For this portion of the project, you will examine your dataset for incorrect data. Any incorrect data should be removed, correc

 

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.

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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 2021-03-08 Lambda 0 0.0 113
Angola 2021-03-08 Mu 0 0.0 113
Angola 2021-03-08 Omicron 0 0.0 113
Angola 2021-03-08 S:677H.Robin1 0 0.0 113
Angola 2021-03-08 S:677P.Pelican 0 0.0 113
Angola 2021-03-08 others 36 31.87 113
Angola 2021-03-08 non_who 37 32.75 113
Angola 2021-03-22 Alpha 12 9.92 121
Angola 2021-03-22 B.1.1.277 0 0.0 121
Angola 2021-03-22 B.1.1.302 0 0.0 121
Angola 2021-03-22 B.1.1.519 0 0.0 121
Angola 2021-03-22 B.1.160 0 0.0 121
Angola 2021-03-22 B.1.177 0 0.0 121
Angola 2021-03-22 B.1.221 0 0.0 121
Angola 2021-03-22 B.1.258 0 0.0 121
Angola 2021-03-22 B.1.367 0 0.0 121
Angola 2021-03-22 B.1.620 0 0.0 121
Angola 2021-03-22 Beta 87 71.9 121
Angola 2021-03-22 Delta 0 0.0 121
Angola 2021-03-22 Epsilon 0 0.0 121
Angola 2021-03-22 Eta 1 0.83 121
Angola 2021-03-22 Gamma 0 0.0