Easy Predictor

Perform Regression/Classifcation prediction on Excel dataset with ease.

Github Link

https://github.com/Tho100/easy_predictor

Features

• Perform linear regression prediction by utilizing linear function
• Perform classification prediction by utilizing classification function
• Perform statistical calculation by utilizing stats function
• Visualize excel dataset by utilizing tabulator

Instruction

1. Linear Regression Prediction

from easy_predictor import linear 

dataset = "path_to_excel_file"
model = linear.linear_regression()
model.predict(dataset,data_type: str,column_x: list[str],value: list[int],column_y: str)

2. Text Classification Prediction

from easy_predictor import classification

dataset = "path_to_excel_file"
model = classification.classification()
model.predict(dataset,data_type: str,column_x: list[str],value: list[int],column_y: str)

3. Visualize Data

from easy_predictor import table

dataset = "path_to_excel_file"
table.tabulator(dataset,dataset_type: 'xlsx','csv',columns=list[str])

Statistical Calculation

Available Statistical Function

• Mean
• Median
• Mode
• Half

Mean

from easy_predictor import stats

dataset = "path_to_excel"
model = stats.statistical()
model.mean(dataset,dtype: str,column=['Column1']) 

Median

from easy_predictor import stats

dataset = "path_to_excel"
model = stats.statistical()
model.median(dataset,dtype: str,column=['Column1']) 

Mode

from easy_predictor import stats

dataset = "path_to_excel"
model = stats.statistical()
model.mode(dataset,dtype: str,column=['Column1']) 

Half

from easy_predictor import stats

dataset = "path_to_excel"
model = stats.statistical()
model.half(dataset,dtype: str,column=['Column1']) # Find half values of each rows from Column1

Latest Update 0.1.0

CSV (Comma Seperated Values) File supported

Latest Update 0.2.0

New 'table' Function To Visualize Data In Tabular Form

Latest Update 0.3.0

ImportError: cannot import name 'table' from 'easy_predictor'. Bug
Fixed

Latest Update 0.4.0

TypeError: object of type 'int' has no len(). Bug Fixed

Latest Update 0.5.0

Bugs Fixed

Latest Update 0.6.1

Multiple Column Input Supported

Latest Update 0.6.2

Statistical Function

Latest Update 0.6.3

Bugs Fixed

Latest Update (0.6.6)

• User Now Can Assign A Variable To Predicted Value
• Bug Fixed

Latest Update (0.6.7)

• got multiple values for argument 'data_type' Bug fixed
• More Clean Looking Output