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Browse files- app.py +50 -0
- requirements.txt +1 -0
app.py
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import gradio as gr
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import pandas as pd
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import os
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from itertools import islice
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import tempfile
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def guarantee_multiindex_rows(df):
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if not isinstance(df.index, pd.MultiIndex):
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path = df.index[0]
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try:
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sep = "/" if "/" in path else "\\"
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splits = tuple(df.index.str.split(sep))
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df.index = pd.MultiIndex.from_tuples(splits)
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except TypeError:
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pass
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try:
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df.index = df.index.set_levels(df.index.levels[1].astype(str), level=1)
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except AttributeError:
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pass
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def convertcsv2h5(csv_name):
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csv_name = csv_name.name
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csv_path = os.path.splitext(csv_name)[0]
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scorer = csv_path.split('_')[1]
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with open(csv_name) as datafile:
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head = list(islice(datafile, 0, 5))
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if "individuals" in head[1]:
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header = list(range(4))
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else:
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header = list(range(3))
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if head[-1].split(",")[0] == "labeled-data":
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index_col = [0, 1, 2]
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else:
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index_col = 0
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data = pd.read_csv(csv_name, index_col=index_col, header=header)
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data.columns = data.columns.set_levels([scorer], level="scorer")
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guarantee_multiindex_rows(data)
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with tempfile.NamedTemporaryFile(suffix=".h5", delete=False) as temp_file:
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temp_file_path = csv_name.replace(".csv", ".h5")
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data.to_hdf(temp_file_path, key="df_with_missing", mode="w")
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return temp_file_path
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iface = gr.Interface(fn=convertcsv2h5, inputs="file", outputs="file")
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iface.launch()
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requirements.txt
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pandas
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