Data formatting - Volatility and return columns.

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Andrew Czeizler
Andrew Czeizler am 20 Mär. 2019
Kommentiert: Andrew Czeizler am 21 Mär. 2019
Hi All,
I need some help building a datase of financial data to use in experiments.
I need the daily and return and daily volatility of columns of symbols i download.
First attempt is below. The loop works but I'm not sure how proceed with creating columns of daily
return and volatility.
Many thanks,
Best,
Andrew
symbols = {'^GSPC', 'DAX', '^N225', 'GLD', 'QQQ'};
for i = 1:length(symbols)
symbols{i} = table2timetable(F_Alphavantage('time_series_daily_adjusted', 'symbol',...
symbols{i}, 'outputsize', 'full'));
end
TT= synchronize(symbols{1}, symbols{2}, symbols{3}, symbols{4}, symbols{5})
TT = rmmissing(TT)
returnFunc = @(open,high,low,close,volume) (close) - (open);
weeklyReturn = rowfun(returnFunc,symbols{1},'OutputVariableNames',{'Return'});
weeklyStd = retime(symbols{1}(:,'Close'));
weeklyStd.Properties.VariableNames{'Close'} = 'Volatility';
  1 Kommentar
Andrew Czeizler
Andrew Czeizler am 21 Mär. 2019
I have an update on my attempt to add volatility and return column. Still dont know how to get seperate tables for each symbol with the return and volatility column.
Any help would be very much appreciated.
Best,
Andrew
symbols = {'^GSPC', 'DAX', '^N225', 'GLD', 'QQQ'};
for i = 1:length(symbols)
symbols{i} = table2timetable(F_Alphavantage('time_series_daily_adjusted', 'symbol',...
symbols{i}, 'outputsize', 'full'));
end
returnFunc = @(open,high,low,close,volume) log(close) - log(open);
for i=1:length(symbols)
weeklyOpen{i} = retime(symbols{i}(:,'Open'),'daily','firstvalue');
weeklyHigh{i} = retime(symbols{i}(:,'High'),'daily','max');
weeklyLow{i} = retime(symbols{i}(:,'Low'),'daily','min');
weeklyClose{i} = retime(symbols{i}(:,'Close'),'daily','lastvalue');
weeklyTMW{i} = [weeklyOpen,weeklyHigh,weeklyLow,weeklyClose];
weeklyTMW{i} = synchronize(weeklyTMW,symbols{i}(:,'Volume'),'daily','sum');
weeklyReturn{i} = rowfun(returnFunc,weeklyTMW,'OutputVariableNames',{'Return'});
weeklyStd{i} = retime(symbols{i}(:,'Close'),'daily',@std);
weeklyStd.Properties.VariableNames{'Close'} = 'Volatility';
weeklyTMW{i} = [weeklyReturn,weeklyStd,weeklyTMW];
end

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