分析工具¶

需要

欧

Org unit identifiers, potentially separated by a semicolon.

是的

ougs

Org unit group set identifiers, potentially separated by a semicolon.

### 价值

列

| json(应用项目/ json) | Validation report |
| ---------- | ------- |
| 响应将包含用于父组织单位的列,用于请求的每个组织单位组集部分的列以及用于计数的列。统计信息包括组织单位的数量,该组织单位是请求中指定的组织单位的子层次结构的一部分。该响应包含一个元数据部分,该元数据部分指定由其标识符引用的响应的每个组织单位和组织单位组部分的名称。      | 默认响应使用单个 `count` 列进行标准化。通过使用 `columns` 查询参数指定至少一个组织单位组集,可以在表格布局中呈现响应。 |
| Response formats      | 组织单位分析端点支持以下表示格式: |

## json(应用项目/ json)

csv(应用项目/ csv)

xls(application / vnd.ms-excel)

### `vr = <UID>`以匹配验证规则的所有验证结果;提供多个参数时,多个规则组合或

例子

要获取组织单位和组织单位组集的组织单位分析,请执行以下操作:

| 默认值 | Parameter name | Potential duplicate status | 检索和删除项目通知模板 |
|---|---|---|---|
| Table: Query parameters | Constraints and validation | 下表描述了专门针对组织单位分析API的可能的验证错误。为汇总分析API指定的某些错误也相关。 | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` |
| E7228 | E7300 | 必须至少指定一个组织单位 | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` |
| Filter on whether the current user can manage the returned users through the managed user group relationships. | 数据集报告 { #webapi_data_set_report }  | 可以使用 web api 生成数据集报告
`/dataSetReport` 资源。此资源生成有关数据集的报告
并以 HTML 表格的形式返回结果。 | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` |
| 数据值 | 该请求支持以下参数: | Table: Data set report query parameters | Program notification template |
| 描述 | 类型 | *userDataStore* 由用户、命名空间、键和关联的
值。用户、命名空间和密钥的组合是唯一的。 | Program notification template |

Data set to create the report from.

Data set UID

是的

聚乙烯

Period(s) to create the report from. May be a comma-separated list.

ISO String

是的

### 回应格式 { #response-formats } 

Organisation unit to create the report from.

- 临界点
- Property
- Table: Org unit analytics query parameters

### 自订表格 { #custom-forms } 

One or more UIDs

不

selectedUnitOnly

Whether to use captured data only or aggregated data.


## Boolean

不

The data set report resource accepts `GET` requests only. The response content type is `application/json` and returns data in a grid. This endpoint works for all types of data sets, including default, section and custom forms.

An example request to retrieve a report for a monthly data set and org unit for October 2018 looks like this:

    GET /api/dataSetReport?ds=BfMAe6Itzgt&pe=201810&ou=ImspTQPwCqd&selectedUnitOnly=false

An example request to retrieve a report for a monthly data set and org unit for October, November, and December 2018 looks like this:

    GET /api/dataSetReport?ds=BfMAe6Itzgt&pe=201810,201811,201812&ou=ImspTQPwCqd&selectedUnitOnly=false

要获得带有过滤器的数据集报告,可以使用`filter`参数。在这种情况下,过滤器基于一个组织单位组集和两个组织单位组:

| 指标组 | Parameter name | Potential duplicate status | 检索和删除项目通知模板 |
|---|---|---|---|
| pdf(应用项目/ pdf) | xls(application / vnd.ms-excel) | Custom forms | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` |
| 技术性更强、对开发人员更友好的消息(目前尚未使用)。 | 否则,此端点的语法等于常规数据集报告端点。要检索自定义HTML数据集报告,您可以发出如下请求: | 具有以下要求: | Program notification template |
| 推送分析 API 包括用于预览推送分析的端点
报告登录用户并手动触发系统
生成和发送推送分析报告,除了正常的 CRUD
操作。使用创建和更新端点进行推送时
分析,推送分析将根据
推分析的性质。删除或更新一个
禁用推送分析,作业也将停止运行
将来。 | 要获得现有推送分析的 HTML 预览,您可以执行 GET
请求到以下端点: |     /api/pushAnalysis/<id>/render | 要手动触发推送分析作业,您可以执行 POST 请求以
这个端点: |
|     /api/pushAnalysis/<id>/run | 推送分析包含以下属性,其中一些是
自动运行推送分析作业所需: | *userDataStore* 由用户、命名空间、键和关联的
值。用户、命名空间和密钥的组合是唯一的。 | Property |
| 描述 | 类型 | 需要 | dashboard |
| Dashboard on which reports are based | Dashboard UID | 是的 | message |

## Appears after title in reports

串

不

recipientUserGroups

### A set of user groups who should receive the reports

One or more user Group UID

  - No. Scheduled jobs without any recipient will be skipped.

  - enabled

### Indicated whether this push analysis should be scheduled or not. False by default.

Boolean

Yes. Must be true to be scheduled.

schedulingFrequency

The frequency of which reports should be scheduled.

"DAILY", "WEEKLY", "MONTHLY"

| To send an email with an HTML body, you can simply provide the HTML content
in the `message` parameter. The email client should interpret the
HTML and render it accordingly. Note that the `Content-Type` header in
the `curl` command should be `application/x-www-form-urlencoded`, as the
data is sent as URL-encoded form data. The following example shows how
to send an email with a simple HTML table: | Parameter name |
|---|---|
| The day in the frequency the job should be scheduled. | Integer. Any value when frequency is "DAILY". 0-7 when frequency is "WEEKLY". 1-31 when frequency is "MONTHLY" |
| No. Push analysis without a valid day of frequency for the frequency set will not be scheduled. | 数据使用情况分析 { #webapi_usage_analytics }  |
| 使用情况分析 API 可让您访问有关人们使用情况的信息
使用基于数据分析的 DHIS2。当用户访问收藏夹时,
事件被记录。事件由用户名、UID 组成
最喜欢的、事件发生的时间以及事件的类型。这
表中列出了不同类型的事件。 |     /api/dataStatistics |
| 使用情况分析 API 可让您检索使用情况的汇总快照
基于时间间隔的分析。 API 捕获用户视图(对于
例如,图表或数据透视表被用户查看的次数
用户)和保存的分析收藏夹(例如收藏夹图表和
数据透视表)。 DHIS2 将捕获夜间快照,然后
应要求汇总。 | 请求查询参数 { #webapi_usage_analytics_request_query_parameters }  |
| 使用情况分析(数据统计)API支持两种操作: | *POST:* 创建一个视图事件 |
| *GET:* 检索汇总统计信息 | 创建视图事件(POST) { #webapi_usage_analytics_create_view_events }  |
| 使用情况分析 API 可让您创建事件视图。这
dataStatisticsEventType 参数描述了项目的类型
看过。最喜欢的参数表示相关的标识符
最喜欢的。 | 创建新事件视图的 URL
    图表: |
|     POST /api/dataStatistics?eventType=CHART_VIEW&favorite=LW0O27b7TdD | 成功的保存操作会返回 HTTP 状态代码 201。表
下面显示了支持的事件类型。 |

### Table: Supported event types

键

描述

| eventCreatedPeriod | 检索和删除项目通知模板 | Parameter name | 用户设置 { #webapi_user_settings }  |
|---|---|---|---|
| dueDate | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` | EVENT_CHART_VIEW | Event chart view |
| lastUpdatedDate | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` | DASHBOARD_VIEW | Event chart view |
| PASSIVE_DASHBOARD_VIEW | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` | DATA_SET_REPORT_VIEW | Data set report view |

检索汇总的使用情况分析报告(GET) { #webapi_aggregated_usage_analytics } 

使用情况分析(数据统计)API 允许您指定特定查询
请求汇总报告时的参数。

Table: Query parameters for aggregated usage analytics (data statistics)

### 查询参数

需要

描述

| eventCreatedPeriod | 检索和删除项目通知模板 | Parameter name | 用户设置 { #webapi_user_settings }  |
|---|---|---|---|
| Date in yyyy-MM-dd format | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
``` | 是的 | End date for period |
| 定义每页返回的元素数量。 | Program notification template | 是的 | Type of interval to be aggregated |
| 这种访问级别的限制稍多一些。受保护项目中的数据只有在所有者组织单位属于用户捕获范围的情况下才能被用户访问。
只有当所有者组织单位属于用户的捕获范围时,用户才能访问受保护项目内的数据。但是,如果用户
用户可以通过 [打破玻璃](#webaptrl) 获得临时所有权。
玻璃](#webapi_tracker_ownership_override)获得临时所有权。用户必须说明为什么要访问手头的数据。
他们为什么要访问手头的数据。然后,系统会将理由和访问审核记录在案,并提供 3 个月的临时访问权限。
访问审计日志,并为用户提供 3 小时的临时访问权限。请注意,打破玻璃时
时,所有者组织单位保持不变,只有打碎玻璃的用户才能获得临时访问权。
获得临时访问权。 | Program notification template | 用于创建每月查询的 API 查询
    聚合: |     GET /api/dataStatistics?startDate=2014-01-02&endDate=2016-01-01&interval=MONTH |
| createdBy | Program notification template | Table: Query parameters for top favorites | 查询参数 |

需要

描述

选项

eventType

### 是的

The data statistics event type

  - 临界点

  - E7126

  - One or more headers name separated by comma

Size of the list returned

For example 5, 10, 25. Default is 25

sortOrder

不

Descending or ascending

ASC or DESC. Default is DESC.

用户名

### 不

If specified, the response will only contain favorites by this user.

For example 'admin'

API 查询可以不用用户名,然后会找到顶部
系统的最爱。

    /api/dataStatistics/favorites?eventType=CHART_VIEW&pageSize=25&sortOrder=ASC

## 如果指定了用户名,则响应将仅包含该用户的最爱。

    /api/dataStatistics/favorites?eventType=CHART_VIEW&pageSize=25
      &sortOrder=ASC&username=admin

回应格式 { #webapi_usage_analytics_response_format } 

您可以在使用情况分析响应中返回聚合数据
几种表示格式。默认格式为 JSON。这
可用的格式和内容类型有:

json(应用项目/ json)

xml(应用项目/ xml)

html(text / html)
  - 请求 XML 格式的使用情况分析响应的 API 查询
    格式:
  -     /api/dataStatistics.xml?startDate=2014-01-01&endDate=2016-01-01&interval=WEEK

要以 JSON 格式获取使用情况分析响应:

    /api/dataStatistics?startDate=2016-02-01&endDate=2016-02-14&interval=WEEK

JSON响应如下所示:

```json
[
  {
    "year": 2016,
    "week": 5,
    "mapViews": 2181,
    "chartViews": 2227,
    "reportTableViews": 5633,
    "eventReportViews": 6757,
    "eventChartViews": 9860,
    "eventVisualizationViews": 2387,
    "dashboardViews": 10082,
    "passiveDashboardViews": 0,
    "totalViews": 46346,
    "averageViews": 468,
    "averageMapViews": 22,
    "averageChartViews": 22,
    "averageReportTableViews": 56,
    "averageEventReportViews": 68,
    "averageEventChartViews": 99,
    "averageEventVisualizationViews": 10,
    "averageDashboardViews": 101,
    "averagePassiveDashboardViews": 0,
    "savedMaps": 1805,
    "savedCharts": 2205,
    "savedReportTables": 1995,
    "savedEventReports": 1679,
    "savedEventCharts": 1613,
    "savedEventVisualizations": 1231,
    "savedDashboards": 0,
    "savedIndicators": 1831,
    "activeUsers": 99,
    "users": 969
  },
  {
    "year": 2016,
    "week": 6,
    "mapViews": 2018,
    "chartViews": 2267,
    "reportTableViews": 4714,
    "eventReportViews": 6697,
    "eventChartViews": 9511,
    "dashboardViews": 12181,
    "passiveDashboardViews": 0,
    "totalViews": 47746,
    "averageViews": 497,
    "averageMapViews": 21,
    "averageChartViews": 23,
    "averageReportTableViews": 49,
    "averageEventReportViews": 69,
    "averageEventChartViews": 99,
    "averageDashboardViews": 126,
    "averagePassiveDashboardViews": 0,
    "savedMaps": 1643,
    "savedCharts": 1935,
    "savedReportTables": 1867,
    "savedEventReports": 1977,
    "savedEventCharts": 1714,
    "savedDashboards": 0,
    "savedIndicators": 1646,
    "activeUsers": 96,
    "users": 953
  }
]

{
  "name": "Update 'Currently on treatment' data in analytics table",
  "phase": "ANALYTICS_TABLE_POPULATED",
  "analyticsTableType": "DATA_VALUE",
  "sql": "update analytics_temp set monthly = '200212' where monthly in ('200210', '200211')"
}

SVG转换 { #webapi_svg_conversion } 

| eventCreatedPeriod    | Parameter name                                                                                                 | 检索和删除项目通知模板                                            | Attribute identifiers                                                                          |                                                                          
|--------------------|-------------------------------------------------------------------------------------------------------------|-----------------------------------------------------|--------------------------------------------------------------------------------------------------|
| Table: Query parameters                 | <indicator-id\>                                                                                                    | ```json
{
    "name": "Case notification",
    "notificationTrigger": "ENROLLMENT",
    "subjectTemplate": "Case notification V{org_unit_name}",
    "displaySubjectTemplate": "Case notification V{org_unit_name}",
    "notifyUsersInHierarchyOnly": false,
    "sendRepeatable": false,
    "notificationRecipient": "ORGANISATION_UNIT_CONTACT",
    "notifyParentOrganisationUnitOnly": false,
    "displayMessageTemplate": "Case notification A{h5FuguPFF2j}",
    "messageTemplate": "Case notification A{h5FuguPFF2j}",
    "deliveryChannels": [
        "EMAIL"
    ]
}
```                                                 | 描述                                                                              |
| dueDate          | 是的                                                                | Analytics outlier detection { #webapi_analytics_outlier_detection }  | ds                                                                                |
| lastUpdatedDate            | The file name for the returned attachment without file extension                                                                 | Analytics outlier detection { #webapi_analytics_outlier_detection }  | ds                                                                                |
| E7228                 | Request  { #webapi_analytics_outlier_detection_request }                                                                             | **Query parameters**   | 查询参数                                                                     |
| 描述 | 需要                                                                    | Program notification template                                                  | ds                                                                                |
| Filter on whether the current user can manage the returned users through the managed user group relationships.                 | 是的                                      | Program notification template                                                  | 开始日期                                                      |
| Start date for interval tocheck for outliers            | No (relative date period is mandatory in this case) | Program notification template                                                  | 结束日期                                                               |
| End date for interval to check for outliers            | No (relative date period is mandatory in this case)                                                                        | Program notification template                                                  | 聚乙烯 |
| 这种访问级别的限制稍多一些。受保护项目中的数据只有在所有者组织单位属于用户捕获范围的情况下才能被用户访问。
只有当所有者组织单位属于用户的捕获范围时,用户才能访问受保护项目内的数据。但是,如果用户
用户可以通过 [打破玻璃](#webaptrl) 获得临时所有权。
玻璃](#webapi_tracker_ownership_override)获得临时所有权。用户必须说明为什么要访问手头的数据。
他们为什么要访问手头的数据。然后,系统会将理由和访问审核记录在案,并提供 3 个月的临时访问权限。
访问审计日志,并为用户提供 3 小时的临时访问权限。请注意,打破玻璃时
时,所有者组织单位保持不变,只有打碎玻璃的用户才能获得临时访问权。
获得临时访问权。          | No (start and end date is mandatory in this case)                                       | Program notification template                                                  | relativePeriodDate                                                                                        |
| Date used as basis for relative periods.          | 不                                                                      | Program notification template                                                  | 欧                                                                        |
| Organisation unit, organisation unit level or groups (can be combined)          | 不                                                    | Program notification template                                                  | 标头                                                         |
| The name of the headers to be returned as part of the response. One or more headers name separated by comma      | 不 | Program notification template                                                  | 订购                                                                              |
| Sort the records on the value column         | 不                                                                                    | Program notification template                                                  | 500                                                                                              |
| sortOrder       | Sort the records on the value column in ascending or descending order                                       | Program notification template                                                  | 跳过验证                                                                                      |

算法

Algorithm to use for outlier detection

### 不

Z_SCORE, MODIFIED_Z_SCORE

  - 临界点
  - E7126
  - 不
  - 组织单位分析资源使您可以指定一系列查询参数:
  - One or more headers name separated by comma
  - page

不

UID, ID, CODE, NAME
### maxResults

| Maximum rows (responses) | 不 | Parameter name | Skip rounding of data values, i.e. provide fine precision (scale 10). |
|---|---|---|---|
| ```json
{
  "object": {
    "publicAccess": "rw------",
    "externalAccess": false,
    "user": {},
    "userAccesses": [],
    "userGroupAccesses": [
      {
        "id": "hj0nnsVsPLU",
        "access": "rw------"
      },
      {
        "id": "qMjBflJMOfB",
        "access": "r-------"
      }
    ]
  }
}
``` | 日期时间 | **Request example** | |
|     GET api/analytics/outlierDetection?ds=BfMAe6Itzgt&ou=ImspTQPwCqd&startDate=2022-07-26&endDate=2022-10-26&algorithm=Z_SCORE&maxResults=30&orderBy=value&threshold=3.0&sortOrder=asc&outputIdScheme=code | Response { #webapi_analytics_outlier_detection_response }  |Response is delivered in several representation formats. The default format is JSON. The
available formats and content types are:| json(应用项目/ json) |
| xml(应用项目/ xml) | xsl (application/vnd.ms-excel) | csv(应用项目/ csv) | html(text / html) |
| html + css(text / html) | **Response example** | ```json
{
  "headers":[
    {
      "name":"dx",
      "column":"Data",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"dxname",
      "column":"Data name",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"pe",
      "column":"Period",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"pename",
      "column":"Period name",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"ou",
      "column":"Organisation unit",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"ouname",
      "column":"Organisation unit name",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"ounamehierarchy",
      "column":"Organisation unit name hierarchy",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"coc",
      "column":"Category option combo",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"cocname",
      "column":"Category option combo name",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"aoc",
      "column":"Attribute option combo",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"aocname",
      "column":"Attribute option combo name",
      "valueType":"TEXT",
      "hidden":false,
      "meta":false
    },
    {
      "name":"value",
      "column":"Value",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"mean",
      "column":"Mean",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"stddev",
      "column":"Standard deviation",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"absdev",
      "column":"Absolute deviation",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"zscore",
      "column":"zScore",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"lowerbound",
      "column":"Lower boundary",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    },
    {
      "name":"upperbound",
      "column":"Upper boundary",
      "valueType":"NUMBER",
      "hidden":false,
      "meta":false
    }
  ],
  "metaData":{
    "maxResults":30,
    "count":3,
    "orderBy":"VALUE",
    "threshold":3.0,
    "algorithm":"Z_SCORE"
  },
  "rowContext":{

  },
  "width":18,
  "rows":[
    [
      "DE_22",
      "Q_Early breastfeeding (within 1 hr after delivery) at BCG",
      "202209",
      "September 2022",
      "OU_204860",
      "Sandaru CHC",
      "/Sierra Leone/Kailahun/Penguia/Sandaru CHC",
      "COC_292",
      "Fixed, <1y",
      "default",
      "default",
      "105.0",
      "18.3",
      "28.7",
      "86.7",
      "3.0",
      "-67.9",
      "104.4"
    ],
    [
      "DE_359706",
      "BCG doses given",
      "202208",
      "August 2022",
      "OU_595",
      "Ngalu CHC",
      "/Sierra Leone/Bo/Bargbe/Ngalu CHC",
      "COC_292",
      "Fixed, <1y",
      "default",
      "default",
      "220.0",
      "41.6",
      "57.4",
      "178.3",
      "3.1",
      "-130.7",
      "213.9"
    ],
    [
      "DE_35",
      "Yellow Fever doses given",
      "202209",
      "September 2022",
      "OU_1027",
      "Yemoh Town CHC",
      "/Sierra Leone/Bo/Kakua/Yemoh Town CHC",
      "COC_292",
      "Fixed, <1y",
      "default",
      "default",
      "466.0",
      "48.1",
      "114.2",
      "417.8",
      "3.6",
      "-294.6",
      "391.0"
    ]
  ],
  "headerWidth":18,
  "height":3
}
``` | Statistics in response { #webapi_analytics_outlier_detection_stats_in_response } |
| Statistical Measure | Header name | 描述 | 链接 |
| 值 | 价值 | The data set/ data element numeric value (Penta1 doses given, Measles doses given, etc.) | Mean |
| 意思是 | The average value of a set of numbers. Calculated by summing all values and dividing by the count. | https://www.khanacademy.org/math/statistics-probability/summarizing-quantitative-data | Standard Deviation |
| stddev | A measure of the amount of variation or dispersion in a set of values. | https://www.statisticshowto.com/probability-and-statistics/standard-deviation/ | |
| Absolute Deviation| absdev | The absolute difference between each data value and the middle value. | |

### https://www.mathsisfun.com/data/mean-absolute-deviation.html

Z Score

| zscore | Validation report |
|---|---|
| https://www.statisticshowto.com/probability-and-statistics/z-score/ | Modified Z Score |
| modifiedzscore | Similar to the Z score but robust to outliers. It uses the median and median absolute deviation. |
| https://www.statisticshowto.com/modified-z-scores/ | Median Absolute Deviation |
| medianabsdeviation | A robust measure of the spread of data values, calculated as the median of the absolute deviations from the median. | 
| https://math.stackexchange.com/questions/2232309/median-absolute-deviation-mad-formula | Minimum |
| lowerbound | The minimum is the smallest value in a dataset. It represents the lowest observed value among all the data values. |
| Maximum | upperbound |
| The maximum is the largest value in a dataset. It represents the highest observed value among all the data values. | Error messages { #webapi_analytics_outlier_detection_error_messages }  |
| All error messages are delivered with http status code 409. | 码 |
| 信息 | E2200 |
| At least one data element must be specified. | E2201 |
| Start date and end date or relative period must be specified. | E2202 |
| Start date must be before end date. | E2203 |
| 必须至少指定一个组织单位。 | E2204 |
| Threshold must be a positive number. | E2205 |
| Max results must be a positive number. | E2206 |

Max results exceeds the allowed max limit: *500*.

E2207
Data start date must be before data end date.
## 分析查询执行计划和成本，包括执行时间估算{ #analytics-query-execution-plan-and-costs-including-execution-time-estimation } 

Non-numeric data values encountered during outlier value detection.

- E2209
- Data start date not allowed.
- E2210

Data end date not allowed.

E2211

Algorithm min-max values not allowed.

E2212

Specifying both a start date/end date and a relative period is not allowed.

E2213

## Value of param orderBy is not compatible with algorithm *Z_SCORE*.

E7180

## The analytics outliers data does not exist. Please ensure analytics job was run and did not skip the outliers.

E7181

## Column *dxname* specified in orderBy, is not eligible for orderBy or does not exist.

The values in error messages are examples only.

## **Error message example**

```json
{
  "httpStatus": "Conflict",
  "httpStatusCode": 409,
  "status": "ERROR",
  "message": "Start date and end date or relative period must be specified",
  "errorCode": "E2201"
}