Custom Python Byte Auditor
Custom Python Byte Auditor
In this final guide, we will build a Python script that analyzes raw byte data. This auditor will help you visualize how data is packed, calculate its entropy (how random it is), and estimate the cost of storing it on the Bitcoin blockchain.
The Byte Auditor
import math
def audit_bytes(raw_data):
print(f"--- Raw Byte Data Audit ---")
# 1. Measurement
byte_count = len(raw_data)
bit_count = byte_count * 8
print(f"[*] Physical Size: {byte_count} bytes ({bit_count} bits)")
# 2. Entropy Calculation (Simplified)
# Checks how diverse the byte values are.
# High entropy = Random (Encrypted/Hashed), Low = Patterned
if byte_count > 0:
counts = {}
for b in raw_data:
counts[b] = counts.get(b, 0) + 1
entropy = 0
for count in counts.values():
p = count / byte_count
entropy -= p * math.log2(p)
print(f"[*] Byte Entropy: {entropy:.2f} bits per byte")
# 3. Network Cost Analysis (Assume 10 sats/vByte)
# Note: 1 Physical Byte = 4 Weight Units
cost_sats = byte_count * 10
print(f"[*] Estimated Cost: {cost_sats} Satoshis (@ 10 sat/vB)")
# 4. Hex Preview
hex_preview = raw_data.hex(' ')[:47] # Show first 16 bytes
print(f"[*] Hex Preview: {hex_preview}...")
# --- Simulation ---
# Case 1: Random Hashed Data (High Entropy)
print("Scenario: A SHA-256 Hash")
audit_bytes(bytes.fromhex("000000000019d6689c085ae165831e934ff763ae46a2a6c172b3f1b60a8ce26f"))
# Case 2: Patterned Data (Low Entropy)
print("\nScenario: Empty/Padded Data")
audit_bytes(b"\x00" * 32)
# Case 3: Text Data
print("\nScenario: ASCII Message")
audit_bytes(b"Satoshi Nakamoto sent 10 BTC to Hal Finney")
How to Run the Auditor
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Ensure you have Python 3 installed.
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Copy the code into a file named
byte_auditor.py. -
Run it using
python3 byte_auditor.py.
Technical Takeaways
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Entropy: Cryptographic data (like hashes and keys) should always have high entropy (~8 bits per byte). If a private key has low entropy, it means it is predictable and insecure.
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vByte Assumption: In the script, we assume 1 Physical Byte = 1 vByte. If the data were in the Witness field, the cost would be 75% lower!
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Python
bytesobjects: In Python,bytesare immutable. They are the perfect way to handle raw blockchain data without accidentally modifying it.
Congratulations! You have completed the Bytes (Raw Data Units) module. You now understand the fundamental building blocks of the digital world.
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