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                        "body": "Network World | From the data center to the edge Topics NewsOpinionFeaturesBuyer’s GuidesNewslettersResources AboutAbout UsAdvertiseContact UsEditorial Ethics PolicyFoundry CareersReprintsNewslettersContribute to Network WorldAdd Network World as a Preferred Source in Google SearchPoliciesTerms of ServicePrivacy PolicyCookie PolicyCopyright NoticeMember PreferencesAbout AdChoicesYour California Privacy RightsOur NetworkCIOCSOComputerworldInfoWorldMoreNewsFeaturesBlogs/OpinionBrandPostsEventsVideosBuyer’s Guides Close Artificial IntelligenceGenerative AICareersCloud ComputingCPUs and ProcessorsData CenterEdge ComputingEnterprise StorageLinuxVirtualization Industry5GNetworkingInternet of ThingsNetwork Management SoftwareNetwork SecuritySecurityAnalyticsIT LeadershipEnterprise Buyer’s Guides Back Close Americas United States Back Close Popular Topics Generative AINetworkingCloud ComputingData CenterLinuxVirtualization Search Topics NewsOpinionFeaturesBuyer’s GuidesNewslettersResourcesAboutPoliciesOur NetworkMore Back Topics Artificial IntelligenceGenerative AICareersCloud ComputingCPUs and ProcessorsData CenterEdge ComputingEnterprise StorageLinuxVirtualizationIndustry5GNetworkingInternet of ThingsNetwork Management SoftwareNetwork SecuritySecurityAnalyticsIT LeadershipEnterprise Buyer’s Guides Back AboutAbout UsAdvertiseContact UsEditorial Ethics PolicyFoundry CareersReprintsNewslettersContribute to Network WorldAdd Network World as a Preferred Source in Google Search Back PoliciesTerms of ServicePrivacy PolicyCookie PolicyCopyright NoticeMember PreferencesAbout AdChoicesYour California Privacy Rights Back Our NetworkCIOCSOComputerworldInfoWorld Back MoreNewsFeaturesBlogs/OpinionBrandPostsEventsVideosBuyer’s Guides Latest from todayNewsMicrosoft’s laser-free cable tech promises to slash AI data center networking power billsMOSAIC ditches lasers for cheap MicroLEDs and medical imaging fiber, cuts cabling energy by up to 50%, and already fits in a standard transceiver after a proof-of-concept with MediaTek.By Gyana SwainMar 18, 20265 minsData CenterNetworking News Nvidia announces Vera Rubin platform, signaling a shift to full-stack AI infrastructureBy Prasanth Aby ThomasMar 17, 20265 minsArtificial IntelligenceCPUs and ProcessorsData CenterNews Analysis Quantum Elements cuts quantum error rates using AI-powered digital twinBy Maria KorolovMar 16, 20264 minsArtificial IntelligenceData CenterHigh-Performance Computing NewsNvidia targets inference as AI’s next battleground with Groq 3 LPXBy Taryn Plumb Mar 17, 20267 minsArtificial IntelligenceCPUs and Processors NewsWhy Nvidia’s DGX Rubin NVL8 runs on Intel Xeon 6By Nidhi Singal Mar 17, 20265 minsArtificial IntelligenceCPUs and Processors NewsHPE, Nvidia expand AI partnershipBy Michael Cooney Mar 17, 20264 minsHigh-Performance ComputingServersSupercomputers NewsChip wafer shortage will run through 2030 as AI demand overwhelms supply: SK Hynix chiefBy Gyana Swain Mar 17, 20265 minsArtificial IntelligenceData Center NewsCato Networks unveils GPU-powered SASE with native AI security controlsBy Denise Dubie Mar 17, 20264 minsNetwork SecuritySASEWAN NewsAvailable’s $5B Project Qestrel aims to roll out 1,000 AI-ready edge data centers by year’s endBy Taryn Plumb Mar 16, 20265 minsArtificial IntelligenceData CenterEdge Computing More network and infrastructure newsnewsOpenAI’s $50B AWS deal puts its Microsoft alliance to the testMicrosoft is questioning whether OpenAI’s recent partnership with AWS conflicts with the existing Azure exclusivity arrangement. By Taryn Plumb Mar 18, 2026 6 minsAmazon…",
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                        "country_code": "US",
                        "usage_type": "Content Delivery Network",
                        "isp": "Automattic, Inc",
                        "domain": "automattic.com",
                        "budget": {
                            "provider": "abuseipdb",
                            "window_key": "2026-03-19",
                            "used": 422,
                            "limit": 850,
                            "remaining": 428,
                            "updated_at": "2026-03-19T06:14:44+00:00"
                        },
                        "facts": [],
                        "highlights": [],
                        "citations": [
                            {
                                "title": "AbuseIPDB IP reputation check",
                                "url": "https://docs.abuseipdb.com/",
                                "host": "docs.abuseipdb.com",
                                "snippet": "Primary IP 192.0.66.49 scored 0/100 with 0 report(s).",
                                "source_type": "api_reputation"
                            }
                        ]
                    },
                    "ipinfo": {
                        "status": "ok",
                        "confidence": 54,
                        "ip": "192.0.66.49",
                        "asn": "AS2635",
                        "as_name": "Automattic, Inc",
                        "as_domain": "automattic.com",
                        "country_code": "US",
                        "country": "United States",
                        "region": "",
                        "city": "",
                        "flags": [],
                        "highlights": [
                            "IPinfo resolved the primary IP to US on AS2635."
                        ],
                        "citations": [
                            {
                                "title": "IPinfo IP enrichment",
                                "url": "https://ipinfo.io/developers",
                                "host": "ipinfo.io",
                                "snippet": "Primary IP 192.0.66.49 geolocates to US.",
                                "source_type": "ip_enrichment"
                            }
                        ]
                    },
                    "censys": {
                        "status": "error",
                        "error": "HTTP 401: {\"code\": 401, \"status\": \"Unauthorized\", \"error\": \"You must authenticate with a valid API ID and secret.\"}"
                    },
                    "sslmate": {
                        "status": "error",
                        "error": "HTTP 429: {\"code\":\"rate_limited\",\"message\":\"You have exceeded the domain search rate limit for the SSLMate CT Search API. Please try again later, or upgrade your Cert Spotter plan by visiting .\"}"
                    }
                },
                "facts": [],
                "citations": [
                    {
                        "title": "AbuseIPDB IP reputation check",
                        "url": "https://docs.abuseipdb.com/",
                        "host": "docs.abuseipdb.com",
                        "snippet": "Primary IP 192.0.66.49 scored 0/100 with 0 report(s).",
                        "source_type": "api_reputation"
                    },
                    {
                        "title": "IPinfo IP enrichment",
                        "url": "https://ipinfo.io/developers",
                        "host": "ipinfo.io",
                        "snippet": "Primary IP 192.0.66.49 geolocates to US.",
                        "source_type": "ip_enrichment"
                    }
                ],
                "highlights": [
                    "IPinfo resolved the primary IP to US on AS2635."
                ],
                "resolved_ips": [
                    "192.0.66.49"
                ],
                "primary_ip": "192.0.66.49",
                "quality": {
                    "provider_diversity_score": 50,
                    "provider_confidence_score": 56,
                    "provider_fact_count": 0
                }
            },
            "evidence": {
                "scores": {
                    "legit": 0,
                    "safe": 0,
                    "trusted": 0,
                    "caution": 0,
                    "scam": 0,
                    "dangerous": 0,
                    "spam": 0,
                    "nsfw": 0
                },
                "counts": {
                    "official_presence": 0,
                    "business_profiles": 0,
                    "positive_reviews": 0,
                    "negative_reviews": 0,
                    "scam_reports": 0,
                    "dangerous_reports": 0,
                    "spam_reports": 0,
                    "adult_reports": 0
                },
                "tag_support": [],
                "top_supporting_facts": [],
                "top_positive_facts": []
            },
            "quality": {
                "source_diversity_score": 0,
                "entity_coverage_score": 100,
                "freshness_score": 18,
                "confidence": 25,
                "documents_fetched": 1,
                "external_documents_fetched": 0,
                "fact_count": 0,
                "avg_source_trust": 55,
                "avg_entity_score": 100,
                "fetch_success_rate": 100,
                "exact_match_score": 0,
                "query_coverage_score": 20,
                "host_coverage_score": 20,
                "source_type_coverage_score": 25,
                "qualified_evidence_score": 0,
                "exact_match_documents": 0,
                "blocked_candidates": 0,
                "used_direct_fallback": true,
                "external_results_found": 0,
                "provider_diversity_score": 50,
                "provider_confidence_score": 56,
                "provider_fact_count": 0
            },
            "decision": {
                "state": "insufficient",
                "uncertainty": true,
                "candidate_support": 0,
                "candidate_contradiction": 0,
                "supports": {
                    "dangerous": false,
                    "scam": false,
                    "spam": false,
                    "nsfw": false,
                    "trusted": false
                },
                "evidence_quality": "low",
                "state_label": "Inconclusive",
                "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
            },
            "signals": {
                "scores": {
                    "legit": 0,
                    "safe": 0,
                    "trusted": 0,
                    "caution": 0,
                    "scam": 0,
                    "dangerous": 0,
                    "spam": 0,
                    "nsfw": 0
                },
                "counts": {
                    "official_presence": 0,
                    "business_profiles": 0,
                    "positive_reviews": 0,
                    "negative_reviews": 0,
                    "scam_reports": 0,
                    "dangerous_reports": 0,
                    "spam_reports": 0,
                    "adult_reports": 0
                },
                "candidate_support": 0,
                "candidate_contradiction": 0,
                "highlights": [
                    "IPinfo resolved the primary IP to US on AS2635.",
                    "External evidence remained inconclusive because diversity, exact matching, or confidence was still too weak."
                ]
            },
            "citations": [
                {
                    "title": "AbuseIPDB IP reputation check",
                    "url": "https://docs.abuseipdb.com/",
                    "host": "docs.abuseipdb.com",
                    "snippet": "Primary IP 192.0.66.49 scored 0/100 with 0 report(s).",
                    "source_type": "api_reputation"
                },
                {
                    "title": "IPinfo IP enrichment",
                    "url": "https://ipinfo.io/developers",
                    "host": "ipinfo.io",
                    "snippet": "Primary IP 192.0.66.49 geolocates to US.",
                    "source_type": "ip_enrichment"
                }
            ],
            "urlscan": {
                "domain": "networkworld.com",
                "status": "pending",
                "submitted_at": "2026-03-19T06:14:43+00:00",
                "last_checked_at": "2026-03-19T06:14:43+00:00",
                "last_error": "",
                "submitted_url": "https://networkworld.com/",
                "summary": "urlscan.io accepted the scan. Waiting for the final report to finish.",
                "uuid": "019d04bb-67ad-7758-af2b-70d37f6d73b2",
                "result_url": "https://urlscan.io/result/019d04bb-67ad-7758-af2b-70d37f6d73b2/",
                "api_result_url": "https://urlscan.io/api/v1/result/019d04bb-67ad-7758-af2b-70d37f6d73b2/",
                "visibility": "public",
                "raw_submit_response": {
                    "message": "Submission successful",
                    "uuid": "019d04bb-67ad-7758-af2b-70d37f6d73b2",
                    "result": "https://urlscan.io/result/019d04bb-67ad-7758-af2b-70d37f6d73b2/",
                    "api": "https://urlscan.io/api/v1/result/019d04bb-67ad-7758-af2b-70d37f6d73b2/",
                    "visibility": "public",
                    "options": [],
                    "url": "https://networkworld.com/"
                },
                "report": [],
                "report_summary": [],
                "is_fresh": false,
                "can_retry": false,
                "poll_after_seconds": 20
            },
            "eligibility": {
                "budget_ms": 4200,
                "search_budget_ms": 1600,
                "review_budget_ms": 2600,
                "query_cap": 2,
                "provider_cap": 1,
                "result_cap": 6,
                "review_document_cap": 4,
                "search_connect_timeout": 2,
                "search_timeout": 3,
                "review_connect_timeout": 2,
                "review_timeout": 3,
                "allowed": true,
                "mode": "normal",
                "decision_code": "run_normal",
                "reason": "recent-crawl",
                "summary": "Running a standard intelligence pass because the current signals need third-party corroboration.",
                "cooldown": {
                    "active": false,
                    "empty_attempts": 0,
                    "next_allowed_at": "",
                    "reason": "",
                    "provider_retry_at": ""
                },
                "suffix": {
                    "tld": "com",
                    "registered_suffix": "com",
                    "class": "high_confidence",
                    "reserved": false
                },
                "signals": {
                    "trust_score": 0,
                    "quality_score": 0,
                    "safety_score": 0,
                    "fraud_score": 0,
                    "spam_score": 0,
                    "nsfw_score": 0,
                    "score_confidence": 0,
                    "risk_label": "unknown",
                    "crawl_blocked": false,
                    "last_http_status": 200,
                    "content_word_count": 7525,
                    "internal_links_count": 86,
                    "site_name": "Network World",
                    "title": "Network World | From the data center to the edge",
                    "is_tracked": false
                }
            },
            "cooldown": {
                "empty_attempts": 1,
                "next_allowed_at": "2026-03-26T06:14:45+00:00",
                "reason": "Recent intelligence runs produced no qualified third-party evidence, so retries are cooled down to save budget.",
                "provider_retry_at": "",
                "last_reason": "recent-crawl"
            },
            "debug": {
                "top_supporting_facts": [],
                "top_positive_facts": [],
                "ignored_candidates": [],
                "budget_ms": 4200,
                "search_budget_ms": 1600,
                "review_budget_ms": 2600,
                "search_mode": "recent-crawl",
                "query_cap": 2,
                "provider_cap": 1,
                "result_cap": 6,
                "review_document_cap": 4,
                "reason": "recent-crawl",
                "priority": 65,
                "eligibility_decision": "run_normal",
                "provider_statuses": {
                    "safebrowsing": "disabled",
                    "abuseipdb": "ok",
                    "ipinfo": "ok",
                    "censys": "error",
                    "sslmate": "error"
                }
            },
            "last_good": {
                "checked_at": "2026-03-19T06:14:45+00:00",
                "summary": "External checks ran, but the verified result set was still too sparse to harden the verdict.",
                "decision": {
                    "state": "insufficient",
                    "uncertainty": true,
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "supports": {
                        "dangerous": false,
                        "scam": false,
                        "spam": false,
                        "nsfw": false,
                        "trusted": false
                    },
                    "evidence_quality": "low",
                    "state_label": "Inconclusive",
                    "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
                },
                "signals": {
                    "scores": {
                        "legit": 0,
                        "safe": 0,
                        "trusted": 0,
                        "caution": 0,
                        "scam": 0,
                        "dangerous": 0,
                        "spam": 0,
                        "nsfw": 0
                    },
                    "counts": {
                        "official_presence": 0,
                        "business_profiles": 0,
                        "positive_reviews": 0,
                        "negative_reviews": 0,
                        "scam_reports": 0,
                        "dangerous_reports": 0,
                        "spam_reports": 0,
                        "adult_reports": 0
                    },
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "highlights": [
                        "IPinfo resolved the primary IP to US on AS2635.",
                        "External evidence remained inconclusive because diversity, exact matching, or confidence was still too weak."
                    ]
                },
                "citations": [
                    {
                        "title": "AbuseIPDB IP reputation check",
                        "url": "https://docs.abuseipdb.com/",
                        "host": "docs.abuseipdb.com",
                        "snippet": "Primary IP 192.0.66.49 scored 0/100 with 0 report(s).",
                        "source_type": "api_reputation"
                    },
                    {
                        "title": "IPinfo IP enrichment",
                        "url": "https://ipinfo.io/developers",
                        "host": "ipinfo.io",
                        "snippet": "Primary IP 192.0.66.49 geolocates to US.",
                        "source_type": "ip_enrichment"
                    }
                ]
            }
        },
        "external_decision": {
            "state": "insufficient",
            "uncertainty": true,
            "candidate_support": 0,
            "candidate_contradiction": 0,
            "supports": {
                "dangerous": false,
                "scam": false,
                "spam": false,
                "nsfw": false,
                "trusted": false
            },
            "evidence_quality": "low",
            "state_label": "Inconclusive",
            "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
        },
        "signal_scores": [
            {
                "label": "Strongest tag heuristic",
                "value": "T · 89%",
                "tone": "good",
                "detail": "The highest raw tag match from the heuristic engine before visibility thresholds and manual overrides."
            },
            {
                "label": "Trust score",
                "value": "85/100",
                "tone": "good",
                "detail": "Confidence derived from authority, crawl quality, stability, and risk signals."
            },
            {
                "label": "Authority score",
                "value": "57/100",
                "tone": "caution",
                "detail": "A higher authority score usually means broader reputation and backlink confidence."
            },
            {
                "label": "Spam risk",
                "value": "0/100",
                "tone": "good",
                "detail": "Lower is better. This blends spam indicators with false-positive protections for legitimate sites."
            },
            {
                "label": "Quality score",
                "value": "100/100",
                "tone": "good",
                "detail": "Based on crawl quality, content completeness, and technical evidence."
            },
            {
                "label": "Safety score",
                "value": "100/100",
                "tone": "good",
                "detail": "Higher is safer. Direct fraud signals can heavily cap this even when SEO signals look strong."
            },
            {
                "label": "Fraud score",
                "value": "1/100",
                "tone": "good",
                "detail": "Lower is better. This reflects phishing, drainer, fake-support, fake-shop, and malware signals."
            },
            {
                "label": "Infrastructure risk",
                "value": "4/100",
                "tone": "good",
                "detail": "Lower is better. This reflects the IP, registrar, and nameserver neighbourhood seen by the crawler."
            },
            {
                "label": "Evidence confidence",
                "value": "56/100",
                "tone": "caution",
                "detail": "Higher means the crawler had enough pages and registry evidence to make a stronger call."
            },
            {
                "label": "External evidence",
                "value": "Low",
                "tone": "unknown",
                "detail": "Quality of the structured search and review evidence cluster."
            },
            {
                "label": "External decision",
                "value": "Inconclusive",
                "tone": "unknown",
                "detail": "How third-party evidence compares with the current candidate tag."
            },
            {
                "label": "NSFW score",
                "value": "0/100",
                "tone": "good",
                "detail": "Context-aware adult-content detection with medical / educational false-positive reduction."
            },
            {
                "label": "Registry stability",
                "value": "100/100",
                "tone": "good",
                "detail": "Based on age, expiry runway, and the amount of ownership / registrar churn."
            }
        ],
        "signal_sections": [
            {
                "title": "Registry & ownership",
                "items": [
                    {
                        "label": "Domain age",
                        "value": "30.7 years",
                        "tone": "good",
                        "detail": "Older domains generally carry more historical trust than very new ones."
                    },
                    {
                        "label": "Stability score",
                        "value": "100/100",
                        "tone": "good",
                        "detail": "Penalised by registrar, ownership, and nameserver churn."
                    },
                    {
                        "label": "Days to expiry",
                        "value": "97",
                        "tone": "good",
                        "detail": "Very short renewal windows can be a weak trust signal."
                    },
                    {
                        "label": "Registrar / ownership changes",
                        "value": "0 / 0",
                        "tone": "good",
                        "detail": "Frequent ownership churn can weaken trust."
                    },
                    {
                        "label": "Nameserver changes",
                        "value": "0",
                        "tone": "good",
                        "detail": "Repeated infrastructure changes can indicate instability."
                    },
                    {
                        "label": "DNSSEC / privacy",
                        "value": "DNSSEC off · privacy off",
                        "tone": "caution",
                        "detail": "DNSSEC strengthens DNS trust; privacy is neutral on its own."
                    }
                ]
            },
            {
                "title": "Reputation & search evidence",
                "items": [
                    {
                        "label": "Backlinks",
                        "value": "12",
                        "tone": "unknown",
                        "detail": "Broader backlink evidence usually improves confidence."
                    },
                    {
                        "label": "Referring domains",
                        "value": "12",
                        "tone": "caution",
                        "detail": "Unique linking domains are more useful than raw link volume."
                    },
                    {
                        "label": "Organic keywords",
                        "value": "117",
                        "tone": "caution",
                        "detail": "Search footprint helps distinguish real sites from thin shells."
                    },
                    {
                        "label": "Indexed pages",
                        "value": "127",
                        "tone": "good",
                        "detail": "Larger index coverage usually means more evidence to classify from."
                    },
                    {
                        "label": "Brand strength",
                        "value": "100/100",
                        "tone": "good",
                        "detail": "Stronger brand signals reduce false positives for legitimate sites."
                    },
                    {
                        "label": "Risk label",
                        "value": "GOOD",
                        "tone": "unknown",
                        "detail": "This is the raw crawl / heuristic risk label feeding the tag model."
                    }
                ]
            },
            {
                "title": "Crawl, content & technicals",
                "items": [
                    {
                        "label": "HTTP status",
                        "value": "200",
                        "tone": "good",
                        "detail": "Healthy responses make classification more reliable."
                    },
                    {
                        "label": "HTTPS / speed",
                        "value": "HTTPS OK · 91 ms",
                        "tone": "good",
                        "detail": "Slow or broken technical signals weaken confidence."
                    },
                    {
                        "label": "Content words",
                        "value": "8,045",
                        "tone": "good",
                        "detail": "Thin pages are harder to trust and easier to manipulate."
                    },
                    {
                        "label": "Schema / structure",
                        "value": "19 schema · meta · no H1",
                        "tone": "caution",
                        "detail": "Structured markup and basic on-page hygiene improve quality confidence."
                    },
                    {
                        "label": "Links on page",
                        "value": "86 internal · 10 external",
                        "tone": "good",
                        "detail": "Link patterns help detect thin directories and promo pages."
                    },
                    {
                        "label": "Page speed / mobile",
                        "value": "100/100 · 96/100",
                        "tone": "good",
                        "detail": "Better technical quality generally reduces low-effort site patterns."
                    },
                    {
                        "label": "Crawl access",
                        "value": "Open",
                        "tone": "good",
                        "detail": "The crawler reached the site without an anti-bot challenge."
                    }
                ]
            },
            {
                "title": "External evidence & explainability",
                "items": [
                    {
                        "label": "Decision state",
                        "value": "Inconclusive",
                        "tone": "unknown",
                        "detail": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
                    },
                    {
                        "label": "Evidence quality",
                        "value": "Low",
                        "tone": "unknown",
                        "detail": "Blends source trust, domain matching, evidence diversity, and freshness."
                    },
                    {
                        "label": "Support vs contradiction",
                        "value": "0 / 0",
                        "tone": "unknown",
                        "detail": "Compares how much structured external evidence supports the candidate tag against evidence that contradicts it."
                    },
                    {
                        "label": "Qualified risk sources",
                        "value": "No",
                        "tone": "good",
                        "detail": "Risk tags only promote from external evidence when source diversity or source trust thresholds are met."
                    },
                    {
                        "label": "Uncertainty buffer",
                        "value": "Active",
                        "tone": "caution",
                        "detail": "Prevents thin or mixed external evidence from forcing a stronger tag than the evidence can justify."
                    }
                ]
            }
        ],
        "positives": [
            "Established domain age: 30.7 years.",
            "Low registrar / ownership churn with solid registry stability.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Search evidence is broad enough to classify with better confidence."
        ],
        "risks": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
        ]
    },
    "traffic_confidence": 71,
    "whois": {
        "current": {
            "id": 32262,
            "domain": "networkworld.com",
            "source_type": "rdap",
            "rdap_url": "https://rdap.verisign.com/com/v1/domain/NETWORKWORLD.COM",
            "registrar_name": "MarkMonitor Inc.",
            "registrar_handle": "292",
            "registrant_name": "",
            "registrant_org": "",
            "registrant_country": "",
            "registrant_email": "",
            "abuse_email": "abusecomplaints@markmonitor.com",
            "created_date": "1995-07-27 04:00:00",
            "updated_date": "2025-08-18 16:50:20",
            "expires_date": "2026-07-26 04:00:00",
            "nameservers_json": "[\"boyd.ns.cloudflare.com\",\"kara.ns.cloudflare.com\"]",
            "status_json": "[\"client delete prohibited\",\"client transfer prohibited\",\"client update prohibited\",\"server delete prohibited\",\"server transfer prohibited\",\"server update prohibited\"]",
            "dnssec": "unsigned",
            "privacy_protected": 0,
            "content_hash": "47a5695a8c97c90274dfa5a04ffd5e5572725e932ca5342dc72dd088235fc71b",
            "history_count": 1,
            "last_checked_at": "2026-03-19 06:14:40",
            "last_changed_at": "2026-03-19 06:14:40",
            "created_at": "2026-03-19 06:14:41",
            "updated_at": "2026-03-19 06:14:41"
        },
        "history": [
            {
                "id": 33042,
                "domain": "networkworld.com",
                "source_type": "rdap",
                "registrar_name": "MarkMonitor Inc.",
                "registrar_handle": "292",
                "registrant_name": "",
                "registrant_org": "",
                "registrant_country": "",
                "registrant_email": "",
                "abuse_email": "abusecomplaints@markmonitor.com",
                "created_date": "1995-07-27 04:00:00",
                "updated_date": "2025-08-18 16:50:20",
                "expires_date": "2026-07-26 04:00:00",
                "nameservers_json": "[\"boyd.ns.cloudflare.com\",\"kara.ns.cloudflare.com\"]",
                "status_json": "[\"client delete prohibited\",\"client transfer prohibited\",\"client update prohibited\",\"server delete prohibited\",\"server transfer prohibited\",\"server update prohibited\"]",
                "dnssec": "unsigned",
                "privacy_protected": 0,
                "content_hash": "47a5695a8c97c90274dfa5a04ffd5e5572725e932ca5342dc72dd088235fc71b",
                "checked_at": "2026-03-19 06:14:40",
                "change_summary": "Initial WHOIS snapshot captured.",
                "created_at": "2026-03-19 06:14:40"
            }
        ],
        "signals": {
            "age_years": 30.7,
            "days_to_expiry": 97,
            "days_since_last_registry_update": 243,
            "stability_score": 100,
            "registrar_changes": 0,
            "ownership_changes": 0,
            "nameserver_changes": 0,
            "status_changes": 0,
            "history_entries": 1,
            "privacy_protected": false,
            "dnssec_enabled": false,
            "has_registrant_country": false,
            "registrant_country": "",
            "nameserver_count": 2,
            "status_count": 6
        }
    },
    "discovered_domain": {
        "id": 195647,
        "domain": "networkworld.com",
        "first_seen_at": "2026-03-17 05:20:05",
        "last_crawled_at": "2026-03-31 05:08:36",
        "last_title": "Network World | From the data center to the edge",
        "last_http_status": 200,
        "discovered_from_domain": "computerworld.com",
        "depth": 2,
        "backlinks_count": 12,
        "rating_cache": 42,
        "spam_score": 0,
        "risk_label": "good",
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        "social_profiles_count": 4,
        "content_word_count": 8045,
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        "has_meta_description": 1,
        "has_h1": 0,
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        "feed_links_count": 2,
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        "trust_score": 91,
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        "manual_tag_codes": "",
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        "infrastructure_risk_score": 4,
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        "tag_confidence": 28,
        "category_confidence": 99,
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        "badges": [
            {
                "label": "Profile",
                "value": "Estimated profile",
                "tone": "unknown",
                "detail": null
            },
            {
                "label": "Evidence confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "55/100"
            },
            {
                "label": "Traffic confidence",
                "value": "Solid confidence",
                "tone": "good",
                "detail": "71/100"
            },
            {
                "label": "Crawler access",
                "value": "Clean visibility",
                "tone": "good",
                "detail": null
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        ],
        "weighted_contributions": [
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                "label": "Quality system",
                "points": "+22.8",
                "tone": "caution",
                "detail": "Technical quality, crawl depth, page structure, and implementation hygiene. Current subsystem score: 67/100."
            },
            {
                "label": "Reputation system",
                "points": "+17.7",
                "tone": "caution",
                "detail": "Authority, search visibility, reach, engagement, and registry stability. Current subsystem score: 52/100."
            },
            {
                "label": "Safety system",
                "points": "+32.0",
                "tone": "good",
                "detail": "Fraud, spam, and trust signals from infrastructure, crawl, and registry evidence. Current subsystem score: 100/100."
            },
            {
                "label": "Risk clamp",
                "points": "-4.0",
                "tone": "risk",
                "detail": "Safety thresholds capped the final score until the risk profile improves."
            }
        ],
        "evidence_cards": [
            {
                "label": "Authority and trust",
                "value": "57/100 · trust 84/100",
                "tone": "caution",
                "detail": "502 monthly visitors, 117 organic keywords, brand completeness 100/100, engagement 86/100."
            },
            {
                "label": "Backlink and search evidence",
                "value": "12 referring domains",
                "tone": "good",
                "detail": "12 backlinks across 12 referring domains. Diversity 97/100; spam penalty 0."
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            {
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                "tone": "good",
                "detail": "Stability 100/100 · age 30.7 years · registrar MarkMonitor Inc. · expires in 97 days."
            },
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                "label": "Safety and fraud posture",
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                "tone": "good",
                "detail": "Primary tag T · safety 100/100 · fraud 1/100."
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            "Low registrar / ownership churn with solid registry stability.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Search evidence is broad enough to classify with better confidence.",
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            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
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                "tone": "risk",
                "detail": "Registry profile and stability signals. Age: 1mo ago."
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                "detail": "Estimated visibility until tracked keyword snapshots exist. Age: 0s ago."
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            {
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                "tone": "good",
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            {
                "label": "Audience geography",
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                "tone": "unknown",
                "detail": "Audience mix is estimated from available signals rather than first-party audience logs."
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            "audience": "Audience geography is estimated from category, country, traffic mix, and brand signals until first-party audience data is collected.",
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            "history": "Rank history is estimated from the current profile because no stored history exists for this domain yet."
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    }
}