<?xml version="1.0" encoding="UTF-8"?>
<?xml-stylesheet type="text/xsl" href="https://datakuul.com/wp-sitemap.xsl" ?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/software-installation/</loc><lastmod>2025-09-02T20:27:19+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/command-line-bash-live-lecture/</loc><lastmod>2024-03-10T00:13:19+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/git-and-github-live-lecture/</loc><lastmod>2024-03-19T01:11:40+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/command-line-docker-live-lecture/</loc><lastmod>2024-03-10T00:34:51+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/refresher-on-bash-git-and-introduction-to-r-live-lecture/</loc><lastmod>2024-03-19T04:55:18+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/introduction-to-r/</loc><lastmod>2024-03-19T04:37:40+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/introduction-to-r-and-tidyverse-live-lecture/</loc><lastmod>2024-03-20T09:32:03+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/making-graphs-in-r-with-ggplot-live-lecture/</loc><lastmod>2024-03-23T19:25:51+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/data-manipulation-with-dplyr-live-lecture/</loc><lastmod>2024-03-29T13:50:39+00:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/writing-functions-in-r-live-lecture/</loc><lastmod>2024-05-23T11:10:58+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/introduction-to-python-live-lecture/</loc><lastmod>2024-04-10T13:15:03+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/more-on-r-function-with-examples-live-lecture/</loc><lastmod>2024-04-10T13:32:14+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/conditional-programming-live-lecture/</loc><lastmod>2024-04-16T21:42:18+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/more-on-conditionals-and-catching-errors-live-lecture/</loc><lastmod>2024-04-22T17:45:18+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/writing-functions/</loc><lastmod>2024-04-23T16:08:02+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/using-parameters-in-python-function-live-lecture/</loc><lastmod>2024-04-30T12:06:38+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/functional-programming-map-filter-and-reduce-live-lecture/</loc><lastmod>2024-05-03T08:38:59+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/reading-in-files-live-lecture/</loc><lastmod>2024-05-04T20:28:59+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/reading-files-using-with-open-advanced/</loc><lastmod>2024-05-11T15:56:42+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/pandas-for-data-analysis/</loc><lastmod>2024-05-11T15:59:05+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/plotting-graphs-with-matplotlib-live-lecture/</loc><lastmod>2024-05-15T12:46:13+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/working-with-excel-files-in-r-live-lecture/</loc><lastmod>2024-05-23T11:10:34+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/pivot-table-in-r-using-group_by-summarise-and-mutate/</loc><lastmod>2024-05-25T14:38:22+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/data-tidying-pivot-longer-and-pivot-wider/</loc><lastmod>2024-05-25T14:44:04+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/gaining-insight-from-data-from-pandas-to-seaborn/</loc><lastmod>2024-05-25T19:22:14+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/combining-multiple-tables-in-r-live-lecture/</loc><lastmod>2024-05-25T19:24:40+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/essential-command-line-operations/</loc><lastmod>2025-07-23T08:34:19+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/configuring-the-terminal/</loc><lastmod>2025-07-23T08:39:47+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/copying-moving-and-deleting-files/</loc><lastmod>2025-07-24T07:44:27+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/extracting-and-summarising-data/</loc><lastmod>2025-07-24T07:57:37+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/writing-shell-scripts-and-declaring-variables/</loc><lastmod>2025-07-24T08:01:39+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/writing-shell-scripts-on-vs-code/</loc><lastmod>2025-07-24T08:04:47+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/conditionals-writing-if-statements/</loc><lastmod>2025-07-24T08:07:53+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/for-loop/</loc><lastmod>2025-07-24T08:10:28+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/project-file-validation-check/</loc><lastmod>2025-07-24T08:12:17+01:00</lastmod></url><url><loc>https://datakuul.com/courses/job-ready-data-analyst-programme/lesson/working-with-files-and-text-grep-find-wc-and-redirection/</loc><lastmod>2025-07-28T07:34:13+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/python-setup-installing-python-anaconda-and-essential-ides/</loc><lastmod>2025-10-11T15:04:25+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/jupyter-notebooks-navigation-cells-markdown-magic-commands-exporting/</loc><lastmod>2025-10-11T15:04:42+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/python-data-types-strings-integers-floats-booleans-none/</loc><lastmod>2025-10-11T15:04:58+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/variables-and-naming-conventions/</loc><lastmod>2025-10-11T15:05:25+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/operators-arithmetic-comparison-logical-membership-identity/</loc><lastmod>2025-10-11T15:05:37+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/control-flow-if-elif-else-statements-nested-conditions/</loc><lastmod>2025-10-11T15:05:52+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/functions-defining-arguments-return-values-default-parameters-args-kwargs/</loc><lastmod>2025-10-11T15:06:07+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/scope-and-namespaces/</loc><lastmod>2025-10-11T15:06:25+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/code-comments-and-documentation-best-practices/</loc><lastmod>2025-10-11T15:06:41+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs/</loc><lastmod>2025-10-11T15:07:30+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/lists-creation-indexing-slicing-methods-append-extend-insert-remove-pop-sort/</loc><lastmod>2025-10-11T15:08:21+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/tuples-immutability-unpacking-use-cases/</loc><lastmod>2025-10-11T15:08:35+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/dictionaries-keys-values-nested-structures-iteration-methods/</loc><lastmod>2025-10-11T15:08:50+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/sets-unique-elements-mathematical-operations-membership-testing/</loc><lastmod>2025-10-11T15:09:03+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/list-comprehensions-and-dictionary-comprehensions/</loc><lastmod>2025-10-11T15:09:24+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/loops-for-loops-while-loops-loop-control-break-continue/</loc><lastmod>2025-10-11T15:09:37+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/iterators-and-generators/</loc><lastmod>2025-10-11T15:09:58+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/working-with-ranges-and-enumerate/</loc><lastmod>2025-10-11T15:10:10+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-2/</loc><lastmod>2025-10-11T15:10:48+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/numpy-arrays-basics-creation-properties-shape-dtype-size/</loc><lastmod>2025-10-11T15:13:28+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/array-indexing-and-slicing-techniques/</loc><lastmod>2025-10-11T15:13:41+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/broadcasting-operating-on-arrays-of-different-shapes/</loc><lastmod>2025-10-11T15:13:53+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/arithmetic-and-element-wise-operations/</loc><lastmod>2025-10-11T15:14:04+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/universal-functions-ufuncs-mathematical-operations-at-scale/</loc><lastmod>2025-10-11T15:14:19+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/aggregation-functions-sum-mean-median-std-var-min-max/</loc><lastmod>2025-10-11T15:14:32+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/statistical-functions-and-random-number-generation/</loc><lastmod>2025-10-11T15:14:46+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/array-reshaping-and-transposing/</loc><lastmod>2025-10-11T15:14:59+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/joining-and-splitting-arrays/</loc><lastmod>2025-10-11T15:15:26+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/performance-advantages-over-python-lists/</loc><lastmod>2025-10-11T15:15:39+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/working-with-nan-and-infinite-values/</loc><lastmod>2025-10-11T15:16:03+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-3/</loc><lastmod>2025-10-11T15:16:57+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/series-one-dimensional-data-with-labels/</loc><lastmod>2025-10-11T15:17:29+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/dataframes-two-dimensional-tabular-data-structure/</loc><lastmod>2025-10-11T15:17:42+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/creating-dataframes-from-lists-dictionaries-csv-files-and-apis/</loc><lastmod>2025-10-11T15:18:31+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/inspecting-data-head-tail-info-describe-dtypes/</loc><lastmod>2025-10-11T15:18:44+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/indexing-and-selecting-data-loc-iloc-boolean-indexing/</loc><lastmod>2025-10-11T15:18:59+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/data-types-and-type-conversion/</loc><lastmod>2025-10-11T15:19:18+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/handling-missing-data-nan-none-isna-fillna-dropna/</loc><lastmod>2025-10-11T15:19:31+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/basic-data-cleaning-removing-duplicates-handling-outliers/</loc><lastmod>2025-10-11T15:19:47+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/renaming-columns-and-resetting-indexes/</loc><lastmod>2025-10-11T15:20:03+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/working-with-datetime-objects/</loc><lastmod>2025-10-11T15:20:14+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/setting-and-resetting-index-for-analysis/</loc><lastmod>2025-10-11T15:20:27+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-4/</loc><lastmod>2025-10-11T15:21:25+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/filtering-and-subsetting-data/</loc><lastmod>2025-10-11T15:27:28+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/sorting-and-ranking-data/</loc><lastmod>2025-10-11T15:27:39+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/groupby-operations-split-apply-combine-pattern/</loc><lastmod>2025-10-11T15:27:49+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/aggregations-multiple-statistics-per-group-named-aggregations/</loc><lastmod>2025-10-11T15:28:01+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/pivot-tables-and-cross-tabulations/</loc><lastmod>2025-10-11T15:28:15+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/merging-and-joining-datasets-inner-outer-left-right-joins/</loc><lastmod>2025-10-11T15:28:28+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/concatenating-dataframes/</loc><lastmod>2025-10-11T15:28:38+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/reshaping-data-melt-stack-unstack/</loc><lastmod>2025-10-11T15:28:50+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/string-operations-and-text-processing-in-pandas/</loc><lastmod>2025-10-11T15:29:08+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/lambda-functions-for-data-transformation/</loc><lastmod>2025-10-11T15:29:18+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/applying-custom-functions-to-data-map-apply-applymap/</loc><lastmod>2025-10-11T15:29:33+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-5/</loc><lastmod>2025-10-11T15:29:55+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/matplotlib-fundamentals-figures-axes-subplots/</loc><lastmod>2025-10-11T15:31:06+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/line-plots-scatter-plots-histograms-box-plots-bar-charts/</loc><lastmod>2025-10-11T15:31:19+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/customizing-plots-colors-labels-legends-titles-annotations/</loc><lastmod>2025-10-11T15:31:32+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/seaborn-for-statistical-visualization/</loc><lastmod>2025-10-11T15:31:44+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/distribution-plots-kde-violin-plots/</loc><lastmod>2025-10-11T15:31:58+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/categorical-plots-count-plots-swarm-plots-strip-plots/</loc><lastmod>2025-10-11T15:32:12+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/relationship-plots-regression-plots-pair-plots-heatmaps/</loc><lastmod>2025-10-11T15:32:24+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/time-series-visualization/</loc><lastmod>2025-10-11T15:32:35+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/creating-multi-panel-figures-for-comparison/</loc><lastmod>2025-10-11T15:32:45+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/exporting-figures-for-presentations-and-publications/</loc><lastmod>2025-10-11T15:32:56+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/best-practices-in-data-visualization-and-chart-selection/</loc><lastmod>2025-10-11T15:33:09+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-6/</loc><lastmod>2025-10-11T15:33:36+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/descriptive-statistics-central-tendency-dispersion-shape/</loc><lastmod>2025-10-11T15:34:08+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/probability-distributions-normal-binomial-poisson/</loc><lastmod>2025-10-11T15:34:18+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/correlation-and-covariance/</loc><lastmod>2025-10-11T15:34:30+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hypothesis-testing-fundamentals-null-hypothesis-p-values-significance-levels/</loc><lastmod>2025-10-11T15:34:42+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/t-tests-one-sample-two-sample-paired/</loc><lastmod>2025-10-11T15:34:53+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/anova-for-comparing-multiple-groups/</loc><lastmod>2025-10-11T15:35:03+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/chi-square-tests-for-categorical-data/</loc><lastmod>2025-10-11T15:35:16+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/linear-regression-basics-fitting-and-interpreting-models/</loc><lastmod>2025-10-11T15:35:33+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/residual-analysis-and-model-diagnostics/</loc><lastmod>2025-10-11T15:35:43+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/confidence-intervals-and-error-margins/</loc><lastmod>2025-10-11T15:35:54+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/effect-sizes-and-practical-significance/</loc><lastmod>2025-10-11T15:36:10+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/common-pitfalls-in-statistical-analysis/</loc><lastmod>2025-10-11T15:36:14+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/hands-on-labs-7/</loc><lastmod>2025-10-11T15:36:36+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/writing-production-quality-code-modularity-readability-documentation/</loc><lastmod>2025-10-11T15:37:10+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/error-handling-try-except-blocks-custom-exceptions/</loc><lastmod>2025-10-11T15:37:22+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/debugging-techniques-print-statements-debuggers-logging/</loc><lastmod>2025-10-11T15:37:34+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/version-control-basics-git-for-tracking-analysis-work/</loc><lastmod>2025-10-11T15:38:11+01:00</lastmod></url><url><loc>https://datakuul.com/courses/python-for-data-analysis/lesson/capstone-projects/</loc><lastmod>2025-10-11T15:39:35+01:00</lastmod></url></urlset>
