diff --git a/CreditCardUsers_ChurnPrediction.ipynb b/CreditCardUsers_ChurnPrediction.ipynb
index 79d6d4c..5b9f026 100644
--- a/CreditCardUsers_ChurnPrediction.ipynb
+++ b/CreditCardUsers_ChurnPrediction.ipynb
@@ -92,6 +92,15 @@
"id": "16FE91psO6mv"
}
},
+ {
+ "cell_type": "markdown",
+ "source": [
+ "!['Potential Credit Card Churning Customer'](https://i.imgur.com/IkjDFLD.gif)Potential Credit Card Churning Customer - AI generated image"
+ ],
+ "metadata": {
+ "id": "_A_HK3kttoYZ"
+ }
+ },
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@@ -12764,7 +12773,7 @@
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@@ -14753,7 +14762,7 @@
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@@ -16870,7 +16879,7 @@
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"outputId": "154f7f50-f17d-49e5-ab7e-2def7dd19a12"
},
- "execution_count": null,
+ "execution_count": 586,
"outputs": [
{
"output_type": "display_data",
@@ -16908,7 +16917,7 @@
"id": "PiMvkCvB4utF",
"outputId": "b82ea148-bd3d-4e3c-dd45-93cade8ca8ee"
},
- "execution_count": null,
+ "execution_count": 587,
"outputs": [
{
"output_type": "stream",
@@ -16945,7 +16954,7 @@
"id": "OplMCGuHbguS",
"outputId": "c9c33802-63af-4f02-d2bd-3e670dc7dcf9"
},
- "execution_count": null,
+ "execution_count": 588,
"outputs": [
{
"output_type": "execute_result",
@@ -17379,7 +17388,7 @@
"id": "S8VPm_rNb204",
"outputId": "361f7900-edc3-4d37-e2ea-9e99a40e87e3"
},
- "execution_count": null,
+ "execution_count": 589,
"outputs": [
{
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@@ -17408,7 +17417,7 @@
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"outputId": "9af21761-5cb3-4b73-816a-e7fb54c23e9d"
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- "execution_count": null,
+ "execution_count": 590,
"outputs": [
{
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@@ -17435,7 +17444,7 @@
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"outputId": "6fd91d1f-ed5b-4858-bc9c-641259bc1e7d"
},
- "execution_count": null,
+ "execution_count": 591,
"outputs": [
{
"output_type": "display_data",
@@ -17473,7 +17482,7 @@
"id": "b9qsPdYQ5oUn",
"outputId": "438869a4-e55a-4744-e3f5-05a8fc99678e"
},
- "execution_count": null,
+ "execution_count": 592,
"outputs": [
{
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@@ -17510,7 +17519,7 @@
"id": "I6b_hWU4dx4f",
"outputId": "3522ed8a-1a4e-4255-9880-00ec7fb74086"
},
- "execution_count": null,
+ "execution_count": 593,
"outputs": [
{
"output_type": "execute_result",
@@ -17944,7 +17953,7 @@
"id": "K6UpSO2PdxcX",
"outputId": "eb80a03c-d468-4f08-b023-0924bf5eae79"
},
- "execution_count": null,
+ "execution_count": 594,
"outputs": [
{
"output_type": "stream",
@@ -17973,7 +17982,7 @@
"id": "m660eB_NeCbo",
"outputId": "ac399bf9-6f00-464f-b9f2-195f497cecf7"
},
- "execution_count": null,
+ "execution_count": 595,
"outputs": [
{
"output_type": "display_data",
@@ -18000,7 +18009,7 @@
"id": "C9NMFJKveLLI",
"outputId": "d38a5d37-9b64-47cd-a785-8e84cb698280"
},
- "execution_count": null,
+ "execution_count": 596,
"outputs": [
{
"output_type": "display_data",
@@ -18038,7 +18047,7 @@
"id": "uJuTcNkE54vR",
"outputId": "81f123af-4f92-4dd9-9249-3b249e7a0f00"
},
- "execution_count": null,
+ "execution_count": 597,
"outputs": [
{
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@@ -18086,7 +18095,7 @@
"id": "XGHWwfkbLZjE",
"outputId": "f70bb56f-0c29-45af-8ce8-63a9d773bec6"
},
- "execution_count": null,
+ "execution_count": 598,
"outputs": [
{
"output_type": "execute_result",
@@ -18462,7 +18471,7 @@
"id": "RcHINxDDzmeP",
"outputId": "02a4a4d6-28b7-4b3d-a281-cb9448f0bf01"
},
- "execution_count": null,
+ "execution_count": 599,
"outputs": [
{
"output_type": "execute_result",
@@ -18896,7 +18905,7 @@
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},
- "execution_count": null,
+ "execution_count": 600,
"outputs": [
{
"output_type": "stream",
@@ -18925,7 +18934,7 @@
"id": "xG5LkRgy1Y0A",
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},
- "execution_count": null,
+ "execution_count": 601,
"outputs": [
{
"output_type": "display_data",
@@ -18952,7 +18961,7 @@
"id": "YwckajQFJQvx",
"outputId": "d15b73f6-6c5f-46a0-c0f3-afd034c61342"
},
- "execution_count": null,
+ "execution_count": 602,
"outputs": [
{
"output_type": "display_data",
@@ -18990,7 +18999,7 @@
"id": "chwbq1WyLtts",
"outputId": "ff9e3c87-a965-42f9-829e-b865b0efb515"
},
- "execution_count": null,
+ "execution_count": 603,
"outputs": [
{
"output_type": "stream",
@@ -19026,7 +19035,7 @@
"id": "owl9qYVR29lQ",
"outputId": "54d2f0d4-e430-406a-ae8d-a81b1585606b"
},
- "execution_count": null,
+ "execution_count": 604,
"outputs": [
{
"output_type": "execute_result",
@@ -19460,7 +19469,7 @@
"id": "YcZrrs714KmI",
"outputId": "38a50036-33f6-40ca-e17b-c21095eea58d"
},
- "execution_count": null,
+ "execution_count": 605,
"outputs": [
{
"output_type": "stream",
@@ -19489,7 +19498,7 @@
"id": "KQikoSPk4YJo",
"outputId": "f95c04e9-1089-4cba-9901-42fbde4a7560"
},
- "execution_count": null,
+ "execution_count": 606,
"outputs": [
{
"output_type": "display_data",
@@ -19516,7 +19525,7 @@
"id": "73Kz6spDCFEI",
"outputId": "c783a4a6-186b-470c-deb3-45ee68c8aae0"
},
- "execution_count": null,
+ "execution_count": 607,
"outputs": [
{
"output_type": "display_data",
@@ -19554,7 +19563,7 @@
"id": "7aQKdr-t7iIx",
"outputId": "ad1f40f9-3ab5-4e50-ced1-08c67d4933a2"
},
- "execution_count": null,
+ "execution_count": 608,
"outputs": [
{
"output_type": "stream",
@@ -19590,7 +19599,7 @@
"id": "lbgWaHD6Oy5P",
"outputId": "b827a127-2854-4c4b-f344-21223fa6dd23"
},
- "execution_count": null,
+ "execution_count": 609,
"outputs": [
{
"output_type": "execute_result",
@@ -20024,7 +20033,7 @@
"id": "1dvYI187PBlu",
"outputId": "a9d5386c-62d9-427b-8080-1c0f1b3dbced"
},
- "execution_count": null,
+ "execution_count": 610,
"outputs": [
{
"output_type": "stream",
@@ -20053,7 +20062,7 @@
"id": "J2_BNiLvQHDa",
"outputId": "b2124567-ec99-44b4-c32a-dcd573383a05"
},
- "execution_count": null,
+ "execution_count": 611,
"outputs": [
{
"output_type": "display_data",
@@ -20080,7 +20089,7 @@
"id": "ttvnx4uTQGyQ",
"outputId": "9db57217-5416-4737-fd53-0577fd8bb6f2"
},
- "execution_count": null,
+ "execution_count": 612,
"outputs": [
{
"output_type": "display_data",
@@ -20118,7 +20127,7 @@
"id": "jyAY9zll7xe4",
"outputId": "99e11875-45c7-407f-d98b-58592b842267"
},
- "execution_count": null,
+ "execution_count": 613,
"outputs": [
{
"output_type": "stream",
@@ -20155,7 +20164,7 @@
"id": "nKCDwFKLNZ36",
"outputId": "97554dec-bd13-4562-db21-ed4c5ef1d100"
},
- "execution_count": null,
+ "execution_count": 614,
"outputs": [
{
"output_type": "execute_result",
@@ -20531,7 +20540,7 @@
"id": "rvh8E2uy1eVq",
"outputId": "b5b75970-228d-40fe-b231-7559daf1654a"
},
- "execution_count": null,
+ "execution_count": 615,
"outputs": [
{
"output_type": "execute_result",
@@ -20965,7 +20974,7 @@
"id": "CJ3I7ORa1hAY",
"outputId": "241ece45-1601-4fa8-a18b-d257a5ea5b75"
},
- "execution_count": null,
+ "execution_count": 616,
"outputs": [
{
"output_type": "stream",
@@ -20994,7 +21003,7 @@
"id": "2v1_vYv61kYJ",
"outputId": "0b43e6b5-6bac-492a-90d0-337bb8662df2"
},
- "execution_count": null,
+ "execution_count": 617,
"outputs": [
{
"output_type": "display_data",
@@ -21021,7 +21030,7 @@
"id": "wJawPJNR84hR",
"outputId": "be28e0bd-f0a1-400f-c8b5-79834f170449"
},
- "execution_count": null,
+ "execution_count": 618,
"outputs": [
{
"output_type": "display_data",
@@ -21059,7 +21068,7 @@
"id": "Y5QbOfeBVRtI",
"outputId": "373b97e5-a895-4aeb-988e-308ce893b02c"
},
- "execution_count": null,
+ "execution_count": 619,
"outputs": [
{
"output_type": "stream",
@@ -21095,7 +21104,7 @@
"id": "RUBv7CU9VFFf",
"outputId": "92daad99-a834-45bc-8080-dd7bbf2ddf07"
},
- "execution_count": null,
+ "execution_count": 620,
"outputs": [
{
"output_type": "execute_result",
@@ -21529,7 +21538,7 @@
"id": "LxhdK6EGfoZ3",
"outputId": "f49e3838-bddf-4e4e-924a-f15c93a67302"
},
- "execution_count": null,
+ "execution_count": 621,
"outputs": [
{
"output_type": "stream",
@@ -21558,7 +21567,7 @@
"id": "bMwOr4ojfsow",
"outputId": "8fb19323-ca25-4999-c13d-80360284ed76"
},
- "execution_count": null,
+ "execution_count": 622,
"outputs": [
{
"output_type": "display_data",
@@ -21585,7 +21594,7 @@
"id": "xtSWUMirfv_v",
"outputId": "197cba79-2a3e-4077-8ddf-1497877b7153"
},
- "execution_count": null,
+ "execution_count": 623,
"outputs": [
{
"output_type": "display_data",
@@ -21623,7 +21632,7 @@
"id": "QuuvTV98BQpQ",
"outputId": "72b47030-f6eb-4333-df97-b0c68d096915"
},
- "execution_count": null,
+ "execution_count": 624,
"outputs": [
{
"output_type": "stream",
@@ -21659,7 +21668,7 @@
"id": "HUlnnj7jVLRQ",
"outputId": "c2c7d4ba-25e1-4ef1-893c-8d2155294667"
},
- "execution_count": null,
+ "execution_count": 625,
"outputs": [
{
"output_type": "execute_result",
@@ -22093,7 +22102,7 @@
"id": "baKjP4EGgdwH",
"outputId": "dbf8c6d0-532c-4f1d-fd1a-c6d0fdf508d3"
},
- "execution_count": null,
+ "execution_count": 626,
"outputs": [
{
"output_type": "stream",
@@ -22122,7 +22131,7 @@
"id": "Tnk6ABEIghHQ",
"outputId": "326b1b20-3d27-4db4-9e32-a39d33adc41d"
},
- "execution_count": null,
+ "execution_count": 627,
"outputs": [
{
"output_type": "display_data",
@@ -22149,7 +22158,7 @@
"id": "2pkspvKFgl4K",
"outputId": "41c88750-ce79-4e3f-e205-786942876186"
},
- "execution_count": null,
+ "execution_count": 628,
"outputs": [
{
"output_type": "display_data",
@@ -22187,7 +22196,7 @@
"id": "UWPmhjgi9wdQ",
"outputId": "a5784e11-1aec-49f9-a9ce-aa0e65e2298c"
},
- "execution_count": null,
+ "execution_count": 629,
"outputs": [
{
"output_type": "stream",
@@ -22233,7 +22242,7 @@
"id": "9P8q7JcsFoK4",
"outputId": "4c2c8a79-81af-4a64-dd88-bcb93e716514"
},
- "execution_count": null,
+ "execution_count": 630,
"outputs": [
{
"output_type": "execute_result",
@@ -22600,7 +22609,7 @@
"id": "uZFUc_cW2Vmx",
"outputId": "8cd73398-894b-4d33-a78a-51b8471e2e9b"
},
- "execution_count": null,
+ "execution_count": 631,
"outputs": [
{
"output_type": "execute_result",
@@ -23064,7 +23073,7 @@
"id": "zC8n4YG32ZD4",
"outputId": "003c84dc-1a93-4713-977e-f5261c10fd3b"
},
- "execution_count": null,
+ "execution_count": 632,
"outputs": [
{
"output_type": "stream",
@@ -23093,7 +23102,7 @@
"id": "FKpwOM0Q2ahp",
"outputId": "10d5e64c-adf7-4a9f-a1a8-be9e9fd7f7ee"
},
- "execution_count": null,
+ "execution_count": 633,
"outputs": [
{
"output_type": "display_data",
@@ -23120,7 +23129,7 @@
"id": "YCjtAHTG-Yf3",
"outputId": "ad4e7f39-e089-4982-fefb-6f96c0819db4"
},
- "execution_count": null,
+ "execution_count": 634,
"outputs": [
{
"output_type": "display_data",
@@ -23158,7 +23167,7 @@
"id": "TOdq1EY6-gWO",
"outputId": "a884653b-428d-492b-be28-83c0bbf6d8a1"
},
- "execution_count": null,
+ "execution_count": 635,
"outputs": [
{
"output_type": "stream",
@@ -23194,7 +23203,7 @@
"id": "pqVAv7yc_FEO",
"outputId": "6be59c0d-7563-478c-9b2c-095e7ca139f4"
},
- "execution_count": null,
+ "execution_count": 636,
"outputs": [
{
"output_type": "execute_result",
@@ -23658,7 +23667,7 @@
"id": "4Jq5t68U_FuP",
"outputId": "3886285b-d5c5-409d-a73d-107b22ada766"
},
- "execution_count": null,
+ "execution_count": 637,
"outputs": [
{
"output_type": "stream",
@@ -23687,7 +23696,7 @@
"id": "PVqWCK8z_Ffu",
"outputId": "afae7a9c-5c9a-4335-ed25-bc35536ca9ed"
},
- "execution_count": null,
+ "execution_count": 638,
"outputs": [
{
"output_type": "display_data",
@@ -23714,7 +23723,7 @@
"id": "IJab-T09_cfv",
"outputId": "c4c76b4c-afb1-4f4b-8ad5-9fdf7a7231d2"
},
- "execution_count": null,
+ "execution_count": 639,
"outputs": [
{
"output_type": "display_data",
@@ -23752,7 +23761,7 @@
"id": "41CoOC5q_cSe",
"outputId": "2cc5d73b-7789-448d-fd8d-c570338f5f6d"
},
- "execution_count": null,
+ "execution_count": 640,
"outputs": [
{
"output_type": "stream",
@@ -23788,7 +23797,7 @@
"id": "N1L2jcuS_HKn",
"outputId": "37183b33-0483-4eb0-c024-218eb4b3b855"
},
- "execution_count": null,
+ "execution_count": 641,
"outputs": [
{
"output_type": "execute_result",
@@ -24252,7 +24261,7 @@
"id": "WHdVs2Eh_G-3",
"outputId": "b1d54268-142e-49b2-d5e8-dc6abc3962b3"
},
- "execution_count": null,
+ "execution_count": 642,
"outputs": [
{
"output_type": "stream",
@@ -24281,7 +24290,7 @@
"id": "ieLuWbR8_Gjw",
"outputId": "a9c6a8c6-49b9-4b45-d271-f75968ea9639"
},
- "execution_count": null,
+ "execution_count": 643,
"outputs": [
{
"output_type": "display_data",
@@ -24308,7 +24317,7 @@
"id": "qYUffileABY3",
"outputId": "2d6a90df-ab18-45b3-ee7f-87a5732a33d3"
},
- "execution_count": null,
+ "execution_count": 644,
"outputs": [
{
"output_type": "display_data",
@@ -24346,7 +24355,7 @@
"id": "6j-_6ni3APj5",
"outputId": "bfa7a920-3213-4585-b569-c9eebf0d55f2"
},
- "execution_count": null,
+ "execution_count": 645,
"outputs": [
{
"output_type": "stream",
@@ -24395,7 +24404,7 @@
"id": "xu97HRiNJOjP",
"outputId": "756cae8c-20f7-4424-d1a7-cf3e3f58f2b2"
},
- "execution_count": null,
+ "execution_count": 646,
"outputs": [
{
"output_type": "execute_result",
@@ -24778,12 +24787,12 @@
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 609
+ "height": 573
},
"id": "ef5fl4QuGjnC",
"outputId": "e00ec705-5425-44b4-df8c-36177eef3004"
},
- "execution_count": null,
+ "execution_count": 647,
"outputs": [
{
"output_type": "display_data",
@@ -24828,7 +24837,7 @@
"id": "3VOw4ar99CgS",
"outputId": "e39bf4bd-3459-4163-d2fa-da7acbe186ce"
},
- "execution_count": null,
+ "execution_count": 648,
"outputs": [
{
"output_type": "execute_result",
@@ -25217,7 +25226,7 @@
"id": "IuMeLkvCXDoY",
"outputId": "e4e821dd-71f7-4f3d-828b-0c9b80d7d141"
},
- "execution_count": null,
+ "execution_count": 649,
"outputs": [
{
"output_type": "stream",
@@ -25240,7 +25249,7 @@
"id": "-8LYOEkTZNbI",
"outputId": "6bbd0375-758a-4415-bf8e-f273169f26b1"
},
- "execution_count": null,
+ "execution_count": 650,
"outputs": [
{
"output_type": "execute_result",
@@ -25298,7 +25307,7 @@
"metadata": {
"id": "tQLUIkZ5Q8BP"
},
- "execution_count": null,
+ "execution_count": 651,
"outputs": []
},
{
@@ -25315,7 +25324,7 @@
"id": "IUN7xfMtT5_Q",
"outputId": "66519240-8b6d-4fb9-b7c3-4c5bbd4a608c"
},
- "execution_count": null,
+ "execution_count": 652,
"outputs": [
{
"output_type": "execute_result",
@@ -25781,7 +25790,7 @@
"id": "XBCkfhtxT9Qq",
"outputId": "b10bfa32-03ba-4069-c2ec-83d586148c98"
},
- "execution_count": null,
+ "execution_count": 653,
"outputs": [
{
"output_type": "stream",
@@ -25815,7 +25824,7 @@
"id": "0c1iJGx4UtjI",
"outputId": "7e422826-e94e-4056-e52e-ded90d38c0e5"
},
- "execution_count": null,
+ "execution_count": 654,
"outputs": [
{
"output_type": "execute_result",
@@ -26272,7 +26281,7 @@
"id": "Ni-xPBWLm-RZ",
"outputId": "45ac96ed-62a5-4df4-dd4a-12a098defb6b"
},
- "execution_count": null,
+ "execution_count": 655,
"outputs": [
{
"output_type": "stream",
@@ -26329,7 +26338,7 @@
"id": "zaRSdi66nUVg",
"outputId": "9313cbae-ecac-4968-aeb0-ffa049793b63"
},
- "execution_count": null,
+ "execution_count": 656,
"outputs": [
{
"output_type": "stream",
@@ -26386,7 +26395,7 @@
"id": "TdiIJ7H2ngRv",
"outputId": "fb181f91-d31b-4609-f46b-542491ad0f1e"
},
- "execution_count": null,
+ "execution_count": 657,
"outputs": [
{
"output_type": "stream",
@@ -26431,7 +26440,7 @@
"id": "Y1nze4zaeVbw",
"outputId": "bc582a78-47e6-4efd-d52f-6e5a5131204b"
},
- "execution_count": null,
+ "execution_count": 658,
"outputs": [
{
"output_type": "execute_result",
@@ -26472,7 +26481,7 @@
"metadata": {
"id": "rxh5wRiCdkJJ"
},
- "execution_count": null,
+ "execution_count": 659,
"outputs": []
},
{
@@ -26497,13 +26506,13 @@
"print(\"Best parameters are {} with CV score={}:\" .format(randomized_cv_adb.best_params_,randomized_cv_adb.best_score_))"
],
"metadata": {
- "id": "_IBXuf8bjOok",
- "outputId": "438cdc26-89a1-4d48-9ad4-d1d94ed20f1b",
"colab": {
"base_uri": "https://localhost:8080/"
- }
+ },
+ "id": "_IBXuf8bjOok",
+ "outputId": "438cdc26-89a1-4d48-9ad4-d1d94ed20f1b"
},
- "execution_count": null,
+ "execution_count": 661,
"outputs": [
{
"output_type": "stream",
@@ -26535,7 +26544,7 @@
"id": "-ghfq6wId9wv",
"outputId": "b4fbae42-8de9-43ad-f99b-4a3a487161cb"
},
- "execution_count": null,
+ "execution_count": 667,
"outputs": [
{
"output_type": "stream",
@@ -26558,7 +26567,7 @@
"metadata": {
"id": "YGeVz58Xj-w8"
},
- "execution_count": null,
+ "execution_count": 670,
"outputs": []
},
{
@@ -26583,7 +26592,7 @@
"id": "K24rs3gViuNQ",
"outputId": "a1881c16-7929-4783-8460-158b3c6c7056"
},
- "execution_count": null,
+ "execution_count": 669,
"outputs": [
{
"output_type": "error",
@@ -26613,14 +26622,14 @@
"adb_tuned1.fit(X_train_un, y_train_un)"
],
"metadata": {
- "id": "Qh4tFQwRlR8_",
- "outputId": "38df245f-8d4e-486c-99e2-1ec7e5730b36",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 80
- }
+ },
+ "id": "Qh4tFQwRlR8_",
+ "outputId": "38df245f-8d4e-486c-99e2-1ec7e5730b36"
},
- "execution_count": null,
+ "execution_count": 672,
"outputs": [
{
"output_type": "execute_result",
@@ -27058,14 +27067,14 @@
"confusion_matrix_sklearn(adb_tuned1, X_train_un, y_train_un)"
],
"metadata": {
- "id": "dDQBMCnplUw_",
- "outputId": "71bc3c04-d165-4344-bfca-fe8624f321b3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 616
- }
+ },
+ "id": "dDQBMCnplUw_",
+ "outputId": "71bc3c04-d165-4344-bfca-fe8624f321b3"
},
- "execution_count": null,
+ "execution_count": 673,
"outputs": [
{
"output_type": "stream",
@@ -27113,7 +27122,7 @@
"id": "UFnv1UBQjOaw",
"outputId": "fc3d4aa9-8a61-4a2a-b484-ff7dec1e03ed"
},
- "execution_count": null,
+ "execution_count": 671,
"outputs": [
{
"output_type": "error",
@@ -27156,7 +27165,7 @@
"id": "kAvu_8C5jcun",
"outputId": "b2635493-9c4e-4beb-d9f4-b678b07a4bb0"
},
- "execution_count": null,
+ "execution_count": 674,
"outputs": [
{
"output_type": "stream",
@@ -27204,7 +27213,7 @@
"id": "m5tg6GGhjx1Q",
"outputId": "a59ce47c-ff51-4e49-aa7d-06fe9fe6c7d3"
},
- "execution_count": null,
+ "execution_count": 675,
"outputs": [
{
"output_type": "stream",
@@ -27271,7 +27280,7 @@
"id": "U2swd1Urdq-e",
"outputId": "70a9981f-a8da-4d2b-9226-dc93cfb66e6b"
},
- "execution_count": null,
+ "execution_count": 676,
"outputs": [
{
"output_type": "stream",
@@ -27308,7 +27317,7 @@
"id": "RFAS29ItgtvH",
"outputId": "33658991-a1cb-4522-f507-9eb19663e186"
},
- "execution_count": null,
+ "execution_count": 677,
"outputs": [
{
"output_type": "execute_result",
@@ -27783,7 +27792,7 @@
"id": "71cCKo1rhHK4",
"outputId": "717fe3f2-b4d5-476e-e220-d63a4cfbdf85"
},
- "execution_count": null,
+ "execution_count": 678,
"outputs": [
{
"output_type": "stream",
@@ -27831,7 +27840,7 @@
"id": "n11nK2FGkIXQ",
"outputId": "77ac9010-0a01-4d7d-ae39-20e96070bef1"
},
- "execution_count": null,
+ "execution_count": 679,
"outputs": [
{
"output_type": "stream",
@@ -27879,7 +27888,7 @@
"id": "eV0WsPwgkz5b",
"outputId": "fbf9ea43-df42-408b-e96f-5802179b9295"
},
- "execution_count": null,
+ "execution_count": 680,
"outputs": [
{
"output_type": "stream",
@@ -27937,12 +27946,12 @@
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 210
+ "height": 227
},
"id": "ZBOQIysLoUi4",
"outputId": "8c150049-d7cc-470f-82fc-647adeae5bf8"
},
- "execution_count": null,
+ "execution_count": 681,
"outputs": [
{
"output_type": "stream",
@@ -28328,12 +28337,12 @@
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 210
+ "height": 227
},
"id": "-q3ga7a4pHMm",
"outputId": "1ed5224f-114a-4b4d-d687-5fe3bf27bd3a"
},
- "execution_count": null,
+ "execution_count": 682,
"outputs": [
{
"output_type": "stream",
@@ -28703,7 +28712,7 @@
"plt.gca().spines[['top', 'right',]].set_visible(False)"
],
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 683,
"outputs": [
{
"output_type": "display_data",
@@ -28718,12 +28727,12 @@
],
"metadata": {
"cellView": "form",
- "id": "1OXBMvful-a4",
- "outputId": "6bc67665-4310-4b0c-891f-2d04bcd33bf0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
- }
+ },
+ "id": "1OXBMvful-a4",
+ "outputId": "6bc67665-4310-4b0c-891f-2d04bcd33bf0"
}
},
{
@@ -28751,12 +28760,12 @@
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 210
+ "height": 227
},
"id": "uBl1Nyo3pSAA",
"outputId": "b99477d0-dd95-4d69-ff92-94af83586be2"
},
- "execution_count": null,
+ "execution_count": 684,
"outputs": [
{
"output_type": "stream",
@@ -29203,7 +29212,7 @@
"metadata": {
"id": "Svh4muCmsSxj"
},
- "execution_count": null,
+ "execution_count": 685,
"outputs": []
},
{
@@ -29216,7 +29225,7 @@
"metadata": {
"id": "ZTvLufGnuPU4"
},
- "execution_count": null,
+ "execution_count": 686,
"outputs": []
},
{
@@ -29240,7 +29249,7 @@
"id": "1R4kNkeCvAM_",
"outputId": "f62d045d-707f-440c-ba79-8756521c0101"
},
- "execution_count": null,
+ "execution_count": 687,
"outputs": [
{
"output_type": "stream",
@@ -29294,7 +29303,7 @@
"metadata": {
"id": "Y7bVJvjGm4bq"
},
- "execution_count": null,
+ "execution_count": 699,
"outputs": []
},
{
@@ -29304,14 +29313,14 @@
"model.fit(X_train_un, y_train_un)"
],
"metadata": {
- "id": "6Ie9aH0HnlX5",
- "outputId": "5f4614cf-46c4-42ff-f730-33c63c2bc7a8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 259
- }
+ },
+ "id": "6Ie9aH0HnlX5",
+ "outputId": "5f4614cf-46c4-42ff-f730-33c63c2bc7a8"
},
- "execution_count": null,
+ "execution_count": 700,
"outputs": [
{
"output_type": "execute_result",
@@ -29840,45 +29849,6 @@
}
]
},
- {
- "cell_type": "code",
- "source": [
- "try:\n",
- " model = Pipeline(\n",
- " steps=[\n",
- " (\"pre\", preprocessor),\n",
- " (\n",
- " \"ABC\",\n",
- " AdaBoostClassifier(\n",
- " random_state=1,\n",
- " n_estimators=100,\n",
- " learning_rate=0.1,\n",
- " base_estimator=DecisionTreeClassifier(max_depth=2, random_state=1),\n",
- " ),\n",
- " ),\n",
- " ]\n",
- " )\n",
- "except Exception as e:\n",
- " print(e)"
- ],
- "metadata": {
- "id": "sPakqyvVnLyl",
- "outputId": "233e4465-d060-48e5-8a9d-5f0bb6c9cf54",
- "colab": {
- "base_uri": "https://localhost:8080/"
- }
- },
- "execution_count": null,
- "outputs": [
- {
- "output_type": "stream",
- "name": "stdout",
- "text": [
- "AdaBoostClassifier.__init__() got an unexpected keyword argument 'base_estimator'\n"
- ]
- }
- ]
- },
{
"cell_type": "code",
"source": [
@@ -29892,7 +29862,7 @@
"id": "L3xXJ1C5ybuo",
"outputId": "010487b8-028a-47f4-eb44-0ab923ad1513"
},
- "execution_count": null,
+ "execution_count": 701,
"outputs": [
{
"output_type": "execute_result",
@@ -29928,12 +29898,22 @@
"- Create special events that require having an active credit card. Customize these events to attract the most educated custoemrs. Our analysis shows that the attrition is highest in the group of customers that are the most educated (Doctorate and Post-Graduate actually attrited the most within their groups. \n",
"- Create programs or activities that are tailored to women and that require having an active credit card. Our analysis shows that women attrite at a higher rate than men (3% higher). This is important because most of the customers are women.\n",
"- Create a plan for customers to be able to increase their expenses during holidays in Q4 because our analysis shows that customers that spent less in Q4 than Q1 tend to attrite. This probably means that customers Christmas and end of the year purchases couldn't be done with the credit card.\n",
- "- Create a program for customers that make \\$40K or less. Such programs could provide some benefits to this group, like reduce price of movie tickets, or sports events. Our analysis shows that the \\$40K or less income group attrite the most.\n",
+ "- Create a program for customers that make 40K or less. Such programs could provide some benefits to this group, like reduce price of movie tickets, or sports events. Our analysis shows that the 40K or less income group attrite the most.\n",
"- It is important to minimize the complaints or doubts of customers so customers do not contact the bank. Our reserach shows that when customers actually had to contact the bank the most, they attrited more."
],
"metadata": {
"id": "EQXoOxJsy0MX"
}
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "!['Satisfied Loyal Credit Card Customer](https://i.imgur.com/YjGJeoT.gif)\n",
+ "Satisfied Loyal Credit Card Customer - AI generated image"
+ ],
+ "metadata": {
+ "id": "y7uP6e9euQ2x"
+ }
}
],
"metadata": {