From 21279b5bca65fb1f93d2fde0e6ea739aceeea7fb Mon Sep 17 00:00:00 2001 From: PRIYANSHU TIWARI Date: Tue, 23 Jul 2024 15:15:50 +0530 Subject: [PATCH 1/3] here is my MRF stock prediction --- ...ber stock prediction lstm-checkpoint.ipynb | 1356 +++++ NYSE/MRF stock prediction/MRF.NS.csv | 4794 +++++++++++++++++ .../uber stock prediction lstm.ipynb | 1356 +++++ 3 files changed, 7506 insertions(+) create mode 100644 NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb create mode 100644 NYSE/MRF stock prediction/MRF.NS.csv create mode 100644 NYSE/MRF stock prediction/uber stock prediction lstm.ipynb diff --git a/NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb b/NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb new file mode 100644 index 00000000..97d6d713 --- /dev/null +++ b/NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb @@ -0,0 +1,1356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "10aa62ad", + "metadata": { + "_kg_hide-output": true, + "papermill": { + "duration": 0.007239, + "end_time": "2024-05-30T15:39:49.831700", + "exception": false, + "start_time": "2024-05-30T15:39:49.824461", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# MRF Stock Prediction - LSTM\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "59111c23", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_kg_hide-output": true, + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-05-30T15:39:49.859978Z", + "iopub.status.busy": "2024-05-30T15:39:49.859234Z", + "iopub.status.idle": "2024-05-30T15:40:02.511494Z", + "shell.execute_reply": "2024-05-30T15:40:02.510665Z" + }, + "papermill": { + "duration": 12.662365, + "end_time": "2024-05-30T15:40:02.513835", + "exception": false, + "start_time": "2024-05-30T15:39:49.851470", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import LSTM\n", + "from keras.layers import Dropout\n", + "from sklearn.preprocessing import MinMaxScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fb4999ec", + "metadata": { + "_kg_hide-output": true, + "_uuid": "9de88d689da1a279477470f6cef999c0a45bf98a", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.543056Z", + "iopub.status.busy": "2024-05-30T15:40:02.542482Z", + "iopub.status.idle": "2024-05-30T15:40:02.584817Z", + "shell.execute_reply": "2024-05-30T15:40:02.583916Z" + }, + "papermill": { + "duration": 0.052249, + "end_time": "2024-05-30T15:40:02.586967", + "exception": false, + "start_time": "2024-05-30T15:40:02.534718", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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[], + "source": [ + "trainset=dataset.iloc[-1000:-100,1:2].values #Open\n", + "testset=dataset.iloc[-100:,1:2].values #Open \n", + "real_stock_price = testset.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8beae7ae", + "metadata": { + "_uuid": "1abc6fe47fb5c4443767a2e2053cf9999c8a9a5c", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.682140Z", + "iopub.status.busy": "2024-05-30T15:40:02.681516Z", + "iopub.status.idle": "2024-05-30T15:40:02.687744Z", + "shell.execute_reply": "2024-05-30T15:40:02.686822Z" + }, + "papermill": { + "duration": 0.016649, + "end_time": "2024-05-30T15:40:02.689856", + "exception": false, + "start_time": "2024-05-30T15:40:02.673207", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.55064496]\n", + " [0.48276593]\n", + " [0.4726158 ]\n", + " [0.49503064]\n", + " [0.53964897]]\n", + "625\n" + ] + } + ], + "source": [ + "sc = MinMaxScaler(feature_range = (0,1))\n", + "training_scaled = sc.fit_transform(trainset)\n", + "print(training_scaled[0:5])\n", + "print(len(training_scaled))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e27fae4c", + "metadata": { + "_uuid": "d0d549e9a4af9ab516c3304fb44d650a815dcedc", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.706979Z", + "iopub.status.busy": "2024-05-30T15:40:02.706741Z", + "iopub.status.idle": "2024-05-30T15:40:02.710325Z", + "shell.execute_reply": "2024-05-30T15:40:02.709473Z" + }, + "papermill": { + "duration": 0.014132, + "end_time": "2024-05-30T15:40:02.712229", + "exception": false, + "start_time": "2024-05-30T15:40:02.698097", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "x_train = []\n", + "y_train = []" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d2d3f2f3", + "metadata": { + "_uuid": "4c4f8ba0c635e7da0ba1bc52abf0a42068acdc89", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.744586Z", + "iopub.status.busy": "2024-05-30T15:40:02.743917Z", + "iopub.status.idle": "2024-05-30T15:40:02.750575Z", + "shell.execute_reply": "2024-05-30T15:40:02.749753Z" + }, + "papermill": { + "duration": 0.017017, + "end_time": "2024-05-30T15:40:02.752512", + "exception": false, + "start_time": "2024-05-30T15:40:02.735495", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(565, 60) (565,)\n" + ] + } + ], + "source": [ + "for i in range(60,len(training_scaled)):\n", + " x_train.append(training_scaled[i-60:i, 0])\n", + " y_train.append(training_scaled[i,0])\n", + "x_train,y_train = np.array(x_train),np.array(y_train)\n", + "print(x_train.shape,y_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3fe1f380", + "metadata": { + "_uuid": "316c5775b5c0a984b432f138792d2c0e9a484491", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.784806Z", + "iopub.status.busy": "2024-05-30T15:40:02.784541Z", + "iopub.status.idle": "2024-05-30T15:40:02.789019Z", + "shell.execute_reply": "2024-05-30T15:40:02.788206Z" + }, + "papermill": { + "duration": 0.014923, + "end_time": "2024-05-30T15:40:02.790963", + "exception": false, + "start_time": "2024-05-30T15:40:02.776040", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(samples, time steps, features) = (565, 60, 1)\n" + ] + } + ], + "source": [ + "x_train = np.reshape(x_train, (x_train.shape[0],x_train.shape[1],1))\n", + "print('(samples, time steps, features) =',x_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2beb16da", + "metadata": { + "_uuid": "ed24d733423254641f134c0e84f44a8ce175589f", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.807891Z", + "iopub.status.busy": "2024-05-30T15:40:02.807627Z", + "iopub.status.idle": "2024-05-30T15:40:04.002484Z", + "shell.execute_reply": "2024-05-30T15:40:04.001714Z" + }, + "papermill": { + "duration": 1.205862, + "end_time": "2024-05-30T15:40:04.004829", + "exception": false, + "start_time": "2024-05-30T15:40:02.798967", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "regressor = Sequential()\n", + "regressor.add(LSTM(units = 50,return_sequences = True,input_shape = (x_train.shape[1],1)))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(Dense(units = 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9b2d9863", + "metadata": { + "_kg_hide-output": true, + "_uuid": "6681ff55d9a29b1ad0f37cdc82318fb2c8fbc0bd", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:04.023680Z", + "iopub.status.busy": "2024-05-30T15:40:04.023094Z", + "iopub.status.idle": "2024-05-30T15:40:12.196836Z", + "shell.execute_reply": "2024-05-30T15:40:12.195796Z" + }, + "papermill": { + "duration": 8.185984, + "end_time": "2024-05-30T15:40:12.199621", + "exception": false, + "start_time": "2024-05-30T15:40:04.013637", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "18/18 [==============================] - 2s 31ms/step - loss: 0.0612\n", + "Epoch 2/10\n", + "18/18 [==============================] - 1s 31ms/step - loss: 0.0183\n", + "Epoch 3/10\n", + "18/18 [==============================] - 1s 34ms/step - loss: 0.0147\n", + "Epoch 4/10\n", + "18/18 [==============================] - 1s 33ms/step - loss: 0.0117\n", + "Epoch 5/10\n", + "18/18 [==============================] - 1s 32ms/step - loss: 0.0116\n", + "Epoch 6/10\n", + "18/18 [==============================] - 1s 35ms/step - loss: 0.0109\n", + "Epoch 7/10\n", + "18/18 [==============================] - 1s 35ms/step - loss: 0.0112\n", + "Epoch 8/10\n", + "18/18 [==============================] - 1s 33ms/step - loss: 0.0097\n", + "Epoch 9/10\n", + "18/18 [==============================] - 1s 32ms/step - loss: 0.0106\n", + "Epoch 10/10\n", + "18/18 [==============================] - 1s 32ms/step - loss: 0.0102\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regressor.compile(optimizer = 'adam',loss = 'mean_squared_error')\n", + "regressor.fit(x_train,y_train,epochs =10, batch_size = 32)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "822f38ef", + "metadata": { + "_kg_hide-output": true, + "_uuid": "31aa33ed70b08e71d0e8bfe4c1abae7901ab947d", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.287242Z", + "iopub.status.busy": "2024-05-30T15:40:12.286898Z", + "iopub.status.idle": "2024-05-30T15:40:12.292836Z", + "shell.execute_reply": "2024-05-30T15:40:12.291964Z" + }, + "papermill": { + "duration": 0.023133, + "end_time": "2024-05-30T15:40:12.294775", + "exception": false, + "start_time": "2024-05-30T15:40:12.271642", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(260,)\n", + "[59.990002 57.07 56.630001 55.48 57.25 55.630001 54.459999\n", + " 52. 54.41 54.799999]\n" + ] + } + ], + "source": [ + "inputs = dataset.iloc[len(trainset)-len(testset)-60:,1].values\n", + "print(inputs.shape)\n", + "print(inputs[0:10])" + ] + }, + { + "cell_type": "markdown", + "id": "59a8e2dc", + "metadata": { + "papermill": { + "duration": 0.013847, + "end_time": "2024-05-30T15:40:12.323670", + "exception": false, + "start_time": "2024-05-30T15:40:12.309823", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "In the context of a LSTM model, this reshaping may be necessary if the input data has only one feature (i.e., one time series) and the LSTM model expects a 3D input shape of (n_samples, n_time_steps, n_features). In this case, since there is only one feature, the shape does not change." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7aa4e312", + "metadata": { + "_kg_hide-output": true, + "_uuid": "7d74568c439acc8dda77dc4365d4b413095508e1", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.353568Z", + "iopub.status.busy": "2024-05-30T15:40:12.353252Z", + "iopub.status.idle": "2024-05-30T15:40:12.358747Z", + "shell.execute_reply": "2024-05-30T15:40:12.357855Z" + }, + "papermill": { + "duration": 0.022762, + "end_time": "2024-05-30T15:40:12.360690", + "exception": false, + "start_time": "2024-05-30T15:40:12.337928", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(260, 1)\n", + "(260, 1)\n" + ] + } + ], + "source": [ + "inputs = inputs.reshape(-1,1)\n", + "print(inputs.shape)\n", + "\n", + "#sc = MinMaxScaler(feature_range = (0,1))\n", + "inputs = sc.transform(inputs)\n", + "print(inputs.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3c962cd2", + "metadata": { + "_kg_hide-output": true, + "_uuid": "ef076f0fdbe6ec72d85e7326c3e8aa73fcbad667", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.390465Z", + "iopub.status.busy": "2024-05-30T15:40:12.390192Z", + "iopub.status.idle": "2024-05-30T15:40:12.396836Z", + "shell.execute_reply": "2024-05-30T15:40:12.395965Z" + }, + "papermill": { + "duration": 0.023947, + "end_time": "2024-05-30T15:40:12.398827", + "exception": false, + "start_time": "2024-05-30T15:40:12.374880", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(200, 60)\n", + "(200, 60, 1)\n" + ] + } + ], + "source": [ + "x_test = []\n", + "for i in range(60,len(inputs)):\n", + " x_test.append(inputs[i-60:i,0])\n", + "x_test = np.array(x_test)\n", + "print(x_test.shape)\n", + "\n", + "x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n", + "print(x_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "23808ef3", + "metadata": { + "_kg_hide-output": true, + "_uuid": "24730042bdad3a140e033a78ae9b170304f8cefb", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.428521Z", + "iopub.status.busy": "2024-05-30T15:40:12.428246Z", + "iopub.status.idle": "2024-05-30T15:40:13.116866Z", + "shell.execute_reply": "2024-05-30T15:40:13.116047Z" + }, + "papermill": { + "duration": 0.70562, + "end_time": "2024-05-30T15:40:13.118807", + "exception": false, + "start_time": "2024-05-30T15:40:12.413187", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7/7 [==============================] - 1s 8ms/step\n" + ] + } + ], + "source": [ + "predicted_price = regressor.predict(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8c507e69", + "metadata": { + "_kg_hide-output": true, + "_uuid": "4b06462fa06e7399373d8a552cd159176fbeef33", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.149441Z", + "iopub.status.busy": "2024-05-30T15:40:13.149155Z", + "iopub.status.idle": "2024-05-30T15:40:13.154197Z", + "shell.execute_reply": "2024-05-30T15:40:13.153273Z" + }, + "papermill": { + "duration": 0.022316, + "end_time": "2024-05-30T15:40:13.156092", + "exception": false, + "start_time": "2024-05-30T15:40:13.133776", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(200, 1)\n" + ] + } + ], + "source": [ + "predicted_price = sc.inverse_transform(predicted_price)\n", + "print(predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fee58a4f", + "metadata": { + "_kg_hide-output": false, + "_uuid": "e8b30d578fafb1564da4448efb1f994537f6f588", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.186273Z", + "iopub.status.busy": "2024-05-30T15:40:13.185980Z", + "iopub.status.idle": "2024-05-30T15:40:13.440139Z", + "shell.execute_reply": "2024-05-30T15:40:13.439281Z" + }, + "papermill": { + "duration": 0.271652, + "end_time": "2024-05-30T15:40:13.442276", + "exception": false, + "start_time": "2024-05-30T15:40:13.170624", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price[-100:],color = 'red', label = 'Real Price')\n", + "plt.plot(predicted_price[-100:], color = 'blue', label = 'Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "52971fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.474377Z", + "iopub.status.busy": "2024-05-30T15:40:13.474096Z", + "iopub.status.idle": "2024-05-30T15:40:13.899104Z", + "shell.execute_reply": "2024-05-30T15:40:13.898213Z" + }, + "papermill": { + "duration": 0.444389, + "end_time": "2024-05-30T15:40:13.902296", + "exception": false, + "start_time": "2024-05-30T15:40:13.457907", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "162992af", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.973595Z", + "iopub.status.busy": "2024-05-30T15:40:13.973249Z", + "iopub.status.idle": "2024-05-30T15:40:19.892150Z", + "shell.execute_reply": "2024-05-30T15:40:19.891239Z" + }, + "papermill": { + "duration": 5.939242, + "end_time": "2024-05-30T15:40:19.894142", + "exception": false, + "start_time": "2024-05-30T15:40:13.954900", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 14ms/step\n", + "1/1 [==============================] - 0s 13ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n" + ] + } + ], + "source": [ + "inputs = np.array(trainset[-60:])\n", + "new_predicted_price=[]\n", + "for i in range(100):\n", + " x = np.reshape(inputs, (1,60,1))\n", + " pred = regressor.predict(x)\n", + " inputs = np.append(inputs, pred)\n", + " inputs = inputs[1:]\n", + " new_predicted_price+=[pred.reshape(-1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ab12649e", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:19.961103Z", + "iopub.status.busy": "2024-05-30T15:40:19.960774Z", + "iopub.status.idle": "2024-05-30T15:40:19.966508Z", + "shell.execute_reply": "2024-05-30T15:40:19.965587Z" + }, + "papermill": { + "duration": 0.041324, + "end_time": "2024-05-30T15:40:19.968515", + "exception": false, + "start_time": "2024-05-30T15:40:19.927191", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 1)\n" + ] + } + ], + "source": [ + "new_predicted_price = sc.inverse_transform(np.array(new_predicted_price))\n", + "print(new_predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "69ff2e6d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.035126Z", + "iopub.status.busy": "2024-05-30T15:40:20.034829Z", + "iopub.status.idle": "2024-05-30T15:40:20.309774Z", + "shell.execute_reply": "2024-05-30T15:40:20.308818Z" + }, + "papermill": { + "duration": 0.310487, + "end_time": "2024-05-30T15:40:20.311902", + "exception": false, + "start_time": "2024-05-30T15:40:20.001415", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price,color = 'red', label = 'Real Price')\n", + "plt.plot(new_predicted_price, color = 'blue', label = 'New Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fe0703c5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.380186Z", + "iopub.status.busy": "2024-05-30T15:40:20.379342Z", + "iopub.status.idle": "2024-05-30T15:40:20.854541Z", + "shell.execute_reply": "2024-05-30T15:40:20.853544Z" + }, + "papermill": { + "duration": 0.511082, + "end_time": "2024-05-30T15:40:20.856663", + "exception": false, + "start_time": "2024-05-30T15:40:20.345581", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],new_predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "gpu", + "dataSources": [ + { + "datasetId": 1624347, + "sourceId": 3358601, + "sourceType": "datasetVersion" + } + ], + "isGpuEnabled": true, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "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": "3.11.5" + }, + "papermill": { + "default_parameters": {}, + "duration": 36.200134, + "end_time": "2024-05-30T15:40:23.293779", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-05-30T15:39:47.093645", + "version": "2.5.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/NYSE/MRF stock prediction/MRF.NS.csv b/NYSE/MRF stock prediction/MRF.NS.csv new file mode 100644 index 00000000..a217cb98 --- /dev/null +++ b/NYSE/MRF stock prediction/MRF.NS.csv @@ -0,0 +1,4794 @@ +Date,Open,High,Low,Close,Adj Close,Volume +2002-07-01,910.000000,910.000000,880.000000,897.599976,815.841370,426 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lstm.ipynb b/NYSE/MRF stock prediction/uber stock prediction lstm.ipynb new file mode 100644 index 00000000..b03f8ecf --- /dev/null +++ b/NYSE/MRF stock prediction/uber stock prediction lstm.ipynb @@ -0,0 +1,1356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "10aa62ad", + "metadata": { + "_kg_hide-output": true, + "papermill": { + "duration": 0.007239, + "end_time": "2024-05-30T15:39:49.831700", + "exception": false, + "start_time": "2024-05-30T15:39:49.824461", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# MRF Stock Prediction - LSTM\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "59111c23", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_kg_hide-output": true, + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-05-30T15:39:49.859978Z", + "iopub.status.busy": "2024-05-30T15:39:49.859234Z", + "iopub.status.idle": "2024-05-30T15:40:02.511494Z", + 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"completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "trainset=dataset.iloc[-1000:-100,1:2].values #Open\n", + "testset=dataset.iloc[-100:,1:2].values #Open \n", + "real_stock_price = testset.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8beae7ae", + "metadata": { + "_uuid": "1abc6fe47fb5c4443767a2e2053cf9999c8a9a5c", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.682140Z", + "iopub.status.busy": "2024-05-30T15:40:02.681516Z", + "iopub.status.idle": "2024-05-30T15:40:02.687744Z", + "shell.execute_reply": "2024-05-30T15:40:02.686822Z" + }, + "papermill": { + "duration": 0.016649, + "end_time": "2024-05-30T15:40:02.689856", + "exception": false, + "start_time": "2024-05-30T15:40:02.673207", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.31630423]\n", + " [0.32917796]\n", + " [0.3062237 ]\n", + " [0.29699801]\n", + " [0.31197299]]\n", + "900\n" + ] + } + ], + "source": [ + "sc = MinMaxScaler(feature_range = (0,1))\n", + "training_scaled = sc.fit_transform(trainset)\n", + "print(training_scaled[0:5])\n", + "print(len(training_scaled))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e27fae4c", + "metadata": { + "_uuid": "d0d549e9a4af9ab516c3304fb44d650a815dcedc", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.706979Z", + "iopub.status.busy": "2024-05-30T15:40:02.706741Z", + "iopub.status.idle": "2024-05-30T15:40:02.710325Z", + "shell.execute_reply": "2024-05-30T15:40:02.709473Z" + }, + "papermill": { + "duration": 0.014132, + "end_time": "2024-05-30T15:40:02.712229", + "exception": false, + "start_time": "2024-05-30T15:40:02.698097", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "x_train = []\n", + "y_train = []" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d2d3f2f3", + "metadata": { + "_uuid": "4c4f8ba0c635e7da0ba1bc52abf0a42068acdc89", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.744586Z", + "iopub.status.busy": "2024-05-30T15:40:02.743917Z", + "iopub.status.idle": "2024-05-30T15:40:02.750575Z", + "shell.execute_reply": "2024-05-30T15:40:02.749753Z" + }, + "papermill": { + "duration": 0.017017, + "end_time": "2024-05-30T15:40:02.752512", + "exception": false, + "start_time": "2024-05-30T15:40:02.735495", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(840, 60) (840,)\n" + ] + } + ], + "source": [ + "for i in range(60,len(training_scaled)):\n", + " x_train.append(training_scaled[i-60:i, 0])\n", + " y_train.append(training_scaled[i,0])\n", + "x_train,y_train = np.array(x_train),np.array(y_train)\n", + "print(x_train.shape,y_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3fe1f380", + "metadata": { + "_uuid": "316c5775b5c0a984b432f138792d2c0e9a484491", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.784806Z", + "iopub.status.busy": "2024-05-30T15:40:02.784541Z", + "iopub.status.idle": "2024-05-30T15:40:02.789019Z", + "shell.execute_reply": "2024-05-30T15:40:02.788206Z" + }, + "papermill": { + "duration": 0.014923, + "end_time": "2024-05-30T15:40:02.790963", + "exception": false, + "start_time": "2024-05-30T15:40:02.776040", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(samples, time steps, features) = (840, 60, 1)\n" + ] + } + ], + "source": [ + "x_train = np.reshape(x_train, (x_train.shape[0],x_train.shape[1],1))\n", + "print('(samples, time steps, features) =',x_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2beb16da", + "metadata": { + "_uuid": "ed24d733423254641f134c0e84f44a8ce175589f", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.807891Z", + "iopub.status.busy": "2024-05-30T15:40:02.807627Z", + "iopub.status.idle": "2024-05-30T15:40:04.002484Z", + "shell.execute_reply": "2024-05-30T15:40:04.001714Z" + }, + "papermill": { + "duration": 1.205862, + "end_time": "2024-05-30T15:40:04.004829", + "exception": false, + "start_time": "2024-05-30T15:40:02.798967", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "regressor = Sequential()\n", + "regressor.add(LSTM(units = 50,return_sequences = True,input_shape = (x_train.shape[1],1)))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(Dense(units = 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9b2d9863", + "metadata": { + "_kg_hide-output": true, + "_uuid": "6681ff55d9a29b1ad0f37cdc82318fb2c8fbc0bd", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:04.023680Z", + "iopub.status.busy": "2024-05-30T15:40:04.023094Z", + "iopub.status.idle": "2024-05-30T15:40:12.196836Z", + "shell.execute_reply": "2024-05-30T15:40:12.195796Z" + }, + "papermill": { + "duration": 8.185984, + "end_time": "2024-05-30T15:40:12.199621", + "exception": false, + "start_time": "2024-05-30T15:40:04.013637", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "27/27 [==============================] - 2s 30ms/step - loss: nan\n", + "Epoch 2/10\n", + "27/27 [==============================] - 1s 30ms/step - loss: nan\n", + "Epoch 3/10\n", + "27/27 [==============================] - 1s 30ms/step - loss: nan\n", + "Epoch 4/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 5/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 6/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 7/10\n", + "27/27 [==============================] - 1s 32ms/step - loss: nan\n", + "Epoch 8/10\n", + "27/27 [==============================] - 1s 36ms/step - loss: nan\n", + "Epoch 9/10\n", + "27/27 [==============================] - 1s 36ms/step - loss: nan\n", + "Epoch 10/10\n", + "27/27 [==============================] - 1s 35ms/step - loss: nan\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regressor.compile(optimizer = 'adam',loss = 'mean_squared_error')\n", + "regressor.fit(x_train,y_train,epochs =10, batch_size = 32)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "822f38ef", + "metadata": { + "_kg_hide-output": true, + "_uuid": "31aa33ed70b08e71d0e8bfe4c1abae7901ab947d", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.287242Z", + "iopub.status.busy": "2024-05-30T15:40:12.286898Z", + "iopub.status.idle": "2024-05-30T15:40:12.292836Z", + "shell.execute_reply": "2024-05-30T15:40:12.291964Z" + }, + "papermill": { + "duration": 0.023133, + "end_time": "2024-05-30T15:40:12.294775", + "exception": false, + "start_time": "2024-05-30T15:40:12.271642", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4053,)\n", + "[2505. 2538.800049 2550. 2585. 2638.899902 2614.\n", + " 2559. 2587.699951 2550. 2550. ]\n" + ] + } + ], + "source": [ + "inputs = dataset.iloc[len(trainset)-len(testset)-60:,1].values\n", + "print(inputs.shape)\n", + "print(inputs[0:10])" + ] + }, + { + "cell_type": "markdown", + "id": "59a8e2dc", + "metadata": { + "papermill": { + "duration": 0.013847, + "end_time": "2024-05-30T15:40:12.323670", + "exception": false, + "start_time": "2024-05-30T15:40:12.309823", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "In the context of a LSTM model, this reshaping may be necessary if the input data has only one feature (i.e., one time series) and the LSTM model expects a 3D input shape of (n_samples, n_time_steps, n_features). In this case, since there is only one feature, the shape does not change." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7aa4e312", + "metadata": { + "_kg_hide-output": true, + "_uuid": "7d74568c439acc8dda77dc4365d4b413095508e1", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.353568Z", + "iopub.status.busy": "2024-05-30T15:40:12.353252Z", + "iopub.status.idle": "2024-05-30T15:40:12.358747Z", + "shell.execute_reply": "2024-05-30T15:40:12.357855Z" + }, + "papermill": { + "duration": 0.022762, + "end_time": "2024-05-30T15:40:12.360690", + "exception": false, + "start_time": "2024-05-30T15:40:12.337928", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4053, 1)\n", + "(4053, 1)\n" + ] + } + ], + "source": [ + "inputs = inputs.reshape(-1,1)\n", + "print(inputs.shape)\n", + "\n", + "#sc = MinMaxScaler(feature_range = (0,1))\n", + "inputs = sc.transform(inputs)\n", + "print(inputs.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3c962cd2", + "metadata": { + "_kg_hide-output": true, + "_uuid": "ef076f0fdbe6ec72d85e7326c3e8aa73fcbad667", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.390465Z", + "iopub.status.busy": "2024-05-30T15:40:12.390192Z", + "iopub.status.idle": "2024-05-30T15:40:12.396836Z", + "shell.execute_reply": "2024-05-30T15:40:12.395965Z" + }, + "papermill": { + "duration": 0.023947, + "end_time": "2024-05-30T15:40:12.398827", + "exception": false, + "start_time": "2024-05-30T15:40:12.374880", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3993, 60)\n", + "(3993, 60, 1)\n" + ] + } + ], + "source": [ + "x_test = []\n", + "for i in range(60,len(inputs)):\n", + " x_test.append(inputs[i-60:i,0])\n", + "x_test = np.array(x_test)\n", + "print(x_test.shape)\n", + "\n", + "x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n", + "print(x_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "23808ef3", + "metadata": { + "_kg_hide-output": true, + "_uuid": "24730042bdad3a140e033a78ae9b170304f8cefb", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.428521Z", + "iopub.status.busy": "2024-05-30T15:40:12.428246Z", + "iopub.status.idle": "2024-05-30T15:40:13.116866Z", + "shell.execute_reply": "2024-05-30T15:40:13.116047Z" + }, + "papermill": { + "duration": 0.70562, + "end_time": "2024-05-30T15:40:13.118807", + "exception": false, + "start_time": "2024-05-30T15:40:12.413187", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "125/125 [==============================] - 2s 9ms/step\n" + ] + } + ], + "source": [ + "predicted_price = regressor.predict(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8c507e69", + "metadata": { + "_kg_hide-output": true, + "_uuid": "4b06462fa06e7399373d8a552cd159176fbeef33", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.149441Z", + "iopub.status.busy": "2024-05-30T15:40:13.149155Z", + "iopub.status.idle": "2024-05-30T15:40:13.154197Z", + "shell.execute_reply": "2024-05-30T15:40:13.153273Z" + }, + "papermill": { + "duration": 0.022316, + "end_time": "2024-05-30T15:40:13.156092", + "exception": false, + "start_time": "2024-05-30T15:40:13.133776", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3993, 1)\n" + ] + } + ], + "source": [ + "predicted_price = sc.inverse_transform(predicted_price)\n", + "print(predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fee58a4f", + "metadata": { + "_kg_hide-output": false, + "_uuid": "e8b30d578fafb1564da4448efb1f994537f6f588", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.186273Z", + "iopub.status.busy": "2024-05-30T15:40:13.185980Z", + "iopub.status.idle": "2024-05-30T15:40:13.440139Z", + "shell.execute_reply": "2024-05-30T15:40:13.439281Z" + }, + "papermill": { + "duration": 0.271652, + "end_time": "2024-05-30T15:40:13.442276", + "exception": false, + "start_time": "2024-05-30T15:40:13.170624", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price[-100:],color = 'red', label = 'Real Price')\n", + "plt.plot(predicted_price[-100:], color = 'blue', label = 'Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "52971fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.474377Z", + "iopub.status.busy": "2024-05-30T15:40:13.474096Z", + "iopub.status.idle": "2024-05-30T15:40:13.899104Z", + "shell.execute_reply": "2024-05-30T15:40:13.898213Z" + }, + "papermill": { + "duration": 0.444389, + "end_time": "2024-05-30T15:40:13.902296", + "exception": false, + "start_time": "2024-05-30T15:40:13.457907", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "162992af", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.973595Z", + "iopub.status.busy": "2024-05-30T15:40:13.973249Z", + "iopub.status.idle": "2024-05-30T15:40:19.892150Z", + "shell.execute_reply": "2024-05-30T15:40:19.891239Z" + }, + "papermill": { + "duration": 5.939242, + "end_time": "2024-05-30T15:40:19.894142", + "exception": false, + "start_time": "2024-05-30T15:40:13.954900", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 12ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 12ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n" + ] + } + ], + "source": [ + "inputs = np.array(trainset[-60:])\n", + "new_predicted_price=[]\n", + "for i in range(100):\n", + " x = np.reshape(inputs, (1,60,1))\n", + " pred = regressor.predict(x)\n", + " inputs = np.append(inputs, pred)\n", + " inputs = inputs[1:]\n", + " new_predicted_price+=[pred.reshape(-1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ab12649e", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:19.961103Z", + "iopub.status.busy": "2024-05-30T15:40:19.960774Z", + "iopub.status.idle": "2024-05-30T15:40:19.966508Z", + "shell.execute_reply": "2024-05-30T15:40:19.965587Z" + }, + "papermill": { + "duration": 0.041324, + "end_time": "2024-05-30T15:40:19.968515", + "exception": false, + "start_time": "2024-05-30T15:40:19.927191", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 1)\n" + ] + } + ], + "source": [ + "new_predicted_price = sc.inverse_transform(np.array(new_predicted_price))\n", + "print(new_predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "69ff2e6d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.035126Z", + "iopub.status.busy": "2024-05-30T15:40:20.034829Z", + "iopub.status.idle": "2024-05-30T15:40:20.309774Z", + "shell.execute_reply": "2024-05-30T15:40:20.308818Z" + }, + "papermill": { + "duration": 0.310487, + "end_time": "2024-05-30T15:40:20.311902", + "exception": false, + "start_time": "2024-05-30T15:40:20.001415", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price,color = 'red', label = 'Real Price')\n", + "plt.plot(new_predicted_price, color = 'blue', label = 'New Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fe0703c5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.380186Z", + "iopub.status.busy": "2024-05-30T15:40:20.379342Z", + "iopub.status.idle": "2024-05-30T15:40:20.854541Z", + "shell.execute_reply": "2024-05-30T15:40:20.853544Z" + }, + "papermill": { + "duration": 0.511082, + "end_time": "2024-05-30T15:40:20.856663", + "exception": false, + "start_time": "2024-05-30T15:40:20.345581", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],new_predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "gpu", + "dataSources": [ + { + "datasetId": 1624347, + "sourceId": 3358601, + "sourceType": "datasetVersion" + } + ], + "isGpuEnabled": true, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "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": "3.11.5" + }, + "papermill": { + "default_parameters": {}, + "duration": 36.200134, + "end_time": "2024-05-30T15:40:23.293779", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-05-30T15:39:47.093645", + "version": "2.5.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From d6b1be10416ca9391fe5a47abe7cda9da18835ba Mon Sep 17 00:00:00 2001 From: PRIYANSHU TIWARI Date: Sat, 27 Jul 2024 19:12:42 +0530 Subject: [PATCH 2/3] done sir --- .../uber stock prediction lstm-checkpoint.ipynb | 0 {NYSE => Nifty }/MRF stock prediction/MRF.NS.csv | 0 .../MRF stock prediction/uber stock prediction lstm.ipynb | 0 3 files changed, 0 insertions(+), 0 deletions(-) rename {NYSE => Nifty }/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb (100%) rename {NYSE => Nifty }/MRF stock prediction/MRF.NS.csv (100%) rename {NYSE => Nifty }/MRF stock prediction/uber stock prediction lstm.ipynb (100%) diff --git a/NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb b/Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb similarity index 100% rename from NYSE/MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb rename to Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb diff --git a/NYSE/MRF stock prediction/MRF.NS.csv b/Nifty /MRF stock prediction/MRF.NS.csv similarity index 100% rename from NYSE/MRF stock prediction/MRF.NS.csv rename to Nifty /MRF stock prediction/MRF.NS.csv diff --git a/NYSE/MRF stock prediction/uber stock prediction lstm.ipynb b/Nifty /MRF stock prediction/uber stock prediction lstm.ipynb similarity index 100% rename from NYSE/MRF stock prediction/uber stock prediction lstm.ipynb rename to Nifty /MRF stock prediction/uber stock prediction lstm.ipynb From 71fd392b55f4731380bf976aaf2df9cd3171956a Mon Sep 17 00:00:00 2001 From: PRIYANSHU TIWARI Date: Tue, 30 Jul 2024 20:33:20 +0530 Subject: [PATCH 3/3] done --- ...RF stock prediction lstm-checkpoint.ipynb} | 0 ...ber stock prediction lstm-checkpoint.ipynb | 1356 ----------------- .../MRF stock prediction lstm.ipynb | 1356 +++++++++++++++++ 3 files changed, 1356 insertions(+), 1356 deletions(-) rename Nifty /MRF stock prediction/{uber stock prediction lstm.ipynb => .ipynb_checkpoints/MRF stock prediction lstm-checkpoint.ipynb} (100%) delete mode 100644 Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb create mode 100644 Nifty /MRF stock prediction/MRF stock prediction lstm.ipynb diff --git a/Nifty /MRF stock prediction/uber stock prediction lstm.ipynb b/Nifty /MRF stock prediction/.ipynb_checkpoints/MRF stock prediction lstm-checkpoint.ipynb similarity index 100% rename from Nifty /MRF stock prediction/uber stock prediction lstm.ipynb rename to Nifty /MRF stock prediction/.ipynb_checkpoints/MRF stock prediction lstm-checkpoint.ipynb diff --git a/Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb b/Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb deleted file mode 100644 index 97d6d713..00000000 --- a/Nifty /MRF stock prediction/.ipynb_checkpoints/uber stock prediction lstm-checkpoint.ipynb +++ /dev/null @@ -1,1356 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "10aa62ad", - "metadata": { - "_kg_hide-output": true, - "papermill": { - "duration": 0.007239, - "end_time": "2024-05-30T15:39:49.831700", - "exception": false, - "start_time": "2024-05-30T15:39:49.824461", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "# MRF Stock Prediction - LSTM\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "59111c23", - "metadata": { - "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", - "_kg_hide-output": true, - "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", - "execution": { - "iopub.execute_input": "2024-05-30T15:39:49.859978Z", - "iopub.status.busy": "2024-05-30T15:39:49.859234Z", - "iopub.status.idle": "2024-05-30T15:40:02.511494Z", - "shell.execute_reply": "2024-05-30T15:40:02.510665Z" - }, - "papermill": { - "duration": 12.662365, - "end_time": "2024-05-30T15:40:02.513835", - "exception": false, - "start_time": "2024-05-30T15:39:49.851470", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "import os\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "from keras.models import Sequential\n", - "from keras.layers import Dense\n", - "from keras.layers import LSTM\n", - "from keras.layers import Dropout\n", - "from sklearn.preprocessing import MinMaxScaler" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "fb4999ec", - "metadata": { - "_kg_hide-output": true, - "_uuid": "9de88d689da1a279477470f6cef999c0a45bf98a", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.543056Z", - "iopub.status.busy": "2024-05-30T15:40:02.542482Z", - "iopub.status.idle": "2024-05-30T15:40:02.584817Z", - "shell.execute_reply": "2024-05-30T15:40:02.583916Z" - }, - "papermill": { - "duration": 0.052249, - "end_time": "2024-05-30T15:40:02.586967", - "exception": false, - "start_time": "2024-05-30T15:40:02.534718", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - 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"722 21852800 \n", - "723 19024700 \n", - "724 52492200 \n", - "\n", - "[725 rows x 7 columns]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dataset['Date']=pd.to_datetime(dataset['Date'])\n", - "dataset=dataset.sort_values('Date',ascending=True).reset_index(drop=True)\n", - "#dataset['Date']=dataset['Date'].astype(str)\n", - "display(dataset)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "7a1d8576", - "metadata": { - "_uuid": "99cca4c05240bd82c4492c6c3c200925c5c096e5", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.643344Z", - "iopub.status.busy": "2024-05-30T15:40:02.643075Z", - "iopub.status.idle": "2024-05-30T15:40:02.648066Z", - "shell.execute_reply": "2024-05-30T15:40:02.647199Z" - }, - "papermill": { - "duration": 0.015127, - "end_time": "2024-05-30T15:40:02.649865", - "exception": false, - "start_time": "2024-05-30T15:40:02.634738", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "trainset=dataset.iloc[-1000:-100,1:2].values #Open\n", - "testset=dataset.iloc[-100:,1:2].values #Open \n", - "real_stock_price = testset.copy()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "8beae7ae", - "metadata": { - "_uuid": "1abc6fe47fb5c4443767a2e2053cf9999c8a9a5c", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.682140Z", - "iopub.status.busy": "2024-05-30T15:40:02.681516Z", - "iopub.status.idle": "2024-05-30T15:40:02.687744Z", - "shell.execute_reply": "2024-05-30T15:40:02.686822Z" - }, - "papermill": { - "duration": 0.016649, - "end_time": "2024-05-30T15:40:02.689856", - "exception": false, - "start_time": "2024-05-30T15:40:02.673207", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.55064496]\n", - " [0.48276593]\n", - " [0.4726158 ]\n", - " [0.49503064]\n", - " [0.53964897]]\n", - "625\n" - ] - } - ], - "source": [ - "sc = MinMaxScaler(feature_range = (0,1))\n", - "training_scaled = sc.fit_transform(trainset)\n", - "print(training_scaled[0:5])\n", - "print(len(training_scaled))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "e27fae4c", - "metadata": { - "_uuid": "d0d549e9a4af9ab516c3304fb44d650a815dcedc", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.706979Z", - "iopub.status.busy": "2024-05-30T15:40:02.706741Z", - "iopub.status.idle": "2024-05-30T15:40:02.710325Z", - "shell.execute_reply": "2024-05-30T15:40:02.709473Z" - }, - "papermill": { - "duration": 0.014132, - "end_time": "2024-05-30T15:40:02.712229", - "exception": false, - "start_time": "2024-05-30T15:40:02.698097", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "x_train = []\n", - "y_train = []" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d2d3f2f3", - "metadata": { - "_uuid": "4c4f8ba0c635e7da0ba1bc52abf0a42068acdc89", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.744586Z", - "iopub.status.busy": "2024-05-30T15:40:02.743917Z", - "iopub.status.idle": "2024-05-30T15:40:02.750575Z", - "shell.execute_reply": "2024-05-30T15:40:02.749753Z" - }, - "papermill": { - "duration": 0.017017, - "end_time": "2024-05-30T15:40:02.752512", - "exception": false, - "start_time": "2024-05-30T15:40:02.735495", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(565, 60) (565,)\n" - ] - } - ], - "source": [ - "for i in range(60,len(training_scaled)):\n", - " x_train.append(training_scaled[i-60:i, 0])\n", - " y_train.append(training_scaled[i,0])\n", - "x_train,y_train = np.array(x_train),np.array(y_train)\n", - "print(x_train.shape,y_train.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "3fe1f380", - "metadata": { - "_uuid": "316c5775b5c0a984b432f138792d2c0e9a484491", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.784806Z", - "iopub.status.busy": "2024-05-30T15:40:02.784541Z", - "iopub.status.idle": "2024-05-30T15:40:02.789019Z", - "shell.execute_reply": "2024-05-30T15:40:02.788206Z" - }, - "papermill": { - "duration": 0.014923, - "end_time": "2024-05-30T15:40:02.790963", - "exception": false, - "start_time": "2024-05-30T15:40:02.776040", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(samples, time steps, features) = (565, 60, 1)\n" - ] - } - ], - "source": [ - "x_train = np.reshape(x_train, (x_train.shape[0],x_train.shape[1],1))\n", - "print('(samples, time steps, features) =',x_train.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "2beb16da", - "metadata": { - "_uuid": "ed24d733423254641f134c0e84f44a8ce175589f", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:02.807891Z", - "iopub.status.busy": "2024-05-30T15:40:02.807627Z", - "iopub.status.idle": "2024-05-30T15:40:04.002484Z", - "shell.execute_reply": "2024-05-30T15:40:04.001714Z" - }, - "papermill": { - "duration": 1.205862, - "end_time": "2024-05-30T15:40:04.004829", - "exception": false, - "start_time": "2024-05-30T15:40:02.798967", - "status": "completed" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "regressor = Sequential()\n", - "regressor.add(LSTM(units = 50,return_sequences = True,input_shape = (x_train.shape[1],1)))\n", - "regressor.add(Dropout(0.2))\n", - "regressor.add(LSTM(units = 50,return_sequences = True))\n", - "regressor.add(Dropout(0.2))\n", - "regressor.add(LSTM(units = 50,return_sequences = True))\n", - "regressor.add(Dropout(0.2))\n", - "regressor.add(LSTM(units = 50))\n", - "regressor.add(Dropout(0.2))\n", - "regressor.add(Dense(units = 1))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "9b2d9863", - "metadata": { - "_kg_hide-output": true, - "_uuid": "6681ff55d9a29b1ad0f37cdc82318fb2c8fbc0bd", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:04.023680Z", - "iopub.status.busy": "2024-05-30T15:40:04.023094Z", - "iopub.status.idle": "2024-05-30T15:40:12.196836Z", - "shell.execute_reply": "2024-05-30T15:40:12.195796Z" - }, - "papermill": { - "duration": 8.185984, - "end_time": "2024-05-30T15:40:12.199621", - "exception": false, - "start_time": "2024-05-30T15:40:04.013637", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/10\n", - "18/18 [==============================] - 2s 31ms/step - loss: 0.0612\n", - "Epoch 2/10\n", - "18/18 [==============================] - 1s 31ms/step - loss: 0.0183\n", - "Epoch 3/10\n", - "18/18 [==============================] - 1s 34ms/step - loss: 0.0147\n", - "Epoch 4/10\n", - "18/18 [==============================] - 1s 33ms/step - loss: 0.0117\n", - "Epoch 5/10\n", - "18/18 [==============================] - 1s 32ms/step - loss: 0.0116\n", - "Epoch 6/10\n", - "18/18 [==============================] - 1s 35ms/step - loss: 0.0109\n", - "Epoch 7/10\n", - "18/18 [==============================] - 1s 35ms/step - loss: 0.0112\n", - "Epoch 8/10\n", - "18/18 [==============================] - 1s 33ms/step - loss: 0.0097\n", - "Epoch 9/10\n", - "18/18 [==============================] - 1s 32ms/step - loss: 0.0106\n", - "Epoch 10/10\n", - "18/18 [==============================] - 1s 32ms/step - loss: 0.0102\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "regressor.compile(optimizer = 'adam',loss = 'mean_squared_error')\n", - "regressor.fit(x_train,y_train,epochs =10, batch_size = 32)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "822f38ef", - "metadata": { - "_kg_hide-output": true, - "_uuid": "31aa33ed70b08e71d0e8bfe4c1abae7901ab947d", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:12.287242Z", - "iopub.status.busy": "2024-05-30T15:40:12.286898Z", - "iopub.status.idle": "2024-05-30T15:40:12.292836Z", - "shell.execute_reply": "2024-05-30T15:40:12.291964Z" - }, - "papermill": { - "duration": 0.023133, - "end_time": "2024-05-30T15:40:12.294775", - "exception": false, - "start_time": "2024-05-30T15:40:12.271642", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(260,)\n", - "[59.990002 57.07 56.630001 55.48 57.25 55.630001 54.459999\n", - " 52. 54.41 54.799999]\n" - ] - } - ], - "source": [ - "inputs = dataset.iloc[len(trainset)-len(testset)-60:,1].values\n", - "print(inputs.shape)\n", - "print(inputs[0:10])" - ] - }, - { - "cell_type": "markdown", - "id": "59a8e2dc", - "metadata": { - "papermill": { - "duration": 0.013847, - "end_time": "2024-05-30T15:40:12.323670", - "exception": false, - "start_time": "2024-05-30T15:40:12.309823", - "status": "completed" - }, - "tags": [] - }, - "source": [ - "In the context of a LSTM model, this reshaping may be necessary if the input data has only one feature (i.e., one time series) and the LSTM model expects a 3D input shape of (n_samples, n_time_steps, n_features). In this case, since there is only one feature, the shape does not change." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "7aa4e312", - "metadata": { - "_kg_hide-output": true, - "_uuid": "7d74568c439acc8dda77dc4365d4b413095508e1", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:12.353568Z", - "iopub.status.busy": "2024-05-30T15:40:12.353252Z", - "iopub.status.idle": "2024-05-30T15:40:12.358747Z", - "shell.execute_reply": "2024-05-30T15:40:12.357855Z" - }, - "papermill": { - "duration": 0.022762, - "end_time": "2024-05-30T15:40:12.360690", - "exception": false, - "start_time": "2024-05-30T15:40:12.337928", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(260, 1)\n", - "(260, 1)\n" - ] - } - ], - "source": [ - "inputs = inputs.reshape(-1,1)\n", - "print(inputs.shape)\n", - "\n", - "#sc = MinMaxScaler(feature_range = (0,1))\n", - "inputs = sc.transform(inputs)\n", - "print(inputs.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "3c962cd2", - "metadata": { - "_kg_hide-output": true, - "_uuid": "ef076f0fdbe6ec72d85e7326c3e8aa73fcbad667", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:12.390465Z", - "iopub.status.busy": "2024-05-30T15:40:12.390192Z", - "iopub.status.idle": "2024-05-30T15:40:12.396836Z", - "shell.execute_reply": "2024-05-30T15:40:12.395965Z" - }, - "papermill": { - "duration": 0.023947, - "end_time": "2024-05-30T15:40:12.398827", - "exception": false, - "start_time": "2024-05-30T15:40:12.374880", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(200, 60)\n", - "(200, 60, 1)\n" - ] - } - ], - "source": [ - "x_test = []\n", - "for i in range(60,len(inputs)):\n", - " x_test.append(inputs[i-60:i,0])\n", - "x_test = np.array(x_test)\n", - "print(x_test.shape)\n", - "\n", - "x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n", - "print(x_test.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "23808ef3", - "metadata": { - "_kg_hide-output": true, - "_uuid": "24730042bdad3a140e033a78ae9b170304f8cefb", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:12.428521Z", - "iopub.status.busy": "2024-05-30T15:40:12.428246Z", - "iopub.status.idle": "2024-05-30T15:40:13.116866Z", - "shell.execute_reply": "2024-05-30T15:40:13.116047Z" - }, - "papermill": { - "duration": 0.70562, - "end_time": "2024-05-30T15:40:13.118807", - "exception": false, - "start_time": "2024-05-30T15:40:12.413187", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7/7 [==============================] - 1s 8ms/step\n" - ] - } - ], - "source": [ - "predicted_price = regressor.predict(x_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8c507e69", - "metadata": { - "_kg_hide-output": true, - "_uuid": "4b06462fa06e7399373d8a552cd159176fbeef33", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:13.149441Z", - "iopub.status.busy": "2024-05-30T15:40:13.149155Z", - "iopub.status.idle": "2024-05-30T15:40:13.154197Z", - "shell.execute_reply": "2024-05-30T15:40:13.153273Z" - }, - "papermill": { - "duration": 0.022316, - "end_time": "2024-05-30T15:40:13.156092", - "exception": false, - "start_time": "2024-05-30T15:40:13.133776", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(200, 1)\n" - ] - } - ], - "source": [ - "predicted_price = sc.inverse_transform(predicted_price)\n", - "print(predicted_price.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "fee58a4f", - "metadata": { - "_kg_hide-output": false, - "_uuid": "e8b30d578fafb1564da4448efb1f994537f6f588", - "execution": { - "iopub.execute_input": "2024-05-30T15:40:13.186273Z", - "iopub.status.busy": "2024-05-30T15:40:13.185980Z", - "iopub.status.idle": "2024-05-30T15:40:13.440139Z", - "shell.execute_reply": "2024-05-30T15:40:13.439281Z" - }, - "papermill": { - "duration": 0.271652, - "end_time": "2024-05-30T15:40:13.442276", - "exception": false, - "start_time": "2024-05-30T15:40:13.170624", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(real_stock_price[-100:],color = 'red', label = 'Real Price')\n", - "plt.plot(predicted_price[-100:], color = 'blue', label = 'Predicted Price')\n", - "plt.title('MRF Stock Price Prediction')\n", - "plt.xlabel('days')\n", - "plt.ylabel('Price')\n", - "plt.xlim(0,100) \n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "52971fdb", - "metadata": { - "execution": { - "iopub.execute_input": "2024-05-30T15:40:13.474377Z", - "iopub.status.busy": "2024-05-30T15:40:13.474096Z", - "iopub.status.idle": "2024-05-30T15:40:13.899104Z", - "shell.execute_reply": "2024-05-30T15:40:13.898213Z" - }, - "papermill": { - "duration": 0.444389, - "end_time": "2024-05-30T15:40:13.902296", - "exception": false, - "start_time": "2024-05-30T15:40:13.457907", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(18,10))\n", - "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", - "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", - "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", - "plt.plot(dataset.iloc[-100:,0],predicted_price[-100:],'-o',label='test predicted')\n", - "plt.title('MRF Stock Price',size=24)\n", - "plt.xlabel('Date',size=16)\n", - "plt.ylabel('Price',size=16)\n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "162992af", - "metadata": { - "_kg_hide-output": true, - "execution": { - "iopub.execute_input": "2024-05-30T15:40:13.973595Z", - "iopub.status.busy": "2024-05-30T15:40:13.973249Z", - "iopub.status.idle": "2024-05-30T15:40:19.892150Z", - "shell.execute_reply": "2024-05-30T15:40:19.891239Z" - }, - "papermill": { - "duration": 5.939242, - "end_time": "2024-05-30T15:40:19.894142", - "exception": false, - "start_time": "2024-05-30T15:40:13.954900", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 8ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 11ms/step\n", - "1/1 [==============================] - 0s 14ms/step\n", - "1/1 [==============================] - 0s 13ms/step\n", - "1/1 [==============================] - 0s 10ms/step\n", - "1/1 [==============================] - 0s 9ms/step\n" - ] - } - ], - "source": [ - "inputs = np.array(trainset[-60:])\n", - "new_predicted_price=[]\n", - "for i in range(100):\n", - " x = np.reshape(inputs, (1,60,1))\n", - " pred = regressor.predict(x)\n", - " inputs = np.append(inputs, pred)\n", - " inputs = inputs[1:]\n", - " new_predicted_price+=[pred.reshape(-1)]" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "ab12649e", - "metadata": { - "_kg_hide-output": true, - "execution": { - "iopub.execute_input": "2024-05-30T15:40:19.961103Z", - "iopub.status.busy": "2024-05-30T15:40:19.960774Z", - "iopub.status.idle": "2024-05-30T15:40:19.966508Z", - "shell.execute_reply": "2024-05-30T15:40:19.965587Z" - }, - "papermill": { - "duration": 0.041324, - "end_time": "2024-05-30T15:40:19.968515", - "exception": false, - "start_time": "2024-05-30T15:40:19.927191", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(100, 1)\n" - ] - } - ], - "source": [ - "new_predicted_price = sc.inverse_transform(np.array(new_predicted_price))\n", - "print(new_predicted_price.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "69ff2e6d", - "metadata": { - "execution": { - "iopub.execute_input": "2024-05-30T15:40:20.035126Z", - "iopub.status.busy": "2024-05-30T15:40:20.034829Z", - "iopub.status.idle": "2024-05-30T15:40:20.309774Z", - "shell.execute_reply": "2024-05-30T15:40:20.308818Z" - }, - "papermill": { - "duration": 0.310487, - "end_time": "2024-05-30T15:40:20.311902", - "exception": false, - "start_time": "2024-05-30T15:40:20.001415", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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a0W1btmzRWcb69euL4sWLi5cvX6b7PDZv3ix69uwpvL29hbW1tTAxMREeHh6iT58+4saNG1rnPnz4ULRp00bY2NgIAFojn0JCQkTPnj2Fg4ODMDExERUrVhTz5s0TKSkpWo/x+vVrMWnSJOHt7S1MTU2Fg4ODaNGihTh16pT6HPx/dFtqv/32mzA2NhaffvppmsdMzdPTU7Rr1y7d40Jo3o958+aleyz1CCwhhLhx44bo2rWrcHBwEKampsLDw0P069dPxMfHq8/577//xIgRI4SXl5cwMTERJUqUEHXq1BHjx48XsbGxGZZJNbotM7pem9Rl79+/vyhdurQwMTERJUuWFI0aNRIzZsxI81xat24tzM3NRYkSJcSAAQPEn3/+menoNiGESElJEQsXLhTVqlUTpqamws7OTjRs2FDs2rVLfU56n5P0Xtvjx4+LFi1aCCsrK2FhYSEaNGig9XhCaEa3nT9/Xmu/6t9A6nIT6YNCCCH0GcqIiIiICgL2SSIiIiLSgSGJiIiISAeGJCIiIiIdGJKIiIiIdGBIIiIiItKBIYmIiIhIB04mCTnz6+PHj2FjY8NJzYiIiAoIIQRiYmKyvF5kdjEkQa4f5O7ubuhiEBERUQ6EhYXlyWz3DEkAbGxsAMgX2dbW1sClISIioqyIjo6Gu7u7+ns8tzEkQbPatq2tLUMSERFRAZNXXWXYcZuIiIhIB4YkIiIiIh0YkoiIiIh0YJ8kIqICKiUlBUlJSYYuBlGeMTExgZGRkcGuz5BERFTACCEQERGBly9fGrooRHnO3t4ezs7OBpnHkCGJiKiAUQWkUqVKwdLSkpPgUqEkhEBcXByePn0KAHBxcdF7GRiSiIgKkJSUFHVAcnBwMHRxiPKUhYUFAODp06coVaqU3pve2HGbiKgAUfVBsrS0NHBJiPRD9Vk3RP87hiQiogKITWxUVBjys86QRERERKQDQxIRERUqU6ZMQa1atXL9cY8cOQKFQsFRhUUIQxIREelFv379oFAooFAoYGxsDA8PDwwdOhSRkZF6LcfDhw/V5VAoFChevDiaNWuGo0ePZni/Ro0aITw8HHZ2dnoqKRkaQ1IRIwTw+jUQFQU8fw48eQI8egSEhQHR0fI4EVFeee+99xAeHo6HDx9i1apV2LVrFz7//HODlOXvv/9GeHg4jh49CltbW7Rt2xbBwcE6z01KSoKpqanB5ushw2BIKoRevgSOHweWLgWGDwc++gho0gQoVw6wtgYsLQF7e8DREXB2BtzdAQ8PwM4OMDGR+8uXBxo0AHr2BCZPBtatA06flsGKiCinzMzM4OzsDDc3N7Rp0wbdunXDgQMHtM5ZvXo1KleuDHNzc1SqVAlLly7VOj527FhUqFABlpaWKFu2LCZOnJijkU8ODg5wdnZGjRo1sGLFCsTFxanLolAosHz5cnTq1AlWVlaYMWOGzua2kydPwsfHB5aWlihevDj8/PzUNWNCCMydOxdly5aFhYUFatasia1bt2a7nGQ4nCepgEtJAYKCgEOHZDC6cgUIDc3eY5iYyBqk5GT5eM+fy+3+feDs2bTnly0L1K8vQ1SDBkDNmoCZWa48HSLKCSGAuDjDXNvSEshhzcqDBw+wb98+mJiYqPetXLkSkydPxpIlS1C7dm0EBgZi4MCBsLKyQt++fQEANjY2WLNmDVxdXXH16lUMHDgQNjY2GDNmzFs8jbTDzCdPnoyAgAAsXLgQRkZGaWqZgoKC0LJlS/Tv3x8//PADjI2NcfjwYaSkpAAAJkyYgG3btmHZsmXw9vbGsWPH0Lt3b5QsWRI+Pj45LivpD0NSAfToEfDnnzIYHTkC6GrO9/AAqlcHqlaVNUUuLrLWyNkZKFVKhhpjY6DY/+sSVc1wL1/Kx4uMBJ4+lUHp7l3g3j25hYUBDx7I7bff5H3NzYEWLYD33wfatpUhioj0KC5OVhMbQmwsYGWV5dP/+usvWFtbIyUlBfHx8QCABQsWqI9Pnz4d8+fPR5cuXQAAXl5euHHjBlasWKEOSRMmTFCfX6ZMGXz11VfYvHlzjkPSq1evMG7cOBgZGWmFl549e6J///7q22+GpLlz56Ju3bpaNV1Vq1ZVP+aCBQvwzz//oGHDhgCAsmXL4sSJE1ixYgVDUgHBkFRAPH4MbN0K/P47cPKk9jFbW8DHRwaVunWBatVkc1p2KBTyD0JLS8DVNf3zXr4Ezp8HzpyRtUxnzshapz175DZ8OFCxItCuHdC9uywPm++JSKV58+ZYtmwZ4uLisGrVKty5cwfDhw8HAPz3338ICwvDgAEDMHDgQPV9kpOTtTpLb926FYsWLcK9e/cQGxuL5ORk2NraZrssjRo1QrFixRAXFwcXFxesWbMG1atXVx+vW7duhvcPCgpC165ddR67ceMG4uPj0bp1a639iYmJqF27drbLSobBkJSPxcXJULR6tWxKS92punFjWWvTsiVQp46sFdIHe3ugdWu5AbJM164Be/fKkHTyJHD7ttwWLAAqVAB69ZJbuXL6KSNRkWNpKWt0DHXtbLCyskL58uUBAD/88AOaN2+OqVOnYvr06VAqlQBkk1v9+vW17qdajuLMmTPo3r07pk6dCj8/P9jZ2WHTpk2YP39+tou+efNmVKlSBfb29jqXeLHKpIZMtWSGLqrnsnv3bpQuXVrrmBn7JxQYDEn50PXrwIoVsrN06uk4GjUCPv5YdsR+49+cwSgUslmvenVgzBg5au7gQeCPP2ST4J07suP35MlAw4bAkCHyOZibG7rkRIWIQpGtJq/8ZPLkyXj//fcxdOhQuLq6onTp0njw4AF69eql8/yTJ0/C09MT48ePV+8LCQnJ0bXd3d1R7i3+eqtRowYOHTqEqVOnpjlWpUoVmJmZITQ0lE1rBRhDUj6RkgJs3w4sWqTdnFamDDBwINC7t+xnlN/Z2ckQ99FHQEwMsGMHsGGDDE6nT8vtq6+AAQNkYCpTxtAlJiJD8vX1RdWqVTFr1iwsWbIEU6ZMwYgRI2Bra4v3338fCQkJuHDhAiIjI/Hll1+ifPnyCA0NxaZNm/Duu+9i9+7d2L59u0HKPm7cOFSvXh2ff/45hgwZAlNTUxw+fBhdu3aFo6Mjvv76a4waNQpKpRJNmjRBdHQ0Tp06BWtra3X/KsrfOAWAgcXGAosXA97eQNeuMiAZGQEffADs2yc7Tn/7bcEISG+ysQH69JHP499/gVmz5PN49gyYM0d28O7YMW0fKyIqWr788kusXLkSYWFh+Oyzz7Bq1Sp1/yAfHx+sWbMGXl5eAIBOnTph1KhRGDZsGGrVqoVTp05h4sSJBil3hQoVcODAAVy+fBn16tVDw4YN8eeff8L4//0fpk+fjkmTJiEgIACVK1eGn58fdu3apX4ulP8phOD0gdHR0bCzs0NUVFSOOv/lxNOnwPffA8uWaUanlSgBfPGFrGHJqPN0QZaSAvz1F/Djj7J2SaVZM2DcOMDPjx29iTISHx+P4OBgeHl5wZzt1lQEZPSZz+vvb9Yk6VlYGDBiBODpKWtWIiPlxI1Ll8pj06YV3oAEyFqyTp2AAweAW7eAzz6T8zQdOyanEKhTR47i+3+fRyIiIoNhSNKTu3dlP5xy5WTzWnw88O67soPzrVvA0KHZHiRS4FWsCKxcCQQHA19+KfudBgbKZsc6deRoOdZzEhGRoTAk5bGgIKBbN6BSJeCXX4CkJMDXVzY1nT0LdOkia1eKstKlgfnzgZAQYNIkOe9TUJCca6lZMzn9ARERkb4xJOWREyfkPEa1a8u5jpRK+aV/8iRw+DDQqhX73rzJwQGYOlXO5v3113KagBMnZFBq2xa4ccPQJSQioqKEISkXpaQA27YBTZvKbe9euexH9+6yZuSvv+RcR5QxBwdg3jy5DMqQIXKizL17gRo15IzeXGSXiIj0gSEpF7x8CXz3nexv9OGHsvbD1BQYNEjOPP3bb3IRWMqe0qXl6L8bN4DOnWUIXbJETpfwww+y6ZKIiCivMCTlkBCyT9HnnwNubsDo0bJPjYODnNcoOFjOmv3/2ffpLXh7y4k2Dx2StUmRkcDIkTJ4Hj5s6NIREVFhxZCUTffvy34zFSoADRrImo5Xr+SyHKtWyWH8M2cW7mH8htKiBXDpkgyfJUsCN2/Kfb17AxERhi4dEREVNgxJmXj9GvjnH2DCBKBePVkzNGWK7C9jaSkXbj10CLh8WQ7xz2C9Q8oFRkayGfPOHTnxpkIhlz2pWFE2xaWkGLqERERUWDAkpRIZCZw7B6xfD0ycKGspihcHWraUtUPnz8uO2H5+cvHZJ0/kuS1acKSavtnby1B07hxQty4QHS07ddevLzvJExHlF2XKlMGiRYvUtxUKBXbs2KH3ckyZMgW1atXK9cc9cuQIFAoFXqZekb2QYEhKpUwZ+SXbpw8wY4bs75KQIJvO+vQBVq8GHj2Sa5H17g1YWxu6xFS3LnDmjGz2tLcHLl6U+8aNk7WARJR/9OvXDwqFArNnz9bav2PHDij0/JemQqFQbzY2Nqhbty62bduml2uHh4fj/fffz9K5eRVsdHn48KHW61K8eHE0a9YMR48ezfB+jRo1Qnh4OOzs7PRSTn1iSHqDiwvg4yOXy1i6VI5Oe/QIWLsW6NdPHqf8xchIThVw86acrTslBZg9W3byPnLE0KUjotTMzc0xZ84cRKoWrTSg1atXIzw8HOfPn0fNmjXRtWtXnD59Wue5iYmJuXZdZ2dnmJmZ5drj5ba///4b4eHhOHr0KGxtbdG2bVsEBwfrPDcpKQmmpqZwdnbWe9DVB4akVP79F3j8WH6xrlwplwqpUIFNaQWFs7OcuHPHDln7d+8e0Lw5MHiwbI4jIsNr1aoVnJ2dERAQkOF5p06dQrNmzWBhYQF3d3eMGDECr169AgAsXrwY1atXV5+rqon68ccf1fv8/Pwwbty4DK9hb28PZ2dnVKpUCcuXL4e5uTl27twJQDaRzZgxA/369YOdnR0GDhyYabkA4OnTp+jQoQMsLCzg5eWFDRs2pLnum81tjx49Qvfu3VGiRAlYWVmhbt26OHv2LNasWYOpU6fi8uXL6tqdNWvWAACioqIwaNAglCpVCra2tmjRogUuX76sdZ3Zs2fDyckJNjY2GDBgAOLj4zN8PVQcHBzg7OyMGjVqYMWKFYiLi8OBAwfUZV++fDk6deoEKysrzJgxQ2dz28mTJ+Hj4wNLS0sUL14cfn5+6mAshMDcuXNRtmxZWFhYoGbNmti6dWuWyqZvDEmpsPmscOjUSc6tNHiwvP3TT3L04cGDhi0XUV4RQo6yNcSW3fUVjYyMMGvWLCxevBiPHj3Sec7Vq1fh5+eHLl264MqVK9i8eTNOnDiBYcOGAQB8fX1x/fp1PHv2DABw9OhRODo6qpuFkpOTcerUKfj4+GS5XCYmJjA2NkZSqgnY5s2bh2rVquHixYuYOHFipuUCZJPiw4cP8c8//2Dr1q1YunQpnj59mu51Y2Nj4ePjg8ePH2Pnzp24fPkyxowZA6VSiW7duuGrr75C1apVER4ejvDwcHTr1g1CCLRr1w4RERHYs2cPLl68iHfeeQctW7bEixcvAAC///47Jk+ejJkzZ+LChQtwcXHB0qVLs/x6qFj+f1HR1K/L5MmT0alTJ1y9ehX9+/dPc5+goCC0bNkSVatWxenTp3HixAl06NABKf8fWTNhwgSsXr0ay5Ytw/Xr1zFq1Cj07t0702Y9gxAkoqKiBAARFRVl6KJQLjtyRIiyZYWQ/5ULMXiwENHRhi4VUc69fv1a3LhxQ7x+/Vq9LzZW8xnX9xYbm/Wy9+3bV3Tq1EkIIUSDBg1E//79hRBCbN++XaT+OurTp48YNGiQ1n2PHz8uihUrJl6/fi2USqVwdHQUW7duFUIIUatWLREQECBKlSolhBDi1KlTwtjYWMTExKRbFgBi+/btQggh4uPjxfTp0wUAsWfPHiGEEJ6enqJz585a98msXLdv3xYAxJkzZ9THb968KQCIhQsX6rz2ihUrhI2NjXj+/LnOck6ePFnUrFlTa9+hQ4eEra2tiI+P19pfrlw5sWLFCiGEEA0bNhRDhgzROl6/fv00j5VacHCwACACAwOFEELExsaKwYMHCyMjI3HlyhV12f39/bXud/jwYQFAREZGCiGE6NGjh2jcuLHOa8TGxgpzc3Nx6tQprf0DBgwQPXr00HkfXZ95lbz+/mZNEhVqPj5yeoYvvpC3V6yQtUr//GPYchEVdXPmzMGvv/6KGzoWZbx48SLWrFkDa2tr9ebn5welUong4GAoFAo0a9YMR44cwcuXL3H9+nUMGTIEKSkpuHnzJo4cOYJ33nkH1pk0D/To0QPW1tawtLTEggUL8N1332l1qK5bt262ynXz5k0YGxtr3a9SpUqwt7dPtwxBQUGoXbs2SpQokcVXTpYjNjYWDg4OWmUJDg7G/fv3AQA3b95Ew4YNte735u30NGrUCNbW1rCxscGuXbuwZs0arebNN18XXc+pZcuWOo/duHED8fHxaN26tVbZ165dqy57fmJs6AIQ5TVrazldwIcfAv37Aw8fymkdRowAAgLkfFdEBZmlJRAba7hr50SzZs3g5+eHb7/9Fv369dM6plQqMXjwYIwYMSLN/Tw8PADIJreffvoJx48fR82aNWFvb68eiXXkyBH4+vpmWoaFCxeiVatWsLW1RalSpdIct7Kyyla5bt++DQDZ6sBskYPJ9ZRKJVxcXHBEx8iUjAJZVm3evBlVqlSBvb09HBwc0hx/83V5U0bPSalUAgB2796N0qVLax3Lj53ZGZKoyGjeHLh6VS4hs3y5XP9t/34559W77xq6dEQ5p1AAmXxv5UuzZ89GrVq1UKFCBa3977zzDq5fv47yGazr5Ovri5EjR2Lr1q3qQOTj44O///4bp06dwsiRIzO9vrOzc4bXeFNm5apcuTKSk5Nx4cIF1KtXDwBw+/btDOcPqlGjBlatWoUXL17orE0yNTVV9+VJXY6IiAgYGxujTJky6ZblzJkz+OSTT9T7zpw5k8kzlNzd3VGuXLksnatLjRo1cOjQIUydOjXNsSpVqsDMzAyhoaHZ6jNmKGxuoyLF2lrOqbR3r5zO4fZtoGFDYPJkLphLpG/Vq1dHr169sHjxYq39Y8eOxenTp/HFF18gKCgId+/exc6dOzF8+HD1OdWqVYODgwM2bNigDkm+vr7YsWMHXr9+jSZNmuR6eTMrV8WKFfHee+9h4MCBOHv2LC5evIjPPvssw5qVHj16wNnZGZ07d8bJkyfx4MED/PHHH+qpCMqUKYPg4GAEBQXh2bNnSEhIQKtWrdCwYUN07twZ+/fvx8OHD3Hq1ClMmDABFy5cAACMHDkSv/zyC3755RfcuXMHkydPxvXr13P9NdFl3LhxOH/+PD7//HNcuXIFt27dwrJly/Ds2TPY2Njg66+/xqhRo/Drr7/i/v37CAwMxI8//ohff/1VL+XLDoYkKpLeew+4dg3o0UPOqzRtmgxLt24ZumRERcv06dMh3hgiV6NGDRw9ehR3795F06ZNUbt2bUycOBEuqSaqUygU6pqIpk2bqu9nZ2eH2rVrw9bWNtfLmpVyrV69Gu7u7vDx8UGXLl3Uw/TTY2pqigMHDqBUqVJo27YtqlevjtmzZ8PIyAgA8OGHH+K9995D8+bNUbJkSfz2229QKBTYs2cPmjVrhv79+6NChQro3r07Hj58CCcnJwBAt27dMGnSJIwdOxZ16tRBSEgIhg4dmuuviS4VKlTAgQMHcPnyZdSrVw8NGzbEn3/+CWNj2Xg1ffp0TJo0CQEBAahcuTL8/Pywa9cueHl56aV82aEQb346i6Do6GjY2dkhKioqT/5hUf62ebOcEysyUq69N28e8PnnnB+L8qf4+HgEBwfDy8sL5ubmhi4OUZ7L6DOf19/frEmiIq9bN9lXqXVruZTJsGFAu3ZARIShS0ZERIbEkEQEoHRpuSbf998DZmayz1K1anL2biIiKpoYkoj+r1gxOS3AxYtArVrA8+fABx8AAwcabng1EREZDkMS0RuqVgXOngXGjpX9klatAmrXBs6dM3TJiIhInxiSiHQwNQVmz5Yzc7u7y8VyGzUCpk8HkpMNXToipBkRRlRYGfKzzpBElAFfX7msSffucqqASZPkvuBgQ5eMiioTExMAQFxcnIFLQqQfqs+66rOvT5xxmygTxYsDGzcC7dvLqQFOngRq1pRLnfTpw6kCSL+MjIxgb2+vXlne0tIyW8tgEBUUQgjExcXh6dOnsLe3V88dpU+cJwmcJ4my7uFDGYxOnJC3P/5YLnFSvLhBi0VFjBACERERGS53QVRY2Nvbw9nZWecfA3n9/c2QBIYkyp6UFGDOHLmUSXIy4OYG/Por0KKFoUtGRU1KSgqSuJ4OFWImJiYZ1iAxJOkBQxLlxPnzQK9ewN27ssntyy+BmTPlPEtERJT3OOM2UT717rtAYCAwaBAgBDB/PlCvnpy9m4iICj6DhqRjx46hQ4cOcHV1hUKhwI5U0xsnJSVh7NixqF69OqysrODq6opPPvkEjx8/1nqMhIQEDB8+HI6OjrCyskLHjh3x6NEjPT8TKqqsrIAVK4CdO4GSJYErV2R4WrQIUCoNXToiInobBg1Jr169Qs2aNbFkyZI0x+Li4nDp0iVMnDgRly5dwrZt23Dnzh107NhR6zx/f39s374dmzZtwokTJxAbG4v27dsjJSVFX0+DCB06yBqk9u2BhARg1CigTRsgLMzQJSMiopzKN32SFAoFtm/fjs6dO6d7zvnz51GvXj2EhITAw8MDUVFRKFmyJNatW4du3boBAB4/fgx3d3fs2bMHfn5+Wbo2+yRRbhEC+Okn2T8pLg6ws5NTBfTqxakCiIhyG/skpRIVFQWFQgF7e3sAwMWLF5GUlIQ2bdqoz3F1dUW1atVw6tSpdB8nISEB0dHRWhtRblAogMGDgaAgoH59ICpKThnw8cdyLTgiIio4CkxIio+PxzfffIOePXuq02JERARMTU1R/I1JapycnBAREZHuYwUEBMDOzk69ubu752nZqejx9pZzKU2fDhgbA1u3AtWqAbt3G7pkRESUVQUiJCUlJaF79+5QKpVYunRppucLITKcgXbcuHGIiopSb2HsOEJ5wNgYmDABOHMGqFwZiIiQfZYGDABYeUlElP/l+5CUlJSEjz/+GMHBwTh48KBWm6OzszMSExMRGRmpdZ+nT5/Cyckp3cc0MzODra2t1kaUV+rUAS5elJ25FQrgl1+A6tWBQ4cMXTIiIspIvg5JqoB09+5d/P3333BwcNA6XqdOHZiYmODgwYPqfeHh4bh27RoaNWqk7+ISpcvCAliwADh6FChbFggNBVq1Ar74Anj1ytClIyIiXQwakmJjYxEUFISgoCAAQHBwMIKCghAaGork5GR89NFHuHDhAjZs2ICUlBREREQgIiICiYmJAAA7OzsMGDAAX331FQ4dOoTAwED07t0b1atXR6tWrQz4zIh0a9oUuHwZGDpU3l66FKhRAzhyxKDFIiIiHQw6BcCRI0fQvHnzNPv79u2LKVOmwMvLS+f9Dh8+DF9fXwCyQ/fo0aOxceNGvH79Gi1btsTSpUuz1RmbUwCQIRw8KPsnqbrEDR0q14SzsTFsuYiICgqu3aYHDElkKNHRwJgxctZuAPD0BFatkk1xRESUMc6TRFSI2doCy5cDf/8NlCkDhIQArVvLGqY3xiMQEZGeMSQR5QMtW8plTYYNk7d/+UVOG7Bli5zFm4iI9I8hiSifsLYGFi8Gjh8HKlUCnjyRM3V37gxwzWYiIv1jSCLKZ5o0kcuaTJoEmJgAO3cCVarINeC4bjMRkf4wJBHlQ2ZmwNSpQGAg0KABEBMDDB8u14O7eNHQpSMiKhoYkojysapV5Rpwy5YBdnYyINWrB4wYIRfPJSKivMOQRJTPGRkBQ4YAt24BPXsCSqXsu1S5MvDbb+zYTUSUVxiSiAoIZ2dgwwY5CaW3NxAeLkNT8+ZyZBwREeUuhiSiAqZVK+DKFWDGDLkm3NGjQO3agL8/8PKloUtHRFR4MCQRFUDm5sD48cDNm8CHH8pRb99/D1SsKGfs5ig4IqK3x5BEVIB5egJbtwIHDsiA9PQpMHAgUKcOF80lInpbDElEhUDr1rIJbsECwN4euHxZ9lXq0gW4f9/QpSMiKpgYkogKCVNTYNQo4O5d4Isv5Ki47dvlRJRffgk8f27oEhIRFSwMSUSFjKOjnJ37yhXAzw9ITAQWLgTKlQPmzAFevzZ0CYmICgaGJKJCqkoVYN8+YP9+oGZNOfnkN98AFSoAa9awczcRUWYYkogKuTZt5Ezdv/4KuLvLxXI//RSoUQPYto2TURIRpYchiagIMDICPvkEuHNHNrkVLw7cuCGnD6hXT46OY1giItLGkERUhJibA2PGAA8eABMmAFZWwIULsu9S8+bAsWOGLiERUf7BkERUBNnbA9Ony7Dk7y9Hxh09Cvj4AC1bAsePG7qERESGx5BEVISVKiVHvt27JxfRNTEB/vkHaNaMYYmIiCGJiODuDixbpjss+fiwzxIRFU0MSUSk5uEhw9Ldu8DgwTIsHTsm+yzVrw/8+SegVBq6lERE+sGQRERpeHoCy5fLPksjRwIWFsD580DnznLOpXXrgKQkQ5eSiChvMSQRUbrc3IBFi4CHD4Fx4wBbW+DaNTmdQLlysj9TTIyhS0lElDcYkogoU6VKAbNmASEhQEAA4OQEhIXJNeE8PIDx44HwcEOXkogodzEkEVGW2dvLpU0ePgR++gnw9gZevpQBytMT6NsXCAoybBmJiHILQxIRZZu5OTBwIHDzJvDHH0DjxrKP0tq1QO3aQIsWwK5d7ORNRAUbQxIR5ZiREdClC3DiBHD2LNC9u9x3+DDQsaOsaVq4UNY2EREVNAxJRJQr6tUDfvtNjogbPVo2zT14IPstubkBn38u14sjIiooGJKIKFd5eABz5wKPHgErVgDVqgGvXsn5l6pWlWvEbdnCKQSIKP9jSCKiPGFlBQwaBFy5Imfv/uADoFgx4MgR4OOPZZiaNEmOkiMiyo8YkogoTykUsvZo2zY5Km7iRMDZGYiIkIvslikDdOggO3onJxu6tEREGgxJRKQ37u7AtGlAaCjw+++Ar68cAffXX7Kjd5kywOTJ8jgRkaExJBGR3pmYAF27ylFwt24BX38NODoC//4rQ1SZMnK9uM2bgYQEQ5eWiIoqhiQiMqiKFYF582RH702b5BxLQgAHDsgpBVxdgREjgMuXDV1SIipqFEIIYehCGFp0dDTs7OwQFRUFW1tbQxeHqMh78ABYvRpYs0aGJ5WaNYF+/YCePeVSKURUtOX19zdDEhiSiPKrlBTg4EHg55+BnTuBxES539gYaNtWLoPSrh1gZmbYchKRYTAk6QFDElH+9+KFbI5bswY4f16z395eTinQpw/QqJGcZoCIigaGJD1gSCIqWG7eBH79FdiwQbs5rkwZoFcv2RxXpYrBikdEesKQpAcMSUQFU0oKcPQosG4dsHUrEBurOVazpgxM3bvLqQeIqPBhSNIDhiSigi8uTvZb2rgR2LtXe2LKpk2Bbt2Ajz4CnJwMV0Yiyl0MSXrAkERUuDx/DvzxhwxMR49q9hcrJiew7NYN+PBDwMHBYEUkolzAkKQHDElEhVdYmFxQd/Nm4Nw5zX4jIzknU9eucl05R0fDlZGIcoYhSQ8YkoiKhgcP5HIomzcDQUGa/UZGcn25jz4COndmkxxRQcGQpAcMSURFz927srP3li1AYKBmv0IBNGkim+M++ADw8DBcGYkoYwxJesCQRFS03bsnA9MffwAXLmgfq1tX1i598AFQubIMUUSUPzAk6QFDEhGphIYC27fLwHTihFxHTsXbWwamTp2ABg1kMx0RGQ5Dkh4wJBGRLk+eyGkFduwA/v5bsywKAJQsCbRvD3TsCLRuDVhZGayYREUWQ5IeMCQRUWZiYuT8Szt2AHv2AFFRmmNmZkDLljI0tWvHfkxE+sKQpAcMSUSUHUlJwPHjspbpzz+Bhw+1j9esqQlM9eqxWY4orzAk6QFDEhHllBDAtWvA7t3AX38Bp08DSqXmeIkSwHvvAW3bAn5+nI+JKDcxJOkBQxIR5ZZnz4B9+4Bdu4ADB4CXLzXHFApZs/Tee8D778uRc6xlIso5hiQ9YEgioryQnAycOSNrmfbsAa5c0T5eogTQpo2sYWrTBnB1NUw5iQqqvP7+Lpbrj5gNx44dQ4cOHeDq6gqFQoEdO3ZoHRdCYMqUKXB1dYWFhQV8fX1x/fp1rXMSEhIwfPhwODo6wsrKCh07dsSjR4/0+CyIiHQzNpYTUwYEAJcvyyVSVq2SM3vb2QEvXgCbNgGffgqULg3UqAGMHg0cPAjExxu69ERk0JD06tUr1KxZE0uWLNF5fO7cuViwYAGWLFmC8+fPw9nZGa1bt0ZMTIz6HH9/f2zfvh2bNm3CiRMnEBsbi/bt2yMlJUVfT4OIKEvc3IABA+Qs38+eyc7f48fLZjeFArh6FfjuO1mrVLy4bJZbsED2eWKdP5H+5ZvmNoVCge3bt6Nz584AZC2Sq6sr/P39MXbsWACy1sjJyQlz5szB4MGDERUVhZIlS2LdunXo1q0bAODx48dwd3fHnj174Ofnl6Vrs7mNiAzt2TM5F9P+/bIv0+PH2sddXOQ0Ay1ayM3T0zDlJMpPCnVzW0aCg4MRERGBNm3aqPeZmZnBx8cHp06dAgBcvHgRSUlJWue4urqiWrVq6nN0SUhIQHR0tNZGRGRIjo5A9+7A6tXAo0ey9mjBAlmbZGEBhIcD69cD/fsDZcoA5csDgwYBv/0mjxFR7jM2dAHSExERAQBwemM5bicnJ4SEhKjPMTU1RfHixdOco7q/LgEBAZg6dWoul5iIKHcoFEDVqnIbNUr2Tzp1Cjh8GDh0CDh3Drh/X24rV8r7VKwI+PrKzcdH1jwR0dvJtzVJKoo3VpMUQqTZ96bMzhk3bhyioqLUW1hYWK6UlYgoL5ibyya26dNlWIqMlCPmvvoKqFMHKFYMuH0bWLEC6NFDjpKrUAH47DNg3Trg/39XElE25duaJGdnZwCytsgl1Z9ET58+VdcuOTs7IzExEZGRkVq1SU+fPkWjRo3SfWwzMzOYmZnlUcmJiPKWjY2cnLJtW3n75UvZCfzIEVnbdPkycPeu3H7+WZ7j7g40barZKleW4YqI0pdv/4l4eXnB2dkZBw8eVO9LTEzE0aNH1QGoTp06MDEx0TonPDwc165dyzAkEREVJvb2QIcOwPz5wKVLcmqBv/4CxowB6teXE1aGhQEbNwJDhwLVqskFejt2BObMAU6e5JQDRLoYtCYpNjYW9+7dU98ODg5GUFAQSpQoAQ8PD/j7+2PWrFnw9vaGt7c3Zs2aBUtLS/Ts2RMAYGdnhwEDBuCrr76Cg4MDSpQoga+//hrVq1dHq1atDPW0iIgMys5OrhvXrp28/eqVnNTy+HG5nT4tg9SuXXIDAFNTORVBo0Zya9gQ+H+FPlGRZdApAI4cOYLmzZun2d+3b1+sWbMGQghMnToVK1asQGRkJOrXr48ff/wR1apVU58bHx+P0aNHY+PGjXj9+jVatmyJpUuXwt3dPcvl4BQARFSUJCXJGqeTJzXbkydpz/PykoGpQQMZmmrUAExM9F9eovRwWRI9YEgioqJMCODBAxmWTp+WP3VNYGluLmubGjSQzXj168sJMjMZS0OUZxiS9IAhiYhIW1SUnGrg1CnZVHfmjPZivSouLprA9O67MkTZ2em9uFREMSTpAUMSEVHGlEo5Wu70aeDsWblduQLoWgGqUiUZmOrVk6GpZk05ISZRbmNI0gOGJCKi7IuLk32bzp6VtU7nzgEPH6Y9z9hYjqirW1dudeoA1asDnImF3hZDkh4wJBER5Y7//gPOn5eB6cIF+fvTp2nPMzGRwalOHbm9844MTqxxouxgSNIDhiQiorwhhFyLThWYLlwALl6UUxC8ychITnL5zjtA7dpArVpys7fXc6GpwGBI0gOGJCIi/RFCLpVy8aLcAgPlz//+032+l5cMS7Vry/5NtWrJGcQ5qo4YkvSAIYmIyLCEAB4/ln2cLl0CgoJkeEpv3Tl7exmYVFuNGnJBYDbXFS0MSXrAkERElD+9eCHXogsMlMHp8mXgxg0gOTntucWKyYV9a9SQ/ZtUPz09uU5dYcWQpAcMSUREBUdCAnDzpgxNV67I4HT5MvD8ue7zbWxkJ/E3t1Kl9FpsygMMSXrAkEREVLAJAUREyLB09aoMT1evyjCVmKj7PiVLyia6atU0P6tUAUqU0G/ZKecYkvSAIYmIqHBKSgLu3JHLrKi2q1flMizpffs5O8uw9OZWsqR+y06ZY0jSA4YkIqKi5dUrWct0/brcrl2TP0ND07+Pg4MMS5Ury61SJfnT3Z19ngyFIUkPGJKIiAgAYmJkeLpxQ27Xr8vbDx+mX/NkYQFUrChDk2qrWFF2Ire01GvxixyGJD1gSCIioozExQG3b8vApNpu3ZJNeUlJ6d/Pw0MTmCpW1Pzu7i4nz6S3w5CkBwxJRESUE8nJQHCwDE23b8vgpNp0zSquYmYGlC8vA1OFCoC3t2ZzduZEmVmV19/fxrn+iEREREWEsbEm3Lzp2TMZnG7fljVOqt/v35fTGKj6Q73J2loGKG9v7Z/lyzNA6RtrksCaJCIi0p+UFNlBXBWe7twB7t6VW0gIoFSmf18rK6BcORmYUv8sVw5wc5OhrShhc5seMCQREVF+kJAgm+9UoenePbmpAlRG39jGxkCZMprQVLas3FS/W1vr7WnoDZvbiIiIiggzM80IuTclJMhRdvfvy+CU+mdwsJw0UxWqdHF0lGHJy0vzU7V5eAAmJnn61Aok1iSBNUlERFSwpaQA//4rA5MqND14IH9/8CD9JVtUihWTzXVeXrI2qkwZ7d9Ll86fTXlsbtMDhiQiIirMoqM1wenBA83vwcGydio+PuP7GxnJEOXpKUOTp6f25uEha8H0jSFJDxiSiIioqBICePJEBiZVaHpzy2guKBVnZ01gevOnu7tcEy+3R+YxJOkBQxIREZFuSqVcPFgVmEJCND9V2+vXmT+OpaUmMKl+vrlZWWWvbAxJesCQRERElDNCyDmhQkKAsDD5MzRUczs0VNZUZUXx4rJZTxWa3Nw0m+p26iDF0W1ERESUbykUQMmScqtbV/c58fHAo0ea4KQKT6rfw8LkunmRkXK7ejX968XGZr/GKacYkoiIiChPmZtrZg1PT3S0dmh69EizqfaZmOgvIAEMSURERJQP2NoCVavKLT2vXumvPABQTL+XIyIiIsoZfdYiAQxJRERERDoxJBERERHpwJBEREREpANDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRERER6cCQRERERKTDW4Wke/fuYf/+/Xj9+jUAQAiRK4UiIiIiMrQchaTnz5+jVatWqFChAtq2bYvw8HAAwGeffYavvvoqVwtIREREZAg5CkmjRo2CsbExQkNDYWlpqd7frVs37Nu3L9cKR0RERGQoxjm504EDB7B//364ublp7ff29kZISEiuFIyIiIjIkHJUk/Tq1SutGiSVZ8+ewczM7K0LRURERGRoOQpJzZo1w9q1a9W3FQoFlEol5s2bh+bNm+da4YiIiIgMJUfNbfPmzYOvry8uXLiAxMREjBkzBtevX8eLFy9w8uTJ3C4jERERkd7lqCapSpUquHLlCurVq4fWrVvj1atX6NKlCwIDA1GuXLncLiMRERGR3ikEJzdCdHQ07OzsEBUVBVtbW0MXh4iIiLIgr7+/c1STtHr1amzZsiXN/i1btuDXX39960IRERERGVqOQtLs2bPh6OiYZn+pUqUwa9asty4UERERkaHlKCSFhITAy8srzX5PT0+Ehoa+daGIiIiIDC1HIalUqVK4cuVKmv2XL1+Gg4PDWxeKiIiIyNByFJK6d++OESNG4PDhw0hJSUFKSgr++ecfjBw5Et27d8+1wiUnJ2PChAnw8vKChYUFypYti2nTpkGpVKrPEUJgypQpcHV1hYWFBXx9fXH9+vVcKwMREREVTTmaJ2nGjBkICQlBy5YtYWwsH0KpVOKTTz7J1T5Jc+bMwfLly/Hrr7+iatWquHDhAj799FPY2dlh5MiRAIC5c+diwYIFWLNmDSpUqIAZM2agdevWuH37NmxsbHKtLERERFS0vNUUAHfu3MHly5dhYWGB6tWrw9PTMzfLhvbt28PJyQk///yzet+HH34IS0tLrFu3DkIIuLq6wt/fH2PHjgUAJCQkwMnJCXPmzMHgwYOzdB1OAUBERFTw5MspAFQqVKiArl27on379rkekACgSZMmOHToEO7cuQNA9nk6ceIE2rZtCwAIDg5GREQE2rRpo76PmZkZfHx8cOrUqVwvDxERERUdWW5u+/LLLzF9+nRYWVnhyy+/zPDcBQsWvHXBAGDs2LGIiopCpUqVYGRkhJSUFMycORM9evQAAERERAAAnJyctO7n5OSEkJCQdB83ISEBCQkJ6tvR0dG5Ul4iIiIqPLIckgIDA5GUlAQAuHTpEhQKhc7z0tufE5s3b8b69euxceNGVK1aFUFBQfD394erqyv69u2b7jWFEBmWIyAgAFOnTs21chIREVHhk6+XJXF3d8c333yDL774Qr1vxowZWL9+PW7duoUHDx6gXLlyuHTpEmrXrq0+p1OnTrC3t0939m9dNUnu7u7sk0RERFSA5Ls+ScnJyTA2Nsa1a9dyvTBviouLQ7Fi2kU0MjJSTwHg5eUFZ2dnHDx4UH08MTERR48eRaNGjdJ9XDMzM9ja2mptRERERKllewoAY2NjeHp6IiUlJS/Ko6VDhw6YOXMmPDw8ULVqVQQGBmLBggXo378/ANnM5u/vj1mzZsHb2xve3t6YNWsWLC0t0bNnzzwvHxERERVeOWpuUy1wu379epQoUSIvygUAiImJwcSJE7F9+3Y8ffoUrq6u6NGjByZNmgRTU1MAsv/R1KlTsWLFCkRGRqJ+/fr48ccfUa1atSxfh1MAEBERFTx5/f2do5BUu3Zt3Lt3D0lJSfD09ISVlZXW8UuXLuVaAfWBIYmIiKjgyevv7xzNuN25c2coFArk4z7fRERERG8lWyEpLi4Oo0ePxo4dO5CUlISWLVti8eLFcHR0zKvyERERERlEtka3TZ48GWvWrEG7du3Qo0cP/P333xg6dGhelY2IiIjIYLJVk7Rt2zb8/PPP6N69OwCgV69eaNy4MVJSUmBkZJQnBSQiIiIyhGzVJIWFhaFp06bq2/Xq1YOxsTEeP36c6wUjIiIiMqRshaSUlBT10HsVY2NjJCcn52qhiIiIiAwtW81tQgj069cPZmZm6n3x8fEYMmSI1jQA27Zty70SEhERERlAtkJS6kVlVXr37p1rhSEiIiLKL7IVklavXp1X5SAiIiLKV7K9wC0RERFRUcCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpwJBEREREpANDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRERER6cCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpwJBEREREpANDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRERER6cCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpwJBEREREpANDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRERER6cCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpwJBEREREpANDEhEREZEODElEREREOuT7kPTvv/+id+/ecHBwgKWlJWrVqoWLFy+qjwshMGXKFLi6usLCwgK+vr64fv26AUtMREREhUG+DkmRkZFo3LgxTExMsHfvXty4cQPz58+Hvb29+py5c+diwYIFWLJkCc6fPw9nZ2e0bt0aMTExhis4ERERFXgKIYQwdCHS88033+DkyZM4fvy4zuNCCLi6usLf3x9jx44FACQkJMDJyQlz5szB4MGDs3Sd6Oho2NnZISoqCra2trlWfiIiIso7ef39na9rknbu3Im6deuia9euKFWqFGrXro2VK1eqjwcHByMiIgJt2rRR7zMzM4OPjw9OnTqV7uMmJCQgOjpaayMiIiJKLV+HpAcPHmDZsmXw9vbG/v37MWTIEIwYMQJr164FAERERAAAnJyctO7n5OSkPqZLQEAA7Ozs1Ju7u3vePQkiIiIqkPJ1SFIqlXjnnXcwa9Ys1K5dG4MHD8bAgQOxbNkyrfMUCoXWbSFEmn2pjRs3DlFRUeotLCwsT8pPREREBVe+DkkuLi6oUqWK1r7KlSsjNDQUAODs7AwAaWqNnj59mqZ2KTUzMzPY2tpqbURERESp5euQ1LhxY9y+fVtr3507d+Dp6QkA8PLygrOzMw4ePKg+npiYiKNHj6JRo0Z6LSsREREVLsaGLkBGRo0ahUaNGmHWrFn4+OOPce7cOfz000/46aefAMhmNn9/f8yaNQve3t7w9vbGrFmzYGlpiZ49exq49ERERFSQ5euQ9O6772L79u0YN24cpk2bBi8vLyxatAi9evVSnzNmzBi8fv0an3/+OSIjI1G/fn0cOHAANjY2Biw5ERERFXT5ep4kfeE8SURERAVPkZ4niYiIiMhQGJKIiIiIdGBIIiIiItKBIYmIiIhIB4YkIiIiIh0YkoiIiIh0YEgiIiIi0oEhiYiIiEgHhiQiIiIiHRiSiIiIiHRgSCIiIiLSgSGJiIiISAeGJCIiIiIdGJKIiIiIdGBIIiIiItKBIYmIiIhIB4YkIiIiIh0YkoiIiIh0YEgiIiIi0oEhiYiIiEgHhiQiIiIiHRiSiIiIiHRgSCIiIiLSgSGJiIiISAeGJCIiIiIdGJKIiIiIdGBIIiIiItKBIYmIiIhIB4YkIiIiIh0YkoiIiIh0YEgiIiIi0oEhiYiIiEgHY0MXoNCJjATGjgXs7IDWrYGmTQELC0OXioiIiLKJISk3paQAPXsC+/bJ2999B5iZAU2ayMD0ySeAi4thy0hERERZwua23DR5sgxIFhZAnz5A6dJAQgJw6BDwzTdA9erA3r2GLiURERFlAUNSbtmxA5g5U/6+ciWwdi0QFgbcuAF8/z1Qsybw/DnQti3w7bdAcrJBi0tEREQZY0jKDbduyaY0ABg5EujVS/6uUACVKwMjRgBnzwJffCH3BwQALVoA//5rmPISERFRphiS3lZ0NNC5MxATA/j4APPm6T7PzAxYsgTYvBmwsQGOHwdq1QL++kufpSUiIqIsYkjKifh4WXu0ezfQvTtw+zbg5gb8/jtgYpLxfT/+GLh4UQakZ8+ADh2A3r3l77kpORk4eVITzE6dAh49kp3LiYiIKFMKIYQwdCEMLTo6GnZ2doiKioKtra3uk27ckH2JLl6UzWSpXzZTU1kzVK9e1i8aHw9MnAgsWAAolYCjI7B4MdCtm2ymy4mQEGD/frkdOgRERaU9x8gIKFMGGDpUNv+Zm+fsWkRERAaWpe/vt8CQhExe5IQEYNYs2Y8oKUmz39oaKFdObkOHAq1a5ezi584BAwYA167J2x07AitWAM7OWX8MIeTIuunTtfeXKAE0aiSbBENDZU1S6g7j7u7A1KmyP5WRUc7KT0REZCAMSXqQ7ot84gQwcKBsWgNk09g33wAVKgAODjmv8XlTYiIwezYwY4YMYuXLA0eOyCkEMiOErOGaPVvebtwY8POTW5062uEnJQWIiJDTEEyZouk4XqWKHJnXsSNQjC2wRERUMDAk6YH6RQ4JgW1oqKzVOX4c2LhRnuDkJJvCPvoo94KRLteuySD28KEMYkeOZDz5pBAytM2dK29//70cSZcVr18DP/4oa8kiI+U+Ly/g00+Bfv1kLRNRboqOln94xMVpb2XLAp065e2/LSIqlBiS9ED9IgNI8xIPGCBHrBUvrp/CPHwoR8mFhsrpAw4fliHtTUIAY8bIWb0BGeKGDcv+9V6+lCFr6VJNHyaFAmjTRvaPsrCQtVuqzdkZaN+ezXOUPSEhsun38WPdxz/8EPj5Z7mcT24SAti0SX5eO3eW/QeJqNBgSNIDrZDk7g5UqyZnx+7YUTZf6duDBzIoPXoEVK0qg1LJkprj8fHA+PGy0zcga4Q+//ztrvn6NbBtm/yiOnw443P79AFWr2ZQoqx58UL+O7p1S4Zsb2/A0lJuxsZyIlZVM/OWLXLkZ26ZNEnTV69UKdl8Pngwa0qJCgmGJD3Qam7z8DB0caR792RQevxYBrb33wdu3pTbgwdyRBwALFsGDBmSu9e+f1+GoBMnZB8lY2M5tYGREbBnj+zb9OmnwKpV7MNUkMTEAEePypGPYWGyWbVdu7xt5nr9Wq5bePKknCbj9Gn5M7WzZ+XUGKGhcj6xxYuBzz57+3LNmSObowH5R8Z//8nfjYzkH0CjRwMNG77dNYjIoPI6JEGQiIqKEgBEVFSUoYui7dYtIZydhZCNBtqbg4MQv/yi/zJt3ixEsWKyDJ99JkRKiv7LQFn3779CTJokRKNGQhgbp/0cNWsmxOnTeXPt5GQhunSR17GzE+Lq1fTPff5ciHbtNOXq3VuI6OicX3vJEs1jzZkjRGKiEFu2COHjo/38+/YV4smTnF+HiAwqr7+/WZMEPSTRt3HrlhyJ5ugo+yipNmdnw3V03bhRNrkplbIWa+lSdrrNjzZvltNTqDrmA3LKilatZF+zZcvkFBeA7BM0frzss/PsmdyeP5e1hs2ayRGQ2XmPhZCDCJYskY+5fz/g65vxfZRK2cfu22/ldcuWlZ+1+vWz97zXrJE1nYCci2zaNO3j164B8+fL8wDA3l6O7hw8mE3IRAUMm9v0IF+HpPxq3Tqgb1/5ZThkCDBhQtamLKC8FxkpO/GrRmfWqSPDUsuWciJRlbAwGcDXrNE036bHzU125vfzA2rUkE2+t27J7fZt4MkTOTGpaktJkc21gOw43a1b1st/4oSchT4kRIaWKVOAceOyFmA2bwZ69pTPZ9QoGYbSC3dnzsi+fIGB8vY778jFqd95J+tlJSKDYnObHuTb5rb87pdftJsuypUTon9/Idaskc08pH9//y2Em5t8P4yMhJg8WTY1ZeTaNSE6dhTCxEQ241asKETjxkJ06iRE69ZCmJvrbvLNyrZgQc6eR2SkED16aB6nSRMhgoPTP//hQyG6d9ecP2iQEEpl5tdJTpZNc3Z28n4WFkLs3ZuzMhOR3rG5TQ9Yk/QWNm+WUwgEBWnXRlhYAH//LYd9k34sXy5rjAA5gmzduuw1VQmhu9bl9Ws5b5hqyZvgYNlsV6kSULGi/Fm6tJwUNT5es5UtCzRpkvPnIwSwYYOs7YmJkTVJLVsCXbsCH3wgJ3SNiZETqS5YIK+pUMjldhYtyl7T2ZMnsiP7vn1yoMK6dXJdRiLK19jcpgcMSbkgKkqOYDp6FPjrL7nWXaVKsimD68PlvcBAoEEDGVQGDgQWLgSsrAxdqtzx4IGcr+zIEc0+IyOgRQvg6lU5izwg+zwtWADUrp2z6yQmyqD0228ybP34oyZ0ElG+xJCkBwxJuezFC9nR98kT2Ql35kzd56WkyBmXbWz0W77CJjZW9qO5e1dOmLhtW+HsSH/3rpxHacsWWXOpUq6c7PCdG7N2K5XA8OFyMAIg51gaP75wvp5EhUBef38XqEluAgICoFAo4O/vr94nhMCUKVPg6uoKCwsL+Pr64vr164YrJMmFdVVfMnPmaH+hqTx8KCfKLF0aOHVKn6UrfIYPlwHCzU1OBlpYv9C9vWXoDgwE7tyRM+GvXClrLTt3zp3nXayYHJE3caK8PXGi7DhOby8lRS7tVL++XKKGqAAoMCHp/Pnz+Omnn1CjRg2t/XPnzsWCBQuwZMkSnD9/Hs7OzmjdujViYmIMVFICAHTpIoeVp6QA/fvLGZVVbtyQfVVu35Z9Sjp1kk0qlH0bN8rRacWKyd9LlDB0ifTD2xv4+ms56WRuLzWiUMhpAxYulLdnzAD4h9fbmz0b+OMP4Nw52WeMqAAoECEpNjYWvXr1wsqVK1E81RpqQggsWrQI48ePR5cuXVCtWjX8+uuviIuLw0bV8GcynCVL5Jp3gYFyKDYAnD8v593591/ZJFe7tpyTp21b7fl8KHP372tmW580CWja1LDlKWz8/WUNlVIpAxnl3LlzwOTJmtsLFvDfOxUIBSIkffHFF2jXrh1atWqltT84OBgRERFo06aNep+ZmRl8fHxwKoMmnISEBERHR2ttlAecnTV/MU6ZIptGWrSQkxS++y5w7Jjs5O3mJmuVunSRnWcpc4mJcvRVTIwMR+PHG7pEhdO8eXJJnn375EbZFxsL9Oola5U//liujRkVpfnDiSgfy/chadOmTbh06RICAgLSHIv4/6gWJycnrf1OTk7qY7oEBATAzs5Ovblzscu806cP8N57cmbnQYPkf5jNm8v1wxwcAFdXYPduwNpajl4aPFgO/U5NNfsNSfHxcrLFCxdkTd2GDXLYOuW+8uVlny8A+OorIDnZsOUpiPz95VqU7u5ymoqpU+X+77+XtchE+Vi+DklhYWEYOXIk1q9fD/MMhpEr3uiwKYRIsy+1cePGISoqSr2FhYXlWpnpDQqF/I/R2lre7tRJLpKbekRbjRpyxJKRkWZJiWHD5OKrVarIoezVq8tak7eVkCBnZP7sM1mjVdC8eCEXjN2yRdZwrFvHFe3z2oQJMtDfuCFrQynr/vhDM5hg3ToZ6j/4QDazx8bKOdaI8rM8maIyl2zfvl0AEEZGRuoNgFAoFMLIyEjcu3dPABCXLl3Sul/Hjh3FJ598kuXrcMZtPTh/XoiffhIiKSn9c5YuzXj25smT374cq1ZpHs/VVYiDB9/+MfUlOFiISpU0C8b+84+hS1R0LF4sX3dHRyFevjR0aQqGR4+EKF5cvm7ffKN9bNcuzQzn4eGGKR8VCkV6xu2YmBiEhIRo7fv0009RqVIljB07FlWrVoWrqytGjRqFMWPGAAASExNRqlQpzJkzB4MHD87SdThPUj6yeDFw+rRcY6xMGcDLS3ZQHjpU1ijdvw+80byaZUql7A9x86as2YqNlftHjQJmzcrfk15euiRr1iIiZM3Rnj3yuZB+JCXJGs9bt4DRowtHDUhyct4108bFyWb248fl2oGnTmmPQhQCaNgQOHtWNsepRhISZRPXbnuDj4+PGDlypPr27NmzhZ2dndi2bZu4evWq6NGjh3BxcRHR0dFZfkzWJOVzSqUQ774r//IcNiznj7N7t3wMW1v51+vQoZpaperVhfjhByEmTpTrfnXqJNcvGztWiNjYXHsqaTx6JNcPy8jOnUJYWcly1qgh70P699df8j0wNRXi3DkhbtwQ4swZWRu5a5cQ//1n6BJmzYULQjRtKmtxDhzI/cd/9UqIli3la2VtLcStW7rP279fnmNmxs805Vhef38X+JCkVCrF5MmThbOzszAzMxPNmjUTV69ezdZjMiQVAP/8I/9DNTER4t69nD1G8+byMb76SrNv1y4hSpbMuJmvXDkhjh7NneehkpwsxMiR8vHfeUcIXZ/ZlBQhpk7VlKNVKyH4GTUcpVIu+Jve58TWVog5c4SIjzd0SXWLiBBiwAAhFApNmT08hIiJyb1rxMXJz6kqIJ04kf65SqVcuBgQ4vPPc68MVKQwJOkBQ1IB4ecn/0Pt0SP79710Sd7X2FiI0FDtYxERQgwZIkSXLrJ2acoUIZYtk32o3Nw0XyjDhuXOF0psrBAdO2p/wZqaChEQoOmzFR0tROfOmuNffCFEYuLbX5vezvXrsl+SsbEQJUoI4ekpRLVqMkir3isvLyG2bJEhID9ISBBi3jwhbGw0ZezZU4gyZeTv/v65c53UAcnKSojjxzO/z+HDb//HDxVpDEl6wJBUQKiCDiB/Ty0hQYiffxbi999137dXL82XQ3a8fCnEZ59pfwG+Ta3S48ey5kjVzLBihRAdOmgev359IfbsEaJKFU14+vnnnF+Pcp9SmTYApaQI8euvcjCA6r1s0iT9piZ96tFDU6a6dYU4eVLu37tX7itWTDYfvo24OE0tW1YDkorqfh999HZloCKJIUkPGJIKENV/+H5+8rZSKcT27UKUL6/5Ipg0SftLLDRUCCMjeezixZxd98AB2TQByMdasCD7NQVXrgjh7q4ZJXXqlOY5rFkjR6ylrl1ydZV9XqjgiI2VozAtLOR7WKGCYZvfNm3SfGZXrZJhLrWePeXxmjWzXlOZnCw/uz/9JMSIEbL/kaOjJiAdO5a9Ml65IoMakL1wRSQYkvSCIakAuX9fVs0DQnz/vRDNmmlChb295nd/f02I+fprua9587e7dnS0EH36aK7Ro0fWO3WfPKlp7qhYUXfTQliYEG3ayHMaNeLQ6IIsNFQIZ2f5Xk6dapgyhIfLJsGMps948kRzzpw5mT9mfLz2v7nUW/HiOa9lHTRIPsa776YNchnJL02aZDAMSXrAkFTADBum/Z+zubkQ48fLEKOazwaQnVRfvJAdagE5OultKZVyFJyxsWZUXGZ9KQIDNbVEzZoJ8fx5xo9/82bG80lRwaCqxTE1FeL2bf1eW6kUon17ef3atTOuJVq9WjNnUWafZdWIUEtLGei//FKIX36RzXWvXuW8vBERsqM3IMS6dVm7z+nTsvnb1VV2/D50iP9uiiCGJD1gSCpgnjzRTFLXu3fajthr1miq77285M9KlbL3F2pmjh0TwslJU4P1xx+6/6q9fVszeq5Jk7f7IqGCRanUDDZo0SLrtR5JSTIoJyTk/Nqq4GNqKpuzMitnixaaEZTplXPNGnmOQiH7zeW2WbPk47u5ZfzvRKmUtciqP1RSbw4OQnz6qRD79mU+tQYVCgxJesCQVACFhgpx9276x7du1TTLAUKsXJn7ZXj0SIgGDTTXeP997TKFhGj6INWuzZmai6L792VNZ1ZqSO7ckTNTu7jI80uXlk1gkZHZu2ZIiKb2dPbsrN3n7l1NOT/6SIhnz7SPX7qkOT5lSvbKk1VxcZp+f9On6z4nKkqIrl01/+Y++kjOI9a/vwxIqQOTp6ds6gwLy5vyUr7AkKQHDEmF1N69sgnBw0OI16/z5hrx8UJ8+638i131l/v48XIJkQoVNH2QnjzJm+tT/jdzpvwclCyZtqk1JkbW0DRtqv0Fr6oJBWQz1MiR8jOVmZQUzTD8Bg2yV5uyapWmdsbFRf77EUKWWVUj27Zt7tbIvmnjRk0H8MePNfvj42W/PtW/KWNjWZuUutYrKUnOpzZ0qHb/xGLFZLlze66zjCQkyKbLCxfYBJjHGJL0gCGpEIuIkP2S8trt25qmFVWTBCAD2pvNgVS0JCRopnQYOFB+ae7dK6elsLTU/jJv10423cbEyCazatU0x42MhJgwIf3gk5IixLhxmv5FOekHdeGCZn1AQAaO99+Xv5ctm/f/lpRKOQ2GKuS1bSuvmzo0urlpRoamJy5OiPXrhfDx0X59f/gh9zt7h4bKaTo++UQOuChdWnvCzvr1M+6HSG+FIUkPGJIoVyiVQmzbpmkycHKSTShEx49rvjRLldKuNfL2lrVNupbmUCpl/5rUM323aiXE06fa5z19qhkZCcgBDDkVFyeH9r85OCIoKOePmR0nT+oePWdnJ5vasrv8y+3bsu9i6uD3NhOzKpVySZXhw2Utsa6yql4zVRNltWraNWOUM7dvy89nKgxJesCQRLnq1Ss5sWBWmkeo6BgwQPMF6ugov2TPns16zcbGjZqap9S1KceOaSaxtLCQNVC54eBBWSsCCLF2be48Zlb98oscObd8uRBHjsjpDN6mBkipFGLuXE0NT+vW2e/rpbJrV9qm0QYNZC3f77/LkX5PnshrXrum6WNWtqzso0Y58+yZ7ONZq5ZW7Xxef38rhBAi95fNLVjyfBVhIqJXr4ClS4EqVYA2bQATk+w/xvXrwIcfArdvA8bGQLduwKZNQEoKUKkSsGULUK1a7pY5IgIoVy73HtOQ/vwT6NkTiIuTr9fq1UCdOtl7L3r3BjZsAJo3B4YPlz/t7dM/PzgYaNUKePAAcHEBDhzQvEcvXwL37gFPnwItWgDm5m/z7AovpRJo1w7Ytw/w9gYuXAD+/12d19/fDElgSCKiAiQmBhgwQAYild69gWXLAGtrw5WroAgMBDp2BB49krfNzYFatYC6dYF33wXatwdKlNB938REoFQpICoKOHECaNw4a9cMD5fB+No1oHhxoGJF4O5d4PlzzTmffgr88stbPbVCa8YMYOJEwMICOHsWqF5dfYghSQ8YkoioQBECWLwYWLUKGDkS6N8fUCgMXaqCIzwc+OIL4J9/ZOBJrUED4PRp3ffbvx947z3A2Rn491+gWLGsX/PFC6BtW/kln5qTE/Dkifz9/HkZ1kjj779lwBQCWLMG6NtX6zBDkh4wJBERFUFKJXD/vgwnFy4AP/4oa4suXJDNcG8aPBj46SdgyBBZc5ddr17JJj9TU6B8eblZWwOffAKsWydrpo4fZ+BV+fdfoHZt4L//gM8+A1auTHMKQ5IeMCQRERF69gR++02GoeXLtY+lpACurrL/0IEDQOvWuXfdR49kE1xcnOxj1q1b7j12QZWUJPt7nTwpm0NPnZLNbW/I6+/vbNQVEhERFWKDBsmfGzcCsbHax06flgHJ3h7w9c3d67q5AWPHyt/HjAFev87dxzek+HhZU/fTT8DQobI58/330zY7ppaYCPj7y4BkZwds3aozIOmDsUGuSkRElN/4+MjRU3fvAps3yw7yKtu2yZ8dOuRsZGJmvv5a9jELDQXmzwcmTMj9a+Sl8HBg924gLEw+h9BQ+fuDB7IW7k379skBB7NnA6VLy32JiXLE4axZ8v6A7IdkwNGVbG4Dm9uIiOj/5s6VtTr16wNnzsh9QgBeXkBICLB9O9C5c95c+7ffZJOfpaUMaq6ueXOd3HbvnqwhSj1aLzVHR9m36J13ZNPZ/v0y/ADyuY4dKzvDz5ypCUcuLjIs9euX4aXZJ0kPGJKIiAiAbFJzc5N9Yi5fBmrUAC5dkh25LS1lJ2JLy7y5thCy8/bp07Iz96+/Zv8xXrwA9uyRUxlkNH9Tbnn+HGjYUIY6b28535OHB+DuLn+WLStfzzc7o1+4oGlSS83FBfjmG9n0mYV5o/L6+5vNbURERCqlSgGdOsl+MCtXyqkWtm+Xx957L+8CEiCDxKJFshZr7VrZn8fUFDAykpOH2tjIPksuLuk/RvfuwMGDsvZm+nRg4EB5/7yQkAB06SIDkocHcOyYrBHKirp15Ui+33+XoSghQdYoDRpksP5HurAmCaxJIiKiVA4elHPz2NkBjx/LSSZv3ADWrwd69cr766umBNCla1cZLHQ5e1Y2e6VWvboMXi1ayNB1/Diwd6/sE/Tkiex3NXo0ULJk9soohCzn+vVy9uuTJ3M+27tSKX9mZ96p/2Nzmx4wJBERkZpSKecwCg4Gvv1W9o0xMdGMbstrsbGyf9KrV7LTc3KynB5g+nQZTi5elP173tSxI7BrF9Cnjwx2kycDkZHy2DvvALduycd5k5UVMGIE8NVXgIND1so4dSowZYqspdqzR4ZKA2BI0gOGJCIi0jJrFjB+vGwCEwLw85O1L4akWjfu/fdlMEntyhWgZk1Z3lu3gAoVZH+hqVPlmoGqEWaurvL+770nm/KmT5f9gwDZnDdqlGzSs7JKvxwrV2qmS/jpJ9mkZyAMSXrAkERERFrCw2XnY1W4WLFCEwwM5d49oHJlWbN07BjQtKnmWI8eciLKjz+W0xekduuWnIzx3Xdlk1jqTtRCyNqnSZNkR3VAjuRbvjxt7VB4ODBsmGY6hDFjgDlzcv95ZgMnkyQiItI3Fxc5JxIgQ0WnToYtDyCbAFVzN337rQw4gOw4reqn9O23ae9XqZJc36969bSjzBQK2Ux36ZJcNNndXTYz+vnJZrtnz+R1Vq8GqlSRAcnYWC44GxCQd881n2BIIiIi0mX4cBki/PzkQrT5wcSJgJkZcOKEnG8IkBMyKpVy2H/Nmjl73GLFgI8+Aq5fl/2TFArZKbtSJTnDeP/+wMuXciqECxeAadNy1NG6oGFzG9jcRkRE6bh2Tdau2NkZuiQaX38tZ+WuXVtOT1C+vGyCO3067ei2nDp7VvY1unpV3jY3l/2bvvxS1iTlE+yTpAcMSUREVGA8eyb7DcXGyia0q1flEP9Dh3L3OklJcvqAy5dln6UKFXL38XMBJ5MkIiIiDUdHOVx/6lRNTY+uvkhvy8REzqFUhBX+BkUiIqLC5ssvgRIl5O/168uaJMp1DElEREQFja0t8P33gKen7J/05qg1yhXskwT2SSIiIiqIOE8SERERkQEwJBERERHpwJBEREREpANDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRERER6cCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpYGzoAuQHQggAQHR0tIFLQkRERFml+t5WfY/nNoYkAM+fPwcAuLu7G7gkRERElF3Pnz+HnZ1drj8uQxKAEiVKAABCQ0Pz5EWmrIuOjoa7uzvCwsJga2tr6OIUaXwv8he+H/kH34v8IyoqCh4eHurv8dzGkASgWDHZNcvOzo4f+HzC1taW70U+wfcif+H7kX/wvcg/VN/juf64efKoRERERAUcQxIRERGRDgxJAMzMzDB58mSYmZkZuihFHt+L/IPvRf7C9yP/4HuRf+T1e6EQeTVujoiIiKgAY00SERERkQ4MSUREREQ6MCQRERER6cCQRERERKRDkQ9JS5cuhZeXF8zNzVGnTh0cP37c0EUq9AICAvDuu+/CxsYGpUqVQufOnXH79m2tc4QQmDJlClxdXWFhYQFfX19cv37dQCUuOgICAqBQKODv76/ex/dCv/7991/07t0bDg4OsLS0RK1atXDx4kX1cb4f+pGcnIwJEybAy8sLFhYWKFu2LKZNmwalUqk+h+9F3jh27Bg6dOgAV1dXKBQK7NixQ+t4Vl73hIQEDB8+HI6OjrCyskLHjh3x6NGj7BdGFGGbNm0SJiYmYuXKleLGjRti5MiRwsrKSoSEhBi6aIWan5+fWL16tbh27ZoICgoS7dq1Ex4eHiI2NlZ9zuzZs4WNjY34448/xNWrV0W3bt2Ei4uLiI6ONmDJC7dz586JMmXKiBo1aoiRI0eq9/O90J8XL14IT09P0a9fP3H27FkRHBws/v77b3Hv3j31OXw/9GPGjBnCwcFB/PXXXyI4OFhs2bJFWFtbi0WLFqnP4XuRN/bs2SPGjx8v/vjjDwFAbN++Xet4Vl73IUOGiNKlS4uDBw+KS5cuiebNm4uaNWuK5OTkbJWlSIekevXqiSFDhmjtq1Spkvjmm28MVKKi6enTpwKAOHr0qBBCCKVSKZydncXs2bPV58THxws7OzuxfPlyQxWzUIuJiRHe3t7i4MGDwsfHRx2S+F7o19ixY0WTJk3SPc73Q3/atWsn+vfvr7WvS5cuonfv3kIIvhf68mZIysrr/vLlS2FiYiI2bdqkPufff/8VxYoVE/v27cvW9Ytsc1tiYiIuXryINm3aaO1v06YNTp06ZaBSFU1RUVEANAsNBwcHIyIiQuu9MTMzg4+PD9+bPPLFF1+gXbt2aNWqldZ+vhf6tXPnTtStWxddu3ZFqVKlULt2baxcuVJ9nO+H/jRp0gSHDh3CnTt3AACXL1/GiRMn0LZtWwB8LwwlK6/7xYsXkZSUpHWOq6srqlWrlu33psgucPvs2TOkpKTAyclJa7+TkxMiIiIMVKqiRwiBL7/8Ek2aNEG1atUAQP3663pvQkJC9F7Gwm7Tpk24dOkSzp8/n+YY3wv9evDgAZYtW4Yvv/wS3377Lc6dO4cRI0bAzMwMn3zyCd8PPRo7diyioqJQqVIlGBkZISUlBTNnzkSPHj0A8N+GoWTldY+IiICpqSmKFy+e5pzsfr8X2ZCkolAotG4LIdLso7wzbNgwXLlyBSdOnEhzjO9N3gsLC8PIkSNx4MABmJubp3se3wv9UCqVqFu3LmbNmgUAqF27Nq5fv45ly5bhk08+UZ/H9yPvbd68GevXr8fGjRtRtWpVBAUFwd/fH66urujbt6/6PL4XhpGT1z0n702RbW5zdHSEkZFRmlT59OnTNAmV8sbw4cOxc+dOHD58GG5ubur9zs7OAMD3Rg8uXryIp0+fok6dOjA2NoaxsTGOHj2KH374AcbGxurXm++Ffri4uKBKlSpa+ypXrozQ0FAA/LehT6NHj8Y333yD7t27o3r16ujTpw9GjRqFgIAAAHwvDCUrr7uzszMSExMRGRmZ7jlZVWRDkqmpKerUqYODBw9q7T948CAaNWpkoFIVDUIIDBs2DNu2bcM///wDLy8vreNeXl5wdnbWem8SExNx9OhRvje5rGXLlrh69SqCgoLUW926ddGrVy8EBQWhbNmyfC/0qHHjxmmmw7hz5w48PT0B8N+GPsXFxaFYMe2vSCMjI/UUAHwvDCMrr3udOnVgYmKidU54eDiuXbuW/fcmR93NCwnVFAA///yzuHHjhvD39xdWVlbi4cOHhi5aoTZ06FBhZ2cnjhw5IsLDw9VbXFyc+pzZs2cLOzs7sW3bNnH16lXRo0cPDq3Vk9Sj24Tge6FP586dE8bGxmLmzJni7t27YsOGDcLS0lKsX79efQ7fD/3o27evKF26tHoKgG3btglHR0cxZswY9Tl8L/JGTEyMCAwMFIGBgQKAWLBggQgMDFRPz5OV133IkCHCzc1N/P333+LSpUuiRYsWnAIgJ3788Ufh6ekpTE1NxTvvvKMehk55B4DObfXq1epzlEqlmDx5snB2dhZmZmaiWbNm4urVq4YrdBHyZkjie6Ffu3btEtWqVRNmZmaiUqVK4qefftI6zvdDP6Kjo8XIkSOFh4eHMDc3F2XLlhXjx48XCQkJ6nP4XuSNw4cP6/yO6Nu3rxAia6/769evxbBhw0SJEiWEhYWFaN++vQgNDc12WRRCCJHjei8iIiKiQqrI9kkiIiIiyghDEhEREZEODElEREREOjAkEREREenAkERERESkA0MSERERkQ4MSUREREQ6MCQRUYHl6+sLf39/QxeDiAophiQiIiIiHRiSiIiIiHRgSCKiAuHVq1f45JNPYG1tDRcXF8yfP1/r+Pr161G3bl3Y2NjA2dkZPXv2xNOnTwEAQgiUL18e3333ndZ9rl27hmLFiuH+/fsAgClTpsDDwwNmZmZwdXXFiBEj9PPkiChfYkgiogJh9OjROHz4MLZv344DBw7gyJEjuHjxovp4YmIipk+fjsuXL2PHjh0IDg5Gv379AAAKhQL9+/fH6tWrtR7zl19+QdOmTVGuXDls3boVCxcuxIoVK3D37l3s2LED1atX1+dTJKJ8hgvcElG+FxsbCwcHB6xduxbdunUDALx48QJubm4YNGgQFi1alOY+58+fR7169RATEwNra2uEh4fD3d0dp06dQr169ZCUlITSpUtj3rx56Nu3LxYsWIAVK1bg2rVrMDEx0fMzJKL8iDVJRJTv3b9/H4mJiWjYsKF6X4kSJVCxYkX17cDAQHTq1Amenp6wsbGBr68vACA0NBQA4OLignbt2uGXX34BAPz111+Ij49H165dAQBdu3bF69evUbZsWQwcOBDbt29HcnKynp4hEeVHDElElO9lVuH96tUrtGnTBtbW1li/fj3Onz+P7du3A5DNcCqfffYZNm3ahNevX2P16tXo1q0bLC0tAQDu7u64ffs2fvzxR1hYWODzzz9Hs2bNkJSUlHdPjIjyNYYkIsr3ypcvDxMTE5w5c0a9LzIyEnfu3AEA3Lp1C8+ePcPs2bPRtGlTVKpUSd1pO7W2bdvCysoKy5Ytw969e9G/f3+t4xYWFujYsSN++OEHHDlyBKdPn8bVq1fz9skRUb5lbOgCEBFlxtraGgMGDMDo0aPh4OAAJycnjB8/HsWKyb/zPDw8YGpqisWLF2PIkCG4du0apk+fnuZxjIyM0K9fP4wbNw7ly5fXar5bs2YNUlJSUL9+fVhaWmLdunWwsLCAp6en3p4nEeUvrEkiogJh3rx5aNasGTp27IhWrVqhSZMmqFOnDgCgZMmSWLNmDbZs2YIqVapg9uzZaYb7qwwYMACJiYlpapHs7e2xcuVKNG7cGDVq1MChQ4ewa9cuODg45PlzI6L8iaPbiKhIOXnyJHx9ffHo0SM4OTkZujhElI8xJBFRkZCQkICwsDAMGjQILi4u2LBhg6GLRET5HJvbiKhI+O2331CxYkVERUVh7ty5hi4OERUArEkiIiIi0oE1SUREREQ6MCQRERER6cCQRERERKQDQxIRERGRDgxJRERERDowJBERERHpwJBEREREpANDEhEREZEODElEREREOvwPu33oe1koF0YAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(real_stock_price,color = 'red', label = 'Real Price')\n", - "plt.plot(new_predicted_price, color = 'blue', label = 'New Predicted Price')\n", - "plt.title('MRF Stock Price Prediction')\n", - "plt.xlabel('days')\n", - "plt.ylabel('Price')\n", - "plt.xlim(0,100) \n", - "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "fe0703c5", - "metadata": { - "execution": { - "iopub.execute_input": "2024-05-30T15:40:20.380186Z", - "iopub.status.busy": "2024-05-30T15:40:20.379342Z", - "iopub.status.idle": "2024-05-30T15:40:20.854541Z", - "shell.execute_reply": "2024-05-30T15:40:20.853544Z" - }, - "papermill": { - "duration": 0.511082, - "end_time": "2024-05-30T15:40:20.856663", - "exception": false, - "start_time": "2024-05-30T15:40:20.345581", - "status": "completed" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(18,10))\n", - "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", - "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", - "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", - "plt.plot(dataset.iloc[-100:,0],new_predicted_price[-100:],'-o',label='test predicted')\n", - "plt.title('MRF Stock Price',size=24)\n", - "plt.xlabel('Date',size=16)\n", - "plt.ylabel('Price',size=16)\n", - "plt.legend()\n", - "plt.show()" - ] - } - ], - "metadata": { - "kaggle": { - "accelerator": "gpu", - "dataSources": [ - { - "datasetId": 1624347, - "sourceId": 3358601, - "sourceType": "datasetVersion" - } - ], - "isGpuEnabled": true, - "isInternetEnabled": true, - "language": "python", - "sourceType": "notebook" - }, - "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": "3.11.5" - }, - "papermill": { - "default_parameters": {}, - "duration": 36.200134, - "end_time": "2024-05-30T15:40:23.293779", - "environment_variables": {}, - "exception": null, - "input_path": "__notebook__.ipynb", - "output_path": "__notebook__.ipynb", - "parameters": {}, - "start_time": "2024-05-30T15:39:47.093645", - "version": "2.5.0" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/Nifty /MRF stock prediction/MRF stock prediction lstm.ipynb b/Nifty /MRF stock prediction/MRF stock prediction lstm.ipynb new file mode 100644 index 00000000..b03f8ecf --- /dev/null +++ b/Nifty /MRF stock prediction/MRF stock prediction lstm.ipynb @@ -0,0 +1,1356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "10aa62ad", + "metadata": { + "_kg_hide-output": true, + "papermill": { + "duration": 0.007239, + "end_time": "2024-05-30T15:39:49.831700", + "exception": false, + "start_time": "2024-05-30T15:39:49.824461", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# MRF Stock Prediction - LSTM\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "59111c23", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_kg_hide-output": true, + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2024-05-30T15:39:49.859978Z", + "iopub.status.busy": "2024-05-30T15:39:49.859234Z", + "iopub.status.idle": "2024-05-30T15:40:02.511494Z", + "shell.execute_reply": "2024-05-30T15:40:02.510665Z" + }, + "papermill": { + "duration": 12.662365, + "end_time": "2024-05-30T15:40:02.513835", + "exception": false, + "start_time": "2024-05-30T15:39:49.851470", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import LSTM\n", + "from keras.layers import Dropout\n", + "from sklearn.preprocessing import MinMaxScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fb4999ec", + "metadata": { + "_kg_hide-output": true, + "_uuid": "9de88d689da1a279477470f6cef999c0a45bf98a", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.543056Z", + "iopub.status.busy": "2024-05-30T15:40:02.542482Z", + "iopub.status.idle": "2024-05-30T15:40:02.584817Z", + "shell.execute_reply": "2024-05-30T15:40:02.583916Z" + }, + "papermill": { + "duration": 0.052249, + "end_time": "2024-05-30T15:40:02.586967", + "exception": false, + "start_time": "2024-05-30T15:40:02.534718", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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"completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "trainset=dataset.iloc[-1000:-100,1:2].values #Open\n", + "testset=dataset.iloc[-100:,1:2].values #Open \n", + "real_stock_price = testset.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "8beae7ae", + "metadata": { + "_uuid": "1abc6fe47fb5c4443767a2e2053cf9999c8a9a5c", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.682140Z", + "iopub.status.busy": "2024-05-30T15:40:02.681516Z", + "iopub.status.idle": "2024-05-30T15:40:02.687744Z", + "shell.execute_reply": "2024-05-30T15:40:02.686822Z" + }, + "papermill": { + "duration": 0.016649, + "end_time": "2024-05-30T15:40:02.689856", + "exception": false, + "start_time": "2024-05-30T15:40:02.673207", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0.31630423]\n", + " [0.32917796]\n", + " [0.3062237 ]\n", + " [0.29699801]\n", + " [0.31197299]]\n", + "900\n" + ] + } + ], + "source": [ + "sc = MinMaxScaler(feature_range = (0,1))\n", + "training_scaled = sc.fit_transform(trainset)\n", + "print(training_scaled[0:5])\n", + "print(len(training_scaled))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e27fae4c", + "metadata": { + "_uuid": "d0d549e9a4af9ab516c3304fb44d650a815dcedc", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.706979Z", + "iopub.status.busy": "2024-05-30T15:40:02.706741Z", + "iopub.status.idle": "2024-05-30T15:40:02.710325Z", + "shell.execute_reply": "2024-05-30T15:40:02.709473Z" + }, + "papermill": { + "duration": 0.014132, + "end_time": "2024-05-30T15:40:02.712229", + "exception": false, + "start_time": "2024-05-30T15:40:02.698097", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "x_train = []\n", + "y_train = []" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d2d3f2f3", + "metadata": { + "_uuid": "4c4f8ba0c635e7da0ba1bc52abf0a42068acdc89", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.744586Z", + "iopub.status.busy": "2024-05-30T15:40:02.743917Z", + "iopub.status.idle": "2024-05-30T15:40:02.750575Z", + "shell.execute_reply": "2024-05-30T15:40:02.749753Z" + }, + "papermill": { + "duration": 0.017017, + "end_time": "2024-05-30T15:40:02.752512", + "exception": false, + "start_time": "2024-05-30T15:40:02.735495", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(840, 60) (840,)\n" + ] + } + ], + "source": [ + "for i in range(60,len(training_scaled)):\n", + " x_train.append(training_scaled[i-60:i, 0])\n", + " y_train.append(training_scaled[i,0])\n", + "x_train,y_train = np.array(x_train),np.array(y_train)\n", + "print(x_train.shape,y_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3fe1f380", + "metadata": { + "_uuid": "316c5775b5c0a984b432f138792d2c0e9a484491", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.784806Z", + "iopub.status.busy": "2024-05-30T15:40:02.784541Z", + "iopub.status.idle": "2024-05-30T15:40:02.789019Z", + "shell.execute_reply": "2024-05-30T15:40:02.788206Z" + }, + "papermill": { + "duration": 0.014923, + "end_time": "2024-05-30T15:40:02.790963", + "exception": false, + "start_time": "2024-05-30T15:40:02.776040", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(samples, time steps, features) = (840, 60, 1)\n" + ] + } + ], + "source": [ + "x_train = np.reshape(x_train, (x_train.shape[0],x_train.shape[1],1))\n", + "print('(samples, time steps, features) =',x_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2beb16da", + "metadata": { + "_uuid": "ed24d733423254641f134c0e84f44a8ce175589f", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:02.807891Z", + "iopub.status.busy": "2024-05-30T15:40:02.807627Z", + "iopub.status.idle": "2024-05-30T15:40:04.002484Z", + "shell.execute_reply": "2024-05-30T15:40:04.001714Z" + }, + "papermill": { + "duration": 1.205862, + "end_time": "2024-05-30T15:40:04.004829", + "exception": false, + "start_time": "2024-05-30T15:40:02.798967", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "regressor = Sequential()\n", + "regressor.add(LSTM(units = 50,return_sequences = True,input_shape = (x_train.shape[1],1)))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50,return_sequences = True))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(LSTM(units = 50))\n", + "regressor.add(Dropout(0.2))\n", + "regressor.add(Dense(units = 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9b2d9863", + "metadata": { + "_kg_hide-output": true, + "_uuid": "6681ff55d9a29b1ad0f37cdc82318fb2c8fbc0bd", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:04.023680Z", + "iopub.status.busy": "2024-05-30T15:40:04.023094Z", + "iopub.status.idle": "2024-05-30T15:40:12.196836Z", + "shell.execute_reply": "2024-05-30T15:40:12.195796Z" + }, + "papermill": { + "duration": 8.185984, + "end_time": "2024-05-30T15:40:12.199621", + "exception": false, + "start_time": "2024-05-30T15:40:04.013637", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "27/27 [==============================] - 2s 30ms/step - loss: nan\n", + "Epoch 2/10\n", + "27/27 [==============================] - 1s 30ms/step - loss: nan\n", + "Epoch 3/10\n", + "27/27 [==============================] - 1s 30ms/step - loss: nan\n", + "Epoch 4/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 5/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 6/10\n", + "27/27 [==============================] - 1s 31ms/step - loss: nan\n", + "Epoch 7/10\n", + "27/27 [==============================] - 1s 32ms/step - loss: nan\n", + "Epoch 8/10\n", + "27/27 [==============================] - 1s 36ms/step - loss: nan\n", + "Epoch 9/10\n", + "27/27 [==============================] - 1s 36ms/step - loss: nan\n", + "Epoch 10/10\n", + "27/27 [==============================] - 1s 35ms/step - loss: nan\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regressor.compile(optimizer = 'adam',loss = 'mean_squared_error')\n", + "regressor.fit(x_train,y_train,epochs =10, batch_size = 32)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "822f38ef", + "metadata": { + "_kg_hide-output": true, + "_uuid": "31aa33ed70b08e71d0e8bfe4c1abae7901ab947d", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.287242Z", + "iopub.status.busy": "2024-05-30T15:40:12.286898Z", + "iopub.status.idle": "2024-05-30T15:40:12.292836Z", + "shell.execute_reply": "2024-05-30T15:40:12.291964Z" + }, + "papermill": { + "duration": 0.023133, + "end_time": "2024-05-30T15:40:12.294775", + "exception": false, + "start_time": "2024-05-30T15:40:12.271642", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4053,)\n", + "[2505. 2538.800049 2550. 2585. 2638.899902 2614.\n", + " 2559. 2587.699951 2550. 2550. ]\n" + ] + } + ], + "source": [ + "inputs = dataset.iloc[len(trainset)-len(testset)-60:,1].values\n", + "print(inputs.shape)\n", + "print(inputs[0:10])" + ] + }, + { + "cell_type": "markdown", + "id": "59a8e2dc", + "metadata": { + "papermill": { + "duration": 0.013847, + "end_time": "2024-05-30T15:40:12.323670", + "exception": false, + "start_time": "2024-05-30T15:40:12.309823", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "In the context of a LSTM model, this reshaping may be necessary if the input data has only one feature (i.e., one time series) and the LSTM model expects a 3D input shape of (n_samples, n_time_steps, n_features). In this case, since there is only one feature, the shape does not change." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7aa4e312", + "metadata": { + "_kg_hide-output": true, + "_uuid": "7d74568c439acc8dda77dc4365d4b413095508e1", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.353568Z", + "iopub.status.busy": "2024-05-30T15:40:12.353252Z", + "iopub.status.idle": "2024-05-30T15:40:12.358747Z", + "shell.execute_reply": "2024-05-30T15:40:12.357855Z" + }, + "papermill": { + "duration": 0.022762, + "end_time": "2024-05-30T15:40:12.360690", + "exception": false, + "start_time": "2024-05-30T15:40:12.337928", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(4053, 1)\n", + "(4053, 1)\n" + ] + } + ], + "source": [ + "inputs = inputs.reshape(-1,1)\n", + "print(inputs.shape)\n", + "\n", + "#sc = MinMaxScaler(feature_range = (0,1))\n", + "inputs = sc.transform(inputs)\n", + "print(inputs.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3c962cd2", + "metadata": { + "_kg_hide-output": true, + "_uuid": "ef076f0fdbe6ec72d85e7326c3e8aa73fcbad667", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.390465Z", + "iopub.status.busy": "2024-05-30T15:40:12.390192Z", + "iopub.status.idle": "2024-05-30T15:40:12.396836Z", + "shell.execute_reply": "2024-05-30T15:40:12.395965Z" + }, + "papermill": { + "duration": 0.023947, + "end_time": "2024-05-30T15:40:12.398827", + "exception": false, + "start_time": "2024-05-30T15:40:12.374880", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3993, 60)\n", + "(3993, 60, 1)\n" + ] + } + ], + "source": [ + "x_test = []\n", + "for i in range(60,len(inputs)):\n", + " x_test.append(inputs[i-60:i,0])\n", + "x_test = np.array(x_test)\n", + "print(x_test.shape)\n", + "\n", + "x_test = np.reshape(x_test, (x_test.shape[0],x_test.shape[1],1))\n", + "print(x_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "23808ef3", + "metadata": { + "_kg_hide-output": true, + "_uuid": "24730042bdad3a140e033a78ae9b170304f8cefb", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:12.428521Z", + "iopub.status.busy": "2024-05-30T15:40:12.428246Z", + "iopub.status.idle": "2024-05-30T15:40:13.116866Z", + "shell.execute_reply": "2024-05-30T15:40:13.116047Z" + }, + "papermill": { + "duration": 0.70562, + "end_time": "2024-05-30T15:40:13.118807", + "exception": false, + "start_time": "2024-05-30T15:40:12.413187", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "125/125 [==============================] - 2s 9ms/step\n" + ] + } + ], + "source": [ + "predicted_price = regressor.predict(x_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8c507e69", + "metadata": { + "_kg_hide-output": true, + "_uuid": "4b06462fa06e7399373d8a552cd159176fbeef33", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.149441Z", + "iopub.status.busy": "2024-05-30T15:40:13.149155Z", + "iopub.status.idle": "2024-05-30T15:40:13.154197Z", + "shell.execute_reply": "2024-05-30T15:40:13.153273Z" + }, + "papermill": { + "duration": 0.022316, + "end_time": "2024-05-30T15:40:13.156092", + "exception": false, + "start_time": "2024-05-30T15:40:13.133776", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3993, 1)\n" + ] + } + ], + "source": [ + "predicted_price = sc.inverse_transform(predicted_price)\n", + "print(predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fee58a4f", + "metadata": { + "_kg_hide-output": false, + "_uuid": "e8b30d578fafb1564da4448efb1f994537f6f588", + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.186273Z", + "iopub.status.busy": "2024-05-30T15:40:13.185980Z", + "iopub.status.idle": "2024-05-30T15:40:13.440139Z", + "shell.execute_reply": "2024-05-30T15:40:13.439281Z" + }, + "papermill": { + "duration": 0.271652, + "end_time": "2024-05-30T15:40:13.442276", + "exception": false, + "start_time": "2024-05-30T15:40:13.170624", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price[-100:],color = 'red', label = 'Real Price')\n", + "plt.plot(predicted_price[-100:], color = 'blue', label = 'Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "52971fdb", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.474377Z", + "iopub.status.busy": "2024-05-30T15:40:13.474096Z", + "iopub.status.idle": "2024-05-30T15:40:13.899104Z", + "shell.execute_reply": "2024-05-30T15:40:13.898213Z" + }, + "papermill": { + "duration": 0.444389, + "end_time": "2024-05-30T15:40:13.902296", + "exception": false, + "start_time": "2024-05-30T15:40:13.457907", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "162992af", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:13.973595Z", + "iopub.status.busy": "2024-05-30T15:40:13.973249Z", + "iopub.status.idle": "2024-05-30T15:40:19.892150Z", + "shell.execute_reply": "2024-05-30T15:40:19.891239Z" + }, + "papermill": { + "duration": 5.939242, + "end_time": "2024-05-30T15:40:19.894142", + "exception": false, + "start_time": "2024-05-30T15:40:13.954900", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1/1 [==============================] - 0s 12ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 8ms/step\n", + "1/1 [==============================] - 0s 12ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 11ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 10ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n", + "1/1 [==============================] - 0s 9ms/step\n" + ] + } + ], + "source": [ + "inputs = np.array(trainset[-60:])\n", + "new_predicted_price=[]\n", + "for i in range(100):\n", + " x = np.reshape(inputs, (1,60,1))\n", + " pred = regressor.predict(x)\n", + " inputs = np.append(inputs, pred)\n", + " inputs = inputs[1:]\n", + " new_predicted_price+=[pred.reshape(-1)]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "ab12649e", + "metadata": { + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2024-05-30T15:40:19.961103Z", + "iopub.status.busy": "2024-05-30T15:40:19.960774Z", + "iopub.status.idle": "2024-05-30T15:40:19.966508Z", + "shell.execute_reply": "2024-05-30T15:40:19.965587Z" + }, + "papermill": { + "duration": 0.041324, + "end_time": "2024-05-30T15:40:19.968515", + "exception": false, + "start_time": "2024-05-30T15:40:19.927191", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(100, 1)\n" + ] + } + ], + "source": [ + "new_predicted_price = sc.inverse_transform(np.array(new_predicted_price))\n", + "print(new_predicted_price.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "69ff2e6d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.035126Z", + "iopub.status.busy": "2024-05-30T15:40:20.034829Z", + "iopub.status.idle": "2024-05-30T15:40:20.309774Z", + "shell.execute_reply": "2024-05-30T15:40:20.308818Z" + }, + "papermill": { + "duration": 0.310487, + "end_time": "2024-05-30T15:40:20.311902", + "exception": false, + "start_time": "2024-05-30T15:40:20.001415", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(real_stock_price,color = 'red', label = 'Real Price')\n", + "plt.plot(new_predicted_price, color = 'blue', label = 'New Predicted Price')\n", + "plt.title('MRF Stock Price Prediction')\n", + "plt.xlabel('days')\n", + "plt.ylabel('Price')\n", + "plt.xlim(0,100) \n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "fe0703c5", + "metadata": { + "execution": { + "iopub.execute_input": "2024-05-30T15:40:20.380186Z", + "iopub.status.busy": "2024-05-30T15:40:20.379342Z", + "iopub.status.idle": "2024-05-30T15:40:20.854541Z", + "shell.execute_reply": "2024-05-30T15:40:20.853544Z" + }, + "papermill": { + "duration": 0.511082, + "end_time": "2024-05-30T15:40:20.856663", + "exception": false, + "start_time": "2024-05-30T15:40:20.345581", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(18,10))\n", + "plt.plot(dataset.iloc[-1000:-100,0],trainset,'-o',label='train actual')\n", + "#plt.plot(dataset.iloc[-1000:-100,0],train_pred,'--',label='Prophet')\n", + "plt.plot(dataset.iloc[-100:,0],real_stock_price[-100:],'-o',label='test actual')\n", + "plt.plot(dataset.iloc[-100:,0],new_predicted_price[-100:],'-o',label='test predicted')\n", + "plt.title('MRF Stock Price',size=24)\n", + "plt.xlabel('Date',size=16)\n", + "plt.ylabel('Price',size=16)\n", + "plt.legend()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kaggle": { + "accelerator": "gpu", + "dataSources": [ + { + "datasetId": 1624347, + "sourceId": 3358601, + "sourceType": "datasetVersion" + } + ], + "isGpuEnabled": true, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "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": "3.11.5" + }, + "papermill": { + "default_parameters": {}, + "duration": 36.200134, + "end_time": "2024-05-30T15:40:23.293779", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-05-30T15:39:47.093645", + "version": "2.5.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}