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Complete Guide to R - Wrangling, Visualizing, and Modeling Data

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File Name
Size
001-Make-your-data-make-sense-yPdL-english-onehack.us.srt
1.6 kB
001-Make-your-data-make-sense-yPdL-onehack.us.mp4
11 MB
001-Make-your-data-make-sense-yPdL-persian-onehack.us.srt
2.2 kB
002-Using-the-exercise-files-zePH-onehack.us.mp4
2.1 MB
003-R-in-context-KzNt-english-onehack.us.srt
11 kB
003-R-in-context-KzNt-onehack.us.mp4
9.8 MB
003-R-in-context-KzNt-persian-onehack.us.srt
15 kB
004-Data-science-with-R-A-case-study-cGfr-english-onehack.us.srt
22 kB
004-Data-science-with-R-A-case-study-cGfr-onehack.us.mp4
20 MB
004-Data-science-with-R-A-case-study-cGfr-persian-onehack.us.srt
30 kB
005-Installing-R-9weW-english-onehack.us.srt
3.1 kB
005-Installing-R-9weW-onehack.us.mp4
3.0 MB
005-Installing-R-9weW-persian-onehack.us.srt
4.4 kB
006-Environments-for-R-vMEq-english-onehack.us.srt
7.6 kB
006-Environments-for-R-vMEq-onehack.us.mp4
7.0 MB
006-Environments-for-R-vMEq-persian-onehack.us.srt
10 kB
007-Installing-RStudio-B7Er-onehack.us.mp4
2.4 MB
008-Navigating-the-RStudio-environment-J9z8-english-onehack.us.srt
10 kB
008-Navigating-the-RStudio-environment-J9z8-onehack.us.mp4
10 MB
008-Navigating-the-RStudio-environment-J9z8-persian-onehack.us.srt
14 kB
009-Entering-data-kTtu-english-onehack.us.srt
11 kB
009-Entering-data-kTtu-onehack.us.mp4
10 MB
009-Entering-data-kTtu-persian-onehack.us.srt
16 kB
010-Data-types-and-structures-InaV-english-onehack.us.srt
22 kB
010-Data-types-and-structures-InaV-onehack.us.mp4
18 MB
010-Data-types-and-structures-InaV-persian-onehack.us.srt
30 kB
011-Comments-and-headers-MloE-english-onehack.us.srt
8.1 kB
011-Comments-and-headers-MloE-onehack.us.mp4
7.6 MB
011-Comments-and-headers-MloE-persian-onehack.us.srt
12 kB
012-Packages-for-R-CPs6-english-onehack.us.srt
7.8 kB
012-Packages-for-R-CPs6-onehack.us.mp4
10 MB
012-Packages-for-R-CPs6-persian-onehack.us.srt
11 kB
013-The-tidyverse-pu0f-english-onehack.us.srt
4.6 kB
013-The-tidyverse-pu0f-onehack.us.mp4
5.7 MB
013-The-tidyverse-pu0f-persian-onehack.us.srt
6.2 kB
014-Piping-commands-with-SglL-english-onehack.us.srt
9.8 kB
014-Piping-commands-with-SglL-onehack.us.mp4
6.8 MB
014-Piping-commands-with-SglL-persian-onehack.us.srt
13 kB
015-R-s-built-in-datasets-DEqw-english-onehack.us.srt
8.6 kB
015-R-s-built-in-datasets-DEqw-onehack.us.mp4
9.4 MB
015-R-s-built-in-datasets-DEqw-persian-onehack.us.srt
12 kB
016-Exploring-sample-datasets-with-pacman-hvtF-onehack.us.mp4
12 MB
017-Importing-data-from-a-spreadsheet-gQ0F-english-onehack.us.srt
9.1 kB
017-Importing-data-from-a-spreadsheet-gQ0F-onehack.us.mp4
9.8 MB
017-Importing-data-from-a-spreadsheet-gQ0F-persian-onehack.us.srt
13 kB
018-Importing-XML-data-07F1-english-onehack.us.srt
9.3 kB
018-Importing-XML-data-07F1-onehack.us.mp4
10 MB
018-Importing-XML-data-07F1-persian-onehack.us.srt
13 kB
019-Importing-JSON-data-hOeG-english-onehack.us.srt
9.5 kB
019-Importing-JSON-data-hOeG-onehack.us.mp4
12 MB
019-Importing-JSON-data-hOeG-persian-onehack.us.srt
14 kB
020-Saving-data-in-native-R-formats-REDN-english-onehack.us.srt
11 kB
020-Saving-data-in-native-R-formats-REDN-onehack.us.mp4
11 MB
020-Saving-data-in-native-R-formats-REDN-persian-onehack.us.srt
16 kB
021-Introduction-to-ggplot2-MmKa-english-onehack.us.srt
7.3 kB
021-Introduction-to-ggplot2-MmKa-onehack.us.mp4
12 MB
021-Introduction-to-ggplot2-MmKa-persian-onehack.us.srt
10 kB
022-Using-colors-in-R-mGkg-english-onehack.us.srt
8.6 kB
022-Using-colors-in-R-mGkg-onehack.us.mp4
9.2 MB
022-Using-colors-in-R-mGkg-persian-onehack.us.srt
12 kB
023-Using-color-palettes-VQCy-english-onehack.us.srt
13 kB
023-Using-color-palettes-VQCy-onehack.us.mp4
16 MB
023-Using-color-palettes-VQCy-persian-onehack.us.srt
18 kB
024-Creating-bar-charts-xeBw-english-onehack.us.srt
16 kB
024-Creating-bar-charts-xeBw-onehack.us.mp4
15 MB
024-Creating-bar-charts-xeBw-persian-onehack.us.srt
23 kB
025-Creating-histograms-DJus-english-onehack.us.srt
9.2 kB
025-Creating-histograms-DJus-onehack.us.mp4
8.7 MB
025-Creating-histograms-DJus-persian-onehack.us.srt
13 kB
026-Creating-box-plots-mL9n-english-onehack.us.srt
9.8 kB
026-Creating-box-plots-mL9n-onehack.us.mp4
8.4 MB
026-Creating-box-plots-mL9n-persian-onehack.us.srt
14 kB
027-Creating-scatterplots-wHH2-english-onehack.us.srt
10 kB
027-Creating-scatterplots-wHH2-onehack.us.mp4
9.2 MB
027-Creating-scatterplots-wHH2-persian-onehack.us.srt
14 kB
028-Creating-multiple-graphs-x6mc-onehack.us.mp4
6.6 MB
029-Creating-cluster-charts-mVpc-english-onehack.us.srt
15 kB
029-Creating-cluster-charts-mVpc-onehack.us.mp4
14 MB
029-Creating-cluster-charts-mVpc-persian-onehack.us.srt
21 kB
030-Creating-tidy-data-LmBD-english-onehack.us.srt
17 kB
030-Creating-tidy-data-LmBD-onehack.us.mp4
18 MB
030-Creating-tidy-data-LmBD-persian-onehack.us.srt
24 kB
031-Using-tibbles-H30h-english-onehack.us.srt
9.0 kB
031-Using-tibbles-H30h-onehack.us.mp4
8.0 MB
031-Using-tibbles-H30h-persian-onehack.us.srt
13 kB
032-Using-data-table-SrYh-english-onehack.us.srt
8.4 kB
032-Using-data-table-SrYh-onehack.us.mp4
8.6 MB
032-Using-data-table-SrYh-persian-onehack.us.srt
12 kB
033-Converting-data-from-wide-to-tall-and-from-tall-to-wide-7NxD-english-onehack.us.srt
7.3 kB
033-Converting-data-from-wide-to-tall-and-from-tall-to-wide-7NxD-onehack.us.mp4
6.8 MB
033-Converting-data-from-wide-to-tall-and-from-tall-to-wide-7NxD-persian-onehack.us.srt
10 kB
034-Converting-data-from-tables-to-rows-xJmn-english-onehack.us.srt
8.3 kB
034-Converting-data-from-tables-to-rows-xJmn-onehack.us.mp4
8.6 MB
034-Converting-data-from-tables-to-rows-xJmn-persian-onehack.us.srt
12 kB
035-Working-with-dates-and-times-hQmk-english-onehack.us.srt
11 kB
035-Working-with-dates-and-times-hQmk-onehack.us.mp4
11 MB
035-Working-with-dates-and-times-hQmk-persian-onehack.us.srt
15 kB
036-Working-with-list-data-JArT-onehack.us.mp4
8.5 MB
037-Working-with-XML-data-hS5N-english-onehack.us.srt
9.1 kB
037-Working-with-XML-data-hS5N-onehack.us.mp4
9.4 MB
037-Working-with-XML-data-hS5N-persian-onehack.us.srt
13 kB
038-Working-with-categorical-variables-yefF-english-onehack.us.srt
12 kB
038-Working-with-categorical-variables-yefF-onehack.us.mp4
9.9 MB
038-Working-with-categorical-variables-yefF-persian-onehack.us.srt
16 kB
039-Filtering-cases-and-subgroups-A2H4-english-onehack.us.srt
13 kB
039-Filtering-cases-and-subgroups-A2H4-onehack.us.mp4
13 MB
039-Filtering-cases-and-subgroups-A2H4-persian-onehack.us.srt
18 kB
040-Recoding-categorical-data-oXmF-english-onehack.us.srt
16 kB
040-Recoding-categorical-data-oXmF-onehack.us.mp4
16 MB
040-Recoding-categorical-data-oXmF-persian-onehack.us.srt
23 kB
041-Recoding-quantitative-data-2Obd-english-onehack.us.srt
12 kB
041-Recoding-quantitative-data-2Obd-onehack.us.mp4
12 MB
041-Recoding-quantitative-data-2Obd-persian-onehack.us.srt
17 kB
042-Transforming-outliers-sx2f-english-onehack.us.srt
15 kB
042-Transforming-outliers-sx2f-onehack.us.mp4
14 MB
042-Transforming-outliers-sx2f-persian-onehack.us.srt
22 kB
043-Creating-scale-scores-by-counting-CH4h-english-onehack.us.srt
9.8 kB
043-Creating-scale-scores-by-counting-CH4h-onehack.us.mp4
8.8 MB
043-Creating-scale-scores-by-counting-CH4h-persian-onehack.us.srt
14 kB
044-Creating-scale-scores-by-averaging-vOmX-english-onehack.us.srt
5.9 kB
044-Creating-scale-scores-by-averaging-vOmX-onehack.us.mp4
5.4 MB
044-Creating-scale-scores-by-averaging-vOmX-persian-onehack.us.srt
8.2 kB
045-Data-science-with-R-A-case-study-J7iI-english-onehack.us.srt
30 kB
045-Data-science-with-R-A-case-study-J7iI-onehack.us.mp4
33 MB
045-Data-science-with-R-A-case-study-J7iI-persian-onehack.us.srt
42 kB
046-Computing-frequencies-xLVy-english-onehack.us.srt
8.9 kB
046-Computing-frequencies-xLVy-onehack.us.mp4
8.0 MB
046-Computing-frequencies-xLVy-persian-onehack.us.srt
12 kB
047-Computing-descriptive-statistics-Yo7i-english-onehack.us.srt
17 kB
047-Computing-descriptive-statistics-Yo7i-onehack.us.mp4
15 MB
047-Computing-descriptive-statistics-Yo7i-persian-onehack.us.srt
23 kB
048-Computing-correlations-y83z-english-onehack.us.srt
11 kB
048-Computing-correlations-y83z-onehack.us.mp4
10 MB
048-Computing-correlations-y83z-persian-onehack.us.srt
15 kB
049-Creating-contingency-tables-qQMB-english-onehack.us.srt
9.7 kB
049-Creating-contingency-tables-qQMB-onehack.us.mp4
9.2 MB
049-Creating-contingency-tables-qQMB-persian-onehack.us.srt
14 kB
050-Conducting-a-principal-component-analysis-QjaA-english-onehack.us.srt
21 kB
050-Conducting-a-principal-component-analysis-QjaA-onehack.us.mp4
22 MB
050-Conducting-a-principal-component-analysis-QjaA-persian-onehack.us.srt
29 kB
051-Conducting-an-item-analysis-tEWW-english-onehack.us.srt
30 kB
051-Conducting-an-item-analysis-tEWW-onehack.us.mp4
29 MB
051-Conducting-an-item-analysis-tEWW-persian-onehack.us.srt
41 kB
052-Conducting-a-confirmatory-factor-analysis-rsIL-english-onehack.us.srt
9.2 kB
052-Conducting-a-confirmatory-factor-analysis-rsIL-onehack.us.mp4
9.6 MB
052-Conducting-a-confirmatory-factor-analysis-rsIL-persian-onehack.us.srt
12 kB
053-Comparing-proportions-bCos-english-onehack.us.srt
13 kB
053-Comparing-proportions-bCos-onehack.us.mp4
13 MB
053-Comparing-proportions-bCos-persian-onehack.us.srt
18 kB
054-Comparing-one-mean-to-a-population-One-sample-t-test-JYbA-english-onehack.us.srt
10 kB
054-Comparing-one-mean-to-a-population-One-sample-t-test-JYbA-onehack.us.mp4
9.5 MB
054-Comparing-one-mean-to-a-population-One-sample-t-test-JYbA-persian-onehack.us.srt
14 kB
055-Comparing-paired-means-Paired-samples-t-test-vHmY-english-onehack.us.srt
16 kB
055-Comparing-paired-means-Paired-samples-t-test-vHmY-onehack.us.mp4
14 MB
055-Comparing-paired-means-Paired-samples-t-test-vHmY-persian-onehack.us.srt
22 kB
056-Comparing-two-means-Independent-samples-t-test-X0fC-english-onehack.us.srt
14 kB
056-Comparing-two-means-Independent-samples-t-test-X0fC-onehack.us.mp4
13 MB
056-Comparing-two-means-Independent-samples-t-test-X0fC-persian-onehack.us.srt
19 kB
057-Comparing-multiple-means-One-factor-analysis-of-variance-k3k9-english-onehack.us.srt
18 kB
057-Comparing-multiple-means-One-factor-analysis-of-variance-k3k9-onehack.us.mp4
18 MB
057-Comparing-multiple-means-One-factor-analysis-of-variance-k3k9-persian-onehack.us.srt
25 kB
058-Comparing-means-with-multiple-categorical-predictors-Factorial-analysis-of-variance-euBT-onehack.us.
22 MB
059-Predicting-outcomes-with-linear-regression-PUtA-english-onehack.us.srt
15 kB
059-Predicting-outcomes-with-linear-regression-PUtA-onehack.us.mp4
16 MB
059-Predicting-outcomes-with-linear-regression-PUtA-persian-onehack.us.srt
21 kB
060-Predicting-outcomes-with-lasso-regression-xHbG-english-onehack.us.srt
13 kB
060-Predicting-outcomes-with-lasso-regression-xHbG-onehack.us.mp4
14 MB
060-Predicting-outcomes-with-lasso-regression-xHbG-persian-onehack.us.srt
18 kB
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10 kB
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11 MB
061-Predicting-outcomes-with-quantile-regression-c2nS-persian-onehack.us.srt
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20 MB
062-Predicting-outcomes-with-logistic-regression-34n1-persian-onehack.us.srt
30 kB
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18 MB
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25 kB
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19 kB
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18 MB
065-Grouping-cases-with-hierarchical-clustering-ZZ4n-persian-onehack.us.srt
26 kB
066-Grouping-cases-with-k-means-clustering-bYEQ-english-onehack.us.srt
13 kB
066-Grouping-cases-with-k-means-clustering-bYEQ-onehack.us.mp4
13 MB
066-Grouping-cases-with-k-means-clustering-bYEQ-persian-onehack.us.srt
18 kB
067-Classifying-cases-with-k-nearest-neighbors-V233-english-onehack.us.srt
21 kB
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18 MB
067-Classifying-cases-with-k-nearest-neighbors-V233-persian-onehack.us.srt
29 kB
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15 MB
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22 kB
069-Creating-ensemble-models-with-random-forest-classification-hMQY-english-onehack.us.srt
16 kB
069-Creating-ensemble-models-with-random-forest-classification-hMQY-onehack.us.mp4
15 MB
069-Creating-ensemble-models-with-random-forest-classification-hMQY-persian-onehack.us.srt
22 kB
070-Next-steps-DJlj-english-onehack.us.srt
4.2 kB
070-Next-steps-DJlj-onehack.us.mp4
9.5 MB
070-Next-steps-DJlj-persian-onehack.us.srt
5.9 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/Complete-Guide-to-R-README.txt
1015 B
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/Complete-Guide-to-R.Rproj
205 B
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/02_04_Navigating.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_01_TidyData.R
4.1 kB
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_03_DataTable.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_05_ConvertTableToRows.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_06_DatesAndTimes.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_07_ListData.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_08_XMLData.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_09_CategoricalVariables.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/05_10_FilterCases.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/06_01_RecodeCategoricalData.R
4.0 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/06_02_RecodeQuantitativeData.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/06_03_TransformOutliers.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/06_04_CountScores.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/06_05_AverageScores.R
1.8 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/07_01_CaseStudy.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_01_Frequencies.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_02_Descriptives.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_03_Correlations.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_04_ContingencyTables.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_05_PCA.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_06_ItemAnalysis.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/08_07_CFA.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_01_Proportions.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_02_OneSamplet.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_03_PairedSamplest.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_04_IndependentSamplest.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_05_OneFactorANOVA.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/09_06_FactorialANOVA.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_01_LinearRegression.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_02_LassoRegression.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_03_QuantileRegression.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_04_LogisticRegression.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_05_PoissonRegression.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/10_06_BlockedEntry.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/11_01_HierarchicalClustering.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/11_02_kMeansClustering.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/11_03_kNN.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/11_04_DecisionTrees.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/code/11_05_RandomForests.R
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/MobileDataSource.txt
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/MobileOS_US.csv
11 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/MobileOS_US.xlsx
21 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/ScaleData.xlsx
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData-Code-Book.txt
3.8 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData.csv
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData.rdata
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData.rds
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData.xlsx
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/StateData2.rds
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/XMLdata.xml
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/b5-and-big5-Code-Book.txt
4.4 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/b5.csv
1.8 MB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/b5_df.csv
585 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/b5_df.rds
136 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/b5_df_jamovi.omv
4.1 MB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/big5.csv
2.2 MB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/data/winequality-red.csv
84 kB
exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/output/barchart.pdf
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exercise_files/Ex_Files_Complete_Guide_to_R/Exercise Files/output/barchart.png
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📝-Request-a-Course-👉.txt
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