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A simple tool to get time series from spreadsheets

Project description

Cronus Eater: A simple tool to get time series from spreadsheets


Pipeline Documentation Status codecov PyPI Latest Release Package Status Python: 3.7 | 3.8 | 3.9 | 3.10 | 3.11 Downloads Code style: blue Imports: isort Packaged with Poetry LICENSE

Extract and normalize time series from any spreadsheet with differents patterns.

Where is the data I want?

  • There's just one place to get the data I want, but ... it's mess! I need to spend some time to normalize this times series.
import pandas as pd

raw_dataframe = pd.read_excel('historical_series_3Q22.xlsx', sheet_name='random_sheet')
raw_dataframe.head()
0 1 2 3 4 5 6 7 8 9
0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
1 NaN Holdings Ltd. NaN NaN NaN NaN NaN NaN NaN NaN
2 NaN NaN NaN NaN 3Q22 2Q22 NaN 1Q22 2022 NaN
3 NaN Amounts in thousands of R$ NaN NaN R$ R$ NaN R$ R$ NaN
4 NaN Cash Flow NaN NaN $500.23 $302.81 NaN $106.12 $900.00 NaN

Let's devours this times series

  • No need to worry. You just need to bring the raw dataframe to Cronus Eater and you are ready to start the analysis. This way, you spend more time on what is really important for you.
import cronus_eater
times_series_df = cronus_eater.extract(raw_dataframe)
times_series_df.head()
Numeric Index Label Index Table Order Time Value
0 4 Cash Flow 1 3Q22 500.23
1 4 Cash Flow 1 2Q22 302.81
2 4 Cash Flow 1 1Q22 106.12
3 4 Cash Flow 1 2022 900.00

But If I need to consume a lot of dataframes from a spreedsheet?

  • We got you, just use "extract_many"
raw_dataframes = pd.read_excel('historical_series_3Q22.xlsx', sheet_name=None)
times_series_df = cronus_eater.extract_many(raw_dataframes)
times_series_df.head()
Numeric Index Label Index Table Order Time Value Sheet Name
0 4 Cash Flow 1 3Q22 500.23 random_sheet
1 4 Cash Flow 1 2Q22 302.81 random_sheet
2 7 ROE 1 1Q22 106.12 random_sheet_2
3 7 ROE 1 2022 900.00 random_sheet_2

Where to get it

The source code is currently hosted on GitHub at: https://github.com/breno-jesus-fernandes/cronus-eater

Binary installers for the latest released version is going to available at the Python Package Index (PyPI).

# Through pip
pip install cronus-eater
# Through poetry
poetry add cronus-eater

License

MIT

Contributing to Cronus Eater

All contributions, bug reports, bug fixes, documentation improvements, enhancements, and ideas are welcome. See https://github.com/breno-jesus-fernandes/cronus-eater/tree/main/docs for instructions.

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