Datasets:

LumeData
/

HandleAtlas-benchmark

+---
+license: apache-2.0
+language:
+- en
+- multilingual
+task_categories:
+- token-classification
+tags:
+- ner
+- social-media
+- username-extraction
+- handle-extraction
+- twitter
+- bios
+- gliner
+pretty_name: HandleAtlas Benchmark
+size_categories:
+- n<1K
+configs:
+- config_name: default
+  data_files:
+  - split: test
+    path: test.jsonl
+---
+# HandleAtlas Benchmark
+Hand-labeled NER **evaluation set** for extracting social-media handles from
+Twitter / X bios. These are the **exact 100 records** (seed = 123) used to
+compute the benchmark numbers in the [LumeData/HandleAtlas-166m](https://huggingface.co/LumeData/HandleAtlas-166m)
+and [LumeData/HandleAtlas-166m-CPU](https://huggingface.co/LumeData/HandleAtlas-166m-CPU)
+model cards.
+## Schema
+Each record:
+```json
+{
+  "id": 2,
+  "text": "🍑 Ig | pea_arunya",
+  "entities": [
+    {"start": 7, "end": 17, "label": "instagram_username"}
+  ]
+}
+```
+- `text` — the raw bio (UTF-8, may contain emojis, multi-language text, line breaks).
+- `entities` — list of NER spans. `start` and `end` are **Python character indices**
+  (code points, not UTF-16 code units) into `text`. `end` is exclusive — `text[start:end]`
+  gives the surface form of the entity.
+- Multiple labels on the same span are encoded as separate entries with identical
+  `start`/`end` (e.g. one handle written both as "ig + sc" gets two entries).
+## Labels
+- `instagram_username`
+- `snapchat_username`
+- `youtube_username`
+- `twitch_username`
+- `tiktok_username`
+- `discord_username`
+- `x_username`
+- `cashapp_username`
+- `onlyfans_username`
+- `tumblr_username`
+- `github_username`
+- `kofi_username`
+- `patreon_username`
+- `roblox_username`
+- `generic_username`
+`generic_username` is a fallback for handle-shaped strings without a clear
+platform indicator (e.g. `@somebody on twitter` where the user is the writer's
+non-Twitter alt).
+## Size
+| split | records | spans |
+|-------|--------:|------:|
+| test  | 100 | 137 |
+## Reproducing the benchmark numbers
+Reference scores on this split:
+| model                          | span-only F1 | span+label F1 |
+|--------------------------------|-------------:|--------------:|
+| HandleAtlas-166m / -CPU        |  0.955       |  0.887        |
+| GLiNER-small v2.1 (zero-shot)  |  0.061       |  0.031        |
+| OpenAI Privacy Filter (1.5B)   |  0.402       |  n/a (different labels) |
+## Usage
+```python
+from datasets import load_dataset
+ds = load_dataset("LumeData/HandleAtlas-benchmark", split="test")
+print(ds[0])
+# {"id": ..., "text": "🍑 Ig | pea_arunya",
+#  "entities": [{"start": 7, "end": 17, "label": "instagram_username"}]}
+```
+## Provenance
+Bios were sampled from a public Twitter/X user-description CSV and labeled
+by hand using a single annotator. Each bio was either fully labeled
+(at least one platform handle present) or skipped. Skipped records are
+**not** included — every record in this dataset has at least one entity.
+## Limitations & ethics
+- All bios are public Twitter/X profile descriptions but contain handles
+  that point to real accounts. Treat the dataset accordingly when training
+  downstream models.
+- Single-annotator dataset; no inter-annotator agreement was measured.
+- Skewed toward the most common platforms (instagram, snapchat). Rare-label
+  performance should be validated against your own data before deploying.

test.jsonl ADDED Viewed

	@@ -0,0 +1,100 @@

+{"id": 9, "text": "@LittleMix\r\n@Pezzashit\r\nS T A N ☝\r\n(fan acc)", "entities": [{"start": 1, "end": 10, "label": "generic_username"}, {"start": 13, "end": 22, "label": "generic_username"}]}
+{"id": 25, "text": "Ig : sriwirantinii", "entities": [{"start": 5, "end": 18, "label": "instagram_username"}]}
+{"id": 35, "text": "むちむち女の子を中心に絵を描きます。R-18多めなので注意。(18歳未満の方のフォローはご遠慮下さい。)\r\nskeb:http://skeb.jp/@Alna_Mu5fal(停止中)\r\nfanbox: http://alna12fal.fanbox.cc", "entities": [{"start": 75, "end": 86, "label": "generic_username"}, {"start": 108, "end": 117, "label": "generic_username"}]}
+{"id": 73, "text": "@Prisca_Awi 💖 • Always trust God 💯", "entities": [{"start": 1, "end": 11, "label": "generic_username"}]}
+{"id": 285, "text": "Snap: Maria Luiza❤🌸\r\nInstagram: marialuiza.dsb\r\nWhats: 062995461964", "entities": [{"start": 32, "end": 46, "label": "instagram_username"}]}
+{"id": 341, "text": "http://lecturasenlagrada.wordpress.com", "entities": [{"start": 7, "end": 24, "label": "generic_username"}]}
+{"id": 379, "text": "Facebook | Gelaycruz ❣️ IG | cruz_gelaayy 👒", "entities": [{"start": 29, "end": 41, "label": "instagram_username"}]}
+{"id": 381, "text": "Founder & CEO @kjhconsultancy || Executive/Team Coach || Life Coach || Emotional Intelligence Assessor || ICF Member || Certified EFR || PADI Rescue Diver", "entities": [{"start": 15, "end": 29, "label": "generic_username"}]}
+{"id": 432, "text": "sc: ariel_boo4. ig: the.most.hated.ari", "entities": [{"start": 4, "end": 14, "label": "snapchat_username"}, {"start": 20, "end": 38, "label": "instagram_username"}]}
+{"id": 445, "text": "Libérez les forces de votre entreprise avec @upper_link ! 🤝\r\n\r\nPartenaires Gold #Microsoft\r\n#DigitalTransformation #CloudAzure #Office365", "entities": [{"start": 45, "end": 55, "label": "generic_username"}]}
+{"id": 459, "text": "sc: julie_martinez2", "entities": [{"start": 4, "end": 19, "label": "snapchat_username"}]}
+{"id": 537, "text": "@htc_u 🏑 #Ruhrpott @BergenNL 🇳🇱 @BergenaanZee 🏖️ @Australia🇦🇺", "entities": [{"start": 1, "end": 6, "label": "generic_username"}, {"start": 20, "end": 28, "label": "generic_username"}, {"start": 33, "end": 45, "label": "generic_username"}, {"start": 50, "end": 59, "label": "generic_username"}]}
+{"id": 595, "text": "Gt.Vo/ @pe9pe2pe Gt/ @R_Kattsu_me Dr/ @Drum0908 Ba/@tenkoro_bass 2022.10.20解散", "entities": [{"start": 8, "end": 16, "label": "generic_username"}, {"start": 22, "end": 33, "label": "generic_username"}, {"start": 39, "end": 47, "label": "generic_username"}, {"start": 52, "end": 64, "label": "generic_username"}]}
+{"id": 680, "text": "Töttöröö on nyt Troot Network! Löydät meidät somesta tunnisteella! @trootfinland!", "entities": [{"start": 68, "end": 80, "label": "generic_username"}]}
+{"id": 692, "text": "最近YouTube始めたのでよろしくお願いしhttps://www.youtube.com/channel/UCbCDh5vfDTa6ufiQZsQ9RDA?view_as=public", "entities": [{"start": 54, "end": 78, "label": "youtube_username"}]}
+{"id": 728, "text": "Fan Page dedicated to the stunning actress @ajanaomi_king . Instagram: @stunningajanaomiking Facebook: http://www.facebook.com/ajanaomikingdaily", "entities": [{"start": 44, "end": 57, "label": "generic_username"}, {"start": 72, "end": 92, "label": "instagram_username"}, {"start": 127, "end": 144, "label": "generic_username"}]}
+{"id": 740, "text": "On Instagram @doorsofhope_foundation", "entities": [{"start": 14, "end": 36, "label": "instagram_username"}]}
+{"id": 769, "text": "IG: cream___55💕👌", "entities": [{"start": 4, "end": 14, "label": "instagram_username"}]}
+{"id": 796, "text": "insta: alvarezjoaquin_", "entities": [{"start": 7, "end": 22, "label": "instagram_username"}]}
+{"id": 823, "text": "Personal Evolution combines emotional and nutritional counseling for optimal wellness of the mind, body and spirit. 🙏🏽 IG: PersonalEvolutionLLC", "entities": [{"start": 123, "end": 143, "label": "instagram_username"}]}
+{"id": 857, "text": "Yo! Wazzup!\r\nInstagram👉\r\n💚jimeren_megaun💙\r\nWattpad👉\r\n💙KlieaMegaun💚\r\n사랑해", "entities": [{"start": 26, "end": 40, "label": "instagram_username"}, {"start": 54, "end": 65, "label": "generic_username"}]}
+{"id": 930, "text": "You will not get my attention without payment. ( http://kik.me/MistressDarra; http://facebook.com/darra.domina.3)", "entities": [{"start": 63, "end": 76, "label": "generic_username"}, {"start": 98, "end": 112, "label": "generic_username"}]}
+{"id": 934, "text": "instagram: @joselitofiesta98", "entities": [{"start": 12, "end": 28, "label": "instagram_username"}]}
+{"id": 956, "text": "*fb:@roxanannliquiran\r\n*IG:@roxanliquiran03\r\n*SNAPCHAT:@rliquiran2", "entities": [{"start": 5, "end": 21, "label": "generic_username"}, {"start": 28, "end": 43, "label": "instagram_username"}, {"start": 56, "end": 66, "label": "snapchat_username"}]}
+{"id": 974, "text": "Creative Director. Vibe Curator. http://Soundcloud.com/ThatsC4\r\nhttp://Mixcloud.com/ThatsC4", "entities": [{"start": 55, "end": 62, "label": "generic_username"}, {"start": 84, "end": 91, "label": "generic_username"}]}
+{"id": 1127, "text": "it's hard to trust it even though i want to @BLOODWITCHBlTCH ✿ #BlackLivesMatter #JusticeForGeorgeFloyd", "entities": [{"start": 45, "end": 60, "label": "generic_username"}]}
+{"id": 1141, "text": "Pedro neto😎\r\n16 anos 🙌\r\nInsta: @pedronetofla", "entities": [{"start": 32, "end": 44, "label": "instagram_username"}]}
+{"id": 1192, "text": "Precious than Jewel 💖 \r\nWorship leader @ Word of Hope AG\r\nig📸@imcj.ann", "entities": [{"start": 62, "end": 70, "label": "instagram_username"}]}
+{"id": 1199, "text": "What's up everyone! Welcome to the meatloaf community ! Check out my stream channel @ http://twitch.tv/meat_loaf_8", "entities": [{"start": 103, "end": 114, "label": "twitch_username"}]}
+{"id": 1255, "text": "Kafasını dinleyen birisi 🎧\r\nHemşire 💉\r\n“https://www.instagram.com/semaelifucak3/” ", "entities": [{"start": 66, "end": 79, "label": "instagram_username"}]}
+{"id": 1257, "text": "Try the world's healthiest coffee | Official reseller | \r\nContact 09063881244\r\nIg: @ultragreencoffeelaguna\r\nultragreencoffeelaguna@gmail.com", "entities": [{"start": 84, "end": 106, "label": "instagram_username"}]}
+{"id": 1275, "text": "アプリ紹介サイト『マンモスドロリン』にて記事書いてます。夜行性。\r\n\r\n雑記ブログはじめました。\r\nhttp://mazuaru.hatenablog.com/", "entities": [{"start": 57, "end": 64, "label": "generic_username"}]}
+{"id": 1313, "text": "Pleasant Grove High School/2B-SS-CF/Sticks Baseball/5,9 146lbs/C/O 26 @ArkansasMax", "entities": [{"start": 71, "end": 82, "label": "generic_username"}]}
+{"id": 1316, "text": "アセンダント 大学生\r\n一緒に遊んでくれる人募集中です！\r\nhttps://youtube.com/channel/UCpjDBFdjIq1ba6D4eg2MfSg", "entities": [{"start": 58, "end": 82, "label": "youtube_username"}]}
+{"id": 1321, "text": "@more_colombatti_", "entities": [{"start": 1, "end": 17, "label": "generic_username"}]}
+{"id": 1327, "text": "https://linktr.ee/Ossibeats", "entities": [{"start": 18, "end": 27, "label": "generic_username"}]}
+{"id": 1357, "text": "IG:@lucaass_diaz🤪", "entities": [{"start": 4, "end": 16, "label": "instagram_username"}]}
+{"id": 1402, "text": "Hi my name’s Neel, I’m an Indian Simmer, Love to play TheSims,  Origin ID: Neelplaysims also an #EACreatorNetwork for #TheSimsMobile", "entities": [{"start": 75, "end": 87, "label": "generic_username"}]}
+{"id": 1424, "text": "Bernardo-B3REX|\r\nPasso fundo-RS |\r\nYT-https://youtube.com/channel/UCkiDXcT796uQWEW7qkdSrBw", "entities": [{"start": 66, "end": 90, "label": "youtube_username"}]}
+{"id": 1472, "text": "Packaging | Graphic | Product | instagram @luisvoodoo @superbonitostudio", "entities": [{"start": 43, "end": 53, "label": "instagram_username"}, {"start": 55, "end": 72, "label": "instagram_username"}]}
+{"id": 1476, "text": "Bsc. Tourism and hospitality🏳️‍🌈 management 🛖🏝🏕🏔\r\n(University of calabar).\r\nCertified cook@transcorp hotels calabar \r\nCEO@tijansCleaningServices", "entities": [{"start": 122, "end": 144, "label": "generic_username"}]}
+{"id": 1597, "text": "💆🏽‍♀️🏋🏽‍♀️\r\nLoving every part of me 💕\r\nInstagram:__Cassia.p__\r\n👩🏽‍⚖️", "entities": [{"start": 49, "end": 61, "label": "instagram_username"}]}
+{"id": 1630, "text": "uu should add me . ig : fax.fendi 👻 : xoxo.kdior", "entities": [{"start": 24, "end": 33, "label": "instagram_username"}, {"start": 38, "end": 48, "label": "snapchat_username"}]}
+{"id": 1715, "text": "http://tiktok.com/@owennairaboy122", "entities": [{"start": 19, "end": 34, "label": "tiktok_username"}]}
+{"id": 1890, "text": "Add me on twitch santana7620", "entities": [{"start": 17, "end": 28, "label": "twitch_username"}]}
+{"id": 1976, "text": "https://www.facebook.com/alvarez829\r\n\r\n@mark2alvarez -instagram\r\n@MARK2ALVAREZ -twitter", "entities": [{"start": 25, "end": 35, "label": "generic_username"}, {"start": 40, "end": 52, "label": "instagram_username"}, {"start": 66, "end": 78, "label": "x_username"}]}
+{"id": 2007, "text": "Sc 👻 yousif_hamid", "entities": [{"start": 5, "end": 17, "label": "snapchat_username"}]}
+{"id": 2055, "text": "https://t.me/entra_in_v_v", "entities": [{"start": 13, "end": 25, "label": "generic_username"}]}
+{"id": 2101, "text": "24 y/o Single mom trying to make a livin! Snapchat: haley_newton454 Come join! You won’t regret! 😉", "entities": [{"start": 52, "end": 67, "label": "snapchat_username"}]}
+{"id": 2122, "text": "Bloodshed Bear Sales\r\nBloodshed Bear P2E Notifications (soon)\r\n\r\nOfficial Twitter: @bloodshedbears", "entities": [{"start": 84, "end": 98, "label": "x_username"}]}
+{"id": 2266, "text": "Montclair State University 𓅆                          sports & reporting | instagram: @tenijanina", "entities": [{"start": 87, "end": 97, "label": "instagram_username"}]}
+{"id": 2267, "text": "モンストやってます                    YouTube→ https://youtube.com/channel/UC_j_FOZCX_O1ENudxlKX1fA", "entities": [{"start": 66, "end": 90, "label": "youtube_username"}]}
+{"id": 2277, "text": "sc: naomi.nrb\r\ninsta: naomi_nrb\r\n🇷🇴", "entities": [{"start": 4, "end": 13, "label": "snapchat_username"}, {"start": 22, "end": 31, "label": "instagram_username"}]}
+{"id": 2291, "text": "insta:  @nayziaah", "entities": [{"start": 9, "end": 17, "label": "instagram_username"}]}
+{"id": 2347, "text": "🔥 NSFW 🔥👀Adult👀🔞MINORS/NO AGE IN BIO WILL BE BLOCKED🔞⛓Just a Kinky bottom⛓👑AD of @KingBorks👑", "entities": [{"start": 82, "end": 91, "label": "generic_username"}]}
+{"id": 2348, "text": "Ig:malepozzo", "entities": [{"start": 3, "end": 12, "label": "instagram_username"}]}
+{"id": 2377, "text": "Felicemente depressa\r\ninsta. @statodiattesa\r\ntumblr. @statodiattesa\r\nTikTok. @statodiattesa\r\nQuora. @statodiattesa", "entities": [{"start": 30, "end": 43, "label": "instagram_username"}, {"start": 54, "end": 67, "label": "tumblr_username"}, {"start": 78, "end": 91, "label": "tiktok_username"}, {"start": 101, "end": 114, "label": "generic_username"}]}
+{"id": 2456, "text": "ig; celebanega_", "entities": [{"start": 4, "end": 15, "label": "instagram_username"}]}
+{"id": 2464, "text": "ma chaine Youtube  👉https://youtube.com/c/Endrix", "entities": [{"start": 42, "end": 48, "label": "youtube_username"}]}
+{"id": 2541, "text": "Athletic/basketball chill snap isaiah_finesin", "entities": [{"start": 31, "end": 45, "label": "snapchat_username"}]}
+{"id": 2605, "text": "conta nova\r\nantiga @peddroverso", "entities": [{"start": 20, "end": 31, "label": "generic_username"}]}
+{"id": 2674, "text": "@KayleensBakery on IG", "entities": [{"start": 1, "end": 15, "label": "instagram_username"}]}
+{"id": 2730, "text": "Part of The Fabulous Fucking Shit Show on #Twitch!\r\nhttp://twitch.tv/trissbishh\r\nhttp://twitch.tv/TheFFSSonTwitch", "entities": [{"start": 69, "end": 79, "label": "twitch_username"}, {"start": 98, "end": 113, "label": "twitch_username"}]}
+{"id": 2751, "text": "喜直男！日常分享 喜欢的哥哥可以关注一下❤️所发视频完整版都在曲奇群！限时99米入群！群内基本每天都会更新精彩视频！目前已有上万部视频‼️系列资源也可单独打包‼️视频来源网络 侵权删‼️入群请私信或者联系电报https://t.me/tt152731！ 只收支付宝口令红包⚠️", "entities": [{"start": 117, "end": 125, "label": "generic_username"}]}
+{"id": 2943, "text": "instagram @estefania_alvarez482 👻\r\nBUENA ONDA 🤠😜", "entities": [{"start": 11, "end": 31, "label": "instagram_username"}]}
+{"id": 2971, "text": "insta pessoal @luzianeandrade2 Profissional @maquiagembyluziane", "entities": [{"start": 15, "end": 30, "label": "instagram_username"}, {"start": 45, "end": 63, "label": "instagram_username"}]}
+{"id": 2978, "text": "lehs\r\n🇸🇻🇲🇽\r\nsnap: https.miranda", "entities": [{"start": 18, "end": 31, "label": "snapchat_username"}]}
+{"id": 2982, "text": "Hello, I'm a content creater on Instagram, Tiktok and YouTube \r\nI'm grinding for team HITE @TeamHITE", "entities": [{"start": 92, "end": 100, "label": "generic_username"}]}
+{"id": 3003, "text": "New To Twitter \r\nSubscribe here 👅💦 http://Onlyfans.com/Geminimariepdx", "entities": [{"start": 55, "end": 69, "label": "onlyfans_username"}]}
+{"id": 3043, "text": "lets go places | r, c, x 🫶🏼 | https://mkiyoba.carrd.co", "entities": [{"start": 38, "end": 45, "label": "generic_username"}]}
+{"id": 3050, "text": "AQ Woz Here | CEO 👨‍💼 @saynuttinclthng", "entities": [{"start": 23, "end": 38, "label": "generic_username"}]}
+{"id": 3051, "text": "📌 Neuquén-Zapala\r\n•Ig: Abii_leivaa\r\n•17", "entities": [{"start": 23, "end": 34, "label": "instagram_username"}]}
+{"id": 3057, "text": "Starlight Poetry\r\nShe/Her\r\nTrans & Queer 🏳️‍🌈\r\nPNW 🌲\r\nLGBT+ & Mental Health Advocate\r\nhttps://www.patreon.com/astridstarlight", "entities": [{"start": 110, "end": 125, "label": "patreon_username"}]}
+{"id": 3148, "text": "Eléctrico Futsal ⚽️ Instagram: andrcorreia1", "entities": [{"start": 31, "end": 43, "label": "instagram_username"}]}
+{"id": 3149, "text": "I am the hybrid and an original to my siblings who I dearly love and would protect them with my life#rp #claimed by my sexy wife @Deadlyminx_ #TVD #TO", "entities": [{"start": 130, "end": 141, "label": "generic_username"}]}
+{"id": 3151, "text": "sc - chloe.raphs5", "entities": [{"start": 5, "end": 17, "label": "snapchat_username"}]}
+{"id": 3247, "text": "Snap: karleyalyssa", "entities": [{"start": 6, "end": 18, "label": "snapchat_username"}]}
+{"id": 3274, "text": "@UNC Alumna, MA Global Studies. @Stockholm_Uni, MA Political Science. Peace & Conflict Certificate from @DukeU. Working at @OSCEBiH. My views + RTs.", "entities": [{"start": 1, "end": 4, "label": "generic_username"}, {"start": 33, "end": 46, "label": "generic_username"}, {"start": 105, "end": 110, "label": "generic_username"}, {"start": 124, "end": 131, "label": "generic_username"}]}
+{"id": 3284, "text": "Associate Editor for Container Markets at S&P Global Platts. Travel, food, psychology. Worked previously at @ETEnergyWorld @FinancialExpress. Views are my own.", "entities": [{"start": 109, "end": 122, "label": "generic_username"}, {"start": 124, "end": 140, "label": "generic_username"}]}
+{"id": 3311, "text": "Le PodCast de @Machinchouetbot et @Neohiz à base de LOL, d'E-sport, de déconne et de Poros farcis !  En partenariat avec le site de news sur LOL @ShutDownGG", "entities": [{"start": 15, "end": 30, "label": "generic_username"}, {"start": 35, "end": 41, "label": "generic_username"}, {"start": 146, "end": 156, "label": "generic_username"}]}
+{"id": 3328, "text": "Insta reem_bahaa1999", "entities": [{"start": 6, "end": 20, "label": "instagram_username"}]}
+{"id": 3336, "text": "suscribiros a mi canal de youtube porfa: trucoscons xbox/psp3", "entities": [{"start": 41, "end": 51, "label": "youtube_username"}]}
+{"id": 3381, "text": "http://instagram.com/hmood_kha.          HFC", "entities": [{"start": 21, "end": 30, "label": "instagram_username"}]}
+{"id": 3390, "text": "instagram: chandlercleveland", "entities": [{"start": 11, "end": 28, "label": "instagram_username"}]}
+{"id": 3392, "text": "Jugador de Beach Volleyball #1 Estudiante de Ed. Física IEF 22✨ IG: brunosoloa", "entities": [{"start": 68, "end": 78, "label": "instagram_username"}]}
+{"id": 3406, "text": "iG : http://YA.6.NE", "entities": [{"start": 12, "end": 19, "label": "instagram_username"}]}
+{"id": 3411, "text": "24y.o| lowkey| IG: low.te", "entities": [{"start": 19, "end": 25, "label": "instagram_username"}]}
+{"id": 3419, "text": "Yeah, I'm another rapper 😒 || Curator || MusicallyInvolved 📻 || IG:@tee_pnerd \r\n\r\nEnquires&Bookings:\r\ntee.pnerd21@gmail.com", "entities": [{"start": 68, "end": 77, "label": "instagram_username"}]}
+{"id": 3470, "text": "ﻟوآءَ آﻟيْوم اﻟﻟمَوعوُد ،،\r\n ¤الإعلام العسكري¤ ︻╦̵̵̿╤─ \r\n»ʙʙ: PIN(1):7bdfdcef- full-\r\n»ᴛᴡɪᴛᴛᴇƦ: \r\n»ɪnsta:lwa3_alyom_almawaod \r\n»/ lwa3 alyom almawaod", "entities": [{"start": 105, "end": 124, "label": "instagram_username"}]}
+{"id": 3473, "text": "❤ instagram : @rawrrr_xoxo /❤️/ O5O216🐣", "entities": [{"start": 15, "end": 26, "label": "instagram_username"}]}
+{"id": 3538, "text": "✴ 1 IN A ZILLION  ✴ CHILD OF GOD ✴                  ▪ ENTREPRENUER▪ Better ask about me ▪                      ◾◾Hit my boy @mstacks for a deal ◾◾", "entities": [{"start": 125, "end": 132, "label": "generic_username"}]}
+{"id": 3559, "text": "Love you (ALLAH) | I am *Alicious Sejati* | komunitas *jak.tim :D | I am Always Suport @alysyarief @aliando26 @Digo_ASPGGS :-*", "entities": [{"start": 88, "end": 98, "label": "generic_username"}, {"start": 100, "end": 109, "label": "generic_username"}, {"start": 111, "end": 122, "label": "generic_username"}]}
+{"id": 3635, "text": "I'm livestreaming everyday on http://twitch.tv/fear_angel", "entities": [{"start": 47, "end": 57, "label": "twitch_username"}]}
+{"id": 3646, "text": "Sc - megsss-oxo", "entities": [{"start": 5, "end": 15, "label": "snapchat_username"}]}
+{"id": 3658, "text": "it's better to die on your feet,then to live on your knees . instagram:hamza_k2.    snapchat: hamza_k2", "entities": [{"start": 71, "end": 79, "label": "instagram_username"}, {"start": 94, "end": 102, "label": "snapchat_username"}]}
+{"id": 3660, "text": "I'm a visual artist specialising in etching, lino and acrylic. View my work here and message me for commissions!\r\nhttps://www.instagram.com/la_balegna_blanca/", "entities": [{"start": 140, "end": 157, "label": "instagram_username"}]}
+{"id": 3670, "text": "Saxophonist🎷\r\nMedical technology👩‍🎓Instagram:sharlenem_ https://www.instagram.com/sharlenem_?r=nametag", "entities": [{"start": 45, "end": 55, "label": "instagram_username"}, {"start": 82, "end": 92, "label": "instagram_username"}]}
+{"id": 3675, "text": "You gon' have to do more than just say it\r\nYou gon' have to do less when you do it 💪🏽💯| instagram: tiago.rosadoo", "entities": [{"start": 99, "end": 112, "label": "instagram_username"}]}
+{"id": 3688, "text": "Gospel rap artist,\r\n\r\nlove God,\r\n\r\nmaking deciples,\r\n\r\nChrist in me the hope of Glory,\r\n\r\nFacebook @GodsNation_Gh\r\n\r\ninstagram @GodsNation_worldwide", "entities": [{"start": 100, "end": 113, "label": "generic_username"}, {"start": 128, "end": 148, "label": "instagram_username"}]}
+{"id": 3697, "text": "Digital #PR Executive @ReflectDigital.\r\nContact me: alice@reflectdigital.co.uk", "entities": [{"start": 23, "end": 37, "label": "generic_username"}]}