vault backup: 2026-01-09 12:12:53
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```chart
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type: bar
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id: subject
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layout: column
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width: 80%
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beginAtZero: true
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```
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| Topic | Score | Score Max |
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| -------------------- | ----- | --------- |
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| 1. Tutorial n=30<br> | 9.2 | 11 |
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| 2. Tutorial n=36 | 8 | 10 |
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| Optional n=36 | 0.89 | 6 |
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| Randomness n=36 | 5.04 | 8 |
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| Numpy n=41 | 3.15 | 4 |
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| MatPlotLib n=41 | 18.62 | 21 |
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| Pandas n=38 | 10.97 | 13 |
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| Folium n=38 | 20.82 | 27 |
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| API´s n=26 | 4.48 | 9 |
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| Data Analysis n=14 | 12.62 | 16 |
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^subject
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```chart
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type: line
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id: average
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layout: column
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width: 80%
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beginAtZero: true
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yMax: 100
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```
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| Topic | Average (%) | Average All Optional Excluded(%) |
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| ------------- | ----------- | -------------------------------- |
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| 1. Tutorial | 83.64 | 76.02 |
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| 2. Tutorial | 80.0 | 76.02 |
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| Optional | 14.83 | 76.02 |
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| Randomness | 63.0 | 76.02 |
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| Numpy | 78.75 | 76.02 |
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| MatPlotLib | 88.67 | 76.02 |
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| Pandas | 84.38 | 76.02 |
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| Folium | 77.11 | 76.02 |
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| API´s | 49.78 | 76.02 |
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| Data Analysis | 78.88 | 76.02 |
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^average
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