From 4e3c4f123bd72ff7de155834e197c4a89b2acab3 Mon Sep 17 00:00:00 2001
From: Hugo Hiraoka <hhiraokawatts@gmail.com>
Date: Mon, 18 Mar 2024 14:04:49 -0400
Subject: [PATCH] Updated images

---
 CreditCardUsers_ChurnPrediction.ipynb | 648 +++++++++++++-------------
 1 file changed, 314 insertions(+), 334 deletions(-)

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)<figcaption>Potential Credit Card Churning Customer - AI generated image</figcaption>"
+      ],
+      "metadata": {
+        "id": "_A_HK3kttoYZ"
+      }
+    },
     {
       "cell_type": "markdown",
       "metadata": {
@@ -114,7 +123,7 @@
         "id": "3PcTeG1UC9w_",
         "outputId": "6b6be2df-954f-45b3-9c7f-06f435871fd2"
       },
-      "execution_count": null,
+      "execution_count": 436,
       "outputs": [
         {
           "output_type": "stream",
@@ -143,7 +152,7 @@
         "id": "UZMD6LHQ5Orj",
         "outputId": "444b26c2-1df4-40f9-a178-f543834b519f"
       },
-      "execution_count": null,
+      "execution_count": 437,
       "outputs": [
         {
           "output_type": "stream",
@@ -160,7 +169,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 664,
       "metadata": {
         "id": "LvdZd7r5M4fy"
       },
@@ -246,7 +255,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 439,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -278,7 +287,7 @@
       "metadata": {
         "id": "zjvb9f1f8S4k"
       },
-      "execution_count": null,
+      "execution_count": 440,
       "outputs": []
     },
     {
@@ -292,7 +301,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 441,
       "metadata": {
         "id": "GILSoj073nT6"
       },
@@ -594,7 +603,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 442,
       "metadata": {
         "id": "QQI29okeNMGL"
       },
@@ -606,7 +615,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 443,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -633,7 +642,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 444,
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
@@ -684,7 +693,7 @@
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     {
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+      "execution_count": 445,
       "metadata": {
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@@ -737,7 +746,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 446,
       "metadata": {
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@@ -770,7 +779,7 @@
       "metadata": {
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       },
-      "execution_count": null,
+      "execution_count": 447,
       "outputs": []
     },
     {
@@ -794,7 +803,7 @@
         "id": "RlBUBJklYmJ1",
         "outputId": "2dada6db-768c-41bb-c8b9-1c30ef8be63b"
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-      "execution_count": null,
+      "execution_count": 448,
       "outputs": [
         {
           "output_type": "stream",
@@ -842,7 +851,7 @@
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     {
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-      "execution_count": null,
+      "execution_count": 449,
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@@ -1325,7 +1334,7 @@
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-      "execution_count": null,
+      "execution_count": 450,
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@@ -1414,7 +1423,7 @@
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     {
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+      "execution_count": 451,
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@@ -1478,7 +1487,7 @@
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+      "execution_count": 452,
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@@ -1532,11 +1541,11 @@
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+      "execution_count": 453,
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@@ -1574,7 +1583,7 @@
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       "outputs": [
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@@ -1617,7 +1626,7 @@
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+      "execution_count": 455,
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@@ -1664,11 +1673,11 @@
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+      "execution_count": 456,
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@@ -1713,11 +1722,11 @@
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+      "execution_count": 457,
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@@ -1764,7 +1773,7 @@
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@@ -1814,11 +1823,11 @@
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+      "execution_count": 459,
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@@ -1867,7 +1876,7 @@
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@@ -1916,11 +1925,11 @@
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+      "execution_count": 461,
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+          "height": 110
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@@ -1958,7 +1967,7 @@
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       "outputs": [
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@@ -1997,11 +2006,11 @@
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+      "execution_count": 463,
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@@ -2044,11 +2053,11 @@
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+      "execution_count": 464,
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@@ -2095,11 +2104,11 @@
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@@ -2142,11 +2151,11 @@
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@@ -2183,7 +2192,7 @@
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@@ -2222,11 +2231,11 @@
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+      "execution_count": 468,
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@@ -2263,7 +2272,7 @@
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@@ -2300,11 +2309,11 @@
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@@ -2380,11 +2389,11 @@
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@@ -2421,7 +2430,7 @@
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@@ -2461,11 +2470,11 @@
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@@ -2539,11 +2548,11 @@
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@@ -2637,11 +2646,11 @@
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@@ -2684,7 +2693,7 @@
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@@ -2730,11 +2739,11 @@
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@@ -2818,12 +2827,12 @@
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@@ -2911,12 +2920,12 @@
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@@ -3027,12 +3036,12 @@
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@@ -3095,7 +3104,7 @@
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@@ -3149,12 +3158,12 @@
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@@ -3776,7 +3785,7 @@
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         "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)</fig>\n",
+        "<figcaption>Satisfied Loyal Credit Card Customer - AI generated image</figcaption>"
+      ],
+      "metadata": {
+        "id": "y7uP6e9euQ2x"
+      }
     }
   ],
   "metadata": {