{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "^C\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting xgboost\n",
      "  Using cached xgboost-2.1.3-py3-none-win_amd64.whl.metadata (2.1 kB)\n",
      "Requirement already satisfied: numpy in c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from xgboost) (1.26.4)\n",
      "Requirement already satisfied: scipy in c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages (from xgboost) (1.14.1)\n",
      "Downloading xgboost-2.1.3-py3-none-win_amd64.whl (124.9 MB)\n",
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      "Installing collected packages: xgboost\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\black-24.10.0-py3.11-win-amd64.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\cloudpickle-3.1.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\fvcore-0.1.5.post20221221-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\hydra_core-1.4.0.dev1-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\iopath-0.1.9-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\mypy_extensions-1.0.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\omegaconf-2.3.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\pathspec-0.12.1-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\platformdirs-4.3.6-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\pycocotools-2.0.8-py3.11-win-amd64.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\tabulate-0.9.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\tensorboard-2.18.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\termcolor-2.5.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\yacs-0.1.8-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "ERROR: Could not install packages due to an OSError: [WinError 5] Access is denied: 'C:\\\\Users\\\\Admin\\\\AppData\\\\Local\\\\Programs\\\\Python\\\\Python311\\\\Lib\\\\site-packages\\\\xgboost\\\\lib\\\\xgboost.dll'\n",
      "Consider using the `--user` option or check the permissions.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "! pip install xgboost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "* Running on local URL:  http://127.0.0.1:7884\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"http://127.0.0.1:7884/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.1098, 0.1868, 0.2267, 0.2881]\n",
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.178, 0.341, 0.5888, 1.3852]\n",
      "Rounded Predictions: [0.0404, 0.0564, 0.0841, -0.4106]\n"
     ]
    }
   ],
   "source": [
    "import gradio as gr\n",
    "import joblib\n",
    "import pandas as pd\n",
    "import xgboost as xgb\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "# Load the trained model\n",
    "model = joblib.load(r\"E:\\NIKHIL\\ML\\mutal-funds predications\\mutual_fund_model.pkl\")\n",
    "\n",
    "def predict_mutual_fund(min_sip, min_lumpsum, expense_ratio, fund_size_cr, fund_age_yr, \n",
    "                        fund_manager, sortino, alpha, sd, amc_name, rating, \n",
    "                        category, sub_category):\n",
    "    # Add the missing features with default values\n",
    "    input_data = pd.DataFrame({\n",
    "        'scheme_name': ['N/A'],            # Default placeholder value\n",
    "        'min_sip': [min_sip],\n",
    "        'min_lumpsum': [min_lumpsum],\n",
    "        'expense_ratio': [expense_ratio],\n",
    "        'fund_size_cr': [fund_size_cr],\n",
    "        'fund_age_yr': [fund_age_yr],\n",
    "        'fund_manager': [fund_manager],\n",
    "        'sortino': [sortino],\n",
    "        'alpha': [alpha],\n",
    "        'sd': [sd],\n",
    "        'beta': [0.0],                    # Default placeholder value\n",
    "        'sharpe': [0.0],                  # Default placeholder value\n",
    "        'risk_level': ['low'],            # Default placeholder value\n",
    "        'amc_name': [amc_name],\n",
    "        'rating': [rating],\n",
    "        'category': [category],\n",
    "        'sub_category': [sub_category],\n",
    "        'returns_3yr': [0.0],             # Default placeholder value\n",
    "        'returns_5yr': [0.0]             # Default placeholder value\n",
    "    })\n",
    "\n",
    "    # Convert categorical columns to numeric\n",
    "    label_encoder = LabelEncoder()\n",
    "    input_data['scheme_name'] = label_encoder.fit_transform(input_data['scheme_name'])\n",
    "    input_data['risk_level'] = label_encoder.fit_transform(input_data['risk_level'])\n",
    "    \n",
    "    # Use the model to make predictions\n",
    "    predictions = model.predict(input_data)\n",
    "    \n",
    "    # Handle multi-dimensional predictions\n",
    "    if isinstance(predictions, np.ndarray) and predictions.ndim == 2:\n",
    "        rounded_predictions = predictions[0]  # Take the first row (single input case)\n",
    "        rounded_predictions = [round(float(val), 4) for val in rounded_predictions]\n",
    "    else:\n",
    "        raise ValueError(\"Unexpected output from model. Expected a 2D array.\")\n",
    "    \n",
    "    # Print the result (for debugging purposes)\n",
    "    print(\"Rounded Predictions:\", rounded_predictions)\n",
    "    \n",
    "    # Return the rounded predictions in the desired format\n",
    "    return {\n",
    "        '1M Return': rounded_predictions[0],\n",
    "        '3M Return': rounded_predictions[1],\n",
    "        '6M Return': rounded_predictions[2],\n",
    "        '1Y Return': rounded_predictions[3]\n",
    "    }\n",
    "\n",
    "# Create the Gradio interface\n",
    "iface = gr.Interface(\n",
    "    fn=predict_mutual_fund,\n",
    "    inputs=[\n",
    "        gr.Number(label=\"Minimum SIP Amount (₹)\"),\n",
    "        gr.Number(label=\"Minimum Lump Sum Amount (₹)\"),\n",
    "        gr.Number(label=\"Expense Ratio (%)\"),\n",
    "        gr.Number(label=\"Fund Size (in Cr)\"),\n",
    "        gr.Number(label=\"Fund Age (in Years)\"),\n",
    "        gr.Number(label=\"Fund Manager ID\"),\n",
    "        gr.Number(label=\"Sortino Ratio\"),\n",
    "        gr.Number(label=\"Alpha\"),\n",
    "        gr.Number(label=\"Standard Deviation (SD)\"),\n",
    "        gr.Number(label=\"AMC Name ID\"),\n",
    "        gr.Number(label=\"Rating (1-5)\"),\n",
    "        gr.Number(label=\"Category ID\"),\n",
    "        gr.Number(label=\"Sub-Category ID\")\n",
    "    ],\n",
    "    outputs=[\n",
    "        gr.JSON(label=\"Predicted Returns (1M, 3M, 6M, 1Y)\")\n",
    "    ],\n",
    "    live=False,\n",
    "    title=\"Mutual Fund Return Prediction\",\n",
    "    description=\"Enter the details of the mutual fund to predict its returns over 1M, 3M, 6M, and 1Y.\"\n",
    ")\n",
    "\n",
    "# Launch the interface\n",
    "iface.launch()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\black-24.10.0-py3.11-win-amd64.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\cloudpickle-3.1.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\fvcore-0.1.5.post20221221-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\hydra_core-1.4.0.dev1-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\iopath-0.1.9-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\mypy_extensions-1.0.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\omegaconf-2.3.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\pathspec-0.12.1-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\platformdirs-4.3.6-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\pycocotools-2.0.8-py3.11-win-amd64.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\tabulate-0.9.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\tensorboard-2.18.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\termcolor-2.5.0-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
      "DEPRECATION: Loading egg at c:\\users\\admin\\appdata\\local\\programs\\python\\python311\\lib\\site-packages\\yacs-0.1.8-py3.11.egg is deprecated. pip 25.1 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n"
     ]
    }
   ],
   "source": [
    "! pip freeze > requirements.txt"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
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