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DOCSP-42297: Time Series #78
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.. _java-rs-data-formats: | ||
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Specialized Data Formats | ||
======================== | ||
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.. contents:: On this page | ||
:local: | ||
:backlinks: none | ||
:depth: 2 | ||
:class: singlecol | ||
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.. facet:: | ||
:name: genre | ||
:values: reference | ||
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.. meta:: | ||
:keywords: bson, data, class, date, time | ||
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.. toctree:: | ||
:titlesonly: | ||
:maxdepth: 1 | ||
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/data-formats/time-series | ||
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Overview | ||
-------- | ||
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You can use several types of specialized document data formats in your {+driver-short+} | ||
application. To learn how to work with these data formats, see the following | ||
sections: | ||
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- Learn how to store and interact with time series data in the :ref:`java-rs-time-series` guide. |
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.. _java-rs-time-series: | ||||||||
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================ | ||||||||
Time Series Data | ||||||||
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.. contents:: On this page | ||||||||
:local: | ||||||||
:backlinks: none | ||||||||
:depth: 1 | ||||||||
:class: singlecol | ||||||||
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Overview | ||||||||
-------- | ||||||||
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In this guide, you can learn how to use the {+driver-short+} to store | ||||||||
and interact with **time series data**. | ||||||||
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Time series data is composed of the following components: | ||||||||
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- Measured quantity | ||||||||
- Timestamp for the measurement | ||||||||
- Metadata that describes the measurement | ||||||||
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The following table describes sample situations for which you could store time | ||||||||
series data: | ||||||||
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.. list-table:: | ||||||||
:widths: 33, 33, 33 | ||||||||
:header-rows: 1 | ||||||||
:stub-columns: 1 | ||||||||
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* - Situation | ||||||||
- Measured Quantity | ||||||||
- Metadata | ||||||||
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* - Recording monthly sales by industry | ||||||||
- Revenue in USD | ||||||||
- Company, country | ||||||||
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* - Tracking weather changes | ||||||||
- Precipitation level | ||||||||
- Location, sensor type | ||||||||
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* - Recording fluctuations in housing prices | ||||||||
- Monthly rent price | ||||||||
- Location, currency | ||||||||
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.. _java-rs-time-series-create: | ||||||||
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Create a Time Series Collection | ||||||||
------------------------------- | ||||||||
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.. important:: Server Version for Time Series Collections | ||||||||
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To create and interact with time series collections, you must be | ||||||||
connected to a deployment running {+mdb-server+} 5.0 or later. | ||||||||
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You can create a time series collection to store time series data. | ||||||||
To create a time series collection, pass the following parameters to the | ||||||||
``createCollection()`` method: | ||||||||
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- The name of the new collection to create | ||||||||
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- A `CreateCollectionOptions <{+api+}/mongodb-driver-core/com/mongodb/client/model/CreateCollectionOptions.html>`__ | ||||||||
object with the `TimeSeriesOptions <{+api+}/mongodb-driver-core/com/mongodb/client/model/TimeSeriesOptions.html>`__ set | ||||||||
using the ``timeSeriesOptions()`` method | ||||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. S: to avoid "using"
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.. _java-rs-time-series-create-example: | ||||||||
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Example | ||||||||
~~~~~~~ | ||||||||
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This example creates the ``october2024`` time series collection in the | ||||||||
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``fall_weather`` database with the ``timeField`` option set to the ``"timestamp"`` field: | ||||||||
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.. literalinclude:: /includes/data-formats/time-series.java | ||||||||
:language: java | ||||||||
:start-after: start-create-time-series | ||||||||
:end-before: end-create-time-series | ||||||||
:dedent: | ||||||||
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To verify that you successfully created the time series collection, run | ||||||||
the ``listCollections()`` method on the database and print the results: | ||||||||
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.. io-code-block:: | ||||||||
:copyable: true | ||||||||
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.. input:: /includes/data-formats/time-series.java | ||||||||
:language: java | ||||||||
:start-after: start-print-time-series | ||||||||
:end-before: end-print-time-series | ||||||||
:dedent: | ||||||||
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.. output:: | ||||||||
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Document{{name=october2024, type=timeseries, options=Document{{timeseries=Document{{timeField=timestamp, granularity=seconds, bucketMaxSpanSeconds=3600}}}}, info=Document{{readOnly=false}}}} | ||||||||
... | ||||||||
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.. _java-rs-time-series-store: | ||||||||
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Store Time Series Data | ||||||||
---------------------- | ||||||||
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You can insert data into a time series collection by using the ``insertOne()`` | ||||||||
or ``insertMany()`` methods and specifying the measurement, timestamp, and metadata | ||||||||
in each inserted document. | ||||||||
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.. tip:: | ||||||||
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To learn more about inserting documents into a collection, see the :ref:`java-rs-write-insert` | ||||||||
guide. | ||||||||
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Example | ||||||||
~~~~~~~ | ||||||||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I don't think this header is needed here |
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This example inserts New York City temperature data into the ``october2024`` | ||||||||
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time series collection created in the :ref:`Create a Time Series Collection example | ||||||||
<java-rs-time-series-create-example>`. Each document contains the following fields: | ||||||||
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- ``temperature``, which stores temperature measurements in degrees Fahrenheit | ||||||||
- ``location``, which stores location metadata | ||||||||
- ``timestamp``, which stores the time of the measurement collection | ||||||||
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.. literalinclude:: /includes/data-formats/time-series.java | ||||||||
:language: java | ||||||||
:start-after: start-insert-time-series-data | ||||||||
:end-before: end-insert-time-series-data | ||||||||
:dedent: | ||||||||
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.. _java-rs-time-series-query: | ||||||||
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Query Time Series Data | ||||||||
---------------------- | ||||||||
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You can use the same syntax and conventions to query data stored in a time | ||||||||
series collection as you use when performing read or aggregation operations on | ||||||||
other collections. To learn more about these operations, see | ||||||||
the :ref:`Additional Information <java-rs-time-series-addtl-info>` section. | ||||||||
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.. _java-rs-time-series-addtl-info: | ||||||||
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Additional Information | ||||||||
---------------------- | ||||||||
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To learn more about the concepts mentioned in this guide, see the | ||||||||
following {+mdb-server+} manual entries: | ||||||||
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- :manual:`Time Series </core/timeseries-collections/>` | ||||||||
- :manual:`Create and Query a Time Series Collection </core/timeseries/timeseries-procedures/>` | ||||||||
- :manual:`Set Granularity for Time Series Data </core/timeseries/timeseries-granularity/>` | ||||||||
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To learn more about performing read operations, see :ref:`java-rs-read`. | ||||||||
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To learn more about performing aggregation operations, see the :ref:`java-rs-aggregation` | ||||||||
guide. | ||||||||
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API Documentation | ||||||||
~~~~~~~~~~~~~~~~~ | ||||||||
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To learn more about the methods mentioned in this guide, see the following | ||||||||
API documentation: | ||||||||
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- `createCollection() <{+api+}/mongodb-driver-reactivestreams/com/mongodb/reactivestreams/client/MongoDatabase.html#createCollection(java.lang.String)>`__ | ||||||||
- `listCollections() <{+api+}/mongodb-driver-reactivestreams/com/mongodb/reactivestreams/client/MongoDatabase.html#listCollections()>`__ | ||||||||
- `insertOne() <{+api+}/mongodb-driver-reactivestreams/com/mongodb/reactivestreams/client/MongoCollection.html#insertOne(TDocument)>`__ | ||||||||
- `insertMany() <{+api+}/mongodb-driver-reactivestreams/com/mongodb/reactivestreams/client/MongoCollection.html#insertMany(java.util.List)>`__ |
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package org.example; | ||||||||
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import com.mongodb.ConnectionString; | ||||||||
import com.mongodb.MongoClientSettings; | ||||||||
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import com.mongodb.client.model.CreateCollectionOptions; | ||||||||
import com.mongodb.client.model.TimeSeriesOptions; | ||||||||
import com.mongodb.reactivestreams.client.*; | ||||||||
import org.bson.Document; | ||||||||
import reactor.core.publisher.Flux; | ||||||||
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import java.util.Arrays; | ||||||||
import java.util.Date; | ||||||||
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public class Main { | ||||||||
public static void main(String[] args) { | ||||||||
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// Replace the placeholder with your Atlas connection string | ||||||||
String uri = "<connection string URI>"; | ||||||||
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MongoClientSettings settings = MongoClientSettings.builder() | ||||||||
.applyConnectionString(new ConnectionString(uri)) | ||||||||
.build(); | ||||||||
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// Create a new client and connect to the server | ||||||||
try (MongoClient mongoClient = MongoClients.create(settings)) { | ||||||||
// start-create-time-series | ||||||||
MongoDatabase database = mongoClient.getDatabase("fall_weather"); | ||||||||
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TimeSeriesOptions tsOptions = new TimeSeriesOptions("timestamp"); | ||||||||
CreateCollectionOptions collectionOptions = new CreateCollectionOptions().timeSeriesOptions(tsOptions); | ||||||||
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database.createCollection("october2024", collectionOptions); | ||||||||
// end-create-time-series | ||||||||
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// start-print-time-series | ||||||||
ListCollectionsPublisher<Document> listCollectionsPublisher = database.listCollections(); | ||||||||
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Flux.from(listCollectionsPublisher) | ||||||||
.doOnNext(System.out::println) | ||||||||
.blockLast(); | ||||||||
// end-print-time-series | ||||||||
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// start-insert-time-series-data | ||||||||
MongoCollection<Document> collection = database.getCollection("october2024"); | ||||||||
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// Temperature data for October 1, 2024 | ||||||||
Document temperature1 = new Document("temperature", 54) | ||||||||
.append("location", "New York City") | ||||||||
.append("timestamp", new Date(1727755200000L)); | ||||||||
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// Temperature data for October 2, 2024 | ||||||||
Document temperature2 = new Document("temperature", 55) | ||||||||
.append("location", "New York City") | ||||||||
.append("timestamp", new Date(1727841600000L)); | ||||||||
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collection.insertMany(Arrays.asList(temperature1, temperature2)); | ||||||||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Need to subscribe to the publisher for the insert to happen.
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// end-insert-time-series-data | ||||||||
} | ||||||||
} | ||||||||
} |
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