--- title: AI --- [Skip to content](#_top) [API Reference](https://developers.cloudflare.com/api/python) [Radar](https://developers.cloudflare.com/api/python/resources/radar) Copy Markdown Open in **Claude**Open in **ChatGPT**Open in **Cursor** --- **Copy Markdown****View as Markdown** # AI #### AITo Markdown ##### [Convert uploaded files to Markdown](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/to_markdown/methods/create) Deprecated radar.ai.to\_markdown.create(ToMarkdownCreateParams\*\*kwargs) -> SyncSinglePage\[[ToMarkdownCreateResponse]()] POST/accounts/{account\_id}/ai/tomarkdown ##### ModelsExpand Collapse
class ToMarkdownCreateResponse: … data: str Link to this property format: str Link to this property mime\_type: str Link to this property name: str Link to this property tokens: str Link to this property
[Link to this property](<#(resource)%20radar.ai.to_markdown%20%3E%20(model)%20to_markdown_create_response%20%3E%20(schema)>) #### AIInference ##### [Get Workers AI inference distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/methods/summary_v2) radar.ai.inference.summary\_v2(Literal\["MODEL", "TASK"]dimension, InferenceSummaryV2Params\*\*kwargs) -> [InferenceSummaryV2Response]() GET/radar/ai/inference/summary/{dimension} ##### [Get time series distribution of Workers AI inference by dimension.](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/methods/timeseries_groups_v2) radar.ai.inference.timeseries\_groups\_v2(Literal\["MODEL", "TASK"]dimension, InferenceTimeseriesGroupsV2Params\*\*kwargs) -> [InferenceTimeseriesGroupsV2Response]() GET/radar/ai/inference/timeseries\_groups/{dimension} ##### ModelsExpand Collapse
class InferenceSummaryV2Response: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.inference%20%3E%20(model)%20inference_summary_v2_response%20%3E%20(schema)>)
class InferenceTimeseriesGroupsV2Response: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.inference%20%3E%20(model)%20inference_timeseries_groups_v2_response%20%3E%20(schema)>) #### AIInferenceSummary ##### [Get Workers AI models summary](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/subresources/summary/methods/model) Deprecated radar.ai.inference.summary.model(SummaryModelParams\*\*kwargs) -> [SummaryModelResponse]() GET/radar/ai/inference/summary/model ##### [Get Workers AI tasks summary](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/subresources/summary/methods/task) Deprecated radar.ai.inference.summary.task(SummaryTaskParams\*\*kwargs) -> [SummaryTaskResponse]() GET/radar/ai/inference/summary/task ##### ModelsExpand Collapse
class SummaryModelResponse: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.inference.summary%20%3E%20(model)%20summary_model_response%20%3E%20(schema)>)
class SummaryTaskResponse: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.inference.summary%20%3E%20(model)%20summary_task_response%20%3E%20(schema)>) #### AIInferenceTimeseries Groups #### AIInferenceTimeseries GroupsSummary ##### [Get Workers AI models time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/subresources/timeseries_groups/subresources/summary/methods/model) Deprecated radar.ai.inference.timeseries\_groups.summary.model(SummaryModelParams\*\*kwargs) -> [SummaryModelResponse]() GET/radar/ai/inference/timeseries\_groups/model ##### [Get Workers AI tasks time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/inference/subresources/timeseries_groups/subresources/summary/methods/task) Deprecated radar.ai.inference.timeseries\_groups.summary.task(SummaryTaskParams\*\*kwargs) -> [SummaryTaskResponse]() GET/radar/ai/inference/timeseries\_groups/task ##### ModelsExpand Collapse
class SummaryModelResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.inference.timeseries_groups.summary%20%3E%20(model)%20summary_model_response%20%3E%20(schema)>)
class SummaryTaskResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.inference.timeseries_groups.summary%20%3E%20(model)%20summary_task_response%20%3E%20(schema)>) #### AIBots ##### [Get AI bots HTTP requests distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/bots/methods/summary_v2) radar.ai.bots.summary\_v2(Literal\["USER\_AGENT", "CRAWL\_PURPOSE", "INDUSTRY", 4 more]dimension, BotSummaryV2Params\*\*kwargs) -> [BotSummaryV2Response]() GET/radar/ai/bots/summary/{dimension} ##### [Get AI bots HTTP requests time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/bots/methods/timeseries) radar.ai.bots.timeseries(BotTimeseriesParams\*\*kwargs) -> [BotTimeseriesResponse]() GET/radar/ai/bots/timeseries ##### [Get time series distribution of AI bots HTTP requests by dimension.](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/bots/methods/timeseries_groups) radar.ai.bots.timeseries\_groups(Literal\["USER\_AGENT", "CRAWL\_PURPOSE", "INDUSTRY", 4 more]dimension, BotTimeseriesGroupsParams\*\*kwargs) -> [BotTimeseriesGroupsResponse]() GET/radar/ai/bots/timeseries\_groups/{dimension} ##### ModelsExpand Collapse
class BotSummaryV2Response: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.bots%20%3E%20(model)%20bot_summary_v2_response%20%3E%20(schema)>)
class BotTimeseriesResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)>)
class BotTimeseriesGroupsResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)>) #### AIBotsSummary ##### [Get AI user agents summary](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/bots/subresources/summary/methods/user_agent) Deprecated radar.ai.bots.summary.user\_agent(SummaryUserAgentParams\*\*kwargs) -> [SummaryUserAgentResponse]() GET/radar/ai/bots/summary/user\_agent ##### ModelsExpand Collapse
class SummaryUserAgentResponse: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.bots.summary%20%3E%20(model)%20summary_user_agent_response%20%3E%20(schema)>) #### AITimeseries Groups ##### [Get AI user agents time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/timeseries_groups/methods/user_agent) Deprecated radar.ai.timeseries\_groups.user\_agent(TimeseriesGroupUserAgentParams\*\*kwargs) -> [TimeseriesGroupUserAgentResponse]() GET/radar/ai/bots/timeseries\_groups/user\_agent ##### [Get AI bots HTTP requests distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/timeseries_groups/methods/summary) Deprecated radar.ai.timeseries\_groups.summary(Literal\["USER\_AGENT", "CRAWL\_PURPOSE", "INDUSTRY", 4 more]dimension, TimeseriesGroupSummaryParams\*\*kwargs) -> [TimeseriesGroupSummaryResponse]() GET/radar/ai/bots/summary/{dimension} ##### [Get AI bots HTTP requests time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/timeseries_groups/methods/timeseries) Deprecated radar.ai.timeseries\_groups.timeseries(TimeseriesGroupTimeseriesParams\*\*kwargs) -> [TimeseriesGroupTimeseriesResponse]() GET/radar/ai/bots/timeseries ##### [Get time series distribution of AI bots HTTP requests by dimension.](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/timeseries_groups/methods/timeseries_groups) Deprecated radar.ai.timeseries\_groups.timeseries\_groups(Literal\["USER\_AGENT", "CRAWL\_PURPOSE", "INDUSTRY", 4 more]dimension, TimeseriesGroupTimeseriesGroupsParams\*\*kwargs) -> [TimeseriesGroupTimeseriesGroupsResponse]() GET/radar/ai/bots/timeseries\_groups/{dimension} ##### ModelsExpand Collapse
class TimeseriesGroupUserAgentResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.timeseries_groups%20%3E%20(model)%20timeseries_group_user_agent_response%20%3E%20(schema)>)
class TimeseriesGroupSummaryResponse: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property summary\_0: Dict\[str, str] Link to this property
[Link to this property](<#(resource)%20radar.ai.timeseries_groups%20%3E%20(model)%20timeseries_group_summary_response%20%3E%20(schema)>)
class TimeseriesGroupTimeseriesResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.timeseries_groups%20%3E%20(model)%20timeseries_group_timeseries_response%20%3E%20(schema)>)
class TimeseriesGroupTimeseriesGroupsResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
Link to this property
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
Link to this property
units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
Link to this property
Link to this property
serie\_0: Serie0 timestamps: List\[datetime] Link to this property
Link to this property
[Link to this property](<#(resource)%20radar.ai.timeseries_groups%20%3E%20(model)%20timeseries_group_timeseries_groups_response%20%3E%20(schema)>) #### AIMarkdown For Agents ##### [Get AI markdown for agents reduction ratio summary](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/markdown_for_agents/methods/summary) radar.ai.markdown\_for\_agents.summary(MarkdownForAgentSummaryParams\*\*kwargs) -> [MarkdownForAgentSummaryResponse]() GET/radar/ai/markdown\_for\_agents/summary ##### [Get AI markdown for agents reduction ratio time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/ai/subresources/markdown_for_agents/methods/timeseries) radar.ai.markdown\_for\_agents.timeseries(MarkdownForAgentTimeseriesParams\*\*kwargs) -> [MarkdownForAgentTimeseriesResponse]() GET/radar/ai/markdown\_for\_agents/timeseries ##### ModelsExpand Collapse
class MarkdownForAgentSummaryResponse: …
meta: Meta Metadata for the results.
confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
Link to this property
date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
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units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
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summary\_0: Summary0 value: str A numeric string that can include decimals and infinity values. Link to this property
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[Link to this property](<#(resource)%20radar.ai.markdown_for_agents%20%3E%20(model)%20markdown_for_agent_summary_response%20%3E%20(schema)>)
class MarkdownForAgentTimeseriesResponse: …
meta: Meta Metadata for the results.
agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more] Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to Aggregation intervals. One of the following: "FIFTEEN\_MINUTES" Link to this property "ONE\_HOUR" Link to this property "ONE\_DAY" Link to this property "ONE\_WEEK" Link to this property "ONE\_MONTH" Link to this property
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confidence\_info: MetaConfidenceInfo
annotations: List\[MetaConfidenceInfoAnnotation]
data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more] Data source for annotations. One of the following: "ALL" Link to this property "AI\_BOTS" Link to this property "AI\_GATEWAY" Link to this property "BGP" Link to this property "BOTS" Link to this property "CONNECTION\_ANOMALY" Link to this property "CT" Link to this property "DNS" Link to this property "DNS\_MAGNITUDE" Link to this property "DNS\_AS112" Link to this property "DOS" Link to this property "EMAIL\_ROUTING" Link to this property "EMAIL\_SECURITY" Link to this property "FW" Link to this property "FW\_PG" Link to this property "HTTP" Link to this property "HTTP\_CONTROL" Link to this property "HTTP\_CRAWLER\_REFERER" Link to this property "HTTP\_ORIGINS" Link to this property "IQI" Link to this property "LEAKED\_CREDENTIALS" Link to this property "NET" Link to this property "ROBOTS\_TXT" Link to this property "SPEED" Link to this property "WORKERS\_AI" Link to this property
Link to this property description: str Link to this property end\_date: datetime formatdate-time Link to this property
event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more] Event type for annotations. One of the following: "GENERAL" Link to this property "OUTAGE" Link to this property "PARTIAL\_PROJECTION" Link to this property "PIPELINE" Link to this property "TRAFFIC\_ANOMALY" Link to this property
Link to this property is\_instantaneous: bool Whether event is a single point in time or a time range. Link to this property linked\_url: str formaturi Link to this property start\_date: datetime formatdate-time Link to this property tags: Optional\[List\[str]] Link to this property
Link to this property level: int Provides an indication of how much confidence Cloudflare has in the data. Link to this property
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date\_range: List\[MetaDateRange] end\_time: datetime Adjusted end of date range. formatdate-time Link to this property start\_time: datetime Adjusted start of date range. formatdate-time Link to this property
Link to this property last\_updated: datetime Timestamp of the last dataset update. formatdate-time Link to this property
normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more] Normalization method applied to the results. Refer to Normalization methods. One of the following: "PERCENTAGE" Link to this property "MIN0\_MAX" Link to this property "MIN\_MAX" Link to this property "RAW\_VALUES" Link to this property "PERCENTAGE\_CHANGE" Link to this property "ROLLING\_AVERAGE" Link to this property "OVERLAPPED\_PERCENTAGE" Link to this property "RATIO" Link to this property
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units: List\[MetaUnit] Measurement units for the results. name: str Link to this property value: str Link to this property
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[Link to this property](<#(resource)%20radar.ai.markdown_for_agents%20%3E%20(model)%20markdown_for_agent_timeseries_response%20%3E%20(schema)>)