Monitor Reddit trends by polling GET /r/{subreddit}/search and GET /r/{subreddit}/hot|rising via the Reddit Data API. Authenticate with OAuth2 (script-type app, read scope) and a User-Agent string. Free tier gives 60 RPM — enough to track 20 subreddits at 3 polls/minute. Critical: Pushshift is broken since 2023, so near-real-time monitoring only. RATELIMIT errors hide inside 200 OK responses.
API Quick Reference
OAuth 2.0
60 requests/minute
JSON
Available
Understanding the Reddit Data API
The Reddit Data API (oauth.reddit.com) is a REST JSON API giving programmatic access to all public Reddit content including posts, comments, subreddit listings, and search results. It uses fullname-based cursors (t3_abc123) for pagination rather than page offsets, and returns up to 100 items per request. The API runs on oauth.reddit.com — never www.reddit.com — when you have an OAuth token.
For trend monitoring, the most valuable endpoints are the listing endpoints (hot, rising, new, top) and the search endpoint with sort=new. These let you track what content is gaining traction in real time across any subreddit. Since Pushshift was shut down in 2023, you cannot search historical data — you are limited to near-real-time polling, typically going back 24-72 hours depending on subreddit activity.
Authentication uses OAuth2 with a script-type app, which is the simplest flow: you POST your credentials and get a Bearer token valid for 1 hour. The 60 RPM limit with OAuth is sufficient to monitor around 20 subreddits at 3 polls per minute each. Official docs: https://www.reddit.com/dev/api/
https://oauth.reddit.comSetting Up Reddit API Authentication
Reddit uses OAuth2 password-grant flow for script-type apps (bots you control). You POST your app credentials and Reddit account credentials to get a Bearer token. Tokens expire after 1 hour and must be refreshed. The User-Agent header is mandatory and must follow a specific format, or Reddit will aggressively throttle or block your requests.
- 1Go to https://www.reddit.com/prefs/apps and click 'are you a developer? create an app'
- 2Select 'script' as the app type (for personal bots you control)
- 3Set name to something descriptive like 'trend-monitor-bot'
- 4Set redirect_uri to http://localhost:8080 (required field, unused for script apps)
- 5Click 'create app' and note your client_id (shown under the app name) and client_secret
- 6You will also need your Reddit username and password for the password grant flow
- 7POST to https://www.reddit.com/api/v1/access_token with Basic auth (client_id:client_secret) and body grant_type=password&username=YOUR_USERNAME&password=YOUR_PASSWORD
- 8Store the returned access_token and refresh it before the 3600 second expiry
1import os2import requests3from requests.auth import HTTPBasicAuth45CLIENT_ID = os.environ['REDDIT_CLIENT_ID']6CLIENT_SECRET = os.environ['REDDIT_CLIENT_SECRET']7USERNAME = os.environ['REDDIT_USERNAME']8PASSWORD = os.environ['REDDIT_PASSWORD']9USER_AGENT = 'linux:trend-monitor:v1.0 (by /u/YOUR_USERNAME)'1011def get_access_token():12 response = requests.post(13 'https://www.reddit.com/api/v1/access_token',14 auth=HTTPBasicAuth(CLIENT_ID, CLIENT_SECRET),15 data={'grant_type': 'password', 'username': USERNAME, 'password': PASSWORD},16 headers={'User-Agent': USER_AGENT}17 )18 response.raise_for_status()19 return response.json()['access_token']Security notes
- •Store CLIENT_ID, CLIENT_SECRET, USERNAME, and PASSWORD in environment variables — never hardcode them
- •The User-Agent must follow the format '<platform>:<app-id>:<version> (by /u/<username>)' exactly — Reddit bans generic or missing User-Agents
- •Script-type apps use your Reddit account credentials — use a dedicated bot account, not your personal one
- •Tokens expire after 3600 seconds — build automatic refresh logic or request a new token before each run
- •Never share your client_secret or commit it to version control — treat it like a password
Key endpoints
/r/{subreddit}/searchSearch within a specific subreddit for posts matching a keyword query. Use restrict_sr=1 to limit to that subreddit. sort=new returns most recent matches first, which is ideal for trend monitoring.
| Parameter | Type | Required | Description |
|---|---|---|---|
q | string | required | Search query string — supports Reddit search syntax |
restrict_sr | number | optional | Set to 1 to restrict results to the specified subreddit only |
sort | string | optional | Sort order: new (default for monitoring), relevance, hot, top, comments |
limit | number | optional | Number of results to return, max 100 |
after | string | optional | Fullname cursor for pagination (e.g. t3_abc123) |
Response
1{"data": {"after": "t3_abc123", "children": [{"data": {"id": "abc123", "title": "New AI tool just dropped", "subreddit": "MachineLearning", "score": 1247, "num_comments": 89, "url": "https://reddit.com/r/MachineLearning/comments/abc123/", "created_utc": 1748900000, "author": "user123"}}]}}/r/{subreddit}/hotReturns the current hot posts for a subreddit, sorted by Reddit's hotness algorithm (upvotes + recency). Ideal for detecting trending topics before they peak.
| Parameter | Type | Required | Description |
|---|---|---|---|
limit | number | optional | Number of posts to return, max 100 |
after | string | optional | Fullname cursor for pagination |
Response
1{"data": {"after": "t3_xyz789", "children": [{"data": {"id": "xyz789", "title": "Breaking: Major announcement from OpenAI", "score": 8432, "upvote_ratio": 0.97, "num_comments": 412, "created_utc": 1748895000, "url": "https://openai.com/blog/announcement"}}]}}/r/{subreddit}/risingReturns posts that are gaining upvotes quickly — the rising feed catches trending content earlier than the hot feed. Best for early trend detection.
| Parameter | Type | Required | Description |
|---|---|---|---|
limit | number | optional | Number of posts to return, max 100 |
after | string | optional | Fullname cursor for pagination |
Response
1{"data": {"after": null, "children": [{"data": {"id": "def456", "title": "This new framework is taking off", "score": 234, "upvote_ratio": 0.95, "num_comments": 47, "created_utc": 1748898000}}]}}/searchCross-Reddit global search across all subreddits. Use to monitor a keyword across the entire platform instead of a single subreddit.
| Parameter | Type | Required | Description |
|---|---|---|---|
q | string | required | Search query string |
sort | string | optional | Sort by: new, relevance, hot, top |
limit | number | optional | Results per page, max 100 |
after | string | optional | Pagination cursor |
Response
1{"data": {"after": "t3_ghi012", "children": [{"data": {"id": "ghi012", "title": "Keyword mention in r/technology", "subreddit": "technology", "score": 567, "num_comments": 23}}]}}Step-by-step automation
Authenticate and Get an OAuth Token
Why: All Reddit API requests need a valid Bearer token — without it, you're limited to 10 RPM instead of 60 RPM.
POST to https://www.reddit.com/api/v1/access_token (note: not oauth.reddit.com) with HTTP Basic auth using your client_id as username and client_secret as password. Include your Reddit account username and password in the form body. Store the returned access_token and note its 3600-second expiry.
1curl -X POST https://www.reddit.com/api/v1/access_token \2 -u 'YOUR_CLIENT_ID:YOUR_CLIENT_SECRET' \3 -H 'User-Agent: linux:trend-monitor:v1.0 (by /u/YOUR_USERNAME)' \4 -d 'grant_type=password&username=YOUR_USERNAME&password=YOUR_PASSWORD'Pro tip: Token endpoint is at www.reddit.com, not oauth.reddit.com — all other API calls go to oauth.reddit.com after you have the token
Expected result: JSON response with access_token (a long string), token_type: 'bearer', and expires_in: 3600
Search a Subreddit for Keyword Mentions
Why: Keyword search with sort=new catches fresh mentions of your tracked topics as they're posted.
Send a GET to https://oauth.reddit.com/r/{subreddit}/search with your keyword as q, restrict_sr=1, and sort=new. Parse the children array for post titles, scores, and timestamps. Track the 'after' cursor value to paginate if needed. Store each post's ID to avoid duplicate alerts.
1curl -G 'https://oauth.reddit.com/r/MachineLearning/search' \2 -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' \3 -H 'User-Agent: linux:trend-monitor:v1.0 (by /u/YOUR_USERNAME)' \4 --data-urlencode 'q=GPT' \5 -d 'restrict_sr=1&sort=new&limit=25'Pro tip: Set a cutoff timestamp (e.g. posts from the last 15 minutes only) by comparing created_utc to Date.now()/1000 — otherwise you'll re-process old posts on every poll
Expected result: Array of post objects each with id, title, subreddit, score, num_comments, created_utc, url, and author fields
Fetch the Hot and Rising Feeds for Trend Detection
Why: The /hot and /rising feeds catch trending content that may not match exact keywords — rising in particular surfaces posts gaining momentum before they hit the front page.
Poll /r/{subreddit}/rising and /r/{subreddit}/hot with limit=100 to get the current trending posts. Compare each poll to the previous snapshot to detect new entries — posts that appeared in rising since the last check are the freshest trends. Score velocity (score increase per minute) is more useful than raw score for spotting emerging trends.
1# Get rising posts2curl 'https://oauth.reddit.com/r/technology/rising?limit=100' \3 -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' \4 -H 'User-Agent: linux:trend-monitor:v1.0 (by /u/YOUR_USERNAME)'56# Get hot posts7curl 'https://oauth.reddit.com/r/technology/hot?limit=100' \8 -H 'Authorization: Bearer YOUR_ACCESS_TOKEN' \9 -H 'User-Agent: linux:trend-monitor:v1.0 (by /u/YOUR_USERNAME)'Pro tip: Poll /rising every 5 minutes and /hot every 15 minutes — rising changes faster and hot is slower-moving
Expected result: Array of post objects from the selected feed; new entries compared to previous poll indicate emerging trends
Detect Volume Spikes and Send Alerts
Why: Raw post counts aren't meaningful — you need to compare current volume to a rolling baseline to detect genuine trend spikes worth alerting on.
Count keyword mentions per time window (e.g. last 15 minutes) and compare to the rolling average of the past hour. If current volume exceeds the average by a configured multiplier (e.g. 3x), fire an alert. Send the alert to Slack or email with the top post as context. Store keyword counts in a simple dict or Redis for the rolling window.
1# Trigger a Slack alert when spike detected2curl -X POST YOUR_SLACK_WEBHOOK_URL \3 -H 'Content-Type: application/json' \4 -d '{5 "text": "*Reddit Trend Alert*: \"GPT\" is spiking in r/MachineLearning — 18 mentions in last 15 min (baseline: 4)",6 "attachments": [{"title": "Top post: New GPT model benchmarks released", "title_link": "https://reddit.com/r/MachineLearning/comments/abc123/", "text": "Score: 1247 | 89 comments"}]7 }'Pro tip: Use a subreddit-specific baseline — a busy subreddit like r/news has different baseline volumes than a niche community like r/AItools
Expected result: Alert sent to Slack when keyword volume exceeds the rolling baseline by the configured multiplier, with the top post as context
Complete working code
This script polls multiple subreddits for keyword mentions every 15 minutes, compares mention counts to a rolling hourly baseline, and sends a Slack alert when volume spikes above a 3x threshold. It handles OAuth2 token refresh automatically and includes RATELIMIT detection from 200 OK responses.
1#!/usr/bin/env python32import os3import time4import logging5import requests6from requests.auth import HTTPBasicAuth7from collections import defaultdict, deque89logging.basicConfig(level=logging.INFO, format='%(asctime)s %(message)s')1011CLIENT_ID = os.environ['REDDIT_CLIENT_ID']12CLIENT_SECRET = os.environ['REDDIT_CLIENT_SECRET']13USERNAME = os.environ['REDDIT_USERNAME']14PASSWORD = os.environ['REDDIT_PASSWORD']15SLACK_WEBHOOK = os.environ['SLACK_WEBHOOK_URL']16USER_AGENT = f'linux:trend-monitor:v1.0 (by /u/{USERNAME})'1718MONITOR_CONFIG = [19 {'subreddit': 'MachineLearning', 'keywords': ['GPT', 'Claude', 'LLM']},20 {'subreddit': 'technology', 'keywords': ['AI', 'automation']},21]22SPIKE_MULTIPLIER = 3.023POLL_INTERVAL = 900 # 15 minutes2425token = None26token_expiry = 027counts_history = defaultdict(lambda: deque(maxlen=4))2829def get_token():30 global token, token_expiry31 resp = requests.post(32 'https://www.reddit.com/api/v1/access_token',33 auth=HTTPBasicAuth(CLIENT_ID, CLIENT_SECRET),34 data={'grant_type': 'password', 'username': USERNAME, 'password': PASSWORD},35 headers={'User-Agent': USER_AGENT},36 timeout=1037 )38 resp.raise_for_status()39 data = resp.json()40 token = data['access_token']41 token_expiry = time.time() + data['expires_in'] - 6042 logging.info('OAuth token refreshed')4344def ensure_token():45 if time.time() >= token_expiry:46 get_token()4748def reddit_get(path, params=None):49 ensure_token()50 resp = requests.get(51 f'https://oauth.reddit.com{path}',52 headers={'Authorization': f'Bearer {token}', 'User-Agent': USER_AGENT},53 params=params,54 timeout=1555 )56 resp.raise_for_status()57 data = resp.json()58 # Check for RATELIMIT in 200 OK body59 if isinstance(data, dict) and data.get('errors'):60 for err in data['errors']:61 if err[0] == 'RATELIMIT':62 raise Exception(f'Reddit RATELIMIT: {err[1]}')63 return data6465def search_subreddit(subreddit, keyword):66 data = reddit_get(f'/r/{subreddit}/search', {67 'q': keyword, 'restrict_sr': 1, 'sort': 'new', 'limit': 10068 })69 return [c['data'] for c in data['data']['children']]7071def count_recent(posts, minutes=15):72 cutoff = time.time() - minutes * 6073 return [p for p in posts if p['created_utc'] > cutoff]7475def send_alert(keyword, subreddit, count, baseline, top_post):76 msg = {77 'text': f'*Reddit Trend Alert* \u2191 "{keyword}" in r/{subreddit}: {count} mentions in 15min (baseline: {baseline:.1f}x)',78 'attachments': [{79 'title': top_post['title'],80 'title_link': f'https://reddit.com{top_post["permalink"]}',81 'text': f'Score: {top_post["score"]} | {top_post["num_comments"]} comments'82 }]83 }84 requests.post(SLACK_WEBHOOK, json=msg, timeout=5)85 logging.info(f'Alert sent: {keyword} in r/{subreddit}')8687def run_poll():88 for config in MONITOR_CONFIG:89 sub = config['subreddit']90 for kw in config['keywords']:91 key = f'{sub}:{kw}'92 try:93 posts = search_subreddit(sub, kw)94 recent = count_recent(posts)95 count = len(recent)96 history = counts_history[key]97 if len(history) >= 2:98 baseline = sum(history) / len(history)99 if baseline > 0 and count >= baseline * SPIKE_MULTIPLIER:100 top = max(recent, key=lambda p: p['score'], default=None)101 if top:102 send_alert(kw, sub, count, baseline, top)103 history.append(count)104 logging.info(f'r/{sub} "{kw}": {count} recent posts')105 time.sleep(1) # Respect rate limits106 except Exception as e:107 logging.error(f'Error checking {key}: {e}')108109if __name__ == '__main__':110 get_token()111 while True:112 run_poll()113 time.sleep(POLL_INTERVAL)Error handling
{"json": {"errors": [["RATELIMIT", "you are doing that too much. try again in 8 minutes.", "ratelimit"]]}}Reddit embeds RATELIMIT errors inside 200 OK responses (not 429). This happens when you exceed per-subreddit posting limits or the global rate limit.
Parse json.errors in every response body. If errors array is non-empty and first element is 'RATELIMIT', extract the wait time from the message and sleep accordingly before retrying.
Extract minutes from error message string, sleep for that duration plus 30 seconds buffer, then retry once
Too Many RequestsYou exceeded the 60 RPM global rate limit with OAuth or 10 RPM without OAuth. Also fires if your User-Agent is missing or invalid.
Check that your User-Agent follows the format '<platform>:<app-id>:<version> (by /u/<username>)'. Add a 1-second sleep between requests and track requests per minute.
Exponential backoff starting at 60 seconds, max 600 seconds
UnauthorizedAccess token has expired (tokens last 3600 seconds) or the token is invalid.
Re-authenticate by POSTing to /api/v1/access_token to get a fresh token. Track token_expiry and proactively refresh 60 seconds before expiry.
Refresh token immediately and retry the failed request once
ForbiddenAttempting to access a private or quarantined subreddit, or your account lacks the required permissions.
Check if the subreddit is public. Private subreddits require the account to be an approved member. Quarantined subreddits require explicit opt-in.
Do not retry — remove the subreddit from monitoring or handle with a warning log
Not FoundThe subreddit does not exist or has been banned.
Validate subreddit names with GET /r/{subreddit}/about before adding to the monitor config.
Do not retry — remove the subreddit from config and log the error
Rate Limits for Reddit API
| Scope | Limit | Window |
|---|---|---|
| Per app (with OAuth) | 60 requests | per minute |
| Per app (without OAuth) | 10 requests | per minute |
| Per subreddit (RATELIMIT in 200 OK) | Varies by account karma | enforced per subreddit |
1import time2import requests34def reddit_request_with_retry(url, headers, params=None, max_retries=3):5 for attempt in range(max_retries):6 resp = requests.get(url, headers=headers, params=params, timeout=15)7 if resp.status_code == 429:8 wait = 60 * (2 ** attempt)9 time.sleep(wait)10 continue11 resp.raise_for_status()12 data = resp.json()13 # Check RATELIMIT embedded in 200 OK14 if isinstance(data, dict) and data.get('json', {}).get('errors'):15 for err in data['json']['errors']:16 if err[0] == 'RATELIMIT':17 raise Exception(f'RATELIMIT: {err[1]}')18 return data19 raise Exception('Max retries exceeded')- Always use OAuth — it gives 60 RPM vs 10 RPM without it, a 6x difference
- Add a 1-second sleep between consecutive API calls to stay well under the 60 RPM limit
- Poll at 15-minute intervals for trend monitoring — more frequent polling wastes quota and rarely adds value
- Cache subreddit metadata (about endpoint) and refresh it hourly rather than on every poll
- Always parse the response body for RATELIMIT errors even on 200 OK responses
Security checklist
- Store CLIENT_ID, CLIENT_SECRET, USERNAME, and PASSWORD in environment variables — never in code or version control
- Use a dedicated Reddit bot account rather than your personal account for automated monitoring
- The User-Agent must identify your app uniquely — generic User-Agents like 'python-requests' trigger aggressive throttling
- Set the User-Agent to include your username so Reddit can contact you if your bot misbehaves
- Validate that subreddits in your config are public before starting monitoring to avoid unnecessary 403 errors
- Log all API calls with timestamps for debugging rate limit issues and audit trails
- Rotate your Reddit app credentials if they are ever exposed or if you suspect unauthorized use
Automation use cases
Brand Mention Monitor
beginnerTrack mentions of your company or product name across target subreddits and get Slack alerts when volume spikes or sentiment shifts.
Competitor Intelligence Dashboard
intermediateMonitor mentions of competitor names across relevant subreddits and compare mention volumes weekly to track share of voice.
Industry Trend Alerting
beginnerTrack industry keywords (e.g. 'AI model', 'new framework') across 20+ subreddits and send daily digests with top posts by engagement.
Reddit-to-Content Pipeline
intermediateAutomatically log trending posts to a Google Sheet or Notion database for content inspiration, including title, score, top comments, and URL.
No-code alternatives
Don't want to write code? These platforms can automate the same workflows visually.
Zapier
Free tier available; paid from $19.99/monthZapier's Reddit integration can monitor subreddits for new posts matching keywords and trigger actions like Slack messages or spreadsheet rows.
- + No code required
- + Connects to 5,000+ apps
- + Reliable managed infrastructure
- - Limited to new posts — no volume/spike analysis
- - Can't monitor rising or hot feeds
- - Paid plans required for high-volume monitoring
Make
Free tier available; paid from $9/monthMake (formerly Integromat) has a Reddit module for monitoring subreddits and routing new posts to any destination.
- + Visual workflow builder
- + More flexible than Zapier for data transformation
- + Lower cost per operation
- - No native spike detection — requires custom logic
- - Limited to new posts, not rising/hot
- - Learning curve for complex scenarios
n8n
Self-hosted free; cloud from €20/monthn8n's Reddit node supports polling subreddits for new posts; self-hosted version gives full control over polling frequency and data storage.
- + Self-hostable for full data control
- + Can implement custom spike detection logic with Code nodes
- + No per-operation pricing on self-hosted
- - Requires self-hosting setup
- - Reddit node is basic — advanced monitoring needs custom HTTP Request nodes
- - No built-in alerting
Best practices
- Always authenticate with OAuth2 — the 60 RPM limit vs 10 RPM without OAuth makes a 6x difference in what you can monitor
- Use the /rising endpoint alongside keyword search — rising catches trends before they reach /hot and may not contain your exact keyword
- Store the fullname (t3_abc123) of already-seen posts to avoid re-alerting on the same content across polls
- Track score velocity (score now minus score on previous poll) rather than absolute score to identify posts gaining momentum
- Do not rely on Pushshift or third-party Reddit search tools — they have been unreliable since the 2023 API changes
- Build your baseline on at least 4 historical data points (1 hour of 15-minute polls) before firing spike alerts to avoid false positives
- Include the subreddit name in your alerts — the same keyword can mean different things in different communities
Ask AI to help
Copy one of these prompts to get a personalized, working implementation.
I'm building a Reddit trend monitoring bot using Python and the Reddit OAuth2 API (oauth.reddit.com). I poll /r/{subreddit}/search with sort=new and /r/{subreddit}/rising. I need to detect volume spikes by comparing current mention counts to a rolling 1-hour baseline. My issue is that RATELIMIT errors come inside 200 OK response bodies, not as HTTP 429. Can you help me write robust request handling that checks for embedded RATELIMIT errors and implements a per-subreddit cooldown?
Build a Reddit trend monitoring dashboard UI. It should show a table of tracked subreddit+keyword pairs with columns: subreddit, keyword, mentions in last 15 min, baseline (1h average), spike ratio, and status (Normal/Spiking). Add a chart showing mention volume over the last 4 hours per keyword. Include a form to add new subreddit+keyword pairs to monitor. Use a green/yellow/red status indicator based on the spike ratio. The backend is a Python script polling the Reddit API every 15 minutes — this is just the frontend.
Frequently asked questions
Is the Reddit API free for trend monitoring?
Yes, for most use cases. The Data API is free for script-type OAuth2 apps at 60 RPM — sufficient to monitor 20+ subreddits. The commercial Data API tier ($12,000/month) is only required for large-scale data platforms. Mod bots are guaranteed free forever per Reddit's 2023 commitment.
Can I access historical Reddit data for trend analysis?
No. Pushshift, the main historical Reddit data tool, was shut down in 2023. The Reddit API only allows near-real-time access — you can search recent posts but cannot reliably query data older than a few days. Build your own historical database by storing poll results from day one.
What happens when I hit the rate limit?
Reddit may return HTTP 429 for global rate limit violations, but subreddit-specific rate limits return as RATELIMIT errors inside a 200 OK response body: {"json": {"errors": [["RATELIMIT", "you are doing that too much. try again in N minutes.", "ratelimit"]]}}. You must parse the JSON body for errors on every request — never just check the HTTP status code.
How often should I poll subreddits for trends?
Poll /r/{subreddit}/search with sort=new every 15 minutes and /r/{subreddit}/rising every 5 minutes. More frequent polling rarely adds value for trend detection and wastes your 60 RPM quota. At 15-minute intervals monitoring 10 subreddits with 3 keywords each, you use about 30 requests per 15 minutes — well within limits.
Can I monitor private or NSFW subreddits?
Private subreddits require your bot account to be an approved member. NSFW subreddits require the account to be 18+ verified on Reddit and for the OAuth scope to include appropriate permissions. Quarantined subreddits require explicit opt-in via the API. For most brand monitoring use cases, you should only need public subreddits.
Why is my User-Agent important and what should it look like?
Reddit requires a descriptive User-Agent and bans generic ones like 'python-requests' or 'curl'. The required format is '<platform>:<app-id>:<version> (by /u/<username>)' — for example: 'linux:mycompany-trend-monitor:v1.0 (by /u/mybotaccount)'. A missing or generic User-Agent causes 429 throttling even if you are within rate limits.
Can RapidDev build a custom Reddit trend monitoring tool for my business?
Yes. RapidDev has built 600+ integrations including social media monitoring systems. We can build a production-grade Reddit trend tracker with custom alerting rules, multi-platform dashboards, and historical data storage. Book a free consultation at rapidevelopers.com.
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