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Get Started Free →Use when testing the golden_jupyter golden build
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 4% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -29% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -24% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 174% | 0% |
Use when testing the golden_jupyter golden build
Kernel: Python 3
Language: python 3.11.4
Use this skill when you need to:
Total Sections: 5
Content Breakdown:
Main topics covered in this notebook
Major Topics:
Subtopics:
3 package(s) imported
numpypandassklearnCommon documentation patterns found:
Getting Started (1 sections):
Modeling (1 sections):
High-quality code cells from notebook
Example 1 (Quality: 5.0/10):
bashpip install pandas
Example 1 (Quality: 9.5/10):
pythondef long_example(): x0 = 0 x1 = 1 x2 = 2 x3 = 3 x4 = 4 x5 = 5 x6 = 6 x7 = 7 x8 = 8 x9 = 9 x10 = 10 x11 = 11 x12 = 12 x13 = 13 x14 = 14 x15 = 15 x16 = 16 x17 = 17 x18 = 18 x19 = 19 x20 = 20 x21 = 21 x22 = 22 x23 = 23 x24 = 24 x25 = 25 x26 = 26 x27 = 27 x28 = 28 x29 = 29 x30 = 30 x31 = 31 x32 = 32 x33 = 33 x34 = 34 x35 = 35 x36 = 36 x37 = 37 x3 ...
In 2] (Quality: 7.5/10):
pythonimport pandas as pd df = pd.read_csv('data.csv') df.head()
Example 3 (Quality: 2.0/10):
python%timeit broken()
Language Breakdown:
Reference Files:
references/analysis.md - analysisSee references/index.md for complete notebook structure.
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