data-science-kit 0.0.1

Data Science Basic Functions

Data Science Kit - Kitbag

KITBAG is a helpful library where you can find basic data science functions under three main headings. Three main headings are given below. The titles are given below;

• Measurement Units
  • Arithmetic Mean
  • Geometric Mean
  • Harmonic Mean
  • Median
  • Mode
  • Variance
  • Standart Deviation
  • Find Minimum Value In List
  • Find Maximum Value In List
  • Kurtosis
  • Skewnewss
  • Quantiles
  • Range Of Change
  • Covariance
  • Correlation
• Exploratory Data Analysis
  • Copy Dataset
  • Show Head & Tail Values
  • Structural Information
  • Variable Types
  • Object To Categorical
  • Observation Values Size
  • Variable Values Size
  • Size Of Dataset
  • Dimension Of DataFrame
  • Dimension Of Series
  • Variable Names Of Dataset
  • Descriptive Statistics Of Dataset
  • Descriptive Statistics Of Numerical Variable
  • Descriptive Statistics Of Categorical Variable
  • Select Categorical Variables
  • Select Numerical Variables
  • Frequency Of Categorical Variables
  • Categorical Variables Percentage Of Dataset
  • Find Unique Categorical Variables
  • Frequency Unique Categorical Variables
  • Measure Operations Of Single Categorical Variables With All Numerical Variables
  • Measure Operations Of Single Categorical Variables Single Numerical Variables
  • Measure Operations Of Multiple Categorical Variables Single Numerical Variables
  • Create And Sort Rank Variables
  • Select Range Row By Index
• Data Operations
  • Missing Values
    • Is There Any NAN Values
    • Total NAN Values
    • Percentage NAN Values
    • Drop NAN Values In Row
    • Drop NAN Values In Column
    • Fill NAN Values Column
    • Fill NAN Values All Dataset
    • Fil NAN Values KNN
    • Fil NAN Values EM
  • Outlier Values
    • Select Lower Outlier Values - According to the specified Column
    • Select Upper Outlier Values - According to the specified Column
    • Select All Outlier Values - According to the specified Column
    • Delete Outlier Values
    • Fill Mean Value All Outlier Values
    • Fill Suppression Method All Outlier Values
    • Local Outlier Factor
    • Local Outlier Factor Suppression Method
  • Variables Standartization
    • Numerical Variables Standartization
    • Numerical Variables Normalization
    • Numerical Variables Transformation
    • Numerical Variables Binarize
    • Numerical Variables To Categorical Variables
  • Encoding Operations
    • Ordinal Encoder
    • Label Encoder
    • Where Encoder
    • Onehot Encoder