> ## Documentation Index
> Fetch the complete documentation index at: https://langchain-5e9cc07a-preview-fjmorr-1788320705-f203809.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Filter traces

> Find specific threads, traces, and runs in a LangSmith tracing project by writing filter queries in the search bar.

Filtering is how you get from every [run](/langsmith/observability-concepts#runs) in a tracing project to the few you need: the conversations that errored, the tool calls that ran slowly, the runs a low feedback score points at. Write a query in the search bar, and choose which runs in the [trace](/langsmith/observability-concepts#traces) or [thread](/langsmith/observability-concepts#threads) hierarchy that query is tested against.

<Note>
  Tracing projects have two filtering experiences. Check the top of your project to see which one applies to you:

  * **A single search bar with a scope selector to its left**: Refer to [Filter traces](/langsmith/filter-traces).
  * **An Add filter button that builds filter chips**: Refer to [Filter traces in application](/langsmith/filter-traces-in-application).
</Note>

This page covers:

* [Building a query](#build-a-query) in the search bar
* [Choosing what a filter matches](#choose-what-a-filter-matches) with scopes
* [Query syntax](#query-syntax) and the [fields](#fields) available to filter on
* [Examples](#examples) to copy and adapt
* [Filtering in one click](#filter-with-shortcuts) from the **Shortcuts** panel
* [Saving a filter](#save-a-filter) as a view
* [Filtering the runs inside a trace](#filter-the-runs-in-a-trace)
* [What full-text search indexes](#full-text-search-indexing)
* [Troubleshooting a query](#troubleshoot-a-query)

To query runs programmatically instead, refer to [Query traces using the SDK](/langsmith/export-traces). The SDK and REST API use a separate structured query language, documented in [Trace query syntax](/langsmith/trace-query-syntax).

## Build a query

A query is made of clauses, and each clause pairs a field with an operator and a value:

```text theme={null}
status:error
```

<img className="block dark:hidden" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-search-bar-light.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=e7381d4a541cee981610d2ca69400a6c" alt="The filter toolbar of a tracing project, with a scope selector reading 'in any run' beside an empty search field, a Filter button on the right, and a second row holding the time range control, the Threads, Traces, and Runs selection, Reset, Save View, and Views" width="826" height="97" data-path="langsmith/images/filter-search-bar-light.png" />

<img className="hidden dark:block" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-search-bar-dark.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=da1c6beef018b0bbaca76132fc5816c8" alt="The filter toolbar of a tracing project, with a scope selector reading 'in any run' beside an empty search field, a Filter button on the right, and a second row holding the time range control, the Threads, Traces, and Runs selection, Reset, Save View, and Views" width="824" height="100" data-path="langsmith/images/filter-search-bar-dark.png" />

Click the search bar and start typing to build one:

<Steps>
  <Step title="Choose a field">
    Type a field name or select one from the suggestion list. Suggestions are grouped by category, and **Recents** lists queries run previously. Use the arrow keys to move through the list and press `Enter` to select.
  </Step>

  <Step title="Choose an operator">
    Type `:` to see the operators the field supports, each with an example.
  </Step>

  <Step title="Enter a value">
    For fields whose values LangSmith indexes, such as run names and tags, the suggestion list offers the most common values in the project.
  </Step>
</Steps>

Each completed clause becomes a chip in the bar. Click a chip to edit it, or click its remove icon to delete it. Keep typing after a chip to add another clause.

Two controls outside the search bar also affect the results:

* **The time range control** applies alongside the query. Results must fall inside the time range and match the query.
* **The Threads, Traces, and Runs selection** sets what each row in the table represents, and it also determines which [scopes](#choose-what-a-filter-matches) a query can use.

<Note>
  The search bar uses the syntax described on this page, which is not the structured query language that the SDK and REST API accept. Refer to [Trace query syntax](/langsmith/trace-query-syntax) for that language.
</Note>

## Choose what a filter matches

A trace is a tree of runs, and a thread is a series of traces. A clause such as `status:error` is ambiguous until you say which runs in that hierarchy it applies to: the run that started the trace, any run anywhere inside it, or the thread as a whole. The scope selector, to the left of the search bar, is where you say so.

Four scopes are available:

* **Thread**: Matches the entire thread.
* **Root run**: Matches only the entry runs.
* **Single run**: Matches the run itself.
* **Any run**: Matches anywhere in the tree.

The scope dropdown previews each option against a sample trace, so you can see which runs it covers before choosing:

<img className="block dark:hidden" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-scope-selector-light.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=2670f03e8e8ef7add84c5126b28750e0" alt="The scope dropdown open on the Threads selection, offering Any run, Root run, and Thread with a one-line description of each, beside a preview of a sample thread showing three agent turns with the LLM and tool runs nested inside the second turn" width="584" height="327" data-path="langsmith/images/filter-scope-selector-light.png" />

<img className="hidden dark:block" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-scope-selector-dark.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=908b48d63866d6fed1ceabfee76c776f" alt="The scope dropdown open on the Threads selection, offering Any run, Root run, and Thread with a one-line description of each, beside a preview of a sample thread showing three agent turns with the LLM and tool runs nested inside the second turn" width="579" height="323" data-path="langsmith/images/filter-scope-selector-dark.png" />

The scopes offered, and the one selected by default, depend on the table selection:

| Table selection | Default scope | Available scopes              |
| --------------- | ------------- | ----------------------------- |
| **Threads**     | Any run       | Thread, Root run, Any run     |
| **Traces**      | Any run       | Root run, Any run             |
| **Runs**        | Single run    | Single run, Root run, Any run |

### Combine scopes

To filter on more than one scope at a time, click **Filter**. This adds a row with its own scope selector and search bar. Rows combine with `AND`, so a thread, trace, or run must satisfy every row to appear in the table.

Each scope holds at most one row, so the **Threads** and **Runs** selections accept three rows and **Traces** accepts two. **Filter** is disabled once every available scope is in use. To remove a row, click **Remove filter** next to it.

For example, in the **Threads** view, find threads longer than 20 turns that contain a failed tool call:

| Scope   | Query                            |
| ------- | -------------------------------- |
| Thread  | `turn_count:>20`                 |
| Any run | `run_type:tool AND status:error` |

<img className="block dark:hidden" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-multiple-scopes-light.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=3248b8ddce8843de25e9ea51bd1aa01a" alt="Two filter rows in the search bar. The first is scoped to 'in thread' with a turn_count greater than 20 clause, and the second is scoped to 'in any run' with run_type tool AND status error" width="826" height="132" data-path="langsmith/images/filter-multiple-scopes-light.png" />

<img className="hidden dark:block" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-multiple-scopes-dark.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=df01b42a9fe3ad02fde62a087ae1a8d1" alt="Two filter rows in the search bar. The first is scoped to 'in thread' with a turn_count greater than 20 clause, and the second is scoped to 'in any run' with run_type tool AND status error" width="826" height="132" data-path="langsmith/images/filter-multiple-scopes-dark.png" />

### Scopes a table selection cannot use

Changing the table selection can leave a row on a scope the new selection does not support, such as a **Single run** row after switching from **Runs** to **Threads**. The row stays visible with a **Not applied** badge, and its query is preserved but not applied. Change the row's scope or return to a compatible table selection to apply it again.

## Query syntax

### Operators

The operators a field accepts depend on its type.

| Operator        | Syntax             | Matches                                                                                            |
| --------------- | ------------------ | -------------------------------------------------------------------------------------------------- |
| is              | `field:value`      | An exact match on the value.                                                                       |
| is not          | `-field:value`     | Everything except an exact match.                                                                  |
| matches         | `field:~value`     | A full-text search of the field. Quote the value to search for a phrase.                           |
| does not match  | `-field:~value`    | Everything the full-text search does not match.                                                    |
| wildcard        | `field:value*`     | A pattern, where `*` stands for any sequence of characters.                                        |
| exists          | `field:*`          | Records where the field is set.                                                                    |
| does not exist  | `-field:*`         | Records where the field is not set.                                                                |
| comparison      | `field:>value`     | Values above the given value. Also accepts `>=`, `<`, and `<=`.                                    |
| inclusive range | `field:[10 TO 20]` | Values from 10 to 20, including both bounds.                                                       |
| exclusive range | `field:{10 TO 20}` | Values between 10 and 20, excluding both bounds.                                                   |
| mixed range     | `field:[10 TO 20}` | Values from 10 up to but not including 20. Swap the delimiters to invert which bound is inclusive. |

<Note>
  `*` means two different things depending on where it appears. On its own after the colon it tests for existence, so `name:*` matches every run that has a name. Inside a value it is a wildcard, so `name:docs*` matches names beginning with `docs`.
</Note>

Some fields accept only a subset of these operators:

* **Full-text fields**: `input`, `output`, `metadata`, and `error` accept `~` only.
* **Comparison and range operators**: These apply to numeric fields such as `latency` and `total_tokens`, to timestamp fields such as `first_token_time`, and to numeric [`metadata` paths](#match-a-json-key).

To match any of several values, combine clauses with `OR`, for example `status:error OR status:interrupted`. Listing several values inside one clause is not supported.

### Combine clauses

Combine clauses with `AND`, `OR`, `NOT`, and parentheses:

* **`AND`**: Both clauses must match. Whitespace between two clauses acts as `AND`, so `status:error run_type:llm` and `status:error AND run_type:llm` are equivalent.
* **`OR`**: Either clause must match.
* **`NOT`**: Negates the clause that follows. The `-` prefix does the same thing, so `NOT status:error` and `-status:error` are equivalent.
* **Parentheses**: Group clauses to control precedence.

`AND` binds more tightly than `OR`, so `a OR b AND c` matches `a OR (b AND c)`. Group clauses to change that: `(a OR b) AND c`.

Keywords are case-insensitive.

### Quote values

Double-quote a value that contains a space, contains a colon, or includes a character to match literally:

```text theme={null}
name:"docs agent"
tags:"env:prod"
```

Quoting also turns off wildcard matching, so `name:"docs*"` matches the literal string `docs*`. As an alternative to quoting, escape the character with a backslash, as in `name:docs\ agent`.

In the run scopes, an unquoted value containing a space splits into two clauses, so `name:docs agent` matches runs whose name is `docs` and whose indexed content contains `agent`.

### Search without naming a field

In the **Single run**, **Root run**, and **Any run** scopes, a bare term searches every [indexed field](#full-text-search-indexing):

```text theme={null}
"capital of France"
```

The **Thread** scope does not support bare-term search.

## Fields

The suggestion list groups fields into categories. The available fields depend on the [scope](#choose-what-a-filter-matches) of the filter row.

### Run fields

These fields are available in the **Single run**, **Root run**, and **Any run** scopes.

**Run attributes**

| Field      | Description                                                                                                  |
| ---------- | ------------------------------------------------------------------------------------------------------------ |
| `name`     | Run name. Supports wildcards.                                                                                |
| `status`   | Run status: `pending`, `success`, `error`, or `interrupted`.                                                 |
| `run_type` | The [type of run](/langsmith/run-data-format#run-types), for example `llm`, `chain`, `tool`, or `retriever`. |
| `tags`     | Run tags. A clause matches if any tag on the run matches.                                                    |

**Content**

| Field         | Description                                                                               |
| ------------- | ----------------------------------------------------------------------------------------- |
| `input`       | Run inputs. Use `~` to search the text, or `input.<key>` to match a JSON key.             |
| `output`      | Run outputs. Use `~` to search the text, or `output.<key>` to match a JSON key.           |
| `metadata`    | Run metadata. Use `metadata.<key>` to match a JSON key, or `~` to search metadata values. |
| `error`       | Error text. Use `~` to search the text.                                                   |
| `attachments` | Attachment names.                                                                         |

**Identity**

| Field                                          | Description                                                   |
| ---------------------------------------------- | ------------------------------------------------------------- |
| `id`, `trace_id`, `thread_id`, `parent_run_id` | Match a specific run, trace, thread, or parent run by its ID. |
| `ls_user_id`                                   | The LangSmith user the run is attributed to.                  |

**Performance**

| Field                                                | Description                                                                                                                                     |
| ---------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------- |
| `latency`                                            | Run duration in seconds.                                                                                                                        |
| `first_token_time`                                   | When the first token was produced.                                                                                                              |
| `prompt_tokens`, `completion_tokens`, `total_tokens` | Token counts for the run.                                                                                                                       |
| `prompt_cost`, `completion_cost`, `total_cost`       | Costs for the run.                                                                                                                              |
| `prompt_token_details`, `completion_token_details`   | Token breakdowns. Address a component with dot notation, for example `prompt_token_details.cache_read` or `completion_token_details.reasoning`. |
| `prompt_cost_details`, `completion_cost_details`     | Cost breakdowns, with the same components as the token breakdowns.                                                                              |

**Feedback**

| Field      | Description                                                              |
| ---------- | ------------------------------------------------------------------------ |
| `feedback` | Feedback on the run. Refer to [Filter on feedback](#filter-on-feedback). |

Metadata and tags are usually the most productive fields to filter on, because you control what goes in them. See [Add metadata and tags to traces](/langsmith/add-metadata-tags).

### Thread fields

The **Thread** scope filters on attributes of the thread as a whole, so it supports a different set of fields. The suggestion list labels the group **Thread attributes**.

| Field                                                                                                | Description                                  |
| ---------------------------------------------------------------------------------------------------- | -------------------------------------------- |
| `thread_id`                                                                                          | Thread ID.                                   |
| `turn_count`                                                                                         | Turns in the thread.                         |
| `num_errored_turns`                                                                                  | Turns that ended in an error.                |
| `thread_duration`                                                                                    | First turn start to last turn end.           |
| `trace_latency_p50`                                                                                  | Median turn latency.                         |
| `trace_latency_p99`                                                                                  | P99 turn latency.                            |
| `total_tokens`                                                                                       | Tokens across the thread.                    |
| `total_cost`                                                                                         | Cost across the thread.                      |
| `prompt_token_details`, `completion_token_details`, `prompt_cost_details`, `completion_cost_details` | Token and cost breakdowns across the thread. |

<Note>
  Run fields such as `name`, `status`, and `input` are not available in the **Thread** scope. To filter threads by an attribute of the runs they contain, add a second filter row in the **Any run** scope. Refer to [Combine scopes](#combine-scopes).
</Note>

### Match a JSON key

`input`, `output`, and `metadata` hold JSON. Address a key inside them with dot notation:

```text theme={null}
metadata.env:production
input.user_id:abc123
output.status:success
```

Nested paths work the same way, for example `metadata.config.temperature:0.7`. Quote a key that contains a dot, as in `metadata."my.key":production`.

Only `metadata` paths support comparison and range operators, and only where the values are numeric:

```text theme={null}
metadata.retries:>=3
```

### Filter on feedback

Address a feedback key and one of its subfields with dot notation:

```text theme={null}
feedback.correctness.score:>=0.5
feedback.relevance.value:pass
feedback.quality.comment:~helpful
```

The available subfields are `key`, `score`, `value`, `comment`, `source`, and `error`. In the **Thread** scope, only `key`, `score`, and `value` are available.

To match records that carry any feedback at all, use `feedback:*`. To match records that carry a particular feedback key regardless of its value, use `feedback.<key>:*`. Comparing a value requires naming a subfield, so `feedback.correctness:0.5` is not valid.

Group a feedback condition with `feedback:{...}`:

```text theme={null}
feedback:{correctness.score:>0.5}
```

## Examples

Queries to copy and adapt. Each assumes the default scope for its table selection.

**Errored LLM calls that were also slow.** Use the **Runs** selection:

```text theme={null}
run_type:llm AND status:error AND latency:>10
```

**Runs your evaluator scored poorly.** Use the **Runs** selection:

```text theme={null}
run_type:llm AND feedback.correctness.score:<0.5
```

**Production traffic that did not succeed.** Use the **Traces** selection:

```text theme={null}
metadata.env:production AND -status:success
```

**Conversations that mention a topic and went wrong.** Use the **Threads** selection:

```text theme={null}
input:~"refund" AND status:error
```

**Traces that called a specific tool.** Use the **Traces** selection:

```text theme={null}
run_type:tool AND name:search_documents
```

**Expensive traces.** Use the **Traces** selection with the **Root run** scope:

```text theme={null}
total_cost:>0.5
```

## Filter with shortcuts

The **Shortcuts** panel to the left of the table lists the most common values in the project, grouped by **Status**, **Run Name**, **Run Type**, **Tag**, **Metadata**, and **Feedback**. These groups correspond to the `status`, `name`, `run_type`, `tags`, `metadata`, and `feedback` fields. Selecting a value adds the matching clause to the search bar, so the most common filters take one click instead of a typed query.

Each group header shows how many of its values are active. Use the search box in the **Feedback** group to find a feedback key.

<img className="block dark:hidden" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-shortcuts-panel-light.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=3f3e0ca543922f9a57ffa84a042f8146" alt="The Shortcuts panel to the left of the runs table, with Status, Run Name, Run Type, and Tag groups. The error value is checked, the Status group header reads '1 active', and the search bar above holds the matching status:error clause" width="499" height="732" data-path="langsmith/images/filter-shortcuts-panel-light.png" />

<img className="hidden dark:block" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-shortcuts-panel-dark.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=ca231e2ea412c403479c11e25f94660c" alt="The Shortcuts panel to the left of the runs table, with Status, Run Name, Run Type, and Tag groups. The error value is checked, the Status group header reads '1 active', and the search bar above holds the matching status:error clause" width="504" height="755" data-path="langsmith/images/filter-shortcuts-panel-dark.png" />

To give the table more room, click **Hide shortcuts**, then **Show shortcuts** to bring the panel back. The **Stats** panel on the right collapses the same way, with **Hide stats** and **Show stats**.

## Save a filter

Saved views store a filter for reuse. A view belongs to the tracing project rather than to the person who created it, so anyone with access to the project can select it.

To save the current filter:

1. Build the query.
2. Click **Save View**.
3. Enter a name and description, then save.

The view then appears in the **Views** dropdown alongside **Default view**. Each entry lists the scopes its filter uses, which shows at a glance whether it applies to the current table selection.

To update a saved view, select it, change the query, then click **Save View**. To rename or delete a view, click the <Icon icon="dots-vertical" /> icon next to it in the **Views** dropdown.

To discard unsaved changes and return to the selected view, click **Reset**.

### Views saved with the previous syntax

Views saved before this filtering experience shipped continue to work. Selecting one translates its filters into the syntax on this page, and LangSmith prompts you to save the translated view.

## Filter the runs in a trace

Filtering inside an open trace highlights the runs that match, which is how you find the one that matters in a large trace. Open a thread or trace to reach the [Details view](/langsmith/view-traces#details-view), then use **Filter runs** above the run list.

Matching runs are highlighted in place, and the rest of the trace stays visible around them, so a match keeps the context that explains it. A filter applied in the **Any run** scope carries over automatically, so opening a thread or trace from the table highlights the runs that matched it.

<img className="block dark:hidden" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-trace-highlighting-light.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=bd4d5f1656535291db896fd347c9a0db" alt="The Details view of a thread. The Turns pane on the left holds a filter reading input contains list, and the runs matching it are highlighted within the surrounding trace tree, which stays fully visible. The selected run is shown on the right" width="1033" height="811" data-path="langsmith/images/filter-trace-highlighting-light.png" />

<img className="hidden dark:block" src="https://mintcdn.com/langchain-5e9cc07a-preview-fjmorr-1788320705-f203809/A02_ihHoSEKTKshs/langsmith/images/filter-trace-highlighting-dark.png?fit=max&auto=format&n=A02_ihHoSEKTKshs&q=85&s=42b5b5510507a0a1018b1bfc049f67fd" alt="The Details view of a thread. The Turns pane on the left holds a filter reading input contains list, and the runs matching it are highlighted within the surrounding trace tree, which stays fully visible. The selected run is shown on the right" width="1038" height="811" data-path="langsmith/images/filter-trace-highlighting-dark.png" />

This search bar accepts the same fields and syntax as the **Single run** scope on the project page. It has no scope selector, because it always matches individual runs within the open trace. To remove the filter, click the clear icon in the filter box.

The **Visibility** options behind the <Icon icon="settings" /> icon above the run list, **Most relevant** and **Show All**, are disabled while a filter is applied.

## Full-text search indexing

The `~` operator and [bare-term searches](#search-without-naming-a-field) match against a derived search index rather than against the stored run data. LangSmith builds that index by extracting search tokens recursively from the string values in run inputs, outputs, and errors. Object keys are not indexed, and a value is neither rejected nor truncated because of its length.

The following limits apply to the index:

* **Tokens per field**: LangSmith retains up to 2,000 distinct search tokens for each indexed field, selected from up to 200,000 distinct candidates.
* **Nesting depth**: LangSmith processes nested data to a maximum depth of 30.
* **Token length**: A search token runs between 2 and 44 characters of ASCII text. Strings outside that range are not indexed, and non-ASCII text is measured by the space it occupies rather than by character count.
* **Excluded content**: URLs, image data URLs, numeric-only tokens, and common stopwords such as "the" and "of" are not indexed.

These limits govern the search index only. Run data is stored in full, so a value the index leaves out is still visible in the trace itself.

Metadata and key paths are indexed separately. Key-path filtering is not subject to the full-text token limits, and LangSmith does not currently publish separate limits for it. A filter such as `input.<key>` or `metadata.<key>` looks for a value at a specific path, so it can still match values the full-text index omits. Refer to [Match a JSON key](#match-a-json-key).

## Troubleshoot a query

**The search bar flags the query as invalid.** The bar validates as you type and names the problem inline, including unknown field names, unbalanced quotes or brackets, and an operator separated from its colon by a space. Fix the clause it points at.

**The query is valid but matches nothing.** Work through these in order:

1. **Check the time range.** It applies alongside the query, so a correct filter still returns nothing if the matching runs fall outside the window.
2. **Check the scope.** A clause tested against the wrong level of the hierarchy is the most common cause. Filtering traces on `run_type:llm` in the **Root run** scope matches only traces whose entry run is an LLM call, which is rarely what you want. Switch that row to **Any run**.
3. **Check for a Not applied badge.** A row on a scope the current table selection does not support is preserved but not applied.
4. **Check whether the value is indexed.** Full-text search skips URLs, stopwords, numeric-only tokens, and very short or very long tokens. Filter on a [JSON key](#match-a-json-key) instead, which is not subject to those limits.

## See also

* [View traces](/langsmith/view-traces)
* [Threads](/langsmith/threads)
* [Add metadata and tags to traces](/langsmith/add-metadata-tags)
* [Trace query syntax](/langsmith/trace-query-syntax) for the SDK and REST API query language
* [Query traces using the SDK](/langsmith/export-traces)

***

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