Spell Checking Afe Bi Botae a Hacker News

\u003ch2\u003eSpell Hwɛ Afe Bi Botaeɛ a Hacker News\u003c/h2\u003e \u003cp\u003eSaa nsɛm ho amanneɛbɔ yi ka nsɛm a esisi mprempren ne nkɔso a ɛreyɛ yɛn ntease wɔ wiase ho. Adwumayɛfoɔ nsɛm ho amanneɛbɔ ma nsɛm a ɛfa ho ne nhwehwɛmu ma nsɛmti a ɛho hia.\u003c/p\u003e \u003ch3\u003eNhumu Titiriw\u003c/h3\u003e \u003cp\u003eƐbɛyɛ sɛ asɛm no di ho dwuma:\u003c/p\u003e \u003cul\u003e na ɛwɔ hɔ \u003cli\u003eNnansa yi nkɔsoɔ a aba wɔ nnwuma a ɛfa ho mu\u003c/li\u003e \u003cli\u003eAnimdefoɔ nhwehwɛmu ne nkyerɛkyerɛmu\u003c/li\u003e \u003cli\u003eNsɛm a egyina nokwasɛm so amanneɛbɔ a ɛfa mprempren nsɛm a esisi ho\u003c/li\u003e \u003cli\u003eNkyerɛkyerɛmu a ɛtrɛw ne daakye nsusuwii\u003c/li\u003e \u003c/ul\u003e na ɛyɛ adwuma \u003ch3\u003eNea ɛho hia\u003c/h3\u003e \u003cp\u003eSɛ wobɛkɔ so anya nsɛm denam nsɛm ho amanneɛbɔ a wotumi de ho to so so a, ɛboa ma wɔma nkurɔfo hu nkɔso a ɛho hia na ɛhyɛ gyinaesi a ɛwɔ nimdeɛ ho nkuran.\u003c/p\u003e

Nsɛmmisa a Wɔtaa Bisa

Nnwinnadeɛ bɛn na wɔtaa de di dwuma de hwehwɛ nkyerɛwdeɛ mu wɔ dataset akɛseɛ te sɛ afe a ɛyɛ Hacker News?

Spell checking large text corpora taa fa nhomakorabea te sɛ pyspellchecker, enchant, anaa amanne kwan so nsɛm asekyerɛ nhoma-gyina pipelines ho. Sɛ wopɛ Hacker News data a ɛyɛ afe biako a, nhwehwɛmufo taa di kan yɛ nneɛma ho adwuma de yi code snippets, URLs, ne domain-specific jargon ansa na wɔayɛ checks. Mfiridwuma mu nsɛmfua, nsɛmfua ntiantiaa, ne nsɛmfua foforo a abu so wɔ developer mpɔtam hɔ a wobedi ho dwuma no hwehwɛ sɛ wɔyɛ nsɛmfua a wɔahyehyɛ no sɛnea wɔpɛ. Platforms te sɛ Mewayz — a ɛwɔ modules 207 a wɔaka abom wɔ $19/ɔsram — betumi aboa ma wɔahwɛ content pipelines a ɛhia automated text quality workflows.

Dɛn nti na ɛyɛ den titire sɛ Hacker News yɛ spell check sɛ wɔde toto text fibea afoforo ho a?

Hacker News nsɛm no de abɔdeɛ kasa ne mfiridwuma mu kasakoa, nneɛma din, nhyehyɛeɛ nsɛmfua, ne intanɛt kasafĩ frafra, na ɛma nkyerɛwdeɛ nhwehwɛmufoɔ a wɔtaa de di dwuma no yɛ nea wontumi mfa wɔn ho nto so. Nsɛmfua te sɛ "kubectl", "GraphQL", anaa "codebase" kanyan atoro a ɛyɛ papa bere nyinaa. Bio nso, nsɛm a wɔka ho asɛm no kura nsɛmfua ntiantiaa a wɔahyɛ da ayɛ, kasatia, ne nkyerɛwde tiawa a ɛfa mpɔtam hɔ pɔtee bi ho. Ɛsɛ sɛ nhwehwɛmu biara a ntease wom a wɔde hwehwɛ nkyerɛwde mu no bu saa nhwɛso ahorow yi ho akontaa, denam nsɛm asekyerɛ nhoma no a wɔbɛtrɛw mu anaasɛ dede a wɔbɛyi afi mu ansa na wɔayɛ nhwehwɛmu so.

Dɛn na nea ebefi nkyerɛwde nhwehwɛmu kɛse mu aba no betumi ada no adi wɔ intanɛt so mpɔtam ahorow ho?

Spell-check analysis wɔ corpus kɛseɛ bi mu no tumi da nhwɛsoɔ a ɛwɔ akyerɛw su mu, adwene mu mfomsoɔ a ɛtaa ba, ne amammerɛ mu nkɔsoɔ mpo adi. Wɔ Hacker News so no, ebia nkyerɛwde a ɛnteɛ a wɔtaa kyerɛw no ayɛ akuwakuw wɔ telefon so nsɛm a wɔkyerɛw ntɛmntɛm anaasɛ nhama a ɛkanyan nkate kɛse ho. Nhwehwɛmu a ɛte saa nso betumi de akyerɛw gyinapɛn ahorow atoto ho bere a bere kɔ so no. Wɔ nnwuma a ɛhwɛ nneɛma so wɔ scale mu no, nnwinnadeɛ a ɛyɛ automate quality checks — te sɛ content modules a ɛwɔ hɔ denam Mewayz 207-module platform so — betumi ada nhumu a ɛte saa ara aba wɔ nneɛma a ɔdefoɔ ayɛ anaa wɔatintim nyinaa mu.

Data dodow ahe na ɛka ho wɔ afe mũ nyinaa mu nhwehwɛmu a wɔyɛ wɔ Hacker News nsɛm ne nsɛm a wɔka ho?

Hacker News ma nsɛm ɔpehaha pii ne nsɛm mpempem pii afe biara. Afe mũ nyinaa dataset betumi aboro gigabytes pii a ɛyɛ raw text bere a wɔafa Firebase API a ɛyɛ aban de anaa mpɔtam hɔ nneɛma akorae te sɛ HN Algolia export no so akɔ no ntɛm. Sɛ wodi eyi ho dwuma wɔ scale so a, ɛhwehwɛ sɛ wɔyɛ batching, deduplication, ne text normalization a etu mpɔn. Developers a wɔreyɛ data-heavy applications taa nya mfasoɔ firi modular platforms — Mewayz de modules 207 a ɛfiri aseɛ firi $19/ɔsram — de di ETL ne content adwumayɛ ho dwuma a wɔrensi biribiara mfi mfitiaseɛ.