Reading: Final Submission Guidelines and Deliverables阅读：期末提交指南与交付成果

Estimated Time: 2 minutes
预计时间：2 分钟

You have completed a series of labs applying key Python and data science concepts through hands-on work in Jupyter Notebooks. Each lab guided you through specific tasks such as writing and executing Python code, using various Python functions and libraries, extracting data from different sources, and performing operations on dataframes.
您已经通过在 Jupyter Notebooks 中的实践操作完成了一系列实验室，这些实验室应用了关键的 Python 和数据科学概念。每个实验室都引导您完成特定的任务，例如编写和执行 Python 代码、使用各种 Python 函数和库、从不同来源提取数据以及对数据框进行操作。

The final assignment integrates all the skills you have learned. In this exercise, you will apply them by using various Python functions and libraries to extract data, perform dataframe operations, and analyze results effectively.
最终作业将整合您所学的所有技能。在这个练习中，您将使用各种 Python 函数和库来提取数据、执行数据框操作，并有效地分析结果。

How can you submit the deliverables 您如何提交成果

You can submit your project deliverables in one of the following ways:
您可以通过以下方式之一提交您的项目成果：

• Option 1: AI-Graded Submission and Evaluation
  选项 1：AI 评分提交与评估
  • Complete all the exercises in the notebook.
    完成笔记本中的所有练习。
  • After finishing, save and download your Jupyter Notebook file.
    完成后，保存并下载您的 Jupyter Notebook 文件。
  • Submit the downloaded file for AI-based evaluation.
    提交下载的文件进行基于人工智能的评价。
  • Once submitted, you will receive automated grades instantly.
    提交后，您将立即收到自动评分。
• Option 2: Peer-Graded Submission and Evaluation
  选项 2：同行评分提交与评价
  • Complete all exercises in the notebook.
    完成笔记本中的所有练习。
  • Take screenshots of each completed exercise as instructed throughout this assignment.
    按照本次作业的要求，对每个完成的练习进行截图。
  • Each screenshot should include your code and output (or markdown, as specified).
    每张截图应包含您的代码和输出（或按指定格式使用 markdown）。
  • Screenshots can be saved in .png or .jpg format.
    截图可以保存为.png 或.jpg 格式。
  • In this option, you will receive your grades based on the evaluation from other peers.
    在此选项中，您将根据其他同伴的评价获得您的成绩。

We recommend using Option 1 for faster grading. However, if you experience difficulties with this method or cannot access it, you may choose Option 2 instead.
我们建议使用选项 1 进行快速评分。但是，如果您在使用此方法时遇到困难或无法访问，可以选择选项 2 代替。

Note: You are required to choose only one submission option — either AI-Graded or Peer-Graded, and not both, to receive grades for the final assignment.
注意：您必须选择仅有一种提交选项——要么是 AI 评分，要么是同行评分，不能两者都选，才能获得最终作业的评分。