s-p-500-stocks-time-series-regression.ipynb

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     "text": [
      "/kaggle/input/sp-500-stocks/sp500_stocks.csv\n",
      "/kaggle/input/sp-500-stocks/sp500_companies.csv\n",
      "/kaggle/input/sp-500-stocks/sp500_index.csv\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load\n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "\n",
    "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n",
    "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
   ]
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      "Collecting pmdarima\r\n",
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      "\u001b[?25hInstalling collected packages: scs, qdldl, clarabel, osqp, pmdarima, cvxpy, PyPortfolioOpt\r\n",
      "Successfully installed PyPortfolioOpt-1.5.5 clarabel-0.9.0 cvxpy-1.5.3 osqp-0.6.7.post1 pmdarima-2.0.4 qdldl-0.1.7.post4 scs-3.2.7\r\n"
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   "source": [
    "!pip install pmdarima PyPortfolioOpt"
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.tsa.api as tsa\n",
    "import lightgbm as lgb\n",
    "import xgboost as xgb\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\n",
    "from pmdarima import auto_arima\n",
    "from pypfopt import EfficientFrontier, risk_models, expected_returns\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, LSTM, Dropout\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import plotly.graph_objs as go\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "warnings.simplefilter(action='ignore', category=UserWarning)"
   ]
  },
  {
   "cell_type": "code",
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    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Exchange Symbol              Shortname               Longname  \\\n",
      "0      NMS   AAPL             Apple Inc.             Apple Inc.   \n",
      "1      NMS   NVDA     NVIDIA Corporation     NVIDIA Corporation   \n",
      "2      NMS   MSFT  Microsoft Corporation  Microsoft Corporation   \n",
      "3      NMS  GOOGL          Alphabet Inc.          Alphabet Inc.   \n",
      "4      NMS   GOOG          Alphabet Inc.          Alphabet Inc.   \n",
      "\n",
      "                   Sector                        Industry  Currentprice  \\\n",
      "0              Technology            Consumer Electronics        221.69   \n",
      "1              Technology                  Semiconductors        127.72   \n",
      "2              Technology       Software - Infrastructure        409.54   \n",
      "3  Communication Services  Internet Content & Information        162.98   \n",
      "4  Communication Services  Internet Content & Information        164.39   \n",
      "\n",
      "       Marketcap        Ebitda  Revenuegrowth           City State  \\\n",
      "0  3370596958208  1.317810e+11          0.049      Cupertino    CA   \n",
      "1  3132971548672  6.118400e+10          1.224    Santa Clara    CA   \n",
      "2  3044127277056  1.294330e+11          0.152        Redmond    WA   \n",
      "3  2014448975872  1.154780e+11          0.136  Mountain View    CA   \n",
      "4  2013810393088  1.154780e+11          0.136  Mountain View    CA   \n",
      "\n",
      "         Country  Fulltimeemployees  \\\n",
      "0  United States           161000.0   \n",
      "1  United States            29600.0   \n",
      "2  United States           228000.0   \n",
      "3  United States           179582.0   \n",
      "4  United States           179582.0   \n",
      "\n",
      "                                 Longbusinesssummary    Weight  \n",
      "0  Apple Inc. designs, manufactures, and markets ...  0.063489  \n",
      "1  NVIDIA Corporation provides graphics and compu...  0.059013  \n",
      "2  Microsoft Corporation develops and supports so...  0.057340  \n",
      "3  Alphabet Inc. offers various products and plat...  0.037945  \n",
      "4  Alphabet Inc. offers various products and plat...  0.037933  \n",
      "         Date   S&P500\n",
      "0  2014-10-06  1964.82\n",
      "1  2014-10-07  1935.10\n",
      "2  2014-10-08  1968.89\n",
      "3  2014-10-09  1928.21\n",
      "4  2014-10-10  1906.13\n",
      "         Date Symbol  Adj Close      Close       High        Low       Open  \\\n",
      "0  2010-01-04    MMM  44.016720  69.414719  69.774246  69.122070  69.473244   \n",
      "1  2010-01-05    MMM  43.741032  68.979935  69.590302  68.311035  69.230766   \n",
      "2  2010-01-06    MMM  44.361340  69.958191  70.735786  69.824417  70.133781   \n",
      "3  2010-01-07    MMM  44.393162  70.008362  70.033447  68.662209  69.665550   \n",
      "4  2010-01-08    MMM  44.705990  70.501671  70.501671  69.648827  69.974915   \n",
      "\n",
      "      Volume  \n",
      "0  3640265.0  \n",
      "1  3405012.0  \n",
      "2  6301126.0  \n",
      "3  5346240.0  \n",
      "4  4073337.0  \n"
     ]
    }
   ],
   "source": [
    "sp500_companies = pd.read_csv('/kaggle/input/sp-500-stocks/sp500_companies.csv')\n",
    "sp500_index = pd.read_csv('/kaggle/input/sp-500-stocks/sp500_index.csv')\n",
    "sp500_stocks = pd.read_csv('/kaggle/input/sp-500-stocks/sp500_stocks.csv')\n",
    "\n",
    "print(sp500_companies.head())\n",
    "print(sp500_index.head())\n",
    "print(sp500_stocks.head())"
   ]
  },
  {
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     "status": "completed"
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    "tags": []
   },
   "source": [
    "**Data Preprocessing**"
   ]
  },
  {
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   "execution_count": 5,
   "id": "1fca21fe",
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   "source": [
    "sp500_index['Date'] = pd.to_datetime(sp500_index['Date'])\n",
    "sp500_stocks['Date'] = pd.to_datetime(sp500_stocks['Date'])\n",
    "\n",
    "sp500_index = sp500_index.sort_values('Date')\n",
    "sp500_stocks = sp500_stocks.sort_values('Date')\n",
    "sp500_companies.fillna(0, inplace=True)\n",
    "sp500_stocks.fillna(0, inplace=True)\n",
    "\n",
    "sp500_index.set_index('Date', inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a7dca31",
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    },
    "tags": []
   },
   "source": [
    "**Exploratory Data Analysis (EDA)**"
   ]
  },
  {
   "cell_type": "code",
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    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(sp500_index.index, sp500_index['S&P500'], label=\"S&P 500 Index\")\n",
    "plt.title(\"S&P 500 Index Trend\")\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Index Value')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "aapl_stock = sp500_stocks[sp500_stocks['Symbol'] == 'AAPL']\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(aapl_stock['Date'], aapl_stock['Close'], label='AAPL Close Price')\n",
    "plt.title('AAPL Stock Price Trend')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Close Price')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "349cc59d",
   "metadata": {
    "papermill": {
     "duration": 0.011552,
     "end_time": "2024-10-08T18:05:44.137371",
     "exception": false,
     "start_time": "2024-10-08T18:05:44.125819",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Time Series Forecasting**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82666c2d",
   "metadata": {
    "papermill": {
     "duration": 0.012166,
     "end_time": "2024-10-08T18:05:44.162071",
     "exception": false,
     "start_time": "2024-10-08T18:05:44.149905",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "> 1. ARIMA Model for S&P 500 Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f3c30e5b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:05:44.188449Z",
     "iopub.status.busy": "2024-10-08T18:05:44.187889Z",
     "iopub.status.idle": "2024-10-08T18:06:32.297657Z",
     "shell.execute_reply": "2024-10-08T18:06:32.295800Z"
    },
    "papermill": {
     "duration": 48.126881,
     "end_time": "2024-10-08T18:06:32.301288",
     "exception": false,
     "start_time": "2024-10-08T18:05:44.174407",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: 0.40404464460787926\n",
      "p-value: 0.9816455680464278\n",
      "Performing stepwise search to minimize aic\n",
      " ARIMA(2,0,2)(0,0,0)[0]             : AIC=25191.473, Time=1.72 sec\n",
      " ARIMA(0,0,0)(0,0,0)[0]             : AIC=25280.020, Time=0.07 sec\n",
      " ARIMA(1,0,0)(0,0,0)[0]             : AIC=25264.109, Time=0.08 sec\n",
      " ARIMA(0,0,1)(0,0,0)[0]             : AIC=25265.553, Time=0.14 sec\n",
      " ARIMA(1,0,2)(0,0,0)[0]             : AIC=25263.433, Time=0.52 sec\n",
      " ARIMA(2,0,1)(0,0,0)[0]             : AIC=25263.644, Time=0.32 sec\n",
      " ARIMA(3,0,2)(0,0,0)[0]             : AIC=25192.475, Time=2.53 sec\n",
      " ARIMA(2,0,3)(0,0,0)[0]             : AIC=25265.898, Time=2.64 sec\n",
      " ARIMA(1,0,1)(0,0,0)[0]             : AIC=25262.722, Time=0.25 sec\n",
      " ARIMA(1,0,3)(0,0,0)[0]             : AIC=25264.080, Time=3.35 sec\n",
      " ARIMA(3,0,1)(0,0,0)[0]             : AIC=25264.559, Time=1.11 sec\n",
      " ARIMA(3,0,3)(0,0,0)[0]             : AIC=25195.278, Time=3.51 sec\n",
      " ARIMA(2,0,2)(0,0,0)[0] intercept   : AIC=25188.691, Time=4.43 sec\n",
      " ARIMA(1,0,2)(0,0,0)[0] intercept   : AIC=25260.852, Time=0.48 sec\n",
      " ARIMA(2,0,1)(0,0,0)[0] intercept   : AIC=25261.007, Time=0.63 sec\n",
      " ARIMA(3,0,2)(0,0,0)[0] intercept   : AIC=25189.922, Time=3.97 sec\n",
      " ARIMA(2,0,3)(0,0,0)[0] intercept   : AIC=25262.797, Time=5.30 sec\n",
      " ARIMA(1,0,1)(0,0,0)[0] intercept   : AIC=25259.886, Time=0.71 sec\n",
      " ARIMA(1,0,3)(0,0,0)[0] intercept   : AIC=25261.012, Time=2.95 sec\n",
      " ARIMA(3,0,1)(0,0,0)[0] intercept   : AIC=25261.498, Time=3.73 sec\n",
      " ARIMA(3,0,3)(0,0,0)[0] intercept   : AIC=25191.065, Time=9.02 sec\n",
      "\n",
      "Best model:  ARIMA(2,0,2)(0,0,0)[0] intercept\n",
      "Total fit time: 47.506 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = sm.tsa.adfuller(sp500_index['S&P500'])\n",
    "print(f'ADF Statistic: {result[0]}')\n",
    "print(f'p-value: {result[1]}')\n",
    "\n",
    "sp500_diff = sp500_index['S&P500'].diff().dropna()\n",
    "\n",
    "arima_model = auto_arima(sp500_diff, seasonal=False, trace=True, stepwise=True)\n",
    "\n",
    "n_periods = 30\n",
    "forecast, conf_int = arima_model.predict(n_periods=n_periods, return_conf_int=True)\n",
    "forecast_dates = pd.date_range(sp500_index.index[-1], periods=n_periods, freq='B')\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(sp500_index.index, sp500_index['S&P500'], label='S&P 500')\n",
    "plt.plot(forecast_dates, forecast.cumsum() + sp500_index['S&P500'].iloc[-1], label='Forecast', color='red')\n",
    "plt.fill_between(forecast_dates, conf_int[:, 0].cumsum() + sp500_index['S&P500'].iloc[-1], \n",
    "                 conf_int[:, 1].cumsum() + sp500_index['S&P500'].iloc[-1], color='red', alpha=0.3)\n",
    "plt.title('S&P 500 Forecast')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2577da83",
   "metadata": {
    "papermill": {
     "duration": 0.015193,
     "end_time": "2024-10-08T18:06:32.331162",
     "exception": false,
     "start_time": "2024-10-08T18:06:32.315969",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "> 2. LSTM Model for Stock Price Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d97ad1a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:06:32.364270Z",
     "iopub.status.busy": "2024-10-08T18:06:32.363745Z",
     "iopub.status.idle": "2024-10-08T18:07:58.756484Z",
     "shell.execute_reply": "2024-10-08T18:07:58.755117Z"
    },
    "papermill": {
     "duration": 86.412405,
     "end_time": "2024-10-08T18:07:58.759463",
     "exception": false,
     "start_time": "2024-10-08T18:06:32.347058",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 86ms/step - loss: 0.0046\n",
      "Epoch 2/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 81ms/step - loss: 3.5353e-04\n",
      "Epoch 3/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 84ms/step - loss: 3.1244e-04\n",
      "Epoch 4/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 81ms/step - loss: 2.5085e-04\n",
      "Epoch 5/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 84ms/step - loss: 2.7315e-04\n",
      "Epoch 6/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 79ms/step - loss: 2.4267e-04\n",
      "Epoch 7/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 81ms/step - loss: 2.0274e-04\n",
      "Epoch 8/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 84ms/step - loss: 1.9464e-04\n",
      "Epoch 9/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 83ms/step - loss: 2.5945e-04\n",
      "Epoch 10/10\n",
      "\u001b[1m91/91\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 81ms/step - loss: 2.1444e-04\n",
      "\u001b[1m22/22\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 46ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aapl_stock.set_index('Date', inplace=True)\n",
    "aapl_prices = aapl_stock['Close'].values.reshape(-1,1)\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "aapl_prices_scaled = scaler.fit_transform(aapl_prices)\n",
    "\n",
    "train_size = int(len(aapl_prices_scaled) * 0.8)\n",
    "train_data = aapl_prices_scaled[:train_size]\n",
    "test_data = aapl_prices_scaled[train_size:]\n",
    "\n",
    "def create_sequences(data, seq_length):\n",
    "    sequences = []\n",
    "    labels = []\n",
    "    for i in range(len(data)-seq_length):\n",
    "        sequences.append(data[i:i+seq_length])\n",
    "        labels.append(data[i+seq_length])\n",
    "    return np.array(sequences), np.array(labels)\n",
    "\n",
    "seq_length = 60\n",
    "X_train, y_train = create_sequences(train_data, seq_length)\n",
    "X_test, y_test = create_sequences(test_data, seq_length)\n",
    "\n",
    "model = Sequential()\n",
    "model.add(LSTM(units=100, return_sequences=True, input_shape=(X_train.shape[1], 1)))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(LSTM(units=100, return_sequences=False))\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Dense(25))\n",
    "model.add(Dense(1))\n",
    "\n",
    "model.compile(optimizer='adam', loss='mean_squared_error')\n",
    "\n",
    "model.fit(X_train, y_train, batch_size=32, epochs=10)\n",
    "\n",
    "predictions = model.predict(X_test)\n",
    "predictions = scaler.inverse_transform(predictions)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(aapl_stock.index[train_size:], aapl_stock['Close'][train_size:], label='Actual AAPL Stock Price')\n",
    "plt.plot(aapl_stock.index[train_size+seq_length:], predictions, label='Predicted AAPL Stock Price')\n",
    "plt.title('AAPL Stock Price Prediction')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5db4125c",
   "metadata": {
    "papermill": {
     "duration": 0.106222,
     "end_time": "2024-10-08T18:07:58.973746",
     "exception": false,
     "start_time": "2024-10-08T18:07:58.867524",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Portfolio Optimization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ed1d243c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:07:59.191504Z",
     "iopub.status.busy": "2024-10-08T18:07:59.191064Z",
     "iopub.status.idle": "2024-10-08T18:08:09.267987Z",
     "shell.execute_reply": "2024-10-08T18:08:09.265958Z"
    },
    "papermill": {
     "duration": 10.188586,
     "end_time": "2024-10-08T18:08:09.272715",
     "exception": false,
     "start_time": "2024-10-08T18:07:59.084129",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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('STE', nan), ('STLD', nan), ('STT', nan), ('STX', nan), ('STZ', nan), ('SW', nan), ('SWK', nan), ('SWKS', nan), ('SYF', nan), ('SYK', nan), ('SYY', nan), ('T', nan), ('TAP', nan), ('TDG', nan), ('TDY', nan), ('TECH', nan), ('TEL', nan), ('TER', nan), ('TFC', nan), ('TFX', nan), ('TGT', nan), ('TJX', nan), ('TMO', nan), ('TMUS', nan), ('TPR', nan), ('TRGP', nan), ('TRMB', nan), ('TROW', nan), ('TRV', nan), ('TSCO', nan), ('TSLA', nan), ('TSN', nan), ('TT', nan), ('TTWO', nan), ('TXN', nan), ('TXT', nan), ('TYL', nan), ('UAL', nan), ('UBER', nan), ('UDR', nan), ('UHS', nan), ('ULTA', nan), ('UNH', nan), ('UNP', nan), ('UPS', nan), ('URI', nan), ('USB', nan), ('V', nan), ('VICI', nan), ('VLO', nan), ('VLTO', nan), ('VMC', nan), ('VRSK', nan), ('VRSN', nan), ('VRTX', nan), ('VST', nan), ('VTR', nan), ('VTRS', nan), ('VZ', nan), ('WAB', nan), ('WAT', nan), ('WBA', nan), ('WBD', nan), ('WDC', nan), ('WEC', nan), ('WELL', nan), ('WFC', nan), ('WM', nan), ('WMB', nan), ('WMT', nan), ('WRB', nan), ('WST', nan), ('WTW', nan), ('WY', nan), ('WYNN', nan), ('XEL', nan), ('XOM', nan), ('XYL', nan), ('YUM', nan), ('ZBH', nan), ('ZBRA', nan), ('ZTS', nan)])\n",
      "Expected annual return: nan%\n",
      "Annual volatility: nan%\n",
      "Sharpe Ratio: nan\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(nan, nan, nan)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_prices = sp500_stocks.pivot(index='Date', columns='Symbol', values='Close').dropna()\n",
    "\n",
    "mean_returns = expected_returns.mean_historical_return(stock_prices)\n",
    "cov_matrix = risk_models.sample_cov(stock_prices)\n",
    "\n",
    "ef = EfficientFrontier(mean_returns, cov_matrix)\n",
    "weights = ef.max_sharpe()\n",
    "cleaned_weights = ef.clean_weights()\n",
    "\n",
    "print(cleaned_weights)\n",
    "ef.portfolio_performance(verbose=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cde40485",
   "metadata": {
    "papermill": {
     "duration": 0.105854,
     "end_time": "2024-10-08T18:08:09.539987",
     "exception": false,
     "start_time": "2024-10-08T18:08:09.434133",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Model Evaluation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "88c36779",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:08:09.755493Z",
     "iopub.status.busy": "2024-10-08T18:08:09.755014Z",
     "iopub.status.idle": "2024-10-08T18:08:09.765718Z",
     "shell.execute_reply": "2024-10-08T18:08:09.764059Z"
    },
    "papermill": {
     "duration": 0.121631,
     "end_time": "2024-10-08T18:08:09.768297",
     "exception": false,
     "start_time": "2024-10-08T18:08:09.646666",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 166.2342998473458, MAE: 164.7777224236294, R2: -2372624.679648233\n"
     ]
    }
   ],
   "source": [
    "def evaluate_model(y_true, y_pred):\n",
    "    rmse = np.sqrt(mean_squared_error(y_true, y_pred))\n",
    "    mae = mean_absolute_error(y_true, y_pred)\n",
    "    r2 = r2_score(y_true, y_pred)\n",
    "    print(f\"RMSE: {rmse}, MAE: {mae}, R2: {r2}\")\n",
    "\n",
    "evaluate_model(y_test, predictions)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f48cfaec",
   "metadata": {
    "papermill": {
     "duration": 0.105907,
     "end_time": "2024-10-08T18:08:09.980312",
     "exception": false,
     "start_time": "2024-10-08T18:08:09.874405",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "**Visualization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "27107442",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:08:10.260207Z",
     "iopub.status.busy": "2024-10-08T18:08:10.259730Z",
     "iopub.status.idle": "2024-10-08T18:08:10.771346Z",
     "shell.execute_reply": "2024-10-08T18:08:10.770039Z"
    },
    "papermill": {
     "duration": 0.690674,
     "end_time": "2024-10-08T18:08:10.778968",
     "exception": false,
     "start_time": "2024-10-08T18:08:10.088294",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatter(x=sp500_index.index, y=sp500_index['S&P500'], mode='lines', name='S&P 500'))\n",
    "fig.update_layout(title='S&P 500 Index Over Time', xaxis_title='Date', yaxis_title='Index Value')\n",
    "fig.show()\n",
    "\n",
    "aapl_candlestick = aapl_stock[['Open', 'High', 'Low', 'Close']].copy()\n",
    "aapl_candlestick['Date'] = aapl_stock.index\n",
    "\n",
    "fig = go.Figure(data=[go.Candlestick(x=aapl_candlestick['Date'],\n",
    "                                      open=aapl_candlestick['Open'],\n",
    "                                      high=aapl_candlestick['High'],\n",
    "                                      low=aapl_candlestick['Low'],\n",
    "                                      close=aapl_candlestick['Close'])])\n",
    "\n",
    "fig.update_layout(title='AAPL Stock Candlestick Chart', xaxis_title='Date', yaxis_title='Price')\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "39281d98",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-08T18:08:11.012654Z",
     "iopub.status.busy": "2024-10-08T18:08:11.012155Z",
     "iopub.status.idle": "2024-10-08T18:08:17.413560Z",
     "shell.execute_reply": "2024-10-08T18:08:17.412198Z"
    },
    "papermill": {
     "duration": 6.522397,
     "end_time": "2024-10-08T18:08:17.417091",
     "exception": false,
     "start_time": "2024-10-08T18:08:10.894694",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(sp500_companies[['Currentprice', 'Marketcap', 'Ebitda', 'Revenuegrowth']])\n",
    "plt.suptitle('Pair Plot of S&P 500 Company Metrics', y=1.02)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kaggle": {
   "accelerator": "none",
   "dataSources": [
    {
     "datasetId": 1807380,
     "sourceId": 9570867,
     "sourceType": "datasetVersion"
    }
   ],
   "dockerImageVersionId": 30786,
   "isGpuEnabled": false,
   "isInternetEnabled": true,
   "language": "python",
   "sourceType": "notebook"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 211.707817,
   "end_time": "2024-10-08T18:08:20.089147",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2024-10-08T18:04:48.381330",
   "version": "2.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}