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World Population Growth Analysis
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World Population Growth Analysis/Dataset/world-country-populations.csv
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<h1>World Population Growth Analysis</h1> | ||
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**GOAL** | ||
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To analyze the 'world-population-growth' Dataset using Exploratory Data analysis. | ||
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**DATASET** | ||
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https://www.kaggle.com/datasets/rafsunahmad/world-population-growth | ||
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**DESCRIPTION** | ||
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The dataset contains population of various countries and cities in year 2022 and 2023. Also the dataset provides population growth rate in each city. | ||
The type column has 2 unique values, 'w' for world and 'us' for USA. | ||
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The dataset contains the following columns: | ||
- population_in_2023 | ||
- population_in_2022 | ||
- city | ||
- country | ||
- population_growthRate | ||
- type | ||
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**WHAT I HAD DONE** | ||
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* Checked for missing values and cleaned the data accordingly | ||
* Analyzed the data, found insights and visualized them accordingly. | ||
* Found detailed insights of different columns with one another using plotting libraries. | ||
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**LIBRARIES NEEDED** | ||
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1. Pandas | ||
2. Matplotlib | ||
3. Numpy | ||
4. Plotly | ||
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**VISUALIZATION** | ||
![Top 10 Countries with Highest Population in 2022](<../Images/Top 10 Countries with Highest Population in 2022.png>) | ||
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![Top 10 Countries with Highest Population in 2023](<../Images/Top 10 Countries with Highest Population in 2023.png>) | ||
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![Top 10 Cities with Highest Population in 2022](<../Images/Top 10 Cities with Highest Population in 2022.png>) | ||
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![Top 10 Cities with Highest Population in 2023](<../Images/Top 10 Cities with Highest Population in 2023.png>) | ||
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![Population Growth Rate by Country](<../Images/Population Growth Rate by Country.png>) | ||
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![Top 20 Cities by Population Growth Rate](<../Images/'Top 20 Cities by Population Growth Rate'.png>) | ||
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![Bottom 20 Cities by Population Growth Rate](<../Images/Bottom 20 Cities by Population Growth Rate.png>) | ||
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![Population Comparison between 2022 and 2023 by Country](<../Images/Population Comparison between 2022 and 2023 by Country.png>) | ||
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![Population Growth Rate vs Population in 2022](<../Images/Population Growth Rate vs Population in 2022.png>) | ||
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![Population Comparison between 2022 and 2023 for Cities in the USA](<../Images/Population Comparison between 2022 and 2023 for Cities in the USA.png>) | ||
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![Population Growth Rate for Cities in the USA](<../Images/Population Growth Rate for Cities in the USA.png>) | ||
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**CONCLUSION** | ||
- Tokyo in Japan was the most populous city in the years 2022 and 2023. | ||
- This was followed by Delhi in India and Shanghai in China. | ||
- Nigeria had the highest population growth rate while some countries showed negative growth rates. | ||
- New York City had the worst growth rate while Lokoja had the best. | ||
- Population comparison over the two years shows that China's population spiked in the year 2023. | ||
- For the cities in the US specifically, Los Angeles had the most increase in population in 2023. | ||
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**AUTHOR** | ||
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- Code contributed by *Mariam* @ #JWoC_2024 | ||
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[![LinkedIn](https://img.shields.io/badge/linkedin-%230077B5.svg?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/mariam-m7084) [![GitHub](https://img.shields.io/badge/github-%23121011.svg?style=for-the-badge&logo=github&logoColor=white)](https://github.com/mariam7084/) |
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