Data Analysis Report Module 2: Project Data Wrangling Previous Next Instructions For this portion of the project, you will examine your dataset for incorre

Click here to Order a Custom answer to this Question from our writers. It’s fast and plagiarism-free.

 

Module 2: Project Data Wrangling

Previous Next

Instructions

For this portion of the project, you will examine your dataset for incorrect data. Any incorrect data should be removed, corrected, or imputed. Follow these steps:

  • Remove irrelevant data. If you are unsure if it is irrelevant, then keep it.
  • Remove duplicate records that are repeated.
  • Make sure numbers are interpreted as numerical data types.
  • Fix typos.
  • Standardize.
  • Investigate outliers.
  • Check and manage missing values.
  • Format and normalize data if needed.
  • Change categorical values into numbers if needed.

Once you have completed this, you will need to provide a Word document summarizing the pre-processing steps performed on your dataset.

Module 3: Project Exploratory Analysis

Previous Next

Instructions

In this assignment, you will perform an exploratory analysis that will allow you to get a feel for the data and start exploring potential relationships. This may include:

  • Descriptive statistics
  • Histograms
  • Bar charts
  • Heat maps
  • Line graphs
  • Box plots
  • Frequency tables

Once your analysis is complete, you will need to provide a Word document showing and describing the results of your exploratory analysis.

  1. Using your chosen dataset, reevaluate the heat map from the last module.
  2. Consider ways to perform a visual check to see if there is a relationship between fields.
  3. With this insight, develop a model using either linear regression or multiple linear regression.
  4. Report the intercepts, slope, model accuracy, output to predicted comparison, and a scatterplot with line portraying the model.

Once you complete these steps, you will need to provide a Word document showing and explaining the results of your model development.

After finishing Proposal create a final report of 5-6 pages

Use Python, Jupyter and show the visuals of the data analysis with introduction, conclusion

location date variant num_sequences perc_sequences num_sequences_total
Angola 2020-07-06 Alpha 0 0.0 3
Angola 2020-07-06 B.1.1.277 0 0.0 3
Angola 2020-07-06 B.1.1.302 0 0.0 3
Angola 2020-07-06 B.1.1.519 0 0.0 3
Angola 2020-07-06 B.1.160 0 0.0 3
Angola 2020-07-06 B.1.177 0 0.0 3
Angola 2020-07-06 B.1.221 0 0.0 3
Angola 2020-07-06 B.1.258 0 0.0 3
Angola 2020-07-06 B.1.367 0 0.0 3
Angola 2020-07-06 B.1.620 0 0.0 3
Angola 2020-07-06 Beta 0 0.0 3
Angola 2020-07-06 Delta 0 0.0 3
Angola 2020-07-06 Epsilon 0 0.0 3
Angola 2020-07-06 Eta 0 0.0 3
Angola 2020-07-06 Gamma 0 0.0 3
Angola 2020-07-06 Iota 0 0.0 3
Angola 2020-07-06 Kappa 0 0.0 3
Angola 2020-07-06 Lambda 0 0.0 3
Angola 2020-07-06 Mu 0 0.0 3
Angola 2020-07-06 Omicron 0 0.0 3
Angola 2020-07-06 S:677H.Robin1 0 0.0 3
Angola 2020-07-06 S:677P.Pelican 0 0.0 3
Angola 2020-07-06 others 3 100.0 3
Angola 2020-07-06 non_who 3 100.0 3
Angola 2020-08-31 Alpha 0 0.0 1
Angola 2020-08-31 B.1.1.277 0 0.0 1
Angola 2020-08-31 B.1.1.302 0 0.0 1
Angola 2020-08-31 B.1.1.519 0 0.0 1
Angola 2020-08-31 B.1.160 0 0.0 1
Angola 2020-08-31 B.1.177 0 0.0 1
Angola 2020-08-31 B.1.221 0 0.0 1
Angola 2020-08-31 B.1.258 0 0.0 1
Angola 2020-08-31 B.1.367 0 0.0 1
Angola 2020-08-31 B.1.620 0 0.0 1
Angola 2020-08-31 Beta 1 100.0 1
Angola 2020-08-31 Delta 0 0.0 1
Angola 2020-08-31 Epsilon 0 0.0 1
Angola 2020-08-31 Eta 0 0.0 1
Angola 2020-08-31 Gamma 0 0.0 1
Angola 2020-08-31 Iota 0 0.0 1
Angola 2020-08-31 Kappa 0 0.0 1
Angola 2020-08-31 Lambda 0 0.0 1
Angola 2020-08-31 Mu 0 0.0 1
Angola 2020-08-31 Omicron 0 0.0 1
Angola 2020-08-31 S:677H.Robin1 0 0.0 1
Angola 2020-08-31 S:677P.Pelican 0 0.0 1
Angola 2020-08-31 others 0 0.0 1
Angola 2020-08-31 non_who 0 0.0 1
Angola 2020-09-28 Alpha 0 0.0 10
Angola 2020-09-28 B.1.1.277 0 0.0 10
Angola 2020-09-28 B.1.1.302 0 0.0 10
Angola 2020-09-28 B.1.1.519 0 0.0 10
Angola 2020-09-28 B.1.160 0 0.0 10
Angola 2020-09-28 B.1.177 0 0.0 10
Angola 2020-09-28 B.1.221 0 0.0 10
Angola 2020-09-28 B.1.258 0 0.0 10
Angola 2020-09-28 B.1.367 0 0.0 10
Angola 2020-09-28 B.1.620 0 0.0 10
Angola 2020-09-28 Beta 9 90.0 10
Angola 2020-09-28 Delta 0 0.0 10
Angola 2020-09-28 Epsilon 0 0.0 10
Angola 2020-09-28 Eta 0 0.0 10
Angola 2020-09-28 Gamma 0 0.0 10
Angola 2020-09-28 Iota 0 0.0 10
Angola 2020-09-28 Kappa 0 0.0 10
Angola 2020-09-28 Lambda 0 0.0 10
Angola 2020-09-28 Mu 0 0.0 10
Angola 2020-09-28 Omicron 0 0.0 10
Angola 2020-09-28 S:677H.Robin1 0 0.0 10
Angola 2020-09-28 S:677P.Pelican 0 0.0 10
Angola 2020-09-28 others 1 10.0 10
Angola 2020-09-28 non_who 1 10.0 10
Angola 2020-10-12 Alpha 0 0.0 29
Angola 2020-10-12 B.1.1.277 0 0.0 29
Angola 2020-10-12 B.1.1.302 0 0.0 29
Angola 2020-10-12 B.1.1.519 0 0.0 29
Angola 2020-10-12 B.1.160 0 0.0 29
Angola 2020-10-12 B.1.177 0 0.0 29
Angola 2020-10-12 B.1.221 0 0.0 29
Angola 2020-10-12 B.1.258 0 0.0 29
Angola 2020-10-12 B.1.367 0 0.0 29
Angola 2020-10-12 B.1.620 0 0.0 29
Angola 2020-10-12 Beta 24 82.76 29
Angola 2020-10-12 Delta 0 0.0 29
Angola 2020-10-12 Epsilon 0 0.0 29
Angola 2020-10-12 Eta 0 0.0 29
Angola 2020-10-12 Gamma 0 0.0 29
Angola 2020-10-12 Iota 0 0.0 29
Angola 2020-10-12 Kappa 0 0.0 29
Angola 2020-10-12 Lambda 0 0.0 29
Angola 2020-10-12 Mu 0 0.0 29
Angola 2020-10-12 Omicron 0 0.0 29
Angola 2020-10-12 S:677H.Robin1 0 0.0 29
Angola 2020-10-12 S:677P.Pelican 0 0.0 29
Angola 2020-10-12 others 5 17.24 29
Angola 2020-10-12 non_who 5 17.24 29
Angola 2020-10-26 Alpha 0 0.0 7
Angola 2020-10-26 B.1.1.277 0 0.0 7
Angola 2020-10-26 B.1.1.302 0 0.0 7
Angola 2020-10-26 B.1.1.519 0 0.0 7
Angola 2020-10-26 B.1.160 0 0.0 7
Angola 2020-10-26 B.1.177 0 0.0 7
Angola 2020-10-26 B.1.221 0 0.0 7
Angola 2020-10-26 B.1.258 0 0.0 7
Angola 2020-10-26 B.1.367 0 0.0 7
Angola 2020-10-26 B.1.620 0 0.0 7
Angola 2020-10-26 Beta 7 100.0 7
Angola 2020-10-26 Delta 0 0.0 7
Angola 2020-10-26 Epsilon 0 0.0 7
Angola 2020-10-26 Eta 0 0.0 7
Angola 2020-10-26 Gamma 0 0.0 7
Angola 2020-10-26 Iota 0 0.0 7
Angola 2020-10-26 Kappa 0 0.0 7
Angola 2020-10-26 Lambda 0 0.0 7
Angola 2020-10-26 Mu 0 0.0 7
Angola 2020-10-26 Omicron 0 0.0 7
Angola 2020-10-26 S:677H.Robin1 0 0.0 7
Angola 2020-10-26 S:677P.Pelican 0 0.0 7
Angola 2020-10-26 others 0 0.0 7
Angola 2020-10-26 non_who 0 0.0 7
Angola 2020-12-07 Alpha 0 0.0 6
Angola 2020-12-07 B.1.1.277 0 0.0 6
Angola 2020-12-07 B.1.1.302 0 0.0 6
Angola 2020-12-07 B.1.1.519 0 0.0 6
Angola 2020-12-07 B.1.160 0 0.0 6
Angola 2020-12-07 B.1.177 0 0.0 6
Angola 2020-12-07 B.1.221 0 0.0 6
Angola 2020-12-07 B.1.258 0 0.0 6
Angola 2020-12-07 B.1.367 0 0.0 6
Angola 2020-12-07 B.1.620 0 0.0 6
Angola 2020-12-07 Beta 6 100.0 6
Angola 2020-12-07 Delta 0 0.0 6
Angola 2020-12-07 Epsilon 0 0.0 6
Angola 2020-12-07 Eta 0 0.0 6
Angola 2020-12-07 Gamma 0 0.0 6
Angola 2020-12-07 Iota 0 0.0 6
Angola 2020-12-07 Kappa 0 0.0 6
Angola 2020-12-07 Lambda 0 0.0 6
Angola 2020-12-07 Mu 0 0.0 6
Angola 2020-12-07 Omicron 0 0.0 6
Angola 2020-12-07 S:677H.Robin1 0 0.0 6
Angola 2020-12-07 S:677P.Pelican 0 0.0 6
Angola 2020-12-07 others 0 0.0 6
Angola 2020-12-07 non_who 0 0.0 6
Angola 2020-12-21 Alpha 0 0.0 93
Angola 2020-12-21 B.1.1.277 0 0.0 93
Angola 2020-12-21 B.1.1.302 0 0.0 93
Angola 2020-12-21 B.1.1.519 0 0.0 93
Angola 2020-12-21 B.1.160 0 0.0 93
Angola 2020-12-21 B.1.177 0 0.0 93
Angola 2020-12-21 B.1.221 0 0.0 93
Angola 2020-12-21 B.1.258 0 0.0 93
Angola 2020-12-21 B.1.367 0 0.0 93
Angola 2020-12-21 B.1.620 0 0.0 93
Angola 2020-12-21 Beta 69 74.19 93
Angola 2020-12-21 Delta 0 0.0 93
Angola 2020-12-21 Epsilon 0 0.0 93
Angola 2020-12-21 Eta 1 1.08 93
Angola 2020-12-21 Gamma 0 0.0 93
Angola 2020-12-21 Iota 0 0.0 93
Angola 2020-12-21 Kappa 0 0.0 93
Angola 2020-12-21 Lambda 0 0.0 93
Angola 2020-12-21 Mu 0 0.0 93
Angola 2020-12-21 Omicron 0 0.0 93
Angola 2020-12-21 S:677H.Robin1 0 0.0 93
Angola 2020-12-21 S:677P.Pelican 0 0.0 93
Angola 2020-12-21 others 23 24.73 93
Angola 2020-12-21 non_who 23 24.73 93
Angola 2021-01-04 Alpha 0 0.0 5
Angola 2021-01-04 B.1.1.277 0 0.0 5
Angola 2021-01-04 B.1.1.302 0 0.0 5
Angola 2021-01-04 B.1.1.519 0 0.0 5
Angola 2021-01-04 B.1.160 0 0.0 5
Angola 2021-01-04 B.1.177 0 0.0 5
Angola 2021-01-04 B.1.221 0 0.0 5
Angola 2021-01-04 B.1.258 0 0.0 5
Angola 2021-01-04 B.1.367 0 0.0 5
Angola 2021-01-04 B.1.620 0 0.0 5
Angola 2021-01-04 Beta 0 0.0 5
Angola 2021-01-04 Delta 0 0.0 5
Angola 2021-01-04 Epsilon 0 0.0 5
Angola 2021-01-04 Eta 0 0.0 5
Angola 2021-01-04 Gamma 0 0.0 5
Angola 2021-01-04 Iota 0 0.0 5
Angola 2021-01-04 Kappa 0 0.0 5
Angola 2021-01-04 Lambda 0 0.0 5
Angola 2021-01-04 Mu 0 0.0 5
Angola 2021-01-04 Omicron 0 0.0 5
Angola 2021-01-04 S:677H.Robin1 0 0.0 5
Angola 2021-01-04 S:677P.Pelican 0 0.0 5
Angola 2021-01-04 others 5 100.0 5
Angola 2021-01-04 non_who 5 100.0 5
Angola 2021-01-11 Alpha 0 0.0 16
Angola 2021-01-11 B.1.1.277 0 0.0 16
Angola 2021-01-11 B.1.1.302 0 0.0 16
Angola 2021-01-11 B.1.1.519 0 0.0 16
Angola 2021-01-11 B.1.160 0 0.0 16
Angola 2021-01-11 B.1.177 0 0.0 16
Angola 2021-01-11 B.1.221 0 0.0 16
Angola 2021-01-11 B.1.258 0 0.0 16
Angola 2021-01-11 B.1.367 0 0.0 16
Angola 2021-01-11 B.1.620 0 0.0 16
Angola 2021-01-11 Beta 1 6.25 16
Angola 2021-01-11 Delta 0 0.0 16
Angola 2021-01-11 Epsilon 0 0.0 16
Angola 2021-01-11 Eta 0 0.0 16
Angola 2021-01-11 Gamma 0 0.0 16
Angola 2021-01-11 Iota 0 0.0 16
Angola 2021-01-11 Kappa 0 0.0 16
Angola 2021-01-11 Lambda 0 0.0 16
Angola 2021-01-11 Mu 0 0.0 16
Angola 2021-01-11 Omicron 0 0.0 16
Angola 2021-01-11 S:677H.Robin1 0 0.0 16
Angola 2021-01-11 S:677P.Pelican 0 0.0 16
Angola 2021-01-11 others 15 93.75 16
Angola 2021-01-11 non_who 15 93.75 16
Angola 2021-01-25 Alpha 3 5.77 52
Angola 2021-01-25 B.1.1.277 0 0.0 52
Angola 2021-01-25 B.1.1.302 0 0.0 52
Angola 2021-01-25 B.1.1.519 0 0.0 52
Angola 2021-01-25 B.1.160 1 1.92 52
Angola 2021-01-25 B.1.177 2 3.85 52
Angola 2021-01-25 B.1.221 0 0.0 52
Angola 2021-01-25 B.1.258 1 1.92 52
Angola 2021-01-25 B.1.367 0 0.0 52
Angola 2021-01-25 B.1.620 0 0.0 52
Angola 2021-01-25 Beta 2 3.85 52
Angola 2021-01-25 Delta 0 0.0 52
Angola 2021-01-25 Epsilon 0 0.0 52
Angola 2021-01-25 Eta 0 0.0 52
Angola 2021-01-25 Gamma 0 0.0 52
Angola 2021-01-25 Iota 0 0.0 52
Angola 2021-01-25 Kappa 0 0.0 52
Angola 2021-01-25 Lambda 0 0.0 52
Angola 2021-01-25 Mu 0 0.0 52
Angola 2021-01-25 Omicron 0 0.0 52
Angola 2021-01-25 S:677H.Robin1 0 0.0 52
Angola 2021-01-25 S:677P.Pelican 0 0.0 52
Angola 2021-01-25 others 43 82.69 52
Angola 2021-01-25 non_who 47 90.38 52
Angola 2021-02-08 Alpha 4 9.52 42
Angola 2021-02-08 B.1.1.277 0 0.0 42
Angola 2021-02-08 B.1.1.302 0 0.0 42
Angola 2021-02-08 B.1.1.519 0 0.0 42
Angola 2021-02-08 B.1.160 1 2.38 42
Angola 2021-02-08 B.1.177 0 0.0 42
Angola 2021-02-08 B.1.221 0 0.0 42
Angola 2021-02-08 B.1.258 0 0.0 42
Angola 2021-02-08 B.1.367 0 0.0 42
Angola 2021-02-08 B.1.620 0 0.0 42
Angola 2021-02-08 Beta 12 28.57 42
Angola 2021-02-08 Delta 0 0.0 42
Angola 2021-02-08 Epsilon 0 0.0 42
Angola 2021-02-08 Eta 0 0.0 42
Angola 2021-02-08 Gamma 0 0.0 42
Angola 2021-02-08 Iota 0 0.0 42
Angola 2021-02-08 Kappa 0 0.0 42
Angola 2021-02-08 Lambda 0 0.0 42
Angola 2021-02-08 Mu 0 0.0 42
Angola 2021-02-08 Omicron 0 0.0 42
Angola 2021-02-08 S:677H.Robin1 0 0.0 42
Angola 2021-02-08 S:677P.Pelican 0 0.0 42
Angola 2021-02-08 others 25 59.53 42
Angola 2021-02-08 non_who 26 61.91 42
Angola 2021-02-22 Alpha 1 2.56 39
Angola 2021-02-22 B.1.1.277 0 0.0 39
Angola 2021-02-22 B.1.1.302 0 0.0 39
Angola 2021-02-22 B.1.1.519 0 0.0 39
Angola 2021-02-22 B.1.160 1 2.56 39
Angola 2021-02-22 B.1.177 1 2.56 39
Angola 2021-02-22 B.1.221 0 0.0 39
Angola 2021-02-22 B.1.258 0 0.0 39
Angola 2021-02-22 B.1.367 0 0.0 39
Angola 2021-02-22 B.1.620 0 0.0 39
Angola 2021-02-22 Beta 16 41.03 39
Angola 2021-02-22 Delta 0 0.0 39
Angola 2021-02-22 Epsilon 0 0.0 39
Angola 2021-02-22 Eta 0 0.0 39
Angola 2021-02-22 Gamma 0 0.0 39
Angola 2021-02-22 Iota 0 0.0 39
Angola 2021-02-22 Kappa 0 0.0 39
Angola 2021-02-22 Lambda 0 0.0 39
Angola 2021-02-22 Mu 0 0.0 39
Angola 2021-02-22 Omicron 0 0.0 39
Angola 2021-02-22 S:677H.Robin1 0 0.0 39
Angola 2021-02-22 S:677P.Pelican 0 0.0 39
Angola 2021-02-22 others 20 51.29 39
Angola 2021-02-22 non_who 22 56.41 39
Angola 2021-03-08 Alpha 7 6.19 113
Angola 2021-03-08 B.1.1.277 0 0.0 113
Angola 2021-03-08 B.1.1.302 0 0.0 113
Angola 2021-03-08 B.1.1.519 0 0.0 113
Angola 2021-03-08 B.1.160 0 0.0 113
Angola 2021-03-08 B.1.177 1 0.88 113
Angola 2021-03-08 B.1.221 0 0.0 113
Angola 2021-03-08 B.1.258 0 0.0 113
Angola 2021-03-08 B.1.367 0 0.0 113
Angola 2021-03-08 B.1.620 0 0.0 113
Angola 2021-03-08 Beta 69 61.06 113
Angola 2021-03-08 Delta 0 0.0 113
Angola 2021-03-08 Epsilon 0 0.0 113
Angola 2021-03-08 Eta 0 0.0 113
Angola 2021-03-08 Gamma 0 0.0 113
Angola 2021-03-08 Iota 0 0.0 113
Angola 2021-03-08 Kappa 0 0.0 113
Angola

Place your order now for a similar assignment and have exceptional work written by one of our experts, guaranteeing you an A result.

Need an Essay Written?

This sample is available to anyone. If you want a unique paper order it from one of our professional writers.

Get help with your academic paper right away

Quality & Timely Delivery

Free Editing & Plagiarism Check

Security, Privacy & Confidentiality