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excel-step-data-analysis's Introduction

excel-step-data-analysis

excel data cleaning data pre-processing data analysis statistical analysis data visualization

Course Outlines

  • Excel Spreadsheets Basics
  • Data Analysis in Nutshell
  • Data Cleaning & Pre-Processing
  • Data Analysis in Excel
    • Statistical Analysis
  • Data Visualization

Excel Spreadsheets Basics

  • Manipulation data
  • Analyze data
  • Visulize data
  • Limited number of users
  • Not for big data / large datasets but Hadoop or Spark can

1) Data Cleaning & Pre-processing

  • Tidy data (Tabular / meaningful data)
  • Unique ID
  • Remove duplicates
  • Missing data
  • Validate data types
  • Homogeneity of data

2) Data Analysis / Statistical Analysis

  • Data Manipulation
    • Updating, Sorting & Filtering data
  • Statistics Functions in Excel
    • SUM/AVERAGE/MEDIAN/MODE
    • MIN/MAX/RANGE/IQR
    • VARIANC/STANDARD DEVIATION
    • Z.TEST, T.TEST
  • Conditional Functions
    • COUNTIF/SUMIF/AVERAGEIF
    • VLOOKUP
  • PIVOT Table may be a course alone

Advices

  • Excel workbook is considered as a book includes sheets or pages.
  • Tidy data how to arrange and organize data?
  • Clear format
  • Remove duplicates
  • Unique IDs
  • Validate data types
  • Dealing with missing data
  • Homogeneity of data التناغم
  • GIGO Garbage In Grabage Out Concept So The data to enter analysis phase must be cleaned
  • analyze data
  • Sort data A-Z Or Z-A
  • Filter data data tap
  • Descriptive statistics
  • Variance of population VARP

References

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