mirror of
https://github.com/clearml/clearml-docs
synced 2025-01-31 14:37:18 +00:00
53 lines
1.6 KiB
Markdown
53 lines
1.6 KiB
Markdown
---
|
|
title: Tables Reporting (Pandas and CSV Files)
|
|
---
|
|
|
|
The [pandas_reporting.py](https://github.com/allegroai/clearml/blob/master/examples/reporting/pandas_reporting.py) example demonstrates reporting tabular data from Pandas DataFrames and CSV files as tables.
|
|
|
|
ClearML reports these tables, and displays them in the **ClearML Web UI** **>** experiment details **>** **PLOTS**
|
|
tab.
|
|
|
|
When the script runs, it creates an experiment named `table reporting` in the `examples` project.
|
|
|
|
## Reporting Pandas DataFrames as Tables
|
|
|
|
Report Pandas DataFrames by calling [`Logger.report_table()`](../../references/sdk/logger.md#report_table),
|
|
and providing the DataFrame in the `table_plot` parameter.
|
|
|
|
```python
|
|
# Report table - DataFrame with index
|
|
df = pd.DataFrame(
|
|
{
|
|
"num_legs": [2, 4, 8, 0],
|
|
"num_wings": [2, 0, 0, 0],
|
|
"num_specimen_seen": [10, 2, 1, 8],
|
|
},
|
|
index=["falcon", "dog", "spider", "fish"],
|
|
)
|
|
df.index.name = "id"
|
|
Logger.current_logger().report_table(
|
|
title="table pd",
|
|
series="PD with index",
|
|
iteration=iteration,
|
|
table_plot=df
|
|
)
|
|
```
|
|
|
|
|
|
|
|
## Reporting CSV Files as Tables
|
|
|
|
Report CSV files by providing the URL location of the CSV file in the `url` parameter. For a local CSV file, use the `csv` parameter.
|
|
|
|
```python
|
|
# Report table - CSV from path
|
|
csv_url = "https://raw.githubusercontent.com/plotly/datasets/master/Mining-BTC-180.csv"
|
|
Logger.current_logger().report_table(
|
|
title="table csv",
|
|
series="remote csv",
|
|
iteration=iteration,
|
|
url=csv_url
|
|
)
|
|
```
|
|
|
|
 |