Description
Early Detection flags insights generated by the Windward Early Detection model on pre-defined data sets daily. The insights are indications of behavioral anomalies and new trends that are building up. The data available in the API includes the population, area activity, and aggregation metric that specify the time series for which the insight was generated. In addition, included historical data points (predicted and actual values) that can be used to draw a graph as a visual aid, and a broader understanding of the trend.
Field Types
| Field | Type | Description |
|---|---|---|
| timestamp | Date | The time the data was calculated |
| aggregationMetric | EarlyDetectionAggregationMetric | Unique vessel count or duration median as the aggregation data point of the time series |
| confidence | Float | Indication of how anomalous the insight is |
| insightType | [EarlyDetectionInsightType] | The type of the Insight (anomaly/ new normal/ anomaly and new normal) |
| isNewNormal | Boolean | Indication if the latest insight on the TS is a New Normal |
| isAnomaly | Boolean | Indication if the latest insight on the TS is an Anomaly |
| vesselsProperties | EarlyDetectionVesselsProperties | Vessel population type |
| subClass | VesselSubclass | The subclass in the insight is built refers to |
| vesselClass | VesselClass | The class in the insight is built refers to |
| activityType | ActivityTypes | The activity type the insight refers to |
| area | FeatureObject | The polygon the insight is flagged for |
| insightsMetadata | EarlyDetectionInsightsMetadata | Containing the latest insight details(anomaly/ new normal) |
| anomaly | EarlyDetectionNewNormal | Anomaly Metadata |
| actualValue | Float | The actual aggregate value |
| confidence | Float | The “strength” of the ingest |
| duration | Float | The duration in days which the anomaly is flagged for |
| expectedValue | Float | The calculated expected value |
| pctChange | Float | Percentage of change from previous value |
| startDate | Date | The new normal start date |
| newNormal | Float | New Normal value |
| oldNormal | Float | Old Normal value |
| pctChange | Float | The overall % of change between the old and new normal |
| tsIndexTime | Date | The time of the time series data point |
| historicalData | EarlyDetectionHistoricalData | Historical data points related to the insight |
| dateRange | ClosedDateTimeRangeInput | The date range of the specific point |
| actualValue | Float | The calculated value for the related week |
| lowerBound | Float | The true value is expected to be greater than this value |
| upperBound | Float | The true value is expected to be less than this value |
Request and Response
query EarlyDetectionEntitiesBy($input: EarlyDetectionEntitiesByInput!) {
earlyDetectionEntitiesBy(input: $input) {
nodes {
aggregationMetric
confidence
timestamp
insightType
activityType
area {
id
properties {
areaType
country
name
}
}
vesselProperties {
subClass
}
insightsMetadata {
anomaly {
actualValue
confidence
duration
expectedValue
pctChange
startDate
tsIndexTime
}
newNormal {
newNormal
oldNormal
pctChange
tsIndexTime
}
}
historicalData {
dateRange {
from
to
}
actualValue
lowerBound
upperBound
isNewNormal
isAnomaly
}
}
totalCount
}
}
{
"input": {
"filter": {
"vesselsProperties": {
"subClasses": "container_vessel",
"vesselClasses": "Cargo"
},
"activityTypes": "PORT_CALL",
"aggregationMetrics": "unique_vessel_count",
"anomaliesFromDate": "2024-10-10 00:00",
"insightTypes": [
"anomaly",
"new_normal"
],
},
"limit": 100
,
"offset": 5,
"sort": {
"field": "DETECTED_ON",
"order": "DESC"
}
}
data": {
"earlyDetectionEntitiesBy": {
"totalCount": 14,
"nodes": [
{
"aggregationMetric": "unique_vessel_count",
"confidence": 2.8368616104125977,
"timestamp": "2024-12-26T03:15:42.000Z",
"insightType": "anomaly",
"activityType": "PORT_CALL",
"area": {
"id": "5358fc78b68ca120a07dba69",
"properties": {
"areaType": "Port",
"country": "France",
"name": "Fos"
}
},
"vesselProperties": {
"subClass": null
},
"insightsMetadata": {
"anomaly": {
"actualValue": 32,
"confidence": 2.8368616104125977,
"duration": null,
"expectedValue": 47.533653259277344,
"pctChange": -0.327,
"startDate": "2024-12-18T00:00:00.000Z",
"tsIndexTime": "2024-12-26T03:15:42.000Z"
},
"newNormal": null
},
"historicalData": [
{
"dateRange": {
"from": "2020-12-31T03:15:42.000Z",
"to": "2021-01-07T03:15:42.000Z"
},
"actualValue": 48,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
...
}
}
}{
"data": {
"earlyDetectionEntitiesBy": {
"totalCount": 14,
"nodes": [
{
"aggregationMetric": "unique_vessel_count",
"confidence": 2.8368616104125977,
"timestamp": "2024-12-26T03:15:42.000Z",
"insightType": "anomaly",
"activityType": "PORT_CALL",
"area": {
"id": "5358fc78b68ca120a07dba69",
"properties": {
"areaType": "Port",
"country": "France",
"name": "Fos"
}
},
"vesselProperties": {
"subClass": null
},
"insightsMetadata": {
"anomaly": {
"actualValue": 32,
"confidence": 2.8368616104125977,
"duration": null,
"expectedValue": 47.533653259277344,
"pctChange": -0.327,
"startDate": "2024-12-18T00:00:00.000Z",
"tsIndexTime": "2024-12-26T03:15:42.000Z"
},
"newNormal": null
},
"historicalData": [
{
"dateRange": {
"from": "2020-12-31T03:15:42.000Z",
"to": "2021-01-07T03:15:42.000Z"
},
"actualValue": 48,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-01-07T03:15:42.000Z",
"to": "2021-01-14T03:15:42.000Z"
},
"actualValue": 59,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-01-14T03:15:42.000Z",
"to": "2021-01-21T03:15:42.000Z"
},
"actualValue": 55,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-01-21T03:15:42.000Z",
"to": "2021-01-28T03:15:42.000Z"
},
"actualValue": 48,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-01-28T03:15:42.000Z",
"to": "2021-02-04T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-02-04T03:15:42.000Z",
"to": "2021-02-11T03:15:42.000Z"
},
"actualValue": 51,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-02-11T03:15:42.000Z",
"to": "2021-02-18T03:15:42.000Z"
},
"actualValue": 55,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-02-18T03:15:42.000Z",
"to": "2021-02-25T03:15:42.000Z"
},
"actualValue": 51,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-02-25T03:15:42.000Z",
"to": "2021-03-04T03:15:42.000Z"
},
"actualValue": 54,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-03-04T03:15:42.000Z",
"to": "2021-03-11T03:15:42.000Z"
},
"actualValue": 53,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-03-11T03:15:42.000Z",
"to": "2021-03-18T03:15:42.000Z"
},
"actualValue": 56,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-03-18T03:15:42.000Z",
"to": "2021-03-25T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-03-25T03:15:42.000Z",
"to": "2021-04-01T03:15:42.000Z"
},
"actualValue": 60,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-04-08T03:15:42.000Z"
},
"actualValue": 62,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": true
},
{
"dateRange": {
"from": "2021-04-08T03:15:42.000Z",
"to": "2021-04-15T03:15:42.000Z"
},
"actualValue": 56,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-04-15T03:15:42.000Z",
"to": "2021-04-22T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-04-22T03:15:42.000Z",
"to": "2021-04-29T03:15:42.000Z"
},
"actualValue": 58,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-04-29T03:15:42.000Z",
"to": "2021-05-06T03:15:42.000Z"
},
"actualValue": 52,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-05-06T03:15:42.000Z",
"to": "2021-05-13T03:15:42.000Z"
},
"actualValue": 55,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-05-13T03:15:42.000Z",
"to": "2021-05-20T03:15:42.000Z"
},
"actualValue": 58,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-05-20T03:15:42.000Z",
"to": "2021-05-27T03:15:42.000Z"
},
"actualValue": 46,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-05-27T03:15:42.000Z",
"to": "2021-06-03T03:15:42.000Z"
},
"actualValue": 54,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-06-03T03:15:42.000Z",
"to": "2021-06-10T03:15:42.000Z"
},
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"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-06-17T03:15:42.000Z"
},
"actualValue": 53,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-06-24T03:15:42.000Z"
},
"actualValue": 45,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-07-01T03:15:42.000Z"
},
"actualValue": 59,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-07-08T03:15:42.000Z"
},
"actualValue": 51,
"lowerBound": 33.35070037841797,
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"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-07-15T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-07-15T03:15:42.000Z",
"to": "2021-07-22T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-07-29T03:15:42.000Z"
},
"actualValue": 46,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-08-05T03:15:42.000Z"
},
"actualValue": 52,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-08-05T03:15:42.000Z",
"to": "2021-08-12T03:15:42.000Z"
},
"actualValue": 44,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-08-12T03:15:42.000Z",
"to": "2021-08-19T03:15:42.000Z"
},
"actualValue": 58,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-08-19T03:15:42.000Z",
"to": "2021-08-26T03:15:42.000Z"
},
"actualValue": 53,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-08-26T03:15:42.000Z",
"to": "2021-09-02T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-09-02T03:15:42.000Z",
"to": "2021-09-09T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-09-09T03:15:42.000Z",
"to": "2021-09-16T03:15:42.000Z"
},
"actualValue": 51,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-09-16T03:15:42.000Z",
"to": "2021-09-23T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-09-23T03:15:42.000Z",
"to": "2021-09-30T03:15:42.000Z"
},
"actualValue": 45,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-10-07T03:15:42.000Z"
},
"actualValue": 54,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-10-14T03:15:42.000Z"
},
"actualValue": 49,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-10-21T03:15:42.000Z"
},
"actualValue": 48,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-10-28T03:15:42.000Z"
},
"actualValue": 54,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
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"to": "2021-11-04T03:15:42.000Z"
},
"actualValue": 49,
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"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-11-11T03:15:42.000Z"
},
"actualValue": 54,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-11-11T03:15:42.000Z",
"to": "2021-11-18T03:15:42.000Z"
},
"actualValue": 49,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
"from": "2021-11-18T03:15:42.000Z",
"to": "2021-11-25T03:15:42.000Z"
},
"actualValue": 53,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-12-02T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
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"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-12-09T03:15:42.000Z"
},
"actualValue": 42,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-12-16T03:15:42.000Z"
},
"actualValue": 42,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-12-23T03:15:42.000Z"
},
"actualValue": 61,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2021-12-30T03:15:42.000Z"
},
"actualValue": 42,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2022-01-06T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2022-01-13T03:15:42.000Z"
},
"actualValue": 50,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
{
"dateRange": {
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"to": "2022-01-20T03:15:42.000Z"
},
"actualValue": 47,
"lowerBound": 33.35070037841797,
"upperBound": 61.71659851074219,
"isNewNormal": false,
"isAnomaly": false
},
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