814":[],"594241":[],"59424119":[],"5944444444444444":[2,41,42],"59465457e":[],"59491404e":[],"59560497":[],"595859":6,"59585933":6,"59603845":26,"5961356":33,"59630232e":[],"59647764":26,"5965161e":[40,41],"59683811":[],"59698459":[],"59730078":[],"59741748e":[],"59770229":[],"59779819":38,"59833837":[],"598549916355722":[],"59854992":[],"59872116e":39,"59875207":[],"59879372":[],"59884169":[],"59898921":[],"59908591":[],"59908884":[],"59926703":33,"59958693":[],"59963873":[],"59971727":[],"59it":[],"5cm":30,"5f":[9,38],"5x":9,"5y":9,"6":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,26,28,30,31,33,34,35,36,37,38,39,40,41,42],"60":[2,4,7,10,41,42],"60000":5,"60001225":[],"60026673":[],"60041459e":[],"600529":[],"60052901":[],"60053139":30,"60084189":[],"60116388":[],"601164":[],"60116948":[],"60151468":[],"60160003e":[],"60181469":[],"60184333":[],"6019067271":5,"60193996":[],"6025456":[],"602546":[],"60271731":[],"6029291":[],"60293962":6,"60314576":12,"60321647":[],"60342978":36,"60357007":[],"60375434":[],"6038642":[],"60418171":[],"60420593":6,"604213":[],"60421343":[],"60451189e":[],"604731":[],"60480445":[],"60489634":[],"60534421":[],"60543038":34,"60552651":[],"60568686":[],"60570744":[],"60575887":[],"605859":12,"60585931":12,"60586595":[],"60588173":[],"60605083e":[],"60610368":23,"606251":[],"60625144":[],"60648493":26,"60664448":[],"60672354":[],"60673226":12,"606760":6,"60720029":[],"60737006e":[40,41],"60740312":[],"60753606":[],"60762863":[],"60794187":[],"607942":[],"60837213":[],"6087346":[],"60900861":[],"60907486":[],"60915019":[],"60921896":[],"60929685":36,"60940356":[],"60943791":[26,33],"60999067":[],"61":[2,41],"61069681":[],"61076053":[],"61083596e":[],"61106937e":[],"6111111111111112":[2,41,42],"61113781":[],"61130099":[],"611301":[],"61192203":[],"61192712":[],"61209378e":[40,41],"612939":34,"61321722e":[],"61325173":[],"613579":34,"61366611":[],"61382924":[],"613893902124586":[],"61395701":[],"61402242":[],"61414743":[],"614161296466206":[],"61468323":[],"614808":[12,34],"61501312":[],"615163":6,"61516316":6,"6153846153846154":10,"61564092":[],"6156409232714415":[],"61565184":[],"61602014e":[],"6161104":[],"61621902":[],"6177137":[],"61774362":[],"61775176":36,"61860028":[],"618746":[],"61883807":[],"618982":34,"61974366":[],"61979664e":[],"62":[2,41],"6200":33,"6201":33,"6202":33,"6203":33,"62033782":[],"6204":33,"62068649":[],"62113349e":[],"62149436e":[],"621584":[],"62158409":[],"621787":[],"62178739":[],"62198131":[],"62242138e":[],"62246687":[],"62275788":38,"622777986360822":[],"62277799":[],"62286539":[],"62288579":[],"62299126":[],"62299866":[],"622998661867777":[],"62323175":[40,41],"62351789":[],"62373464":12,"62377027":26,"6243301":[],"62475001":[],"625":[8,37],"62551462":[],"62571719":[],"62573269":[],"62617788":[],"62620041e":[],"626635268":[7,36],"626678":[],"6266783":[],"6267112":[],"62671667":[],"626889e":[],"62714703":[40,41],"62716271":[],"62725226":35,"628":7,"62816974":[],"62817267":[],"62846663":[],"62863106e":[],"62863887":[],"62886648":[],"62894215":6,"62905281e":[],"62908496":[],"62918713":[],"62923495":30,"62927207":[],"62954328e":[],"62977556":[],"62it":[],"63":[1,2,7,10,36,41,42],"63025821e":[7,35],"63030526":[],"63031478":[],"630315":[],"63037846":7,"63042739":[],"63046054":[],"63071772":[],"63116786":[],"63142399":[],"63142731":[],"63144217":[],"631471":[],"63162342":34,"631986":[],"63198618":[],"63204599":[],"63207408":[],"63209435":[],"63249532e":[7,35],"63307537":[],"63309898":[],"63322884":[],"6333349473431832":[],"63347711":[],"63353014":[],"63371136e":[],"63443371":[],"63461575":[],"63483713":[],"63490568":[],"63498144":6,"63500255":[],"63520537":[],"63542565":[],"63546236":[],"63546905":[],"63555267e":[],"63615006":[],"63619709":[],"63687445e":22,"63693246":[],"6373":[],"63731768":[],"637318":[],"6373454":[],"63760101e":[],"63797452":[],"63801791":[],"6380763200092493":[],"63833441e":[],"6383903":[],"63896182":[],"638962":[],"6389681":[],"63898112e":[],"63901709":26,"63919355":[],"639194":[],"63928106":[],"63980097":[],"63980912":[],"63993855":[],"64":[2,4,5,14,26,33,38,39,41,42],"64009263":[],"64012627":6,"6401576":[],"640567":[],"6405671":[],"6407249":[],"64082047":[],"640x480":[7,14],"64192473":[],"64275853":26,"64291046":[],"64297976":[],"64316192":36,"64322974":[],"64344541":[],"64361375":[],"64362404":[],"64373221":[],"64373635e":38,"64399519":30,"64399916":[],"64408368":[],"64411666":[],"64412879":[],"6441397":[],"64425744":[],"64493447e":[],"64505146":[],"64516328":[],"64564368e":[],"646283":[12,34],"64630711":[],"6463440100796987":[],"64638876":[],"64642277":[],"64672839":[],"64689773":[],"64690121":[],"64713979":[],"64721597":[],"64731484":[],"64742912e":[7,35],"647473":[12,34],"6477208":[],"64796751":[],"64797382":[],"648131":[],"64813145":[],"64836333":[],"64857542":[],"64885265":[],"649":[],"64909048":[],"64911288":[],"649382":[12,34],"64952115":[],"64968814e":[],"64976691":[],"64it":[],"64x50":[2,41,42],"65":[2,9,10,41,42],"650":[],"65003213":[],"65082441":[],"651":[],"65147818":[],"65183066":[],"651831":[],"652":[],"65243388e":[],"65259487":[],"65293772":[],"65295017":[],"653":[],"6533977":[],"653398":[],"65354422":[],"6536392":34,"65396469":[],"654":[],"65410649":[],"65442354":34,"654424":34,"65475653":[],"65476419":[],"6548596":[],"655":[],"65525178":[],"65532045":[],"65533829":33,"65543115":[],"65543958":33,"65554958":[],"65571174e":34,"65591748":[],"65593984":[],"65599456":34,"656":[],"6561141":[],"65632442":[],"65641173":[],"6564482":[],"65651288":[],"6565507":[],"65672295":[],"65681217":[],"6568154596723088":[],"6568686180915178":[],"65686862":[],"65700779":33,"65720152e":[],"6572612e":[40,41],"65738717e":[],"65743689":34,"65744898":[],"65751456":[],"65759127":[],"65759901":[],"6576130374029565":[],"65765268":[],"658":[],"6582728":[],"65833132":34,"65854722":33,"65870313":[],"65885453":6,"65889641e":[],"65891389":34,"658914":34,"659":[],"65900052e":[],"65917558":[],"65944342":38,"65971184e":[],"65976951":[],"65it":[],"66":3,"660":[],"66003032":[],"660172":6,"66017222":6,"66018725e":[],"66047885e":[],"66063786":[],"66064822":34,"66080313":34,"66130478":[],"66155431":[],"66204648":7,"66215333":[],"662153330760193":[],"66272614":[],"662836197064178":[],"66289235":[],"66294408":34,"6629598":[],"662960":[],"66298436":26,"66339452":[],"66340579":[],"66342634e":[],"66363129":[],"66365453e":[],"6638":10,"664314":[],"66431407":[],"66456459":[],"66467908":39,"66487438":[],"66498292":[],"6652177":34,"66533454e":[],"66545999":33,"66560":10,"66575697":[],"66575943":30,"66603461":[],"6663569":[],"66694492":[40,41],"667":10,"66707072e":[],"6671767":[],"66729685":[],"66734487":[],"66757105e":[],"66763324e":[],"66774691":[],"66809369":[],"668172":34,"66841959":[],"6690108":[],"66951679":[],"6696885":[],"66990322":[],"669908227073521":[],"66it":[],"67":[2,3,10],"67015946e":[],"6702":[],"67036507":[],"67047975e":[7,35],"67088558":[],"67100236":[],"67191313":33,"67199457":[],"67204559":39,"67231298":[],"67238764e":[],"67249437":[],"672721":34,"672759":[],"67275915":[],"67313212":[],"67314874e":6,"67364995":[],"67374815":[],"674":36,"67435043":[],"67464946":[],"67477123e":[],"67490857":38,"67495943":[],"67509321":[],"67511113":[],"67524588":[],"67527216":[],"67555087":[],"67561021":[],"67715931":26,"67744448":39,"67747547":[],"67801091":26,"67819487e":[],"67834752":[],"67849271":[],"67875366":[],"678754":[],"67898825":33,"67925887":[],"67955629":[],"6795562921258607":[],"67969567":26,"67982841":[],"67it":[],"68":3,"68008931":[],"6801":[],"68012971":[],"68029423":[],"68043896":[],"6805151":[],"68072161":[],"68074588":[],"6809195":[],"680920":[],"68092237e":[],"68110474":[],"68129036":[],"68163369e":[],"6816947":[],"68192193":6,"68257097":[],"68258595":[],"68281739":[],"68286725":34,"68291639":[],"6831505":[],"68321093":34,"68332496":33,"68352799":[],"68402334":[40,41],"68532803":[],"68534263e":[7,35],"68542204":6,"68591105":[],"68609856":[],"68637642":[],"68640031":[],"68655456":[],"6869":10,"68735473":[],"68748147":[],"68749642":[],"68753434":[],"6876042":[],"68763036":[],"68822559":[],"688226":[],"68824222":[],"68826552":[],"68827947":[],"68830164":[],"68857788":[],"6887363571":5,"68879472":[],"6888043337746685":[],"68891428":[],"68929213e":[7,35],"6893421391051477":[],"689519":[12,34],"68953877":[],"689539":[],"68962656":[],"68989446":[],"69":[3,10,30],"690":10,"6901769":[],"69030225":[],"690617":34,"69069n_":30,"69089532":[],"691":[],"691364":[],"69136414":[],"69164986":[],"69169665":[],"69182892e":[],"69203997":[],"69227923":[],"69230769":38,"6923076923076923":10,"69243548":[],"69247718":[],"6927554":[],"69297058":33,"69303453":[],"693035":[],"69306119":[],"69311221":[],"6932681":[],"69332574":22,"69391797":[],"69400286":33,"69417174":[],"69432059e":[],"69435454":[],"69438869":[],"69463406":[],"69465386":[],"69473608":26,"69484813e":6,"69484973":[],"69496248":[],"69504801":7,"69515531":[],"69547403":[],"6955259":[],"69566966":[],"6957182489166325":[],"69634577e":[7,35],"69668411":39,"69678073":[],"696781":[],"69695259":6,"697346":[],"69734609":[],"69734853":[],"697349":[],"69749114":[],"69756791":[],"69768266":[],"6980":[22,38,39],"69806017e":[],"69811070e":[],"69824402":[],"6988905":[],"69892546":[],"698996":[],"69899609":[],"69903406":[],"69908819":[],"69925648":[],"69978197":[],"699782":[],"69983227":[],"6999536":12,"69it":[],"6n_":30,"6pm":33,"7":[1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,22,26,28,29,30,32,33,34,35,36,37,38,39,41,42],"70":[2,7,8,10,37,41,42],"70015185":[],"7002164":[],"70037324e":34,"70039784":[],"70040367e":[],"70090777":[],"700908":[],"70135856":[],"701370":6,"70159137":[],"70175778":[],"70241548":[],"7024611":[],"7026722043092946":[],"7026908764394864":[],"70277293":[],"7029975":[],"70301068":[],"70302827":[],"7033198":[],"70334935":[],"70362677":[],"70367841":[],"70408202":[],"70469324":[],"70474145":[],"70485195":[],"7049679":[],"70499955":[],"70514808":[],"70530438":[],"70587399":[],"705946":[],"70594608":[],"70630967":[],"70653767":5,"70665448":[],"70704566":[],"7070883":[],"70710678":[6,34],"70711022":[],"70711514":[],"7074705":[],"70751625":[],"7080469":[],"70811405e":[40,41],"70819495":38,"70832814":6,"70843895":6,"708439":6,"70857635":[],"7086067479626619":34,"70885855":[],"70917646":38,"70928399":[],"709284":[],"70944365":[],"70981984":[],"71":[2,3,41,42],"71007076":[],"7100707615589594":[],"71059619":[],"71121535":26,"7112242518460867":[],"71129677":[],"71142161":34,"711422":34,"71143744":[],"7119":10,"712018":[12,34],"71236139":30,"71261809":[],"71263085":[],"71263851e":[40,41],"7127128":[],"7129466":[],"712947":[],"71314288":[],"713143":[],"71332117":[],"713763":[],"71376303":[],"71380438":[],"71384267e":38,"71409384":[],"71441086":[],"71460518":[],"71469351":[],"7150195":[],"71505132e":[],"71507714e":[],"71524686":[],"71527295":[],"71582784":[],"71633658":[],"7163835161938888":[],"71640303e":[],"71664506":[],"7167077":[],"71672742e":[],"71672791":[],"71737253":34,"71761101":34,"717794":[],"71779401":[],"718165":6,"71838601":[],"71860732":[],"71921281":33,"71957514":[],"7198234":[],"72":3,"72033728":[],"7204561":[],"72047148":[],"72055288":[],"72062943":33,"72066289":[],"72067593":22,"720889407643293":[],"72174172":12,"72183526":[],"72184754":[],"72219757":[],"72236654":[],"72271878e":[7,35],"7228852":[],"72288611":[],"72309979e":[],"72315862":[],"72364915":[],"72365764":[],"7236674":6,"724":4,"72407267e":[],"72427854":[],"72444668":[],"72460802":33,"7249499":[],"72521196":[],"725212":[],"725256":[],"7252563":[],"72577807":[],"72589774":[],"72598313":[],"726017":[],"72601722":[],"72602818":[],"72612916":26,"72690169":[],"72710494":[],"727132":[],"7271324":[],"72744372":[],"72754455":[],"72758060e":[],"72770687":[],"727707":[],"72771857":[],"72848736":[],"72859758":6,"72863433":[],"72876728":[],"72882234":[],"72952595":[],"72962885":[],"72964493e":[],"72965547e":[],"72966563":[],"729666":[],"72973232":30,"72981762":9,"72992196":[],"72993254":[],"73":[7,10,36],"73018893":[],"73031999":[],"730364":[],"73036439":[],"73062648":[],"73063053":[],"73068535":[],"73071831":[],"731000":34,"73118203":26,"73122034":[],"73176319":[],"73189536":30,"73203674":[],"73204357":[],"73252708":[],"73265885":[],"73299464":[],"73305640e":[],"733096":34,"73337355":[],"7333854378748542":[],"7336627":6,"733663":6,"73374853e":[40,41],"7337962":[],"73380463":[],"73390423":[],"73397147":[],"73423383":[],"73425394":[],"735490390687699":[],"73550536":[],"73565966":[],"73578772":[],"73594414e":[],"73595198":[],"73614157":[],"736282":[],"73628249":[],"73646130e":[],"73690387":38,"737184":[],"73718419":[],"73741131e":[],"73785069":[],"737851":[],"73824262":33,"73853838":[],"73854926":[],"73876416607927":[],"73880347":33,"73888203":[],"73958682":[],"739705":[],"73970542":[],"73986200e":[],"73994248":[],"7399476":6,"739948":6,"74":[7,36,38,39],"740":10,"74028787e":[],"7403629637766833":[],"74038232":[],"74038873":[],"74045887":22,"74060714":22,"74075864":[],"74081822":9,"740859":[],"7408594":[],"74100159":[],"74101067e":[],"74138002e":[],"74171049":[],"74180248":[],"74208907":[],"74259663":[],"742597":[],"7426664":[],"74272285e":[],"74291603e":[],"74309684":12,"743097":12,"74336924":[],"74384858":[],"74384949":34,"74407544":[],"74412221":[],"74463241":[],"74471533":[],"74499034":[],"74506271":[],"74523085":[],"74533876":[],"7458714725617228":[],"74607851":34,"74613334":[],"7461895":[],"74632311":[],"74692641":[],"74693983":33,"74724414e":[],"74724774":38,"74761815":[],"747910":6,"74791021":6,"74803743":[],"74809387":22,"74829661":34,"74840212":6,"7487814387207385":[],"74878144":[],"74883972":[],"74900488":[],"74957448":[],"74960664":26,"749765":34,"7499639":[],"75":[6,7,9,10,12,27,34,36,39,40],"7500676":26,"75015599e":[],"75018686":[],"750187":[],"75025744":[],"75044457":30,"750445":34,"75050135":34,"75080943":[],"7509571":[],"7510197":[],"7511273":[],"75131415":[],"75138064":[],"75146945":[],"7515117":[],"751549347323406":30,"75154935":30,"751699":[12,34],"75170092":6,"75216828e":38,"75217508":[],"75240139":[],"75269037":34,"75271427":26,"75300068":[],"75345893":[],"7539148284817965":[],"75406226e":[],"75409398":[],"754130":[],"75413023":[],"75424998":[],"75433448":[],"7546022135629743":[],"7546682196464342":[],"75488337e":[],"75532041":[],"75570956":30,"75573622e":[],"75576555":34,"75592582":[],"75600095":[],"756352":34,"75654448":[],"75669703":[],"75674251":[],"75677341":[],"756828":[],"75682834":[],"75720786":33,"75733813e":[],"7573694380469245":[],"75737136":[],"75760403":[],"7577":36,"75770568":34,"7577113351177733":[],"75956076":[],"75956617":[],"75978215":[],"76":[10,31,33,37,38],"76030841":[],"76065256":[],"76067335":26,"76103892":39,"76120718":[],"76134837":[],"76140219":[],"761574":[],"76157429":[],"76159011":[],"76183628":[],"76190591":35,"76262775":[],"76277254":[],"762891":[],"76289128":[],"76329289":[],"7642448":[],"764245":[],"76426396":[],"765":[8,37],"76516101":26,"76527062":[],"76533281":[],"765333":[],"76542156e":[],"76561858":[],"7658599":[],"76587916":[],"76601702":[],"76612827":[],"766163196245293":[],"76632434":[],"7663967":[],"76686148":[],"76688358":[],"76690383":36,"76692036e":[],"767285":[],"76728511":[],"767367275553824":[],"7674217625964539":[],"76751116":[],"76790092":[],"76807288":[],"76852722":[],"76855921":[],"76880575":[],"76887316e":[],"769112":6,"76911228":6,"7692307692307693":10,"76936315":6,"76940759":[],"76942272":[],"7694444444444445":[2,41],"76958689":6,"769587":6,"76996262e":[],"77":[10,31,33,38,39],"77014839":[],"77030637":[],"77037707":[],"77039278":[],"7708831044105582":12,"77106886":[],"77112374":[],"771128":[],"77132083":[],"77152076":6,"77152924":[],"7718":10,"77199379e":[],"7721643":[],"77235007":26,"772588722239781":[38,39],"77306239":[],"77313451":[],"77352152e":[],"77354301":[],"774498":[],"77449804":[],"77465911":[],"77482712":[],"77497266":[],"77507653":[],"775204":[],"77551387":[],"7755649":[],"775565":[],"77559615":[],"77579275":[],"77594586":[],"77596142":[],"77597019":[],"77602426e":[],"77618181":[],"77626954":[],"776322":[],"77632217":[],"776352510835556":[],"77635684e":[],"77636e":[38,39],"77647539":[],"77652198e":[],"77659961":[],"7766443":[],"77699722":[],"777112373675558":[],"77714169":9,"77725472":[],"777255":[],"77803692":[],"7782028952":5,"77829399":[],"77838912":33,"77845284":[],"77873845e":[],"77878621":[],"77959897":[],"77982629e":[],"77994763":[],"78":[],"78009660e":34,"78010668":[],"78025829":[],"78144936":[],"78156479e":6,"78157908":[],"78184120e":[7,35],"78186404":[],"78198192":[],"78243922":[],"78251088":[],"78254537":[],"78261152":[],"78278086":[],"78326199e":[],"78338459":[],"78340902e":[],"78380113":[],"78385675":[],"78459458":[],"78477759e":[],"78575679":[],"78596158":[],"78605212":30,"78617455":[],"78630865":[],"78646096":[],"78671736":[],"786917":12,"78691713":12,"78714005":[],"7873282":[],"78745927":[],"78758569":[],"78762558":[],"78810857":[],"78850066":[],"78875722":33,"78876155e":[],"78888045":[],"78892891":[],"7889793":[],"78904605":[],"78939263":33,"78941903":6,"78945959":[],"78949699e":[],"79":[],"79010601":[],"79041505":[],"79086674":[],"79102612":[],"79111643":6,"79135536e":[],"79171202":[],"792442235218746":30,"79247398":[],"79251831":[],"79266789":30,"79280475":[],"793167":34,"79341574":39,"79401569":[],"794282":[12,34],"79443618":[],"79469098":[],"794749":[],"7947491":[],"7949388":[],"79503363":[],"79522963":[],"7953443":35,"79540402":[],"79558414":[],"795584143123602":[],"79558423":[],"79619113":[],"79622905":[],"79623487":[],"796235":[],"79628257":[],"79633065":36,"7963438":[],"79673108":[],"79718864":[],"79758524":33,"79778008":7,"79787194":[],"797872":[],"797e":7,"7981908":[],"79849321":[],"79866484":[],"79869224":39,"79870689e":[],"79873884e":[],"7989356":[],"79898903":[],"79942527e":[],"7d7d58":[10,11],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,22,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"80":[1,2,6,7,9,10,34,35,36,41,42],"800":[5,8,37],"80011603e":[],"80033616":[],"80056922":[],"80066012":[],"80072356":[],"800724":[],"800782161095708":[],"80118954e":[],"801356":[],"80147746":[],"8030191":[],"80311453":[],"80354994":7,"80369722e":[],"80373997":[],"80374623":[],"80410179":[],"80413696":[],"80421021":[],"80453713":[],"80460179":36,"80469739":6,"80499859":[],"80523848":30,"8055555555555556":[2,41,42],"8056560957923695":[],"80576215":[],"80609615e":[7,35],"80609616e":[7,35],"80633871":[],"80637385":[],"8063779":[],"80668002":[],"80708107":12,"80708727":38,"8073322":[],"80740939":[],"80750113":[],"80835002":[],"80845707":[],"80846898":[],"80847477e":[7,35],"80848093e":[],"8084934":[],"80853029":[],"80855691":[],"808557":[],"80868063":26,"80873785":[],"80907609":[],"80979265":[],"80980728":[],"81":[2,41,42],"81006889":[],"81007381":[],"81012733":[],"810150":[],"81015037":[],"81035098":[],"81040897":[],"810409":[],"81042619e":[],"81048318e":[7,35],"81073808":30,"81091776":[],"8110093e":[],"81160425":6,"81165023":39,"81208109":[],"81218742e":[],"81246697":[],"8125468":39,"81283649":[],"81318307":[],"81329201":[],"8133":[],"81333808":7,"81337164":[],"81366409":30,"81385326":[],"813957":[],"81395716":[],"81425129e":[],"81478187":[],"81479491":[],"81506255":[],"81522211":[],"8153623169095896":30,"81536232":30,"81559586":[],"81592028":[],"81598832":[],"815am":[31,33],"81622636":[],"81633628":12,"81642349":[],"816454":34,"816847":34,"81684805":[],"81707832":[],"81737781":[],"81818338":[],"81825652":[],"81826799":[],"81839897":[],"8184887":[],"81889188":[],"81912119":30,"81919129":[],"81924504":[],"819253":[],"81925302":[],"81931348":[],"81947005":[],"81973052":33,"81979166":[],"819805":[],"81980509":[],"81984817":[],"81985155":33,"81987609":[],"81994631":26,"82":[],"82004436":[],"82009906":33,"82060913e":[],"8207274870895702":[],"82079885":[],"8211787":[],"82120582":26,"82121282":[],"82130663":[],"82133401":[],"82146046":[],"82161167":[],"82162246":26,"82198978":6,"82204612":[],"82212861e":[],"8221979401496963":[],"82242798":[],"82247747":[],"82259916":[],"8227":[],"8232102961414203":[],"823242":[],"82324216":[],"823417":[],"82341746":[],"82360724":[],"82376174e":[],"82418008":[],"82418352":[],"82421714":39,"82435177e":[],"8244":[],"82454109":39,"8248473":[],"8250103":[],"82528238":[],"82533209":[],"82551764":[],"82559478":[],"82561703":[],"82620196":[],"82623709e":[],"8265786":6,"82677051":[],"82688363":[],"82749474":[],"82757017":[],"82802004":[],"82832579":[],"82838817":33,"82844656":[],"82864173":[],"82891669":[],"82894855":33,"82914126":[],"829252":[],"82925222":[],"82934918":[],"83":[],"83020679":[],"8305555555555556":[],"83105136":26,"83146596":36,"83164611e":[],"83203197":[],"8321864":26,"83220985":[],"83230774":[],"83231208e":[],"83234002":[],"83294718":[],"83317854e":[],"8332972":[],"83363025":[],"83369175":[],"83377498e":[],"83408369":[],"83429536":[],"83463634e":[],"83466807":[],"83478186":26,"83512277":6,"83519517":[],"8352834":[],"83641435":[],"83655756":[],"83671148":[],"83681263":[],"83693088":[],"83718206":[],"8371938":26,"83727177":30,"83741078":[],"83759075e":[],"83785062":[],"83816147":[],"83823317e":[],"83824223":[],"83844809":26,"83870189":7,"8387133":[],"83884553e":[],"83915415":[],"839957":[],"83995705":[],"84":[],"84019294":[],"84047912":[],"8406741e":[],"84078641":[],"84155431":[],"84159992":[],"84163178":26,"842":[],"8423144":[],"842436":34,"84254917":[],"8426271":[],"84269323":[],"843":[],"84314251":26,"84338322":[],"84351715":[],"84355903e":[2,41,42],"844":[],"84401704":34,"84401886":[],"84416298":[],"84424529":26,"8443626e":[],"84443254e":[2,41,42],"84478178":38,"84482599":39,"84514616":[],"84581375":[],"846":[1,8,37],"84605507":[],"8461538461538461":10,"846162":12,"84616248":12,"84629286":[],"84634327e":[],"84659427":[],"84661230e":[],"84668873":[],"847":[1,8,37],"84707251e":[],"84711297":[],"84726382":[],"8473429":[],"847343":[],"84745063e":[],"84745525":[],"8475889":[],"84767088":[],"8476874":[],"84780262":7,"84789579e":[],"848":[1,8,37],"8485":[],"84858":36,"84862355":[],"84869686":[],"8488":[],"84907109":[],"84908687":[],"84923841":12,"84923989e":[7,35],"8496945":[],"84972787":[],"84973247":[],"84984612":[],"84985833":[],"84992628":[],"84993546e":[],"84994524":6,"85":[2,10,41,42],"85005989":[],"85014487":[],"850164":6,"85018556e":[],"85025162":[],"8502729":[],"85035562":[],"85043503":[],"85049285":[],"85050649":[],"8505072899794293":[],"85064942":[],"85068028":[],"85079059":[],"85079729":26,"850859":[],"85085928":[],"8509859":[],"85101172":33,"85108001":[],"85112594":[],"85142265":[],"8517571":[],"85189083":[],"85222243":[],"85259666e":[],"85261484":[],"85263220":7,"85276538":[],"85278920e":6,"8529175":[],"85293303e":[],"85294194":[],"85298956":[],"853":[],"85327004":33,"85378708":[],"85408468e":38,"85422602":[],"85427641":[],"85437905":[],"85458026":33,"85551266e":[],"85601992":6,"85613835":[],"85625134":[],"85669407":33,"85703369":[],"85707419":30,"85711016":[],"85714286":0,"85724692":[],"85777073":[],"857771":[],"85786373":[],"858":10,"8583333333333333":[],"85859459":[],"85866294e":[],"85871255":[],"85897711":[],"85944866":33,"85945208e":[],"85954931":[],"8595836":[],"85975973e":[],"86":[],"86009093":[],"86013055e":[],"86016288":[],"86030593e":[],"8605188":[],"86062977":7,"86066395":[],"86067818":[],"86070736":[],"86084064":[],"86117291":6,"86123808e":[],"86134827":6,"86138568":[],"86143379":[],"86145244":12,"8614682":[],"86174943":[],"86179614":30,"86192682e":[],"86197958":[],"86215487e":[],"86240935":[],"86247117":[],"86260982":33,"86267497":[],"862675":[],"86273371":35,"86274590e":[],"86284277":[],"86292532":26,"8631855":[],"86346614":[],"8638888888888889":[2,41,42],"86416941":[],"86434639":[],"8644215":[],"86445334":[],"86458368e":[40,41],"86459987":[],"86493273":[],"865":[],"86506494":[],"86519139":[],"86567539":[],"866":[],"86602331":[],"86611894":[],"8662":[],"86629161":[],"86630":10,"86632028":[],"86639832e":[],"86643649":[],"86660944":[],"86664528":[],"8666666666666667":[2,41,42],"86666667":0,"86668761":[],"86696026":[],"866960260598739":[],"867":[],"86737671":[],"86757762":[],"86799623":[],"86810":10,"86833907e":[],"86861591e":[],"86867512":[],"86868711":[],"86885547":[],"86891741":[],"869":[1,8,37],"8691787":[],"86943859":[],"86978877":[],"87":10,"870":[1,8,37],"87001185":[],"87020155":[],"8702784034":5,"870337":[],"87068171":35,"87070464":[],"870704644539707":[],"87072815e":34,"87093752":[],"871":[1,8,37],"87148597":[],"87169607e":[],"87171492":[],"87186187":[],"8720648":[],"8722222222222222":[],"87228174":[],"87231849":[],"87238538":[],"8724":7,"87323528":[],"87340054":[],"87349626":[],"87381451":6,"87399194":[],"8745559":[],"8746702":[],"87473452":[],"87478387":[],"87494456e":[],"875":[2,41,42],"87584434":[],"8758851":[],"8759":[38,39],"87616945":[],"8762":[],"87627342":36,"87633005":[],"87637891":[],"87661362":[],"87696461":[],"877":7,"87700882":[],"87732748":[],"87736602":[],"87740526":[],"87788573":[],"87818331":[],"87830277":[],"87878356":[],"87884833":[],"87894459":[],"878945":[],"87981676":[],"88":[33,38,39],"88006918":39,"8800906083513416":[],"88009061":[],"88046261":6,"88055343":[],"8805555555555555":[],"88064505":[],"88071254":33,"88080569":12,"880806":12,"8809429":[],"88135577e":[],"88147037":[],"88157423":[],"88168312e":[7,35],"8817842e":[],"88182591":34,"88208835":[],"88236598e":[],"8825782":[],"88289263":[],"882972378790114":[],"88297238":[],"88323026":34,"88333467":[],"88336879":6,"8834":[],"88355913":[],"88366546":26,"88377332":[],"88378851":30,"88415819":[],"88445111":[],"884669":34,"88477745e":[],"88501323":[],"88514106":[],"88518":[],"88529063e":[7,35],"88551766e":[],"88569607":[],"88594444":[],"8859754":[],"88613493":34,"88614317":[],"8861811":[],"88632765":[],"88639567":[],"88653291":[],"88685415":[],"88691234":[],"88726714":[],"88727586":26,"88738394e":[],"88809826":[],"88860399":[],"88870842":30,"8888888888888888":[],"888908":[],"8889085":[],"88930323":[],"88960947":[],"8896094720230128":[],"89":10,"890033":[],"89003324":[],"8901199":[],"89017198e":[],"89044267":[],"89054207":[],"89058005":[],"8905826":[],"89069029":[],"8908983":[],"89100924":[],"89126914e":34,"89155606":[],"891559":[],"89155934":[],"8917148":[],"891715":[],"89184351":[],"89211256":[],"89219980e":[],"89222305":[],"89229722":[],"89288636":12,"89290901":26,"8931686":38,"8932188":[],"8936154":39,"89378344":[],"89408972":[],"89410423":6,"8942779":6,"8944444444444445":[],"89457785":[],"89463761e":[],"89515649":33,"89527291":[],"89533642":[],"89540936":[],"89543945":[],"89563074":[40,41],"89576555":[],"8962":[],"89654756":[],"89676583":[],"89684207e":39,"89692576":[],"89708415":[],"89710385e":[],"89714357":[],"89724282":[],"89730533":[],"89737445":26,"89755794":[],"89766337e":[],"89770892":[],"8978":[],"89790867":[],"89845198":[],"89876098":[],"898761":[],"89961861":[],"89989636":[],"8f":[7,36],"8g":[7,36],"8n":26,"8x8":[2,41,42],"9":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,19,22,23,24,26,27,29,30,31,33,34,35,37,38,39,40,41,42],"90":[2,7,10,41,42],"90075537":6,"90103664":39,"90105594":[],"9011":7,"90114639":[],"90135464e":[],"90137221":[],"90137794":[],"90140097":[],"90150448":33,"90162133":[],"90168941":[],"90182442":[],"90210098":[],"90220243":6,"90232941":[],"90266948":6,"90273253":[],"9027777777777778":[],"90281987":[],"90300219":[],"90300704":[],"90304177e":[],"9031162":[],"9040":10,"90407685":[],"90475506e":[7,35],"90536337":[],"9054":36,"9055555555555556":[],"9057119872872414":[],"906589":[],"9065894":[],"906747":6,"90679215":26,"90717653":[],"907177":[],"9074157":[],"90751311":[],"90800497":[],"9080271":33,"90842732":[],"90860768":[],"90871271":[],"90885733e":[],"90894281":[],"90903158":[],"90909173":[],"909092":[],"9092793":[],"909525":12,"90952533":12,"91":[1,31,33],"910":10,"910294":[],"91029443":[],"91029782":[],"910297822789896":[],"91099021":[],"91100141e":38,"9111111111111111":[],"91114704":[],"91128596":6,"91152267":[],"91193672":[],"911937":[],"91247848e":[40,41],"91264011":[],"91270333":[],"91312563":[],"91321225":33,"91322403":[],"91365263":[],"91410559e":[],"91416944e":[],"91417133":[],"91433102":[],"91434750e":[],"914672":[],"91467223":[],"91483251":[],"91492986e":[7,35],"91496317":[],"91507022":[],"91520631":[],"91527102":[],"91546928":[],"91568958e":[],"915842":6,"91624469":[],"916245":[],"91648657":[],"91650453":[],"9166666666666666":10,"91669165":[],"916692":[],"91672129":[],"91692081":[],"91722512e":[],"91744988":[],"91752854":[],"91760278":6,"91811422":[],"91812702":6,"9184060613261256":30,"91854134":[],"91864509":[],"9187554":[],"918785":[],"918992":34,"91933003":[],"919503":[],"9195033":[],"91961463":[],"919895":[],"91989533":[],"92":[7,10,31,33],"92003207":[],"92004534":[],"92021197":[],"9202867":[],"92044261":6,"920443":6,"9206617":[],"92080432":[],"92159388":[],"92169638":[],"92192012":[],"9219476":26,"92226956":6,"922270":6,"9225384545636204":[],"922622":[],"92262217":[],"92292668":[],"92301743":[],"9230769230769231":10,"92308585":[],"92308867":[],"92313548e":[40,41],"92319842":[],"92326255":[],"92341148":[],"92353194":[],"92370959":[],"92376655":[],"92381262":30,"9238126238237127":30,"92393165":33,"924011":[],"92422684":39,"92452609":[],"92458892":[],"92466997":[],"92474572":[],"924746":[],"924e":7,"925":[2,41,42],"92507116e":[2,41,42],"92510128":33,"92512799":[],"92527681e":[],"92552059":[],"92578916":6,"92599642":[],"92604454":[],"92622842":[],"92656908":[],"92661467e":38,"92663007":[],"92665802":[],"92678221":[],"92713642":[],"9271707090281667":[],"92719687":[],"92756256":35,"92761972":[],"92768548":[],"9277777777777778":[2,41],"92779167e":[],"92808577":[],"92857143":0,"928769588424018e":[],"9288904":[],"92891949":[],"92892022":[],"92901115":[],"92905422":[],"92910808":[],"92921498":[],"92929225e":[],"9294527":[],"92991181":[],"93001752":[],"93019783":[],"930536":[],"93053605":[],"9305555555555556":[2,41],"93059014":[],"93061247":38,"9306628":[],"93074023":[],"9308197":[],"931":[1,33],"93148781":[],"93155188":6,"93158979":6,"93159699":[],"93164276":[],"93164299":[],"93237862":[],"932382":[],"93272428":[],"93277949":[],"93289669":[],"93293067":[],"933":[6,35],"93325371e":[40,41],"93366198":[],"933662":[],"93388517":33,"93397254e":[],"93402104":22,"93416236e":[],"934339":[],"93460701":[],"9349":[],"93492130e":[7,35],"93518383":[],"93519647":[],"93541793":30,"93597168":[],"935972":[],"93601008e":34,"93602214":[],"93619369":[],"9366":[],"93668828":[],"936877889972962":[],"937":30,"937057":[],"937082":34,"93708805":[],"93709777e":[],"93787605":[],"93799826":6,"938":30,"9387":10,"9388939e":[],"93891335e":[],"939":[1,30,33],"93900569e":[],"93909866":[],"93937564":[],"93942872":[],"93967766":[],"93968601":[],"93969971":[],"93970238":[],"93987367":[],"93989887":[],"94":[0,10,30],"94008244":[],"94027059":[],"94033034":[],"94040981":[],"9405":[],"94082113e":[],"94091671":[],"94092702":[],"94096731":[],"94099173":[],"94114646":[],"94121002":[],"9412311":[],"94141801":[],"94217756":[],"942178":[],"94221383":[],"94226022e":[7,35],"94255277":[],"94272259":[],"94273542":34,"942739":[],"94284104":6,"94285762":[],"94291287":[],"94320205":6,"94335":[],"9434":[],"94361404":38,"94388948":[],"94419718":[],"9444444444444444":[2,41,42],"944557":[],"94455739":[],"94463114":[],"94466211":[],"94484047e":[39,40],"94485679":[],"94493877":[],"94495682":[],"94499279":38,"9450635":[],"94533329":[],"94583038":26,"9458396":[],"94591015":[26,33],"94607554":[],"946167":[],"94616709":[],"94623184":[],"94625725":[],"946276":[],"94627617":[],"946372":[],"94637206":[],"94639099":12,"94652":[],"94662523":[],"94665557":26,"946957":6,"94704941e":[],"9472222222222222":[2,41],"9473":[],"94735263":[],"947607":[],"94766419e":[],"94781064":35,"94802663":[],"94805555":[],"9482527":6,"9485531":[],"948638":[],"94863824":[],"94897376":[],"9495484":[],"94963563":[],"94973606":[],"95":[2,10,12,36,41,42],"95000259":[],"95001004":[],"95008046":7,"95033155e":[],"95039348e":[],"950423":[],"95053694e":[],"950873":[],"95115528":[],"95132723":[],"95152814":[],"95162248e":[],"95166920e":[],"9518022":[],"952063":[],"95206335":[],"95226607":[],"952268":[],"95226818":[],"95231424":6,"952387":34,"9525328":[],"9527777777777777":[],"95284275":6,"95289375":[],"95291169":26,"953065564":[2,41,42],"95317772":[],"95338273":[],"95343966":[],"95351665":6,"95354276":[],"95365435":[],"95395895":[],"953959":[],"954":30,"95400323":[],"954148":[],"95432881":33,"95462534":[],"95482298":[],"954823":[],"95497813":[],"95511792":34,"955118":34,"95518112":[],"9555555555555556":[2,41,42],"95563211":[],"95568161":[],"95578775":[],"955820c21e8b":5,"95611042":38,"95647867":[],"956563":[12,34],"95684892":6,"95703":[38,39],"95712462":[],"95715036":[],"957171":[],"95719454":[],"9573":[],"95743466e":[],"95744254":[],"95745476":[],"95745534":33,"95745651":[],"957549":[],"95766504e":[],"95770298":[],"95776346":[],"95793988e":[],"9579870417283":23,"958228616652075":6,"95842106":[],"95845431":[],"95872127":[],"95881375":[],"95882223":[],"95882586":[],"95889379":[],"95890587":[],"95906059":38,"959076":[],"95935439":[],"9594":[],"96":[2,7,10,12,36,41,42],"960":30,"9601304850035702e":[7,35],"9601304850073734e":[7,35],"96015381":[],"96024953":6,"96029461":[],"96037553":[],"96054705e":[],"96057795e":[],"9606":[],"96067118":[],"96075051":38,"96080358":[],"96084123":[],"96084663":6,"961":30,"961042":[],"961423":[],"96142343":[],"96154578":[],"96157921":[],"96164155":[],"96175251":[],"962":30,"9623":[],"96231225":[],"96241501":[],"96251859":[],"96282505e":[],"96301764":[],"96305058":[],"96306539":30,"963187":[],"96330728":[],"96332346":[],"9637117593816477":[7,35],"96379806e":[],"9638104":[],"96385782":[],"96385798":[],"963858":[],"96391888":[],"9639885":[],"9640435":6,"96414331":[],"96417888":[],"9642492":22,"96432396":[],"9645":7,"96461948":[],"9647801":[],"96486591":22,"9649652536":5,"96504394":[],"96544479":[],"96547946":[],"96548194":[],"965548":34,"9656484356890704":[],"96564844":[],"96581896":[],"96585824":[],"966":7,"96631321":34,"96660465":[],"96688672":6,"967":[],"96734276":[],"967388":[],"96738845":[],"96745096":[],"9674916":6,"96762953e":[],"96777468":[],"967809":[12,34],"96799937":[],"96801916":[],"96826039":[],"96850191":[],"96853248":[],"968650":[],"96865004":[],"96866031":[],"968704":[],"96870431":[],"96894842":[],"96897719":[],"96899218":[],"96907179":[],"96916206":[],"96917669":[],"969190":[],"96919021":[],"96919836":[],"9692":[],"9693":[],"969413":[],"96957289":12,"969573":12,"96961052":[],"96963458":[40,41],"96991192":[],"97005689":6,"97023479":[],"97065359":36,"97068015":[],"97069113":39,"9707256":22,"97072608":26,"970827":[],"97082748":[],"970965":[],"97108e":[38,39],"97120565":[],"9712983":[],"9716":[],"97165491":[],"97169918":[],"97183244":[],"97190351":[],"97202371":[],"972024":[],"97206657":[],"972067":[],"972149":[],"97218946e":[],"9722222222222222":[],"9722424":[],"97228653":[],"9722865317690382":[],"97235642":[],"97243128":6,"97243946":[],"97252343":[],"972533":[],"97253307":[],"97272223":[],"97286326":[],"97300836":6,"973118":[],"97311824":[],"97321835":[],"9734":[],"973663":[],"97366347":[],"97383031":[],"97435908":[],"97438607":1,"97477277":[],"97480604":[],"97482498":[],"974825":[],"97486336":[],"97497404e":[7,35],"97498674":[],"975":[],"97507735":6,"97512176":[],"975484":[],"97548406":[],"97570392":[],"97622642":[],"97626519":[],"97628064":[],"97630233":36,"97664837":[],"9767506308987675":[],"97680846":[],"97683575":[],"97696399":[],"977":[],"97705827":6,"97707044":[],"97716508":[],"97758848":6,"9777777777777777":[],"978":36,"97802245":[],"9780387310732":32,"9780387848570":32,"9781098134174":33,"9781492032632":32,"9781801819312":33,"97836358":[],"9784055938098051":[],"978553":6,"97898392":[7,34,35],"97900469":33,"97904015":39,"97906022e":34,"9792":[],"97926491":6,"97935648":[],"9794096":[],"9796":[],"979656":[],"97965627":[],"97979891":7,"98":[1,2,10,40,41,42],"980":10,"98027789":39,"9805555555555555":[],"98091621":6,"98101481":[],"98108401":[],"981321":34,"98139097":6,"98140006e":[],"98155457":[],"981554571728081":[],"98190064":[],"98191653":33,"98232596":[],"98244726":[],"98246764":[],"98261559e":[],"98264851":30,"98271562":[],"98275501":6,"98281205":38,"98292239":[],"983310":34,"9833205":[],"98338288":[],"983383":[],"983450":[],"9834505":[],"9838929":[],"98413059":6,"98413606":[],"9841870203276504":[],"98454786":6,"98473694":[],"98474769":[],"984748":[],"98481245":[],"985":30,"98533636":[],"98556236":[],"98556486e":[],"98566191":6,"985725":[],"985725003240627":[],"986":30,"9861111111111112":[],"98619989":[],"98621772e":[],"98635543":22,"98636199":[],"986362":[],"986472":12,"98650457":[],"98654578":33,"98654811":[],"986699":6,"98680716":6,"98716878":6,"98723376":[],"98740373":[],"98751068":[],"98770503":[],"9878":[],"98806419":[],"98808176":6,"98822371":7,"98876882":12,"988769":12,"9888888888888889":[],"98893579":[],"988996":[],"9889962":[],"989":30,"9890348":6,"9893447":6,"98938878":[],"98947674e":[],"98947894":34,"98955596":[],"9896":[],"98966074":[],"9898ff":[10,11],"99":[2,7,10,12,14,22,36,38,39,41,42],"990":10,"99003341":[],"99009525":6,"9904314810719695":[],"99057275":[],"99071523":[],"99072374":[],"99088801":6,"991":30,"991047":[],"99104747":[],"99114739e":[],"99115119":6,"9912346":[],"99152919":26,"99166852":[],"99176998":6,"99194201":[],"992":30,"99201684e":[],"992232777849821":[],"99232771":[],"99242921":6,"99246366":[],"99265097":6,"99284588":[],"9929":[],"99294056":[],"9929666457835595":[],"993":30,"9930344":[],"9930742":[],"99316252":6,"99318183":[],"99322469":26,"99348646":[],"99360578e":39,"99362554":[],"99368326":[],"99370678":[],"99371056":6,"99378218":26,"99389612":6,"99395784":39,"99415296":[],"99418621":[],"99427512":[],"9943201":6,"99434472":[],"994345":[],"9944299733827195":34,"994461":[],"99446145":[],"99447213":22,"994474":[],"99447418":[],"99449129":[],"99456598":38,"99457257":[],"99458998":[],"99475306":38,"9947756":6,"9948998579029953":[],"99492986":6,"99498272":[],"9950019477819025":[],"9950865473984227":[],"9951059931014423":[],"99512017":[],"9951746722640107":34,"9952183728736417":[],"9952505213910134":[],"9952537939995855":[],"99528218":6,"9953466931203151":[],"99539415":6,"995522":[],"9955318336036834":[],"99556258":[],"99562995":[],"99563484":[],"99566069":6,"995702810640425":[],"9957325252769553":[],"9957680433056965":[],"99578809":6,"9958244721767004":[],"9958589197366403":[],"99588057":[],"9958983289118531":[],"9959177108554428":[],"9959308805732706":[],"9959739":[],"9959836634296064":[],"996":[6,35,36],"9960490331171794":[],"9960664320362111":34,"99607299":[],"99607686":[],"99608161":6,"9960887274532307":[],"99619572":[],"99624324":[],"9963961":6,"99647992e":[],"99650061":6,"9966129":[],"996626":[],"99662602":[],"99663433":[],"9967181696265849":[],"9967458":6,"9969461173312454":[],"9969513794144311":[],"99700706":6,"99709215":6,"99718155":39,"99723951":[],"997252717901263":[],"9972554229935837":[],"99729015":[],"99729756":6,"99751458":6,"99753321e":[],"99755766":[],"99757634":[],"99758326":6,"99759503":[],"99762142":35,"99763835":22,"9976783":[],"997746":[],"99774602":[],"99774972":[],"99775587":6,"99782503":[],"99782627":[],"99783284":[],"99788953":[],"99792291":[],"99793613":6,"99799099":6,"99802696":38,"99804178":34,"99812668e":[],"99813653":6,"99817613":[],"99828624":6,"9983289":[],"9983295":6,"99833653":[],"99835783":38,"99835872":[],"99839581":[],"99845267":6,"99848215":[],"99848815":38,"99849105":[],"99852187":[],"99854557":34,"9985605":[],"998577":6,"99858474":39,"99858871":33,"99861053":6,"99861193":[],"99862019":34,"99864751":[],"99869482":34,"99870462":[],"99871521":6,"99876945":34,"99881845":6,"99883628":34,"99884384":6,"99884409":34,"99884986":35,"99887767":[],"99891093":34,"99891873":34,"99893323":6,"99895448":[],"99898558":34,"999":[10,22,30,38,39,41,42],"99901896":6,"99902531":[],"99903755":6,"99906023":34,"9990927157696581":35,"99911427":6,"99912709":34,"99913489":34,"99916114":38,"99918546":6,"99919837":6,"99919981":[],"99920175":34,"99926459":6,"99927642":34,"99929677":[],"9993237":6,"99933188":6,"9993511":34,"99937234":22,"99938942":6,"99941797":34,"99942911":[],"99943837":[],"9994385":6,"99944272":6,"9994574":[],"99946593":22,"99949266":34,"99949306":6,"99950283":[],"99952851":[],"99953381":6,"99953475":6,"99954278":[],"99954434":[],"99954925":38,"9995589":30,"99956033":[],"99956181":[],"9995659":[],"99956735":34,"99957911":6,"99959609":[],"99959681":[],"99961294":6,"99963172":[],"99965056":6,"99966798":[],"99967865":6,"99968451":[],"99968483":[],"99969576":[],"99969642":[],"99969895":[],"99970894":34,"99970988":6,"99973141":[],"9997332":6,"99974365":[],"99975636":[],"99975913":6,"99976375":[],"99976659":26,"99977375":[],"99977849":6,"99977853":[],"99978365":34,"99978784":[],"99979896":[],"9997992":[],"99980002":6,"99981314":39,"9998161":6,"99983332":[],"99984732":6,"99984836":[],"99985591":[],"99985884":[],"99987324":6,"99989103":38,"99989296":[],"99989476":6,"99989951":[],"99990413":[],"99990706":[],"99991245":[],"99991263":6,"99991295":[],"99991971":[],"99992107":[],"99992477":[],"99992746":6,"99993515":22,"99993596":[],"99993978":6,"99994537":[],"99995":6,"99995454":[],"999955585168597":[7,35],"99996471":[],"99996755":[],"99996897":[],"99997244":[],"99997356":[],"99997644":[],"99998409":22,"99998727":[],"9999923":[],"99999776":[],"9x":[7,27],"9y":[7,27],"\u00f8yvind":[7,34,35],"\u03b4":[41,42],"abstract":[2,21,38,41,42],"boolean":5,"break":[1,5,7,12,15,33],"byte":[26,33],"case":[0,1,2,3,4,5,6,7,8,12,13,14,15,17,22,25,26,27,28,33,36,39,40,41,42],"catch":1,"class":[1,2,4,5,7,8,9,10,12,13,14,23,24,30,33,36,38,39,41,42],"default":[1,2,3,5,7,8,9,17,26,27,28,33,34,35,37,40,41,42],"do":[1,3,4,5,6,7,9,10,11,12,13,14,15,16,17,22,23,24,26,27,28,33,34,37],"ekstr\u00f8m":5,"export":10,"f\u00f8470":[31,33],"final":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,17,19,20,21,23,24,27,29,30,31,33,36,37],"float":[1,4,5,6,10,12,14,15,26,33,34,38,39,41,42],"function":[3,4,5,6,10,15,16,17,18,19,20,23,24,25,26],"import":[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,16,17,18,23,24,27,30,36,37,38,42],"int":[1,2,3,4,5,6,7,12,14,15,22,26,30,34,36,38,39,41,42],"long":[1,2,4,5,13,14,23,33,37,38,39,40,41],"m\u00f8svatn":[7,27],"new":[1,2,3,4,6,7,8,9,10,11,12,14,15,18,22,24,26,33,34,37,38,39,41,42],"public":[1,25,33],"return":[0,1,2,3,4,5,6,7,8,9,10,12,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],"sch\u00f8yen":[7,34,35],"short":[5,6,21,27,28,35,36,41,42],"super":[6,34,35,41,42],"switch":[1,41,42],"throw":[4,7,30,36],"true":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,20,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"try":[1,2,3,5,6,7,8,9,10,11,12,14,15,16,17,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],"var":[2,6,7,11,12,19,20,27,30,33,34,35,36,38,41,42],"while":[0,1,2,4,5,6,7,8,9,10,12,13,14,22,23,24,30,33,34,35,36,37,38,39,40,41,42],A:[3,4,6,7,8,11,12,13,14,17,19,21,25,26,27,28,29,30,31,32,34,38],AND:[0,3,42],And:[1,4,5,6,7,10,14,21,24,25,27,28,30],As:[1,2,3,4,5,6,7,9,11,13,14,17,26,27,28,30,33,34,35,36,37,38,39,40,41,42],At:[1,5,7,14,27,33,38],BE:[1,33],Be:[3,25,33,42],Being:[14,38],But:[1,2,3,4,6,7,10,11,23,28,30,34,35,36,40,41,42],By:[1,4,6,7,13,14,18,26,33,34,35,36,37,38,39],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,29,30,32,33,35,36,37,38,39,40,41,42],IF:[7,35],IN:32,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,41,42],Is:12,Ising:[6,13,34,39,40],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],Its:[2,3,5,12,41,42],NO:[0,10,12],No:[1,7,8,10,33,35,37,39,41,42],Not:[1,2,6,7,34,35,36,39,40,41,42],OR:30,Of:30,On:[1,4,10,16,27,29,30,31,32,33],One:[1,2,4,5,6,7,8,9,12,13,14,18,22,27,30,34,36,37,38,39,40,41,42],Or:[1,2,7,27,33,37,40,41],Such:[1,7,13,17,30,36,37,38,39,40,41],TO:[41,42],That:[1,6,8,11,12,13,15,20,27,30,33,35,36,37,40,41],The:[5,11,14,15,16,17,19,20,21,22,23,24,26,27,28,29,30,31,32],Their:[],Then:[1,2,7,9,10,11,12,13,14,15,23,26,27,33,36,37,38,39,40,41,42],There:[1,4,5,6,7,9,10,12,13,15,26,27,29,30,31,33,34,35,37,38,39,40],These:[1,4,5,6,9,10,11,12,13,14,15,16,17,24,26,27,28,30,31,33,34,35,38,39,40,41,42],To:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,24,26,28,30,35,36,37,38,39,40,41,42],With:[1,6,7,9,10,11,12,13,15,19,23,26,27,28,30,33,34,36,39,40,41,42],_0:[6,9,11,12,14,34,37,38],_1:[3,6,7,9,11,12,13,14,15,26,34,35,37,38,39,40,41,42],_2:[3,6,9,12,13,14,26,34,38,39,42],_3:26,_4:26,_9:[14,38,39],_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,23,26,27,33,34,35,36,37,38,39,41,42],__array_function__:[],__class__:[11,41,42],__doc__:[7,36],__enter__:[1,8,37],__future__:[9,10,40],__getattr__:35,__getattribute__:33,__getitem__:[1,8,37],__init__:[0,1,2,4,5,8,15,24,35,37,39,41,42],__main__:[0,3,39,42],__mul__:[],__name__:[0,3,11,35,39,41,42],__rsub__:[],__rtruediv__:[],_accessor:33,_accuraci:[41,42],_allclose_dispatch:23,_auto10:[7,13,39],_auto11:[7,39],_auto12:[7,39],_auto1:[3,4,5,6,7,8,13,14,22,26,30,34,37,38,39,40,41,42],_auto2:[3,4,5,6,7,13,14,26,30,38,39,40,41,42],_auto3:[4,5,6,7,13,14,26,38,39,40,41],_auto4:[5,7,13,14,26,38,39],_auto5:[5,7,13,14,26,38,39],_auto6:[5,7,13,26,39],_auto7:[5,7,13,26,39],_auto8:[7,13,39],_auto9:[7,13,39],_backpropag:[41,42],_base:9,_build:[1,18,20,25,27,32,33],_c:[2,41,42],_can_hold_identifiers_and_holds_nam:33,_check_optimize_result:[0,10,12],_class:9,_compon:12,_coordinate_desc:7,_da:24,_depth:10,_feed_forward_sav:24,_feedforward:[41,42],_format:[41,42],_fraction:10,_generatorcontextmanag:[1,8,37],_i:[1,2,3,6,7,8,9,12,13,14,16,17,18,20,27,33,34,35,36,37,38,39,40,41,42],_info_axi:33,_j:[1,2,3,4,6,7,9,14,18,20,27,34,35,36,38,41,42],_k:[14,37,38,39,41,42],_l:[13,39,40,41,42],_lambda:[7,33],_leaf:10,_ll:[4,5,15],_logist:[0,10,12],_m:11,_make_vjp:24,_multilayer_perceptron:[],_n:[3,6,9,12,14,34,37,38,42],_node:[10,24],_np:[],_o:[4,5,15],_open_file_or_url:[1,8,37],_p:[6,9,34],_plugin_dir:[4,5,15],_progress_bar:[41,42],_ratio:12,_rc_params_in_fil:[1,8,37],_s:[4,5,15],_sampl:10,_set_classif:[41,42],_split:[7,10,27],_src:[22,39],_t:[14,22,38,39],_test:[7,27],_tf_getinputpropertieslist:[4,5,15],_trace:24,_valu:24,_varianc:12,_weight:10,_wrapreduct:[],a0:4,a0faa0:[10,11],a1:[1,23,24,33],a2:[1,23,24,33],a3:[1,33],a4:[1,33],a_0:[1,22,28,33,40,41],a_1:[40,41],a_1a:[1,33],a_1x:[22,28],a_2:[40,41],a_2a:[1,33],a_2x:[22,28],a_3:[1,33],a_3a:[1,33],a_4:[1,33],a_4a:[1,33],a_:[1,2,17,26,33,34,40,41,42],a_h:[2,41,42],a_i:[1,2,3,13,33,40,41,42],a_j:[2,13,40,41,42],a_k:[1,2,13,40,41,42],a_matric:[41,42],a_ndim:[],aaron:32,ab:[1,3,6,14,15,22,27,33,34,35,38,39,40,42],ab_channel:[25,39,40,41,42],abandon:[2,40,41],abbrevi:29,abid:30,abil:[1,11],abl:[1,2,5,6,7,8,11,13,14,17,23,27,34,37,38,39,40,41],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,24,25,26,27,28,31,35,36,37,38,39,40,41,42],abov:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,26,27,28,30,32,33,34,36,37,38,39],abovement:[7,33,36],abscissa:[14,37,38],absolut:[1,3,6,7,14,33,34,35,36,38,39,42],absorb:[34,35],acceler:[14,22,38,39],accept:[1,4,7,10,23,27,33,34],access:[1,4,12,30,33],accid:[5,7,36,37],accompani:[1,33,34],accomplish:[9,10,14,38,39],accord:[1,2,3,6,7,10,13,14,15,16,17,23,30,33,35,36,37,38,39,40,41,42],accordingli:12,account:[1,4,6,14,16,30,33,35,36,38,39],accumul:[13,14,22,30,38,39,40,41,42],accur:[1,4,5,7,11,14,36,38,39],accuraci:[0,1,2,4,5,6,7,8,10,11,12,13,23,28,33,34,37,39,40,41,42],accuracy_scor:[1,2,11,23,24,33,41,42],accuracy_score_numpi:[2,41,42],acheiv:23,achiev:[1,2,6,7,9,13,26,33,35,36,39,40,41],aco:30,acquaint:25,acquir:[2,25,33,40,41],acr:1,across:[2,4,7,10,25,33,36,41,42],act:[2,4,26,41,42],act_func:[41,42],act_func_deriv:[41,42],actic:23,action:30,activ:[1,3,4,5,10,24,29,31,33,37,38],activation_d:24,activation_func:[23,24],actual:[1,2,5,6,7,9,12,17,23,26,30,33,34,35,36,40,41],ad:[0,2,4,5,6,9,14,16,17,26,35,36,37,38,42],ada_clf:11,adaboostclassifi:11,adadelta:[14,38,39],adagrad:[28,40,41,42],adagradmomentum:[41,42],adam:[2,4,5,23,28,31,33,40,41,42],adam_schedul:[41,42],adap:40,adapt:[5,7,14,32,36,37,40],add:[1,2,3,4,5,6,7,9,11,12,13,16,17,18,22,23,27,28,30,33,34,35,36,38,40,41,42],add_outgrad:[],add_subplot:[0,2,8,13,15,27,37,38,39,40,41,42],add_suplot:42,addendum:6,addit:[0,1,3,4,6,7,8,9,10,11,13,14,16,18,22,23,25,26,27,30,31,32,33,34,35,36,37,38,39,40,41,42],addition:[13,14,37,38,39,40],address:[2,10,12,14,33,38,39,40,41],adjac:[4,13,39,40],adjoint:[6,34,35],adjust:[1,6,13,14,37,38,39],admir:[1,33],advanc:[5,7,13,32,33,36,40],advantag:[2,4,6,7,11,14,26,35,36,37,38,39,41,42],adversari:33,afecionado:33,affect:[4,41,42],affin:[1,4,9,12,34,40],afford:4,aficionado:33,aforement:15,african:1,after:[1,2,3,5,6,7,10,12,13,14,16,22,23,25,26,27,28,30,33,34,35,36,38,39,40,41,42],afterward:[1,33],ag:[1,8,29,33,34,37],ag_0:[3,42],again:[1,2,5,6,7,8,9,11,12,13,14,16,17,22,27,28,30,33,34,35,36,38,39,40,41,42],against:[2,5,8,11,22,28,37,41,42],agegroup:[8,37],agegroupmean:[8,37],aggreg:[10,11],agorithm:11,agre:[6,7,30,35,36],agreement:[14,22,38,39],ahead:10,ai:[1,28,32],aid:[12,21],aim:[1,2,5,7,8,12,15,16,17,25,26,27,28,34,36,37,40,41],ainv:6,airplan:4,aka:[6,35,36],al:[1,3,5,16,17,18,27,28,32,33,34,35,36,37,38,40,41,42],alarm:[6,8,35,36],aldo:34,alexsmola:42,algebra:[1,4,6,14,22,25,34,35,36,38,39],algorithm:[0,1,2,3,5,6,7,8,9,14,15,25,26,27,30,32,33,35,36,37],align:[0,1,3,6,7,8,9,14,27,30,33,34,35,36,37,38,42],all:[1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,42],allclos:23,allevi:[2,14,37,38,40,41],alloc:[4,26],allow:[1,2,3,4,6,7,9,11,14,16,17,25,26,27,33,34,35,36,37,38,39,40,41,42],almost:[1,2,7,9,12,14,22,30,36,37,38,39,40,41],alon:[3,10,42],along:[3,4,5,6,7,10,11,12,23,24,25,26,33,34,35,36,37,41,42],alpha:[0,1,2,3,4,5,7,8,9,10,11,14,15,30,33,34,36,37,38,40,41,42],alpha_0:4,alpha_1:4,alpha_2:4,alpha_:11,alpha_i:[4,14,38],alpha_k:[14,38],alpha_m:11,alpha_n:4,alpha_opt:[14,38],alreadi:[3,4,5,6,7,11,13,24,25,26,30,33,34,35,36,39,40,42],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,33,34,35,36,37,38,39,40,41,42],alter:[2,41,42],altern:[0,1,2,5,6,7,9,10,12,14,26,27,33,34,35,36,37,38,41,42],although:[1,2,6,7,9,11,14,17,22,33,35,36,38,39,40,41,42],alwai:[1,4,6,7,13,14,17,22,23,24,27,30,33,34,35,36,37,38,39,40],am:5,ambit:[40,41],ame2016:[1,33],american:1,among:[1,4,6,10,11,13,26,33,34,35,39,40],amongst:[6,35,36],amount:[1,2,4,5,7,9,11,15,25,36,40,41,42],amp:[39,40,41,42],an:[0,2,3,4,6,7,8,9,10,12,13,14,15,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,34,35,36,37,38,39,41,42],an_:30,anaconda:[1,2,16,25,27,33,41,42],analog:[14,38,39],analys:[7,35,36],analysi:[0,2,4,5,8,15,16,17,18,20,22,26,32,37,41,42],analyt:[3,4,6,7,8,13,14,16,24,25,27,28,33,34,35,36,37,38,39,40],analytical_gradi:[22,39],analyz:[1,2,4,5,6,7,17,18,27,28,30,34,35,42],andrew:[2,40,41,42],angl:[1,4,10,34],anharmon:4,ani:[0,1,2,3,4,5,6,7,8,9,10,11,13,15,19,23,30,33,34,35,36,39,40,41,42],anim:[5,13,39,40],ann:[13,39,40],annot:[0,1,2,4,8,9,33,37,41,42],announc:33,anoth:[1,2,3,4,5,6,7,8,9,11,12,13,14,24,26,27,28,30,33,34,37,38,39,40,41,42],anp:[],ans_vspac:[],ansatz:[1,33],answer:[1,2,4,6,7,24,26,27,28,31,33,35,36,41,42],antialias:[3,7,27,42],anticip:5,anymor:[2,9,40,41],anyon:[5,9],anyth:[2,23,24,30,40,41,42],anytim:[31,33],apach:[2,41,42],apart:[12,14,37,38],api:[2,25,33,41,42],appar:[3,42],appear:[1,2,4,14,17,26,30,38,39,40,41,42],append:[2,4,5,9,10,14,22,23,24,33,38,39,41,42],appendix:27,appli:[1,2,4,5,7,8,9,10,11,12,13,14,16,17,24,27,28,30,32,33,34,35,36,37,38,39,40,41,42],applic:[0,1,2,4,5,6,7,8,10,13,14,22,26,27,30,32,33,34,36,37,38,39,40,41,42],apply_gradi:5,approach:[0,2,3,5,6,7,10,11,12,13,14,18,22,23,25,30,32,34,37,40,41,42],appropri:[3,7,10,13,14,25,30,36,38,39,42],approv:33,approx:[1,3,4,7,11,12,14,30,33,36,37,38,39,42],approxim:[1,2,3,4,5,6,7,8,11,12,14,19,20,27,30,33,34,35,36,37,38,39,41,42],apt:[1,16,25,27,33],aq:30,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],aragorn:33,arang:[0,2,4,5,7,8,10,11,13,14,27,33,37,38,39,40,41,42],arbitrari:[2,5,7,9,13,14,30,36,37,38,39,40,41,42],arbitrarili:[1,2,12,33,41,42],arc:[7,27],architectur:[4,5,13,40],archiv:28,area:[1,4,7,10,27,32,33],arg:[3,23,24],argmax:[2,12,23,41,42],argmin:[5,11,15],argnum:24,argnum_0:[],argnum_1:[],argsort:12,argu:[2,14,38,39,40,41],argument:[1,3,4,6,7,12,13,14,22,23,24,33,34,35,36,40,41,42],argval:24,aris:[1,7,13,14,30,33,36,37,38],arithmet:[1,14,26,33,38,39],arm:[7,35],armadillo:26,arnulf:[40,41,42],around:[1,2,5,6,7,12,23,24,30,33,35,36,40,41,42],arr:[],arr_list:[],arrai:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,23,25,27,30,34,35,36,37,38,39,40,41,42],arrang:[4,33],array_function_dispatch:23,arraybox:[14,38],arriv:[1,7,10,12,26,30,33,36],arrow:[13,39,40,41,42],arrowprop:9,art3d:38,art:[1,2,16,25,33,40,41],articl:[1,4,5,7,11,19,27,28,33,34,35,36],artifici:[0,1,3,8,13,32,33,37,42],artificialneuron:[13,39,40],arug:[14,38,39],arxiv:[4,5,22,27,38,39,40,42],asanyarrai:23,asarrai:[1,3,7,10,22,34,35,38,39],asid:34,ask:[6,7,12,13,27,35,36,40,41],aspect:[1,7,25,27,33,34,35,40,41,42],assembl:[1,4,33],assert:[5,41,42],assess:[1,7,27,33,34,35,36],assici:5,assign:[0,1,8,9,10,13,14,15,29,31,32,33,37,38,39,40,41],associ:[1,7,10,13,15,30,33,36,39,40],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,20,26,27,30,33,34,35,36,37,38,39,40,41,42],assumpt:[1,4,6,7,10,12,19,27,30,33,34],ast:[1,6,7,19,27,33,35,36,37],astronomi:[0,33,35,37,38,39,41,42],astyp:[5,10,11],asymmetri:[1,33],asymptot:[5,7,36],atleast_2d:[],atol:23,atom:[1,33],attempt:[1,5,7,8,9,11,33,35,37,40,41],attend:29,attent:[1,26,33],attr:35,attract:[1,11,33],attribut:[1,3,10,24,28,33,35,41,42],attributeerror:[3,33,35],audi:[1,33],audio:[4,5],august:[16,17,33],aurelien:[1,16,29,32,33],austfjel:[7,27],author:[1,2,11,30,40,41],authour:33,auto:[9,10,11,30,41,42],auto_exampl:[23,27,35],autocor:30,autocorrelation_tim:30,autocorrelform:30,autocovari:30,autoencod:[5,25,33],autoencond:25,autograd:[23,25,28,33,40,41],autograd_compliant_predict:24,autograd_gradi:24,autograd_one_lay:24,autom:[1,25,32,33],automac:26,automag:33,automat:[1,2,3,4,5,12,17,23,24,25,26,33,41],automobil:4,autonom:5,avail:[1,2,5,7,8,11,12,16,21,22,25,26,27,28,29,31,32,33,36,37,39,41,42],averag:[1,2,4,7,10,11,14,15,22,30,31,33,34,35,36,37,38,39,41,42],avoid:[1,5,6,7,10,12,14,22,23,26,33,34,36,37,38,39,41,42],awai:[3,4,7,34,35,40,42],awar:[3,11,42],award:[31,33],ax:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,23,26,27,28,33,36,37,38,39,40,41,42],axes3d:[3,7,14,27,37,38,42],axes_grid1:7,axhlin:9,axi:[1,2,3,4,5,7,8,9,10,11,12,13,14,15,22,23,26,27,30,33,34,35,36,37,38,39,40,41,42],axiom:[6,35,36],axis_arg:[],axlabel:[1,33],axvlin:[5,9],axvspan:5,b1:[9,23,24],b2:[9,23,24],b3:9,b:[1,2,4,5,6,7,9,10,11,13,14,15,16,17,22,23,24,30,31,33,34,35,36,37,39,40,41,42],b_0:[1,40],b_1:[1,3,13,14,38,39,40,41,42],b_2:[1,14,38,40,41],b_5:[14,38,39],b_:[1,2,26,40,41,42],b_g:[23,24],b_group:10,b_i:[1,2,3,13,33,39,40,41,42],b_ia_:[1,33],b_ia_i:1,b_index:10,b_is_vec:[],b_j:[2,13,39,40,41,42],b_k:[1,2,13,14,38,39,40,41,42],b_m:[13,39],b_meta:[],b_score:10,b_valu:10,babcock:33,bachelor:[29,31],back:[1,4,5,6,7,9,10,11,16,23,26,28,30,33,34,35,37,38,39],backbon:26,backend:[1,2,5,8,22,37,39,41,42],background:[32,33,34,40,41,42],backprogag:24,backpropag:[2,23,40,41,42],backpropog:24,backtrack:10,backup:26,backward:[2,3,5,13,24,26,40,41,42],backward_pass:[],bad:[7,34,35,41,42],badli:30,bag:[10,25,33],bag_clf:11,baggin:33,baggingboot:11,baggingclassifi:11,baggingtre:11,balanc:[7,36,37],balanced_eq:[],baluka:42,band:26,bandwidth:26,bar:[1,7,12,16,17,27,33,41,42],barber:32,bare:[5,11],base:[1,2,4,5,6,8,9,10,11,15,25,30,31,32,33,34,35,37,40,41,42],basi:[6,8,9,11,12,13,14,26,34,35,37,38,39,40],basic:[7,9,13,14,15,25,27,30,33,38,39,41],batch:[4,5,12,13,14,22,23,28,37,42],batch_shap:5,batch_siz:[2,4,5,41,42],batchnorm:5,bay:[0,8,37],baydin:40,bayesian:[6,25,32,33,35,36],beam:[0,33,37,38,39,41,42],becattini:31,becaus:[1,2,3,4,5,6,7,9,10,13,14,15,33,35,36,37,38,39,40,41,42],becom:[0,1,2,3,6,7,8,10,13,14,22,30,33,34,35,36,37,38,39,40,41,42],been:[1,2,3,4,5,6,7,12,13,14,25,26,27,28,33,34,35,36,38,39,40,41,42],befor:[1,2,3,4,5,6,7,8,9,13,14,15,21,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],beforehand:[1,30,33],begin:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42],behav:[2,7,14,36,37,38,40,41],behavior:[1,2,14,33,37,38,39,40,41],behaviour:[13,39,40,41],behind:[1,2,7,9,14,33,37,38,41,42],being:[0,1,2,3,4,5,6,8,9,11,12,13,14,18,30,33,34,35,36,37,38,39,40,41,42],believ:[10,26],belong:[0,8,9,10,14,15,37,38,41,42],below:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],benchmark:11,benefici:[2,14,38,39,41,42],benefit:[1,2,5,12,14,16,25,33,37,38,39,41,42],bengio:[2,22,28,29,32,33,34,38,39],benign:[0,2,8,10,37,41,42],benno:[40,41,42],berner:[40,41,42],besid:[5,6,35],bessel:[6,34,35,36],best:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,23,27,28,31,33,34,36,37,38,40,41,42],best_estimator_:37,beta1:[22,38,39],beta2:[22,38,39],beta:[0,1,2,4,6,7,8,11,12,14,17,18,19,20,22,27,33,34,37,38,39,41,42],beta_0:[0,1,2,4,6,7,8,14,33,34,35,37,38,41,42],beta_0x_:[1,33,34],beta_1:[0,1,2,4,6,7,8,11,14,33,34,35,37,38,39,41,42],beta_1x_0:[1,33],beta_1x_1:[0,1,8,33,37],beta_1x_2:[1,33],beta_1x_:[1,33,34],beta_1x_i:[0,8,14,34,37,38],beta_2:[1,4,14,33,34,38,39],beta_2x_0:[1,33],beta_2x_1:[1,33],beta_2x_2:[0,1,8,33,37],beta_2x_:[1,33,34],beta_2x_i:34,beta_3:4,beta_3x_i:34,beta_4x_i:34,beta_:[0,1,4,7,8,14,33,34,35,37,38,39],beta_i:[1,4,6,33,34,35],beta_j:[1,6,7,14,19,27,33,34,35,36,38,39],beta_k:[14,37,38],beta_lasso:39,beta_linreg:[14,22,37,38,39],beta_logreg:[0,39],beta_m:11,beta_mg_m:11,beta_n:4,beta_ol:39,beta_p:[0,8,37],beta_px_p:[0,8,37],beta_ridg:39,betavalu:6,better:[1,2,3,4,5,7,10,11,12,13,14,22,24,33,34,35,36,38,41,42],between:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,18,22,24,27,28,30,33,34,35,36,37,38,39,40,41,42],beyond:[1,2,6,7,9,14,22,27,33,34,37,38,39,40,41],bf:[14,15,26,30,37,38],bg:33,bgd:[14,38,39],bia:[1,2,3,4,6,9,10,11,13,14,20,23,24,33,34,35,37,38,39,40,41,42],bias:[2,3,4,6,7,10,13,23,24,28,35,39],bibliographi:27,big:[1,2,3,6,7,15,19,35,36,41,42],bigger:[2,7,34,35,40,41],bigr:[13,39],bike:10,bilbo:33,billion:[4,13,25,39,40],bin:[0,1,8,30,37],binari:[0,1,4,6,8,10,11,13,28,33,35,36,37],binarycrossentropi:5,bind:[1,34],binomi:[25,30,33],binsboot:[7,36],bioinformat:1,biolog:[2,13,39,40,41],bios1100:[25,33],bird:[1,4],birth:33,bishop:[29,32,33],bit:[2,5,23,26,30,33,40,41,42],bitwis:30,bivari:[3,42],bk:[1,14,38,39],bla:[26,33],black:[9,10,15,22,39],blob:[17,21,27,37,38,39,42],block:[7,11,25,26,30,33,36],blog:[28,33,42],blogpost:5,blue:[1,4],bmatrix:[1,2,4,6,8,9,12,14,26,33,34,35,37,38,40,41,42],bmi:[2,41,42],bn:[],bodi:[1,2,5,13,33,39,40,41,42],bold:[2,41,42],boldfac:[1,6,17,34,35],boldsymbol:[0,1,2,3,4,6,7,8,9,11,12,14,15,16,17,18,19,20,22,27,33,37,38,39,40,41,42],boltzmann:[13,25,33,39,40],book1:32,book:[20,27,28,32,33,34,36],bool:23,boost:[2,10,25,33,40,41],boostrap:11,bootstrap:[2,14,20,25,27,28,33,37,38,39,40,41,42],borrow:33,boston_dataset:1,bot:9,both:[1,2,5,6,7,9,10,11,14,15,16,17,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],bottl:[8,37],bound:[1,9,13,38,39,40,41,42],boundari:[3,5,9,12,13,42],box:[5,10,23,24],box_type_map:24,boxed_arg:[],boyd:[9,14,37,38],bracket:[5,30],brain:[2,8,13,37,39,40,41,42],branch:10,breast:[0,6,8,12,28,35,36,37],breat:28,breviti:[14,22,38,39],brew:[1,16,25,27,33],brg:9,brief:[27,28,34],briefli:[1,33],bring:[1,6,7,11,28,34,35],broad:1,broadcast:23,broadcast_ax:[],broadcast_idx:[],broadcast_to:[],brought:[14,22,25,33,38,39],brownle:5,browser:33,brute:[4,6,12,34,35,37,40],bs:[9,10,11],buffer_s:5,bui:5,build:[1,5,6,7,11,24,26,30,33,35,36,37,38,39,40],built:[1,2,4,5,7,36,41,42],bunch:12,busi:1,bxe2t:[39,40,41],c1:[9,12],c2:[9,12],c:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24,25,26,30,31,32,34,35,36,37,38,39,40,41,42],c_0:30,c_1:[13,39],c_2:[13,39],c_3:[13,39],c_4:[13,39],c_:[1,9,10,11,14,22,30,37,38,39],c_i:[13,14,38,39],c_k:30,ca:[2,33,40],cach:11,cal:[1,9,11,13,14,16,17,33,37,38,40,41,42],calcul:[0,1,2,3,5,6,7,9,10,11,12,13,14,15,16,17,19,22,24,26,28,30,33,35,36,37,38,39,40,41,42],california:28,call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,20,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],callabl:[41,42],calor:[1,34],cambridg:[14,32,37,38,40,41,42],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,24,25,26,27,28,30,31,32,34,35,37,41,42],cancel:[1,14,33,34,38,39],cancer:[6,11,28,35,36],cancerpd:[0,8,37],candid:[9,10,11,38],cannot:[0,1,2,5,6,7,8,9,10,29,30,34,35,37,41,42],canopi:[1,16,25,27,33],canva:[27,28,33],cap:[6,35,36],capabl:[1,2,9,14,25,33,38,39,41,42],capac:[3,31,42],capita:1,caption:[27,28],captur:[5,12,13,39,40],car:[4,5],card:[1,8,33,37],cardin:[2,40,41],care:[12,24,37],carefulli:[14,38],carlo:[1,7,25,30,32,33,36],carri:[3,7,8,27,36,37,42],cart:11,casella:32,cast:[2,23,40,41],cat:[4,5],categor:[1,2,4,10,12,33,41,42],categori:[0,1,2,4,8,11,13,15,33,37,39,40,41,42],categorical_crossentropi:[2,4,41,42],caus:[1,6,7,8,30,33,34,35,36,37],causal:1,causat:[1,33],cax:[2,41,42],cb:[7,33],cbar:[2,41,42],cc:[1,2,6,14,28,33,34,35,37,38,40,41,42],ccc:[6,13,35,39],cd_fast:7,cdf:30,cdot:[1,3,7,13,14,15,26,30,33,36,37,38,39,42],celebr:[14,37,38],cell:[1,2,3,4,5,7,8,9,10,11,14,15,23,24,27,35,37,41,42],center:[0,1,2,7,8,9,10,12,15,27,30,33,35,36,37,40,41,42],central:[1,4,6,7,9,17,26,28,33,34,35,40,41],centroid:[15,30],centroid_differ:15,centuri:4,certain:[1,4,7,8,10,23,30,33,34,36,37],certainti:36,cg:[14,38],cha:1,chain:[1,2,14,24,25,30,33,38,39,42],challeng:[38,39,40],chanc:[2,6,14,30,35,36,38,39,41,42],chang:[1,2,3,4,5,6,7,9,10,12,13,14,15,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],channel:4,chap4:[40,41],chapter3:[1,20,27],chapter:[1,7,11,12,17,19,22,26,27,28,32,33,34,35,36,37,38,39,40,41,42],charact:[1,4,6,9,33,34],character:[9,10,11,13,30,39,40,41,42],characterist:[1,2,4,11,14,22,33,38,39,41,42],charg:[1,33],charl:1,chase:5,chatgpt:27,chd:[8,37],chddata:[8,37],cheap:[6,34],cheaper:[2,14,38,39,40,41],check:[1,2,4,5,6,7,12,14,23,24,26,33,38,39,40,41,42],checkmark:4,checkpoint:5,checkpoint_dir:5,checkpoint_prefix:5,chen:11,cheng:34,chiaramont:[3,42],choic:[1,2,3,4,5,7,10,13,14,15,20,26,28,33,34,36,37,38,39,42],choleski:[6,26,34],choos:[3,4,7,10,11,12,14,15,23,27,28,36,37,38,39],chosen:[1,2,3,7,9,10,11,14,17,22,28,30,33,36,37,38,39,40,41,42],chosen_datapoint:[2,41,42],christian:32,christoph:[29,32,33],cifar10:4,cifar:4,circ:[2,13,40,41,42],circl:[1,9,13,34,39,40],circuit:4,circumfer:10,circumv:[2,6,14,34,38,39,40,41],cite:27,ckpt:5,clarifi:23,clariti:30,class_nam:[4,10],class_val:10,class_valu:10,classic:[0,8,10,14,37,38,39,40],classif:[1,4,6,7,8,9,12,13,23,25,27,32,33,34,35,36,38,40],classifi:[0,1,2,5,8,10,11,12,28,33,41,42],classificaton:[2,41,42],classifii:11,clean:[2,41,42],clear:[2,6,11,13,14,22,38,39,41,42],clearli:[0,1,4,6,7,8,9,19,30,34,35,36,37],clever:[2,11,41,42],clf3:1,clf:[1,7,9,10,11,33,34],clf_lasso:7,clf_ridg:[7,33],clip:[4,30],clone:31,close:[1,2,3,5,7,9,10,12,13,14,15,27,30,32,33,36,37,38,39,40,41,42],closer:[4,6,14,34,38,39],closest:[9,12,14,15,38],closur:[25,33],cloud:[25,33],cluster:[1,2,5,7,12,25,33,36,41,42],cluster_label:15,cm:[2,3,4,7,9,10,14,27,37,38,41,42],cmap:[1,2,3,4,5,7,9,10,11,27,33,41,42],cmap_arg:7,cmb:29,cmd:10,cn_:30,cnn:[13,39,40],cnn_kera:4,cntk:[25,33],co:[1,3,4,7,10,14,22,33,36,38,39,42],code:[0,4,5,7,8,9,16,17,18,20,23,24,25,26,27,30,32],codebas:[41,42],coef0:9,coef:[1,33],coef_:[1,6,7,9,10,14,33,34,35,37,38],coeff:6,coeffici:[1,4,6,7,8,9,10,14,16,17,26,33,34,35,36,37,38,39],coerc:[1,7,23,33,36],coin:[11,30],coin_toss:11,col:[1,12,33,34],colab:[23,24,25,33],cold:10,colinear:1,collabor:[27,28],collaps:9,collect:[1,3,7,11,12,22,25,30,32,33,36,39,40],collinear:[6,34,35],color:[1,4,5,7,9,10,11,22,27,30,38,39],color_channel:4,color_cod:7,colorbar:[2,7,27,41,42],coloumn:[41,42],colsample_bytre:11,colsaobject:11,column:[0,1,2,3,6,7,8,9,10,12,13,18,26,33,34,35,36,37,39,40,41,42],columntransform:10,com:[5,7,17,21,22,23,24,25,27,28,32,33,36,37,38,39,40,41,42],combin:[2,3,6,7,8,11,24,30,35,36,37,38,39,40,41,42],come:[1,2,4,5,6,13,14,15,16,28,33,34,35,36,38,39,40,41,42],command:[1,2,33,41,42],comment:[1,5,6,7,16,17,27,28,33,34],commerci:[1,16,25,27,33],commod:[1,33],common:[0,1,2,4,6,7,8,10,12,14,15,27,28,30,33,34,36,37,38,39,40,41,42],commonli:[1,2,5,7,8,10,14,15,34,36,37,38,39,41,42],commun:[1,13,27,39,40],commut:4,commutatitav:4,compact:[1,2,4,6,7,8,10,12,13,14,15,23,33,34,35,36,38,39,42],compair:1,compar:[1,4,5,6,7,12,14,16,17,22,26,27,28,33,34,35,36,37,38,39,40],comparison:[3,5,14,28,38,39,42],compat:[8,37],compet:1,competit:11,compil:[1,2,4,5,14,16,22,25,26,33,38,39,41,42],compl:23,complet:[0,1,3,4,5,10,13,23,24,33,39,42],completenn:[13,39],complex:[2,6,9,10,12,13,14,16,17,20,28,33,36,38,39,40,41],complic:[1,2,10,14,33,36,37,41,42],compoment:34,compon:[0,1,2,4,5,6,7,8,10,15,17,25,33,34,35,36,37,40,41,42],components_:12,compos:[10,13,14,15,22,25,33,38,39,40],compphys:[1,7,17,18,20,21,25,27,29,31,32,33,37,38,39,42],compress:[1,33,34],compris:[7,37],compromis:[6,34],compulsori:[25,33],comput:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,22,23,24,25,26,27,28,29,30,32,33,34,35,36,37,40,41,42],computation:[1,4,7,10,14,30,33,37,38,39,40],computationalscienceuio:33,compute_gradi:24,computerlab:[27,28],con:28,concaten:[3,5,7,15,42],concatenate_arg:[],concav:[2,10,14,34,37,38,41,42],concentr:[1,11],concept:[1,3,25,33,34,42],conceptu:[13,14,37,38,39,40],concern:[1,2,5,8,33,37,41,42],concic:33,conclud:[1,6,14,22,35,36,38,39],conclus:[2,41,42],cond:[3,42],conda:[1,2,16,25,27,33,41,42],condis:34,condit:[1,3,5,6,7,9,10,12,14,30,33,34,39,42],conduct:25,condwav:[3,42],confid:[1,6,7,8,9,19,27,33,34,35,37],configur:[4,22,39],confirm:[6,13,23,35,36,39],confus:[6,7,8,11,26,34,35,36],confusion_matrix:10,congruenti:30,conjug:[5,9],conjugaci:[14,38],conjunct:4,connect:[1,2,4,5,10,12,13,14,26,33,34,37,38,39,40,41,42],consequ:[6,7,9,11,13,14,34,35,36,37,38,39],conserv:[6,15,34],consid:[1,2,3,4,6,7,8,9,10,11,13,14,17,20,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],consider:[1,2,6,14,33,34,35,36,37,38,42],consist:[1,2,3,4,5,7,13,14,20,22,27,28,30,34,36,37,38,39,40,41,42],constant:[1,3,5,6,7,9,13,14,30,33,34,35,36,37,38,39,40,41,42],constitu:[1,33],constitut:[3,7,36,37,42],constrain:[2,4,6,8,12,35,37,41,42],constraint:[6,7,9,14,34,35,36,38,39],construct:[0,1,2,3,4,6,7,8,9,10,11,12,26,30,33,34,35,36,37],consult:28,contact:[1,33],contain:[0,1,3,4,5,6,7,8,9,10,12,13,14,18,20,22,23,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],contemporari:33,content:[2,25,26,33,41,42],context:[7,11,14,24,27,36,37,38,39,40],contextlib:[1,8,37],contigu:26,continu:[1,2,3,4,5,6,7,8,9,10,11,13,14,18,19,22,26,27,28,30,33,34,35,36,37,38,40,41,42],contour:[10,11,14,38],contourf:[9,10,11],contrast:[2,5,10,11,13,39,40,41],contribut:[1,4,6,14,22,30,33,34,35,38,39],contributor:[1,27],control:[1,2,4,10,14,16,25,33,38,39,41,42],conv2d:[4,5],conv2dtranspos:5,conv:[4,5],convei:33,conveni:[1,6,7,13,14,26,27,28,33,35,36,37,38,39],convent:[13,34],converg:[0,2,3,5,6,7,9,10,12,14,15,22,28,34,35,37,38,39,40,41,42],convergencewarn:[0,7,9,10,12],convers:38,convert:[1,2,5,6,10,12,14,26,33,34,38,39,41,42],converttomatrix:5,convex:[0,5,6,8,34],convinc:[14,37,38],convolut:[2,5,25,33,41,42],cook:27,cool:[5,10],coolwarm:[7,27],coordin:[6,13,15,34,35,39],coorel:1,copi:[1,2,15,34,41,42],copyright:28,core:[1,3,8,11,23,24,33,37],corel:33,coronari:[8,37],corr:[0,1,6,8,12,34,37],correalt:[12,25],correct:[1,2,3,4,5,6,8,14,23,24,26,30,33,34,35,36,38,39,41,42],correctli:[2,3,7,8,11,23,24,27,28,41,42],correl:[1,2,4,6,7,8,11,13,14,22,25,30,33,35,36,38,39,40,41,42],correlation_matrix:[0,1,6,8,12,34,37],correspond:[1,4,6,7,9,10,12,13,16,17,18,25,26,27,30,33,34,35,36,39,40],cortex:[13,39,40],cosin:[4,7,36],cost:[1,3,4,6,7,8,9,10,13,14,17,18,20,22,23,24,27,28,33,39],cost_autograd:24,cost_deep_grad:[3,42],cost_der:24,cost_fun:24,cost_func:[41,42],cost_func_deriv:[41,42],cost_funct:[3,42],cost_function_deep:[3,42],cost_function_deep_grad:[3,42],cost_function_grad:[3,42],cost_function_train:[41,42],cost_function_v:[41,42],cost_grad:[3,24,42],cost_one_lay:24,cost_sum:[3,42],cost_two_lay:24,costcrossentropi:[41,42],costlogreg:[41,42],costol:[14,22,38,39,41,42],could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],coulomb:[1,33],count:[1,10,29,30,31,33],countor:[14,38],coupl:[5,6,7,23,35,36],cours:[1,2,4,6,12,23,27,28,29,31,34,36,41,42],courvil:[22,28,29,32,33,34,38,39],cov:[6,7,12,26,30,33,34,35,36],cov_xi:[6,12,34],cov_xx:[6,12,34],cov_yi:[6,12,34],covari:[0,1,8,25,26,33,35,37],covariance_matrix:[6,12,15,34],cover:[1,6,18,25,31,32,34,35],covert:[1,33],covxi:30,covxx:30,covxz:30,covyi:30,covyz:30,covzz:30,cpu:[2,41,42],cqofi41lfdw:[40,41],craft:4,creat:[2,4,5,6,10,11,12,13,23,24,25,33,35,37,38,39,40,41,42],create_biases_and_weight:[2,41,42],create_convolutional_neural_network_kera:4,create_lay:[23,24],create_layers_4:[],create_layers_batch:23,create_neural_network_kera:[2,41,42],create_x:[6,12,34,41,42],credit:[1,8,31,33,37],crim:1,crime:1,criteria:[1,5,10,11,15,30,33],criterion:[10,11,14,37,38,40],critic:[7,27,34,35],critiqu:[27,28],cross:[1,2,4,8,10,11,14,23,25,28,30,33,34,35,38,39,40,41,42],cross_entropi:[5,23],cross_val_scor:[7,36,37],cross_valid:[0,8,11,37],crossvalid:[7,36],crucial:[2,30,40,41],cs231:4,cs231n:42,cs231n_2017_lecture4:42,cs:[29,31],csr_matrix:[26,33],csv:[1,5,7,8,10,33,36,37],ctnk:[2,41,42],cube:40,cubic:1,cumbersom:[6,35,36],cumsum:[11,12,33],cumul:[8,11,30],cumulative_heads_ratio:11,cuomo:42,cup:[6,35,36],current:[2,3,4,5,14,15,22,32,37,38,39,40,41,42],curs:[1,34],curv:[0,7,8,11,13,27,37,39,40,41],curvatur:[14,37,38,39],custom:[7,15,27],custom_cmap2:[10,11],custom_cmap:[10,11],cutpoint:10,cv:[0,7,8,11,36,37],cvxbook:[14,37],cvxopt:[6,9,34],cybenko:40,cycl:[2,13,39,40,41,42],cyclotron:35,d2_g_t:[3,42],d:[2,3,4,5,6,7,8,9,10,11,12,14,15,23,24,26,30,31,33,34,35,36,37,38,39,40,41,42],d_f:[14,37,38],d_g_t:[3,42],d_net_out:[3,42],da:[4,24,40],da_1:24,dagger:[6,26,34],dai:[2,10,25,41,42],damp:4,daniel:31,darget:10,darkr:30,dat:[1,33],dat_id:[1,7,8,10,33,34,36,37],data1:15,data2:15,data3:15,data4:15,data:[3,5,6,9,11,13,14,15,18,19,20,22,24,26,28,32,36,38,39],data_id:[1,7,8,10,33,34,36,37],data_indic:[2,41,42],data_panda:33,data_path:[1,7,8,10,33,34,36,37],databas:[2,41,42],datafil:[1,7,8,10,27,33,34,36,37],datafram:[0,1,5,6,8,10,12,33,34,37],datapoint:[0,2,6,7,8,12,14,34,36,37,38,39,41,42],dataset:[0,1,5,7,8,9,10,11,12,14,15,16,17,20,23,24,27,28,33,36,37,38,39,40],datatyp:5,date:[0,16,17,18,19,20,21,22,23,24,27,28,33,34,35,36,37,38,39,40,41,42],daughter:11,david:[32,33],davison:36,db:[24,40],db_1:24,dbh:[2,41,42],dbo:[2,41,42],dc5e85cd93c3:28,dc:24,dc_da1:24,dc_da2:24,dc_da:24,dc_db1:24,dc_db2:24,dc_db:24,dc_dw1:24,dc_dw2:24,dc_dw:24,dc_dz1:24,dc_dz2:24,dc_dz:24,dcomposit:26,ddot:[3,42],dead:[2,40,41,42],deadlin:[17,18,19,20,21,22,23,24,29],deal:[1,2,4,6,7,9,12,14,15,18,19,26,27,30,33,34,35,37,38,39,40,41,42],dealt:1,debt:[8,37],debug:[1,6,7,35,36,37,41,42],decad:[1,4,39],decai:[1,14,30,33],decemb:[29,31,33],decent:11,decid:[1,3,4,6,7,10,27,35,36,37,41,42],decim:[1,33,41,42],decis:[1,2,9,12,25,32,33,41,42],decision_funct:9,decision_tre:10,decisiontreeclassifi:[10,11],decisiontreeregressor:[1,10,11],decisiontreeregressordecisiontreeregressor:10,declar:[1,5,26,33],decompos:[6,7,26,34,40],decomposit:[1,7,13,27,33,35,39,40],decompost:[6,34],deconvolut:4,decorrel:[11,14,22,38,39],decreas:[2,3,5,6,7,11,12,14,35,36,37,38,39,41,42],deduc:[1,33],deep:[4,8,13,14,22,25,28,29,32,34,38,39],deep_neural_network:[3,42],deep_param:[3,42],deep_tree_clf1:10,deep_tree_clf2:10,deep_tree_clf:[10,11],deepcopi:[41,42],deepen:[6,25,33],deeper:[1,4,5,33],deepimag:42,deeplearningbook:[28,32,33,35],deer:4,def:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],def_covari:30,default_tim:5,defect:[6,34],defici:[6,34],defin:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,34,35,36,37,38,39],definit:[2,3,6,7,8,9,11,12,13,14,18,26,30,34,35,36,37,38,42],defint:30,defualt:[41,42],defvjp:[],defvjp_argnum:[],degre:[4,6,7,9,10,11,12,16,17,18,20,27,30,33,35,36,37],deisenroth:34,del:[2,41,42],delet:7,delimit:5,deliv:[29,33],delta:[1,3,4,7,9,13,14,15,22,33,38,39,40,41,42],delta_0:[4,40],delta_1:[4,40,41],delta_2:[4,40,41],delta_2a_1:[40,41],delta_3:4,delta_4:4,delta_5:4,delta_:[2,26,40,41,42],delta_h:[1,2,33,41,42],delta_i:[40,41],delta_j:[4,13,40,41,42],delta_k:[13,40,41,42],delta_l:[2,4,41,42],delta_matrix:[41,42],delta_momentum:[14,22,38,39],delta_n:[1,4,33],delug:25,delv:1,demand:[14,37,38],demonstr:[1,4,6,7,8,12,13,25,33,34,35,36,37,41,42],demystifi:[39,40,41],den:5,denomin:[2,6,35,36,41,42],denot:[2,3,7,8,14,30,37,38,39,41,42],dens:[2,4,5,41,42],densiti:[1,3,7,30,33,36,42],depart:[0,28,31,33,34,35,36,37,38,39,40,41,42],depend:[1,2,3,5,6,7,8,9,12,13,14,16,22,25,26,27,30,33,34,35,36,37,38,39,40,41,42],depict:30,deploy:[1,16,25,27,33],deprec:38,deprecationwarn:38,depth:[1,4,10,11,26,36,41],deriv:[0,1,2,3,7,8,9,11,12,14,17,18,20,22,24,25,27,33,39,42],derivati:[14,38,39],derivative_fn:[14,38],derivb1:[40,41],derivb2:[40,41],derivw1:[40,41],derivw2:[40,41],descend:[6,10,12,34,35],descent:[1,2,4,8,9,13,24,33,34,40,41],descent_i:[22,39],descent_x:[22,39],describ:[1,3,5,6,7,9,11,12,13,14,19,22,26,27,28,33,35,36,38,39,40,42],descript:[1,9,10,28,33,41,42],design:[1,2,4,5,6,7,8,11,12,13,14,16,17,18,19,20,27,28,33,35,36,37,38,39,40,41,42],designmatrix:[1,33],desir:[1,3,5,6,14,15,33,34,37,38,41,42],despit:[2,13,39,40,41],destroi:26,det:[6,26,34],detail:[1,7,12,14,15,23,24,26,27,28,34,37,38,41],detect:[3,4,9,13,39,40],determin:[1,3,4,5,6,7,9,10,11,12,13,14,17,26,30,33,34,35,36,37,38,39,40,41,42],determinist:[0,8,14,30,37,38,39,40],deternin:40,dev:[2,27,40,41],develop:[1,4,6,9,11,12,13,22,25,26,27,28,33,34,35,36,39,40],deviat:[1,2,3,5,6,7,20,27,30,33,34,35,36,40,41,42],devic:[4,5,15],devis:[13,39,40],df1:33,df:[5,9,12,14,33,38,40],di:1,diag:[6,9,34,35],diagnost:[2,11,40,41],diagon:[0,1,6,8,14,19,22,26,27,30,33,34,35,37,38,39,41,42],diagonaliz:[6,34],diagram:11,diagsvd:7,dice:[7,30,36],dict:[7,9,37,41,42],dictionari:[1,41,42],did:[0,1,2,6,7,8,11,12,15,24,27,28,33,35,36,37,38,41,42],die:[2,40,41,42],diff1:[3,42],diff2:[3,42],diff:[3,40,42],diff_ag:[3,42],diffeent:9,differ:[1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,18,22,23,24,25,26,27,30,32,33,34,35,36,37,40,41,42],different:[40,41,42],differenti:[1,4,17,22,23,24,25,26,33,34,37,41],differential_oper:24,difficult:[1,2,7,11,14,22,27,30,33,36,38,39,40,41],difficulti:[1,2,14,33,37,38,39,40,41],diffonedim:[3,42],digit:[1,2,4,5,7,27,28,29,31,33,41,42],digress:40,dilemma:[14,38,39],dilut:[2,40,41],dim:[5,12,15,26,41,42],dimens:[1,2,3,4,5,6,9,10,12,15,17,18,26,33,34,35,40,41,42],dimension:[1,5,6,7,10,12,14,15,20,22,25,26,28,33,35,36,37,38,39],dimensionless:[1,4,33],diment:26,dimnsion:5,diod:4,direct:[1,2,3,5,8,12,13,14,15,22,33,34,37,38,39,40,41,42],directli:[2,5,6,7,24,30,34,41,42],directori:[1,8,37],disadvantag:[1,33],disappear:[4,7,36],disc_loss:5,disc_tap:5,discard:[7,12,36,37],disciplin:[1,4,13,39,40],disclaim:30,discontinu:40,discord:[23,33],discourag:[14,37,38],discov:[1,33],discover:[6,35],discret:[2,4,6,8,14,35,36,37,38,39,40,41],discrimin:[0,5,8,11,12,37],discriminator_loss:5,discriminator_loss_list:5,discriminator_model:5,discriminator_optim:5,discuss:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,25,26,27,28,30,32,33,34,35,36,38,39,40,41,42],diseas:[8,37],disguis:[7,34,35],disord:[2,8,37,41,42],dispai:[39,40],displai:[0,1,2,4,5,6,7,8,9,10,11,12,13,15,27,30,33,34,36,37,39,40,41,42],displaystyl:[1,6,18,33,34,35],disregard:[1,33],dissimilar:[12,15],dist:15,distanc:[1,9,10,12,15,30],distance_list:10,distinct:[0,4,8,9,10,11,15,37],distinctli:9,distinguish:[0,1,5,8,9,30,33,37],distplot:1,distribut:[1,2,5,7,8,11,12,14,15,16,17,19,20,23,25,26,27,28,33,34,37,38,40,41,42],distrubut:[1,16,25,27,33],dive:[1,9,26,33],diverg:[2,14,37,38,39,40,41],divid:[1,2,4,6,7,8,9,10,12,13,28,30,33,34,35,36,37,39,40,41,42],divis:[7,9,10,14,22,26,30,36,37,38,39,40,41,42],dlopen:[4,5,15],dna:[8,37],dnn1:5,dnn2_gru2:5,dnn:[1,2,3,5,13,33,39,40,41,42],dnn_kera:[2,41,42],dnn_model:[2,41,42],dnn_numpi:[2,41,42],dnn_scikit:[1,2,33,41,42],doamin:[35,36],doc:[1,7,17,18,20,21,25,27,28,29,31,32,33,37,38,39,42],document:[0,5,10,12,14,37,42],doe:[1,2,3,4,5,6,7,9,11,12,13,14,15,17,22,23,24,26,27,30,33,36,37,38,41,42],doesn:[4,10,13,40,41],dog:[2,4,5,41,42],doi:42,domain:[6,9,14,27,28,35,36,37,38],domin:[1,33],don:[1,2,4,6,7,8,9,12,14,16,22,23,25,27,28,33,34,37,38,39,40,41,42],done:[1,3,4,5,6,7,10,11,12,14,18,24,26,27,33,34,35,36,37,38,40,41,42],dot:[0,1,3,4,6,7,8,9,10,11,12,13,14,22,26,27,30,33,34,35,36,37,39,40,41,42],doubl:[4,5,26,33],doubli:[2,40,41],doubt:27,down:[1,4,7,10,12,13,14,22,37,38,39,42],download:[1,2,4,6,7,26,27,32,33,41,42],downsampl:4,dozen:[2,40,41],dq:[7,36],drag:[14,38,39],dramat:12,drastic:5,draw:[5,7,11,14,36,37,38],drawback:[1,2,4,14,34,37,38,39,40,41],drawn:[2,5,7,8,12,30,33,36,37,40,41,42],drive:[4,5,23,24],driven:4,drop:[1,2,6,7,12,14,22,30,33,34,35,36,38,39,40,41],dropna:[1,7,33,36],dropout:5,dt:[3,4,14,23,30,38,39,40,42],dtype:[1,2,4,5,15,22,23,26,33,34,39,40,41,42],dual:9,dualiti:7,dub:[1,33],due:[2,3,6,7,9,11,13,14,31,33,34,36,37,38,39,40,41,42],dummi:1,dure:[1,2,3,4,5,9,10,12,18,21,24,25,27,33,36,38,39,40,41,42],dw:24,dw_1:24,dwell:1,dwh:[2,41,42],dwo:[2,41,42],dx:[3,4,9,30,40,42],dx_1:30,dx_1p:[7,36],dx_2p:[7,36],dx_mp:[7,36],dx_n:30,dxp:[7,36],dy:[2,9,30,40,41,42],dylib:[4,5,15],dynam:5,dz:[9,24],dz_1:24,dz_2:24,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,19,20,22,23,24,30,31,33,34,35,36,37,38,39,40,41,42],e_:[1,3,33,42],e_z:23,each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,24,25,26,28,29,30,31,33,34,35,36,38,39,40,41,42],eager:36,eapprox:[1,33],earli:[2,14,22,38,39,41,42],earlier:[1,6,8,9,10,12,13,14,21,22,23,24,33,34,37,38,39,40,41],earthexplor:[7,27],eas:[7,10,15,36],easi:[0,1,6,7,8,9,10,11,12,13,14,19,22,23,24,25,26,28,33,34,35,36,37,38,39,40,41,42],easier:[6,7,9,10,14,23,24,28,30,33,34,36,38,39],easiest:[14,37,38],easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,27,33,34,35,36,37,38,40,41,42],eastern:[31,33],ebind:[1,33],eblock:10,econometr:33,economi:6,ecosystem:[25,33],ect:29,edg:4,edgecolor:[7,36],edit:[23,24],edu:[14,28,37,42],educ:[0,1,27,28,33,37],eff:30,effect:[2,5,11,14,30,38,39,40,41,42],effic:[2,41,42],effici:[1,4,11,14,23,24,25,26,30,33,37,38,39,40],efron:[7,36],egrad:[14,38,39],eig:[6,12,14,22,26,30,33,34,37,38,39],eigen:30,eigenpair:[6,12,34],eigenvalu:[1,6,9,12,14,22,26,33,34,35,37,38,39],eigenvector:[6,12,14,18,34,35,38],eight:[26,33],eigval:[26,30,33],eigvalu:[12,14,22,37,38,39],eigvec:[26,30,33],eigvector:[12,14,22,37,38,39],eispack:[26,33],either:[0,2,6,7,8,9,10,11,12,14,16,17,27,28,30,33,34,35,36,37,38,40,41,42],elabor:30,elarn:4,electr:[1,4,13,33,39,40],electron:33,eleg:12,element:[0,2,3,4,5,6,7,8,9,12,13,14,18,19,21,22,23,25,26,27,28,29,32,34,35,36,37,40,41,42],elementari:[11,14,26,38,39,40],elementwis:[4,14,38,39],elementwise_grad:[3,14,24,38,39,41,42],elessar:33,elif:[15,22,39,41,42],elim:26,elimin:[4,9],ellipsi:24,els:[0,2,3,4,5,8,10,13,14,15,23,24,26,37,38,39,40,41,42],elu:2,elus:[1,33],email:[23,29,31,33],embark:40,embed:[1,12,34],embodi:[7,20,27,36],emit:30,emner:32,emphas:[1,11,25,33],emphasi:[1,25,32,33],empir:[2,12,30,40,41],emploi:[1,2,6,7,12,14,27,28,30,33,34,35,36,37,38,41,42],employ:1,empti:[7,11,36,41,42],emul:[13,39,40],en:[25,32],enabl:[12,22,39,41,42],enbodi:[7,36],encod:[1,4,6,8,10,12,15,18,33,34,35,37],encompass:[1,27,30],encount:[0,1,2,6,7,8,14,22,23,30,33,34,36,37,38,39,40,41,42],encourag:[27,28],end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,24,26,27,30,31,33,34,35,36,37,38,39,40,41,42],end_box:24,end_nod:24,end_valu:24,endpoint:[4,7],energi:[1,5,7,34,36],enet_coordinate_desc:7,enforc:[13,39,40],eng:32,engin:[1,2,4,5,25,33,40,41],english:[27,28],enocurag:27,enoent:[4,5,15],enorm:4,enough:[1,7,14,33,36,37,38],ensembl:[2,10,40,41],ensur:[1,2,3,4,6,7,12,14,22,30,34,35,36,37,38,39,40,41,42],entail:33,enter:[6,7,18,34,35],enthought:[1,16,25,27,33],entir:[2,4,8,10,23,25,30,33,37,38,39,40,41,42],entiti:[10,13,26,33],entri:[1,6,9,12,13,26,33,34,35,36],entropi:[2,4,8,11,14,23,33,38,39,41,42],enumer:[1,2,3,4,5,7,9,23,33,34,35,41,42],env:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,30,33,35,37,39],environ:[3,10,22,23,24,25,27,39,42],eo:[1,7,33,36],eol:[1,33],eosfit:[1,33],epoch:[1,2,4,5,13,14,22,23,28,33,38,39,41,42],epsilon:[1,6,7,8,14,20,27,33,34,35,36,37,38,39,40],epsilon_0:[1,33],epsilon_1:[1,33],epsilon_2:[1,33],epsilon_:[1,33],epsilon_i:[1,33,34],eq:[4,14,15,26,30,37,38],eqnarrai:[4,6,7,35,36],equal:[1,2,3,4,5,6,7,9,10,12,13,14,15,16,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],equal_nan:23,equat:[0,2,4,5,6,7,8,9,10,11,12,14,15,17,18,19,20,22,26,27,30,36,39],equilibrium:[3,13,39,40,42],equiv:[4,14,26,30,37,38],equival:[1,2,6,8,9,12,14,22,25,26,33,34,35,36,38,39,41,42],equivel:[23,24],erf:30,eriador:33,eric:[41,42],eridg:33,err:[1,8,11,37],err_:[7,36],err_sqr:[3,42],errat:[14,37,38],errno:[1,4,5,8,15,37],erron:[3,42],error:[0,2,3,5,6,7,8,10,12,13,14,16,17,18,19,20,22,23,25,26,27,28,30,35,37,38,39,40,41,42],error_estimate_corr_tim:30,error_hidden:[2,41,42],error_output:[2,41,42],escap:[14,37,38,39],especi:[2,4,10,13,14,27,28,38,39,40,41,42],essenti:[1,6,7,10,11,13,15,27,28,30,34,39,40,41],establish:[1,7,11,12,16,27,28,33],estim:[0,1,2,6,7,8,11,12,14,25,30,33,34,37,38,39,40,41,42],estimated_mse_fold:[7,36,37],estimated_mse_kfold:[7,36,37],estimated_mse_sklearn:[7,36,37],et:[1,3,5,16,17,18,27,28,32,33,34,35,36,37,38,40,41,42],eta0:[9,14,37,38],eta:[1,2,4,9,13,14,22,28,33,37,38,39,40,41,42],eta_:[14,22,38,39],eta_t:[14,38,39],eta_v:[1,2,4,33,41,42],etc:[1,2,4,6,8,9,10,12,13,14,15,16,22,25,26,27,28,30,34,37,38,39,41,42],ethic:25,etsim:36,euclidean:[1,15,34],evalu:[1,3,4,5,6,7,10,14,23,27,30,33,34,35,36,37,38,39],evaluationform:[21,27,38,39],evaluationgrad:[21,27,38,39],evalut:[14,38,39],even:[1,2,4,5,6,7,9,10,11,12,13,14,15,24,25,26,30,33,34,35,36,37,38,39,40,41],evenli:5,event:[0,6,8,11,30,35,36,37],eventu:[1,6,7,12,13,14,27,28,31,34,35,36,37,38,39,40],everi:[1,2,3,4,5,6,7,10,11,12,13,14,15,23,25,30,31,33,34,35,36,37,38,39,40,41,42],everyth:[5,13,22,23,40,41],everywher:[5,14,37,38],evolv:1,exact:[1,6,12,13,14,26,30,33,34,38,40,41],exactli:[1,4,5,7,13,25,27,34,36,39,40,41],exam:33,examin:[7,36],exampl:[6,12,13,14,16,17,20,21,25,26,27,28,30,32],exce:[2,13,14,22,38,39,40,41],excel:[1,2,5,6,11,28,33,34,40,41],except:[1,3,4,5,7,8,9,10,24,26,37,41,42],excess:[1,33],excit:1,exclud:[2,7,13,27,34,35,36,37,39,40,41],exclus:[1,2,4,7,30,33,36,37,40,41,42],execut:[3,6,14,34,38,39,42],exemplifi:[14,38,39],exercic:[31,33],exercis:[6,25,27,28,29,31,35,36,37,38,39,41],exercisesweek35:18,exhaust:[7,36,37],exhibit:[1,6,7,9,33,34,36],exist:[1,2,3,4,5,6,7,8,9,10,14,15,19,26,27,28,33,34,35,36,37,38,40,41,42],exit:[6,26,34],exp:[0,1,2,3,6,7,8,9,11,12,13,14,16,17,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],exp_term:[2,41,42],expand:[0,6,8,12,14,34,37,38],expandus:[1,8,37],expans:[1,4,6,9,11,13,14,33,34,37,38,40],expect:[1,2,6,7,8,12,13,14,16,17,20,22,25,27,28,33,34,37,38,39,40,41,42],expectation_value_of_h_wrt_p:30,expens:[7,11,14,37,38,39],experi:[1,2,7,9,14,25,27,33,34,36,37,38,39,41,42],experiment:[1,5,7,10,30,33,36],expert:[2,10,40,41],explain:[1,7,10,11,12,14,20,27,33,37,38],explained_variance_ratio_:12,explan:28,explanatori:[1,33],explicit:[1,4,7,14,22,26,27,33,34,35,38,39],explicitli:[1,5,9,22,23,39],explod:2,exploit:[1,4,13,14,33,38,39,40],explor:[2,5,7,9,14,25,27,28,37,38,39,40,41],expon:[2,41,42],exponenti:[1,2,6,7,11,14,27,30,33,35,36,37,38,39,40,41],export_graphviz:10,export_text:10,exporttext:10,expos:25,expr:40,express:[1,3,4,6,7,8,11,13,14,17,22,24,26,27,28,30,33,35,36,39,42],exptmean:30,exptvari:30,extend:[1,3,8,12,14,18,25,33,42],extens:[1,13,16,25,33,39,40],extent:[1,2,7,32,36,41,42],extern:[4,7,10],extra:[2,4,6,31,33,34,41,42],extract:[0,1,4,6,7,8,9,12,14,26,33,34,37,38,40],extrapol:[1,33],extrem:[1,2,5,6,7,8,9,10,14,17,26,34,35,36,37,38,39,40,41],extremum:[14,37,38],extrins:12,ey:[1,6,7,14,15,26,33,35,37,38,39],f11:[1,33],f12:[1,33],f13:[1,33],f1:[14,38,39],f1_grad:[14,38,39],f1d:[14,38],f2:[14,38,39],f2_grad_x1:[14,38,39],f2_grad_x1_analyt:[14,38,39],f2_grad_x2:[14,38,39],f2_grad_x2_analyt:[14,38,39],f3:[14,38,39],f3_grad:[14,38,39],f3_grad_analyt:[14,38,39],f4:[14,38,39],f4_grad:[14,38,39],f4_grad_analyt:[14,38,39],f5:[14,38,39],f5_grad:[14,38,39],f6:[14,38,39],f6_for:[14,38,39],f6_for_grad:[14,38,39],f6_grad_analyt:[14,38,39],f6_while:[14,38,39],f6_while_grad:[14,38,39],f7:[14,38,39],f7_grad:[14,38,39],f7_grad_analyt:[14,38,39],f8:[14,38],f8_grad:[14,38],f9:[1,14,33,38],f9_altern:[14,38],f9_alternative_grad:[14,38],f9_grad:[14,38],f:[1,2,3,4,5,6,7,8,9,11,13,14,15,17,19,20,22,24,26,30,31,33,34,35,36,37,38,39,40,41,42],f_0:[4,11],f_1:[11,14,37,38],f_2:[13,14,37,38,39],f_3:[13,39],f_:11,f_d:30,f_grad:[14,38,39],f_grad_analyt:[14,38,39],f_i:[1,7,13,17,36,39],f_m:[4,11],f_n:4,f_raw:[3,23,24],f_vec:[3,42],f_wrap:[3,23,24],face:[14,37,38,39],facecolor:[7,9,30,36],facil:[0,1,16,25,33,37,38,39,41,42],facilit:[13,39,40],fact:[1,2,4,6,10,12,13,14,33,34,35,36,37,38,39,40,41],factor:[1,2,4,6,7,10,11,12,14,26,30,33,34,35,36,38,39,41,42],factori:[14,38,39],fade:7,fafab0:[10,11],fahimeh:[31,33],fail:[0,1,7,9,10,12,14,31,33,36,37,38,40],fail_on_error:[1,8,37],failur:[8,37],fairli:[2,3,30,40,41,42],faisal:[17,34],fake:5,fake_loss:5,fake_output:5,fale:28,fall:[9,10,29],fals:[1,2,3,4,5,6,7,8,10,11,15,23,26,27,33,34,35,36,37,38,39,41,42],famili:[1,8,9,30,37],familiar:[1,4,6,7,9,16,25,26,27,30,33,35,36,40],famou:[7,13,41,42],far:[1,4,5,6,7,9,12,13,14,15,23,24,33,34,37,38,39,40],fashion:[1,10,11,33],fast:[2,4,7,11,13,14,25,30,33,36,37,38,40,41],faster:[2,12,14,23,38,39,40,41,42],fastest:[14,26,37,38],favor:[0,8,37],favorit:30,fc:4,fd:[1,8,37],featur:[0,1,2,4,6,7,8,9,11,12,13,14,19,23,25,27,28,30,33,35,36,37,38,39,40,41,42],feature_nam:[0,1,2,8,10,23,37,41,42],feautur:10,fed:[2,40,41,42],feed:[1,3,4,12,23,25,28,33],feed_forward:[2,23,24,41,42],feed_forward_4:[],feed_forward_all_relu:23,feed_forward_batch:23,feed_forward_one_lay:24,feed_forward_out:[2,41,42],feed_forward_sav:24,feed_forward_train:[2,41,42],feed_forward_two_lay:24,feedback:[5,21,33],feeddorward:5,feedforward:[2,5,13,40,41,42],feel:[1,6,7,12,14,16,17,22,23,24,25,27,28,31,33,35,38,39,40],feet:1,felt:[27,28],fetch:[7,27],few:[2,4,5,6,10,24,30,33,38,40,41,42],fewer:[1,10,12,33],ffnn:[2,13,28,39,40,41,42],field:[1,4,7,13,25,39,40],fifteen:40,fifth:[1,7,16,17,27,33],fig:[0,1,2,3,4,5,7,8,13,14,15,27,33,37,38,39,40,41,42],fig_id:[1,7,8,10,33,34,36,37],figaxi:30,figsiz:[0,1,2,3,4,5,7,8,9,10,11,33,36,37,41,42],figur:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,22,25,27,28,33,34,35,36,37,38,39,40,41,42],figure_id:[1,7,8,10,33,34,36,37],figurefil:[1,7,8,10,33,34,36,37],file:[1,3,4,5,6,7,8,10,15,23,24,27,28,33,34,35,36,37],file_prefix:5,filenam:33,filenotfounderror:[1,8,37],fill:[6,10,34,41,42],filter:[1,4,5,8,37],financ:1,find:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,22,23,24,25,27,28,30,33,34,35,37,39,40,41,42],fine:[1,15,16,33],finicki:[],finish:[3,23,41,42],finit:[4,6,7,13,14,18,30,34,35,36,38,39,40],first:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,22,23,24,26,27,30,31,32,36,39],first_moment:[22,38,39],first_term:[22,38,39],firsteigvector:12,fit:[0,2,4,5,6,7,8,9,10,12,13,14,16,17,18,22,24,27,28,30,34,36,37,38,39,40,41,42],fit_beta:[7,34,35],fit_intercept:[1,6,7,34,35,36],fit_mod:10,fit_transform:[1,7,9,10,12,36,37],fiti:[1,33],five:[1,10,18,27,33,34,37,40],fix:[1,4,5,7,11,12,13,14,22,27,28,33,36,37,38,39,41,42],fixedloc:7,flag:5,flat:[4,5,13,14,15,22,37,38,39],flatten:[2,4,5,6,26,41,42],flexibl:[2,7,9,11,13,28,33,36,39,40,41,42],flip:[23,31,33],float32:[5,10,22,39,41,42],float64:[5,22,26,33,34,39,40,41,42],floatingpointerror:[41,42],floor:[41,42],flop:[6,26,34],flow:[2,5,13,39,40,41,42],flower:23,fluctuat:[6,35],flush:[41,42],fly:12,fm:[1,33],fmax:4,fmesh:[14,38],fn:8,fname:[1,8,37],focu:[1,4,5,6,7,16,25,28,32,33,34,35,36],focus:[0,2,7,8,26,34,35,37,41,42],fold:[7,10,27],folder:[1,2,4,5,7,15,27,28,33,36,38,41,42],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],font:[1,8,30,33,37],fontdict:30,fontsiz:[2,7,9,10,11,30,41,42],fontweight:[2,41,42],footprint:4,foral:[9,34,40],forc:[1,6,7,11,12,33,34,35,37,40],forcast:5,forecast:[5,13,39,40],forest:[1,2,10,25,33,40,41],forget:12,form:[0,1,4,5,6,7,8,9,10,12,13,14,18,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],formal:[4,5,15,30,40],format:[0,1,2,4,5,7,8,9,10,11,12,24,25,30,32,34,35,36,37,39,40,41,42],format_data:5,formatstrformatt:[7,14,27,37,38],formul:[5,7,12,15],formula:[4,14,30,37,38,39,40],forth:[5,13,24,39],fortran2003:[25,33],fortran2008:[27,28],fortran90:30,fortran:[1,16,25,26,33],fortun:[1,12,34],forward:[1,4,7,23,25,26,28,33,36],forwardpropag:[40,41],foster:33,found:[2,3,4,5,6,7,13,14,15,20,21,23,24,27,28,33,34,35,36,38,39,40,41,42],foundat:[25,33],four:[5,6,7,9,13,23,26,27,29,31,33,35,39,40,41],fourier:[1,33,40],fourierdef1:4,fourierdef2:4,fourierseriessign:4,fourth:[13,33,34],fp:8,frac:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],fractal:10,fraction:10,frame:[0,8,37],framework:[2,4,5,9,11,15,30,41,42],frank:[6,12,22,28],frankefunct:[6,7,12,27,34],fredli:[23,31,33],free:[1,7,12,14,16,17,22,23,24,25,26,27,28,30,31,32,33,38,39,40],freecodecamp:25,freedom:[6,35],freeli:[1,27],frequenc:[0,4,7,8,30,36,37],frequent:[1,9,10,14,37,38,39],frequentist:25,fresh:11,frf4l5qax1m:42,fridai:[17,18,19,20,21,22,23,24,31,33],friedman:[7,19,27,29,32,33],friendli:5,frodo:33,frog:4,from:[1,2,3,4,5,7,8,9,10,12,14,15,17,18,19,20,23,24,25,26,27,30,31,32,33,42],from_cod:10,from_logit:[4,5],from_tensor_slic:5,fromnumer:3,front:[1,5,6,16,17,33,34,35],fulfil:[3,6,13,34,39,40,41,42],full:[1,2,4,6,8,10,11,14,23,30,33,34,37,38,39],full_matric:[6,34],fulli:[4,7,13,29,30,36,37,39,40],fun:[24,25,33],fun_nam:[],func:[3,23,41,42],functionali:12,fundament:[1,7,25,33,36],funtion:[3,42],furthemor:40,further:[3,8,10,33,40,42],furthermor:[0,1,4,6,7,8,12,13,14,18,25,27,33,34,35,36,37,38,39,40,41],furthest:24,futur:[1,5,9,10,33,38],futurewarn:9,fy:[16,23,27,28,29,31,32,33],fys4155:[27,28],fys5419:[32,33],fys5429:[32,33],g0:[3,42],g:[1,2,3,4,5,7,9,10,11,12,14,24,30,33,35,36,37,38,39,40,41,42],g_0:[3,42],g_1:[3,11,42],g_2:[3,11,42],g_3:40,g_:[3,10,11,42],g_analyt:[3,42],g_dnn_ag:[3,42],g_euler:[3,42],g_i:[3,40,42],g_j:40,g_m:[4,11],g_n:4,g_re:[3,42],g_t:[3,41,42],g_t_d2t:[3,42],g_t_d2x:[3,42],g_t_dt:[3,42],g_t_hessian:[3,42],g_t_hessian_func:[3,42],g_t_invers:[41,42],g_t_jacobian:[3,42],g_t_jacobian_func:[3,42],g_trial:[3,42],g_trial_deep:[3,42],g_vec:[3,42],gain:[2,6,8,10,11,14,34,35,36,38,39,41,42],galleri:[1,33],game:5,gamge:33,gamma1:9,gamma2:9,gamma:[1,3,9,10,11,12,14,22,33,37,38,39,42],gamma_0:11,gamma_1:11,gamma_1x:11,gamma_:[1,33],gamma_i:[1,9,30,33],gamma_j:[14,38,39],gamma_k:[14,37,38],gamma_m:11,gamma_x:[1,33],gap:[7,9],gate:[0,5,13],gather:[1,2,13,34,39,40,41,42],gaug:[13,39,40],gaussbacksub:26,gaussian:[5,6,7,9,15,30,35,36],gaussian_point:15,gaussian_rbf:9,gave:[14,38,39],gavra:33,gbc:[29,33],gca:[3,7,9,14],gd:[2,28,37,40,41],gd_clf:11,gdclassiffiercgain:11,gdclassiffierconfus:11,gdclassiffierroc:11,gdfit:[0,39],gdm:[14,22,38,39],gdregress:11,ge:[2,6,8,30,34,37,40,41,42],gen:[1,8,37],gen_loss:5,gen_tap:5,gender:[1,33],genener:5,gener:[0,1,2,3,4,6,7,9,11,12,13,14,15,16,17,18,20,21,22,23,24,26,27,30,32,34,35,36,37,38,39,41,42],generaliz:[41,42],generallay:[13,39],generate_and_save_imag:5,generate_imag:5,generate_latent_point:5,generate_simple_clustering_dataset:15,generated_imag:5,generator_loss:5,generator_loss_list:5,generator_model:5,generator_optim:5,genom:25,geodes:12,geometr:[1,14,33],geometri:[6,35,36],georg:32,geotif:[7,27],geq:[3,6,9,10,14,34,35,37,38,42],geron:[1,16,22,29,32,33,38,39],get:[1,2,3,4,5,6,7,8,10,11,12,14,16,21,23,24,25,26,27,28,30,31,33,34,35,36,37,38,41,42],get_dummi:10,get_paramet:[3,42],get_split:10,get_yaxi:9,get_yticklabel:7,getattr:[],getval:[],gg:33,gibb:[25,33],gif:5,gini:11,gini_index:10,ginvers:14,git:[1,16,25,33],giter:[14,22,38,39],github:[1,7,10,16,17,18,20,21,22,25,27,28,29,31,32,33,34,37,38,39,40,41,42],gitlab:[1,16,25,27,28,33],gitta:[40,41,42],give:[1,2,3,4,6,7,8,9,10,11,13,14,15,18,25,27,28,30,33,34,35,36,37,38,39,40,41,42],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,26,27,28,30,33,34,35,36,37,38,39,40,41,42],glkfgrjhtlnplbx4:23,global:[0,7,8,14,27,37,38,39],gloriou:28,glorot:2,gnew:14,go:[1,2,4,6,7,9,10,12,13,14,23,27,33,34,35,36,37,38,40,41,42],goal:[1,8,10,33,37],goe:[1,2,3,6,7,14,15,19,26,33,34,35,36,37,38,39,41,42],golden:[14,38],gone:[6,34,35],gong:[2,41,42],good:[2,4,5,6,7,10,11,12,14,18,22,23,25,30,32,34,35,36,37,38,39,40,41,42],goodfellow:[5,28,29,32,33,34,35,37,38,40,41,42],googl:[2,5,22,23,24,25,33,39,41,42],got:[2,7,14,23,24,27,41,42],gotcha:[22,39],gotten:[33,41,42],gov:[7,27],gp:32,gpu:[2,14,22,25,33,38,39,41,42],grad:[3,14,22,23,24,38,39,41,42],grad_analyt:[14,38,39],grad_broadcast_to:[],grad_concatenate_arg:[],grad_np_sum:[],grad_two_lay:24,grade:[27,29],gradient:[1,4,5,8,9,10,13,23,25,33,34],gradient_bia:[41,42],gradient_desc:[22,38,39],gradient_func:23,gradient_weight:[41,42],gradientboostingclassifi:11,gradientboostingregressor:11,gradients_of_discrimin:5,gradients_of_gener:5,gradienttap:5,gradual:[2,15,40,41],grai:[5,7,27],graph:[2,10,12,13,14,37,38,39,40,41,42],graph_from_dot_data:10,graphic:[1,2,10,33,41,42],grasp:1,gray_r:[2,4,41,42],grayscal:4,great:[6,14,23,24,37,38,40,42],greater:[0,2,8,30,37,40,41,42],greatli:[14,38,39],greedi:[10,37],green:[1,4,10,30],gregor:[41,42],grei:5,grid:[0,2,4,7,8,9,13,30,34,35,36,39,40,41,42],gridsearch:37,gridsearchcv:37,groh:[40,41,42],grossli:[14,37,38],ground:[1,33],group:[1,7,8,10,15,25,27,28,29,31,33,36],groupbi:[1,33],grow:[2,4,10,11,40,41,42],growth:[1,33],gru:5,guarante:[1,5,14,30,33,34,37,38],guess:[2,5,11,14,15,22,28,37,38,39,41,42],guestrin:11,guid:[2,23,41,42],guidanc:27,guidelin:[21,38,39],h1:[3,42],h:[1,2,6,7,9,14,17,19,22,23,27,30,31,32,33,34,37,38,39,41,42],h_1:[3,14,37,38,42],h_2:[3,14,37,38,42],h_:[1,14,33,37,38],h_m:11,ha:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],haa:31,habit:[1,34],had:[1,2,7,8,14,33,36,37,38,40,41,42],hadamard:[2,13,14,22,38,39,40,41,42],half:[2,9,10,40,41,42],halv:11,hand:[1,2,3,4,6,12,13,14,16,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39],handi:[4,27,28],handl:[1,2,3,6,10,12,24,25,35,40,41,42],handle_unknown:10,handsid:[13,40,41],handwrit:[13,39,40],handwritten:[2,6,41,42],handwrittennot:[37,39,42],happen:[2,3,4,5,6,7,11,14,30,34,38,39,40,41,42],hard:[0,2,8,9,11,14,23,24,37,38,40,41,42],hardcopi:[25,33],harder:[1,2,23,34,40,41],harmon:4,hasn:[],hassl:[1,16,25,33],hast:[25,33],hasti:[1,7,16,17,18,19,27,29,32,33,34,36,37],hat:[1,2,6,7,8,10,11,12,13,14,18,19,26,27,34,35,36,38,39,40],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],haven:[2,24,41,42],he:[8,37],head:[1,5,11,30],header:[1,33],heads_proba:11,health:[1,34],hear:[1,14,33,38,39],heart:[1,8,33,37],heatmap:[0,1,2,4,8,33,37,41,42],heavili:1,heavisid:[2,41,42],height:[2,4,7,34,35,41,42],hein:42,held:[14,22,38,39],help:[1,2,5,13,14,17,22,27,28,33,38,39,40,41],helper:[5,15],henc:[1,6,7,9,10,11,13,14,19,27,33,34,35,36,37,38,39],henrik:[31,33],her:[8,37],here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],hereaft:[1,9,13,33],hermitian:26,hessenberg:26,hessian:[1,3,6,14,17,22,35,39,42],heterogen:[10,11],hi:[8,37],hidden:[2,4,5,13,23,28,39],hidden_bia:[2,41,42],hidden_bias_gradi:[2,40,41,42],hidden_deriv:[41,42],hidden_func:[41,42],hidden_layer_s:[1,2,33,41,42],hidden_neuron:5,hidden_nodes1:[41,42],hidden_nodes2:[41,42],hidden_weight:[2,41,42],hidden_weights_gradi:[2,40,41,42],hierarch:[6,34,35],high:[1,2,3,4,5,6,7,10,11,12,14,15,22,23,25,26,27,33,34,36,37,38,39,40,41,42],higher:[1,2,4,6,7,9,14,22,27,28,33,34,35,36,37,38,39,41,42],highest:[2,3,41,42],highli:[1,4,5,11,19,25,26,28,32,33,34,35,36],highwai:1,hing:9,hint:[14,17,23,24,28,34,35,37,38],hip:[25,42],hire:1,hist:[0,5,7,8,30,36,37],histogram:[0,1,7,8,30,37],histor:[8,12,37],histori:[4,5,13,39,40],hitherto:[6,35],hjorth:[0,31,33,34,35,36,37,38,39,40,41,42],hobbi:30,hoc:[6,34],hoff:32,hold:[2,4,7,14,15,22,36,37,38,39,41,42],holder:[1,33],holm:[],holomorphic_grad:24,home:1,homepag:[27,28,33],homework:[7,14],homogen:[2,4,10,11,14,22,38,39],honchar:[3,42],hopefulli:[1,12,30,33,39],horizont:12,hornik:40,hors:[4,8,37],hot:[2,10,41,42],hour:[2,25,29,30,31,33,41,42],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,28,30,33,34,35,36,38,39,40,41,42],howev:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],hspace:[1,5,9,11,30,33,40,41],hstack:[2,41,42],htf:[29,33],html:[0,1,10,12,18,20,23,25,27,28,29,31,32,33,35,40,41,42],http:[0,1,4,5,7,10,12,14,17,18,20,21,22,23,24,25,26,27,28,29,31,32,33,34,35,36,37,38,39,40,41,42],huang:[1,33],huber:[1,33],huge:[2,4,5,25,40,41,42],human:[1,2,4,7,10,13,34,35,39,40,41,42],humid:10,hundr:[2,40,41],hungri:[2,40,41],huse:33,hvae:39,hybrid:29,hydrogen:[1,33],hyper:[22,28],hyperbol:[2,5,13,42],hyperparam:9,hyperparamat:40,hyperparamet:[4,5,6,7,10,14,18,33,34,35,37,38,39],hyperplan:12,i0:[1,33],i1:[1,7,9,13,33,34,35,39],i2:[1,9,13,33,39],i3:[1,13,33,39],i5:[1,33],i:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,31,33,34,35,36,37,38,39,40,41],i_1:[6,7,35,36],i_2:[6,7,35,36],i_:[14,37,38],i_siz:[23,24],ian:32,iayaan2:23,ic:[2,28,41,42],id:[8,14,37,38,39],ida:[31,33],idea:[1,2,3,4,5,7,10,11,13,14,26,27,28,34,35,36,37,38,39,40,41,42],ideal:[1,3,7,9,14,30,33,36,39,41,42],idem:[7,36],ident:[6,7,13,14,18,26,27,34,38,39,41,42],identical:[35,36],identifi:[1,2,8,10,12,13,14,15,33,34,37,38,39,41,42],ieor:30,ifi:[32,42],ifs:[25,33],ignor:[1,2,4,10,34,40,41,42],ii:[26,30,41],iii:[26,33,41],ij:[1,2,4,7,9,13,15,17,19,26,27,30,33,34,35,39,40,41,42],ik:[1,26,33,34],ilg3ggewq5u:[40,41],illustr:[6,8,11,13,14,15,25,33,36,37,38,41],ilsvrc:[38,39],im:7,imag:[2,4,5,7,10,12,13,15,28,32,33,39,40,41,42],image_at_epoch_:5,image_batch:5,image_height:4,image_path:[1,7,8,10,33,34,36,37],image_width:4,imageio:[7,27],images_from_seed_imag:5,imagin:[2,40,41],immedi:[1,4,5,7,16,25,33],implement:[1,3,4,5,6,7,9,10,11,12,13,14,15,18,22,23,24,27,28,30,33,34,35,37,38,40],impli:[4,6,7,8,14,26,34,35,36,37,38],implicit:4,implicitli:[12,30],importantli:4,impos:[1,7,12,13,33,39,40,41,42],imposs:[1,6,33,34],impress:[1,13,33,39,40],improv:[1,5,6,10,11,12,14,22,23,27,28,34,39],impur:10,imread:[7,27],imshow:[2,4,5,7,27,41,42],in1:[],in2:[],in3050:[32,33],in3310:33,in4080:[32,33],in4300:[32,33],in4310:32,in5400:4,in5550:32,in_out_neuron:5,inaccur:[14,37,38],inact:[13,39,40,41],inadequ:[1,33],inch:[7,34,35],includ:[1,2,3,4,5,6,7,8,12,13,16,17,18,21,23,24,25,27,28,30,31,32,33,34,35,36,41,42],include_bia:[7,10,36],inclus:[18,39],incom:[13,39,40],incorrect:[2,41,42],incoveni:9,increas:[0,1,2,4,5,6,7,9,10,12,13,14,22,27,30,33,34,35,36,38,39,40,41,42],increasingli:30,increment:38,ind:7,inde:[1,3,5,6,7,14,33,34,40,42],indefinit:5,independ:[1,6,7,8,9,13,14,30,33,34,37,38,39],index:[1,2,4,5,11,15,25,26,28,30,32,33,41,42],index_col:[1,33],indic:[1,2,4,5,6,7,10,11,12,14,17,22,27,28,33,34,38,39,40,41,42],indispens:[7,36],individu:[2,7,8,11,13,30,33,34,36,37,39,40,41,42],indu:1,indx1:[3,42],indx2:[3,42],indx3:[3,42],indx:26,ineffici:[4,14,38,39],inequ:[9,14],inequaltii:[37,38],inertia:[14,22,38,39],inf1000:[25,33],inf1100:[25,33],inf1100l:[25,33],inf1110:[25,33],inf3000:33,infeas:10,infer:[1,2,5,7,32,33,36,41,42],inferenc:[2,41,42],infil:[1,7,8,10,33,36,37],infin:[6,7,8,12,19,34,35,36,37,40,41],infinit:4,infinitesim:30,influenc:[7,11,36,37],influenti:[2,41,42],info:33,inform:[1,2,4,5,7,10,12,13,14,15,22,26,27,28,32,33,36,37,38,39,40,41,42],infti:[4,7,14,30,36,37,38,40],ingeni:[14,37,38,39],ingrad:[],ingredi:[1,10,33],inher:[7,36],inherit:[26,33],inhomogen:3,init:[],initi:[1,2,3,7,11,14,15,26,28,30,33,36,37,38,39,40,41,42],inititi:[41,42],inject:15,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,26,27,30,33,34,35,36,37,38,39,40,41,42],inner:[1,14,34,38],inp:5,inplac:14,inpput:40,input:[0,1,2,4,5,6,7,8,9,13,14,15,22,27,28,30,33,34,35,36,37,38,39],input_dim:[2,41,42],input_nod:[41,42],input_s:23,input_shap:[4,5],inputs:[2,41,42],inputs_shuffl:[1,2,34,41,42],insert:[4,6,7,9,11,30,34,35,36],insid:[0,1,5,8,23,37],insight:[1,2,6,22,25,28,33,34,35,36],insist:[7,14,34,35,38],inspect:37,inspir:[1,2,13,28,33,39,40,41,42],instabl:[3,42],instal:[1,2,6,7,10,16,41,42],instanc:[1,2,3,5,7,10,12,14,33,34,36,37,38,41,42],instanti:11,instead:[1,2,3,4,5,6,7,9,10,12,14,15,22,23,24,26,27,30,33,34,36,37,38,39,41,42],institut:[2,41,42],instruct:[1,2,16,17,33,41,42],int32:11,int_0:30,int_:[4,7,30,36,40],int_a:30,intak:[1,34],integ:[2,3,14,15,26,30,33,38,39,41,42],integer_vector:[2,41,42],integr:[4,7,30,33,36],intellig:[1,15,32,33],intend:11,intens:[2,40,41],intention:15,interact:[1,7,10,13,25,27,28,33,39,40],intercept:[1,7,9,12,14,17,27,33,35,36,37,38,39],intercept_:[1,7,9,10,14,33,34,35,37,38],interchang:[6,13,26,35,36,39,40],interconnect:[2,40,41],interest:[0,1,2,3,4,5,6,7,8,9,10,13,22,25,27,28,30,33,34,35,36,37,38,39,40,41,42],interfac:[1,2,26,34,41,42],interior:[1,10,33],intermedi:[26,34],intermediari:[23,24],intermeti:24,intermetidari:24,intern:[2,11,13,24,39,40,41,42],interpol:[2,4,5,7,13,27,39,40,41,42],interpr:[6,34,35],interpret:[1,2,7,10,11,13,14,18,20,23,26,27,28,30,40,41,42],interv:[1,4,6,7,8,14,19,27,30,33,34,35,37,38],intial:[14,37,38],intract:[1,5,34],intrins:[4,12,26,30,33],intro:[25,32,33,42],introduc:[1,2,6,7,9,11,13,18,26,27,30,33,36,37,40,41,42],introduct:[2,3,5,14,18,21,32,34,37,38,41,42],introductori:[1,5,26,32,33,34],intuit:[1,6,7,9,13,14,22,27,33,35,36,38,39,40,41],inv:[1,6,14,22,33,34,35,37,38,39],invalid:[2,9],invalu:[1,14,16,25,33,37,38],invari:[2,41,42],invd:[6,35],inver:[9,39,40],invers:[1,4,7,14,16,17,18,22,27,28,33,34,37,38,39],inverse_transform:9,invert:[1,6,8,11,14,22,33,35,37,38,39],invh:[14,22,38,39],invok:[1,9],involv:[0,1,3,7,8,12,13,34,36,37,38,39,40,41,42],io:[1,18,20,25,27,29,31,32,33,34,42],ion:39,ip:[1,9,30,33],ipca:12,ipykernel_12550:[],ipykernel_12588:[],ipykernel_1323:[],ipykernel_1390:[],ipykernel_1539:[],ipykernel_1579:[],ipykernel_22411:[],ipykernel_22458:[],ipykernel_22556:[],ipykernel_22575:[],ipykernel_47048:[],ipykernel_55841:[],ipykernel_57122:[],ipykernel_57183:[],ipykernel_57294:[],ipykernel_57311:[],ipykernel_57345:[],ipykernel_58656:[],ipykernel_58739:[],ipykernel_58840:[],ipykernel_58862:[],ipykernel_59478:[],ipykernel_59625:[],ipykernel_59734:[],ipykernel_59752:[],ipykernel_59845:[],ipykernel_6316:[],ipykernel_6403:[],ipykernel_64157:[],ipykernel_64203:[],ipykernel_64318:[],ipykernel_64336:[],ipykernel_64372:[],ipykernel_6690:[],ipykernel_6729:[],ipykernel_87117:[],ipykernel_87155:[],ipykernel_87222:[],ipykernel_87367:[],ipykernel_87525:[],ipykernel_87545:[],ipykernel_87566:[],ipykernel_87597:[],ipykernel_87605:[],ipykernel_92604:[],ipykernel_93488:[],ipykernel_94023:2,ipykernel_94076:7,ipykernel_94272:33,ipykernel_94293:36,ipykernel_94310:38,ipykernel_94334:41,ipykernel_94373:[],ipykernel_95354:[],ipykernel_95419:[],ipykernel_95519:[],ipykernel_95542:[],ipykernel_96681:[],ipykernel_98400:42,ipynb:[25,27,33],ipython:[1,6,8,10,12,15,16,25,27,28,33,34,37],iq:[7,36],iri:[9,10,23],irreduc:[7,36],irrelev:[6,34],irrespect:[1,33],irvin:28,isbox:24,isclos:23,iscomplexobj:[],iseffici:[38,39],isfinit:23,isn:[6,35,36],isnan:[41,42],isnul:1,isolo:24,isomap:12,isotop:[0,33,37,38,41,42],issu:[2,10,26,35,40,41,42],it_arrai:[14,38],item:[1,14,33,38],items:[26,33],iter:[0,2,3,5,7,9,10,12,14,15,22,30,36,37,39,40,41,42],its:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,23,25,26,27,28,30,33,35,36,37,38,39,40,41,42],itself:[6,7,13,20,27,28,30,34,35,36,40],iv:[24,41],ix:[41,42],j1:26,j:[1,2,3,4,5,6,7,9,10,12,13,14,15,17,18,19,20,26,27,30,32,33,34,35,36,37,38,39,40,41,42],j_:7,j_lasso_sk:7,j_ridge_sk:7,j_sk:7,jackknif:[7,25,33,36],jacobian:[3,14,24,37,38],jacobian_shap:[],jakobsen:31,jason:5,jax:[25,28,33,40],jax_descend_i:[22,39],jax_descend_x:[22,39],jax_enable_x64:[22,39],jax_grad:[22,39],jensen:[0,31,33,34,35,36,37,38,39,40,41,42],jentzen:[40,41,42],jerom:[19,27,32],ji:[13,26,40,41],jit:[14,38],jj:[1,6,7,33,35,36],jk:[1,2,7,13,26,33,39,40,41,42],jl:[1,33],jm:26,jmlr:42,jnp:[14,22,38,39],job:[3,9,11,42],johansen:33,join:[1,4,5,7,8,10,15,33,34,36,37],joint:[5,6,35,36],judg:[14,37,38],judgement:[7,27],julia:[25,26,27],juliu:[40,41,42],jump:[27,30],junk:5,jupit:33,jupyt:[1,10,16,20,25,27,32,33,40,41,42],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42],justif:1,justifi:[4,11],k0:[0,8,37],k1:[0,8,37],k:[0,1,2,4,6,7,8,9,10,11,12,13,14,15,23,25,26,27,30,31,33,34,35,38,39,42],kaggl:[7,27,28],kajda:[41,42],kappa_d:30,karl:[31,33],karush:9,katrin:[31,33],keep:[1,2,5,6,7,12,14,15,23,24,26,27,28,33,34,35,36,37,38,39,40,41],keepdim:[2,7,11,26,36,41,42],kei:[1,2,4,7,13,34,39,41,42],kept:[5,7,15,36],kera:[1,5,25,27,28,33],kernel:[1,2,4,5,15,25,33,34,41,42],kernel_librari:[4,5,15],kernel_regular:[2,4,41,42],kernel_s:5,kernelpca:12,kev:[1,33],kevin:[32,33],keyboardinterrupt:[2,41,42],keyerror:24,keyword:[7,14,26,33,41,42],kfold:[7,36,37],kg:[2,41,42],ki:26,kick:[2,14,38,39,40,41],kiener:[3,42],kilomet:[7,34,35],kind:[1,3,4,5,9,13,14,15,33,34,38,39,40,41,42],kj:[7,13,26,34,35,40,41,42],kjm:[25,33],kkt:9,kl:30,km:[13,33,39],kmean:15,kmeanspoint:15,kn_k:15,know:[1,2,3,6,7,9,14,25,33,34,35,37,38,39,40,41,42],knowledg:[1,25,33],known:[0,2,4,5,6,7,8,9,10,13,26,27,28,30,32,34,35,36,37,39,40,41,42],kondev:[1,33],kp:30,kpca:12,kristin:42,kroneck:15,kuckuck:[40,41,42],kuhn:9,kumar:42,kutyniok:[40,41,42],kvalsund:[31,33],kwarg:[3,23,24,41,42],kwown:[1,33],l0:[0,8,37],l1:[0,1,2,4,8,33,37,41,42],l1_l2:[2,4,41,42],l1regl:6,l2:[2,4,41,42],l:[0,1,2,3,4,6,7,8,9,11,12,13,14,20,24,26,27,30,33,34,37,38,39,42],l_1:[0,8,37,40],l_2:[0,8,14,28,37,38,40],l_:26,l_j:[13,40,41],l_ja:[41,42],la:[14,38],la_i:[13,40,41,42],la_k:[13,40],lab:[21,25,27,33],label:[1,2,3,4,5,6,7,8,9,10,11,13,14,15,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],label_prob:[38,39],labelencod:[0,8,11,37],labels:[7,9,10],labels_shuffl:[1,2,34,41,42],laboratori:[29,35],lack:[1,33],lagari:[3,42],lagrang:[9,12],lam:[41,42],lambda:[0,1,2,3,4,6,7,8,9,11,13,14,18,19,22,27,28,30,33,34,35,36,38,39,40,41,42],lambda_0:12,lambda_1:[6,9,12,34],lambda_2:[9,12],lambda_:12,lambda_i:[9,12],lambda_iy_i:9,lambda_jy_iy_j:9,lambda_k:9,lambda_n:[6,9,34],lamda:[2,41,42],land:[1,9],landmark:9,landscap:[14,22,37,38,39],langl:[1,7,12,30,33,34],languag:[1,2,5,9,16,25,26,27,28,32,33,40,41],lapack:[26,33],laplac:[6,35,36],laptop:25,larg:[1,2,3,5,6,7,9,10,11,12,14,16,25,26,27,30,32,33,34,36,37,38,39,40,41,42],larger:[1,4,6,7,9,11,12,14,18,24,30,33,34,35,36,37,38,39],largest:[5,9,12],lass:28,lasso:[0,1,8,25,28,33],lasso_sk:7,last:[1,2,3,4,5,6,7,8,9,11,13,14,15,18,19,23,24,26,27,30,31,33,35,36,38,42],latent:5,latent_dim:5,latent_point:5,latent_space_value_rang:5,later:[0,1,2,5,8,9,13,14,15,16,23,24,25,27,28,33,37,38,39,40,42],latest:[5,25],latest_checkpoint:5,latex:33,latrpygrtttbnjr3znuhl:24,latter:[1,4,7,8,9,12,14,17,26,27,30,33,34,35,36,37,38,39,40],lattic:[13,39,40],law:1,lax_numpi:[22,39],layer:[1,5,14,22,28,33,38,39],layer_grad:24,layer_input:24,layer_output_s:[23,24],layers_grad:23,lbfg:[0,8,10,11,12,37],lcc:[6,7,35,36],lda:12,ldot:[1,7,12,20,27,33,36,37],le:[6,8,11,14,18,22,30,34,35,37,38,39],lead:[0,1,2,4,6,7,8,9,10,11,12,13,14,17,18,23,24,26,30,33,34,35,36,37,38,39,40,41,42],leaf:10,leaki:[2,28,40,41,42],leakyrelu:5,lear:[14,37,38],learn:[0,4,5,6,7,8,9,10,11,13,19,23,26,29,31,32],learnabl:4,learner:11,learnig:33,learning_r:[0,9,11,22,23,39,42],learning_rate_init:[1,2,33,41,42],learning_schedul:[14,22,38,39],learnt:[27,28],least:[1,8,9,11,12,16,17,18,20,22,25,26,28,30,36,37],leat:[14,22,38,39],leav:[1,2,4,6,7,10,12,23,33,35,36,37,40,41],lectur:[1,2,6,11,12,13,14,16,18,22,25,26,27,28,29,31,32],lecture_11_backpropag:42,lecturenot:[1,18,20,25,27,32,33],left:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,17,18,20,26,27,30,33,34,35,36,37,38,39,40,41,42],leftarrow:[9,13,40,41,42],legend:[0,1,3,4,5,6,7,8,9,10,11,14,23,33,34,35,36,37,38,39,42],legend_el:23,len:[1,2,3,4,5,6,7,9,10,11,12,13,23,24,26,33,34,35,36,38,39,40,41,42],length:[1,2,4,5,9,10,14,17,23,25,33,34,37,38,39,41,42],length_of_sequ:5,leq:[1,6,8,9,14,15,30,33,34,35,37,38],less:[1,2,4,5,6,7,9,10,14,25,30,33,34,35,36,37,38,39,41,42],lessen:[2,40,41],let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,24,26,30,33,34,35,36,37,38,39,40,41,42],letter:[1,17,26,30,33,34],level:[1,2,6,7,10,25,26,27,28,29,31,33,36,40,41,42],li:[9,12],lib:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],liblinear:[9,11],libmetal_plugin:[4,5,15],librari:[1,2,3,4,5,6,7,8,10,11,12,15,16,22,26,27,28,30,32,34,35,37,41,42],library_loc:[4,5,15],licens:[1,2,16,25,27,28,33,41,42],lie:[1,7,12,30,33,34,36],life:[1,2,9,13,33,39,40,41,42],lifetim:[14,38,39],like:[1,2,3,4,5,6,7,8,10,11,12,13,14,16,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],likelihood:[1,2,6,10,33,34,38,39,41,42],lim_:30,lima:31,limit:[0,1,6,7,9,10,12,13,22,26,27,28,33,34],lin_clf:9,lin_model:1,lin_reg:10,linalg:[1,3,6,7,9,12,14,22,26,30,33,34,35,37,38,39,40,42],line1:9,line2:9,line2d:[22,38,39],line3:9,line:[1,2,3,4,5,7,8,9,11,12,14,15,22,23,24,27,33,34,35,36,37,38,39,40,41,42],linear:[0,2,4,6,7,8,10,11,12,13,18,19,22,23,25,27,30,36,38,39,40,41,42],linear_model:[0,1,6,7,8,9,10,11,12,14,33,34,35,36,37,38,39,40],linear_regress:[7,36,41,42],linearli:[6,34],linearloc:[7,14,27,37,38],linearregress:[1,7,8,10,33,34,35,36,37],linearsvc:9,lineat:35,liner:[2,4,41,42],linerar:11,linewidth:[1,3,5,7,9,10,11,27,36,42],link:[1,5,10,13,23,25,27,28,31,33,40],linlag:[6,35],linpack:[26,33],linreg:[1,33],linspac:[1,3,4,5,7,9,10,11,14,16,17,22,26,30,33,34,35,36,38,39,42],linu:5,linux:[1,2,16,25,27,33,41,42],liquid:[1,33],list:[1,2,3,4,5,8,10,23,24,25,27,28,33,34,37,38,39,42],listcomp:[],listedcolormap:[10,11],literatur:[2,8,15,32,36,37,40,41],littl:[2,4,10,13,24,40,41],live:9,ll:[1,30,33,34],lle:[1,34],lloyd:[5,15],lmb:[1,3,6,7,35,36,37,42],lmbd:[1,2,4,33,41,42],lmbd_val:[1,2,4,33,41,42],lmbda:[14,37,38],ln:[2,14,37,38,41,42],load:[0,1,2,4,5,7,8,10,11,15,27,37,41,42],load_boston:1,load_breast_canc:[0,2,8,10,11,12,37,41,42],load_data:[4,5],load_digit:[2,4,41,42],load_iri:[9,10,23],load_librari:[4,5,15],load_pluggable_device_librari:[4,5,15],loc:[0,1,4,7,8,9,10,11,23,33,36,37],local:[0,1,2,3,4,8,13,14,23,24,34,37,38,39,40,41,42],locat:[3,4,9,42],log10:[1,6,7,35,36,37,41,42],log:[0,1,2,3,5,6,7,8,10,11,12,14,23,26,27,28,33,34,35,36,37,38,39,41,42],log_:[1,33],log_clf:11,logaddexp2:[],logaddexp:[],logarithm:[0,1,6,8,26,33,35,36,37],logbook:[27,28],logic:[1,2,10,33,40,41],logist:[1,2,3,9,10,11,12,13,14,22,25,34,42],logistic_predict:[38,39],logistic_regress:[41,42],logisticregress:[0,8,10,11,12,37,39,40],logit:[0,8,37],logreg:[0,8,10,11,12,37,39,40],logspac:[1,2,4,6,7,33,35,36,37,41,42],longer:[3,4,9,11,15,26,28,30,33,42],loocv:[7,36,37],look:[1,2,3,4,5,6,7,8,9,10,11,12,14,17,19,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],loop:[2,5,7,11,13,15,24,25,26,33,36,41,42],lose:[2,41,42],loss:[0,1,2,4,5,6,7,8,9,11,12,14,23,26,27,28,33,35,36,39,40,41,42],loss_fil:5,lossfil:5,lost:5,lot:[1,2,5,7,36,38,39,40,41,42],low:[1,7,10,11,12,27,33,34,36],lower:[1,2,4,7,10,11,17,23,26,34,40,41,42],lowercas:[26,33],lowest:[10,14,30,38,39],lr:[2,4,5,11,41],lrelu:[41,42],lstat:1,lstm:5,lstm_2layer:5,lstsq:[1,33,34],lt:[7,36],lu:[1,6,33,34],lubksb:26,luckili:[3,42],ludcmp:26,lux:26,lvert:[2,41,42],lw:[1,33],m:[1,2,3,4,6,7,9,10,11,12,13,14,22,26,29,30,31,32,33,34,35,36,37,38,39,40,41,42],m_1:15,m_:[10,13,40,41],m_h:[1,33],m_k:15,m_l:[13,40,41],m_n:[1,33],m_p:[1,33],m_t:[14,38,39],ma:12,machin:[2,4,5,6,7,8,10,11,12,13,16,22,26,29,32,34,35,36,39,40,41,42],machinelearn:[1,7,17,18,20,21,25,27,29,31,32,33,37,38,39,42],mackai:32,made:[1,2,4,5,6,7,8,10,12,13,19,27,28,33,34,37,39,40,41],mae:[1,33],magic:5,magnitud:[0,2,7,8,14,23,34,35,37,38,39,40,41,42],mai:[0,1,2,3,4,6,7,8,9,10,12,13,14,19,22,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],mail:[29,31],main:[1,2,4,5,6,7,8,10,26,27,28,32,34,37,40,41],mainli:[0,1,6,7,8,10,33,34,35,36,37],maintain:[7,36],major:[2,7,10,11,14,26,33,36,37,38,39,41,42],make:[0,2,3,4,5,6,7,8,9,12,13,14,22,23,24,25,26,27,28,30,32,35,36,37,38,39,40,41,42],make_axes_locat:7,make_classif:[39,40],make_moon:[9,10,11],make_pipelin:[1,7,11,34,36],make_vjp:24,makedir:[1,7,8,10,33,34,36,37],makeplot:[1,33],malcondit:26,malign:[0,2,8,10,37,41,42],mammographi:[6,35,36],manag:[1,3,4,16,25,27,33,42],mandatori:[24,31,33],mani:[0,1,2,4,5,6,7,8,9,10,12,14,15,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],manifold:12,manner:4,manual:[7,23,24,34,35,37],map:[1,2,3,7,8,9,12,13,15,27,30,33,37,39,41,42],marc:34,margin:[1,6,9],marit:[1,33],mariu:[],mark:33,marker:[1,8,22,26,33,37,39],markov:[25,33],marsaglia:30,mass:[1,2,6,14,34,38,39,41,42],massag:[1,33],masses2016:[1,33],masses2016ol:[1,33],masses2016tre:1,masseval2016:[1,33],master:[7,17,21,27,29,31,37,38,39,42],mat1100:[25,33],mat1110:[25,33],mat1120:[25,33],mat:[25,33],match:[2,5,6,14,15,34,37,38,39,40,41],match_complex:[],materi:[5,6,8,14,18,26,31,38,39],math:[0,4,8,13,14,22,26,30,32,33,37,38,39,40,41,42],mathbb:[1,5,6,7,8,9,12,13,14,15,18,19,20,26,27,30,33,34,35,36,37,38,39,40],mathbf:[0,1,6,7,8,9,14,19,20,22,26,27,33,34,35,36,37,38,39,40],mathcal:[0,2,6,7,8,14,20,27,35,36,37,38,41,42],matheemat:4,mathemat:[1,7,12,13,14,18,23,25,26,30,32,33,35,37],mathemati:33,mathmlbook:17,mathrm:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,27,30,33,34,35,36,37,38,39,40,41,42],matmul:[2,3,6,35,40,41,42],matmul_adjoint_1:[],matmul_vjp_1:[],matnat:32,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,22,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42],matric:[1,2,4,5,7,8,9,12,14,17,18,25,34,37,38,40,41,42],matrix:[1,3,4,5,7,8,9,11,14,16,17,18,19,20,22,23,27,28,30,36,40],matshow:[2,41,42],matter:[3,4,14,34,37,38,39,40,42],max:[1,2,3,4,5,10,11,13,14,22,23,31,33,37,38,39,40,41,42],max_depth:[1,10,11],max_diff1:[3,42],max_diff2:[3,42],max_diff:[3,42],max_it:[0,1,2,9,10,12,14,33,37,38,39,40,41,42],max_iter:15,max_leaf_nod:11,max_sampl:11,maxdegre:[1,7,11,34,36],maxdepth:11,maxim:[0,2,5,6,8,9,12,35,36,37,41,42],maximum:[0,1,3,4,6,8,9,10,11,14,15,33,34,38,39,42],maxpolydegre:[6,7,35,36,37],maxpooling2d:4,mbox:[6,7,19,27,34,35,36],mcculloch:[13,39,40],md:[12,21,27,38,39],mdoel:5,mean:[2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27,28,30,33,36,38,39,40,41,42],mean_absolute_error:[1,33],mean_divisor:15,mean_i:30,mean_matrix:15,mean_squared_error:[1,5,7,8,11,33,34,36,37],mean_squared_log_error:[1,33],mean_vector:15,mean_x:30,meaning:[1,5,8,33,37],meansquarederror:[1,33],meant:[0,4,8,11,14,37,38,39,40],measur:[1,2,3,6,7,10,12,13,15,20,27,28,30,33,34,35,36,40,41,42],mechan:[1,5,30,33],median:[1,33,34],medicin:[13,39,40],medium:[5,9,14,28,38,39],medv:1,meet:[1,31],mehta:[1,33,34,35],memori:[4,5,12,13,14,22,26,38,39,40],mention:[1,13,14,27,28,30,33,37,38,39,40],mere:[1,16,28,33],meshgrid:[3,6,7,9,10,11,12,27,34,41,42],mess:[],messag:[6,14,38,39],messi:[3,42],messier:24,met:[1,4,9,34],metadata:[],meteorolog:10,meter:[7,34,35],method:[0,1,2,3,4,5,6,8,9,12,13,15,17,18,19,20,23,24,25,26,28,30,32,34,35,40],metion:[7,27],metric:[0,1,2,4,7,8,10,11,15,16,17,23,24,33,34,36,37,41,42],metropoli:[25,33],mev:[1,30,33],mgd:[14,38,39],mglearn:[25,33],mgrid:[14,38],mhjensen:[0,4,5,7,9,10,12,15,22,39],mi:11,mia:[31,33],michael:[28,40,41],michigan:[0,33,35,37,38,39,41,42],microsoft:32,mid:[2,41,42],midel:5,midnight:[17,18,19,20,21,22,23,24],midpoint:10,might:[1,2,3,5,7,10,14,24,34,35,37,38,39,40,41,42],mild:10,millimet:[7,34,35],million:[1,33,34,38,39],mimic:[13,39,40],min:[1,3,6,9,10,42],min_:[1,3,6,15,18,33,34,35,42],min_samples_leaf:10,mind:[1,7,14,23,27,33,34,35,36,37,38],mindboard:5,mine:[25,33],mini:[2,12,13,14,22,28,37,40,41],minibatch:[2,12,14,41,42],minibathc:[14,38,39],miniforge3:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],minim:[1,2,3,4,6,7,8,9,10,11,12,13,14,15,18,19,22,27,34,35,36,38,39,40,41],minima:[1,2,8,14,33,37,38,39,41,42],minimum:[1,2,3,7,9,10,12,14,34,36,37,38,39,41,42],minmaxscal:[1,34,41,42],minor:30,minst:[2,41,42],minu:[8,37],mirjalili:33,mirror:10,misc:[7,27],misclassif:[9,10,11],misclassifi:[9,11],miser:1,mismatch:[2,40,41],miss:[1,8,11],mistak:5,mit:32,mix:[2,3,33,40,41,42],mixtur:[14,22,38,39],mk:[10,26],mkdir:[1,7,8,10,33,34,36,37],ml:[1,2,11,14,26,27,28,34,37,38,39,40,41,42],mlab:30,mlbook:33,mle:[6,8,37],mlp:[2,39,40,41,42],mlpclassifi:[2,39,40,41,42],mlpregressor:[1,33],mlq:42,mm:26,mml:34,mn:[13,30,39],mnist:[2,12,28,40,41,42],mod:30,mode:[29,31,33,41,42],model:[0,3,4,6,8,9,10,11,12,14,15,16,17,19,20,22,23,25,27,30,32,34,35,36,37,38],model_select:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],moder:11,modern:[1,7,8,25,33,36,37,40,41,42],modif:[3,13,14,38,39,42],modifi:[0,1,2,4,6,8,9,11,13,14,33,34,35,37,38,39,40,41,42],modul:[0,1,10,12,26,33,35],modular:30,modulo:30,moe:[12,34],moment:[6,7,14,22,30,35,36,41,42],moment_correct:[41,42],momentum:[24,28,40,41,42],momentum_schedul:[41,42],mondai:33,monitor:[14,22,38,39],monoton:[6,13,30,35,36,39,40,41,42],mont:[1,7,25,30,32,33,36],moor:[6,7,35],more:[1,2,3,5,6,8,9,10,11,12,13,14,15,19,23,24,25,28,30],moreov:[1,4],morten:[0,31,33,34,35,36,37,38,39,40,41,42],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,25,27,30,33,34,35,36,37,38,39,40,41,42],mostli:[2,12,40,41],motion:[1,14,38,39],motiv:[2,5,40,41],move:[1,5,6,7,8,10,13,14,15,22,23,24,27,30,34,35,36,37,38,39,40,41,42],mpl:[1,8,33,37],mpl_toolkit:[3,7,14,27,37,38,42],mplot3d:[3,7,14,27,37,38,42],mplregressor:[2,41,42],mse:[1,5,6,7,10,11,16,17,18,20,24,27,28,33,34,35,36,37,41,42],mse_der:24,mse_simpletre:11,mselassopredict:[6,35],mselassotrain:[6,35],mseownridgepredict:[7,35],msepredict:[6,35],mseridgepredict:[1,6,7,35,37],msetrain:[6,35],msle:[1,33],mt:[0,8,13,37,39,40,41],mu0:30,mu1:30,mu2:30,mu:[1,7,12,14,30,33,36,38,39],mu_1:34,mu_:[7,30,34,35,36],mu_i:[7,34,35],mu_n:12,mu_x:30,much:[1,2,3,4,5,6,7,9,10,11,12,13,14,23,24,26,27,30,33,34,35,36,38,39,40,41,42],multi:[1,2,4,8,25,33,37],multiarrai:23,multiclass:[0,2,8,37],multidimension:[12,13,33,39,40],multilay:[2,41,42],multinomi:[0,8,37],multipl:[0,3,5,6,7,8,13,14,24,30,34,36,37,38,39,40],multipli:[4,6,7,12,14,26,30,34,35,38],multiplum:9,multivari:[1,3,11,12,25,30,33,42],multivariate_norm:[12,15],murphi:[12,32,33],must:[2,3,6,7,9,11,13,14,15,24,30,34,36,37,38,39,40,41,42],mutat:[8,37],mutual:[2,4,7,14,36,37,38,40,41,42],mx_:30,myenv:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,33,35,37,39],myriad:[1,16,25,33],mz1:30,mz2:30,n1:26,n2:26,n:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],n_0:[13,30,39],n_:[2,3,4,9,13,30,39,41,42],n_boostrap:[7,11,36],n_bootstrap:[7,36],n_categori:[2,4,41,42],n_cluster:15,n_compon:12,n_data:[0,39],n_epoch:[14,22,38,39,41,42],n_estim:11,n_examples_to_gener:5,n_featur:[2,40,41,42],n_filter:4,n_hidden:[3,42],n_hidden_neuron:[1,2,33,40,41,42],n_i:30,n_input:[1,2,4,34,40,41,42],n_instanc:10,n_iter:[37,38],n_iter_i:[0,10,12],n_job:11,n_k:15,n_l:[13,30,39],n_layer:[2,41,42],n_m:10,n_neuron:[2,41,42],n_neurons_connect:4,n_neurons_layer1:[2,41,42],n_neurons_layer2:[2,41,42],n_output:[40,41],n_point:15,n_sampl:[7,9,10,11,15,36,39,40],n_split:[7,36,37],n_step:5,n_t:[3,42],n_x:[3,42],nabla:[2,14,37,38,41,42],nabla_:[3,14,22,37,38,39,42],nabla_w:[14,38,39],nafter:[41,42],nag:[14,38,39],naimi:[1,33],naiv:[0,8,37],naive_kmean:15,najafi:[31,33],name:[1,2,4,5,6,7,8,9,10,11,13,14,15,16,23,25,26,27,30,31,33,34,35,36,37,38,39,40,41,42],nameerror:[11,27],namespac:[4,5,15],nan:[41,42],narrow:[14,38,39],nary_f:24,nary_op_arg:24,nary_op_kwarg:24,nary_oper:24,nation:[2,6,35,36,41,42],nativ:[25,33],natur:[1,2,5,9,10,13,14,27,28,30,32,33,37,38,39,40,41,42],navier:[13,39,40],nb:30,nb_:26,nbconvert:33,nbviewer:10,nd:15,ndarrai:[7,41,42],nderiv:[41,42],ndim:38,ne:[10,11,26,30,34],nearest:[2,4,7,12,41,42],nearli:[14,37,38],neat:33,neatli:[],neccesari:[7,36],necess:[3,42],necessari:[1,2,4,5,9,15,33,40,41,42],necessarili:[1,5,12,30,33],necesserali:[6,35,36],neck:[8,37],need:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,22,23,24,26,28,30,34,35,36,37,38,39,40,41,42],neg:[0,1,2,4,6,7,8,11,14,26,30,33,35,36,37,38,39,40,41,42],neg_mean_squared_error:[7,36,37],neglect:30,neglig:30,neighbor:[4,7,12],neither:[5,14,38,39],neq:[14,15,30,37,38],nerual:[41,42],nervou:[13,39,40],nest:[10,13,39],nesterov:[14,38,39],net:[3,5,13,39,40,42],netlib:[26,33],network:[1,10,14,22,23,24,25,32,34,38],network_input_s:[23,24],neural:[0,1,14,22,23,24,25,32,34,37,38],neural_network:[1,2,3,33,39,40,41,42],neuralnetwork:[2,24,41,42],neuralnetworksanddeeplearn:[28,40,41],neuron:[2,3,4,5,13,41,42],neutal:[],neutral:[1,33],neutron:[1,33],never:[2,5,7,10,30,36,40,41,42],new_box:[3,23,24],new_chang:[14,22,38,39],new_hobbit:33,new_root:24,new_trac:24,newaxi:[1,4,7,10,23,36,37],newli:[1,33],newton:[2,8,9,14,30,40,41,42],next:[1,2,3,4,5,6,7,8,9,10,14,15,22,23,24,33,34,35,37,38,39,40,41,42],next_guess:[14,38],next_input:5,ng:[2,40,41,42],ngini:10,nhow:[41,42],ni:[15,22],nice:[1,2,6,12,24,33,34,35,36,41,42],nielsen:[28,40,41],nine:[40,41],niter:[14,22,37,38,39],nitric:1,nlambda:[1,6,7,35,36,37],nlp:32,nm:30,nm_n:[1,33],nmse:[7,36],nn:[3,6,7,13,26,35,36,39],nn_model:[2,41,42],nnmin:[3,42],node:[2,3,4,10,11,13,23,24,28,39,42],node_constructor:24,nois:[1,5,6,7,9,10,11,14,16,17,20,27,33,34,35,36,37,38],noise_dimens:5,noisi:[2,7,20,27,36,41,42],non:[1,2,4,6,7,8,10,11,12,13,14,15,22,23,26,30,33,34,35,36,37,38,39,40,41,42],noncommerci:28,none:[0,1,2,3,5,6,10,11,14,24,30,33,34,35,36,37,40,41,42],nonlinear:[4,7,9,10,12,13,36,39,40],nonneg:[7,10,14,36,37,38],nonparametr:7,nonsens:30,nonsingular:26,nonumb:[0,4,8,9,14,22,26,37,38,39],nor:[2,5,14,24,38,39,40,41],norm:[1,2,6,7,9,12,14,18,33,34,35,36,37,38,39,40,41,42],normal:[0,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,23,25,26,27,28,30,33,34,35,37,38,39,42],normali:[26,33],norwai:[7,27,28,33,36,39],notat:[1,3,6,7,14,15,22,30,33,34,35,36,38,40,41,42],note:[0,1,2,3,4,5,6,7,8,9,12,13,14,15,16,17,24,25,26,28,30,32,33,36,37,38,40,41,42],notebook:[1,2,4,10,16,23,24,25,27,28,33,40,41,42],notesoct21:42,notesseptember16:37,notesseptember30:39,notfounderror:[4,5,15],noth:[2,3,6,9,13,15,30,34,35,39,40,41,42],notic:[5,6,13,14,24,26,30,33,35,38,39,40,41],notimplementederror:[41,42],notion:4,notrace_primit:[],noutput:[41,42],novel:[4,7,11,37],novemb:[2,29,31,33,41,42],now:[0,1,3,5,6,7,8,9,11,12,13,15,16,17,18,23,24,25,26,27,28,30,33,34,37,40],nowadai:[1,2,4,10,25,33,40,41,42],nox:1,np:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],npr:[3,42],nsampl:[7,10,36,37],nt:[3,42],ntrained_model:[7,35],nu:30,nuclear:[6,34],nuclei:[1,30,33],nucleon:[1,33],nucleu:[1,33],num:5,num_coordin:[3,42],num_equ:[41,42],num_featur:[0,39],num_hidden_neuron:[3,42],num_it:[3,42],num_iter:[0,22,39],num_neuron:[3,42],num_neurons_hidden:[3,42],num_not:[41,42],num_point:[3,42],num_tre:11,num_valu:[3,42],number:[0,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,23,26,27,28,29,31,33,35,36,37,41],numberid:[8,37],numberparamet:4,numer:[1,6,7,10,11,12,13,14,18,22,23,25,26,32,33,34,35,36,37,38,39,40],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,23,24,25,27,30,34,35,36,37,40,41,42],numpy_box:[],numpy_vjp:[],numpy_wrapp:[],nunmpi:[6,34],nvalu:10,nx:[3,42],nx_test:[7,35],nx_train:[7,35],nx_train_mean:[7,35],ny:[30,41,42],ny_pr:[7,35],ny_train:[7,35],ny_train_mean:[7,35],o:[1,7,8,9,10,12,16,22,26,31,32,33,37,39],obei:[7,12,14,34,35,38],obj:[],object:[1,2,3,5,7,9,11,26,33,38,40],obliqu:[6,34],observ:[1,2,4,6,7,8,9,10,11,12,13,14,15,30,35,36,37,38,39],obtain:[0,1,2,6,7,8,9,10,11,13,14,15,18,22,26,27,28,30,33,34,35,36,37,38,39,40,41,42],obviou:[6,7,12,30,34],obviouli:33,obvious:[1,5,6,7,22,26,28,33,35,36],oc:34,occupi:1,occur:[1,3,7,9,10,24,26,30,33],oct:28,octob:[0,22,23,24,29,31,33,39],od:1,odd:[0,1,4,8,33,34,37],odenum:[3,42],odesi:[3,42],odin:33,oen:1,off:[2,4,5,6,10,14,20,30,35,36,38,39,41,42],offer:[7,12,25,26,29,31,33,36],offic:[31,33],offici:[29,33],offlin:[23,24],often:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,17,23,25,26,27,30,33,34,36,37,38,39,40,41,42],ofter:[26,33],og:[41,42],ol:[1,14,16,17,18,19,28,33,34],old:[2,6,11,14,35,36,37,38,41,42],ols_sk:7,ols_svd:7,olsbeta:[1,6,35],omega:[3,4,7,42],omega_0:4,omit:[1,6,33,34,35,36],omlmp_kkie0:37,onc:[2,7,10,12,14,36,37,38,39,40,41,42],one:[0,1,2,4,5,6,7,8,9,10,11,12,14,15,20,22,23,25,26,27,28,30,31,33,34,35,36,39],one_hot_predict:23,onehot:[2,41,42],onehot_vector:[2,41,42],onehotencod:10,ones:[1,3,6,7,9,10,11,12,14,22,23,24,26,27,33,34,35,36,37,38,42],ones_lik:5,ong:34,onl:4,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,20,22,23,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],onlin:[12,29,40,41,42],onto:[6,12,34],open:[1,2,5,7,8,10,16,25,27,29,31,33,36,37,41,42],oper:[1,2,4,6,7,11,12,13,14,16,23,24,25,30,33,34,35,36,38,39,41,42],operation:30,oplu:30,opmiz:[14,38,39],opportun:1,oppos:[7,14,38,39],opposit:[2,6,9,34,40,41],opt:[2,6,28,33,35,40,41,42],optim:[1,3,4,5,6,7,8,10,11,12,15,16,17,18,19,20,22,23,24,27,28,35,36],optimis:[2,4,41,42],option:[0,1,2,4,6,7,9,10,12,22,26,27,28,34,35,36,39,41,42],optmiz:[2,9,14,22,34,38,39,40,41,42],oral:33,orang:1,order:[1,2,3,4,6,7,8,9,10,11,12,13,16,17,23,26,27,28,30,33,34,35,36,37,40,41,42],ordinari:[1,3,4,8,12,14,16,17,18,20,22,25,28,36,37,38,39],oreilli:[32,33],org:[0,1,4,5,10,12,22,23,25,26,27,28,32,33,35,38,39,40,42],organ:[7,8,11,26,36,37],orgin:40,orient:[2,6,30,34,35],origin:[1,4,6,7,9,12,13,14,26,33,34,36,38,39],orthogn:[6,34],orthogon:[1,6,7,9,12,14,18,26,33,34,35,38],orthonorm:[6,34,35],os:[1,2,5,6,7,8,9,10,31,33,34,35,36,37,41,42],oscar:[2,40,41],oscil:[4,14,38,39],oserror:[1,4,5,8,15,37],oslo:[0,1,16,25,27,28,29,31,33,34,35,36,37,38,39,40,41,42],osx:[1,16,25,27,33],other:[1,2,3,4,6,7,8,9,11,14,15,16,20,23,24,25,28,29,30,31,32,35,36,38],otherwis:[1,2,5,8,14,22,26,28,33,37,38,39,41,42],ouput:[6,8,13,35,36,37,42],our:[0,2,3,4,7,8,9,10,11,13,15,16,17,18,19,20,22,23,25,26,27,28,30,35,36,39,42],ourmodel:1,ourselv:[1,6,7,9,12,14,33,34,35,36,37,38],out1:[],out2:[],out:[1,2,3,5,6,7,8,9,10,11,12,13,14,17,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],out_deriv:[41,42],out_fil:10,outcom:[1,8,10,11,13,30,34,37],outdoor:10,outer:[7,13,14],outfil:5,outgrad:[],outlier:[1,9,33,34],outlin:[7,11,12,36],outlook:10,outperform:11,output:[0,1,2,4,5,6,7,8,9,10,11,13,14,17,23,24,26,27,28,30,33,34,35,36,37,38,39],output_bia:[2,41,42],output_bias_gradi:[2,40,41,42],output_func:[41,42],output_nod:[41,42],output_s:[],output_shap:5,output_weight:[2,41,42],output_weights_gradi:[2,40,41,42],outputlayer1:[13,39],outputlayer2:[13,39],outsid:[5,24],over1:[14,38,39],over:[1,2,4,5,6,7,10,11,13,14,22,24,26,27,33,34,35,36,37,38,39,42],overal:[2,11,41,42],overcast:10,overcom:[13,14,38,39,40],overdetermin:[1,33],overfit:[1,2,4,7,10,11,14,22,36,38,39,40,41,42],overflow:[2,6,35,36,41,42],overflowerror:[41,42],overhead:[13,40,41],overlap:[0,4,8,9,10,37],overlin:[1,6,7,10,11,12,15,26,33,34,35],overst:1,overtrain:5,overview:[4,37],overwritten:[41,42],own:[5,6,7,9,13,14,22,24,25,26,27,35,38,39,40,41,42],owner:1,ownmsepredict:1,ownmsetrain:1,ownridgebeta:[1,7,35],ownypredictridg:1,ownytilderidg:1,oxid:1,p0:[3,42],p1:[3,42],p:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,18,26,30,33,34,35,36,37,38,40,41,42],p_:[3,5,9,10,42],p_hidden:[3,42],p_i:[6,30,35,36],p_j:30,p_n:30,p_output:[3,42],p_x:30,pa:40,pack:[1,33],packag:[0,1,2,3,4,5,6,7,8,9,10,12,14,15,16,22,23,24,25,27,28,30,34,35,37,38,39,41,42],packtpub:33,packtpublish:33,pad:[4,5],page:[1,10,25,33,35,36,37,38],pai:[1,2,10,14,38,39,40,41],pair:[1,3,4,10,25,30,33,42],panda:[0,1,5,6,7,8,10,12,16,25,27,35,36,37],panel:33,paper:[2,42],paradigm:[1,33],parallel:[11,14,22,25,26,33,38,39],param:[3,42],param_distribut:37,param_grid:37,paramat:[3,42],paramet:[1,2,3,4,5,6,7,8,9,10,11,13,14,17,18,19,20,22,23,24,27,28,30,35,36,42],parameter:[1,7,11,27,33,34],parametr:[1,7,16,17,33,34,36],paramt:[4,6,35,36,40],parent:[24,40],parent_argnum:[],part:[1,2,3,4,6,7,11,18,19,22,23,24,26,29,30,31,33,35,36,39],partial:[0,1,2,6,7,8,9,11,12,13,14,17,23,30,33,34,35,37,38,40,41],particip:[25,29,31,33],particl:[1,5,14,30,33,38,39],particular:[1,2,3,4,6,7,10,11,12,13,14,17,27,30,32,33,34,35,36,37,38,39,40,41,42],particularli:[6,7,9,12,14,22,30,34,36,37,38,39],partit:[2,5,10,41,42],partli:[7,33,36],pass:[3,4,13,15,23,37,40],passkwarg:[],password:[27,28],past:[11,30],patch:[7,30,36],path:[1,4,5,7,8,10,15,16,25,33,34,36,37],pathcollect:[22,39],patient:[8,37],patter:5,pattern:[1,4,5,13,29,32,33,39,40],pauli:[1,33],pc:[12,25],pca:[0,1,8,25,33,34,37],pd:[0,1,5,6,7,8,10,12,33,34,35,36,37],pde:[3,42],pdf:[1,4,5,6,7,10,17,21,27,28,32,33,35,36,37,39,42],pedagog:[1,33,34],penal:[7,34,35],penalti:[7,14,27,34,35,37,38],penros:[6,7,35],pentagon:[14,37,38],peopl:[1,2,10,14,25,38,39,40,41,42],per:[1,2,7,23,29,31,33,36,40,41,42],perc_print:[41,42],percentag:[1,11,12,31,41,42],perceptron:[0,1,2,8,33,37],peregrin:33,perfect:[1,2,14,22,33,38,39,41,42],perfectli:[5,7,36],perform:[1,3,4,5,6,7,9,11,12,13,14,15,16,17,18,20,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40],performac:5,perhap:[1,6,14,33,34,35,37,38],perimet:[2,10,41,42],period:[2,5,30,41,42],permut:12,persist:[14,38,39],person:[6,7,8,29,31,33,34,35,36,37],perspect:32,pertin:[13,28,33,40,41,42],petal:[9,10],peter:[32,34],petersen:[40,41,42],phantom:30,phase:[7,13,39,40],phd:42,phenomena:30,phi:9,phi_k:9,philipp:[40,41,42],philosophi:[14,38],phone:[31,33],photo:5,php:28,phrase:[1,33],physic:[0,1,2,5,8,13,14,28,30,31,32,33,34,35,36,37,38,39,40,41,42],pi:[0,3,4,6,7,8,10,13,14,30,35,36,37,38,39,40,41,42],pick:[2,10,11,12,14,15,38,39,41,42],pickl:[2,41,42],pictur:[1,33],pie:[25,33],piec:[12,15,23],pillow:[1,16,25,27,33],pinv:[6,7,14,22,34,35,38,39,40],pip3:[1,2,16,27,33,41,42],pip:[1,2,16,25,27,33,41,42],pipelin:[1,7,9,11,34,36],pippin:33,pit:5,pitfal:[7,34,35],pitt:[13,39,40],pixel:[2,4,5,41,42],pixel_height:[2,4,41,42],pixel_width:[2,4,41,42],place:[1,5,7,9,14,26,27,33,36,37,38],plai:[1,4,5,6,7,9,12,24,25,33,34,35,36,37,40,41],plain:[9,11,13,14,15,22,28,37,38,40,41],plan:[7,10,31,32,33,41],plane:[9,10],plateau:[6,35],platform:[25,33],plausibl:[13,39,40,41],pleas:[0,10,12,14,27,28,31,33,38,39],plenti:[2,40,41],plethora:[4,13,39,40],pliahhy2ibx9hdharr6b7xevztgzra1p:[39,40,41],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,22,23,25,26,27,28,30,33,34,35,38,39,40,41,42],plot_all_sc:[27,35],plot_confusion_matrix:[0,8,11,37],plot_count:7,plot_cumulative_gain:[0,8,11,37],plot_data:[2,41,42],plot_dataset:9,plot_decision_boundari:[10,11],plot_import:11,plot_iris_dataset:23,plot_max:5,plot_min:5,plot_model:5,plot_numb:5,plot_predict:9,plot_regression_predict:10,plot_result:5,plot_roc:[0,8,11,37],plot_surfac:[3,7,14,27,38,42],plot_train:10,plot_tre:[10,11],plqvvvaa0qudcjd5baw2dxe6of2tius3v3:[39,40,41],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],plu:[1,4,6,8,33,34,35,37],pluggabl:[4,5,15],plugin:[4,5,15],pm:[9,36],pmatrix:[3,42],pml:32,pn:4,png:[1,5,7,8,10,33,34,36,37],point:[0,1,2,3,4,6,7,8,9,10,11,12,14,15,16,17,18,20,22,26,27,30,31,33,34,36,37,38,39,41,42],point_1:5,point_2:5,poisson:[25,30,33],poli:[7,9,36,37],poly100_kernel_svm_clf:9,poly3:1,poly3_plot:1,poly3dcollect:38,poly_degre:[41,42],poly_featur:[9,10],poly_features10:10,poly_fit10:10,poly_fit:10,poly_kernel_svm_clf:9,polydegre:[1,6,7,11,34,35,36],polygon:[14,37,38],polym:[13,39,40],polymi:27,polynomi:[1,6,7,8,9,10,11,12,16,17,18,20,22,27,28,33,34,36,37,39,40],polynomial_featur:[7,36],polynomial_svm_clf:9,polynomialfeatur:[1,7,9,10,34,36,37],polytrop:[1,7,33,36],pool:4,pool_siz:4,poor:[2,14,22,37,38,39,40,41],poorli:[1,34],pop:[],popul:[1,6,33,34,35,36],popular:[1,2,4,7,8,9,10,12,13,16,25,26,27,30,34,37,39,40,41],popularli:[1,33],portabl:11,portion:[12,14,22,38,39],pose:[1,5,6,7,12,30,33,36],posit:[1,2,3,4,6,8,9,11,12,14,15,23,24,26,30,33,34,35,36,37,38,39,40,41,42],possibl:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,20,22,23,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41],posterior:[6,35,36],postpon:[1,33,34],postscript:[27,28],postul:[6,35,36],potenti:[1,4,6,7,13,14,33,34,35,36,38,39,40],pott:[13,39,40],power:[1,2,6,7,9,10,13,14,33,34,36,38,39,40,41,42],pp:[6,7,19,35,36,37,40,41,42],practic:[0,1,6,7,8,9,23,27,28,30,34,35,36,37],practition:[1,2,4,33,40,41,42],pre:33,precalcul:40,preced:[2,12,13,30,39,41,42],preceed:[5,41,42],preceq:9,precis:[1,3,6,12,14,26,27,28,30,33,34,35,36,38,39,40,42],pred:[7,36,38,39],pred_train:[41,42],pred_val:[41,42],predicit:1,prediciton:[41,42],predict:[0,1,2,6,7,8,9,10,11,16,17,24,25,27,32,33,34,35,36,37,39,40,41,42],predict_prob:[2,41,42],predict_proba:[0,8,11,37,39,40],predictor:[1,6,7,8,10,11,12,33,34,35],prefer:[1,2,7,9,10,12,14,16,25,27,28,33,40,41],prepar:[1,7,26,27,28,33,34],preprocess:[0,1,5,7,8,9,10,11,12,27,35,36,37,41,42],prerequisit:1,prescript:[27,28],presenc:[14,38,39],present:[1,6,7,8,10,13,14,22,26,27,28,30,33,34,35,38,39,40,41,42],preserv:[4,12,26],press:[14,32,37,38,40,41,42],pretrain:[2,5,40,41],pretti:[1,5,9,10,16,23,25,27,33],prev_centroid:15,prevent:[14,30,38,39],previou:[1,2,3,4,5,6,7,9,11,12,13,14,22,23,24,26,27,28,30,34,37,38,39,40,41,42],previous:[3,4,10,11,30,42],price:[1,5,10,14,38,39],primal:9,primari:[1,8,33,37],prime:30,primit:[3,23,24],princip:[0,1,6,8,25,33,34,37],principl:[1,7,8,9,15,33,36,37],print:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,22,23,24,26,30,33,34,35,36,37,38,39,40,41,42],print_funct:[9,10],print_length:[41,42],printout:[1,33],prior:[1,6,7,33,35,36],privat:1,pro:28,prob:[2,30,41,42],probabilist:[1,32,33,34],probabl:[0,1,2,4,5,7,8,11,14,23,25,33,34,37,38,39,40,41,42],problem:[0,1,4,5,6,7,8,9,10,11,12,13,17,18,25,26,27,28,30,36],probml:32,proce:[1,6,7,8,9,10,11,12,14,26,33,34,35,36,38,40],procedur:[3,5,6,7,9,11,12,14,22,27,34,35,36,37,38,39,42],proceed:26,process:[1,3,5,7,10,11,13,14,16,22,25,26,27,30,32,33,36,37,38,39,40],prod:32,prod_:[2,6,8,35,36,37,41,42],produc:[1,4,5,6,7,10,11,12,13,14,25,26,27,30,33,34,35,36,38,39,40],product:[1,2,4,6,7,8,9,13,14,17,22,25,26,33,34,35,36,37,39,40,41,42],profess:[1,33],progag:28,program:[1,2,5,6,7,9,13,15,16,17,22,25,26,29,30,31,33,34,39,41],programm:26,progress:[2,5,15,38,40,41,42],prohibit:[7,36],project1:[7,27],project:[1,2,3,4,6,12,14,18,19,20,21,22,24,25,29,31,34,35,36,38,39,40,41,42],project_root_dir:[1,7,8,10,33,34,36,37],projectwrit:27,promin:[13,39,40],promis:9,promot:[31,33],prone:[10,23,40],pronounc:[14,25,33,38,39],proof:[1,12,13,14,33,36,37,38,40],prop:[41,42],propag:[3,4,14,23,24,28,38,39],proper:[1,3,7,8,27,36,42],properli:[2,7,9,11,14,22,27,28,38,39,40,41],properti:[1,2,4,13,14,17,18,26,33,36,38,39,40,41,42],propgag:40,proport:[1,2,6,10,12,14,17,30,33,34,38,39,41,42],propos:[2,5,7,11,27,28,33,40,41],propto:[6,14,35,36,37,38,39],proton:[1,33],prove:[4,14,37,38,39],provid:[1,2,4,5,6,7,9,10,11,13,14,16,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],proxi:[2,14,22,38,39,40,41],prune:10,pseudo:[26,30,38],pseudocod:[27,28],pseudoinv:[6,35],pseudoinvers:[6,7,35],pseudorandom:[7,30,36],psycholog:[1,33],pt:[14,38],publish:[40,41,42],punish:[1,2,33,41,42],pure:[4,10,30],purest:10,puriti:10,purpos:[1,4,11,13,15,23,33,39,40],put:[2,41,42],py:[0,1,2,3,4,5,6,7,8,9,10,12,15,22,23,24,33,35,36,37,38,39,41,42],py_tf:[4,5,15],pycod:33,pydata:25,pydot:10,pyhton2:33,pylab:[1,8,33,37],pypi:25,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],pythagora:[6,35,36],python2:[1,16,27,33],python3:[0,1,3,4,5,7,8,9,10,12,15,16,22,23,24,25,27,33,35,37,39],python:[2,3,4,5,6,7,9,12,13,14,15,17,22,23,24,27,28,30,34,35,38,39,40,41,42],pytorch:[1,25,27,28,33,40,41,42],q:[6,7,9,12,30,34,36,41,42],qp:9,qquad:[3,12,14,26,38,39,42],qr:[6,7,26,34],quad:[2,14,26,38,41,42],quadrat:[1,9,10,14,16,17,33,38],qualit:[5,10,27,28,30],qualiti:[1,10,16,17,25,33,34,40],quantifi:[2,40,41],quantil:11,quantit:[1,7,10,27,28,33,36],quantiti:[1,3,6,7,8,10,11,12,13,15,17,26,30,33,34,35,36,37,40,41,42],quantum:[5,13,32,33,39,40],quartil:[1,34],quasi:40,quench:6,queri:10,question:[1,6,7,10,12,13,14,27,31,33,34,35,36,38,39,40,41],qugan:5,quick:[5,30],quickli:[2,4,10,12,14,37,38,40,41,42],quit:[2,6,7,10,11,13,24,34,36,39,40,41,42],quot:5,r2:[1,6,7,28,33,34,35,37],r2_score:[1,33],r2score:[1,33],r:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,24,25,26,27,30,34,35,36,37,38,39,40,41,42],r_1:10,r_2:10,r_j:10,r_m:10,rad:1,radial:[1,9,13,39,40],radioact:30,radiu:[1,2,10,34,41,42],rag:[],rain:10,rais:[1,4,5,8,15,24,35,37,41,42],ramp:[2,40,41],ran0:30,ran1:30,ran2:30,ran3:30,rand:[1,5,6,7,10,11,14,16,17,22,23,24,26,33,34,35,36,37,38,39,41,42],randint:[7,10,14,22,36,38,39],randn:[1,2,3,6,7,10,12,14,16,17,22,23,24,33,34,35,36,37,38,39,40,41,42],random:[1,2,3,4,5,6,7,9,10,14,15,16,17,22,23,24,25,26,27,33,34,35,36,38,39,40,41,42],random_forest_model:11,random_index:[14,22,38,39],random_indic:[2,4,41,42],random_st:[0,1,8,9,10,11,12,37,39,40],randomforestclassifi:11,randomizedsearchcv:37,randomli:[2,7,10,14,15,22,36,37,38,39,41,42],randuniform:37,rang:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,22,23,24,26,30,33,34,35,36,37,38,39,40,41,42],rangl:[1,7,12,30,33,34],rangle_x:30,rank:[6,34],rankdir:5,raphson:[2,9,14,41,42],rapidli:1,rare:[0,2,14,33,37,38,39,40,41,42],rasbt:42,raschka:[28,33,34,35,36,37,38,39],rasckha:33,rashcka:[40,41,42],rashkca:[40,41,42],rate:[1,2,3,4,5,9,10,11,13,14,28,37,40],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,26,30,33,34,35,36,37,38,39,40,41,42],ratio:[0,5,8,10,11,12,37],rational:[1,33],ravel:[0,6,7,8,9,10,11,12,14,26,34,36,37,38,41,42],raw:4,rbf:[9,12,13,39,40],rbf_kernel_svm_clf:9,rbf_pca:12,rc:[1,30],rc_temp:[1,8,37],rcond:[1,33,34],rcparam:[1,2,4,8,9,10,11,30,33,37,41,42],re:[3,5,14,23,37,38,42],reach:[0,2,5,6,7,10,11,12,13,14,15,35,36,37,38,39,40,41,42],read:[1,3,4,5,6,7,8,9,12,13,17,22,26,27,28,29,30,32,35,38],read_csv:[1,7,8,10,33,36,37],read_fwf:[1,33],reader:[1,7,26,30,33,34,35],readi:[1,2,6,7,9,11,12,13,26,27,33,35,36,40,41,42],readili:[2,41,42],readthedoc:25,real:[0,1,2,5,8,11,12,13,24,26,34,36,37,39,41,42],real_loss:5,real_output:5,realist:9,realiti:30,realiz:[2,13,39,41,42],realli:[1,2,33,40,41,42],rearrang:[14,38,39],reason:[1,2,4,5,11,14,32,33,37,38,39,40,41],reassign:[2,41,42],reat:[41,42],reber:[41,42],recal:[6,7,10,11,12,13,24,26,30,33,34,35,36,37,38,40,41],recast:4,receiv:[2,4,11,13,30,39,40,41,42],recent:[1,2,3,4,5,7,8,11,14,15,22,23,24,27,32,33,35,36,37,38,39,40,41,42],recept:[4,13,39,40],receptive_field:4,recip:[1,7,8,26,27,28,33,34,37],reciproc:[6,35],recogn:[1,5,6,11,33,35,36],recognit:[1,2,4,13,29,32,33,39,40,41],recommen:33,recommend:[1,3,4,5,6,7,9,14,16,19,22,23,24,25,26,27,28,32,35,36,38,39],reconsid:10,reconstruct:12,record:[11,27,28,29,31,33,38,39],recreat:23,rectangl:[10,14,37,38],rectangular:[6,34],rectifi:[2,4,13,39,40,41,42],recur:[1,25,33],recurr:[1,2,25,33,41],recurs:[10,25,26,33],red:[1,4,5,7,9,10,22,36,38,39],redefin:[1,11,33,34],redefinit:35,reduc:[2,4,6,7,10,11,12,14,22,33,35,36,37,38,39,41,42],reduct:[1,11,12,25,30,33,34],refer:[0,1,2,3,4,6,7,10,12,13,14,15,21,26,28,32,33,34,36,37,38,39,40,41,42],referenc:[3,40,41,42],refin:[13,39,40],refit:[7,36],reflect:[1,2,5,6,27,28,30,33,41,42],refresh:[25,33],refreshprogrammingskil:33,reg:[11,12],regard:[2,10,14,38,40,41],regardless:[13,39,40,41],region:[4,5,7,10,13,27,39,40],regist:[7,27,30],reglasso:[6,35],regr_1:[1,10],regr_2:[1,10],regr_3:[1,10],regress:[2,9,12,13,16,17,22,25,26,41,42],regressor:[1,8,11,33,37,41,42],regridg:[1,6,7,35,37],regular:[0,1,4,5,6,7,8,10,14,18,28,31,33,34,35,36,38,39,40],regularis:7,reilli:[1,16,32,33],reinforc:[1,9,25,33],reiniti:[41,42],reiter:[2,41,42],reject:8,rel:[0,1,5,7,8,10,13,14,23,30,33,34,36,37,38,39,40,41],relat:[1,2,4,5,6,12,14,15,26,30,33,35,36,38,39,40,41],relationship:[1,5,10,33],relativeerror:[1,33,34],releas:[2,25,28,33,41,42],relev:[0,1,2,6,8,12,16,22,25,27,28,30,33,35,42],reli:[1,7,9],reliabilti:[27,28],reliabl:[8,30,37],relu:[4,5,23,24,28,33],relu_d:24,remain:[2,3,5,7,13,26,30,34,35,36,37,39,40,41,42],remaind:30,reman:[3,42],remark:[2,40,41],rememb:[1,9,14,23,24,26,27,28,33,38,39],remind:[1,6,12,14,26,30,34,35,36],remov:[1,5,6,7,34,35],render:[1,10,33,34],reorder:[0,6,8,34,35,37],reorgan:[1,33],repeat:[1,2,4,5,6,7,10,11,12,14,15,22,26,27,28,30,33,35,36,37,38,39,40,41,42],repeat_to_match_shap:[],repeated:33,repeatedli:[1,7,11,14,36,38,39],repet:4,repetit:[7,33,34,36,37,38],rephras:[14,37,38],replac:[1,2,4,5,6,7,11,13,15,16,17,22,25,27,28,33,34,35,36,37,40,41,42],replica:[7,36],repo:[27,28],report:[21,33,38,39],reportexampl:[21,27],reportsampl:21,repositori:[1,5,27,28,33],repres:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,28,30,33,34,35,36,37,38,39,40,41,42],represent:[1,2,4,7,10,30,33,36,37,41,42],representd:4,reproduc:[1,6,7,10,13,16,17,25,27,30,33,34,40,41,42],repuls:[1,33],request:[1,3,14,22,38,39],requir:[1,2,4,5,6,7,9,10,12,13,14,18,26,33,34,35,36,37,38,39,40,41],rerun:[10,41,42],res1:[3,42],res2:[3,42],res3:[3,42],res_analyt:[3,42],res_analytical1:[3,42],res_analytical2:[3,42],res_analytical3:[3,42],resaml:[7,27],resampl:[1,8,11,20,25,33,34,37,38,41,42],rescal:[1,12,13,34,39],rescu:[6,35,36],reseach:[7,27],research:[1,5,14,22,23,24,25,32,33,38,39],resembl:[7,30,36],reserv:[2,6,7,30,35,36,41,42],reset:[41,42],reset_weight:[41,42],reshap:[1,2,3,4,5,7,9,10,11,16,17,26,33,34,36,41,42],residenti:1,residu:[1,6,14,33,38],resiz:[6,34],resourc:33,respect:[0,1,2,3,4,6,7,8,9,11,12,13,14,15,17,18,22,23,24,27,30,33,34,35,36,37,38,39,40,41,42],respond:[13,39,40],respons:[1,8,10,13,33,34,37,39,40],rest:[1,6,23,24,34],restat:[1,13,33],restor:5,restored_discrimin:5,restored_gener:5,restrict:[1,4,10,13,33,39,40,41,42],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,22,23,24,25,26,27,28,30,33,36,37,38,39,42],result_typ:23,retail:1,retain:[6,7,34,36,37],rethink:36,retriev:33,return_data:15,return_sequ:5,return_x_i:10,reus:[2,4,7,19,20,21,24,27,28,40,41],reveal:[1,13,33,39,40],revers:[2,24,26,41,42],review:[25,26],revisit:[15,40],revolut:33,reward:[1,5,33],rewrit:[0,1,4,6,7,8,9,11,12,13,14,20,26,27,30,35,37,38,39,40,41],rewritten:[3,7,9,11,30,36,42],rewrot:[14,37,38],rf:11,rgb:4,rgoj5yh7evk:25,rh:[7,36],rho2:[41,42],rho:[1,11,14,22,33,38,39,41,42],rho_1:11,rho_2:11,rho_m:11,rich:[1,33],ride:10,rideclass:10,ridedata:10,ridg:[0,8,12,14,22,25,28,33],ridge_sk:7,ridgebeta:[6,35],ridgecv:37,right:[0,1,2,3,4,6,7,8,9,10,11,13,14,15,17,18,20,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],right_sid:[3,42],rightarrow:[1,2,6,7,9,12,13,14,30,33,34,36,37,38,39,40,41,42],rigor:[1,33],ring:7,rise:[1,33],risk:[1,14,16,17,33,37,38,39],rival:5,river:1,rlm:33,rm:[1,30,41,42],rms_prop:[41,42],rmse:1,rmsporp:[14,22,38,39],rmsprop:[2,4,5,14,28,40,41,42],rnd_clf:11,rng:30,rnn1:5,rnn2:5,rnn:[5,13,39,40],rnn_2layer:5,rnn_input:5,rnn_output:5,rnn_train:5,rntrick1:30,rntrick2:30,rntrick3:30,rntrick4:30,ro:[1,14,22,33,37,38,39],robert:[19,27,32],robust:[1,33],robustscal:[1,34],roc:[8,11],role:[1,3,6,7,9,25,33,34,35,36,37,40,41,42],roll:7,room:[1,31,33],root:[1,6,10,14,30,34,35,37,38,39],rot:33,rotat:[2,9,10,11,41,42],rotation_matrix:10,roughli:[2,4,40,41],round:[0,1,8,10,14,37,38,39,41,42],routin:[14,26,33,37,38],row:[1,2,3,6,7,10,12,23,26,33,34,35,36,41,42],row_stack:[],rr:[6,34],rrr:[6,34],rtol:23,rug:[14,37,38,39],rule:[1,2,6,7,14,23,24,27,33,34,35,36,38,39,42],run:[1,2,3,5,6,7,9,10,12,14,16,22,23,24,25,27,28,33,34,35,36,37,38,39,41,42],runtim:[2,7,15,40,41,42],runtimeerror:35,runtimewarn:[2,7,36,41,42],rust:[1,16,25,26,33],rvert:[2,41,42],rvert_2:[2,41,42],s:[1,2,3,4,5,6,7,8,10,12,13,14,17,18,19,23,24,25,26,27,28,30,33,34,35,40,41,42],s_1:7,s_:[4,7],s_i:[7,8,37],s_j:7,s_k:7,saddl:[14,37,38,39],safe:23,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,26,27,30,33,34,35,36,37,40,41,42],said:[7,10,14,37,38],sake:[0,1,6,8,12,33,34,35,37,40,41],sale:[1,33],sam:33,same:[1,2,3,4,5,6,7,9,10,12,13,15,18,23,24,26,27,30,33,34,35,37,40,41,42],samm:11,sampl:[0,1,2,3,4,5,6,7,8,9,10,11,14,15,16,17,20,22,25,26,27,30,33,34,35,36,37,38,39,40,41,42],sample_vari:15,sampleexptvari:30,samwis:33,sandboxmod:[23,24],sastri:12,satisfactori:[1,33],satisfi:[2,3,4,7,9,14,26,30,36,37,38,41,42],satur:[2,7,36,40,41],save:[1,5,7,8,10,14,22,24,33,34,36,37,38,39],save_fig:[1,7,8,10,11,33,34,36,37],savefig:[1,5,7,8,10,30,33,34,36,37],savetxt:5,saw:[6,34],scalabl:11,scalar:[3,6,7,11,24,34,35,36,38,40,41,42],scale:[0,1,2,4,6,7,8,9,10,11,12,13,14,16,17,18,22,24,25,26,27,28,31,33,35,37,38,39,40,41,42],scale_mean:5,scale_std:5,scaler:[1,8,9,10,11,12,27,34,35,41,42],scan:[6,8,35,36,37],scari:[6,35,36],scatter:[1,2,7,8,9,10,15,22,23,33,34,35,36,37,39,41,42],scenario:[7,14,37,38,39],schedul:[14,31,38,39],scheduler_arg:[41,42],schedulers_bia:[41,42],schedulers_weight:[41,42],scheme:[2,14,37,38,39,40,41],schrage:30,scienc:[0,1,2,11,13,14,25,29,30,31,32,37,38,39,40,41],scientif:[1,16,25,27,28,33,38,39,42],scientist:[1,33],scikit:[0,4,6,7,9,10,11,14,22,23,25,26,27,28,29,32,39,40],scikit_learn:[1,17],scikitlearn:33,scikitplot:[0,8,11,37],scipi:[1,4,6,7,14,16,25,26,27,33,34,35,36,37,38],scl:7,score:[0,1,2,4,7,8,10,11,12,16,17,23,27,28,31,33,34,36,37,38,39,40,41,42],scores_kfold:[7,36,37],scratch:[2,14,39,40,41],sdg:[14,22,38,39],sdv4f4s2sb8:39,seaborn:[0,1,2,4,7,8,22,28,33,37,41,42],seamless:[1,16,25,27,33],seamlessli:[41,42],search:[1,2,4,6,10,14,33,35,38,39,40,41,42],sebastian:[33,40,41,42],sebastianraschka:[28,33,42],sec:7,second:[0,1,3,4,5,6,7,8,9,10,12,13,15,16,17,23,24,25,26,27,28,30,31,33,34,36,37,40,41,42],second_correct:[41,42],second_mo:[22,38,39],second_term:[22,38,39],secondeigvector:12,secondli:[13,40,41,42],section:[5,12,17,18,26,27,30,34,35,37,38,39],sector:1,see:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,19,22,23,24,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],seed:[1,2,3,4,5,6,7,9,10,12,14,15,16,17,22,23,27,30,33,34,35,36,37,38,39,40,41,42],seed_imag:5,seek:[2,3,9,40,41,42],seem:[2,4,5,38,39,40,41,42],seemingli:[1,33],seen:[1,2,4,6,11,13,18,30,33,41,42],segment:[14,37,38,41,42],seismic:7,seldomli:[1,33],select:[2,6,7,9,10,11,12,18,27,28,29,30,31,32,33,34,35,36,41,42],self:[0,1,2,6,8,22,24,33,34,35,37,39,41,42],sell:5,semest:[0,8,29,37],semi:[9,14,37,38],semilogx:7,send:[6,13,14,23,24,31,33,38,39,40],senior:[29,31],sens:[1,5,7,9,23,27,33,36],sensibl:[4,23],sensit:[1,6,7,10,14,33,34,35,36,39],sent:[3,23,40,41,42],sentdex:[39,40,41],sentenc:[5,13,39,40],separ:[1,2,3,5,7,9,10,13,15,16,23,24,25,27,30,33,36,39,40,41,42],septemb:[18,19,20,21,27,33],sequenc:[3,4,5,8,10,11,13,14,25,26,30,33,37,38,39,40],sequenti:[2,4,5,11,13,30,39,40,41,42],seri:[1,2,3,4,5,6,7,11,12,13,14,26,33,34,35,36,37,38,39,40,41,42],serif:[1,8,30,33,37],serv:[1,2,3,4,6,8,14,22,27,32,33,34,35,36,37,38,39,40,41,42],servic:[27,28],session:[2,21,27,29,31,33],set:[0,2,5,6,7,8,9,11,12,14,15,17,18,22,23,24,25,26,27,28,30,31,35,36,38,39],set_major_formatt:[7,27],set_major_loc:[7,27],set_tick:[2,7,9,41,42],set_ticklabel:[2,7,41,42],set_titl:[0,1,2,3,4,8,13,15,33,37,39,40,41,42],set_xlabel:[0,1,2,3,4,8,13,33,37,39,40,41,42],set_xlim:[0,8,13,37,39,40,41],set_xticklabel:[2,41,42],set_ylabel:[0,1,2,3,4,8,33,37,41,42],set_ylim:[0,8,13,37,39,40,41],set_ytick:[0,8,37],set_yticklabel:[2,7,41,42],set_zlim:[7,27],seth:5,setminu:[7,37],setosa:[9,10],setosa_or_versicolor:9,setp:[7,36],setup:[2,5,7,9,22,24,25,28,33,34,40,41],sever:[1,4,6,7,8,9,10,12,13,14,22,25,26,28,30,33,34,35,36,37,38,39,40],sgd:[2,4,22,28,37,41,42],sgd_clf:9,sgdclassifi:9,sgdreg:[14,37,38],sgdregressor:[14,37,38],sgn:[6,34,35],shallow:[14,38,39],shape:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,15,16,17,23,24,26,33,34,35,36,37,38,39,40,41,42],shape_bas:[],share:[2,4,33,40,41,42],she:[8,37],shell:[22,39],shift:[2,7,13,30,35,39,40,41],ship:4,shire:33,shortcom:[14,37,38,39],shorten:5,shorter:30,shorthand:[33,36],shortli:[26,33],should:[1,3,4,6,7,9,10,12,13,16,17,22,23,24,26,27,28,30,33,34,35,36],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,20,22,26,27,30,33,34,35,36,37,38,39,40,41,42],show_shap:5,shown:[0,1,5,6,9,10,12,13,14,22,26,34,37,38,39,40,41,42],shrink:[4,6,7,9,12,27,34,35],shrinkag:[6,7,34,35],shrunk:12,shuffl:[1,2,5,7,14,22,34,36,37,38,39,41,42],sickit:[40,41],side:[1,3,6,9,13,14,26,28,33,35,36,37,38,39,40,41,42],sigh:[25,33],sigma0:30,sigma1:30,sigma2:30,sigma:[0,1,2,6,7,8,11,12,13,14,18,19,20,26,27,30,33,34,35,36,37,38,39,40,41,42],sigma_0:[6,34,35],sigma_1:[6,34,35,40,41],sigma_2:[6,34,35,40,41],sigma_:[6,26,33,34,35,36],sigma_fn:[0,8,13,37,39,40,41],sigma_i:[1,6,33,34,35],sigma_j:[6,18,34,35],sigma_m:[7,30,36],sigma_n:[12,30],sigma_t:[14,38,39],sigma_x:30,sigmoid:[0,2,3,5,8,9,11,13,23,24,28,37,38,39,42],sigmoid_autograd:24,sigmoid_d:24,sigmundson:[7,34,35],sign:[2,3,8,9,11,30,31,37,39,41,42],signal:[2,4,11,13,39,40,41],signifi:5,signific:[2,40,41],significantli:[2,14,22,30,37,38,39,40,41,42],sigurd:33,sim:[5,6,7,14,19,27,30,35,36,38,39],similar:[1,2,3,4,5,6,7,8,9,10,11,12,15,18,25,26,27,28,33,35,36,37,40,41,42],similarli:[1,2,4,6,9,11,14,21,30,33,34,35,40,41],similiar:[41,42],simpl:[0,2,3,4,6,7,8,9,11,12,13,15,16,17,18,20,22,24,25,26,27,28,30,36,42],simplefilt:[41,42],simplepredict:11,simpler:[1,2,6,7,8,14,17,20,22,25,27,28,33,35,38,39,41,42],simplernn:5,simplest:[1,2,4,5,10,11,13,15,33,39,40,41,42],simpletre:11,simpli:[1,2,3,5,6,7,9,10,11,12,13,16,25,26,27,28,30,33,34,35,36,39,40,41,42],simplic:[0,3,6,7,8,9,10,11,12,13,15,34,35,37,39,40,41,42],simplicti:[6,34],simplif:40,simplifi:[1,7,10,16,25,27,33,34,35,36,40],simplist:[4,7,30,36],simul:[7,36],simultan:[7,36],sin:[1,2,3,4,5,10,13,14,22,26,33,38,39,40,41,42],sinc:[0,1,2,3,4,6,7,8,9,10,11,12,14,22,23,24,26,28,30,32,33,34,35,36,37,38,39,40,41,42],sine:[4,13,39,40,41],singl:[0,1,2,3,4,6,7,8,9,10,13,14,23,24,26,28,30,33,34,35,36,37,38,41,42],singular:[1,7,14,26,27,33,35,36,37,38],sinusoid:4,site:[0,1,3,4,5,7,8,9,10,12,15,22,23,24,27,28,29,33,35,37,39,42],situat:[1,5,6,8,14,22,30,33,34,37,38,39],six:[4,30,40],size:[1,2,3,4,5,6,7,9,10,11,12,14,22,23,24,26,27,28,30,33,35,36,37,38,39,40,41,42],skeleton:24,sketch:11,ski:10,skill:1,skip:12,skl:[1,7,33,34,35],sklearn:[0,1,2,4,6,7,8,9,10,11,12,14,15,23,24,33,34,35,36,37,38,39,40,41,42],skplt:[0,8,11,37],skrankefunct:[41,42],sl:[7,35,37],slack:9,slice:[3,26,33,42],slide:[1,4,16,17,27,28,30,33,34,36,38,40,41,42],slight:[7,14,36,38,39],slightli:[0,2,3,4,6,7,8,11,30,34,35,36,37,40,41,42],slope:[9,12,13,39],slow:[1,3,9,14,34,37,38,39,42],slower:[6,26,33,34,35],slowest:26,slowli:13,slp:[2,41,42],small:[1,2,3,4,6,7,9,10,11,12,13,14,22,23,24,25,26,27,30,33,34,35,36,37,38,39,40,41,42],smaller:[1,2,3,6,7,9,10,12,14,23,30,33,34,35,36,37,38,39,40,41,42],smallest:[1,5,15,16,17,33,37],smallest_row_index:15,smooth:[1,4,7,10,14,27,33,37,38],sn:[0,1,2,4,7,8,33,37,41,42],sne:12,sneak:33,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,19,20,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],soar:7,social:1,soft:[0,2,8,11,13,37,39,40,41,42],soften:9,softmax:[0,4,8,23,37,40],softmax_vec:23,softwar:[1,9,16,25,26,40],sol1:23,sol:9,sole:[1,7,33],solid:[1,8,37],solut:[1,2,3,4,6,7,9,11,12,14,18,19,23,26,27,28,30,33,34,35,36,37,38,39,40,41],solution_ev:38,soluton:[3,42],solv:[1,2,4,6,7,9,11,12,13,14,26,27,28,33,34,39,40,41],solve_expdec:[3,42],solve_ode_deep_neural_network:[3,42],solve_ode_neural_network:[3,42],solve_pde_deep_neural_network:[3,42],solveod:[3,42],solveode_popul:[3,42],solver:[0,3,8,9,10,11,12,22,26,33,37,39,42],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,23,24,27,30,33,35,36,39,41,42],some_model:[7,34,35],somehow:5,someth:[0,1,2,4,5,8,10,12,27,28,30,33,34,37,40,41,42],sometim:[1,2,12,13,14,15,33,34,38,39,40,41],somewhat:[39,40],soon:[26,31,34],sophist:[1,33],sopt:[14,38],sort:[6,7,10,12,30,34,36],sound:[4,6,35,36],sourc:[1,2,4,7,16,25,26,27,28,30,33,36,41,42],space:[1,2,5,6,9,10,12,13,14,15,22,30,34,35,36,37,38,39,40,41],span:[1,4,6,10,12,26,33,34],spare:[2,40,41,42],spars:[4,7,26,33],sparse_mtx:[26,33],sparsecategoricalcrossentropi:4,sparsiti:11,spatial:[2,3,4,13,39,40,41,42],speak:30,special:[7,8,11,13,14,26,30,33,34,35,37,38,40,41],specif:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,25,26,27,28,30,32,33,34,35,36,37,39,40,41],specifi:[0,1,4,6,7,8,10,12,14,15,22,27,30,33,35,36,37,38,39,41],specifici:[1,11,33],spectacular:4,spectral:[2,41,42],speech:[1,2,4,5,13,39,40,41],speed:[2,3,5,14,38,39,40,41,42],spend:30,spent:[27,28],sphere:[1,34],spin:7,spite:1,spline:9,split:[2,4,5,6,7,9,10,11,12,15,18,23,24,27,30,35,36,37,41,42],splite:1,splitter:[2,11,41,42],spontan:30,spot:4,spread:[1,12,30,33,34],spring:[41,42],springer:[19,27,32,33,36],spuriou:[14,22,38,39],sqquar:35,sqrsignal:4,sqrt:[1,4,5,6,7,9,11,12,14,18,22,30,34,35,36,38,39,40,41,42],squar:[0,2,3,4,5,8,9,10,12,14,15,16,17,18,20,22,25,26,28,30,36,37,38,39,40,41,42],squarederror:11,squaredeuclidean:15,squash:[13,39,40,41],squeez:[],srtm:[7,27],srtm_data_norway_1:[7,27],stabil:[6,27,28],stabl:[0,1,5,6,7,10,12,25,27,33,34,35],stack:[4,5],stage:[6,14,22,27,28,38,39,40,41,42],stai:[1,3,5,6,12,18,33,34,41,42],stand:[1,6,10,13,33,34,35,39],standadscal:34,standard:[1,2,5,6,7,8,9,11,13,16,17,18,20,22,26,27,28,30,33,35,37,39,40,41,42],standard_basi:[],standardscal:[1,7,8,9,10,11,12,34,35],stanford:[14,37,42],start:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,21,23,24,26,28,30,31,33,34,36,37,38,40,41,42],start_box:24,start_nod:24,start_tim:15,starting_point:[22,39],stat:[7,36,37],state:[0,2,3,5,6,7,8,9,11,12,13,14,25,28,30,34,35,36,37,38,39,40,41,42],statement:[0,1,8,26,33,37],stationari:[37,38],statist:[0,1,2,4,5,8,10,11,12,13,14,15,19,26,27,29,32,34,37,38,39,40,41],statu:[0,1,8,10,12,33,37],stavang:[7,27],std:[1,5,7,33,34,36],stdout:[41,42],steep:[14,22,37,38,39],steepest:39,step:[0,1,2,3,5,7,8,10,11,12,13,14,15,22,24,26,27,33,40,41,42],step_fn:[0,8,13,37,39,40,41],step_length:[14,38,39],step_siz:38,steps_list:10,stereo:4,still:[1,3,4,6,7,12,14,18,23,24,30,36,37,38,39,40,42],stimuli:[13,39,40],stk2100:[32,33],stk3155:[16,27,28,29,31],stk4021:[32,33],stk4051:[32,33],stk4155:[29,31],stk5000:32,stk:[32,33],stochast:[1,2,6,7,9,12,13,16,17,24,27,33,35,36,37,40,41,42],stock:5,stoke:[13,39,40],stone:[1,8,27,37,40],stop:[0,2,5,10,12,14,15,22,37,40,41,42],stopiter:[1,8,37],storag:[6,34],store:[1,2,3,4,7,12,14,24,27,30,33,38,39,41,42],storehaug:[31,33],str:[2,4,5,41,42],straight:[1,7,9,14,33,36,37,38],straightforward:[1,3,4,6,7,9,10,11,14,26,33,34,35,36,37,38,42],strategi:[1,2,10,33,41,42],stratifi:[7,36],strength:[1,6,15,34],stretch:12,strict:[9,14,37,38],strictli:[9,14,37,38],stride:[5,26],strike:7,string:[2,41,42],stroke:[8,37],strong:[4,7,10,11,13,26,30,36,39,40],strongli:[1,9,24,25,26,28,41,42],stronli:1,structur:[1,2,3,4,7,10,11,13,24,25,33,36,37,38,39,41,42],stuck:[2,14,37,38,39,40,41,42],student:[1,27,28,29,31,32,33,42],studi:[1,4,5,6,7,8,9,12,13,14,18,20,22,25,27,28,32,33,34,35,38,39,40,41,42],studier:32,stuff:[23,24],style:[1,8,10,26,33,37],sub:[10,13,39,40],subarg:24,subdivid:[1,26,33],subfield:1,subject:[7,9,30],submit:33,subplot:[0,1,2,4,5,7,8,9,10,11,15,23,33,36,37,41,42],subplots_adjust:[9,30],subprogram:[26,33],subract:[1,34],subroutin:[1,33],subscript:[2,41,42],subsequ:[2,5,6,7,13,26,30,34,36,39,40,41,42],subset:[2,7,10,13,14,25,33,36,37,38,39,40,41,42],subspac:[1,9,12,34],substanti:[10,11],substep:12,substitut:[4,7,13,26,36,39],subsubset:10,subtask:7,subtl:[2,40,41],subtract:[1,5,6,7,12,14,18,22,26,27,30,35,36,38,39,41,42],subtre:10,subval:24,succeed:[1,5,33],success:[4,8,10,14,30,37,38],successfulli:[5,10],sudo:[1,16,25,27,33],suffer:[1,2,3,6,11,33,34,35,40,41,42],suffici:[2,7,9,12,14,36,37,38,41,42],suggest:[2,14,27,28,32,38,40,41],suit:[9,13,39,40],suitabl:[1,30,34],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,22,23,26,27,30,33,34,35,37,38,39,42],sum_:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,26,27,28,30,33,34,35,36,37,38,39,40,41,42],sum_i:[1,3,6,7,9,14,18,20,27,34,35,36,38,39,42],sum_j:7,sum_ja_:1,sum_k:[7,9,13,26,40,41,42],sum_logist:[14,38],sum_m:4,sum_n:4,sum_nx_:4,summar:[6,7,10,28,35,36,37,39],summari:[2,4,5,11,22,28,29,35,41,42],summat:[1,4,17,34],sunni:10,superconduct:35,superfici:4,superscript:[2,13,39,40,41,42],supervis:[1,6,7,8,10,13,25,33,34,36,37,39,42],supplement:[0,8,27,37],support:[1,2,10,11,12,14,23,25,33,34,38,40,41,42],suppos:[0,1,6,7,8,9,11,12,13,14,26,33,34,35,36,37,38,39,40],suppress:[6,9,14,35,38,39],sure:[1,2,5,7,23,24,27,40,41,42],surf:[7,27],surfac:[1,7,27,33],surpass:7,surpris:[1,33],surround:[4,25],survei:[1,6,7,33,34,35,36],svc:[9,10,11],svd:[1,7,12,18,33,36],svdinv:[6,35],svm:[9,10,11,12],svm_clf:[9,11],swap:23,swath:[6,34],sy:[14,37,38,41,42],symbol:[2,4,5,6,12,14,15,25,30,33,34,35,38,39,40,41,42],symmeteri:[2,41,42],symmetr:[1,6,9,12,13,14,26,33,34,38,39,40],symmetri:[7,10],sympi:[1,16,25,27,33,40],synonim:30,syntax:14,syntaxerror:9,system:[0,1,2,4,5,7,8,10,11,13,14,16,25,26,27,33,37,38,39,40,41,42],systemat:[5,7,36],t0:[4,7,14,22,38,39],t1:[3,14,22,38,39,42],t2:[3,42],t3:[3,42],t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,36,37,38,39,40,41,42],t_0:[3,10,14,38,39,42],t_1:[14,38,39],t_:[3,42],t_b:11,t_batch:[41,42],t_i:[2,3,6,13,28,34,41,42],t_j:13,t_k:10,t_test:[41,42],t_train:[41,42],t_val:[41,42],tabl:[10,27,28,30,31,33,39,40],tabul:[1,33],tabular:33,tackl:5,tag:[3,4,5,6,7,8,13,14,15,22,26,30,34,37,38,39,40,41,42],tagrget:40,taht:[1,33],tail:30,tailor:[3,9,12,33,40,42],taiwan:[1,33],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,22,23,24,25,26,30,33,34,35,36,37,38,39,40,41,42],taken:[1,2,4,7,11,14,23,26,33,36,38,41,42],tan:4,tangent:[2,5,13,14,37,38,39,40,41,42],tanh:[0,2,5,8,9,13,37,38,39,40,41,42],target:[0,1,2,4,5,6,7,8,9,10,11,12,13,23,24,28,33,34,35,36,37,38,39,40,41,42],target_iscomplex:[],target_meta:[],target_nam:[10,23],target_ndim:[],target_shap:[],task:[1,2,4,7,10,12,13,15,21,23,27,33,36,39,40,41,42],tau:[4,6,30,35,36],taught:33,tax:1,taylor:[3,14,37,38,40,42],taylornr:[14,37,38],tba:[],tc:9,td:[2,7,33,36,38,41,42],teach:33,team:[2,41,42],teaser:1,technic:[1,6,7,14,16,27,33,34,38,39],techniqu:[1,2,9,11,14,25,30,32,33,34,36,37,38,39,40,41],technolog:[1,2,41,42],tell:[1,5,7,11,12,14,30,36,38,39],temp1:[2,41,42],temp2:[2,41,42],temp:[2,41,42],temperatur:[1,10,33],temporarili:[2,40,41],ten:[4,18,33,40],tend:[4,6,7,9,10,11,13,14,15,22,34,35,36,38,39],tendenc:[1,33],tension:[7,36],tensor:4,tensordot:[],tensordot_adjoint_0:[],tensordot_adjoint_1:[],tensorflow:[1,3,5,9,15,16,25,26,27,28,29,32,33,34],term1:[6,7,12,27,34],term2:[6,7,12,27,34],term3:[6,7,12,27,34],term4:[6,7,12,27,34],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,20,22,27,30,33,34,35,37,38,39,42],termin:[1,5,6,10,11,14,16,22,33,34,38,39],terrain1:[7,27],terrain:[7,22,27,28],test:[0,4,5,6,7,8,9,10,11,14,18,20,22,23,26,27,30,36,37,38,39,40],test_acc:4,test_accuraci:[2,4,41,42],test_error:7,test_imag:[4,5],test_ind:[7,36,37],test_input:5,test_label:[4,5],test_loss:4,test_pr:[2,41,42],test_predict:[2,41,42],test_rnn:5,test_scor:[0,8,11,37],test_siz:[1,2,4,6,7,11,33,34,35,36,37,41,42],test_split:10,tester:35,testerror:[1,7,34,36],testi:5,testpredict:5,testx:5,text:[1,2,3,5,6,9,10,12,14,16,22,26,28,30,32,34,36,37,38,39,41,42],textbook:[17,18,22,27,28,34,36],textual:10,textur:[2,10,41,42],tf:[2,4,5,14,15,37,38,41,42],tf_loadlibrari:[4,5,15],th:[0,1,2,3,6,7,8,10,13,14,15,16,17,26,27,30,33,34,35,36,37,38,39,40,41,42],than:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,18,23,25,28,30,33,34,35,36,39,40,41,42],thank:[5,7,34,35,42],thats:[41,42],theano:[2,25,33,41,42],thei:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,24,26,27,30,33,34,35,36,37,38,39,40,41,42],them:[1,2,4,5,7,9,10,11,12,13,14,23,26,27,28,33,34,35,38,39,40,41,42],theme:[1,33,38],themselv:[1,30,33],thenc:[7,36],theorem:[0,3,7,8,34,37,39,41,42],theoret:[1,5,11,33],theori:[1,2,4,9,10,13,14,19,25,27,32,33,35,38,39,40,41,42],thereaft:[1,6,7,12,13,16,17,18,26,27,28,33,36,40,41,42],therebi:[1,6,8,12,33,34,35,37,40],therefor:[0,1,2,3,4,5,7,8,9,12,14,30,33,34,36,37,38,39,41,42],therein:12,thereof:[1,7,14,33,36,38,39],thesi:[],theta:[2,5,14,22,30,38,39,40,41,42],theta_:[2,14,38,39,41,42],theta_i:[2,41,42],theta_linreg:[14,22,38,39],theta_t:[14,38,39],thetaand:[39,40],thetaor:[39,40],thetaxor:[39,40],thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,25,26,27,28,29,30,32,34,35,36,37,38,39,41,42],thing:[0,1,2,3,5,6,8,10,23,24,30,33,35,36,37,40,41,42],think:[1,2,4,5,7,10,13,14,15,30,33,36,37,38,39,40,41,42],third:[1,4,7,14,22,31,33,37,38,39],thirti:[0,8,37],thorughout:33,those:[1,4,6,7,9,10,11,12,22,26,27,28,29,33,34,36,40],though:[2,3,4,5,14,23,24,26,30,38,39,41,42],thought:[7,15,27,28,30,36],thousand:[1,2,27,34,38,39,40,41],three:[1,2,4,6,7,9,10,13,16,23,26,27,29,30,31,33,34,35,36,37,39],threshold:[2,4,10,11,12,13,14,38,39,40,41,42],through:[1,2,3,4,5,6,7,9,12,13,14,15,23,24,25,26,30,33,34,35,36,37,38,39,41,42],throughout:[1,5,6,15,25,26,30,33,41,42],thu:[1,2,3,6,7,8,9,11,12,13,14,22,27,31,33,34,35,36,37,38,39,40,41,42],thumb:[1,7,27,33,34],thursdai:[31,34],tibshirani:[7,19,27,29,32,33,36],tick:7,tick_param:7,ticker:[7,14,27,30,37,38],tif:[7,27],tight_layout:[0,2,8,37,41,42],tightli:12,tild:[1,6,7,8,12,16,17,18,19,20,27,30,33,34,35,36,40,41,42],till:[0,1,5,8,9,10,11,13,26,33,34,35,37,40,41,42],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,22,23,24,25,26,27,28,30,33,34,35,36,37,40,41,42],timeit:5,timer:5,tini:[2,40,41],tip:4,titl:[1,2,3,4,5,7,8,9,10,11,14,22,23,27,30,33,36,37,38,39,40,41,42],tmp:[14,38,39],tn:[3,4,8,42],to_categor:[2,4,5,41,42],to_categorical_numpi:[2,41,42],to_numer:[1,7,33,36],todai:4,togeth:[1,4,7,9,12,14,22,24,25,33,38,39,42],toi:[15,38,39],told:[14,38],toler:[3,7,15,23,42],tolist:5,tomographi:[13,39,40],too:[1,3,5,6,7,10,12,14,16,30,32,33,34,36,37,38,39,42],took:[9,33],tool:[1,2,4,7,14,25,34,36,38,39,40,41],toolbox:9,top:[1,4,6,7,10,11,19,25,33,35,36],topic:[1,6,7,8,9,25,27,28,34,35,37],topograph:27,topolog:[2,4,13,39,40,41],toposort:[],torkjellsdatt:[31,33],toss:[11,30],total:[0,1,2,3,4,5,7,8,9,10,11,12,13,14,15,16,17,26,28,30,31,33,34,36,37,38,40,41,42],total_loss:5,totalclustervari:15,totalscatt:15,toward:[2,3,8,13,14,27,37,38,41,42],towardsdatasci:[38,39],town:1,tp:[5,8],tpng:10,tpu:[14,22,25,33,38,39],tqdm:7,tr:34,trace:[3,23,24],trace_stack:24,traceback:[1,2,3,4,5,7,8,11,14,15,23,24,27,33,35,37,41,42],tracer:[3,23,24],track:[4,14,15,24,26,34,37,38,39],tract:1,tractabl:[1,33,34],trade:[6,10,20,35,36],tradeoff:[1,6,20,27,33,34,35,37],tradit:[1,2,5,7,33,36,41,42],train:[3,4,6,7,9,10,11,12,13,14,18,20,22,27,28,35,36,37,38,39],train_acc:[41,42],train_accuraci:[1,2,4,33,41,42],train_dataset:5,train_end:[1,2,34,41,42],train_error:[7,41,42],train_imag:[4,5],train_ind:[7,36,37],train_label:[4,5],train_network:23,train_pr:[2,41,42],train_siz:[1,2,4,34,41,42],train_step:5,train_test_split:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],train_test_split_numpi:[1,2,34,41,42],trainable_vari:5,trained_model:[7,34,35],trainerror:[1,34],traini:5,training_checkpoint:5,training_dataset:5,training_gradi:[14,22,38,39],training_gradient_fun:[38,39],training_loss:[38,39],trainingerror:[7,36],trainpredict:5,trainscor:5,trainx:5,trait:[1,33],trajectori:5,trajectory_i:[22,39],trajectory_x:[22,39],transfer:10,transform:[0,1,6,7,8,9,10,11,12,13,14,22,23,25,26,33,34,35,36,37,38,39,40,41,42],transit:[7,13,39,40],translat:[2,5,7,11,33,34,35,41,42],transpos:[2,6,12,23,26,34,35,41,42],travers:[1,6],treat:[1,2,4,7,13,14,23,30,33,34,35,36,37,38,39,40,41,42],tree:[1,2,7,25,27,33,40,41,42],tree_clf:[10,11],tree_clf_:10,tree_clf_sr:10,tree_reg1:10,tree_reg2:10,tree_reg:10,trend:30,treue:8,trevor:[19,27,32],tri:[3,4,5,10,14,37,38,42],triain:1,trial:[1,3,5,7,14,30,33,36,37,38],triangl:[14,37,38],triangular:26,trick:[4,5,9,12,14,22,30,38,39],tricki:24,trickier:30,tridiagon:26,trigger:[1,8,37],trillion:25,trivial:[1,2,6,12,30,33,35,41,42],troubl:[1,9,13,23,24,34,40,41],truck:4,true_beta:[7,34,35],true_divid:[],true_fun:[7,36],truncat:[22,39,40],trust:10,tucker:9,tuesdai:[31,33,36,37,38,42],tumor:[0,8,10,28,37],tumour:[0,8,37],tunabl:[2,22,28,41,42],tune:[5,10,14,22,26,28,33,37,38,39],tup:[],tupl:[23,24,41,42],turn:[0,1,2,6,7,8,9,10,11,12,13,14,20,26,27,30,33,34,36,37,38,39,40,41,42],tutori:[2,5,41,42],tv:[3,42],tveito:[3,42],tvw1zdmznwm:39,tweak:[2,5,11,30,40,41,42],twice:[14,37,38],twist:12,two:[1,2,3,5,6,7,8,10,11,12,13,14,16,17,23,26,29,30,32,33,35,36,38,39,42],tx:[14,37,38,39,40],tx_1:[14,37,38],txt:5,ty:[14,37,38],type:[1,2,4,7,9,11,14,17,23,24,26,27,30,34,35,36,37,38,41],typeerror:[7,14,23,24],typic:[1,2,3,4,5,6,8,10,11,13,14,22,28,30,33,34,35,36,37,38,39,40,41,42],typo:[27,28],u:[1,3,6,7,9,11,12,13,18,26,33,34,35,39,40,42],u_:26,u_i:[13,39],u_m:11,ua:[1,33],ubuntu:[1,16,25,27,33],uci:[1,28],ufunc:23,uio:[23,27,28,31,32],un:15,unabl:[10,23],unari:[26,33],unary_f:24,unary_oper:24,unary_to_nari:24,unbalanc:[7,10,36,37],unbias:[1,6,7,33,35,36],unbroadcast:[],unbroadcast_f:[],uncent:[7,35],uncertainti:[1,6,33,35,36],uncertitud:30,unchang:[2,4,40,41],uncorrel:[11,30],undefin:[6,34],under:[1,2,6,7,11,14,16,17,25,27,28,33,34,35,36,37,38,41,42],underdetermin:[1,33],underfit:[2,7,36,40,41],underflowproblem:[6,35,36],undergo:[6,23,35,36],undergradu:[29,31],underli:[1,2,10,14,30,33,38,39,40,41],underset:[5,15],understand:[1,2,4,6,7,11,14,15,22,23,25,33,34,35,37,38,39,40,41,42],understood:[9,14,38,39],undesir:9,undetermin:[6,9,35,36],undo:5,unexpect:[7,14,36],unexpected:30,unfair:[7,34,35],unfortun:[2,9,10,11,40,41],unicode_liter:[9,10],uniform:[1,2,6,7,12,14,16,17,27,30,33,34,37,38,41,42],uniformli:[14,30,37,38,39],unifrompdf:30,unimport:[14,37,38],union:[6,7,35,36,37],uniqu:[1,3,7,14,15,26,33,36,37,38,42],unique_cluster_label:15,unit:[1,2,4,5,6,11,13,30,33,34,35,39,40,41,42],unitari:[6,7,26,34],unitarili:[26,33],uniti:30,univari:30,univers:[0,1,2,3,14,16,25,27,28,29,31,33,34,35,36,37,38,39,41,42],unix:[2,41,42],unknow:[1,26,33],unknown:[1,2,4,5,6,7,9,11,14,17,22,26,33,34,35,36,38,39,40,41,42],unknowwn:13,unlabel:[2,40,41],unless:[1,4,7,12,14,27,28,33,36,37,38,40],unlik:[2,4,9,14,37,38,39,40,41,42],unnecessarili:10,unord:4,unravel:[2,41,42],unrol:[4,12],unseen:[1,8,10,37],unstabl:[2,40,41],unsupervis:[1,2,5,13,25,33,39,40,41],unsymmetr:[26,33],until:[2,3,5,10,13,14,15,23,37,38,39,40,41,42],untouch:1,unusu:[13,39,40],up:[2,4,5,6,7,9,11,12,14,15,17,19,23,24,25,26,27,28,30,31,35,38],updat:[0,2,3,11,13,14,15,22,23,24,38,39],update_chang:[41,42],update_matrix:[41,42],update_weight:24,uploa:33,upload:[25,27,28,32],upon:[1,2,7,8,12,26,27,40,41,42],upper:[1,9,10,17,26,34],uppercas:[26,33],upsampl:5,upscal:5,uptad:40,ur:41,url:[1,8,33,34,37,39],us:[5,6,7,9,10,11,12,13,15,16,17,18,19,20,23,26,29,30,32,35,36],usa:[33,39],usag:[0,1,9,25,33,34,39,40],usd10000:1,usd:1,use_bia:5,usecol:[1,33],useless:[2,41,42],user:[0,1,2,3,4,5,7,8,9,10,12,15,16,22,25,26,27,33,34,35,37,39,41,42],usernam:[27,28],userwarn:[7,22,39],usetex:30,usg:[7,27],usr:30,usual:[0,1,4,5,8,13,14,15,33,37,38,39,40],ut:[6,35],utf:[1,8,37],util:[2,4,5,7,8,11,15,24,28,33,36,37,40,41,42],ux:26,v0:30,v1:30,v2:30,v8xr:[39,40,41],v:[3,5,6,7,12,14,18,22,24,25,34,35,38,39,40,41,42],v_0:12,va:[2,41,42],vahid:33,val:[14,38,39],val_acc:[41,42],val_accuraci:4,val_error:[41,42],val_loss:5,val_set:[41,42],vale:[3,42],valid:[0,1,2,5,8,10,11,14,22,25,28,30,33,34,38,39,40,41,42],validation_data:4,validation_split:5,valu:[0,1,2,3,4,5,7,8,9,10,11,13,14,15,16,17,20,22,23,24,25,26,27,33,38,39,40,41,42],valuat:10,valued_at_a:[41,42],valued_at_z:[41,42],valueerror:3,valy:5,van:[1,19,27,33,34,35,36],vandenbergh:[9,14,37,38],vandermond:[1,33],vanilla:[1,7,12,15,34,35],vanish:[2,5,14,30,37,38],var_x:30,varabl:9,varepsilon:[6,7,19,27,35,36],varepsilon_:[6,7,35,36],varepsilon_i:[6,7,35,36],vari:[1,2,4,6,7,11,16,17,23,33,36,40,41,42],variabl:[1,2,3,6,7,8,9,11,12,13,14,15,22,23,26,33,34,35,36,39,40,41,42],varianc:[1,2,6,8,10,11,12,14,15,19,20,22,25,26,30,33,34,37,38,39,40,41],variance_i:[6,12,34],variance_x:[6,12,34],variant:[1,2,7,9,13,14,33,34,37,38,39,40,41,42],variat:[4,5,12,33],varieti:[1,4,13,16,25,27,33,39,40],variou:[0,2,4,6,7,8,9,10,12,13,14,17,19,22,25,26,27,30,34,35,38,39,40,41,42],varydimens:5,vastli:4,vaue:[2,41,42],vault:1,vdot:[3,14,37,38,42],ve:[27,28],vec:[7,36],vector:[0,1,2,3,4,5,6,7,8,10,11,12,14,15,17,18,22,23,24,25,35,36,37,38,40,41,42],vector_mean:15,ventur:[1,9,16,25,33],verbos:[2,4,5,41,42],veri:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,23,24,27,28,30,32,33,34,35,36,37,38,39,40,41,42],verifi:[4,12,26,33],versatil:[9,33],versicolor:[9,10],version:[1,4,11,14,15,16,23,24,25,26,27,28,30,33,38],versu:[2,40,41],vert:[0,1,2,6,7,8,9,10,12,14,18,33,34,35,36,37,38,40,41,42],vert_1:[6,7,34,35,36],vert_2:[6,7,12,18,34,35,36],vi:[41,42],via:[0,1,6,7,8,9,10,11,12,13,16,20,25,26,27,29,30,31,33,34,35,36,37,39,40,41,42],vidal:12,video:[1,2,13,25,29,31,33,34,35,36,40,41,42],view:[2,4,6,7,13,14,22,30,32,33,35,36,38,39,41],vii:[41,42],viii:[41,42],violat:9,virginica:10,viridi:[1,2,3,4,33,41,42],virtual:[2,40,41],viscos:[14,38,39],viscou:[14,38,39],visibledeprecationwarn:[],vision:[1,4],visual:[1,4,12,13,16,25,33,34,39,40],visualis:[2,41,42],viz:[7,9,30],vjp:24,vjp_0:[],vjp_0_fun:[],vjp_1:[],vjp_1_fun:[],vjp_argnum:[],vjpfun:[],vjpmaker:[],vjpnode:24,vjps_dict:[],vkbntn:42,vmap:[14,38],vmax:[2,7,41,42],vmh0zpt0tli:39,vmin:[2,7,41,42],voic:4,volum:[1,4,33],volume18:42,von:[40,41,42],vote:11,voting_clf:11,votingclassifi:11,votingsimpl:11,vs:[1,5,7,38],vscode:[23,24],vspace:24,vstack:[6,12,26,30,33,34,41,42],vt:[6,34,35],w1:[9,23,24],w2:[9,12,23,24],w3:9,w:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,23,24,26,30,33,34,36,37,38,39,40,41,42],w_0:40,w_1:[9,26,40,41],w_1a_0:[40,41],w_1x:[40,41],w_1x_1:9,w_1x_:9,w_2:[9,26,40,41],w_2a_1:[40,41],w_2x_2:9,w_2x_:9,w_3:26,w_4:26,w_:[2,13,39,40,41,42],w_g:[23,24],w_hidden:[3,42],w_i:[2,3,11,40,41,42],w_ix_i:[13,39,40],w_j:26,w_m:26,w_output:[3,42],w_px_:9,w_px_p:9,wa:[1,2,3,4,5,6,7,8,11,12,13,15,18,23,26,27,33,34,35,36,37,39,40,41,42],wai:[1,2,3,4,5,6,7,8,9,11,12,13,14,15,18,23,24,26,28,30,33,34,35,37,38,41,42],walk:10,walker:30,wang:[1,33],want:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,23,24,25,27,28,30,33,34,35,36,37,38,39,40,41,42],warn:[5,9,41,42],warrant:[7,36,37],wast:[4,38,39],watch:[25,39,40,41,42],wave:4,wavelet:9,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24,25,26,27,28,29,30,31,32,34,35,36,37],weak:[10,11,15],weather:[2,13,39,40,41,42],web:[25,29,31,33],weblink:28,webpag:33,websit:[7,26,27,29,33],wedg:[9,30,40,41],wednesdai:[31,33,36,37,38,42],wee:12,week:[1,6,7,8,27,28,29,31],weekli:[17,25,27,31,32,33,39],weierstrass:40,weight:[0,1,2,3,4,7,8,10,11,13,14,23,24,27,28,30,37,38,39,40],weight_arrai:[41,42],weigth:[3,24,42],welchlab:[39,40,41],welcom:[9,25],well:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,17,20,21,22,23,24,25,26,27,28,30,32,33,34,35,36,37,38,39,40,41,42],went:9,were:[1,2,4,5,6,7,8,9,11,12,13,15,30,33,34,36,37,39,40,41,42],wessel:[1,19,27,33,34,35,36],what:[2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,23,24,25,26,27,28,30,37,38,39,40,41,42],whatev:[4,23],when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,17,18,19,22,23,24,26,27,28,30,33,34,35,36,37,40,41,42],whenev:[14,22,30,38,39,40],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,22,23,24,25,26,27,28,30,31,33,34,35,36,37,38,39,40,41,42],wherea:[7,30,36],wherefrom:27,wherein:[2,13,39,40,41,42],whether:[1,4,6,8,10,27,28,30,33,35,37],which:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,23,24,25,26,27,28,29,30,31,33,34,35,36,37],whichev:[2,4,41,42],white:10,whiteboard:[35,36,37,38,39,40,41,42],who:[1,29],whole:[2,4,5,6,10,12,14,23,35,36,38,39,41,42],whose:[1,7,11,30,34,36],whow:[12,34],why:[1,2,4,7,14,22,23,27,35,37,38,41],wide:[0,1,2,4,7,8,13,16,25,26,27,33,36,37,39,40,41,42],widehat:[7,36],width:[1,4,9,10,23,33],wieringen:[1,19,27,33,34,35,36],win:11,wind:10,wing:[31,33],winther:[3,42],wiothout:[7,34],wiscons:[0,8,37],wisconsin:[11,28,41,42],wisdom:[7,35],wise:[1,2,6,13,14,23,34,38,39,41,42],wish:[0,1,3,6,8,9,12,14,15,26,27,28,33,34,37,38,40,41,42],with_std:[1,34],wither:7,within:[0,1,3,4,5,8,10,13,14,15,23,30,32,33,37,38,42],withinclust:15,without:[1,2,6,7,9,10,12,13,14,22,28,33,34,35,36,38,39,40,41,42],wo5dmep_bbi:[39,40,41],won:[1,33,40],wonder:9,word:[1,2,4,5,6,7,8,15,30,33,34,35,36,41,42],work:[1,2,5,7,8,9,10,14,16,22,23,24,25,27,28,29,30,31,33,34,36,37,38,39,40,41,42],workshop:33,world:[1,9,34],worldwid:[1,33],wors:[1,2,4,5,7,33,36,40,41],worst:10,worth:[10,23],worthi:[27,28],would:[1,2,4,6,7,8,9,10,11,12,13,14,24,26,27,28,30,33,34,35,36,37,38,39,40,41,42],wrap:[7,26,33],wrap_util:24,wrapper:[23,24],write:[1,2,3,4,6,7,8,9,13,14,16,17,18,21,22,23,26,33,34,36,37,38,39,40,42],written:[1,3,4,6,12,13,14,17,25,26,27,28,30,33,34,35,36,37,38,39,40,41,42],wrong:[2,9,40,41,42],wrongli:11,wrote:[6,12,34],wrt:[11,14,22,23,24,38,39,40,41],wth:[11,14,22,38,39],wurstemberg:[40,41,42],www:[25,26,27,28,32,33,35,39,40,41,42],wx_1:9,x0:9,x1:[5,9,10,11,14,38,39],x1_exampl:9,x1d:9,x2:[9,10,11,14,38,39],x2d:[9,12],x2d_train:12,x2dsl:12,x3:[9,10],x4:10,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27,28,30,33,36,37,38,39,40,41,42],x_0:[1,6,12,26,33,34,35,36,40],x_1:[0,1,3,6,7,8,9,10,11,12,14,26,30,33,34,35,36,37,38,39,40,41,42],x_2:[0,1,3,6,7,8,9,10,11,12,14,26,30,33,34,36,37,38,39,40,41,42],x_3:[9,26,30,40],x_4:[26,40],x_5:40,x_:[1,3,4,6,7,9,11,12,14,15,19,24,26,27,30,33,34,35,36,37,38,40,42],x_batch:[41,42],x_center:12,x_data:[2,41,42],x_data_ful:[2,41,42],x_hidden:[3,42],x_i:[0,1,2,3,6,7,8,9,10,11,12,13,14,15,18,26,30,33,34,35,36,37,38,39,40,41,42],x_input:[3,42],x_ix_:[1,33],x_iy_i:9,x_j:[1,3,9,10,13,17,30,34,39,40,42],x_jy_j:9,x_k:[13,15,26,30,34,39],x_l:[30,40],x_m:[7,13,26,30,36,39],x_n:[1,3,4,7,9,12,13,14,26,30,33,36,37,38,39,40,42],x_new:[10,11],x_offset:[7,34,35],x_output:[3,42],x_p:[0,4,8,10,37],x_poli:10,x_poly10:10,x_pred:5,x_prev:[3,42],x_reduc:12,x_scale:9,x_small:[14,38],x_test:[0,1,2,4,6,7,8,10,11,12,33,34,35,36,37,41,42],x_test_own:7,x_test_scal:[1,7,8,10,11,12,34,35],x_tot:5,x_train:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],x_train_mean:[7,34,35],x_train_own:7,x_train_scal:[1,7,8,10,11,12,34,35],x_val:[2,41,42],xarrai:[25,33],xavier:[2,40,41],xbkjd4ccgq:33,xbnew:[14,37,38],xcode:[1,16,25,27,33],xdclassiffierconfus:11,xdclassiffierroc:11,xfin:23,xg_clf:11,xgb:11,xgbclassifi:11,xgboost:10,xgboot:11,xgbregressor:11,xgparam:11,xgtree:11,xi:[9,14,22,38,39],xi_1:9,xi_:9,xi_i:9,xinv:[35,39,40],xk:9,xla:[14,22,25,33,38,39],xlabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,23,27,30,33,35,36,37,38,39,41,42],xlim:[7,11,36],xm:10,xmesh:[14,38],xnew:[1,14,22,33,37,38,39],xp:30,xpanda:[1,34],xpd:[6,12,34],xplot:1,xs:10,xscale:[1,34],xsr:10,xt_x:[14,22,37,38,39],xtest:[7,36,37],xtick:[4,7,9,10,36],xtrain:[7,36,37],xu:[1,33],xx:[1,26,33],xy:[1,7,9,26,27,33],xytext:9,xz:[26,33],y1:5,y2:5,y3:5,y:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,26,27,30,33,34,35,36,37,38,39,40,41,42],y_0:[1,6,12,26,33,34,35,36],y_1:[1,6,9,10,12,14,26,33,34,35,36,37,38],y_1y_1:9,y_1y_1k:9,y_1y_2:9,y_1y_2k:9,y_1y_n:9,y_1y_nk:9,y_2:[1,6,9,10,12,26,33,34],y_2y_1:9,y_2y_1k:9,y_2y_2:9,y_2y_2k:9,y_3:[1,10,26],y_4:26,y_:[1,2,6,7,11,12,26,33,34,35,36,41,42],y_data:[1,2,6,7,33,34,35,37,41,42],y_data_ful:[2,41,42],y_decis:9,y_fit:[1,34],y_i:[0,1,2,6,7,8,9,10,11,12,13,14,16,17,18,19,20,26,27,28,33,34,35,36,37,38,39,40,41,42],y_if_:11,y_ix_:[1,33],y_ix_i:[0,8,9,14,34,37,38],y_iy_jk:9,y_j:[7,9,13,20,27,36,39,40,41],y_k:[13,39],y_m:26,y_model:[1,5,6,7,33,34,35,37],y_n:[9,14,37,38],y_ny_1:9,y_ny_1k:9,y_ny_2:9,y_ny_2k:9,y_ny_n:9,y_ny_nk:9,y_offset:[7,34,35],y_plot:10,y_pred1:10,y_pred2:10,y_pred:[0,1,2,5,7,8,9,10,11,34,35,36,37,41,42],y_pred_rf:11,y_pred_tre:11,y_predict:[0,39],y_proba:[0,8,11,37],y_scaler:[7,35],y_test:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],y_test_onehot:[2,41,42],y_test_predict:1,y_tot:5,y_train:[0,1,2,4,5,6,7,8,10,11,12,33,34,35,36,37,41,42],y_train_mean:[7,34,35],y_train_onehot:[2,41,42],y_train_predict:1,y_train_scal:[7,35],y_val:[2,41,42],yadav:42,yand:[39,40],ye:[4,7,8,36,37],year:[1,25,33],yet:[1,2,7,9,12,14,23,33,37,38,40,41,42],yfin:23,yi:[14,22,38,39],yield:[1,3,6,7,8,9,11,13,14,15,26,30,33,35,36,37,38,39,40,41,42],yk:9,ylabel:[1,2,3,4,5,6,7,8,9,10,11,14,22,23,27,30,33,35,36,37,38,39,41,42],ylim:[4,7,36],ym:10,ymesh:[14,38],yn:1,yo:[9,10,11],yor:[39,40],yoshua:[2,32,40,41],you:[1,2,4,5,6,7,9,10,11,12,14,16,17,18,20,21,22,23,24,25,26,27,28,30,31,32,33,34,35,36,37,38,39,40,41,42],young:1,your:[2,3,5,6,7,9,12,14,18,20,21,22,23,24,25,26,27,35,36,37,38,39,40,41,42],yourself:[12,14,33,38],youtu:[37,39,42],youtub:[25,39,40,41,42],ypred:[7,36,37],ypredict2:[14,22,37,38,39],ypredict:[1,14,22,33,34,37,38,39],ypredictlasso:[6,35],ypredictol:[1,6,35],ypredictown:[7,34,35],ypredictownridg:[7,35],ypredictridg:[1,6,7,35,37],ypredictskl:[7,34,35],yridg:33,ys:10,ytest:[7,36,37],ytick:[4,7,9,10,36],ytild:[1,7,33,34,36],ytildelasso:[6,35],ytildenp:[1,33,34],ytildeol:[1,6,35],ytildeownridg:[7,35],ytilderidg:[6,7,35],ytrain:[7,36,37],yuxi:33,yx:[26,33],yxor:[39,40,41,42],yy:[26,33],yz:[26,33],z1:[23,24],z2:[23,24],z:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,23,24,26,27,30,33,34,36,37,38,39,40,41,42],z_0:[26,33,40],z_1:[26,33,40,41],z_2:[24,26,33,40,41],z_:[2,3,13,26,33,40,41,42],z_c:[2,41,42],z_h:[2,41,42],z_hidden:[3,42],z_i:[2,13,39,41,42],z_j:[2,13,42],z_k:[13,34,40,41],z_m:[2,41,42],z_matric:[41,42],z_mod:10,z_o:[2,41,42],z_output:[3,42],zaman:30,zaxi:[7,27],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,24,26,27,30,33,34,35,36,37,38,39,40,41,42],zeros_lik:5,zeroth:34,zfill:5,zip:[5,7,23,24],zm_h:[1,33],zn:1,zone:1,zoom:33,zs:24,zx:[26,33],zy:[26,33],zz:[26,33]},titles:["Exercises Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40","3. 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","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises week 43","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 7 (midnight), 2024","Project 2 on Machine Learning, deadline November 4 (Midnight)","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 Regression","Week 36: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with examples","Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations"],titleterms:{"0":41,"1":[1,16,17,18,19,23,24,27,33,34,40,41,42],"11":40,"14":41,"16":37,"2":[1,16,17,18,19,23,24,28,33,34,35,40,41,42],"2023":31,"2024":[27,38,39,40,41],"21":42,"23":38,"26":34,"27":38,"3":[1,16,17,23,24,33,34,40,41,42],"30":39,"34":[16,33],"35":[17,34],"36":[18,35],"37":[19,36],"38":[0,20,37],"39":[21,22,38],"4":[1,23,24,28,34,41],"40":[0,22,39],"41":[22,40],"42":[0,23,41],"43":[24,42],"5":[1,23,24],"6":[23,24],"7":[23,24,27,40],"8":24,"9":36,"case":[9,11,30,34,35,37,38],"class":[0,37,40],"do":[2,35,36,38,39,40,41,42],"final":[13,22,28,34,35,38,39,40,41,42],"float":40,"function":[0,1,2,7,8,9,11,12,13,14,22,27,28,30,33,34,35,36,37,38,39,40,41,42],"import":[6,22,26,33,34,35,39,40,41],"new":[5,35,36,40],A:[0,1,2,5,9,10,22,33,35,36,37,39,40,41,42],AND:[39,40],And:[22,33,34,35,37,38,39],But:[22,38,39],For:34,In:[31,40],Is:[40,41],Ising:7,OR:[39,40],The:[0,1,2,3,4,6,7,8,9,10,12,13,18,25,33,34,35,36,37,38,39,40,41,42],To:[33,34],With:[5,35],about:[33,34],abov:[35,40,41,42],activ:[2,13,23,28,35,39,40,41,42],ad:[1,7,18,27,33,34,39,40,41],adaboost:11,adagrad:[14,22,38,39],adam:[14,22,38,39],adapt:[11,22,38,39],adjust:[2,41,42],advanc:[22,39],adversari:5,again:[0,4,10,37],ai:[27,33],aim:[9,10,18,19,20,21,22,23,24,33],aka:[33,34],al:[22,39],algebra:[26,33],algorithm:[10,11,12,13,22,28,34,38,39,40,41,42],algortithm:[14,37,38],all:[9,40,41],an:[1,5,11,33,40],analys:[6,34],analysi:[1,6,7,12,25,27,28,30,33,34,35,36,40],analyt:[1,17,18,22,42],analyz:[40,41],ani:[14,24,37,38],anoth:[10,35,36],appli:25,approach:[1,9,15,33,36,38,39],approxim:[13,40],architectur:[2,41,42],argument:[38,39],arrai:[26,33],artifici:[39,40],assist:31,assumpt:[35,36],august:34,autocorrel:30,autograd:[3,14,22,24,38,39,42],automat:[14,22,38,39,40,42],avoid:[],b:[18,27,28,38],back:[2,12,13,40,41,42],background:[25,27,28,36],backpropag:24,bag:11,base:[14,22,36,38,39],basic:[1,6,8,10,11,12,26,34,35,36,37,40],batch:[2,24,38,39,40,41],bay:[6,35,36],befor:12,bengio:[40,41],beta:[35,36],better:[9,39,40],bia:[7,27,36],bias:[40,41,42],binari:[2,41,42],bind:33,bird:11,boldsymbol:[34,35,36],book:[40,41,42],boost:11,bootstrap:[7,11,36],boston:1,breast:[2,41,42],brief:[33,36,37,38],bring:[13,40,41],build:[2,4,10,41,42],c:[27,28,33],calcul:34,can:[22,33,36,38,39,40],cancer:[0,2,8,10,12,37,41,42],cart:10,center:34,central:[14,25,30,36,37,38],chain:[13,40,41],challeng:37,chang:11,channel:33,chi:[1,33],choic:[40,41],choos:[2,41,42],cifar01:4,classic:12,classif:[0,2,10,11,28,37,41,42],classifi:[9,37],clip:[2,40,41],cluster:15,cnn:4,code:[1,2,3,6,10,12,13,14,15,22,28,33,34,35,36,37,38,39,40,41,42],collect:[2,4,41,42],come:37,commun:33,compact:[0,37,40,41],compar:[3,11,42],comparison:35,compet:[22,38,39],complet:[34,40,41],complex:[1,7,27,34],complic:[7,38,39,40],compon:12,comput:[10,38,39],computation:36,computerlab:33,con:10,concept:30,condit:[35,36,37,38],confid:36,conjug:[14,38],consider:[40,41],construct:[40,41,42],continu:39,contn:33,convex:[9,14,37,38],convolut:[4,13,39,40],correctli:[35,36],correl:[0,12,34,37],correspond:[37,38],cost:[0,2,11,34,35,36,37,38,40,41,42],count:40,cours:[25,32,33],covari:[6,12,30,34],cover:33,critic:28,cross:[0,7,27,36,37],custom:23,cython:33,d:[27,28],data:[0,1,2,4,7,8,10,12,16,17,23,25,27,30,33,34,35,37,40,41,42],dataset:[2,4,41,42],deadlin:[27,28,33],decai:[3,38,39,42],decis:[10,11],decomposit:[6,12,18,26,34],deep:[2,3,33,37,40,41,42],defin:[2,33,40,41,42],definit:[40,41],degre:[1,34],deliveri:[27,28],delta:36,dens:[1,33],deriv:[6,13,34,35,36,37,38,40,41],descent:[0,3,11,14,22,28,37,38,39,42],descript:27,design:34,detail:[4,33,42],develop:[2,41,42],diagon:12,differ:[9,28,38,39],different:22,differenti:[3,14,38,39,40,42],diffus:[3,42],dimension:[3,4,9,27,34,42],directli:[38,39],disadvantag:10,discret:30,discuss:[0,37],distribut:[6,30,35,36],distrubut:36,doe:[34,35,39,40],domain:30,dot:38,down:[2,40,41],dropout:[2,40,41],e:[27,28],each:[23,37],economi:34,electron:[27,28],element:[1,30,33,38,39],elimin:26,elu:[40,41,42],energi:33,ensembl:11,entri:[40,41],entropi:[0,10,37],environ:[1,16,33],equat:[1,3,13,33,34,35,37,38,40,41,42],error:[1,11,33,34,36],essenti:33,estim:[35,36],et:[22,39],etc:33,euler:[3,42],evalu:[2,28,40,41,42],exampl:[0,1,2,3,4,5,7,8,9,10,11,22,33,34,35,36,37,38,39,40,41,42],exercis:[0,1,7,16,17,18,19,20,21,22,23,24,33,34,40,42],expect:[19,30,35,36],expens:36,experi:30,explicit:[40,41],explod:[40,41],explor:[1,16,17,33],exponenti:[3,42],express:[0,18,19,34,37,38,40,41],extend:[0,37,38,40],extrapol:5,extrem:[11,33],ey:11,f:[27,28],fall:31,famili:[2,33,34,40,41,42],famou:26,fantast:34,featur:[10,26,34],feed:[2,13,24,39,40,41,42],find:[36,38],fine:[2,40,41],first:[5,13,28,33,34,35,37,38,40,41,42],fit:[1,11,33,35],fix:34,fold:[36,37],forc:4,forest:11,format:[27,28,33],forward:[2,3,13,24,39,40,41,42],fourier:4,frank:[7,27,34],freedom:[1,34],frequent:34,frequentist:[1,33],fridai:[],from:[0,6,11,13,22,28,34,35,36,37,38,39,40,41],full:[3,41,42],funtion:[40,41],further:[4,6,34],g:27,gan:5,gate:[39,40,41,42],gaussian:26,gd:[14,22,38,39],gener:[5,10,33,40],geometr:[12,37,38],get:[22,39,40],gini:10,glorot:[40,41],good:[1,33],goodfellow:[22,39],grade:[31,33],gradient:[0,2,3,11,14,22,24,28,37,38,39,40,41,42],grid:37,group:37,growth:[3,42],ha:25,hand:[24,40,41,42],handl:[26,33,34],happen:[35,36],hard:[],hessian:[34,37,38],hidden:[3,40,41,42],histogram:36,homework:[37,38],homogen:[40,41],hous:1,how:37,hyperbol:[39,40,41],hyperparamet:[2,40,41,42],hyperplan:9,i:[2,42],id3:10,idea:12,ideal:[37,38],ident:[35,36],identifi:36,ii:[33,42],iid:[35,36],iii:42,illustr:[35,39,40],implement:[2,39,41,42],implic:[6,34],improv:[2,38,41,42],includ:[0,14,22,37,38,39,40],increment:12,independ:[35,36],index:10,inform:31,ingredi:40,init:[41,42],input:[3,23,24,40,41,42],insight:[40,41],instal:[25,27,33],instructor:31,intercept:34,intermedi:40,interpret:[6,12,33,34,35,36,37,38],interv:36,introduc:[12,14,22,34,38,39],introduct:[1,7,25,26,27,28,33,39,40],invers:[6,26,35],invert:34,iter:[11,38],its:34,iv:42,jacobian:[34,42],jax:[14,22,38,39],job:[39,40],julia:33,jungl:11,k:[36,37,40,41],kera:[2,4,41,42],kernel:[9,12],l:[40,41],lab:[36,37,38,39,42],lagrangian:9,lambda:37,lasso:[6,7,27,34,35,36,37,39],last:[34,37,39,40,41],later:[6,34,41],layer:[2,3,4,13,23,24,40,41,42],layout:[40,41],learn:[1,2,3,12,14,15,16,17,22,25,27,28,33,34,35,36,37,38,39,40,41,42],least:[6,7,19,27,33,34,35],lectur:[33,34,35,36,37,38,39,40,41,42],level:11,librari:[25,33],likelihood:[0,8,35,36,37],limit:[2,14,30,36,37,38,39,40,41],linear:[1,9,14,26,28,33,34,35,37],link:[6,12,29,32,34,35,36],list:[40,41],literatur:[27,28],logist:[0,8,28,33,37,38,39,40,41],loop:[38,39],loss:[34,37,38],lu:26,machin:[1,9,14,25,27,28,33,37,38],made:[35,36],main:[30,33],make:[1,10,11,16,17,33,34],mani:[11,13],manipul:34,margin:[35,36],mass:33,materi:[27,29,33,34,35,36,37,40,41,42],math:[6,34],mathemat:[4,6,9,34,38,39,40,41,42],matric:[6,26,33,35],matrix:[0,2,6,12,13,26,33,34,35,37,38,39,41,42],matter:[1,33],max:34,maximum:[35,36,37],mean:[1,34,35,37],measur:[0,37],meet:[6,11,30,33,34],mercer:9,method:[7,10,11,14,22,27,33,36,37,38,39,41,42],midnight:[27,28],min:34,mini:[38,39],minibatch:[22,38,39],minim:[0,33,37,42],ml:33,mle:[35,36],mlp:13,mnist:[4,5],mode:40,model:[1,2,5,7,13,33,39,40,41,42],moment:[38,39],momentum:[14,22,38,39],mondai:[34,35,36,37,38,39,40,42],moon:[9,10],more:[0,4,7,22,26,27,33,34,35,36,37,38,39,40,41,42],multi:[39,40,41,42],multiclass:[41,42],multilay:[13,39,40],multipl:[2,4,23,41,42],multipli:9,multivari:40,need:[27,33],network:[0,2,3,4,5,8,13,28,33,37,39,40,41,42],neural:[2,3,4,5,8,13,28,33,39,40,41,42],neuron:[39,40],newton:[22,37,38,39],nn:[40,41,42],node:[40,41],noeds:41,noen:22,non:9,none:[38,39],normal:[1,2,36,40,41],notat:[13,39],note:[22,27,34,35,39],novemb:28,now:[2,10,14,22,35,36,38,39,41,42],nuclear:[1,33],nueral:[0,37],numba:33,number:[1,3,22,24,30,34,38,39,40,42],numer:[3,27,28,30,42],numpi:[22,26,33,38,39],object:[4,24,41,42],observ:[40,41],obtain:12,octob:[27,40,41,42],od:[3,42],off:[7,27],ol:[6,7,22,27,35,36,38,39],onc:23,one:[3,13,24,37,38,40,41,42],ones:[39,40,41],oper:[26,40],optim:[0,2,9,14,25,33,34,37,38,39,40,41,42],option:[23,24],order:[14,22,38,39],ordinari:[6,7,19,27,33,34,35,42],organ:[1,33],orient:[24,41,42],oslo:32,other:[0,5,10,12,13,26,27,33,34,37,39,40,41,42],ouput:[40,41],our:[1,5,6,12,14,33,34,37,38,40,41],outcom:[25,33],output:[3,40,41,42],over:[40,41],overarch:[1,5,9,10,18,19,20,21,22,23,24,33,34,40],overview:[11,33,38,39],own:[1,11,12,16,17,28,33,34],packag:[26,33],panda:[33,34],paper:[27,40,41],parallel:40,paramet:[0,33,34,37,38,39,40,41],part:[14,25,27,28,34,37,38,40,41,42],partial:[3,42],pass:[2,24,41,42],pca:12,pdf:30,pencil:27,percepetron:[40,41],perceptron:[13,39,40,41,42],perform:[2,10,41,42],period:4,perspect:[2,40,41],plan:[34,35,36,37,38,39,40,42],plot:[36,37],point:[5,40],poisson:[3,42],polynomi:[4,35],popul:[3,42],popular:33,possibl:42,practic:[14,22,31,33,38,39],pre:[2,4,41,42],preambl:27,predict:[5,23],predictor:[0,37],preprocess:34,prerequisit:[4,25,33],princip:12,principl:4,pro:10,probabl:[6,30,35,36],problem:[2,3,14,22,33,34,35,37,38,39,40,41,42],procedur:[10,33],process:[2,4,23,41,42],product:38,program:[3,14,27,28,37,38,40,42],project:[7,27,28,33,37],prop:[14,38,39],propag:[2,13,40,41,42],properti:[6,30,34,37],python:[1,10,16,25,26,33],quick:9,r:33,random:[11,12,30,37],raphson:[37,38],rate:[22,38,39,41,42],read:[10,33,34,36,37,39,40,41,42],real:[7,23,27,33,40],recommend:[33,34,40,41,42],rectangular:35,recurr:[5,13,39,40],recurs:[38,39],reduc:[1,34,40],reduct:4,refer:27,reformul:[3,42],regress:[0,1,6,7,8,10,11,14,18,19,27,28,33,34,35,36,37,38,39,40],regular:[2,37,41,42],relat:34,relev:[32,34,37,39,40,41],relu:[2,40,41,42],remark:4,remind:[0,7,9,33,37,38,40,41,42],repeat:34,replac:[14,38,39],report:[27,28],repositori:36,repres:[],requir:[3,25,42],resampl:[7,27,36],rescal:[7,35],residu:34,resourc:[3,42],result:[34,35,40,41],revers:40,revisit:[14,37,38],rewrit:[33,34,36],rewritten:37,ridg:[1,6,7,18,19,27,34,35,36,37,38,39],rm:[14,38,39],rmsprop:[22,38,39],root:[40,41],rule:[13,40,41],s:[9,11,22,36,37,38,39],same:[14,22,36,38,39],sampl:12,scale:34,schedul:[29,33,41,42],schemat:10,scheme:[3,42],scienc:33,scikit:[1,2,12,16,17,33,34,35,36,37,38,41,42],search:37,second:[14,22,38,39],select:37,semest:31,sensit:[37,38],septemb:[35,36,37,38,39],seriou:40,session:[34,35,36,37,38,39,40,41,42],set:[1,3,4,10,13,16,33,34,37,40,41,42],setup:42,sgd:[14,38,39],should:[2,40,41,42],sigmoid:[40,41],similar:[14,22,38,39],simpl:[1,5,10,14,33,34,35,37,38,39,40,41],simpler:40,singl:[11,39,40],singular:[6,12,18,34],size:34,slightli:[38,39],smarter:40,soft:9,softmax:[2,41,42],softwar:[27,33],solut:42,solv:[3,35,37,38,42],solver:14,some:[14,26,34,37,38,40],specif:42,specifi:[3,42],split:[1,16,17,33,34],squar:[1,6,7,11,19,27,33,34,35],standard:[14,34,36,38],start:[22,39],state:[1,33],statist:[6,7,25,30,33,35,36],steepest:[11,14,37,38],step:[28,36,37,38,39],still:34,stochast:[14,22,28,30,38,39],stop:[38,39],strongli:33,studi:[0,37],subtract:34,suggest:[33,37,39],sum:[36,40,41],summari:[31,33,39],superposit:4,supervis:[2,40,41],support:9,svd:[6,34,35],syntax:38,systemat:4,t:[34,35],taken:[22,39],teach:[29,31],teacher:[31,33],technic:[35,42],techniqu:[7,12,27],technolog:25,tensorflow:[2,4,41,42],tent:33,term:[36,40,41],test:[1,2,16,17,28,33,34,35,41,42],text:33,textbook:[32,33],than:[37,38],theorem:[6,9,12,13,30,35,36,40],theori:30,thi:[18,19,20,21,22,23,24,33,40],think:34,three:[40,41],through:40,thursdai:[],time:[38,39],tip:[14,22,38,39],togeth:[13,40,41],tool:[27,33],top:[2,40,41],topic:33,toward:12,trade:[7,27],tradeoff:[7,36],train:[1,2,5,16,17,23,24,33,34,40,41,42],transform:4,tree:[10,11],trial:42,tuesdai:[35,39,40,41],tune:[2,40,41],two:[0,4,9,24,25,27,34,37,40,41],type:[3,5,13,33,39,40,42],uio:33,understand:[24,36],univers:[13,32,40],unsupervis:15,unsupport:38,up:[1,3,10,13,16,22,33,34,36,37,39,40,41,42],updat:[40,41,42],us:[0,1,2,3,4,8,14,22,24,25,27,28,33,34,37,38,39,40,41,42],usag:[35,36,41,42],valid:[7,27,36,37],valu:[6,12,18,19,30,34,35,36,37],vanish:[40,41],vari:[22,38,39],variabl:[30,37,38],varianc:[7,27,35,36],variou:[1,16,28,33,36,37],vector:[9,13,26,33,34,39],veri:[],video:[37,38,39],view:[1,5,11,34,40],visual:[2,10,41,42],vs:4,wai:[10,22,36,39,40],warm:[22,39],wave:[3,42],we:[22,33,38,39,40,41,42],wednesdai:[35,39,40,41],week:[0,16,17,18,19,20,21,22,23,24,33,34,35,36,37,38,39,40,41,42],weekend:37,weekli:29,weight:[41,42],what:[1,33,34,35,36],when:[38,39],which:[2,22,38,39,40,41,42],why:[33,34,36,39,40,42],wisconsin:[0,8,37],word:40,wrap:[34,36],write:[5,12,24,27,28,35,41],x:[34,35],xgboost:11,xor:[39,40,41,42],yet:35,your:[1,11,16,17,28,33,34],yourself:37,z_j:[40,41]}}) \ No newline at end of file diff --git a/doc/LectureNotes/_build/html/week43.html b/doc/LectureNotes/_build/html/week43.html index 7eaffab86..986afed15 100644 --- a/doc/LectureNotes/_build/html/week43.html +++ b/doc/LectureNotes/_build/html/week43.html @@ -1515,9 +1515,11 @@ doconce format html week43.do.txt --no_mako --> - +

Exercises and lab session week 43

Lab sessions on Tuesday and Wednesday.

@@ -2351,7 +2353,7 @@ the Hadamard product, meaning element-wise multiplication.

Old accuracy on training data: 0.1440501043841336
-
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_96681/953065564.py:4: RuntimeWarning: overflow encountered in exp
+
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_98400/953065564.py:4: RuntimeWarning: overflow encountered in exp
   return 1/(1 + np.exp(-x))
 

 

@@ -2652,21 +2654,6 @@ Lambda =  10.0
 Accuracy score on test set:  0.925
-
Learning rate  =  0.01
-Lambda =  1e-05
-Accuracy score on test set:  0.9472222222222222
-
-
-
Learning rate  =  0.01
-Lambda =  0.0001
-Accuracy score on test set:  0.9277777777777778
-
-
-
Learning rate  =  0.01
-Lambda =  0.001
-Accuracy score on test set:  0.9472222222222222
-
-
---------------------------------------------------------------------------
 KeyboardInterrupt                         Traceback (most recent call last)
 Cell In[8], line 11
diff --git a/doc/LectureNotes/_build/jupyter_execute/week43.ipynb b/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
index 75ada85c4..a3c5909d8 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6d7c1084",
+   "id": "6107bf3a",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e958ea0e",
+   "id": "fdc249e0",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c8f7e83",
+   "id": "92454b8c",
    "metadata": {
     "editable": true
    },
@@ -40,13 +40,16 @@
     "\n",
     "  * Solving differential equations with Neural Networks\n",
     "\n",
-    "  * \"Video of lecture at \n",
-    ""
+    "  * Video of lecture at \n",
+    "\n",
+    "  * Video os second part, solving differential equations with neural networks at \n",
+    "\n",
+    "  * Whiteboard notes on solving differential equations at "
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2d33e55c",
+   "id": "7ad9295b",
    "metadata": {
     "editable": true
    },
@@ -63,7 +66,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f323c4f8",
+   "id": "cbe78b79",
    "metadata": {
     "editable": true
    },
@@ -79,7 +82,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e08af3d1",
+   "id": "52f3d73d",
    "metadata": {
     "editable": true
    },
@@ -90,7 +93,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9121b0dd",
+   "id": "afcf91a9",
    "metadata": {
     "editable": true
    },
@@ -104,7 +107,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4ac0aea8",
+   "id": "73c52766",
    "metadata": {
     "editable": true
    },
@@ -117,7 +120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4575ab3d",
+   "id": "0c8d3f87",
    "metadata": {
     "editable": true
    },
@@ -134,7 +137,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d042d4e",
+   "id": "e37a061f",
    "metadata": {
     "editable": true
    },
@@ -144,7 +147,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1708e607",
+   "id": "c9dcc967",
    "metadata": {
     "editable": true
    },
@@ -171,7 +174,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04d244ea",
+   "id": "5ff0f230",
    "metadata": {
     "editable": true
    },
@@ -194,7 +197,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5d630b18",
+   "id": "9bfa26c0",
    "metadata": {
     "editable": true
    },
@@ -206,7 +209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "542da6c0",
+   "id": "eb6f6d75",
    "metadata": {
     "editable": true
    },
@@ -218,7 +221,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f86a7b3",
+   "id": "8474f6a3",
    "metadata": {
     "editable": true
    },
@@ -228,7 +231,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "802e6d13",
+   "id": "0edb9d87",
    "metadata": {
     "editable": true
    },
@@ -240,7 +243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1939edba",
+   "id": "5e0a7cea",
    "metadata": {
     "editable": true
    },
@@ -254,7 +257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "10781e3c",
+   "id": "790a822d",
    "metadata": {
     "editable": true
    },
@@ -266,7 +269,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba746b9e",
+   "id": "adec1944",
    "metadata": {
     "editable": true
    },
@@ -278,7 +281,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e982e4b",
+   "id": "556caafc",
    "metadata": {
     "editable": true
    },
@@ -288,7 +291,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6edd0e34",
+   "id": "17f55244",
    "metadata": {
     "editable": true
    },
@@ -300,7 +303,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fb1c599",
+   "id": "d2cb9b96",
    "metadata": {
     "editable": true
    },
@@ -312,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0819b059",
+   "id": "ededcd6c",
    "metadata": {
     "editable": true
    },
@@ -322,7 +325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70210807",
+   "id": "837b7226",
    "metadata": {
     "editable": true
    },
@@ -334,7 +337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58d0014c",
+   "id": "be1f3b39",
    "metadata": {
     "editable": true
    },
@@ -346,7 +349,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22f94259",
+   "id": "a320c88d",
    "metadata": {
     "editable": true
    },
@@ -369,7 +372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d6b4a99",
+   "id": "d832d09f",
    "metadata": {
     "editable": true
    },
@@ -381,7 +384,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9613baea",
+   "id": "588ddc37",
    "metadata": {
     "editable": true
    },
@@ -393,7 +396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b107776f",
+   "id": "ff490c14",
    "metadata": {
     "editable": true
    },
@@ -403,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c82a8d0a",
+   "id": "33129f1d",
    "metadata": {
     "editable": true
    },
@@ -415,7 +418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "349963cd",
+   "id": "2cd95b52",
    "metadata": {
     "editable": true
    },
@@ -436,7 +439,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1a75aa3",
+   "id": "36bff826",
    "metadata": {
     "editable": true
    },
@@ -450,7 +453,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b18411a9",
+   "id": "9ef16459",
    "metadata": {
     "editable": true
    },
@@ -462,7 +465,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4ed6e9d",
+   "id": "4cc08f94",
    "metadata": {
     "editable": true
    },
@@ -484,7 +487,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c88f3b81",
+   "id": "ea028825",
    "metadata": {
     "editable": true
    },
@@ -506,7 +509,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3db4acb5",
+   "id": "921a49ef",
    "metadata": {
     "editable": true
    },
@@ -534,7 +537,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56f8eb87",
+   "id": "9a029a10",
    "metadata": {
     "editable": true
    },
@@ -546,7 +549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6046b47a",
+   "id": "40d7c3b7",
    "metadata": {
     "editable": true
    },
@@ -556,7 +559,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7c56c4e9",
+   "id": "cf8c63fe",
    "metadata": {
     "editable": true
    },
@@ -568,7 +571,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96b3a06f",
+   "id": "1b6c3403",
    "metadata": {
     "editable": true
    },
@@ -579,7 +582,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "111b49d9",
+   "id": "8143e962",
    "metadata": {
     "editable": true
    },
@@ -591,7 +594,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f49bd2ef",
+   "id": "6619f034",
    "metadata": {
     "editable": true
    },
@@ -604,7 +607,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c44e392",
+   "id": "6b4e1124",
    "metadata": {
     "editable": true
    },
@@ -629,7 +632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c4e343f5",
+   "id": "f0373257",
    "metadata": {
     "editable": true
    },
@@ -642,7 +645,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "314cafb2",
+   "id": "f958a039",
    "metadata": {
     "editable": true
    },
@@ -654,7 +657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c298a8c",
+   "id": "e67e2ba4",
    "metadata": {
     "editable": true
    },
@@ -666,7 +669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ddd8a11",
+   "id": "de66b0e1",
    "metadata": {
     "editable": true
    },
@@ -676,7 +679,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "37761c3c",
+   "id": "8f041533",
    "metadata": {
     "editable": true
    },
@@ -688,7 +691,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08e3c904",
+   "id": "8840e115",
    "metadata": {
     "editable": true
    },
@@ -700,7 +703,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c93c2998",
+   "id": "f21c7506",
    "metadata": {
     "editable": true
    },
@@ -712,7 +715,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a79f96a7",
+   "id": "72c3c921",
    "metadata": {
     "editable": true
    },
@@ -724,7 +727,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "484e3fdd",
+   "id": "e37b9409",
    "metadata": {
     "editable": true
    },
@@ -734,7 +737,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1563c913",
+   "id": "0f635478",
    "metadata": {
     "editable": true
    },
@@ -746,7 +749,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14bb1a8a",
+   "id": "96e12d56",
    "metadata": {
     "editable": true
    },
@@ -756,7 +759,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f1dc7842",
+   "id": "25625fe3",
    "metadata": {
     "editable": true
    },
@@ -768,7 +771,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f018250",
+   "id": "cd61de5c",
    "metadata": {
     "editable": true
    },
@@ -781,7 +784,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6951a34c",
+   "id": "9bb7f55b",
    "metadata": {
     "editable": true
    },
@@ -793,7 +796,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6ebeadc",
+   "id": "6e427758",
    "metadata": {
     "editable": true
    },
@@ -803,7 +806,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "605e6561",
+   "id": "e28000bc",
    "metadata": {
     "editable": true
    },
@@ -815,7 +818,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c68e7ef9",
+   "id": "1986d31a",
    "metadata": {
     "editable": true
    },
@@ -826,7 +829,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23667940",
+   "id": "c1797668",
    "metadata": {
     "editable": true
    },
@@ -838,7 +841,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ded7d3c",
+   "id": "07583c6a",
    "metadata": {
     "editable": true
    },
@@ -848,7 +851,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "264b5116",
+   "id": "978e292d",
    "metadata": {
     "editable": true
    },
@@ -860,7 +863,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9193ff30",
+   "id": "d6385ead",
    "metadata": {
     "editable": true
    },
@@ -870,7 +873,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14340d5b",
+   "id": "8335897f",
    "metadata": {
     "editable": true
    },
@@ -881,7 +884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd779152",
+   "id": "50f96054",
    "metadata": {
     "editable": true
    },
@@ -894,7 +897,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b4acd47",
+   "id": "db6ebd31",
    "metadata": {
     "editable": true
    },
@@ -904,7 +907,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24100fed",
+   "id": "e5c3f583",
    "metadata": {
     "editable": true
    },
@@ -916,7 +919,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2ea0e12",
+   "id": "7988ff75",
    "metadata": {
     "editable": true
    },
@@ -926,7 +929,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3db39be2",
+   "id": "d3073ab9",
    "metadata": {
     "editable": true
    },
@@ -938,7 +941,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c55fe4f9",
+   "id": "a4be6483",
    "metadata": {
     "editable": true
    },
@@ -948,7 +951,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34b1b755",
+   "id": "cbbc9199",
    "metadata": {
     "editable": true
    },
@@ -972,7 +975,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8812fab6",
+   "id": "67083baf",
    "metadata": {
     "editable": true
    },
@@ -1022,7 +1025,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "6b4f0f8b",
+   "id": "ce086d04",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1101,7 +1104,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a4cf689d",
+   "id": "54bfb494",
    "metadata": {
     "editable": true
    },
@@ -1122,7 +1125,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "b56c3182",
+   "id": "63b09387",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1169,7 +1172,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90add502",
+   "id": "8af9f143",
    "metadata": {
     "editable": true
    },
@@ -1213,7 +1216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd72caa1",
+   "id": "0878e62d",
    "metadata": {
     "editable": true
    },
@@ -1253,7 +1256,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "81ba05a6",
+   "id": "32e84e6b",
    "metadata": {
     "editable": true
    },
@@ -1274,7 +1277,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "23a1395e",
+   "id": "2f1c2946",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1300,7 +1303,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ada9f5b",
+   "id": "8f3da5d5",
    "metadata": {
     "editable": true
    },
@@ -1328,7 +1331,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09639181",
+   "id": "bd250632",
    "metadata": {
     "editable": true
    },
@@ -1365,7 +1368,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "1efd1c2e",
+   "id": "9367a90d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1428,7 +1431,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4206461b",
+   "id": "06333cb2",
    "metadata": {
     "editable": true
    },
@@ -1459,7 +1462,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b85b40e0",
+   "id": "c7de629a",
    "metadata": {
     "editable": true
    },
@@ -1497,7 +1500,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f15bcf5a",
+   "id": "467898fe",
    "metadata": {
     "editable": true
    },
@@ -1531,7 +1534,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "089d7d63",
+   "id": "da72e113",
    "metadata": {
     "editable": true
    },
@@ -1572,7 +1575,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "ec94d9e6",
+   "id": "356881fc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1589,7 +1592,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_96681/953065564.py:4: RuntimeWarning: overflow encountered in exp\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_98400/953065564.py:4: RuntimeWarning: overflow encountered in exp\n",
       "  return 1/(1 + np.exp(-x))\n"
      ]
     },
@@ -1674,7 +1677,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "573367e2",
+   "id": "978a1d33",
    "metadata": {
     "editable": true
    },
@@ -1695,7 +1698,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dadc392",
+   "id": "2c42fc5d",
    "metadata": {
     "editable": true
    },
@@ -1709,7 +1712,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "4ebdf78d",
+   "id": "c54a3f5d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1819,7 +1822,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4e8c59da",
+   "id": "bde5d577",
    "metadata": {
     "editable": true
    },
@@ -1838,7 +1841,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "d2f64666",
+   "id": "0ff4f685",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1873,7 +1876,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07384655",
+   "id": "222281ee",
    "metadata": {
     "editable": true
    },
@@ -1887,7 +1890,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "1a761b16",
+   "id": "bff5aecd",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2103,36 +2106,6 @@
       "\n"
      ]
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Learning rate  =  0.01\n",
-      "Lambda =  1e-05\n",
-      "Accuracy score on test set:  0.9472222222222222\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Learning rate  =  0.01\n",
-      "Lambda =  0.0001\n",
-      "Accuracy score on test set:  0.9277777777777778\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Learning rate  =  0.01\n",
-      "Lambda =  0.001\n",
-      "Accuracy score on test set:  0.9472222222222222\n",
-      "\n"
-     ]
-    },
     {
      "ename": "KeyboardInterrupt",
      "evalue": "",
@@ -2172,7 +2145,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4329a8ec",
+   "id": "205932c1",
    "metadata": {
     "editable": true
    },
@@ -2183,7 +2156,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "28b0ce14",
+   "id": "90a6c9a8",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2227,7 +2200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d949b8f",
+   "id": "8616f12b",
    "metadata": {
     "editable": true
    },
@@ -2250,7 +2223,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "a7601b67",
+   "id": "38c2dff0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2277,7 +2250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0053714",
+   "id": "766c15ae",
    "metadata": {
     "editable": true
    },
@@ -2288,7 +2261,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "c3e7ffe9",
+   "id": "b8670cd3",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2333,7 +2306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1b791ca",
+   "id": "512ca005",
    "metadata": {
     "editable": true
    },
@@ -2351,7 +2324,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ddb5273",
+   "id": "0fa97800",
    "metadata": {
     "editable": true
    },
@@ -2386,7 +2359,7 @@
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "afcb633b",
+   "id": "7bdc829d",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2398,7 +2371,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c181897",
+   "id": "1fcedfc6",
    "metadata": {
     "editable": true
    },
@@ -2410,7 +2383,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "355d2618",
+   "id": "a96a6361",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2423,7 +2396,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00b9e53a",
+   "id": "540e8c9b",
    "metadata": {
     "editable": true
    },
@@ -2434,7 +2407,7 @@
   {
    "cell_type": "code",
    "execution_count": 14,
-   "id": "c28e21cc",
+   "id": "73b6c334",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2447,7 +2420,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "56363aa5",
+   "id": "df6cd2ce",
    "metadata": {
     "editable": true
    },
@@ -2462,7 +2435,7 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "977e44bf",
+   "id": "b5d544a0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2474,7 +2447,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5406eebe",
+   "id": "a456ab5f",
    "metadata": {
     "editable": true
    },
@@ -2486,7 +2459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6ef3d40",
+   "id": "53a01445",
    "metadata": {
     "editable": true
    },
@@ -2499,7 +2472,7 @@
   {
    "cell_type": "code",
    "execution_count": 16,
-   "id": "b2e18b19",
+   "id": "3026f2a6",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2554,7 +2527,7 @@
   {
    "cell_type": "code",
    "execution_count": 17,
-   "id": "453ee3be",
+   "id": "9b5cdbc5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2583,7 +2556,7 @@
   {
    "cell_type": "code",
    "execution_count": 18,
-   "id": "2070cf50",
+   "id": "62419d1b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2613,7 +2586,7 @@
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "04640634",
+   "id": "ba4de85c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2640,7 +2613,7 @@
   {
    "cell_type": "code",
    "execution_count": 20,
-   "id": "01ebfb4b",
+   "id": "0ba97552",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2682,7 +2655,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22efdc6e",
+   "id": "e3785d9f",
    "metadata": {
     "editable": true
    },
@@ -2693,7 +2666,7 @@
   {
    "cell_type": "code",
    "execution_count": 21,
-   "id": "4d4f1c0f",
+   "id": "9c50fc5e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2870,7 +2843,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2089b9c2",
+   "id": "ade357fd",
    "metadata": {
     "editable": true
    },
@@ -2889,7 +2862,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da35bed6",
+   "id": "77afb266",
    "metadata": {
     "editable": true
    },
@@ -2911,7 +2884,7 @@
   {
    "cell_type": "code",
    "execution_count": 22,
-   "id": "dd2196ea",
+   "id": "bfd96580",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3052,7 +3025,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5c769f1a",
+   "id": "ace26b9a",
    "metadata": {
     "editable": true
    },
@@ -3068,7 +3041,7 @@
   {
    "cell_type": "code",
    "execution_count": 23,
-   "id": "35eaab76",
+   "id": "60867348",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3081,7 +3054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93de6051",
+   "id": "12f1d032",
    "metadata": {
     "editable": true
    },
@@ -3093,7 +3066,7 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "dba06f6e",
+   "id": "78ae91c3",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3115,7 +3088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9b9452a6",
+   "id": "e505e6ef",
    "metadata": {
     "editable": true
    },
@@ -3131,7 +3104,7 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "ece525b8",
+   "id": "195b3f3b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3169,7 +3142,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5677a3c7",
+   "id": "683f7300",
    "metadata": {
     "editable": true
    },
@@ -3182,7 +3155,7 @@
   {
    "cell_type": "code",
    "execution_count": 26,
-   "id": "7f18c8f0",
+   "id": "5e9a52eb",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3203,7 +3176,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3491a7ef",
+   "id": "34fd5422",
    "metadata": {
     "editable": true
    },
@@ -3219,7 +3192,7 @@
   {
    "cell_type": "code",
    "execution_count": 27,
-   "id": "e2d3f664",
+   "id": "429ec779",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3277,7 +3250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f559ef6",
+   "id": "f1ffb711",
    "metadata": {
     "editable": true
    },
@@ -3292,7 +3265,7 @@
   {
    "cell_type": "code",
    "execution_count": 28,
-   "id": "f03db125",
+   "id": "a08ff105",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3313,7 +3286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cd9901c",
+   "id": "a6e789db",
    "metadata": {
     "editable": true
    },
@@ -3337,7 +3310,7 @@
   {
    "cell_type": "code",
    "execution_count": 29,
-   "id": "a3eab883",
+   "id": "9f0ef730",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3809,7 +3782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b66784f",
+   "id": "6d6cae4f",
    "metadata": {
     "editable": true
    },
@@ -3821,7 +3794,7 @@
   {
    "cell_type": "code",
    "execution_count": 30,
-   "id": "49f49312",
+   "id": "e2c91847",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3865,7 +3838,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9e6085d",
+   "id": "e9049787",
    "metadata": {
     "editable": true
    },
@@ -3881,7 +3854,7 @@
   {
    "cell_type": "code",
    "execution_count": 31,
-   "id": "aa6f5061",
+   "id": "a3af9356",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3896,7 +3869,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5b44b1cd",
+   "id": "7c016294",
    "metadata": {
     "editable": true
    },
@@ -3907,7 +3880,7 @@
   {
    "cell_type": "code",
    "execution_count": 32,
-   "id": "09ab7e2e",
+   "id": "456a3a63",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3922,7 +3895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b74c0498",
+   "id": "a66bd6e5",
    "metadata": {
     "editable": true
    },
@@ -3938,7 +3911,7 @@
   {
    "cell_type": "code",
    "execution_count": 33,
-   "id": "93479554",
+   "id": "861e3e2b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3952,7 +3925,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e9d9302d",
+   "id": "614514f4",
    "metadata": {
     "editable": true
    },
@@ -3967,7 +3940,7 @@
   {
    "cell_type": "code",
    "execution_count": 34,
-   "id": "2b12daf6",
+   "id": "595d3148",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3993,7 +3966,7 @@
   {
    "cell_type": "code",
    "execution_count": 35,
-   "id": "0605f79a",
+   "id": "6d87e7d4",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4008,7 +3981,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ae6eede6",
+   "id": "c21d1a42",
    "metadata": {
     "editable": true
    },
@@ -4019,7 +3992,7 @@
   {
    "cell_type": "code",
    "execution_count": 36,
-   "id": "a5b5a616",
+   "id": "a4c194ca",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4034,7 +4007,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f63d909f",
+   "id": "11d9fe2d",
    "metadata": {
     "editable": true
    },
@@ -4045,7 +4018,7 @@
   {
    "cell_type": "code",
    "execution_count": 37,
-   "id": "a4d748e7",
+   "id": "006df1f5",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4065,7 +4038,7 @@
   {
    "cell_type": "code",
    "execution_count": 38,
-   "id": "ccfd2c89",
+   "id": "e5d4f374",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4080,7 +4053,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6d0318b",
+   "id": "6d0775a4",
    "metadata": {
     "editable": true
    },
@@ -4095,7 +4068,7 @@
   {
    "cell_type": "code",
    "execution_count": 39,
-   "id": "2e685fce",
+   "id": "0437ee65",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4132,7 +4105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c999fe2a",
+   "id": "676f6839",
    "metadata": {
     "editable": true
    },
@@ -4145,7 +4118,7 @@
   {
    "cell_type": "code",
    "execution_count": 40,
-   "id": "c2b10b34",
+   "id": "a0614327",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4168,7 +4141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "316c801f",
+   "id": "2e3e6a48",
    "metadata": {
     "editable": true
    },
@@ -4178,7 +4151,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c432143",
+   "id": "a0600f67",
    "metadata": {
     "editable": true
    },
@@ -4205,7 +4178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "441f2609",
+   "id": "2e2db428",
    "metadata": {
     "editable": true
    },
@@ -4219,7 +4192,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dd04a73",
+   "id": "79bc94bf",
    "metadata": {
     "editable": true
    },
@@ -4236,7 +4209,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9fc4c21e",
+   "id": "8aae9608",
    "metadata": {
     "editable": true
    },
@@ -4252,7 +4225,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "78186381",
+   "id": "5d4d34df",
    "metadata": {
     "editable": true
    },
@@ -4264,7 +4237,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38f65a40",
+   "id": "4789ccab",
    "metadata": {
     "editable": true
    },
@@ -4282,7 +4255,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b9296959",
+   "id": "f5bde685",
    "metadata": {
     "editable": true
    },
@@ -4303,7 +4276,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d8d6aa2",
+   "id": "4651cd07",
    "metadata": {
     "editable": true
    },
@@ -4320,7 +4293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6cd42c69",
+   "id": "6254e156",
    "metadata": {
     "editable": true
    },
@@ -4332,7 +4305,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e2519105",
+   "id": "20333501",
    "metadata": {
     "editable": true
    },
@@ -4343,7 +4316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d5a1e09",
+   "id": "813fe9a1",
    "metadata": {
     "editable": true
    },
@@ -4360,7 +4333,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96e56281",
+   "id": "ab52e1ed",
    "metadata": {
     "editable": true
    },
@@ -4371,7 +4344,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6927bd3d",
+   "id": "ad9ead42",
    "metadata": {
     "editable": true
    },
@@ -4387,7 +4360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a25ce47e",
+   "id": "9d7307ee",
    "metadata": {
     "editable": true
    },
@@ -4399,7 +4372,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df8ad229",
+   "id": "25cd1ecf",
    "metadata": {
     "editable": true
    },
@@ -4416,7 +4389,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c283c47",
+   "id": "1628ddd6",
    "metadata": {
     "editable": true
    },
@@ -4428,7 +4401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3ccc578",
+   "id": "6559be22",
    "metadata": {
     "editable": true
    },
@@ -4446,7 +4419,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1d7c442",
+   "id": "ad3489df",
    "metadata": {
     "editable": true
    },
@@ -4456,7 +4429,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7ea62589",
+   "id": "3baa5d51",
    "metadata": {
     "editable": true
    },
@@ -4468,7 +4441,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "92a442c6",
+   "id": "6793951c",
    "metadata": {
     "editable": true
    },
@@ -4485,7 +4458,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dff8b750",
+   "id": "029174ae",
    "metadata": {
     "editable": true
    },
@@ -4497,7 +4470,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3847d2c",
+   "id": "502a37dc",
    "metadata": {
     "editable": true
    },
@@ -4508,7 +4481,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5551f07c",
+   "id": "86f46ea0",
    "metadata": {
     "editable": true
    },
@@ -4520,7 +4493,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "88fb7b72",
+   "id": "3327e0e0",
    "metadata": {
     "editable": true
    },
@@ -4530,7 +4503,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ec8d580",
+   "id": "27d583c4",
    "metadata": {
     "editable": true
    },
@@ -4550,7 +4523,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "06d41e9a",
+   "id": "344a02b5",
    "metadata": {
     "editable": true
    },
@@ -4567,7 +4540,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ef04d1c",
+   "id": "2ba3f9de",
    "metadata": {
     "editable": true
    },
@@ -4586,7 +4559,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "77ee782e",
+   "id": "21fcac4a",
    "metadata": {
     "editable": true
    },
@@ -4598,7 +4571,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d815961",
+   "id": "04a26245",
    "metadata": {
     "editable": true
    },
@@ -4608,7 +4581,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c87520f",
+   "id": "bbe30d4d",
    "metadata": {
     "editable": true
    },
@@ -4625,7 +4598,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1518c424",
+   "id": "bf115ba7",
    "metadata": {
     "editable": true
    },
@@ -4635,7 +4608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fe61acec",
+   "id": "e07822af",
    "metadata": {
     "editable": true
    },
@@ -4651,7 +4624,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "beb937bc",
+   "id": "0bd949a8",
    "metadata": {
     "editable": true
    },
@@ -4663,7 +4636,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e92512b2",
+   "id": "e682bd3f",
    "metadata": {
     "editable": true
    },
@@ -4675,7 +4648,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6afede1",
+   "id": "9a5d7cbb",
    "metadata": {
     "editable": true
    },
@@ -4687,7 +4660,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54113bf8",
+   "id": "5005ba3b",
    "metadata": {
     "editable": true
    },
@@ -4697,7 +4670,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "52019cd9",
+   "id": "a6c678bc",
    "metadata": {
     "editable": true
    },
@@ -4709,7 +4682,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30d1fd05",
+   "id": "5d9081a6",
    "metadata": {
     "editable": true
    },
@@ -4726,7 +4699,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ecf7b93a",
+   "id": "d30b3296",
    "metadata": {
     "editable": true
    },
@@ -4736,7 +4709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c38563e3",
+   "id": "ba7ad1dc",
    "metadata": {
     "editable": true
    },
@@ -4748,7 +4721,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4308b5eb",
+   "id": "c5c85fae",
    "metadata": {
     "editable": true
    },
@@ -4762,7 +4735,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8ca49651",
+   "id": "31455ab3",
    "metadata": {
     "editable": true
    },
@@ -4778,7 +4751,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "abf93665",
+   "id": "db892730",
    "metadata": {
     "editable": true
    },
@@ -4790,7 +4763,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "666fb89a",
+   "id": "77581ff5",
    "metadata": {
     "editable": true
    },
@@ -4812,7 +4785,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c51a4e54",
+   "id": "2066b3b8",
    "metadata": {
     "editable": true
    },
@@ -4824,7 +4797,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f4e2baf7",
+   "id": "e5b2ec88",
    "metadata": {
     "editable": true
    },
@@ -4847,7 +4820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "815f4f51",
+   "id": "7e73e4d1",
    "metadata": {
     "editable": true
    },
@@ -4863,7 +4836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5aad03f5",
+   "id": "6e75a17f",
    "metadata": {
     "editable": true
    },
@@ -4875,7 +4848,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7883cc63",
+   "id": "508d5800",
    "metadata": {
     "editable": true
    },
@@ -4899,7 +4872,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b80ff3c",
+   "id": "c2e068bb",
    "metadata": {
     "editable": true
    },
@@ -4911,7 +4884,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "41df21c5",
+   "id": "1c41a567",
    "metadata": {
     "editable": true
    },
@@ -4932,7 +4905,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ff27393",
+   "id": "ee777fc2",
    "metadata": {
     "editable": true
    },
@@ -4944,7 +4917,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7627d4f0",
+   "id": "4867702f",
    "metadata": {
     "editable": true
    },
@@ -4963,7 +4936,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4171e24a",
+   "id": "e8b191a7",
    "metadata": {
     "editable": true
    },
@@ -4973,7 +4946,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c085467f",
+   "id": "07edf9ef",
    "metadata": {
     "editable": true
    },
@@ -4987,7 +4960,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfad073c",
+   "id": "a44c683c",
    "metadata": {
     "editable": true
    },
@@ -4999,7 +4972,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5eff292",
+   "id": "8e35cfd6",
    "metadata": {
     "editable": true
    },
@@ -5011,7 +4984,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50ab1e89",
+   "id": "cad756d7",
    "metadata": {
     "editable": true
    },
@@ -5028,7 +5001,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4966a321",
+   "id": "e89f3475",
    "metadata": {
     "editable": true
    },
@@ -5040,7 +5013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c40440e9",
+   "id": "05770b4f",
    "metadata": {
     "editable": true
    },
@@ -5062,7 +5035,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a74e04ea",
+   "id": "aba3f2e6",
    "metadata": {
     "editable": true
    },
@@ -5077,7 +5050,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c74ab9b7",
+   "id": "b9bfa280",
    "metadata": {
     "editable": true
    },
@@ -5088,7 +5061,7 @@
   {
    "cell_type": "code",
    "execution_count": 41,
-   "id": "db981810",
+   "id": "4eebdf51",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5243,7 +5216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec284695",
+   "id": "091cc419",
    "metadata": {
     "editable": true
    },
@@ -5258,7 +5231,7 @@
   {
    "cell_type": "code",
    "execution_count": 42,
-   "id": "e64c1080",
+   "id": "665731ce",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5427,7 +5400,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14bd5616",
+   "id": "50bc17b7",
    "metadata": {
     "editable": true
    },
@@ -5440,7 +5413,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fb3eb651",
+   "id": "340763a0",
    "metadata": {
     "editable": true
    },
@@ -5457,7 +5430,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb56398a",
+   "id": "26658651",
    "metadata": {
     "editable": true
    },
@@ -5473,7 +5446,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35a6ae74",
+   "id": "6abebf29",
    "metadata": {
     "editable": true
    },
@@ -5486,7 +5459,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c7ed6ac0",
+   "id": "a68128ae",
    "metadata": {
     "editable": true
    },
@@ -5503,7 +5476,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ff13e10",
+   "id": "b5000a32",
    "metadata": {
     "editable": true
    },
@@ -5515,7 +5488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd6f9845",
+   "id": "306c6e46",
    "metadata": {
     "editable": true
    },
@@ -5542,7 +5515,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c3f2ea3",
+   "id": "c7d0d8c3",
    "metadata": {
     "editable": true
    },
@@ -5555,7 +5528,7 @@
   {
    "cell_type": "code",
    "execution_count": 43,
-   "id": "af7ec34a",
+   "id": "a2b6af75",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5734,7 +5707,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "389473a6",
+   "id": "78241a6c",
    "metadata": {
     "editable": true
    },
@@ -5754,7 +5727,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f06bb48",
+   "id": "e493bb17",
    "metadata": {
     "editable": true
    },
@@ -5769,7 +5742,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a06afbb2",
+   "id": "68995ee5",
    "metadata": {
     "editable": true
    },
@@ -5783,7 +5756,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0f0d76c",
+   "id": "f0e67441",
    "metadata": {
     "editable": true
    },
@@ -5799,7 +5772,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "926e6c32",
+   "id": "b0722fa9",
    "metadata": {
     "editable": true
    },
@@ -5809,7 +5782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f3aa5e2",
+   "id": "6376873b",
    "metadata": {
     "editable": true
    },
@@ -5831,7 +5804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a9afdd7b",
+   "id": "57a0317c",
    "metadata": {
     "editable": true
    },
@@ -5845,7 +5818,7 @@
   {
    "cell_type": "code",
    "execution_count": 44,
-   "id": "d4316cb1",
+   "id": "d16f77f1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -5921,7 +5894,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fed0985f",
+   "id": "e704b947",
    "metadata": {
     "editable": true
    },
@@ -5933,7 +5906,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c2b87817",
+   "id": "1feb358d",
    "metadata": {
     "editable": true
    },
@@ -5950,7 +5923,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0edfcfb2",
+   "id": "05027662",
    "metadata": {
     "editable": true
    },
@@ -5962,7 +5935,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1aa4b8e9",
+   "id": "96d6d6a0",
    "metadata": {
     "editable": true
    },
@@ -5977,7 +5950,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ba7d0ac",
+   "id": "d4dfad8a",
    "metadata": {
     "editable": true
    },
@@ -5989,7 +5962,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e7b30a16",
+   "id": "ffe7eb65",
    "metadata": {
     "editable": true
    },
@@ -6001,7 +5974,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dbac6763",
+   "id": "2e3acb6a",
    "metadata": {
     "editable": true
    },
@@ -6013,7 +5986,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20a4997e",
+   "id": "600af805",
    "metadata": {
     "editable": true
    },
@@ -6023,7 +5996,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7cd569c7",
+   "id": "3a61de1c",
    "metadata": {
     "editable": true
    },
@@ -6040,7 +6013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ceb6d56",
+   "id": "6475eda5",
    "metadata": {
     "editable": true
    },
@@ -6052,7 +6025,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0911f3ba",
+   "id": "4c506a87",
    "metadata": {
     "editable": true
    },
@@ -6064,7 +6037,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7968b5f7",
+   "id": "24701ca8",
    "metadata": {
     "editable": true
    },
@@ -6074,7 +6047,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "91a7d83f",
+   "id": "826b9055",
    "metadata": {
     "editable": true
    },
@@ -6086,7 +6059,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5feceb81",
+   "id": "323573be",
    "metadata": {
     "editable": true
    },
@@ -6097,7 +6070,7 @@
   {
    "cell_type": "code",
    "execution_count": 45,
-   "id": "a9e42eda",
+   "id": "4234c03b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -6262,7 +6235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0f40d867",
+   "id": "5f7a90b0",
    "metadata": {
     "editable": true
    },
@@ -6284,7 +6257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e2f088a",
+   "id": "532f1254",
    "metadata": {
     "editable": true
    },
@@ -6301,7 +6274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f5391046",
+   "id": "ece44428",
    "metadata": {
     "editable": true
    },
@@ -6311,7 +6284,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a7ac2bfe",
+   "id": "c34e3e05",
    "metadata": {
     "editable": true
    },
@@ -6326,7 +6299,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "323eeb6e",
+   "id": "9186a55c",
    "metadata": {
     "editable": true
    },
@@ -6336,7 +6309,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8fd016d",
+   "id": "0644e2f2",
    "metadata": {
     "editable": true
    },
@@ -6351,7 +6324,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f86d84b7",
+   "id": "b3bdd092",
    "metadata": {
     "editable": true
    },
@@ -6362,7 +6335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f96f1132",
+   "id": "e1e12027",
    "metadata": {
     "editable": true
    },
@@ -6382,7 +6355,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3a969016",
+   "id": "334ba808",
    "metadata": {
     "editable": true
    },
@@ -6394,7 +6367,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3d749e66",
+   "id": "3e465af3",
    "metadata": {
     "editable": true
    },
@@ -6431,7 +6404,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "187e06c3",
+   "id": "c854491a",
    "metadata": {
     "editable": true
    },
@@ -6441,7 +6414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0b45037f",
+   "id": "6f5435eb",
    "metadata": {
     "editable": true
    },
@@ -6454,7 +6427,7 @@
   {
    "cell_type": "code",
    "execution_count": 46,
-   "id": "5bc810a2",
+   "id": "aec3e689",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -6659,7 +6632,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c6c362d",
+   "id": "349c11e3",
    "metadata": {
     "editable": true
    },
@@ -6676,7 +6649,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93025367",
+   "id": "d4adb530",
    "metadata": {
     "editable": true
    },
@@ -6693,7 +6666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "31722ff7",
+   "id": "8b9396bf",
    "metadata": {
     "editable": true
    },
@@ -6703,7 +6676,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0dd431c6",
+   "id": "059b4467",
    "metadata": {
     "editable": true
    },
@@ -6718,7 +6691,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ffb27c5a",
+   "id": "5a7fcf9e",
    "metadata": {
     "editable": true
    },
@@ -6732,7 +6705,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f2a7f9cc",
+   "id": "df2d65c5",
    "metadata": {
     "editable": true
    },
@@ -6745,7 +6718,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7e5166a0",
+   "id": "ae173d6c",
    "metadata": {
     "editable": true
    },
@@ -6765,7 +6738,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "322d3d0e",
+   "id": "bdaf49ce",
    "metadata": {
     "editable": true
    },
@@ -6777,7 +6750,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "13fd2713",
+   "id": "8fc692b7",
    "metadata": {
     "editable": true
    },
@@ -6789,7 +6762,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6fd8a54",
+   "id": "3d9a8d27",
    "metadata": {
     "editable": true
    },
@@ -6801,7 +6774,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3312eb36",
+   "id": "8bb8693c",
    "metadata": {
     "editable": true
    },
@@ -6811,7 +6784,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12b7262b",
+   "id": "8f12a71a",
    "metadata": {
     "editable": true
    },
@@ -6823,7 +6796,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2c24b60",
+   "id": "92c02c54",
    "metadata": {
     "editable": true
    },
@@ -6835,7 +6808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7907d074",
+   "id": "3574103a",
    "metadata": {
     "editable": true
    },
@@ -6847,7 +6820,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ff2dbe91",
+   "id": "0c5567ec",
    "metadata": {
     "editable": true
    },
@@ -6857,7 +6830,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3bfa800",
+   "id": "e239c04b",
    "metadata": {
     "editable": true
    },
@@ -6873,7 +6846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "450c71ab",
+   "id": "b32c6b70",
    "metadata": {
     "editable": true
    },
@@ -6883,7 +6856,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e332f6e8",
+   "id": "dfb3bad0",
    "metadata": {
     "editable": true
    },
@@ -6895,7 +6868,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d0c52d7",
+   "id": "14519bf8",
    "metadata": {
     "editable": true
    },
@@ -6912,7 +6885,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c600851",
+   "id": "a0882035",
    "metadata": {
     "editable": true
    },
@@ -6922,7 +6895,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54f8ec74",
+   "id": "bf1f5906",
    "metadata": {
     "editable": true
    },
@@ -6938,7 +6911,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "63362c9e",
+   "id": "61a16dd6",
    "metadata": {
     "editable": true
    },
@@ -6952,7 +6925,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7f5a6717",
+   "id": "99949d7b",
    "metadata": {
     "editable": true
    },
@@ -6971,7 +6944,7 @@
   {
    "cell_type": "code",
    "execution_count": 47,
-   "id": "78a296e0",
+   "id": "f9faf581",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -7026,7 +6999,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a91555e",
+   "id": "3cbeb7ac",
    "metadata": {
     "editable": true
    },
@@ -7056,7 +7029,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d0f43d3c",
+   "id": "04a66fd1",
    "metadata": {
     "editable": true
    },
@@ -7085,7 +7058,7 @@
   {
    "cell_type": "code",
    "execution_count": 48,
-   "id": "62625f51",
+   "id": "83ad594f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -7132,7 +7105,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba76ad6c",
+   "id": "dbe6f74a",
    "metadata": {
     "editable": true
    },
@@ -7158,7 +7131,7 @@
   {
    "cell_type": "code",
    "execution_count": 49,
-   "id": "da1c7791",
+   "id": "a29e5348",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -7392,7 +7365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5cbbebd3",
+   "id": "f2171b20",
    "metadata": {
     "editable": true
    },
@@ -7404,7 +7377,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c76b254a",
+   "id": "e2c87638",
    "metadata": {
     "editable": true
    },
@@ -7416,7 +7389,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "922fa6ef",
+   "id": "d8595812",
    "metadata": {
     "editable": true
    },
@@ -7428,7 +7401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3d14cd2",
+   "id": "6969d557",
    "metadata": {
     "editable": true
    },
@@ -7445,7 +7418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0419dde1",
+   "id": "f39d16ef",
    "metadata": {
     "editable": true
    },
@@ -7455,7 +7428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e81f4361",
+   "id": "6c8e08dd",
    "metadata": {
     "editable": true
    },
@@ -7467,7 +7440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f3cbc2c",
+   "id": "699a4862",
    "metadata": {
     "editable": true
    },
@@ -7484,7 +7457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a164460b",
+   "id": "3e5b810b",
    "metadata": {
     "editable": true
    },
@@ -7495,7 +7468,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8abd8160",
+   "id": "c3f9ac9b",
    "metadata": {
     "editable": true
    },
@@ -7515,7 +7488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07eb9f81",
+   "id": "56f7fba0",
    "metadata": {
     "editable": true
    },
@@ -7525,7 +7498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87159922",
+   "id": "2788d661",
    "metadata": {
     "editable": true
    },
@@ -7551,7 +7524,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac102a8a",
+   "id": "2094e988",
    "metadata": {
     "editable": true
    },
@@ -7567,7 +7540,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f907980b",
+   "id": "aac9bb21",
    "metadata": {
     "editable": true
    },
@@ -7578,7 +7551,7 @@
   {
    "cell_type": "code",
    "execution_count": 50,
-   "id": "14aba268",
+   "id": "550bea3f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -7809,7 +7782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a13d9b",
+   "id": "80a6f6ef",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week43.py b/doc/LectureNotes/_build/jupyter_execute/week43.py
index 9039eeddd..4577bde0c 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week43.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week43.py
@@ -18,8 +18,11 @@
 # 
 #   * Solving differential equations with Neural Networks
 # 
-#   * "Video of lecture at 
-# 
+#   * Video of lecture at 
+# 
+#   * Video os second part, solving differential equations with neural networks at 
+# 
+#   * Whiteboard notes on solving differential equations at 
 
 # ## Exercises and lab session week 43
 # **Lab sessions on Tuesday and Wednesday.**