[TutsNode.net] - Data Analysis and Interpretation Specialization

  data-visualization

   01_selecting-a-research-question

    05_assignment-developing-a-research-question-and-creating-your-personal-code-book

     01_course-codebooks_Mars_Crater_Codebook.pdf

     06_troubleshooting-your-tumblr-assignment-blog-link_tumb

     01_course-codebooks_GapMinder_Codebook.pdf

     01_course-codebooks_Outlook_on_Life_Surveys_READ_ME.pdf

     06_troubleshooting-your-tumblr-assignment-blog-link_inst

     01_course-codebooks_instructions.html

     02_course-data-sets_marscrater_pds.csv

     04_tumblr-instructions_instructions.html

    01_steps-in-data-analysis-lesson-1

     01_welcome-video.mp4

     01_welcome-video.en.srt

     01_welcome-video.en.txt

    03_data-sets-and-code-books-lesson-3

     01_video-lesson-datasets-and-codebooks.en.srt

    04_developing-a-research-question-lesson-4

     01_video-lesson-developing-a-research-question.en.srt

    02_what-do-we-mean-by-data-lesson-2

     01_video-lesson-what-do-we-mean-by-data.en.txt

   04_visualizing-data

    04_assignment-creating-graphs-for-your-data

     01_creating-graphs-for-your-data_peer_assignment_instructions.html

    01_supporting-materials

     04_codebooks-for-video-examples_Codebook_for_video_examples_Module_4.pdf

     01_graphing-decisions-flowchart_instructions.html

     03_python-programs-for-video-examples_instructions.html

     02_sas-programs-for-video-examples_SAS_Program_for_video_examples_Module_4.sas

    03_python-lessons

     03_python-lesson-3-measures-of-center-and-spread.mp4

     06_python-lesson-6-graphing-decisions-quantitative-response-variable.en.srt

     02_python-lesson-2-describing-distributions-visually.en.srt

     03_python-lesson-3-measures-of-center-and-spread.en.txt

     04_python-lesson-4-designing-the-role-each-of-your-variables-will-play.en.srt

     01_python-lesson-1-graphing-individual-variables.en.txt

     04_python-lesson-4-designing-the-role-each-of-your-variables-will-play.mp4

     05_python-lesson-5-graphing-decisions-categorical-response-variables.mp4

     01_python-lesson-1-graphing-individual-variables.mp4

    02_sas-lessons

     05_sas-lesson-5-graphing-decisions-categorical-response-variables.en.srt

     06_sas-lesson-6-graphing-decisions-quantitative-response-variable.en.srt

     02_sas-lesson-2-describing-distributions-visually.en.srt

     06_sas-lesson-6-graphing-decisions-quantitative-response-variable.en.txt

     04_sas-lesson-4-designing-the-role-each-of-your-variables-will-play.en.srt

     04_sas-lesson-4-designing-the-role-each-of-your-variables-will-play.en.txt

     05_sas-lesson-5-graphing-decisions-categorical-response-variables.mp4

     02_sas-lesson-2-describing-distributions-visually.mp4

     01_sas-lesson-1-graphing-individual-variables.mp4

   05_supplemental-materials-all-weeks

    01_more-supporting-materials-all-weeks

     01_how-to-write-a-literature-review_How_to_write_a_literature_review_revised.pdf

     01_how-to-write-a-literature-review_instructions.html

     03_acknowledgments_instructions.html

   02_writing-your-first-program-sas-or-python

    01_software-setup-and-supporting-materials

     02_getting-started-with-sas_GETTING_STARTED_WITH_SAS_01-2018.pdf

     01_choosing-sas-or-python_Python_or_SAS_-_Which_to_choose.pdf

     02_getting-started-with-sas_instructions.html

     04_codebook-for-video-examples_instructions.html

     05_sas-program-for-video-examples_SAS_Program_for_video_examples_Module_2.sas

     06_python-program-for-video-examples_SAS_Program_for_video_examples_Module_2.sas

     06_python-program-for-video-examples_Python_program_for_video_examples_Module_2.py

    03_python-lessons

     03_python-lesson-3-running-your-program-and-examining-frequency-distributions.en.srt

     01_python-lesson-1-defining-exploratory-data-analysis.en.txt

     02_python-lesson-2-python-coding-conventions.en.txt

     01_python-lesson-1-defining-exploratory-data-analysis.en.srt

     04_python-lesson-4-refining-your-research-question-by-selecting-rows.mp4

     02_python-lesson-2-python-coding-conventions.mp4

    02_sas-lessons

     03_sas-lesson-3-running-your-program-and-examining-frequency-distribution.en.srt

     02_sas-lesson-2-sas-coding-conventions.en.srt

     04_sas-lesson-4-refining-your-research-question-by-selecting-rows.en.srt

     04_sas-lesson-4-refining-your-research-question-by-selecting-rows.en.txt

     01_sas-lesson-1-defining-exploratory-data-analysis.mp4

     02_sas-lesson-2-sas-coding-conventions.mp4

    04_assignment-running-your-first-program

     01_running-your-first-program_peer_assignment_instructions.html

   03_managing-data

    01_supporting-materials

     01_sas-program-for-video-examples_instructions.html

     02_python-program-for-video-examples_instructions.html

     02_python-program-for-video-examples_Python_program_for_video_examples_Module_3.py

    03_python-lessons

     03_python-lesson-3-creating-secondary-variables.en.srt

     02_python-lesson-2-coding-valid-data-and-recoding-values.en.srt

     03_python-lesson-3-creating-secondary-variables.en.txt

     04_python-lesson-4-grouping-values-within-individual-variables.en.srt

     01_python-lesson-1-setting-aside-missing-data.mp4

     04_python-lesson-4-grouping-values-within-individual-variables.mp4

    04_assignment-making-data-management-decisions

     01_making-data-management-decisions_peer_assignment_instructions.html

    02_sas-lessons

     02_sas-lesson-2-coding-in-valid-data-and-recoding-values.en.txt

     04_sas-lesson-4-grouping-variables-within-individual-variables.en.txt

     03_sas-lesson-3-creating-secondary-variables.en.txt

     03_sas-lesson-3-creating-secondary-variables.mp4

     01_sas-lesson-1-setting-aside-missing-data.mp4

     04_sas-lesson-4-grouping-variables-within-individual-variables.mp4

  data-analysis-capstone

   01_module-1-identify-your-data-and-research-question

    01_overview-of-the-capstone-project

     02_introduction-to-the-capstone-course.en.txt

     04_industry-partner-the-connection_instructions.html

     07_data-sets-and-codebooks_WorldBank.zip

     10_sas-and-python-code-for-sample-final-report_instructions.html

     11_sas-data-sets_worldbank.sas7bdat

     09_your-capstone-project.en.txt

     07_data-sets-and-codebooks_sd.html

     08_creating-a-final-report_Sample_Final_Report.pdf

     07_data-sets-and-codebooks_instructions.html

     05_overview-of-each-module-and-assignments.en.srt

     02_introduction-to-the-capstone-course.en.srt

     09_your-capstone-project.mp4

     02_introduction-to-the-capstone-course.mp4

     11_sas-data-sets_stepnout.sas7bdat

     08_creating-a-final-report_Writing_a_Final_Report.pdf

    02_writing-your-report-title-and-introduction

     01_writing-your-report-title-and-introduction.en.txt

     02_writing-your-report-what-to-avoid.en.txt

     02_writing-your-report-what-to-avoid.mp4

   04_complete-your-final-report

    02_submit-final-assignment

     01_final-assignment-grading-rubric_instructions.html

    01_writing-your-report-conclusion-and-limitations

     01_writing-your-report-conclusions-and-limitations.en.txt

   05_Resources

    01_final-report-grading-rubric

     01__Capstone_Final_Report_Grading_Rubric.pdf

    02_writing-a-final-report-slides

     01__Writing_a_Final_Report.pdf

    03_sample-final-report

     01__Sample_Final_Report.pdf

    04_uploading-data-to-sas-studio

     01__Uploading_your_data_to_SAS_Studio.pdf

    05_python-code-sklearn-regression

     01__sklearn_logistic_regression_with_test_set_validation.py

    06_sas-code-for-graphing-quantitative-variables

     01__SAS_Code_for_Graphing_Quantitative_Variables.pdf

   03_module-3-exploratory-data-analysis

    01_writing-your-report-results

     01_writing-your-report-results.en.txt

   02_module-2-data-management

    01_writing-your-report-methods

     01_writing-your-report-methods.en.txt

  machine-learning-data-analysis

   01_decision-trees

    01_software-setup-and-course-supporting-materials

     06_course-data-sets_nesarc_pds.csv

     03_getting-started-with-sas_GETTING_STARTED_WITH_SAS_01-2018.pdf

     02_sas-or-python-which-to-choose_Python_or_SAS_-_Which_to_choose.pdf

     08_data-set-for-decision-tree-videos-tree-addhealth-csv_tree_addhealth.csv

     06_course-data-sets_gapminder.csv

     05_course-codebooks_instructions.html

     02_sas-or-python-which-to-choose_instructions.html

     04_getting-started-with-python_instructions.html

     07_uploading-your-own-data-to-sas_instructions.html

     06_course-data-sets_addhealth_pds.csv

     05_course-codebooks_OutlookOnLife_Codebook.pdf

     04_getting-started-with-python_GETTING_STARTED_WITH_PYTHON__9-14-20.pdf

    06_building-a-decision-tree-with-sas

     04_strengths-and-weaknesses-of-decision-trees-in-sas.en.srt

     03_building-a-decision-tree-with-sas.en.txt

     01_sas-code-decision-trees_instructions.html

     04_strengths-and-weaknesses-of-decision-trees-in-sas.en.txt

     04_strengths-and-weaknesses-of-decision-trees-in-sas.mp4

    02_what-is-machine-learning

     01_what-is-machine-learning.en.txt

    08_assignment

     01_getting-set-up-for-assignments_instructions.html

    07_building-a-decision-tree-with-python

     02_building-a-decision-tree-with-python.en.srt

     01_python-code-decision-trees_DECISIONTREEPYTHON.py

     03_installing-graphviz-and-pydotplus_instructions.html

    03_machine-learning-and-the-bias-variance-tradeoff

     01_machine-learning-and-the-bias-variance-trade-off.en.txt

    04_what-is-a-decision-tree

     01_what-is-a-decision-tree.en.txt

    05_what-is-the-process-of-growing-a-decision-tree

     01_what-is-the-process-of-growing-a-decision-tree.en.txt

   03_lasso-regression

    01_what-is-lasso-regression

     01_what-is-lasso-regression.en.txt

    05_assignment

    02_testing-a-lasso-regression-model-with-sas

     02_testing-a-lasso-regression-with-sas.en.srt

     01_sas-code-lasso-regression_instructions.html

    04_lasso-regression-limitations

     01_lasso-regression-limitations.en.txt

    03_testing-a-lasso-regression-model-with-python

     02_testing-a-lasso-regression-model-in-python.en.txt

     03_python-code-lasso-regression_C4W3_python_code_for_video_examples.py

     01_data-management-for-lasso-regression-in-python.en.txt

     01_data-management-for-lasso-regression-in-python.mp4

   02_random-forests

    04_validation-and-cross-validation

     01_validation-and-cross-validation.en.srt

    02_building-a-random-forest-with-sas

     03_building-a-random-forest-with-sas.en.txt

     01_sas-code-random-forests_Random_Forest_Program.sas

     03_building-a-random-forest-with-sas.mp4

    03_building-a-random-forest-with-python

     02_building-a-random-forest-with-python.en.txt

     01_python-code-random-forests_RandomForest.py

    01_what-is-a-random-forest-and-how-is-it-grown

     01_what-is-a-random-forest-and-how-is-it-grown.en.txt

    05_assignment

   04_k-means-cluster-analysis

    05_assignment

    02_running-a-k-means-cluster-analysis-in-sas

     01_running-a-k-means-cluster-analysis-in-sas-pt-1.en.srt

     01_running-a-k-means-cluster-analysis-in-sas-pt-1.en.txt

     03_sas-code-k-means-cluster-analysis_instructions.html

     02_running-a-k-means-cluster-analysis-in-sas-pt-2.mp4

    03_running-a-k-means-cluster-analysis-in-python

     02_running-a-k-means-cluster-analysis-in-python-pt-1.en.srt

     02_running-a-k-means-cluster-analysis-in-python-pt-1.en.txt

     01_python-code-k-means-cluster-analysis_instructions.html

     02_running-a-k-means-cluster-analysis-in-python-pt-1.mp4

    01_what-is-a-k-means-cluster-analysis

     01_what-is-a-k-means-cluster-analysis.en.txt

    04_k-means-cluster-analysis-limitations

     01_k-means-cluster-analysis-limitations.en.txt

   05_Resources

    01_tree-addhealth-csv

     01__resources.html

  regression-modeling-practice

   01_introduction-to-regression

    01_observational-and-experimental-data

     03_lesson-2-experimental-data.en.srt

     03_lesson-2-experimental-data.en.txt

     01_some-guidance-for-learners-new-to-the-specialization_instructions.html

     02_lesson-1-observational-data.mp4

    02_confounding-variables

     01_lesson-3-confounding-variables.en.srt

    04_assignment

     04_writing-about-your-data-example-assignment_C3W1_Assignment_Example_-_Writing_About_Your_Data.pdf

     03_how-to-write-about-data_instructions.html

     02_tumblr-instructions_instructions.html

    03_intro-to-multivariate-methods

     01_lesson-4-introduction-to-multivariate-methods.en.txt

   02_basics-of-linear-regression

    02_sas-lessons

     03_sas-lesson-2-testing-a-basic-linear-regression-mode.en.srt

     04_sas-lesson-3-categorical-explanatory-variables.en.srt

     03_sas-lesson-2-testing-a-basic-linear-regression-mode.en.txt

     01_sas-program-code-for-video-examples_instructions.html

     04_sas-lesson-3-categorical-explanatory-variables.mp4

     03_sas-lesson-2-testing-a-basic-linear-regression-mode.mp4

    01_software-setup-and-course-supporting-materials

     04_course-codebooks_Mars_Crater_Codebook.pdf

     01_sas-or-python-which-to-choose_Python_or_SAS_-_Which_to_choose.pdf

     04_course-codebooks_GapMinder_Codebook.pdf

     05_course-data-sets_gapminder.csv

     04_course-codebooks_instructions.html

     01_sas-or-python-which-to-choose_instructions.html

     02_getting-started-with-sas_instructions.html

     05_course-data-sets_addhealth_pds.csv

     04_course-codebooks_OutlookOnLife_Codebook.pdf

     03_getting-started-with-python_GETTING_STARTED_WITH_PYTHON__9-14-20.pdf

    04_linear-regression-assumptions

     01_lesson-4-linear-regression-assumptions.mp4

     01_lesson-4-linear-regression-assumptions.en.txt

    05_centering-explanatory-variables

     01_lesson-5-centering-explanatory-variables.en.srt

    03_python-lessons

     01_python-program-code-for-video-examples_C3W2__python_code_for_video_examples_NESARC.py

     04_python-lesson-3-categorical-explanatory-variables.en.srt

     02_python-lesson-1-more-on-confounding-variables.en.txt

     01_python-program-code-for-video-examples_C3W2_python_code_for_video_examples_Gapminder.py

     02_python-lesson-1-more-on-confounding-variables.mp4

     04_python-lesson-3-categorical-explanatory-variables.mp4

   04_logistic-regression

    01_sas-lesson

     02_sas-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.en.txt

     01_sas-program-code-for-video-examples_instructions.html

    03_a-few-things-to-keep-in-mind

     01_lesson-2-a-few-things-to-keep-in-mind.en.srt

    02_python-lesson

     02_python-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.en.srt

     01_python-program-code-for-video-examples_instructions.html

    05_python-videos

     01_python-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.en.txt

     02_python-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.en.txt

     02_python-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp4

    04_sas-videos

     01_sas-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.en.txt

     02_sas-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.en.txt

     02_sas-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp4

    06_video-credits

     01_week-1-video-credits_instructions.html

     03_week-3-video-credits_instructions.html

   03_multiple-regression

    02_python-lessons

     06_python-lesson-5-evaluating-model-fit-pt-2.en.srt

     01_python-program-code-for-video-examples_C3W3__python_code_for_video_examples_NESARC.py

     04_python-lesson-3-polynomial-regression.en.txt

     05_python-lesson-4-evaluating-model-fit-pt-1.en.srt

     05_python-lesson-4-evaluating-model-fit-pt-1.en.txt

     01_python-program-code-for-video-examples_C3W3__python_code_for_video_examples_Gapminder.py

     02_python-lesson-1-multiple-regression.mp4

     06_python-lesson-5-evaluating-model-fit-pt-2.mp4

     03_python-lesson-2-confidence-intervals.mp4

    01_sas-lessons

     06_sas-lesson-5-evaluating-model-fit-pt-2.en.srt

     06_sas-lesson-5-evaluating-model-fit-pt-2.en.txt

     02_sas-lesson-1-multiple-regression.en.srt

     01_sas-program-code-for-video-examples_C3W3_SAS_code_for_video_examples_NESARC.sas

     05_sas-lesson-4-evaluating-model-fit-pt-1.en.txt

     03_sas-lesson-2-confidence-intervals.en.txt

     02_sas-lesson-1-multiple-regression.mp4

     06_sas-lesson-5-evaluating-model-fit-pt-2.mp4

     05_sas-lesson-4-evaluating-model-fit-pt-1.mp4

   05_Resources

    01_seaborn-installation

     01__resources.html

  data-analysis-tools

   01_hypothesis-testing-and-anova

    07_software-setup-and-course-supporting-materials

     01_choosing-sas-or-python_Python_or_SAS_-_Which_to_choose.pdf

     02_getting-started-with-sas_GETTING_STARTED_WITH_SAS_01-2018.pdf

     01_choosing-sas-or-python_instructions.html

     03_getting-started-with-python_instructions.html

     05_course-data-sets_instructions.html

     04_course-codebooks_GapMinder_Codebook.pdf

     04_course-codebooks_Outlook_on_Life_Surveys_READ_ME.pdf

     05_course-data-sets_addhealth_pds.csv

     04_course-codebooks_OutlookOnLife_Codebook.pdf

     03_getting-started-with-python_GETTING_STARTED_WITH_PYTHON__9-14-20.pdf

    01_the-role-of-probability-in-inference

     01_lesson-1-the-role-of-probability-in-inference.en.srt

    05_how-to-choose-a-statistical-test

     01_lesson-5-how-to-choose-a-statistical-test.en.txt

    03_steps-in-hypothesis-testing

     01_lesson-3-steps-in-hypothesis-testing.en.srt

    08_sas-lessons

     01_sas-program-code-for-video-examples_Module1Program-ANOVA.sas

     02_sas-lesson-7-anova-explanatory-variable-with-2-levels.en.srt

     03_sas-lesson-8-anova-explanatory-variables-with-more-than-2-levels.en.txt

     04_sas-lesson-9-post-hoc-tests-for-anova.en.txt

     03_sas-lesson-8-anova-explanatory-variables-with-more-than-2-levels.en.srt

     02_sas-lesson-7-anova-explanatory-variable-with-2-levels.mp4

     05_sas-lesson-10-anova-summary.mp4

    09_python-lessons

     01_python-program-code-for-video-examples_Week_1_Script.py

     02_python-lesson-7-anova-explanatory-variables-with-two-levels.en.srt

     02_python-lesson-7-anova-explanatory-variables-with-two-levels.en.txt

     05_python-lesson-10-anova-summary.en.srt

     03_python-lesson-8-anova-explanatory-variables-with-more-than-2-levels.en.txt

     03_python-lesson-8-anova-explanatory-variables-with-more-than-2-levels.mp4

     02_python-lesson-7-anova-explanatory-variables-with-two-levels.mp4

    10_assignment

     03_example-running-an-analysis-of-variance_instructions.html

    04_what-is-a-p-value

     01_lesson-4-what-is-a-p-value.en.srt

    02_from-sample-to-population

     01_lesson-2-from-sample-to-population.en.srt

    06_ideas-behind-anova

     01_lesson-6-ideas-behind-anova.en.srt

   04_exploring-statistical-interactions

    02_python-lessons

     05_python-program-code-for-video-examples_instructions.html

     01_python-lesson-1-defining-moderation-a-k-a-statistical-interaction.en.srt

     03_python-lesson-3-testing-moderation-in-the-context-of-chi-square.en.srt

     01_python-lesson-1-defining-moderation-a-k-a-statistical-interaction.en.txt

     02_python-lesson-2-testing-moderation-in-the-context-of-anova.en.txt

     01_python-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp4

     03_python-lesson-3-testing-moderation-in-the-context-of-chi-square.mp4

    03_but-do-my-findings-tell-me-anything-about-causation

     01_a-question-of-causation-used-with-permission-from-annenberg-learner.en.srt

    01_sas-lessons

     01_sas-program-code-for-video-examples_Module4Program-Moderation.sas

     03_sas-lesson-2-testing-moderation-in-the-context-of-anova.en.srt

     04_sas-lesson-3-testing-moderation-in-the-context-of-chi-square.en.txt

     03_sas-lesson-2-testing-moderation-in-the-context-of-anova.en.txt

     05_sas-lesson-4-testing-moderation-in-the-context-of-correlation.en.txt

     05_sas-lesson-4-testing-moderation-in-the-context-of-correlation.mp4

     02_sas-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp4

   02_chi-square-test-of-independence

    01_ideas-behind-the-chi-square-test-of-independence

     01_lesson-1-ideas-behind-the-chi-square-test-of-independence.en.srt

    02_sas-lectures

     04_sas-lesson-4-chi-square-summary.en.srt

     03_sas-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.mp4

     03_sas-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.en.txt

     02_sas-lesson-2-chi-square-test-of-independence-in-practice.en.txt

     02_sas-lesson-2-chi-square-test-of-independence-in-practice.mp4

    03_python-lectures

     04_python-lesson-4-chi-square-summary.en.txt

     02_python-lesson-2-chi-square-test-of-independence-in-practice.en.srt

     02_python-lesson-2-chi-square-test-of-independence-in-practice.en.txt

     01_python-program-code-for-video-examples_instructions.html

     02_python-lesson-2-chi-square-test-of-independence-in-practice.mp4

    04_assignment

   05_Resources

    01_week-4-diet-exercise-data-set

     01__resources.html

   03_pearson-correlation

    02_correlation-example

     01_lesson-2-correlation-example.en.srt

    03_calculating-correlation

     01_sas-program-code-for-video-examples_Module3Program-correlation.sas

     03_python-program-code-for-video-examples_Week_3_Script.py

     02_sas-lesson-3-calculating-correlation.en.srt

     04_python-lesson-3-calculating-correlation.en.txt

     04_python-lesson-3-calculating-correlation.mp4

    01_pearson-correlation

     01_lesson-1-pearson-correlation.en.txt

 TutsNode.net.txt

 .pad

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