Load Star Trek Data to Snowflake Using dlt in Python
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Star Trek is a science fiction media franchise encompassing various elements such as characters, performers, species, episodes, spacecrafts, books, astronomical objects, and video releases. The STAPI serves as a read-only model for all things Star Trek. Snowflake is a cloud-based data warehousing platform designed for storing, processing, and analyzing large volumes of data. This documentation will guide you on how to load data from Star Trek using the STAPI into Snowflake with the open-source Python library dlt. For more information on the STAPI, visit https://stapi.co/.
dlt Key Features
- Install dlt with Snowflake: Easily install the DLT library with Snowflake dependencies by running
pip install dlt[snowflake]. Learn more at Install dlt with Snowflake. - Authentication Types: Snowflake destination accepts three authentication types: password authentication, key pair authentication, and external authentication. Find detailed instructions at Authentication types.
- Governance Support in dlt Pipelines:
dltpipelines offer robust governance support through pipeline metadata, schema enforcement and curation, and schema change alerts. Explore more at Governance Support in dlt Pipelines. - Data Types:
dltsupports various data types including text, double, bool, timestamp, date, time, bigint, binary, complex, decimal, and wei. Understand the details at Data types. - Setup Guide: Initialize a project with a pipeline that loads to Snowflake, install dependencies, and set up your database user and permissions. Follow the guide at Setup Guide.
Getting started with your pipeline locally
dlt-init-openapi0. Prerequisites
dlt and dlt-init-openapi requires Python 3.9 or higher. Additionally, you need to have the pip package manager installed, and we recommend using a virtual environment to manage your dependencies. You can learn more about preparing your computer for dlt in our installation reference.
1. Install dlt and dlt-init-openapi
First you need to install the dlt-init-openapi cli tool.
pip install dlt-init-openapi
The dlt-init-openapi cli is a powerful generator which you can use to turn any OpenAPI spec into a dlt source to ingest data from that api. The quality of the generator source is dependent on how well the API is designed and how accurate the OpenAPI spec you are using is. You may need to make tweaks to the generated code, you can learn more about this here.
# generate pipeline
# NOTE: add_limit adds a global limit, you can remove this later
# NOTE: you will need to select which endpoints to render, you
# can just hit Enter and all will be rendered.
dlt-init-openapi startrek --url https://raw.githubusercontent.com/dlt-hub/openapi-specs/main/open_api_specs/Public/star_treck.yaml --global-limit 2
cd startrek_pipeline
# install generated requirements
pip install -r requirements.txt
The last command will install the required dependencies for your pipeline. The dependencies are listed in the requirements.txt:
dlt>=0.4.12
You now have the following folder structure in your project:
startrek_pipeline/
├── .dlt/
│ ├── config.toml # configs for your pipeline
│ └── secrets.toml # secrets for your pipeline
├── rest_api/ # The rest api verified source
│ └── ...
├── startrek/
│ └── __init__.py # TODO: possibly tweak this file
├── startrek_pipeline.py # your main pipeline script
├── requirements.txt # dependencies for your pipeline
└── .gitignore # ignore files for git (not required)
1.1. Tweak startrek/__init__.py
This file contains the generated configuration of your rest_api. You can continue with the next steps and leave it as is, but you might want to come back here and make adjustments if you need your rest_api source set up in a different way. The generated file for the startrek source will look like this:
Click to view full file (1727 lines)
from typing import List
import dlt
from dlt.extract.source import DltResource
from rest_api import rest_api_source
from rest_api.typing import RESTAPIConfig
@dlt.source(name="startrek_source", max_table_nesting=2)
def startrek_source(
base_url: str = dlt.config.value,
) -> List[DltResource]:
# source configuration
source_config: RESTAPIConfig = {
"client": {
"base_url": base_url,
},
"resources":
[
# Pagination over animals
{
"name": "v1_rest_animal_search",
"table_name": "animal_base",
"endpoint": {
"data_selector": "animals",
"path": "/v1/rest/animal/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single animal
{
"name": "v1_rest_animal",
"table_name": "animal_full",
"endpoint": {
"data_selector": "animal",
"path": "/v1/rest/animal",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single astronomical object
{
"name": "v_1_rest_astronomical_object",
"table_name": "astronomical_object_base",
"endpoint": {
"data_selector": "astronomicalObject.astronomicalObjects",
"path": "/v1/rest/astronomicalObject",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over astronomical objects
{
"name": "v_1_rest_astronomical_object_search",
"table_name": "astronomical_object_base",
"endpoint": {
"data_selector": "astronomicalObjects",
"path": "/v1/rest/astronomicalObject/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single astronomical object (V2)
{
"name": "v_2_rest_astronomical_object",
"table_name": "astronomical_object_v2_base",
"endpoint": {
"data_selector": "astronomicalObject.astronomicalObjects",
"path": "/v2/rest/astronomicalObject",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over astronomical objects (V2)
{
"name": "v_2_rest_astronomical_object_search",
"table_name": "astronomical_object_v2_base",
"endpoint": {
"data_selector": "astronomicalObjects",
"path": "/v2/rest/astronomicalObject/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over books
{
"name": "v1_rest_book_search",
"table_name": "book_base",
"endpoint": {
"data_selector": "books",
"path": "/v1/rest/book/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over book collections
{
"name": "v_1_rest_book_collection_search",
"table_name": "book_collection_base",
"endpoint": {
"data_selector": "bookCollections",
"path": "/v1/rest/bookCollection/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single book
{
"name": "v1_rest_book",
"table_name": "book_series_base",
"endpoint": {
"data_selector": "book.bookSeries",
"path": "/v1/rest/book",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single book (V2)
{
"name": "v2_rest_book",
"table_name": "book_series_base",
"endpoint": {
"data_selector": "book.bookSeries",
"path": "/v2/rest/book",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single book collection
{
"name": "v_1_rest_book_collection",
"table_name": "book_series_base",
"endpoint": {
"data_selector": "bookCollection.bookSeries",
"path": "/v1/rest/bookCollection",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single book series
{
"name": "v_1_rest_book_series",
"table_name": "book_series_base",
"endpoint": {
"data_selector": "bookSeries.parentSeries",
"path": "/v1/rest/bookSeries",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over book series
{
"name": "v_1_rest_book_series_search",
"table_name": "book_series_base",
"endpoint": {
"data_selector": "bookSeries",
"path": "/v1/rest/bookSeries/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over books (V2)
{
"name": "v2_rest_book_search",
"table_name": "book_v2_base",
"endpoint": {
"data_selector": "books",
"path": "/v2/rest/book/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over characters
{
"name": "v1_rest_character_search",
"table_name": "character_base",
"endpoint": {
"data_selector": "characters",
"path": "/v1/rest/character/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single occupation
{
"name": "v1_rest_occupation",
"table_name": "character_base",
"endpoint": {
"data_selector": "occupation.characters",
"path": "/v1/rest/occupation",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single occupation (V2)
{
"name": "v2_rest_occupation",
"table_name": "character_base",
"endpoint": {
"data_selector": "occupation.characters",
"path": "/v2/rest/occupation",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single organization
{
"name": "v1_rest_organization",
"table_name": "character_base",
"endpoint": {
"data_selector": "organization.characters",
"path": "/v1/rest/organization",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single species
{
"name": "v1_rest_species",
"table_name": "character_base",
"endpoint": {
"data_selector": "species.characters",
"path": "/v1/rest/species",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single species (V2)
{
"name": "v2_rest_species",
"table_name": "character_base",
"endpoint": {
"data_selector": "species.characters",
"path": "/v2/rest/species",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single title
{
"name": "v1_rest_title",
"table_name": "character_base",
"endpoint": {
"data_selector": "title.characters",
"path": "/v1/rest/title",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single title (V2)
{
"name": "v2_rest_title",
"table_name": "character_base",
"endpoint": {
"data_selector": "title.characters",
"path": "/v2/rest/title",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over comic collections
{
"name": "v_1_rest_comic_collection_search",
"table_name": "comic_collection_base",
"endpoint": {
"data_selector": "comicCollections",
"path": "/v1/rest/comicCollection/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single comics
{
"name": "v1_rest_comics",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comics.comicSeries",
"path": "/v1/rest/comics",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single comic collection
{
"name": "v_1_rest_comic_collection",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comicCollection.comicSeries",
"path": "/v1/rest/comicCollection",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single comic collection (V2)
{
"name": "v_2_rest_comic_collection",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comicCollection.comicSeries",
"path": "/v2/rest/comicCollection",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single comic series
{
"name": "v_1_rest_comic_series",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comicSeries.parentSeries",
"path": "/v1/rest/comicSeries",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over comic series
{
"name": "v_1_rest_comic_series_search",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comicSeries",
"path": "/v1/rest/comicSeries/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single comic strip
{
"name": "v_1_rest_comic_strip",
"table_name": "comic_series_base",
"endpoint": {
"data_selector": "comicStrip.comicSeries",
"path": "/v1/rest/comicStrip",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over comic strips
{
"name": "v_1_rest_comic_strip_search",
"table_name": "comic_strip_base",
"endpoint": {
"data_selector": "comicStrips",
"path": "/v1/rest/comicStrip/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over comics
{
"name": "v1_rest_comics_search",
"table_name": "comics_base",
"endpoint": {
"data_selector": "comics",
"path": "/v1/rest/comics/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over companies
{
"name": "v1_rest_company_search",
"table_name": "company_base",
"endpoint": {
"data_selector": "companies",
"path": "/v1/rest/company/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single magazine series
{
"name": "v_1_rest_magazine_series",
"table_name": "company_base",
"endpoint": {
"data_selector": "magazineSeries.publishers",
"path": "/v1/rest/magazineSeries",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single soundtrack
{
"name": "v1_rest_soundtrack",
"table_name": "company_base",
"endpoint": {
"data_selector": "soundtrack.labels",
"path": "/v1/rest/soundtrack",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single trading card set
{
"name": "v_1_rest_trading_card_set",
"table_name": "company_base",
"endpoint": {
"data_selector": "tradingCardSet.manufacturers",
"path": "/v1/rest/tradingCardSet",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single video game
{
"name": "v_1_rest_video_game",
"table_name": "company_base",
"endpoint": {
"data_selector": "videoGame.publishers",
"path": "/v1/rest/videoGame",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single company
{
"name": "v1_rest_company",
"table_name": "company_full",
"endpoint": {
"data_selector": "company",
"path": "/v1/rest/company",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over companies (V2)
{
"name": "v2_rest_company_search",
"table_name": "company_v2_base",
"endpoint": {
"data_selector": "companies",
"path": "/v2/rest/company/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single company (V2)
{
"name": "v2_rest_company",
"table_name": "company_v2_full",
"endpoint": {
"data_selector": "company",
"path": "/v2/rest/company",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over conflicts
{
"name": "v1_rest_conflict_search",
"table_name": "conflict_base",
"endpoint": {
"data_selector": "conflicts",
"path": "/v1/rest/conflict/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a data version
{
"name": "v_1_rest_common_data_version",
"table_name": "data_version",
"endpoint": {
"data_selector": "$",
"path": "/v1/rest/common/dataVersion",
"paginator": "auto",
}
},
# Pagination over elements
{
"name": "v1_rest_element_search",
"table_name": "element_base",
"endpoint": {
"data_selector": "elements",
"path": "/v1/rest/element/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single element
{
"name": "v1_rest_element",
"table_name": "element_full",
"endpoint": {
"data_selector": "element",
"path": "/v1/rest/element",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over elements (V2)
{
"name": "v2_rest_element_search",
"table_name": "element_v2_base",
"endpoint": {
"data_selector": "elements",
"path": "/v2/rest/element/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single element (V2)
{
"name": "v2_rest_element",
"table_name": "element_v2_full",
"endpoint": {
"data_selector": "element",
"path": "/v2/rest/element",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over episodes
{
"name": "v1_rest_episode_search",
"table_name": "episode_base",
"endpoint": {
"data_selector": "episodes",
"path": "/v1/rest/episode/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single performer
{
"name": "v1_rest_performer",
"table_name": "episode_base",
"endpoint": {
"data_selector": "performer.episodesPerformances",
"path": "/v1/rest/performer",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single performer (V2)
{
"name": "v2_rest_performer",
"table_name": "episode_base",
"endpoint": {
"data_selector": "performer.episodesPerformances",
"path": "/v2/rest/performer",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single season
{
"name": "v1_rest_season",
"table_name": "episode_base",
"endpoint": {
"data_selector": "season.episodes",
"path": "/v1/rest/season",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single series
{
"name": "v1_rest_series",
"table_name": "episode_base",
"endpoint": {
"data_selector": "series.episodes",
"path": "/v1/rest/series",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single staff member
{
"name": "v1_rest_staff",
"table_name": "episode_base",
"endpoint": {
"data_selector": "staff.writtenEpisodes",
"path": "/v1/rest/staff",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single staff member (V2)
{
"name": "v2_rest_staff",
"table_name": "episode_base",
"endpoint": {
"data_selector": "staff.writtenEpisodes",
"path": "/v2/rest/staff",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over foods
{
"name": "v1_rest_food_search",
"table_name": "food_base",
"endpoint": {
"data_selector": "foods",
"path": "/v1/rest/food/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single food
{
"name": "v1_rest_food",
"table_name": "food_full",
"endpoint": {
"data_selector": "food",
"path": "/v1/rest/food",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over literature
{
"name": "v1_rest_literature_search",
"table_name": "literature_base",
"endpoint": {
"data_selector": "literature",
"path": "/v1/rest/literature/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single literature
{
"name": "v1_rest_literature",
"table_name": "literature_full",
"endpoint": {
"data_selector": "literature",
"path": "/v1/rest/literature",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single conflict
{
"name": "v1_rest_conflict",
"table_name": "location_base",
"endpoint": {
"data_selector": "conflict.locations",
"path": "/v1/rest/conflict",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single conflict (V2)
{
"name": "v2_rest_conflict",
"table_name": "location_base",
"endpoint": {
"data_selector": "conflict.locations",
"path": "/v2/rest/conflict",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over locations
{
"name": "v1_rest_location_search",
"table_name": "location_base",
"endpoint": {
"data_selector": "locations",
"path": "/v1/rest/location/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single location
{
"name": "v1_rest_location",
"table_name": "location_full",
"endpoint": {
"data_selector": "location",
"path": "/v1/rest/location",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over locations (V2)
{
"name": "v2_rest_location_search",
"table_name": "location_v2_base",
"endpoint": {
"data_selector": "locations",
"path": "/v2/rest/location/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single location (V2)
{
"name": "v2_rest_location",
"table_name": "location_v2_full",
"endpoint": {
"data_selector": "location",
"path": "/v2/rest/location",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over magazines
{
"name": "v1_rest_magazine_search",
"table_name": "magazine_base",
"endpoint": {
"data_selector": "magazines",
"path": "/v1/rest/magazine/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single magazine
{
"name": "v1_rest_magazine",
"table_name": "magazine_series_base",
"endpoint": {
"data_selector": "magazine.magazineSeries",
"path": "/v1/rest/magazine",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over magazine series
{
"name": "v_1_rest_magazine_series_search",
"table_name": "magazine_series_base",
"endpoint": {
"data_selector": "magazineSeries",
"path": "/v1/rest/magazineSeries/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over materials
{
"name": "v1_rest_material_search",
"table_name": "material_base",
"endpoint": {
"data_selector": "materials",
"path": "/v1/rest/material/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single material
{
"name": "v1_rest_material",
"table_name": "material_full",
"endpoint": {
"data_selector": "material",
"path": "/v1/rest/material",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over medical conditions
{
"name": "v_1_rest_medical_condition_search",
"table_name": "medical_condition_base",
"endpoint": {
"data_selector": "medicalConditions",
"path": "/v1/rest/medicalCondition/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single medical condition
{
"name": "v_1_rest_medical_condition",
"table_name": "medical_condition_full",
"endpoint": {
"data_selector": "medicalCondition",
"path": "/v1/rest/medicalCondition",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over movies
{
"name": "v1_rest_movie_search",
"table_name": "movie_base",
"endpoint": {
"data_selector": "movies",
"path": "/v1/rest/movie/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over occupations
{
"name": "v1_rest_occupation_search",
"table_name": "occupation_base",
"endpoint": {
"data_selector": "occupations",
"path": "/v1/rest/occupation/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over occupations (V2)
{
"name": "v2_rest_occupation_search",
"table_name": "occupation_v2_base",
"endpoint": {
"data_selector": "occupations",
"path": "/v2/rest/occupation/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over organizations
{
"name": "v1_rest_organization_search",
"table_name": "organization_base",
"endpoint": {
"data_selector": "organizations",
"path": "/v1/rest/organization/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single spacecraft class (V2)
{
"name": "v_2_rest_spacecraft_class",
"table_name": "organization_base",
"endpoint": {
"data_selector": "spacecraftClass.owners",
"path": "/v2/rest/spacecraftClass",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single spacecraft class (V3)
{
"name": "v_3_rest_spacecraft_class",
"table_name": "organization_base",
"endpoint": {
"data_selector": "spacecraftClass.owners",
"path": "/v3/rest/spacecraftClass",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single character
{
"name": "v1_rest_character",
"table_name": "performer_base",
"endpoint": {
"data_selector": "character.performers",
"path": "/v1/rest/character",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over performers
{
"name": "v1_rest_performer_search",
"table_name": "performer_base",
"endpoint": {
"data_selector": "performers",
"path": "/v1/rest/performer/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over performers (V2)
{
"name": "v2_rest_performer_search",
"table_name": "performer_v2_base",
"endpoint": {
"data_selector": "performers",
"path": "/v2/rest/performer/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single video release
{
"name": "v_1_rest_video_release",
"table_name": "reference",
"endpoint": {
"data_selector": "videoRelease.references",
"path": "/v1/rest/videoRelease",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over seasons
{
"name": "v1_rest_season_search",
"table_name": "season_base",
"endpoint": {
"data_selector": "seasons",
"path": "/v1/rest/season/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over series
{
"name": "v1_rest_series_search",
"table_name": "series_base",
"endpoint": {
"data_selector": "series",
"path": "/v1/rest/series/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single video release (V2)
{
"name": "v_2_rest_video_release",
"table_name": "series_base",
"endpoint": {
"data_selector": "videoRelease.series",
"path": "/v2/rest/videoRelease",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over soundtracks
{
"name": "v1_rest_soundtrack_search",
"table_name": "soundtrack_base",
"endpoint": {
"data_selector": "soundtracks",
"path": "/v1/rest/soundtrack/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over spacecrafts
{
"name": "v1_rest_spacecraft_search",
"table_name": "spacecraft_base",
"endpoint": {
"data_selector": "spacecrafts",
"path": "/v1/rest/spacecraft/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over spacecraft classes
{
"name": "v_1_rest_spacecraft_class_search",
"table_name": "spacecraft_class_base",
"endpoint": {
"data_selector": "spacecraftClasses",
"path": "/v1/rest/spacecraftClass/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over spacecraft classes (V2)
{
"name": "v_2_rest_spacecraft_class_search",
"table_name": "spacecraft_class_v2_base",
"endpoint": {
"data_selector": "spacecraftClasses",
"path": "/v2/rest/spacecraftClass/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single spacecraft
{
"name": "v1_rest_spacecraft",
"table_name": "spacecraft_type",
"endpoint": {
"data_selector": "spacecraft.spacecraftTypes",
"path": "/v1/rest/spacecraft",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single spacecraft (V2)
{
"name": "v2_rest_spacecraft",
"table_name": "spacecraft_type",
"endpoint": {
"data_selector": "spacecraft.spacecraftTypes",
"path": "/v2/rest/spacecraft",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single spacecraft class
{
"name": "v_1_rest_spacecraft_class",
"table_name": "spacecraft_type",
"endpoint": {
"data_selector": "spacecraftClass.spacecraftTypes",
"path": "/v1/rest/spacecraftClass",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over spacecrafts (V2)
{
"name": "v2_rest_spacecraft_search",
"table_name": "spacecraft_v2_base",
"endpoint": {
"data_selector": "spacecrafts",
"path": "/v2/rest/spacecraft/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over species
{
"name": "v1_rest_species_search",
"table_name": "species_base",
"endpoint": {
"data_selector": "species",
"path": "/v1/rest/species/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over species (V2)
{
"name": "v2_rest_species_search",
"table_name": "species_v2_base",
"endpoint": {
"data_selector": "species",
"path": "/v2/rest/species/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single episode
{
"name": "v1_rest_episode",
"table_name": "staff_base",
"endpoint": {
"data_selector": "episode.writers",
"path": "/v1/rest/episode",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Retrieval of a single movie
{
"name": "v1_rest_movie",
"table_name": "staff_base",
"endpoint": {
"data_selector": "movie.writers",
"path": "/v1/rest/movie",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over staff members
{
"name": "v1_rest_staff_search",
"table_name": "staff_base",
"endpoint": {
"data_selector": "staff",
"path": "/v1/rest/staff/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over staff members (V2)
{
"name": "v2_rest_staff_search",
"table_name": "staff_v2_base",
"endpoint": {
"data_selector": "staff",
"path": "/v2/rest/staff/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over technology pieces
{
"name": "v1_rest_technology_search",
"table_name": "technology_base",
"endpoint": {
"data_selector": "technology",
"path": "/v1/rest/technology/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single technology piece
{
"name": "v1_rest_technology",
"table_name": "technology_full",
"endpoint": {
"data_selector": "technology",
"path": "/v1/rest/technology",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over technology pieces (V2)
{
"name": "v2_rest_technology_search",
"table_name": "technology_v2_base",
"endpoint": {
"data_selector": "technology",
"path": "/v2/rest/technology/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single technology piece (V2)
{
"name": "v2_rest_technology",
"table_name": "technology_v2_full",
"endpoint": {
"data_selector": "technology",
"path": "/v2/rest/technology",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over titles
{
"name": "v1_rest_title_search",
"table_name": "title_base",
"endpoint": {
"data_selector": "titles",
"path": "/v1/rest/title/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over titles (V2)
{
"name": "v2_rest_title_search",
"table_name": "title_v2_base",
"endpoint": {
"data_selector": "titles",
"path": "/v2/rest/title/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over trading cards
{
"name": "v_1_rest_trading_card_search",
"table_name": "trading_card_base",
"endpoint": {
"data_selector": "tradingCards",
"path": "/v1/rest/tradingCard/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single trading card deck
{
"name": "v_1_rest_trading_card_deck",
"table_name": "trading_card_base",
"endpoint": {
"data_selector": "tradingCardDeck.tradingCards",
"path": "/v1/rest/tradingCardDeck",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over trading card decks
{
"name": "v_1_rest_trading_card_deck_search",
"table_name": "trading_card_deck_base",
"endpoint": {
"data_selector": "tradingCardDecks",
"path": "/v1/rest/tradingCardDeck/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single trading card
{
"name": "v_1_rest_trading_card",
"table_name": "trading_card_full",
"endpoint": {
"data_selector": "tradingCard",
"path": "/v1/rest/tradingCard",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over trading card sets
{
"name": "v_1_rest_trading_card_set_search",
"table_name": "trading_card_set_base",
"endpoint": {
"data_selector": "tradingCardSets",
"path": "/v1/rest/tradingCardSet/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over video games
{
"name": "v_1_rest_video_game_search",
"table_name": "video_game_base",
"endpoint": {
"data_selector": "videoGames",
"path": "/v1/rest/videoGame/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over video releases
{
"name": "v_1_rest_video_release_search",
"table_name": "video_release_base",
"endpoint": {
"data_selector": "videoReleases",
"path": "/v1/rest/videoRelease/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over video releases (V2)
{
"name": "v_2_rest_video_release_search",
"table_name": "video_release_base",
"endpoint": {
"data_selector": "videoReleases",
"path": "/v2/rest/videoRelease/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Pagination over weapons
{
"name": "v1_rest_weapon_search",
"table_name": "weapon_base",
"endpoint": {
"data_selector": "weapons",
"path": "/v1/rest/weapon/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single weapon
{
"name": "v1_rest_weapon",
"table_name": "weapon_full",
"endpoint": {
"data_selector": "weapon",
"path": "/v1/rest/weapon",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
# Pagination over weapons (V2)
{
"name": "v2_rest_weapon_search",
"table_name": "weapon_v2_base",
"endpoint": {
"data_selector": "weapons",
"path": "/v2/rest/weapon/search",
"params": {
# the parameters below can optionally be configured
# "pageNumber": "OPTIONAL_CONFIG",
# "pageSize": "OPTIONAL_CONFIG",
},
"paginator": "auto",
}
},
# Retrieval of a single weapon (V2)
{
"name": "v2_rest_weapon",
"table_name": "weapon_v2_full",
"endpoint": {
"data_selector": "weapon",
"path": "/v2/rest/weapon",
"params": {
"uid": "FILL_ME_IN", # TODO: fill in required query parameter
},
"paginator": "auto",
}
},
]
}
return rest_api_source(source_config)
2. Configuring your source and destination credentials
info
dlt-init-openapi will try to detect which authentication mechanism (if any) is used by the API in question and add a placeholder in your secrets.toml.
The dlt cli will have created a .dlt directory in your project folder. This directory contains a config.toml file and a secrets.toml file that you can use to configure your pipeline. The automatically created version of these files look like this:
generated config.toml
[runtime]
log_level="INFO"
[sources.startrek]
# Base URL for the API
# STAPI over secure HTTPS protocol
base_url = "https://stapi.co/api"
# Alternative servers found in openapi spec:
# STAPI over plain HTTP protocol
# base_url = "http://stapi.co/api"
generated secrets.toml
[sources.startrek]
# secrets for your startrek source
# example_api_key = "example value"
2.1. Adjust the generated code to your usecase
Further help setting up your source and destinations
At this time, the dlt-init-openapi cli tool will always create pipelines that load to a local duckdb instance. Switching to a different destination is trivial, all you need to do is change the destination parameter in startrek_pipeline.py to snowflake and supply the credentials as outlined in the destination doc linked below.
3. Running your pipeline for the first time
The dlt cli has also created a main pipeline script for you at startrek_pipeline.py, as well as a folder startrek that contains additional python files for your source. These files are your local copies which you can modify to fit your needs. In some cases you may find that you only need to do small changes to your pipelines or add some configurations, in other cases these files can serve as a working starting point for your code, but will need to be adjusted to do what you need them to do.
The main pipeline script will look something like this:
import dlt
from startrek import startrek_source
if __name__ == "__main__":
pipeline = dlt.pipeline(
pipeline_name="startrek_pipeline",
destination='duckdb',
dataset_name="startrek_data",
progress="log",
export_schema_path="schemas/export"
)
source = startrek_source()
info = pipeline.run(source)
print(info)
Provided you have set up your credentials, you can run your pipeline like a regular python script with the following command:
python startrek_pipeline.py
4. Inspecting your load result
You can now inspect the state of your pipeline with the dlt cli:
dlt pipeline startrek_pipeline info
You can also use streamlit to inspect the contents of your Snowflake destination for this:
# install streamlit
pip install streamlit
# run the streamlit app for your pipeline with the dlt cli:
dlt pipeline startrek_pipeline show
5. Next steps to get your pipeline running in production
One of the beauties of dlt is, that we are just a plain Python library, so you can run your pipeline in any environment that supports Python >= 3.8. We have a couple of helpers and guides in our docs to get you there:
The Deploy section will show you how to deploy your pipeline to
- Deploy with GitHub Actions: Learn how to deploy a pipeline using GitHub Actions, a CI/CD runner that you can use for free. Read more
- Deploy with Airflow and Google Composer: Follow the guide to deploy a pipeline with Airflow and Google Composer, a managed Airflow environment provided by Google. Read more
- Deploy with Google Cloud Functions: Discover how to deploy a pipeline with Google Cloud Functions, a serverless execution environment. Read more
- Other Deployment Methods: Explore various other methods to deploy your pipeline, including using different cloud providers and CI/CD tools. Read more
The running in production section will teach you about:
- How to Monitor your pipeline: Learn how to effectively monitor your
dltpipeline in production to ensure smooth operation and quick detection of any issues. Read more - Set up alerts: Set up alerts to get notified about important events or errors in your
dltpipeline, ensuring you can respond promptly to any issues. Read more - Set up tracing: Implement tracing in your
dltpipeline to get detailed insights into the execution flow, helping you to diagnose and debug issues more effectively. Read more
Available Sources and Resources
For this verified source the following sources and resources are available
Source Star Trek
Comprehensive Star Trek universe data including characters, locations, technology, and media.
| Resource Name | Write Disposition | Description |
|---|---|---|
magazine_base | append | Basic information about magazines |
occupation_v2_base | append | Version 2 of basic occupation data |
food_full | append | Detailed information about food items |
material_full | append | Detailed information about materials |
book_v2_base | append | Version 2 of basic book data |
element_full | append | Detailed information about elements |
performer_base | append | Basic information about performers |
location_base | append | Basic information about locations |
staff_v2_base | append | Version 2 of basic staff data |
technology_base | append | Basic information about technology |
literature_full | append | Detailed information about literature |
weapon_v2_base | append | Version 2 of basic weapon data |
staff_base | append | Basic information about staff |
movie_base | append | Basic information about movies |
title_base | append | Basic information about titles |
spacecraft_v2_base | append | Version 2 of basic spacecraft data |
book_series_base | append | Basic information about book series |
reference | append | Reference data |
spacecraft_base | append | Basic information about spacecraft |
magazine_series_base | append | Basic information about magazine series |
element_v2_base | append | Version 2 of basic element data |
season_base | append | Basic information about seasons |
location_v2_base | append | Version 2 of basic location data |
company_base | append | Basic information about companies |
trading_card_base | append | Basic information about trading cards |
element_base | append | Basic information about elements |
occupation_base | append | Basic information about occupations |
technology_v2_base | append | Version 2 of basic technology data |
animal_full | append | Detailed information about animals |
food_base | append | Basic information about food items |
company_v2_base | append | Version 2 of basic company data |
medical_condition_full | append | Detailed information about medical conditions |
video_game_base | append | Basic information about video games |
weapon_base | append | Basic information about weapons |
weapon_full | append | Detailed information about weapons |
character_base | append | Basic information about characters |
location_v2_full | append | Detailed version 2 information about locations |
spacecraft_class_v2_base | append | Version 2 of basic spacecraft class data |
technology_full | append | Detailed information about technology |
trading_card_set_base | append | Basic information about trading card sets |
location_full | append | Detailed information about locations |
species_v2_base | append | Version 2 of basic species data |
spacecraft_type | append | Information about types of spacecraft |
organization_base | append | Basic information about organizations |
title_v2_base | append | Version 2 of basic title data |
species_base | append | Basic information about species |
video_release_base | append | Basic information about video releases |
element_v2_full | append | Detailed version 2 information about elements |
book_collection_base | append | Basic information about book collections |
trading_card_deck_base | append | Basic information about trading card decks |
series_base | append | Basic information about series |
trading_card_full | append | Detailed information about trading cards |
soundtrack_base | append | Basic information about soundtracks |
weapon_v2_full | append | Detailed version 2 information about weapons |
episode_base | append | Basic information about episodes |
data_version | append | Information about data versions |
conflict_base | append | Basic information about conflicts |
technology_v2_full | append | Detailed version 2 information about technology |
literature_base | append | Basic information about literature |
astronomical_object_base | append | Basic information about astronomical objects |
spacecraft_class_base | append | Basic information about spacecraft classes |
comic_collection_base | append | Basic information about comic collections |
animal_base | append | Basic information about animals |
comic_strip_base | append | Basic information about comic strips |
book_base | append | Basic information about books |
comic_series_base | append | Basic information about comic series |
comics_base | append | Basic information about comics |
company_full | append | Detailed information about companies |
material_base | append | Basic information about materials |
company_v2_full | append | Detailed version 2 information about companies |
medical_condition_base | append | Basic information about medical conditions |
performer_v2_base | append | Version 2 of basic performer data |
astronomical_object_v2_base | append | Version 2 of basic astronomical object data |
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