From fb480aeaf749202c1778633897c0cd3d004bff0a Mon Sep 17 00:00:00 2001 From: Rucknium Date: Sat, 19 Mar 2022 00:46:57 +0000 Subject: [PATCH] Add Monero-decoy-selection-empirical-evolution --- ...-density-estimate-Monero-ring-member-age.R | 151 ++++++++++++++++++ ...stimate-Monero-ring-member-age-monthly.gif | Bin 0 -> 4420363 bytes ...estimate-Monero-ring-member-age-weekly.gif | Bin 0 -> 25913255 bytes 3 files changed, 151 insertions(+) create mode 100644 Monero-decoy-selection-empirical-evolution/R/Kernel-density-estimate-Monero-ring-member-age.R create mode 100644 Monero-decoy-selection-empirical-evolution/images/Kernel-density-estimate-Monero-ring-member-age-monthly.gif create mode 100644 Monero-decoy-selection-empirical-evolution/images/Kernel-density-estimate-Monero-ring-member-age-weekly.gif diff --git a/Monero-decoy-selection-empirical-evolution/R/Kernel-density-estimate-Monero-ring-member-age.R b/Monero-decoy-selection-empirical-evolution/R/Kernel-density-estimate-Monero-ring-member-age.R new file mode 100644 index 0000000..7794d63 --- /dev/null +++ b/Monero-decoy-selection-empirical-evolution/R/Kernel-density-estimate-Monero-ring-member-age.R @@ -0,0 +1,151 @@ + +library(RPostgreSQL) +library(data.table) +library(lubridate) +library(viridis) +library(animation) +library(Cairo) + +dbDriver("PostgreSQL") + +drv <- dbDriver("PostgreSQL") + +dbname.arg <- "" +host.arg <- "" +port.arg <- NA # numeric +user.arg <- "" +password.arg <- "" + +con <- dbConnect(drv, dbname = dbname.arg, + host = host.arg, port = port.arg, + user = user.arg, password = password.arg) + + + +xmr.rings <- dbGetQuery(con, "SELECT tx_block_height,tx_block_timestamp,tx_block_tx_index,tx_vin_index,tx_vin_amount,tx_vin_ringmember_index,ringmember_block_height,ringmember_block_timestamp,ringmember_block_tx_index,ringmember_tx_txo_index,ringmember_txo_amount_index FROM tx_ringmember_list") + + + +setDT(xmr.rings) + +xmr.rings[, tx_block_timestamp.POSIXct := as.POSIXct(tx_block_timestamp, origin = "1970-01-01")] + +xmr.rings[, tx_block_timestamp.year.week := + paste0(lubridate::isoyear(tx_block_timestamp.POSIXct), "-", + formatC(lubridate::isoweek(tx_block_timestamp.POSIXct), width = 2, flag = "0"))] + +xmr.rings[, tx_block_timestamp.year.month := + paste0(lubridate::year(tx_block_timestamp.POSIXct), "-", + formatC(lubridate::month(tx_block_timestamp.POSIXct), width = 2, flag = "0"))] + + +xmr.rings[, log.ring.member.age.seconds := log(tx_block_timestamp - ringmember_block_timestamp)] + +kde.weekly.log.ring.member.age.seconds <- xmr.rings[, .(log.ring.member.age.seconds.kde = + density(log.ring.member.age.seconds[is.finite(log.ring.member.age.seconds)], bw = "SJ")[c("x", "y")]), + by = tx_block_timestamp.year.week] + +kde.monthly.log.ring.member.age.seconds <- xmr.rings[, .(log.ring.member.age.seconds.kde = + density(log.ring.member.age.seconds[is.finite(log.ring.member.age.seconds)], bw = "SJ")[c("x", "y")]), + by = tx_block_timestamp.year.month] + +max.log.ring.member.age.seconds <- max(xmr.rings$log.ring.member.age.seconds, na.rm = TRUE) + + +year.week.range <- sort(unique(xmr.rings$tx_block_timestamp.year.week)) + +year.month.range <- sort(unique(xmr.rings$tx_block_timestamp.year.month)) + + + +monthly.historical.length <- 12 + +col.palette <- viridis::magma(monthly.historical.length) + +ani.options(interval = 1, ani.height = 700, ani.width = 700) + +saveGIF({ + + for (i in seq_len(length(year.month.range)) ) { + + subset.seq <- 1:i + subset.seq <- subset.seq[max(1, i - monthly.historical.length + 1):max(subset.seq)] + col.palette.subset <- col.palette[max(1, monthly.historical.length - i + 1):monthly.historical.length] + col.palette.subset[length(col.palette.subset)] <- "green" + + year.month.range.subset <- year.month.range[subset.seq] + + par(bg = 'black', fg = 'white') + + plot(1, + main = "Distribution of Monero Ring Member Age, by Month of Transaction", + sub = year.month.range[i], + ylab = "Kernel density estimate", xlab = "ln(age in seconds)", + col.lab = "white", col.axis = "white", col.main = "white", col.sub = "white", + col = "transparent", + xlim = c(5, max.log.ring.member.age.seconds), ylim = c(0, 0.45)) + + for ( j in seq_along(subset.seq)) { + + lines( + kde.monthly.log.ring.member.age.seconds[ + tx_block_timestamp.year.month %in% year.month.range.subset[j], log.ring.member.age.seconds.kde][[1]], + kde.monthly.log.ring.member.age.seconds[ + tx_block_timestamp.year.month %in% year.month.range.subset[j], log.ring.member.age.seconds.kde][[2]], + col = col.palette.subset[j], + lwd = ifelse(j == length(subset.seq), 4, 1) + ) + + } + + } + +}, movie.name = "Kernel-density-estimate-Monero-ring-member-age-monthly.gif") + + + +weekly.historical.length <- 52/2 + +col.palette <- viridis::magma(weekly.historical.length) + +ani.options(interval = 0.5, ani.height = 700, ani.width = 700) + +saveGIF({ + + for (i in seq_len(length(year.week.range)) ) { + + subset.seq <- 1:i + subset.seq <- subset.seq[max(1, i - weekly.historical.length + 1):max(subset.seq)] + col.palette.subset <- col.palette[max(1, weekly.historical.length - i + 1):weekly.historical.length] + col.palette.subset[length(col.palette.subset)] <- "green" + + year.week.range.subset <- year.week.range[subset.seq] + + par(bg = 'black', fg = 'white') + + plot(1, + main = "Distribution of Monero Ring Member Age, by Week of Transaction", + sub = year.week.range[i], + ylab = "Kernel density estimate", xlab = "ln(age in seconds)", + col.lab = "white", col.axis = "white", col.main = "white", col.sub = "white", + col = "transparent", + xlim = c(5, max.log.ring.member.age.seconds), ylim = c(0, 0.45)) + + for ( j in seq_along(subset.seq)) { + + lines( + kde.weekly.log.ring.member.age.seconds[ + tx_block_timestamp.year.week %in% year.week.range.subset[j], log.ring.member.age.seconds.kde][[1]], + kde.weekly.log.ring.member.age.seconds[ + tx_block_timestamp.year.week %in% year.week.range.subset[j], log.ring.member.age.seconds.kde][[2]], + col = col.palette.subset[j], + lwd = ifelse(j == length(subset.seq), 4, 1) + ) + + } + + } + +}, movie.name = "Kernel-density-estimate-Monero-ring-member-age-weekly.gif") + + diff --git a/Monero-decoy-selection-empirical-evolution/images/Kernel-density-estimate-Monero-ring-member-age-monthly.gif b/Monero-decoy-selection-empirical-evolution/images/Kernel-density-estimate-Monero-ring-member-age-monthly.gif new file mode 100644 index 0000000000000000000000000000000000000000..2f2635cd2d6e1e8d6041073ec717c4eb8fc23779 GIT binary patch literal 4420363 zcmdqoS5#9`8#nlqgpz~+L3%axj(~tv4Nd7Cq=^xbE=5tP5{eLdXwo6{j-f~gLy;yO zM4AeSbP*IODsgEzmM~^~6LV!pBhzEdl0LTM?QUIs{fMx*b1QcE> z$Pwj$0RVUl0J8wF0>L;v7#|;>ot<4-S=rdw*x%njK0YRs$^V_o|L3l}=M)tG-Xy^Lm&Qoj!dz3`L|ax$ z8Up%vOX5G1`Oh)|)MP9W5gGM7ItCXT7oU)rl#EYFO-s*sk(rg9lbe@cP)H~$E-5W5 zuc)l5uBol7e@Sd;Y-)bh(%RPE(b?7A^P1G#*FW%PaA%q6fqwhbCf1aG4o&Wm%=YsqffWWzQh=krqD5IGD 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