santarder-customer-satisfaction.ipynb

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     "text": [
      "/kaggle/input/santander-customer-satisfaction/sample_submission.csv\n",
      "/kaggle/input/santander-customer-satisfaction/train.csv\n",
      "/kaggle/input/santander-customer-satisfaction/test.csv\n"
     ]
    }
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   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import confusion_matrix,classification_report, accuracy_score\n",
    "from sklearn import tree\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from collections import Counter\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import plotly.express as px\n",
    "import scipy.stats as stats\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
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       "   var3  var15  imp_ent_var16_ult1  imp_op_var39_comer_ult1  \\\n",
       "0     2     23                 0.0                      0.0   \n",
       "1     2     34                 0.0                      0.0   \n",
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       "3     2     37                 0.0                    195.0   \n",
       "4     2     39                 0.0                      0.0   \n",
       "\n",
       "   imp_op_var39_comer_ult3  imp_op_var40_comer_ult1  imp_op_var40_comer_ult3  \\\n",
       "0                      0.0                      0.0                      0.0   \n",
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       "   imp_op_var40_efect_ult1  imp_op_var40_efect_ult3  imp_op_var40_ult1  ...  \\\n",
       "0                      0.0                      0.0                0.0  ...   \n",
       "1                      0.0                      0.0                0.0  ...   \n",
       "2                      0.0                      0.0                0.0  ...   \n",
       "3                      0.0                      0.0                0.0  ...   \n",
       "4                      0.0                      0.0                0.0  ...   \n",
       "\n",
       "   saldo_medio_var33_hace2  saldo_medio_var33_hace3  saldo_medio_var33_ult1  \\\n",
       "0                      0.0                      0.0                     0.0   \n",
       "1                      0.0                      0.0                     0.0   \n",
       "2                      0.0                      0.0                     0.0   \n",
       "3                      0.0                      0.0                     0.0   \n",
       "4                      0.0                      0.0                     0.0   \n",
       "\n",
       "   saldo_medio_var33_ult3  saldo_medio_var44_hace2  saldo_medio_var44_hace3  \\\n",
       "0                     0.0                      0.0                      0.0   \n",
       "1                     0.0                      0.0                      0.0   \n",
       "2                     0.0                      0.0                      0.0   \n",
       "3                     0.0                      0.0                      0.0   \n",
       "4                     0.0                      0.0                      0.0   \n",
       "\n",
       "   saldo_medio_var44_ult1  saldo_medio_var44_ult3          var38  TARGET  \n",
       "0                     0.0                     0.0   39205.170000       0  \n",
       "1                     0.0                     0.0   49278.030000       0  \n",
       "2                     0.0                     0.0   67333.770000       0  \n",
       "3                     0.0                     0.0   64007.970000       0  \n",
       "4                     0.0                     0.0  117310.979016       0  \n",
       "\n",
       "[5 rows x 370 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "santander = pd.read_csv(r\"../input/santander-customer-satisfaction/train.csv\")\n",
    "santander = santander.drop(\"ID\", axis=1)\n",
    "santander_test = pd.read_csv(r\"../input/santander-customer-satisfaction/test.csv\")\n",
    "santander_test = santander_test.drop(\"ID\", axis=1)\n",
    "santander.head()"
   ]
  },
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   "source": [
    "def dataoveriew(df, message):\n",
    "    print(f'{message}:\\n')\n",
    "    print(\"Rows:\", df.shape[0])\n",
    "    print(\"\\nNumber of features:\", df.shape[1])\n",
    "    print(\"\\nFeatures:\")\n",
    "    print(df.columns.tolist())\n",
    "    print(\"\\nMissing values:\", df.isnull().sum().values.sum())\n",
    "    print(\"\\nUnique values:\")\n",
    "    print(df.nunique())"
   ]
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     "text": [
      "Overiew of the training dataset:\n",
      "\n",
      "Rows: 76020\n",
      "\n",
      "Number of features: 370\n",
      "\n",
      "Features:\n",
      "['var3', 'var15', 'imp_ent_var16_ult1', 'imp_op_var39_comer_ult1', 'imp_op_var39_comer_ult3', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var41_efect_ult1', 'imp_op_var41_efect_ult3', 'imp_op_var41_ult1', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_op_var39_ult1', 'imp_sal_var16_ult1', 'ind_var1_0', 'ind_var1', 'ind_var2_0', 'ind_var2', 'ind_var5_0', 'ind_var5', 'ind_var6_0', 'ind_var6', 'ind_var8_0', 'ind_var8', 'ind_var12_0', 'ind_var12', 'ind_var13_0', 'ind_var13_corto_0', 'ind_var13_corto', 'ind_var13_largo_0', 'ind_var13_largo', 'ind_var13_medio_0', 'ind_var13_medio', 'ind_var13', 'ind_var14_0', 'ind_var14', 'ind_var17_0', 'ind_var17', 'ind_var18_0', 'ind_var18', 'ind_var19', 'ind_var20_0', 'ind_var20', 'ind_var24_0', 'ind_var24', 'ind_var25_cte', 'ind_var26_0', 'ind_var26_cte', 'ind_var26', 'ind_var25_0', 'ind_var25', 'ind_var27_0', 'ind_var28_0', 'ind_var28', 'ind_var27', 'ind_var29_0', 'ind_var29', 'ind_var30_0', 'ind_var30', 'ind_var31_0', 'ind_var31', 'ind_var32_cte', 'ind_var32_0', 'ind_var32', 'ind_var33_0', 'ind_var33', 'ind_var34_0', 'ind_var34', 'ind_var37_cte', 'ind_var37_0', 'ind_var37', 'ind_var39_0', 'ind_var40_0', 'ind_var40', 'ind_var41_0', 'ind_var41', 'ind_var39', 'ind_var44_0', 'ind_var44', 'ind_var46_0', 'ind_var46', 'num_var1_0', 'num_var1', 'num_var4', 'num_var5_0', 'num_var5', 'num_var6_0', 'num_var6', 'num_var8_0', 'num_var8', 'num_var12_0', 'num_var12', 'num_var13_0', 'num_var13_corto_0', 'num_var13_corto', 'num_var13_largo_0', 'num_var13_largo', 'num_var13_medio_0', 'num_var13_medio', 'num_var13', 'num_var14_0', 'num_var14', 'num_var17_0', 'num_var17', 'num_var18_0', 'num_var18', 'num_var20_0', 'num_var20', 'num_var24_0', 'num_var24', 'num_var26_0', 'num_var26', 'num_var25_0', 'num_var25', 'num_op_var40_hace2', 'num_op_var40_hace3', 'num_op_var40_ult1', 'num_op_var40_ult3', 'num_op_var41_hace2', 'num_op_var41_hace3', 'num_op_var41_ult1', 'num_op_var41_ult3', 'num_op_var39_hace2', 'num_op_var39_hace3', 'num_op_var39_ult1', 'num_op_var39_ult3', 'num_var27_0', 'num_var28_0', 'num_var28', 'num_var27', 'num_var29_0', 'num_var29', 'num_var30_0', 'num_var30', 'num_var31_0', 'num_var31', 'num_var32_0', 'num_var32', 'num_var33_0', 'num_var33', 'num_var34_0', 'num_var34', 'num_var35', 'num_var37_med_ult2', 'num_var37_0', 'num_var37', 'num_var39_0', 'num_var40_0', 'num_var40', 'num_var41_0', 'num_var41', 'num_var39', 'num_var42_0', 'num_var42', 'num_var44_0', 'num_var44', 'num_var46_0', 'num_var46', 'saldo_var1', 'saldo_var5', 'saldo_var6', 'saldo_var8', 'saldo_var12', 'saldo_var13_corto', 'saldo_var13_largo', 'saldo_var13_medio', 'saldo_var13', 'saldo_var14', 'saldo_var17', 'saldo_var18', 'saldo_var20', 'saldo_var24', 'saldo_var26', 'saldo_var25', 'saldo_var28', 'saldo_var27', 'saldo_var29', 'saldo_var30', 'saldo_var31', 'saldo_var32', 'saldo_var33', 'saldo_var34', 'saldo_var37', 'saldo_var40', 'saldo_var41', 'saldo_var42', 'saldo_var44', 'saldo_var46', 'var36', 'delta_imp_amort_var18_1y3', 'delta_imp_amort_var34_1y3', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_reemb_var13_1y3', 'delta_imp_reemb_var17_1y3', 'delta_imp_reemb_var33_1y3', 'delta_imp_trasp_var17_in_1y3', 'delta_imp_trasp_var17_out_1y3', 'delta_imp_trasp_var33_in_1y3', 'delta_imp_trasp_var33_out_1y3', 'delta_imp_venta_var44_1y3', 'delta_num_aport_var13_1y3', 'delta_num_aport_var17_1y3', 'delta_num_aport_var33_1y3', 'delta_num_compra_var44_1y3', 'delta_num_reemb_var13_1y3', 'delta_num_reemb_var17_1y3', 'delta_num_reemb_var33_1y3', 'delta_num_trasp_var17_in_1y3', 'delta_num_trasp_var17_out_1y3', 'delta_num_trasp_var33_in_1y3', 'delta_num_trasp_var33_out_1y3', 'delta_num_venta_var44_1y3', 'imp_amort_var18_hace3', 'imp_amort_var18_ult1', 'imp_amort_var34_hace3', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_hace3', 'imp_aport_var17_ult1', 'imp_aport_var33_hace3', 'imp_aport_var33_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_compra_var44_ult1', 'imp_reemb_var13_hace3', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_reemb_var33_hace3', 'imp_reemb_var33_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_hace3', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_trasp_var33_out_hace3', 'imp_trasp_var33_out_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'ind_var7_emit_ult1', 'ind_var7_recib_ult1', 'ind_var10_ult1', 'ind_var10cte_ult1', 'ind_var9_cte_ult1', 'ind_var9_ult1', 'ind_var43_emit_ult1', 'ind_var43_recib_ult1', 'var21', 'num_var2_0_ult1', 'num_var2_ult1', 'num_aport_var13_hace3', 'num_aport_var13_ult1', 'num_aport_var17_hace3', 'num_aport_var17_ult1', 'num_aport_var33_hace3', 'num_aport_var33_ult1', 'num_var7_emit_ult1', 'num_var7_recib_ult1', 'num_compra_var44_hace3', 'num_compra_var44_ult1', 'num_ent_var16_ult1', 'num_var22_hace2', 'num_var22_hace3', 'num_var22_ult1', 'num_var22_ult3', 'num_med_var22_ult3', 'num_med_var45_ult3', 'num_meses_var5_ult3', 'num_meses_var8_ult3', 'num_meses_var12_ult3', 'num_meses_var13_corto_ult3', 'num_meses_var13_largo_ult3', 'num_meses_var13_medio_ult3', 'num_meses_var17_ult3', 'num_meses_var29_ult3', 'num_meses_var33_ult3', 'num_meses_var39_vig_ult3', 'num_meses_var44_ult3', 'num_op_var39_comer_ult1', 'num_op_var39_comer_ult3', 'num_op_var40_comer_ult1', 'num_op_var40_comer_ult3', 'num_op_var40_efect_ult1', 'num_op_var40_efect_ult3', 'num_op_var41_comer_ult1', 'num_op_var41_comer_ult3', 'num_op_var41_efect_ult1', 'num_op_var41_efect_ult3', 'num_op_var39_efect_ult1', 'num_op_var39_efect_ult3', 'num_reemb_var13_hace3', 'num_reemb_var13_ult1', 'num_reemb_var17_hace3', 'num_reemb_var17_ult1', 'num_reemb_var33_hace3', 'num_reemb_var33_ult1', 'num_sal_var16_ult1', 'num_var43_emit_ult1', 'num_var43_recib_ult1', 'num_trasp_var11_ult1', 'num_trasp_var17_in_hace3', 'num_trasp_var17_in_ult1', 'num_trasp_var17_out_hace3', 'num_trasp_var17_out_ult1', 'num_trasp_var33_in_hace3', 'num_trasp_var33_in_ult1', 'num_trasp_var33_out_hace3', 'num_trasp_var33_out_ult1', 'num_venta_var44_hace3', 'num_venta_var44_ult1', 'num_var45_hace2', 'num_var45_hace3', 'num_var45_ult1', 'num_var45_ult3', 'saldo_var2_ult1', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult1', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var12_ult1', 'saldo_medio_var12_ult3', 'saldo_medio_var13_corto_hace2', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_corto_ult3', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_largo_ult3', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var13_medio_hace3', 'saldo_medio_var13_medio_ult1', 'saldo_medio_var13_medio_ult3', 'saldo_medio_var17_hace2', 'saldo_medio_var17_hace3', 'saldo_medio_var17_ult1', 'saldo_medio_var17_ult3', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult1', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var33_ult1', 'saldo_medio_var33_ult3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'saldo_medio_var44_ult1', 'saldo_medio_var44_ult3', 'var38', 'TARGET']\n",
      "\n",
      "Missing values: 0\n",
      "\n",
      "Unique values:\n",
      "var3                         208\n",
      "var15                        100\n",
      "imp_ent_var16_ult1           596\n",
      "imp_op_var39_comer_ult1     7551\n",
      "imp_op_var39_comer_ult3     9099\n",
      "                           ...  \n",
      "saldo_medio_var44_hace3       33\n",
      "saldo_medio_var44_ult1       141\n",
      "saldo_medio_var44_ult3       141\n",
      "var38                      57736\n",
      "TARGET                         2\n",
      "Length: 370, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "dataoveriew(santander, 'Overiew of the training dataset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "728e1a3c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:28.889738Z",
     "iopub.status.busy": "2024-06-14T05:12:28.889468Z",
     "iopub.status.idle": "2024-06-14T05:12:29.115199Z",
     "shell.execute_reply": "2024-06-14T05:12:29.114062Z"
    },
    "papermill": {
     "duration": 0.23805,
     "end_time": "2024-06-14T05:12:29.117319",
     "exception": false,
     "start_time": "2024-06-14T05:12:28.879269",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overiew of the test dataset:\n",
      "\n",
      "Rows: 75818\n",
      "\n",
      "Number of features: 369\n",
      "\n",
      "Features:\n",
      "['var3', 'var15', 'imp_ent_var16_ult1', 'imp_op_var39_comer_ult1', 'imp_op_var39_comer_ult3', 'imp_op_var40_comer_ult1', 'imp_op_var40_comer_ult3', 'imp_op_var40_efect_ult1', 'imp_op_var40_efect_ult3', 'imp_op_var40_ult1', 'imp_op_var41_comer_ult1', 'imp_op_var41_comer_ult3', 'imp_op_var41_efect_ult1', 'imp_op_var41_efect_ult3', 'imp_op_var41_ult1', 'imp_op_var39_efect_ult1', 'imp_op_var39_efect_ult3', 'imp_op_var39_ult1', 'imp_sal_var16_ult1', 'ind_var1_0', 'ind_var1', 'ind_var2_0', 'ind_var2', 'ind_var5_0', 'ind_var5', 'ind_var6_0', 'ind_var6', 'ind_var8_0', 'ind_var8', 'ind_var12_0', 'ind_var12', 'ind_var13_0', 'ind_var13_corto_0', 'ind_var13_corto', 'ind_var13_largo_0', 'ind_var13_largo', 'ind_var13_medio_0', 'ind_var13_medio', 'ind_var13', 'ind_var14_0', 'ind_var14', 'ind_var17_0', 'ind_var17', 'ind_var18_0', 'ind_var18', 'ind_var19', 'ind_var20_0', 'ind_var20', 'ind_var24_0', 'ind_var24', 'ind_var25_cte', 'ind_var26_0', 'ind_var26_cte', 'ind_var26', 'ind_var25_0', 'ind_var25', 'ind_var27_0', 'ind_var28_0', 'ind_var28', 'ind_var27', 'ind_var29_0', 'ind_var29', 'ind_var30_0', 'ind_var30', 'ind_var31_0', 'ind_var31', 'ind_var32_cte', 'ind_var32_0', 'ind_var32', 'ind_var33_0', 'ind_var33', 'ind_var34_0', 'ind_var34', 'ind_var37_cte', 'ind_var37_0', 'ind_var37', 'ind_var39_0', 'ind_var40_0', 'ind_var40', 'ind_var41_0', 'ind_var41', 'ind_var39', 'ind_var44_0', 'ind_var44', 'ind_var46_0', 'ind_var46', 'num_var1_0', 'num_var1', 'num_var4', 'num_var5_0', 'num_var5', 'num_var6_0', 'num_var6', 'num_var8_0', 'num_var8', 'num_var12_0', 'num_var12', 'num_var13_0', 'num_var13_corto_0', 'num_var13_corto', 'num_var13_largo_0', 'num_var13_largo', 'num_var13_medio_0', 'num_var13_medio', 'num_var13', 'num_var14_0', 'num_var14', 'num_var17_0', 'num_var17', 'num_var18_0', 'num_var18', 'num_var20_0', 'num_var20', 'num_var24_0', 'num_var24', 'num_var26_0', 'num_var26', 'num_var25_0', 'num_var25', 'num_op_var40_hace2', 'num_op_var40_hace3', 'num_op_var40_ult1', 'num_op_var40_ult3', 'num_op_var41_hace2', 'num_op_var41_hace3', 'num_op_var41_ult1', 'num_op_var41_ult3', 'num_op_var39_hace2', 'num_op_var39_hace3', 'num_op_var39_ult1', 'num_op_var39_ult3', 'num_var27_0', 'num_var28_0', 'num_var28', 'num_var27', 'num_var29_0', 'num_var29', 'num_var30_0', 'num_var30', 'num_var31_0', 'num_var31', 'num_var32_0', 'num_var32', 'num_var33_0', 'num_var33', 'num_var34_0', 'num_var34', 'num_var35', 'num_var37_med_ult2', 'num_var37_0', 'num_var37', 'num_var39_0', 'num_var40_0', 'num_var40', 'num_var41_0', 'num_var41', 'num_var39', 'num_var42_0', 'num_var42', 'num_var44_0', 'num_var44', 'num_var46_0', 'num_var46', 'saldo_var1', 'saldo_var5', 'saldo_var6', 'saldo_var8', 'saldo_var12', 'saldo_var13_corto', 'saldo_var13_largo', 'saldo_var13_medio', 'saldo_var13', 'saldo_var14', 'saldo_var17', 'saldo_var18', 'saldo_var20', 'saldo_var24', 'saldo_var26', 'saldo_var25', 'saldo_var28', 'saldo_var27', 'saldo_var29', 'saldo_var30', 'saldo_var31', 'saldo_var32', 'saldo_var33', 'saldo_var34', 'saldo_var37', 'saldo_var40', 'saldo_var41', 'saldo_var42', 'saldo_var44', 'saldo_var46', 'var36', 'delta_imp_amort_var18_1y3', 'delta_imp_amort_var34_1y3', 'delta_imp_aport_var13_1y3', 'delta_imp_aport_var17_1y3', 'delta_imp_aport_var33_1y3', 'delta_imp_compra_var44_1y3', 'delta_imp_reemb_var13_1y3', 'delta_imp_reemb_var17_1y3', 'delta_imp_reemb_var33_1y3', 'delta_imp_trasp_var17_in_1y3', 'delta_imp_trasp_var17_out_1y3', 'delta_imp_trasp_var33_in_1y3', 'delta_imp_trasp_var33_out_1y3', 'delta_imp_venta_var44_1y3', 'delta_num_aport_var13_1y3', 'delta_num_aport_var17_1y3', 'delta_num_aport_var33_1y3', 'delta_num_compra_var44_1y3', 'delta_num_reemb_var13_1y3', 'delta_num_reemb_var17_1y3', 'delta_num_reemb_var33_1y3', 'delta_num_trasp_var17_in_1y3', 'delta_num_trasp_var17_out_1y3', 'delta_num_trasp_var33_in_1y3', 'delta_num_trasp_var33_out_1y3', 'delta_num_venta_var44_1y3', 'imp_amort_var18_hace3', 'imp_amort_var18_ult1', 'imp_amort_var34_hace3', 'imp_amort_var34_ult1', 'imp_aport_var13_hace3', 'imp_aport_var13_ult1', 'imp_aport_var17_hace3', 'imp_aport_var17_ult1', 'imp_aport_var33_hace3', 'imp_aport_var33_ult1', 'imp_var7_emit_ult1', 'imp_var7_recib_ult1', 'imp_compra_var44_hace3', 'imp_compra_var44_ult1', 'imp_reemb_var13_hace3', 'imp_reemb_var13_ult1', 'imp_reemb_var17_hace3', 'imp_reemb_var17_ult1', 'imp_reemb_var33_hace3', 'imp_reemb_var33_ult1', 'imp_var43_emit_ult1', 'imp_trans_var37_ult1', 'imp_trasp_var17_in_hace3', 'imp_trasp_var17_in_ult1', 'imp_trasp_var17_out_hace3', 'imp_trasp_var17_out_ult1', 'imp_trasp_var33_in_hace3', 'imp_trasp_var33_in_ult1', 'imp_trasp_var33_out_hace3', 'imp_trasp_var33_out_ult1', 'imp_venta_var44_hace3', 'imp_venta_var44_ult1', 'ind_var7_emit_ult1', 'ind_var7_recib_ult1', 'ind_var10_ult1', 'ind_var10cte_ult1', 'ind_var9_cte_ult1', 'ind_var9_ult1', 'ind_var43_emit_ult1', 'ind_var43_recib_ult1', 'var21', 'num_var2_0_ult1', 'num_var2_ult1', 'num_aport_var13_hace3', 'num_aport_var13_ult1', 'num_aport_var17_hace3', 'num_aport_var17_ult1', 'num_aport_var33_hace3', 'num_aport_var33_ult1', 'num_var7_emit_ult1', 'num_var7_recib_ult1', 'num_compra_var44_hace3', 'num_compra_var44_ult1', 'num_ent_var16_ult1', 'num_var22_hace2', 'num_var22_hace3', 'num_var22_ult1', 'num_var22_ult3', 'num_med_var22_ult3', 'num_med_var45_ult3', 'num_meses_var5_ult3', 'num_meses_var8_ult3', 'num_meses_var12_ult3', 'num_meses_var13_corto_ult3', 'num_meses_var13_largo_ult3', 'num_meses_var13_medio_ult3', 'num_meses_var17_ult3', 'num_meses_var29_ult3', 'num_meses_var33_ult3', 'num_meses_var39_vig_ult3', 'num_meses_var44_ult3', 'num_op_var39_comer_ult1', 'num_op_var39_comer_ult3', 'num_op_var40_comer_ult1', 'num_op_var40_comer_ult3', 'num_op_var40_efect_ult1', 'num_op_var40_efect_ult3', 'num_op_var41_comer_ult1', 'num_op_var41_comer_ult3', 'num_op_var41_efect_ult1', 'num_op_var41_efect_ult3', 'num_op_var39_efect_ult1', 'num_op_var39_efect_ult3', 'num_reemb_var13_hace3', 'num_reemb_var13_ult1', 'num_reemb_var17_hace3', 'num_reemb_var17_ult1', 'num_reemb_var33_hace3', 'num_reemb_var33_ult1', 'num_sal_var16_ult1', 'num_var43_emit_ult1', 'num_var43_recib_ult1', 'num_trasp_var11_ult1', 'num_trasp_var17_in_hace3', 'num_trasp_var17_in_ult1', 'num_trasp_var17_out_hace3', 'num_trasp_var17_out_ult1', 'num_trasp_var33_in_hace3', 'num_trasp_var33_in_ult1', 'num_trasp_var33_out_hace3', 'num_trasp_var33_out_ult1', 'num_venta_var44_hace3', 'num_venta_var44_ult1', 'num_var45_hace2', 'num_var45_hace3', 'num_var45_ult1', 'num_var45_ult3', 'saldo_var2_ult1', 'saldo_medio_var5_hace2', 'saldo_medio_var5_hace3', 'saldo_medio_var5_ult1', 'saldo_medio_var5_ult3', 'saldo_medio_var8_hace2', 'saldo_medio_var8_hace3', 'saldo_medio_var8_ult1', 'saldo_medio_var8_ult3', 'saldo_medio_var12_hace2', 'saldo_medio_var12_hace3', 'saldo_medio_var12_ult1', 'saldo_medio_var12_ult3', 'saldo_medio_var13_corto_hace2', 'saldo_medio_var13_corto_hace3', 'saldo_medio_var13_corto_ult1', 'saldo_medio_var13_corto_ult3', 'saldo_medio_var13_largo_hace2', 'saldo_medio_var13_largo_hace3', 'saldo_medio_var13_largo_ult1', 'saldo_medio_var13_largo_ult3', 'saldo_medio_var13_medio_hace2', 'saldo_medio_var13_medio_hace3', 'saldo_medio_var13_medio_ult1', 'saldo_medio_var13_medio_ult3', 'saldo_medio_var17_hace2', 'saldo_medio_var17_hace3', 'saldo_medio_var17_ult1', 'saldo_medio_var17_ult3', 'saldo_medio_var29_hace2', 'saldo_medio_var29_hace3', 'saldo_medio_var29_ult1', 'saldo_medio_var29_ult3', 'saldo_medio_var33_hace2', 'saldo_medio_var33_hace3', 'saldo_medio_var33_ult1', 'saldo_medio_var33_ult3', 'saldo_medio_var44_hace2', 'saldo_medio_var44_hace3', 'saldo_medio_var44_ult1', 'saldo_medio_var44_ult3', 'var38']\n",
      "\n",
      "Missing values: 0\n",
      "\n",
      "Unique values:\n",
      "var3                         199\n",
      "var15                        100\n",
      "imp_ent_var16_ult1           598\n",
      "imp_op_var39_comer_ult1     7593\n",
      "imp_op_var39_comer_ult3     9154\n",
      "                           ...  \n",
      "saldo_medio_var44_hace2       99\n",
      "saldo_medio_var44_hace3       28\n",
      "saldo_medio_var44_ult1       148\n",
      "saldo_medio_var44_ult3       148\n",
      "var38                      57570\n",
      "Length: 369, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "dataoveriew(santander_test, 'Overiew of the test dataset')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f1c4627a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:29.137449Z",
     "iopub.status.busy": "2024-06-14T05:12:29.137153Z",
     "iopub.status.idle": "2024-06-14T05:12:29.677176Z",
     "shell.execute_reply": "2024-06-14T05:12:29.676328Z"
    },
    "papermill": {
     "duration": 0.551846,
     "end_time": "2024-06-14T05:12:29.679538",
     "exception": false,
     "start_time": "2024-06-14T05:12:29.127692",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# In this step let's drop those entries which are similar to each other, to reduce the redundency\n",
    "santander = santander.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d33dce38",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:29.698433Z",
     "iopub.status.busy": "2024-06-14T05:12:29.698128Z",
     "iopub.status.idle": "2024-06-14T05:12:29.703714Z",
     "shell.execute_reply": "2024-06-14T05:12:29.702810Z"
    },
    "papermill": {
     "duration": 0.017162,
     "end_time": "2024-06-14T05:12:29.705586",
     "exception": false,
     "start_time": "2024-06-14T05:12:29.688424",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(71213, 370)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "santander.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "881e4f26",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:29.724465Z",
     "iopub.status.busy": "2024-06-14T05:12:29.724204Z",
     "iopub.status.idle": "2024-06-14T05:12:29.790001Z",
     "shell.execute_reply": "2024-06-14T05:12:29.789050Z"
    },
    "papermill": {
     "duration": 0.078026,
     "end_time": "2024-06-14T05:12:29.792565",
     "exception": false,
     "start_time": "2024-06-14T05:12:29.714539",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "X = santander.drop(['TARGET'], axis=1)\n",
    "Y = santander['TARGET']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2129ddd3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:29.812617Z",
     "iopub.status.busy": "2024-06-14T05:12:29.812325Z",
     "iopub.status.idle": "2024-06-14T05:12:30.088342Z",
     "shell.execute_reply": "2024-06-14T05:12:30.087454Z"
    },
    "papermill": {
     "duration": 0.287806,
     "end_time": "2024-06-14T05:12:30.090380",
     "exception": false,
     "start_time": "2024-06-14T05:12:29.802574",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='TARGET', data=santander)\n",
    "plt.title('Class Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88cb7dbb",
   "metadata": {
    "papermill": {
     "duration": 0.00893,
     "end_time": "2024-06-14T05:12:30.108642",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.099712",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "From the histogram of the targeted column, we can observe that the dataset for customer satisfaction is imbalanced. There is a higher volume of dissatisfied customers compared to satisfied ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ac5fda12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.127926Z",
     "iopub.status.busy": "2024-06-14T05:12:30.127646Z",
     "iopub.status.idle": "2024-06-14T05:12:30.137870Z",
     "shell.execute_reply": "2024-06-14T05:12:30.137031Z"
    },
    "papermill": {
     "duration": 0.022027,
     "end_time": "2024-06-14T05:12:30.139781",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.117754",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Class distribution in train data:\n",
      "TARGET\n",
      "0    68398\n",
      "1     2815\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nClass distribution in train data:\")\n",
    "print(santander['TARGET'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49447cb0",
   "metadata": {
    "papermill": {
     "duration": 0.008853,
     "end_time": "2024-06-14T05:12:30.157687",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.148834",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Feature Selection "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1513cd54",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.176560Z",
     "iopub.status.busy": "2024-06-14T05:12:30.176317Z",
     "iopub.status.idle": "2024-06-14T05:12:30.524700Z",
     "shell.execute_reply": "2024-06-14T05:12:30.523618Z"
    },
    "papermill": {
     "duration": 0.36045,
     "end_time": "2024-06-14T05:12:30.527071",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.166621",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>VarianceThreshold(threshold=0.01)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">VarianceThreshold</label><div class=\"sk-toggleable__content\"><pre>VarianceThreshold(threshold=0.01)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "VarianceThreshold(threshold=0.01)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_selection import VarianceThreshold\n",
    "sel = VarianceThreshold(threshold=0.01)\n",
    "sel.fit(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0baeedc1",
   "metadata": {
    "papermill": {
     "duration": 0.009353,
     "end_time": "2024-06-14T05:12:30.546312",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.536959",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Finding quasi-constant features involves identifying features in a dataset that have nearly the same value for 99.99% of the entries. This is done using a Variance Threshold of 0.01. Features with such low variance provide minimal information and can often be removed to simplify the model and improve its performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "71e6b4ec",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.566839Z",
     "iopub.status.busy": "2024-06-14T05:12:30.566537Z",
     "iopub.status.idle": "2024-06-14T05:12:30.572674Z",
     "shell.execute_reply": "2024-06-14T05:12:30.571842Z"
    },
    "papermill": {
     "duration": 0.019024,
     "end_time": "2024-06-14T05:12:30.574731",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.555707",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "275"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(X.columns[sel.get_support()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0f448ab4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.595943Z",
     "iopub.status.busy": "2024-06-14T05:12:30.595676Z",
     "iopub.status.idle": "2024-06-14T05:12:30.656171Z",
     "shell.execute_reply": "2024-06-14T05:12:30.655236Z"
    },
    "papermill": {
     "duration": 0.07314,
     "end_time": "2024-06-14T05:12:30.658178",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.585038",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "94\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['ind_var1',\n",
       " 'ind_var2_0',\n",
       " 'ind_var2',\n",
       " 'ind_var6_0',\n",
       " 'ind_var6',\n",
       " 'ind_var13_medio_0',\n",
       " 'ind_var13_medio',\n",
       " 'ind_var14',\n",
       " 'ind_var17_0',\n",
       " 'ind_var17',\n",
       " 'ind_var18_0',\n",
       " 'ind_var18',\n",
       " 'ind_var19',\n",
       " 'ind_var20_0',\n",
       " 'ind_var20',\n",
       " 'ind_var27_0',\n",
       " 'ind_var28_0',\n",
       " 'ind_var28',\n",
       " 'ind_var27',\n",
       " 'ind_var29_0',\n",
       " 'ind_var29',\n",
       " 'ind_var30_0',\n",
       " 'ind_var31_0',\n",
       " 'ind_var31',\n",
       " 'ind_var32_cte',\n",
       " 'ind_var32_0',\n",
       " 'ind_var32',\n",
       " 'ind_var33_0',\n",
       " 'ind_var33',\n",
       " 'ind_var34_0',\n",
       " 'ind_var34',\n",
       " 'ind_var40',\n",
       " 'ind_var41',\n",
       " 'ind_var39',\n",
       " 'ind_var44_0',\n",
       " 'ind_var44',\n",
       " 'ind_var46_0',\n",
       " 'ind_var46',\n",
       " 'num_var6_0',\n",
       " 'num_var6',\n",
       " 'num_var13_medio_0',\n",
       " 'num_var13_medio',\n",
       " 'num_var18_0',\n",
       " 'num_var18',\n",
       " 'num_var27_0',\n",
       " 'num_var28_0',\n",
       " 'num_var28',\n",
       " 'num_var27',\n",
       " 'num_var29_0',\n",
       " 'num_var29',\n",
       " 'num_var33',\n",
       " 'num_var34_0',\n",
       " 'num_var34',\n",
       " 'num_var41',\n",
       " 'num_var46_0',\n",
       " 'num_var46',\n",
       " 'saldo_var28',\n",
       " 'saldo_var27',\n",
       " 'saldo_var41',\n",
       " 'saldo_var46',\n",
       " 'imp_amort_var18_hace3',\n",
       " 'imp_amort_var34_hace3',\n",
       " 'imp_reemb_var13_hace3',\n",
       " 'imp_reemb_var33_hace3',\n",
       " 'imp_trasp_var17_out_hace3',\n",
       " 'imp_trasp_var33_out_hace3',\n",
       " 'ind_var7_emit_ult1',\n",
       " 'ind_var7_recib_ult1',\n",
       " 'num_var2_0_ult1',\n",
       " 'num_var2_ult1',\n",
       " 'num_aport_var33_hace3',\n",
       " 'num_aport_var33_ult1',\n",
       " 'num_var7_emit_ult1',\n",
       " 'num_meses_var13_medio_ult3',\n",
       " 'num_meses_var17_ult3',\n",
       " 'num_meses_var29_ult3',\n",
       " 'num_meses_var33_ult3',\n",
       " 'num_meses_var44_ult3',\n",
       " 'num_reemb_var13_hace3',\n",
       " 'num_reemb_var13_ult1',\n",
       " 'num_reemb_var17_hace3',\n",
       " 'num_reemb_var33_hace3',\n",
       " 'num_reemb_var33_ult1',\n",
       " 'num_trasp_var17_in_hace3',\n",
       " 'num_trasp_var17_in_ult1',\n",
       " 'num_trasp_var17_out_hace3',\n",
       " 'num_trasp_var17_out_ult1',\n",
       " 'num_trasp_var33_in_hace3',\n",
       " 'num_trasp_var33_in_ult1',\n",
       " 'num_trasp_var33_out_hace3',\n",
       " 'num_trasp_var33_out_ult1',\n",
       " 'num_venta_var44_hace3',\n",
       " 'saldo_var2_ult1',\n",
       " 'saldo_medio_var13_medio_hace3']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the constant features\n",
    "print(\n",
    "    len([\n",
    "        x for x in X.columns\n",
    "        if x not in X.columns[sel.get_support()]\n",
    "    ]))\n",
    "\n",
    "[x for x in X.columns if x not in X.columns[sel.get_support()]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3b95e020",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.678786Z",
     "iopub.status.busy": "2024-06-14T05:12:30.678520Z",
     "iopub.status.idle": "2024-06-14T05:12:30.802195Z",
     "shell.execute_reply": "2024-06-14T05:12:30.801385Z"
    },
    "papermill": {
     "duration": 0.136705,
     "end_time": "2024-06-14T05:12:30.804598",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.667893",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# we can then drop these columns from the train and test sets\n",
    "X = sel.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "70ac0f30",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.825547Z",
     "iopub.status.busy": "2024-06-14T05:12:30.825254Z",
     "iopub.status.idle": "2024-06-14T05:12:30.830836Z",
     "shell.execute_reply": "2024-06-14T05:12:30.830024Z"
    },
    "papermill": {
     "duration": 0.018138,
     "end_time": "2024-06-14T05:12:30.832752",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.814614",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((71213, 275), (71213,))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape, Y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2721afec",
   "metadata": {
    "papermill": {
     "duration": 0.009506,
     "end_time": "2024-06-14T05:12:30.851911",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.842405",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Handling Dataset Imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ce9f2011",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:30.873189Z",
     "iopub.status.busy": "2024-06-14T05:12:30.872470Z",
     "iopub.status.idle": "2024-06-14T05:12:31.552267Z",
     "shell.execute_reply": "2024-06-14T05:12:31.551353Z"
    },
    "papermill": {
     "duration": 0.692543,
     "end_time": "2024-06-14T05:12:31.554373",
     "exception": false,
     "start_time": "2024-06-14T05:12:30.861830",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Class distribution before balancing: Counter({0: 68398, 1: 2815})\n",
      "Class distribution after balancing: Counter({0: 68398, 1: 68398})\n"
     ]
    }
   ],
   "source": [
    "# Using SMOTE to reduce the imbalance\n",
    "# Split your dataset into X (features) and Y (target)\n",
    "X_Train = X  # Exclude the last column for features\n",
    "Y_Train = Y # The last column is the target variable\n",
    "\n",
    "# Check the class distribution before balancing\n",
    "print(\"Class distribution before balancing:\", Counter(Y_Train))\n",
    "\n",
    "# Create a SMOTE object (Synthetic Minority Over-sampling Technique)\n",
    "smote = SMOTE(sampling_strategy='minority', random_state=42)\n",
    "\n",
    "# Fit and apply SMOTE to the training data\n",
    "X_Train_resampled, Y_Train_resampled = smote.fit_resample(X_Train, Y_Train)\n",
    "\n",
    "# Check the class distribution after balancing\n",
    "print(\"Class distribution after balancing:\", Counter(Y_Train_resampled))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c2492d8",
   "metadata": {
    "papermill": {
     "duration": 0.010073,
     "end_time": "2024-06-14T05:12:31.574591",
     "exception": false,
     "start_time": "2024-06-14T05:12:31.564518",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Model Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "93b5a9c6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:31.596037Z",
     "iopub.status.busy": "2024-06-14T05:12:31.595664Z",
     "iopub.status.idle": "2024-06-14T05:12:31.712805Z",
     "shell.execute_reply": "2024-06-14T05:12:31.711730Z"
    },
    "papermill": {
     "duration": 0.130317,
     "end_time": "2024-06-14T05:12:31.714715",
     "exception": false,
     "start_time": "2024-06-14T05:12:31.584398",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((109436, 275), (27360, 275))"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_Train, X_Test, Y_Train, Y_Test = train_test_split(X_Train_resampled, Y_Train_resampled, test_size=0.2)\n",
    "X_Train.shape, X_Test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "12d00eb3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:31.737118Z",
     "iopub.status.busy": "2024-06-14T05:12:31.736797Z",
     "iopub.status.idle": "2024-06-14T05:12:35.249544Z",
     "shell.execute_reply": "2024-06-14T05:12:35.248494Z"
    },
    "papermill": {
     "duration": 3.526294,
     "end_time": "2024-06-14T05:12:35.251900",
     "exception": false,
     "start_time": "2024-06-14T05:12:31.725606",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TRAIN Accuracy: 0.9035143828356299\n"
     ]
    }
   ],
   "source": [
    "# Create Decision Tree Classifier\n",
    "clf = DecisionTreeClassifier(max_depth=22,  # Change the maximum depth of the tree\n",
    "    criterion='entropy',  # Change the splitting criterion to entropy\n",
    "    max_leaf_nodes=78,  # Limit the maximum number of leaf nodes\n",
    "    min_samples_leaf=250  # Set the minimum samples per leaf\n",
    "                            )\n",
    "\n",
    "# Train the decision tree model\n",
    "clf.fit(X_Train, Y_Train)\n",
    "\n",
    "# Check accuracy on the training set\n",
    "Pred_train = clf.predict(X_Train)\n",
    "Proba_train = clf.predict_proba(X_Train)\n",
    "# Model Accuracy\n",
    "print(\"TRAIN Accuracy:\", accuracy_score(Y_Train, Pred_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "efac49a6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:35.275140Z",
     "iopub.status.busy": "2024-06-14T05:12:35.274811Z",
     "iopub.status.idle": "2024-06-14T05:12:42.475913Z",
     "shell.execute_reply": "2024-06-14T05:12:42.474985Z"
    },
    "papermill": {
     "duration": 7.218776,
     "end_time": "2024-06-14T05:12:42.481702",
     "exception": false,
     "start_time": "2024-06-14T05:12:35.262926",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 4000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(40,20))\n",
    "_ = tree.plot_tree(clf)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36ddf552",
   "metadata": {
    "papermill": {
     "duration": 0.01583,
     "end_time": "2024-06-14T05:12:42.513281",
     "exception": false,
     "start_time": "2024-06-14T05:12:42.497451",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "#### Evaluations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "be55309b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:42.546340Z",
     "iopub.status.busy": "2024-06-14T05:12:42.545954Z",
     "iopub.status.idle": "2024-06-14T05:12:42.578884Z",
     "shell.execute_reply": "2024-06-14T05:12:42.577846Z"
    },
    "papermill": {
     "duration": 0.05148,
     "end_time": "2024-06-14T05:12:42.580957",
     "exception": false,
     "start_time": "2024-06-14T05:12:42.529477",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TEST Accuracy: 0.9036549707602339\n"
     ]
    }
   ],
   "source": [
    "Pred_test = clf.predict(X_Test)\n",
    "Proba_test = clf.predict_proba(X_Test)\n",
    "# Model Accuracy\n",
    "print(\"TEST Accuracy:\", accuracy_score(Y_Test, Pred_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f5e22b58",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:42.614601Z",
     "iopub.status.busy": "2024-06-14T05:12:42.614288Z",
     "iopub.status.idle": "2024-06-14T05:12:42.893320Z",
     "shell.execute_reply": "2024-06-14T05:12:42.892418Z"
    },
    "papermill": {
     "duration": 0.298221,
     "end_time": "2024-06-14T05:12:42.895423",
     "exception": false,
     "start_time": "2024-06-14T05:12:42.597202",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "conf_matrix = confusion_matrix(Y_Test, Pred_test)\n",
    "sns.heatmap(conf_matrix, annot=True, fmt = \"d\", square = True,\n",
    "            linewidths = 2, linecolor = \"w\", cmap = \"Set1\")\n",
    "plt.subplots_adjust(wspace = .3, hspace = .3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "754bbd25",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:42.929948Z",
     "iopub.status.busy": "2024-06-14T05:12:42.929637Z",
     "iopub.status.idle": "2024-06-14T05:12:43.154342Z",
     "shell.execute_reply": "2024-06-14T05:12:43.153058Z"
    },
    "papermill": {
     "duration": 0.245556,
     "end_time": "2024-06-14T05:12:43.157887",
     "exception": false,
     "start_time": "2024-06-14T05:12:42.912331",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.YTick at 0x7b62bdae6170>,\n",
       "  <matplotlib.axis.YTick at 0x7b62bd964e50>,\n",
       "  <matplotlib.axis.YTick at 0x7b62bdae4a60>,\n",
       "  <matplotlib.axis.YTick at 0x7b62bd913700>],\n",
       " [Text(0, 0.0, '0.0'),\n",
       "  Text(0, 0.3, '0.3'),\n",
       "  Text(0, 0.6, '0.6'),\n",
       "  Text(0, 0.8999999999999999, '0.9')])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_auc_score, roc_curve\n",
    "\n",
    "fpr, tpr, thresholds = roc_curve(Y_Test.values, Proba_test[:,1])\n",
    "plt.plot(fpr, tpr, linestyle = \"dotted\",\n",
    "         color = \"royalblue\", linewidth = 2,\n",
    "         label = \"AUC = \" + str(np.around(roc_auc_score(Y_Test.values, Proba_test[:,1]), 3)))\n",
    "plt.plot([0,1],[0,1], linestyle = \"dashed\",\n",
    "         color = \"orangered\", linewidth = 1.5)\n",
    "plt.fill_between(fpr, tpr, alpha = .1)\n",
    "plt.fill_between([0, 1], [0, 1], color = \"b\")\n",
    "plt.legend(loc = \"lower right\",\n",
    "           prop = {\"size\" : 12})\n",
    "plt.grid(True, alpha = .15)\n",
    "plt.xticks(np.arange(0, 1, .3))\n",
    "plt.yticks(np.arange(0, 1, .3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "117fd725",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-14T05:12:43.211353Z",
     "iopub.status.busy": "2024-06-14T05:12:43.210440Z",
     "iopub.status.idle": "2024-06-14T05:12:43.601227Z",
     "shell.execute_reply": "2024-06-14T05:12:43.600344Z"
    },
    "papermill": {
     "duration": 0.410659,
     "end_time": "2024-06-14T05:12:43.603280",
     "exception": false,
     "start_time": "2024-06-14T05:12:43.192621",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Get the feature importances\n",
    "cols = santander.drop(['TARGET'], axis=1).columns[sel.get_support()]\n",
    "feat_importances = pd.DataFrame(clf.feature_importances_, index=cols, columns=[\"Importance\"])\n",
    "\n",
    "# Sort the feature importances\n",
    "feat_importances.sort_values(by='Importance', ascending=False, inplace=True)\n",
    "\n",
    "# Select the top 10 features\n",
    "top_10_feat_importances = feat_importances.head(10)\n",
    "\n",
    "# Plot the top 10 features\n",
    "top_10_feat_importances.plot(kind='barh')\n",
    "plt.xlabel('Importance')\n",
    "plt.ylabel('Features')\n",
    "plt.title('Top 10 Feature Importances')\n",
    "plt.gca().invert_yaxis()  # To display the highest importance feature at the top\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "nvidiaTeslaT4",
   "dataSources": [
    {
     "databundleVersionId": 860641,
     "sourceId": 4986,
     "sourceType": "competition"
    }
   ],
   "dockerImageVersionId": 30732,
   "isGpuEnabled": true,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 30.296986,
   "end_time": "2024-06-14T05:12:44.139463",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-06-14T05:12:13.842477",
   "version": "2.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}