GoogleCloudPlatform / GoogleCloudPlatform/python-docs-samples

Columns and DataType Not Explicitly Set on line 62 of data_utils.py

Đang mở
#10,949 2 bình luận 0 reaction 1 người được giao Được giao cho @davidcavazos Xem trên GitHub
samples
Ngôn ngữ chính
Jupyter Notebook
Star
8.1k
Fork
6.7k
Merge trung bình
4 ngày 2 giờ
Pull request đã merge (30 ngày)
16

Mô tả

Hello!

I found an AI-Specific Code smell in your project.
The smell is called: Columns and DataType Not Explicitly Set

You can find more information about it in this paper: https://dl.acm.org/doi/abs/10.1145/3522664.3528620.

According to the paper, the smell is described as follows:

| **Problem** | If the columns are not selected explicitly, it is not easy for developers to know what to expect in the downstream data schema. If the datatype is not set explicitly, it may silently continue the next step even though the input is unexpected, which may cause errors later. The same applies to other data importing scenarios. |
| ------------- | :------------- |
| **Solution** | **It is recommended to set the columns and DataType explicitly in data processing.** |
| **Impact** | **Readability** |

Example:
```diff

### Pandas Column Selection
import pandas as pd
df = pd.read_csv('data.csv')
+ df = df[['col1', 'col2', 'col3']]

### Pandas Set DataType
import pandas as pd
- df = pd.read_csv('data.csv')
+ df = pd.read_csv('data.csv', dtype={'col1': 'str', 'col2': 'int', 'col3': 'float'})

```
You can find the code related to this smell in this link: https://github.com/GoogleCloudPlatform/python-docs-samples/blob/161448f276cd6fbe697c83e2ec55c4828e9143fa/people-and-planet-ai/timeseries-classification/data_utils.py#L52-L72.

I also found instances of this smell in other files, such as:

File: https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/composer/2022_airflow_summit/data_analytics_process_expansion.py#L140-L150 Line: 145
.

I hope this information is helpful!

Hướng dẫn đóng góp

Mở hướng dẫn đóng góp

Đánh giá

Issue này chưa được đánh giá.

Nhận issue mới trong hộp thư của bạn

Bản tóm tắt ngắn những issue GitHub phù hợp với người mới.