Project - Data Science - ثاني ثانوي
1. Introduction to Data Science
2. Data Collection and Validation
3. Exploratory Data Analysis
4. Predictive data modeling and forecasting
Project You want to figure out which the preferred way for tourists to visit the KSA is. You have an excel file called "tourist-indicators.xlsx" which contains information about the number of tourists arriving in KSA by air, land and sea per month. 1 Open the file "tourist-indicators.xlsx". 2 Load the "17" sheet into a new DataFrame using the Pandas library. 3 Find out how many tourists arrived by air, land and sea for each month. 4 Compare the mean number of tourists arriving in KSA by air and by land for the months of January, February and March using the appropriate visualization technique. 5 What are the percentages of each arrival mode for the 3 months with the lowest total number of visitors? To answer the question, you need to create a new column in your DataFrame with the total number of visitors per month. 6 What kind of graph will be most helpful to answer this question? Justify your answer. وزارة التعليم Ministry of Education 142 2024-1446
Wrap up 10 Now you have learned: > the steps of the data analysis process. > how to use Jupyter Notebook as a data analysis tool. > how to use Pandas library to create statistics. > the importance of data visualization. > how to to use matplotlib library to graphically represent data. > how to create bar charts and pie charts in Jupyter Notebook. KEY TERMS Attribute Data Cleaning Data Visualization DataFrame Descriptive Analysis Diagnostic Analysis Filtering Function Non-Graphical Analysis Predictive Analysis Graphical Analysis Prescriptive Analysis Grouping Indexing Method Exploratory Data Analysis Multivariate وزارة الت Ministry of Education 2024-1446 Programming Library Series Object Univariate 143