Employment Trends Of Private & Government Sector in UAE | Data Analysis

assignment advertisement

DATA DESCRIPTION

We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We have chosen this dataset because employment is the primary concern in any nation. It is necessary for the government to keep a check on various career opportunities throughout.

As far as columns and rows are concerned, our dataset has various meaningful data columns that provide data related to the nationality of citizens, career field, year, emirate, type of sector, etc. Our dataset has 730 rows in total.

Codes of Employment Trends Of Private & Government Sector in UAE | Data Analysis

We are importing multiple libraries such as pandas, seaborn, matplotlib

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We are reading the data using the pandas library to read the excel data. We have used the read_excel( ) function to read the excel file data.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We have displayed the data as we can see above

We do all types of final year projects contact us on WhatsApp at +91-9760648231.

We do other programming and IT industry-related projects as well.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

Next is data cleaning for which we have used dropna( ) function. We have dropped the rows and columns that have all the values as null.

We have printed the dimensions of the data. We can see that many null columns are dropped(that had all the values as null).

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.
Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above screenshot, we are using the info ( ) function to print the non null count and data type of each column

Employment Trends Of Private & Government Sector in UAE | Data Analysis

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above piece of code, we are using countplot ( ) function where we have passed nationality on the y-axis. We can see that our dataset has more records for “national” people.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above piece of code, we are using countplot ( ) function where we have passed the year on the y-axis. We can see that year 2012 had the minimum number of employees whereas the year 2013 has the highest number of males. The year 2014 and 2015 has an equal number of males and females.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We are grouping the data on the basis of emirates using the group_by ( ) function. We are calculating the mean value column for each emirate group.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above piece of code, we are using the lineplot ( ) function where we have passed the value on the y axis. We can see that the “health authority” emirate has a high average value.

Employment Trends Of Private & Government Sector in UAE | Data Analysis using Python Project and final year project and assignment of ML, Ai, and Data Science.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above piece of code, we are using countplot ( ) function where we have passed sex_EN on y-axis. We can see that our dataset has more records for “male” individuals.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

In the above piece of code, we are using the scatterplot ( ) function where we have passed nationality on the y-axis. We can see that our dataset has more records for “national” people. We are using xticks to rotate the orientation of y-axis labels.

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We are grouping the data on the basis of sector_EN using the group_by ( ) function. We are considering the max of value column for each sector group.

Employment Trends Of Private & Government Sector in UAE | Data Analysis

Employment Trends Of Private & Government Sector in UAE | Data Analysis We have chosen the dataset related to various career fields in different emirates in various years. We will explore the various career opportunities to find deeper insights.

We are first, filtering the data for all the females in the private and government sectors. We are using the countplot ( ) function where we have passed the sector on the y-axis. We can see that the government sector has more females than the private sector.


Also Read:


Keywords–> final year project, python, ml, machine learning, ai, artificial intelligence, ds, data science, ml project, analysis, Employment Trends Of Private & Government Sector in UAE, Data Analysis

Share:
Avatar of Harry

Author: Harry

Hello friends, thanks for visiting my website. I am a Python programmer. I, with some other members, write blogs on this website based on Python and Programming. We are still in the growing phase that's why the website design is not so good and there are many other things that need to be corrected in this website but I hope all these things will happen someday. But, till then we will not stop ourselves from uploading more amazing articles. If you want to join us or have any queries, you can mail me at [email protected] Thank you