Get the data by Date wise

anshulmlhtr
anshulmlhtr Newcomer
in Eikon Data APIs

Hi!
I want to get the data for PE for say 4 tickers, for the field = TR.PE for the dates 15 to 17 Feb 2021. I am using the commands

ticker_list1 = ['CHMB.NS', 'GNFC.NS', 'KVRI.NS', 'NGFR.NS']
param_list = {'SDate':'2021-02-15', 'EDate':'2021-02-17','FRQ': 'D'}
data,err = ek.get_data(ticker_list1,['TR.PE.calcdate','TR.PE'],parameters= param_list)
data = data.set_index('Instrument')
data

The output is 10 rows as shown in the image.

image

I want to fetch it in a format such that the tickers are aligned as the column headers and dates as the index, ie 3 rows and 4 columns.

What do you suggest, how can we achieve this.


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Best Answer

  • Alex Putkov.1
    Alex Putkov.1 ✭✭✭✭✭
    Answer ✓

    Create a pivot table indexed on date and instrument. Then unstack the instrument from the index. In your code example replace 

    data = data.set_index('Instrument')

    with

    data = data.pivot_table(values='P/E (Daily Time Series Ratio)', 
                            index=['Calc Date', 'Instrument'])
    data = data.unstack('Instrument')

Answers

  • anshulmlhtr
    anshulmlhtr Newcomer

    Thanks @Alex Putkov.1

    Though there are 2 conerns. Implementing this, has dropped ~38% of my tickers. What could be a possible reason for this, and how can we correct this.

    Also, it seems that the order amongst the tickers has changed. How can we do it such that the order of tickers as column headers remains the same as in the list of tickers which I had sent as input.

  • Alex Putkov.1
    Alex Putkov.1 ✭✭✭✭✭

    One reason a ticker would be dropped is if there's no data for it. If the dataframe returned by get_data method does not include Calc Date for a given ticker, then when you set the index on Calc Date that ticker will be dropped. Using the list of tickers in your original example, NGFR.NS will be dropped. If you need to preserve it, then you need to pad the data returned by get_data method by replacing blank values in Calc Date column with something (and perhaps adding some rows depending on what you want to have for these tickers in the resulting dataframe).
    I do not reproduce the order of the tickers changing. If you have an example, please share.

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