a package designed to streamline data processing, model training, and evaluation with minimal code.
Project description
ONETOUCH
一款集成了数据清洗,模型训练,模型评估的简单python软件包
ONETOUCH Package
onetouch is a Python package designed to streamline data processing, model training, and evaluation with minimal code.
Installation
To install the onetouch package, run the following command in your terminal or command prompt:
pip install onetouch
Usage
Importing the onetouch Package
To use the onetouch package, import it into your Python script as follows:
import onetouch as ot
One2Three Class
The One2Three class is a convenient tool for data preprocessing, model training, and evaluation, also known as "one-click triple action".
Basic Usage
filepath format-supported: '.csv', '.xlsx'
Method 1: Direct File Access
The first method involves directly accessing a file:
df: Data (pd.DataFrame) - Not required, useNoneif not provided.label: Target label (str) - Optional, defaults to the last column if not specified.filepath: File path (str) - Required. Example:
import onetouch as ot
data = ot.One2Three(None, 'label', 'FilePath')
Method 2: Importing Data
The second method involves importing data:
df: Data (pd.DataFrame) - Required.label: Target label (str) - Optional, defaults to the last column if not specified.filepath: File path (str) - Not required, useNoneif not provided. Example:
import onetouch as ot
import pandas as pd
df = pd.read_csv('FilePath')
# You can also use the following syntax:
# data = sa.One2Three(df, None, None)
data = ot.One2Three(df, 'label', None)
For more detailed usage instructions and examples, please refer to the package documentation or reach out to the onetouch community.
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