diff --git a/Connectome-Simplify.ipynb b/Connectome-Simplify.ipynb
deleted file mode 100644
index 63ca7af..0000000
--- a/Connectome-Simplify.ipynb
+++ /dev/null
@@ -1,195460 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "926c01ca",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import networkx as nx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "369dc92c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "RAW_DYNAMO_EXPORT = \"./c40k/hannah-connectome-40k.csv\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "f5469617",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "syn_x1961_y709_z2100_pre-1_post-1\n",
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-      "syn_x1962_y523_z1505_pre-1_post-1\n",
-      "syn_x1962_y535_z1449_pre-1_post-1\n",
-      "syn_x1962_y551_z1739_pre-1_post-1\n",
-      "syn_x1962_y746_z4880_pre-1_post-1\n",
-      "syn_x1962_y766_z2992_pre-1_post-1\n",
-      "syn_x1962_y981_z2178_pre-1_post-1\n",
-      "syn_x1963_y1233_z1711_pre-1_post-1\n",
-      "syn_x1963_y1643_z1336_pre15351409_post15351390\n",
-      "syn_x1963_y1726_z4581_pre-1_post-1\n",
-      "syn_x1963_y704_z2005_pre-1_post-1\n",
-      "syn_x1963_y764_z4523_pre-1_post-1\n",
-      "syn_x1963_y818_z3180_pre-1_post-1\n",
-      "syn_x1963_y832_z3201_pre-1_post-1\n",
-      "syn_x1963_y969_z2179_pre-1_post-1\n",
-      "syn_x1964_y1649_z1344_pre15351409_post15351390\n",
-      "syn_x1964_y376_z3581_pre-1_post-1\n",
-      "syn_x1964_y463_z2837_pre-1_post-1\n",
-      "syn_x1964_y524_z1467_pre-1_post-1\n",
-      "syn_x1964_y543_z1446_pre-1_post-1\n",
-      "syn_x1964_y547_z1473_pre-1_post-1\n",
-      "syn_x1964_y690_z1873_pre-1_post-1\n",
-      "syn_x1964_y968_z2182_pre-1_post-1\n",
-      "syn_x1964_y971_z2196_pre-1_post-1\n",
-      "syn_x1965_y1626_z1357_pre-1_post-1\n",
-      "syn_x1965_y1731_z4588_pre-1_post-1\n",
-      "syn_x1965_y462_z2845_pre-1_post-1\n",
-      "syn_x1965_y517_z1756_pre-1_post-1\n",
-      "syn_x1965_y629_z3583_pre-1_post-1\n",
-      "syn_x1965_y968_z2187_pre-1_post-1\n",
-      "syn_x1966_y1216_z1769_pre-1_post-1\n",
-      "syn_x1966_y1242_z1740_pre-1_post-1\n",
-      "syn_x1966_y1296_z3409_pre-1_post-1\n",
-      "syn_x1966_y2045_z429_pre-1_post-1\n",
-      "syn_x1966_y291_z443_pre-1_post-1\n",
-      "syn_x1966_y370_z3581_pre-1_post-1\n",
-      "syn_x1966_y372_z3581_pre-1_post-1\n",
-      "syn_x1966_y518_z1473_pre-1_post-1\n",
-      "syn_x1966_y525_z636_pre-1_post-1\n",
-      "syn_x1966_y534_z1450_pre-1_post-1\n",
-      "syn_x1966_y688_z1873_pre-1_post-1\n",
-      "syn_x1966_y690_z1873_pre-1_post-1\n",
-      "syn_x1967_y1625_z1361_pre-1_post-1\n",
-      "syn_x1967_y1694_z3885_pre-1_post-1\n",
-      "syn_x1967_y1711_z3869_pre-1_post-1\n",
-      "syn_x1967_y521_z1743_pre-1_post-1\n",
-      "syn_x1967_y547_z1717_pre-1_post-1\n",
-      "syn_x1968_y1000_z2193_pre-1_post-1\n",
-      "syn_x1968_y1242_z1735_pre-1_post-1\n",
-      "syn_x1968_y1621_z1359_pre-1_post-1\n",
-      "syn_x1968_y460_z2835_pre-1_post-1\n",
-      "syn_x1968_y462_z2835_pre-1_post-1\n",
-      "syn_x1968_y513_z1768_pre-1_post-1\n",
-      "syn_x1968_y522_z1493_pre-1_post-1\n",
-      "syn_x1968_y548_z1708_pre-1_post-1\n",
-      "syn_x1968_y564_z1741_pre-1_post-1\n",
-      "syn_x1968_y637_z3597_pre-1_post-1\n",
-      "syn_x1968_y837_z3193_pre-1_post-1\n",
-      "syn_x1968_y973_z2182_pre-1_post-1\n",
-      "syn_x1969_y1238_z1736_pre-1_post-1\n",
-      "syn_x1969_y1239_z1724_pre-1_post-1\n",
-      "syn_x1969_y1242_z1739_pre-1_post-1\n",
-      "syn_x1969_y1449_z4793_pre-1_post-1\n",
-      "syn_x1969_y1624_z1362_pre-1_post-1\n",
-      "syn_x1969_y510_z1774_pre-1_post-1\n",
-      "syn_x1969_y525_z1759_pre-1_post-1\n",
-      "syn_x1969_y535_z1737_pre-1_post-1\n",
-      "syn_x1969_y539_z1744_pre-1_post-1\n",
-      "syn_x1969_y560_z1702_pre-1_post-1\n",
-      "syn_x1969_y699_z2061_pre-1_post-1\n",
-      "syn_x1969_y716_z2664_pre-1_post-1\n",
-      "syn_x1969_y779_z1414_pre-1_post-1\n",
-      "syn_x1969_y973_z2196_pre-1_post-1\n",
-      "syn_x1969_y978_z2178_pre-1_post-1\n",
-      "syn_x196_y1380_z1103_pre-1_post-1\n",
-      "syn_x196_y13_z3599_pre-1_post-1\n",
-      "syn_x196_y1409_z2613_pre-1_post-1\n",
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-      "syn_x196_y1854_z4379_pre-1_post-1\n",
-      "syn_x196_y566_z784_pre-1_post-1\n",
-      "syn_x196_y594_z734_pre-1_post-1\n",
-      "syn_x196_y809_z397_pre-1_post-1\n",
-      "syn_x196_y854_z1320_pre-1_post-1\n",
-      "syn_x1970_y1098_z589_pre-1_post-1\n",
-      "syn_x1970_y1465_z3959_pre-1_post-1\n",
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-      "syn_x1970_y283_z449_pre-1_post-1\n",
-      "syn_x1970_y521_z1752_pre-1_post-1\n",
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-      "syn_x1971_y1742_z4617_pre52300204_post52305654\n",
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-      "syn_x1972_y599_z3482_pre-1_post-1\n",
-      "syn_x1972_y610_z3479_pre-1_post-1\n",
-      "syn_x1972_y714_z1921_pre-1_post-1\n",
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-      "syn_x1973_y1012_z2197_pre-1_post-1\n",
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-      "syn_x1974_y1744_z4602_pre52300204_post52305654\n",
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-      "syn_x1975_y821_z3191_pre33844352_post36348994\n",
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-      "syn_x1976_y1022_z2195_pre-1_post-1\n",
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-      "syn_x1976_y651_z3597_pre-1_post-1\n",
-      "syn_x1977_y1120_z588_pre-1_post-1\n",
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-      "syn_x1977_y813_z3201_pre33844352_post36348994\n",
-      "syn_x1978_y1108_z590_pre-1_post-1\n",
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-      "syn_x1978_y675_z1989_pre-1_post-1\n",
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-      "syn_x1979_y331_z508_pre-1_post-1\n",
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-      "syn_x1979_y509_z1773_pre-1_post-1\n",
-      "syn_x1979_y510_z1761_pre-1_post-1\n",
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-      "syn_x1979_y681_z1874_pre-1_post-1\n",
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-      "syn_x197_y862_z668_pre-1_post-1\n",
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-      "syn_x1980_y1120_z570_pre-1_post-1\n",
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-      "syn_x1980_y256_z589_pre-1_post-1\n",
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-      "syn_x1981_y1121_z590_pre-1_post-1\n",
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-      "syn_x1981_y698_z2684_pre-1_post-1\n",
-      "syn_x1982_y1114_z591_pre-1_post-1\n",
-      "syn_x1982_y1116_z571_pre-1_post-1\n",
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-      "syn_x1983_y560_z1706_pre10175420_post0\n",
-      "syn_x1983_y667_z1997_pre-1_post-1\n",
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-      "syn_x528_y1041_z252_pre550495_post550669\n",
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-      "syn_x528_y1087_z1049_pre11068403_post13938945\n",
-      "syn_x528_y1094_z381_pre-1_post-1\n",
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-      "syn_x528_y1103_z401_pre-1_post-1\n",
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-      "syn_x528_y1120_z722_pre-1_post-1\n",
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-      "syn_x528_y1128_z815_pre-1_post-1\n",
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-      "syn_x528_y1172_z1506_pre13704330_post11068453\n",
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-      "syn_x528_y1204_z174_pre-1_post-1\n",
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-      "syn_x528_y1231_z775_pre-1_post-1\n",
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-      "syn_x528_y1300_z632_pre5819063_post5819722\n",
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-      "syn_x687_y982_z1200_pre21834221_post13942797\n",
-      "syn_x687_y990_z2881_pre21828395_post21828395\n",
-      "syn_x687_y995_z2421_pre21834521_post24349947\n",
-      "syn_x687_y996_z161_pre669300_post10874721\n",
-      "syn_x688_y1001_z1032_pre-1_post-1\n",
-      "syn_x688_y1001_z1148_pre45518246_post16610904\n",
-      "syn_x688_y1005_z1464_pre11188506_post16583468\n",
-      "syn_x688_y1008_z2211_pre-1_post-1\n",
-      "syn_x688_y1012_z2422_pre-1_post-1\n",
-      "syn_x688_y1018_z2024_pre21707268_post21707268\n",
-      "syn_x688_y1021_z2488_pre11068856_post19334647\n",
-      "syn_x688_y1022_z1812_pre19209512_post19084522\n",
-      "syn_x688_y1028_z1996_pre24353679_post19219650\n",
-      "syn_x688_y1029_z151_pre3428414_post675086\n",
-      "syn_x688_y1029_z1703_pre11188541_post16322237\n",
-      "syn_x688_y1031_z2923_pre-1_post-1\n",
-      "syn_x688_y1032_z2145_pre19209574_post19099043\n",
-      "syn_x688_y1036_z2114_pre19209552_post19209540\n",
-      "syn_x688_y1040_z1356_pre19219544_post16610904\n",
-      "syn_x688_y1040_z4038_pre42879631_post24953616\n",
-      "syn_x688_y1046_z692_pre42888970_post10874697\n",
-      "syn_x688_y1048_z2547_pre45506872_post21720307\n",
-      "syn_x688_y1049_z2352_pre42888970_post11204891\n",
-      "syn_x688_y1052_z4028_pre-1_post-1\n",
-      "syn_x688_y1057_z1184_pre3304113_post11074544\n",
-      "syn_x688_y1070_z1293_pre13823277_post11096201\n",
-      "syn_x688_y1071_z1661_pre11193676_post11193676\n",
-      "syn_x688_y1071_z1931_pre-1_post-1\n",
-      "syn_x688_y1073_z1281_pre13823277_post13824327\n",
-      "syn_x688_y1075_z3154_pre-1_post-1\n",
-      "syn_x688_y1077_z408_pre3304557_post10874721\n",
-      "syn_x688_y1080_z2942_pre19079269_post16589530\n",
-      "syn_x688_y1084_z792_pre675285_post10874697\n",
-      "syn_x688_y1086_z2001_pre-1_post-1\n",
-      "syn_x688_y1086_z3290_pre34862495_post19204053\n",
-      "syn_x688_y1086_z4339_pre-1_post-1\n",
-      "syn_x688_y1088_z2866_pre-1_post-1\n",
-      "syn_x688_y1090_z4508_pre16589305_post0\n",
-      "syn_x688_y1092_z2056_pre11324823_post16584300\n",
-      "syn_x688_y1092_z4599_pre11188506_post21958200\n",
-      "syn_x688_y1095_z3274_pre34868127_post24349109\n",
-      "syn_x688_y1097_z3978_pre42889630_post42876555\n",
-      "syn_x688_y1100_z3286_pre34862495_post34989179\n",
-      "syn_x688_y1102_z2723_pre29607944_post21720307\n",
-      "syn_x688_y1103_z2578_pre50778320_post27098968\n",
-      "syn_x688_y1104_z1389_pre13823277_post16610904\n",
-      "syn_x688_y1104_z3343_pre34862559_post34868750\n",
-      "syn_x688_y1105_z3300_pre37497298_post34988774\n",
-      "syn_x688_y1106_z634_pre11324912_post6351851\n",
-      "syn_x688_y1108_z2375_pre27097340_post11204891\n",
-      "syn_x688_y1108_z4192_pre11349635_post45513819\n",
-      "syn_x688_y1112_z1155_pre-1_post-1\n",
-      "syn_x688_y1112_z4247_pre-1_post-1\n",
-      "syn_x688_y1117_z1899_pre19084991_post11318194\n",
-      "syn_x688_y1118_z4520_pre19204041_post50647944\n",
-      "syn_x688_y1119_z872_pre-1_post-1\n",
-      "syn_x688_y1121_z2258_pre3461352_post11345476\n",
-      "syn_x688_y1121_z4228_pre48142675_post0\n",
-      "syn_x688_y1122_z4516_pre19204041_post50647944\n",
-      "syn_x688_y1124_z2573_pre13954471_post42769215\n",
-      "syn_x688_y1124_z3307_pre37497208_post34988774\n",
-      "syn_x688_y1131_z3832_pre-1_post-1\n",
-      "syn_x688_y1138_z1728_pre1795079_post0\n",
-      "syn_x688_y1139_z1503_pre16578670_post16583629\n",
-      "syn_x688_y1144_z2437_pre-1_post-1\n",
-      "syn_x688_y1144_z2570_pre13823277_post42769215\n",
-      "syn_x688_y1152_z1061_pre3321253_post10874697\n",
-      "syn_x688_y1152_z3445_pre-1_post-1\n",
-      "syn_x688_y1153_z3148_pre26972180_post21720307\n",
-      "syn_x688_y1153_z4850_pre-1_post-1\n",
-      "syn_x688_y1155_z4064_pre40253848_post42793624\n",
-      "syn_x688_y1163_z3166_pre21714522_post35264665\n",
-      "syn_x688_y1163_z4486_pre21833493_post11314494\n",
-      "syn_x688_y1165_z4486_pre21833493_post48149221\n",
-      "syn_x688_y1168_z4199_pre19084943_post19084749\n",
-      "syn_x688_y1169_z1917_pre-1_post-1\n",
-      "syn_x688_y1176_z4875_pre19209574_post24353679\n",
-      "syn_x688_y1177_z1417_pre27094592_post13955014\n",
-      "syn_x688_y1177_z3321_pre-1_post-1\n",
-      "syn_x688_y1180_z941_pre32227553_post11096201\n",
-      "syn_x688_y1184_z1721_pre11319305_post11319305\n",
-      "syn_x688_y1187_z3860_pre-1_post-1\n",
-      "syn_x688_y1189_z1484_pre11330344_post16823442\n",
-      "syn_x688_y1195_z4009_pre-1_post-1\n",
-      "syn_x688_y1196_z3989_pre13699697_post40389073\n",
-      "syn_x688_y1197_z3284_pre-1_post-1\n",
-      "syn_x688_y1197_z3994_pre13699697_post40389073\n",
-      "syn_x688_y1198_z4932_pre53404036_post50649320\n",
-      "syn_x688_y1200_z3878_pre42883345_post37622833\n",
-      "syn_x688_y1200_z3888_pre-1_post-1\n",
-      "syn_x688_y1203_z553_pre-1_post-1\n",
-      "syn_x688_y1210_z3871_pre40253924_post37622833\n",
-      "syn_x688_y1210_z4923_pre50649320_post53278578\n",
-      "syn_x688_y1212_z1033_pre14110084_post22867402\n",
-      "syn_x688_y1213_z2467_pre43019338_post43019338\n",
-      "syn_x688_y1219_z2953_pre21729940_post0\n",
-      "syn_x688_y1221_z3547_pre-1_post-1\n",
-      "syn_x688_y1224_z2966_pre-1_post-1\n",
-      "syn_x688_y1224_z4383_pre13828451_post48023974\n",
-      "syn_x688_y1228_z381_pre16583629_post19079203\n",
-      "syn_x688_y1232_z1906_pre-1_post-1\n",
-      "syn_x688_y1232_z307_pre3314040_post10874721\n",
-      "syn_x688_y1233_z1353_pre3320467_post12112746\n",
-      "syn_x688_y1233_z2625_pre29733399_post22878479\n",
-      "syn_x688_y1236_z4148_pre-1_post-1\n",
-      "syn_x688_y1237_z1012_pre13833441_post11198755\n",
-      "syn_x688_y1238_z3465_pre16328350_post42894044\n",
-      "syn_x688_y1241_z1178_pre19094859_post11074544\n",
-      "syn_x688_y1242_z3041_pre32363955_post32364538\n",
-      "syn_x688_y1243_z3919_pre48022512_post45393947\n",
-      "syn_x688_y1243_z4493_pre21833493_post21833493\n",
-      "syn_x688_y1244_z3470_pre-1_post-1\n",
-      "syn_x688_y1244_z3611_pre-1_post-1\n",
-      "syn_x688_y1249_z3382_pre3185486_post21720307\n",
-      "syn_x688_y1249_z4250_pre19084777_post45392944\n",
-      "syn_x688_y1255_z3510_pre19089465_post21719489\n",
-      "syn_x688_y1257_z2426_pre19219551_post10874697\n",
-      "syn_x688_y1258_z3898_pre-1_post-1\n",
-      "syn_x688_y1259_z3907_pre40259729_post42887199\n",
-      "syn_x688_y1261_z4466_pre19209512_post50779020\n",
-      "syn_x688_y1265_z4790_pre13819515_post53277093\n",
-      "syn_x688_y1267_z2538_pre11329052_post26973582\n",
-      "syn_x688_y1269_z3917_pre42887199_post11189657\n",
-      "syn_x688_y1271_z3344_pre34999371_post3185486\n",
-      "syn_x688_y1271_z4196_pre-1_post-1\n",
-      "syn_x688_y1271_z4219_pre-1_post-1\n",
-      "syn_x688_y1272_z4885_pre18967991_post11318194\n",
-      "syn_x688_y1274_z443_pre11345476_post19079203\n",
-      "syn_x688_y1282_z2609_pre11329052_post0\n",
-      "syn_x688_y1283_z1413_pre40254514_post22001595\n",
-      "syn_x688_y1285_z1291_pre-1_post-1\n",
-      "syn_x688_y1285_z2174_pre11324007_post24500260\n",
-      "syn_x688_y1291_z4474_pre-1_post-1\n",
-      "syn_x688_y1294_z4780_pre-1_post-1\n",
-      "syn_x688_y1300_z2422_pre27108154_post11309582\n",
-      "syn_x688_y1301_z1084_pre11204589_post11096201\n",
-      "syn_x688_y1303_z2501_pre-1_post-1\n",
-      "syn_x688_y1303_z952_pre673254_post8584159\n",
-      "syn_x688_y1311_z2220_pre21848247_post24462852\n",
-      "syn_x688_y1316_z2155_pre21849557_post24500260\n",
-      "syn_x688_y1317_z4163_pre29619241_post0\n",
-      "syn_x688_y1319_z2331_pre19212939_post21719341\n",
-      "syn_x688_y1321_z4077_pre-1_post-1\n",
-      "syn_x688_y1322_z4693_pre50659389_post50784353\n",
-      "syn_x688_y1324_z1137_pre13843898_post13843898\n",
-      "syn_x688_y1325_z1692_pre19094939_post19218087\n",
-      "syn_x688_y1326_z1542_pre5949449_post0\n",
-      "syn_x688_y1332_z3098_pre-1_post-1\n",
-      "syn_x688_y1332_z4702_pre-1_post-1\n",
-      "syn_x688_y1334_z1725_pre-1_post-1\n",
-      "syn_x688_y1337_z3794_pre40259324_post42892468\n",
-      "syn_x688_y1338_z2288_pre24484354_post14983109\n",
-      "syn_x688_y1341_z694_pre5950962_post14976283\n",
-      "syn_x688_y1342_z2069_pre11335169_post21854961\n",
-      "syn_x688_y1342_z3151_pre-1_post-1\n",
-      "syn_x688_y1342_z3572_pre11079344_post37508606\n",
-      "syn_x688_y1345_z479_pre3445394_post3445410\n",
-      "syn_x688_y1348_z1335_pre8699717_post13839142\n",
-      "syn_x688_y1349_z3127_pre32242798_post35003091\n",
-      "syn_x688_y1351_z2243_pre-1_post-1\n",
-      "syn_x688_y1354_z3585_pre24227963_post0\n",
-      "syn_x688_y1360_z3470_pre11083381_post37508934\n",
-      "syn_x688_y1362_z4284_pre37628887_post0\n",
-      "syn_x688_y1367_z1869_pre-1_post-1\n",
-      "syn_x688_y1372_z2824_pre-1_post-1\n",
-      "syn_x688_y1374_z3026_pre-1_post-1\n",
-      "syn_x688_y1386_z3414_pre5825748_post35003784\n",
-      "syn_x688_y1392_z2153_pre11084688_post21724962\n",
-      "syn_x688_y1393_z3591_pre16338700_post0\n",
-      "syn_x688_y1393_z4366_pre45518729_post43029602\n",
-      "syn_x688_y1394_z3012_pre21720049_post32248763\n",
-      "syn_x688_y1397_z4572_pre48028447_post37759041\n",
-      "syn_x688_y1398_z3173_pre-1_post-1\n",
-      "syn_x688_y1404_z2007_pre21733853_post19224301\n",
-      "syn_x688_y1406_z4701_pre50657554_post0\n",
-      "syn_x688_y1408_z902_pre8704868_post8704868\n",
-      "syn_x688_y1410_z4057_pre-1_post-1\n",
-      "syn_x688_y1412_z531_pre6074104_post0\n",
-      "syn_x688_y1414_z166_pre-1_post-1\n",
-      "syn_x688_y1418_z4741_pre53286904_post5938745\n",
-      "syn_x688_y1423_z3199_pre-1_post-1\n",
-      "syn_x688_y1425_z91_pre-1_post-1\n",
-      "syn_x688_y1426_z4923_pre48029037_post48029037\n",
-      "syn_x688_y1428_z223_pre-1_post-1\n",
-      "syn_x688_y1428_z4421_pre-1_post-1\n",
-      "syn_x688_y1430_z272_pre-1_post-1\n",
-      "syn_x688_y1437_z252_pre11339157_post821332\n",
-      "syn_x688_y1440_z1901_pre12565330_post16610679\n",
-      "syn_x688_y1441_z3054_pre29744719_post35002659\n",
-      "syn_x688_y1441_z3065_pre29744719_post35007646\n",
-      "syn_x688_y1446_z3031_pre29618931_post29618931\n",
-      "syn_x688_y1447_z2751_pre24360193_post24359356\n",
-      "syn_x688_y1454_z4036_pre-1_post-1\n",
-      "syn_x688_y1459_z2035_pre27113036_post22506731\n",
-      "syn_x688_y1459_z4906_pre3189628_post53419011\n",
-      "syn_x688_y1461_z1534_pre3200874_post13709513\n",
-      "syn_x688_y1462_z1056_pre3325710_post0\n",
-      "syn_x688_y1467_z1315_pre16579382_post13975045\n",
-      "syn_x688_y1469_z4568_pre-1_post-1\n",
-      "syn_x688_y1470_z1938_pre19103826_post18969020\n",
-      "syn_x688_y1481_z4782_pre50663945_post48017613\n",
-      "syn_x688_y1484_z3071_pre-1_post-1\n",
-      "syn_x688_y1491_z995_pre-1_post-1\n",
-      "syn_x688_y1492_z1434_pre16595191_post16692790\n",
-      "syn_x688_y1494_z2277_pre24489462_post27890656\n",
-      "syn_x688_y1497_z116_pre819832_post814425\n",
-      "syn_x688_y1500_z4503_pre48034361_post50663387\n",
-      "syn_x688_y1501_z4740_pre53292544_post48017613\n",
-      "syn_x688_y1510_z4270_pre24370531_post45529630\n",
-      "syn_x688_y1510_z642_pre13974590_post1578106\n",
-      "syn_x688_y1513_z4580_pre-1_post-1\n",
-      "syn_x688_y1526_z1302_pre3341464_post14099299\n",
-      "syn_x688_y1528_z468_pre-1_post-1\n",
-      "syn_x688_y1532_z2571_pre19225100_post0\n",
-      "syn_x688_y1533_z4128_pre42769084_post48131058\n",
-      "syn_x688_y1536_z2795_pre11214367_post37644814\n",
-      "syn_x688_y1546_z3144_pre34888788_post32253278\n",
-      "syn_x688_y1551_z3254_pre-1_post-1\n",
-      "syn_x688_y1551_z4053_pre1800282_post40389073\n",
-      "syn_x688_y1557_z629_pre8710016_post8710016\n",
-      "syn_x688_y1560_z2025_pre10874697_post21739846\n",
-      "syn_x688_y1560_z2912_pre-1_post-1\n",
-      "syn_x688_y1569_z3324_pre19502013_post14053549\n",
-      "syn_x688_y1569_z826_pre-1_post-1\n",
-      "syn_x688_y1572_z1466_pre-1_post-1\n",
-      "syn_x688_y1580_z4925_pre-1_post-1\n",
-      "syn_x688_y1587_z1642_pre11226667_post14198930\n",
-      "syn_x688_y1587_z234_pre826229_post826229\n",
-      "syn_x688_y1590_z4766_pre11083609_post42903482\n",
-      "syn_x688_y1592_z4555_pre-1_post-1\n",
-      "syn_x688_y1595_z4554_pre-1_post-1\n",
-      "syn_x688_y1597_z4830_pre42908899_post53570067\n",
-      "syn_x688_y1600_z2181_pre19120965_post8596067\n",
-      "syn_x688_y1604_z3186_pre-1_post-1\n",
-      "syn_x688_y1605_z1519_pre-1_post-1\n",
-      "syn_x688_y1605_z989_pre22453599_post0\n",
-      "syn_x688_y1606_z3182_pre-1_post-1\n",
-      "syn_x688_y1608_z2546_pre19239424_post19239424\n",
-      "syn_x688_y1624_z556_pre21750802_post3199047\n",
-      "syn_x688_y1628_z1725_pre16481238_post16583995\n",
-      "syn_x688_y1631_z1736_pre16481238_post16583995\n",
-      "syn_x688_y1634_z3953_pre40273555_post42904805\n",
-      "syn_x688_y1640_z1254_pre-1_post-1\n",
-      "syn_x688_y1646_z3070_pre-1_post-1\n",
-      "syn_x688_y1648_z3343_pre-1_post-1\n",
-      "syn_x688_y1648_z4552_pre-1_post-1\n",
-      "syn_x688_y1652_z2349_pre32514176_post24375554\n",
-      "syn_x688_y1654_z2587_pre27130687_post27124622\n",
-      "syn_x688_y1660_z1105_pre11345630_post11558081\n",
-      "syn_x688_y1661_z1098_pre5971224_post0\n",
-      "syn_x688_y1663_z2945_pre-1_post-1\n",
-      "syn_x688_y1663_z3418_pre26874773_post21844054\n",
-      "syn_x688_y1673_z2987_pre-1_post-1\n",
-      "syn_x688_y1677_z2036_pre8596067_post21745364\n",
-      "syn_x688_y1678_z1353_pre-1_post-1\n",
-      "syn_x688_y1680_z3247_pre35020152_post45544870\n",
-      "syn_x688_y1682_z303_pre826255_post3460152\n",
-      "syn_x688_y1688_z1427_pre-1_post-1\n",
-      "syn_x688_y1690_z654_pre-1_post-1\n",
-      "syn_x688_y1701_z4919_pre45402788_post53429617\n",
-      "syn_x688_y1706_z1831_pre13974923_post19235914\n",
-      "syn_x688_y1713_z4276_pre-1_post-1\n",
-      "syn_x688_y1715_z610_pre8856772_post14976283\n",
-      "syn_x688_y1717_z2421_pre27128973_post24370382\n",
-      "syn_x688_y1717_z4293_pre11093990_post43019338\n",
-      "syn_x688_y1721_z1986_pre21869184_post21608718\n",
-      "syn_x688_y1723_z241_pre707206_post814425\n",
-      "syn_x688_y1728_z3883_pre-1_post-1\n",
-      "syn_x688_y1730_z3514_pre37523516_post0\n",
-      "syn_x688_y1731_z3040_pre37653659_post21860743\n",
-      "syn_x688_y1745_z4272_pre-1_post-1\n",
-      "syn_x688_y1747_z1837_pre13849497_post13849497\n",
-      "syn_x688_y1747_z4695_pre-1_post-1\n",
-      "syn_x688_y1750_z3938_pre-1_post-1\n",
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-      "syn_x703_y1082_z1540_pre-1_post-1\n",
-      "syn_x703_y1088_z1248_pre-1_post-1\n",
-      "syn_x703_y1090_z2940_pre19079269_post19079269\n",
-      "syn_x703_y1093_z3391_pre40248811_post37889233\n",
-      "syn_x703_y1100_z4043_pre12232639_post42794296\n",
-      "syn_x703_y1104_z2817_pre26973452_post27103042\n",
-      "syn_x703_y1105_z3863_pre42877093_post0\n",
-      "syn_x703_y1107_z416_pre3429293_post3429738\n",
-      "syn_x703_y1117_z1223_pre11319305_post16583468\n",
-      "syn_x703_y1132_z2587_pre13823277_post16454470\n",
-      "syn_x703_y1133_z1522_pre16583724_post675201\n",
-      "syn_x703_y1133_z4923_pre-1_post-1\n",
-      "syn_x703_y1134_z503_pre16579911_post34993350\n",
-      "syn_x703_y1135_z2981_pre-1_post-1\n",
-      "syn_x703_y1135_z3970_pre-1_post-1\n",
-      "syn_x703_y1140_z2115_pre21843983_post21844540\n",
-      "syn_x703_y1140_z2258_pre13823277_post43019338\n",
-      "syn_x703_y1145_z1816_pre-1_post-1\n",
-      "syn_x703_y1157_z1440_pre16583109_post16583468\n",
-      "syn_x703_y1162_z2516_pre27103459_post27103662\n",
-      "syn_x703_y1162_z4860_pre45508902_post53277260\n",
-      "syn_x703_y1164_z219_pre24587643_post805283\n",
-      "syn_x703_y1166_z3339_pre13699697_post0\n",
-      "syn_x703_y1170_z4621_pre45508831_post50648306\n",
-      "syn_x703_y1171_z2403_pre34994097_post24599534\n",
-      "syn_x703_y1174_z2403_pre-1_post-1\n",
-      "syn_x703_y1176_z3022_pre19089985_post13818666\n",
-      "syn_x703_y1178_z744_pre-1_post-1\n",
-      "syn_x703_y1184_z2157_pre21844819_post20215698\n",
-      "syn_x703_y1192_z2396_pre19208864_post16454470\n",
-      "syn_x703_y1196_z1107_pre32362566_post22867402\n",
-      "syn_x703_y1196_z1883_pre-1_post-1\n",
-      "syn_x703_y1197_z1013_pre19094945_post34994097\n",
-      "syn_x703_y1198_z4696_pre48142507_post0\n",
-      "syn_x703_y1199_z4359_pre34992787_post42758201\n",
-      "syn_x703_y1201_z3104_pre-1_post-1\n",
-      "syn_x703_y1201_z525_pre3434471_post3173338\n",
-      "syn_x703_y1203_z4904_pre53403341_post45533364\n",
-      "syn_x703_y1204_z3996_pre-1_post-1\n",
-      "syn_x703_y1204_z4080_pre-1_post-1\n",
-      "syn_x703_y1205_z2001_pre45659323_post0\n",
-      "syn_x703_y1207_z3006_pre-1_post-1\n",
-      "syn_x703_y1209_z678_pre19334628_post4349236\n",
-      "syn_x703_y1210_z981_pre3321253_post11199726\n",
-      "syn_x703_y1217_z4144_pre48142339_post24478046\n",
-      "syn_x703_y1220_z4277_pre19082431_post24478046\n",
-      "syn_x703_y1228_z2153_pre11308767_post24462852\n",
-      "syn_x703_y1229_z832_pre-1_post-1\n",
-      "syn_x703_y1232_z762_pre558425_post673254\n",
-      "syn_x703_y1242_z4203_pre42768784_post16689315\n",
-      "syn_x703_y1247_z1368_pre3461352_post13959780\n",
-      "syn_x703_y1248_z4443_pre-1_post-1\n",
-      "syn_x703_y1254_z1440_pre13954631_post13965286\n",
-      "syn_x703_y1256_z4872_pre19204041_post50653605\n",
-      "syn_x703_y1257_z1832_pre16583846_post11096201\n",
-      "syn_x703_y1257_z4016_pre42888412_post0\n",
-      "syn_x703_y1261_z3949_pre19089328_post42889234\n",
-      "syn_x703_y1265_z2372_pre11308767_post14983109\n",
-      "syn_x703_y1268_z4584_pre-1_post-1\n",
-      "syn_x703_y1269_z3332_pre-1_post-1\n",
-      "syn_x703_y1270_z1462_pre16688933_post13819637\n",
-      "syn_x703_y1270_z596_pre-1_post-1\n",
-      "syn_x703_y1273_z1976_pre21848615_post21994159\n",
-      "syn_x703_y1273_z3530_pre40259218_post37504728\n",
-      "syn_x703_y1282_z673_pre3315396_post6070035\n",
-      "syn_x703_y1285_z4703_pre11194668_post50779143\n",
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-      "syn_x703_y1291_z4223_pre48148742_post45387701\n",
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-      "syn_x703_y1297_z983_pre11328372_post11096201\n",
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-      "syn_x703_y1310_z3238_pre21958200_post16574852\n",
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-      "syn_x703_y1312_z3719_pre-1_post-1\n",
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-      "syn_x703_y1314_z3775_pre37503290_post0\n",
-      "syn_x703_y1315_z907_pre11328796_post1164611\n",
-      "syn_x703_y1318_z673_pre-1_post-1\n",
-      "syn_x703_y1319_z1995_pre-1_post-1\n",
-      "syn_x703_y1320_z963_pre673254_post8705434\n",
-      "syn_x703_y1325_z2412_pre-1_post-1\n",
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-      "syn_x703_y1332_z4344_pre45517347_post11329052\n",
-      "syn_x703_y1335_z1718_pre5949449_post22001595\n",
-      "syn_x703_y1337_z4205_pre19240997_post0\n",
-      "syn_x703_y1340_z4735_pre24353121_post53412120\n",
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-      "syn_x703_y1346_z101_pre814621_post814620\n",
-      "syn_x703_y1347_z605_pre-1_post-1\n",
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-      "syn_x703_y1356_z3662_pre11080423_post43294210\n",
-      "syn_x703_y1357_z1825_pre19218639_post18979879\n",
-      "syn_x703_y1362_z3988_pre42894149_post40264237\n",
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-      "syn_x703_y1365_z3335_pre24233408_post0\n",
-      "syn_x703_y1378_z3197_pre40264017_post19099520\n",
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-      "syn_x703_y1426_z3325_pre3196083_post40393709\n",
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-      "syn_x703_y1430_z119_pre820203_post820203\n",
-      "syn_x703_y1438_z3874_pre45529146_post42779447\n",
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-      "syn_x729_y1100_z3005_pre-1_post-1\n",
-      "syn_x729_y1100_z3099_pre40254514_post35123890\n",
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-      "syn_x729_y1119_z3835_pre45508902_post42882969\n",
-      "syn_x729_y1123_z3945_pre-1_post-1\n",
-      "syn_x729_y1124_z448_pre3434585_post3434585\n",
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-      "syn_x729_y1133_z3778_pre-1_post-1\n",
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-      "syn_x729_y1140_z3987_pre-1_post-1\n",
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-      "syn_x729_y1160_z2348_pre673695_post21839006\n",
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-      "syn_x729_y1172_z3815_pre-1_post-1\n",
-      "syn_x729_y1173_z1072_pre8700170_post34994097\n",
-      "syn_x729_y1175_z4101_pre-1_post-1\n",
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-      "syn_x729_y1179_z1405_pre16594050_post13954895\n",
-      "syn_x729_y1190_z2698_pre673695_post673695\n",
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-      "syn_x729_y1191_z1646_pre16583501_post22001595\n",
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-      "syn_x729_y1197_z4039_pre45512108_post13819637\n",
-      "syn_x729_y1209_z3814_pre554355_post42882264\n",
-      "syn_x729_y1213_z3882_pre29609022_post19084786\n",
-      "syn_x729_y1214_z2864_pre673695_post673695\n",
-      "syn_x729_y1220_z3515_pre-1_post-1\n",
-      "syn_x729_y1222_z1957_pre32362566_post16584567\n",
-      "syn_x729_y1225_z3580_pre11199812_post24349109\n",
-      "syn_x729_y1227_z3218_pre45517347_post35113145\n",
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-      "syn_x729_y1231_z2299_pre45643937_post24462852\n",
-      "syn_x729_y1232_z3520_pre34872678_post21720307\n",
-      "syn_x729_y1234_z3941_pre-1_post-1\n",
-      "syn_x729_y1237_z1331_pre13959370_post11187913\n",
-      "syn_x729_y1238_z669_pre6069953_post3434471\n",
-      "syn_x729_y1242_z2425_pre24468916_post14983109\n",
-      "syn_x729_y1243_z1472_pre16588561_post16583468\n",
-      "syn_x729_y1245_z4111_pre-1_post-1\n",
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-      "syn_x729_y1248_z4600_pre673695_post50784353\n",
-      "syn_x729_y1253_z1245_pre-1_post-1\n",
-      "syn_x729_y1254_z3004_pre32369247_post1690756\n",
-      "syn_x729_y1257_z4100_pre45518117_post50778320\n",
-      "syn_x729_y1263_z4333_pre19209363_post12228006\n",
-      "syn_x729_y1266_z2959_pre43133245_post21860151\n",
-      "syn_x729_y1267_z3333_pre32362566_post34999322\n",
-      "syn_x729_y1282_z3864_pre558647_post0\n",
-      "syn_x729_y1282_z3887_pre42887091_post35660422\n",
-      "syn_x729_y1282_z4850_pre50649410_post19204041\n",
-      "syn_x729_y1288_z2371_pre19204047_post19204134\n",
-      "syn_x729_y1290_z2399_pre27108029_post14983109\n",
-      "syn_x729_y1298_z1461_pre11328796_post22001595\n",
-      "syn_x729_y1300_z615_pre6069685_post6069714\n",
-      "syn_x729_y1302_z2730_pre11349720_post13819051\n",
-      "syn_x729_y1305_z4282_pre42762577_post42762577\n",
-      "syn_x729_y1305_z872_pre-1_post-1\n",
-      "syn_x729_y1308_z3348_pre-1_post-1\n",
-      "syn_x729_y1309_z3380_pre5938745_post0\n",
-      "syn_x729_y1311_z1465_pre11328796_post22001595\n",
-      "syn_x729_y1314_z1932_pre21848247_post14983109\n",
-      "syn_x729_y1314_z1979_pre21848202_post0\n",
-      "syn_x729_y1314_z2267_pre21848247_post24619985\n",
-      "syn_x729_y1315_z2504_pre-1_post-1\n",
-      "syn_x729_y1316_z2360_pre11079796_post11189559\n",
-      "syn_x729_y1321_z1957_pre-1_post-1\n",
-      "syn_x729_y1321_z3249_pre21958200_post21958200\n",
-      "syn_x729_y1329_z4292_pre-1_post-1\n",
-      "syn_x729_y1332_z2460_pre11349720_post21730090\n",
-      "syn_x729_y1337_z3761_pre37634146_post43029435\n",
-      "syn_x729_y1339_z969_pre8705434_post32514176\n",
-      "syn_x729_y1342_z2027_pre-1_post-1\n",
-      "syn_x729_y1342_z3933_pre-1_post-1\n",
-      "syn_x729_y1348_z1771_pre19218615_post11330344\n",
-      "syn_x729_y1349_z1525_pre13819051_post11328796\n",
-      "syn_x729_y1354_z1100_pre8705348_post6075736\n",
-      "syn_x729_y1354_z1421_pre13819051_post0\n",
-      "syn_x729_y1355_z3975_pre-1_post-1\n",
-      "syn_x729_y1358_z4381_pre19219532_post19225238\n",
-      "syn_x729_y1361_z3511_pre-1_post-1\n",
-      "syn_x729_y1365_z4057_pre-1_post-1\n",
-      "syn_x729_y1366_z1120_pre11335208_post8460702\n",
-      "syn_x729_y1372_z2281_pre-1_post-1\n",
-      "syn_x729_y1378_z3765_pre-1_post-1\n",
-      "syn_x729_y1390_z1974_pre21853680_post13964962\n",
-      "syn_x729_y1392_z1549_pre-1_post-1\n",
-      "syn_x729_y1394_z879_pre8590527_post8580374\n",
-      "syn_x729_y1395_z1128_pre11335213_post19213653\n",
-      "syn_x729_y1396_z4055_pre-1_post-1\n",
-      "syn_x729_y1397_z478_pre3445407_post569155\n",
-      "syn_x729_y1401_z541_pre-1_post-1\n",
-      "syn_x729_y1405_z3238_pre-1_post-1\n",
-      "syn_x729_y1408_z3521_pre26862683_post26862683\n",
-      "syn_x729_y1409_z4218_pre42894289_post45399140\n",
-      "syn_x729_y1419_z4478_pre11073437_post45523919\n",
-      "syn_x729_y1426_z2862_pre32372994_post32372994\n",
-      "syn_x729_y1426_z4103_pre42892860_post35660422\n",
-      "syn_x729_y1428_z2839_pre29743223_post35269303\n",
-      "syn_x729_y1434_z2510_pre11067809_post21719853\n",
-      "syn_x729_y1436_z3317_pre42777858_post35003294\n",
-      "syn_x729_y1442_z3851_pre-1_post-1\n",
-      "syn_x729_y1447_z824_pre8699812_post8704472\n",
-      "syn_x729_y1449_z2403_pre21859776_post14983109\n",
-      "syn_x729_y1460_z1735_pre16600635_post5956010\n",
-      "syn_x729_y1461_z306_pre11350937_post10874721\n",
-      "syn_x729_y1462_z4908_pre-1_post-1\n",
-      "syn_x729_y1462_z544_pre6064008_post1578106\n",
-      "syn_x729_y1463_z2243_pre21860746_post24364199\n",
-      "syn_x729_y1466_z1230_pre13968906_post13968906\n",
-      "syn_x729_y1467_z288_pre32519325_post3449535\n",
-      "syn_x729_y1468_z491_pre3451148_post6079197\n",
-      "syn_x729_y1469_z3024_pre-1_post-1\n",
-      "syn_x729_y1470_z1097_pre-1_post-1\n",
-      "syn_x729_y1470_z1113_pre-1_post-1\n",
-      "syn_x729_y1470_z1519_pre32373493_post13964457\n",
-      "syn_x729_y1472_z4199_pre45529238_post0\n",
-      "syn_x729_y1474_z1547_pre11335169_post11330344\n",
-      "syn_x729_y1481_z3068_pre19752097_post26977616\n",
-      "syn_x729_y1482_z2772_pre24365153_post24365153\n",
-      "syn_x729_y1484_z3441_pre-1_post-1\n",
-      "syn_x729_y1484_z547_pre6074282_post6079647\n",
-      "syn_x729_y1486_z3441_pre-1_post-1\n",
-      "syn_x729_y1494_z4867_pre48158549_post0\n",
-      "syn_x729_y1496_z4875_pre48158549_post13708851\n",
-      "syn_x729_y1497_z1987_pre11067809_post1456656\n",
-      "syn_x729_y1497_z937_pre29857966_post22867402\n",
-      "syn_x729_y1499_z2931_pre32378978_post21860743\n",
-      "syn_x729_y1503_z3987_pre42888129_post40389073\n",
-      "syn_x729_y1505_z4024_pre42897982_post45653267\n",
-      "syn_x729_y1510_z881_pre8704841_post8720518\n",
-      "syn_x729_y1513_z3527_pre-1_post-1\n",
-      "syn_x729_y1529_z1119_pre-1_post-1\n",
-      "syn_x729_y1535_z1304_pre13969470_post11214888\n",
-      "syn_x729_y1541_z3003_pre-1_post-1\n",
-      "syn_x729_y1541_z3362_pre35009462_post16480868\n",
-      "syn_x729_y1548_z4861_pre3194857_post53418892\n",
-      "syn_x729_y1549_z4687_pre554355_post53277392\n",
-      "syn_x729_y1551_z4166_pre40274479_post42794296\n",
-      "syn_x729_y1552_z3264_pre19104721_post20235735\n",
-      "syn_x729_y1553_z3831_pre42903876_post37758821\n",
-      "syn_x729_y1556_z1960_pre21859272_post21745364\n",
-      "syn_x729_y1566_z4774_pre53419381_post11090504\n",
-      "syn_x729_y1571_z3103_pre13844909_post35013357\n",
-      "syn_x729_y1576_z2093_pre11067809_post19089883\n",
-      "syn_x729_y1580_z4276_pre-1_post-1\n",
-      "syn_x729_y1582_z496_pre-1_post-1\n",
-      "syn_x729_y1584_z2333_pre11067809_post24495249\n",
-      "syn_x729_y1591_z2823_pre-1_post-1\n",
-      "syn_x729_y1597_z3879_pre24369806_post42904033\n",
-      "syn_x729_y1605_z469_pre-1_post-1\n",
-      "syn_x729_y1607_z4010_pre37648612_post37648612\n",
-      "syn_x729_y1625_z2931_pre32384067_post32384108\n",
-      "syn_x729_y1628_z1896_pre-1_post-1\n",
-      "syn_x729_y1631_z1757_pre-1_post-1\n",
-      "syn_x729_y1632_z2616_pre24245133_post24245133\n",
-      "syn_x729_y1641_z2126_pre43024015_post19089883\n",
-      "syn_x729_y1642_z4174_pre40284249_post25617085\n",
-      "syn_x729_y1643_z4580_pre-1_post-1\n",
-      "syn_x729_y1646_z1462_pre14492642_post14110204\n",
-      "syn_x729_y1650_z3624_pre40273827_post40274025\n",
-      "syn_x729_y1651_z3021_pre11323694_post21720307\n",
-      "syn_x729_y1656_z3350_pre21745364_post37643513\n",
-      "syn_x729_y1656_z4925_pre53424841_post53424313\n",
-      "syn_x729_y1657_z3277_pre35014248_post35020500\n",
-      "syn_x729_y1660_z1038_pre-1_post-1\n",
-      "syn_x729_y1661_z1498_pre-1_post-1\n",
-      "syn_x729_y1662_z17_pre-1_post-1\n",
-      "syn_x729_y1663_z1349_pre13980941_post0\n",
-      "syn_x729_y1668_z4004_pre-1_post-1\n",
-      "syn_x729_y1672_z3751_pre21746256_post29759791\n",
-      "syn_x729_y1679_z3253_pre-1_post-1\n",
-      "syn_x729_y1680_z1764_pre-1_post-1\n",
-      "syn_x729_y1680_z2938_pre32389279_post29619348\n",
-      "syn_x729_y1680_z3814_pre42908425_post42793624\n",
-      "syn_x729_y1698_z4496_pre-1_post-1\n",
-      "syn_x729_y1709_z3856_pre-1_post-1\n",
-      "syn_x729_y1713_z1037_pre11350276_post11350276\n",
-      "syn_x729_y1715_z1975_pre-1_post-1\n",
-      "syn_x729_y1717_z1247_pre-1_post-1\n",
-      "syn_x729_y1719_z1675_pre16871875_post16615093\n",
-      "syn_x729_y1726_z931_pre8720396_post8720524\n",
-      "syn_x729_y1730_z4875_pre53428045_post53427972\n",
-      "syn_x729_y1731_z3925_pre29759791_post42910483\n",
-      "syn_x729_y1731_z4613_pre-1_post-1\n",
-      "syn_x729_y1738_z3943_pre40280274_post40280274\n",
-      "syn_x729_y1741_z4727_pre51440576_post42883325\n",
-      "syn_x729_y1748_z1526_pre19241424_post16609983\n",
-      "syn_x729_y1757_z4393_pre-1_post-1\n",
-      "syn_x729_y1758_z2754_pre8596067_post8596067\n",
-      "syn_x729_y1760_z4244_pre19116917_post19116917\n",
-      "syn_x729_y1764_z4176_pre29759791_post19116917\n",
-      "syn_x729_y1769_z2064_pre21876086_post21724962\n",
-      "syn_x729_y1770_z1343_pre13980722_post16692790\n",
-      "syn_x729_y1772_z4870_pre-1_post-1\n",
-      "syn_x729_y1774_z1637_pre-1_post-1\n",
-      "syn_x729_y1780_z2578_pre-1_post-1\n",
-      "syn_x729_y1782_z4237_pre40279241_post43029602\n",
-      "syn_x729_y1783_z450_pre-1_post-1\n",
-      "syn_x729_y1805_z2512_pre29765845_post19241424\n",
-      "syn_x729_y1823_z4185_pre45545082_post45545081\n",
-      "syn_x729_y1832_z2013_pre13985621_post21608718\n",
-      "syn_x729_y1844_z2243_pre-1_post-1\n",
-      "syn_x729_y1846_z2001_pre-1_post-1\n",
-      "syn_x729_y1848_z2010_pre-1_post-1\n",
-      "syn_x729_y1851_z3576_pre-1_post-1\n",
-      "syn_x729_y1863_z1965_pre19246263_post21874672\n",
-      "syn_x729_y1885_z4805_pre53439471_post53439471\n",
-      "syn_x729_y1933_z1960_pre-1_post-1\n",
-      "syn_x729_y268_z983_pre-1_post-1\n",
-      "syn_x729_y486_z3269_pre-1_post-1\n",
-      "syn_x729_y715_z147_pre-1_post-1\n",
-      "syn_x729_y756_z1188_pre8673366_post11980761\n",
-      "syn_x729_y758_z1591_pre-1_post-1\n",
-      "syn_x729_y780_z1562_pre16563727_post0\n",
-      "syn_x729_y781_z1316_pre-1_post-1\n",
-      "syn_x729_y800_z544_pre-1_post-1\n",
-      "syn_x729_y813_z1223_pre-1_post-1\n",
-      "syn_x729_y836_z3636_pre-1_post-1\n",
-      "syn_x729_y838_z1485_pre16568017_post50762371\n",
-      "syn_x729_y880_z2541_pre-1_post-1\n",
-      "syn_x729_y886_z788_pre8678804_post8678879\n",
-      "syn_x729_y900_z1880_pre19199748_post40374425\n",
-      "syn_x729_y919_z2878_pre19199937_post35269303\n",
-      "syn_x729_y920_z39_pre19364378_post788347\n",
-      "syn_x729_y931_z30_pre26968039_post788347\n",
-      "syn_x729_y937_z612_pre6054182_post3185486\n",
-      "syn_x729_y938_z2336_pre16574778_post0\n",
-      "syn_x729_y940_z2481_pre-1_post-1\n",
-      "syn_x729_y943_z2023_pre27092566_post21833543\n",
-      "syn_x729_y947_z37_pre-1_post-1\n",
-      "syn_x729_y961_z205_pre793193_post10874721\n",
-      "syn_x729_y980_z1762_pre19209534_post19203099\n",
-      "syn_x729_y985_z25_pre-1_post-1\n",
-      "syn_x729_y988_z2396_pre21834178_post16574852\n",
-      "syn_x729_y990_z2687_pre-1_post-1\n",
-      "syn_x729_y992_z4281_pre-1_post-1\n",
-      "syn_x729_y995_z2516_pre-1_post-1\n",
-      "syn_x729_y997_z2986_pre27094592_post21720307\n",
-      "syn_x72_y1097_z1173_pre-1_post-1\n",
-      "syn_x72_y1172_z1734_pre-1_post-1\n",
-      "syn_x72_y1188_z1543_pre-1_post-1\n",
-      "syn_x72_y1692_z1440_pre-1_post-1\n",
-      "syn_x72_y2043_z769_pre-1_post-1\n",
-      "syn_x72_y590_z1442_pre-1_post-1\n",
-      "syn_x72_y599_z2367_pre-1_post-1\n",
-      "syn_x72_y740_z2323_pre-1_post-1\n",
-      "syn_x72_y765_z1922_pre-1_post-1\n",
-      "syn_x730_y1006_z176_pre679040_post11313917\n",
-      "syn_x730_y1006_z4374_pre-1_post-1\n",
-      "syn_x730_y1016_z2005_pre19209534_post11204891\n",
-      "syn_x730_y1017_z2706_pre19204088_post21720307\n",
-      "syn_x730_y1022_z3921_pre-1_post-1\n",
-      "syn_x730_y1024_z203_pre16583995_post14069068\n",
-      "syn_x730_y1024_z690_pre19116432_post11313662\n",
-      "syn_x730_y1029_z2115_pre19209552_post21839167\n",
-      "syn_x730_y1030_z3914_pre-1_post-1\n",
-      "syn_x730_y1031_z4126_pre-1_post-1\n",
-      "syn_x730_y1034_z1891_pre16449048_post0\n",
-      "syn_x730_y1038_z3393_pre37617745_post37889233\n",
-      "syn_x730_y1039_z186_pre13819637_post799953\n",
-      "syn_x730_y1043_z224_pre799778_post799778\n",
-      "syn_x730_y1050_z3366_pre24339082_post14053549\n",
-      "syn_x730_y1051_z3167_pre-1_post-1\n",
-      "syn_x730_y1052_z2708_pre11349635_post13819051\n",
-      "syn_x730_y1052_z3917_pre-1_post-1\n",
-      "syn_x730_y1052_z4422_pre19209534_post48149221\n",
-      "syn_x730_y1066_z2790_pre11313321_post29728771\n",
-      "syn_x730_y1068_z825_pre14073228_post10874697\n",
-      "syn_x730_y1072_z2304_pre21969039_post12325203\n",
-      "syn_x730_y1076_z3086_pre13819515_post35123890\n",
-      "syn_x730_y1080_z4923_pre11313993_post0\n",
-      "syn_x730_y1086_z956_pre-1_post-1\n",
-      "syn_x730_y1088_z36_pre40507887_post40507887\n",
-      "syn_x730_y1090_z3355_pre11313275_post34868750\n",
-      "syn_x730_y1093_z2777_pre40254514_post29728771\n",
-      "syn_x730_y1093_z678_pre13954471_post3173338\n",
-      "syn_x730_y1094_z4453_pre-1_post-1\n",
-      "syn_x730_y1095_z2651_pre21969039_post35269303\n",
-      "syn_x730_y1097_z4708_pre13939897_post13939897\n",
-      "syn_x730_y1098_z1008_pre8689921_post3205010\n",
-      "syn_x730_y1102_z1658_pre16579710_post16579710\n",
-      "syn_x730_y1102_z796_pre-1_post-1\n",
-      "syn_x730_y1108_z2737_pre-1_post-1\n",
-      "syn_x730_y1110_z4703_pre13939897_post45533364\n",
-      "syn_x730_y1119_z4569_pre21833543_post48144240\n",
-      "syn_x730_y1122_z3572_pre13818666_post0\n",
-      "syn_x730_y1124_z3124_pre-1_post-1\n",
-      "syn_x730_y1127_z3317_pre19089320_post35123890\n",
-      "syn_x730_y1127_z3799_pre-1_post-1\n",
-      "syn_x730_y1130_z1933_pre11308767_post0\n",
-      "syn_x730_y1130_z2826_pre11318194_post11318194\n",
-      "syn_x730_y1138_z3408_pre34869058_post37992803\n",
-      "syn_x730_y1143_z1105_pre11318651_post21969023\n",
-      "syn_x730_y1143_z2209_pre-1_post-1\n",
-      "syn_x730_y1143_z4202_pre19204047_post11189657\n",
-      "syn_x730_y1147_z3369_pre-1_post-1\n",
-      "syn_x730_y1148_z3413_pre34869058_post37992803\n",
-      "syn_x730_y1149_z525_pre-1_post-1\n",
-      "syn_x730_y1150_z1913_pre19214688_post11204891\n",
-      "syn_x730_y1151_z2140_pre-1_post-1\n",
-      "syn_x730_y1155_z2533_pre34994097_post21845071\n",
-      "syn_x730_y1161_z3043_pre19213846_post35133978\n",
-      "syn_x730_y1162_z1275_pre8564884_post13845353\n",
-      "syn_x730_y1163_z2663_pre21839248_post29732981\n",
-      "syn_x730_y1165_z715_pre6065327_post1811462\n",
-      "syn_x730_y1167_z4341_pre19209512_post43675916\n",
-      "syn_x730_y1168_z4432_pre19209512_post34993350\n",
-      "syn_x730_y1172_z3159_pre19084786_post0\n",
-      "syn_x730_y1179_z4358_pre19209512_post48137130\n",
-      "syn_x730_y1180_z1021_pre5944980_post34994097\n",
-      "syn_x730_y1183_z1800_pre3428414_post21967981\n",
-      "syn_x730_y1183_z2339_pre680487_post0\n",
-      "syn_x730_y1185_z4387_pre48143105_post48143116\n",
-      "syn_x730_y1186_z3794_pre40254428_post42882104\n",
-      "syn_x730_y1190_z2670_pre-1_post-1\n",
-      "syn_x730_y1190_z4012_pre27092566_post19094859\n",
-      "syn_x730_y1192_z1880_pre-1_post-1\n",
-      "syn_x730_y1198_z4142_pre40254634_post42876555\n",
-      "syn_x730_y1199_z565_pre-1_post-1\n",
-      "syn_x730_y1201_z3785_pre-1_post-1\n",
-      "syn_x730_y1203_z3416_pre37618314_post37763387\n",
-      "syn_x730_y1205_z2223_pre27107786_post24462852\n",
-      "syn_x730_y1208_z1269_pre16594050_post11203461\n",
-      "syn_x730_y1209_z323_pre-1_post-1\n",
-      "syn_x730_y1209_z3953_pre48142339_post21859317\n",
-      "syn_x730_y1212_z3954_pre21859317_post12228006\n",
-      "syn_x730_y1215_z3417_pre34998447_post37763387\n",
-      "syn_x730_y1216_z3840_pre40253848_post40389073\n",
-      "syn_x730_y1217_z4408_pre11068856_post42758201\n",
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-      "syn_x820_y1371_z3031_pre-1_post-1\n",
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-      "syn_x870_y899_z4392_pre-1_post-1\n",
-      "syn_x870_y908_z3164_pre13932483_post35108145\n",
-      "syn_x870_y916_z4199_pre-1_post-1\n",
-      "syn_x870_y921_z3438_pre-1_post-1\n",
-      "syn_x870_y922_z4418_pre-1_post-1\n",
-      "syn_x870_y922_z4543_pre21954117_post15066315\n",
-      "syn_x870_y924_z3437_pre-1_post-1\n",
-      "syn_x870_y924_z4540_pre21954117_post50887068\n",
-      "syn_x870_y931_z4061_pre45627316_post14945735\n",
-      "syn_x870_y932_z4469_pre24702595_post24702595\n",
-      "syn_x870_y934_z3440_pre48496266_post24582358\n",
-      "syn_x870_y940_z2656_pre21958698_post22878479\n",
-      "syn_x870_y946_z3071_pre11313917_post37899268\n",
-      "syn_x870_y953_z3496_pre11307601_post0\n",
-      "syn_x870_y954_z1432_pre-1_post-1\n",
-      "syn_x870_y971_z1619_pre13944411_post16699140\n",
-      "syn_x870_y979_z4080_pre-1_post-1\n",
-      "syn_x871_y1005_z3551_pre11313662_post11314161\n",
-      "syn_x871_y1006_z4337_pre-1_post-1\n",
-      "syn_x871_y1028_z3840_pre11313993_post11313993\n",
-      "syn_x871_y1031_z4193_pre-1_post-1\n",
-      "syn_x871_y1033_z3238_pre21958200_post35113950\n",
-      "syn_x871_y1049_z4505_pre32478954_post48137130\n",
-      "syn_x871_y1052_z2432_pre50896929_post14983109\n",
-      "syn_x871_y1056_z4582_pre50892787_post27217630\n",
-      "syn_x871_y1060_z1570_pre16703838_post16703811\n",
-      "syn_x871_y1074_z1777_pre19334037_post22001595\n",
-      "syn_x871_y1075_z3232_pre32358563_post19209478\n",
-      "syn_x871_y1076_z3422_pre16579833_post37867177\n",
-      "syn_x871_y1081_z3304_pre21834178_post32362787\n",
-      "syn_x871_y1081_z3934_pre11318444_post43003993\n",
-      "syn_x871_y1082_z3424_pre16579833_post37867177\n",
-      "syn_x871_y1082_z3972_pre21963618_post36026471\n",
-      "syn_x871_y1108_z3450_pre19089891_post37867177\n",
-      "syn_x871_y1118_z3345_pre37747622_post37743203\n",
-      "syn_x871_y1120_z1206_pre-1_post-1\n",
-      "syn_x871_y1122_z3007_pre16583629_post32478910\n",
-      "syn_x871_y1131_z3023_pre-1_post-1\n",
-      "syn_x871_y1132_z4017_pre24594320_post17611938\n",
-      "syn_x871_y1135_z3191_pre21838445_post32902276\n",
-      "syn_x871_y1145_z4585_pre-1_post-1\n",
-      "syn_x871_y1147_z4605_pre-1_post-1\n",
-      "syn_x871_y1167_z3994_pre10874494_post43675916\n",
-      "syn_x871_y1169_z4536_pre-1_post-1\n",
-      "syn_x871_y1169_z4542_pre-1_post-1\n",
-      "syn_x871_y1176_z2878_pre22119828_post35269303\n",
-      "syn_x871_y1188_z922_pre8819160_post8819173\n",
-      "syn_x871_y1190_z2565_pre27114200_post27228798\n",
-      "syn_x871_y1202_z1954_pre21968571_post19468843\n",
-      "syn_x871_y1209_z4013_pre45642660_post42794296\n",
-      "syn_x871_y1209_z4529_pre-1_post-1\n",
-      "syn_x871_y1213_z355_pre-1_post-1\n",
-      "syn_x871_y1223_z3280_pre43007854_post35123890\n",
-      "syn_x871_y1223_z3785_pre40383234_post42793624\n",
-      "syn_x871_y1230_z4451_pre48274332_post48274088\n",
-      "syn_x871_y1233_z4590_pre13824327_post50888393\n",
-      "syn_x871_y1242_z367_pre-1_post-1\n",
-      "syn_x871_y1248_z3482_pre-1_post-1\n",
-      "syn_x871_y1249_z1820_pre-1_post-1\n",
-      "syn_x871_y1251_z4221_pre45644282_post48397167\n",
-      "syn_x871_y1264_z3747_pre21728221_post40389073\n",
-      "syn_x871_y1264_z4510_pre48149031_post50902364\n",
-      "syn_x871_y1273_z3924_pre11349720_post42893699\n",
-      "syn_x871_y1284_z3477_pre-1_post-1\n",
-      "syn_x871_y1291_z3884_pre21833543_post43007036\n",
-      "syn_x871_y1301_z4011_pre-1_post-1\n",
-      "syn_x871_y1305_z3674_pre40383618_post40508420\n",
-      "syn_x871_y1311_z4333_pre40378588_post48273214\n",
-      "syn_x871_y1314_z3516_pre11329052_post11324824\n",
-      "syn_x871_y1320_z3407_pre45513029_post35113145\n",
-      "syn_x871_y1328_z4671_pre50904225_post19218639\n",
-      "syn_x871_y1342_z1694_pre16714288_post11096201\n",
-      "syn_x871_y1349_z15_pre-1_post-1\n",
-      "syn_x871_y1360_z4486_pre-1_post-1\n",
-      "syn_x871_y1366_z3824_pre-1_post-1\n",
-      "syn_x871_y1388_z2409_pre24478923_post21713243\n",
-      "syn_x871_y1389_z3129_pre43419137_post0\n",
-      "syn_x871_y1403_z4689_pre50908674_post50784353\n",
-      "syn_x871_y1416_z3745_pre43024015_post0\n",
-      "syn_x871_y1421_z2930_pre29869257_post35140213\n",
-      "syn_x871_y1436_z3129_pre35128331_post35128028\n",
-      "syn_x871_y1443_z4066_pre19218639_post42794296\n",
-      "syn_x871_y1447_z2396_pre-1_post-1\n",
-      "syn_x871_y1447_z3789_pre24483033_post40389073\n",
-      "syn_x871_y1452_z3405_pre37758408_post37753120\n",
-      "syn_x871_y1467_z4721_pre-1_post-1\n",
-      "syn_x871_y1484_z3529_pre21843697_post37764945\n",
-      "syn_x871_y1484_z3635_pre19099043_post40529464\n",
-      "syn_x871_y1495_z4050_pre45772619_post45653031\n",
-      "syn_x871_y1511_z3908_pre16714288_post43148304\n",
-      "syn_x871_y1513_z2402_pre-1_post-1\n",
-      "syn_x871_y1517_z3452_pre-1_post-1\n",
-      "syn_x871_y1524_z4013_pre-1_post-1\n",
-      "syn_x871_y1528_z3813_pre43022984_post43148114\n",
-      "syn_x871_y1528_z3898_pre43023946_post43148304\n",
-      "syn_x871_y1537_z4553_pre50913209_post50902444\n",
-      "syn_x871_y1546_z3367_pre45659323_post35123890\n",
-      "syn_x871_y1548_z4034_pre16714288_post42794296\n",
-      "syn_x871_y1553_z3840_pre42898773_post37649841\n",
-      "syn_x871_y1562_z3488_pre37770134_post24349109\n",
-      "syn_x871_y1597_z3820_pre-1_post-1\n",
-      "syn_x871_y1603_z4006_pre-1_post-1\n",
-      "syn_x871_y1603_z4330_pre-1_post-1\n",
-      "syn_x871_y1616_z4445_pre-1_post-1\n",
-      "syn_x871_y1621_z2770_pre29879878_post29879981\n",
-      "syn_x871_y1636_z3825_pre37770187_post0\n",
-      "syn_x871_y1637_z2295_pre14084091_post21719341\n",
-      "syn_x871_y1642_z1538_pre-1_post-1\n",
-      "syn_x871_y1658_z3557_pre37770147_post37780007\n",
-      "syn_x871_y1668_z3991_pre1467982_post0\n",
-      "syn_x871_y1677_z3169_pre25612314_post35270100\n",
-      "syn_x871_y1682_z1780_pre-1_post-1\n",
-      "syn_x871_y1687_z2767_pre27250167_post21839006\n",
-      "syn_x871_y1688_z4229_pre-1_post-1\n",
-      "syn_x871_y1696_z3092_pre-1_post-1\n",
-      "syn_x871_y1698_z4502_pre-1_post-1\n",
-      "syn_x871_y1712_z4441_pre43033326_post45654244\n",
-      "syn_x871_y1756_z2349_pre11471398_post11471398\n",
-      "syn_x871_y1924_z2079_pre-1_post-1\n",
-      "syn_x871_y1944_z2131_pre-1_post-1\n",
-      "syn_x871_y2025_z4777_pre-1_post-1\n",
-      "syn_x871_y2038_z4556_pre-1_post-1\n",
-      "syn_x871_y656_z3110_pre-1_post-1\n",
-      "syn_x871_y681_z526_pre-1_post-1\n",
-      "syn_x871_y711_z1235_pre14058175_post50762371\n",
-      "syn_x871_y720_z671_pre6170123_post17188774\n",
-      "syn_x871_y723_z1290_pre50762371_post0\n",
-      "syn_x871_y730_z476_pre11428591_post3540928\n",
-      "syn_x871_y741_z1410_pre29843606_post667975\n",
-      "syn_x871_y743_z2249_pre24578039_post13938436\n",
-      "syn_x871_y744_z814_pre-1_post-1\n",
-      "syn_x871_y766_z3173_pre-1_post-1\n",
-      "syn_x871_y768_z917_pre8800423_post13938436\n",
-      "syn_x871_y784_z3249_pre-1_post-1\n",
-      "syn_x871_y793_z1987_pre13932869_post12179492\n",
-      "syn_x871_y796_z2296_pre22077852_post50762371\n",
-      "syn_x871_y811_z2493_pre32597779_post27093830\n",
-      "syn_x871_y816_z1553_pre16693337_post13819637\n",
-      "syn_x871_y824_z4087_pre21948722_post35101963\n",
-      "syn_x871_y829_z2100_pre-1_post-1\n",
-      "syn_x871_y830_z3454_pre32472786_post14945735\n",
-      "syn_x871_y834_z4052_pre11309760_post45621639\n",
-      "syn_x871_y835_z3488_pre42992309_post50762371\n",
-      "syn_x871_y840_z2414_pre11429500_post14945735\n",
-      "syn_x871_y845_z1809_pre-1_post-1\n",
-      "syn_x871_y845_z2269_pre-1_post-1\n",
-      "syn_x871_y847_z2441_pre27213017_post50762371\n",
-      "syn_x871_y848_z1954_pre21954117_post21954117\n",
-      "syn_x871_y851_z3176_pre3539663_post14945735\n",
-      "syn_x871_y861_z4175_pre-1_post-1\n",
-      "syn_x871_y870_z2372_pre24584106_post21724962\n",
-      "syn_x871_y875_z2024_pre11302946_post11302976\n",
-      "syn_x871_y892_z3641_pre53516765_post35102247\n",
-      "syn_x871_y900_z4325_pre-1_post-1\n",
-      "syn_x871_y901_z3627_pre-1_post-1\n",
-      "syn_x871_y907_z2040_pre11308552_post11302976\n",
-      "syn_x871_y915_z2070_pre21958979_post11429500\n",
-      "syn_x871_y916_z3505_pre-1_post-1\n",
-      "syn_x871_y921_z3651_pre-1_post-1\n",
-      "syn_x871_y924_z3990_pre32477159_post50762371\n",
-      "syn_x871_y925_z3461_pre48496266_post34977571\n",
-      "syn_x871_y942_z2340_pre16699295_post12325203\n",
-      "syn_x871_y955_z3971_pre-1_post-1\n",
-      "syn_x871_y963_z853_pre8808950_post8809024\n",
-      "syn_x871_y964_z1432_pre-1_post-1\n",
-      "syn_x871_y966_z3007_pre19219551_post0\n",
-      "syn_x871_y967_z4017_pre-1_post-1\n",
-      "syn_x871_y984_z3452_pre16569395_post24582358\n",
-      "syn_x871_y992_z4544_pre50887196_post50886969\n",
-      "syn_x871_y998_z4335_pre-1_post-1\n",
-      "syn_x872_y1004_z3307_pre16574666_post16574666\n",
-      "syn_x872_y1010_z796_pre-1_post-1\n",
-      "syn_x872_y1014_z4266_pre3419242_post0\n",
-      "syn_x872_y1031_z3064_pre-1_post-1\n",
-      "syn_x872_y1032_z4895_pre53523537_post53517343\n",
-      "syn_x872_y1038_z3933_pre13939725_post40383700\n",
-      "syn_x872_y1042_z3342_pre21963618_post32362787\n",
-      "syn_x872_y1048_z1562_pre16703811_post0\n",
-      "syn_x872_y1048_z2920_pre-1_post-1\n",
-      "syn_x872_y1050_z4253_pre-1_post-1\n",
-      "syn_x872_y1066_z3035_pre-1_post-1\n",
-      "syn_x872_y1071_z4041_pre45632113_post17611938\n",
-      "syn_x872_y1073_z1523_pre16703504_post16703346\n",
-      "syn_x872_y1075_z2335_pre-1_post-1\n",
-      "syn_x872_y1077_z3409_pre16579833_post37743386\n",
-      "syn_x872_y1085_z4141_pre14084091_post0\n",
-      "syn_x872_y1087_z3914_pre-1_post-1\n",
-      "syn_x872_y1094_z3484_pre16699421_post22621205\n",
-      "syn_x872_y1102_z4169_pre-1_post-1\n",
-      "syn_x872_y1106_z4118_pre11313491_post42794296\n",
-      "syn_x872_y1114_z2511_pre-1_post-1\n",
-      "syn_x872_y1118_z4139_pre-1_post-1\n",
-      "syn_x872_y1121_z3469_pre19328758_post35123890\n",
-      "syn_x872_y1130_z3550_pre-1_post-1\n",
-      "syn_x872_y1132_z3549_pre-1_post-1\n",
-      "syn_x872_y1135_z2068_pre21969533_post21969590\n",
-      "syn_x872_y1138_z3191_pre21838445_post32902276\n",
-      "syn_x872_y1139_z3197_pre21838445_post27228619\n",
-      "syn_x872_y1142_z1685_pre19338266_post22001595\n",
-      "syn_x872_y1143_z1654_pre11318841_post11096201\n",
-      "syn_x872_y1146_z4276_pre24594320_post48548558\n",
-      "syn_x872_y1152_z2530_pre-1_post-1\n",
-      "syn_x872_y1170_z1664_pre19332836_post19338118\n",
-      "syn_x872_y1182_z3976_pre48017513_post43675916\n",
-      "syn_x872_y1186_z1567_pre-1_post-1\n",
-      "syn_x872_y1194_z3224_pre10874494_post24479198\n",
-      "syn_x872_y1200_z4028_pre19218144_post11318537\n",
-      "syn_x872_y1201_z2549_pre14073565_post10874697\n",
-      "syn_x872_y1201_z3749_pre-1_post-1\n",
-      "syn_x872_y1213_z2372_pre11335169_post11335169\n",
-      "syn_x872_y1226_z3983_pre-1_post-1\n",
-      "syn_x872_y1228_z4040_pre40507887_post42794296\n",
-      "syn_x872_y1229_z3170_pre35122790_post0\n",
-      "syn_x872_y1235_z4450_pre48274332_post48274088\n",
-      "syn_x872_y1244_z4514_pre48269019_post50902398\n",
-      "syn_x872_y1253_z3498_pre-1_post-1\n",
-      "syn_x872_y1259_z4006_pre-1_post-1\n",
-      "syn_x872_y1260_z2348_pre-1_post-1\n",
-      "syn_x872_y1267_z3412_pre21848247_post35118391\n",
-      "syn_x872_y1268_z3143_pre-1_post-1\n",
-      "syn_x872_y1270_z4617_pre21838788_post0\n",
-      "syn_x872_y1274_z4629_pre43007854_post53563287\n",
-      "syn_x872_y1277_z3864_pre11315057_post0\n",
-      "syn_x872_y1279_z3963_pre43014094_post40405339\n",
-      "syn_x872_y1291_z4668_pre24458188_post22218541\n",
-      "syn_x872_y1295_z4669_pre-1_post-1\n",
-      "syn_x872_y1305_z2505_pre24478923_post0\n",
-      "syn_x872_y1311_z3397_pre45513029_post32362787\n",
-      "syn_x872_y1316_z3520_pre11329052_post37754229\n",
-      "syn_x872_y1335_z1717_pre19348677_post19348784\n",
-      "syn_x872_y1344_z3722_pre21843983_post40389073\n",
-      "syn_x872_y1351_z2062_pre-1_post-1\n",
-      "syn_x872_y1376_z2416_pre24478923_post24478923\n",
-      "syn_x872_y1386_z3423_pre-1_post-1\n",
-      "syn_x872_y1458_z2397_pre-1_post-1\n",
-      "syn_x872_y1467_z3787_pre40388445_post0\n",
-      "syn_x872_y1473_z3921_pre-1_post-1\n",
-      "syn_x872_y1486_z2923_pre32504597_post32503750\n",
-      "syn_x872_y1487_z3158_pre35133870_post29869257\n",
-      "syn_x872_y1491_z2882_pre27119525_post35269303\n",
-      "syn_x872_y1495_z3209_pre-1_post-1\n",
-      "syn_x872_y1498_z3340_pre-1_post-1\n",
-      "syn_x872_y1509_z2402_pre-1_post-1\n",
-      "syn_x872_y1515_z3468_pre11350937_post37759207\n",
-      "syn_x872_y1523_z3551_pre-1_post-1\n",
-      "syn_x872_y1527_z3401_pre37770400_post37770400\n",
-      "syn_x872_y1528_z3791_pre37643823_post42910483\n",
-      "syn_x872_y1535_z3113_pre35133552_post35270100\n",
-      "syn_x872_y1536_z2413_pre13969470_post21723506\n",
-      "syn_x872_y1537_z3818_pre43148114_post43028369\n",
-      "syn_x872_y1543_z3891_pre43023946_post42793624\n",
-      "syn_x872_y1548_z3978_pre-1_post-1\n",
-      "syn_x872_y1552_z3947_pre-1_post-1\n",
-      "syn_x872_y1552_z4752_pre-1_post-1\n",
-      "syn_x872_y1554_z3947_pre-1_post-1\n",
-      "syn_x872_y1563_z3756_pre45658745_post37623691\n",
-      "syn_x872_y1570_z3733_pre45658745_post37623691\n",
-      "syn_x872_y1574_z4220_pre43159523_post48287801\n",
-      "syn_x872_y1576_z2330_pre24620001_post0\n",
-      "syn_x872_y1577_z2354_pre40660072_post40660072\n",
-      "syn_x872_y1581_z3219_pre-1_post-1\n",
-      "syn_x872_y1590_z2024_pre-1_post-1\n",
-      "syn_x872_y1590_z3163_pre-1_post-1\n",
-      "syn_x872_y1591_z3352_pre35020380_post37768617\n",
-      "syn_x872_y1592_z4705_pre-1_post-1\n",
-      "syn_x872_y1598_z4721_pre50913451_post0\n",
-      "syn_x872_y1606_z4329_pre48288450_post50798410\n",
-      "syn_x872_y1616_z3733_pre40399926_post0\n",
-      "syn_x872_y1619_z3807_pre40400258_post37623691\n",
-      "syn_x872_y1631_z3122_pre19360746_post32253278\n",
-      "syn_x872_y1647_z3852_pre40279688_post40405339\n",
-      "syn_x872_y1654_z1593_pre-1_post-1\n",
-      "syn_x872_y1658_z3397_pre37773705_post24474480\n",
-      "syn_x872_y1670_z2348_pre-1_post-1\n",
-      "syn_x872_y1679_z4217_pre-1_post-1\n",
-      "syn_x872_y1681_z4409_pre45654244_post35150090\n",
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-      "syn_x997_y346_z3558_pre-1_post-1\n",
-      "syn_x997_y381_z3587_pre-1_post-1\n",
-      "syn_x997_y406_z2314_pre-1_post-1\n",
-      "syn_x998_y1090_z2153_pre27218624_post24717778\n",
-      "syn_x998_y1248_z3894_pre-1_post-1\n",
-      "syn_x998_y1356_z1093_pre-1_post-1\n",
-      "syn_x998_y1382_z2786_pre-1_post-1\n",
-      "syn_x998_y1411_z3280_pre22119828_post0\n",
-      "syn_x998_y1768_z3531_pre-1_post-1\n",
-      "syn_x998_y1779_z3531_pre-1_post-1\n",
-      "syn_x998_y1872_z3560_pre-1_post-1\n",
-      "syn_x998_y351_z3598_pre-1_post-1\n",
-      "syn_x998_y539_z3122_pre-1_post-1\n",
-      "syn_x998_y542_z3114_pre-1_post-1\n",
-      "syn_x998_y559_z3138_pre-1_post-1\n",
-      "syn_x998_y833_z3363_pre37857132_post35228380\n",
-      "syn_x998_y868_z3600_pre11799407_post27989410\n",
-      "syn_x999_y1102_z179_pre-1_post-1\n",
-      "syn_x999_y1262_z4235_pre-1_post-1\n",
-      "syn_x999_y1315_z4031_pre45767771_post45767771\n",
-      "syn_x999_y1370_z3064_pre35252871_post35270100\n",
-      "syn_x999_y1372_z1533_pre-1_post-1\n",
-      "syn_x999_y1487_z3956_pre-1_post-1\n",
-      "syn_x999_y1761_z3807_pre-1_post-1\n",
-      "syn_x999_y1802_z3505_pre-1_post-1\n",
-      "syn_x999_y1860_z3542_pre-1_post-1\n",
-      "syn_x999_y377_z1758_pre-1_post-1\n",
-      "syn_x999_y829_z3225_pre-1_post-1\n",
-      "syn_x999_y832_z3225_pre-1_post-1\n",
-      "syn_x999_y875_z1335_pre-1_post-1\n",
-      "syn_x99_y1098_z2849_pre-1_post-1\n",
-      "syn_x99_y1283_z885_pre-1_post-1\n",
-      "syn_x99_y1363_z3007_pre-1_post-1\n",
-      "syn_x99_y1372_z2996_pre-1_post-1\n",
-      "syn_x99_y465_z2436_pre-1_post-1\n"
-     ]
-    }
-   ],
-   "source": [
-    "g = nx.MultiDiGraph()\n",
-    "with open(RAW_DYNAMO_EXPORT, \"r\") as f:\n",
-    "    # skip header\n",
-    "    for _ in range(1):\n",
-    "        next(f)\n",
-    "    for line in f:\n",
-    "        if line.startswith(\"#\"):\n",
-    "            continue\n",
-    "        _, edge_raw = line.strip().split(\",\")\n",
-    "        # syn_x1000_y1068_z444_pre-1_post-1\n",
-    "        print(edge_raw)\n",
-    "        _, x, y, z, pre, post = edge_raw.split(\"_\")\n",
-    "        x, y, z = int(x[1:]), int(y[1:]), int(z[1:])\n",
-    "        pre = pre[len(\"pre\"):]\n",
-    "        post = post[len(\"post\"):]\n",
-    "        g.add_edge(pre, post, pos=(x, y, z))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "83d4a59e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[2K\u001b[37m⠧\u001b[0m \u001b[2mcloudome==0.1.0                                                               \u001b[0m\u001b[1m\u001b[31merror\u001b[39m\u001b[0m: Request failed after 3 retries\n",
-      "  \u001b[1m\u001b[31mCaused by\u001b[39m\u001b[0m: error sending request for url (https://pypi.org/simple/pynamodb/)\n",
-      "  \u001b[1m\u001b[31mCaused by\u001b[39m\u001b[0m: client error (Connect)\n",
-      "  \u001b[1m\u001b[31mCaused by\u001b[39m\u001b[0m: invalid peer certificate: UnknownIssuer\n"
-     ]
-    }
-   ],
-   "source": [
-    "!uv add lxml"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "c5affb25",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# save the raw graph as a graphml\n",
-    "nx.write_edgelist(g, \"./c40k/hannah-connectome-40k-raw.edgelist\")\n",
-    "# remove -1 and 0 vertices\n",
-    "gg = g.copy()\n",
-    "gg.remove_node(\"-1\")\n",
-    "gg.remove_node(\"0\")\n",
-    "# save the graph as a graphml\n",
-    "nx.write_edgelist(gg, \"./c40k/hannah-connectome-40k-processed.edgelist\")\n",
-    "nx.write_edgelist(nx.DiGraph(gg), \"./c40k/hannah-connectome-40k-simple.edgelist\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "53a00e3a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Raw: 33070 195262\n",
-      "No 0: 33068 110968\n",
-      "Simple: 33068 77907\n",
-      "% Reduction of edges (processed): 0.43169689955034773\n",
-      "% Reduction of edges (simple): 0.6010129979207424\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(\"Raw:\", g.number_of_nodes(), g.number_of_edges())\n",
-    "print(\"No 0:\", gg.number_of_nodes(), gg.number_of_edges())\n",
-    "simple = nx.DiGraph(gg)\n",
-    "print(\"Simple:\", simple.number_of_nodes(), simple.number_of_edges())\n",
-    "print(\"% Reduction of edges (processed):\", (g.number_of_edges() - gg.number_of_edges()) / g.number_of_edges())\n",
-    "print(\"% Reduction of edges (simple):\", (g.number_of_edges() - simple.number_of_edges()) / g.number_of_edges())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "262e7421",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.00017855107787335974, 0.0001014834059395243, 7.124817701076455e-05)"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "nx.density(g), nx.density(gg), nx.density(simple)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "cecf0a8c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[('13819051', 334),\n",
-       " ('10874697', 299),\n",
-       " ('43795605', 243),\n",
-       " ('14983109', 238),\n",
-       " ('25251314', 232)]"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Top 5 highest degree nodes in simple graph:\n",
-    "sorted(simple.degree, key=lambda x: x[1], reverse=True)[:5]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "adf61ea3",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": ".venv",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/Contactome-Connectome-Comparison.ipynb b/Contactome-Connectome-Comparison.ipynb
deleted file mode 100644
index 0b327e1..0000000
--- a/Contactome-Connectome-Comparison.ipynb
+++ /dev/null
@@ -1,262 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "bfccaef6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import networkx as nx\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2307e6a6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "contactome = nx.read_edgelist(\"./c40k/c40k_weighted.csv\", delimiter=\",\", create_using=nx.Graph(), data=((\"weight\", float),))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "ba669517",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(244187, 570849)"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(contactome.nodes()), len(contactome.edges())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "0ba0d3d4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "connectome = nx.read_edgelist(\"./c40k/hannah-connectome-40k-simple.edgelist\", create_using=nx.Graph())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "78031662",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(32063, 76817)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(connectome.nodes()), len(connectome.edges())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "0333abd0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['12502386',\n",
-       " '9873100',\n",
-       " '28485670',\n",
-       " '12502375',\n",
-       " '12502382',\n",
-       " '40544536',\n",
-       " '43408772',\n",
-       " '46038762',\n",
-       " '46038817',\n",
-       " '43408863']"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "list(contactome.nodes)[:10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "6cb439e6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['43257450',\n",
-       " '43420233',\n",
-       " '45893261',\n",
-       " '45642209',\n",
-       " '45897913',\n",
-       " '19218639',\n",
-       " '29618117',\n",
-       " '24359832',\n",
-       " '18979879',\n",
-       " '19627684']"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "list(connectome.nodes)[:10]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "a37ae464",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "4238"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Size of set intersection of nodes\n",
-    "len(set(contactome.nodes()).intersection(connectome.nodes()))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "2cceb76b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Contactome edges: 570849\n",
-      "Connectome edges: 76817\n",
-      "Contactome edges in connectome: 1455\n",
-      "Contactome edges in connectome (%): 0.25%\n",
-      "Connectome edges in contactome: 1455\n",
-      "Connectome edges in contactome (%): 1.89%\n"
-     ]
-    }
-   ],
-   "source": [
-    "# How many (% and #) of contactome edges are in the connectome?\n",
-    "contactome_edges = set(contactome.edges())\n",
-    "connectome_edges = set(connectome.edges())\n",
-    "\n",
-    "print(f\"Contactome edges: {len(contactome_edges)}\")\n",
-    "print(f\"Connectome edges: {len(connectome_edges)}\")\n",
-    "print(f\"Contactome edges in connectome: {len(contactome_edges.intersection(connectome_edges))}\")\n",
-    "print(f\"Contactome edges in connectome (%): {len(contactome_edges.intersection(connectome_edges)) / len(contactome_edges) * 100:.2f}%\")\n",
-    "print(f\"Connectome edges in contactome: {len(connectome_edges.intersection(contactome_edges))}\")\n",
-    "print(f\"Connectome edges in contactome (%): {len(connectome_edges.intersection(contactome_edges)) / len(connectome_edges) * 100:.2f}%\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "212ab4bb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "subgraph_contactome = contactome.subgraph(connectome.nodes())\n",
-    "subgraph_connectome = connectome.subgraph(contactome.nodes())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "c250f90a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Subset Contactome edges: 21086\n",
-      "Subset Connectome edges: 18440\n",
-      "Subset Contactome edges in connectome: 2283\n",
-      "Subset Contactome edges in connectome (%): 10.83%\n",
-      "Subset Connectome edges in contactome: 2283\n",
-      "Subset Connectome edges in contactome (%): 12.38%\n"
-     ]
-    }
-   ],
-   "source": [
-    "# How many (% and #) of contactome edges are in the connectome?\n",
-    "contactome_edges = set(subgraph_contactome.edges())\n",
-    "connectome_edges = set(subgraph_connectome.edges())\n",
-    "\n",
-    "print(f\"Subset Contactome edges: {len(contactome_edges)}\")\n",
-    "print(f\"Subset Connectome edges: {len(connectome_edges)}\")\n",
-    "print(f\"Subset Contactome edges in connectome: {len(contactome_edges.intersection(connectome_edges))}\")\n",
-    "print(f\"Subset Contactome edges in connectome (%): {len(contactome_edges.intersection(connectome_edges)) / len(contactome_edges) * 100:.2f}%\")\n",
-    "print(f\"Subset Connectome edges in contactome: {len(connectome_edges.intersection(contactome_edges))}\")\n",
-    "print(f\"Subset Connectome edges in contactome (%): {len(connectome_edges.intersection(contactome_edges)) / len(connectome_edges) * 100:.2f}%\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "fe046924",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": ".venv",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/Contactome-Simplify.ipynb b/Contactome-Simplify.ipynb
deleted file mode 100644
index 1dc59e3..0000000
--- a/Contactome-Simplify.ipynb
+++ /dev/null
@@ -1,273 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import networkx as nx\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\n",
-    "SURFACE_AREA_VOX = 80\n",
-    "\n",
-    "G = nx.Graph()\n",
-    "with open('c40k_pre_post_weights.csv', 'r') as f:\n",
-    "    for line in f.readlines():\n",
-    "        if line.startswith('#'):\n",
-    "            continue\n",
-    "        src, dst, weight = line.strip().split(',')\n",
-    "        weight = float(weight)\n",
-    "        u, v = sorted([src, dst])\n",
-    "        if not G.has_edge(u, v):\n",
-    "            G.add_edge(u, v, weight=weight * SURFACE_AREA_VOX)\n",
-    "        else:\n",
-    "            G[u][v]['weight'] += weight * SURFACE_AREA_VOX\n",
-    "print(len(G.nodes()), len(G.edges()))\n",
-    "with open('c40k_weighted.csv', 'w') as f:\n",
-    "    for u, v in G.edges():\n",
-    "        f.write(f\"{u},{v},{int(G[u][v]['weight'])}\\n\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(244187, 1138603)"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(g.nodes()), len(g.edges())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "G = nx.Graph()\n",
-    "with open('c40k_weighted.csv', 'r') as f:\n",
-    "    for line in f:\n",
-    "        u, v, weight = line.strip().split(',')\n",
-    "        G.add_edge(u, v, weight=int(weight))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(244187, 570849)"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(G.nodes()), len(G.edges())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# average degree\n",
-    "avg_degree = sum(dict(G.degree()).values()) / len(G.nodes())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# median degree\n",
-    "median_degree = sorted(dict(G.degree()).values())[len(G.nodes()) // 2]\n",
-    "median_degree"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\u001b[2K\u001b[2mResolved \u001b[1m136 packages\u001b[0m \u001b[2min 637ms\u001b[0m\u001b[0m                                       \u001b[0m\n",
-      "\u001b[2K\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)                                                   \n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m     0 B/254.64 kB                     \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 2.76 kB/254.64 kB                     \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 6.89 kB/254.64 kB                     \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 11.02 kB/254.64 kB                    \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 12.40 kB/254.64 kB                    \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 15.27 kB/254.64 kB                    \u001b[1A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m     0 B/2.76 MB                       \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 2.76 kB/2.76 MB                       \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 6.89 kB/2.76 MB                       \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 9.65 kB/2.76 MB                       \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 12.40 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--\u001b[2m----------------------------\u001b[0m\u001b[0m 15.27 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 15.26 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m---\u001b[2m---------------------------\u001b[0m\u001b[0m 23.46 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 15.26 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m----\u001b[2m--------------------------\u001b[0m\u001b[0m 31.65 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 15.26 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m----\u001b[2m--------------------------\u001b[0m\u001b[0m 31.65 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 23.46 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m----\u001b[2m--------------------------\u001b[0m\u001b[0m 31.65 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 31.65 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m------\u001b[2m------------------------\u001b[0m\u001b[0m 48.04 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 31.65 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m--------\u001b[2m----------------------\u001b[0m\u001b[0m 64.42 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 31.65 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2mcontourpy \u001b[0m \u001b[32m----------\u001b[2m--------------------\u001b[0m\u001b[0m 80.80 kB/254.64 kB\n",
-      "\u001b[2K\u001b[2A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 31.65 kB/2.76 MB                      \u001b[2A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 179.10 kB/2.76 MB                     \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠙\u001b[0m \u001b[2mPreparing packages...\u001b[0m (0/6)----\u001b[0m\u001b[0m 195.49 kB/2.76 MB                     \u001b[1A\n",
-      "\u001b[2K\u001b[1A\u001b[37m⠹\u001b[0m \u001b[2mPreparing packages...\u001b[0m (5/6)----\u001b[0m\u001b[0m 933.02 kB/2.76 MB                     \u001b[1A\n",
-      "\u001b[2K\u001b[2mPrepared \u001b[1m6 packages\u001b[0m \u001b[2min 276ms\u001b[0m\u001b[0m                                                 \u001b[1A\n",
-      "\u001b[2K\u001b[2mInstalled \u001b[1m6 packages\u001b[0m \u001b[2min 26ms\u001b[0m\u001b[0m                                \u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mcontourpy\u001b[0m\u001b[2m==1.3.2\u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mcycler\u001b[0m\u001b[2m==0.12.1\u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mfonttools\u001b[0m\u001b[2m==4.57.0\u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mkiwisolver\u001b[0m\u001b[2m==1.4.8\u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mmatplotlib\u001b[0m\u001b[2m==3.10.1\u001b[0m\n",
-      " \u001b[32m+\u001b[39m \u001b[1mpyparsing\u001b[0m\u001b[2m==3.2.3\u001b[0m\n"
-     ]
-    }
-   ],
-   "source": [
-    "!uv add matplotlib"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Frequency')"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# hist of degree distribution\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "\n",
-    "degree_sequence = sorted([d for n, d in G.degree()], reverse=True)\n",
-    "plt.hist(degree_sequence, bins=200, density=True)\n",
-    "plt.yscale('log')\n",
-    "plt.xlabel('Degree')\n",
-    "plt.ylabel('Frequency')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'degree_sequence' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
-      "\u001b[31mNameError\u001b[39m                                 Traceback (most recent call last)",
-      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[7]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mdegree_sequence\u001b[49m\n",
-      "\u001b[31mNameError\u001b[39m: name 'degree_sequence' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "degree_sequence"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": ".venv",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/README.md b/README.md
index 60a50c8..0efcb0f 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,16 @@ zappa schedule
 zappa update
 ```
 
+## provisioning resources
+
+To initialize required resources such as DynamoDB tables, run:
+
+```bash
+uv run python3 manage.py initialize
+```
+
+Note: SQS queues are not yet provisioned automatically and must be created manually.
+
 ## generate a contactome
 
 ### populate the task queue
@@ -32,17 +42,13 @@ uv run python3 manage.py export example_graph_id contactome_40k.csv
 
 ### convert to a weighted contactome edgelist
 
+To convert the raw contactome data into a weighted edgelist, use the `simplify` command:
+
 ```bash
-sh process_contactome.sh
+uv run python3 manage.py contactome simplify --raw-file contactome_40k.csv --output-file pre_post_weights.csv
 ```
 
-This will leave you with `pre_post_weights.csv`.
-
-### can also do simplify.ipynb :)
-
-## debugging
-
--   needed to delete crc32c import in exceptions.py of cloudvolume
+This will leave you with `pre_post_weights.csv`, which contains aggregated weights for each (pre, post) pair.
 
 ## generate a connectome
 
@@ -50,9 +56,8 @@ This will leave you with `pre_post_weights.csv`.
 uv run manage.py synapses generate --synapse-channel s3://cvdb-bossdb-boss/smith2024/zebrafish/synapses/ --output-file synapse-centroids-40k.csv
 
 uv run manage.py synapses enqueue --graph-id connectome-40k --centroids-file synapse-centroids-40k.csv --synapse-channel s3://cvdb-bossdb-boss/smith2024/zebrafish/synapses/ --segmentation-channel s3://cvdb-bossdb-boss/smith2024/zebrafish/agglomeration_checkpoint_40000/ --enqueue-limit 10
-```
 
-# options for upscale
+uv run manage.py synapses export connectome-40k synapses_40k.csv
 
-1. run the generate step on big machine
-2. generate at one mip, then do some math in the CSV, run the enqueue at a different MIP
+uv run manage.py synapses simplify --raw-file synapses_40k.csv --output-file synapse_weights.csv
+```
diff --git a/manage.py b/manage.py
index 2d42015..72b55a5 100644
--- a/manage.py
+++ b/manage.py
@@ -1,6 +1,8 @@
 from intern.utils.parallel import block_compute
 import json
 import boto3
+import networkx as nx
+from io import TextIOWrapper
 from tqdm.auto import tqdm
 from cloudvolume import CloudVolume
 import cc3d
@@ -101,7 +103,7 @@ def initialize_resources():
     )
 
 
-def export_results_to_csv(graph_id: str, output_file: str):
+def export_dynamodb_results_to_csv(graph_id: str, output_file: str):
     """
     Export results for a given graph_id to a CSV file.
     This function streams the results to handle large datasets efficiently.
@@ -120,6 +122,65 @@ def export_results_to_csv(graph_id: str, output_file: str):
         for result in ContactEdgeResultsModel.query(graph_id):
             writer.writerow({'graph_id': result.graph_id, 'synapse_id': result.synapse_id})
 
+def simplify_contactome_data(instream: TextIOWrapper, outstream: TextIOWrapper):
+    """
+    Simplify contactome data by aggregating weights for each (pre, post) pair.
+    """
+    import csv
+    from collections import defaultdict
+
+    # Use a dictionary to accumulate weights for each (pre, post) pair
+    weights = defaultdict(int)
+
+    reader = csv.reader(instream)
+    writer = csv.writer(outstream)
+
+    # Read and process each row
+    for row in reader:
+        # Extract pre, post, and weight from the synapse_id field
+        match = re.match(r"pre(\d+)_post(\d+)_w(\d+)", row[1])
+        if match:
+            pre, post, weight = match.groups()
+            key = (pre, post)
+            weights[key] += int(weight)
+
+    # Write the aggregated results to the output stream
+    writer.writerow(["pre", "post", "weight"])  # Header
+    for (pre, post), total_weight in weights.items():
+        writer.writerow([pre, post, total_weight])
+
+def simplify_synapse_data(raw_file: TextIOWrapper, output_file: str, invalid_nodes: list, simple: bool = False):
+    """
+    Simplify synapse data by processing raw export and generating an edgelist CSV.
+    """
+    import networkx as nx
+
+    # Create a directed multigraph
+    g = nx.MultiDiGraph()
+
+    # Skip header
+    next(raw_file)
+    for line in raw_file:
+        if line.startswith("#"):
+            continue
+        _, edge_raw = line.strip().split(",")
+        # Parse synapse data (e.g., syn_x1000_y1068_z444_pre-1_post-1)
+        _, x, y, z, pre, post = edge_raw.split("_")
+        x, y, z = int(x[1:]), int(y[1:]), int(z[1:])
+        pre = pre[len("pre"):]
+        post = post[len("post"):]
+        g.add_edge(pre, post, pos=(x, y, z))
+
+    # Remove invalid nodes (-1 and 0)
+    g.remove_nodes_from(invalid_nodes)
+
+    # If simple is True, downcast to a simple graph
+    if simple:
+        g = nx.DiGraph(g)
+
+    # Save the simplified graph as an edgelist
+    nx.write_edgelist(g, output_file)
+
 
 def parse_arguments():
     parser = argparse.ArgumentParser(description="Cloudome Command Line Interface")
@@ -156,6 +217,17 @@ def parse_arguments():
     enqueue_parser.add_argument("--enqueue-limit", type=int, default=None,
                               help="Limit the number of centroids to enqueue")
 
+    # Subcommand: simplify (synapses)
+    syn_simplify_parser = synapses_subparsers.add_parser("simplify", help="Simplify raw synapse data to a CSV file")
+    syn_simplify_parser.add_argument("--raw-file", type=str, required=True,
+                                    help="Path to CSV file with raw exported synapse data (from `export` command)")
+    syn_simplify_parser.add_argument("--output-file", type=str, required=True,
+                                    help="Output file path for simplified synapse data")
+    syn_simplify_parser.add_argument("--invalid-nodes", type=str, nargs='*', default=["-1", "0"],
+                                    help="List of invalid nodes to remove from the graph")
+    syn_simplify_parser.add_argument("--simple", action='store_true',
+                                    help="If set, downcast to a simple graph")
+
     # Namespace: contactome
     contactome_parser = subparsers.add_parser("contactome", help="Commands related to contactome")
     contactome_subparsers = contactome_parser.add_subparsers(dest="command", required=True)
@@ -175,6 +247,13 @@ def parse_arguments():
     contactome_generate_parser.add_argument("--enqueue-limit", type=int, default=None,
                                          help="Limit the number of tasks to enqueue")
 
+    # Subcommand: simplify (contactome)
+    contactome_simplify_parser = contactome_subparsers.add_parser("simplify", help="Simplify contactome raw export to edgelist CSV")
+    contactome_simplify_parser.add_argument("--raw-file", type=str, required=True,
+                                         help="Path to CSV file with raw exported contactome data (from `export` command)")
+    contactome_simplify_parser.add_argument("--output-file", type=str, required=True,
+                                         help="Output file path for simplified contactome data")
+
     # Namespace: export
     export_parser = subparsers.add_parser("export", help="Export results to CSV")
     export_parser.add_argument("graph_id", type=str, help="Graph ID to export results for")
@@ -218,6 +297,14 @@ def main():
                 mip=mip,
                 enqueue_limit=args.enqueue_limit
             )
+        elif args.command == "simplify":
+            with open(args.raw_file, 'r') as infile:
+                simplify_synapse_data(
+                    infile,
+                    output_file=args.output_file,
+                    invalid_nodes=args.invalid_nodes,
+                    simple=args.simple
+                )
     elif args.namespace == "contactome":
         if args.command == "generate":
             block_size = (args.block_size_x, args.block_size_y, args.block_size_z)
@@ -229,8 +316,14 @@ def main():
                 block_size=block_size,
                 enqueue_limit=args.enqueue_limit
             )
+        elif args.command == "simplify":
+            with open(args.raw_file, 'r') as infile, open(args.output_file, 'w') as outfile:
+                simplify_contactome_data(
+                    instream=infile,
+                    outstream=outfile
+                )
     elif args.namespace == "export":
-        export_results_to_csv(args.graph_id, args.output_file)
+        export_dynamodb_results_to_csv(args.graph_id, args.output_file)
     elif args.namespace == "dequeue":
         local_dequeue(args.sqs_url)
 
diff --git a/process_contactome.sh b/process_contactome.sh
deleted file mode 100644
index 33a4701..0000000
--- a/process_contactome.sh
+++ /dev/null
@@ -1,29 +0,0 @@
-#!/bin/bash
-
-# This script processes the contactome_40k.csv file to generate a new list of lines in the format (pre, post, sum-of-weights).
-
-# Use gawk for better compatibility
-gawk -F, '
-BEGIN {
-    OFS = ",";
-}
-{
-    # Extract pre, post, and weight (w) from the synapse_id field
-    match($2, /pre([0-9]+)_post([0-9]+)_w([0-9]+)/, arr);
-    pre = arr[1];
-    post = arr[2];
-    weight = arr[3];
-
-    # Accumulate weights for each pre-post pair
-    key = pre "," post;
-    weights[key] += weight;
-}
-END {
-    # Output the accumulated weights
-    for (key in weights) {
-        print key, weights[key];
-    }
-}' contactome_40k.csv > pre_post_weights.csv
-
-# Notify the user of completion
-echo "Processing complete. Results saved to pre_post_weights.csv."
\ No newline at end of file