diff --git a/requirements.txt b/requirements.txt index ccee197..538d92c 100644 Binary files a/requirements.txt and b/requirements.txt differ diff --git a/stockprice.ipynb b/stockprice.ipynb new file mode 100644 index 0000000..1f4ab67 --- /dev/null +++ b/stockprice.ipynb @@ -0,0 +1,2402 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 97, + "id": "b9ea5963-db4d-4bd3-929c-2751521a3de4", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "34e1d5ea-f38c-40f3-a5c6-3f6120dc4587", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "5c827935-e19b-4b44-a210-8724576c4fca", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "9c19b7e7-c2e8-4cda-89dc-c01fa7b92987", + "metadata": {}, + "outputs": [], + "source": [ + "import yfinance as yf" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "c48482c2-a6ce-4302-9d53-e6a495f38316", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "end = datetime.now()\n", + "start = datetime(end.year-20, end.month, end.day)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "94600162-866b-48d1-acd5-c98207275625", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[*********************100%%**********************] 1 of 1 completed\n" + ] + } + ], + "source": [ + "stock = 'GOOG'\n", + "google_data = yf.download(stock, start, end)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "ee31f77d-af8a-4069-a599-887d71365b69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OpenHighLowCloseAdj CloseVolume
Date
2004-08-192.4906642.5917852.3900422.4991332.496292897427216
2004-08-202.5158202.7168172.5031182.6976392.694573458857488
2004-08-232.7584112.8264062.7160702.7247872.721690366857939
2004-08-242.7706152.7795812.5795812.6119602.608991306396159
2004-08-252.6142012.6899182.5873022.6401042.637103184645512
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OpenHighLowCloseAdj CloseVolume
count5015.0000005015.0000005015.0000005015.0000005015.0000005.015000e+03
mean45.12479745.60125144.67614445.14929545.0992231.158433e+08
std43.17441843.65334442.75804043.21713643.1720151.498416e+08
min2.4704902.5340022.3900422.4909132.4880821.584340e+05
25%13.02729513.14149212.87785513.02343513.0086322.735746e+07
50%26.97743227.18700026.77887526.98900026.9583235.629020e+07
75%60.13600260.59637559.71025160.25075060.1822641.425764e+08
max191.750000193.309998190.619995192.660004192.6600041.650833e+09
\n", + "
" + ], + "text/plain": [ + " Open High Low Close Adj Close \\\n", + "count 5015.000000 5015.000000 5015.000000 5015.000000 5015.000000 \n", + "mean 45.124797 45.601251 44.676144 45.149295 45.099223 \n", + "std 43.174418 43.653344 42.758040 43.217136 43.172015 \n", + "min 2.470490 2.534002 2.390042 2.490913 2.488082 \n", + "25% 13.027295 13.141492 12.877855 13.023435 13.008632 \n", + "50% 26.977432 27.187000 26.778875 26.989000 26.958323 \n", + "75% 60.136002 60.596375 59.710251 60.250750 60.182264 \n", + "max 191.750000 193.309998 190.619995 192.660004 192.660004 \n", + "\n", + " Volume \n", + "count 5.015000e+03 \n", + "mean 1.158433e+08 \n", + "std 1.498416e+08 \n", + "min 1.584340e+05 \n", + "25% 2.735746e+07 \n", + "50% 5.629020e+07 \n", + "75% 1.425764e+08 \n", + "max 1.650833e+09 " + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "google_data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "1514f344-590d-4207-8416-4cb997f1ad45", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 5015 entries, 2004-08-19 to 2024-07-23\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Open 5015 non-null float64\n", + " 1 High 5015 non-null float64\n", + " 2 Low 5015 non-null float64\n", + " 3 Close 5015 non-null float64\n", + " 4 Adj Close 5015 non-null float64\n", + " 5 Volume 5015 non-null int64 \n", + "dtypes: float64(5), int64(1)\n", + "memory usage: 274.3 KB\n" + ] + } + ], + "source": [ + "google_data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "57b029af-36fd-4e00-b40c-638e1c429579", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Open 0\n", + "High 0\n", + "Low 0\n", + "Close 0\n", + "Adj Close 0\n", + "Volume 0\n", + "dtype: int64" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "google_data.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "8152cab1-1706-4ffd-be7d-ba0b3be30976", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "4acd32a9-faf6-4f38-9530-06f5df44bf8d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Closing price of Google data')" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (15,5))\n", + "google_data['Adj Close'].plot()\n", + "plt.xlabel(\"years\")\n", + "plt.ylabel(\"Adj Close\")\n", + "plt.title(\"Closing price of Google data\")" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "8841c4c0-dcb6-4af5-bb83-9ced32d30f35", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_graph(figsize, values, column_name ):\n", + " plt.figure()\n", + " values.plot(figsize = figsize)\n", + " plt.xlabel(\"years\")\n", + " plt.ylabel(column_name)\n", + " plt.title(f\"{column_name} of Google data\")" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "0330b7b0-e789-4cb7-8ae8-e7464c459d39", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "google_data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "7902f2f2-3a72-4956-8908-f2c448f788dd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ], + "text/plain": [ + " 0 MA\n", + "0 10 NaN\n", + "1 20 NaN\n", + "2 30 NaN\n", + "3 40 NaN\n", + "4 50 30.0\n", + "5 60 40.0\n", + "6 70 50.0\n", + "7 80 60.0\n", + "8 90 70.0\n", + "9 100 80.0" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['MA'] = data.rolling(5).mean()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "141891ce-44a0-4aca-8413-f2cd36d13cd9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2004 94\n", + "2005 252\n", + "2006 251\n", + "2007 251\n", + "2008 253\n", + "2009 252\n", + "2010 252\n", + "2011 252\n", + "2012 250\n", + "2013 252\n", + "2014 252\n", + "2015 252\n", + "2016 252\n", + "2017 251\n", + "2018 251\n", + "2019 252\n", + "2020 253\n", + "2021 252\n", + "2022 251\n", + "2023 250\n", + "2024 140\n" + ] + } + ], + "source": [ + "for i in range(2004,2025):\n", + " print(i, list(google_data.index.year).count(i))" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "eecca0f6-a851-4216-9d2c-8a3f147c5796", + "metadata": {}, + "outputs": [], + "source": [ + "google_data['MA_for_250_days'] = google_data['Adj Close'].rolling(250).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "905dcc89-038d-4066-9bfd-e7491eda7bf0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date\n", + "2005-08-09 NaN\n", + "2005-08-10 NaN\n", + "2005-08-11 NaN\n", + "2005-08-12 NaN\n", + "2005-08-15 5.028317\n", + "Name: MA_for_250_days, dtype: float64" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "google_data['MA_for_250_days'][0:250].tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "5420fc0c-ab5c-46e3-a8bc-9b274cc4a965", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "google_data['MA_for_100_days'] = google_data['Adj Close'].rolling(100).mean()\n", + "plot_graph((15,5), google_data[['Adj Close', 'MA_for_100_days']], 'MA_for_100_days')" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "ba213d36-feed-4142-bb12-07f79ec865f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Adj Closepercentage_change_cp
Date
2004-08-192.496292NaN
2004-08-202.6945730.079430
2004-08-232.7216900.010064
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\n", + "
" + ], + "text/plain": [ + " Adj Close percentage_change_cp\n", + "Date \n", + "2004-08-19 2.496292 NaN\n", + "2004-08-20 2.694573 0.079430\n", + "2004-08-23 2.721690 0.010064\n", + "2004-08-24 2.608991 -0.041408\n", + "2004-08-25 2.637103 0.010775" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "google_data['percentage_change_cp'] = google_data['Adj Close'].pct_change()\n", + "google_data[['Adj Close','percentage_change_cp']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "f139852b-0c2e-453e-95e7-af14652a49f3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_graph((15,5), google_data['percentage_change_cp'], 'percentage_change_cp')" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "1ef7ee3c-ede9-4bf5-b768-697e2960b694", + "metadata": {}, + "outputs": [], + "source": [ + "Adj_close_price = google_data[['Adj Close']]" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "id": "f31f191f-c53f-408d-8576-a96e1e0ebe1c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([192.66000366]), array([2.48808169]))" + ] + }, + "execution_count": 126, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "max(Adj_close_price.values),min(Adj_close_price.values)" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "92f765a3-5a0b-402a-8855-76832283ba9c", + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import MinMaxScaler " + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "a85cd463-797d-4388-b6ef-c2a23e012a8b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[4.31749279e-05],\n", + " [1.08581220e-03],\n", + " [1.22840556e-03],\n", + " ...,\n", + " [9.30221012e-01],\n", + " [9.51044311e-01],\n", + " [9.56828502e-01]])" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaler = MinMaxScaler(feature_range=(0,1))\n", + "scaled_data = scaler.fit_transform(Adj_close_price)\n", + "scaled_data" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "2be7885e-f7d3-4eff-aa74-8f2bd242bbdc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5015" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(scaled_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "id": "89e12ced-2624-4381-8004-0b44c1fdb7f0", + "metadata": {}, + "outputs": [], + "source": [ + "x_data = []\n", + "y_data = []\n", + "\n", + "for i in range(100, len(scaled_data)):\n", + " x_data.append(scaled_data[i-100:i])\n", + " y_data.append(scaled_data[i])\n", + "\n", + "import numpy as np\n", + "x_data, y_data = np.array(x_data), np.array(y_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 131, + "id": "cfd181ce-e9d3-45df-8acf-7e8d45c9e158", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([[4.31749279e-05],\n", + " [1.08581220e-03],\n", + " [1.22840556e-03],\n", + " [6.35788989e-04],\n", + " [7.83614035e-04],\n", + " [1.03348276e-03],\n", + " [8.03236951e-04],\n", + " [2.61643473e-04],\n", + " [3.08737468e-04],\n", + " [3.13989218e-05],\n", + " [1.96230411e-04],\n", + " [0.00000000e+00],\n", + " [2.05389945e-04],\n", + " [2.99582949e-04],\n", + " [3.00889305e-04],\n", + " [6.95966599e-04],\n", + " [9.79844446e-04],\n", + " [1.50182002e-03],\n", + " [1.56853693e-03],\n", + " [1.82625131e-03],\n", + " [2.28674167e-03],\n", + " [2.53137368e-03],\n", + " [2.33252680e-03],\n", + " [2.40316654e-03],\n", + " [2.72237366e-03],\n", + " [2.59285890e-03],\n", + " [2.38747397e-03],\n", + " [3.51252574e-03],\n", + " [4.06458761e-03],\n", + " [3.87097242e-03],\n", + " [4.26081802e-03],\n", + " [4.58524931e-03],\n", + " [5.01826483e-03],\n", + " [4.84950926e-03],\n", + " [5.08105766e-03],\n", + " [4.93454147e-03],\n", + " [4.61141654e-03],\n", + " [4.89137156e-03],\n", + " [5.34924043e-03],\n", + " [5.49314139e-03],\n", + " [5.76917233e-03],\n", + " [6.42981593e-03],\n", + " [6.27021613e-03],\n", + " [5.29560337e-03],\n", + " [6.45859461e-03],\n", + " [9.47400565e-03],\n", + " [1.14323807e-02],\n", + " [1.06997885e-02],\n", + " [1.12453110e-02],\n", + " [1.22042212e-02],\n", + " [1.18562392e-02],\n", + " [1.25613578e-02],\n", + " [1.24096099e-02],\n", + " [1.19909818e-02],\n", + " [1.10791657e-02],\n", + " [9.07107392e-03],\n", + " [9.48969696e-03],\n", + " [8.98604547e-03],\n", + " [8.87615363e-03],\n", + " [1.08593895e-02],\n", + " [1.07259507e-02],\n", + " [1.11014063e-02],\n", + " [9.48839061e-03],\n", + " [9.48315766e-03],\n", + " [8.83429258e-03],\n", + " [9.07761573e-03],\n", + " [8.51509048e-03],\n", + " [8.83167485e-03],\n", + " [9.77881277e-03],\n", + " [1.03845104e-02],\n", + " [1.06016739e-02],\n", + " [1.07233380e-02],\n", + " [1.04590830e-02],\n", + " [1.03858218e-02],\n", + " [1.05166404e-02],\n", + " [9.97896601e-03],\n", + " [9.34318203e-03],\n", + " [9.15349218e-03],\n", + " [9.60482175e-03],\n", + " [9.37196197e-03],\n", + " [9.21497614e-03],\n", + " [1.02929377e-02],\n", + " [1.04355285e-02],\n", + " [1.00025155e-02],\n", + " [1.04747744e-02],\n", + " [1.11210267e-02],\n", + " [1.09548889e-02],\n", + " [1.12884810e-02],\n", + " [1.14977887e-02],\n", + " [1.20223795e-02],\n", + " [1.21335802e-02],\n", + " [1.21518943e-02],\n", + " [1.27667490e-02],\n", + " [1.21375043e-02],\n", + " [1.34352420e-02],\n", + " [1.23612045e-02],\n", + " [1.22316948e-02],\n", + " [1.15828272e-02],\n", + " [1.22761736e-02],\n", + " [1.24344658e-02]]),\n", + " array([0.01223562]))" + ] + }, + "execution_count": 131, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_data[0],y_data[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "6d51fa4d-3473-4892-920a-f097a54fb26a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3440" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "int(len(x_data)*0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "9ebde5be-899a-4d01-a032-aeda0ee95671", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1450" + ] + }, + "execution_count": 133, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "4990-100-int(len(x_data)*0.7)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "3aab4c9f-c03f-4493-be27-3d2c8ffa284f", + "metadata": {}, + "outputs": [], + "source": [ + "splitting_len = int(len(x_data)*0.7)\n", + "x_train = x_data[:splitting_len]\n", + "y_train = y_data[:splitting_len]\n", + "\n", + "x_test = x_data[splitting_len:]\n", + "y_test = y_data[splitting_len:]" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "id": "47605414-894b-45ca-b74a-3eaa630b7f14", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3440, 100, 1)\n", + "(3440, 1)\n", + "(1475, 100, 1)\n", + "(1475, 1)\n" + ] + } + ], + "source": [ + "print(x_train.shape)\n", + "print(y_train.shape)\n", + "print(x_test.shape)\n", + "print(y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "1070272e-c738-483e-a990-8365918e4c4c", + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "749f6a51-500e-4530-bdfe-002c17707b59", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\incha\\AppData\\Local\\Programs\\Python\\Python310\\lib\\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" + ] + } + ], + "source": [ + "model = Sequential()\n", + "model.add(LSTM(128, return_sequences=True, input_shape=(x_train.shape[1], 1)))\n", + "model.add(LSTM(64, return_sequences=False))\n", + "model.add(Dense(25))\n", + "model.add(Dense(1))" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "5f25724d-22e3-48f7-b70b-020b1c5c2bb5", + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer='adam', loss='mean_squared_error')" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "afa5d6d4-a586-4ae4-abdb-e6f42895bfae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/4\n", + "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 83ms/step - loss: 0.0016\n", + "Epoch 2/4\n", + "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 80ms/step - loss: 2.3648e-05\n", + "Epoch 3/4\n", + "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 135ms/step - loss: 1.9272e-05\n", + "Epoch 4/4\n", + "\u001b[1m108/108\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 117ms/step - loss: 1.8829e-05\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(x_train,y_train, batch_size=32, epochs = 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "d5a5ada7-a916-4b17-bf68-dad678a8b8f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
Model: \"sequential_3\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                     Output Shape                  Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ lstm_5 (LSTM)                   │ (None, 100, 128)       │        66,560 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ lstm_6 (LSTM)                   │ (None, 64)             │        49,408 │\n",
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+       "│ dense_4 (Dense)                 │ (None, 25)             │         1,625 │\n",
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+       "│ dense_5 (Dense)                 │ (None, 1)              │            26 │\n",
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Original_test_datapredictions
Date
2018-09-1158.80108660.308945
2018-09-1258.07491360.018719
2018-09-1358.69969959.729683
2018-09-1458.55986059.496929
2018-09-1757.73680159.305622
\n", + "
" + ], + "text/plain": [ + " Original_test_data predictions\n", + "Date \n", + "2018-09-11 58.801086 60.308945\n", + "2018-09-12 58.074913 60.018719\n", + "2018-09-13 58.699699 59.729683\n", + "2018-09-14 58.559860 59.496929\n", + "2018-09-17 57.736801 59.305622" + ] + }, + "execution_count": 148, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plotting_data = pd.DataFrame(\n", + " {\n", + " 'Original_test_data': inv_y_test.reshape(-1),\n", + " 'predictions': inv_predictions.reshape(-1),\n", + " } ,\n", + " index = google_data.index[splitting_len+100:]\n", + ")\n", + "plotting_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "id": "7941b189-62a2-4f59-91c6-038b1780bbff", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "training_data = pd.DataFrame(\n", + " {\n", + " 'Original_train_data': inv_y_train.reshape(-1)\n", + " } ,\n", + " index = google_data.index[:splitting_len]\n", + ")\n", + "plotting_data.head()\n", + "\n", + "\n", + "plot_graph((15,6), training_data, 'training data')" + ] + }, + { + "cell_type": "code", + "execution_count": 151, + "id": "dd95ab35-49ed-4712-a43d-68185445e142", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Adj Close
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"execution_count": 155, + "id": "57e80963", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 100, 1)" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "last_100.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "95305846", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 93ms/step\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[0.8620417]], dtype=float32)" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "day_101 = model.predict(last_100)\n", + "day_101" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "id": "ff1fd057", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[184.34792]], dtype=float32)" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaler.inverse_transform(day_101)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "7d7cfd99", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "\n", + "def predict_future_stock(no_of_days, prev_100):\n", + " future_predictions = []\n", + " prev_100 = scaler.fit_transform(prev_100['Adj Close'].values.reshape(-1,1)).reshape(1,-1,1)\n", + " for _ in range(no_of_days):\n", + " next_day = model.predict(prev_100)[0, 0] \n", + " future_predictions.append(next_day)\n", + " prev_100 = np.append(prev_100[:, 1:, :], [[[next_day]]], axis=1) \n", + " return scaler.inverse_transform(np.array(future_predictions).reshape(-1, 1)).flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "3c948b55", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m 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\u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n", + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 33ms/step\n", + "[184.34792 184.0113 183.78246 183.62172 183.5033 183.41086 183.33418\n", + " 183.267 183.20549 183.14743]\n" + ] + } + ], + "source": [ + "no_of_days = 10 \n", + "future_results = predict_future_stock(no_of_days, prev_100= google_data[['Adj Close']].tail(100))\n", + "print(future_results)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "4449d9ad-18da-416e-a56a-0117e814d6e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Future Close price of Google stock')" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "future_results = np.array(future_results).reshape(-1,1)\n", + "plt.figure()\n", + "pd.DataFrame(future_results).plot(figsize=(15,5), marker='o')\n", + "for i in range(len(future_results)):\n", + " plt.text(i, future_results[i], int(future_results[i][0]))\n", + "plt.xlabel('Future days')\n", + "plt.ylabel('Close Price')\n", + "plt.title(\"Future Close price of Google stock\")" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "14e6512f-8b50-468d-a776-ba1cfceacd96", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\n", + "\n", + "model.save(\"Latest_stcok_price_model.keras\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95bcbd61-910f-4c86-9536-083409538037", + "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": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}