{"id":4563,"date":"2021-08-15T08:29:34","date_gmt":"2021-08-15T06:29:34","guid":{"rendered":"https:\/\/eodhd.com\/financial-apis\/?p=4563"},"modified":"2025-09-15T16:49:40","modified_gmt":"2025-09-15T14:49:40","slug":"python-financial-libraries-and-code-samples","status":"publish","type":"post","link":"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples","title":{"rendered":"Python Financial Library: Installation, Functions, Examples"},"content":{"rendered":"\n<p>Python is one of the most popular programming languages, especially when dealing with vast amounts of financial data. Whether you&#8217;re developing a standalone app for finance or applying analytical methods to financial data, Python offers numerous solutions. While tools like <a href=\"https:\/\/eodhd.com\/financial-apis\/spreadsheets-for-stocks-etfs-forex-markets\/\">Google Sheets and Excel add-ons<\/a> cater to those less familiar with coding, we&#8217;ve made significant efforts to enhance the lives of developers by providing EODHD&#8217;s official library for API for Python to pull financial statement data and many more. In this article, we will cover installation, all functions, and provide examples, catering to developers in the finance industry who seek the best solutions for various tasks, including scraping financial data from several sources.<\/p>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-official-eodhd-python-financial-library-installation\">Official EODHD Python Financial Library installation<\/h2>\n\n\n\n<p>The library grants access to all the key features to work with stock market API in Python. You can find the library with it&#8217;s updates on our <a href=\"https:\/\/github.com\/EodHistoricalData\/EODHD-APIs-Python-Financial-Library\">Github page<\/a>.<\/p>\n\n\n\n<p><strong>1.<\/strong> <strong>Installing EODHD library.<\/strong> Start with the following command:<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\">python3 -m pip install eodhd -U<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<p>See the screenshot:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1452\" height=\"117\" src=\"https:\/\/eodhd.com\/financial-apis\/wp-content\/uploads\/2024\/03\/Screenshot_1-1.png\" alt=\"\" class=\"wp-image-6717\"\/><\/figure>\n\n\n\n<p>Wait until library will be installed \u2013 it will be shown when [*] will change to [1].<\/p>\n\n\n\n<p>2. <strong>Importing Required Libraries<\/strong>.  Next, let&#8217;s import EODHD library for accessing EODHD API&#8217;s functions:<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\">from eodhd import APIClient<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\">import pandas as pd\n\n<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<p>Python Financial Library is installed now. <\/p>\n\n\n\n<p>3. <strong>Accessing the EODHD API<\/strong> &#8211; to access the EODHD API, we need to create an instance of the \u201cAPIClient\u201d class and pass it our API key. In this example, we will use the demo API key provided by EODHD, but in a real application, you should use your registered API key.<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\">api = APIClient(\"&lt;Your_API_Key&gt;\")<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<p>or:<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\">import os\n\napi_key = os.environ.get(\"&lt;Your_API_Key&gt;\")\napi = APIClient(api_key)<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<p>or via config file:<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\"># <strong>config.py<\/strong>\n\nAPI_KEY = \"&lt;Your_API_Key&gt;\"\n\n# <strong>main.py<\/strong>\nimport config as cfg\napi = APIClient(cfg.API_KEY)\n\n<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><\/p>\n<cite>There is also an unofficial, community-built Python library for EODHD&#8217;s API by Lautaro Parada. The library and its description can be found on the <a href=\"https:\/\/github.com\/LautaroParada\/eod-data\">GitHub page<\/a>.<\/cite><\/blockquote>\n\n\n\n<p>Next, we are going to activate EODHD&#8217;s API key to get an access to stock data API in Python.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-eodhd-api-access-activation-free-and-payed-options\">EODHD API access activation: free and payed options<\/h2>\n\n\n\n<p class=\"bordered_paragraph\">1. You can start with \u201c<strong>DEMO<\/strong>\u201d API key to test the data for a few tickers only:&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/AAPL.US\" target=\"_blank\" rel=\"noreferrer noopener\">AAPL.US<\/a>,&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/TSLA.US\" target=\"_blank\" rel=\"noreferrer noopener\">TSLA.US&nbsp;<\/a>,&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/VTI.US\" target=\"_blank\" rel=\"noreferrer noopener\">VTI.US<\/a>,&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/AMZN.US\" target=\"_blank\" rel=\"noreferrer noopener\">AMZN.US<\/a>,&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/BTC-USD.CC\" target=\"_blank\" rel=\"noreferrer noopener\">BTC-USD<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-summary\/EURUSD.FOREX\" target=\"_blank\" rel=\"noreferrer noopener\">EUR-USD<\/a>. For these tickers,&nbsp;<a href=\"https:\/\/eodhd.com\/financial-apis\/\">all of our types of data (APIs)<\/a>, including&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-apis\/new-real-time-data-api-websockets\/\" target=\"_blank\" rel=\"noreferrer noopener\">Real-Time Data<\/a>, are available without limitations.<br>2. Register<strong>&nbsp;for the free plan<\/strong>&nbsp;to receive your API key (limited to 20 API calls per day) with access to&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-apis\/api-for-historical-data-and-volumes\/\" target=\"_blank\" rel=\"noreferrer noopener\">End-Of-Day Historical Stock Market Data API<\/a>&nbsp;for any ticker, but within the past year only. Plus a&nbsp;<a href=\"https:\/\/eodhistoricaldata.com\/financial-apis\/exchanges-api-list-of-tickers-and-trading-hours\/#Get_List_of_Tickers_Exchange_Symbols\" target=\"_blank\" rel=\"noreferrer noopener\">List of tickers per Exchange<\/a>&nbsp;is available.<br>3. We recommend to explore&nbsp;<a href=\"https:\/\/eodhd.com\/pricing\">our plans<\/a>,&nbsp;<strong>starting from $19.99<\/strong>, to access the necessary type of data without limitations.<\/p>\n\n\n\n<p class=\"has-text-align-center\"><a class=\"maxbutton-1 maxbutton maxbutton-subscribe-to-api external-css btn\" href=\"https:\/\/eodhd.com\/register\"><span class='mb-text'>Sign up &amp; Get Data<\/span><\/a><\/p>\n\n\n\n<p>The library is now ready for use. Next, we recommend exploring our <a href=\"https:\/\/eodhistoricaldata.com\/financial-academy\/ready-to-go-solution\/eodhd-python-financial-library\/\">Academy section<\/a> and specifically the <a href=\"https:\/\/eodhistoricaldata.com\/financial-academy\/how-to-get-stocks-data-examples\/download-eod-intraday-and-real-time-prices-for-any-cryptocurrency-with-python-simply\/\">article<\/a> &#8220;Download EOD, Intraday, and Real-time Prices for Any Cryptocurrency with Python Simply&#8221; by <a href=\"https:\/\/eodhistoricaldata.com\/financial-academy\/author\/MichaelWhittle\/\">Michael Whittle<\/a> to fully understand what our API offers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-example-end-of-the-day-historical-stock-market-data\">Example: End of the day historical stock market data<\/h2>\n\n\n\n<p>Lets retrieve End of the day historical stock market data:<\/p>\n\n\n\n            <div class=\"code__wrapper\">\n                <div class=\"code__content\">\n                    \n<pre class=\"wp-block-code\"><code class=\"\"><code>resp = api.get_eod_historical_stock_market_data(symbol = 'AAPL.MX', period='d', from_date = '2023-01-01', to_date = '2023-01-15', order='a')\nprint(resp)<\/code>\n\n<\/code><\/pre>\n\n                <\/div>\n                <div class=\"code__btns\">\n                    <button class=\"code__copy\" class=\"copy\" title=\"Copy url\">\n                        <svg class=\"code__copy__icon\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <use xlink:href=\"\/img\/icons\/copy.svg#copy\"><\/use>\n                        <\/svg>\n                        <img decoding=\"async\" class=\"code__copy__approve\" alt=\"\" src=\"\/img\/approve_ico.svg\" loading=\"eager\">\n                    <\/button>\n                <\/div>\n            <\/div>\n        \n\n\n<p>The function will return the following JSON respond:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"791\" height=\"345\" src=\"https:\/\/eodhd.com\/financial-apis\/wp-content\/uploads\/2024\/03\/image_2024-03-06_16-16-11.png\" alt=\"\" class=\"wp-image-6726\"\/><\/figure>\n\n\n\n<p>All the parameters for this function are listed and described <a href=\"https:\/\/eodhd.com\/financial-apis\/api-for-historical-data-and-volumes\/\" target=\"_blank\" rel=\"noreferrer noopener\">here<\/a>.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-list-of-the-available-functions\">List of the available functions<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>Function &amp; description<\/th><th>Code examples<\/th><\/tr><\/thead><tbody><tr><td>Live (Delayed) Stock Prices and Macroeconomic Data (<a href=\"https:\/\/eodhd.com\/financial-apis\/live-realtime-stocks-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">resp = api.get_live_stock_prices(date_from = '2020-01-05', date_to = '2020-02-10', ticker = 'AAPL.US')<br>print(resp)<\/code><\/pre><\/td><\/tr><tr><td>Bonds Fundamentals (<a href=\"https:\/\/eodhd.com\/financial-apis\/bonds-fundamentals-and-historical-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">bonds = api.get_bonds_fundamentals_data (isin = \"US36166NAJ28\")<br>bf = pd.DataFrame(bonds) <br>print(bf)<\/code><\/pre><\/td><\/tr><tr><td>Intraday Historical Data (<a href=\"https:\/\/eodhd.com\/financial-apis\/intraday-historical-data-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">d_by_datetime = api.get_intraday_historical_data(symbol=\"BTC-USD.CC\", interval=\"1m\", from_unix_time='1637982000', to_unix_time=\"1637982900\")<br>print(d_by_datetime)<\/code><\/pre><\/td><\/tr><tr><td>Historical Dividends (<a href=\"https:\/\/eodhd.com\/financial-apis\/api-splits-dividends\/#Historical_Dividends_API\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">hd_by_datetime = api.get_historical_dividends_data(ticker = \"GS\", date_from = \"2020-12-10\", date_to = \"2021-04-10\")<br>hd_m = pd.DataFrame(hd_by_datetime)<\/code><br><code>print(hd_m)<\/code><\/pre><\/td><\/tr><tr><td>Historical Splits (<a href=\"https:\/\/eodhd.com\/financial-apis\/api-splits-dividends\/#Historical_Splits_API\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">sd_by_datetime = api.get_historical_splits_data(ticker = \"MS\", date_from = \"2000-01-01\")<br>sd_m = pd.DataFrame(sd_by_datetime)<\/code><br><code>print(sd_m)<\/code><\/pre><\/td><\/tr><tr><td>Bulk API for EOD, Splits and Dividends (<a href=\"https:\/\/eodhd.com\/financial-apis\/bulk-api-eod-splits-dividends\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">eod_splits_dividends_extended = api.get_eod_splits_dividends_data (type = \"dividends\", date = \"2020-12-10\", symbols = \"AAPL.US\")<br>esd_m = pd.DataFrame(eod_splits_dividends_extended) <br>print(esd_m) # for Dividends<br><br><\/code><code class=\"\">eod_splits_dividends_extended = api.get_eod_splits_dividends_data (type = \"splits\", date = \"2020-12-10\", symbols = \"AAPL.US\")<br>esd_m = pd.DataFrame(eod_splits_dividends_extended) <br>print(esd_m)<span style=\"font-size: inherit;font-weight: inherit;background-color: initial;font-family: inherit\"># for Splits<\/span><\/code><\/pre><\/td><\/tr><tr><td>Calendar. Upcoming Earnings, Trends, IPOs and Splits (<a href=\"https:\/\/eodhd.com\/financial-apis\/calendar-upcoming-earnings-ipos-and-splits\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">earnings_trends = api.get_earning_trends_data (symbols = \"AAPL.US, MS\") <br>et = pd.DataFrame(earnings_trends)<br>print(et) # for Earnings Trends Data<\/code><br><br><code class=\"\">up_earnings_extended = api.get_upcoming_earnings_data (from_date = \"2020-12-10\", to_date = \"2021-04-10\", symbols = \"AAPL.US\")<br>ue_m = pd.DataFrame (up_earnings_extended)<br>print(ue_m) # for Upcoming Earnings Data<\/code><br><br><code class=\"\">up_ipos_extended = api.get_upcoming_IPOs_data (from_date = \"2020-12-10\", to_date = \"2021-04-10\")<br>ui_m = pd.DataFrame (up_ipos_extended)<br>print(ui_m) # for Upcoming IPOs<\/code><br><br><code class=\"\">up_splits_extended = api.get_upcoming_splits_data (from_date = \"2020-12-10\", to_date = \"2021-04-10\")<br>u_split_m = pd.DataFrame (up_splits_extended)<br>print(u_split_m) # for Upcoming Splits<\/code><\/pre><\/td><\/tr><tr><td>Economic Events (<a href=\"https:\/\/eodhd.com\/financial-apis\/economic-events-data-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">events_extended = api.get_economic_events_data (date_from = \"2020-12-10\", date_to = \"2021-04-10\", limit = \"200\", country = \"US\", comparison = \"qoq\")<br>ee_m = pd.DataFrame(events_extended) <br>print(ee_m)<\/code><\/pre><\/td><\/tr><tr><td>Stock Market and Financial News (<a href=\"https:\/\/eodhd.com\/financial-apis\/stock-market-financial-news-api\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">news_extended = api.financial_news (from_date = \"2020-12-10\", to_date = \"2021-04-10\", t = \"financial results\", offset = \"200\", limit = \"100\")<br>fn_m = pd.DataFrame(news_extended) <br>print(fn_m)<\/code><\/pre><\/td><\/tr><tr><td>End of the Day Historical Stock Market Data (<a href=\"https:\/\/eodhd.com\/financial-apis\/api-for-historical-data-and-volumes\/\">do<\/a><a href=\"https:\/\/eodhd.com\/financial-apis\/api-for-historical-data-and-volumes\/\" target=\"_blank\" rel=\"noreferrer noopener\">c<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">resp = api.get_eod_historical_stock_market_data(symbol = 'AAPL.MX', period='d', from_date = '2023-01-01', to_date = '2023-01-15', order='a')<br>print(resp)<\/code><\/pre><\/td><\/tr><tr><td>List of supported Exchanges (<a href=\"https:\/\/eodhd.com\/financial-apis\/exchanges-api-list-of-tickers-and-trading-hours\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">l_e = api.get_list_of_exchanges()<br>list_exchages = pd.DataFrame(l_e)<br>print(list_exchages)<\/code><\/pre><\/td><\/tr><tr><td>Insider Transactions (<a href=\"https:\/\/eodhd.com\/financial-apis\/insider-transactions-api\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">insider_extended = api.get_insider_transactions_data(date_from = \"2020-12-10\", date_to = \"2021-04-10\", limit = \"200\")<br>ie_m = pd.DataFrame(insider_extended) <br>print(ie_m)<\/code><\/pre><\/td><\/tr><tr><td>Macro Indicators (<a href=\"https:\/\/eodhd.com\/financial-apis\/macroeconomics-data-and-macro-indicators-api\/\" target=\"_blank\" rel=\"noreferrer noopener\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">indicator_extended = api.get_macro_indicators_data (country = \"USA\", indicator = \"real_interest_rate\")<br>indicator_m = pd.DataFrame(indicator_extended) <br>print(indicator_m)<\/code><\/pre><\/td><\/tr><tr><td>Exchanges API. Trading Hours, Stock Market Holidays, Symbols Change History<strong> <\/strong>(<a href=\"https:\/\/eodhd.com\/financial-apis\/exchanges-api-trading-hours-and-stock-market-holidays\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">exchange_extended = api.get_details_trading_hours_stock_market_holidays (code = \"US\", from_date = \"2023-10-15\", to_date = \"2023-11-15\")<br>e_m = pd.DataFrame (exchange_extended) <br>print(e_m) # for Trading hours and Stock market holidays<\/code><br><br><code class=\"\">symbol_extended = api.symbol_change_history(from_date = \"2022-07-22\", to_date = \"2022-08-10\")<br>s_m&nbsp;= pd.DataFrame(symbol_extended) <br>print(s_m) # for Symbol change history<\/code><\/pre><\/td><\/tr><tr><td>Stock Market Screener (<a href=\"https:\/\/eodhd.com\/financial-apis\/stock-market-screener-api\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">screener_extended = api.stock_market_screener (filters = [[\"market_capitalization\",\"&gt;\",1000]], limit = \"100\", offset = \"200\")<br>screener_m = pd.DataFrame(screener_extended) <br>print(screener_m)<\/code><\/pre><\/td><\/tr><tr><td>Technical Indicator (<a href=\"https:\/\/eodhd.com\/financial-apis\/technical-indicators-api\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">resp = api.get_technical_indicator_data(ticker = 'AAPL.US', function = 'avgvolccy', period = 100, date_from = '2020-01-05', date_to = '2020-02-10',<br>order = 'a', splitadjusted_only = '0')<br>print(resp)<\/code><\/pre><\/td><\/tr><tr><td>Historical Market Capitalization (<a href=\"https:\/\/eodhd.com\/financial-apis\/historical-market-capitalization-api\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">resp = api.get_historical_market_capitalization_data(ticker = 'AAPL.US', from_date = '2023-01-01', to_date = '2023-01-15')<br>print(resp)<\/code><\/pre><\/td><\/tr><tr><td>Fundamental Data: Stocks, ETFs, Mutual Funds, Indices and Cryptocurrencies (<a href=\"https:\/\/eodhd.com\/financial-apis\/stock-etfs-fundamental-data-feeds\/\">doc<\/a>)<\/td><td><pre class=\"wp-block-code\"><code class=\"\">resp = api.get_fundamentals_data(ticker = \"AAPL\")<br>fundamental&nbsp;= pd.DataFrame(resp)<br>print(fundamental)<\/code><\/pre><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-more-on-eodhd-api\">More on EODHD API<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Documentation for all types of EODHD API is <a href=\"https:\/\/eodhd.com\/financial-apis\/\">here<\/a><\/li>\n\n\n\n<li>Academy section with useful materials on data analysis and trading is <a href=\"https:\/\/eodhd.com\/financial-academy\/\">here<\/a><\/li>\n\n\n\n<li>A series of Libraries for PHP, Curl and more <a href=\"https:\/\/eodhd.com\/financial-apis\/category\/excel-python-php-laravel-java-matlab-examples\/\">here<\/a><\/li>\n\n\n\n<li>Our Github is <a href=\"https:\/\/github.com\/EodHistoricalData\">here<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"has-text-align-center\"><a class=\"maxbutton-1 maxbutton maxbutton-subscribe-to-api external-css btn\" href=\"https:\/\/eodhd.com\/register\"><span class='mb-text'>Sign up &amp; Get Data<\/span><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python is one of the most popular programming languages, especially when dealing with vast amounts of financial data. Whether you&#8217;re developing a standalone app for finance or applying analytical methods to financial data, Python offers numerous solutions. While tools like Google Sheets and Excel add-ons cater to those less familiar with coding, we&#8217;ve made significant [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":4484,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[5,103],"tags":[],"coding-language":[],"ready-to-go-solution":[],"qualification":[],"financial-apis-category":[],"financial-apis-manuals":[],"class_list":["post-4563","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-excel-python-php-laravel-java-matlab-examples","category-most-popular-financial-data-apis","has_thumb"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.6 (Yoast SEO v26.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Financial API Python Library Code Samples for the Stock Market: Offering a Free Trial, Including the Best Data<\/title>\n<meta name=\"description\" content=\"Python Financial Library from EODHD APIs: Offering a Free Trial, the Best API for Downloading EOD, Intraday, and Real-Time Prices for Stocks, Forex, and Alternative Curriencies, Providing Comprehensive Stock Market Data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Financial Library: Installation, Functions, Examples\" \/>\n<meta property=\"og:description\" content=\"Python Financial Library from EODHD APIs: Offering a Free Trial, the Best API for Downloading EOD, Intraday, and Real-Time Prices for Stocks, Forex, and Alternative Curriencies, Providing Comprehensive Stock Market Data.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples\" \/>\n<meta property=\"og:site_name\" content=\"Stock Price Data, Financial and Stock Market API\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/eodhistoricaldata\" \/>\n<meta property=\"article:published_time\" content=\"2021-08-15T06:29:34+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-15T14:49:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/eodhd.com\/financial-apis\/wp-content\/uploads\/2017\/07\/Python-Stock-API-Example.png\" \/>\n\t<meta property=\"og:image:width\" content=\"270\" \/>\n\t<meta property=\"og:image:height\" content=\"270\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"GlebEODHD\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@EOD_data\" \/>\n<meta name=\"twitter:site\" content=\"@EOD_data\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"GlebEODHD\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples#article\",\"isPartOf\":{\"@id\":\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples\"},\"author\":{\"name\":\"GlebEODHD\",\"@id\":\"https:\/\/eodhd.com\/financial-apis\/#\/schema\/person\/a08d0c5b2afbd8fabeef1e976f1cd85d\"},\"headline\":\"Python Financial Library: Installation, Functions, Examples\",\"datePublished\":\"2021-08-15T06:29:34+00:00\",\"dateModified\":\"2025-09-15T14:49:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples\"},\"wordCount\":674,\"publisher\":{\"@id\":\"https:\/\/eodhd.com\/financial-apis\/#organization\"},\"image\":{\"@id\":\"https:\/\/eodhd.com\/financial-apis\/python-financial-libraries-and-code-samples#primaryimage\"},\"thumbnailUrl\":\"https:\/\/eodhd.com\/financial-apis\/wp-content\/uploads\/2017\/07\/Python-Stock-API-Example.png\",\"articleSection\":[\"5. 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