GigaCourse com Udemy Data Science Real Life Data Science Exercises Included |
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[GigaCourse.com] Udemy - Data Science A-Z™ Real-Life Data Science Exercises Included |
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Total Size |
11.3 GB |
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Total Files |
425 |
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Hash |
AF15A1FBCF89D6C6BDB476880051E90CD12DC757 |
/1. Get Excited/ |
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51.2 MB |
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7.6 KB |
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2.4 KB |
/10. Multiple Linear Regression/ |
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29.0 MB |
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2.1 KB |
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23.7 MB |
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7.0 KB |
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6.5 MB |
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2.8 KB |
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45.7 MB |
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6.5 KB |
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54.1 MB |
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12.4 KB |
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16.6 MB |
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3.6 KB |
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78.0 MB |
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24.1 KB |
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138.1 MB |
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25.6 KB |
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130.7 MB |
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15.6 KB |
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128.1 MB |
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19.0 KB |
/11. Logistic Regression/ |
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36.5 MB |
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2.7 KB |
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25.2 MB |
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5.7 KB |
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59.0 MB |
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13.7 KB |
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66.0 MB |
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25.9 KB |
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65.2 MB |
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12.1 KB |
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35.0 MB |
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11.8 KB |
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16.4 MB |
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7.6 KB |
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75.5 MB |
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14.4 KB |
/12. Building a robust geodemographic segmentation model/ |
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23.5 MB |
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1.9 KB |
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46.4 MB |
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9.4 KB |
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94.1 MB |
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11.9 KB |
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28.0 MB |
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7.8 KB |
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55.5 MB |
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13.0 KB |
5. Let's build the model - backward elimination STEP-BY-STEP.mp4 |
125.0 MB |
5. Let's build the model - backward elimination STEP-BY-STEP.srt |
17.4 KB |
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68.1 MB |
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15.1 KB |
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55.2 MB |
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8.8 KB |
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100.7 MB |
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11.9 KB |
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73.0 MB |
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11.6 KB |
/13. Assessing your model/ |
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14.1 MB |
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1.1 KB |
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17.9 MB |
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5.5 KB |
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8.7 MB |
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3.4 KB |
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39.8 MB |
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16.6 KB |
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153.2 MB |
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22.8 KB |
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41.2 MB |
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10.6 KB |
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59.4 MB |
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10.1 KB |
7. How to use test data to prevent overfitting your model.mp4 |
23.2 MB |
7. How to use test data to prevent overfitting your model.srt |
5.6 KB |
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104.7 MB |
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11.0 KB |
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109.5 MB |
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17.1 KB |
/14. Drawing insights from your model/ |
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12.8 MB |
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0.9 KB |
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116.2 MB |
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21.7 KB |
3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).mp4 |
18.0 MB |
3. Coefficients of a Logistic Regression - Plan of Attack (advanced topic).srt |
5.8 KB |
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53.8 MB |
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13.2 KB |
5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).mp4 |
27.9 MB |
5. Odds Ratio vs Coefficients in a Logistic Regression (advanced topic).srt |
10.8 KB |
6. Deriving insights from your coefficients (advanced topic).mp4 |
122.2 MB |
6. Deriving insights from your coefficients (advanced topic).srt |
21.3 KB |
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14.1 MB |
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4.9 KB |
/15. Model maintenance/ |
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14.3 MB |
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1.1 KB |
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31.6 MB |
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6.9 KB |
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114.3 MB |
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25.4 KB |
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30.3 MB |
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12.6 KB |
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6.4 MB |
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2.7 KB |
/16. Part 3 Data Preparation/ |
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34.3 MB |
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3.9 KB |
/17. Business Intelligence (BI) Tools/ |
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8.7 MB |
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0.7 KB |
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4.3 MB |
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1.7 KB |
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19.7 MB |
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5.4 KB |
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21.1 MB |
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12.2 KB |
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23.9 MB |
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14.3 KB |
6. ETL for Data Science - what is Extract Transform Load (ETL).mp4 |
6.6 MB |
6. ETL for Data Science - what is Extract Transform Load (ETL).srt |
3.1 KB |
7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .mp4 |
14.6 MB |
7. Microsoft BI Tools What is SSDT-BI and what are SSISSSASSSRS .srt |
5.9 KB |
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32.0 MB |
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6.4 KB |
/18. ETL Phase 1 Data Wrangling before the Load/ |
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18.5 MB |
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1.4 KB |
2. Preparing your folder structure for your Data Science project.mp4 |
10.4 MB |
2. Preparing your folder structure for your Data Science project.srt |
3.7 KB |
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7.7 MB |
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2.2 KB |
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50.0 MB |
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7.2 KB |
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7.1 MB |
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1.5 KB |
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16.4 MB |
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1.8 KB |
/19. ETL Phase 2 Step-by-step guide to uploading data using SSIS/ |
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19.4 MB |
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1.4 KB |
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11.5 MB |
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2.9 KB |
3. Creating a flat file source task and OLE DB destination.mp4 |
11.5 MB |
3. Creating a flat file source task and OLE DB destination.srt |
2.8 KB |
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41.0 MB |
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10.0 KB |
5. Setting up your database connection and creating a RAW table.mp4 |
54.6 MB |
5. Setting up your database connection and creating a RAW table.srt |
12.3 KB |
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21.3 MB |
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4.4 KB |
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21.3 MB |
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3.4 KB |
/2. What is Data Science/ |
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8.1 MB |
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1.3 KB |
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21.4 MB |
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2.0 KB |
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43.6 MB |
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10.6 KB |
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29.2 MB |
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9.8 KB |
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28.8 MB |
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8.9 KB |
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0.6 KB |
/20. Handling errors during ETL (Phases 1 & 2)/ |
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19.6 MB |
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1.4 KB |
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66.0 MB |
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12.3 KB |
11. Automating Error Handling in SSIS Conditional Split (Level 2).mp4 |
69.9 MB |
11. Automating Error Handling in SSIS Conditional Split (Level 2).srt |
69.9 MB |
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222.3 MB |
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24.5 KB |
13. Due Dilligence the one thing you HAVE to do every time.mp4 |
63.5 MB |
13. Due Dilligence the one thing you HAVE to do every time.srt |
7.1 KB |
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12.5 MB |
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5.5 KB |
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66.6 MB |
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27.8 KB |
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60.0 MB |
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5.6 KB |
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4.9 MB |
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1.0 KB |
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64.0 MB |
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6.2 KB |
4. Bulletproof Blueprint for Data Wrangling before the Load.mp4 |
106.4 MB |
4. Bulletproof Blueprint for Data Wrangling before the Load.srt |
10.9 KB |
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70.7 MB |
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10.1 KB |
6. What do you do when your source file is corrupt (Part 1).mp4 |
269.7 MB |
6. What do you do when your source file is corrupt (Part 1).srt |
28.8 KB |
7. What do you do when your source file is corrupt (Part 2).mp4 |
74.8 MB |
7. What do you do when your source file is corrupt (Part 2).srt |
9.4 KB |
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182.0 MB |
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24.0 KB |
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39.7 MB |
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5.8 KB |
/21. SQL Programming for Data Science/ |
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12.0 MB |
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1.1 KB |
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23.4 MB |
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11.1 KB |
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34.1 MB |
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5.4 KB |
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39.0 MB |
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5.3 KB |
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41.6 MB |
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7.2 KB |
14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.mp4 |
27.3 MB |
14. Understanding how LEFT, RIGHT, INNER, and OUTER joins work.srt |
9.8 KB |
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12.2 MB |
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3.8 KB |
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27.2 MB |
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7.8 KB |
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64.8 MB |
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7.0 KB |
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4.2 MB |
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1.0 KB |
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11.9 MB |
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3.2 KB |
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14.5 MB |
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6.4 KB |
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56.2 MB |
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8.8 KB |
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62.5 MB |
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8.0 KB |
7. How to use Wildcards Regular Expressions in SQL (% and _).mp4 |
46.8 MB |
7. How to use Wildcards Regular Expressions in SQL (% and _).srt |
6.7 KB |
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22.8 MB |
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3.9 KB |
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60.3 MB |
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8.1 KB |
/22. ETL Phase 3 Data Wrangling after the load/ |
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21.7 MB |
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1.6 KB |
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14.8 MB |
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6.0 KB |
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146.6 MB |
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16.8 KB |
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93.9 MB |
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11.5 KB |
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94.9 MB |
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15.3 KB |
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31.5 MB |
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10.7 KB |
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49.6 MB |
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7.1 KB |
16. What you can do with these tables going forward [drv files etc.].mp4 |
131.1 MB |
16. What you can do with these tables going forward [drv files etc.].srt |
20.1 KB |
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21.1 MB |
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8.8 KB |
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7.1 MB |
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2.3 KB |
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31.8 MB |
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5.2 KB |
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22.9 MB |
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4.2 KB |
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76.5 MB |
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13.1 KB |
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80.3 MB |
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14.7 KB |
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23.6 MB |
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8.9 KB |
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57.7 MB |
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57.7 MB |
/23. Handling errors during ETL (Phase 3)/ |
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20.3 MB |
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1.6 KB |
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31.9 MB |
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5.5 KB |
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37.8 MB |
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14.2 KB |
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46.6 MB |
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11.2 KB |
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3.9 MB |
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1.3 KB |
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141.9 MB |
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16.4 KB |
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65.2 MB |
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7.0 KB |
5. How to deal with errors using the isnumeric() function.mp4 |
73.9 MB |
5. How to deal with errors using the isnumeric() function.srt |
11.1 KB |
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75.1 MB |
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11.1 KB |
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81.9 MB |
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81.9 MB |
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35.1 MB |
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5.6 KB |
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41.2 MB |
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4.5 KB |
/24. Part 4 Communication/ |
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16.1 MB |
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2.2 KB |
/25. Working with people/ |
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16.8 MB |
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1.3 KB |
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96.3 MB |
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6.5 KB |
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49.7 MB |
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3.5 KB |
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79.1 MB |
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5.6 KB |
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106.3 MB |
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8.6 KB |
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123.6 MB |
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9.1 KB |
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59.3 MB |
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4.4 KB |
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115.9 MB |
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7.6 KB |
/26. Presenting for Data Scientists/ |
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38.6 MB |
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2.5 KB |
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125.1 MB |
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24.1 KB |
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0.6 KB |
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23.3 MB |
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3.2 KB |
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71.2 MB |
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2.7 KB |
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213.4 MB |
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16.8 KB |
5. REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.mp4 |
157.2 MB |
5. REAL Data Science Presentation Walkthrough - Make Your Audience Say WOW.srt |
28.5 KB |
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69.9 MB |
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5.2 KB |
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124.4 MB |
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9.4 KB |
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63.1 MB |
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4.9 KB |
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45.6 MB |
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3.4 KB |
/27. Homework Solutions/ |
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1. Advanced Data Mining with Tableau Visualising Credit Score & Tenure.mp4 |
55.7 MB |
1. Advanced Data Mining with Tableau Visualising Credit Score & Tenure.srt |
8.8 KB |
2. Advanced Data Mining with Tableau Chi-Squared Test for Country.mp4 |
40.3 MB |
2. Advanced Data Mining with Tableau Chi-Squared Test for Country.srt |
6.3 KB |
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222.2 MB |
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29.8 KB |
4. ETL Error Handling Vehicle Service Project (Part 1 of 3).mp4 |
205.9 MB |
4. ETL Error Handling Vehicle Service Project (Part 1 of 3).srt |
24.4 KB |
5. ETL Error Handling Vehicle Service Project (Part 2 of 3).mp4 |
120.8 MB |
5. ETL Error Handling Vehicle Service Project (Part 2 of 3).srt |
14.9 KB |
6. ETL Error Handling Vehicle Service Project (Part 3 of 3).mp4 |
161.7 MB |
6. ETL Error Handling Vehicle Service Project (Part 3 of 3).srt |
18.1 KB |
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54.8 MB |
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2.5 KB |
/28. Bonus Lectures/ |
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4.1 KB |
/3. Part 1 Visualisation/ |
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31.9 MB |
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2.9 KB |
/4. Introduction to Tableau/ |
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10.4 MB |
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0.9 KB |
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16.7 MB |
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5.6 KB |
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0.1 KB |
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59.9 MB |
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10.1 KB |
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27.3 MB |
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3.6 KB |
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41.7 MB |
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8.3 KB |
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40.3 MB |
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12.7 KB |
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39.3 MB |
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9.1 KB |
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44.4 MB |
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11.2 KB |
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70.7 MB |
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15.8 KB |
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56.6 MB |
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10.9 KB |
/5. How to use Tableau for Data Mining/ |
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16.6 MB |
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1.3 KB |
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93.1 MB |
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11.3 KB |
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31.0 MB |
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6.3 KB |
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30.2 MB |
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9.7 KB |
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26.2 MB |
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6.0 KB |
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34.5 MB |
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7.7 KB |
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50.0 MB |
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13.3 KB |
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56.3 MB |
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13.6 KB |
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23.2 MB |
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7.9 KB |
/6. Advanced Data Mining With Tableau/ |
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16.8 MB |
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1.2 KB |
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28.0 MB |
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8.6 KB |
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5.7 MB |
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2.6 KB |
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67.6 MB |
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14.2 KB |
3. Creating a classification test for a numeric variable.mp4 |
31.1 MB |
3. Creating a classification test for a numeric variable.srt |
6.4 KB |
4. Combining two charts and working with them in Tableau.mp4 |
28.2 MB |
4. Combining two charts and working with them in Tableau.srt |
13.7 KB |
5. Validating Tableau Data Mining with a Chi-Squared test.mp4 |
67.2 MB |
5. Validating Tableau Data Mining with a Chi-Squared test.srt |
15.3 KB |
6. Chi-Squared test when there is more than 2 categories.mp4 |
22.4 MB |
6. Chi-Squared test when there is more than 2 categories.srt |
12.4 KB |
7. Visualising Balance and Estimated Salary distribution.mp4 |
104.3 MB |
7. Visualising Balance and Estimated Salary distribution.srt |
17.1 KB |
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112.3 MB |
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29.3 KB |
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52.0 MB |
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14.5 KB |
/7. Part 2 Modelling/ |
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52.8 MB |
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5.8 KB |
/8. Stats Refresher/ |
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11.1 MB |
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0.9 KB |
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19.0 MB |
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7.8 KB |
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10.8 MB |
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12.4 KB |
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4.4 MB |
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4.5 KB |
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7.1 MB |
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7.5 KB |
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14.5 MB |
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14.8 KB |
/9. Simple Linear Regression/ |
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14.2 MB |
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1.1 KB |
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25.6 MB |
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4.1 KB |
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27.8 MB |
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5.7 KB |
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24.0 MB |
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6.1 KB |
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49.5 MB |
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10.1 KB |
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46.6 MB |
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6.4 KB |
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1.0 KB |
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Total files 425 |
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