From e813ab227ba0d4dae73db995937add35c1d9ec51 Mon Sep 17 00:00:00 2001 From: Hugo Hiraoka Date: Mon, 18 Mar 2024 18:32:41 -0400 Subject: [PATCH] Updated to new libraries --- CreditCardUsers_ChurnPrediction.ipynb | 496 +++++++++++++------------- 1 file changed, 248 insertions(+), 248 deletions(-) diff --git a/CreditCardUsers_ChurnPrediction.ipynb b/CreditCardUsers_ChurnPrediction.ipynb index 5b9f026..6b9426e 100644 --- a/CreditCardUsers_ChurnPrediction.ipynb +++ b/CreditCardUsers_ChurnPrediction.ipynb @@ -123,7 +123,7 @@ "id": "3PcTeG1UC9w_", "outputId": "6b6be2df-954f-45b3-9c7f-06f435871fd2" }, - "execution_count": 436, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -152,7 +152,7 @@ "id": "UZMD6LHQ5Orj", "outputId": "444b26c2-1df4-40f9-a178-f543834b519f" }, - "execution_count": 437, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 664, + "execution_count": null, "metadata": { "id": "LvdZd7r5M4fy" }, @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 439, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -287,7 +287,7 @@ "metadata": { "id": "zjvb9f1f8S4k" }, - "execution_count": 440, + "execution_count": null, "outputs": [] }, { @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 441, + "execution_count": null, "metadata": { "id": "GILSoj073nT6" }, @@ -603,7 +603,7 @@ }, { "cell_type": "code", - "execution_count": 442, + "execution_count": null, "metadata": { "id": "QQI29okeNMGL" }, @@ -615,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 443, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -642,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 444, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -693,7 +693,7 @@ }, { "cell_type": "code", - "execution_count": 445, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -746,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 446, + "execution_count": null, "metadata": { "id": "pEWIoYsY12VZ" }, @@ -779,7 +779,7 @@ "metadata": { "id": "UYkraxKqX7wA" }, - "execution_count": 447, + "execution_count": null, "outputs": [] }, { @@ -803,7 +803,7 @@ "id": "RlBUBJklYmJ1", "outputId": "2dada6db-768c-41bb-c8b9-1c30ef8be63b" }, - "execution_count": 448, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -851,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 449, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1334,7 +1334,7 @@ }, { "cell_type": "code", - "execution_count": 450, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1423,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 451, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1487,7 +1487,7 @@ }, { "cell_type": "code", - "execution_count": 452, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1541,7 +1541,7 @@ }, { "cell_type": "code", - "execution_count": 453, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1583,7 +1583,7 @@ "id": "H1XQHSqN7sVO", "outputId": "17679dc1-acb4-4710-d120-837e04f123fc" }, - "execution_count": 454, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -1626,7 +1626,7 @@ }, { "cell_type": "code", - "execution_count": 455, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1673,7 +1673,7 @@ }, { "cell_type": "code", - "execution_count": 456, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1722,7 +1722,7 @@ }, { "cell_type": "code", - "execution_count": 457, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1773,7 +1773,7 @@ }, { "cell_type": "code", - "execution_count": 458, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1823,7 +1823,7 @@ }, { "cell_type": "code", - "execution_count": 459, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1876,7 +1876,7 @@ }, { "cell_type": "code", - "execution_count": 460, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1925,7 +1925,7 @@ }, { "cell_type": "code", - "execution_count": 461, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1967,7 +1967,7 @@ "id": "Gs7aqi6cHoEu", "outputId": "b7c52b0d-5b69-4a47-d214-a1080f22a989" }, - "execution_count": 462, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2006,7 +2006,7 @@ }, { "cell_type": "code", - "execution_count": 463, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2053,7 +2053,7 @@ }, { "cell_type": "code", - "execution_count": 464, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 465, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2151,7 +2151,7 @@ }, { "cell_type": "code", - "execution_count": 466, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2192,7 +2192,7 @@ "id": "kVX1a9cPJQBt", "outputId": "c2c7576b-1513-4bb3-d618-b6dd07cb1a82" }, - "execution_count": 467, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2231,7 +2231,7 @@ }, { "cell_type": "code", - "execution_count": 468, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2272,7 +2272,7 @@ "id": "Nb_bcJzXKAL0", "outputId": "e5f865bc-7c6f-48b0-a22a-61db72c35d5b" }, - "execution_count": 469, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2309,7 +2309,7 @@ }, { "cell_type": "code", - "execution_count": 470, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2350,7 +2350,7 @@ "id": "08snOfQtKgSt", "outputId": "e32e0cb5-2942-4275-f52f-2ed7dc783d47" }, - "execution_count": 471, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2389,7 +2389,7 @@ }, { "cell_type": "code", - "execution_count": 472, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2430,7 +2430,7 @@ "id": "Q6d3JNvIK8d9", "outputId": "794cef56-6867-4bae-f10c-0a163b9f7a9b" }, - "execution_count": 473, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2470,7 +2470,7 @@ }, { "cell_type": "code", - "execution_count": 474, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2511,7 +2511,7 @@ "id": "HlnlXpCvLjDd", "outputId": "39706c31-020f-4f73-d189-262a71201fa0" }, - "execution_count": 475, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -2548,7 +2548,7 @@ }, { "cell_type": "code", - "execution_count": 476, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2599,7 +2599,7 @@ }, { "cell_type": "code", - "execution_count": 477, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2646,7 +2646,7 @@ }, { "cell_type": "code", - "execution_count": 478, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2693,7 +2693,7 @@ }, { "cell_type": "code", - "execution_count": 479, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2739,7 +2739,7 @@ }, { "cell_type": "code", - "execution_count": 480, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2832,7 +2832,7 @@ "id": "jeZMfFz8TrfJ", "outputId": "484d9b31-83dc-4b99-93d2-17c2d3966cd3" }, - "execution_count": 481, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -2925,7 +2925,7 @@ "id": "pTin7YimqUzI", "outputId": "071daf2b-aacb-435b-a05f-712d19126e91" }, - "execution_count": 482, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -2984,7 +2984,7 @@ "id": "d_dEmDx4ataI", "outputId": "5f5febc2-f512-4381-eee2-2a579fa4071d" }, - "execution_count": 483, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3041,7 +3041,7 @@ "id": "DavZU5r8a4Mg", "outputId": "e81f19be-f406-4529-9dd6-2b3ffaeeaf31" }, - "execution_count": 484, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3104,7 +3104,7 @@ "id": "C_1m-Tjobm5g", "outputId": "b92c4e63-8167-4b1b-b694-77f3b9acc04f" }, - "execution_count": 485, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3163,7 +3163,7 @@ "id": "9-BLpfcifGaZ", "outputId": "3656d2ea-3381-4dd0-fe26-c54f3b6cc538" }, - "execution_count": 486, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3215,7 +3215,7 @@ "id": "rtv5Nw5-WqMD", "outputId": "8345a0f6-66cd-4609-8aed-77c4cca0ffc0" }, - "execution_count": 487, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -3276,7 +3276,7 @@ "id": "eDH3prsWDn2j", "outputId": "c4d3e7c5-293b-495e-8b7d-16d7df2429a0" }, - "execution_count": 488, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3341,7 +3341,7 @@ "id": "OYzT0xhnee4A", "outputId": "ecea71c3-c6ab-44ac-e589-e8e437538a3d" }, - "execution_count": 489, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -3373,7 +3373,7 @@ "id": "7OwkKI92ev1A", "outputId": "18b94b6d-52c9-4959-d9d8-14ad73781cab" }, - "execution_count": 490, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -3425,7 +3425,7 @@ "id": "_g2pkMJTTCcF", "outputId": "2dd229be-04ac-4ce2-89fe-5fe4dfe63728" }, - "execution_count": 491, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -3472,7 +3472,7 @@ "id": "oCek_ctKPvpd", "outputId": "92b0b551-0941-4ca8-c3ba-341455695112" }, - "execution_count": 492, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3602,7 +3602,7 @@ "metadata": { "id": "anDopNckgGFo" }, - "execution_count": 493, + "execution_count": null, "outputs": [] }, { @@ -3629,7 +3629,7 @@ "id": "c9Df-j62gSTR", "outputId": "a63e29f3-e90a-449b-c9af-bbcfe718d7f7" }, - "execution_count": 494, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3668,7 +3668,7 @@ "metadata": { "id": "OXE7lHHngU3g" }, - "execution_count": 495, + "execution_count": null, "outputs": [] }, { @@ -3682,7 +3682,7 @@ "metadata": { "id": "ucUv30rOgqmJ" }, - "execution_count": 496, + "execution_count": null, "outputs": [] }, { @@ -3696,7 +3696,7 @@ "metadata": { "id": "8fxRWQi_QnyU" }, - "execution_count": 497, + "execution_count": null, "outputs": [] }, { @@ -3733,7 +3733,7 @@ "id": "m11HZn9YJAJO", "outputId": "0a702b16-21bf-4a26-810b-c3a516ec7c49" }, - "execution_count": 498, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3785,7 +3785,7 @@ "metadata": { "id": "lQ6aadPzcEPu" }, - "execution_count": 499, + "execution_count": null, "outputs": [] }, { @@ -3801,7 +3801,7 @@ "id": "r3vPcDLNcaHu", "outputId": "5cdbd51c-7819-4c20-d831-a5e8486e0718" }, - "execution_count": 500, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3838,7 +3838,7 @@ "id": "I7GdoI8QeTY3", "outputId": "b7129330-1979-41a5-951c-a55c3212b1fc" }, - "execution_count": 501, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3875,7 +3875,7 @@ "id": "K04mOuoscKfP", "outputId": "2c0be02e-ab0c-4789-c964-617f834a9bf5" }, - "execution_count": 502, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3907,7 +3907,7 @@ "metadata": { "id": "XwNJqqhGEeCg" }, - "execution_count": 503, + "execution_count": null, "outputs": [] }, { @@ -3923,7 +3923,7 @@ "id": "xxC3C49dElUw", "outputId": "2c3c9b3a-5957-4133-a7da-989493f86823" }, - "execution_count": 504, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3960,7 +3960,7 @@ "id": "TStIodD6Endc", "outputId": "e554f7c8-3686-47ef-a8d8-82fdc153b717" }, - "execution_count": 505, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -3997,7 +3997,7 @@ "id": "KNeXxP-tEic_", "outputId": "0a6bea30-36ad-4b20-87bf-49399e3c4cc5" }, - "execution_count": 506, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -4075,7 +4075,7 @@ "id": "egqiq55_gyS_", "outputId": "1bec11f3-2ed9-47be-c88b-b54e087c273e" }, - "execution_count": 507, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -4127,7 +4127,7 @@ "id": "Kjout7C4Tjvp", "outputId": "6ad5aeff-4d1c-40a7-d4cf-f222aa044f8a" }, - "execution_count": 508, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -4191,7 +4191,7 @@ "metadata": { "id": "DJVkgYwbUdVG" }, - "execution_count": 509, + "execution_count": null, "outputs": [] }, { @@ -4217,7 +4217,7 @@ "id": "wJsIMckQarUV", "outputId": "5f131917-20ae-4937-af0f-1a96302674e0" }, - "execution_count": 510, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -4249,7 +4249,7 @@ "id": "Xr2gnkrLcDHV", "outputId": "b1ee4888-4ca8-471f-d1cc-d0d244357c64" }, - "execution_count": 511, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -4474,7 +4474,7 @@ "id": "WwWAKpj9jDCx", "outputId": "ad347048-08d6-4ecb-8b17-3bd36a6295d1" }, - "execution_count": 512, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -4506,7 +4506,7 @@ "id": "wEsAQuzBcW72", "outputId": "50d808cd-d6c3-4209-cfa8-3c781ee73d63" }, - "execution_count": 513, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -4732,7 +4732,7 @@ "id": "AfpdTg1ui8XZ", "outputId": "8de4b9d7-78f0-4fd0-8dcd-110dd618eec0" }, - "execution_count": 514, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -4764,7 +4764,7 @@ "id": "3N3ZjC-IjKAQ", "outputId": "e78df0bf-d8b5-4ab5-92a8-ba775199014f" }, - "execution_count": 515, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -4994,7 +4994,7 @@ "id": "9syrgHYcjJ_x", "outputId": "1d8491a6-0bf7-463d-ebc4-d01e2da0ac6b" }, - "execution_count": 516, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -5361,7 +5361,7 @@ "metadata": { "id": "6ffl4NbjemzB" }, - "execution_count": 517, + "execution_count": null, "outputs": [] }, { @@ -5387,7 +5387,7 @@ "id": "zT8-XniWfNzA", "outputId": "de7112af-0373-48af-9e17-5ba487f9d1c8" }, - "execution_count": 518, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -5419,7 +5419,7 @@ "id": "wkY92bRijtNC", "outputId": "77efd825-1d1a-43a5-92b6-5f8aff31da0b" }, - "execution_count": 519, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -5644,7 +5644,7 @@ "id": "zpEkquikmd4R", "outputId": "367cf2ba-9cd9-4dfe-8800-7b3135389762" }, - "execution_count": 520, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -5676,7 +5676,7 @@ "id": "R45RxYKnm53R", "outputId": "d6b054b7-f9be-49aa-9fe0-637ca19341c9" }, - "execution_count": 521, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -5901,7 +5901,7 @@ "id": "t36Gu4YMmBKZ", "outputId": "c7cb558b-b404-4863-9602-d52066489401" }, - "execution_count": 522, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -5933,7 +5933,7 @@ "id": "UsMObhCdmAuB", "outputId": "4862efc1-a627-492d-bfb0-7f2e24c31bd0" }, - "execution_count": 523, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -6163,7 +6163,7 @@ "id": "xXbzi2thoyIE", "outputId": "4f26b3b3-82e8-4dfd-f68d-99c3e890835e" }, - "execution_count": 524, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -6530,7 +6530,7 @@ "metadata": { "id": "-56OKnM0lR28" }, - "execution_count": 525, + "execution_count": null, "outputs": [] }, { @@ -6556,7 +6556,7 @@ "id": "FUF0LON_li1p", "outputId": "9145cd41-ec84-4d55-f7ff-3e61307aa372" }, - "execution_count": 526, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -6588,7 +6588,7 @@ "id": "125yuSiDloXi", "outputId": "b80cea85-f078-4379-851d-09f862ca5758" }, - "execution_count": 527, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -6814,7 +6814,7 @@ "id": "Cc_jPXaNsMJ5", "outputId": "f21eedf4-162b-4ce4-f43b-4062ef9618d7" }, - "execution_count": 528, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -6846,7 +6846,7 @@ "id": "yRHtNqARsZDh", "outputId": "6dd119b5-4b2d-46c5-f052-d74aa1369928" }, - "execution_count": 529, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -7072,7 +7072,7 @@ "id": "paS9WghMswyS", "outputId": "5dd84ce1-18d8-4b0d-f033-9451b52166b2" }, - "execution_count": 530, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -7104,7 +7104,7 @@ "id": "Plc_OWC6s3Xu", "outputId": "864ee584-8edf-4416-f329-64130423bd0e" }, - "execution_count": 531, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -7334,7 +7334,7 @@ "id": "CTCbCKUgqySO", "outputId": "50576de7-322a-49c2-b0d6-50aed4801ada" }, - "execution_count": 532, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -7712,7 +7712,7 @@ "id": "W_kEcTiDrdc6", "outputId": "542d010a-7191-42a8-b682-4b94940a0688" }, - "execution_count": 533, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -8086,7 +8086,7 @@ "id": "4vFwDeAfsZWV", "outputId": "d9034185-1d09-4d6d-d7e0-bd8b71a4a22d" }, - "execution_count": 534, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -8460,7 +8460,7 @@ "id": "HldwZyMmsi9Q", "outputId": "1665fd02-288e-4586-f3a1-3397f7f938e4" }, - "execution_count": 535, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -8866,7 +8866,7 @@ "id": "sEFv_6dkjy3P", "outputId": "08198cff-9c6d-4069-dc47-4d7c5b2ae72b" }, - "execution_count": 536, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -9310,7 +9310,7 @@ "id": "dnzLEbNMxzJh", "outputId": "bc6bf664-caf7-4f4f-d5af-2ce1aad01231" }, - "execution_count": 537, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -9340,7 +9340,7 @@ "id": "oo7sDrQIwRfP", "outputId": "2d3d420b-cd98-4acb-8e08-b172e7645b8e" }, - "execution_count": 538, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -9566,7 +9566,7 @@ "id": "pkk8Vbui0cDg", "outputId": "7081af35-c5bf-47be-9b27-1726ad568d1d" }, - "execution_count": 539, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -9596,7 +9596,7 @@ "id": "VAbgK8200kGo", "outputId": "1b5f99dc-4396-47d1-d933-643195deac80" }, - "execution_count": 540, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -9821,7 +9821,7 @@ "id": "6Iz4bJI70djh", "outputId": "083ffdcf-0853-4b28-9d6c-4274283f2f3d" }, - "execution_count": 541, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -9851,7 +9851,7 @@ "id": "nskxHExe0Nfq", "outputId": "a950799c-82f9-4e14-9671-3b473e475dc9" }, - "execution_count": 542, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -10082,7 +10082,7 @@ "id": "o0cgadrru9of", "outputId": "17d47b1a-e912-475d-8542-9c9c1f64c07d" }, - "execution_count": 543, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -10452,7 +10452,7 @@ "id": "qockTKhVvu5p", "outputId": "890e21c3-fc85-4d9e-be98-2038526930a2" }, - "execution_count": 544, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -10895,7 +10895,7 @@ "id": "VA6jK48CwIgQ", "outputId": "22ee6aa2-00e2-43bb-b4e3-775f3ac4581e" }, - "execution_count": 545, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -10925,7 +10925,7 @@ "id": "fNgTEf7NwSgS", "outputId": "c1cf58a5-a438-423a-8882-a044e8b61f73" }, - "execution_count": 546, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -11150,7 +11150,7 @@ "id": "7T9L8y6HwjDQ", "outputId": "10b7b7d0-c3ed-498e-f9bf-1cbfdc319f5d" }, - "execution_count": 547, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -11180,7 +11180,7 @@ "id": "t0ZwdOK2wigo", "outputId": "7106175a-a975-49df-cb9c-64f99437481d" }, - "execution_count": 548, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -11405,7 +11405,7 @@ "id": "PTkYkA6Nw58p", "outputId": "d499bf17-296d-43ea-988d-b9f177865d67" }, - "execution_count": 549, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -11435,7 +11435,7 @@ "id": "k0xDwCtlxbTZ", "outputId": "82c405d8-a1e0-4bf0-f675-30e24e04709c" }, - "execution_count": 550, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -11666,7 +11666,7 @@ "id": "NGZBiWb5xHBY", "outputId": "f9638c5a-0d73-4243-8a6e-494e51c46a8c" }, - "execution_count": 551, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -12045,7 +12045,7 @@ "id": "4EwQj5X8v1WT", "outputId": "11199251-b830-4398-e6ea-b67b97e9bcbf" }, - "execution_count": 552, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -12488,7 +12488,7 @@ "id": "IbGzE5tOxlwA", "outputId": "420695ca-9db6-4280-c7d3-d72a9cf3db50" }, - "execution_count": 553, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -12518,7 +12518,7 @@ "id": "dj6HPMipyQXJ", "outputId": "0c9e8f7c-5c0b-4256-8916-ba8e25795930" }, - "execution_count": 554, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -12743,7 +12743,7 @@ "id": "DsLAjfxKynhR", "outputId": "d4f4679e-6f9b-4547-dcb1-efc61030385b" }, - "execution_count": 555, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -12773,7 +12773,7 @@ "id": "6i7F3RZ4ym6w", "outputId": "ff643a4c-fb5b-478f-c253-993515a69d53" }, - "execution_count": 556, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -12998,7 +12998,7 @@ "id": "mS76eVqRyocy", "outputId": "4fb14196-07f0-4530-f78a-c246baa270f9" }, - "execution_count": 557, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -13028,7 +13028,7 @@ "id": "i-Gqhgh1yozx", "outputId": "0881c00f-ac61-467b-b697-95dcce4b2429" }, - "execution_count": 558, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -13272,7 +13272,7 @@ "id": "52Nmrd7byYMf", "outputId": "2c9440b0-897a-450f-ace0-11a5cc525315" }, - "execution_count": 559, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -13659,7 +13659,7 @@ "id": "Iz7H8l_oBDkp", "outputId": "7783ba59-29de-4879-fc2e-4bfd44670b7e" }, - "execution_count": 560, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -13682,7 +13682,7 @@ "id": "KbV91zGdTrCv", "outputId": "65085338-274d-4ae5-e8f3-15fdf11a4d35" }, - "execution_count": 561, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -13753,7 +13753,7 @@ "id": "VFTiv2TGQCW_", "outputId": "243ab959-e603-42d6-d4a1-2e95134ad266" }, - "execution_count": 562, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -13789,7 +13789,7 @@ "id": "7LcYR5L_QcQH", "outputId": "d4addace-365d-4e0a-a4f4-fc53645159ca" }, - "execution_count": 563, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -14141,7 +14141,7 @@ "id": "7uaTAy8aQlxX", "outputId": "f8690708-9535-4441-b3bf-8e40a63bf715" }, - "execution_count": 564, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -14203,7 +14203,7 @@ "id": "kzwpAQ8nQq33", "outputId": "05ddf723-82b3-4951-fc84-42d4d07f7f0b" }, - "execution_count": 565, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -14272,7 +14272,7 @@ "id": "aEu0PcBIZ4zv", "outputId": "2c99e6d0-e710-4ce0-921f-4b36a6126b64" }, - "execution_count": 566, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -14706,7 +14706,7 @@ "id": "r8N-UuMdZ9lW", "outputId": "6856d48e-5c55-4cf5-d14a-7f1d5b10cb27" }, - "execution_count": 567, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -14735,7 +14735,7 @@ "id": "QABVtMpIaIJ3", "outputId": "b43dca31-1a9b-4b9b-9cb0-7ed58069312d" }, - "execution_count": 568, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -14762,7 +14762,7 @@ "id": "q_bn4FvT2NRR", "outputId": "4f470302-6554-4d4c-e517-7a2200c1d1b2" }, - "execution_count": 569, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -14800,7 +14800,7 @@ "id": "P-odz4qDXOe4", "outputId": "197d0eaf-19d0-499c-e60a-4d641bf6a281" }, - "execution_count": 570, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -14845,7 +14845,7 @@ "id": "ipUSZlkEX1Aq", "outputId": "82ffc8b0-2d32-4f14-fe57-8bcbd356bee5" }, - "execution_count": 571, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -15278,7 +15278,7 @@ "id": "BHPacO1iZHTB", "outputId": "9a99336b-ef10-4839-c309-3d99624ab554" }, - "execution_count": 572, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -15307,7 +15307,7 @@ "id": "KXtNhSetZQqT", "outputId": "36d4baf7-a6b9-4510-b54d-538248a4bfb0" }, - "execution_count": 573, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -15334,7 +15334,7 @@ "id": "p7yCzdq3ZQca", "outputId": "00f51929-6b0c-4749-9c81-36a64b507879" }, - "execution_count": 574, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -15372,7 +15372,7 @@ "id": "-KztkyfiZflQ", "outputId": "ef6f05b5-7c22-4d4a-8a57-100ec96dfafa" }, - "execution_count": 575, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -15408,7 +15408,7 @@ "id": "bVG8bf_CX4jI", "outputId": "0d59516a-84c3-4b8f-8726-cceee3d8722f" }, - "execution_count": 576, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -15841,7 +15841,7 @@ "id": "XbtezhswaI9D", "outputId": "37af398d-14c9-4670-e301-142fe7a89a70" }, - "execution_count": 577, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -15870,7 +15870,7 @@ "id": "WNroUxWzaNl6", "outputId": "02946b9d-3377-430f-ee06-17cb2a45ab6c" }, - "execution_count": 578, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -15897,7 +15897,7 @@ "id": "sru0tMaraQfQ", "outputId": "f5589830-fd05-4914-94ac-0e0ff35e7633" }, - "execution_count": 579, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -15935,7 +15935,7 @@ "id": "6a9Bd3LZacTA", "outputId": "653dee2e-6ea0-4204-888d-cf77af28b0c4" }, - "execution_count": 580, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -15963,7 +15963,7 @@ "id": "Z2Ei7S2Raimp", "outputId": "cc8ef46c-7818-4382-f3a4-5037ca2fa833" }, - "execution_count": 581, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -16012,7 +16012,7 @@ "id": "KYtqFXUj9xYw", "outputId": "96b368c8-b3cb-4cc1-bb7c-86f2402a286c" }, - "execution_count": 582, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -16389,7 +16389,7 @@ "id": "rGCTDsFRvZeQ", "outputId": "ebb3c932-3095-4c7d-a582-7af7c2b4bc93" }, - "execution_count": 583, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -16823,7 +16823,7 @@ "id": "0pAY3zJ_vcIh", "outputId": "a4dd5751-675d-496c-a3fc-bd3ca71ba530" }, - "execution_count": 584, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -16852,7 +16852,7 @@ "id": "RYdAhb2wvhlX", "outputId": "f3d34cf5-af51-46fe-9448-596b3e05eee0" }, - "execution_count": 585, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -16879,7 +16879,7 @@ "id": "t-PrRvH85Z24", "outputId": "154f7f50-f17d-49e5-ab7e-2def7dd19a12" }, - "execution_count": 586, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -16917,7 +16917,7 @@ "id": "PiMvkCvB4utF", "outputId": "b82ea148-bd3d-4e3c-dd45-93cade8ca8ee" }, - "execution_count": 587, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -16954,7 +16954,7 @@ "id": "OplMCGuHbguS", "outputId": "c9c33802-63af-4f02-d2bd-3e670dc7dcf9" }, - "execution_count": 588, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -17388,7 +17388,7 @@ "id": "S8VPm_rNb204", "outputId": "361f7900-edc3-4d37-e2ea-9e99a40e87e3" }, - "execution_count": 589, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -17417,7 +17417,7 @@ "id": "p-QDMK_Ib6g_", "outputId": "9af21761-5cb3-4b73-816a-e7fb54c23e9d" }, - "execution_count": 590, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -17444,7 +17444,7 @@ "id": "dYyh0GOPb6Pg", "outputId": "6fd91d1f-ed5b-4858-bc9c-641259bc1e7d" }, - "execution_count": 591, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -17482,7 +17482,7 @@ "id": "b9qsPdYQ5oUn", "outputId": "438869a4-e55a-4744-e3f5-05a8fc99678e" }, - "execution_count": 592, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -17519,7 +17519,7 @@ "id": "I6b_hWU4dx4f", "outputId": "3522ed8a-1a4e-4255-9880-00ec7fb74086" }, - "execution_count": 593, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -17953,7 +17953,7 @@ "id": "K6UpSO2PdxcX", "outputId": "eb80a03c-d468-4f08-b023-0924bf5eae79" }, - "execution_count": 594, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -17982,7 +17982,7 @@ "id": "m660eB_NeCbo", "outputId": "ac399bf9-6f00-464f-b9f2-195f497cecf7" }, - "execution_count": 595, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -18009,7 +18009,7 @@ "id": "C9NMFJKveLLI", "outputId": "d38a5d37-9b64-47cd-a785-8e84cb698280" }, - "execution_count": 596, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -18047,7 +18047,7 @@ "id": "uJuTcNkE54vR", "outputId": "81f123af-4f92-4dd9-9249-3b249e7a0f00" }, - "execution_count": 597, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -18095,7 +18095,7 @@ "id": "XGHWwfkbLZjE", "outputId": "f70bb56f-0c29-45af-8ce8-63a9d773bec6" }, - "execution_count": 598, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -18471,7 +18471,7 @@ "id": "RcHINxDDzmeP", "outputId": "02a4a4d6-28b7-4b3d-a281-cb9448f0bf01" }, - "execution_count": 599, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -18905,7 +18905,7 @@ "id": "JwHAJ_2yzo7Y", "outputId": "908543da-49b9-4021-b57b-f0cc8012d6d0" }, - "execution_count": 600, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -18934,7 +18934,7 @@ "id": "xG5LkRgy1Y0A", "outputId": "0b23f3ca-eeae-4be6-ac56-cba3d50858a1" }, - "execution_count": 601, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -18961,7 +18961,7 @@ "id": "YwckajQFJQvx", "outputId": "d15b73f6-6c5f-46a0-c0f3-afd034c61342" }, - "execution_count": 602, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -18999,7 +18999,7 @@ "id": "chwbq1WyLtts", "outputId": "ff9e3c87-a965-42f9-829e-b865b0efb515" }, - "execution_count": 603, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -19035,7 +19035,7 @@ "id": "owl9qYVR29lQ", "outputId": "54d2f0d4-e430-406a-ae8d-a81b1585606b" }, - "execution_count": 604, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -19469,7 +19469,7 @@ "id": "YcZrrs714KmI", "outputId": "38a50036-33f6-40ca-e17b-c21095eea58d" }, - "execution_count": 605, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -19498,7 +19498,7 @@ "id": "KQikoSPk4YJo", "outputId": "f95c04e9-1089-4cba-9901-42fbde4a7560" }, - "execution_count": 606, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -19525,7 +19525,7 @@ "id": "73Kz6spDCFEI", "outputId": "c783a4a6-186b-470c-deb3-45ee68c8aae0" }, - "execution_count": 607, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -19563,7 +19563,7 @@ "id": "7aQKdr-t7iIx", "outputId": "ad1f40f9-3ab5-4e50-ced1-08c67d4933a2" }, - "execution_count": 608, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -19599,7 +19599,7 @@ "id": "lbgWaHD6Oy5P", "outputId": "b827a127-2854-4c4b-f344-21223fa6dd23" }, - "execution_count": 609, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -20033,7 +20033,7 @@ "id": "1dvYI187PBlu", "outputId": "a9d5386c-62d9-427b-8080-1c0f1b3dbced" }, - "execution_count": 610, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -20062,7 +20062,7 @@ "id": "J2_BNiLvQHDa", "outputId": "b2124567-ec99-44b4-c32a-dcd573383a05" }, - "execution_count": 611, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -20089,7 +20089,7 @@ "id": "ttvnx4uTQGyQ", "outputId": "9db57217-5416-4737-fd53-0577fd8bb6f2" }, - "execution_count": 612, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -20127,7 +20127,7 @@ "id": "jyAY9zll7xe4", "outputId": "99e11875-45c7-407f-d98b-58592b842267" }, - "execution_count": 613, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -20164,7 +20164,7 @@ "id": "nKCDwFKLNZ36", "outputId": "97554dec-bd13-4562-db21-ed4c5ef1d100" }, - "execution_count": 614, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -20540,7 +20540,7 @@ "id": "rvh8E2uy1eVq", "outputId": "b5b75970-228d-40fe-b231-7559daf1654a" }, - "execution_count": 615, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -20974,7 +20974,7 @@ "id": "CJ3I7ORa1hAY", "outputId": "241ece45-1601-4fa8-a18b-d257a5ea5b75" }, - "execution_count": 616, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -21003,7 +21003,7 @@ "id": "2v1_vYv61kYJ", "outputId": "0b43e6b5-6bac-492a-90d0-337bb8662df2" }, - "execution_count": 617, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -21030,7 +21030,7 @@ "id": "wJawPJNR84hR", "outputId": "be28e0bd-f0a1-400f-c8b5-79834f170449" }, - "execution_count": 618, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -21068,7 +21068,7 @@ "id": "Y5QbOfeBVRtI", "outputId": "373b97e5-a895-4aeb-988e-308ce893b02c" }, - "execution_count": 619, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -21104,7 +21104,7 @@ "id": "RUBv7CU9VFFf", "outputId": "92daad99-a834-45bc-8080-dd7bbf2ddf07" }, - "execution_count": 620, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -21538,7 +21538,7 @@ "id": "LxhdK6EGfoZ3", "outputId": "f49e3838-bddf-4e4e-924a-f15c93a67302" }, - "execution_count": 621, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -21567,7 +21567,7 @@ "id": "bMwOr4ojfsow", "outputId": "8fb19323-ca25-4999-c13d-80360284ed76" }, - "execution_count": 622, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -21594,7 +21594,7 @@ "id": "xtSWUMirfv_v", "outputId": "197cba79-2a3e-4077-8ddf-1497877b7153" }, - "execution_count": 623, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -21632,7 +21632,7 @@ "id": "QuuvTV98BQpQ", "outputId": "72b47030-f6eb-4333-df97-b0c68d096915" }, - "execution_count": 624, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -21668,7 +21668,7 @@ "id": "HUlnnj7jVLRQ", "outputId": "c2c7d4ba-25e1-4ef1-893c-8d2155294667" }, - "execution_count": 625, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -22102,7 +22102,7 @@ "id": "baKjP4EGgdwH", "outputId": "dbf8c6d0-532c-4f1d-fd1a-c6d0fdf508d3" }, - "execution_count": 626, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -22131,7 +22131,7 @@ "id": "Tnk6ABEIghHQ", "outputId": "326b1b20-3d27-4db4-9e32-a39d33adc41d" }, - "execution_count": 627, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -22158,7 +22158,7 @@ "id": "2pkspvKFgl4K", "outputId": "41c88750-ce79-4e3f-e205-786942876186" }, - "execution_count": 628, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -22196,7 +22196,7 @@ "id": "UWPmhjgi9wdQ", "outputId": "a5784e11-1aec-49f9-a9ce-aa0e65e2298c" }, - "execution_count": 629, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -22242,7 +22242,7 @@ "id": "9P8q7JcsFoK4", "outputId": "4c2c8a79-81af-4a64-dd88-bcb93e716514" }, - "execution_count": 630, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -22609,7 +22609,7 @@ "id": "uZFUc_cW2Vmx", "outputId": "8cd73398-894b-4d33-a78a-51b8471e2e9b" }, - "execution_count": 631, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -23073,7 +23073,7 @@ "id": "zC8n4YG32ZD4", "outputId": "003c84dc-1a93-4713-977e-f5261c10fd3b" }, - "execution_count": 632, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -23102,7 +23102,7 @@ "id": "FKpwOM0Q2ahp", "outputId": "10d5e64c-adf7-4a9f-a1a8-be9e9fd7f7ee" }, - "execution_count": 633, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -23129,7 +23129,7 @@ "id": "YCjtAHTG-Yf3", "outputId": "ad4e7f39-e089-4982-fefb-6f96c0819db4" }, - "execution_count": 634, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -23167,7 +23167,7 @@ "id": "TOdq1EY6-gWO", "outputId": "a884653b-428d-492b-be28-83c0bbf6d8a1" }, - "execution_count": 635, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -23203,7 +23203,7 @@ "id": "pqVAv7yc_FEO", "outputId": "6be59c0d-7563-478c-9b2c-095e7ca139f4" }, - "execution_count": 636, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -23667,7 +23667,7 @@ "id": "4Jq5t68U_FuP", "outputId": "3886285b-d5c5-409d-a73d-107b22ada766" }, - "execution_count": 637, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -23696,7 +23696,7 @@ "id": "PVqWCK8z_Ffu", "outputId": "afae7a9c-5c9a-4335-ed25-bc35536ca9ed" }, - "execution_count": 638, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -23723,7 +23723,7 @@ "id": "IJab-T09_cfv", "outputId": "c4c76b4c-afb1-4f4b-8ad5-9fdf7a7231d2" }, - "execution_count": 639, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -23761,7 +23761,7 @@ "id": "41CoOC5q_cSe", "outputId": "2cc5d73b-7789-448d-fd8d-c570338f5f6d" }, - "execution_count": 640, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -23797,7 +23797,7 @@ "id": "N1L2jcuS_HKn", "outputId": "37183b33-0483-4eb0-c024-218eb4b3b855" }, - "execution_count": 641, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -24261,7 +24261,7 @@ "id": "WHdVs2Eh_G-3", "outputId": "b1d54268-142e-49b2-d5e8-dc6abc3962b3" }, - "execution_count": 642, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -24290,7 +24290,7 @@ "id": "ieLuWbR8_Gjw", "outputId": "a9c6a8c6-49b9-4b45-d271-f75968ea9639" }, - "execution_count": 643, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -24317,7 +24317,7 @@ "id": "qYUffileABY3", "outputId": "2d6a90df-ab18-45b3-ee7f-87a5732a33d3" }, - "execution_count": 644, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -24355,7 +24355,7 @@ "id": "6j-_6ni3APj5", "outputId": "bfa7a920-3213-4585-b569-c9eebf0d55f2" }, - "execution_count": 645, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -24404,7 +24404,7 @@ "id": "xu97HRiNJOjP", "outputId": "756cae8c-20f7-4424-d1a7-cf3e3f58f2b2" }, - "execution_count": 646, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -24792,7 +24792,7 @@ "id": "ef5fl4QuGjnC", "outputId": "e00ec705-5425-44b4-df8c-36177eef3004" }, - "execution_count": 647, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -24837,7 +24837,7 @@ "id": "3VOw4ar99CgS", "outputId": "e39bf4bd-3459-4163-d2fa-da7acbe186ce" }, - "execution_count": 648, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -25226,7 +25226,7 @@ "id": "IuMeLkvCXDoY", "outputId": "e4e821dd-71f7-4f3d-828b-0c9b80d7d141" }, - "execution_count": 649, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -25249,7 +25249,7 @@ "id": "-8LYOEkTZNbI", "outputId": "6bbd0375-758a-4415-bf8e-f273169f26b1" }, - "execution_count": 650, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -25307,7 +25307,7 @@ "metadata": { "id": "tQLUIkZ5Q8BP" }, - "execution_count": 651, + "execution_count": null, "outputs": [] }, { @@ -25324,7 +25324,7 @@ "id": "IUN7xfMtT5_Q", "outputId": "66519240-8b6d-4fb9-b7c3-4c5bbd4a608c" }, - "execution_count": 652, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -25790,7 +25790,7 @@ "id": "XBCkfhtxT9Qq", "outputId": "b10bfa32-03ba-4069-c2ec-83d586148c98" }, - "execution_count": 653, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -25824,7 +25824,7 @@ "id": "0c1iJGx4UtjI", "outputId": "7e422826-e94e-4056-e52e-ded90d38c0e5" }, - "execution_count": 654, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -26281,7 +26281,7 @@ "id": "Ni-xPBWLm-RZ", "outputId": "45ac96ed-62a5-4df4-dd4a-12a098defb6b" }, - "execution_count": 655, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -26338,7 +26338,7 @@ "id": "zaRSdi66nUVg", "outputId": "9313cbae-ecac-4968-aeb0-ffa049793b63" }, - "execution_count": 656, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -26395,7 +26395,7 @@ "id": "TdiIJ7H2ngRv", "outputId": "fb181f91-d31b-4609-f46b-542491ad0f1e" }, - "execution_count": 657, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -26440,7 +26440,7 @@ "id": "Y1nze4zaeVbw", "outputId": "bc582a78-47e6-4efd-d52f-6e5a5131204b" }, - "execution_count": 658, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -26481,7 +26481,7 @@ "metadata": { "id": "rxh5wRiCdkJJ" }, - "execution_count": 659, + "execution_count": null, "outputs": [] }, { @@ -26512,7 +26512,7 @@ "id": "_IBXuf8bjOok", "outputId": "438cdc26-89a1-4d48-9ad4-d1d94ed20f1b" }, - "execution_count": 661, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -26544,7 +26544,7 @@ "id": "-ghfq6wId9wv", "outputId": "b4fbae42-8de9-43ad-f99b-4a3a487161cb" }, - "execution_count": 667, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -26567,7 +26567,7 @@ "metadata": { "id": "YGeVz58Xj-w8" }, - "execution_count": 670, + "execution_count": null, "outputs": [] }, { @@ -26592,7 +26592,7 @@ "id": "K24rs3gViuNQ", "outputId": "a1881c16-7929-4783-8460-158b3c6c7056" }, - "execution_count": 669, + "execution_count": null, "outputs": [ { "output_type": "error", @@ -26629,7 +26629,7 @@ "id": "Qh4tFQwRlR8_", "outputId": "38df245f-8d4e-486c-99e2-1ec7e5730b36" }, - "execution_count": 672, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -27074,7 +27074,7 @@ "id": "dDQBMCnplUw_", "outputId": "71bc3c04-d165-4344-bfca-fe8624f321b3" }, - "execution_count": 673, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27122,7 +27122,7 @@ "id": "UFnv1UBQjOaw", "outputId": "fc3d4aa9-8a61-4a2a-b484-ff7dec1e03ed" }, - "execution_count": 671, + "execution_count": null, "outputs": [ { "output_type": "error", @@ -27165,7 +27165,7 @@ "id": "kAvu_8C5jcun", "outputId": "b2635493-9c4e-4beb-d9f4-b678b07a4bb0" }, - "execution_count": 674, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27213,7 +27213,7 @@ "id": "m5tg6GGhjx1Q", "outputId": "a59ce47c-ff51-4e49-aa7d-06fe9fe6c7d3" }, - "execution_count": 675, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27280,7 +27280,7 @@ "id": "U2swd1Urdq-e", "outputId": "70a9981f-a8da-4d2b-9226-dc93cfb66e6b" }, - "execution_count": 676, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27317,7 +27317,7 @@ "id": "RFAS29ItgtvH", "outputId": "33658991-a1cb-4522-f507-9eb19663e186" }, - "execution_count": 677, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -27792,7 +27792,7 @@ "id": "71cCKo1rhHK4", "outputId": "717fe3f2-b4d5-476e-e220-d63a4cfbdf85" }, - "execution_count": 678, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27840,7 +27840,7 @@ "id": "n11nK2FGkIXQ", "outputId": "77ac9010-0a01-4d7d-ae39-20e96070bef1" }, - "execution_count": 679, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27888,7 +27888,7 @@ "id": "eV0WsPwgkz5b", "outputId": "fbf9ea43-df42-408b-e96f-5802179b9295" }, - "execution_count": 680, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -27951,7 +27951,7 @@ "id": "ZBOQIysLoUi4", "outputId": "8c150049-d7cc-470f-82fc-647adeae5bf8" }, - "execution_count": 681, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -28342,7 +28342,7 @@ "id": "-q3ga7a4pHMm", "outputId": "1ed5224f-114a-4b4d-d687-5fe3bf27bd3a" }, - "execution_count": 682, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -28712,7 +28712,7 @@ "plt.gca().spines[['top', 'right',]].set_visible(False)" ], "cell_type": "code", - "execution_count": 683, + "execution_count": null, "outputs": [ { "output_type": "display_data", @@ -28765,7 +28765,7 @@ "id": "uBl1Nyo3pSAA", "outputId": "b99477d0-dd95-4d69-ff92-94af83586be2" }, - "execution_count": 684, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -29212,7 +29212,7 @@ "metadata": { "id": "Svh4muCmsSxj" }, - "execution_count": 685, + "execution_count": null, "outputs": [] }, { @@ -29225,7 +29225,7 @@ "metadata": { "id": "ZTvLufGnuPU4" }, - "execution_count": 686, + "execution_count": null, "outputs": [] }, { @@ -29249,7 +29249,7 @@ "id": "1R4kNkeCvAM_", "outputId": "f62d045d-707f-440c-ba79-8756521c0101" }, - "execution_count": 687, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -29303,7 +29303,7 @@ "metadata": { "id": "Y7bVJvjGm4bq" }, - "execution_count": 699, + "execution_count": null, "outputs": [] }, { @@ -29320,7 +29320,7 @@ "id": "6Ie9aH0HnlX5", "outputId": "5f4614cf-46c4-42ff-f730-33c63c2bc7a8" }, - "execution_count": 700, + "execution_count": null, "outputs": [ { "output_type": "execute_result", @@ -29862,7 +29862,7 @@ "id": "L3xXJ1C5ybuo", "outputId": "010487b8-028a-47f4-eb44-0ab923ad1513" }, - "execution_count": 701, + "execution_count": null, "outputs": [ { "output_type": "execute_result",