From f889e9720398f033c7e3f11e84ee868e6273edf3 Mon Sep 17 00:00:00 2001 From: AammarTufail Date: Fri, 22 Nov 2024 11:10:55 +0100 Subject: [PATCH] yfinace to use for gathering datasets --- 13_data_gathering/04_yfinance.ipynb | 318 ++ .../AAPL_MSFT_NVDA_GOOGL_AMZN_yfinance.csv | 3750 +++++++++++++++++ 13_data_gathering/datasets/NVDA_yfinance.csv | 2492 +++++++++++ 3 files changed, 6560 insertions(+) create mode 100644 13_data_gathering/04_yfinance.ipynb create mode 100644 13_data_gathering/datasets/AAPL_MSFT_NVDA_GOOGL_AMZN_yfinance.csv create mode 100644 13_data_gathering/datasets/NVDA_yfinance.csv diff --git a/13_data_gathering/04_yfinance.ipynb b/13_data_gathering/04_yfinance.ipynb new file mode 100644 index 0000000..5d9f4e2 --- /dev/null +++ b/13_data_gathering/04_yfinance.ipynb @@ -0,0 +1,318 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **Loading stock market data using yfiance library**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import yfinance as yf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Find the ticker symbols here: https://stockanalysis.com/stocks/" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# ticker define\n", + "ticker = 'NVDA'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# define the time period\n", + "start_date = '2015-01-01'\n", + "end_date = '2024-11-21'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "text/html": [ + "
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PriceAdj CloseCloseHighLowOpenVolume
TickerNVDANVDANVDANVDANVDANVDA
Date
2015-01-020.4831770.503250.507000.495250.50325113680000
2015-01-050.4750160.494750.504750.492500.50325197952000
2015-01-060.4606140.479750.496000.479250.49550197764000
2015-01-070.4594140.478500.487500.477000.48325321808000
2015-01-080.4766960.496500.499500.483750.48400283780000
\n", + "
" + ], + "text/plain": [ + "Price Adj Close Close High Low Open Volume\n", + "Ticker NVDA NVDA NVDA NVDA NVDA NVDA\n", + "Date \n", + "2015-01-02 0.483177 0.50325 0.50700 0.49525 0.50325 113680000\n", + "2015-01-05 0.475016 0.49475 0.50475 0.49250 0.50325 197952000\n", + "2015-01-06 0.460614 0.47975 0.49600 0.47925 0.49550 197764000\n", + "2015-01-07 0.459414 0.47850 0.48750 0.47700 0.48325 321808000\n", + "2015-01-08 0.476696 0.49650 0.49950 0.48375 0.48400 283780000" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# download the data\n", + "df_nvda = yf.download(ticker, start=start_date, end=end_date)\n", + "df_nvda.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Define each column in the dataset\n", + "- **Date**: The date of the stock market data\n", + "- **Open**: The opening price of the stock\n", + "- **High**: The highest price of the stock\n", + "- **Low**: The lowest price of the stock\n", + "- **Close**: The closing price of the stock\n", + "- **Adj Close**: The adjusted closing price of the stock\n", + "- **Volume**: The volume of the stock\n", + "- **Ticker**: The ticker symbol of the stock\n", + "- **Name**: The name of the stock\n", + "- **Sector**: The sector of the stock\n", + "- **Industry**: The industry of the stock\n", + "- **Country**: The country of the stock" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# save the data in a csv file\n", + "df_nvda.to_csv('datasets/' + ticker + '_yfinance.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[*********************100%***********************] 5 of 5 completed\n" + ] + } + ], + "source": [ + "# download the data from multiple tickers\n", + "tickers = ['AAPL', 'MSFT', 'NVDA', 'GOOGL', 'AMZN']\n", + "start_date = '2010-01-01'\n", + "end_date = '2024-11-21'\n", + "df = yf.download(tickers, start=start_date, end=end_date)\n", + "df.head()\n", + "# save the data in a csv file\n", + "df.to_csv('datasets/' + '_'.join(tickers) + '_yfinance.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 3747 entries, 2010-01-04 to 2024-11-20\n", + "Data columns (total 30 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 (Adj Close, AAPL) 3747 non-null float64\n", + " 1 (Adj Close, AMZN) 3747 non-null float64\n", + " 2 (Adj Close, GOOGL) 3747 non-null float64\n", + " 3 (Adj Close, MSFT) 3747 non-null float64\n", + " 4 (Adj Close, NVDA) 3747 non-null float64\n", + " 5 (Close, AAPL) 3747 non-null float64\n", + " 6 (Close, AMZN) 3747 non-null float64\n", + " 7 (Close, GOOGL) 3747 non-null float64\n", + " 8 (Close, MSFT) 3747 non-null float64\n", + " 9 (Close, NVDA) 3747 non-null float64\n", + " 10 (High, AAPL) 3747 non-null float64\n", + " 11 (High, AMZN) 3747 non-null float64\n", + " 12 (High, GOOGL) 3747 non-null float64\n", + " 13 (High, MSFT) 3747 non-null float64\n", + " 14 (High, NVDA) 3747 non-null float64\n", + " 15 (Low, AAPL) 3747 non-null float64\n", + " 16 (Low, AMZN) 3747 non-null float64\n", + " 17 (Low, GOOGL) 3747 non-null float64\n", + " 18 (Low, MSFT) 3747 non-null float64\n", + " 19 (Low, NVDA) 3747 non-null float64\n", + " 20 (Open, AAPL) 3747 non-null float64\n", + " 21 (Open, AMZN) 3747 non-null float64\n", + " 22 (Open, GOOGL) 3747 non-null float64\n", + " 23 (Open, MSFT) 3747 non-null float64\n", + " 24 (Open, NVDA) 3747 non-null float64\n", + " 25 (Volume, AAPL) 3747 non-null int64 \n", + " 26 (Volume, AMZN) 3747 non-null int64 \n", + " 27 (Volume, GOOGL) 3747 non-null int64 \n", + " 28 (Volume, MSFT) 3747 non-null int64 \n", + " 29 (Volume, NVDA) 3747 non-null int64 \n", + "dtypes: float64(25), int64(5)\n", + "memory usage: 907.5 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "data_gathering", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/13_data_gathering/datasets/AAPL_MSFT_NVDA_GOOGL_AMZN_yfinance.csv b/13_data_gathering/datasets/AAPL_MSFT_NVDA_GOOGL_AMZN_yfinance.csv new file mode 100644 index 0000000..b8ed486 --- /dev/null +++ b/13_data_gathering/datasets/AAPL_MSFT_NVDA_GOOGL_AMZN_yfinance.csv @@ -0,0 +1,3750 @@ +Price,Adj Close,Adj Close,Adj Close,Adj Close,Adj 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