Instructor: 

Email: 

Date of Presentation (50%):

Date of subumission (50%): 

In this coursework you are expected to:

  • Apply Data Analysis concepts and skills to a real-life business problem using Python.
  • Develop teamwork competency through collaborating with your co-worker.
  • Write and communicate an academic project in a professional creative manner using Jupyter notebook.
  • Avoid plagiarism. I this case, all group members will get zero with B grade in the transcript.

Group No.: […]

student 1: Full name + Student ID

student 2: Full name + Student ID

Group formation:

  • Students must complete this group project in the self-selected groups of 2 students.
  • One member of a group should inform the module leader about the group formation. Send full names and student IDs by email to ***
  • If you fail to form a gorup, the module leader will randomly create it.

Delivery (CRWK submission):

  • Use this CRWK Report template (download CRWK_CN6009_2022.ipynb from Moodle), and DO NOT use any other file/report/template.
  • Convert your source file (.ipynb) to HTML and submit it. If you work with Google Colab, check the last cell.
  • The subumission is due on
  • Use Turnitin submission link in the “Assessment and Feedback” section In Moodle site or here: 

Marks Breakdown:

  1. Manage Null values [5 marks]
  2. Data summarization using Python libraries and methods [45 marks]
  3. Descriptive statistic to quantitatively describe and summarize data [30 marks]
  4. PPDPlan (Personal Professional Development Plan) [20 marks]

Import Libraries and Data

In [ ]:

import pandas as pdimport matplotlib.pyplot as pltimport seaborn as sns# import whatever your need
# load datadf_corona = pd.read_csv('covid-data.csv')df_corona.sample(5)

Manage Null Values [5 marks]

Task 1: Find null values and replace/drop with your own approach.

In [ ]:

# explain your approach here.

Data Summarization [15 marks]

Task 2: Print/Visualize the sum of total_tests for countries in Africa.

In [ ]:

# add your solution here.

Descriptive Statistics Approaches [30 marks]

Task 3: Apply your own Descriptive Statistics approaches on 3 columns and explain/visualize/interprete your findings.

In [ ]:

# add your solution here.

Data Summarization [20 marks]

Task 4: Create a new DataFrame called DF_deaths, containing only the columns new_casestotal_deaths, and aged_65_over. Make sure to avoid Null values.

  1. What is the Mean, Mode, Median and Skewness of the total_deaths where new_cases is greater than the mean?
  2. What is the 5-number summary of the total_deaths where aged_65_over is less than the mean?

In [ ]:

# add your solution 4.1 here.

In [ ]:

# add your solution 4.2 here.

Data Summarization [10 marks]

Task 5: Create a function to do a specific task on data.

hint: The more challenging/advanced function, the more mark.

In [ ]:

# add your solution here.

Complete PPDPlan (Personal Professional Development Plan) [20 marks]

Task 6: Every member must complete PPDPlan (CN6009).dox file and submit it alongside this report.

It means, if there are two members in a group, you have to submit two PPDPlan (CN6009).dox files alongside report.


How to convert ipynb to HTML in Google Colab?

  1. Download your CRWK_CN6009_2022.ipynb solution file.
  2. Drag-drop it in Google Colab.
  3. Execute this:  !jupyter nbconvert --to html CRWK_CN6009_2022.ipynb
  4. Submit .HTML report via Turnitin in *** Moodle site.

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