Microsoft Word - T2 2020 BISY3001 A4 Briefing.docx Unit Assessment Type Group Assignment Assessment Number A4 Assessment Name Data Mining & BI Report Weighting 25% Alignment with Unit and Course ULO1,...

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Answered Same DaySep 30, 2021BISY3001

Answer To: Microsoft Word - T2 2020 BISY3001 A4 Briefing.docx Unit Assessment Type Group Assignment Assessment...

Robert answered on Oct 04 2021
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COUNTRIES OF THE WORLD- “AN EXPLANATION OF THE FACTORS AFFECTING THE GDP AND GROWTH OF DIFFERENT COUNTRIES”
BY- HARSHIT NAGPAL
Table of Contents
DATASET    4
DATA PREPROCES
SING    4
DATA VISUALIZATION    5
HEATMAP    5
2. PIE CHART OF POPULATION DISTRIBUTION    6
AIM    6
TECHNIQUES USED    6
REGRESSION    7
Multiple linear regression    7
Random Forest regression    7
Polynomial Regression    8
CLASSIFICATION    8
Logistic regression classification    9
Random forest classification    10
SVM classification    11
DATASET
The data is called countries of the world dataset which has numerous records of each country and their characteristics like population, area, GDP, literacy, industry , phones per 1000 people etc.
DATA PREPROCESSING
1. Filled the missing values with median strategy.
2. One- hot encoded the region column for classification purposes.
3. Replaced, with. In the dataset as the delimiter that was used was (comma).
4. Normalized the values of the columns during the regression tasks because this tends to produce better results
DATA VISUALIZATION
HEATMAP
The dark parts indicate better correlation
2. PIE CHART OF POPULATION DISTRIBUTION
AIM
1. The aim of this dataset is to find correlation between different features of the countries.
2. For example why USA is more developed than other less developed nations of the world, what factors enable it to be a superpower and lead the world as it is leading today.
3. What are the main factors that lead a country to becoming more developed and more available to live in?
4. Knowing these factors can help the governments of different nations o work upon their weaknesses which will enable them to become more developed and more self- sustaining and thus will create more job...
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