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⚡ tsecurity.de Intelligence

How I compressed 14 years of Bitcoin data into a single API call

Most Bitcoin APIs give you the same thing: huge OHLC datasets, CSVs with thousands of rows, and hours of preprocessing before you can extract anything useful. If you're a trader, analyst, or builder, you know the pain: every project…

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Most Bitcoin APIs give you the same thing:

huge OHLC datasets, CSVs with thousands of rows, and hours of preprocessing before you can extract anything useful.



If you're a trader, analyst, or builder, you know the pain:

every project starts with the same repetitive steps — cleaning, slicing, calculating returns, volatility, monthly patterns, max drawdowns, etc.



So I built something different.



A single API call that compresses 14 years of Bitcoin data into a ready-to-use analysis, fully structured and instantly usable.






What the API returns;



`> {




"range": {
"start": "2020-10-02",
"end": "2022-09-03",
"days": 702
},
"statistics": {
"volatility": 0.038652022380676575,
"max_drawdown": -0.7185358095700161,
"mean_return_daily": 0.0016437746126558173,
"median_return_daily": 0.0020777630413166825,
"spike_days": 7
},
"monthly_analysis": {
"best_months": [
"2020-12",
"2020-11",
"2021-02"
],
"worst_months": [
"2022-01",
"2022-06",
"2021-05"
],
"avg_monthly_return": 0.04820700358977892
},
"patterns": {
"recurring_patterns": [
"Q4 historically shows stronger upward momentum compared to Q2",
"Sharp volatility clusters appear during protocol upgrades"
]
},
"events": {
"notable_events": [
{
"date": "2021-11-14",
"event": "Taproot Activation"
}
]
},
"summary": "Between 2020-10-02 and 2022-09-03, Bitcoin exhibited a daily volatility of 0.0387, with a maximum drawdown of -0.7185. Average daily return was 0.001644 (median 0.002078). There were 7 spike days exceeding three times typical volatility. Average monthly return for the period was 0.0482. Several notable Bitcoin network events occurred within this interval, historically associated with changes in volatility patterns.",
"generated_at": "2025-12-07T17:05:46Z"`

You send a start and end date, and the API returns:





  1. volatility

  2. max drawdown

  3. daily return distribution

  4. best/worst months

  5. spike days

  6. recurring patterns

  7. a natural-language summary



Everything preprocessed and ready for dashboards, bots, research, or algo-trading.

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Vulnerability Remediation & Verification
Syntax validiert (0 Fehler)
title: Detect Exploitation - How I compressed 14 years of Bitcoin data into a single API call
id: 3e440b39-6b5e-4a5b-9e48-d9c49493443d
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-25
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-25"
        description = "YARA Signature for "
    strings:
        $str = "How I compressed 14 years of B" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("How I compressed 14 years of Bitcoin dat")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*How I compressed 14 years of Bitcoin dat*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "How I compressed 14 years of Bitcoin dat"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc

2. Cyber Threat Intelligence & Forensik

🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
tsecurity.de Cognitive Threat RAG
Fokus-Vektor:

Kognitive Analyse für identifizierte Bedrohung: Erhöhte Bedrohungslage im Bereich How I compressed 14 years of Bitcoin dat.... Basierend auf 368k Vektor-Korrelationen werden sofortige Isolationsmaßnahmen für betroffene Endpunkte empfohlen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
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