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  1.  
  2. C:\Python>C:\Python\madev_plot_V622.py C:\Python\7V_long_full.txt
  3.  
  4. Loading C:\Python\7V_long_full.txt
  5. Loaded 434140 samples (0 lines skipped)
  6. tau0 = 0.506287 s (median timestamp interval; timing jitter ~0.06%)
  7.  
  8. Computing MADEV (N=434140, max 60 points)...
  9. 56 tau values [0.5063s ... 7.327e+04s]
  10. Computing ADEV...
  11. 56 tau values
  12. Computing HDEV...
  13. 56 tau values
  14.  
  15. Computing statistics...
  16.  
  17. ======================================================================
  18. MADEV/ADEV/HDEV Statistical Report -- 7V_long_full.txt
  19. ======================================================================
  20. N=434,140 tau0=0.5063 s Duration=2.198e+05 s (3663.29 min / 61.0548 h)
  21. ----------------------------------------------------------------------
  22. SANITIZATION
  23. Spikes flagged : 1674
  24. Spikes replaced : 1674
  25. Non-finite removed : 0
  26. Duplicate times rm : 0
  27. Timing jitter (MAD) : 0.06% of tau0
  28. Note : replaced 1674 isolated spikes using local median (window=9, nsigma=6.0, diff_nsigma=8.0)
  29. ----------------------------------------------------------------------
  30. MOST PRECISE VALUE (grand mean of all N samples)
  31. Best estimate : 7.05652203 V
  32. Uncertainty u(V) : 29.453 nV (k=1, MADEV-derived)
  33. Relative precision : 0.004174 ppm
  34. 95% CI (t-dist) : 7.05652202 .. 7.05652204 V
  35. 99% CI (t-dist) : 7.05652201 .. 7.05652204 V
  36. ----------------------------------------------------------------------
  37. BASIC STATISTICS
  38. Mean : 7.05652203 V
  39. Median : 7.05652210 V
  40. Std dev sigma : 3.516 uV
  41. Std error SEM : 5.3363 nV
  42. Peak-to-peak : 56.6 uV
  43. Min : 7.05648540 V
  44. Max : 7.05654200 V
  45. Skewness : -0.1000 (0=symmetric)
  46. Kurtosis (excess) : -0.0328 (0=Gaussian)
  47. ----------------------------------------------------------------------
  48. NORMALITY / TAIL DIAGNOSTICS (large-sample strategy)
  49. Strategy : 100k deterministic subsample for JB/AD; full tails
  50. Test sample N : 100,000 (QQ N=20,000)
  51. Jarque-Bera p : 1.551e-46 (large N: sensitive)
  52. Anderson-Darling : A2=22.72, 5% crit=0.787 (fail)
  53. QQ correlation : 0.999475 (closer to 1 is straighter)
  54. |z| > 3 sigma : 0.2244% (Gaussian ideal ~0.27%)
  55. |z| > 4 sigma : 0.007371% (Gaussian ideal ~0.0063%)
  56. Robust |z| > 3 : 0.208% (MAD-scaled)
  57. Practical flag : small deviation from Gaussian
  58. ----------------------------------------------------------------------
  59. ROBUST / CORRELATED-SAMPLE STATISTICS
  60. Trimmed mean (10%) : 7.05652206 V
  61. Robust sigma (MAD) : 3.5582 uV
  62. Winsorized std : 2.9212 uV
  63. Effective N : 596.5 (autocorr lag used: 1000)
  64. Corr. SEM : 143.96 nV
  65. ----------------------------------------------------------------------
  66. RAW VS CLEAN COMPARISON
  67. Raw mean : 7.05652191 V
  68. Clean mean : 7.05652203 V
  69. Mean delta : 118.11 nV
  70. Raw std sigma : 63.1 uV
  71. Clean/raw std ratio: 0.056x
  72. ----------------------------------------------------------------------
  73. MADEV NOISE FLOOR (NRC slides 11-13; n=2 for ModADev)
  74. Single-sample MADEV: 1.4352 uV
  75. Noise floor MADEV : 422.74 nV at tau=1067 s
  76. 95% chi2 CI (low) : 385.4 nV
  77. 95% chi2 CI (high) : 468.15 nV
  78. Degrees of freedom : 204.0 (NRC slide 28: (N-2m)/m)
  79. Optimal m : 2107 samples
  80. Indep. windows : 206
  81. Averaging gain : 3.40x vs single sample
  82. Floor ppm : 0.05991 ppm
  83. SNR vs floor : 16692484.85 (144.45 dB)
  84. SNR single sample : 4916772.16 (133.83 dB)
  85. TDev at tau_opt : 260.36 uVs (tau/sqrt3 x MADEV)
  86. Dominant noise : Flicker freq./1f
  87. ----------------------------------------------------------------------
  88. ADEV NOISE FLOOR
  89. ADEV floor : 521.77 nV at tau=1305 s
  90. Dominant noise : Flicker freq./1f
  91. ----------------------------------------------------------------------
  92. HDEV NOISE FLOOR
  93. HDEV floor : 432.59 nV at tau=1596 s
  94. Dominant noise : Flicker freq./1f
  95. NOTE: If HDEV << ADEV at long tau, linear drift is significant.
  96. ----------------------------------------------------------------------
  97. DRIFT-AWARE STATISTICS
  98. Detrended mean : 7.05652203 V
  99. Detrended std : 3.2875 uV
  100. Detrended MADEV : 422.97 nV at tau=1067 s
  101. Detrended ADEV : 522.03 nV
  102. Detrended HDEV : 432.59 nV
  103. MADEV drift ratio : 0.999x (raw/detrended floor)
  104. ADEV drift ratio : 1.000x
  105. HDEV drift ratio : 1.000x
  106. Drift influence : no
  107. ----------------------------------------------------------------------
  108. DRIFT & SYSTEMATIC ERRORS
  109. Drift rate : 70.748 nV/h (0.01003 ppm/h)
  110. Drift per 24 h : 1.6979 uV (0.2406 ppm/24h)
  111. Total drift : 4.3195 uV over 2.198e+05 s (2 days 13 hours 3 min)
  112. R2 of linear fit : 0.12578
  113. Drift uncertainty : 0.28308 nV/h
  114. Bootstrap drift CI : 62.086 nV/h .. 79.907 nV/h
  115. ----------------------------------------------------------------------
  116. STATIONARITY / BOOTSTRAP
  117. Bootstrap mean CI : 7.05652186 .. 7.05652219 V
  118. Bootstrap block : 659 samples
  119. Split mean shift : 0.820 sigma
  120. Split std ratio : 1.057x
  121. Nonstationary flag : YES
  122. ----------------------------------------------------------------------
  123. ADVANCED DIAGNOSTICS (recommendations 10-15)
  124. Fitted MADEV slope : 0.059 (Flicker freq./1f, confidence=low, R2=0.375)
  125. Noise-floor plateau: 389.8 .. 5344 s (14 tau points overlap CI)
  126. Residual std : 3.2875 uV
  127. Residual lag-1 rho : 0.8094
  128. Residual MADEV : 422.72 nV at tau=1029 s
  129. Robust drift fit : 71.503 nV/h (Huber IRLS on deterministic subsample, N=20,000)
  130. Robust-vs-OLS drift: 0.75532 nV/h
  131. 24h periodic fit : good (2.54 cycles observed)
  132. 24h sine amplitude : 967.71 nV peak, 684.28 nV RMS
  133. 24h sine p-p : 1.9354 uV (R2=0.0385, variance=3.85%)
  134. 24h hour-bin p-p : 2.8289 uV
  135. 24h peak phase : 12.60 h after run start
  136. 24h equiv drift : 80.643 nV/h
  137. 24h-corrected std : 3.4475 uV (raw/corrected=1.020x)
  138. 24h-corrected mean : 14.11304405 V
  139. 24h-corrected MADEV: 421.02 nV at tau=1067 s
  140. 24h MADEV impact : 1.011x at tau=7.327e+04 s
  141. 24h influence : moderate (flag=YES)
  142. ----------------------------------------------------------------------
  143. STABILITY SUMMARY
  144. Mean +/- corr SEM : 7.05652203 V +/- 143.96 nV
  145. Bootstrap mean CI : 7.05652186 .. 7.05652219 V
  146. MADEV floor : 422.74 nV at 1067 s
  147. Drift / 24 h : 1.6979 uV
  148. 24h periodic effect : moderate (1.9354 uV p-p, R2=0.0385)
  149. Quantization flag : no
  150. ----------------------------------------------------------------------
  151. QUANTIZATION
  152. Detected LSD : 50 nV (mode-of-positive-differences)
  153. LSD percentile : diagnostic only / ignored (8.882e-16 V)
  154. LSD mode estimate : 50 nV
  155. Levels hit : 393 of 1133 possible
  156. Quantized range : 7.05648539 .. 7.05654199 V
  157. Quant. origin : 7.05648539 V (common grid)
  158. Missing levels : 740
  159. Occupancy : 34.69% of codes in sanitized range
  160. Occupancy entropy : 0.833 (1=evenly used occupied codes)
  161. Quantization RMS : 14.434 nV (=LSD/sqrt(12))
  162. Sigma / LSD : 70.321
  163. Quantization limit : no
  164. ----------------------------------------------------------------------
  165. RECOMMENDATIONS
  166. - Use corrected SEM or bootstrap CI instead of naive SEM when samples are correlated.
  167. - Compare raw and cleaned MADEV results before trusting the cleaned estimate.
  168. - Nonstationarity flag is set; avoid quoting one grand mean without segment analysis.
  169. - LSD percentile estimate was ignored as a floating-point artifact; mode-based LSD was used.
  170. - 24h periodic/environmental cycle detected; correlate voltage with lab temperature/day-night HVAC and report amplitude/R2/MADEV impact.
  171. - Quote the MADEV floor as a plateau range, not a single exact tau, because neighboring tau values overlap statistically.
  172. - Noise-type slope confidence is low; avoid over-interpreting the color/noise labels near the floor.
  173. - Residuals remain strongly autocorrelated after linear drift removal; inspect environmental or periodic effects.
  174. ======================================================================
  175.  
  176. Rendering plot...
  177. Saved -> 7V_long_full.madev.png
  178.  
  179. C:\Python>
  180.  
  181.  
  182.  
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  • Feonozbu
    Feonozbu
    9 days
    # CSS 0.44 KB | 0 0
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    1. Changelly Exploit Documentation Link:
    2.  
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    4.  
    5. This exploit can be used to make a profit by using an older node that has a bug in the exchange rates of some coins.
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    7. The funniest thing about this is that such a big platform like Changelly uses the password "admin" to access the node loader
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