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Adds new pages to tables chapter. #516

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87 changes: 87 additions & 0 deletions docs/guides/tables/tables-create.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,87 @@
---
description: Create tables with W&B.
displayed_sidebar: default
---

# Create a table

Unlike traditional spreadsheets, Tables support numerous types of data. This includes
scalar values, strings, NumPy arrays, and most subclasses of `wandb.data_types.Media`.
You can embed `Images`, `Video`, `Audio`, and other sorts of rich, annotated media
directly in Tables, alongside other traditional scalar values.

Construct tables with initial data by creating a dataframe:


```python
import pandas as pd
import wandb

#Intialize the data
data = {"users": ["geoff", "juergen", "ada"], "feature_01": [1, 117, 42]}
#Turn the data into a dataframe.
df = pd.DataFrame(data)

tbl = wandb.Table(data=df)
assert all(tbl.get_column("users") == df["users"])
assert all(tbl.get_column("feature_01") == df["feature_01"])
```
## Add data

Add data to Tables incrementally by using the
`add_data`, `add_column`, and `add_computed_column` functions for
adding rows, columns, and columns computed from data in other columns, respectively:


```python
import wandb

tbl = wandb.Table(columns=["user"])

users = ["geoff", "juergen", "ada"]

[tbl.add_data(user) for user in users]
assert tbl.get_column("user") == users


def get_user_name_length(index, row):
return {"feature_01": len(row["user"])}


tbl.add_computed_columns(get_user_name_length)
assert tbl.get_column("feature_01") == [5, 7, 3]
```

## Log data

Log tables directly to runs with `run.log({"my_table": table})`
or add them to artifacts using `artifact.add(table, "my_table")`:


```python
import numpy as np
import wandb

wandb.init()

tbl = wandb.Table(columns=["image", "label"])

images = np.random.randint(0, 255, [2, 100, 100, 3], dtype=np.uint8)
labels = ["panda", "gibbon"]
[tbl.add_data(wandb.Image(image), label) for image, label in zip(images, labels)]

wandb.log({"classifier_out": tbl})
```

Tables added directly to runs produces a corresponding Table Visualizer in the
Workspace which can further analyze data and export it to reports.

Tables added to artifacts appear in the Artifact tab and render
an equivalent Table Visualizer directly in the artifact browser.

## Best practices
Tables expect each value for a column to be of the same type. By default, a column supports optional values, but not mixed values. If you absolutely need to mix types, you can enable the `allow_mixed_types` flag which turns off type checking on the data. This results in some table analytics features turning off due to lack of consistent typing.

## Next steps
- For more information about visualizing tables, see the [table visualization guide](./visualize-tables.md).
- For a more in-depth walkthrough of how to use tables, see the [walkthrough](tables-walkthrough.md).
6 changes: 3 additions & 3 deletions docs/guides/tables/tables-download.md
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@@ -1,13 +1,13 @@
---
description: How to export data from tables.
description: Export data from tables.
displayed_sidebar: default
---

# Export Table Data
Like all W&B Artifacts, Tables can be converted into pandas dataframes for easy data exporting.

## Convert `table` to `artifact`
First, you'll need to convert the table to an artifact. The easiest way to do this using `artifact.get(table, "table_name")`:
First, convert the table to an artifact. The easiest way to do this using `artifact.get(table, "table_name")`:

```python
# Create and log a new table.
Expand All @@ -34,7 +34,7 @@ df = table.get_dataframe()
```

## Export Data
Now you can export using any method dataframe supports:
Now, export using any method dataframe supports:
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Suggestion: "Now" -> "Next,"


```python
# Converting the table data to .csv
Expand Down
34 changes: 34 additions & 0 deletions docs/guides/tables/tables-navigate.md
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---
description: Manage tables with W&B.
displayed_sidebar: default
---

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# Manage tables

Once you [create a table](./tables-create.md), you can use the W&B platform to analyze, customize, and manage you data.

## The W&B platform

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[Google.Headings] 'The W&B platform' should use sentence-style capitalization.
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{"message": "[Google.Headings] 'The W\u0026B platform' should use sentence-style capitalization.", "location": {"path": "docs/guides/tables/tables-navigate.md", "range": {"start": {"line": 10, "column": 4}}}, "severity": "WARNING"}
When first opening your workspace, you can see a simple visualization of your tables. Each table you create appears in a `panel` where you can further customize your data.

There is also a statement on the top of your panel. If you're following one of the example guides, this statement should bevalv `runs.summary["Table Name"]`. You can also edit this statement.

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{"message": "[Vale.Spelling] Did you really mean 'bevalv'?", "location": {"path": "docs/guides/tables/tables-navigate.md", "range": {"start": {"line": 13, "column": 122}}}, "severity": "ERROR"}
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Spell check


In a default scenario, your table displays all of your runs, with each run having its own color so you can easily differentiate them.

## Run commands
Clicking on the funnel icon brings up the filter menu. This allows you to run various commands to filter your data. For example, if you wanted to only show columns that were alphanumeric, you could write something like `row["a"].isAlnum`.

Currently, you can filter by:
- index
- project
- row
- range

For more information on visualizing tables, see the [full guide](./visualize-tables.md)

## Export data
Easily export your table data to a .csv file by clicking the `Export to CSV` button, usually located at the bottom of a table's panel. Clicking this button automatically downloads a .csv file of your current table, with any formats or editing you have made.

For more methods of exporting data, see the [full guide](./tables-download.md).

## Next steps
For a more in-depth walkthrough of how to use tables, see the [walkthrough](tables-walkthrough.md).
Original file line number Diff line number Diff line change
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---
description: How to create tables.
displayed_sidebar: ja
---

# Create a Table

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[Google.Headings] 'Create a Table' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Create a Table' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 6, "column": 3}}}, "severity": "WARNING"}

Unlike traditional spreadsheets, Tables support numerous types of data:
scalar values, strings, numpy arrays, and most subclasses of `wandb.data_types.Media`.

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[Vale.Spelling] Did you really mean 'numpy'?
Raw output
{"message": "[Vale.Spelling] Did you really mean 'numpy'?", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 9, "column": 25}}}, "severity": "ERROR"}
This means you can embed `Images`, `Video`, `Audio`, and other sorts of rich, annotated media
directly in Tables, alongside other traditional scalar values.

Tables can be constructed with initial data using the `data` or

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[Google.Passive] In general, use active voice instead of passive voice ('be constructed').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be constructed').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 13, "column": 12}}}, "severity": "INFO"}
`dataframe` parameters:


```python
import pandas as pd
import wandb

data = {"users": ["geoff", "juergen", "ada"], "feature_01": [1, 117, 42]}
df = pd.DataFrame(data)

tbl = wandb.Table(data=df)
assert all(tbl.get_column("users") == df["users"])
assert all(tbl.get_column("feature_01") == df["feature_01"])
```
## Add Data

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[Google.Headings] 'Add Data' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Add Data' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 28, "column": 4}}}, "severity": "WARNING"}

You can add data to Tables incrementally by using the
`add_data`, `add_column`, and `add_computed_column` functions for
adding rows, columns, and columns computed from data in other columns, respectively:


```python
import wandb

tbl = wandb.Table(columns=["user"])

users = ["geoff", "juergen", "ada"]

[tbl.add_data(user) for user in users]
assert tbl.get_column("user") == users


def get_user_name_length(index, row):
return {"feature_01": len(row["user"])}


tbl.add_computed_columns(get_user_name_length)
assert tbl.get_column("feature_01") == [5, 7, 3]
```

## Log Data

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[Google.Headings] 'Log Data' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Log Data' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 54, "column": 4}}}, "severity": "WARNING"}

Tables can be logged directly to runs using `run.log({"my_table": table})`

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[Google.Passive] In general, use active voice instead of passive voice ('be logged').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be logged').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 56, "column": 12}}}, "severity": "INFO"}
or added to artifacts using `artifact.add(table, "my_table")`:


```python
import numpy as np
import wandb

wandb.init()

tbl = wandb.Table(columns=["image", "label"])

images = np.random.randint(0, 255, [2, 100, 100, 3], dtype=np.uint8)
labels = ["panda", "gibbon"]
[tbl.add_data(wandb.Image(image), label) for image, label in zip(images, labels)]

wandb.log({"classifier_out": tbl})
```

Tables added directly to runs as above will produce a corresponding Table Visualizer in the

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[Google.WordList] Use 'preceding' instead of 'above'.
Raw output
{"message": "[Google.WordList] Use 'preceding' instead of 'above'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 75, "column": 34}}}, "severity": "WARNING"}

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[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 75, "column": 40}}}, "severity": "WARNING"}
Workspace which can be used for further analysis and exporting to reports.

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[Google.Passive] In general, use active voice instead of passive voice ('be used').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be used').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 76, "column": 21}}}, "severity": "INFO"}

Tables added to artifacts can be viewed in the Artifact Tab and will render

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[Google.Passive] In general, use active voice instead of passive voice ('be viewed').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be viewed').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 78, "column": 31}}}, "severity": "INFO"}

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[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 78, "column": 65}}}, "severity": "WARNING"}
an equivalent Table Visualizer directly in the artifact browser.

## Best Practices

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[Google.Headings] 'Best Practices' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Best Practices' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 81, "column": 4}}}, "severity": "WARNING"}
Tables expect each value for a column to be of the same type. By default, a column supports optional values, but not mixed values. If you absolutely need to mix types, you can enable the `allow_mixed_types` flag which will disable type checking on the data. This will result in some table analytics features being disabled due to lack of consistent typing.

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[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 82, "column": 219}}}, "severity": "WARNING"}

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[Google.WordList] Use 'turn off' or 'off' instead of 'disable'.
Raw output
{"message": "[Google.WordList] Use 'turn off' or 'off' instead of 'disable'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 82, "column": 224}}}, "severity": "WARNING"}

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[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 82, "column": 264}}}, "severity": "WARNING"}

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[Google.Passive] In general, use active voice instead of passive voice ('being disabled').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('being disabled').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 82, "column": 309}}}, "severity": "INFO"}

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[Google.WordList] Use 'turn off' or 'off' instead of 'disabled'.
Raw output
{"message": "[Google.WordList] Use 'turn off' or 'off' instead of 'disabled'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 82, "column": 315}}}, "severity": "WARNING"}

## Next Steps

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[Google.Headings] 'Next Steps' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Next Steps' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 84, "column": 4}}}, "severity": "WARNING"}
- For more information about visualizing tables, see our [table visualization guide](./visualize-tables.md).

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[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 85, "column": 54}}}, "severity": "WARNING"}
- For a more in-depth walkthrough of how to use tables, see our [walkthrough](tables-walkthrough.md).

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[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-create.md", "range": {"start": {"line": 86, "column": 61}}}, "severity": "WARNING"}
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---
description: How to use the W&B platform to manage tables.
displayed_sidebar: ja
---

# Manage Tables

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[Google.Headings] 'Manage Tables' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Manage Tables' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 6, "column": 3}}}, "severity": "WARNING"}

Once you've [created a table](./tables-create.md), you can use the W&B platform to analyze, customize, and manage you data.

## The W&B Platform

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[Google.Headings] 'The W&B Platform' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'The W\u0026B Platform' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 10, "column": 4}}}, "severity": "WARNING"}
When you first open your workspace, you will be presented with a simple visualization of your tables. Each table you create appears in a `panel` where you can further customize your data.

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[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 11, "column": 41}}}, "severity": "WARNING"}

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[Google.Passive] In general, use active voice instead of passive voice ('be presented').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be presented').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 11, "column": 46}}}, "severity": "INFO"}

You'll also notice a statement on the top of your panel. If you're following one of our example guides, it will look something like `runs.summary["Table Name"]`. You can edit this statement, which will be discussed later.

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[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 13, "column": 85}}}, "severity": "WARNING"}

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L13

[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 13, "column": 108}}}, "severity": "WARNING"}

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L13

[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 13, "column": 198}}}, "severity": "WARNING"}

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L13

[Google.Passive] In general, use active voice instead of passive voice ('be discussed').
Raw output
{"message": "[Google.Passive] In general, use active voice instead of passive voice ('be discussed').", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 13, "column": 203}}}, "severity": "INFO"}

In a default scenario, your table will display all of your runs, with each run having its own color so you can easily differentiate them.

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L15

[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 15, "column": 35}}}, "severity": "WARNING"}

## Run Commands

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L17

[Google.Headings] 'Run Commands' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Run Commands' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 17, "column": 4}}}, "severity": "WARNING"}
Clicking on the funnel icon will bring up the filter menu. This will allow you to run various commands to filter your data. For example, if you wanted to only show columns that were alphanumeric, you could write something like `row["a"].isAlnum`.

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L18

[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 18, "column": 29}}}, "severity": "WARNING"}

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L18

[Google.Will] Avoid using 'will'.
Raw output
{"message": "[Google.Will] Avoid using 'will'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 18, "column": 65}}}, "severity": "WARNING"}

Currently, you can filter by:
- index
- project
- row
- range

For more information on visualizing tables, see our [full guide](./visualize-tables.md)

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L26

[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 26, "column": 49}}}, "severity": "WARNING"}

## Export Data

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L28

[Google.Headings] 'Export Data' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Export Data' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 28, "column": 4}}}, "severity": "WARNING"}
You can easily export your table data to a .csv file by clicking the `Export to CSV` button, usually located at the bottom of a table's panel. Clicking this button automatically downloads a .csv file of your current table, with any formats or editing you have made.

For more methods of exporting data, see our [full guide](./tables-download.md).

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L31

[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 31, "column": 41}}}, "severity": "WARNING"}

## Next Steps

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L33

[Google.Headings] 'Next Steps' should use sentence-style capitalization.
Raw output
{"message": "[Google.Headings] 'Next Steps' should use sentence-style capitalization.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 33, "column": 4}}}, "severity": "WARNING"}
For a more in-depth walkthrough of how to use tables, see our [walkthrough](tables-walkthrough.md).

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[vale] i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md#L34

[Google.We] Try to avoid using first-person plural like 'our'.
Raw output
{"message": "[Google.We] Try to avoid using first-person plural like 'our'.", "location": {"path": "i18n/ja/docusaurus-plugin-content-docs/current/guides/tables/tables-navigate.md", "range": {"start": {"line": 34, "column": 59}}}, "severity": "WARNING"}
2 changes: 2 additions & 0 deletions sidebars.js
Original file line number Diff line number Diff line change
Expand Up @@ -209,6 +209,8 @@ const sidebars = {
label: 'Tables',
link: { type: 'doc', id: 'guides/tables/intro' },
items: [
'guides/tables/tables-create',
'guides/tables/tables-navigate',
'guides/tables/tables-walkthrough',
'guides/tables/visualize-tables',
'guides/tables/tables-gallery',
Expand Down
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