numeric_prognose_google_stock_price.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "0bf1766d-11ac-405d-8304-781b1021e10f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.468546Z",
     "start_time": "2024-12-20T13:35:54.464793Z"
    }
   },
   "source": [
    "#import libraries\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import metrics\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from keras.layers import Dropout"
   ],
   "outputs": [],
   "execution_count": 28
  },
  {
   "cell_type": "code",
   "id": "476ee515-7578-4705-94b4-8e2c768479db",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.523357Z",
     "start_time": "2024-12-20T13:35:54.513896Z"
    }
   },
   "source": [
    "#import dataset\n",
    "dataset = pd.read_csv(\"data/google.csv\")"
   ],
   "outputs": [],
   "execution_count": 29
  },
  {
   "cell_type": "code",
   "id": "025a5d94-58d3-4b4a-9225-09bc1fc35ba0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.589671Z",
     "start_time": "2024-12-20T13:35:54.572127Z"
    }
   },
   "source": [
    "dataset.describe()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "              High          Low         Open        Close        Volume  \\\n",
       "count  4317.000000  4317.000000  4317.000000  4317.000000  4.317000e+03   \n",
       "mean    639.682936   627.615621   633.603748   633.852357  6.523837e+06   \n",
       "std     561.783142   552.069438   556.527532   557.255541  7.830526e+06   \n",
       "min      50.680038    47.800831    49.409801    49.818268  7.922000e+03   \n",
       "25%     247.507278   241.469910   244.832306   244.334183  1.593563e+06   \n",
       "50%     401.988251   395.168823   399.004425   398.561096  3.851583e+06   \n",
       "75%     933.440002   923.030029   929.059998   928.799988  8.268878e+06   \n",
       "max    2936.409912  2912.290039  2918.989990  2916.840088  8.254163e+07   \n",
       "\n",
       "         Adj Close  \n",
       "count  4317.000000  \n",
       "mean    633.852357  \n",
       "std     557.255541  \n",
       "min      49.818268  \n",
       "25%     244.334183  \n",
       "50%     398.561096  \n",
       "75%     928.799988  \n",
       "max    2916.840088  "
      ],
      "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>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4317.000000</td>\n",
       "      <td>4317.000000</td>\n",
       "      <td>4317.000000</td>\n",
       "      <td>4317.000000</td>\n",
       "      <td>4.317000e+03</td>\n",
       "      <td>4317.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>639.682936</td>\n",
       "      <td>627.615621</td>\n",
       "      <td>633.603748</td>\n",
       "      <td>633.852357</td>\n",
       "      <td>6.523837e+06</td>\n",
       "      <td>633.852357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>561.783142</td>\n",
       "      <td>552.069438</td>\n",
       "      <td>556.527532</td>\n",
       "      <td>557.255541</td>\n",
       "      <td>7.830526e+06</td>\n",
       "      <td>557.255541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>50.680038</td>\n",
       "      <td>47.800831</td>\n",
       "      <td>49.409801</td>\n",
       "      <td>49.818268</td>\n",
       "      <td>7.922000e+03</td>\n",
       "      <td>49.818268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>247.507278</td>\n",
       "      <td>241.469910</td>\n",
       "      <td>244.832306</td>\n",
       "      <td>244.334183</td>\n",
       "      <td>1.593563e+06</td>\n",
       "      <td>244.334183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>401.988251</td>\n",
       "      <td>395.168823</td>\n",
       "      <td>399.004425</td>\n",
       "      <td>398.561096</td>\n",
       "      <td>3.851583e+06</td>\n",
       "      <td>398.561096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>933.440002</td>\n",
       "      <td>923.030029</td>\n",
       "      <td>929.059998</td>\n",
       "      <td>928.799988</td>\n",
       "      <td>8.268878e+06</td>\n",
       "      <td>928.799988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2936.409912</td>\n",
       "      <td>2912.290039</td>\n",
       "      <td>2918.989990</td>\n",
       "      <td>2916.840088</td>\n",
       "      <td>8.254163e+07</td>\n",
       "      <td>2916.840088</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 30
  },
  {
   "cell_type": "code",
   "id": "0a8b5e09-6232-412a-b9fa-1f3e18f01887",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.648434Z",
     "start_time": "2024-12-20T13:35:54.641638Z"
    }
   },
   "source": [
    "dataset.info()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4317 entries, 0 to 4316\n",
      "Data columns (total 7 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   Date       4317 non-null   object \n",
      " 1   High       4317 non-null   float64\n",
      " 2   Low        4317 non-null   float64\n",
      " 3   Open       4317 non-null   float64\n",
      " 4   Close      4317 non-null   float64\n",
      " 5   Volume     4317 non-null   float64\n",
      " 6   Adj Close  4317 non-null   float64\n",
      "dtypes: float64(6), object(1)\n",
      "memory usage: 236.2+ KB\n"
     ]
    }
   ],
   "execution_count": 31
  },
  {
   "cell_type": "code",
   "id": "e4b7b8ce-9cb2-4cd8-87de-3935ba7114c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.700688Z",
     "start_time": "2024-12-20T13:35:54.694368Z"
    }
   },
   "source": [
    "dataset.head()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "         Date       High        Low       Open      Close      Volume  \\\n",
       "0  2004-08-19  51.835709  47.800831  49.813290  49.982655  44871361.0   \n",
       "1  2004-08-20  54.336334  50.062355  50.316402  53.952770  22942874.0   \n",
       "2  2004-08-23  56.528118  54.321388  55.168217  54.495735  18342897.0   \n",
       "3  2004-08-24  55.591629  51.591621  55.412300  52.239197  15319808.0   \n",
       "4  2004-08-25  53.798351  51.746044  52.284027  52.802086   9232276.0   \n",
       "\n",
       "   Adj Close  \n",
       "0  49.982655  \n",
       "1  53.952770  \n",
       "2  54.495735  \n",
       "3  52.239197  \n",
       "4  52.802086  "
      ],
      "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>Date</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004-08-19</td>\n",
       "      <td>51.835709</td>\n",
       "      <td>47.800831</td>\n",
       "      <td>49.813290</td>\n",
       "      <td>49.982655</td>\n",
       "      <td>44871361.0</td>\n",
       "      <td>49.982655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2004-08-20</td>\n",
       "      <td>54.336334</td>\n",
       "      <td>50.062355</td>\n",
       "      <td>50.316402</td>\n",
       "      <td>53.952770</td>\n",
       "      <td>22942874.0</td>\n",
       "      <td>53.952770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2004-08-23</td>\n",
       "      <td>56.528118</td>\n",
       "      <td>54.321388</td>\n",
       "      <td>55.168217</td>\n",
       "      <td>54.495735</td>\n",
       "      <td>18342897.0</td>\n",
       "      <td>54.495735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2004-08-24</td>\n",
       "      <td>55.591629</td>\n",
       "      <td>51.591621</td>\n",
       "      <td>55.412300</td>\n",
       "      <td>52.239197</td>\n",
       "      <td>15319808.0</td>\n",
       "      <td>52.239197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2004-08-25</td>\n",
       "      <td>53.798351</td>\n",
       "      <td>51.746044</td>\n",
       "      <td>52.284027</td>\n",
       "      <td>52.802086</td>\n",
       "      <td>9232276.0</td>\n",
       "      <td>52.802086</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 32
  },
  {
   "cell_type": "code",
   "id": "a6e12fcd-d21c-4707-8ca2-f223918b26d3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.793967Z",
     "start_time": "2024-12-20T13:35:54.789421Z"
    }
   },
   "source": [
    "#scale values to range 0-1\n",
    "trainset = dataset.iloc[:, 3:4].values\n",
    "scaler = MinMaxScaler(feature_range = (0,1))\n",
    "data_scaled = scaler.fit_transform(trainset)\n",
    "data_scaled"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.40608776e-04],\n",
       "       [3.15935047e-04],\n",
       "       [2.00670999e-03],\n",
       "       ...,\n",
       "       [9.50609507e-01],\n",
       "       [9.57878900e-01],\n",
       "       [9.57140076e-01]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 33
  },
  {
   "cell_type": "code",
   "id": "5f7b1074-cd12-427f-a649-e9526051b35e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.916608Z",
     "start_time": "2024-12-20T13:35:54.908696Z"
    }
   },
   "source": [
    "#split dataset to train and test sets\n",
    "x_train = []\n",
    "y_train = []\n",
    "window = 70\n",
    "\n",
    "for i in range(window, 3500):\n",
    "    x_train.append(data_scaled[i-window:i, 0])\n",
    "    y_train.append(data_scaled[i,0])\n",
    "    \n",
    "x_train, y_train = np.array(x_train), np.array(y_train)\n",
    "\n",
    "x_test = []\n",
    "y_test = []\n",
    "for i in range(3501, 4300):\n",
    "    x_test.append(data_scaled[i-window:i, 0])\n",
    "    y_test.append(data_scaled[i,0])\n",
    "    \n",
    "x_test, y_test = np.array(x_test), np.array(y_test)"
   ],
   "outputs": [],
   "execution_count": 34
  },
  {
   "cell_type": "code",
   "id": "19bbc8e4-cb3d-4350-a48a-edcf6c3bd474",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:54.949836Z",
     "start_time": "2024-12-20T13:35:54.947325Z"
    }
   },
   "source": [
    "x_train = np.reshape(x_train, (x_train.shape[0], x_train.shape[1],1))\n",
    "x_test = np.reshape(x_test, (x_test.shape[0], x_test.shape[1],1))"
   ],
   "outputs": [],
   "execution_count": 35
  },
  {
   "cell_type": "code",
   "id": "216996d6-aaae-4e5d-9355-60f5172ce4f7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:35:55.206657Z",
     "start_time": "2024-12-20T13:35:55.120348Z"
    }
   },
   "source": [
    "#build LSTM neural network model\n",
    "regressor = Sequential()\n",
    "regressor.add(LSTM(units = 50,return_sequences = True,input_shape = (x_train.shape[1],1)))\n",
    "regressor.add(Dropout(0.2))\n",
    "regressor.add(LSTM(units = 50,return_sequences = True))\n",
    "regressor.add(Dropout(0.2))\n",
    "regressor.add(LSTM(units = 50,return_sequences = True))\n",
    "regressor.add(Dropout(0.2))\n",
    "regressor.add(LSTM(units = 50))\n",
    "regressor.add(Dropout(0.2))\n",
    "regressor.add(Dense(units = 1))\n",
    "regressor.compile(optimizer = 'adam',loss = 'mean_squared_error')"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/michal/anaconda3/lib/python3.12/site-packages/keras/src/layers/rnn/rnn.py:204: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(**kwargs)\n"
     ]
    }
   ],
   "execution_count": 36
  },
  {
   "cell_type": "code",
   "id": "01d5006d-c069-4714-b52e-70f7cd377dc1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:54.847091Z",
     "start_time": "2024-12-20T13:35:55.224931Z"
    }
   },
   "source": [
    "#train model\n",
    "regressor.fit(x_train, y_train,epochs = 10, batch_size = 32)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 50ms/step - loss: 0.0043\n",
      "Epoch 2/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m7s\u001B[0m 68ms/step - loss: 3.0850e-04\n",
      "Epoch 3/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 49ms/step - loss: 2.7485e-04\n",
      "Epoch 4/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 49ms/step - loss: 2.7027e-04\n",
      "Epoch 5/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 50ms/step - loss: 2.8102e-04\n",
      "Epoch 6/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 50ms/step - loss: 3.4473e-04\n",
      "Epoch 7/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 49ms/step - loss: 2.1322e-04\n",
      "Epoch 8/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 48ms/step - loss: 1.7461e-04\n",
      "Epoch 9/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 50ms/step - loss: 2.2086e-04\n",
      "Epoch 10/10\n",
      "\u001B[1m108/108\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m5s\u001B[0m 50ms/step - loss: 1.7298e-04\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.src.callbacks.history.History at 0x72ac0026be30>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 37
  },
  {
   "cell_type": "code",
   "id": "6af796a3-c2d4-460d-a184-025c9ee344b2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:56.046354Z",
     "start_time": "2024-12-20T13:36:54.889555Z"
    }
   },
   "source": [
    "#generate prices for test data\n",
    "predicted_price = regressor.predict(x_test)\n",
    "predicted_price = scaler.inverse_transform(predicted_price)\n",
    "predicted_price"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[1m25/25\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m1s\u001B[0m 32ms/step\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[1138.2131],\n",
       "       [1139.378 ],\n",
       "       [1141.3494],\n",
       "       [1144.0652],\n",
       "       [1147.3948],\n",
       "       [1151.1493],\n",
       "       [1155.4136],\n",
       "       [1160.2383],\n",
       "       [1165.6543],\n",
       "       [1171.7025],\n",
       "       [1178.2178],\n",
       "       [1184.9191],\n",
       "       [1191.5342],\n",
       "       [1197.7524],\n",
       "       [1203.3918],\n",
       "       [1208.345 ],\n",
       "       [1212.6105],\n",
       "       [1216.2522],\n",
       "       [1219.3932],\n",
       "       [1222.1371],\n",
       "       [1224.5444],\n",
       "       [1226.6448],\n",
       "       [1228.433 ],\n",
       "       [1229.882 ],\n",
       "       [1230.8907],\n",
       "       [1231.3766],\n",
       "       [1231.3116],\n",
       "       [1230.6892],\n",
       "       [1229.5636],\n",
       "       [1228.0327],\n",
       "       [1226.2786],\n",
       "       [1224.5404],\n",
       "       [1223.0226],\n",
       "       [1221.8928],\n",
       "       [1221.2245],\n",
       "       [1220.9143],\n",
       "       [1220.7623],\n",
       "       [1220.5397],\n",
       "       [1219.9613],\n",
       "       [1218.8453],\n",
       "       [1217.0782],\n",
       "       [1214.6685],\n",
       "       [1211.7002],\n",
       "       [1208.3328],\n",
       "       [1204.7189],\n",
       "       [1200.9552],\n",
       "       [1197.1433],\n",
       "       [1193.4337],\n",
       "       [1190.0151],\n",
       "       [1186.9304],\n",
       "       [1184.2211],\n",
       "       [1181.9448],\n",
       "       [1180.1486],\n",
       "       [1178.8711],\n",
       "       [1178.1501],\n",
       "       [1177.9641],\n",
       "       [1178.3007],\n",
       "       [1179.0956],\n",
       "       [1180.1595],\n",
       "       [1181.2174],\n",
       "       [1182.002 ],\n",
       "       [1182.2596],\n",
       "       [1181.6127],\n",
       "       [1179.8804],\n",
       "       [1177.0482],\n",
       "       [1173.2108],\n",
       "       [1168.6195],\n",
       "       [1163.5657],\n",
       "       [1158.2325],\n",
       "       [1152.7892],\n",
       "       [1147.308 ],\n",
       "       [1141.913 ],\n",
       "       [1136.6227],\n",
       "       [1131.3035],\n",
       "       [1125.9716],\n",
       "       [1120.455 ],\n",
       "       [1114.7556],\n",
       "       [1109.0258],\n",
       "       [1103.4607],\n",
       "       [1098.1804],\n",
       "       [1093.2035],\n",
       "       [1088.6147],\n",
       "       [1084.5862],\n",
       "       [1081.2189],\n",
       "       [1078.5056],\n",
       "       [1076.3176],\n",
       "       [1074.5146],\n",
       "       [1072.9521],\n",
       "       [1071.5635],\n",
       "       [1070.3158],\n",
       "       [1068.9932],\n",
       "       [1067.4926],\n",
       "       [1065.7637],\n",
       "       [1063.8345],\n",
       "       [1061.7817],\n",
       "       [1059.7269],\n",
       "       [1057.8883],\n",
       "       [1056.5203],\n",
       "       [1055.9457],\n",
       "       [1056.3446],\n",
       "       [1057.5165],\n",
       "       [1059.2091],\n",
       "       [1061.0831],\n",
       "       [1062.8988],\n",
       "       [1064.5417],\n",
       "       [1065.9735],\n",
       "       [1067.1329],\n",
       "       [1067.927 ],\n",
       "       [1068.2402],\n",
       "       [1068.0199],\n",
       "       [1067.2147],\n",
       "       [1065.8022],\n",
       "       [1063.6586],\n",
       "       [1060.7389],\n",
       "       [1057.1794],\n",
       "       [1053.3137],\n",
       "       [1049.516 ],\n",
       "       [1045.9875],\n",
       "       [1042.9098],\n",
       "       [1040.3785],\n",
       "       [1038.5619],\n",
       "       [1037.6139],\n",
       "       [1037.6389],\n",
       "       [1038.6095],\n",
       "       [1040.3939],\n",
       "       [1042.7478],\n",
       "       [1045.4127],\n",
       "       [1048.2628],\n",
       "       [1051.2299],\n",
       "       [1054.3417],\n",
       "       [1057.5975],\n",
       "       [1060.9305],\n",
       "       [1064.243 ],\n",
       "       [1067.4648],\n",
       "       [1070.5247],\n",
       "       [1073.3354],\n",
       "       [1075.807 ],\n",
       "       [1077.9951],\n",
       "       [1080.0366],\n",
       "       [1082.072 ],\n",
       "       [1084.2504],\n",
       "       [1086.7303],\n",
       "       [1089.4932],\n",
       "       [1092.3721],\n",
       "       [1095.1969],\n",
       "       [1097.8572],\n",
       "       [1100.3508],\n",
       "       [1102.6914],\n",
       "       [1104.9376],\n",
       "       [1107.0775],\n",
       "       [1109.1062],\n",
       "       [1110.987 ],\n",
       "       [1112.6423],\n",
       "       [1114.0515],\n",
       "       [1115.1888],\n",
       "       [1116.0436],\n",
       "       [1116.6375],\n",
       "       [1117.0564],\n",
       "       [1117.4778],\n",
       "       [1118.0862],\n",
       "       [1119.065 ],\n",
       "       [1120.5149],\n",
       "       [1122.356 ],\n",
       "       [1124.4938],\n",
       "       [1126.9464],\n",
       "       [1129.828 ],\n",
       "       [1133.2166],\n",
       "       [1137.1233],\n",
       "       [1141.4578],\n",
       "       [1146.0952],\n",
       "       [1150.9232],\n",
       "       [1155.8973],\n",
       "       [1161.0204],\n",
       "       [1166.1852],\n",
       "       [1171.2493],\n",
       "       [1176.0256],\n",
       "       [1180.2948],\n",
       "       [1183.888 ],\n",
       "       [1186.7396],\n",
       "       [1188.8966],\n",
       "       [1190.5051],\n",
       "       [1191.7294],\n",
       "       [1192.7507],\n",
       "       [1193.6978],\n",
       "       [1194.6093],\n",
       "       [1195.4952],\n",
       "       [1196.361 ],\n",
       "       [1197.2269],\n",
       "       [1198.1404],\n",
       "       [1199.1678],\n",
       "       [1200.3892],\n",
       "       [1201.8812],\n",
       "       [1203.6757],\n",
       "       [1205.8119],\n",
       "       [1208.3491],\n",
       "       [1211.3164],\n",
       "       [1214.7118],\n",
       "       [1218.5078],\n",
       "       [1222.3297],\n",
       "       [1225.7461],\n",
       "       [1228.3253],\n",
       "       [1229.7734],\n",
       "       [1229.9283],\n",
       "       [1228.8164],\n",
       "       [1226.5594],\n",
       "       [1223.3019],\n",
       "       [1219.2357],\n",
       "       [1214.5042],\n",
       "       [1209.2289],\n",
       "       [1203.4714],\n",
       "       [1197.4613],\n",
       "       [1191.4896],\n",
       "       [1185.7477],\n",
       "       [1180.3751],\n",
       "       [1175.4585],\n",
       "       [1171.0231],\n",
       "       [1167.0852],\n",
       "       [1163.6003],\n",
       "       [1160.4822],\n",
       "       [1157.5989],\n",
       "       [1154.7809],\n",
       "       [1151.7596],\n",
       "       [1148.2257],\n",
       "       [1143.983 ],\n",
       "       [1138.9409],\n",
       "       [1133.1421],\n",
       "       [1126.8031],\n",
       "       [1120.2832],\n",
       "       [1113.8987],\n",
       "       [1107.9204],\n",
       "       [1102.5607],\n",
       "       [1097.9564],\n",
       "       [1094.2556],\n",
       "       [1091.5403],\n",
       "       [1089.8704],\n",
       "       [1089.2086],\n",
       "       [1089.4856],\n",
       "       [1090.5685],\n",
       "       [1092.1976],\n",
       "       [1094.0808],\n",
       "       [1095.9298],\n",
       "       [1097.5901],\n",
       "       [1099.0084],\n",
       "       [1100.2418],\n",
       "       [1101.384 ],\n",
       "       [1102.5493],\n",
       "       [1103.7828],\n",
       "       [1105.1559],\n",
       "       [1106.765 ],\n",
       "       [1108.6832],\n",
       "       [1110.9496],\n",
       "       [1113.5555],\n",
       "       [1116.4689],\n",
       "       [1119.5986],\n",
       "       [1122.8523],\n",
       "       [1126.0864],\n",
       "       [1129.1947],\n",
       "       [1132.0579],\n",
       "       [1134.5979],\n",
       "       [1137.0785],\n",
       "       [1139.8925],\n",
       "       [1143.3224],\n",
       "       [1147.5028],\n",
       "       [1152.4017],\n",
       "       [1157.8333],\n",
       "       [1163.4386],\n",
       "       [1168.8164],\n",
       "       [1173.5963],\n",
       "       [1177.6008],\n",
       "       [1180.8356],\n",
       "       [1183.3303],\n",
       "       [1185.1152],\n",
       "       [1186.2533],\n",
       "       [1186.7844],\n",
       "       [1186.8109],\n",
       "       [1186.495 ],\n",
       "       [1186.0212],\n",
       "       [1185.5452],\n",
       "       [1185.1836],\n",
       "       [1184.9668],\n",
       "       [1184.7937],\n",
       "       [1184.6129],\n",
       "       [1184.3372],\n",
       "       [1183.9579],\n",
       "       [1183.5646],\n",
       "       [1183.1935],\n",
       "       [1182.8524],\n",
       "       [1182.589 ],\n",
       "       [1182.5107],\n",
       "       [1182.7048],\n",
       "       [1183.1891],\n",
       "       [1183.9656],\n",
       "       [1185.0881],\n",
       "       [1186.6248],\n",
       "       [1188.6052],\n",
       "       [1191.0162],\n",
       "       [1193.7925],\n",
       "       [1196.8531],\n",
       "       [1200.108 ],\n",
       "       [1203.4375],\n",
       "       [1206.7698],\n",
       "       [1209.9684],\n",
       "       [1212.988 ],\n",
       "       [1215.8267],\n",
       "       [1218.4194],\n",
       "       [1220.6864],\n",
       "       [1222.4857],\n",
       "       [1223.635 ],\n",
       "       [1224.0398],\n",
       "       [1223.7317],\n",
       "       [1222.7917],\n",
       "       [1221.3396],\n",
       "       [1219.5093],\n",
       "       [1217.5167],\n",
       "       [1215.5432],\n",
       "       [1213.7539],\n",
       "       [1212.3438],\n",
       "       [1211.5017],\n",
       "       [1211.362 ],\n",
       "       [1211.9773],\n",
       "       [1213.3069],\n",
       "       [1215.2289],\n",
       "       [1217.6475],\n",
       "       [1220.4331],\n",
       "       [1223.5303],\n",
       "       [1226.9019],\n",
       "       [1230.4207],\n",
       "       [1233.9626],\n",
       "       [1237.4292],\n",
       "       [1240.7826],\n",
       "       [1244.0664],\n",
       "       [1247.3251],\n",
       "       [1250.6003],\n",
       "       [1253.9493],\n",
       "       [1257.3999],\n",
       "       [1260.934 ],\n",
       "       [1264.4825],\n",
       "       [1267.9691],\n",
       "       [1271.3949],\n",
       "       [1274.8259],\n",
       "       [1278.3104],\n",
       "       [1281.8092],\n",
       "       [1285.2095],\n",
       "       [1288.399 ],\n",
       "       [1291.2632],\n",
       "       [1293.7516],\n",
       "       [1295.8735],\n",
       "       [1297.6392],\n",
       "       [1299.0446],\n",
       "       [1300.0175],\n",
       "       [1300.584 ],\n",
       "       [1300.8895],\n",
       "       [1301.1224],\n",
       "       [1301.467 ],\n",
       "       [1302.0731],\n",
       "       [1303.064 ],\n",
       "       [1304.4895],\n",
       "       [1306.3435],\n",
       "       [1308.604 ],\n",
       "       [1311.2435],\n",
       "       [1314.1906],\n",
       "       [1317.3309],\n",
       "       [1320.5804],\n",
       "       [1323.8383],\n",
       "       [1326.9838],\n",
       "       [1329.898 ],\n",
       "       [1332.5459],\n",
       "       [1334.8875],\n",
       "       [1336.8258],\n",
       "       [1338.3131],\n",
       "       [1339.3641],\n",
       "       [1340.0371],\n",
       "       [1340.5732],\n",
       "       [1341.2148],\n",
       "       [1342.2462],\n",
       "       [1343.9105],\n",
       "       [1346.3794],\n",
       "       [1349.7263],\n",
       "       [1353.8912],\n",
       "       [1358.7837],\n",
       "       [1364.3236],\n",
       "       [1370.4592],\n",
       "       [1377.1516],\n",
       "       [1384.3158],\n",
       "       [1391.8397],\n",
       "       [1399.3674],\n",
       "       [1406.5408],\n",
       "       [1413.1184],\n",
       "       [1418.8901],\n",
       "       [1423.8165],\n",
       "       [1427.9242],\n",
       "       [1431.2632],\n",
       "       [1433.9205],\n",
       "       [1435.9563],\n",
       "       [1437.4836],\n",
       "       [1438.651 ],\n",
       "       [1439.7264],\n",
       "       [1440.9738],\n",
       "       [1442.5813],\n",
       "       [1444.6572],\n",
       "       [1447.2251],\n",
       "       [1450.274 ],\n",
       "       [1453.7396],\n",
       "       [1457.472 ],\n",
       "       [1461.0177],\n",
       "       [1463.9276],\n",
       "       [1465.7378],\n",
       "       [1466.005 ],\n",
       "       [1464.1653],\n",
       "       [1460.0808],\n",
       "       [1454.0686],\n",
       "       [1446.5183],\n",
       "       [1437.8319],\n",
       "       [1428.1597],\n",
       "       [1417.3575],\n",
       "       [1405.4706],\n",
       "       [1392.6537],\n",
       "       [1378.7332],\n",
       "       [1363.728 ],\n",
       "       [1347.5339],\n",
       "       [1330.1212],\n",
       "       [1311.4786],\n",
       "       [1291.8477],\n",
       "       [1271.7742],\n",
       "       [1251.6417],\n",
       "       [1231.9176],\n",
       "       [1213.1354],\n",
       "       [1195.7233],\n",
       "       [1180.0358],\n",
       "       [1166.3091],\n",
       "       [1154.731 ],\n",
       "       [1145.296 ],\n",
       "       [1137.7875],\n",
       "       [1131.9719],\n",
       "       [1127.6753],\n",
       "       [1125.0304],\n",
       "       [1124.1519],\n",
       "       [1125.119 ],\n",
       "       [1127.8466],\n",
       "       [1132.2467],\n",
       "       [1138.1624],\n",
       "       [1145.4586],\n",
       "       [1153.9889],\n",
       "       [1163.5002],\n",
       "       [1173.5908],\n",
       "       [1183.8192],\n",
       "       [1193.8696],\n",
       "       [1203.4741],\n",
       "       [1212.5474],\n",
       "       [1221.0521],\n",
       "       [1229.1595],\n",
       "       [1237.0099],\n",
       "       [1244.6991],\n",
       "       [1252.1906],\n",
       "       [1259.4891],\n",
       "       [1266.6757],\n",
       "       [1273.835 ],\n",
       "       [1281.0703],\n",
       "       [1288.421 ],\n",
       "       [1295.9623],\n",
       "       [1303.6239],\n",
       "       [1311.1158],\n",
       "       [1318.1582],\n",
       "       [1324.5654],\n",
       "       [1330.3177],\n",
       "       [1335.478 ],\n",
       "       [1340.198 ],\n",
       "       [1344.593 ],\n",
       "       [1348.8776],\n",
       "       [1353.176 ],\n",
       "       [1357.4658],\n",
       "       [1361.7263],\n",
       "       [1365.9305],\n",
       "       [1370.0828],\n",
       "       [1374.2113],\n",
       "       [1378.306 ],\n",
       "       [1382.2714],\n",
       "       [1386.0227],\n",
       "       [1389.5701],\n",
       "       [1393.0006],\n",
       "       [1396.3463],\n",
       "       [1399.5557],\n",
       "       [1402.4205],\n",
       "       [1404.9094],\n",
       "       [1407.0735],\n",
       "       [1408.9996],\n",
       "       [1410.754 ],\n",
       "       [1412.3318],\n",
       "       [1413.7948],\n",
       "       [1415.2345],\n",
       "       [1416.6218],\n",
       "       [1417.892 ],\n",
       "       [1418.7288],\n",
       "       [1418.9167],\n",
       "       [1418.4171],\n",
       "       [1417.4209],\n",
       "       [1416.3031],\n",
       "       [1415.4735],\n",
       "       [1415.2747],\n",
       "       [1415.9656],\n",
       "       [1417.6757],\n",
       "       [1420.5564],\n",
       "       [1424.4673],\n",
       "       [1429.2439],\n",
       "       [1434.6099],\n",
       "       [1440.3351],\n",
       "       [1446.1967],\n",
       "       [1452.2396],\n",
       "       [1458.4763],\n",
       "       [1464.8988],\n",
       "       [1471.2292],\n",
       "       [1477.1873],\n",
       "       [1482.5741],\n",
       "       [1487.2056],\n",
       "       [1490.9261],\n",
       "       [1493.6786],\n",
       "       [1495.4216],\n",
       "       [1496.1344],\n",
       "       [1495.8232],\n",
       "       [1494.5574],\n",
       "       [1492.5542],\n",
       "       [1490.035 ],\n",
       "       [1487.2264],\n",
       "       [1484.307 ],\n",
       "       [1481.4983],\n",
       "       [1479.0138],\n",
       "       [1477.0095],\n",
       "       [1475.6135],\n",
       "       [1474.9855],\n",
       "       [1475.1987],\n",
       "       [1476.3552],\n",
       "       [1478.5576],\n",
       "       [1481.7925],\n",
       "       [1486.0377],\n",
       "       [1491.3652],\n",
       "       [1497.7303],\n",
       "       [1505.0352],\n",
       "       [1513.0751],\n",
       "       [1521.7126],\n",
       "       [1530.9238],\n",
       "       [1540.3851],\n",
       "       [1549.3862],\n",
       "       [1557.2944],\n",
       "       [1563.6667],\n",
       "       [1568.1865],\n",
       "       [1570.7289],\n",
       "       [1571.332 ],\n",
       "       [1570.234 ],\n",
       "       [1567.5726],\n",
       "       [1563.5068],\n",
       "       [1558.0457],\n",
       "       [1551.2549],\n",
       "       [1543.3145],\n",
       "       [1534.325 ],\n",
       "       [1524.4874],\n",
       "       [1514.2068],\n",
       "       [1503.9227],\n",
       "       [1494.0217],\n",
       "       [1484.8687],\n",
       "       [1476.6693],\n",
       "       [1469.5294],\n",
       "       [1463.5076],\n",
       "       [1458.5668],\n",
       "       [1454.619 ],\n",
       "       [1451.6466],\n",
       "       [1449.7974],\n",
       "       [1449.3455],\n",
       "       [1450.4814],\n",
       "       [1453.1447],\n",
       "       [1457.1821],\n",
       "       [1462.4104],\n",
       "       [1468.4205],\n",
       "       [1474.9109],\n",
       "       [1481.7018],\n",
       "       [1488.773 ],\n",
       "       [1496.1251],\n",
       "       [1503.63  ],\n",
       "       [1510.9836],\n",
       "       [1517.7349],\n",
       "       [1523.9801],\n",
       "       [1529.84  ],\n",
       "       [1535.4342],\n",
       "       [1541.1085],\n",
       "       [1547.4263],\n",
       "       [1554.7651],\n",
       "       [1563.4058],\n",
       "       [1573.2368],\n",
       "       [1584.0004],\n",
       "       [1595.3445],\n",
       "       [1606.9225],\n",
       "       [1618.4564],\n",
       "       [1629.7289],\n",
       "       [1640.5225],\n",
       "       [1650.5607],\n",
       "       [1659.6904],\n",
       "       [1667.7875],\n",
       "       [1674.7207],\n",
       "       [1680.5475],\n",
       "       [1685.4062],\n",
       "       [1689.4872],\n",
       "       [1692.953 ],\n",
       "       [1696.0128],\n",
       "       [1698.9349],\n",
       "       [1701.9469],\n",
       "       [1705.1775],\n",
       "       [1708.6414],\n",
       "       [1712.2883],\n",
       "       [1715.8966],\n",
       "       [1719.1968],\n",
       "       [1721.9989],\n",
       "       [1724.1595],\n",
       "       [1725.6316],\n",
       "       [1726.4249],\n",
       "       [1726.5474],\n",
       "       [1725.9043],\n",
       "       [1724.4875],\n",
       "       [1722.3381],\n",
       "       [1719.569 ],\n",
       "       [1716.3867],\n",
       "       [1713.133 ],\n",
       "       [1710.0576],\n",
       "       [1707.2416],\n",
       "       [1704.7579],\n",
       "       [1702.5474],\n",
       "       [1700.4385],\n",
       "       [1698.3827],\n",
       "       [1696.5442],\n",
       "       [1695.1213],\n",
       "       [1694.1674],\n",
       "       [1693.6066],\n",
       "       [1693.3647],\n",
       "       [1693.3195],\n",
       "       [1693.3947],\n",
       "       [1693.8005],\n",
       "       [1695.0038],\n",
       "       [1697.4174],\n",
       "       [1701.3663],\n",
       "       [1706.8835],\n",
       "       [1713.7778],\n",
       "       [1721.6013],\n",
       "       [1729.8481],\n",
       "       [1738.0718],\n",
       "       [1746.1387],\n",
       "       [1754.514 ],\n",
       "       [1763.7124],\n",
       "       [1774.0918],\n",
       "       [1785.8931],\n",
       "       [1799.0575],\n",
       "       [1813.3677],\n",
       "       [1828.4998],\n",
       "       [1844.0353],\n",
       "       [1859.581 ],\n",
       "       [1874.7621],\n",
       "       [1889.2861],\n",
       "       [1902.9541],\n",
       "       [1915.4698],\n",
       "       [1926.4458],\n",
       "       [1935.6304],\n",
       "       [1942.995 ],\n",
       "       [1948.5979],\n",
       "       [1952.5919],\n",
       "       [1955.2466],\n",
       "       [1956.8339],\n",
       "       [1957.4734],\n",
       "       [1957.3987],\n",
       "       [1956.943 ],\n",
       "       [1956.3248],\n",
       "       [1955.6908],\n",
       "       [1955.1377],\n",
       "       [1954.754 ],\n",
       "       [1954.5282],\n",
       "       [1954.4633],\n",
       "       [1954.5465],\n",
       "       [1954.7115],\n",
       "       [1954.8254],\n",
       "       [1954.763 ],\n",
       "       [1954.4656],\n",
       "       [1953.9667],\n",
       "       [1953.2704],\n",
       "       [1952.3674],\n",
       "       [1951.2224],\n",
       "       [1949.9067],\n",
       "       [1948.5289],\n",
       "       [1947.3136],\n",
       "       [1946.6444],\n",
       "       [1947.0652],\n",
       "       [1949.0151],\n",
       "       [1952.8818],\n",
       "       [1958.7769],\n",
       "       [1966.6006],\n",
       "       [1976.0636],\n",
       "       [1986.8013],\n",
       "       [1998.4049],\n",
       "       [2010.5359],\n",
       "       [2022.8475],\n",
       "       [2035.0634],\n",
       "       [2046.8807],\n",
       "       [2058.0542],\n",
       "       [2068.3704],\n",
       "       [2077.7822],\n",
       "       [2086.36  ],\n",
       "       [2094.413 ],\n",
       "       [2102.26  ],\n",
       "       [2110.1145],\n",
       "       [2118.0674],\n",
       "       [2126.0132],\n",
       "       [2133.767 ],\n",
       "       [2141.0825],\n",
       "       [2147.8823],\n",
       "       [2154.0837],\n",
       "       [2159.39  ],\n",
       "       [2163.4355],\n",
       "       [2165.9526],\n",
       "       [2166.9133],\n",
       "       [2166.4932],\n",
       "       [2165.045 ],\n",
       "       [2162.744 ],\n",
       "       [2159.9055],\n",
       "       [2156.9578],\n",
       "       [2154.2922],\n",
       "       [2152.351 ],\n",
       "       [2151.444 ],\n",
       "       [2151.795 ],\n",
       "       [2153.4377],\n",
       "       [2156.2703],\n",
       "       [2160.1353],\n",
       "       [2164.7107],\n",
       "       [2169.7222],\n",
       "       [2175.013 ],\n",
       "       [2180.5483],\n",
       "       [2186.367 ],\n",
       "       [2192.472 ],\n",
       "       [2198.9045],\n",
       "       [2205.6338],\n",
       "       [2212.6194],\n",
       "       [2219.7698],\n",
       "       [2226.9187],\n",
       "       [2233.8965],\n",
       "       [2240.5503],\n",
       "       [2246.7969],\n",
       "       [2252.5942],\n",
       "       [2257.9502],\n",
       "       [2262.8813],\n",
       "       [2267.406 ],\n",
       "       [2271.527 ],\n",
       "       [2275.183 ],\n",
       "       [2278.2664],\n",
       "       [2280.8037],\n",
       "       [2283.0156],\n",
       "       [2285.1921],\n",
       "       [2287.4583],\n",
       "       [2289.885 ],\n",
       "       [2292.5354],\n",
       "       [2295.4905],\n",
       "       [2298.846 ],\n",
       "       [2302.6802],\n",
       "       [2306.9626],\n",
       "       [2311.568 ],\n",
       "       [2316.2722],\n",
       "       [2320.8896],\n",
       "       [2325.373 ],\n",
       "       [2329.8604],\n",
       "       [2334.661 ],\n",
       "       [2340.1272],\n",
       "       [2346.4136],\n",
       "       [2353.3916],\n",
       "       [2360.7632],\n",
       "       [2368.1885],\n",
       "       [2375.386 ],\n",
       "       [2382.153 ],\n",
       "       [2388.3416],\n",
       "       [2393.8743],\n",
       "       [2398.7593],\n",
       "       [2403.1003],\n",
       "       [2407.0273],\n",
       "       [2410.6226],\n",
       "       [2413.97  ],\n",
       "       [2417.1108],\n",
       "       [2420.0713],\n",
       "       [2422.8037],\n",
       "       [2425.164 ],\n",
       "       [2427.1013],\n",
       "       [2428.7166],\n",
       "       [2430.275 ],\n",
       "       [2432.1006],\n",
       "       [2434.4255],\n",
       "       [2437.3416],\n",
       "       [2440.9658],\n",
       "       [2445.3994],\n",
       "       [2450.645 ],\n",
       "       [2456.6277],\n",
       "       [2463.1086],\n",
       "       [2469.835 ],\n",
       "       [2476.599 ],\n",
       "       [2483.1992],\n",
       "       [2489.4954],\n",
       "       [2495.275 ],\n",
       "       [2500.406 ],\n",
       "       [2504.8015]], dtype=float32)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 38
  },
  {
   "cell_type": "code",
   "id": "4a254b54-1d04-440b-993c-6c1f51b13b40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:56.097769Z",
     "start_time": "2024-12-20T13:36:56.088702Z"
    }
   },
   "source": [
    "#get real price for comparison\n",
    "real_price =  scaler.inverse_transform(y_test.reshape(-1, 1))\n",
    "real_price"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1172.2199707 ],\n",
       "       [1196.56005859],\n",
       "       [1191.        ],\n",
       "       [1186.95996094],\n",
       "       [1181.01000977],\n",
       "       [1262.58996582],\n",
       "       [1239.13000488],\n",
       "       [1251.        ],\n",
       "       [1271.        ],\n",
       "       [1228.01000977],\n",
       "       [1220.01000977],\n",
       "       [1228.        ],\n",
       "       [1205.90002441],\n",
       "       [1229.61999512],\n",
       "       [1225.        ],\n",
       "       [1237.        ],\n",
       "       [1240.4699707 ],\n",
       "       [1249.90002441],\n",
       "       [1243.        ],\n",
       "       [1236.97998047],\n",
       "       [1235.18994141],\n",
       "       [1229.26000977],\n",
       "       [1224.72998047],\n",
       "       [1202.0300293 ],\n",
       "       [1205.02001953],\n",
       "       [1208.        ],\n",
       "       [1200.        ],\n",
       "       [1207.14001465],\n",
       "       [1208.81994629],\n",
       "       [1227.59997559],\n",
       "       [1241.29003906],\n",
       "       [1237.44995117],\n",
       "       [1244.22998047],\n",
       "       [1234.97998047],\n",
       "       [1204.27001953],\n",
       "       [1193.80004883],\n",
       "       [1186.30004883],\n",
       "       [1158.67004395],\n",
       "       [1172.18994141],\n",
       "       [1161.63000488],\n",
       "       [1172.7199707 ],\n",
       "       [1170.73999023],\n",
       "       [1179.09997559],\n",
       "       [1170.14001465],\n",
       "       [1157.08996582],\n",
       "       [1164.97998047],\n",
       "       [1179.98999023],\n",
       "       [1192.        ],\n",
       "       [1157.17004395],\n",
       "       [1176.15002441],\n",
       "       [1185.15002441],\n",
       "       [1186.72998047],\n",
       "       [1191.86999512],\n",
       "       [1199.89001465],\n",
       "       [1190.95996094],\n",
       "       [1205.        ],\n",
       "       [1195.32995605],\n",
       "       [1167.5       ],\n",
       "       [1150.10998535],\n",
       "       [1146.15002441],\n",
       "       [1131.07995605],\n",
       "       [1072.93994141],\n",
       "       [1108.        ],\n",
       "       [1108.91003418],\n",
       "       [1104.58996582],\n",
       "       [1126.45996094],\n",
       "       [1121.83996582],\n",
       "       [1093.36999512],\n",
       "       [1103.06005859],\n",
       "       [1080.89001465],\n",
       "       [1104.25      ],\n",
       "       [1071.79003906],\n",
       "       [1037.0300293 ],\n",
       "       [1082.4699707 ],\n",
       "       [1008.46002197],\n",
       "       [1059.81005859],\n",
       "       [1075.80004883],\n",
       "       [1073.72998047],\n",
       "       [1055.        ],\n",
       "       [1039.47998047],\n",
       "       [1069.        ],\n",
       "       [1091.38000488],\n",
       "       [1073.98999023],\n",
       "       [1061.39001465],\n",
       "       [1043.29003906],\n",
       "       [1050.        ],\n",
       "       [1044.70996094],\n",
       "       [1059.41003418],\n",
       "       [1057.19995117],\n",
       "       [1000.        ],\n",
       "       [1036.76000977],\n",
       "       [1030.        ],\n",
       "       [1038.34997559],\n",
       "       [1041.        ],\n",
       "       [1048.76000977],\n",
       "       [1076.07995605],\n",
       "       [1089.06994629],\n",
       "       [1123.14001465],\n",
       "       [1103.11999512],\n",
       "       [1034.26000977],\n",
       "       [1060.01000977],\n",
       "       [1035.05004883],\n",
       "       [1056.48999023],\n",
       "       [1068.        ],\n",
       "       [1068.06994629],\n",
       "       [1049.97998047],\n",
       "       [1037.51000977],\n",
       "       [1026.08996582],\n",
       "       [1033.98999023],\n",
       "       [1018.13000488],\n",
       "       [1015.29998779],\n",
       "       [ 973.90002441],\n",
       "       [ 989.01000977],\n",
       "       [1017.15002441],\n",
       "       [1049.61999512],\n",
       "       [1050.95996094],\n",
       "       [1016.57000732],\n",
       "       [1041.        ],\n",
       "       [1032.58996582],\n",
       "       [1071.5       ],\n",
       "       [1076.10998535],\n",
       "       [1081.65002441],\n",
       "       [1067.66003418],\n",
       "       [1063.18005371],\n",
       "       [1046.92004395],\n",
       "       [1050.17004395],\n",
       "       [1080.        ],\n",
       "       [1079.4699707 ],\n",
       "       [1100.        ],\n",
       "       [1088.        ],\n",
       "       [1077.34997559],\n",
       "       [1076.47998047],\n",
       "       [1085.        ],\n",
       "       [1080.10998535],\n",
       "       [1072.68005371],\n",
       "       [1068.43005371],\n",
       "       [1103.        ],\n",
       "       [1112.40002441],\n",
       "       [1112.66003418],\n",
       "       [1124.83996582],\n",
       "       [1139.56994629],\n",
       "       [1104.16003418],\n",
       "       [1087.        ],\n",
       "       [1096.94995117],\n",
       "       [1106.80004883],\n",
       "       [1124.98999023],\n",
       "       [1118.05004883],\n",
       "       [1130.07995605],\n",
       "       [1110.        ],\n",
       "       [1119.98999023],\n",
       "       [1110.83996582],\n",
       "       [1100.90002441],\n",
       "       [1116.        ],\n",
       "       [1105.75      ],\n",
       "       [1106.94995117],\n",
       "       [1111.30004883],\n",
       "       [1124.90002441],\n",
       "       [1146.98999023],\n",
       "       [1150.06005859],\n",
       "       [1162.48999023],\n",
       "       [1155.7199707 ],\n",
       "       [1126.72998047],\n",
       "       [1144.44995117],\n",
       "       [1178.26000977],\n",
       "       [1200.64501953],\n",
       "       [1194.51000977],\n",
       "       [1193.38000488],\n",
       "       [1183.30004883],\n",
       "       [1188.81005859],\n",
       "       [1197.34997559],\n",
       "       [1216.        ],\n",
       "       [1226.31994629],\n",
       "       [1196.93005371],\n",
       "       [1198.5300293 ],\n",
       "       [1185.5       ],\n",
       "       [1171.54003906],\n",
       "       [1174.90002441],\n",
       "       [1184.09997559],\n",
       "       [1195.31994629],\n",
       "       [1207.47998047],\n",
       "       [1205.93994141],\n",
       "       [1214.98999023],\n",
       "       [1207.89001465],\n",
       "       [1196.        ],\n",
       "       [1200.68005371],\n",
       "       [1203.95996094],\n",
       "       [1210.        ],\n",
       "       [1218.        ],\n",
       "       [1225.        ],\n",
       "       [1233.        ],\n",
       "       [1239.18005371],\n",
       "       [1235.98999023],\n",
       "       [1250.68994141],\n",
       "       [1264.11999512],\n",
       "       [1264.77001953],\n",
       "       [1269.        ],\n",
       "       [1274.        ],\n",
       "       [1185.        ],\n",
       "       [1188.05004883],\n",
       "       [1167.76000977],\n",
       "       [1173.65002441],\n",
       "       [1166.26000977],\n",
       "       [1180.4699707 ],\n",
       "       [1172.01000977],\n",
       "       [1159.0300293 ],\n",
       "       [1163.58996582],\n",
       "       [1141.95996094],\n",
       "       [1137.20996094],\n",
       "       [1117.86999512],\n",
       "       [1164.51000977],\n",
       "       [1168.4699707 ],\n",
       "       [1144.5       ],\n",
       "       [1148.48999023],\n",
       "       [1146.75      ],\n",
       "       [1140.5       ],\n",
       "       [1147.35998535],\n",
       "       [1134.        ],\n",
       "       [1127.52001953],\n",
       "       [1115.54003906],\n",
       "       [1101.29003906],\n",
       "       [1065.5       ],\n",
       "       [1042.90002441],\n",
       "       [1051.54003906],\n",
       "       [1044.98999023],\n",
       "       [1050.63000488],\n",
       "       [1072.97998047],\n",
       "       [1093.97998047],\n",
       "       [1078.        ],\n",
       "       [1083.64001465],\n",
       "       [1086.42004395],\n",
       "       [1086.2800293 ],\n",
       "       [1109.68994141],\n",
       "       [1105.59997559],\n",
       "       [1119.98999023],\n",
       "       [1109.23999023],\n",
       "       [1119.60998535],\n",
       "       [1112.66003418],\n",
       "       [1086.5       ],\n",
       "       [1084.        ],\n",
       "       [1076.39001465],\n",
       "       [1098.        ],\n",
       "       [1102.23999023],\n",
       "       [1117.41003418],\n",
       "       [1117.80004883],\n",
       "       [1125.17004395],\n",
       "       [1111.80004883],\n",
       "       [1131.2199707 ],\n",
       "       [1143.25      ],\n",
       "       [1143.98999023],\n",
       "       [1146.85998535],\n",
       "       [1146.        ],\n",
       "       [1150.9699707 ],\n",
       "       [1141.73999023],\n",
       "       [1148.18994141],\n",
       "       [1133.44995117],\n",
       "       [1144.        ],\n",
       "       [1131.90002441],\n",
       "       [1137.81994629],\n",
       "       [1224.04003906],\n",
       "       [1241.05004883],\n",
       "       [1225.41003418],\n",
       "       [1223.        ],\n",
       "       [1214.0300293 ],\n",
       "       [1200.73999023],\n",
       "       [1170.04003906],\n",
       "       [1163.31005859],\n",
       "       [1156.        ],\n",
       "       [1182.82995605],\n",
       "       [1197.98999023],\n",
       "       [1179.20996094],\n",
       "       [1171.45996094],\n",
       "       [1176.31005859],\n",
       "       [1163.5       ],\n",
       "       [1179.55004883],\n",
       "       [1190.08996582],\n",
       "       [1195.25      ],\n",
       "       [1193.15002441],\n",
       "       [1194.06994629],\n",
       "       [1181.98999023],\n",
       "       [1157.26000977],\n",
       "       [1180.5300293 ],\n",
       "       [1161.70996094],\n",
       "       [1181.11999512],\n",
       "       [1198.5       ],\n",
       "       [1177.0300293 ],\n",
       "       [1176.70996094],\n",
       "       [1191.5300293 ],\n",
       "       [1208.13000488],\n",
       "       [1204.        ],\n",
       "       [1195.15002441],\n",
       "       [1203.41003418],\n",
       "       [1224.30004883],\n",
       "       [1231.34997559],\n",
       "       [1229.52001953],\n",
       "       [1230.40002441],\n",
       "       [1227.51000977],\n",
       "       [1232.06005859],\n",
       "       [1233.11999512],\n",
       "       [1226.        ],\n",
       "       [1240.        ],\n",
       "       [1215.81994629],\n",
       "       [1241.95996094],\n",
       "       [1243.01000977],\n",
       "       [1220.9699707 ],\n",
       "       [1219.        ],\n",
       "       [1196.97998047],\n",
       "       [1180.        ],\n",
       "       [1191.89001465],\n",
       "       [1204.40002441],\n",
       "       [1197.58996582],\n",
       "       [1199.34997559],\n",
       "       [1198.57995605],\n",
       "       [1222.20996094],\n",
       "       [1212.33996582],\n",
       "       [1220.40002441],\n",
       "       [1241.17004395],\n",
       "       [1250.93005371],\n",
       "       [1253.45996094],\n",
       "       [1252.26000977],\n",
       "       [1247.84997559],\n",
       "       [1242.35998535],\n",
       "       [1260.90002441],\n",
       "       [1251.0300293 ],\n",
       "       [1275.44995117],\n",
       "       [1276.22998047],\n",
       "       [1252.9699707 ],\n",
       "       [1261.2800293 ],\n",
       "       [1265.        ],\n",
       "       [1276.44995117],\n",
       "       [1292.89001465],\n",
       "       [1289.45996094],\n",
       "       [1294.2800293 ],\n",
       "       [1305.2800293 ],\n",
       "       [1303.18005371],\n",
       "       [1300.        ],\n",
       "       [1294.06994629],\n",
       "       [1297.5       ],\n",
       "       [1318.93994141],\n",
       "       [1332.2199707 ],\n",
       "       [1327.69995117],\n",
       "       [1311.73999023],\n",
       "       [1301.47998047],\n",
       "       [1305.61999512],\n",
       "       [1299.18005371],\n",
       "       [1309.85998535],\n",
       "       [1315.        ],\n",
       "       [1307.11999512],\n",
       "       [1301.        ],\n",
       "       [1279.56994629],\n",
       "       [1307.01000977],\n",
       "       [1328.        ],\n",
       "       [1333.43994141],\n",
       "       [1338.04003906],\n",
       "       [1341.5       ],\n",
       "       [1350.83996582],\n",
       "       [1345.93994141],\n",
       "       [1347.94995117],\n",
       "       [1356.5       ],\n",
       "       [1362.89001465],\n",
       "       [1356.59997559],\n",
       "       [1351.81994629],\n",
       "       [1363.34997559],\n",
       "       [1355.86999512],\n",
       "       [1348.5       ],\n",
       "       [1346.17004395],\n",
       "       [1362.98999023],\n",
       "       [1350.        ],\n",
       "       [1330.10998535],\n",
       "       [1341.55004883],\n",
       "       [1347.85998535],\n",
       "       [1350.        ],\n",
       "       [1397.93994141],\n",
       "       [1392.07995605],\n",
       "       [1420.56994629],\n",
       "       [1427.56005859],\n",
       "       [1436.13000488],\n",
       "       [1439.01000977],\n",
       "       [1430.20996094],\n",
       "       [1447.43994141],\n",
       "       [1462.91003418],\n",
       "       [1479.11999512],\n",
       "       [1491.        ],\n",
       "       [1487.64001465],\n",
       "       [1493.58996582],\n",
       "       [1431.        ],\n",
       "       [1443.        ],\n",
       "       [1458.80004883],\n",
       "       [1439.95996094],\n",
       "       [1468.90002441],\n",
       "       [1462.        ],\n",
       "       [1457.06994629],\n",
       "       [1462.42004395],\n",
       "       [1450.32995605],\n",
       "       [1467.30004883],\n",
       "       [1474.31994629],\n",
       "       [1511.81005859],\n",
       "       [1514.47998047],\n",
       "       [1512.68994141],\n",
       "       [1515.59997559],\n",
       "       [1515.        ],\n",
       "       [1525.06994629],\n",
       "       [1522.        ],\n",
       "       [1508.0300293 ],\n",
       "       [1426.10998535],\n",
       "       [1433.        ],\n",
       "       [1396.14001465],\n",
       "       [1362.06005859],\n",
       "       [1277.5       ],\n",
       "       [1351.60998535],\n",
       "       [1399.42004395],\n",
       "       [1359.22998047],\n",
       "       [1350.19995117],\n",
       "       [1277.06005859],\n",
       "       [1205.30004883],\n",
       "       [1260.        ],\n",
       "       [1249.69995117],\n",
       "       [1126.        ],\n",
       "       [1179.        ],\n",
       "       [1096.        ],\n",
       "       [1093.10998535],\n",
       "       [1056.51000977],\n",
       "       [1093.05004883],\n",
       "       [1135.7199707 ],\n",
       "       [1061.31994629],\n",
       "       [1103.77001953],\n",
       "       [1126.4699707 ],\n",
       "       [1111.80004883],\n",
       "       [1125.67004395],\n",
       "       [1125.04003906],\n",
       "       [1147.30004883],\n",
       "       [1122.        ],\n",
       "       [1098.26000977],\n",
       "       [1119.01501465],\n",
       "       [1138.        ],\n",
       "       [1221.        ],\n",
       "       [1206.5       ],\n",
       "       [1224.07995605],\n",
       "       [1209.18005371],\n",
       "       [1245.08996582],\n",
       "       [1245.60998535],\n",
       "       [1274.09997559],\n",
       "       [1284.84997559],\n",
       "       [1271.        ],\n",
       "       [1247.        ],\n",
       "       [1245.54003906],\n",
       "       [1271.55004883],\n",
       "       [1261.17004395],\n",
       "       [1296.        ],\n",
       "       [1287.93005371],\n",
       "       [1341.45996094],\n",
       "       [1324.88000488],\n",
       "       [1328.5       ],\n",
       "       [1308.22998047],\n",
       "       [1337.92004395],\n",
       "       [1361.68994141],\n",
       "       [1365.93994141],\n",
       "       [1383.13000488],\n",
       "       [1378.2800293 ],\n",
       "       [1407.11999512],\n",
       "       [1377.05004883],\n",
       "       [1335.02001953],\n",
       "       [1350.        ],\n",
       "       [1361.75      ],\n",
       "       [1386.99694824],\n",
       "       [1389.57995605],\n",
       "       [1408.        ],\n",
       "       [1396.70996094],\n",
       "       [1437.27001953],\n",
       "       [1417.25      ],\n",
       "       [1396.85998535],\n",
       "       [1416.93994141],\n",
       "       [1418.39001465],\n",
       "       [1430.55004883],\n",
       "       [1438.30004883],\n",
       "       [1430.40002441],\n",
       "       [1413.17004395],\n",
       "       [1422.33996582],\n",
       "       [1445.35998535],\n",
       "       [1459.54003906],\n",
       "       [1442.47998047],\n",
       "       [1428.48999023],\n",
       "       [1390.80004883],\n",
       "       [1445.2199707 ],\n",
       "       [1447.16003418],\n",
       "       [1449.16003418],\n",
       "       [1444.        ],\n",
       "       [1429.        ],\n",
       "       [1455.64001465],\n",
       "       [1461.51000977],\n",
       "       [1429.90002441],\n",
       "       [1431.39001465],\n",
       "       [1358.18005371],\n",
       "       [1390.43994141],\n",
       "       [1411.09997559],\n",
       "       [1446.93994141],\n",
       "       [1480.06005859],\n",
       "       [1490.        ],\n",
       "       [1494.31994629],\n",
       "       [1506.44995117],\n",
       "       [1506.15002441],\n",
       "       [1550.        ],\n",
       "       [1490.31005859],\n",
       "       [1523.13000488],\n",
       "       [1500.        ],\n",
       "       [1521.61999512],\n",
       "       [1515.26000977],\n",
       "       [1586.98999023],\n",
       "       [1560.5       ],\n",
       "       [1566.9699707 ],\n",
       "       [1498.93005371],\n",
       "       [1515.59997559],\n",
       "       [1525.18005371],\n",
       "       [1506.31994629],\n",
       "       [1497.        ],\n",
       "       [1505.01000977],\n",
       "       [1486.64001465],\n",
       "       [1476.56994629],\n",
       "       [1469.30004883],\n",
       "       [1471.75      ],\n",
       "       [1500.        ],\n",
       "       [1487.18005371],\n",
       "       [1492.43994141],\n",
       "       [1485.57995605],\n",
       "       [1510.33996582],\n",
       "       [1515.66003418],\n",
       "       [1514.67004395],\n",
       "       [1526.18005371],\n",
       "       [1553.31005859],\n",
       "       [1543.44995117],\n",
       "       [1577.0300293 ],\n",
       "       [1593.97998047],\n",
       "       [1582.06994629],\n",
       "       [1608.        ],\n",
       "       [1653.68005371],\n",
       "       [1633.48999023],\n",
       "       [1647.89001465],\n",
       "       [1636.63000488],\n",
       "       [1673.77502441],\n",
       "       [1709.71398926],\n",
       "       [1624.26000977],\n",
       "       [1533.51000977],\n",
       "       [1557.5300293 ],\n",
       "       [1560.64001465],\n",
       "       [1536.        ],\n",
       "       [1539.00500488],\n",
       "       [1536.        ],\n",
       "       [1555.54003906],\n",
       "       [1496.        ],\n",
       "       [1498.01000977],\n",
       "       [1440.06005859],\n",
       "       [1450.08996582],\n",
       "       [1458.7800293 ],\n",
       "       [1411.0300293 ],\n",
       "       [1432.63000488],\n",
       "       [1474.20996094],\n",
       "       [1470.39001465],\n",
       "       [1466.80004883],\n",
       "       [1484.27001953],\n",
       "       [1462.0300293 ],\n",
       "       [1466.20996094],\n",
       "       [1475.57995605],\n",
       "       [1464.29003906],\n",
       "       [1465.08996582],\n",
       "       [1494.69995117],\n",
       "       [1543.        ],\n",
       "       [1583.72998047],\n",
       "       [1578.58996582],\n",
       "       [1547.15002441],\n",
       "       [1565.84997559],\n",
       "       [1580.45996094],\n",
       "       [1527.05004883],\n",
       "       [1573.32995605],\n",
       "       [1593.05004883],\n",
       "       [1626.06994629],\n",
       "       [1625.01000977],\n",
       "       [1595.67004395],\n",
       "       [1559.73999023],\n",
       "       [1522.35998535],\n",
       "       [1672.10998535],\n",
       "       [1628.16003418],\n",
       "       [1631.7800293 ],\n",
       "       [1710.2800293 ],\n",
       "       [1781.        ],\n",
       "       [1753.94995117],\n",
       "       [1790.90002441],\n",
       "       [1731.08996582],\n",
       "       [1750.        ],\n",
       "       [1747.63000488],\n",
       "       [1757.63000488],\n",
       "       [1771.69995117],\n",
       "       [1776.93994141],\n",
       "       [1765.22998047],\n",
       "       [1738.38000488],\n",
       "       [1765.20996094],\n",
       "       [1749.59997559],\n",
       "       [1730.5       ],\n",
       "       [1772.89001465],\n",
       "       [1773.08996582],\n",
       "       [1781.18395996],\n",
       "       [1774.36999512],\n",
       "       [1798.09997559],\n",
       "       [1824.01000977],\n",
       "       [1824.52001953],\n",
       "       [1819.        ],\n",
       "       [1810.09997559],\n",
       "       [1812.01000977],\n",
       "       [1769.80004883],\n",
       "       [1763.06005859],\n",
       "       [1775.        ],\n",
       "       [1764.42004395],\n",
       "       [1772.88000488],\n",
       "       [1768.51000977],\n",
       "       [1754.18005371],\n",
       "       [1713.51000977],\n",
       "       [1734.43005371],\n",
       "       [1728.10998535],\n",
       "       [1735.        ],\n",
       "       [1751.63500977],\n",
       "       [1787.79003906],\n",
       "       [1762.01000977],\n",
       "       [1735.42004395],\n",
       "       [1757.54003906],\n",
       "       [1725.        ],\n",
       "       [1702.63000488],\n",
       "       [1740.06005859],\n",
       "       [1787.97998047],\n",
       "       [1786.06994629],\n",
       "       [1753.92004395],\n",
       "       [1738.57995605],\n",
       "       [1753.61999512],\n",
       "       [1738.18994141],\n",
       "       [1752.25      ],\n",
       "       [1831.45996094],\n",
       "       [1898.        ],\n",
       "       [1895.68005371],\n",
       "       [1920.67004395],\n",
       "       [1888.83996582],\n",
       "       [1882.5300293 ],\n",
       "       [1843.93994141],\n",
       "       [1846.17004395],\n",
       "       [1853.56994629],\n",
       "       [1922.56005859],\n",
       "       [2073.        ],\n",
       "       [2068.88989258],\n",
       "       [2070.        ],\n",
       "       [2105.90991211],\n",
       "       [2078.54003906],\n",
       "       [2094.20996094],\n",
       "       [2099.51000977],\n",
       "       [2090.25      ],\n",
       "       [2104.36010742],\n",
       "       [2100.        ],\n",
       "       [2110.38989258],\n",
       "       [2119.27001953],\n",
       "       [2067.        ],\n",
       "       [2025.01000977],\n",
       "       [2041.82995605],\n",
       "       [2067.44995117],\n",
       "       [2050.52001953],\n",
       "       [2056.52001953],\n",
       "       [2076.18994141],\n",
       "       [2067.20996094],\n",
       "       [2023.36999512],\n",
       "       [2073.12011719],\n",
       "       [2101.12988281],\n",
       "       [2070.        ],\n",
       "       [2071.76000977],\n",
       "       [2074.06005859],\n",
       "       [2085.        ],\n",
       "       [2062.30004883],\n",
       "       [2078.98999023],\n",
       "       [2076.0300293 ],\n",
       "       [2061.        ],\n",
       "       [2042.05004883],\n",
       "       [2041.83996582],\n",
       "       [2051.69995117],\n",
       "       [2065.37011719],\n",
       "       [2044.81005859],\n",
       "       [2038.85998535],\n",
       "       [2027.88000488],\n",
       "       [2057.62988281],\n",
       "       [2059.12011719],\n",
       "       [2097.94995117],\n",
       "       [2152.93994141],\n",
       "       [2222.5       ],\n",
       "       [2226.12988281],\n",
       "       [2277.95996094],\n",
       "       [2256.69995117],\n",
       "       [2266.25      ],\n",
       "       [2261.4699707 ],\n",
       "       [2275.15991211],\n",
       "       [2276.97998047],\n",
       "       [2303.        ],\n",
       "       [2291.97998047],\n",
       "       [2307.88989258],\n",
       "       [2285.25      ],\n",
       "       [2293.22998047],\n",
       "       [2283.4699707 ],\n",
       "       [2319.92993164],\n",
       "       [2336.        ],\n",
       "       [2407.14501953],\n",
       "       [2410.33007812],\n",
       "       [2404.48999023],\n",
       "       [2402.7199707 ],\n",
       "       [2369.73999023],\n",
       "       [2368.41992188],\n",
       "       [2350.63989258],\n",
       "       [2400.        ],\n",
       "       [2374.88989258],\n",
       "       [2291.86010742],\n",
       "       [2261.70996094],\n",
       "       [2261.09008789],\n",
       "       [2291.83007812],\n",
       "       [2309.32006836],\n",
       "       [2336.90600586],\n",
       "       [2264.39990234],\n",
       "       [2328.04003906],\n",
       "       [2365.98999023],\n",
       "       [2367.        ],\n",
       "       [2420.        ],\n",
       "       [2412.83496094],\n",
       "       [2436.93994141],\n",
       "       [2421.95996094],\n",
       "       [2422.        ],\n",
       "       [2435.31005859],\n",
       "       [2395.02001953],\n",
       "       [2422.52001953],\n",
       "       [2451.32006836],\n",
       "       [2479.89990234],\n",
       "       [2499.5       ],\n",
       "       [2494.01000977],\n",
       "       [2524.91992188],\n",
       "       [2513.38989258],\n",
       "       [2530.43994141],\n",
       "       [2524.94995117],\n",
       "       [2510.45996094],\n",
       "       [2514.11010742],\n",
       "       [2514.80004883],\n",
       "       [2529.        ],\n",
       "       [2531.        ],\n",
       "       [2541.07006836],\n",
       "       [2539.13989258],\n",
       "       [2540.        ],\n",
       "       [2535.44995117],\n",
       "       [2513.07104492],\n",
       "       [2496.99511719],\n",
       "       [2536.79003906],\n",
       "       [2588.98999023],\n",
       "       [2606.82006836],\n",
       "       [2565.        ],\n",
       "       [2578.88989258],\n",
       "       [2596.66992188],\n",
       "       [2617.62988281],\n",
       "       [2638.0300293 ],\n",
       "       [2650.        ],\n",
       "       [2632.82006836],\n",
       "       [2623.11010742],\n",
       "       [2600.08007812],\n",
       "       [2615.73999023],\n",
       "       [2653.        ],\n",
       "       [2705.19995117],\n",
       "       [2765.        ],\n",
       "       [2800.2199707 ],\n",
       "       [2771.23999023],\n",
       "       [2727.61206055],\n",
       "       [2710.2199707 ],\n",
       "       [2709.68994141],\n",
       "       [2720.        ],\n",
       "       [2724.98999023],\n",
       "       [2720.57006836],\n",
       "       [2725.89990234],\n",
       "       [2738.97998047],\n",
       "       [2761.59008789],\n",
       "       [2765.65991211],\n",
       "       [2754.26000977],\n",
       "       [2767.14990234],\n",
       "       [2760.        ],\n",
       "       [2763.82006836],\n",
       "       [2742.31005859],\n",
       "       [2709.35009766],\n",
       "       [2741.65991211],\n",
       "       [2779.9699707 ],\n",
       "       [2830.87011719],\n",
       "       [2857.65991211],\n",
       "       [2852.37011719],\n",
       "       [2842.25      ],\n",
       "       [2894.09008789],\n",
       "       [2917.68994141],\n",
       "       [2913.        ],\n",
       "       [2918.98999023],\n",
       "       [2882.91992188],\n",
       "       [2894.98999023],\n",
       "       [2907.87011719],\n",
       "       [2897.66992188],\n",
       "       [2908.87011719],\n",
       "       [2864.02001953],\n",
       "       [2883.2199707 ],\n",
       "       [2875.17993164],\n",
       "       [2902.41992188]])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 39
  },
  {
   "cell_type": "code",
   "id": "dbce1452-f7a1-4311-ad92-0488a0089300",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:56.291216Z",
     "start_time": "2024-12-20T13:36:56.137353Z"
    }
   },
   "source": [
    "#plot predicted and real price\n",
    "plt.plot(real_price, color = 'orange', label = 'real price')\n",
    "plt.plot(predicted_price, color = 'green', label = 'predicted price')\n",
    "plt.title('Google stock price prediction')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('stock price')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 40
  },
  {
   "cell_type": "code",
   "id": "52bb9c88-73cd-4dd0-a764-4044b23c061d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:56.349068Z",
     "start_time": "2024-12-20T13:36:56.345864Z"
    }
   },
   "source": [
    "#metrics\n",
    "print(f'RMSE {metrics.mean_squared_error(predicted_price, real_price, squared=False)}')\n",
    "print(f'MAE {metrics.mean_absolute_error(predicted_price, real_price)}')"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE 143.15342845702776\n",
      "MAE 96.24813128532247\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/michal/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_regression.py:492: FutureWarning: 'squared' is deprecated in version 1.4 and will be removed in 1.6. To calculate the root mean squared error, use the function'root_mean_squared_error'.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "execution_count": 41
  },
  {
   "cell_type": "code",
   "id": "8157394a-ccf4-41cb-9178-dbf6ef01b1a2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-20T13:36:56.369133Z",
     "start_time": "2024-12-20T13:36:56.366871Z"
    }
   },
   "source": [],
   "outputs": [],
   "execution_count": null
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}