feat(scripts): scrape and save shows from vogue

This patch adds a Scrapy Python script to scrape show data and reviews from Vogue. Note that this approach only gets the first nine looks for each show. Vogue implements some JS-only pagination and thus Scrapy is unable to "load more" looks. I will look into a JS-based scraping solution that e.g. runs a headless browser, but for now, this works OK. This patch then adds a Node.js script that will import all those shows (that are saved from Vogue.com to JSON via Scrapy) to my Postgres database via the Prisma ORM. Closes: NC-644
nicholaschiang · Jul 25, 2023 · 986e27d · 986e27d
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diff --git a/package.json b/package.json
@@ -35,7 +35,7 @@
     "validate": "run-p \"test --run\" lint typecheck test:e2e:run",
     "scripts": "run-s 'scripts:*'",
     "scripts:build": "tsc -p scripts/node",
-    "scripts:run": "node scripts/node/out/show.js | pino-pretty"
+    "scripts:run": "node scripts/node/out/vogue.js | pino-pretty"
   },
   "eslintIgnore": [
     "/node_modules",

diff --git a/public/data/vogue/shows.json b/public/data/vogue/shows.json
diff --git a/scripts/README.md b/scripts/README.md
@@ -27,3 +27,21 @@ $ source .venv/bin/activate
 $ cd scripts
 $ scrapy crawl aritzia -L INFO -O json/aritzia.json
 ```
+
+## Targets
+
+### Vogue
+
+To save show data from Vogue, simply edit the `spiders/vogue.py` spider `start_urls` to point to the latest fashion shows list page.
+Then, (assuming you've already run `poetry install` to install the required Python dependencies) run the spider to download the show data to a `shows.json` file:
+
+```
+$ scrapy crawl vogue -O shows.json
+```
+
+To import that JSON file into Postgres, simply move it to `public/data/vogue/shows.json` (or, alternatively, you can edit the `node/save/vogue.ts` file's `PATH` constant to point to the relative path of `shows.json`) and then run the save script:
+
+```
+$ tsc -p scripts/node
+$ node scripts/node/out/vogue.js | pino-pretty
+```  
diff --git a/scripts/node/save/shows/hermes.ts b/scripts/node/save/shows/hermes.ts
@@ -35,7 +35,8 @@ const looks = Array(NUM_LOOKS)
 const designer: Prisma.UserCreateInput = {
   name: 'Véronique Nichanian',
   url: 'https://fr.wikipedia.org/wiki/V%C3%A9ronique_Nichanian',
-  avatar: 'https://static.nicholas.engineering/designers/veronique-nichanian/avatar.jpg',
+  avatar:
+    'https://static.nicholas.engineering/designers/veronique-nichanian/avatar.jpg',
   description: `
 <p>
   Véronique Nichanian was born on May 3, 1954 in Boulogne-Billancourt.In 1976,

diff --git a/scripts/node/save/vogue.ts b/scripts/node/save/vogue.ts
@@ -0,0 +1,154 @@
+// Script to save the data scraped via `scripts/python/spiders/vogue.py` to the
+// Postgres database via the Prisma ORM for type safe data transformations.
+
+import fs from 'fs'
+import path from 'path'
+
+import { type Prisma, Sex, SeasonName, PrismaClient } from '@prisma/client'
+import ProgressBar from 'progress'
+
+import example from './vogue/resort-2024.json'
+
+const PATH = '../../../public/data/vogue/shows.json'
+
+type Show = (typeof example)[number]
+
+const vogue: Prisma.PublicationCreateInput = {
+  name: 'Vogue',
+  avatar: 'https://www.vogue.com/verso/static/vogue/assets/us/logo.svg',
+}
+
+const prisma = new PrismaClient({
+  datasources: { db: { url: process.env.DATABASE_URL } },
+})
+
+export async function save() {
+  const json = fs.readFileSync(path.resolve(__dirname, PATH), 'utf8')
+  const shows = JSON.parse(json) as Show[]
+  const bar = new ProgressBar(
+    'saving vogue shows [:bar] :rate/sps :current/:total :percent :etas',
+    {
+      complete: '=',
+      incomplete: ' ',
+      width: 20,
+      total: shows.length,
+    },
+  )
+  /* eslint-disable-next-line no-restricted-syntax */
+  for await (const show of shows) {
+    await prisma.show.create({ data: getData(show) })
+    bar.tick()
+  }
+}
+
+void save()
+
+//////////////////////////////////////////////////////////////////
+
+function caps(sentence: string): string {
+  return sentence
+    .split(' ')
+    .map((word) => `${word.charAt(0).toUpperCase()}${word.slice(1)}`)
+    .join(' ')
+}
+
+function getSeason(show: Show) {
+  // e.g. "SPRING 2023 READY-TO-WEAR", "RESORT 2024"
+  const [season, yr] = show.season.split(' ')
+  let name: SeasonName
+  switch (season) {
+    case 'SPRING':
+      name = SeasonName.SPRING
+      break
+    case 'RESORT':
+      name = SeasonName.RESORT
+      break
+    case 'FALL':
+      name = SeasonName.FALL
+      break
+    default:
+      throw new Error(`Unknown season: ${season}`)
+  }
+  const year = Number(yr)
+  if (Number.isNaN(year)) throw new Error(`Invalid year: ${year}`)
+  return { name, year }
+}
+
+function getData(show: Show) {
+  const season: Prisma.SeasonCreateInput = getSeason(show)
+  let review: Prisma.ReviewCreateWithoutShowInput | undefined
+  if (show.author_name && show.author_url)
+    review = {
+      title: show.title,
+      subtitle: null,
+      score: null,
+      summary: null,
+      content: show.content.join('\n'),
+      url: show.url,
+      date: show.date ? new Date(show.date) : null,
+      author: {
+        connectOrCreate: {
+          where: { name: show.author_name },
+          create: {
+            name: show.author_name,
+            url: show.author_url,
+            avatar: show.author_avatar,
+          },
+        },
+      },
+      publication: {
+        connectOrCreate: { where: { name: vogue.name }, create: vogue },
+      },
+    }
+  let name = `${show.brand} ${caps(show.season)}`
+  if (show.title.includes('Menswear')) name += ' Menswear'
+
+  // TODO Vogue will list the same collection twice (once under "Menswear" and
+  // again without "Menswear") if that collection is unisex. I can fix this by
+  // looking for collections that have the same review content and other data,
+  // and then merge those collections under the same unisex name.
+  const collection: Prisma.CollectionCreateInput = {
+    name,
+    sex: show.title.includes('Menswear') ? Sex.MAN : Sex.WOMAN,
+    season: {
+      connectOrCreate: {
+        where: { name_year: { name: season.name, year: season.year } },
+        create: season,
+      },
+    },
+  }
+  const looks: Prisma.LookCreateWithoutShowInput[] = show.looks.map((look) => {
+    const image: Prisma.ImageCreateWithoutLookInput = { url: look.src }
+    return {
+      number: look.number,
+      image: { connectOrCreate: { where: { url: image.url }, create: image } },
+    }
+  })
+  const brand: Prisma.BrandCreateInput = {
+    name: show.brand,
+    description: null,
+    tier: null,
+    avatar: null,
+    url: null,
+  }
+  const data: Prisma.ShowCreateInput = {
+    name,
+    url: show.url,
+    description: null,
+    criticReviewSummary: null,
+    consumerReviewSummary: null,
+    date: show.date ? new Date(show.date) : null,
+    location: null,
+    reviews: review ? { create: review } : undefined,
+    season: {
+      connectOrCreate: {
+        where: { name_year: { name: season.name, year: season.year } },
+        create: season,
+      },
+    },
+    collections: { connectOrCreate: { where: { name }, create: collection } },
+    looks: { create: looks },
+    brands: { connectOrCreate: { where: { name: brand.name }, create: brand } },
+  }
+  return data
+}
diff --git a/scripts/node/save/vogue/example.json b/scripts/node/save/vogue/example.json
@@ -0,0 +1,70 @@
+{
+  "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c",
+  "title": "A.L.C. Resort 2024 Collection | Vogue",
+  "content": [
+    "<p>Polish was the guiding idea behind Andrea Lieberman’s resort collection. “Whether it’s a holiday party or events, we are bringing a more sleek feeling to it, which is always kind of my first love and where I started,” Lieberman said. This was reflected in details as granular as the baguette-shaped rhinestones embellishing the satin dresses and the rectangular sequins on the compact knit dresses. Sharp edges, clean lines—but not simple.</p>",
+    "<p>Lieberman has always prided herself on making real clothing with a few special details to make it stand out. This season, those core items include miles-long flared trousers paired with a black cropped blazer, several duchesse satin dresses and skirts with bijoux embellishments, strapless silhouettes in smart black going out tops and a raspberry ruffled mini dress. Nothing groundbreaking, but the collection is infinitely wearable and, yes, sleek.</p>"
+  ],
+  "brand": "A.L.C.",
+  "season": "RESORT 2024",
+  "author_name": "Sarah Spellings",
+  "author_url": "https://www.vogue.com/contributor/sarah-spellings",
+  "author_avatar": "https://assets.vogue.com/photos/63e28ecedb8fe3439bbc31b5/1:1/w_90%2Cc_limit/undefined",
+  "date": "June 11, 2023",
+  "looks": [
+    {
+      "number": 1,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#1",
+      "src": "https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_2560%2Cc_limit/00001-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_120,c_limit/00001-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_240,c_limit/00001-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_320,c_limit/00001-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_640,c_limit/00001-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_960,c_limit/00001-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_1280,c_limit/00001-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_1600,c_limit/00001-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_1920,c_limit/00001-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435ab117ea73b4611c52e/master/w_2240,c_limit/00001-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 2,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#2",
+      "src": "https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_2560%2Cc_limit/00002-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_120,c_limit/00002-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_240,c_limit/00002-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_320,c_limit/00002-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_640,c_limit/00002-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_960,c_limit/00002-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_1280,c_limit/00002-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_1600,c_limit/00002-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_1920,c_limit/00002-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435abbbb79c09d48cdad9/master/w_2240,c_limit/00002-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 3,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#3",
+      "src": "https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_2560%2Cc_limit/00003-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_120,c_limit/00003-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_240,c_limit/00003-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_320,c_limit/00003-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_640,c_limit/00003-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_960,c_limit/00003-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_1280,c_limit/00003-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_1600,c_limit/00003-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_1920,c_limit/00003-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435acc943a2672e3e7d37/master/w_2240,c_limit/00003-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 4,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#4",
+      "src": "https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_2560%2Cc_limit/00004-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_120,c_limit/00004-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_240,c_limit/00004-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_320,c_limit/00004-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_640,c_limit/00004-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_960,c_limit/00004-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_1280,c_limit/00004-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_1600,c_limit/00004-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_1920,c_limit/00004-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435aee1122c2ab0dca909/master/w_2240,c_limit/00004-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 5,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#5",
+      "src": "https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_2560%2Cc_limit/00005-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_120,c_limit/00005-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_240,c_limit/00005-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_320,c_limit/00005-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_640,c_limit/00005-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_960,c_limit/00005-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_1280,c_limit/00005-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_1600,c_limit/00005-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_1920,c_limit/00005-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435b00def6fd42956e337/master/w_2240,c_limit/00005-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 6,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#6",
+      "src": "https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_2560%2Cc_limit/00006-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_120,c_limit/00006-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_240,c_limit/00006-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_320,c_limit/00006-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_640,c_limit/00006-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_960,c_limit/00006-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_1280,c_limit/00006-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_1600,c_limit/00006-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_1920,c_limit/00006-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435afed9500b6de5d4f87/master/w_2240,c_limit/00006-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 7,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#7",
+      "src": "https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_2560%2Cc_limit/00007-alc-resort-2024-credit-brand.jpg",
+      "srcset": "https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_120,c_limit/00007-alc-resort-2024-credit-brand.jpg 120w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_240,c_limit/00007-alc-resort-2024-credit-brand.jpg 240w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_320,c_limit/00007-alc-resort-2024-credit-brand.jpg 320w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_640,c_limit/00007-alc-resort-2024-credit-brand.jpg 640w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_960,c_limit/00007-alc-resort-2024-credit-brand.jpg 960w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_1280,c_limit/00007-alc-resort-2024-credit-brand.jpg 1280w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_1600,c_limit/00007-alc-resort-2024-credit-brand.jpg 1600w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_1920,c_limit/00007-alc-resort-2024-credit-brand.jpg 1920w, https://assets.vogue.com/photos/648435b1bbb79c09d48cdadb/master/w_2240,c_limit/00007-alc-resort-2024-credit-brand.jpg 2240w"
+    },
+    {
+      "number": 8,
+      "url": "https://www.vogue.com/fashion-shows/resort-2024/a-l-c/slideshow/collection#8",
+      "src": "https://assets.vogue.com/photos/648435b4dc90cc14d7b8ffe5/master/w_2560%2Cc_limit/00008-alc-resort-2024-credit-brand.jpg",
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