Package with tools for pandas
Project description
Pypdtools
Pypdtools is a Python package that extends the functionality of Pandas DataFrames by introducing the PtDataFrame
class. PtDataFrame
provides additional features and enhancements to work with DataFrames in a more convenient and flexible way.
Features
- Asynchronous iteration support:
PtDataFrame
implements both synchronous and asynchronous iterators, allowing for efficient and convenient data processing in asynchronous contexts. - Context manager support:
PtDataFrame
can be used as a context manager to easily access the encapsulated Pandas DataFrame. - Concatenation and reduction:
PtDataFrame
supports concatenation of multiple instances and reduction of a list ofPtDataFrame
objects into a single instance. - Column extraction: Easily extract a column as a list from a
PtDataFrame
.
Docs: https://msbar.github.io/pypdtools
Source code: https://github.com/msbar/pypdtools
Installation
You can install pypdtools using pip:
pip install pypdtools
Usage
Here's an example of how to use the PtDataFrame
class:
import pandas as pd
from pypdtools.core.dataframe import PtDataFrame
# Create a Pandas DataFrame
data = {
"a": [1, 2, 3],
"b": [4, 5, 6],
"c": [7, 8, 9]
}
df = pd.DataFrame(data)
# Create a PtDataFrame from the Pandas DataFrame
pt_df = PtDataFrame(df)
# Async Iterate over rows
async for row in pt_df:
print(row)
# Concatenate PtDataFrames
pt_df2 = PtDataFrame(df)
concatenated = pt_df + pt_df2
# Reduce a list of PtDataFrames
pt_df3 = PtDataFrame.reduce([pt_df, pt_df2])
# Extract a column as a list
col_values = pt_df.col_to_list("a")
print(col_values)
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