communications-mining
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Communications Mining Developer Guide
Last updated Nov 26, 2024

Datasets

Get all datasets

/api/v1/datasets

Permissions required: View labels

  • Bash
    curl -X GET 'https://<my_api_endpoint>/api/v1/datasets' \
        -H "Authorization: Bearer $REINFER_TOKEN"curl -X GET 'https://<my_api_endpoint>/api/v1/datasets' \
        -H "Authorization: Bearer $REINFER_TOKEN"
    
  • Node
    const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "datasets": [
        {
          "created": "2018-10-15T15:48:49.603000Z",
          "description": "An optional long form description.",
          "has_sentiment": true,
          "id": "18ba5ce699f8da1f",
          "last_modified": "2018-10-15T15:48:49.603000Z",
          "model_family": "english",
          "name": "example",
          "owner": "<project>",
          "source_ids": ["18ba5ce699f8da1f"],
          "title": "An Example Dataset"
        }
      ],
      "status": "ok"
    }{
      "datasets": [
        {
          "created": "2018-10-15T15:48:49.603000Z",
          "description": "An optional long form description.",
          "has_sentiment": true,
          "id": "18ba5ce699f8da1f",
          "last_modified": "2018-10-15T15:48:49.603000Z",
          "model_family": "english",
          "name": "example",
          "owner": "<project>",
          "source_ids": ["18ba5ce699f8da1f"],
          "title": "An Example Dataset"
        }
      ],
      "status": "ok"
    }

Get datasets by project

/api/v1/datasets/<project>

Permissions required: View labels

Get a dataset by name

/api/v1/datasets/<project>/<dataset_name>

Permissions required: View labels

  • Bash
    curl -X GET 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN"curl -X GET 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN"
    
  • Node
    const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "18ba5ce699f8da1f",
        "last_modified": "2018-10-15T15:48:49.603000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Example Dataset"
      },
      "status": "ok"
    }{
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "18ba5ce699f8da1f",
        "last_modified": "2018-10-15T15:48:49.603000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Example Dataset"
      },
      "status": "ok"
    }

Get model tags for a dataset

/api/v1/datasets/<project>/<dataset>/model-tags

Permissions required: Model Admin

  • Bash
    curl -X GET 'https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags' \
        -H "Authorization: Bearer $REINFER_TOKEN"curl -X GET 'https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags' \
        -H "Authorization: Bearer $REINFER_TOKEN"
    
  • Node
    const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.get(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.get(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/model-tags",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "model_tags": [
        {
          "name": "prod",
          "updated_at": "2021-11-16T12:31:00.123Z",
          "version": 5
        },
        {
          "name": "staging",
          "updated_at": "2021-11-15T12:30:00.123Z",
          "version": 7
        }
      ],
      "status": "ok"
    }{
      "model_tags": [
        {
          "name": "prod",
          "updated_at": "2021-11-16T12:31:00.123Z",
          "version": 5
        },
        {
          "name": "staging",
          "updated_at": "2021-11-15T12:30:00.123Z",
          "version": 7
        }
      ],
      "status": "ok"
    }

Create a dataset

/api/v1/datasets/<project>/<dataset>

Permissions required: Modify datasets

  • Bash
    curl -X PUT 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "dataset": {
        "description": "An optional long form description.",
        "model_family": "english",
        "source_ids": [
          "18ba5ce699f8da1f"
        ],
        "title": "An Example Dataset"
      }
    }'curl -X PUT 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "dataset": {
        "description": "An optional long form description.",
        "model_family": "english",
        "source_ids": [
          "18ba5ce699f8da1f"
        ],
        "title": "An Example Dataset"
      }
    }'
    
  • Node
    const request = require("request");
    
    request.put(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: {
          dataset: {
            description: "An optional long form description.",
            model_family: "english",
            source_ids: ["18ba5ce699f8da1f"],
            title: "An Example Dataset",
          },
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.put(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: {
          dataset: {
            description: "An optional long form description.",
            model_family: "english",
            source_ids: ["18ba5ce699f8da1f"],
            title: "An Example Dataset",
          },
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.put(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={
            "dataset": {
                "title": "An Example Dataset",
                "description": "An optional long form description.",
                "source_ids": ["18ba5ce699f8da1f"],
                "model_family": "english",
            }
        },
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.put(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={
            "dataset": {
                "title": "An Example Dataset",
                "description": "An optional long form description.",
                "source_ids": ["18ba5ce699f8da1f"],
                "model_family": "english",
            }
        },
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "b9a1fd75f6133bce",
        "last_modified": "2018-10-15T15:48:49.603000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Example Dataset"
      },
      "status": "ok"
    }{
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "b9a1fd75f6133bce",
        "last_modified": "2018-10-15T15:48:49.603000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Example Dataset"
      },
      "status": "ok"
    }
NAMETYPEREQUIREDDESCRIPTION
titlestringnoOne-line human-readable title for the dataset.
descriptionstringnoA longer description of the dataset.
source_idsarray<string>noAn array of source ids to be included in this dataset.
model_familystringnoDataset model family, can be english or multilingual. Defaults to english. See here the languages that are supported by multilingual model family.
has_sentimentbooleannoWhether labels in the dataset should be applied with sentiment. Defaults to true.

Update a dataset

/api/v1/datasets/<project>/<dataset>

Permissions required: Datasets admin

  • Bash
    curl -X POST 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "dataset": {
        "title": "An Alternative Title"
      }
    }'curl -X POST 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "dataset": {
        "title": "An Alternative Title"
      }
    }'
    
  • Node
    const request = require("request");
    
    request.post(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: { dataset: { title: "An Alternative Title" } },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.post(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: { dataset: { title: "An Alternative Title" } },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.post(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={"dataset": {"title": "An Alternative Title"}},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.post(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={"dataset": {"title": "An Alternative Title"}},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "b9a1fd75f6133bce",
        "last_modified": "2018-10-15T15:53:08.479000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Alternative Title"
      },
      "status": "ok"
    }{
      "dataset": {
        "created": "2018-10-15T15:48:49.603000Z",
        "description": "An optional long form description.",
        "has_sentiment": true,
        "id": "b9a1fd75f6133bce",
        "last_modified": "2018-10-15T15:53:08.479000Z",
        "model_family": "english",
        "name": "example",
        "owner": "<project>",
        "source_ids": ["18ba5ce699f8da1f"],
        "title": "An Alternative Title"
      },
      "status": "ok"
    }
NAMETYPEREQUIREDDESCRIPTION
titlestringnoOne-line human-readable title for the dataset.
descriptionstringnoA longer description of the dataset.
source_idsarray<string>noAn array of source ids to be included in this dataset.

Delete a dataset

/api/v1/datasets/<project>/<dataset_name>

Permissions required: Datasets admin

  • Bash
    curl -X DELETE 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN"curl -X DELETE 'https://<my_api_endpoint>/api/v1/datasets/<project>/example' \
        -H "Authorization: Bearer $REINFER_TOKEN"
    
  • Node
    const request = require("request");
    
    request.delete(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.delete(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.delete(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.delete(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "status": "ok"
    }{
      "status": "ok"
    }

Export a dataset

/api/v1/datasets/<project>/<dataset_name>/export

Permissions required: Export datasets

  • Bash
    curl -X POST 'https://<my_api_endpoint>/api/v1/datasets/<project>/example/export' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "limit": 1
    }'curl -X POST 'https://<my_api_endpoint>/api/v1/datasets/<project>/example/export' \
        -H "Authorization: Bearer $REINFER_TOKEN" \
        -H "Content-Type: application/json" \
        -d '{
      "limit": 1
    }'
    
  • Node
    const request = require("request");
    
    request.post(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example/export",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: { limit: 1 },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );const request = require("request");
    
    request.post(
      {
        url: "https://<my_api_endpoint>/api/v1/datasets/<project>/example/export",
        headers: {
          Authorization: "Bearer " + process.env.REINFER_TOKEN,
        },
        json: true,
        body: { limit: 1 },
      },
      function (error, response, json) {
        // digest response
        console.log(JSON.stringify(json, null, 2));
      }
    );
  • Python
    import json
    import os
    
    import requests
    
    response = requests.post(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example/export",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={"limit": 1},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))import json
    import os
    
    import requests
    
    response = requests.post(
        "https://<my_api_endpoint>/api/v1/datasets/<project>/example/export",
        headers={"Authorization": "Bearer " + os.environ["REINFER_TOKEN"]},
        json={"limit": 1},
    )
    
    print(json.dumps(response.json(), indent=2, sort_keys=True))
    
  • Response
    {
      "comments": [
        {
          "annotations": {
            "labels": {
              "assigned": [
                {
                  "name": "Parent Label",
                  "sentiment": "positive"
                },
                {
                  "name": "Parent Label > Child Label",
                  "sentiment": "positive"
                }
              ]
            }
          },
          "comment": {
            "context": "1596721237668",
            "created_at": "2020-08-06T13:20:28.531000Z",
            "has_annotations": true,
            "id": "0123456789abcdef",
            "last_modified": "2020-08-06T13:40:37.668000Z",
            "messages": [
              {
                "body": {
                  "text": "Alice,\n\nHere are the figures for today.\n\nRegards,\nBob"
                },
                "from": "bob@organisation.org",
                "sent_at": "2011-12-11T11:05:10Z",
                "subject": {
                  "text": "Today's figures"
                },
                "to": ["alice@company.com"]
              }
            ],
            "source_id": "47194279497e141e",
            "text_format": "plain",
            "thread_id": "123456",
            "timestamp": "2011-12-11T11:05:10Z",
            "uid": "47194279497e141e.0123456789abcdef",
            "user_properties": {
              "string:Recipient Domain": "company.com",
              "string:Sender Domain": "organisation.org"
            }
          },
          "predictions": {
            "labels": [
              {
                "name": "Another Parent Label",
                "probability": 0.954979807138443,
                "sentiment": -0.4281917143125379
              },
              {
                "name": "Another Parent Label > Another Child Label",
                "probability": 0.7726812064647675,
                "sentiment": -0.6603664430231163
              }
            ]
          }
        }
      ],
      "continuation": "2021-02-16T10:55:05Z.c060a787c0b2bbf95526ad5cf28bf582",
      "status": "ok"
    }{
      "comments": [
        {
          "annotations": {
            "labels": {
              "assigned": [
                {
                  "name": "Parent Label",
                  "sentiment": "positive"
                },
                {
                  "name": "Parent Label > Child Label",
                  "sentiment": "positive"
                }
              ]
            }
          },
          "comment": {
            "context": "1596721237668",
            "created_at": "2020-08-06T13:20:28.531000Z",
            "has_annotations": true,
            "id": "0123456789abcdef",
            "last_modified": "2020-08-06T13:40:37.668000Z",
            "messages": [
              {
                "body": {
                  "text": "Alice,\n\nHere are the figures for today.\n\nRegards,\nBob"
                },
                "from": "bob@organisation.org",
                "sent_at": "2011-12-11T11:05:10Z",
                "subject": {
                  "text": "Today's figures"
                },
                "to": ["alice@company.com"]
              }
            ],
            "source_id": "47194279497e141e",
            "text_format": "plain",
            "thread_id": "123456",
            "timestamp": "2011-12-11T11:05:10Z",
            "uid": "47194279497e141e.0123456789abcdef",
            "user_properties": {
              "string:Recipient Domain": "company.com",
              "string:Sender Domain": "organisation.org"
            }
          },
          "predictions": {
            "labels": [
              {
                "name": "Another Parent Label",
                "probability": 0.954979807138443,
                "sentiment": -0.4281917143125379
              },
              {
                "name": "Another Parent Label > Another Child Label",
                "probability": 0.7726812064647675,
                "sentiment": -0.6603664430231163
              }
            ]
          }
        }
      ],
      "continuation": "2021-02-16T10:55:05Z.c060a787c0b2bbf95526ad5cf28bf582",
      "status": "ok"
    }
This route lets you export a dataset. It returns a list of comments with assigned labels and latest available predictions. Other ways to export a dataset are CSV download in the browser and JSONL download via the CLI. For a detailed comparison, see the comparison table.
Request Format
NAMETYPEREQUIREDDESCRIPTION
comment_uidsarray<string>noA list of at most 256 comment UIDs (in the format of source_id.comment_id). If provided, only these comments will be included in the response. No other filters may be passed with comment_uids.
source_idsarray<string>noA list of at most 1024 source IDs. If provided, only comments from these sources will be included in the response.
order_bystringnoOne of created_at or timestamp. If provided returns the comments sorted by either the API creation date of the comments (created_at), or the user defined comment timestamp (timestamp). The default is timestamp.
fromstringnoAn ISO-8601 timestamp. If provided, returns comments only from this timestamp onwards. The related order_by field controls which timestamp will be used for filtering.
tostringnoAn ISO-8601 timestamp. If provided, returns comments only until this timestamp (inclusive). The related order_by field controls which timestamp will be used for filtering.
continuationstringnoPagination token (provided in the response). Should be used to fetch the next limit number of comments.
limitnumbernoNumber of comments returned per response up to a maximum of 256. Default: 64.
Response Format
NAMETYPEDESCRIPTION
commentsarray<Comment>A list of comments with their assigned and predicted labels.
continuationstringPagination token to fetch the next limit number of comments. If there are no further comments, this field will not be present in the response.
Where Comment has the following format:
NAMETYPEDESCRIPTION
commentobjectComment object. The format is described in the Comment Reference.
annotationsobjectAn object containing a single field labels.assigned which is a list of labels assigned to this comment. The format is described in the Labels Reference. Note that it won't include predictions as these labels are assigned, not predicted.
predictionsobjectAn object containing a single field labels which is a list of labels predicted for this comment. The format is described in the Labels Reference.

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