> For the complete documentation index, see [llms.txt](https://resources.unizin.org/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://resources.unizin.org/products/data-and-analytics.md).

# Data & Analytics

- [Unizin Data Platform](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform.md): Enterprise learning data integrations, warehousing, and data services.
- [Key concepts](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts.md)
- [Platform overview](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts/platform-overview.md)
- [Data categories](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts/data-categories.md)
- [Data models](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts/data-models.md)
- [Loading schemas](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts/loading-schemas.md)
- [Keymap](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/key-concepts/keymap.md)
- [Unizin Common Data Model](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model.md)
- [Academic structures (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/academic-structures-erd.md)
- [Learners (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/learners-erd.md)
- [Course structures (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/course-structures-erd.md)
- [Course resources (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/course-resources-erd.md)
- [Learner activities (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/learner-activities-erd.md)
- [Quizzes (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/quizzes-erd.md)
- [Social (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/social-erd.md)
- [Course outcomes (ERD)](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/unizin-common-data-model/course-outcomes-erd.md)
- [System overview](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview.md)
- [Context data pipeline](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/context-data-pipeline.md)
- [Context data ingress](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/context-data-pipeline/context-data-ingress.md)
- [Batch-ingest application](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/context-data-pipeline/batch-ingest-application.md)
- [Batch-ingest db server](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/context-data-pipeline/batch-ingest-db-server.md)
- [Context store](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/context-data-pipeline/context-store.md)
- [Event data pipeline](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/event-data-pipeline.md)
- [UDP Caliper endpoint](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/event-data-pipeline/udp-caliper-endpoint.md)
- [Approval process for implementing Caliper compliant tools](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/event-data-pipeline/approval-process-for-implementing-caliper-compliant-tools.md)
- [UDP Event enricher](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/event-data-pipeline/udp-event-enricher.md)
- [Event store](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/system-overview/event-data-pipeline/event-store.md)
- [Data stores](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores.md)
- [Data lake](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake.md)
- [UDP Context store](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/udp-context-store.md)
- [UDP Event store](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/udp-event-store.md)
- [Accessing the Event store](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/udp-event-store/accessing-the-event-store.md)
- [Expanded table](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/udp-event-store/expanded-table.md)
- [Expanded table: Canvas edApp mapping](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/udp-event-store/expanded-table/expanded-table-canvas-edapp-mapping.md)
- [Synthetic Data \[beta\]](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/synthetic-data.md)
- [Viewing Synthetic Data datasets within the BigQuery UI](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/synthetic-data/viewing-synthetic-data-datasets-within-the-bigquery-ui.md)
- [Query Synthetic Data via client libraries](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-lake/synthetic-data/query-synthetic-data-via-client-libraries.md)
- [Data marts](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts.md)
- [UDP Distributions](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/udp-distributions.md)
- [Interaction sessions](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/interaction-sessions.md)
- [Learning Environment Organization](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/learning-environment-organization.md)
- [File Interaction](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/file-interaction.md)
- [Last Activity](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/last-activity.md)
- [Long Inactivity](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/long-inactivity.md)
- [Course Status](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/course-status.md)
- [Daily Course Grade Record](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/daily-course-grade-record.md)
- [LTI Tool Use](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/lti-tool-use.md)
- [LMS Tool Use](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/lms-tool-use.md)
- [Tool Usage Metrics](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/tool-usage-metrics.md)
- [Tool Usage Metrics](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/tool-usage-metrics/tool-usage-metrics.md)
- [Tool Usage Metrics Archive](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/tool-usage-metrics/tool-usage-metrics-archive.md)
- [Tool Low Events](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/tool-usage-metrics/tool-low-events.md)
- [Links](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/links.md)
- [Taskforce](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce.md)
- [Level 1 Aggregated](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce/level-1-aggregated.md)
- [Level 2 Aggregated](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce/level-2-aggregated.md)
- [Level 2 Course Weekly Distribution Summary](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce/level-2-course-weekly-distribution-summary.md)
- [Student Term Profile](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce/student-term-profile.md)
- [Course Profile](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/taskforce/course-profile.md)
- [Student Activity Score](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score.md)
- [Student Course Metrics](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score/student-activity-score.md)
- [Student Course Section Metrics](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score/student-activity-score-1.md)
- [Final](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score/final.md)
- [Course Final](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score/course-final.md)
- [Course Section Final](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-stores/data-marts/student-activity-score/course-section-final.md)
- [Data integrations](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations.md)
- [Context data integration](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration.md)
- [Loading schema](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration/loading-schema.md)
- [Keymap support](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration/keymap-support.md)
- [Manifest file](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration/manifest-file.md)
- [File requirements](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration/file-requirements.md)
- [Integration mechanics](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/context-data-integration/integration-mechanics.md)
- [Event data integration](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/event-data-integration.md)
- [SIS data integration](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/sis-data-integration.md)
- [LMS data integration](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/lms-data-integration.md)
- [Instructure Canvas](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/data-integrations/lms-data-integration/instructure-canvas.md)
- [Release Notes](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes.md): Release notes are provided for all UDP releases here.
- [UDP Marts Release Notes](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes.md): These release notes are specific to the UDP Data Mart releases only.
- [1.0.99](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.99.md)
- [1.0.97](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.97.md)
- [1.0.91](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.91.md)
- [1.0.89](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.89.md)
- [1.0.86](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.86.md)
- [1.0.83](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.83.md)
- [1.0.80](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.80.md): UDP Marts
- [1.0.79](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.79.md): UDP Marts
- [1.0.78](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.78.md): UDP Marts
- [1.0.77](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.77.md): UDP Marts
- [1.0.72](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.72.md): UDP Marts
- [1.0.67](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.67.md): UDP Marts
- [1.0.58](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.58.md): UDP Marts
- [1.0.51](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.51.md): UDP Marts
- [1.0.44](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.44.md): UDP Marts
- [1.0.42](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.42.md): UDP Marts
- [1.0.32](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.32.md): UDP Marts
- [1.0.31](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/1.0.31.md): UDP Marts
- [1.0.0](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/udp-marts-infrastructure-released-to-prod-gcp-environments.md): UDP Marts
- [Level 2 Taskforce data marts now available](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/udp-marts-release-notes/level-2-taskforce-data-marts-now-available.md): UDP Marts
- [2.0.167](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.167.md)
- [2.0.152](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.152.md): Unizin Data Platform
- [2.0.138](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.138.md): Unizin Data Platform
- [2.0.137](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.137_batch_ingest_release.md): Unizin Data Platform
- [2.0.113](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.113-ucdm-addition-of-person_id-as-a-foreign-key-in-learner_activity_group_grade.md): Unizin Data Platform
- [2.0.112](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.112-lms-2.0-loading-schema-addition-of-le_current_course_offering_id-to-course-section.md): Unizin Data Platform
- [2.0.111](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.111-lms-2.0-loading-schema-addition-of-enrollment_status-for-course-section-enrollment.md): Unizin Data Platform
- [2.0.110](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.110-report-schema.md): Unizin Data Platform
- [2.0.99](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.99-allow-course-section-and-course-offering-lms-ids-to-be-provided-by-sis-data.md): Unizin Data Platform
- [2.0.98](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.98-allow-missing-score-learner-activity-results-in-the-udp-based-on-canvas-data.md): Unizin Data Platform
- [2.0.83](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.83-multiple-sis-data-ingests-per-day-and-simplified-manifest-files.md): Unizin Data Platform
- [2.0.80](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.80-canvas-data-additions-fall-2021.md): Unizin Data Platform
- [2.0.71](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.71-event-store-expanded-table-historical-backfill.md): Unizin Data Platform
- [2.0.66](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.66-canvas-live-events-https-support.md): Unizin Data Platform
- [2.0.59](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.59-configurable-loading-schemas.md): Unizin Data Platform
- [2.0.58](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.58-expanded-events-table.md): Unizin Data Platform
- [2.0.53](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.53-all-canvas-native-data.md): Unizin Data Platform
- [2.0.47](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.47-additional-canvas-data-and-logging-improvements.md): Unizin Data Platform
- [2.0.25](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/release-notes/2.0.25-full-sis-2.0-performance-updates-new-canvas-data.md): Unizin Data Platform
- [Miscellaneous](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous.md)
- [Canvas Data additions, ~Fall 2021](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous/canvas-data-additions-fall-2021.md)
- [Canvas Live Events: from SQS to HTTPS](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous/canvas-live-events-from-sqs-to-https.md)
- [Canvas New Analytics vs. UDP](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous/canvas-new-analytics-vs.-udp.md)
- [Course Section Enrollment Role Status Mappings](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous/course-section-enrollment-role-status-mappings.md)
- [Migrating from UDW to UDP](https://resources.unizin.org/products/data-and-analytics/unizin-data-platform/miscellaneous/migrating-from-udw-to-udp.md)
- [Unizin Data Warehouse](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse.md)
- [Implementation Guide](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse/implementation-guide.md)
- [Scope of Services](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse/scope-of-services.md)
- [Access Provisioning](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse/access-provisioning.md)
- [Access Revocation](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse/access-revocation.md)
- [Connecting to the UDW](https://resources.unizin.org/products/data-and-analytics/unizin-data-warehouse/connecting-to-the-udw.md)
- [Raw Canvas Data 2](https://resources.unizin.org/products/data-and-analytics/raw-canvas-data-2.md)
- [Flat Files](https://resources.unizin.org/products/data-and-analytics/raw-canvas-data-2/flat-files.md)
- [BigQuery Datasets](https://resources.unizin.org/products/data-and-analytics/raw-canvas-data-2/bigquery-datasets.md)