# mad8-pandas
loading mad8 output with pandas
```
import pand8
df = pand8.read("TWISS_CL_T20.txt") # For example
# pandas stuff 😇
# Other bits...
# Fixing strangeness:
assert df.iloc[0].E == 0.0 # Wrong and annoying.
df = pand8.fix_initial_row_energy(df)
assert df.iloc[0].E != 0. # No longer wrong or annoying.
# Adding a few extra useful columns
import matplotlib.pyplot as plt
df = pand8.append_beam_size_columns(df, emitnx=1.4e-6, emitny=1.4e-6, espread_norm=1e-4)
df = pand8.append_twiss_gamma(df)
df.plot("SUML", "SIGMAX")
df.plot("SUML", "GAMX")
plt.show()
```
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