Writing Automation Data analytics & visualization script + source code


I have attached sample data of real estate deals in Saudi Arabia Riyadh city.. and I want the script contains these requirements:

1- The ability to import 2 xlsx files ( so I can compare between them later )

2- rename all the columns to the following:

[login to view URL]({'سعر المتر المربع' : 'Price_of_meter', 'السعر بالريال السعودي' : 'Price_in_SR',

'المساحة بالمتر المربع' : 'Space_in_meter' , 'تفاصيل الصفقات (رقم الصفقة)': 'TransactionID' ,

'تفاصيل الصفقات التاريخ_ميلادي' : 'Date' , 'تفاصيل الصفقات عدد العقارات - القطعة' : ' Parcel_no' ,

'تفاصيل الصفقات المخطط' : ' Block_no ' , 'تفاصيل الصفقات الحي' : "Area" , 'المدن المدينة' : 'City' }, axis = 1 , inplace = True)

* you can remove the TransactionID column

3- show basic info of the data such as ( Max value row)

4- show the top 10 Areas based on the:

highest Price_in_SR

highest Price_of_meter

Lowest Price_in_SR

Lowest Price_of_meter

the most "Area" that has deals ( based on the duplicated Area )

5- make a comparison to the previous month (rate of change) on the deals

6- make the script flexible and show commit to explaining the code and what it's doing

7- visualize the data

8- feel free to add any sort of analysis

9- Make a line of code to let me add the long & lat for each block & parcel and it's print out the map with the data as an output

10- Identify the outliers and the null data if there is any ( write a basic algorithm )

** Attached file of two months so you can do your sample on them, Show your skills!

* Please share a sample with me.

Skills: Python, Data Science, Data Analytics, Data Visualization, Data Architecture

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About the Employer:
( 3 reviews ) Riyadh, Saudi Arabia

Project ID: #28399188

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this mohamed , freelancer data analysis with experiance in statistics and machine learning , working with in methoslogy starting by cleaning and wrangling data then analysis and ectracting insight end by visulizati More

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18 freelancers are bidding on average $177 for this job

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HI, I am experienced data scientist and machine learning engineer. I used statistical analysis of the data and make prediction based on ML algorithms. I can handle computer vision and NLP tasks using Python(Tensorflow More

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Hello I just have checked your xlsx files carefully. I am an expert in python, data mining . I have 5 years of experience working in these jobs. So I can give you a good result with this project. Please chat with me f More

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السلام عليكم ورحمة الله ، قرات تفاصيل المشروع وسيسعدني العمل معكم ان شاء الله Dear employer, I'm a certified data analyst, I have a nanodegree in advanced data analysis and statistics. I worked on data analysis in py More

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Greeting, I can send you a POC on the attached dataset you provided .also I can provide you dynamic visual to add your block and parcel. if you interested let discuss further detail overchat.

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Dear, I am Abdelrahman Yasser with bachelor degree of petroleum Engineering and I found my passion in statistical analysis, scoping the data, investigating the numbers and Building a machine learning algorithms to hel More

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