> ## Documentation Index
> Fetch the complete documentation index at: https://langwatch.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Create Timeseries

> Query analytics timeseries data with metrics, aggregations, and filters



## OpenAPI

````yaml POST /api/analytics/timeseries
openapi: 3.1.0
info:
  title: LangWatch API
  version: 1.0.0
  description: LangWatch openapi spec
servers:
  - url: https://app.langwatch.ai
security:
  - project_api_key: []
paths:
  /api/analytics/timeseries:
    post:
      description: Query analytics timeseries data with metrics, aggregations, and filters
      operationId: postApiAnalyticsTimeseries
      parameters: []
      requestBody:
        content:
          application/json:
            schema:
              type: object
              properties:
                startDate:
                  anyOf:
                    - type: number
                    - type: string
                endDate:
                  anyOf:
                    - type: number
                    - type: string
                query:
                  type: string
                filters:
                  type: object
                  properties:
                    topics.topics:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    topics.subtopics:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.user_id:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.thread_id:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.customer_id:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.labels:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.key:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.value:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    metadata.prompt_ids:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    traces.origin:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    traces.error:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    traces.name:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    spans.type:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    spans.model:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.evaluator_id:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.evaluator_id.guardrails_only:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.evaluator_id.has_passed:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.evaluator_id.has_score:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.evaluator_id.has_label:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.passed:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.score:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.state:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    evaluations.label:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    events.event_type:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    events.metrics.key:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    events.metrics.value:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    events.event_details.key:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                    annotations.hasAnnotation:
                      anyOf:
                        - type: array
                          items:
                            type: string
                        - type: object
                          additionalProperties:
                            type: array
                            items:
                              type: string
                        - type: object
                          additionalProperties:
                            type: object
                            additionalProperties:
                              type: array
                              items:
                                type: string
                  additionalProperties: false
                  default: {}
                traceIds:
                  type: array
                  items:
                    type: string
                negateFilters:
                  type: boolean
                series:
                  type: array
                  items:
                    type: object
                    properties:
                      metric:
                        type: string
                        enum:
                          - metadata.trace_id
                          - metadata.user_id
                          - metadata.thread_id
                          - metadata.span_type
                          - sentiment.thumbs_up_down
                          - performance.completion_time
                          - performance.first_token
                          - performance.total_cost
                          - performance.prompt_tokens
                          - performance.completion_tokens
                          - performance.total_tokens
                          - performance.tokens_per_second
                          - events.event_type
                          - events.event_score
                          - events.event_details
                          - evaluations.evaluation_score
                          - evaluations.evaluation_pass_rate
                          - evaluations.evaluation_runs
                          - threads.average_duration_per_thread
                      key:
                        type: string
                      subkey:
                        type: string
                      aggregation:
                        type: string
                        enum:
                          - terms
                          - cardinality
                          - avg
                          - sum
                          - min
                          - max
                          - median
                          - p99
                          - p95
                          - p90
                      pipeline:
                        type: object
                        properties:
                          field:
                            type: string
                            enum:
                              - trace_id
                              - user_id
                              - thread_id
                              - customer_id
                          aggregation:
                            type: string
                            enum:
                              - sum
                              - avg
                              - min
                              - max
                        required:
                          - field
                          - aggregation
                      filters:
                        type: object
                        properties:
                          topics.topics:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          topics.subtopics:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.user_id:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.thread_id:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.customer_id:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.labels:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.key:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.value:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          metadata.prompt_ids:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          traces.origin:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          traces.error:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          traces.name:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          spans.type:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          spans.model:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.evaluator_id:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.evaluator_id.guardrails_only:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.evaluator_id.has_passed:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.evaluator_id.has_score:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.evaluator_id.has_label:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.passed:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.score:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.state:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          evaluations.label:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          events.event_type:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          events.metrics.key:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          events.metrics.value:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          events.event_details.key:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                          annotations.hasAnnotation:
                            anyOf:
                              - type: array
                                items:
                                  type: string
                              - type: object
                                additionalProperties:
                                  type: array
                                  items:
                                    type: string
                              - type: object
                                additionalProperties:
                                  type: object
                                  additionalProperties:
                                    type: array
                                    items:
                                      type: string
                        additionalProperties: false
                      asPercent:
                        type: boolean
                    required:
                      - metric
                      - aggregation
                groupBy:
                  type: string
                  enum:
                    - topics.topics
                    - traces.trace_name
                    - metadata.user_id
                    - metadata.thread_id
                    - metadata.customer_id
                    - metadata.labels
                    - metadata.model
                    - metadata.span_type
                    - sentiment.thumbs_up_down
                    - events.event_type
                    - evaluations.evaluation_passed
                    - evaluations.evaluation_label
                    - evaluations.evaluation_processing_state
                    - error.has_error
                groupByKey:
                  type: string
                timeScale:
                  anyOf:
                    - type: string
                      const: full
                    - type: integer
                timeZone:
                  type: string
              required:
                - startDate
                - endDate
                - series
                - timeZone
      responses:
        '200':
          description: Timeseries analytics data with current and previous periods
          content:
            application/json:
              schema:
                type: object
                properties:
                  currentPeriod:
                    type: array
                    items:
                      type: object
                      additionalProperties: {}
                  previousPeriod:
                    type: array
                    items:
                      type: object
                      additionalProperties: {}
                required:
                  - currentPeriod
                  - previousPeriod
        '400':
          description: Bad Request
          content:
            application/json:
              schema:
                type: object
                properties:
                  error:
                    type: string
                  message:
                    type: string
                required:
                  - error
        '401':
          description: Unauthorized
          content:
            application/json:
              schema:
                type: object
                properties:
                  error:
                    type: string
                  message:
                    type: string
                required:
                  - error
        '422':
          description: Unprocessable Entity
          content:
            application/json:
              schema:
                type: object
                properties:
                  error:
                    type: string
                  message:
                    type: string
                required:
                  - error
        '500':
          description: Internal Server Error
          content:
            application/json:
              schema:
                type: object
                properties:
                  error:
                    type: string
                  message:
                    type: string
                required:
                  - error
components:
  securitySchemes:
    project_api_key:
      type: apiKey
      in: header
      name: X-Auth-Token
      description: >-
        Project API key for sending traces and accessing project-scoped
        resources. Format: sk-lw-... (no underscore). Obtain one by creating a
        project via the Admin API or the LangWatch UI.

````