Hi,
I'm able to retrive historical data but don't know why macd value is bit off, not matching angel macd value.
can you please guide why is that so ?

def calculate_macd(df, short_window=12, long_window=26, signal_window=9):
df['EMA_12'] = df['close'].ewm(span=short_window, adjust=False).mean()
df['EMA_26'] = df['close'].ewm(span=long_window, adjust=False).mean()
df['MACD'] = df['EMA_12'] - df['EMA_26']
df['Signal_Line'] = df['MACD'].ewm(span=signal_window, adjust=False).mean()
return df

candle_data = hist_data(["HDFCBANK", "HCLTECH", "AXISBANK", "ICICIBANK"], 10, "ONE_MINUTE", instrument_list)

Apply MACD calculation to each ticker's data

for ticker, df in candle_data.items():
candle_data[ticker] = calculate_macd(df)

Building wheels for collected packages: pycrypto
Building wheel for pycrypto (pyproject.toml) ... error
error: subprocess-exited-with-error

× Building wheel for pycrypto (pyproject.toml) did not run successfully.
│ exit code: 1
╰─> [28 lines of output]
warning: GMP or MPIR library not found; Not building Crypto.PublicKey._fastmath.
winrand.c
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(31): error C2061: syntax error: identifier 'intmax_t'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(32): error C2061: syntax error: identifier 'rem'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(32): error C2059: syntax error: ';'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(33): error C2059: syntax error: '}'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(35): error C2061: syntax error: identifier 'imaxdiv_t'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(35): error C2059: syntax error: ';'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(45): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(46): error C2146: syntax error: missing ')' before identifier '_Number'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(46): error C2061: syntax error: identifier '_Number'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(46): error C2059: syntax error: ';'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(47): error C2059: syntax error: ')'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(50): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(51): error C2146: syntax error: missing ')' before identifier '_Numerator'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(51): error C2061: syntax error: identifier '_Numerator'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(51): error C2059: syntax error: ';'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(51): error C2059: syntax error: ','
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(53): error C2059: syntax error: ')'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(55): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(61): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(68): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(74): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(81): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(87): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(94): error C2143: syntax error: missing '{' before '__cdecl'
C:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt\inttypes.h(100): error C2143: syntax error: missing '{' before '__cdecl'
error: command 'C:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Tools\MSVC\14.38.33130\bin\HostX86\x64\cl.exe' failed with exit code 2
[end of output]

note: This error originates from a subprocess, and is likely not a problem with pip.
ERROR: Failed building wheel for pycrypto
Failed to build pycrypto
ERROR: Could not build wheels for pycrypto, which is required to install pyproject.toml-based projects