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scripts/cost_variability_2024/scripts/pipeline/combine_tab.py
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import pandas as pd | ||
import numpy as np | ||
import os | ||
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def res_fold(to_res, out): | ||
return [i for i in os.listdir(to_res) if i.startswith(f'res_{out}')][0] | ||
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class comb_tab: | ||
def __init__(self, to_res, comb): | ||
self.comb = comb | ||
self.to_res = to_res | ||
self.folder = {'hi': f'{to_res}/{res_fold(to_res, 'hi')}/{self.comb}', 'lo': f'{to_res}/{res_fold(to_res, 'lo')}/{self.comb}'} | ||
self.file_names_hi = os.listdir(self.folder['hi']) | ||
self.file_names_lo = os.listdir(self.folder['lo']) | ||
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def combine(self): | ||
dfs = [] | ||
for file_name in self.file_names_hi: | ||
for out in ['hi', 'lo']: | ||
drg_no = ''.join([char for char in file_name if char.isdigit()]) | ||
df = pd.read_csv(os.path.join(self.folder[out], file_name)) | ||
df['drg_no'] = drg_no | ||
df['outlier'] = out | ||
dfs.append(df) | ||
self.df = pd.concat(dfs).sort_values(by='odds_ratio', ascending=False) | ||
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def export(self): | ||
if not os.path.exists('scripts/pipeline/res/res_comb'): | ||
os.makedirs(f'{self.to_res}/res_comb') | ||
self.df.to_csv(f'{self.to_res}/res_comb/res_{self.comb}.csv', index=False) | ||
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comp_list = ['comp_medorderset', 'comp_proc', 'comp_diag', 'comp_procorderset', 'comp_med'] | ||
for comp in comp_list: | ||
comb = comb_tab('scripts/pipeline/res', comp) | ||
comb.combine() | ||
comb.export() |
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name: comb_tab | ||
channels: | ||
- conda-forge | ||
- defaults | ||
dependencies: | ||
- appnope=0.1.4=pyhd8ed1ab_0 | ||
- asttokens=2.4.1=pyhd8ed1ab_0 | ||
- bzip2=1.0.8=h80987f9_6 | ||
- ca-certificates=2024.7.4=hf0a4a13_0 | ||
- comm=0.2.2=pyhd8ed1ab_0 | ||
- debugpy=1.6.7=py312h313beb8_0 | ||
- decorator=5.1.1=pyhd8ed1ab_0 | ||
- exceptiongroup=1.2.2=pyhd8ed1ab_0 | ||
- executing=2.0.1=pyhd8ed1ab_0 | ||
- expat=2.6.2=h313beb8_0 | ||
- importlib-metadata=8.2.0=pyha770c72_0 | ||
- importlib_metadata=8.2.0=hd8ed1ab_0 | ||
- ipykernel=6.29.5=pyh57ce528_0 | ||
- ipython=8.26.0=pyh707e725_0 | ||
- jedi=0.19.1=pyhd8ed1ab_0 | ||
- jupyter_client=8.6.2=pyhd8ed1ab_0 | ||
- jupyter_core=5.7.2=py312hca03da5_0 | ||
- libcxx=14.0.6=h848a8c0_0 | ||
- libffi=3.4.4=hca03da5_1 | ||
- libsodium=1.0.18=h27ca646_1 | ||
- matplotlib-inline=0.1.7=pyhd8ed1ab_0 | ||
- ncurses=6.4=h313beb8_0 | ||
- nest-asyncio=1.6.0=pyhd8ed1ab_0 | ||
- openssl=3.3.1=hfb2fe0b_2 | ||
- packaging=24.1=pyhd8ed1ab_0 | ||
- parso=0.8.4=pyhd8ed1ab_0 | ||
- pexpect=4.9.0=pyhd8ed1ab_0 | ||
- pickleshare=0.7.5=py_1003 | ||
- pip=24.0=py312hca03da5_0 | ||
- platformdirs=4.2.2=pyhd8ed1ab_0 | ||
- prompt-toolkit=3.0.47=pyha770c72_0 | ||
- psutil=5.9.0=py312h80987f9_0 | ||
- ptyprocess=0.7.0=pyhd3deb0d_0 | ||
- pure_eval=0.2.3=pyhd8ed1ab_0 | ||
- pygments=2.18.0=pyhd8ed1ab_0 | ||
- python=3.12.4=h99e199e_1 | ||
- python-dateutil=2.9.0=pyhd8ed1ab_0 | ||
- pyzmq=25.1.2=py312h313beb8_0 | ||
- readline=8.2=h1a28f6b_0 | ||
- setuptools=69.5.1=py312hca03da5_0 | ||
- six=1.16.0=pyh6c4a22f_0 | ||
- sqlite=3.45.3=h80987f9_0 | ||
- stack_data=0.6.2=pyhd8ed1ab_0 | ||
- tk=8.6.14=h6ba3021_0 | ||
- tornado=6.4.1=py312h80987f9_0 | ||
- traitlets=5.14.3=pyhd8ed1ab_0 | ||
- typing_extensions=4.12.2=pyha770c72_0 | ||
- wcwidth=0.2.13=pyhd8ed1ab_0 | ||
- wheel=0.43.0=py312hca03da5_0 | ||
- xz=5.4.6=h80987f9_1 | ||
- zeromq=4.3.5=h313beb8_0 | ||
- zipp=3.19.2=pyhd8ed1ab_0 | ||
- zlib=1.2.13=h18a0788_1 | ||
- pip: | ||
- numpy==2.0.1 | ||
- pandas==2.2.2 | ||
- pytz==2024.1 | ||
- tzdata==2024.1 | ||
prefix: /opt/anaconda3/envs/comb_tab |
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