CCN-LSTM.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b430b34c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#importing lib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.metrics import mean_absolute_error\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from datetime import datetime\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9ccdfd14",
   "metadata": {},
   "outputs": [],
   "source": [
    "#setting date column as index\n",
    "df=pd.read_csv(r\"X:\\Project\\TSA\\TSA\\RELIANCE.NS.csv\")\n",
    "df['Date'] = pd.to_datetime(df['Date'], format='%d-%m-%Y')\n",
    "df.set_index('Date',inplace=True)\n",
    "del df['Adj Close']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "bf1f518e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2024, 5)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "498ffb23",
   "metadata": {},
   "outputs": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting candlestick plot \n",
    "import plotly.graph_objects as go\n",
    "fig = go.Figure(data=[go.Candlestick(x=df.index,\n",
    "                       open=df.Open, high=df.High,\n",
    "                       low=df.Low, close=df.Close)])\n",
    "\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "e00c3ffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "#calculating moving average\n",
    "Moving_Average_Day = [50, 100, 200]\n",
    "for Moving_Average in Moving_Average_Day:\n",
    "  for company in df:\n",
    "    column_name = f'Moving Average for {Moving_Average} days'\n",
    "    df[column_name] = df[\"Close\"].rolling(Moving_Average).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "e5211fcc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26b6bcb5e20>"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting moving average\n",
    "plt.figure(figsize=(20,8))\n",
    "plt.plot(df.index, df[\"Close\"])\n",
    "plt.plot(df.index, df[\"Moving Average for 50 days\"],color='red',label='MA for 50 days')\n",
    "plt.plot(df.index, df[\"Moving Average for 100 days\"],color='green',label='MA for 100 days')\n",
    "plt.plot(df.index, df[\"Moving Average for 200 days\"],color='orange',label='MA for 200 days')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "e2ecc438",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting bollinger band\n",
    "rolling_mean = df['Close'].rolling(window=20).mean()\n",
    "rolling_std = df['Close'].rolling(window=20).std()\n",
    "upper_band = rolling_mean + (rolling_std * 2)\n",
    "lower_band = rolling_mean - (rolling_std * 2)\n",
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "ax.plot(df.index, df['Close'], label='Close')\n",
    "ax.plot(rolling_mean.index, rolling_mean, label='Rolling Mean')\n",
    "ax.fill_between(rolling_mean.index, upper_band, lower_band, alpha=0.4, color='gray', label='Bollinger Bands')\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "8da2f674",
   "metadata": {},
   "outputs": [],
   "source": [
    "#scaling data\n",
    "scaler = StandardScaler()\n",
    "scaler = scaler.fit(df)\n",
    "df_s = scaler.transform(df)\n",
    "len(df_s)\n",
    "window_size=7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ea6a9832",
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting data into train and test dataset\n",
    "train_size = int(len(df_s) * 0.8)\n",
    "train_data = df_s[:train_size]\n",
    "test_data = df_s[train_size-window_size:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ca4fab96",
   "metadata": {},
   "outputs": [],
   "source": [
    "#function for window size\n",
    "def df_to_x_y(data, window_size=7):\n",
    "  \n",
    "  X = []\n",
    "  y = []\n",
    "  for i in range(len(data)-window_size):\n",
    "    row = [r for r in data[i:i+window_size]]\n",
    "    X.append(row)\n",
    "    label = [data[i+window_size][3]]\n",
    "    y.append(label)\n",
    "  return np.array(X), np.array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fc7de4ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,y_train = df_to_x_y(train_data)\n",
    "x_test,y_test=df_to_x_y(test_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "400a3a3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import Dense, Dropout, Activation, LSTM, Conv1D, MaxPooling1D, Flatten\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "bd5618ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_20\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv1d_30 (Conv1D)          (None, 7, 256)            1536      \n",
      "                                                                 \n",
      " max_pooling1d_20 (MaxPoolin  (None, 1, 256)           0         \n",
      " g1D)                                                            \n",
      "                                                                 \n",
      " conv1d_31 (Conv1D)          (None, 1, 64)             16448     \n",
      "                                                                 \n",
      " lstm_48 (LSTM)              (None, 1, 100)            66000     \n",
      "                                                                 \n",
      " lstm_49 (LSTM)              (None, 1, 75)             52800     \n",
      "                                                                 \n",
      " lstm_50 (LSTM)              (None, 1, 50)             25200     \n",
      "                                                                 \n",
      " dense_19 (Dense)            (None, 1, 1)              51        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 162,035\n",
      "Trainable params: 162,035\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#CNN-LSTM model\n",
    "model = Sequential()\n",
    "\n",
    "\n",
    "model.add(Conv1D(filters=256, kernel_size= 1, activation='relu', input_shape=(x_train.shape[1],x_train.shape[2])))\n",
    "#model.add(Conv1D(filters=128, kernel_size= 1,  activation='relu'))\n",
    "model.add(MaxPooling1D(pool_size=5, padding='valid'))\n",
    "model.add(Conv1D(filters=64,  kernel_size= 1, activation='relu'))\n",
    "\n",
    "model.add(LSTM(units=100, return_sequences=True))\n",
    "#model.add(Dropout(0.2))\n",
    "model.add(LSTM(units=75, return_sequences=True))\n",
    "#model.add(Dropout(0.2))\n",
    "model.add(LSTM(units=50, return_sequences=True))\n",
    "\n",
    "model.add(Dense(1))\n",
    "model.compile(loss='mse', optimizer='adam')\n",
    "\n",
    "model.summary()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "01f3ab60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "51/51 [==============================] - 6s 115ms/step - loss: 0.2435 - val_loss: 0.2636\n",
      "Epoch 2/10\n",
      "51/51 [==============================] - 2s 32ms/step - loss: 0.0121 - val_loss: 0.1253\n",
      "Epoch 3/10\n",
      "51/51 [==============================] - 3s 68ms/step - loss: 0.0053 - val_loss: 0.1218\n",
      "Epoch 4/10\n",
      "51/51 [==============================] - 4s 81ms/step - loss: 0.0045 - val_loss: 0.1130\n",
      "Epoch 5/10\n",
      "51/51 [==============================] - 4s 85ms/step - loss: 0.0046 - val_loss: 0.1274\n",
      "Epoch 6/10\n",
      "51/51 [==============================] - 4s 81ms/step - loss: 0.0046 - val_loss: 0.1190\n",
      "Epoch 7/10\n",
      "51/51 [==============================] - 4s 82ms/step - loss: 0.0045 - val_loss: 0.1091\n",
      "Epoch 8/10\n",
      "51/51 [==============================] - 4s 85ms/step - loss: 0.0044 - val_loss: 0.1139\n",
      "Epoch 9/10\n",
      "51/51 [==============================] - 4s 80ms/step - loss: 0.0040 - val_loss: 0.0868\n",
      "Epoch 10/10\n",
      "51/51 [==============================] - 4s 82ms/step - loss: 0.0040 - val_loss: 0.0821\n"
     ]
    }
   ],
   "source": [
    "\n",
    "history=model.fit(x_train, y_train, epochs=10,validation_data=(x_test,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "8eff9478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.plot(history.history['loss'], label='train')\n",
    "plt.plot(history.history['val_loss'], label='test')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "4f757fed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13/13 [==============================] - 3s 10ms/step\n"
     ]
    }
   ],
   "source": [
    "\n",
    "yhat=model.predict(x_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "ac38d850",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "405"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yp=yhat.reshape(yhat.shape[0],1)\n",
    "len(yp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "33c6312c",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_RMSE= np.sqrt(mean_squared_error(y_test, yp))\n",
    "test_MAE= mean_squared_error(y_test, yp )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "b6ccd2bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test RMSE: 0.2865181317752895\n",
      "Test MAE: 0.08209263983600218\n"
     ]
    }
   ],
   "source": [
    "print(f\"Test RMSE: {test_RMSE}\")\n",
    "print(f\"Test MAE: {test_MAE}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "773fb6a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create empty table with 12 fields\n",
    "trainPredict_dataset_like = np.zeros(shape=(len(yp), 5) )\n",
    "# put the predicted values in the right field\n",
    "trainPredict_dataset_like[:,0] = yp[:,0]\n",
    "# inverse transform and then select the right field\n",
    "trainPredict = scaler.inverse_transform(trainPredict_dataset_like)[:,0]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "db93c58d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "plt.plot(df.index[train_size:],df.iloc[train_size:,0], label='Actual')\n",
    "plt.plot(df.index[train_size:],trainPredict, label='Actual')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "98271c87",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error, mean_absolute_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e285476",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}