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"id": "092c6813", + "id": "474b773e", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "f44f930c", + "id": "a8ac8249", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "52ac4c14", + "id": "c8760378", "metadata": { "editable": true }, @@ -56,7 +56,7 @@ }, { "cell_type": "markdown", - "id": "2c1630dd", + "id": "76c6895d", "metadata": { "editable": true }, @@ -73,7 +73,7 @@ }, { "cell_type": "markdown", - "id": "49d3cbcf", + "id": "ebb39354", "metadata": { "editable": true }, @@ -92,7 +92,7 @@ }, { "cell_type": "markdown", - "id": "9b42371e", + "id": "cfb26b1b", "metadata": { "editable": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "markdown", - "id": "b8f7a026", + "id": "28f60678", "metadata": { "editable": true }, @@ -119,7 +119,7 @@ }, { "cell_type": "markdown", - "id": "012dd6a1", + "id": "3c7f8f61", "metadata": { "editable": true }, @@ -133,7 +133,7 @@ }, { "cell_type": "markdown", - "id": "2847e093", + "id": "9ee5faa5", "metadata": { "editable": true }, @@ -148,7 +148,7 @@ }, { "cell_type": "markdown", - "id": "45fef288", + "id": "e82fbb01", "metadata": { "editable": true }, @@ -160,7 +160,7 @@ }, { "cell_type": "markdown", - "id": "de152393", + "id": "e1b4862d", "metadata": { "editable": true }, @@ -174,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "621fb2b9", + "id": "f7b41bcb", "metadata": { "editable": true }, @@ -186,7 +186,7 @@ }, { "cell_type": "markdown", - "id": "c418fb3c", + "id": "2825a689", "metadata": { "editable": true }, @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "800aecac", + "id": "1853d23c", "metadata": { "editable": true }, @@ -218,7 +218,7 @@ }, { "cell_type": "markdown", - "id": "2e973cf8", + "id": "1625a8c3", "metadata": { "editable": true }, @@ -230,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "95e54e97", + "id": "7427a24a", "metadata": { "editable": true }, @@ -240,7 +240,7 @@ }, { "cell_type": "markdown", - "id": "6fd99322", + "id": "d4911a64", "metadata": { "editable": true }, @@ -252,7 +252,7 @@ }, { "cell_type": "markdown", - "id": "2b2ebf34", + "id": "0f290988", "metadata": { "editable": true }, @@ -262,7 +262,7 @@ }, { "cell_type": "markdown", - "id": "d488d19a", + "id": "4cbbad95", "metadata": { "editable": true }, @@ -274,7 +274,7 @@ }, { "cell_type": "markdown", - "id": "af6e84a4", + "id": "cc8122a6", "metadata": { "editable": true }, @@ -284,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "c9407fa7", + "id": "39f03825", "metadata": { "editable": true }, @@ -296,7 +296,7 @@ }, { "cell_type": "markdown", - "id": "b33546c2", + "id": "3eeb7a29", "metadata": { "editable": true }, @@ -312,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "e2b7759f", + "id": "33e1d35f", "metadata": { "editable": true }, @@ -324,7 +324,7 @@ }, { "cell_type": "markdown", - "id": "5e1062d7", + "id": "e846a441", "metadata": { "editable": true }, @@ -336,7 +336,7 @@ }, { "cell_type": "markdown", - "id": "2733bbc4", + "id": "fbb3f1ff", "metadata": { "editable": true }, @@ -346,7 +346,7 @@ }, { "cell_type": "markdown", - "id": "b72c5008", + "id": "40200643", "metadata": { "editable": true }, @@ -358,7 +358,7 @@ }, { "cell_type": "markdown", - "id": "b219dc77", + "id": "a2e96689", "metadata": { "editable": true }, @@ -368,7 +368,7 @@ }, { "cell_type": "markdown", - "id": "5313f959", + "id": "1a014316", "metadata": { "editable": true }, @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "fe80b0ed", + "id": "06a0b720", "metadata": { "editable": true }, @@ -396,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "fdd61c89", + "id": "48581ce4", "metadata": { "editable": true }, @@ -408,7 +408,7 @@ }, { "cell_type": "markdown", - "id": "e73defca", + "id": "58f46792", "metadata": { "editable": true }, @@ -420,7 +420,7 @@ }, { "cell_type": "markdown", - "id": "6a10c098", + "id": "dc5aa924", "metadata": { "editable": true }, @@ -432,7 +432,7 @@ }, { "cell_type": "markdown", - "id": "5e45bea0", + "id": "407690af", "metadata": { "editable": true }, @@ -444,7 +444,7 @@ }, { "cell_type": "markdown", - "id": "345aecc6", + "id": "8f5cacad", "metadata": { "editable": true }, @@ -454,7 +454,7 @@ }, { "cell_type": "markdown", - "id": "65142a0a", + "id": "79f592c1", "metadata": { "editable": true }, @@ -470,7 +470,7 @@ }, { "cell_type": "markdown", - "id": "5faab1bb", + "id": "412247f9", "metadata": { "editable": true }, @@ -482,7 +482,7 @@ }, { "cell_type": "markdown", - "id": "476fcd72", + "id": "83c09361", "metadata": { "editable": true }, @@ -494,7 +494,7 @@ }, { "cell_type": "markdown", - "id": "8c8120ee", + "id": "d341a3c7", "metadata": { "editable": true }, @@ -504,7 +504,7 @@ }, { "cell_type": "markdown", - "id": "5f3741cc", + "id": "2bb5b78f", "metadata": { "editable": true }, @@ -516,7 +516,7 @@ }, { "cell_type": "markdown", - "id": "129deee5", + "id": "3d6558a8", "metadata": { "editable": true }, @@ -530,7 +530,7 @@ }, { "cell_type": "markdown", - "id": "9991265c", + "id": "f55c404e", "metadata": { "editable": true }, @@ -548,7 +548,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "d70cb287", + "id": "076950d8", "metadata": { "collapsed": false, "editable": true @@ -621,7 +621,7 @@ }, { "cell_type": "markdown", - "id": "0c995e02", + "id": "b5a2150f", "metadata": { "editable": true }, @@ -631,7 +631,7 @@ }, { "cell_type": "markdown", - "id": "22b79621", + "id": "cb93f2d2", "metadata": { "editable": true }, @@ -648,7 +648,7 @@ }, { "cell_type": "markdown", - "id": "554f6b51", + "id": "893b1b33", "metadata": { "editable": true }, @@ -660,7 +660,7 @@ }, { "cell_type": "markdown", - "id": "5f747812", + "id": "f1554902", "metadata": { "editable": true }, @@ -670,7 +670,7 @@ }, { "cell_type": "markdown", - "id": "6f9a465a", + "id": "e01cd011", "metadata": { "editable": true }, @@ -682,7 +682,7 @@ }, { "cell_type": "markdown", - "id": "8071b978", + "id": "691e42c5", "metadata": { "editable": true }, @@ -698,7 +698,7 @@ }, { "cell_type": "markdown", - "id": "bf0242dd", + "id": "57573a8a", "metadata": { "editable": true }, @@ -710,7 +710,7 @@ }, { "cell_type": "markdown", - "id": "5ffe91c1", + "id": "91ff8dfb", "metadata": { "editable": true }, @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "f5512cb1", + "id": "315f787f", "metadata": { "editable": true }, @@ -733,7 +733,7 @@ }, { "cell_type": "markdown", - "id": "fa7c53f0", + "id": "612ebd67", "metadata": { "editable": true }, @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "b500870f", + "id": "c28762dc", "metadata": { "editable": true }, @@ -758,7 +758,7 @@ }, { "cell_type": "markdown", - "id": "79cffbd0", + "id": "b4d0309d", "metadata": { "editable": true }, @@ -770,7 +770,7 @@ }, { "cell_type": "markdown", - "id": "75bca176", + "id": "f3c715f1", "metadata": { "editable": true }, @@ -780,7 +780,7 @@ }, { "cell_type": "markdown", - "id": "e6aa2766", + "id": "5db82289", "metadata": { "editable": true }, @@ -792,7 +792,7 @@ }, { "cell_type": "markdown", - "id": "47f01305", + "id": "b6b2ad78", "metadata": { "editable": true }, @@ -804,7 +804,7 @@ }, { "cell_type": "markdown", - "id": "f242e593", + "id": "dcefdba1", "metadata": { "editable": true }, @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "54f82c8e", + "id": "d554c6ce", "metadata": { "editable": true }, @@ -826,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "04835564", + "id": "651ff447", "metadata": { "editable": true }, @@ -838,7 +838,7 @@ }, { "cell_type": "markdown", - "id": "b364a288", + "id": "f171ceaa", "metadata": { "editable": true }, @@ -854,7 +854,7 @@ }, { "cell_type": "markdown", - "id": "7ce5168e", + "id": "609bb2dd", "metadata": { "editable": true }, @@ -866,7 +866,7 @@ }, { "cell_type": "markdown", - "id": "7d7d5872", + "id": "da1d696b", "metadata": { "editable": true }, @@ -876,7 +876,7 @@ }, { "cell_type": "markdown", - "id": "c0e39147", + "id": "d21d62cc", "metadata": { "editable": true }, @@ -888,7 +888,7 @@ }, { "cell_type": "markdown", - "id": "b086049b", + "id": "fb9dd90f", "metadata": { "editable": true }, @@ -898,7 +898,7 @@ }, { "cell_type": "markdown", - "id": "094989b6", + "id": "9026fb2d", "metadata": { "editable": true }, @@ -910,7 +910,7 @@ }, { "cell_type": "markdown", - "id": "2742317a", + "id": "2d20d5d1", "metadata": { "editable": true }, @@ -922,7 +922,7 @@ }, { "cell_type": "markdown", - "id": "0e2c957d", + "id": "e6fbb9b5", "metadata": { "editable": true }, @@ -935,7 +935,7 @@ }, { "cell_type": "markdown", - "id": "d81132fa", + "id": "781a7ac8", "metadata": { "editable": true }, @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "9c779d7e", + "id": "3ee09d8f", "metadata": { "editable": true }, @@ -957,7 +957,7 @@ }, { "cell_type": "markdown", - "id": "d1318243", + "id": "65f44692", "metadata": { "editable": true }, @@ -967,7 +967,7 @@ }, { "cell_type": "markdown", - "id": "4f9977f9", + "id": "0b84b7af", "metadata": { "editable": true }, @@ -979,7 +979,7 @@ }, { "cell_type": "markdown", - "id": "fdc2aba9", + "id": "53c138bd", "metadata": { "editable": true }, @@ -990,7 +990,7 @@ }, { "cell_type": "markdown", - "id": "36334b10", + "id": "3f81bb3f", "metadata": { "editable": true }, @@ -1002,7 +1002,7 @@ }, { "cell_type": "markdown", - "id": "d7c74c36", + "id": "eb6783b2", "metadata": { "editable": true }, @@ -1012,7 +1012,7 @@ }, { "cell_type": "markdown", - "id": "9258fbf2", + "id": "1c754dbb", "metadata": { "editable": true }, @@ -1024,7 +1024,7 @@ }, { "cell_type": "markdown", - "id": "4703fbac", + "id": "e0b9760c", "metadata": { "editable": true }, @@ -1034,7 +1034,7 @@ }, { "cell_type": "markdown", - "id": "0b451589", + "id": "b1efb446", "metadata": { "editable": true }, @@ -1046,7 +1046,7 @@ }, { "cell_type": "markdown", - "id": "75530820", + "id": "2cf7b43f", "metadata": { "editable": true }, @@ -1058,7 +1058,7 @@ }, { "cell_type": "markdown", - "id": "1103fe71", + "id": "262b517f", "metadata": { "editable": true }, @@ -1070,7 +1070,7 @@ }, { "cell_type": "markdown", - "id": "f2ea48ee", + "id": "59285e3f", "metadata": { "editable": true }, @@ -1080,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "a508fd86", + "id": "2813790f", "metadata": { "editable": true }, @@ -1092,7 +1092,7 @@ }, { "cell_type": "markdown", - "id": "fc4448cf", + "id": "a56b94b4", "metadata": { "editable": true }, @@ -1102,7 +1102,7 @@ }, { "cell_type": "markdown", - "id": "7585a56f", + "id": "a3ed9010", "metadata": { "editable": true }, @@ -1114,7 +1114,7 @@ }, { "cell_type": "markdown", - "id": "b2b6e1f2", + "id": "03a5562c", "metadata": { "editable": true }, @@ -1126,7 +1126,7 @@ }, { "cell_type": "markdown", - "id": "2e3f4fd2", + "id": "025bd04f", "metadata": { "editable": true }, @@ -1138,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "7506d23b", + "id": "e1ef6c2f", "metadata": { "editable": true }, @@ -1148,7 +1148,7 @@ }, { "cell_type": "markdown", - "id": "c53a7ad0", + "id": "157d7580", "metadata": { "editable": true }, @@ -1160,7 +1160,7 @@ }, { "cell_type": "markdown", - "id": "e741bcd1", + "id": "389a7e2d", "metadata": { "editable": true }, @@ -1170,7 +1170,7 @@ }, { "cell_type": "markdown", - "id": "3f40c8b4", + "id": "bccf9918", "metadata": { "editable": true }, @@ -1183,7 +1183,7 @@ }, { "cell_type": "markdown", - "id": "38133e07", + "id": "ab05945c", "metadata": { "editable": true }, @@ -1195,7 +1195,7 @@ }, { "cell_type": "markdown", - "id": "a48e0d24", + "id": "cb2ef195", "metadata": { "editable": true }, @@ -1205,7 +1205,7 @@ }, { "cell_type": "markdown", - "id": "c2527d7c", + "id": "da672f61", "metadata": { "editable": true }, @@ -1217,7 +1217,7 @@ }, { "cell_type": "markdown", - "id": "5b70545f", + "id": "95dd3d2b", "metadata": { "editable": true }, @@ -1227,7 +1227,7 @@ }, { "cell_type": "markdown", - "id": "02d7a474", + "id": "532b99a2", "metadata": { "editable": true }, @@ -1239,7 +1239,7 @@ }, { "cell_type": "markdown", - "id": "28f26a48", + "id": "5d5f45cc", "metadata": { "editable": true }, @@ -1249,7 +1249,7 @@ }, { "cell_type": "markdown", - "id": "7cc8726f", + "id": "2333cfb1", "metadata": { "editable": true }, @@ -1261,7 +1261,7 @@ }, { "cell_type": "markdown", - "id": "123de6da", + "id": "4b555f81", "metadata": { "editable": true }, @@ -1271,7 +1271,7 @@ }, { "cell_type": "markdown", - "id": "518455da", + "id": "20c0952f", "metadata": { "editable": true }, @@ -1288,7 +1288,7 @@ }, { "cell_type": "markdown", - "id": "c6591a2b", + "id": "5a155f81", "metadata": { "editable": true }, @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "e8b6fcf1", + "id": "ff1fc071", "metadata": { "editable": true }, @@ -1312,7 +1312,7 @@ }, { "cell_type": "markdown", - "id": "ced47734", + "id": "63576478", "metadata": { "editable": true }, @@ -1328,7 +1328,7 @@ }, { "cell_type": "markdown", - "id": "1c43dce0", + "id": "3410ad89", "metadata": { "editable": true }, @@ -1345,7 +1345,7 @@ }, { "cell_type": "markdown", - "id": "0e633d9c", + "id": "c71d887c", "metadata": { "editable": true }, @@ -1357,7 +1357,7 @@ }, { "cell_type": "markdown", - "id": "9b67f305", + "id": "ffeae21c", "metadata": { "editable": true }, @@ -1370,7 +1370,7 @@ }, { "cell_type": "markdown", - "id": "d2f1a218", + "id": "2fe917a4", "metadata": { "editable": true }, @@ -1382,7 +1382,7 @@ }, { "cell_type": "markdown", - "id": "9bb82aca", + "id": "65404bec", "metadata": { "editable": true }, @@ -1398,7 +1398,7 @@ }, { "cell_type": "markdown", - "id": "6b8654b2", + "id": "a6c0c8b6", "metadata": { "editable": true }, @@ -1410,7 +1410,7 @@ }, { "cell_type": "markdown", - "id": "0eb3c9d3", + "id": "2454faec", "metadata": { "editable": true }, @@ -1426,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "3d798d71", + "id": "e5b67040", "metadata": { "editable": true }, @@ -1438,7 +1438,7 @@ }, { "cell_type": "markdown", - "id": "7ddc0fc9", + "id": "aaec49a4", "metadata": { "editable": true }, @@ -1450,7 +1450,7 @@ }, { "cell_type": "markdown", - "id": "0d8fe9fb", + "id": "e8ad40d3", "metadata": { "editable": true }, @@ -1460,7 +1460,7 @@ }, { "cell_type": "markdown", - "id": "edd7787f", + "id": "e04a4d28", "metadata": { "editable": true }, @@ -1472,7 +1472,7 @@ }, { "cell_type": "markdown", - "id": "80f47db9", + "id": "9b121a33", "metadata": { "editable": true }, @@ -1482,7 +1482,7 @@ }, { "cell_type": "markdown", - "id": "a48bab67", + "id": "3bf7d884", "metadata": { "editable": true }, @@ -1494,7 +1494,7 @@ }, { "cell_type": "markdown", - "id": "94648f68", + "id": "7d58918c", "metadata": { "editable": true }, @@ -1508,7 +1508,7 @@ }, { "cell_type": "markdown", - "id": "140920e5", + "id": "d21dce97", "metadata": { "editable": true }, @@ -1520,7 +1520,7 @@ }, { "cell_type": "markdown", - "id": "dacb70a5", + "id": "dc143bea", "metadata": { "editable": true }, @@ -1530,7 +1530,7 @@ }, { "cell_type": "markdown", - "id": "ff05f9a6", + "id": "49415a06", "metadata": { "editable": true }, @@ -1542,7 +1542,7 @@ }, { "cell_type": "markdown", - "id": "99c45bc0", + "id": "4398e11e", "metadata": { "editable": true }, @@ -1552,7 +1552,7 @@ }, { "cell_type": "markdown", - "id": "41ef7064", + "id": "da3fca7e", "metadata": { "editable": true }, @@ -1564,7 +1564,7 @@ }, { "cell_type": "markdown", - "id": "f13df94c", + "id": "9055bc57", "metadata": { "editable": true }, @@ -1576,7 +1576,7 @@ }, { "cell_type": "markdown", - "id": "20d5f27f", + "id": "c7995e73", "metadata": { "editable": true }, @@ -1588,7 +1588,7 @@ }, { "cell_type": "markdown", - "id": "f68c72b6", + "id": "d142f966", "metadata": { "editable": true }, @@ -1598,7 +1598,7 @@ }, { "cell_type": "markdown", - "id": "5ad4d7ae", + "id": "d5dc5f9f", "metadata": { "editable": true }, @@ -1610,7 +1610,7 @@ }, { "cell_type": "markdown", - "id": "623c32d7", + "id": "5f598e3e", "metadata": { "editable": true }, @@ -1620,7 +1620,7 @@ }, { "cell_type": "markdown", - "id": "9dc972b4", + "id": "9769b50e", "metadata": { "editable": true }, @@ -1632,7 +1632,7 @@ }, { "cell_type": "markdown", - "id": "af1d6e91", + "id": "5a8851ae", "metadata": { "editable": true }, @@ -1650,7 +1650,7 @@ }, { "cell_type": "markdown", - "id": "51defa9d", + "id": "b455efff", "metadata": { "editable": true }, @@ -1668,7 +1668,7 @@ }, { "cell_type": "markdown", - "id": "fff66b0b", + "id": "8b430778", "metadata": { "editable": true }, @@ -1680,7 +1680,7 @@ }, { "cell_type": "markdown", - "id": "e646d1f7", + "id": "7fb2cea5", "metadata": { "editable": true }, @@ -1690,7 +1690,7 @@ }, { "cell_type": "markdown", - "id": "b448f6fa", + "id": "6c77ac74", "metadata": { "editable": true }, @@ -1702,7 +1702,7 @@ }, { "cell_type": "markdown", - "id": "bb477975", + "id": "708f42bb", "metadata": { "editable": true }, @@ -1714,7 +1714,7 @@ }, { "cell_type": "markdown", - "id": "00fb4848", + "id": "40f66bf5", "metadata": { "editable": true }, @@ -1726,7 +1726,7 @@ }, { "cell_type": "markdown", - "id": "fd6ff6f1", + "id": "21b9ebbe", "metadata": { "editable": true }, @@ -1736,7 +1736,7 @@ }, { "cell_type": "markdown", - "id": "8cb4e9d5", + "id": "665ad548", "metadata": { "editable": true }, @@ -1748,7 +1748,7 @@ }, { "cell_type": "markdown", - "id": "c9051e99", + "id": "c182abd9", "metadata": { "editable": true }, @@ -1758,7 +1758,7 @@ }, { "cell_type": "markdown", - "id": "e0675944", + "id": "aa70c6cf", "metadata": { "editable": true }, @@ -1770,7 +1770,7 @@ }, { "cell_type": "markdown", - "id": "657a96be", + "id": "db460a07", "metadata": { "editable": true }, @@ -1788,7 +1788,7 @@ }, { "cell_type": "markdown", - "id": "0f46875e", + "id": "3af036d6", "metadata": { "editable": true }, @@ -1798,7 +1798,7 @@ }, { "cell_type": "markdown", - "id": "88d3dec1", + "id": "5662288a", "metadata": { "editable": true }, @@ -1816,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "49bdd416", + "id": "b6a8a1ac", "metadata": { "editable": true }, @@ -1826,7 +1826,7 @@ }, { "cell_type": "markdown", - "id": "af9834e8", + "id": "dda8fce0", "metadata": { "editable": true }, @@ -1844,7 +1844,7 @@ }, { "cell_type": "markdown", - "id": "5b0fecb5", + "id": "f1957ab0", "metadata": { "editable": true }, @@ -1856,7 +1856,7 @@ }, { "cell_type": "markdown", - "id": "38eac0eb", + "id": "31c8f2c9", "metadata": { "editable": true }, @@ -1868,7 +1868,7 @@ }, { "cell_type": "markdown", - "id": "bfd769fa", + "id": "bba8d29e", "metadata": { "editable": true }, @@ -1878,7 +1878,7 @@ }, { "cell_type": "markdown", - "id": "135bd5de", + "id": "af4922ec", "metadata": { "editable": true }, @@ -1890,7 +1890,7 @@ }, { "cell_type": "markdown", - "id": "fd8d7e06", + "id": "f43f0f87", "metadata": { "editable": true }, @@ -1902,7 +1902,7 @@ }, { "cell_type": "markdown", - "id": "6d077330", + "id": "eba489e4", "metadata": { "editable": true }, @@ -1912,7 +1912,7 @@ }, { "cell_type": "markdown", - "id": "0b1deaaf", + "id": "82610f92", "metadata": { "editable": true }, @@ -1924,7 +1924,7 @@ }, { "cell_type": "markdown", - "id": "986e3cad", + "id": "62513d62", "metadata": { "editable": true }, @@ -1934,7 +1934,7 @@ }, { "cell_type": "markdown", - "id": "d35bcc04", + "id": "ca381ec8", "metadata": { "editable": true }, @@ -1946,7 +1946,7 @@ }, { "cell_type": "markdown", - "id": "7f486441", + "id": "bdf32ad4", "metadata": { "editable": true }, @@ -1958,7 +1958,7 @@ }, { "cell_type": "markdown", - "id": "39d6fda4", + "id": "764448ea", "metadata": { "editable": true }, @@ -1981,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "938d24c7", + "id": "989c3082", "metadata": { "editable": true }, @@ -1993,7 +1993,7 @@ }, { "cell_type": "markdown", - "id": "278750ac", + "id": "9d14949a", "metadata": { "editable": true }, @@ -2005,7 +2005,7 @@ }, { "cell_type": "markdown", - "id": "3e126986", + "id": "4ee118b1", "metadata": { "editable": true }, @@ -2015,7 +2015,7 @@ }, { "cell_type": "markdown", - "id": "8f048a4b", + "id": "ba89ad67", "metadata": { "editable": true }, @@ -2027,7 +2027,7 @@ }, { "cell_type": "markdown", - "id": "4886d206", + "id": "e1f840c5", "metadata": { "editable": true }, @@ -2041,7 +2041,7 @@ }, { "cell_type": "markdown", - "id": "f7f67a4e", + "id": "9f06bcfc", "metadata": { "editable": true }, @@ -2053,7 +2053,7 @@ }, { "cell_type": "markdown", - "id": "f7b054be", + "id": "7063f2be", "metadata": { "editable": true }, @@ -2065,7 +2065,7 @@ }, { "cell_type": "markdown", - "id": "d8669d04", + "id": "3e299445", "metadata": { "editable": true }, @@ -2075,7 +2075,7 @@ }, { "cell_type": "markdown", - "id": "37b39be1", + "id": "28921878", "metadata": { "editable": true }, @@ -2087,7 +2087,7 @@ }, { "cell_type": "markdown", - "id": "e7cca043", + "id": "90f5404c", "metadata": { "editable": true }, @@ -2099,7 +2099,7 @@ }, { "cell_type": "markdown", - "id": "1bc0321b", + "id": "53c2dfbd", "metadata": { "editable": true }, @@ -2109,7 +2109,7 @@ }, { "cell_type": "markdown", - "id": "e7be68c1", + "id": "03805799", "metadata": { "editable": true }, @@ -2121,7 +2121,7 @@ }, { "cell_type": "markdown", - "id": "f0b0b4e6", + "id": "4f8f9c02", "metadata": { "editable": true }, @@ -2133,7 +2133,7 @@ }, { "cell_type": "markdown", - "id": "5a63acb6", + "id": "9bf86f9c", "metadata": { "editable": true }, @@ -2156,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "99f26331", + "id": "eeaed73c", "metadata": { "editable": true }, @@ -2175,7 +2175,7 @@ }, { "cell_type": "markdown", - "id": "e0f8236b", + "id": "0786aaf0", "metadata": { "editable": true }, @@ -2187,7 +2187,7 @@ }, { "cell_type": "markdown", - "id": "9710090c", + "id": "aa76601b", "metadata": { "editable": true }, @@ -2197,7 +2197,7 @@ }, { "cell_type": "markdown", - "id": "6d4a3d43", + "id": "e1bca915", "metadata": { "editable": true }, @@ -2209,7 +2209,7 @@ }, { "cell_type": "markdown", - "id": "eb7622ca", + "id": "1832a8c4", "metadata": { "editable": true }, @@ -2226,7 +2226,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "baf78bf5", + "id": "5c689736", "metadata": { "collapsed": false, "editable": true @@ -2310,7 +2310,7 @@ }, { "cell_type": "markdown", - "id": "53903197", + "id": "0b3a4c95", "metadata": { "editable": true }, @@ -2339,7 +2339,7 @@ }, { "cell_type": "markdown", - "id": "a1ddcdf1", + "id": "9955a636", "metadata": { "editable": true }, @@ -2365,7 +2365,7 @@ }, { "cell_type": "markdown", - "id": "da7a5bbf", + "id": "f1aa77e9", "metadata": { "editable": true }, @@ -2387,7 +2387,7 @@ }, { "cell_type": "markdown", - "id": "fc41c84e", + "id": "3703bb33", "metadata": { "editable": true }, @@ -2405,7 +2405,7 @@ }, { "cell_type": "markdown", - "id": "a46d2c87", + "id": "43b1aa26", "metadata": { "editable": true }, @@ -2428,7 +2428,7 @@ }, { "cell_type": "markdown", - "id": "dd7e5b6d", + "id": "463f4f64", "metadata": { "editable": true }, @@ -2447,7 +2447,7 @@ }, { "cell_type": "markdown", - "id": "eef14fe3", + "id": "6c9ea582", "metadata": { "editable": true }, @@ -2475,7 +2475,7 @@ }, { "cell_type": "markdown", - "id": "9f725ea6", + "id": "80c83d2c", "metadata": { "editable": true }, @@ -2495,7 +2495,7 @@ }, { "cell_type": "markdown", - "id": "8c93ba64", + "id": "55a1ad5d", "metadata": { "editable": true }, @@ -2516,7 +2516,7 @@ }, { "cell_type": "markdown", - "id": "bc1ed0d3", + "id": "b7fafe4a", "metadata": { "editable": true }, @@ -2530,7 +2530,7 @@ }, { "cell_type": "markdown", - "id": "7630316a", + "id": "46e10153", "metadata": { "editable": true }, @@ -2542,7 +2542,7 @@ }, { "cell_type": "markdown", - "id": "46d67bfa", + "id": "0930ba50", "metadata": { "editable": true }, @@ -2564,7 +2564,7 @@ }, { "cell_type": "markdown", - "id": "77136736", + "id": "5c0c59af", "metadata": { "editable": true }, @@ -2586,7 +2586,7 @@ }, { "cell_type": "markdown", - "id": "de9c468d", + "id": "582e4df4", "metadata": { "editable": true }, @@ -2612,7 +2612,7 @@ }, { "cell_type": "markdown", - "id": "cfb50ca1", + "id": "ea360013", "metadata": { "editable": true }, @@ -2632,7 +2632,7 @@ }, { "cell_type": "markdown", - "id": "3f125ef4", + "id": "fee98b12", "metadata": { "editable": true }, @@ -2652,7 +2652,7 @@ }, { "cell_type": "markdown", - "id": "b71d2ee6", + "id": "c9f175b0", "metadata": { "editable": true }, @@ -2678,7 +2678,7 @@ }, { "cell_type": "markdown", - "id": "4f52bccf", + "id": "f6f04fbb", "metadata": { "editable": true }, @@ -2707,7 +2707,7 @@ }, { "cell_type": "markdown", - "id": "521d8224", + "id": "d4184eee", "metadata": { "editable": true }, @@ -2725,7 +2725,7 @@ }, { "cell_type": "markdown", - "id": "7353424c", + "id": "82d314da", "metadata": { "editable": true }, @@ -2741,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "ac41cf2d", + "id": "abc6640b", "metadata": { "editable": true }, @@ -2753,7 +2753,7 @@ }, { "cell_type": "markdown", - "id": "f5da6f7d", + "id": "bb7d1f89", "metadata": { "editable": true }, @@ -2767,7 +2767,7 @@ }, { "cell_type": "markdown", - "id": "e3cc99fa", + "id": "442b1b5e", "metadata": { "editable": true }, @@ -2790,7 +2790,7 @@ }, { "cell_type": "markdown", - "id": "1fb0cd04", + "id": "0005e340", "metadata": { "editable": true }, @@ -2802,7 +2802,7 @@ }, { "cell_type": "markdown", - "id": "ff41762e", + "id": "2b27751b", "metadata": { "editable": true }, @@ -2812,7 +2812,7 @@ }, { "cell_type": "markdown", - "id": "b0f16ac3", + "id": "dd544b4b", "metadata": { "editable": true }, @@ -2824,7 +2824,7 @@ }, { "cell_type": "markdown", - "id": "4006451e", + "id": "57a7d213", "metadata": { "editable": true }, @@ -2834,7 +2834,7 @@ }, { "cell_type": "markdown", - "id": "b722befc", + "id": "932510f4", "metadata": { "editable": true }, @@ -2846,7 +2846,7 @@ }, { "cell_type": "markdown", - "id": "996ba49f", + "id": "bf80ed99", "metadata": { "editable": true }, @@ -2858,7 +2858,7 @@ }, { "cell_type": "markdown", - "id": "1839cfa3", + "id": "f682bf76", "metadata": { "editable": true }, @@ -2869,7 +2869,7 @@ }, { "cell_type": "markdown", - "id": "b2532482", + "id": "ad2b26a4", "metadata": { "editable": true }, @@ -2897,7 +2897,7 @@ }, { "cell_type": "markdown", - "id": "dd7f255a", + "id": "a08331b2", "metadata": { "editable": true }, @@ -2909,7 +2909,7 @@ }, { "cell_type": "markdown", - "id": "77a835f0", + "id": "9ebfde52", "metadata": { "editable": true }, @@ -2919,7 +2919,7 @@ }, { "cell_type": "markdown", - "id": "3199d594", + "id": "531dfa25", "metadata": { "editable": true }, @@ -2931,7 +2931,7 @@ }, { "cell_type": "markdown", - "id": "616b74f1", + "id": "8941d38c", "metadata": { "editable": true }, @@ -2942,7 +2942,7 @@ }, { "cell_type": "markdown", - "id": "a7f53917", + "id": "7ae7e222", "metadata": { "editable": true }, @@ -2954,7 +2954,7 @@ }, { "cell_type": "markdown", - "id": "6edc54f7", + "id": "cbb157cc", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "5c76b2da", + "id": "0178770c", "metadata": { "editable": true }, @@ -2992,7 +2992,7 @@ }, { "cell_type": "markdown", - "id": "f7310c1c", + "id": "cb69f3df", "metadata": { "editable": true }, @@ -3005,7 +3005,7 @@ }, { "cell_type": "markdown", - "id": "b792a6ec", + "id": "11aa1335", "metadata": { "editable": true }, @@ -3017,7 +3017,7 @@ }, { "cell_type": "markdown", - "id": "66dc0422", + "id": "a225e57a", "metadata": { "editable": true }, @@ -3029,7 +3029,7 @@ }, { "cell_type": "markdown", - "id": "520431d8", + "id": "569dd3f2", "metadata": { "editable": true }, @@ -3039,7 +3039,7 @@ }, { "cell_type": "markdown", - "id": "ebc9a411", + "id": "f8e84cae", "metadata": { "editable": true }, @@ -3051,7 +3051,7 @@ }, { "cell_type": "markdown", - "id": "30ec94ff", + "id": "1dd303e8", "metadata": { "editable": true }, @@ -3063,7 +3063,7 @@ }, { "cell_type": "markdown", - "id": "2b35e6dc", + "id": "33494270", "metadata": { "editable": true }, @@ -3075,7 +3075,7 @@ }, { "cell_type": "markdown", - "id": "293d6eba", + "id": "01bd6a05", "metadata": { "editable": true }, @@ -3087,7 +3087,7 @@ }, { "cell_type": "markdown", - "id": "48886ac8", + "id": "60f16a47", "metadata": { "editable": true }, @@ -3097,7 +3097,7 @@ }, { "cell_type": "markdown", - "id": "cd441e1c", + "id": "ab0c42b3", "metadata": { "editable": true }, @@ -3109,7 +3109,7 @@ }, { "cell_type": "markdown", - "id": "de1a7b33", + "id": "dcfb2e28", "metadata": { "editable": true }, @@ -3119,7 +3119,7 @@ }, { "cell_type": "markdown", - "id": "ea69c7ef", + "id": "5076b392", "metadata": { "editable": true }, @@ -3131,7 +3131,7 @@ }, { "cell_type": "markdown", - "id": "3ac7275f", + "id": "9d6001f4", "metadata": { "editable": true }, @@ -3144,7 +3144,7 @@ }, { "cell_type": "markdown", - "id": "467a250e", + "id": "d0245c18", "metadata": { "editable": true }, @@ -3156,7 +3156,7 @@ }, { "cell_type": "markdown", - "id": "60db33ad", + "id": "030ac014", "metadata": { "editable": true }, @@ -3166,7 +3166,7 @@ }, { "cell_type": "markdown", - "id": "5b06a7b5", + "id": "bdc01c83", "metadata": { "editable": true }, @@ -3178,7 +3178,7 @@ }, { "cell_type": "markdown", - "id": "870fa8cc", + "id": "1a77b25c", "metadata": { "editable": true }, @@ -3189,7 +3189,7 @@ }, { "cell_type": "markdown", - "id": "5a549f75", + "id": "1f169ed1", "metadata": { "editable": true }, @@ -3201,7 +3201,7 @@ }, { "cell_type": "markdown", - "id": "90f07923", + "id": "6bc460e2", "metadata": { "editable": true }, @@ -3211,7 +3211,7 @@ }, { "cell_type": "markdown", - "id": "79e5a86d", + "id": "fe1f92c0", "metadata": { "editable": true }, @@ -3223,7 +3223,7 @@ }, { "cell_type": "markdown", - "id": "978c6a93", + "id": "78cf6843", "metadata": { "editable": true }, @@ -3233,7 +3233,7 @@ }, { "cell_type": "markdown", - "id": "5c7a1d26", + "id": "81ed1ccc", "metadata": { "editable": true }, @@ -3244,7 +3244,7 @@ }, { "cell_type": "markdown", - "id": "6c1e8554", + "id": "2a16cf53", "metadata": { "editable": true }, @@ -3257,7 +3257,7 @@ }, { "cell_type": "markdown", - "id": "cd9d1a87", + "id": "21988141", "metadata": { "editable": true }, @@ -3267,7 +3267,7 @@ }, { "cell_type": "markdown", - "id": "41775cbb", + "id": "b37cc0cd", "metadata": { "editable": true }, @@ -3279,7 +3279,7 @@ }, { "cell_type": "markdown", - "id": "7e99b816", + "id": "259618c5", "metadata": { "editable": true }, @@ -3289,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "bbccbbaf", + "id": "af5a331e", "metadata": { "editable": true }, @@ -3301,7 +3301,7 @@ }, { "cell_type": "markdown", - "id": "3a6bdd01", + "id": "208ab286", "metadata": { "editable": true }, @@ -3311,7 +3311,7 @@ }, { "cell_type": "markdown", - "id": "02675ee6", + "id": "8f30fbc3", "metadata": { "editable": true }, @@ -3335,7 +3335,7 @@ }, { "cell_type": "markdown", - "id": "24906bda", + "id": "09538ef9", "metadata": { "editable": true }, @@ -3385,7 +3385,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "1b520431", + "id": "ced37e42", "metadata": { "collapsed": false, "editable": true @@ -3438,7 +3438,7 @@ }, { "cell_type": "markdown", - "id": "b37f42f1", + "id": "ebabb274", "metadata": { "editable": true }, @@ -3459,7 +3459,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "4bd1752e", + "id": "2c87b9f9", "metadata": { "collapsed": false, "editable": true @@ -3497,7 +3497,7 @@ }, { "cell_type": "markdown", - "id": "21668c31", + "id": "0c186fec", "metadata": { "editable": true }, @@ -3541,7 +3541,7 @@ }, { "cell_type": "markdown", - "id": "ebd5fea6", + "id": "2cbece98", "metadata": { "editable": true }, @@ -3581,7 +3581,7 @@ }, { "cell_type": "markdown", - "id": "2838bcc7", + "id": "442935af", "metadata": { "editable": true }, @@ -3602,7 +3602,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "ad2318ba", + "id": "07fbb18c", "metadata": { "collapsed": false, "editable": true @@ -3628,7 +3628,7 @@ }, { "cell_type": "markdown", - "id": "39eab2f4", + "id": "6a3ea326", "metadata": { "editable": true }, @@ -3656,7 +3656,7 @@ }, { "cell_type": "markdown", - "id": "13f8824d", + "id": "525624c4", "metadata": { "editable": true }, @@ -3693,7 +3693,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "a58b391b", + "id": "32d0a43f", "metadata": { "collapsed": false, "editable": true @@ -3739,7 +3739,7 @@ }, { "cell_type": "markdown", - "id": "97fec3b9", + "id": "da2ede88", "metadata": { "editable": true }, @@ -3770,7 +3770,7 @@ }, { "cell_type": "markdown", - "id": "b383bb8e", + "id": "069a250d", "metadata": { "editable": true }, @@ -3808,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "ce251c80", + "id": "29ab6ee7", "metadata": { "editable": true }, @@ -3842,7 +3842,7 @@ }, { "cell_type": "markdown", - "id": "428e9644", + "id": "b7c4a178", "metadata": { "editable": true }, @@ -3883,7 +3883,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "f1319356", + "id": "4142969e", "metadata": { "collapsed": false, "editable": true @@ -3962,7 +3962,7 @@ }, { "cell_type": "markdown", - "id": "69491ed2", + "id": "4d79c3b3", "metadata": { "editable": true }, @@ -3983,7 +3983,7 @@ }, { "cell_type": "markdown", - "id": "81f07a43", + "id": "58012d93", "metadata": { "editable": true }, @@ -3997,7 +3997,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "e176e7cc", + "id": "ea4b7741", "metadata": { "collapsed": false, "editable": true @@ -4107,7 +4107,7 @@ }, { "cell_type": "markdown", - "id": "47ae64de", + "id": "04860b2c", "metadata": { "editable": true }, @@ -4126,7 +4126,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "314354e0", + "id": "b52d4df3", "metadata": { "collapsed": false, "editable": true @@ -4153,7 +4153,7 @@ }, { "cell_type": "markdown", - "id": "c030fa58", + "id": "6dce68ff", "metadata": { "editable": true }, @@ -4167,7 +4167,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "4a6b0ee5", + "id": "65caeb78", "metadata": { "collapsed": false, "editable": true @@ -4198,7 +4198,7 @@ }, { "cell_type": "markdown", - "id": "f9b0c009", + "id": "0c44c38e", "metadata": { "editable": true }, @@ -4209,7 +4209,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "400a00b1", + "id": "fbdc64f1", "metadata": { "collapsed": false, "editable": true @@ -4253,7 +4253,7 @@ }, { "cell_type": "markdown", - "id": "43513585", + "id": "e07e69e3", "metadata": { "editable": true }, @@ -4276,7 +4276,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "a1ea5919", + "id": "f48eaa77", "metadata": { "collapsed": false, "editable": true @@ -4303,7 +4303,7 @@ }, { "cell_type": "markdown", - "id": "8f2d540e", + "id": "ac3c7bcb", "metadata": { "editable": true }, @@ -4314,7 +4314,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "1e133a00", + "id": "2d81262e", "metadata": { "collapsed": false, "editable": true @@ -4359,7 +4359,7 @@ }, { "cell_type": "markdown", - "id": "4a154c4e", + "id": "8f5f8f4b", "metadata": { "editable": true }, @@ -4377,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "e480555f", + "id": "6ec638b9", "metadata": { "editable": true }, @@ -4412,7 +4412,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "9e2f7517", + "id": "6443ca72", "metadata": { "collapsed": false, "editable": true @@ -4424,7 +4424,7 @@ }, { "cell_type": "markdown", - "id": "ce92e9d5", + "id": "a8918d58", "metadata": { "editable": true }, @@ -4436,7 +4436,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "df07f1fd", + "id": "20e9a0f5", "metadata": { "collapsed": false, "editable": true @@ -4449,7 +4449,7 @@ }, { "cell_type": "markdown", - "id": "6d4a3bc4", + "id": "1381a34b", "metadata": { "editable": true }, @@ -4460,7 +4460,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "a483bea5", + "id": "80e92af9", "metadata": { "collapsed": false, "editable": true @@ -4473,7 +4473,7 @@ }, { "cell_type": "markdown", - "id": "09e7a7a2", + "id": "074ac69f", "metadata": { "editable": true }, @@ -4488,7 +4488,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "10a78c23", + "id": "0d710bd3", "metadata": { "collapsed": false, "editable": true @@ -4500,7 +4500,7 @@ }, { "cell_type": "markdown", - "id": "588a91b0", + "id": "7adbcab8", "metadata": { "editable": true }, @@ -4512,7 +4512,7 @@ }, { "cell_type": "markdown", - "id": "b4a2bbe6", + "id": "e17c7253", "metadata": { "editable": true }, @@ -4525,7 +4525,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "a82a877e", + "id": "5ae741f5", "metadata": { "collapsed": false, "editable": true @@ -4580,7 +4580,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "68750ee2", + "id": "4f7ef6bb", "metadata": { "collapsed": false, "editable": true @@ -4609,7 +4609,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "a4cd8054", + "id": "7b74e049", "metadata": { "collapsed": false, "editable": true @@ -4639,7 +4639,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "6de65a81", + "id": "eaa25983", "metadata": { "collapsed": false, "editable": true @@ -4666,7 +4666,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "60f77310", + "id": "949eca1f", "metadata": { "collapsed": false, "editable": true @@ -4708,7 +4708,7 @@ }, { "cell_type": "markdown", - "id": "d1cf196b", + "id": "bb8b8ac1", "metadata": { "editable": true }, @@ -4719,7 +4719,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "f561630c", + "id": "9d5ebbb2", "metadata": { "collapsed": false, "editable": true @@ -4896,7 +4896,7 @@ }, { "cell_type": "markdown", - "id": "7337285c", + "id": "f1baeb0b", "metadata": { "editable": true }, @@ -4915,7 +4915,7 @@ }, { "cell_type": "markdown", - "id": "ae88bf09", + "id": "6549fa13", "metadata": { "editable": true }, @@ -4937,7 +4937,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "ce29cadf", + "id": "21062ebc", "metadata": { "collapsed": false, "editable": true @@ -5078,7 +5078,7 @@ }, { "cell_type": "markdown", - "id": "72db4c2e", + "id": "f965b277", "metadata": { "editable": true }, @@ -5094,7 +5094,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "24954087", + "id": "35ab935b", "metadata": { "collapsed": false, "editable": true @@ -5107,7 +5107,7 @@ }, { "cell_type": "markdown", - "id": "1696f10c", + "id": "b26972b4", "metadata": { "editable": true }, @@ -5119,7 +5119,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "1b5a99e5", + "id": "3df9caac", "metadata": { "collapsed": false, "editable": true @@ -5141,7 +5141,7 @@ }, { "cell_type": "markdown", - "id": "ee76a451", + "id": "1c07f6da", "metadata": { "editable": true }, @@ -5157,7 +5157,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "baa5a1c9", + "id": "743aa0bd", "metadata": { "collapsed": false, "editable": true @@ -5195,7 +5195,7 @@ }, { "cell_type": "markdown", - "id": "eaedf4e6", + "id": "c78bdc16", "metadata": { "editable": true }, @@ -5208,7 +5208,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "077af6de", + "id": "4ec3a28c", "metadata": { "collapsed": false, "editable": true @@ -5229,7 +5229,7 @@ }, { "cell_type": "markdown", - "id": "3608c95b", + "id": "5c924e11", "metadata": { "editable": true }, @@ -5245,7 +5245,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "3d8748eb", + "id": "87402ee9", "metadata": { "collapsed": false, "editable": true @@ -5303,7 +5303,7 @@ }, { "cell_type": "markdown", - "id": "165a06a9", + "id": "45ddd0bc", "metadata": { "editable": true }, @@ -5318,7 +5318,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "fd978199", + "id": "77034679", "metadata": { "collapsed": false, "editable": true @@ -5339,7 +5339,7 @@ }, { "cell_type": "markdown", - "id": "2b0f73af", + "id": "9fd8140f", "metadata": { "editable": true }, @@ -5363,7 +5363,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "7396831b", + "id": "7540d755", "metadata": { "collapsed": false, "editable": true @@ -5835,7 +5835,7 @@ }, { "cell_type": "markdown", - "id": "d1f68897", + "id": "5ee996ef", "metadata": { "editable": true }, @@ -5847,7 +5847,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "764d64d2", + "id": "183b180b", "metadata": { "collapsed": false, "editable": true @@ -5891,7 +5891,7 @@ }, { "cell_type": "markdown", - "id": "20158cd2", + "id": "21a48508", "metadata": { "editable": true }, @@ -5907,7 +5907,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "138d2e76", + "id": "37eba90c", "metadata": { "collapsed": false, "editable": true @@ -5922,7 +5922,7 @@ }, { "cell_type": "markdown", - "id": "6b8812f9", + "id": "58a6b726", "metadata": { "editable": true }, @@ -5933,7 +5933,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "36f68eca", + "id": "046d7076", "metadata": { "collapsed": false, "editable": true @@ -5948,7 +5948,7 @@ }, { "cell_type": "markdown", - "id": "1e2278c3", + "id": "981e95ce", "metadata": { "editable": true }, @@ -5964,7 +5964,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "82d5f7ed", + "id": "6da23296", "metadata": { "collapsed": false, "editable": true @@ -5978,7 +5978,7 @@ }, { "cell_type": "markdown", - "id": "7c82e420", + "id": "ba0fea41", "metadata": { "editable": true }, @@ -5993,7 +5993,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "d69bc831", + "id": "1bd5c3e5", "metadata": { "collapsed": false, "editable": true @@ -6019,7 +6019,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "b31e282b", + "id": "9923ffbf", "metadata": { "collapsed": false, "editable": true @@ -6034,7 +6034,7 @@ }, { "cell_type": "markdown", - "id": "d9fb4833", + "id": "95431510", "metadata": { "editable": true }, @@ -6045,7 +6045,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "bd849a1e", + "id": "9d71cef9", "metadata": { "collapsed": false, "editable": true @@ -6060,7 +6060,7 @@ }, { "cell_type": "markdown", - "id": "59e4d897", + "id": "acfee190", "metadata": { "editable": true }, @@ -6071,7 +6071,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "9a3e6ff5", + "id": "c834fb60", "metadata": { "collapsed": false, "editable": true @@ -6091,7 +6091,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "85cc07cf", + "id": "0c557301", "metadata": { "collapsed": false, "editable": true @@ -6106,7 +6106,7 @@ }, { "cell_type": "markdown", - "id": "a4d3c4d4", + "id": "750490a3", "metadata": { "editable": true }, @@ -6121,7 +6121,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "53a180f6", + "id": "5318d06b", "metadata": { "collapsed": false, "editable": true @@ -6158,7 +6158,7 @@ }, { "cell_type": "markdown", - "id": "41c67355", + "id": "ff519831", "metadata": { "editable": true }, @@ -6171,7 +6171,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "ca3a2127", + "id": "57e3fb33", "metadata": { "collapsed": false, "editable": true @@ -6194,7 +6194,7 @@ }, { "cell_type": "markdown", - "id": "b3dc22c1", + "id": "e4c08bad", "metadata": { "editable": true },