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miniql-example.notebook
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miniql-example.notebook
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{
"version": 2,
"sheet": {
"id": "cc381040-ce3b-11ea-b5f6-afabb4b56228",
"language": "javascript",
"cells": [
{
"id": "7fe9f4a0-ce3c-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "# MiniQL example notebook\r\n\r\nMiniQL is a tiny JSON-based query language inspired by GraphQL.\r\n\r\nThis notebook shows how to use [miniql](https://www.npmjs.com/package/miniql) and [@miniql/csv](https://www.npmjs.com/package/@miniql/csv) to run queries against a set of CSV files.\r\n\r\nTo learn more about MiniQL please see the [code repo on GitHub](https://github.com/miniql/miniql).",
"lastEvaluationDate": "2020-07-25T16:24:26.934+10:00",
"output": [],
"errors": [],
"height": 173
},
{
"id": "ea8d2660-ce3c-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "## The example data set\r\n\r\nThe example data used in this notebook is [Star Wars universe data is courtesy of Kaggle](https://www.kaggle.com/jsphyg/star-wars/data).\r\n\r\nHere's a preview of the data from `species.csv`:",
"lastEvaluationDate": "2020-07-25T16:24:26.934+10:00",
"output": [],
"errors": [],
"height": 129
},
{
"id": "122e1bc0-ce3d-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "global",
"code": "import { readCsv } from \"datakit\";\r\n\r\nconst speciesData = await readCsv(\"./data/species.csv\"); // Load \"species.csv\".\r\ndisplay.table(speciesData.slice(0, 5)); // Preview first 5 rows.",
"lastEvaluationDate": "2020-07-25T16:19:28.399+10:00",
"output": [
{
"value": {
"displayType": "table",
"data": {
"rows": [
{
"name": "Hutt",
"classification": "gastropod",
"designation": "sentient",
"average_height": 300,
"skin_colors": "green, brown, tan",
"hair_colors": "NA",
"eye_colors": "yellow, red",
"average_lifespan": 1000,
"language": "Huttese",
"homeworld": "Nal Hutta"
},
{
"name": "Yoda's species",
"classification": "mammal",
"designation": "sentient",
"average_height": 66,
"skin_colors": "green, yellow",
"hair_colors": "brown, white",
"eye_colors": "brown, green, yellow",
"average_lifespan": 900,
"language": "Galactic basic",
"homeworld": "NA"
},
{
"name": "Trandoshan",
"classification": "reptile",
"designation": "sentient",
"average_height": 200,
"skin_colors": "brown, green",
"hair_colors": "none",
"eye_colors": "yellow, orange",
"average_lifespan": "NA",
"language": "Dosh",
"homeworld": "Trandosha"
},
{
"name": "Mon Calamari",
"classification": "amphibian",
"designation": "sentient",
"average_height": 160,
"skin_colors": "red, blue, brown, magenta",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": "NA",
"language": "Mon Calamarian",
"homeworld": "Mon Cala"
},
{
"name": "Ewok",
"classification": "mammal",
"designation": "sentient",
"average_height": 100,
"skin_colors": "brown",
"hair_colors": "white, brown, black",
"eye_colors": "orange, brown",
"average_lifespan": "NA",
"language": "Ewokese",
"homeworld": "Endor"
}
],
"columnNames": [
"name",
"classification",
"designation",
"average_height",
"skin_colors",
"hair_colors",
"eye_colors",
"average_lifespan",
"language",
"homeworld"
]
}
},
"height": 224
}
],
"errors": [],
"height": 118
},
{
"id": "41a12c30-ce3d-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "## Configure MiniQL/csv\r\n\r\nBefore we can query our data set we need to load it.\r\n\r\nWe are using [@miniql/csv](https://www.npmjs.com/package/@miniql/csv) to load our CSV files and create a query resolver for MiniQL:",
"lastEvaluationDate": "2020-07-25T16:24:26.934+10:00",
"output": [],
"errors": [],
"height": 131
},
{
"id": "cc381041-ce3b-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "global",
"code": "//\r\n// Configures CSV files to be loaded and how they relate to each other.\r\n//\r\nconst csvFilesConfig = {\r\n species: {\r\n primaryKey: \"name\",\r\n csvFilePath: \"./data/species.csv\",\r\n nested: {\r\n homeworld: {\r\n parentKey: \"homeworld\",\r\n from: \"planet\",\r\n },\r\n },\r\n },\r\n planet: {\r\n primaryKey: \"name\",\r\n csvFilePath: \"./data/planets.csv\",\r\n nested: {\r\n species: {\r\n foreignKey: \"homeworld\",\r\n },\r\n },\r\n },\r\n};\r\n\r\nconst { createQueryResolver } = require(\"@miniql/csv\");\r\n\r\n// \r\n// Loads CSV files and creates a MiniQL query resolver.\r\n//\r\nconst queryResolver = await createQueryResolver(csvFilesConfig);",
"lastEvaluationDate": "2020-07-25T16:19:30.993+10:00",
"output": [],
"errors": [],
"height": 631
},
{
"id": "9fa10bc0-ce3d-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "## Run queries\r\n\r\nNow we can run queries against our data set.",
"lastEvaluationDate": "2020-07-25T16:24:26.935+10:00",
"output": [],
"errors": [],
"height": 102
},
{
"id": "aff30e10-ce3d-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "### Get all species\r\n\r\nFirst we'll query for all species in the Star Wars universe and preview the result.\r\n\r\nThis query simply pulls all the data from `species.csv`.",
"lastEvaluationDate": "2020-07-25T16:24:26.935+10:00",
"output": [],
"errors": [],
"height": 129
},
{
"id": "c2ef6fe0-ce3d-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "local",
"code": "const query = {\r\n get: {\r\n species: { // Query for \"species\" entity.\r\n // No arguments gets all entities.\r\n },\r\n },\r\n};\r\n\r\nconst { miniql } = require(\"miniql\");\r\n\r\n// Execute the query against the data.\r\nconst result = await miniql(query, queryResolver, {});\r\n\r\n// Displays the query result.\r\ndisplay(result);",
"lastEvaluationDate": "2020-07-25T16:19:30.994+10:00",
"output": [
{
"value": {
"displayType": "object",
"data": {
"species": [
{
"name": "Hutt",
"classification": "gastropod",
"designation": "sentient",
"average_height": 300,
"skin_colors": "green, brown, tan",
"hair_colors": "NA",
"eye_colors": "yellow, red",
"average_lifespan": 1000,
"language": "Huttese",
"homeworld": "Nal Hutta"
},
{
"name": "Yoda's species",
"classification": "mammal",
"designation": "sentient",
"average_height": 66,
"skin_colors": "green, yellow",
"hair_colors": "brown, white",
"eye_colors": "brown, green, yellow",
"average_lifespan": 900,
"language": "Galactic basic",
"homeworld": "NA"
},
{
"name": "Trandoshan",
"classification": "reptile",
"designation": "sentient",
"average_height": 200,
"skin_colors": "brown, green",
"hair_colors": "none",
"eye_colors": "yellow, orange",
"average_lifespan": "NA",
"language": "Dosh",
"homeworld": "Trandosha"
},
{
"name": "Mon Calamari",
"classification": "amphibian",
"designation": "sentient",
"average_height": 160,
"skin_colors": "red, blue, brown, magenta",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": "NA",
"language": "Mon Calamarian",
"homeworld": "Mon Cala"
},
{
"name": "Ewok",
"classification": "mammal",
"designation": "sentient",
"average_height": 100,
"skin_colors": "brown",
"hair_colors": "white, brown, black",
"eye_colors": "orange, brown",
"average_lifespan": "NA",
"language": "Ewokese",
"homeworld": "Endor"
},
{
"name": "Sullustan",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "pale",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": "NA",
"language": "Sullutese",
"homeworld": "Sullust"
},
{
"name": "Neimodian",
"classification": "NA",
"designation": "sentient",
"average_height": 180,
"skin_colors": "grey, green",
"hair_colors": "none",
"eye_colors": "red, pink",
"average_lifespan": "NA",
"language": "Neimoidia",
"homeworld": "Cato Neimoidia"
},
{
"name": "Gungan",
"classification": "amphibian",
"designation": "sentient",
"average_height": 190,
"skin_colors": "brown, green",
"hair_colors": "none",
"eye_colors": "orange",
"average_lifespan": "NA",
"language": "Gungan basic",
"homeworld": "Naboo"
},
{
"name": "Toydarian",
"classification": "mammal",
"designation": "sentient",
"average_height": 120,
"skin_colors": "blue, green, grey",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 91,
"language": "Toydarian",
"homeworld": "Toydaria"
},
{
"name": "Dug",
"classification": "mammal",
"designation": "sentient",
"average_height": 100,
"skin_colors": "brown, purple, grey, red",
"hair_colors": "none",
"eye_colors": "yellow, blue",
"average_lifespan": "NA",
"language": "Dugese",
"homeworld": "Malastare"
},
{
"name": "Twi'lek",
"classification": "mammals",
"designation": "sentient",
"average_height": 200,
"skin_colors": "orange, yellow, blue, green, pink, purple, tan",
"hair_colors": "none",
"eye_colors": "blue, brown, orange, pink",
"average_lifespan": "NA",
"language": "Twi'leki",
"homeworld": "Ryloth"
},
{
"name": "Aleena",
"classification": "reptile",
"designation": "sentient",
"average_height": 80,
"skin_colors": "blue, gray",
"hair_colors": "none",
"eye_colors": "NA",
"average_lifespan": 79,
"language": "Aleena",
"homeworld": "Aleen Minor"
},
{
"name": "Vulptereen",
"classification": "NA",
"designation": "sentient",
"average_height": 100,
"skin_colors": "grey",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": "NA",
"language": "vulpterish",
"homeworld": "Vulpter"
},
{
"name": "Xexto",
"classification": "NA",
"designation": "sentient",
"average_height": 125,
"skin_colors": "grey, yellow, purple",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": "NA",
"language": "Xextese",
"homeworld": "Troiken"
},
{
"name": "Toong",
"classification": "NA",
"designation": "sentient",
"average_height": 200,
"skin_colors": "grey, green, yellow",
"hair_colors": "none",
"eye_colors": "orange",
"average_lifespan": "NA",
"language": "Tundan",
"homeworld": "Tund"
},
{
"name": "Cerean",
"classification": "mammal",
"designation": "sentient",
"average_height": 200,
"skin_colors": "pale pink",
"hair_colors": "red, blond, black, white",
"eye_colors": "hazel",
"average_lifespan": "NA",
"language": "Cerean",
"homeworld": "Cerea"
},
{
"name": "Nautolan",
"classification": "amphibian",
"designation": "sentient",
"average_height": 180,
"skin_colors": "green, blue, brown, red",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": 70,
"language": "Nautila",
"homeworld": "Glee Anselm"
},
{
"name": "Zabrak",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "pale, brown, red, orange, yellow",
"hair_colors": "black",
"eye_colors": "brown, orange",
"average_lifespan": "NA",
"language": "Zabraki",
"homeworld": "Iridonia"
},
{
"name": "Tholothian",
"classification": "mammal",
"designation": "sentient",
"average_height": "NA",
"skin_colors": "dark",
"hair_colors": "NA",
"eye_colors": "blue, indigo",
"average_lifespan": "NA",
"language": "NA",
"homeworld": "Tholoth"
},
{
"name": "Iktotchi",
"classification": "NA",
"designation": "sentient",
"average_height": 180,
"skin_colors": "pink",
"hair_colors": "none",
"eye_colors": "orange",
"average_lifespan": "NA",
"language": "Iktotchese",
"homeworld": "Iktotch"
},
{
"name": "Quermian",
"classification": "mammal",
"designation": "sentient",
"average_height": 240,
"skin_colors": "white",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 86,
"language": "Quermian",
"homeworld": "Quermia"
},
{
"name": "Kel Dor",
"classification": "NA",
"designation": "sentient",
"average_height": 180,
"skin_colors": "peach, orange, red",
"hair_colors": "none",
"eye_colors": "black, silver",
"average_lifespan": 70,
"language": "Kel Dor",
"homeworld": "Dorin"
},
{
"name": "Chagrian",
"classification": "amphibian",
"designation": "sentient",
"average_height": 190,
"skin_colors": "blue",
"hair_colors": "none",
"eye_colors": "blue",
"average_lifespan": "NA",
"language": "Chagria",
"homeworld": "Champala"
},
{
"name": "Geonosian",
"classification": "insectoid",
"designation": "sentient",
"average_height": 178,
"skin_colors": "green, brown",
"hair_colors": "none",
"eye_colors": "green, hazel",
"average_lifespan": "NA",
"language": "Geonosian",
"homeworld": "Geonosis"
},
{
"name": "Mirialan",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "yellow, green",
"hair_colors": "black, brown",
"eye_colors": "blue, green, red, yellow, brown, orange",
"average_lifespan": "NA",
"language": "Mirialan",
"homeworld": "Mirial"
},
{
"name": "Clawdite",
"classification": "reptilian",
"designation": "sentient",
"average_height": 180,
"skin_colors": "green, yellow",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 70,
"language": "Clawdite",
"homeworld": "Zolan"
},
{
"name": "Besalisk",
"classification": "amphibian",
"designation": "sentient",
"average_height": 178,
"skin_colors": "brown",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 75,
"language": "besalisk",
"homeworld": "Ojom"
},
{
"name": "Kaminoan",
"classification": "amphibian",
"designation": "sentient",
"average_height": 220,
"skin_colors": "grey, blue",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": 80,
"language": "Kaminoan",
"homeworld": "Kamino"
},
{
"name": "Skakoan",
"classification": "mammal",
"designation": "sentient",
"average_height": "NA",
"skin_colors": "grey, green",
"hair_colors": "none",
"eye_colors": "NA",
"average_lifespan": "NA",
"language": "Skakoan",
"homeworld": "Skako"
},
{
"name": "Muun",
"classification": "mammal",
"designation": "sentient",
"average_height": 190,
"skin_colors": "grey, white",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": 100,
"language": "Muun",
"homeworld": "Muunilinst"
},
{
"name": "Togruta",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "red, white, orange, yellow, green, blue",
"hair_colors": "none",
"eye_colors": "red, orange, yellow, green, blue, black",
"average_lifespan": 94,
"language": "Togruti",
"homeworld": "Shili"
},
{
"name": "Kaleesh",
"classification": "reptile",
"designation": "sentient",
"average_height": 170,
"skin_colors": "brown, orange, tan",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 80,
"language": "Kaleesh",
"homeworld": "Kalee"
},
{
"name": "Pau'an",
"classification": "mammal",
"designation": "sentient",
"average_height": 190,
"skin_colors": "grey",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": 700,
"language": "Utapese",
"homeworld": "Utapau"
},
{
"name": "Wookiee",
"classification": "mammal",
"designation": "sentient",
"average_height": 210,
"skin_colors": "gray",
"hair_colors": "black, brown",
"eye_colors": "blue, green, yellow, brown, golden, red",
"average_lifespan": 400,
"language": "Shyriiwook",
"homeworld": "Kashyyyk"
},
{
"name": "Droid",
"classification": "artificial",
"designation": "sentient",
"average_height": "NA",
"skin_colors": "NA",
"hair_colors": "NA",
"eye_colors": "NA",
"average_lifespan": "indefinite",
"language": "NA",
"homeworld": "NA"
},
{
"name": "Human",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "caucasian, black, asian, hispanic",
"hair_colors": "blonde, brown, black, red",
"eye_colors": "brown, blue, green, hazel, grey, amber",
"average_lifespan": 120,
"language": "Galactic Basic",
"homeworld": "Coruscant"
},
{
"name": "Rodian",
"classification": "sentient",
"designation": "reptilian",
"average_height": 170,
"skin_colors": "green, blue",
"hair_colors": "NA",
"eye_colors": "black",
"average_lifespan": "NA",
"language": "Galactic Basic",
"homeworld": "Rodia"
}
]
}
}
}
],
"errors": [],
"height": 536
},
{
"id": "0e0cde40-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "### Get one species\r\n\r\nNext we'll query for one single species with the name \"Hutt\".\r\n\r\nThis query searches `species.csv` for the particular species we want to find.",
"lastEvaluationDate": "2020-07-25T16:24:26.935+10:00",
"output": [],
"errors": [],
"height": 129
},
{
"id": "0f5d2c00-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "global",
"code": "const query = {\r\n get: {\r\n species: { // Query for \"species\" entity.\r\n args: {\r\n name: \"Hutt\", // Gets the one species that matches this name.\r\n },\r\n },\r\n },\r\n};\r\n\r\nconst { miniql } = require(\"miniql\");\r\n\r\n// Execute the query against the data.\r\nconst result = await miniql(query, queryResolver, {});\r\n\r\n// Displays the query result.\r\ndisplay(result);",
"lastEvaluationDate": "2020-07-25T16:19:31.821+10:00",
"output": [
{
"value": {
"displayType": "object",
"data": {
"species": {
"name": "Hutt",
"classification": "gastropod",
"designation": "sentient",
"average_height": 300,
"skin_colors": "green, brown, tan",
"hair_colors": "NA",
"eye_colors": "yellow, red",
"average_lifespan": 1000,
"language": "Huttese",
"homeworld": "Nal Hutta"
}
}
}
}
],
"errors": [],
"height": 365
},
{
"id": "619b3fc0-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "### Get one species and its homeworld\r\n\r\nWe can drill deeper and resolve nested entities.\r\n\r\nWe'll query for the Hutt species and resolve it's homeworld.\r\n\r\nThis query combines data from `species.csv` and `planets.csv`.",
"lastEvaluationDate": "2020-07-25T16:24:26.935+10:00",
"output": [],
"errors": [],
"height": 167
},
{
"id": "7ca27fe0-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "global",
"code": "const query = {\r\n get: {\r\n species: { // Query for \"species\" entity.\r\n args: {\r\n name: \"Hutt\", // Gets the one species that matches this name.\r\n },\r\n resolve: {\r\n homeworld: { // Resolves the homeworld of the species as a nested lookup.\r\n },\r\n },\r\n },\r\n },\r\n};\r\n\r\nconst { miniql } = require(\"miniql\");\r\n\r\n// Execute the query against the data.\r\nconst result = await miniql(query, queryResolver, {});\r\n\r\n// Displays the query result.\r\ndisplay(result);",
"lastEvaluationDate": "2020-07-25T16:19:31.902+10:00",
"output": [
{
"value": {
"displayType": "object",
"data": {
"species": {
"name": "Hutt",
"classification": "gastropod",
"designation": "sentient",
"average_height": 300,
"skin_colors": "green, brown, tan",
"hair_colors": "NA",
"eye_colors": "yellow, red",
"average_lifespan": 1000,
"language": "Huttese",
"homeworld": {
"name": "Nal Hutta",
"rotation_period": 87,
"orbital_period": 413,
"diameter": 12150,
"climate": "temperate",
"gravity": "1 standard",
"terrain": "urban, oceans, swamps, bogs",
"surface_water": "NA",
"population": 7000000000
}
}
}
}
}
],
"errors": [],
"height": 441
},
{
"id": "89082cd0-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "markdown",
"code": "### Get all species and their homeworlds\r\n\r\nThis time we'll query for all species and resolve the homeworld for each one.\r\n\r\nThis query combines data from `species.csv` and `planets.csv`.",
"lastEvaluationDate": "2020-07-25T16:24:26.935+10:00",
"output": [],
"errors": [],
"height": 123
},
{
"id": "9f3c12f0-ce3e-11ea-b5f6-afabb4b56228",
"cellType": "code",
"cellScope": "global",
"code": "const query = {\r\n get: {\r\n species: { // Query for \"species\" entity.\r\n\r\n // No arguments gets all entities.\r\n\r\n resolve: {\r\n homeworld: { // Resolves the homeworld of each species as a nested lookup.\r\n },\r\n },\r\n },\r\n },\r\n};\r\n\r\nconst { miniql } = require(\"miniql\");\r\n\r\n// Execute the query against the data.\r\nconst result = await miniql(query, queryResolver, {});\r\n\r\n// Displays the query result.\r\ndisplay(result);",
"lastEvaluationDate": "2020-07-25T16:19:31.961+10:00",
"output": [
{
"value": {
"displayType": "object",
"data": {
"species": [
{
"name": "Hutt",
"classification": "gastropod",
"designation": "sentient",
"average_height": 300,
"skin_colors": "green, brown, tan",
"hair_colors": "NA",
"eye_colors": "yellow, red",
"average_lifespan": 1000,
"language": "Huttese",
"homeworld": {
"name": "Nal Hutta",
"rotation_period": 87,
"orbital_period": 413,
"diameter": 12150,
"climate": "temperate",
"gravity": "1 standard",
"terrain": "urban, oceans, swamps, bogs",
"surface_water": "NA",
"population": 7000000000
}
},
{
"name": "Yoda's species",
"classification": "mammal",
"designation": "sentient",
"average_height": 66,
"skin_colors": "green, yellow",
"hair_colors": "brown, white",
"eye_colors": "brown, green, yellow",
"average_lifespan": 900,
"language": "Galactic basic",
"homeworld": {
"name": "NA",
"rotation_period": 0,
"orbital_period": 0,
"diameter": 0,
"climate": "NA",
"gravity": "NA",
"terrain": "NA",
"surface_water": "NA",
"population": "NA"
}
},
{
"name": "Trandoshan",
"classification": "reptile",
"designation": "sentient",
"average_height": 200,
"skin_colors": "brown, green",
"hair_colors": "none",
"eye_colors": "yellow, orange",
"average_lifespan": "NA",
"language": "Dosh",
"homeworld": {
"name": "Trandosha",
"rotation_period": 25,
"orbital_period": 371,
"diameter": 0,
"climate": "arid",
"gravity": "0.62 standard",
"terrain": "mountains, seas, grasslands, deserts",
"surface_water": "NA",
"population": 42000000
}
},
{
"name": "Mon Calamari",
"classification": "amphibian",
"designation": "sentient",
"average_height": 160,
"skin_colors": "red, blue, brown, magenta",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": "NA",
"language": "Mon Calamarian",
"homeworld": {
"name": "Mon Cala",
"rotation_period": 21,
"orbital_period": 398,
"diameter": 11030,
"climate": "temperate",
"gravity": 1,
"terrain": "oceans, reefs, islands",
"surface_water": 100,
"population": 27000000000
}
},
{
"name": "Ewok",
"classification": "mammal",
"designation": "sentient",
"average_height": 100,
"skin_colors": "brown",
"hair_colors": "white, brown, black",
"eye_colors": "orange, brown",
"average_lifespan": "NA",
"language": "Ewokese",
"homeworld": {
"name": "Endor",
"rotation_period": 18,
"orbital_period": 402,
"diameter": 4900,
"climate": "temperate",
"gravity": "0.85 standard",
"terrain": "forests, mountains, lakes",
"surface_water": 8,
"population": 30000000
}
},
{
"name": "Sullustan",
"classification": "mammal",
"designation": "sentient",
"average_height": 180,
"skin_colors": "pale",
"hair_colors": "none",
"eye_colors": "black",
"average_lifespan": "NA",
"language": "Sullutese",
"homeworld": {
"name": "Sullust",
"rotation_period": 20,
"orbital_period": 263,
"diameter": 12780,
"climate": "superheated",
"gravity": 1,
"terrain": "mountains, volcanoes, rocky deserts",
"surface_water": 5,
"population": 18500000000
}
},
{
"name": "Neimodian",
"classification": "NA",
"designation": "sentient",
"average_height": 180,
"skin_colors": "grey, green",
"hair_colors": "none",
"eye_colors": "red, pink",
"average_lifespan": "NA",
"language": "Neimoidia",
"homeworld": {
"name": "Cato Neimoidia",
"rotation_period": 25,
"orbital_period": 278,
"diameter": 0,
"climate": "temperate, moist",
"gravity": "1 standard",
"terrain": "mountains, fields, forests, rock arches",
"surface_water": "NA",
"population": 10000000
}
},
{
"name": "Gungan",
"classification": "amphibian",
"designation": "sentient",
"average_height": 190,
"skin_colors": "brown, green",
"hair_colors": "none",
"eye_colors": "orange",
"average_lifespan": "NA",
"language": "Gungan basic",
"homeworld": {
"name": "Naboo",
"rotation_period": 26,
"orbital_period": 312,
"diameter": 12120,
"climate": "temperate",
"gravity": "1 standard",
"terrain": "grassy hills, swamps, forests, mountains",
"surface_water": 12,
"population": 4500000000
}
},
{
"name": "Toydarian",
"classification": "mammal",
"designation": "sentient",
"average_height": 120,
"skin_colors": "blue, green, grey",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": 91,
"language": "Toydarian",
"homeworld": {
"name": "Toydaria",
"rotation_period": 21,
"orbital_period": 184,
"diameter": 7900,
"climate": "temperate",
"gravity": 1,
"terrain": "swamps, lakes",
"surface_water": "NA",
"population": 11000000
}
},
{
"name": "Dug",
"classification": "mammal",
"designation": "sentient",
"average_height": 100,
"skin_colors": "brown, purple, grey, red",
"hair_colors": "none",
"eye_colors": "yellow, blue",
"average_lifespan": "NA",
"language": "Dugese",
"homeworld": {
"name": "Malastare",
"rotation_period": 26,
"orbital_period": 201,
"diameter": 18880,
"climate": "arid, temperate, tropical",
"gravity": 1.56,
"terrain": "swamps, deserts, jungles, mountains",
"surface_water": "NA",
"population": 2000000000
}
},
{
"name": "Twi'lek",
"classification": "mammals",
"designation": "sentient",
"average_height": 200,
"skin_colors": "orange, yellow, blue, green, pink, purple, tan",
"hair_colors": "none",
"eye_colors": "blue, brown, orange, pink",
"average_lifespan": "NA",
"language": "Twi'leki",
"homeworld": {
"name": "Ryloth",
"rotation_period": 30,
"orbital_period": 305,
"diameter": 10600,
"climate": "temperate, arid, subartic",
"gravity": 1,
"terrain": "mountains, valleys, deserts, tundra",
"surface_water": 5,
"population": 1500000000
}
},
{
"name": "Aleena",
"classification": "reptile",
"designation": "sentient",
"average_height": 80,
"skin_colors": "blue, gray",
"hair_colors": "none",
"eye_colors": "NA",
"average_lifespan": 79,
"language": "Aleena",
"homeworld": {
"name": "Aleen Minor",
"rotation_period": "NA",
"orbital_period": "NA",
"diameter": "NA",
"climate": "NA",
"gravity": "NA",
"terrain": "NA",
"surface_water": "NA",
"population": "NA"
}
},
{
"name": "Vulptereen",
"classification": "NA",
"designation": "sentient",
"average_height": 100,
"skin_colors": "grey",
"hair_colors": "none",
"eye_colors": "yellow",
"average_lifespan": "NA",