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  data-analysis-visualization-foundations-assessment

   01_assessment-for-data-analysis-and-visualization-foundations

    01_welcome

    02_continue-your-learning

     02_thanks-from-the-course-team_instructions.html

  data-analysis-with-r

   01_introduction-to-data-analysis-with-r

    01_introduction-to-data-analysis-with-r

     01_introduction-to-data-analysis-with-r.en.txt

     02_the-problem.en.srt

     02_the-problem.mp4

     03_understanding-the-data.en.txt

     04_r-packages-for-data-science.en.srt

     04_r-packages-for-data-science.mp4

     05_importing-and-exporting-data-in-r.en.txt

     06_getting-started-analyzing-data-in-r.en.srt

     06_getting-started-analyzing-data-in-r.mp4

     07_summary-highlights_instructions.html

   02_data-wrangling

    01_data-wrangling

     01_pre-processing-data-in-r.en.txt

     02_dealing-with-missing-values-in-r.en.srt

     02_dealing-with-missing-values-in-r.mp4

     03_data-formatting-in-r.en.txt

     04_data-normalization-in-r.en.srt

     04_data-normalization-in-r.mp4

     05_binning-in-r.en.txt

     06_turning-categorical-values-to-a-numeric-variable-in-r.en.srt

     06_turning-categorical-values-to-a-numeric-variable-in-r.mp4

   03_exploratory-data-analysis

    01_exploratory-data-analysis

     01_descriptive-statistics.en.txt

     02_grouping-data-in-r.en.srt

     02_grouping-data-in-r.mp4

     03_analysis-of-variance-anova-in-r.en.txt

     04_correlation-in-r.en.srt

     04_correlation-in-r.mp4

     05_correlation-statistics.en.txt

     06_summary-highlights_instructions.html

   04_model-development-in-r

    01_model-development-in-r

     01_introduction-to-model-development.en.txt

     02_simple-linear-regression.en.srt

     02_simple-linear-regression.mp4

     03_multiple-linear-regression.en.txt

     04_assessing-models-visually.en.srt

     04_assessing-models-visually.mp4

     05_polynomial-regression.en.txt

     06_assessing-the-model.en.srt

     06_assessing-the-model.mp4

     07_prediction-and-decision-making.en.txt

     08_summary-highlights_instructions.html

   05_model-evaluation

    01_model-evaluation

     01_model-evaluation.en.txt

     02_overfitting-and-underfitting.en.srt

     02_overfitting-and-underfitting.mp4

     03_regularization.en.txt

     04_grid-search.en.srt

     04_grid-search.mp4

     05_summary-highlights_instructions.html

     05_summary-highlights_vfold_cv.html

   06_project

    01_project

     02_download-and-complete-the-tasks-in-a-notebook_IBM-DS-with-R-2-Data-Analysis-with-R.ipynb

    02_course-wrap-up

    03_credits-and-acknowledgments

  data-science-with-r-capstone-project

   01_module-1-capstone-overview-and-data-collection

    01_capstone-introduction-and-understanding-the-datasets

     01_introduction-to-data-science-with-r-capstone-project.en.txt

    02_collecting-the-data

     01_weather-and-bike-sharing-demand-data-collection.en.txt

   02_module-2-data-wrangling

    01_data-wrangling

     01_data-wrangling.en.txt

   03_module-3-performing-exploratory-data-analysis-with-sql-tidyverse-ggplot2

    01_performing-exploratory-data-analysis-with-sql-tidyverse-ggplot2

     01_exploratory-data-analysis.en.txt

   04_module-4-predictive-analysis

    01_predictive-analysis

     01_regression-models.en.txt

   05_module-5-building-a-r-shiny-dashboard-app

    01_building-a-r-shiny-dashboard-app

     01_building-a-dashboard-with-r-shiny.en.txt

   06_module-6-present-your-data-driven-insights

    01_how-to-present-your-findings

     01_elements-of-a-successful-data-findings-report.en.txt

     02_best-practices-for-presenting-your-findings.en.srt

     02_best-practices-for-presenting-your-findings.mp4

    02_final-presentation

    03_course-wrap-up

    04_credits-and-acknowledgments

  data-visualization-dashboards-excel-cognos

   01_visualizing-data-using-spreadsheets

    01_welcome-to-the-course

     01_course-intro.en.txt

     02_helpful-tips-for-course-completion_Helpful_Tips_IBM_SkillsNetwork.html

     03_syllabus_instructions.html

    02_creating-charts

     01_optional-hands-on-labs-on-excel-basics_instructions.md.html

     02_introduction-to-charts.en.txt

     03_interview-using-visualizations-to-tell-a-data-story.en.srt

     03_interview-using-visualizations-to-tell-a-data-story.mp4

     04_creating-basic-charts-in-excel-line-pie-and-bar-charts.en.txt

     05_using-the-excel-pivotchart-feature.en.srt

     05_using-the-excel-pivotchart-feature.mp4

   02_creating-visualizations-and-dashboards-with-spreadsheets

    01_creating-advanced-charts

     01_creating-treemaps-scatter-charts-and-histograms.en.txt

     02_creating-filled-map-charts-and-sparklines.en.srt

     02_creating-filled-map-charts-and-sparklines.mp4

    02_creating-dashboards-using-spreadsheets

     01_introduction-to-dashboards.en.txt

     02_interview-using-dashboards-to-present-data-results.en.srt

     02_interview-using-dashboards-to-present-data-results.mp4

     03_creating-a-simple-dashboard-using-excel.en.txt

     04_summary-and-highlights_instructions.html

   03_creating-visualizations-and-dashboards-with-cognos-analytics

    01_getting-started-with-ibm-cognos-analytics

     01_cognos-analytics-introduction-and-how-to-sign-up.en.txt

     02_navigating-in-cognos-analytics.en.srt

     02_navigating-in-cognos-analytics.mp4

    02_creating-dashboards-using-ibm-cognos-analytics

     01_creating-a-simple-dashboard-in-cognos-analytics.en.txt

     02_advanced-capabilities-in-cognos-analytics-dashboards.en.srt

     02_advanced-capabilities-in-cognos-analytics-dashboards.mp4

    03_optional-using-google-looker-studio-for-creating-visualizations

     02_getting-started-with-google-looker-studio_instructions.

     04_summary-and-highlights_instructions.html

   04_final-project

    01_course-wrap-up

     02_course-credits-and-acknowledgements_instructions.html

  data-visualization-r

   01_module-1-introduction-to-data-visualization

    01_welcome

    02_lesson-1-data-visualization-tools-and-packages

     01_introduction-to-data-visualization.en.txt

     02_using-ggplot2.en.srt

     02_using-ggplot2.mp4

    03_lesson-2-create-basic-charts-with-ggplot2

     01_bar-charts.en.txt

     02_histograms.en.srt

     02_histograms.mp4

     03_pie-charts.en.txt

     04_summary-highlights_instructions.html

   02_module-2-basic-plots-maps-and-customization

    01_lesson-1-basic-plots

     01_scatter-plots.en.txt

     02_line-plots.en.srt

     02_line-plots.mp4

     03_box-plots.en.txt

     04_summary-highlights_instructions.html

    02_lesson-2-customization-and-maps

     01_customize-plots.en.txt

     02_themes-and-faceting.en.srt

     02_themes-and-faceting.mp4

     03_v2-2-3-maps-with-leaflet.en.txt

     04_summary-highlights_instructions.html

   03_module-3-dashboards

    01_lesson-1-introduction-to-dashboards

     01_introduction-to-dashboards-shiny.en.txt

     02_shiny-basics.en.srt

     02_shiny-basics.mp4

     03_create-a-simple-shiny-app.en.txt

     04_summary-highlights_instructions.html

    02_lesson-2-create-a-dashboard-application

     01_explore-shiny-components.en.txt

     02_deploy-the-shiny-app.en.srt

     02_deploy-the-shiny-app.mp4

     03_reports-in-rmd.en.txt

     04_summary-highlights_instructions.html

   04_module-4-final-assignment

    01_final-assignment

    02_course-wrap-up

    03_credits-and-acknowledgments

  excel-basics-data-analysis-ibm

   01_introduction-to-data-analysis-using-spreadsheets

    01_introduction-to-spreadsheets-for-data-analysis

     01_course-introduction.en.txt

     02_introduction-to-spreadsheets.en.srt

     02_introduction-to-spreadsheets.mp4

     03_spreadsheet-basics-part-1.en.txt

     04_spreadsheet-basics-part-2.en.srt

     04_spreadsheet-basics-part-2.mp4

     05_optional-hands-on-lab-1-access-to-the-environment_instructions.html

     06_viewpoints-using-spreadsheets-as-a-data-analysis-tool.en.txt

     07_summary-and-highlights_instructions.html

   02_getting-started-with-using-excel-speadsheets

    01_getting-started-using-spreadsheets

     01_viewing-entering-and-editing-data.en.txt

     02_copying-filling-and-formatting-cells-and-data.en.srt

     02_copying-filling-and-formatting-cells-and-data.mp4

     03_the-basics-of-formulas.en.txt

     04_intro-to-functions.en.srt

     04_intro-to-functions.mp4

     05_referencing-data-in-formulas.en.txt

     06_summary-and-highlights_instructions.html

   03_cleaning-wrangling-data-using-spreadsheets

    01_basics-of-data-quality-and-privacy

     01_introduction-to-data-quality.en.txt

     02_importing-file-data.en.srt

     02_importing-file-data.mp4

     03_basics-of-data-privacy.en.txt

     04_viewpoints-data-quality-and-privacy.en.srt

     04_viewpoints-data-quality-and-privacy.mp4

    02_cleaning-data

     01_removing-duplicated-or-inaccurate-data-and-empty-rows.en.txt

     02_dealing-with-inconsistencies-in-data.en.srt

     02_dealing-with-inconsistencies-in-data.mp4

     03_more-excel-features-for-cleaning-data.en.txt

     04_viewpoints-issues-with-data-quality.en.srt

     04_viewpoints-issues-with-data-quality.mp4

   04_analyzing-data-using-spreadsheets

    01_data-analysis-basics-filtering-and-sorting-data

     01_intro-to-analyzing-data-using-spreadsheets.en.txt

     02_filtering-and-sorting-data-in-excel.en.srt

     02_filtering-and-sorting-data-in-excel.mp4

     03_viewpoints-filtering-and-sorting.en.txt

     04_useful-functions-for-data-analysis.en.srt

     04_useful-functions-for-data-analysis.mp4

     05_using-vlookup-and-hlookup-functions.en.txt

     06_summary-and-highlights_instructions.html

    02_using-pivot-tables

     01_introduction-to-creating-pivot-tables-in-excel.en.txt

     02_viewpoints-pivot-tables.en.srt

     02_viewpoints-pivot-tables.mp4

     03_pivot-table-features.en.txt

     04_summary-and-highlights_instructions.html

   05_final-project

    01_course-wrap-up

     02_course-credits-and-acknowledgements_instructions.html

  introduction-to-data-analytics

   01_what-is-data-analytics

    01_modern-data-ecosystem-and-the-role-of-data-analytics

     01_course-introduction.en.txt

     02_modern-data-ecosystem.en.srt

     02_modern-data-ecosystem.mp4

     03_key-players-in-the-data-ecosystem.en.txt

     04_defining-data-analysis.en.srt

     04_defining-data-analysis.mp4

     05_viewpoints-what-is-data-analytics.en.txt

     06_data-analytics-vs-data-analysis_instructions.html

     08_practice-quiz_quiz.html

    02_the-data-analyst-role

     01_responsibilities-of-a-data-analyst.en.txt

     02_viewpoints-qualities-and-skills-to-be-a-data-analyst.en.srt

     02_viewpoints-qualities-and-skills-to-be-a-data-analyst.mp4

     03_a-day-in-the-life-of-a-data-analyst.en.txt

     04_viewpoints-applications-of-data-analytics.en.srt

     04_viewpoints-applications-of-data-analytics.mp4

     06_practice-quiz_quiz.html

   02_the-data-ecosystem

    01_the-data-ecosystem-and-languages-for-data-professionals

     01_overview-of-the-data-analyst-ecosystem.en.txt

     02_types-of-data.en.srt

     02_types-of-data.mp4

     03_understanding-different-types-of-file-formats.en.txt

     04_sources-of-data.en.srt

     04_sources-of-data.mp4

     05_languages-for-data-professionals.en.txt

     06_summary-and-highlights_instructions.html

     08_graded-quiz_exam.html

    02_understanding-data-repositories-and-big-data-platforms

     01_overview-of-data-repositories.en.txt

     02_rdbms.en.srt

     02_rdbms.mp4

     03_nosql.en.txt

     04_data-marts-data-lakes-etl-and-data-pipelines.en.srt

     04_data-marts-data-lakes-etl-and-data-pipelines.mp4

     05_foundations-of-big-data.en.txt

     06_big-data-processing-tools.en.srt

     06_big-data-processing-tools.mp4

     08_practice-quiz_quiz.html

   03_gathering-and-wrangling-data

    01_gathering-data

     01_identifying-data-for-analysis.en.txt

     02_data-sources.en.srt

     02_data-sources.mp4

     03_how-to-gather-and-import-data.en.txt

     04_summary-and-highlights_instructions.html

     06_graded-quiz_exam.html

    02_wrangling-data

     01_what-is-data-wrangling.en.txt

     02_tools-for-data-wrangling.en.srt

     02_tools-for-data-wrangling.mp4

     03_data-cleaning.en.txt

     04_viewpoints-data-preparation-and-reliability.en.srt

     04_viewpoints-data-preparation-and-reliability.mp4

     06_practice-quiz_quiz.html

   04_mining-visualizing-data-and-communicating-results

    01_analyzing-and-mining-data

     01_overview-of-statistical-analysis.en.txt

     02_what-is-data-mining.en.srt

     02_what-is-data-mining.mp4

     03_tools-for-data-mining.en.txt

     04_summary-and-highlights_instructions.html

     06_graded-quiz_exam.html

    02_communicating-data-analysis-findings

     01_overview-of-communicating-and-sharing-data-analysis-findings.en.txt

     02_viewpoints-storytelling-in-data-analysis.en.srt

     02_viewpoints-storytelling-in-data-analysis.mp4

     03_introduction-to-data-visualization.en.txt

     04_introduction-to-visualization-and-dashboarding-software.en.srt

     04_introduction-to-visualization-and-dashboarding-software.mp4

     05_viewpoints-visualization-tools.en.txt

     06_summary-and-highlights_instructions.html

     08_graded-quiz_exam.html

   05_career-opportunities-and-data-analysis-in-action

    01_opportunities-and-learning-paths

     01_career-opportunities-in-data-analysis.en.txt

     02_viewpoints-get-into-data-profession.en.srt

     02_viewpoints-get-into-data-profession.mp4

     03_viewpoints-what-do-employers-look-for-in-a-data-analyst.en.txt

     04_the-many-paths-to-data-analysis.en.srt

     04_the-many-paths-to-data-analysis.mp4

     05_viewpoints-career-options-for-data-professionals.en.txt

     06_viewpoints-advice-for-aspiring-data-analysts.en.srt

     06_viewpoints-advice-for-aspiring-data-analysts.mp4

     07_viewpoints-women-in-data-professions.en.txt

     08_summary-and-highlights_instructions.html

     10_graded-quiz_exam.html

    02_final-assignment-data-analysis-in-action

     02_peer-graded-final-assignment_peer_assignment_instructions.html

    03_course-wrap-up

     02_course-credits-and-acknowledgements_instructions.html

  introducton-r-programming-data-science

   01_r-basics

    01_course-introduction

     01_welcome-to-introduction-to-r-programming-for-data-science.en.txt

    02_r-basics

     01_introduction-to-r-language.en.txt

     02_basic-data-types.en.srt

     02_basic-data-types.mp4

     03_math-variables-and-strings.en.txt

     04_r-environment.en.srt

     04_r-environment.mp4

     05_introduction-to-rstudio.en.txt

     06_writing-and-running-r-in-jupyter-notebooks.en.srt

     06_writing-and-running-r-in-jupyter-notebooks.mp4

   02_common-data-structures

    01_common-data-structures

     01_vectors-and-factors.en.txt

     02_vector-operations.en.srt

     02_vector-operations.mp4

     03_lists.en.txt

     04_arrays-and-matrices.en.srt

     04_arrays-and-matrices.mp4

     05_data-frames.en.txt

     06_summary-highlights_instructions.html

   03_r-programming-fundamentals

    01_r-programming-fundamentals

     01_conditions-and-loops.en.txt

     02_functions-in-r.en.srt

     02_functions-in-r.mp4

     03_string-operations-in-r.en.txt

     04_regular-expressions.en.srt

     04_regular-expressions.mp4

     05_date-format-in-r.en.txt

     06_debugging.en.srt

     06_debugging.mp4

   04_working-with-data

    01_working-with-data

     01_reading-csv-excel-and-built-in-datasets.en.txt

     02_reading-text-files-in-r.en.srt

     02_reading-text-files-in-r.mp4

     03_writing-and-saving-to-files.en.txt

     04_http-request-and-rest-api.en.srt

     04_http-request-and-rest-api.mp4

     05_web-scraping-in-r.en.txt

     06_summary-highlights_instructions.html

   05_final-project

    01_course-wrap-up

    02_credits-and-acknowledgments

  sql-data-science-r

   01_getting-started-with-sql

    01_basic-sql

     01_welcome-to-sql-for-data-science.en.txt

     02_select-statement.en.srt

     02_select-statement.mp4

     04_insert-statement.en.srt

     04_insert-statement.mp4

     05_update-and-delete-statements.en.txt

     06_summary-basic-sql_instructions.html

   02_introduction-to-relational-databases-and-tables

    01_introduction-to-relational-databases-and-tables

     01_introduction-to-databases.en.txt

     02_relational-database-concepts.en.srt

     02_relational-database-concepts.mp4

     03_optional-how-to-create-a-database-instance-on-cloud.en.txt

     04_types-of-sql-statements-ddl-vs-dml.en.srt

     04_types-of-sql-statements-ddl-vs-dml.mp4

     05_create-table-statement.en.txt

     06_alter-drop-and-truncate-tables.en.srt

     06_alter-drop-and-truncate-tables.mp4

   03_intermediate-sql

    01_refining-your-results

     01_using-string-patterns-and-ranges.en.txt

     02_sorting-result-sets.en.srt

     02_sorting-result-sets.mp4

     03_grouping-result-sets.en.txt

     04_summary-refining-your-results_instructions.html

    02_functions-multiple-tables-and-sub-queries

     01_built-in-database-functions.en.txt

     02_date-and-time-built-in-functions.en.srt

     02_date-and-time-built-in-functions.mp4

     03_sub-queries-and-nested-selects.en.txt

     04_working-with-multiple-tables.en.srt

     04_working-with-multiple-tables.mp4

     05_summary-functions-multiple-tables-and-sub-queries_instructions.html

   04_getting-started-with-databases-using-r

    01_r-and-relational-databases

     01_why-use-r-with-relational-databases.en.txt

     02_r-persistence-options.en.srt

     02_r-persistence-options.mp4

     03_terminology-comparison.en.txt

     04_mapping-data-between-r-and-rdbms.en.srt

     04_mapping-data-between-r-and-rdbms.mp4

     05_database-design-considerations.en.txt

     06_summary-highlights_instructions.html

    02_connecting-to-databases-from-r

     01_connectivity-options.en.txt

     02_connecting-with-rjdbc.en.srt

     02_connecting-with-rjdbc.mp4

     03_connectivity-using-odbc.en.txt

     04_rodbc-in-detail.en.srt

     04_rodbc-in-detail.mp4

     05_metadata-discovery.en.txt

     06_summary-highlights_instructions.html

   05_working-with-database-objects-using-r

    01_creating-database-objects-and-querying-data-from-r

     01_working-with-data.en.txt

     02_database-design-and-data-preparation.en.srt

     02_database-design-and-data-preparation.mp4

     03_creating-physical-database-objects.en.txt

     04_loading-the-data.en.srt

     04_loading-the-data.mp4

     05_querying-data-sql-select.en.txt

     06_analyzing-the-data.en.srt

     06_analyzing-the-data.mp4

   06_course-project

    01_course-wrap-up