From 830e221030af2da105e727bb1d453e60def84ebc Mon Sep 17 00:00:00 2001
From: PRIYANSHU TIWARI <techarena955@gmail.com>
Date: Thu, 6 Jun 2024 17:14:47 +0530
Subject: [PATCH] here is my model

---
 ...uptcy-detection-using-ann-checkpoint.ipynb | 1622 ++++
 .../bankruptcy-detection-using-ann.ipynb      | 1622 ++++
 .../bankruptcy-detection-using-ann/data.csv   | 6820 +++++++++++++++++
 3 files changed, 10064 insertions(+)
 create mode 100644 Company Bankruptcy Prediction/bankruptcy-detection-using-ann/.ipynb_checkpoints/bankruptcy-detection-using-ann-checkpoint.ipynb
 create mode 100644 Company Bankruptcy Prediction/bankruptcy-detection-using-ann/bankruptcy-detection-using-ann.ipynb
 create mode 100644 Company Bankruptcy Prediction/bankruptcy-detection-using-ann/data.csv

diff --git a/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/.ipynb_checkpoints/bankruptcy-detection-using-ann-checkpoint.ipynb b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/.ipynb_checkpoints/bankruptcy-detection-using-ann-checkpoint.ipynb
new file mode 100644
index 00000000..f17f7490
--- /dev/null
+++ b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/.ipynb_checkpoints/bankruptcy-detection-using-ann-checkpoint.ipynb	
@@ -0,0 +1,1622 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c6dfa36d",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:12.541436Z",
+     "iopub.status.busy": "2024-03-21T08:03:12.541118Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.040994Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.040150Z"
+    },
+    "papermill": {
+     "duration": 2.512459,
+     "end_time": "2024-03-21T08:03:15.043571",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:12.531112",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a152971a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.080106Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.079425Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.499561Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.498471Z"
+    },
+    "papermill": {
+     "duration": 0.43373,
+     "end_time": "2024-03-21T08:03:15.502657",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.068927",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Bankrupt?</th>\n",
+       "      <th>ROA(C) before interest and depreciation before interest</th>\n",
+       "      <th>ROA(A) before interest and % after tax</th>\n",
+       "      <th>ROA(B) before interest and depreciation after tax</th>\n",
+       "      <th>Operating Gross Margin</th>\n",
+       "      <th>Realized Sales Gross Margin</th>\n",
+       "      <th>Operating Profit Rate</th>\n",
+       "      <th>Pre-tax net Interest Rate</th>\n",
+       "      <th>After-tax net Interest Rate</th>\n",
+       "      <th>Non-industry income and expenditure/revenue</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Net Income to Total Assets</th>\n",
+       "      <th>Total assets to GNP price</th>\n",
+       "      <th>No-credit Interval</th>\n",
+       "      <th>Gross Profit to Sales</th>\n",
+       "      <th>Net Income to Stockholder's Equity</th>\n",
+       "      <th>Liability to Equity</th>\n",
+       "      <th>Degree of Financial Leverage (DFL)</th>\n",
+       "      <th>Interest Coverage Ratio (Interest expense to EBIT)</th>\n",
+       "      <th>Net Income Flag</th>\n",
+       "      <th>Equity to Liability</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4919</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.476527</td>\n",
+       "      <td>0.512593</td>\n",
+       "      <td>0.525028</td>\n",
+       "      <td>0.601796</td>\n",
+       "      <td>0.601796</td>\n",
+       "      <td>0.998877</td>\n",
+       "      <td>0.797240</td>\n",
+       "      <td>0.809205</td>\n",
+       "      <td>0.303455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.776521</td>\n",
+       "      <td>0.001301</td>\n",
+       "      <td>0.623726</td>\n",
+       "      <td>0.601791</td>\n",
+       "      <td>0.835530</td>\n",
+       "      <td>0.301531</td>\n",
+       "      <td>0.026345</td>\n",
+       "      <td>0.561474</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.013837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6534</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.539317</td>\n",
+       "      <td>0.608537</td>\n",
+       "      <td>0.616093</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.999161</td>\n",
+       "      <td>0.797553</td>\n",
+       "      <td>0.809517</td>\n",
+       "      <td>0.303409</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.840218</td>\n",
+       "      <td>0.003018</td>\n",
+       "      <td>0.623973</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.842805</td>\n",
+       "      <td>0.277066</td>\n",
+       "      <td>0.026819</td>\n",
+       "      <td>0.565287</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.050817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5412</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.499976</td>\n",
+       "      <td>0.562527</td>\n",
+       "      <td>0.546764</td>\n",
+       "      <td>0.597825</td>\n",
+       "      <td>0.597825</td>\n",
+       "      <td>0.999004</td>\n",
+       "      <td>0.797411</td>\n",
+       "      <td>0.809329</td>\n",
+       "      <td>0.303490</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.810082</td>\n",
+       "      <td>0.000998</td>\n",
+       "      <td>0.623986</td>\n",
+       "      <td>0.597824</td>\n",
+       "      <td>0.841885</td>\n",
+       "      <td>0.286871</td>\n",
+       "      <td>0.026951</td>\n",
+       "      <td>0.565820</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.018173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3126</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.495686</td>\n",
+       "      <td>0.541648</td>\n",
+       "      <td>0.543070</td>\n",
+       "      <td>0.616029</td>\n",
+       "      <td>0.615878</td>\n",
+       "      <td>0.998996</td>\n",
+       "      <td>0.797416</td>\n",
+       "      <td>0.809337</td>\n",
+       "      <td>0.303515</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.797926</td>\n",
+       "      <td>0.001930</td>\n",
+       "      <td>0.622852</td>\n",
+       "      <td>0.616026</td>\n",
+       "      <td>0.840316</td>\n",
+       "      <td>0.288099</td>\n",
+       "      <td>0.029488</td>\n",
+       "      <td>0.568779</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.017446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6748</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.481353</td>\n",
+       "      <td>0.549226</td>\n",
+       "      <td>0.531720</td>\n",
+       "      <td>0.609471</td>\n",
+       "      <td>0.609471</td>\n",
+       "      <td>0.999124</td>\n",
+       "      <td>0.797522</td>\n",
+       "      <td>0.809418</td>\n",
+       "      <td>0.303431</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.807109</td>\n",
+       "      <td>0.004311</td>\n",
+       "      <td>0.622392</td>\n",
+       "      <td>0.609469</td>\n",
+       "      <td>0.841296</td>\n",
+       "      <td>0.284282</td>\n",
+       "      <td>0.026819</td>\n",
+       "      <td>0.565286</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.020315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1514</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.485058</td>\n",
+       "      <td>0.546010</td>\n",
+       "      <td>0.532737</td>\n",
+       "      <td>0.608909</td>\n",
+       "      <td>0.608909</td>\n",
+       "      <td>0.998975</td>\n",
+       "      <td>0.797396</td>\n",
+       "      <td>0.809318</td>\n",
+       "      <td>0.303524</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.803121</td>\n",
+       "      <td>0.000572</td>\n",
+       "      <td>0.623765</td>\n",
+       "      <td>0.608907</td>\n",
+       "      <td>0.840812</td>\n",
+       "      <td>0.283573</td>\n",
+       "      <td>0.026852</td>\n",
+       "      <td>0.565431</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.021119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1736</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.422659</td>\n",
+       "      <td>0.451483</td>\n",
+       "      <td>0.479737</td>\n",
+       "      <td>0.604412</td>\n",
+       "      <td>0.604412</td>\n",
+       "      <td>0.998654</td>\n",
+       "      <td>0.796686</td>\n",
+       "      <td>0.808744</td>\n",
+       "      <td>0.302955</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.750507</td>\n",
+       "      <td>0.000512</td>\n",
+       "      <td>0.623656</td>\n",
+       "      <td>0.604413</td>\n",
+       "      <td>0.836094</td>\n",
+       "      <td>0.280583</td>\n",
+       "      <td>0.026753</td>\n",
+       "      <td>0.564970</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.026634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5253</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.460830</td>\n",
+       "      <td>0.495857</td>\n",
+       "      <td>0.493121</td>\n",
+       "      <td>0.609932</td>\n",
+       "      <td>0.609932</td>\n",
+       "      <td>0.998915</td>\n",
+       "      <td>0.797335</td>\n",
+       "      <td>0.809231</td>\n",
+       "      <td>0.303542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.773351</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.623777</td>\n",
+       "      <td>0.609929</td>\n",
+       "      <td>0.838357</td>\n",
+       "      <td>0.278801</td>\n",
+       "      <td>0.026791</td>\n",
+       "      <td>0.565158</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.033731</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3569</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.580851</td>\n",
+       "      <td>0.607501</td>\n",
+       "      <td>0.621018</td>\n",
+       "      <td>0.609248</td>\n",
+       "      <td>0.609248</td>\n",
+       "      <td>0.999102</td>\n",
+       "      <td>0.797600</td>\n",
+       "      <td>0.809480</td>\n",
+       "      <td>0.303613</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.837630</td>\n",
+       "      <td>0.001906</td>\n",
+       "      <td>0.623761</td>\n",
+       "      <td>0.609247</td>\n",
+       "      <td>0.842853</td>\n",
+       "      <td>0.277791</td>\n",
+       "      <td>0.026806</td>\n",
+       "      <td>0.565230</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.041364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1764</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.444401</td>\n",
+       "      <td>0.504579</td>\n",
+       "      <td>0.494298</td>\n",
+       "      <td>0.600946</td>\n",
+       "      <td>0.601075</td>\n",
+       "      <td>0.998986</td>\n",
+       "      <td>0.797145</td>\n",
+       "      <td>0.809100</td>\n",
+       "      <td>0.303062</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.778286</td>\n",
+       "      <td>0.006121</td>\n",
+       "      <td>0.624362</td>\n",
+       "      <td>0.600946</td>\n",
+       "      <td>0.838986</td>\n",
+       "      <td>0.276670</td>\n",
+       "      <td>0.026669</td>\n",
+       "      <td>0.564499</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.058896</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 96 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Bankrupt?   ROA(C) before interest and depreciation before interest  \\\n",
+       "4919          0                                           0.476527          \n",
+       "6534          0                                           0.539317          \n",
+       "5412          0                                           0.499976          \n",
+       "3126          0                                           0.495686          \n",
+       "6748          0                                           0.481353          \n",
+       "1514          0                                           0.485058          \n",
+       "1736          0                                           0.422659          \n",
+       "5253          0                                           0.460830          \n",
+       "3569          0                                           0.580851          \n",
+       "1764          0                                           0.444401          \n",
+       "\n",
+       "       ROA(A) before interest and % after tax  \\\n",
+       "4919                                 0.512593   \n",
+       "6534                                 0.608537   \n",
+       "5412                                 0.562527   \n",
+       "3126                                 0.541648   \n",
+       "6748                                 0.549226   \n",
+       "1514                                 0.546010   \n",
+       "1736                                 0.451483   \n",
+       "5253                                 0.495857   \n",
+       "3569                                 0.607501   \n",
+       "1764                                 0.504579   \n",
+       "\n",
+       "       ROA(B) before interest and depreciation after tax  \\\n",
+       "4919                                           0.525028    \n",
+       "6534                                           0.616093    \n",
+       "5412                                           0.546764    \n",
+       "3126                                           0.543070    \n",
+       "6748                                           0.531720    \n",
+       "1514                                           0.532737    \n",
+       "1736                                           0.479737    \n",
+       "5253                                           0.493121    \n",
+       "3569                                           0.621018    \n",
+       "1764                                           0.494298    \n",
+       "\n",
+       "       Operating Gross Margin   Realized Sales Gross Margin  \\\n",
+       "4919                 0.601796                      0.601796   \n",
+       "6534                 0.626277                      0.626277   \n",
+       "5412                 0.597825                      0.597825   \n",
+       "3126                 0.616029                      0.615878   \n",
+       "6748                 0.609471                      0.609471   \n",
+       "1514                 0.608909                      0.608909   \n",
+       "1736                 0.604412                      0.604412   \n",
+       "5253                 0.609932                      0.609932   \n",
+       "3569                 0.609248                      0.609248   \n",
+       "1764                 0.600946                      0.601075   \n",
+       "\n",
+       "       Operating Profit Rate   Pre-tax net Interest Rate  \\\n",
+       "4919                0.998877                    0.797240   \n",
+       "6534                0.999161                    0.797553   \n",
+       "5412                0.999004                    0.797411   \n",
+       "3126                0.998996                    0.797416   \n",
+       "6748                0.999124                    0.797522   \n",
+       "1514                0.998975                    0.797396   \n",
+       "1736                0.998654                    0.796686   \n",
+       "5253                0.998915                    0.797335   \n",
+       "3569                0.999102                    0.797600   \n",
+       "1764                0.998986                    0.797145   \n",
+       "\n",
+       "       After-tax net Interest Rate  \\\n",
+       "4919                      0.809205   \n",
+       "6534                      0.809517   \n",
+       "5412                      0.809329   \n",
+       "3126                      0.809337   \n",
+       "6748                      0.809418   \n",
+       "1514                      0.809318   \n",
+       "1736                      0.808744   \n",
+       "5253                      0.809231   \n",
+       "3569                      0.809480   \n",
+       "1764                      0.809100   \n",
+       "\n",
+       "       Non-industry income and expenditure/revenue  ...  \\\n",
+       "4919                                      0.303455  ...   \n",
+       "6534                                      0.303409  ...   \n",
+       "5412                                      0.303490  ...   \n",
+       "3126                                      0.303515  ...   \n",
+       "6748                                      0.303431  ...   \n",
+       "1514                                      0.303524  ...   \n",
+       "1736                                      0.302955  ...   \n",
+       "5253                                      0.303542  ...   \n",
+       "3569                                      0.303613  ...   \n",
+       "1764                                      0.303062  ...   \n",
+       "\n",
+       "       Net Income to Total Assets   Total assets to GNP price  \\\n",
+       "4919                     0.776521                    0.001301   \n",
+       "6534                     0.840218                    0.003018   \n",
+       "5412                     0.810082                    0.000998   \n",
+       "3126                     0.797926                    0.001930   \n",
+       "6748                     0.807109                    0.004311   \n",
+       "1514                     0.803121                    0.000572   \n",
+       "1736                     0.750507                    0.000512   \n",
+       "5253                     0.773351                    0.000127   \n",
+       "3569                     0.837630                    0.001906   \n",
+       "1764                     0.778286                    0.006121   \n",
+       "\n",
+       "       No-credit Interval   Gross Profit to Sales  \\\n",
+       "4919             0.623726                0.601791   \n",
+       "6534             0.623973                0.626277   \n",
+       "5412             0.623986                0.597824   \n",
+       "3126             0.622852                0.616026   \n",
+       "6748             0.622392                0.609469   \n",
+       "1514             0.623765                0.608907   \n",
+       "1736             0.623656                0.604413   \n",
+       "5253             0.623777                0.609929   \n",
+       "3569             0.623761                0.609247   \n",
+       "1764             0.624362                0.600946   \n",
+       "\n",
+       "       Net Income to Stockholder's Equity   Liability to Equity  \\\n",
+       "4919                             0.835530              0.301531   \n",
+       "6534                             0.842805              0.277066   \n",
+       "5412                             0.841885              0.286871   \n",
+       "3126                             0.840316              0.288099   \n",
+       "6748                             0.841296              0.284282   \n",
+       "1514                             0.840812              0.283573   \n",
+       "1736                             0.836094              0.280583   \n",
+       "5253                             0.838357              0.278801   \n",
+       "3569                             0.842853              0.277791   \n",
+       "1764                             0.838986              0.276670   \n",
+       "\n",
+       "       Degree of Financial Leverage (DFL)  \\\n",
+       "4919                             0.026345   \n",
+       "6534                             0.026819   \n",
+       "5412                             0.026951   \n",
+       "3126                             0.029488   \n",
+       "6748                             0.026819   \n",
+       "1514                             0.026852   \n",
+       "1736                             0.026753   \n",
+       "5253                             0.026791   \n",
+       "3569                             0.026806   \n",
+       "1764                             0.026669   \n",
+       "\n",
+       "       Interest Coverage Ratio (Interest expense to EBIT)   Net Income Flag  \\\n",
+       "4919                                           0.561474                   1   \n",
+       "6534                                           0.565287                   1   \n",
+       "5412                                           0.565820                   1   \n",
+       "3126                                           0.568779                   1   \n",
+       "6748                                           0.565286                   1   \n",
+       "1514                                           0.565431                   1   \n",
+       "1736                                           0.564970                   1   \n",
+       "5253                                           0.565158                   1   \n",
+       "3569                                           0.565230                   1   \n",
+       "1764                                           0.564499                   1   \n",
+       "\n",
+       "       Equity to Liability  \n",
+       "4919              0.013837  \n",
+       "6534              0.050817  \n",
+       "5412              0.018173  \n",
+       "3126              0.017446  \n",
+       "6748              0.020315  \n",
+       "1514              0.021119  \n",
+       "1736              0.026634  \n",
+       "5253              0.033731  \n",
+       "3569              0.041364  \n",
+       "1764              0.058896  \n",
+       "\n",
+       "[10 rows x 96 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv=pd.read_csv('data.csv')\n",
+    "csv.sample(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "be7781a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.525030Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.524704Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.530629Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.529674Z"
+    },
+    "papermill": {
+     "duration": 0.01877,
+     "end_time": "2024-03-21T08:03:15.532644",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.513874",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6819, 96)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9bd50f4b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.551369Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.551111Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.558118Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.557313Z"
+    },
+    "papermill": {
+     "duration": 0.018457,
+     "end_time": "2024-03-21T08:03:15.559974",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.541517",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Bankrupt?                                                     int64\n",
+       " ROA(C) before interest and depreciation before interest    float64\n",
+       " ROA(A) before interest and % after tax                     float64\n",
+       " ROA(B) before interest and depreciation after tax          float64\n",
+       " Operating Gross Margin                                     float64\n",
+       "                                                             ...   \n",
+       " Liability to Equity                                        float64\n",
+       " Degree of Financial Leverage (DFL)                         float64\n",
+       " Interest Coverage Ratio (Interest expense to EBIT)         float64\n",
+       " Net Income Flag                                              int64\n",
+       " Equity to Liability                                        float64\n",
+       "Length: 96, dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "533186be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.579407Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.579141Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.585376Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.584714Z"
+    },
+    "papermill": {
+     "duration": 0.01865,
+     "end_time": "2024-03-21T08:03:15.587191",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.568541",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "X = csv.drop(columns=['Bankrupt?'])\n",
+    "y = csv['Bankrupt?']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "fe5a5758",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.605682Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.605428Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.609679Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.608922Z"
+    },
+    "papermill": {
+     "duration": 0.015874,
+     "end_time": "2024-03-21T08:03:15.611679",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.595805",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "X.fillna(0, inplace=True)  # Filling missing values with zeros; you can choose a different strategy if needed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "82d17a15",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.631558Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.631301Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.654154Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.653418Z"
+    },
+    "papermill": {
+     "duration": 0.035155,
+     "end_time": "2024-03-21T08:03:15.656182",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.621027",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Feature Scaling\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5ed46052",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.677330Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.676963Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.686494Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.685587Z"
+    },
+    "papermill": {
+     "duration": 0.022783,
+     "end_time": "2024-03-21T08:03:15.688630",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.665847",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Train-Test Split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "dfbe593c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.708729Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.708452Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.713780Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.712944Z"
+    },
+    "papermill": {
+     "duration": 0.017502,
+     "end_time": "2024-03-21T08:03:15.715713",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.698211",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5455, 95)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "282cac90",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.752175Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.751913Z",
+     "iopub.status.idle": "2024-03-21T08:03:29.080236Z",
+     "shell.execute_reply": "2024-03-21T08:03:29.079263Z"
+    },
+    "papermill": {
+     "duration": 13.340644,
+     "end_time": "2024-03-21T08:03:29.082694",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.742050",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "from tensorflow.keras.models import Sequential\n",
+    "from tensorflow.keras.layers import Dense"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a8389738",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:29.103179Z",
+     "iopub.status.busy": "2024-03-21T08:03:29.102658Z",
+     "iopub.status.idle": "2024-03-21T08:03:30.036663Z",
+     "shell.execute_reply": "2024-03-21T08:03:30.035870Z"
+    },
+    "papermill": {
+     "duration": 0.946407,
+     "end_time": "2024-03-21T08:03:30.038775",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:29.092368",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "model = Sequential([\n",
+    "    Dense(95, activation='relu', input_shape=(X_train.shape[1],)),\n",
+    "    Dense(95, activation='relu'),\n",
+    "    Dense(120, activation='relu'),\n",
+    "    Dense(120, activation='relu'),\n",
+    "    Dense(95, activation='relu'),\n",
+    "    Dense(1, activation='sigmoid')\n",
+    "])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2eb49e14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:30.058978Z",
+     "iopub.status.busy": "2024-03-21T08:03:30.058647Z",
+     "iopub.status.idle": "2024-03-21T08:03:30.070426Z",
+     "shell.execute_reply": "2024-03-21T08:03:30.069730Z"
+    },
+    "papermill": {
+     "duration": 0.024083,
+     "end_time": "2024-03-21T08:03:30.072289",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:30.048206",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Compile the model\n",
+    "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1c6d18de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:30.091756Z",
+     "iopub.status.busy": "2024-03-21T08:03:30.091468Z",
+     "iopub.status.idle": "2024-03-21T08:03:39.545331Z",
+     "shell.execute_reply": "2024-03-21T08:03:39.544542Z"
+    },
+    "papermill": {
+     "duration": 9.465999,
+     "end_time": "2024-03-21T08:03:39.547314",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:30.081315",
+     "status": "completed"
+    },
+    "scrolled": false,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.3758 - accuracy: 0.9533\n",
+      "Epoch 2/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1866 - accuracy: 0.9690\n",
+      "Epoch 3/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1323 - accuracy: 0.9690\n",
+      "Epoch 4/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1068 - accuracy: 0.9690\n",
+      "Epoch 5/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0909 - accuracy: 0.9690\n",
+      "Epoch 6/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0821 - accuracy: 0.9703\n",
+      "Epoch 7/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0763 - accuracy: 0.9709\n",
+      "Epoch 8/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0723 - accuracy: 0.9714\n",
+      "Epoch 9/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0682 - accuracy: 0.9727\n",
+      "Epoch 10/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0657 - accuracy: 0.9731\n",
+      "Epoch 11/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0620 - accuracy: 0.9753\n",
+      "Epoch 12/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0593 - accuracy: 0.9751\n",
+      "Epoch 13/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0557 - accuracy: 0.9764\n",
+      "Epoch 14/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0517 - accuracy: 0.9802\n",
+      "Epoch 15/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0518 - accuracy: 0.9791\n",
+      "Epoch 16/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0505 - accuracy: 0.9798\n",
+      "Epoch 17/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0425 - accuracy: 0.9824\n",
+      "Epoch 18/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0374 - accuracy: 0.9861\n",
+      "Epoch 19/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0344 - accuracy: 0.9870\n",
+      "Epoch 20/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0311 - accuracy: 0.9903\n",
+      "Epoch 21/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0266 - accuracy: 0.9901\n",
+      "Epoch 22/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0232 - accuracy: 0.9934\n",
+      "Epoch 23/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0222 - accuracy: 0.9934\n",
+      "Epoch 24/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0206 - accuracy: 0.9936\n",
+      "Epoch 25/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0177 - accuracy: 0.9956\n",
+      "Epoch 26/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0146 - accuracy: 0.9962\n",
+      "Epoch 27/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0140 - accuracy: 0.9973\n",
+      "Epoch 28/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0137 - accuracy: 0.9960\n",
+      "Epoch 29/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0182 - accuracy: 0.9938\n",
+      "Epoch 30/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0307 - accuracy: 0.9894\n",
+      "Epoch 31/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0198 - accuracy: 0.9907\n",
+      "Epoch 32/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0146 - accuracy: 0.9947\n",
+      "Epoch 33/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0093 - accuracy: 0.9962\n",
+      "Epoch 34/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0064 - accuracy: 0.9987\n",
+      "Epoch 35/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0048 - accuracy: 0.9991\n",
+      "Epoch 36/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0046 - accuracy: 0.9985\n",
+      "Epoch 37/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0053 - accuracy: 0.9987\n",
+      "Epoch 38/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9996\n",
+      "Epoch 39/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9996\n",
+      "Epoch 40/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9995\n",
+      "Epoch 41/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0011 - accuracy: 1.0000\n",
+      "Epoch 42/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0013 - accuracy: 0.9998\n",
+      "Epoch 43/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0031 - accuracy: 0.9995\n",
+      "Epoch 44/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0070 - accuracy: 0.9996\n",
+      "Epoch 45/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0036 - accuracy: 0.9996\n",
+      "Epoch 46/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0016 - accuracy: 0.9996\n",
+      "Epoch 47/100\n",
+      "10/10 [==============================] - 0s 3ms/step - loss: 7.4157e-04 - accuracy: 1.0000\n",
+      "Epoch 48/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.3413e-04 - accuracy: 1.0000\n",
+      "Epoch 49/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.4048e-04 - accuracy: 1.0000\n",
+      "Epoch 50/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.3952e-04 - accuracy: 1.0000\n",
+      "Epoch 51/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8594e-04 - accuracy: 1.0000\n",
+      "Epoch 52/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8271e-04 - accuracy: 1.0000\n",
+      "Epoch 53/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.3286e-04 - accuracy: 1.0000\n",
+      "Epoch 54/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.1094e-04 - accuracy: 1.0000\n",
+      "Epoch 55/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.9106e-04 - accuracy: 1.0000\n",
+      "Epoch 56/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.6548e-04 - accuracy: 1.0000\n",
+      "Epoch 57/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.5680e-04 - accuracy: 1.0000\n",
+      "Epoch 58/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.4034e-04 - accuracy: 1.0000\n",
+      "Epoch 59/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.2877e-04 - accuracy: 1.0000\n",
+      "Epoch 60/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.1860e-04 - accuracy: 1.0000\n",
+      "Epoch 61/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.1108e-04 - accuracy: 1.0000\n",
+      "Epoch 62/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.0825e-04 - accuracy: 1.0000\n",
+      "Epoch 63/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.0674e-04 - accuracy: 1.0000\n",
+      "Epoch 64/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 9.5160e-05 - accuracy: 1.0000\n",
+      "Epoch 65/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 8.8053e-05 - accuracy: 1.0000\n",
+      "Epoch 66/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 8.3306e-05 - accuracy: 1.0000\n",
+      "Epoch 67/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.8916e-05 - accuracy: 1.0000\n",
+      "Epoch 68/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.4796e-05 - accuracy: 1.0000\n",
+      "Epoch 69/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.1166e-05 - accuracy: 1.0000\n",
+      "Epoch 70/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.7621e-05 - accuracy: 1.0000\n",
+      "Epoch 71/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.5671e-05 - accuracy: 1.0000\n",
+      "Epoch 72/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.3210e-05 - accuracy: 1.0000\n",
+      "Epoch 73/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.9751e-05 - accuracy: 1.0000\n",
+      "Epoch 74/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.6837e-05 - accuracy: 1.0000\n",
+      "Epoch 75/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.4577e-05 - accuracy: 1.0000\n",
+      "Epoch 76/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.2405e-05 - accuracy: 1.0000\n",
+      "Epoch 77/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.0936e-05 - accuracy: 1.0000\n",
+      "Epoch 78/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.9140e-05 - accuracy: 1.0000\n",
+      "Epoch 79/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.7107e-05 - accuracy: 1.0000\n",
+      "Epoch 80/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.4791e-05 - accuracy: 1.0000\n",
+      "Epoch 81/100\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.3381e-05 - accuracy: 1.0000\n",
+      "Epoch 82/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.1963e-05 - accuracy: 1.0000\n",
+      "Epoch 83/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.0592e-05 - accuracy: 1.0000\n",
+      "Epoch 84/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.8972e-05 - accuracy: 1.0000\n",
+      "Epoch 85/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.7595e-05 - accuracy: 1.0000\n",
+      "Epoch 86/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.6508e-05 - accuracy: 1.0000\n",
+      "Epoch 87/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.5350e-05 - accuracy: 1.0000\n",
+      "Epoch 88/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.4272e-05 - accuracy: 1.0000\n",
+      "Epoch 89/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.3147e-05 - accuracy: 1.0000\n",
+      "Epoch 90/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.2358e-05 - accuracy: 1.0000\n",
+      "Epoch 91/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.1431e-05 - accuracy: 1.0000\n",
+      "Epoch 92/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.0380e-05 - accuracy: 1.0000\n",
+      "Epoch 93/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.9150e-05 - accuracy: 1.0000\n",
+      "Epoch 94/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8286e-05 - accuracy: 1.0000\n",
+      "Epoch 95/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.7389e-05 - accuracy: 1.0000\n",
+      "Epoch 96/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.6650e-05 - accuracy: 1.0000\n",
+      "Epoch 97/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.5977e-05 - accuracy: 1.0000\n",
+      "Epoch 98/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.5245e-05 - accuracy: 1.0000\n",
+      "Epoch 99/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.4901e-05 - accuracy: 1.0000\n",
+      "Epoch 100/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.4036e-05 - accuracy: 1.0000\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Train the model\n",
+    "history=model.fit(X_train, y_train, epochs=100, batch_size=600)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6c9bf975",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:39.617613Z",
+     "iopub.status.busy": "2024-03-21T08:03:39.617249Z",
+     "iopub.status.idle": "2024-03-21T08:03:39.919495Z",
+     "shell.execute_reply": "2024-03-21T08:03:39.918506Z"
+    },
+    "papermill": {
+     "duration": 0.34039,
+     "end_time": "2024-03-21T08:03:39.921569",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:39.581179",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot loss\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(history.history['loss'], label='Training Loss')\n",
+    "plt.title('Training Loss')\n",
+    "plt.xlabel('Epochs')\n",
+    "plt.ylabel('Loss')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "001b0e49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:39.990488Z",
+     "iopub.status.busy": "2024-03-21T08:03:39.990178Z",
+     "iopub.status.idle": "2024-03-21T08:03:40.281125Z",
+     "shell.execute_reply": "2024-03-21T08:03:40.280200Z"
+    },
+    "papermill": {
+     "duration": 0.327998,
+     "end_time": "2024-03-21T08:03:40.283185",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:39.955187",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot accuracy\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(history.history['accuracy'], label='Training Accuracy')\n",
+    "plt.title('Training Accuracy')\n",
+    "plt.xlabel('Epochs')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "cbb67c4a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:40.350715Z",
+     "iopub.status.busy": "2024-03-21T08:03:40.350438Z",
+     "iopub.status.idle": "2024-03-21T08:03:41.202100Z",
+     "shell.execute_reply": "2024-03-21T08:03:41.201064Z"
+    },
+    "papermill": {
+     "duration": 0.88811,
+     "end_time": "2024-03-21T08:03:41.204447",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:40.316337",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "43/43 [==============================] - 0s 386us/step\n",
+      "Test Accuracy: 95.67448680351906%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prediction on test data\n",
+    "predictions = model.predict(X_test)\n",
+    "predicted_classes = np.round(predictions).flatten()\n",
+    "\n",
+    "# Assuming binary classification (0 or 1)\n",
+    "accuracy = np.mean(predicted_classes == y_test)\n",
+    "print(f\"Test Accuracy: {accuracy*100}%\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d46acd82",
+   "metadata": {
+    "papermill": {
+     "duration": 0.03377,
+     "end_time": "2024-03-21T08:03:41.274498",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:41.240728",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Using PyTorch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8ab0de56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:41.342994Z",
+     "iopub.status.busy": "2024-03-21T08:03:41.342645Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.639352Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.638516Z"
+    },
+    "papermill": {
+     "duration": 4.333345,
+     "end_time": "2024-03-21T08:03:45.641749",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:41.308404",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.optim as optim\n",
+    "from torch.utils.data import DataLoader, TensorDataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d5b6b521",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.711438Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.710624Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.753826Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.753024Z"
+    },
+    "papermill": {
+     "duration": 0.079973,
+     "end_time": "2024-03-21T08:03:45.756096",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.676123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Convert data to PyTorch tensors\n",
+    "X_train_tensor = torch.tensor(X_train, dtype=torch.float32)\n",
+    "y_train_tensor = torch.tensor(y_train.values, dtype=torch.float32)\n",
+    "X_test_tensor = torch.tensor(X_test, dtype=torch.float32)\n",
+    "y_test_tensor = torch.tensor(y_test.values, dtype=torch.float32)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "bdbc1820",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.829252Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.828612Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.835352Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.834439Z"
+    },
+    "papermill": {
+     "duration": 0.044787,
+     "end_time": "2024-03-21T08:03:45.837324",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.792537",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Create DataLoader\n",
+    "train_data = TensorDataset(X_train_tensor, y_train_tensor)\n",
+    "train_loader = DataLoader(train_data, batch_size=32, shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9344c61a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.954024Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.953642Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.961984Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.961081Z"
+    },
+    "papermill": {
+     "duration": 0.090685,
+     "end_time": "2024-03-21T08:03:45.963825",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.873140",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class ANN(nn.Module):\n",
+    "    def __init__(self, input_size):\n",
+    "        super(ANN, self).__init__()\n",
+    "        self.fc1 = nn.Linear(input_size, 95)\n",
+    "        self.fc2 = nn.Linear(95, 95)\n",
+    "        self.fc3 = nn.Linear(95, 120)\n",
+    "        self.fc4 = nn.Linear(120, 120)\n",
+    "        self.fc5 = nn.Linear(120, 95)\n",
+    "        self.fc6 = nn.Linear(95, 1)\n",
+    "        self.relu = nn.ReLU()\n",
+    "        self.sigmoid = nn.Sigmoid()\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        x = self.relu(self.fc1(x))\n",
+    "        x = self.relu(self.fc2(x))\n",
+    "        x = self.relu(self.fc3(x))\n",
+    "        x = self.relu(self.fc4(x))\n",
+    "        x = self.relu(self.fc5(x))\n",
+    "        x = self.sigmoid(self.fc6(x))\n",
+    "        return x\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f18d58d7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:46.032932Z",
+     "iopub.status.busy": "2024-03-21T08:03:46.032118Z",
+     "iopub.status.idle": "2024-03-21T08:03:46.052192Z",
+     "shell.execute_reply": "2024-03-21T08:03:46.051189Z"
+    },
+    "papermill": {
+     "duration": 0.056613,
+     "end_time": "2024-03-21T08:03:46.054161",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.997548",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Instantiate the model\n",
+    "model = ANN(X_train.shape[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f47934bd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:46.125756Z",
+     "iopub.status.busy": "2024-03-21T08:03:46.125050Z",
+     "iopub.status.idle": "2024-03-21T08:03:47.472150Z",
+     "shell.execute_reply": "2024-03-21T08:03:47.471153Z"
+    },
+    "papermill": {
+     "duration": 1.385725,
+     "end_time": "2024-03-21T08:03:47.474530",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:46.088805",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Define loss function and optimizer\n",
+    "criterion = nn.BCELoss()\n",
+    "optimizer = optim.Adam(model.parameters(), lr=0.001)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "0beb445c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:47.544086Z",
+     "iopub.status.busy": "2024-03-21T08:03:47.543731Z",
+     "iopub.status.idle": "2024-03-21T08:03:47.547923Z",
+     "shell.execute_reply": "2024-03-21T08:03:47.547021Z"
+    },
+    "papermill": {
+     "duration": 0.040905,
+     "end_time": "2024-03-21T08:03:47.549870",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:47.508965",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Lists to store loss and accuracy for plotting\n",
+    "losses = []\n",
+    "accuracies = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "c42a3288",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:47.617162Z",
+     "iopub.status.busy": "2024-03-21T08:03:47.616896Z",
+     "iopub.status.idle": "2024-03-21T08:04:51.747065Z",
+     "shell.execute_reply": "2024-03-21T08:04:51.746166Z"
+    },
+    "papermill": {
+     "duration": 64.16668,
+     "end_time": "2024-03-21T08:04:51.749702",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:47.583022",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for epoch in range(100):\n",
+    "    for inputs, targets in train_loader:\n",
+    "        optimizer.zero_grad()\n",
+    "        outputs = model(inputs)\n",
+    "        loss = criterion(outputs.squeeze(), targets)\n",
+    "        loss.backward()\n",
+    "        optimizer.step()\n",
+    "        \n",
+    "        # Track loss and accuracy\n",
+    "        losses.append(loss.item())\n",
+    "        with torch.no_grad():\n",
+    "            predicted_classes = (outputs.squeeze() > 0.5).float()\n",
+    "            accuracy = (predicted_classes == targets).float().mean().item()\n",
+    "            accuracies.append(accuracy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "d6d292fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:51.822409Z",
+     "iopub.status.busy": "2024-03-21T08:04:51.821439Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.120611Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.119669Z"
+    },
+    "papermill": {
+     "duration": 0.33603,
+     "end_time": "2024-03-21T08:04:52.122625",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:51.786595",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot loss\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(losses)\n",
+    "plt.title('Training Loss')\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('Loss')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "b5b51e49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:52.195902Z",
+     "iopub.status.busy": "2024-03-21T08:04:52.194993Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.462903Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.461916Z"
+    },
+    "papermill": {
+     "duration": 0.308085,
+     "end_time": "2024-03-21T08:04:52.465209",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:52.157124",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot accuracy\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(accuracies)\n",
+    "plt.title('Training Accuracy')\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "bb5621a9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:52.536971Z",
+     "iopub.status.busy": "2024-03-21T08:04:52.536069Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.549190Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.548024Z"
+    },
+    "papermill": {
+     "duration": 0.051118,
+     "end_time": "2024-03-21T08:04:52.551218",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:52.500100",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Accuracy: 95.82111239433289%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prediction on test data\n",
+    "with torch.no_grad():\n",
+    "    outputs = model(X_test_tensor)\n",
+    "    predicted_classes = (outputs.squeeze() > 0.5).float()\n",
+    "    accuracy = (predicted_classes == y_test_tensor).float().mean().item()\n",
+    "    print(f\"Test Accuracy: {accuracy*100}%\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "nvidiaTeslaT4",
+   "dataSources": [
+    {
+     "datasetId": 1111894,
+     "sourceId": 1938459,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "isGpuEnabled": true,
+   "isInternetEnabled": false,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.5"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 106.468485,
+   "end_time": "2024-03-21T08:04:55.828517",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-03-21T08:03:09.360032",
+   "version": "2.5.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/bankruptcy-detection-using-ann.ipynb b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/bankruptcy-detection-using-ann.ipynb
new file mode 100644
index 00000000..f17f7490
--- /dev/null
+++ b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/bankruptcy-detection-using-ann.ipynb	
@@ -0,0 +1,1622 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "c6dfa36d",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:12.541436Z",
+     "iopub.status.busy": "2024-03-21T08:03:12.541118Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.040994Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.040150Z"
+    },
+    "papermill": {
+     "duration": 2.512459,
+     "end_time": "2024-03-21T08:03:15.043571",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:12.531112",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a152971a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.080106Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.079425Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.499561Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.498471Z"
+    },
+    "papermill": {
+     "duration": 0.43373,
+     "end_time": "2024-03-21T08:03:15.502657",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.068927",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Bankrupt?</th>\n",
+       "      <th>ROA(C) before interest and depreciation before interest</th>\n",
+       "      <th>ROA(A) before interest and % after tax</th>\n",
+       "      <th>ROA(B) before interest and depreciation after tax</th>\n",
+       "      <th>Operating Gross Margin</th>\n",
+       "      <th>Realized Sales Gross Margin</th>\n",
+       "      <th>Operating Profit Rate</th>\n",
+       "      <th>Pre-tax net Interest Rate</th>\n",
+       "      <th>After-tax net Interest Rate</th>\n",
+       "      <th>Non-industry income and expenditure/revenue</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Net Income to Total Assets</th>\n",
+       "      <th>Total assets to GNP price</th>\n",
+       "      <th>No-credit Interval</th>\n",
+       "      <th>Gross Profit to Sales</th>\n",
+       "      <th>Net Income to Stockholder's Equity</th>\n",
+       "      <th>Liability to Equity</th>\n",
+       "      <th>Degree of Financial Leverage (DFL)</th>\n",
+       "      <th>Interest Coverage Ratio (Interest expense to EBIT)</th>\n",
+       "      <th>Net Income Flag</th>\n",
+       "      <th>Equity to Liability</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4919</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.476527</td>\n",
+       "      <td>0.512593</td>\n",
+       "      <td>0.525028</td>\n",
+       "      <td>0.601796</td>\n",
+       "      <td>0.601796</td>\n",
+       "      <td>0.998877</td>\n",
+       "      <td>0.797240</td>\n",
+       "      <td>0.809205</td>\n",
+       "      <td>0.303455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.776521</td>\n",
+       "      <td>0.001301</td>\n",
+       "      <td>0.623726</td>\n",
+       "      <td>0.601791</td>\n",
+       "      <td>0.835530</td>\n",
+       "      <td>0.301531</td>\n",
+       "      <td>0.026345</td>\n",
+       "      <td>0.561474</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.013837</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6534</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.539317</td>\n",
+       "      <td>0.608537</td>\n",
+       "      <td>0.616093</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.999161</td>\n",
+       "      <td>0.797553</td>\n",
+       "      <td>0.809517</td>\n",
+       "      <td>0.303409</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.840218</td>\n",
+       "      <td>0.003018</td>\n",
+       "      <td>0.623973</td>\n",
+       "      <td>0.626277</td>\n",
+       "      <td>0.842805</td>\n",
+       "      <td>0.277066</td>\n",
+       "      <td>0.026819</td>\n",
+       "      <td>0.565287</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.050817</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5412</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.499976</td>\n",
+       "      <td>0.562527</td>\n",
+       "      <td>0.546764</td>\n",
+       "      <td>0.597825</td>\n",
+       "      <td>0.597825</td>\n",
+       "      <td>0.999004</td>\n",
+       "      <td>0.797411</td>\n",
+       "      <td>0.809329</td>\n",
+       "      <td>0.303490</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.810082</td>\n",
+       "      <td>0.000998</td>\n",
+       "      <td>0.623986</td>\n",
+       "      <td>0.597824</td>\n",
+       "      <td>0.841885</td>\n",
+       "      <td>0.286871</td>\n",
+       "      <td>0.026951</td>\n",
+       "      <td>0.565820</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.018173</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3126</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.495686</td>\n",
+       "      <td>0.541648</td>\n",
+       "      <td>0.543070</td>\n",
+       "      <td>0.616029</td>\n",
+       "      <td>0.615878</td>\n",
+       "      <td>0.998996</td>\n",
+       "      <td>0.797416</td>\n",
+       "      <td>0.809337</td>\n",
+       "      <td>0.303515</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.797926</td>\n",
+       "      <td>0.001930</td>\n",
+       "      <td>0.622852</td>\n",
+       "      <td>0.616026</td>\n",
+       "      <td>0.840316</td>\n",
+       "      <td>0.288099</td>\n",
+       "      <td>0.029488</td>\n",
+       "      <td>0.568779</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.017446</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6748</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.481353</td>\n",
+       "      <td>0.549226</td>\n",
+       "      <td>0.531720</td>\n",
+       "      <td>0.609471</td>\n",
+       "      <td>0.609471</td>\n",
+       "      <td>0.999124</td>\n",
+       "      <td>0.797522</td>\n",
+       "      <td>0.809418</td>\n",
+       "      <td>0.303431</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.807109</td>\n",
+       "      <td>0.004311</td>\n",
+       "      <td>0.622392</td>\n",
+       "      <td>0.609469</td>\n",
+       "      <td>0.841296</td>\n",
+       "      <td>0.284282</td>\n",
+       "      <td>0.026819</td>\n",
+       "      <td>0.565286</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.020315</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1514</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.485058</td>\n",
+       "      <td>0.546010</td>\n",
+       "      <td>0.532737</td>\n",
+       "      <td>0.608909</td>\n",
+       "      <td>0.608909</td>\n",
+       "      <td>0.998975</td>\n",
+       "      <td>0.797396</td>\n",
+       "      <td>0.809318</td>\n",
+       "      <td>0.303524</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.803121</td>\n",
+       "      <td>0.000572</td>\n",
+       "      <td>0.623765</td>\n",
+       "      <td>0.608907</td>\n",
+       "      <td>0.840812</td>\n",
+       "      <td>0.283573</td>\n",
+       "      <td>0.026852</td>\n",
+       "      <td>0.565431</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.021119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1736</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.422659</td>\n",
+       "      <td>0.451483</td>\n",
+       "      <td>0.479737</td>\n",
+       "      <td>0.604412</td>\n",
+       "      <td>0.604412</td>\n",
+       "      <td>0.998654</td>\n",
+       "      <td>0.796686</td>\n",
+       "      <td>0.808744</td>\n",
+       "      <td>0.302955</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.750507</td>\n",
+       "      <td>0.000512</td>\n",
+       "      <td>0.623656</td>\n",
+       "      <td>0.604413</td>\n",
+       "      <td>0.836094</td>\n",
+       "      <td>0.280583</td>\n",
+       "      <td>0.026753</td>\n",
+       "      <td>0.564970</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.026634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5253</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.460830</td>\n",
+       "      <td>0.495857</td>\n",
+       "      <td>0.493121</td>\n",
+       "      <td>0.609932</td>\n",
+       "      <td>0.609932</td>\n",
+       "      <td>0.998915</td>\n",
+       "      <td>0.797335</td>\n",
+       "      <td>0.809231</td>\n",
+       "      <td>0.303542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.773351</td>\n",
+       "      <td>0.000127</td>\n",
+       "      <td>0.623777</td>\n",
+       "      <td>0.609929</td>\n",
+       "      <td>0.838357</td>\n",
+       "      <td>0.278801</td>\n",
+       "      <td>0.026791</td>\n",
+       "      <td>0.565158</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.033731</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3569</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.580851</td>\n",
+       "      <td>0.607501</td>\n",
+       "      <td>0.621018</td>\n",
+       "      <td>0.609248</td>\n",
+       "      <td>0.609248</td>\n",
+       "      <td>0.999102</td>\n",
+       "      <td>0.797600</td>\n",
+       "      <td>0.809480</td>\n",
+       "      <td>0.303613</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.837630</td>\n",
+       "      <td>0.001906</td>\n",
+       "      <td>0.623761</td>\n",
+       "      <td>0.609247</td>\n",
+       "      <td>0.842853</td>\n",
+       "      <td>0.277791</td>\n",
+       "      <td>0.026806</td>\n",
+       "      <td>0.565230</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.041364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1764</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.444401</td>\n",
+       "      <td>0.504579</td>\n",
+       "      <td>0.494298</td>\n",
+       "      <td>0.600946</td>\n",
+       "      <td>0.601075</td>\n",
+       "      <td>0.998986</td>\n",
+       "      <td>0.797145</td>\n",
+       "      <td>0.809100</td>\n",
+       "      <td>0.303062</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.778286</td>\n",
+       "      <td>0.006121</td>\n",
+       "      <td>0.624362</td>\n",
+       "      <td>0.600946</td>\n",
+       "      <td>0.838986</td>\n",
+       "      <td>0.276670</td>\n",
+       "      <td>0.026669</td>\n",
+       "      <td>0.564499</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.058896</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>10 rows × 96 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Bankrupt?   ROA(C) before interest and depreciation before interest  \\\n",
+       "4919          0                                           0.476527          \n",
+       "6534          0                                           0.539317          \n",
+       "5412          0                                           0.499976          \n",
+       "3126          0                                           0.495686          \n",
+       "6748          0                                           0.481353          \n",
+       "1514          0                                           0.485058          \n",
+       "1736          0                                           0.422659          \n",
+       "5253          0                                           0.460830          \n",
+       "3569          0                                           0.580851          \n",
+       "1764          0                                           0.444401          \n",
+       "\n",
+       "       ROA(A) before interest and % after tax  \\\n",
+       "4919                                 0.512593   \n",
+       "6534                                 0.608537   \n",
+       "5412                                 0.562527   \n",
+       "3126                                 0.541648   \n",
+       "6748                                 0.549226   \n",
+       "1514                                 0.546010   \n",
+       "1736                                 0.451483   \n",
+       "5253                                 0.495857   \n",
+       "3569                                 0.607501   \n",
+       "1764                                 0.504579   \n",
+       "\n",
+       "       ROA(B) before interest and depreciation after tax  \\\n",
+       "4919                                           0.525028    \n",
+       "6534                                           0.616093    \n",
+       "5412                                           0.546764    \n",
+       "3126                                           0.543070    \n",
+       "6748                                           0.531720    \n",
+       "1514                                           0.532737    \n",
+       "1736                                           0.479737    \n",
+       "5253                                           0.493121    \n",
+       "3569                                           0.621018    \n",
+       "1764                                           0.494298    \n",
+       "\n",
+       "       Operating Gross Margin   Realized Sales Gross Margin  \\\n",
+       "4919                 0.601796                      0.601796   \n",
+       "6534                 0.626277                      0.626277   \n",
+       "5412                 0.597825                      0.597825   \n",
+       "3126                 0.616029                      0.615878   \n",
+       "6748                 0.609471                      0.609471   \n",
+       "1514                 0.608909                      0.608909   \n",
+       "1736                 0.604412                      0.604412   \n",
+       "5253                 0.609932                      0.609932   \n",
+       "3569                 0.609248                      0.609248   \n",
+       "1764                 0.600946                      0.601075   \n",
+       "\n",
+       "       Operating Profit Rate   Pre-tax net Interest Rate  \\\n",
+       "4919                0.998877                    0.797240   \n",
+       "6534                0.999161                    0.797553   \n",
+       "5412                0.999004                    0.797411   \n",
+       "3126                0.998996                    0.797416   \n",
+       "6748                0.999124                    0.797522   \n",
+       "1514                0.998975                    0.797396   \n",
+       "1736                0.998654                    0.796686   \n",
+       "5253                0.998915                    0.797335   \n",
+       "3569                0.999102                    0.797600   \n",
+       "1764                0.998986                    0.797145   \n",
+       "\n",
+       "       After-tax net Interest Rate  \\\n",
+       "4919                      0.809205   \n",
+       "6534                      0.809517   \n",
+       "5412                      0.809329   \n",
+       "3126                      0.809337   \n",
+       "6748                      0.809418   \n",
+       "1514                      0.809318   \n",
+       "1736                      0.808744   \n",
+       "5253                      0.809231   \n",
+       "3569                      0.809480   \n",
+       "1764                      0.809100   \n",
+       "\n",
+       "       Non-industry income and expenditure/revenue  ...  \\\n",
+       "4919                                      0.303455  ...   \n",
+       "6534                                      0.303409  ...   \n",
+       "5412                                      0.303490  ...   \n",
+       "3126                                      0.303515  ...   \n",
+       "6748                                      0.303431  ...   \n",
+       "1514                                      0.303524  ...   \n",
+       "1736                                      0.302955  ...   \n",
+       "5253                                      0.303542  ...   \n",
+       "3569                                      0.303613  ...   \n",
+       "1764                                      0.303062  ...   \n",
+       "\n",
+       "       Net Income to Total Assets   Total assets to GNP price  \\\n",
+       "4919                     0.776521                    0.001301   \n",
+       "6534                     0.840218                    0.003018   \n",
+       "5412                     0.810082                    0.000998   \n",
+       "3126                     0.797926                    0.001930   \n",
+       "6748                     0.807109                    0.004311   \n",
+       "1514                     0.803121                    0.000572   \n",
+       "1736                     0.750507                    0.000512   \n",
+       "5253                     0.773351                    0.000127   \n",
+       "3569                     0.837630                    0.001906   \n",
+       "1764                     0.778286                    0.006121   \n",
+       "\n",
+       "       No-credit Interval   Gross Profit to Sales  \\\n",
+       "4919             0.623726                0.601791   \n",
+       "6534             0.623973                0.626277   \n",
+       "5412             0.623986                0.597824   \n",
+       "3126             0.622852                0.616026   \n",
+       "6748             0.622392                0.609469   \n",
+       "1514             0.623765                0.608907   \n",
+       "1736             0.623656                0.604413   \n",
+       "5253             0.623777                0.609929   \n",
+       "3569             0.623761                0.609247   \n",
+       "1764             0.624362                0.600946   \n",
+       "\n",
+       "       Net Income to Stockholder's Equity   Liability to Equity  \\\n",
+       "4919                             0.835530              0.301531   \n",
+       "6534                             0.842805              0.277066   \n",
+       "5412                             0.841885              0.286871   \n",
+       "3126                             0.840316              0.288099   \n",
+       "6748                             0.841296              0.284282   \n",
+       "1514                             0.840812              0.283573   \n",
+       "1736                             0.836094              0.280583   \n",
+       "5253                             0.838357              0.278801   \n",
+       "3569                             0.842853              0.277791   \n",
+       "1764                             0.838986              0.276670   \n",
+       "\n",
+       "       Degree of Financial Leverage (DFL)  \\\n",
+       "4919                             0.026345   \n",
+       "6534                             0.026819   \n",
+       "5412                             0.026951   \n",
+       "3126                             0.029488   \n",
+       "6748                             0.026819   \n",
+       "1514                             0.026852   \n",
+       "1736                             0.026753   \n",
+       "5253                             0.026791   \n",
+       "3569                             0.026806   \n",
+       "1764                             0.026669   \n",
+       "\n",
+       "       Interest Coverage Ratio (Interest expense to EBIT)   Net Income Flag  \\\n",
+       "4919                                           0.561474                   1   \n",
+       "6534                                           0.565287                   1   \n",
+       "5412                                           0.565820                   1   \n",
+       "3126                                           0.568779                   1   \n",
+       "6748                                           0.565286                   1   \n",
+       "1514                                           0.565431                   1   \n",
+       "1736                                           0.564970                   1   \n",
+       "5253                                           0.565158                   1   \n",
+       "3569                                           0.565230                   1   \n",
+       "1764                                           0.564499                   1   \n",
+       "\n",
+       "       Equity to Liability  \n",
+       "4919              0.013837  \n",
+       "6534              0.050817  \n",
+       "5412              0.018173  \n",
+       "3126              0.017446  \n",
+       "6748              0.020315  \n",
+       "1514              0.021119  \n",
+       "1736              0.026634  \n",
+       "5253              0.033731  \n",
+       "3569              0.041364  \n",
+       "1764              0.058896  \n",
+       "\n",
+       "[10 rows x 96 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv=pd.read_csv('data.csv')\n",
+    "csv.sample(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "be7781a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.525030Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.524704Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.530629Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.529674Z"
+    },
+    "papermill": {
+     "duration": 0.01877,
+     "end_time": "2024-03-21T08:03:15.532644",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.513874",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6819, 96)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9bd50f4b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.551369Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.551111Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.558118Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.557313Z"
+    },
+    "papermill": {
+     "duration": 0.018457,
+     "end_time": "2024-03-21T08:03:15.559974",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.541517",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Bankrupt?                                                     int64\n",
+       " ROA(C) before interest and depreciation before interest    float64\n",
+       " ROA(A) before interest and % after tax                     float64\n",
+       " ROA(B) before interest and depreciation after tax          float64\n",
+       " Operating Gross Margin                                     float64\n",
+       "                                                             ...   \n",
+       " Liability to Equity                                        float64\n",
+       " Degree of Financial Leverage (DFL)                         float64\n",
+       " Interest Coverage Ratio (Interest expense to EBIT)         float64\n",
+       " Net Income Flag                                              int64\n",
+       " Equity to Liability                                        float64\n",
+       "Length: 96, dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "csv.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "533186be",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.579407Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.579141Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.585376Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.584714Z"
+    },
+    "papermill": {
+     "duration": 0.01865,
+     "end_time": "2024-03-21T08:03:15.587191",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.568541",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "X = csv.drop(columns=['Bankrupt?'])\n",
+    "y = csv['Bankrupt?']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "fe5a5758",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.605682Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.605428Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.609679Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.608922Z"
+    },
+    "papermill": {
+     "duration": 0.015874,
+     "end_time": "2024-03-21T08:03:15.611679",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.595805",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "X.fillna(0, inplace=True)  # Filling missing values with zeros; you can choose a different strategy if needed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "82d17a15",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.631558Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.631301Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.654154Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.653418Z"
+    },
+    "papermill": {
+     "duration": 0.035155,
+     "end_time": "2024-03-21T08:03:15.656182",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.621027",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Feature Scaling\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5ed46052",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.677330Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.676963Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.686494Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.685587Z"
+    },
+    "papermill": {
+     "duration": 0.022783,
+     "end_time": "2024-03-21T08:03:15.688630",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.665847",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Train-Test Split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "dfbe593c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.708729Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.708452Z",
+     "iopub.status.idle": "2024-03-21T08:03:15.713780Z",
+     "shell.execute_reply": "2024-03-21T08:03:15.712944Z"
+    },
+    "papermill": {
+     "duration": 0.017502,
+     "end_time": "2024-03-21T08:03:15.715713",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.698211",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(5455, 95)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "282cac90",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:15.752175Z",
+     "iopub.status.busy": "2024-03-21T08:03:15.751913Z",
+     "iopub.status.idle": "2024-03-21T08:03:29.080236Z",
+     "shell.execute_reply": "2024-03-21T08:03:29.079263Z"
+    },
+    "papermill": {
+     "duration": 13.340644,
+     "end_time": "2024-03-21T08:03:29.082694",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:15.742050",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import tensorflow as tf\n",
+    "from tensorflow.keras.models import Sequential\n",
+    "from tensorflow.keras.layers import Dense"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "a8389738",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:29.103179Z",
+     "iopub.status.busy": "2024-03-21T08:03:29.102658Z",
+     "iopub.status.idle": "2024-03-21T08:03:30.036663Z",
+     "shell.execute_reply": "2024-03-21T08:03:30.035870Z"
+    },
+    "papermill": {
+     "duration": 0.946407,
+     "end_time": "2024-03-21T08:03:30.038775",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:29.092368",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "model = Sequential([\n",
+    "    Dense(95, activation='relu', input_shape=(X_train.shape[1],)),\n",
+    "    Dense(95, activation='relu'),\n",
+    "    Dense(120, activation='relu'),\n",
+    "    Dense(120, activation='relu'),\n",
+    "    Dense(95, activation='relu'),\n",
+    "    Dense(1, activation='sigmoid')\n",
+    "])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2eb49e14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:30.058978Z",
+     "iopub.status.busy": "2024-03-21T08:03:30.058647Z",
+     "iopub.status.idle": "2024-03-21T08:03:30.070426Z",
+     "shell.execute_reply": "2024-03-21T08:03:30.069730Z"
+    },
+    "papermill": {
+     "duration": 0.024083,
+     "end_time": "2024-03-21T08:03:30.072289",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:30.048206",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Compile the model\n",
+    "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1c6d18de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:30.091756Z",
+     "iopub.status.busy": "2024-03-21T08:03:30.091468Z",
+     "iopub.status.idle": "2024-03-21T08:03:39.545331Z",
+     "shell.execute_reply": "2024-03-21T08:03:39.544542Z"
+    },
+    "papermill": {
+     "duration": 9.465999,
+     "end_time": "2024-03-21T08:03:39.547314",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:30.081315",
+     "status": "completed"
+    },
+    "scrolled": false,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.3758 - accuracy: 0.9533\n",
+      "Epoch 2/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1866 - accuracy: 0.9690\n",
+      "Epoch 3/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1323 - accuracy: 0.9690\n",
+      "Epoch 4/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.1068 - accuracy: 0.9690\n",
+      "Epoch 5/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0909 - accuracy: 0.9690\n",
+      "Epoch 6/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0821 - accuracy: 0.9703\n",
+      "Epoch 7/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0763 - accuracy: 0.9709\n",
+      "Epoch 8/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0723 - accuracy: 0.9714\n",
+      "Epoch 9/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0682 - accuracy: 0.9727\n",
+      "Epoch 10/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0657 - accuracy: 0.9731\n",
+      "Epoch 11/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0620 - accuracy: 0.9753\n",
+      "Epoch 12/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0593 - accuracy: 0.9751\n",
+      "Epoch 13/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0557 - accuracy: 0.9764\n",
+      "Epoch 14/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0517 - accuracy: 0.9802\n",
+      "Epoch 15/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0518 - accuracy: 0.9791\n",
+      "Epoch 16/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0505 - accuracy: 0.9798\n",
+      "Epoch 17/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0425 - accuracy: 0.9824\n",
+      "Epoch 18/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0374 - accuracy: 0.9861\n",
+      "Epoch 19/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0344 - accuracy: 0.9870\n",
+      "Epoch 20/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0311 - accuracy: 0.9903\n",
+      "Epoch 21/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0266 - accuracy: 0.9901\n",
+      "Epoch 22/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0232 - accuracy: 0.9934\n",
+      "Epoch 23/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0222 - accuracy: 0.9934\n",
+      "Epoch 24/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0206 - accuracy: 0.9936\n",
+      "Epoch 25/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0177 - accuracy: 0.9956\n",
+      "Epoch 26/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0146 - accuracy: 0.9962\n",
+      "Epoch 27/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0140 - accuracy: 0.9973\n",
+      "Epoch 28/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0137 - accuracy: 0.9960\n",
+      "Epoch 29/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0182 - accuracy: 0.9938\n",
+      "Epoch 30/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0307 - accuracy: 0.9894\n",
+      "Epoch 31/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0198 - accuracy: 0.9907\n",
+      "Epoch 32/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0146 - accuracy: 0.9947\n",
+      "Epoch 33/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0093 - accuracy: 0.9962\n",
+      "Epoch 34/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0064 - accuracy: 0.9987\n",
+      "Epoch 35/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0048 - accuracy: 0.9991\n",
+      "Epoch 36/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0046 - accuracy: 0.9985\n",
+      "Epoch 37/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0053 - accuracy: 0.9987\n",
+      "Epoch 38/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0034 - accuracy: 0.9996\n",
+      "Epoch 39/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0029 - accuracy: 0.9996\n",
+      "Epoch 40/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0022 - accuracy: 0.9995\n",
+      "Epoch 41/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0011 - accuracy: 1.0000\n",
+      "Epoch 42/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0013 - accuracy: 0.9998\n",
+      "Epoch 43/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0031 - accuracy: 0.9995\n",
+      "Epoch 44/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0070 - accuracy: 0.9996\n",
+      "Epoch 45/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0036 - accuracy: 0.9996\n",
+      "Epoch 46/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 0.0016 - accuracy: 0.9996\n",
+      "Epoch 47/100\n",
+      "10/10 [==============================] - 0s 3ms/step - loss: 7.4157e-04 - accuracy: 1.0000\n",
+      "Epoch 48/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.3413e-04 - accuracy: 1.0000\n",
+      "Epoch 49/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.4048e-04 - accuracy: 1.0000\n",
+      "Epoch 50/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.3952e-04 - accuracy: 1.0000\n",
+      "Epoch 51/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8594e-04 - accuracy: 1.0000\n",
+      "Epoch 52/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8271e-04 - accuracy: 1.0000\n",
+      "Epoch 53/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.3286e-04 - accuracy: 1.0000\n",
+      "Epoch 54/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.1094e-04 - accuracy: 1.0000\n",
+      "Epoch 55/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.9106e-04 - accuracy: 1.0000\n",
+      "Epoch 56/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.6548e-04 - accuracy: 1.0000\n",
+      "Epoch 57/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.5680e-04 - accuracy: 1.0000\n",
+      "Epoch 58/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.4034e-04 - accuracy: 1.0000\n",
+      "Epoch 59/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.2877e-04 - accuracy: 1.0000\n",
+      "Epoch 60/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.1860e-04 - accuracy: 1.0000\n",
+      "Epoch 61/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.1108e-04 - accuracy: 1.0000\n",
+      "Epoch 62/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.0825e-04 - accuracy: 1.0000\n",
+      "Epoch 63/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 1.0674e-04 - accuracy: 1.0000\n",
+      "Epoch 64/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 9.5160e-05 - accuracy: 1.0000\n",
+      "Epoch 65/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 8.8053e-05 - accuracy: 1.0000\n",
+      "Epoch 66/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 8.3306e-05 - accuracy: 1.0000\n",
+      "Epoch 67/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.8916e-05 - accuracy: 1.0000\n",
+      "Epoch 68/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.4796e-05 - accuracy: 1.0000\n",
+      "Epoch 69/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 7.1166e-05 - accuracy: 1.0000\n",
+      "Epoch 70/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.7621e-05 - accuracy: 1.0000\n",
+      "Epoch 71/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.5671e-05 - accuracy: 1.0000\n",
+      "Epoch 72/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 6.3210e-05 - accuracy: 1.0000\n",
+      "Epoch 73/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.9751e-05 - accuracy: 1.0000\n",
+      "Epoch 74/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.6837e-05 - accuracy: 1.0000\n",
+      "Epoch 75/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.4577e-05 - accuracy: 1.0000\n",
+      "Epoch 76/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.2405e-05 - accuracy: 1.0000\n",
+      "Epoch 77/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 5.0936e-05 - accuracy: 1.0000\n",
+      "Epoch 78/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.9140e-05 - accuracy: 1.0000\n",
+      "Epoch 79/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.7107e-05 - accuracy: 1.0000\n",
+      "Epoch 80/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.4791e-05 - accuracy: 1.0000\n",
+      "Epoch 81/100\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.3381e-05 - accuracy: 1.0000\n",
+      "Epoch 82/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.1963e-05 - accuracy: 1.0000\n",
+      "Epoch 83/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 4.0592e-05 - accuracy: 1.0000\n",
+      "Epoch 84/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.8972e-05 - accuracy: 1.0000\n",
+      "Epoch 85/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.7595e-05 - accuracy: 1.0000\n",
+      "Epoch 86/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.6508e-05 - accuracy: 1.0000\n",
+      "Epoch 87/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.5350e-05 - accuracy: 1.0000\n",
+      "Epoch 88/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.4272e-05 - accuracy: 1.0000\n",
+      "Epoch 89/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.3147e-05 - accuracy: 1.0000\n",
+      "Epoch 90/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.2358e-05 - accuracy: 1.0000\n",
+      "Epoch 91/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.1431e-05 - accuracy: 1.0000\n",
+      "Epoch 92/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 3.0380e-05 - accuracy: 1.0000\n",
+      "Epoch 93/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.9150e-05 - accuracy: 1.0000\n",
+      "Epoch 94/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.8286e-05 - accuracy: 1.0000\n",
+      "Epoch 95/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.7389e-05 - accuracy: 1.0000\n",
+      "Epoch 96/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.6650e-05 - accuracy: 1.0000\n",
+      "Epoch 97/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.5977e-05 - accuracy: 1.0000\n",
+      "Epoch 98/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.5245e-05 - accuracy: 1.0000\n",
+      "Epoch 99/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.4901e-05 - accuracy: 1.0000\n",
+      "Epoch 100/100\n",
+      "10/10 [==============================] - 0s 2ms/step - loss: 2.4036e-05 - accuracy: 1.0000\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Train the model\n",
+    "history=model.fit(X_train, y_train, epochs=100, batch_size=600)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6c9bf975",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:39.617613Z",
+     "iopub.status.busy": "2024-03-21T08:03:39.617249Z",
+     "iopub.status.idle": "2024-03-21T08:03:39.919495Z",
+     "shell.execute_reply": "2024-03-21T08:03:39.918506Z"
+    },
+    "papermill": {
+     "duration": 0.34039,
+     "end_time": "2024-03-21T08:03:39.921569",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:39.581179",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot loss\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(history.history['loss'], label='Training Loss')\n",
+    "plt.title('Training Loss')\n",
+    "plt.xlabel('Epochs')\n",
+    "plt.ylabel('Loss')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "001b0e49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:39.990488Z",
+     "iopub.status.busy": "2024-03-21T08:03:39.990178Z",
+     "iopub.status.idle": "2024-03-21T08:03:40.281125Z",
+     "shell.execute_reply": "2024-03-21T08:03:40.280200Z"
+    },
+    "papermill": {
+     "duration": 0.327998,
+     "end_time": "2024-03-21T08:03:40.283185",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:39.955187",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot accuracy\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(history.history['accuracy'], label='Training Accuracy')\n",
+    "plt.title('Training Accuracy')\n",
+    "plt.xlabel('Epochs')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "cbb67c4a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:40.350715Z",
+     "iopub.status.busy": "2024-03-21T08:03:40.350438Z",
+     "iopub.status.idle": "2024-03-21T08:03:41.202100Z",
+     "shell.execute_reply": "2024-03-21T08:03:41.201064Z"
+    },
+    "papermill": {
+     "duration": 0.88811,
+     "end_time": "2024-03-21T08:03:41.204447",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:40.316337",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "43/43 [==============================] - 0s 386us/step\n",
+      "Test Accuracy: 95.67448680351906%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prediction on test data\n",
+    "predictions = model.predict(X_test)\n",
+    "predicted_classes = np.round(predictions).flatten()\n",
+    "\n",
+    "# Assuming binary classification (0 or 1)\n",
+    "accuracy = np.mean(predicted_classes == y_test)\n",
+    "print(f\"Test Accuracy: {accuracy*100}%\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d46acd82",
+   "metadata": {
+    "papermill": {
+     "duration": 0.03377,
+     "end_time": "2024-03-21T08:03:41.274498",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:41.240728",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Using PyTorch"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8ab0de56",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:41.342994Z",
+     "iopub.status.busy": "2024-03-21T08:03:41.342645Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.639352Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.638516Z"
+    },
+    "papermill": {
+     "duration": 4.333345,
+     "end_time": "2024-03-21T08:03:45.641749",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:41.308404",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.optim as optim\n",
+    "from torch.utils.data import DataLoader, TensorDataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d5b6b521",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.711438Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.710624Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.753826Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.753024Z"
+    },
+    "papermill": {
+     "duration": 0.079973,
+     "end_time": "2024-03-21T08:03:45.756096",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.676123",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Convert data to PyTorch tensors\n",
+    "X_train_tensor = torch.tensor(X_train, dtype=torch.float32)\n",
+    "y_train_tensor = torch.tensor(y_train.values, dtype=torch.float32)\n",
+    "X_test_tensor = torch.tensor(X_test, dtype=torch.float32)\n",
+    "y_test_tensor = torch.tensor(y_test.values, dtype=torch.float32)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "bdbc1820",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.829252Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.828612Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.835352Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.834439Z"
+    },
+    "papermill": {
+     "duration": 0.044787,
+     "end_time": "2024-03-21T08:03:45.837324",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.792537",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Create DataLoader\n",
+    "train_data = TensorDataset(X_train_tensor, y_train_tensor)\n",
+    "train_loader = DataLoader(train_data, batch_size=32, shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "9344c61a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:45.954024Z",
+     "iopub.status.busy": "2024-03-21T08:03:45.953642Z",
+     "iopub.status.idle": "2024-03-21T08:03:45.961984Z",
+     "shell.execute_reply": "2024-03-21T08:03:45.961081Z"
+    },
+    "papermill": {
+     "duration": 0.090685,
+     "end_time": "2024-03-21T08:03:45.963825",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.873140",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class ANN(nn.Module):\n",
+    "    def __init__(self, input_size):\n",
+    "        super(ANN, self).__init__()\n",
+    "        self.fc1 = nn.Linear(input_size, 95)\n",
+    "        self.fc2 = nn.Linear(95, 95)\n",
+    "        self.fc3 = nn.Linear(95, 120)\n",
+    "        self.fc4 = nn.Linear(120, 120)\n",
+    "        self.fc5 = nn.Linear(120, 95)\n",
+    "        self.fc6 = nn.Linear(95, 1)\n",
+    "        self.relu = nn.ReLU()\n",
+    "        self.sigmoid = nn.Sigmoid()\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        x = self.relu(self.fc1(x))\n",
+    "        x = self.relu(self.fc2(x))\n",
+    "        x = self.relu(self.fc3(x))\n",
+    "        x = self.relu(self.fc4(x))\n",
+    "        x = self.relu(self.fc5(x))\n",
+    "        x = self.sigmoid(self.fc6(x))\n",
+    "        return x\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f18d58d7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:46.032932Z",
+     "iopub.status.busy": "2024-03-21T08:03:46.032118Z",
+     "iopub.status.idle": "2024-03-21T08:03:46.052192Z",
+     "shell.execute_reply": "2024-03-21T08:03:46.051189Z"
+    },
+    "papermill": {
+     "duration": 0.056613,
+     "end_time": "2024-03-21T08:03:46.054161",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:45.997548",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Instantiate the model\n",
+    "model = ANN(X_train.shape[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f47934bd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:46.125756Z",
+     "iopub.status.busy": "2024-03-21T08:03:46.125050Z",
+     "iopub.status.idle": "2024-03-21T08:03:47.472150Z",
+     "shell.execute_reply": "2024-03-21T08:03:47.471153Z"
+    },
+    "papermill": {
+     "duration": 1.385725,
+     "end_time": "2024-03-21T08:03:47.474530",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:46.088805",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Define loss function and optimizer\n",
+    "criterion = nn.BCELoss()\n",
+    "optimizer = optim.Adam(model.parameters(), lr=0.001)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "0beb445c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:47.544086Z",
+     "iopub.status.busy": "2024-03-21T08:03:47.543731Z",
+     "iopub.status.idle": "2024-03-21T08:03:47.547923Z",
+     "shell.execute_reply": "2024-03-21T08:03:47.547021Z"
+    },
+    "papermill": {
+     "duration": 0.040905,
+     "end_time": "2024-03-21T08:03:47.549870",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:47.508965",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Lists to store loss and accuracy for plotting\n",
+    "losses = []\n",
+    "accuracies = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "c42a3288",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:03:47.617162Z",
+     "iopub.status.busy": "2024-03-21T08:03:47.616896Z",
+     "iopub.status.idle": "2024-03-21T08:04:51.747065Z",
+     "shell.execute_reply": "2024-03-21T08:04:51.746166Z"
+    },
+    "papermill": {
+     "duration": 64.16668,
+     "end_time": "2024-03-21T08:04:51.749702",
+     "exception": false,
+     "start_time": "2024-03-21T08:03:47.583022",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for epoch in range(100):\n",
+    "    for inputs, targets in train_loader:\n",
+    "        optimizer.zero_grad()\n",
+    "        outputs = model(inputs)\n",
+    "        loss = criterion(outputs.squeeze(), targets)\n",
+    "        loss.backward()\n",
+    "        optimizer.step()\n",
+    "        \n",
+    "        # Track loss and accuracy\n",
+    "        losses.append(loss.item())\n",
+    "        with torch.no_grad():\n",
+    "            predicted_classes = (outputs.squeeze() > 0.5).float()\n",
+    "            accuracy = (predicted_classes == targets).float().mean().item()\n",
+    "            accuracies.append(accuracy)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "d6d292fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:51.822409Z",
+     "iopub.status.busy": "2024-03-21T08:04:51.821439Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.120611Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.119669Z"
+    },
+    "papermill": {
+     "duration": 0.33603,
+     "end_time": "2024-03-21T08:04:52.122625",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:51.786595",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot loss\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(losses)\n",
+    "plt.title('Training Loss')\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('Loss')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "b5b51e49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:52.195902Z",
+     "iopub.status.busy": "2024-03-21T08:04:52.194993Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.462903Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.461916Z"
+    },
+    "papermill": {
+     "duration": 0.308085,
+     "end_time": "2024-03-21T08:04:52.465209",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:52.157124",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot accuracy\n",
+    "plt.figure(figsize=(8, 5))\n",
+    "plt.plot(accuracies)\n",
+    "plt.title('Training Accuracy')\n",
+    "plt.xlabel('Iterations')\n",
+    "plt.ylabel('Accuracy')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "bb5621a9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-03-21T08:04:52.536971Z",
+     "iopub.status.busy": "2024-03-21T08:04:52.536069Z",
+     "iopub.status.idle": "2024-03-21T08:04:52.549190Z",
+     "shell.execute_reply": "2024-03-21T08:04:52.548024Z"
+    },
+    "papermill": {
+     "duration": 0.051118,
+     "end_time": "2024-03-21T08:04:52.551218",
+     "exception": false,
+     "start_time": "2024-03-21T08:04:52.500100",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Accuracy: 95.82111239433289%\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prediction on test data\n",
+    "with torch.no_grad():\n",
+    "    outputs = model(X_test_tensor)\n",
+    "    predicted_classes = (outputs.squeeze() > 0.5).float()\n",
+    "    accuracy = (predicted_classes == y_test_tensor).float().mean().item()\n",
+    "    print(f\"Test Accuracy: {accuracy*100}%\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "nvidiaTeslaT4",
+   "dataSources": [
+    {
+     "datasetId": 1111894,
+     "sourceId": 1938459,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "isGpuEnabled": true,
+   "isInternetEnabled": false,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.11.5"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 106.468485,
+   "end_time": "2024-03-21T08:04:55.828517",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-03-21T08:03:09.360032",
+   "version": "2.5.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/data.csv b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/data.csv
new file mode 100644
index 00000000..166432b7
--- /dev/null
+++ b/Company Bankruptcy Prediction/bankruptcy-detection-using-ann/data.csv	
@@ -0,0 +1,6820 @@
+Bankrupt?, ROA(C) before interest and depreciation before interest, ROA(A) before interest and % after tax, ROA(B) before interest and depreciation after tax, Operating Gross Margin, Realized Sales Gross Margin, Operating Profit Rate, Pre-tax net Interest Rate, After-tax net Interest Rate, Non-industry income and expenditure/revenue, Continuous interest rate (after tax), Operating Expense Rate, Research and development expense rate, Cash flow rate, Interest-bearing debt interest rate, Tax rate (A), Net Value Per Share (B), Net Value Per Share (A), Net Value Per Share (C), Persistent EPS in the Last Four Seasons, Cash Flow Per Share, Revenue Per Share (Yuan ¥), Operating Profit Per Share (Yuan ¥), Per Share Net profit before tax (Yuan ¥), Realized Sales Gross Profit Growth Rate, Operating Profit Growth Rate, After-tax Net Profit Growth Rate, Regular Net Profit Growth Rate, Continuous Net Profit Growth Rate, Total Asset Growth Rate, Net Value Growth Rate, Total Asset Return Growth Rate Ratio, Cash Reinvestment %, Current Ratio, Quick Ratio, Interest Expense Ratio, Total debt/Total net worth, Debt ratio %, Net worth/Assets, Long-term fund suitability ratio (A), Borrowing dependency, Contingent liabilities/Net worth, Operating profit/Paid-in capital, Net profit before tax/Paid-in capital, Inventory and accounts receivable/Net value, Total Asset Turnover, Accounts Receivable Turnover, Average Collection Days, Inventory Turnover Rate (times), Fixed Assets Turnover Frequency, Net Worth Turnover Rate (times), Revenue per person, Operating profit per person, Allocation rate per person, Working Capital to Total Assets, Quick Assets/Total Assets, Current Assets/Total Assets, Cash/Total Assets, Quick Assets/Current Liability, Cash/Current Liability, Current Liability to Assets, Operating Funds to Liability, Inventory/Working Capital, Inventory/Current Liability, Current Liabilities/Liability, Working Capital/Equity, Current Liabilities/Equity, Long-term Liability to Current Assets, Retained Earnings to Total Assets, Total income/Total expense, Total expense/Assets, Current Asset Turnover Rate, Quick Asset Turnover Rate, Working capitcal Turnover Rate, Cash Turnover Rate, Cash Flow to Sales, Fixed Assets to Assets, Current Liability to Liability, Current Liability to Equity, Equity to Long-term Liability, Cash Flow to Total Assets, Cash Flow to Liability, CFO to Assets, Cash Flow to Equity, Current Liability to Current Assets, Liability-Assets Flag, Net Income to Total Assets, Total assets to GNP price, No-credit Interval, Gross Profit to Sales, Net Income to Stockholder's Equity, Liability to Equity, Degree of Financial Leverage (DFL), Interest Coverage Ratio (Interest expense to EBIT), Net Income Flag, Equity to Liability
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