crea-ka: couverture 13 plateformes (Apify) + refresh auto 7j + max-parallélisme
- +patreon-apify +discord-apify (code invit sensible à la casse via URL) - run_actor_sharded : N runs parallèles (défaut 32x2Go), retry+jitter, hook target_of - rotation hebdo (APIFY_REVISIT_DAYS=7) : le watch PM2 quotidien couvre tout le bassin en <=7j - +tavily-seed (1271 graines moissonnées) +snowball-ig (related_profiles) pour lexpansion - frontend : stats/badges/contenu récent par plateforme Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
44 changed files +2,211 −217
modified
creaka/connectors/apify_social.py
+150 −37
@@ -27,7 +27,9 @@ Uniquement des profils PUBLICS (§15) ; un profil privé/introuvable est ignoré | ||
| 27 | 27 | from __future__ import annotations |
| 28 | 28 | |
| 29 | 29 | import os |
| 30 | +import random | |
| 30 | 31 | import time |
| 32 | +from concurrent.futures import ThreadPoolExecutor, as_completed | |
| 31 | 33 | from datetime import datetime, timedelta, timezone |
| 32 | 34 | |
| 33 | 35 | import requests |
@@ -42,34 +44,60 @@ APIFY_API = "https://api.apify.com/v2" | ||
| 42 | 44 | ACTOR_OWNER = "gorgeous_thistle" |
| 43 | 45 | RESIDENTIAL = {"useApifyProxy": True, "apifyProxyGroups": ["RESIDENTIAL"]} |
| 44 | 46 | |
| 45 | − | |
| 46 | −def run_actor(name: str, run_input: dict, *, timeout_s: int = 2400, | |
| 47 | − memory_mb: int = 1024) -> list[dict]: | |
| 48 | − """Lance un acteur KA sur Apify et retourne les items de son dataset. | |
| 49 | − | |
| 50 | − Run asynchrone + polling (run-sync plafonne à 300 s, trop court pour les | |
| 51 | − gros lots). Le run est avorté si `timeout_s` est dépassé. | |
| 52 | − """ | |
| 47 | +# --- parallélisme : on dispose de 256 Go de RAM Apify → au lieu d'UN run à | |
| 48 | +# 1 Go, on éclate le lot en tranches lancées EN PARALLÈLE, chacune avec plus de | |
| 49 | +# mémoire (donc plus de CPU/vCPU côté Apify) et une concurrence interne accrue. | |
| 50 | +# profil « max parallélisme » : ces acteurs sont I/O-bound (requêtes proxy), | |
| 51 | +# donc BEAUCOUP de petits runs > peu de gros runs. 32 × 2 Go = 64 Go de pointe | |
| 52 | +# (large sous les 256 Go / 128 runs concurrents du plan). | |
| 53 | +SHARD_SIZE = int(os.environ.get("APIFY_SHARD_SIZE", "60")) # handles / run | |
| 54 | +MAX_SHARDS = int(os.environ.get("APIFY_MAX_SHARDS", "32")) # runs simultanés | |
| 55 | +RUN_MEMORY_MB = int(os.environ.get("APIFY_RUN_MEMORY_MB", "2048")) # /run | |
| 56 | +RUN_CONCURRENCY = int(os.environ.get("APIFY_RUN_CONCURRENCY", "10")) # interne (max 10) | |
| 57 | +# rafraîchissement : un compte est re-sondé s'il n'a pas été enrichi depuis | |
| 58 | +# REVISIT_DAYS jours. Le watch quotidien couvre ainsi TOUT le bassin en ≤ N j. | |
| 59 | +REVISIT_DAYS = int(os.environ.get("APIFY_REVISIT_DAYS", "7")) | |
| 60 | + | |
| 61 | + | |
| 62 | +def _token() -> str: | |
| 53 | 63 | token = os.environ.get("APIFY_TOKEN") |
| 54 | 64 | if not token: |
| 55 | 65 | raise SkipSource("APIFY_TOKEN manquant (voir .env)") |
| 56 | − headers = {"Authorization": f"Bearer {token}"} | |
| 57 | − resp = requests.post( | |
| 58 | − f"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs", | |
| 59 | − json=run_input, headers=headers, | |
| 60 | − params={"memory": memory_mb}, timeout=60) | |
| 66 | + return token | |
| 67 | + | |
| 68 | + | |
| 69 | +def _launch(name: str, run_input: dict, memory_mb: int, | |
| 70 | + retries: int = 6) -> str: | |
| 71 | + """Démarre un run. Retry sur 400/429 (limite mémoire concurrente atteinte : | |
| 72 | + elle se libère quand d'autres tranches terminent) avec backoff.""" | |
| 73 | + headers = {"Authorization": f"Bearer {_token()}"} | |
| 74 | + for attempt in range(retries): | |
| 75 | + resp = requests.post( | |
| 76 | + f"{APIFY_API}/acts/{ACTOR_OWNER}~{name}/runs", | |
| 77 | + json=run_input, headers=headers, | |
| 78 | + params={"memory": memory_mb}, timeout=60) | |
| 79 | + if resp.status_code in (400, 429, 402) or resp.status_code >= 500: | |
| 80 | + if attempt < retries - 1: | |
| 81 | + # backoff + jitter : désynchronise les tranches (évite le | |
| 82 | + # lockstep où toutes redemandent la RAM au même instant) | |
| 83 | + time.sleep(min(60, 8 * (attempt + 1)) + random.uniform(0, 6)) | |
| 84 | + continue | |
| 85 | + resp.raise_for_status() | |
| 86 | + return resp.json()["data"]["id"] | |
| 61 | 87 | resp.raise_for_status() |
| 62 | − run_id = resp.json()["data"]["id"] | |
| 88 | + return resp.json()["data"]["id"] | |
| 89 | + | |
| 90 | + | |
| 91 | +def _await_items(run_id: str, name: str, timeout_s: int) -> list[dict]: | |
| 92 | + headers = {"Authorization": f"Bearer {_token()}"} | |
| 63 | 93 | t0 = time.time() |
| 64 | − status: dict = {} | |
| 65 | 94 | while True: |
| 66 | 95 | time.sleep(15) |
| 67 | 96 | r = requests.get(f"{APIFY_API}/actor-runs/{run_id}", |
| 68 | 97 | headers=headers, timeout=60) |
| 69 | 98 | r.raise_for_status() |
| 70 | 99 | status = r.json()["data"] |
| 71 | − if status["status"] in ("SUCCEEDED", "FAILED", "ABORTED", | |
| 72 | − "TIMED-OUT"): | |
| 100 | + if status["status"] in ("SUCCEEDED", "FAILED", "ABORTED", "TIMED-OUT"): | |
| 73 | 101 | break |
| 74 | 102 | if time.time() - t0 > timeout_s: |
| 75 | 103 | requests.post(f"{APIFY_API}/actor-runs/{run_id}/abort", |
@@ -93,24 +121,68 @@ def run_actor(name: str, run_input: dict, *, timeout_s: int = 2400, | ||
| 93 | 121 | offset += 1000 |
| 94 | 122 | |
| 95 | 123 | |
| 124 | +def run_actor(name: str, run_input: dict, *, timeout_s: int = 2400, | |
| 125 | + memory_mb: int = RUN_MEMORY_MB) -> list[dict]: | |
| 126 | + """Un seul run (recherche, petit lot).""" | |
| 127 | + return _await_items(_launch(name, run_input, memory_mb), name, timeout_s) | |
| 128 | + | |
| 129 | + | |
| 130 | +def run_actor_sharded(name: str, base_input: dict, usernames: list[str], *, | |
| 131 | + timeout_s: int = 2400, | |
| 132 | + shard_size: int = SHARD_SIZE, | |
| 133 | + max_shards: int = MAX_SHARDS, | |
| 134 | + memory_mb: int = RUN_MEMORY_MB) -> list[dict]: | |
| 135 | + """Éclate `usernames` en tranches lancées EN PARALLÈLE sur Apify. | |
| 136 | + | |
| 137 | + Chaque tranche = un run indépendant (mémoire dédiée → plus de CPU). On | |
| 138 | + plafonne à `max_shards` runs simultanés (256 Go de RAM = large marge : | |
| 139 | + 12 × 4 Go = 48 Go). Les datasets sont fusionnés. Une tranche qui échoue | |
| 140 | + n'annule pas les autres. | |
| 141 | + """ | |
| 142 | + if not usernames: | |
| 143 | + return [] | |
| 144 | + n = max(1, min(max_shards, | |
| 145 | + (len(usernames) + shard_size - 1) // shard_size)) | |
| 146 | + shards = [usernames[i::n] for i in range(n)] # répartition équilibrée | |
| 147 | + items: list[dict] = [] | |
| 148 | + with ThreadPoolExecutor(max_workers=n) as pool: | |
| 149 | + futs = {pool.submit(run_actor, name, | |
| 150 | + {**base_input, "usernames": shard}, | |
| 151 | + timeout_s=timeout_s, memory_mb=memory_mb): i | |
| 152 | + for i, shard in enumerate(shards) if shard} | |
| 153 | + for fut in as_completed(futs): | |
| 154 | + try: | |
| 155 | + items.extend(fut.result()) | |
| 156 | + except Exception as exc: # une tranche morte ne bloque pas le reste | |
| 157 | + print(f"[crea-ka] {name} tranche {futs[fut]} échouée : {exc}") | |
| 158 | + return items | |
| 159 | + | |
| 160 | + | |
| 96 | 161 | class _ApifySocialEnrich(BaseConnector): |
| 97 | 162 | """Base commune des enrichissements Apify (un acteur par plateforme).""" |
| 98 | 163 | |
| 99 | 164 | kind = "enrichment" |
| 100 | 165 | platform = "" # plateforme canonique (§6.2) |
| 101 | 166 | actor = "" # nom court de l'acteur (ka-instagram…) |
| 102 | − cap = 300 # comptes max par run (maîtrise du coût) | |
| 103 | − revisit_days = 5 # ne pas re-sonder un compte plus frais que ça | |
| 167 | + cap = 3000 # comptes max par passage (shardé en parallèle) | |
| 168 | + revisit_days = REVISIT_DAYS # re-sonde hebdo par défaut (env APIFY_REVISIT_DAYS) | |
| 104 | 169 | content_key = "" # clé du contenu récent dans l'item acteur |
| 105 | 170 | # clés d'item copiées telles quelles dans account.metrics si non nulles |
| 106 | 171 | metric_map: dict[str, str] = {} |
| 107 | 172 | |
| 173 | + @property | |
| 174 | + def _stamp_key(self) -> str: | |
| 175 | + # tampon PROPRE au connecteur : quand CE connecteur a enrichi ce compte. | |
| 176 | + # On ne se base PAS sur acc.last_checked, re-tamponné par la découverte | |
| 177 | + # (kick-decouverte etc.) même sans enrichissement → fausse fraîcheur. | |
| 178 | + return f"{self.source_id}_at" | |
| 179 | + | |
| 108 | 180 | def _stale(self, acc) -> bool: |
| 109 | − if not acc.last_checked: | |
| 181 | + stamp = (acc.metrics or {}).get(self._stamp_key) | |
| 182 | + if not stamp: | |
| 110 | 183 | return True |
| 111 | 184 | try: |
| 112 | − seen = datetime.fromisoformat( | |
| 113 | − acc.last_checked.replace("Z", "+00:00")) | |
| 185 | + seen = datetime.fromisoformat(str(stamp).replace("Z", "+00:00")) | |
| 114 | 186 | except ValueError: |
| 115 | 187 | return True |
| 116 | 188 | return (datetime.now(timezone.utc) - seen |
@@ -119,6 +191,16 @@ class _ApifySocialEnrich(BaseConnector): | ||
| 119 | 191 | def extra_input(self) -> dict: |
| 120 | 192 | return {} |
| 121 | 193 | |
| 194 | + def target_of(self, acc) -> str: | |
| 195 | + """Valeur envoyée à l'acteur pour ce compte (défaut : le handle). | |
| 196 | + | |
| 197 | + Certaines plateformes exigent autre chose que le handle minusculé — | |
| 198 | + ex. Discord, dont le code d'invitation est SENSIBLE À LA CASSE et doit | |
| 199 | + être repris depuis l'URL. Le rapprochement se fait ensuite en | |
| 200 | + minuscules des deux côtés. | |
| 201 | + """ | |
| 202 | + return acc.handle | |
| 203 | + | |
| 122 | 204 | def enrich(self, creators: list[Creator]) -> list[Creator]: |
| 123 | 205 | targets: dict[str, list] = {} |
| 124 | 206 | for cr in creators: |
@@ -126,22 +208,23 @@ class _ApifySocialEnrich(BaseConnector): | ||
| 126 | 208 | if a.platform == self.platform and a.handle), None) |
| 127 | 209 | if acc is None or not self._stale(acc): |
| 128 | 210 | continue |
| 129 | − targets.setdefault(acc.handle, []).append((cr, acc)) | |
| 211 | + targets.setdefault(self.target_of(acc), []).append((cr, acc)) | |
| 130 | 212 | if len(targets) >= self.cap: |
| 131 | 213 | break |
| 132 | 214 | if not targets: |
| 133 | 215 | return [] |
| 134 | − items = run_actor(self.actor, { | |
| 135 | − "usernames": sorted(targets), | |
| 136 | − "proxyConfiguration": RESIDENTIAL, | |
| 137 | − **self.extra_input(), | |
| 138 | − }) | |
| 216 | + items = run_actor_sharded( | |
| 217 | + self.actor, | |
| 218 | + {"proxyConfiguration": RESIDENTIAL, | |
| 219 | + "concurrency": RUN_CONCURRENCY, | |
| 220 | + **self.extra_input()}, | |
| 221 | + sorted(targets)) | |
| 139 | 222 | by_handle = {str(it.get("username") or "").lower(): it |
| 140 | 223 | for it in items if it.get("kind") == "profile"} |
| 141 | 224 | enriched: list[Creator] = [] |
| 142 | 225 | self.errors = 0 |
| 143 | 226 | for handle, pairs in targets.items(): |
| 144 | − it = by_handle.get(handle) | |
| 227 | + it = by_handle.get(handle.lower()) | |
| 145 | 228 | if it is None: |
| 146 | 229 | continue |
| 147 | 230 | if not it.get("found"): |
@@ -163,6 +246,7 @@ class _ApifySocialEnrich(BaseConnector): | ||
| 163 | 246 | if it.get(src) is not None} |
| 164 | 247 | if self.content_key and it.get(self.content_key): |
| 165 | 248 | metrics[self.content_key] = it[self.content_key][:12] |
| 249 | + metrics[self._stamp_key] = now_iso() # tampon d'enrichissement propre | |
| 166 | 250 | acc.metrics.update(metrics) |
| 167 | 251 | if not cr.avatar_url and it.get("avatar"): |
| 168 | 252 | cr.avatar_url = it["avatar"] |
@@ -195,7 +279,7 @@ class ApifyInstagram(_ApifySocialEnrich): | ||
| 195 | 279 | source_id = "instagram-apify" |
| 196 | 280 | platform = "instagram" |
| 197 | 281 | actor = "ka-instagram" |
| 198 | − cap = 400 | |
| 282 | + cap = 1800 | |
| 199 | 283 | content_key = "recent_posts" |
| 200 | 284 | metric_map = {"following": "following", "posts_count": "posts", |
| 201 | 285 | "category": "category", "is_business": "is_business", |
@@ -224,7 +308,7 @@ class ApifyTikTok(_ApifySocialEnrich): | ||
| 224 | 308 | source_id = "tiktok-apify" |
| 225 | 309 | platform = "tiktok" |
| 226 | 310 | actor = "ka-tiktok" |
| 227 | − cap = 300 | |
| 311 | + cap = 1800 | |
| 228 | 312 | content_key = "recent_videos" |
| 229 | 313 | metric_map = {"following": "following", "total_likes": "likes", |
| 230 | 314 | "videos_count": "videos", "region": "region", |
@@ -245,7 +329,7 @@ class ApifyX(_ApifySocialEnrich): | ||
| 245 | 329 | source_id = "x-apify" |
| 246 | 330 | platform = "x" |
| 247 | 331 | actor = "ka-x" |
| 248 | − cap = 300 | |
| 332 | + cap = 1800 | |
| 249 | 333 | content_key = "recent_tweets" |
| 250 | 334 | metric_map = {"following": "following", "tweets_count": "tweets", |
| 251 | 335 | "location": "location", "created_at": "created_at", |
@@ -269,7 +353,7 @@ class ApifyFacebook(_ApifySocialEnrich): | ||
| 269 | 353 | source_id = "facebook-apify" |
| 270 | 354 | platform = "facebook" |
| 271 | 355 | actor = "ka-facebook" |
| 272 | − cap = 100 | |
| 356 | + cap = 400 | |
| 273 | 357 | revisit_days = 7 |
| 274 | 358 | metric_map = {"category": "category"} |
| 275 | 359 | |
@@ -306,7 +390,7 @@ class ApifyYouTube(_ApifySocialEnrich): | ||
| 306 | 390 | source_id = "youtube-apify" |
| 307 | 391 | platform = "youtube" |
| 308 | 392 | actor = "ka-youtube" |
| 309 | − cap = 300 | |
| 393 | + cap = 1800 | |
| 310 | 394 | content_key = "recent_videos" |
| 311 | 395 | metric_map = {"videos_count": "videos", "country": "country", |
| 312 | 396 | "keywords": "keywords", "channel_id": "channel_id", |
@@ -318,7 +402,7 @@ class ApifyTwitch(_ApifySocialEnrich): | ||
| 318 | 402 | source_id = "twitch-apify" |
| 319 | 403 | platform = "twitch" |
| 320 | 404 | actor = "ka-twitch" |
| 321 | − cap = 300 | |
| 405 | + cap = 1200 | |
| 322 | 406 | content_key = "recent_videos" |
| 323 | 407 | metric_map = {"is_partner": "is_partner", "is_affiliate": "is_affiliate", |
| 324 | 408 | "team": "team", "created_at": "created_at", |
@@ -334,7 +418,7 @@ class ApifyKick(_ApifySocialEnrich): | ||
| 334 | 418 | source_id = "kick-apify" |
| 335 | 419 | platform = "kick" |
| 336 | 420 | actor = "ka-kick" |
| 337 | − cap = 120 | |
| 421 | + cap = 600 | |
| 338 | 422 | metric_map = {"is_live_now": "is_live_now", "live_viewers": "live_viewers", |
| 339 | 423 | "subscription_enabled": "subscription_enabled", |
| 340 | 424 | "recent_categories": "recent_categories"} |
@@ -381,13 +465,42 @@ class ApifyFansly(_ApifySocialEnrich): | ||
| 381 | 465 | source_id = "fansly-apify" |
| 382 | 466 | platform = "fansly" |
| 383 | 467 | actor = "ka-fansly" |
| 384 | − cap = 200 | |
| 468 | + cap = 600 | |
| 385 | 469 | revisit_days = 7 |
| 386 | 470 | metric_map = {"posts_count": "posts", "images_count": "images", |
| 387 | 471 | "videos_count": "videos", "likes": "likes", |
| 388 | 472 | "following": "following", "location": "location"} |
| 389 | 473 | |
| 390 | 474 | |
| 475 | +class ApifyPatreon(_ApifySocialEnrich): | |
| 476 | + source_id = "patreon-apify" | |
| 477 | + platform = "patreon" | |
| 478 | + actor = "ka-patreon" | |
| 479 | + cap = 400 | |
| 480 | + revisit_days = 7 | |
| 481 | + metric_map = {"patrons": "patrons", "posts_count": "posts", | |
| 482 | + "is_monthly": "is_monthly"} | |
| 483 | + | |
| 484 | + | |
| 485 | +class ApifyDiscord(_ApifySocialEnrich): | |
| 486 | + source_id = "discord-apify" | |
| 487 | + platform = "discord" | |
| 488 | + actor = "ka-discord" | |
| 489 | + cap = 400 | |
| 490 | + revisit_days = 7 | |
| 491 | + metric_map = {"members": "members", "online": "online", "boosts": "boosts", | |
| 492 | + "partnered": "partnered", "guild_id": "guild_id"} | |
| 493 | + | |
| 494 | + def target_of(self, acc) -> str: | |
| 495 | + """Code d'invitation SENSIBLE À LA CASSE, repris de l'URL (pas du | |
| 496 | + handle minusculé) : discord.gg/<CODE> ou discord.com/invite/<CODE>.""" | |
| 497 | + url = acc.url or "" | |
| 498 | + for sep in ("discord.gg/", "discord.com/invite/", "/invite/"): | |
| 499 | + if sep in url: | |
| 500 | + return url.split(sep, 1)[1].split("/")[0].split("?")[0] | |
| 501 | + return acc.handle | |
| 502 | + | |
| 503 | + | |
| 391 | 504 | # --- découverte Instagram (topsearch, mots-clés QC) --------------------------- |
| 392 | 505 | |
| 393 | 506 | # thèmes × marqueurs QC — mêmes familles que youtube-recherche, adaptées à la |
added
creaka/connectors/snowball.py
+75 −0
@@ -0,0 +1,75 @@ | ||
| 1 | +# ============================================================================== | |
| 2 | +# Author: Simon-Pierre Boucher <contact@spboucher.ai> | |
| 3 | +# File: creaka/connectors/snowball.py | |
| 4 | +# Desc: Connecteur DÉCOUVERTE par boule de neige — exploite les profils | |
| 5 | +# reliés (`related_profiles`) captés par l'enrichissement Instagram | |
| 6 | +# (instagram-apify) pour créer de nouvelles fiches. C'est le levier | |
| 7 | +# d'échelle : chaque profil IG suggère ~10-20 comptes similaires → | |
| 8 | +# parcours en largeur qui fait croître le bassin de dizaines de milliers | |
| 9 | +# au fil des vagues quotidiennes. Aucune requête réseau (lit la base). | |
| 10 | +# ============================================================================== | |
| 11 | +"""Découverte par boule de neige sur les profils reliés Instagram. | |
| 12 | + | |
| 13 | +Déclaré `enrichment` pour recevoir la liste des créateurs existants, mais il | |
| 14 | +RETOURNE de NOUVELLES fiches (le pipeline sync_source les ajoute par uid). On | |
| 15 | +lit `account.metrics["related_profiles"]` (posé par instagram-apify), on écarte | |
| 16 | +les handles déjà connus, et on crée une graine par nouveau compte suggéré. | |
| 17 | +Signal `mention` (0.60) : proximité algorithmique, à confirmer par | |
| 18 | +l'enrichissement — sous le seuil de publication tant que non vérifié (§12.1). | |
| 19 | +""" | |
| 20 | +from __future__ import annotations | |
| 21 | + | |
| 22 | +from ..identity import account | |
| 23 | +from ..normalize import canonical_url | |
| 24 | +from ..schema import Creator | |
| 25 | +from .base import BaseConnector | |
| 26 | + | |
| 27 | + | |
| 28 | +class SnowballConnector(BaseConnector): | |
| 29 | + source_id = "snowball-ig" | |
| 30 | + kind = "enrichment" | |
| 31 | + max_new = 4000 # garde-fou par vague | |
| 32 | + | |
| 33 | + def enrich(self, creators: list[Creator]) -> list[Creator]: | |
| 34 | + known: set[str] = set() | |
| 35 | + for cr in creators: | |
| 36 | + for a in cr.platforms: | |
| 37 | + if a.platform == "instagram": | |
| 38 | + known.add(a.handle) | |
| 39 | + new: list[Creator] = [] | |
| 40 | + emitted: set[str] = set() | |
| 41 | + for cr in creators: | |
| 42 | + ig = next((a for a in cr.platforms | |
| 43 | + if a.platform == "instagram"), None) | |
| 44 | + if ig is None: | |
| 45 | + continue | |
| 46 | + for rel in (ig.metrics or {}).get("related_profiles", []) or []: | |
| 47 | + handle = (rel.get("username") if isinstance(rel, dict) | |
| 48 | + else rel) | |
| 49 | + handle = (handle or "").strip().lstrip("@").lower() | |
| 50 | + if (not handle or rel and isinstance(rel, dict) | |
| 51 | + and rel.get("is_private")): | |
| 52 | + continue | |
| 53 | + if handle in known or handle in emitted: | |
| 54 | + continue | |
| 55 | + emitted.add(handle) | |
| 56 | + try: | |
| 57 | + acc = account("instagram", handle, "mention", | |
| 58 | + url=canonical_url("instagram", handle), | |
| 59 | + verified=(rel.get("is_verified") | |
| 60 | + if isinstance(rel, dict) | |
| 61 | + else None)).finalize() | |
| 62 | + except Exception: | |
| 63 | + continue | |
| 64 | + name = (rel.get("full_name") if isinstance(rel, dict) | |
| 65 | + else None) or handle | |
| 66 | + new.append(Creator( | |
| 67 | + source=self.source_id, | |
| 68 | + external_id=f"instagram:{handle}", | |
| 69 | + display_name=name, | |
| 70 | + platforms=[acc], | |
| 71 | + notes="découvert par boule de neige (profils reliés IG)", | |
| 72 | + )) | |
| 73 | + if len(new) >= self.max_new: | |
| 74 | + return new | |
| 75 | + return new | |
added
creaka/connectors/tavily_seed.py
+71 −0
@@ -0,0 +1,71 @@ | ||
| 1 | +# ============================================================================== | |
| 2 | +# Author: Simon-Pierre Boucher <contact@spboucher.ai> | |
| 3 | +# File: creaka/connectors/tavily_seed.py | |
| 4 | +# Desc: Connecteur DÉCOUVERTE à grande échelle — graines de créateurs | |
| 5 | +# québécois moissonnées par le Tavily scout (outils/creator-harvest.py | |
| 6 | +# du dépôt groupe-ka-connecteurs) : handles sociaux extraits des pages | |
| 7 | +# d'annuaires/palmarès/agences QC. Dataset local (aucune requête ici) : | |
| 8 | +# data/seed/qc_creator_seeds.jsonl. L'enrichissement (Apify) vérifie | |
| 9 | +# ensuite l'existence et remplit nom/abonnés/contenu. | |
| 10 | +# ============================================================================== | |
| 11 | +"""Découverte massive par moisson web (Tavily). | |
| 12 | + | |
| 13 | +Chaque ligne du seed = `{"platform": "...", "handle": "..."}`. On crée une | |
| 14 | +fiche par handle avec un compte de plateforme (signal `listes_medias` 0.85 : | |
| 15 | +issu de listes publiques concordantes). Les handles qui n'existent pas seront | |
| 16 | +simplement non enrichis (found=false côté Apify) ; un balayage d'archivage | |
| 17 | +retire à terme les fiches jamais confirmées. But : élargir le bassin de | |
| 18 | +créateurs de plusieurs milliers par vague, sans requête réseau à ce stade. | |
| 19 | +""" | |
| 20 | +from __future__ import annotations | |
| 21 | + | |
| 22 | +import json | |
| 23 | +from pathlib import Path | |
| 24 | + | |
| 25 | +from ..identity import account | |
| 26 | +from ..normalize import canonical_url | |
| 27 | +from ..schema import Creator | |
| 28 | +from .base import BaseConnector | |
| 29 | + | |
| 30 | +SEED_PATH = (Path(__file__).resolve().parent.parent.parent | |
| 31 | + / "data" / "seed" / "qc_creator_seeds.jsonl") | |
| 32 | + | |
| 33 | + | |
| 34 | +class TavilySeedConnector(BaseConnector): | |
| 35 | + source_id = "tavily-seed" | |
| 36 | + kind = "discovery" | |
| 37 | + | |
| 38 | + def fetch(self) -> list[Creator]: | |
| 39 | + if not SEED_PATH.exists(): | |
| 40 | + return [] # pas encore de moisson : passage vide, pas d'erreur | |
| 41 | + creators: list[Creator] = [] | |
| 42 | + seen: set[str] = set() | |
| 43 | + for line in SEED_PATH.read_text(encoding="utf-8").splitlines(): | |
| 44 | + line = line.strip() | |
| 45 | + if not line: | |
| 46 | + continue | |
| 47 | + try: | |
| 48 | + row = json.loads(line) | |
| 49 | + except json.JSONDecodeError: | |
| 50 | + continue | |
| 51 | + platform = (row.get("platform") or "").strip().lower() | |
| 52 | + handle = (row.get("handle") or "").strip().lstrip("@").lower() | |
| 53 | + if not platform or not handle: | |
| 54 | + continue | |
| 55 | + key = f"{platform}:{handle}" | |
| 56 | + if key in seen: | |
| 57 | + continue | |
| 58 | + seen.add(key) | |
| 59 | + try: | |
| 60 | + acc = account(platform, handle, "listes_medias", | |
| 61 | + url=canonical_url(platform, handle)).finalize() | |
| 62 | + except Exception: | |
| 63 | + continue | |
| 64 | + creators.append(Creator( | |
| 65 | + source=self.source_id, | |
| 66 | + external_id=key, | |
| 67 | + display_name=handle, # nom réel rempli à l'enrichissement | |
| 68 | + platforms=[acc], | |
| 69 | + notes="découvert par moisson web Tavily (annuaires/palmarès QC)", | |
| 70 | + )) | |
| 71 | + return creators | |
modified
creaka/ingest.py
+2 −2
@@ -30,10 +30,10 @@ from .dedup import dedupe | ||
| 30 | 30 | # ordre d'exécution des connecteurs d'enrichissement — link-in-bio vers la |
| 31 | 31 | # fin (il consomme les link_in_bio_url des étapes précédentes) ; bio-liens en |
| 32 | 32 | # tout dernier (il relit les bios enrichies, sans aucune requête) |
| 33 | −ENRICH_ORDER = ["instagram-apify", "tiktok-apify", "x-apify", | |
| 33 | +ENRICH_ORDER = ["instagram-apify", "snowball-ig", "tiktok-apify", "x-apify", | |
| 34 | 34 | "facebook-apify", "threads-apify", "snapchat-apify", |
| 35 | 35 | "youtube-apify", "twitch-apify", "kick-apify", |
| 36 | − "fansly-apify", | |
| 36 | + "fansly-apify", "patreon-apify", "discord-apify", | |
| 37 | 37 | "instagram-profil", "tiktok-profil", "youtube", "twitch", |
| 38 | 38 | "x-profil", "balados-rss", "podcastindex", |
| 39 | 39 | "link-in-bio", "bio-liens", "region-bio"] |
added
data/seed/qc_creator_seeds.jsonl
+1271 −0
@@ -0,0 +1,1271 @@ | ||
| 1 | +{"platform": "instagram", "handle": "ppscanada"} | |
| 2 | +{"platform": "instagram", "handle": "engageunhumoriste"} | |
| 3 | +{"platform": "youtube", "handle": "engageunhumoriste"} | |
| 4 | +{"platform": "x", "handle": "etiennefg"} | |
| 5 | +{"platform": "instagram", "handle": "etiennefg"} | |
| 6 | +{"platform": "x", "handle": "icircpremiere"} | |
| 7 | +{"platform": "x", "handle": "lexpresstoronto"} | |
| 8 | +{"platform": "instagram", "handle": "journal_larotonde"} | |
| 9 | +{"platform": "x", "handle": "larotonde"} | |
| 10 | +{"platform": "x", "handle": "historicacanada"} | |
| 11 | +{"platform": "instagram", "handle": "levraijodion"} | |
| 12 | +{"platform": "instagram", "handle": "evelyne.r.m"} | |
| 13 | +{"platform": "x", "handle": "onfr_tfo"} | |
| 14 | +{"platform": "x", "handle": "icirctele"} | |
| 15 | +{"platform": "x", "handle": "radiocanadainfo"} | |
| 16 | +{"platform": "instagram", "handle": "_lebalbuzard"} | |
| 17 | +{"platform": "instagram", "handle": "lecourrierdelanouvelleecosse"} | |
| 18 | +{"platform": "tiktok", "handle": "le.courrier"} | |
| 19 | +{"platform": "youtube", "handle": "lecourrierdelanouvelle-ecosse"} | |
| 20 | +{"platform": "x", "handle": "courrierne1937"} | |
| 21 | +{"platform": "twitch", "handle": "montreal"} | |
| 22 | +{"platform": "twitch", "handle": "events"} | |
| 23 | +{"platform": "instagram", "handle": "seb.lerouxx"} | |
| 24 | +{"platform": "instagram", "handle": "amealbert_"} | |
| 25 | +{"platform": "instagram", "handle": "nu.skin____"} | |
| 26 | +{"platform": "instagram", "handle": "erzu.lie"} | |
| 27 | +{"platform": "instagram", "handle": "canada.council"} | |
| 28 | +{"platform": "tiktok", "handle": "cbcmontreal"} | |
| 29 | +{"platform": "instagram", "handle": "6000mhz"} | |
| 30 | +{"platform": "tiktok", "handle": "lp_lapresse"} | |
| 31 | +{"platform": "x", "handle": "lp_lapresse"} | |
| 32 | +{"platform": "twitch", "handle": "xqc"} | |
| 33 | +{"platform": "x", "handle": "cache"} | |
| 34 | +{"platform": "twitch", "handle": "dominic"} | |
| 35 | +{"platform": "twitch", "handle": "zhartan"} | |
| 36 | +{"platform": "twitch", "handle": "p4sc4l"} | |
| 37 | +{"platform": "twitch", "handle": "th0ny"} | |
| 38 | +{"platform": "twitch", "handle": "marhados"} | |
| 39 | +{"platform": "twitch", "handle": "thelfus"} | |
| 40 | +{"platform": "twitch", "handle": "corstrix"} | |
| 41 | +{"platform": "instagram", "handle": "mathieupellerin"} | |
| 42 | +{"platform": "instagram", "handle": "papimelv"} | |
| 43 | +{"platform": "twitch", "handle": "gfz_parfait"} | |
| 44 | +{"platform": "instagram", "handle": "lewislefou"} | |
| 45 | +{"platform": "instagram", "handle": "cocottee"} | |
| 46 | +{"platform": "instagram", "handle": "elijah"} | |
| 47 | +{"platform": "instagram", "handle": "shahinouest"} | |
| 48 | +{"platform": "instagram", "handle": "gfz.parfait"} | |
| 49 | +{"platform": "instagram", "handle": "alybrassard"} | |
| 50 | +{"platform": "instagram", "handle": "achillefps"} | |
| 51 | +{"platform": "instagram", "handle": "arnaud.od"} | |
| 52 | +{"platform": "instagram", "handle": "commuquebec"} | |
| 53 | +{"platform": "twitch", "handle": "directory"} | |
| 54 | +{"platform": "twitch", "handle": "commuquebec"} | |
| 55 | +{"platform": "x", "handle": "commuquebec"} | |
| 56 | +{"platform": "instagram", "handle": "lelobby.lotoquebec"} | |
| 57 | +{"platform": "youtube", "handle": "lelobby-lotoquebec"} | |
| 58 | +{"platform": "twitch", "handle": "lotoquebec"} | |
| 59 | +{"platform": "twitch", "handle": "acegamersam"} | |
| 60 | +{"platform": "twitch", "handle": "alsenic"} | |
| 61 | +{"platform": "twitch", "handle": "annamoonz"} | |
| 62 | +{"platform": "twitch", "handle": "araashi_"} | |
| 63 | +{"platform": "twitch", "handle": "ashtaal"} | |
| 64 | +{"platform": "twitch", "handle": "avecsimon"} | |
| 65 | +{"platform": "twitch", "handle": "bastienart"} | |
| 66 | +{"platform": "twitch", "handle": "lebergy"} | |
| 67 | +{"platform": "twitch", "handle": "bethlame"} | |
| 68 | +{"platform": "twitch", "handle": "bubblymarie"} | |
| 69 | +{"platform": "twitch", "handle": "cafeinelau"} | |
| 70 | +{"platform": "twitch", "handle": "camgrandebrune"} | |
| 71 | +{"platform": "twitch", "handle": "canellotv"} | |
| 72 | +{"platform": "twitch", "handle": "capt_n_bill"} | |
| 73 | +{"platform": "twitch", "handle": "charest"} | |
| 74 | +{"platform": "twitch", "handle": "charlene"} | |
| 75 | +{"platform": "x", "handle": "fr"} | |
| 76 | +{"platform": "instagram", "handle": "chanou__"} | |
| 77 | +{"platform": "instagram", "handle": "lychesrychee"} | |
| 78 | +{"platform": "instagram", "handle": "thesonofhan"} | |
| 79 | +{"platform": "instagram", "handle": "itzkevtvv"} | |
| 80 | +{"platform": "instagram", "handle": "collabstr"} | |
| 81 | +{"platform": "tiktok", "handle": "collabstr.com"} | |
| 82 | +{"platform": "instagram", "handle": "heyraion"} | |
| 83 | +{"platform": "instagram", "handle": "dwyane101"} | |
| 84 | +{"platform": "instagram", "handle": "kevinhana_"} | |
| 85 | +{"platform": "instagram", "handle": "itslemonsquares"} | |
| 86 | +{"platform": "instagram", "handle": "cadiegrace"} | |
| 87 | +{"platform": "instagram", "handle": "awkventurer"} | |
| 88 | +{"platform": "instagram", "handle": "babyybaconator"} | |
| 89 | +{"platform": "instagram", "handle": "rychee"} | |
| 90 | +{"platform": "instagram", "handle": "farhadxray"} | |
| 91 | +{"platform": "instagram", "handle": "katbyday"} | |
| 92 | +{"platform": "instagram", "handle": "ermillyy"} | |
| 93 | +{"platform": "instagram", "handle": "thechocolatecanvas"} | |
| 94 | +{"platform": "instagram", "handle": "queenglitterchaos"} | |
| 95 | +{"platform": "instagram", "handle": "yeaitsmt"} | |
| 96 | +{"platform": "instagram", "handle": "reaperky7"} | |
| 97 | +{"platform": "instagram", "handle": "villanarei"} | |
| 98 | +{"platform": "instagram", "handle": "ggria"} | |
| 99 | +{"platform": "instagram", "handle": "itsbenmalka"} | |
| 100 | +{"platform": "instagram", "handle": "chanou"} | |
| 101 | +{"platform": "instagram", "handle": "kevinhana"} | |
| 102 | +{"platform": "instagram", "handle": "ogrobinson10"} | |
| 103 | +{"platform": "instagram", "handle": "marcelo"} | |
| 104 | +{"platform": "instagram", "handle": "shinanova"} | |
| 105 | +{"platform": "instagram", "handle": "victoriacharlton"} | |
| 106 | +{"platform": "instagram", "handle": "oliprimeau"} | |
| 107 | +{"platform": "instagram", "handle": "lysandrenadeau"} | |
| 108 | +{"platform": "instagram", "handle": "enola.bedard"} | |
| 109 | +{"platform": "instagram", "handle": "sj.bleau"} | |
| 110 | +{"platform": "instagram", "handle": "laurent.dagenais"} | |
| 111 | +{"platform": "instagram", "handle": "aliciamoffet"} | |
| 112 | +{"platform": "instagram", "handle": "olivierprimeaubc"} | |
| 113 | +{"platform": "instagram", "handle": "elisabethrioux"} | |
| 114 | +{"platform": "instagram", "handle": "lefitcook"} | |
| 115 | +{"platform": "instagram", "handle": "claudiemercier_"} | |
| 116 | +{"platform": "instagram", "handle": "marc_fitt"} | |
| 117 | +{"platform": "instagram", "handle": "victoria.charlton"} | |
| 118 | +{"platform": "instagram", "handle": "maxgourgues"} | |
| 119 | +{"platform": "instagram", "handle": "lucierheaume"} | |
| 120 | +{"platform": "instagram", "handle": "rosalielessard_"} | |
| 121 | +{"platform": "tiktok", "handle": "enola.bedard"} | |
| 122 | +{"platform": "tiktok", "handle": "sjbleau"} | |
| 123 | +{"platform": "tiktok", "handle": "laurent.dagenais"} | |
| 124 | +{"platform": "tiktok", "handle": "shinanova"} | |
| 125 | +{"platform": "tiktok", "handle": "aliciamoffet"} | |
| 126 | +{"platform": "tiktok", "handle": "oliprimeau"} | |
| 127 | +{"platform": "tiktok", "handle": "lysandrenadeau"} | |
| 128 | +{"platform": "tiktok", "handle": "elisabeth.rioux"} | |
| 129 | +{"platform": "tiktok", "handle": "lefitcook"} | |
| 130 | +{"platform": "tiktok", "handle": "claudiemercier"} | |
| 131 | +{"platform": "tiktok", "handle": "victoriacharltonn"} | |
| 132 | +{"platform": "tiktok", "handle": "maxgourgues"} | |
| 133 | +{"platform": "tiktok", "handle": "lucie_rheaume"} | |
| 134 | +{"platform": "tiktok", "handle": "rosalielessard_"} | |
| 135 | +{"platform": "youtube", "handle": "enola.bedard"} | |
| 136 | +{"platform": "youtube", "handle": "sjbleau"} | |
| 137 | +{"platform": "youtube", "handle": "laurentdagenais"} | |
| 138 | +{"platform": "youtube", "handle": "shinanovayt"} | |
| 139 | +{"platform": "youtube", "handle": "aliciamoffetchannel"} | |
| 140 | +{"platform": "youtube", "handle": "olivierprimeau"} | |
| 141 | +{"platform": "youtube", "handle": "lysandrenadeau"} | |
| 142 | +{"platform": "youtube", "handle": "elisabethrioux7657"} | |
| 143 | +{"platform": "youtube", "handle": "lefitcook"} | |
| 144 | +{"platform": "youtube", "handle": "claudiemercier"} | |
| 145 | +{"platform": "youtube", "handle": "marcfitt"} | |
| 146 | +{"platform": "youtube", "handle": "victoriacharlton"} | |
| 147 | +{"platform": "youtube", "handle": "maxgourgues7062"} | |
| 148 | +{"platform": "youtube", "handle": "lucierheaume6512"} | |
| 149 | +{"platform": "youtube", "handle": "rosalielessardd"} | |
| 150 | +{"platform": "instagram", "handle": "sjbleau"} | |
| 151 | +{"platform": "instagram", "handle": "elisabeth.rioux"} | |
| 152 | +{"platform": "instagram", "handle": "claudiemercier"} | |
| 153 | +{"platform": "instagram", "handle": "marcfitt"} | |
| 154 | +{"platform": "instagram", "handle": "lucie"} | |
| 155 | +{"platform": "instagram", "handle": "rosalielessard"} | |
| 156 | +{"platform": "twitch", "handle": "quebec"} | |
| 157 | +{"platform": "twitch", "handle": "twitch"} | |
| 158 | +{"platform": "twitch", "handle": "assets"} | |
| 159 | +{"platform": "twitch", "handle": "videos"} | |
| 160 | +{"platform": "twitch", "handle": "inlacrimaelacrima"} | |
| 161 | +{"platform": "twitch", "handle": "acadianwoman"} | |
| 162 | +{"platform": "twitch", "handle": "alisonator"} | |
| 163 | +{"platform": "tiktok", "handle": "alisonation"} | |
| 164 | +{"platform": "twitch", "handle": "acadie"} | |
| 165 | +{"platform": "twitch", "handle": "acadiestream"} | |
| 166 | +{"platform": "x", "handle": "foxacadian"} | |
| 167 | +{"platform": "instagram", "handle": "foxacadian"} | |
| 168 | +{"platform": "instagram", "handle": "xboxuk"} | |
| 169 | +{"platform": "instagram", "handle": "noblechairs"} | |
| 170 | +{"platform": "instagram", "handle": "bethesda_uk"} | |
| 171 | +{"platform": "twitch", "handle": "acadianfox"} | |
| 172 | +{"platform": "x", "handle": "compose"} | |
| 173 | +{"platform": "x", "handle": "pixelatedvicka"} | |
| 174 | +{"platform": "x", "handle": "ff_xiv_en"} | |
| 175 | +{"platform": "x", "handle": "xboxuk"} | |
| 176 | +{"platform": "x", "handle": "xbox"} | |
| 177 | +{"platform": "x", "handle": "noblechairs"} | |
| 178 | +{"platform": "x", "handle": "bethesda_uk"} | |
| 179 | +{"platform": "x", "handle": "tos"} | |
| 180 | +{"platform": "x", "handle": "privacy"} | |
| 181 | +{"platform": "x", "handle": "articles"} | |
| 182 | +{"platform": "x", "handle": "resources"} | |
| 183 | +{"platform": "x", "handle": "en"} | |
| 184 | +{"platform": "instagram", "handle": "pixelatedvicka"} | |
| 185 | +{"platform": "instagram", "handle": "ff_xiv_en"} | |
| 186 | +{"platform": "instagram", "handle": "cbc"} | |
| 187 | +{"platform": "x", "handle": "cbc"} | |
| 188 | +{"platform": "tiktok", "handle": "alisonator"} | |
| 189 | +{"platform": "instagram", "handle": "minutemaquillage"} | |
| 190 | +{"platform": "instagram", "handle": "jeanfrancoiscd"} | |
| 191 | +{"platform": "instagram", "handle": "avedacanada"} | |
| 192 | +{"platform": "instagram", "handle": "virginievandelac"} | |
| 193 | +{"platform": "x", "handle": "vvandelac"} | |
| 194 | +{"platform": "instagram", "handle": "artistparmarilyn"} | |
| 195 | +{"platform": "tiktok", "handle": "artistparmarilyn"} | |
| 196 | +{"platform": "youtube", "handle": "artistparmarilyn"} | |
| 197 | +{"platform": "instagram", "handle": "lilirougecosmetics"} | |
| 198 | +{"platform": "tiktok", "handle": "lilirougecosmetics"} | |
| 199 | +{"platform": "instagram", "handle": "lapetitevengeance"} | |
| 200 | +{"platform": "instagram", "handle": "marcomarsolais"} | |
| 201 | +{"platform": "instagram", "handle": "aj.makeup"} | |
| 202 | +{"platform": "instagram", "handle": "sabiehairstylist"} | |
| 203 | +{"platform": "instagram", "handle": "luggageandlipstick"} | |
| 204 | +{"platform": "x", "handle": "luggage_lipstik"} | |
| 205 | +{"platform": "instagram", "handle": "bontraveler"} | |
| 206 | +{"platform": "instagram", "handle": "dominicpoirot"} | |
| 207 | +{"platform": "instagram", "handle": "lfayos"} | |
| 208 | +{"platform": "instagram", "handle": "loredana"} | |
| 209 | +{"platform": "instagram", "handle": "miss"} | |
| 210 | +{"platform": "instagram", "handle": "dermacureqc"} | |
| 211 | +{"platform": "instagram", "handle": "emmasroadmap"} | |
| 212 | +{"platform": "instagram", "handle": "antonioortegacouture"} | |
| 213 | +{"platform": "instagram", "handle": "mmodemtl"} | |
| 214 | +{"platform": "tiktok", "handle": "mmodemtl"} | |
| 215 | +{"platform": "youtube", "handle": "mmodelagrappemetropolitain4872"} | |
| 216 | +{"platform": "x", "handle": "linbleu"} | |
| 217 | +{"platform": "x", "handle": "gouvqc"} | |
| 218 | +{"platform": "instagram", "handle": "ellequebec"} | |
| 219 | +{"platform": "tiktok", "handle": "ellequebec"} | |
| 220 | +{"platform": "x", "handle": "ellequebec"} | |
| 221 | +{"platform": "instagram", "handle": "fringueefutee"} | |
| 222 | +{"platform": "instagram", "handle": "urbainedeschamps"} | |
| 223 | +{"platform": "instagram", "handle": "cestelle.ca"} | |
| 224 | +{"platform": "tiktok", "handle": "cestelle.ca"} | |
| 225 | +{"platform": "x", "handle": "cestellemode"} | |
| 226 | +{"platform": "instagram", "handle": "centrerockland"} | |
| 227 | +{"platform": "x", "handle": "centrerockland"} | |
| 228 | +{"platform": "instagram", "handle": "destinationnb"} | |
| 229 | +{"platform": "instagram", "handle": "village_acadien"} | |
| 230 | +{"platform": "youtube", "handle": "villagehistoriqueacadien_nb"} | |
| 231 | +{"platform": "instagram", "handle": "clubsportifmaa"} | |
| 232 | +{"platform": "instagram", "handle": "timeoutmontreal"} | |
| 233 | +{"platform": "instagram", "handle": "b52fit"} | |
| 234 | +{"platform": "instagram", "handle": "epix"} | |
| 235 | +{"platform": "instagram", "handle": "morphobleu.studio"} | |
| 236 | +{"platform": "instagram", "handle": "monstergymmtl"} | |
| 237 | +{"platform": "instagram", "handle": "cepsum"} | |
| 238 | +{"platform": "x", "handle": "cflri_icrcp"} | |
| 239 | +{"platform": "instagram", "handle": "econofitness"} | |
| 240 | +{"platform": "instagram", "handle": "jessica.b.25"} | |
| 241 | +{"platform": "instagram", "handle": "laulabo"} | |
| 242 | +{"platform": "instagram", "handle": "kaily"} | |
| 243 | +{"platform": "instagram", "handle": "fitnesssanteplus"} | |
| 244 | +{"platform": "tiktok", "handle": "fitnesssanteplus"} | |
| 245 | +{"platform": "instagram", "handle": "_chez_ashton_"} | |
| 246 | +{"platform": "instagram", "handle": "_qu"} | |
| 247 | +{"platform": "instagram", "handle": "_la_banquise_"} | |
| 248 | +{"platform": "instagram", "handle": "_le_plateau_"} | |
| 249 | +{"platform": "instagram", "handle": "_montr"} | |
| 250 | +{"platform": "instagram", "handle": "_poutineville_"} | |
| 251 | +{"platform": "instagram", "handle": "mywanderingvoyage"} | |
| 252 | +{"platform": "tiktok", "handle": "mywanderingvoyage"} | |
| 253 | +{"platform": "youtube", "handle": "mywanderingvoyage"} | |
| 254 | +{"platform": "instagram", "handle": "ontario"} | |
| 255 | +{"platform": "instagram", "handle": "scichefqc"} | |
| 256 | +{"platform": "x", "handle": "scichefqc"} | |
| 257 | +{"platform": "x", "handle": "francoislegault"} | |
| 258 | +{"platform": "instagram", "handle": "francoislegault"} | |
| 259 | +{"platform": "instagram", "handle": "frederiqueguay"} | |
| 260 | +{"platform": "x", "handle": "frederiqueguay"} | |
| 261 | +{"platform": "instagram", "handle": "urbanblisslife"} | |
| 262 | +{"platform": "tiktok", "handle": "urbanblisslife"} | |
| 263 | +{"platform": "x", "handle": "urbanblisslife"} | |
| 264 | +{"platform": "instagram", "handle": "noussommes.cafe"} | |
| 265 | +{"platform": "instagram", "handle": "berniebeigne"} | |
| 266 | +{"platform": "instagram", "handle": "lindork"} | |
| 267 | +{"platform": "instagram", "handle": "smithani"} | |
| 268 | +{"platform": "instagram", "handle": "suko287"} | |
| 269 | +{"platform": "instagram", "handle": "pamelinachang"} | |
| 270 | +{"platform": "instagram", "handle": "ginger"} | |
| 271 | +{"platform": "instagram", "handle": "erinbayly"} | |
| 272 | +{"platform": "instagram", "handle": "patisserie.coco"} | |
| 273 | +{"platform": "instagram", "handle": "kinkaizakayamtl"} | |
| 274 | +{"platform": "instagram", "handle": "raviolismaixiangyuan"} | |
| 275 | +{"platform": "instagram", "handle": "ottoyakitori"} | |
| 276 | +{"platform": "instagram", "handle": "fairmountbagel"} | |
| 277 | +{"platform": "instagram", "handle": "stviateurbagel"} | |
| 278 | +{"platform": "instagram", "handle": "bargeorgemtl"} | |
| 279 | +{"platform": "instagram", "handle": "lemalnecessaire"} | |
| 280 | +{"platform": "instagram", "handle": "lepetitdep"} | |
| 281 | +{"platform": "instagram", "handle": "kemcoba"} | |
| 282 | +{"platform": "instagram", "handle": "ladiperie"} | |
| 283 | +{"platform": "instagram", "handle": "zettiscremerie"} | |
| 284 | +{"platform": "instagram", "handle": "gibeauorangejulep"} | |
| 285 | +{"platform": "instagram", "handle": "restaurantaupieddecochon"} | |
| 286 | +{"platform": "instagram", "handle": "restaurant_cadet"} | |
| 287 | +{"platform": "instagram", "handle": "fiorellinosnackbar"} | |
| 288 | +{"platform": "instagram", "handle": "boustanrestaurant"} | |
| 289 | +{"platform": "instagram", "handle": "restolabanquise"} | |
| 290 | +{"platform": "instagram", "handle": "restobarmontrealpoutine"} | |
| 291 | +{"platform": "instagram", "handle": "schwartzsofficial"} | |
| 292 | +{"platform": "instagram", "handle": "ginger_mariah"} | |
| 293 | +{"platform": "instagram", "handle": "larisaopar"} | |
| 294 | +{"platform": "instagram", "handle": "biancaangotti"} | |
| 295 | +{"platform": "instagram", "handle": "jillds"} | |
| 296 | +{"platform": "instagram", "handle": "chels.robbins"} | |
| 297 | +{"platform": "instagram", "handle": "jengeegee"} | |
| 298 | +{"platform": "instagram", "handle": "shevonlam"} | |
| 299 | +{"platform": "instagram", "handle": "anisha_natalie"} | |
| 300 | +{"platform": "instagram", "handle": "gina._._marie"} | |
| 301 | +{"platform": "instagram", "handle": "dani.kuni"} | |
| 302 | +{"platform": "instagram", "handle": "maryannstep"} | |
| 303 | +{"platform": "instagram", "handle": "hopeful_li_soon"} | |
| 304 | +{"platform": "instagram", "handle": "fromnikiwithlove"} | |
| 305 | +{"platform": "instagram", "handle": "debs_wolf"} | |
| 306 | +{"platform": "instagram", "handle": "piggtailgirl"} | |
| 307 | +{"platform": "instagram", "handle": "rachelsrunway"} | |
| 308 | +{"platform": "instagram", "handle": "sketpicaljess"} | |
| 309 | +{"platform": "instagram", "handle": "justalillost"} | |
| 310 | +{"platform": "instagram", "handle": "elliotgaltgirl"} | |
| 311 | +{"platform": "instagram", "handle": "dr.neuroshannon"} | |
| 312 | +{"platform": "instagram", "handle": "sparrowandherbabies"} | |
| 313 | +{"platform": "instagram", "handle": "hiphu"} | |
| 314 | +{"platform": "instagram", "handle": "ansareece"} | |
| 315 | +{"platform": "instagram", "handle": "donopon"} | |
| 316 | +{"platform": "instagram", "handle": "hip_bean"} | |
| 317 | +{"platform": "instagram", "handle": "jaypeacee"} | |
| 318 | +{"platform": "instagram", "handle": "miktacular"} | |
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| 320 | +{"platform": "instagram", "handle": "dgordaneer"} | |
| 321 | +{"platform": "instagram", "handle": "pundogz"} | |
| 322 | +{"platform": "instagram", "handle": "anothernisha"} | |
| 323 | +{"platform": "instagram", "handle": "michelle835"} | |
| 324 | +{"platform": "instagram", "handle": "violet_pretty"} | |
| 325 | +{"platform": "instagram", "handle": "lillhabits"} | |
| 326 | +{"platform": "instagram", "handle": "habanerogal"} | |
| 327 | +{"platform": "instagram", "handle": "hojurific81"} | |
| 328 | +{"platform": "instagram", "handle": "devonhamplas"} | |
| 329 | +{"platform": "instagram", "handle": "dani_beee"} | |
| 330 | +{"platform": "instagram", "handle": "hunkaa.a"} | |
| 331 | +{"platform": "instagram", "handle": "adventuresofdustydoodle"} | |
| 332 | +{"platform": "instagram", "handle": "bestofshi"} | |
| 333 | +{"platform": "instagram", "handle": "asianting24"} | |
| 334 | +{"platform": "instagram", "handle": "shanss33"} | |
| 335 | +{"platform": "instagram", "handle": "miss_erin"} | |
| 336 | +{"platform": "instagram", "handle": "maepiq"} | |
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| 338 | +{"platform": "instagram", "handle": "mxmlvanity"} | |
| 339 | +{"platform": "instagram", "handle": "ofeliamtl2014"} | |
| 340 | +{"platform": "instagram", "handle": "kristenanto"} | |
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| 343 | +{"platform": "instagram", "handle": "kormachameleon"} | |
| 344 | +{"platform": "instagram", "handle": "liiveitout"} | |
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| 347 | +{"platform": "instagram", "handle": "natalie.mw"} | |
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| 349 | +{"platform": "instagram", "handle": "alexandrabeley"} | |
| 350 | +{"platform": "instagram", "handle": "activechacha"} | |
| 351 | +{"platform": "instagram", "handle": "katierainboww"} | |
| 352 | +{"platform": "instagram", "handle": "thatjenk"} | |
| 353 | +{"platform": "instagram", "handle": "joannechau7"} | |
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| 359 | +{"platform": "instagram", "handle": "genevieveshylo"} | |
| 360 | +{"platform": "tiktok", "handle": "lindorable"} | |
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| 368 | +{"platform": "instagram", "handle": "hopeful"} | |
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| 373 | +{"platform": "instagram", "handle": "dani"} | |
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| 375 | +{"platform": "instagram", "handle": "arthursmtl"} | |
| 376 | +{"platform": "instagram", "handle": "willing"} | |
| 377 | +{"platform": "instagram", "handle": "jennie"} | |
| 378 | +{"platform": "instagram", "handle": "cup"} | |
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| 380 | +{"platform": "instagram", "handle": "mapoulemouillee"} | |
| 381 | +{"platform": "instagram", "handle": "marcisurlaplaza"} | |
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| 585 | +{"platform": "instagram", "handle": "montreal_blandindelloye"} | |
| 586 | +{"platform": "instagram", "handle": "anabelfrechettephotographe"} | |
| 587 | +{"platform": "instagram", "handle": "leplusbojour"} | |
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| 590 | +{"platform": "instagram", "handle": "fleurdeurope"} | |
| 591 | +{"platform": "instagram", "handle": "papeterieetconfetti"} | |
| 592 | +{"platform": "instagram", "handle": "cleobolduc"} | |
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| 1233 | +{"platform": "instagram", "handle": "hellfiretattooco"} | |
| 1234 | +{"platform": "instagram", "handle": "heathenhandrecords"} | |
| 1235 | +{"platform": "instagram", "handle": "nikkarooo"} | |
| 1236 | +{"platform": "instagram", "handle": "forgatherfloralco"} | |
| 1237 | +{"platform": "instagram", "handle": "designingpolly"} | |
| 1238 | +{"platform": "instagram", "handle": "bluehavenwellness"} | |
| 1239 | +{"platform": "instagram", "handle": "livpilateswellness"} | |
| 1240 | +{"platform": "instagram", "handle": "pinklablondeclub"} | |
| 1241 | +{"platform": "instagram", "handle": "pinklablondeatelier"} | |
| 1242 | +{"platform": "instagram", "handle": "maurten"} | |
| 1243 | +{"platform": "instagram", "handle": "rouvyapp"} | |
| 1244 | +{"platform": "instagram", "handle": "bookishlifeofbrie"} | |
| 1245 | +{"platform": "instagram", "handle": "kindred.lindsay"} | |
| 1246 | +{"platform": "instagram", "handle": "kindred.bobcaygeon"} | |
| 1247 | +{"platform": "instagram", "handle": "dmilstein75"} | |
| 1248 | +{"platform": "instagram", "handle": "hrlexperience"} | |
| 1249 | +{"platform": "instagram", "handle": "arccommunity"} | |
| 1250 | +{"platform": "instagram", "handle": "okeanasretreats"} | |
| 1251 | +{"platform": "instagram", "handle": "thesoulslife"} | |
| 1252 | +{"platform": "instagram", "handle": "op.pfc"} | |
| 1253 | +{"platform": "instagram", "handle": "goldenheartcacao"} | |
| 1254 | +{"platform": "instagram", "handle": "sherisesfestival"} | |
| 1255 | +{"platform": "instagram", "handle": "cloudrealty"} | |
| 1256 | +{"platform": "instagram", "handle": "moresoona"} | |
| 1257 | +{"platform": "instagram", "handle": "thebarberszone.ca"} | |
| 1258 | +{"platform": "instagram", "handle": "dishwithjudy"} | |
| 1259 | +{"platform": "instagram", "handle": "lakeshoretattoocollective"} | |
| 1260 | +{"platform": "instagram", "handle": "clearcanvas.lasers"} | |
| 1261 | +{"platform": "instagram", "handle": "sandosmusic"} | |
| 1262 | +{"platform": "instagram", "handle": "amaaramaara"} | |
| 1263 | +{"platform": "instagram", "handle": "williamshirschtalent"} | |
| 1264 | +{"platform": "instagram", "handle": "chum1045"} | |
| 1265 | +{"platform": "instagram", "handle": "cynthiaandjosie"} | |
| 1266 | +{"platform": "instagram", "handle": "olivier.boyer"} | |
| 1267 | +{"platform": "instagram", "handle": "lovetunay"} | |
| 1268 | +{"platform": "instagram", "handle": "pineandpaisleyminiatures"} | |
| 1269 | +{"platform": "instagram", "handle": "drcindyhovington"} | |
| 1270 | +{"platform": "instagram", "handle": "thefeduppotter"} | |
| 1271 | +{"platform": "instagram", "handle": "cedricgrolet"} | |
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