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Finance has been immediately deprecated. Currently the following sources are supported:. It should be noted, that various sources support different kinds of data, so not all sources implement the same methods and the data elements returned might also differ. While the google datareader often works as expected, it is not uncommon to experience a range of errors when attempting to read data, especially in bulk.
Tiingo is a tracing platform that provides a data api with historical end-of-day prices on equities, mutual funds and ETFs. Free registration is required to get an API key. Free accounts are rate limited and can access a limited number of symbols at the time of writing. Historical stock prices are available for up to 5 years:. There are additional interfaces to this API that are directly exposed: Robinhood is a stock trading platform with an API that provides a limited set of data.
Historical daily data is limited to 1 year relative to today. Note that the Enigma URL has changed from app. Daily financial data prices of stocks, ETFs etc. The symbol names consist of two parts: DB name and symbol name. DB names can be all the free ones listed on the Quandl website. As of June , each DB has a different data schema, the coverage in terms of time range is sometimes surprisingly small, and the data quality is not always good.
Either from exploring the World Bank site, or using the search function included, every world bank indicator is accessible. For example, if you wanted to compare the Gross Domestic Products per capita in constant dollars in North America, you would use the search function:. The resulting dataset is a properly formatted DataFrame with a hierarchical index, so it is easy to apply.
Now imagine you want to compare GDP to the share of people with cellphone contracts around the world. Notice that this second search was much faster than the first one because pandas now has a cached list of available data series.
Finally, we use the statsmodels package to assess the relationship between our two variables using ordinary least squares regression. Unsurprisingly, populations in rich countries tend to use cellphones at a higher rate:. The country argument accepts a string or list of mixed two or three character ISO country codes, as well as dynamic World Bank exceptions to the ISO standards. To achieve this, the warning and exception logic changed. The world bank converts some country codes, in their response, which makes error checking by pandas difficult.
Retired indicators still persist in the search. Given the new flexibility of 0. Use the errors argument to control warnings and exceptions. Eurostat are available via DataReader. Get Rail accidents by type of accident ERA data data. The target URL is:. Download the latest symbols from Nasdaq. Note that Nasdaq updates this file daily, and historical versions are not available. More information on the field definitions.
The Stooq site has the data for download. DataReader 'F' , 'google' , start , end In : DataReader 'F' , 'morningstar' , start , end In : Historical stock prices are available for up to 5 years: DataReader 'F' , 'iex' , start , end 5y In : DataReader 'gs' , 'iex-tops' In : DataReader 'F' , 'robinhood' In : DataReader symbol , 'quandl' , '' , '' In : It contains value - and equal - weighted returns for 5 industry portfolios.
The portfolios are constructed at the end of June. The annual returns are from January to December. Missing data are indicated by - Copyright Kenneth R. Average Value Weighted Returns -- Monthly 96 rows x 5 cols 1: Average Equal Weighted Returns -- Monthly 96 rows x 5 cols 2: Average Value Weighted Returns -- Annual 8 rows x 5 cols 3: Average Equal Weighted Returns -- Annual 8 rows x 5 cols 4: Number of Firms in Portfolios 96 rows x 5 cols 5: Average Firm Size 96 rows x 5 cols 6: Cnsmr Manuf HiTec Hlth Other Date For example, if you wanted to compare the Gross Domestic Products per capita in constant dollars in North America, you would use the search function: KD country year Canada ZS Population coverage of mobile cellular telepho Least Squares F - statistic: Thu , 25 Jul Prob F - statistic: Trade union density Employees Measure Percentage Thousands Percentage Thousands Year The target URL is: Read the Docs v: