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This project handles series data

Support Series data Feature Calculation.

Installation

You need Python installed on your system to able to use seq2ftr.

This package contains many feature extraction methods.

Support different type (continues/class) features calculation.

>>> $ pip install seq2ftr
Install Requirements
  • numpy

  • pandas

  • sklearn

Feature Calculation

Support Function

  • mean

  • max

  • min

  • freq_of_max

  • freq_of_min

  • median

  • median_mean_distance

  • percentage_below_mean

  • var

  • std

  • uniqueCount

  • …

Support Type

  • 0 - boolean

  • 1 - numericla

  • 2 - categorical

Example

To start , we load data to python

>>>
import pandas as pd
df = pd.DataFrame([[1,200,"1"],[1,500,"2"],[2,300,"2"],[2,600,"2"]],columns=['id','stock_price',"type"])
df = df.set_index("id")
>>>
from seq2ftr import SequenceTransformer
st_num = SequenceTransformer()
st_num.transformer(df['stock_price'])
# output all features

Release files for seq2ftr 0.1.7

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for seq2ftr 0.1.7
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seq2ftr-0.1.7.tar.gz 9.5 kB Details

Release files / seq2ftr-0.1.7.tar.gz

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