jidt/course/Module10-InformationStorage/AISInCellularAutomata_Solut...

10441 lines
643 KiB
Plaintext

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"# Module 10 -- Active Information Storage in Cellular Automata\n",
"\n",
"In this activity we will examine Active Information Storage (AIS) in Elementary Cellular Automata rule 54. CAs are wonderful canonical systems to use to explore dynamics of self-organisation in complex systems, in particular regarding emergent structures such as blinkers, gliders and collisions. If you have not played around with CAs before, you can explore dynamics of ECAs using NetLogo via `Sample models | Computer Science | Cellular Automata | CA 1D Elementary` in the Models Library (or access via [NetLogo web](http://www.netlogoweb.org/launch#http://www.netlogoweb.org/assets/modelslib/Sample%20Models/Computer%20Science/Cellular%20Automata/CA%201D%20Elementary.nlogo) if you don't have an installation): try rules 2, 8, 18, 30, 54, 90, 110, 146, and 254 to see a variety of dynamics.\n",
"\n",
"In this example we will compute the appropriate embedding length manually, and then go on to examine local AIS values and how they relate to emergent structure.\n",
"\n",
"Make sure that you have **downloaded** the sample time-series as directed from the tutorial page. This data set was generated by running CA rule 54 from a random initial condition. The data set contains 10000 cells and 600 time steps (with periodic boundary conditions) -- we use more cells than time steps such that we are sampling the transient dynamics before a steady state is reached.\n",
"\n",
"1. Open the AutoAnalyser and select Active Information Storage. Select a Discrete estimator, select your CA data file, tick the checkbox for `All variables?` and click `Generate Code and Compute`.\n",
"2. Copy and paste the generated code into the code cells below."
]
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"# Paste the import and JVM startup lines here:\n",
"\n",
"from jpype import *\n",
"import numpy\n",
"import sys\n",
"# Our python data file readers are a bit of a hack, python users will do better on this:\n",
"sys.path.append(\"/home/joseph/JIDT/infodynamics-dist-1.6.1/demos/python\")\n",
"import readIntsFile\n",
"\n",
"if (not isJVMStarted()):\n",
" # Add JIDT jar library to the path\n",
" jarLocation = \"/home/joseph/JIDT/infodynamics-dist-1.6.1/infodynamics.jar\"\n",
" # Start the JVM (add the \"-Xmx\" option with say 1024M if you get crashes due to not enough memory space)\n",
" startJVM(getDefaultJVMPath(), \"-ea\", \"-Djava.class.path=\" + jarLocation, convertStrings=True)"
]
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"id": "31d1ff27-5047-4da2-816b-5c770176789b",
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"text": [
"AIS_Discrete(col_0) = 0.2198 bits\n",
"AIS_Discrete(col_1) = 0.1186 bits\n",
"AIS_Discrete(col_2) = 0.2140 bits\n",
"AIS_Discrete(col_3) = 0.1109 bits\n",
"AIS_Discrete(col_4) = 0.2198 bits\n",
"AIS_Discrete(col_5) = 0.1167 bits\n",
"AIS_Discrete(col_6) = 0.2198 bits\n",
"AIS_Discrete(col_7) = 0.1188 bits\n",
"AIS_Discrete(col_8) = 0.2192 bits\n",
"AIS_Discrete(col_9) = 0.1268 bits\n",
"AIS_Discrete(col_10) = 0.2135 bits\n",
"AIS_Discrete(col_11) = 0.1231 bits\n",
"AIS_Discrete(col_12) = 0.2087 bits\n",
"AIS_Discrete(col_13) = 0.1209 bits\n",
"AIS_Discrete(col_14) = 0.2002 bits\n",
"AIS_Discrete(col_15) = 0.1292 bits\n",
"AIS_Discrete(col_16) = 0.1925 bits\n",
"AIS_Discrete(col_17) = 0.1271 bits\n",
"AIS_Discrete(col_18) = 0.2081 bits\n",
"AIS_Discrete(col_19) = 0.1333 bits\n",
"AIS_Discrete(col_20) = 0.2078 bits\n",
"AIS_Discrete(col_21) = 0.1333 bits\n",
"AIS_Discrete(col_22) = 0.2216 bits\n",
"AIS_Discrete(col_23) = 0.1395 bits\n",
"AIS_Discrete(col_24) = 0.2331 bits\n",
"AIS_Discrete(col_25) = 0.1462 bits\n",
"AIS_Discrete(col_26) = 0.2243 bits\n",
"AIS_Discrete(col_27) = 0.1485 bits\n",
"AIS_Discrete(col_28) = 0.2272 bits\n",
"AIS_Discrete(col_29) = 0.1462 bits\n",
"AIS_Discrete(col_30) = 0.2272 bits\n",
"AIS_Discrete(col_31) = 0.1439 bits\n",
"AIS_Discrete(col_32) = 0.2302 bits\n",
"AIS_Discrete(col_33) = 0.1417 bits\n",
"AIS_Discrete(col_34) = 0.2185 bits\n",
"AIS_Discrete(col_35) = 0.1508 bits\n",
"AIS_Discrete(col_36) = 0.2272 bits\n",
"AIS_Discrete(col_37) = 0.1555 bits\n",
"AIS_Discrete(col_38) = 0.2044 bits\n",
"AIS_Discrete(col_39) = 0.1579 bits\n",
"AIS_Discrete(col_40) = 0.1664 bits\n",
"AIS_Discrete(col_41) = 0.1667 bits\n",
"AIS_Discrete(col_42) = 0.1238 bits\n",
"AIS_Discrete(col_43) = 0.1662 bits\n",
"AIS_Discrete(col_44) = 0.1231 bits\n",
"AIS_Discrete(col_45) = 0.1468 bits\n",
"AIS_Discrete(col_46) = 0.1248 bits\n",
"AIS_Discrete(col_47) = 0.1596 bits\n",
"AIS_Discrete(col_48) = 0.1581 bits\n",
"AIS_Discrete(col_49) = 0.1909 bits\n",
"AIS_Discrete(col_50) = 0.1607 bits\n",
"AIS_Discrete(col_51) = 0.1634 bits\n",
"AIS_Discrete(col_52) = 0.1349 bits\n",
"AIS_Discrete(col_53) = 0.1464 bits\n",
"AIS_Discrete(col_54) = 0.1357 bits\n",
"AIS_Discrete(col_55) = 0.1451 bits\n",
"AIS_Discrete(col_56) = 0.1134 bits\n",
"AIS_Discrete(col_57) = 0.1381 bits\n",
"AIS_Discrete(col_58) = 0.1254 bits\n",
"AIS_Discrete(col_59) = 0.1274 bits\n",
"AIS_Discrete(col_60) = 0.1256 bits\n",
"AIS_Discrete(col_61) = 0.1161 bits\n",
"AIS_Discrete(col_62) = 0.1807 bits\n",
"AIS_Discrete(col_63) = 0.0980 bits\n",
"AIS_Discrete(col_64) = 0.1416 bits\n",
"AIS_Discrete(col_65) = 0.1042 bits\n",
"AIS_Discrete(col_66) = 0.1688 bits\n",
"AIS_Discrete(col_67) = 0.1611 bits\n",
"AIS_Discrete(col_68) = 0.1685 bits\n",
"AIS_Discrete(col_69) = 0.1518 bits\n",
"AIS_Discrete(col_70) = 0.1685 bits\n",
"AIS_Discrete(col_71) = 0.1471 bits\n",
"AIS_Discrete(col_72) = 0.1621 bits\n",
"AIS_Discrete(col_73) = 0.1514 bits\n",
"AIS_Discrete(col_74) = 0.1784 bits\n",
"AIS_Discrete(col_75) = 0.1558 bits\n",
"AIS_Discrete(col_76) = 0.1888 bits\n",
"AIS_Discrete(col_77) = 0.1467 bits\n",
"AIS_Discrete(col_78) = 0.1472 bits\n",
"AIS_Discrete(col_79) = 0.1226 bits\n",
"AIS_Discrete(col_80) = 0.1570 bits\n",
"AIS_Discrete(col_81) = 0.1676 bits\n",
"AIS_Discrete(col_82) = 0.2099 bits\n",
"AIS_Discrete(col_83) = 0.1604 bits\n",
"AIS_Discrete(col_84) = 0.2100 bits\n",
"AIS_Discrete(col_85) = 0.1603 bits\n",
"AIS_Discrete(col_86) = 0.1938 bits\n",
"AIS_Discrete(col_87) = 0.1652 bits\n",
"AIS_Discrete(col_88) = 0.2127 bits\n",
"AIS_Discrete(col_89) = 0.1532 bits\n",
"AIS_Discrete(col_90) = 0.2242 bits\n",
"AIS_Discrete(col_91) = 0.1532 bits\n",
"AIS_Discrete(col_92) = 0.2213 bits\n",
"AIS_Discrete(col_93) = 0.1485 bits\n",
"AIS_Discrete(col_94) = 0.2102 bits\n",
"AIS_Discrete(col_95) = 0.1395 bits\n",
"AIS_Discrete(col_96) = 0.2273 bits\n",
"AIS_Discrete(col_97) = 0.1328 bits\n",
"AIS_Discrete(col_98) = 0.2190 bits\n",
"AIS_Discrete(col_99) = 0.1113 bits\n",
"AIS_Discrete(col_100) = 0.1752 bits\n",
"AIS_Discrete(col_101) = 0.1040 bits\n",
"AIS_Discrete(col_102) = 0.2188 bits\n",
"AIS_Discrete(col_103) = 0.1208 bits\n",
"AIS_Discrete(col_104) = 0.2201 bits\n",
"AIS_Discrete(col_105) = 0.0855 bits\n",
"AIS_Discrete(col_106) = 0.2190 bits\n",
"AIS_Discrete(col_107) = 0.0871 bits\n",
"AIS_Discrete(col_108) = 0.2077 bits\n",
"AIS_Discrete(col_109) = 0.1038 bits\n",
"AIS_Discrete(col_110) = 0.1607 bits\n",
"AIS_Discrete(col_111) = 0.1096 bits\n",
"AIS_Discrete(col_112) = 0.0807 bits\n",
"AIS_Discrete(col_113) = 0.1393 bits\n",
"AIS_Discrete(col_114) = 0.0724 bits\n",
"AIS_Discrete(col_115) = 0.2456 bits\n",
"AIS_Discrete(col_116) = 0.1009 bits\n",
"AIS_Discrete(col_117) = 0.2547 bits\n",
"AIS_Discrete(col_118) = 0.1028 bits\n",
"AIS_Discrete(col_119) = 0.2547 bits\n",
"AIS_Discrete(col_120) = 0.1142 bits\n",
"AIS_Discrete(col_121) = 0.2547 bits\n",
"AIS_Discrete(col_122) = 0.1067 bits\n",
"AIS_Discrete(col_123) = 0.2515 bits\n",
"AIS_Discrete(col_124) = 0.1204 bits\n",
"AIS_Discrete(col_125) = 0.2484 bits\n",
"AIS_Discrete(col_126) = 0.1224 bits\n",
"AIS_Discrete(col_127) = 0.2422 bits\n",
"AIS_Discrete(col_128) = 0.1266 bits\n",
"AIS_Discrete(col_129) = 0.2361 bits\n",
"AIS_Discrete(col_130) = 0.1351 bits\n",
"AIS_Discrete(col_131) = 0.2331 bits\n",
"AIS_Discrete(col_132) = 0.1395 bits\n",
"AIS_Discrete(col_133) = 0.2272 bits\n",
"AIS_Discrete(col_134) = 0.1352 bits\n",
"AIS_Discrete(col_135) = 0.2302 bits\n",
"AIS_Discrete(col_136) = 0.1439 bits\n",
"AIS_Discrete(col_137) = 0.2215 bits\n",
"AIS_Discrete(col_138) = 0.1462 bits\n",
"AIS_Discrete(col_139) = 0.1916 bits\n",
"AIS_Discrete(col_140) = 0.1485 bits\n",
"AIS_Discrete(col_141) = 0.2272 bits\n",
"AIS_Discrete(col_142) = 0.1532 bits\n",
"AIS_Discrete(col_143) = 0.1795 bits\n",
"AIS_Discrete(col_144) = 0.1357 bits\n",
"AIS_Discrete(col_145) = 0.1369 bits\n",
"AIS_Discrete(col_146) = 0.1280 bits\n",
"AIS_Discrete(col_147) = 0.0836 bits\n",
"AIS_Discrete(col_148) = 0.1206 bits\n",
"AIS_Discrete(col_149) = 0.0760 bits\n",
"AIS_Discrete(col_150) = 0.1139 bits\n",
"AIS_Discrete(col_151) = 0.0968 bits\n",
"AIS_Discrete(col_152) = 0.1213 bits\n",
"AIS_Discrete(col_153) = 0.1268 bits\n",
"AIS_Discrete(col_154) = 0.1103 bits\n",
"AIS_Discrete(col_155) = 0.1455 bits\n",
"AIS_Discrete(col_156) = 0.1511 bits\n",
"AIS_Discrete(col_157) = 0.1858 bits\n",
"AIS_Discrete(col_158) = 0.1303 bits\n",
"AIS_Discrete(col_159) = 0.1262 bits\n",
"AIS_Discrete(col_160) = 0.1220 bits\n",
"AIS_Discrete(col_161) = 0.1318 bits\n",
"AIS_Discrete(col_162) = 0.1728 bits\n",
"AIS_Discrete(col_163) = 0.1385 bits\n",
"AIS_Discrete(col_164) = 0.1809 bits\n",
"AIS_Discrete(col_165) = 0.1360 bits\n",
"AIS_Discrete(col_166) = 0.1629 bits\n",
"AIS_Discrete(col_167) = 0.1025 bits\n",
"AIS_Discrete(col_168) = 0.1409 bits\n",
"AIS_Discrete(col_169) = 0.1054 bits\n",
"AIS_Discrete(col_170) = 0.1779 bits\n",
"AIS_Discrete(col_171) = 0.1089 bits\n",
"AIS_Discrete(col_172) = 0.2268 bits\n",
"AIS_Discrete(col_173) = 0.1027 bits\n",
"AIS_Discrete(col_174) = 0.2648 bits\n",
"AIS_Discrete(col_175) = 0.1006 bits\n",
"AIS_Discrete(col_176) = 0.2332 bits\n",
"AIS_Discrete(col_177) = 0.0998 bits\n",
"AIS_Discrete(col_178) = 0.2108 bits\n",
"AIS_Discrete(col_179) = 0.1244 bits\n",
"AIS_Discrete(col_180) = 0.2034 bits\n",
"AIS_Discrete(col_181) = 0.1132 bits\n",
"AIS_Discrete(col_182) = 0.1394 bits\n",
"AIS_Discrete(col_183) = 0.0920 bits\n",
"AIS_Discrete(col_184) = 0.1321 bits\n",
"AIS_Discrete(col_185) = 0.1567 bits\n",
"AIS_Discrete(col_186) = 0.1263 bits\n",
"AIS_Discrete(col_187) = 0.1421 bits\n",
"AIS_Discrete(col_188) = 0.1108 bits\n",
"AIS_Discrete(col_189) = 0.1379 bits\n",
"AIS_Discrete(col_190) = 0.1205 bits\n",
"AIS_Discrete(col_191) = 0.1517 bits\n",
"AIS_Discrete(col_192) = 0.0591 bits\n",
"AIS_Discrete(col_193) = 0.1469 bits\n",
"AIS_Discrete(col_194) = 0.0564 bits\n",
"AIS_Discrete(col_195) = 0.1938 bits\n",
"AIS_Discrete(col_196) = 0.0892 bits\n",
"AIS_Discrete(col_197) = 0.2454 bits\n",
"AIS_Discrete(col_198) = 0.0993 bits\n",
"AIS_Discrete(col_199) = 0.2611 bits\n",
"AIS_Discrete(col_200) = 0.0920 bits\n",
"AIS_Discrete(col_201) = 0.2685 bits\n",
"AIS_Discrete(col_202) = 0.0668 bits\n",
"AIS_Discrete(col_203) = 0.2765 bits\n",
"AIS_Discrete(col_204) = 0.0394 bits\n",
"AIS_Discrete(col_205) = 0.2548 bits\n",
"AIS_Discrete(col_206) = 0.0367 bits\n",
"AIS_Discrete(col_207) = 0.1488 bits\n",
"AIS_Discrete(col_208) = 0.0862 bits\n",
"AIS_Discrete(col_209) = 0.1091 bits\n",
"AIS_Discrete(col_210) = 0.1639 bits\n",
"AIS_Discrete(col_211) = 0.0818 bits\n",
"AIS_Discrete(col_212) = 0.1958 bits\n",
"AIS_Discrete(col_213) = 0.0937 bits\n",
"AIS_Discrete(col_214) = 0.2556 bits\n",
"AIS_Discrete(col_215) = 0.1045 bits\n",
"AIS_Discrete(col_216) = 0.2316 bits\n",
"AIS_Discrete(col_217) = 0.0699 bits\n",
"AIS_Discrete(col_218) = 0.2256 bits\n",
"AIS_Discrete(col_219) = 0.0626 bits\n",
"AIS_Discrete(col_220) = 0.2607 bits\n",
"AIS_Discrete(col_221) = 0.0481 bits\n",
"AIS_Discrete(col_222) = 0.2954 bits\n",
"AIS_Discrete(col_223) = 0.0507 bits\n",
"AIS_Discrete(col_224) = 0.3017 bits\n",
"AIS_Discrete(col_225) = 0.0605 bits\n",
"AIS_Discrete(col_226) = 0.1506 bits\n",
"AIS_Discrete(col_227) = 0.0659 bits\n",
"AIS_Discrete(col_228) = 0.1566 bits\n",
"AIS_Discrete(col_229) = 0.1590 bits\n",
"AIS_Discrete(col_230) = 0.1676 bits\n",
"AIS_Discrete(col_231) = 0.1988 bits\n",
"AIS_Discrete(col_232) = 0.1604 bits\n",
"AIS_Discrete(col_233) = 0.2016 bits\n",
"AIS_Discrete(col_234) = 0.1605 bits\n",
"AIS_Discrete(col_235) = 0.1883 bits\n",
"AIS_Discrete(col_236) = 0.1535 bits\n",
"AIS_Discrete(col_237) = 0.1636 bits\n",
"AIS_Discrete(col_238) = 0.1512 bits\n",
"AIS_Discrete(col_239) = 0.1908 bits\n",
"AIS_Discrete(col_240) = 0.1402 bits\n",
"AIS_Discrete(col_241) = 0.1935 bits\n",
"AIS_Discrete(col_242) = 0.1676 bits\n",
"AIS_Discrete(col_243) = 0.2043 bits\n",
"AIS_Discrete(col_244) = 0.1465 bits\n",
"AIS_Discrete(col_245) = 0.1964 bits\n",
"AIS_Discrete(col_246) = 0.1025 bits\n",
"AIS_Discrete(col_247) = 0.1691 bits\n",
"AIS_Discrete(col_248) = 0.0628 bits\n",
"AIS_Discrete(col_249) = 0.1190 bits\n",
"AIS_Discrete(col_250) = 0.0419 bits\n",
"AIS_Discrete(col_251) = 0.0879 bits\n",
"AIS_Discrete(col_252) = 0.1138 bits\n",
"AIS_Discrete(col_253) = 0.1556 bits\n",
"AIS_Discrete(col_254) = 0.2043 bits\n",
"AIS_Discrete(col_255) = 0.1802 bits\n",
"AIS_Discrete(col_256) = 0.1804 bits\n",
"AIS_Discrete(col_257) = 0.1752 bits\n",
"AIS_Discrete(col_258) = 0.1631 bits\n",
"AIS_Discrete(col_259) = 0.1961 bits\n",
"AIS_Discrete(col_260) = 0.1490 bits\n",
"AIS_Discrete(col_261) = 0.1751 bits\n",
"AIS_Discrete(col_262) = 0.0832 bits\n",
"AIS_Discrete(col_263) = 0.1595 bits\n",
"AIS_Discrete(col_264) = 0.0455 bits\n",
"AIS_Discrete(col_265) = 0.1398 bits\n",
"AIS_Discrete(col_266) = 0.0620 bits\n",
"AIS_Discrete(col_267) = 0.1131 bits\n",
"AIS_Discrete(col_268) = 0.1419 bits\n",
"AIS_Discrete(col_269) = 0.1290 bits\n",
"AIS_Discrete(col_270) = 0.1844 bits\n",
"AIS_Discrete(col_271) = 0.1422 bits\n",
"AIS_Discrete(col_272) = 0.1962 bits\n",
"AIS_Discrete(col_273) = 0.1604 bits\n",
"AIS_Discrete(col_274) = 0.2016 bits\n",
"AIS_Discrete(col_275) = 0.1605 bits\n",
"AIS_Discrete(col_276) = 0.1988 bits\n",
"AIS_Discrete(col_277) = 0.1235 bits\n",
"AIS_Discrete(col_278) = 0.1883 bits\n",
"AIS_Discrete(col_279) = 0.0661 bits\n",
"AIS_Discrete(col_280) = 0.2332 bits\n",
"AIS_Discrete(col_281) = 0.0368 bits\n",
"AIS_Discrete(col_282) = 0.1816 bits\n",
"AIS_Discrete(col_283) = 0.0367 bits\n",
"AIS_Discrete(col_284) = 0.1481 bits\n",
"AIS_Discrete(col_285) = 0.1274 bits\n",
"AIS_Discrete(col_286) = 0.1523 bits\n",
"AIS_Discrete(col_287) = 0.1558 bits\n",
"AIS_Discrete(col_288) = 0.1508 bits\n",
"AIS_Discrete(col_289) = 0.2017 bits\n",
"AIS_Discrete(col_290) = 0.1396 bits\n",
"AIS_Discrete(col_291) = 0.2031 bits\n",
"AIS_Discrete(col_292) = 0.1054 bits\n",
"AIS_Discrete(col_293) = 0.1340 bits\n",
"AIS_Discrete(col_294) = 0.0651 bits\n",
"AIS_Discrete(col_295) = 0.1050 bits\n",
"AIS_Discrete(col_296) = 0.1108 bits\n",
"AIS_Discrete(col_297) = 0.1089 bits\n",
"AIS_Discrete(col_298) = 0.1474 bits\n",
"AIS_Discrete(col_299) = 0.0898 bits\n",
"AIS_Discrete(col_300) = 0.1746 bits\n",
"AIS_Discrete(col_301) = 0.1268 bits\n",
"AIS_Discrete(col_302) = 0.2129 bits\n",
"AIS_Discrete(col_303) = 0.1374 bits\n",
"AIS_Discrete(col_304) = 0.2044 bits\n",
"AIS_Discrete(col_305) = 0.1627 bits\n",
"AIS_Discrete(col_306) = 0.1638 bits\n",
"AIS_Discrete(col_307) = 0.1625 bits\n",
"AIS_Discrete(col_308) = 0.1180 bits\n",
"AIS_Discrete(col_309) = 0.1729 bits\n",
"AIS_Discrete(col_310) = 0.1149 bits\n",
"AIS_Discrete(col_311) = 0.1937 bits\n",
"AIS_Discrete(col_312) = 0.0692 bits\n",
"AIS_Discrete(col_313) = 0.1296 bits\n",
"AIS_Discrete(col_314) = 0.0460 bits\n",
"AIS_Discrete(col_315) = 0.1496 bits\n",
"AIS_Discrete(col_316) = 0.0937 bits\n",
"AIS_Discrete(col_317) = 0.1879 bits\n",
"AIS_Discrete(col_318) = 0.1381 bits\n",
"AIS_Discrete(col_319) = 0.1912 bits\n",
"AIS_Discrete(col_320) = 0.1556 bits\n",
"AIS_Discrete(col_321) = 0.2016 bits\n",
"AIS_Discrete(col_322) = 0.1292 bits\n",
"AIS_Discrete(col_323) = 0.2072 bits\n",
"AIS_Discrete(col_324) = 0.1229 bits\n",
"AIS_Discrete(col_325) = 0.1421 bits\n",
"AIS_Discrete(col_326) = 0.0810 bits\n",
"AIS_Discrete(col_327) = 0.0782 bits\n",
"AIS_Discrete(col_328) = 0.1131 bits\n",
"AIS_Discrete(col_329) = 0.0683 bits\n",
"AIS_Discrete(col_330) = 0.1892 bits\n",
"AIS_Discrete(col_331) = 0.0883 bits\n",
"AIS_Discrete(col_332) = 0.2295 bits\n",
"AIS_Discrete(col_333) = 0.0899 bits\n",
"AIS_Discrete(col_334) = 0.1839 bits\n",
"AIS_Discrete(col_335) = 0.0833 bits\n",
"AIS_Discrete(col_336) = 0.1617 bits\n",
"AIS_Discrete(col_337) = 0.0695 bits\n",
"AIS_Discrete(col_338) = 0.2024 bits\n",
"AIS_Discrete(col_339) = 0.0818 bits\n",
"AIS_Discrete(col_340) = 0.2145 bits\n",
"AIS_Discrete(col_341) = 0.0942 bits\n",
"AIS_Discrete(col_342) = 0.2068 bits\n",
"AIS_Discrete(col_343) = 0.1056 bits\n",
"AIS_Discrete(col_344) = 0.2135 bits\n",
"AIS_Discrete(col_345) = 0.1311 bits\n",
"AIS_Discrete(col_346) = 0.1775 bits\n",
"AIS_Discrete(col_347) = 0.1278 bits\n",
"AIS_Discrete(col_348) = 0.1064 bits\n",
"AIS_Discrete(col_349) = 0.1568 bits\n",
"AIS_Discrete(col_350) = 0.1124 bits\n",
"AIS_Discrete(col_351) = 0.2198 bits\n",
"AIS_Discrete(col_352) = 0.1271 bits\n",
"AIS_Discrete(col_353) = 0.1744 bits\n",
"AIS_Discrete(col_354) = 0.1548 bits\n",
"AIS_Discrete(col_355) = 0.1726 bits\n",
"AIS_Discrete(col_356) = 0.2071 bits\n",
"AIS_Discrete(col_357) = 0.1701 bits\n",
"AIS_Discrete(col_358) = 0.1962 bits\n",
"AIS_Discrete(col_359) = 0.1652 bits\n",
"AIS_Discrete(col_360) = 0.2184 bits\n",
"AIS_Discrete(col_361) = 0.1627 bits\n",
"AIS_Discrete(col_362) = 0.2127 bits\n",
"AIS_Discrete(col_363) = 0.1579 bits\n",
"AIS_Discrete(col_364) = 0.1989 bits\n",
"AIS_Discrete(col_365) = 0.1627 bits\n",
"AIS_Discrete(col_366) = 0.2156 bits\n",
"AIS_Discrete(col_367) = 0.1579 bits\n",
"AIS_Discrete(col_368) = 0.2099 bits\n",
"AIS_Discrete(col_369) = 0.1676 bits\n",
"AIS_Discrete(col_370) = 0.1116 bits\n",
"AIS_Discrete(col_371) = 0.1611 bits\n",
"AIS_Discrete(col_372) = 0.0922 bits\n",
"AIS_Discrete(col_373) = 0.2474 bits\n",
"AIS_Discrete(col_374) = 0.0531 bits\n",
"AIS_Discrete(col_375) = 0.2855 bits\n",
"AIS_Discrete(col_376) = 0.0455 bits\n",
"AIS_Discrete(col_377) = 0.3365 bits\n",
"AIS_Discrete(col_378) = 0.0449 bits\n",
"AIS_Discrete(col_379) = 0.2822 bits\n",
"AIS_Discrete(col_380) = 0.0605 bits\n",
"AIS_Discrete(col_381) = 0.2922 bits\n",
"AIS_Discrete(col_382) = 0.0519 bits\n",
"AIS_Discrete(col_383) = 0.1518 bits\n",
"AIS_Discrete(col_384) = 0.0462 bits\n",
"AIS_Discrete(col_385) = 0.1822 bits\n",
"AIS_Discrete(col_386) = 0.0866 bits\n",
"AIS_Discrete(col_387) = 0.2331 bits\n",
"AIS_Discrete(col_388) = 0.1462 bits\n",
"AIS_Discrete(col_389) = 0.2213 bits\n",
"AIS_Discrete(col_390) = 0.1532 bits\n",
"AIS_Discrete(col_391) = 0.1489 bits\n",
"AIS_Discrete(col_392) = 0.1652 bits\n",
"AIS_Discrete(col_393) = 0.2043 bits\n",
"AIS_Discrete(col_394) = 0.1726 bits\n",
"AIS_Discrete(col_395) = 0.2015 bits\n",
"AIS_Discrete(col_396) = 0.1802 bits\n",
"AIS_Discrete(col_397) = 0.1881 bits\n",
"AIS_Discrete(col_398) = 0.1855 bits\n",
"AIS_Discrete(col_399) = 0.1221 bits\n",
"AIS_Discrete(col_400) = 0.1907 bits\n",
"AIS_Discrete(col_401) = 0.1318 bits\n",
"AIS_Discrete(col_402) = 0.2015 bits\n",
"AIS_Discrete(col_403) = 0.1726 bits\n",
"AIS_Discrete(col_404) = 0.2043 bits\n",
"AIS_Discrete(col_405) = 0.1603 bits\n",
"AIS_Discrete(col_406) = 0.1529 bits\n",
"AIS_Discrete(col_407) = 0.1364 bits\n",
"AIS_Discrete(col_408) = 0.1267 bits\n",
"AIS_Discrete(col_409) = 0.1394 bits\n",
"AIS_Discrete(col_410) = 0.1410 bits\n",
"AIS_Discrete(col_411) = 0.0836 bits\n",
"AIS_Discrete(col_412) = 0.1875 bits\n",
"AIS_Discrete(col_413) = 0.0581 bits\n",
"AIS_Discrete(col_414) = 0.1920 bits\n",
"AIS_Discrete(col_415) = 0.0628 bits\n",
"AIS_Discrete(col_416) = 0.1910 bits\n",
"AIS_Discrete(col_417) = 0.1116 bits\n",
"AIS_Discrete(col_418) = 0.2105 bits\n",
"AIS_Discrete(col_419) = 0.1273 bits\n",
"AIS_Discrete(col_420) = 0.1421 bits\n",
"AIS_Discrete(col_421) = 0.1142 bits\n",
"AIS_Discrete(col_422) = 0.1323 bits\n",
"AIS_Discrete(col_423) = 0.1807 bits\n",
"AIS_Discrete(col_424) = 0.1607 bits\n",
"AIS_Discrete(col_425) = 0.1451 bits\n",
"AIS_Discrete(col_426) = 0.1659 bits\n",
"AIS_Discrete(col_427) = 0.1536 bits\n",
"AIS_Discrete(col_428) = 0.1782 bits\n",
"AIS_Discrete(col_429) = 0.1509 bits\n",
"AIS_Discrete(col_430) = 0.1811 bits\n",
"AIS_Discrete(col_431) = 0.1532 bits\n",
"AIS_Discrete(col_432) = 0.1720 bits\n",
"AIS_Discrete(col_433) = 0.1430 bits\n",
"AIS_Discrete(col_434) = 0.1778 bits\n",
"AIS_Discrete(col_435) = 0.1205 bits\n",
"AIS_Discrete(col_436) = 0.1330 bits\n",
"AIS_Discrete(col_437) = 0.0741 bits\n",
"AIS_Discrete(col_438) = 0.1258 bits\n",
"AIS_Discrete(col_439) = 0.0995 bits\n",
"AIS_Discrete(col_440) = 0.1359 bits\n",
"AIS_Discrete(col_441) = 0.1315 bits\n",
"AIS_Discrete(col_442) = 0.0926 bits\n",
"AIS_Discrete(col_443) = 0.1646 bits\n",
"AIS_Discrete(col_444) = 0.0959 bits\n",
"AIS_Discrete(col_445) = 0.2304 bits\n",
"AIS_Discrete(col_446) = 0.1350 bits\n",
"AIS_Discrete(col_447) = 0.2515 bits\n",
"AIS_Discrete(col_448) = 0.1285 bits\n",
"AIS_Discrete(col_449) = 0.2334 bits\n",
"AIS_Discrete(col_450) = 0.1029 bits\n",
"AIS_Discrete(col_451) = 0.1725 bits\n",
"AIS_Discrete(col_452) = 0.0746 bits\n",
"AIS_Discrete(col_453) = 0.1181 bits\n",
"AIS_Discrete(col_454) = 0.0884 bits\n",
"AIS_Discrete(col_455) = 0.1111 bits\n",
"AIS_Discrete(col_456) = 0.1195 bits\n",
"AIS_Discrete(col_457) = 0.0713 bits\n",
"AIS_Discrete(col_458) = 0.1494 bits\n",
"AIS_Discrete(col_459) = 0.1065 bits\n",
"AIS_Discrete(col_460) = 0.2643 bits\n",
"AIS_Discrete(col_461) = 0.1222 bits\n",
"AIS_Discrete(col_462) = 0.2455 bits\n",
"AIS_Discrete(col_463) = 0.1222 bits\n",
"AIS_Discrete(col_464) = 0.2643 bits\n",
"AIS_Discrete(col_465) = 0.1264 bits\n",
"AIS_Discrete(col_466) = 0.1543 bits\n",
"AIS_Discrete(col_467) = 0.1202 bits\n",
"AIS_Discrete(col_468) = 0.2516 bits\n",
"AIS_Discrete(col_469) = 0.1182 bits\n",
"AIS_Discrete(col_470) = 0.2393 bits\n",
"AIS_Discrete(col_471) = 0.1328 bits\n",
"AIS_Discrete(col_472) = 0.2453 bits\n",
"AIS_Discrete(col_473) = 0.1328 bits\n",
"AIS_Discrete(col_474) = 0.2484 bits\n",
"AIS_Discrete(col_475) = 0.1394 bits\n",
"AIS_Discrete(col_476) = 0.2423 bits\n",
"AIS_Discrete(col_477) = 0.1394 bits\n",
"AIS_Discrete(col_478) = 0.2484 bits\n",
"AIS_Discrete(col_479) = 0.1350 bits\n",
"AIS_Discrete(col_480) = 0.1827 bits\n",
"AIS_Discrete(col_481) = 0.1333 bits\n",
"AIS_Discrete(col_482) = 0.0827 bits\n",
"AIS_Discrete(col_483) = 0.1441 bits\n",
"AIS_Discrete(col_484) = 0.0962 bits\n",
"AIS_Discrete(col_485) = 0.1475 bits\n",
"AIS_Discrete(col_486) = 0.1235 bits\n",
"AIS_Discrete(col_487) = 0.1694 bits\n",
"AIS_Discrete(col_488) = 0.0808 bits\n",
"AIS_Discrete(col_489) = 0.1867 bits\n",
"AIS_Discrete(col_490) = 0.0580 bits\n",
"AIS_Discrete(col_491) = 0.2922 bits\n",
"AIS_Discrete(col_492) = 0.0474 bits\n",
"AIS_Discrete(col_493) = 0.2212 bits\n",
"AIS_Discrete(col_494) = 0.0534 bits\n",
"AIS_Discrete(col_495) = 0.2515 bits\n",
"AIS_Discrete(col_496) = 0.1264 bits\n",
"AIS_Discrete(col_497) = 0.2675 bits\n",
"AIS_Discrete(col_498) = 0.0617 bits\n",
"AIS_Discrete(col_499) = 0.2675 bits\n",
"AIS_Discrete(col_500) = 0.1181 bits\n",
"AIS_Discrete(col_501) = 0.2551 bits\n",
"AIS_Discrete(col_502) = 0.1181 bits\n",
"AIS_Discrete(col_503) = 0.2042 bits\n",
"AIS_Discrete(col_504) = 0.0627 bits\n",
"AIS_Discrete(col_505) = 0.1053 bits\n",
"AIS_Discrete(col_506) = 0.0669 bits\n",
"AIS_Discrete(col_507) = 0.1054 bits\n",
"AIS_Discrete(col_508) = 0.1202 bits\n",
"AIS_Discrete(col_509) = 0.1116 bits\n",
"AIS_Discrete(col_510) = 0.1465 bits\n",
"AIS_Discrete(col_511) = 0.1109 bits\n",
"AIS_Discrete(col_512) = 0.1831 bits\n",
"AIS_Discrete(col_513) = 0.1266 bits\n",
"AIS_Discrete(col_514) = 0.2331 bits\n",
"AIS_Discrete(col_515) = 0.1351 bits\n",
"AIS_Discrete(col_516) = 0.2331 bits\n",
"AIS_Discrete(col_517) = 0.1508 bits\n",
"AIS_Discrete(col_518) = 0.2242 bits\n",
"AIS_Discrete(col_519) = 0.1209 bits\n",
"AIS_Discrete(col_520) = 0.2213 bits\n",
"AIS_Discrete(col_521) = 0.1209 bits\n",
"AIS_Discrete(col_522) = 0.2031 bits\n",
"AIS_Discrete(col_523) = 0.1014 bits\n",
"AIS_Discrete(col_524) = 0.1657 bits\n",
"AIS_Discrete(col_525) = 0.0867 bits\n",
"AIS_Discrete(col_526) = 0.1606 bits\n",
"AIS_Discrete(col_527) = 0.1093 bits\n",
"AIS_Discrete(col_528) = 0.1389 bits\n",
"AIS_Discrete(col_529) = 0.1025 bits\n",
"AIS_Discrete(col_530) = 0.1182 bits\n",
"AIS_Discrete(col_531) = 0.1052 bits\n",
"AIS_Discrete(col_532) = 0.1529 bits\n",
"AIS_Discrete(col_533) = 0.1565 bits\n",
"AIS_Discrete(col_534) = 0.1418 bits\n",
"AIS_Discrete(col_535) = 0.1674 bits\n",
"AIS_Discrete(col_536) = 0.1424 bits\n",
"AIS_Discrete(col_537) = 0.1784 bits\n",
"AIS_Discrete(col_538) = 0.1270 bits\n",
"AIS_Discrete(col_539) = 0.1532 bits\n",
"AIS_Discrete(col_540) = 0.0740 bits\n",
"AIS_Discrete(col_541) = 0.1562 bits\n",
"AIS_Discrete(col_542) = 0.0674 bits\n",
"AIS_Discrete(col_543) = 0.1139 bits\n",
"AIS_Discrete(col_544) = 0.0898 bits\n",
"AIS_Discrete(col_545) = 0.1024 bits\n",
"AIS_Discrete(col_546) = 0.1354 bits\n",
"AIS_Discrete(col_547) = 0.1518 bits\n",
"AIS_Discrete(col_548) = 0.1680 bits\n",
"AIS_Discrete(col_549) = 0.1239 bits\n",
"AIS_Discrete(col_550) = 0.1208 bits\n",
"AIS_Discrete(col_551) = 0.1402 bits\n",
"AIS_Discrete(col_552) = 0.2103 bits\n",
"AIS_Discrete(col_553) = 0.1172 bits\n",
"AIS_Discrete(col_554) = 0.1203 bits\n",
"AIS_Discrete(col_555) = 0.0541 bits\n",
"AIS_Discrete(col_556) = 0.0818 bits\n",
"AIS_Discrete(col_557) = 0.0940 bits\n",
"AIS_Discrete(col_558) = 0.1301 bits\n",
"AIS_Discrete(col_559) = 0.1593 bits\n",
"AIS_Discrete(col_560) = 0.1356 bits\n",
"AIS_Discrete(col_561) = 0.1989 bits\n",
"AIS_Discrete(col_562) = 0.1510 bits\n",
"AIS_Discrete(col_563) = 0.2043 bits\n",
"AIS_Discrete(col_564) = 0.1579 bits\n",
"AIS_Discrete(col_565) = 0.2099 bits\n",
"AIS_Discrete(col_566) = 0.1628 bits\n",
"AIS_Discrete(col_567) = 0.1988 bits\n",
"AIS_Discrete(col_568) = 0.1146 bits\n",
"AIS_Discrete(col_569) = 0.2043 bits\n",
"AIS_Discrete(col_570) = 0.1726 bits\n",
"AIS_Discrete(col_571) = 0.1216 bits\n",
"AIS_Discrete(col_572) = 0.1239 bits\n",
"AIS_Discrete(col_573) = 0.1619 bits\n",
"AIS_Discrete(col_574) = 0.1241 bits\n",
"AIS_Discrete(col_575) = 0.1861 bits\n",
"AIS_Discrete(col_576) = 0.1404 bits\n",
"AIS_Discrete(col_577) = 0.1718 bits\n",
"AIS_Discrete(col_578) = 0.1270 bits\n",
"AIS_Discrete(col_579) = 0.1771 bits\n",
"AIS_Discrete(col_580) = 0.1473 bits\n",
"AIS_Discrete(col_581) = 0.1758 bits\n",
"AIS_Discrete(col_582) = 0.1231 bits\n",
"AIS_Discrete(col_583) = 0.1670 bits\n",
"AIS_Discrete(col_584) = 0.0980 bits\n",
"AIS_Discrete(col_585) = 0.1684 bits\n",
"AIS_Discrete(col_586) = 0.1067 bits\n",
"AIS_Discrete(col_587) = 0.1276 bits\n",
"AIS_Discrete(col_588) = 0.1404 bits\n",
"AIS_Discrete(col_589) = 0.1248 bits\n",
"AIS_Discrete(col_590) = 0.2195 bits\n",
"AIS_Discrete(col_591) = 0.1244 bits\n",
"AIS_Discrete(col_592) = 0.1859 bits\n",
"AIS_Discrete(col_593) = 0.0799 bits\n",
"AIS_Discrete(col_594) = 0.1816 bits\n",
"AIS_Discrete(col_595) = 0.1007 bits\n",
"AIS_Discrete(col_596) = 0.2843 bits\n",
"AIS_Discrete(col_597) = 0.0988 bits\n",
"AIS_Discrete(col_598) = 0.2360 bits\n",
"AIS_Discrete(col_599) = 0.0939 bits\n",
"AIS_Discrete(col_600) = 0.2613 bits\n",
"AIS_Discrete(col_601) = 0.0958 bits\n",
"AIS_Discrete(col_602) = 0.1807 bits\n",
"AIS_Discrete(col_603) = 0.0922 bits\n",
"AIS_Discrete(col_604) = 0.1809 bits\n",
"AIS_Discrete(col_605) = 0.1677 bits\n",
"AIS_Discrete(col_606) = 0.1934 bits\n",
"AIS_Discrete(col_607) = 0.1828 bits\n",
"AIS_Discrete(col_608) = 0.1881 bits\n",
"AIS_Discrete(col_609) = 0.1881 bits\n",
"AIS_Discrete(col_610) = 0.1828 bits\n",
"AIS_Discrete(col_611) = 0.1830 bits\n",
"AIS_Discrete(col_612) = 0.1498 bits\n",
"AIS_Discrete(col_613) = 0.1814 bits\n",
"AIS_Discrete(col_614) = 0.1314 bits\n",
"AIS_Discrete(col_615) = 0.1807 bits\n",
"AIS_Discrete(col_616) = 0.1275 bits\n",
"AIS_Discrete(col_617) = 0.1670 bits\n",
"AIS_Discrete(col_618) = 0.0971 bits\n",
"AIS_Discrete(col_619) = 0.1726 bits\n",
"AIS_Discrete(col_620) = 0.0783 bits\n",
"AIS_Discrete(col_621) = 0.2652 bits\n",
"AIS_Discrete(col_622) = 0.0732 bits\n",
"AIS_Discrete(col_623) = 0.2213 bits\n",
"AIS_Discrete(col_624) = 0.0810 bits\n",
"AIS_Discrete(col_625) = 0.1724 bits\n",
"AIS_Discrete(col_626) = 0.1313 bits\n",
"AIS_Discrete(col_627) = 0.1401 bits\n",
"AIS_Discrete(col_628) = 0.1414 bits\n",
"AIS_Discrete(col_629) = 0.1168 bits\n",
"AIS_Discrete(col_630) = 0.1883 bits\n",
"AIS_Discrete(col_631) = 0.1205 bits\n",
"AIS_Discrete(col_632) = 0.1696 bits\n",
"AIS_Discrete(col_633) = 0.1374 bits\n",
"AIS_Discrete(col_634) = 0.1632 bits\n",
"AIS_Discrete(col_635) = 0.1063 bits\n",
"AIS_Discrete(col_636) = 0.1164 bits\n",
"AIS_Discrete(col_637) = 0.0694 bits\n",
"AIS_Discrete(col_638) = 0.1359 bits\n",
"AIS_Discrete(col_639) = 0.0930 bits\n",
"AIS_Discrete(col_640) = 0.1883 bits\n",
"AIS_Discrete(col_641) = 0.1011 bits\n",
"AIS_Discrete(col_642) = 0.1769 bits\n",
"AIS_Discrete(col_643) = 0.1238 bits\n",
"AIS_Discrete(col_644) = 0.2016 bits\n",
"AIS_Discrete(col_645) = 0.1652 bits\n",
"AIS_Discrete(col_646) = 0.1988 bits\n",
"AIS_Discrete(col_647) = 0.1582 bits\n",
"AIS_Discrete(col_648) = 0.1357 bits\n",
"AIS_Discrete(col_649) = 0.1334 bits\n",
"AIS_Discrete(col_650) = 0.0950 bits\n",
"AIS_Discrete(col_651) = 0.0973 bits\n",
"AIS_Discrete(col_652) = 0.0491 bits\n",
"AIS_Discrete(col_653) = 0.0946 bits\n",
"AIS_Discrete(col_654) = 0.0946 bits\n",
"AIS_Discrete(col_655) = 0.1786 bits\n",
"AIS_Discrete(col_656) = 0.1632 bits\n",
"AIS_Discrete(col_657) = 0.1683 bits\n",
"AIS_Discrete(col_658) = 0.1728 bits\n",
"AIS_Discrete(col_659) = 0.1702 bits\n",
"AIS_Discrete(col_660) = 0.1855 bits\n",
"AIS_Discrete(col_661) = 0.1828 bits\n",
"AIS_Discrete(col_662) = 0.1881 bits\n",
"AIS_Discrete(col_663) = 0.1364 bits\n",
"AIS_Discrete(col_664) = 0.1682 bits\n",
"AIS_Discrete(col_665) = 0.1471 bits\n",
"AIS_Discrete(col_666) = 0.2100 bits\n",
"AIS_Discrete(col_667) = 0.0817 bits\n",
"AIS_Discrete(col_668) = 0.2009 bits\n",
"AIS_Discrete(col_669) = 0.1091 bits\n",
"AIS_Discrete(col_670) = 0.2397 bits\n",
"AIS_Discrete(col_671) = 0.0974 bits\n",
"AIS_Discrete(col_672) = 0.1647 bits\n",
"AIS_Discrete(col_673) = 0.1179 bits\n",
"AIS_Discrete(col_674) = 0.1465 bits\n",
"AIS_Discrete(col_675) = 0.1647 bits\n",
"AIS_Discrete(col_676) = 0.1613 bits\n",
"AIS_Discrete(col_677) = 0.1186 bits\n",
"AIS_Discrete(col_678) = 0.1823 bits\n",
"AIS_Discrete(col_679) = 0.1206 bits\n",
"AIS_Discrete(col_680) = 0.1597 bits\n",
"AIS_Discrete(col_681) = 0.1211 bits\n",
"AIS_Discrete(col_682) = 0.1540 bits\n",
"AIS_Discrete(col_683) = 0.1636 bits\n",
"AIS_Discrete(col_684) = 0.1103 bits\n",
"AIS_Discrete(col_685) = 0.0935 bits\n",
"AIS_Discrete(col_686) = 0.1244 bits\n",
"AIS_Discrete(col_687) = 0.1462 bits\n",
"AIS_Discrete(col_688) = 0.1637 bits\n",
"AIS_Discrete(col_689) = 0.1325 bits\n",
"AIS_Discrete(col_690) = 0.1428 bits\n",
"AIS_Discrete(col_691) = 0.1434 bits\n",
"AIS_Discrete(col_692) = 0.0887 bits\n",
"AIS_Discrete(col_693) = 0.1103 bits\n",
"AIS_Discrete(col_694) = 0.1006 bits\n",
"AIS_Discrete(col_695) = 0.1213 bits\n",
"AIS_Discrete(col_696) = 0.1116 bits\n",
"AIS_Discrete(col_697) = 0.1262 bits\n",
"AIS_Discrete(col_698) = 0.1148 bits\n",
"AIS_Discrete(col_699) = 0.1520 bits\n",
"AIS_Discrete(col_700) = 0.1727 bits\n",
"AIS_Discrete(col_701) = 0.1882 bits\n",
"AIS_Discrete(col_702) = 0.1604 bits\n",
"AIS_Discrete(col_703) = 0.1936 bits\n",
"AIS_Discrete(col_704) = 0.1397 bits\n",
"AIS_Discrete(col_705) = 0.1855 bits\n",
"AIS_Discrete(col_706) = 0.1052 bits\n",
"AIS_Discrete(col_707) = 0.1549 bits\n",
"AIS_Discrete(col_708) = 0.1098 bits\n",
"AIS_Discrete(col_709) = 0.0949 bits\n",
"AIS_Discrete(col_710) = 0.0858 bits\n",
"AIS_Discrete(col_711) = 0.0589 bits\n",
"AIS_Discrete(col_712) = 0.1447 bits\n",
"AIS_Discrete(col_713) = 0.1146 bits\n",
"AIS_Discrete(col_714) = 0.2305 bits\n",
"AIS_Discrete(col_715) = 0.1125 bits\n",
"AIS_Discrete(col_716) = 0.2363 bits\n",
"AIS_Discrete(col_717) = 0.1223 bits\n",
"AIS_Discrete(col_718) = 0.2611 bits\n",
"AIS_Discrete(col_719) = 0.1083 bits\n",
"AIS_Discrete(col_720) = 0.2549 bits\n",
"AIS_Discrete(col_721) = 0.1161 bits\n",
"AIS_Discrete(col_722) = 0.2129 bits\n",
"AIS_Discrete(col_723) = 0.1024 bits\n",
"AIS_Discrete(col_724) = 0.2979 bits\n",
"AIS_Discrete(col_725) = 0.0880 bits\n",
"AIS_Discrete(col_726) = 0.2050 bits\n",
"AIS_Discrete(col_727) = 0.0605 bits\n",
"AIS_Discrete(col_728) = 0.1178 bits\n",
"AIS_Discrete(col_729) = 0.0563 bits\n",
"AIS_Discrete(col_730) = 0.0477 bits\n",
"AIS_Discrete(col_731) = 0.1616 bits\n",
"AIS_Discrete(col_732) = 0.0547 bits\n",
"AIS_Discrete(col_733) = 0.2923 bits\n",
"AIS_Discrete(col_734) = 0.0601 bits\n",
"AIS_Discrete(col_735) = 0.3303 bits\n",
"AIS_Discrete(col_736) = 0.0879 bits\n",
"AIS_Discrete(col_737) = 0.2853 bits\n",
"AIS_Discrete(col_738) = 0.0812 bits\n",
"AIS_Discrete(col_739) = 0.3341 bits\n",
"AIS_Discrete(col_740) = 0.0779 bits\n",
"AIS_Discrete(col_741) = 0.2727 bits\n",
"AIS_Discrete(col_742) = 0.0897 bits\n",
"AIS_Discrete(col_743) = 0.2692 bits\n",
"AIS_Discrete(col_744) = 0.0932 bits\n",
"AIS_Discrete(col_745) = 0.3193 bits\n",
"AIS_Discrete(col_746) = 0.0987 bits\n",
"AIS_Discrete(col_747) = 0.3085 bits\n",
"AIS_Discrete(col_748) = 0.0969 bits\n",
"AIS_Discrete(col_749) = 0.2466 bits\n",
"AIS_Discrete(col_750) = 0.0682 bits\n",
"AIS_Discrete(col_751) = 0.2026 bits\n",
"AIS_Discrete(col_752) = 0.0500 bits\n",
"AIS_Discrete(col_753) = 0.2590 bits\n",
"AIS_Discrete(col_754) = 0.0308 bits\n",
"AIS_Discrete(col_755) = 0.2222 bits\n",
"AIS_Discrete(col_756) = 0.0541 bits\n",
"AIS_Discrete(col_757) = 0.1689 bits\n",
"AIS_Discrete(col_758) = 0.1029 bits\n",
"AIS_Discrete(col_759) = 0.1588 bits\n",
"AIS_Discrete(col_760) = 0.1329 bits\n",
"AIS_Discrete(col_761) = 0.1536 bits\n",
"AIS_Discrete(col_762) = 0.1293 bits\n",
"AIS_Discrete(col_763) = 0.1591 bits\n",
"AIS_Discrete(col_764) = 0.1270 bits\n",
"AIS_Discrete(col_765) = 0.1828 bits\n",
"AIS_Discrete(col_766) = 0.1961 bits\n",
"AIS_Discrete(col_767) = 0.1727 bits\n",
"AIS_Discrete(col_768) = 0.1586 bits\n",
"AIS_Discrete(col_769) = 0.1803 bits\n",
"AIS_Discrete(col_770) = 0.1802 bits\n",
"AIS_Discrete(col_771) = 0.1934 bits\n",
"AIS_Discrete(col_772) = 0.1777 bits\n",
"AIS_Discrete(col_773) = 0.1881 bits\n",
"AIS_Discrete(col_774) = 0.1751 bits\n",
"AIS_Discrete(col_775) = 0.1707 bits\n",
"AIS_Discrete(col_776) = 0.1394 bits\n",
"AIS_Discrete(col_777) = 0.0713 bits\n",
"AIS_Discrete(col_778) = 0.1339 bits\n",
"AIS_Discrete(col_779) = 0.0424 bits\n",
"AIS_Discrete(col_780) = 0.2250 bits\n",
"AIS_Discrete(col_781) = 0.0495 bits\n",
"AIS_Discrete(col_782) = 0.2632 bits\n",
"AIS_Discrete(col_783) = 0.0621 bits\n",
"AIS_Discrete(col_784) = 0.2216 bits\n",
"AIS_Discrete(col_785) = 0.0819 bits\n",
"AIS_Discrete(col_786) = 0.1912 bits\n",
"AIS_Discrete(col_787) = 0.1113 bits\n",
"AIS_Discrete(col_788) = 0.2023 bits\n",
"AIS_Discrete(col_789) = 0.1287 bits\n",
"AIS_Discrete(col_790) = 0.2453 bits\n",
"AIS_Discrete(col_791) = 0.1350 bits\n",
"AIS_Discrete(col_792) = 0.2516 bits\n",
"AIS_Discrete(col_793) = 0.1222 bits\n",
"AIS_Discrete(col_794) = 0.2287 bits\n",
"AIS_Discrete(col_795) = 0.1000 bits\n",
"AIS_Discrete(col_796) = 0.1064 bits\n",
"AIS_Discrete(col_797) = 0.0916 bits\n",
"AIS_Discrete(col_798) = 0.0475 bits\n",
"AIS_Discrete(col_799) = 0.1482 bits\n",
"AIS_Discrete(col_800) = 0.0528 bits\n",
"AIS_Discrete(col_801) = 0.2281 bits\n",
"AIS_Discrete(col_802) = 0.0711 bits\n",
"AIS_Discrete(col_803) = 0.2746 bits\n",
"AIS_Discrete(col_804) = 0.1007 bits\n",
"AIS_Discrete(col_805) = 0.2519 bits\n",
"AIS_Discrete(col_806) = 0.0989 bits\n",
"AIS_Discrete(col_807) = 0.2310 bits\n",
"AIS_Discrete(col_808) = 0.0730 bits\n",
"AIS_Discrete(col_809) = 0.2188 bits\n",
"AIS_Discrete(col_810) = 0.0519 bits\n",
"AIS_Discrete(col_811) = 0.2190 bits\n",
"AIS_Discrete(col_812) = 0.0685 bits\n",
"AIS_Discrete(col_813) = 0.0786 bits\n",
"AIS_Discrete(col_814) = 0.1011 bits\n",
"AIS_Discrete(col_815) = 0.0589 bits\n",
"AIS_Discrete(col_816) = 0.2424 bits\n",
"AIS_Discrete(col_817) = 0.0674 bits\n",
"AIS_Discrete(col_818) = 0.3049 bits\n",
"AIS_Discrete(col_819) = 0.1043 bits\n",
"AIS_Discrete(col_820) = 0.2712 bits\n",
"AIS_Discrete(col_821) = 0.1006 bits\n",
"AIS_Discrete(col_822) = 0.2613 bits\n",
"AIS_Discrete(col_823) = 0.1181 bits\n",
"AIS_Discrete(col_824) = 0.2516 bits\n",
"AIS_Discrete(col_825) = 0.0825 bits\n",
"AIS_Discrete(col_826) = 0.2483 bits\n",
"AIS_Discrete(col_827) = 0.0682 bits\n",
"AIS_Discrete(col_828) = 0.1857 bits\n",
"AIS_Discrete(col_829) = 0.0589 bits\n",
"AIS_Discrete(col_830) = 0.1286 bits\n",
"AIS_Discrete(col_831) = 0.1169 bits\n",
"AIS_Discrete(col_832) = 0.1221 bits\n",
"AIS_Discrete(col_833) = 0.1851 bits\n",
"AIS_Discrete(col_834) = 0.0937 bits\n",
"AIS_Discrete(col_835) = 0.2033 bits\n",
"AIS_Discrete(col_836) = 0.0843 bits\n",
"AIS_Discrete(col_837) = 0.1710 bits\n",
"AIS_Discrete(col_838) = 0.1056 bits\n",
"AIS_Discrete(col_839) = 0.1756 bits\n",
"AIS_Discrete(col_840) = 0.1832 bits\n",
"AIS_Discrete(col_841) = 0.1603 bits\n",
"AIS_Discrete(col_842) = 0.2099 bits\n",
"AIS_Discrete(col_843) = 0.1627 bits\n",
"AIS_Discrete(col_844) = 0.2128 bits\n",
"AIS_Discrete(col_845) = 0.1308 bits\n",
"AIS_Discrete(col_846) = 0.1460 bits\n",
"AIS_Discrete(col_847) = 0.1067 bits\n",
"AIS_Discrete(col_848) = 0.1864 bits\n",
"AIS_Discrete(col_849) = 0.1014 bits\n",
"AIS_Discrete(col_850) = 0.1995 bits\n",
"AIS_Discrete(col_851) = 0.0929 bits\n",
"AIS_Discrete(col_852) = 0.1473 bits\n",
"AIS_Discrete(col_853) = 0.0688 bits\n",
"AIS_Discrete(col_854) = 0.0777 bits\n",
"AIS_Discrete(col_855) = 0.1117 bits\n",
"AIS_Discrete(col_856) = 0.0970 bits\n",
"AIS_Discrete(col_857) = 0.2121 bits\n",
"AIS_Discrete(col_858) = 0.1121 bits\n",
"AIS_Discrete(col_859) = 0.2548 bits\n",
"AIS_Discrete(col_860) = 0.1222 bits\n",
"AIS_Discrete(col_861) = 0.2517 bits\n",
"AIS_Discrete(col_862) = 0.1243 bits\n",
"AIS_Discrete(col_863) = 0.2515 bits\n",
"AIS_Discrete(col_864) = 0.1202 bits\n",
"AIS_Discrete(col_865) = 0.2031 bits\n",
"AIS_Discrete(col_866) = 0.1127 bits\n",
"AIS_Discrete(col_867) = 0.1554 bits\n",
"AIS_Discrete(col_868) = 0.0703 bits\n",
"AIS_Discrete(col_869) = 0.1475 bits\n",
"AIS_Discrete(col_870) = 0.0577 bits\n",
"AIS_Discrete(col_871) = 0.2050 bits\n",
"AIS_Discrete(col_872) = 0.0823 bits\n",
"AIS_Discrete(col_873) = 0.1816 bits\n",
"AIS_Discrete(col_874) = 0.1020 bits\n",
"AIS_Discrete(col_875) = 0.1976 bits\n",
"AIS_Discrete(col_876) = 0.1321 bits\n",
"AIS_Discrete(col_877) = 0.1267 bits\n",
"AIS_Discrete(col_878) = 0.1588 bits\n",
"AIS_Discrete(col_879) = 0.0983 bits\n",
"AIS_Discrete(col_880) = 0.1906 bits\n",
"AIS_Discrete(col_881) = 0.0304 bits\n",
"AIS_Discrete(col_882) = 0.2143 bits\n",
"AIS_Discrete(col_883) = 0.0359 bits\n",
"AIS_Discrete(col_884) = 0.2960 bits\n",
"AIS_Discrete(col_885) = 0.0624 bits\n",
"AIS_Discrete(col_886) = 0.2231 bits\n",
"AIS_Discrete(col_887) = 0.0968 bits\n",
"AIS_Discrete(col_888) = 0.2072 bits\n",
"AIS_Discrete(col_889) = 0.1275 bits\n",
"AIS_Discrete(col_890) = 0.1696 bits\n",
"AIS_Discrete(col_891) = 0.1286 bits\n",
"AIS_Discrete(col_892) = 0.1341 bits\n",
"AIS_Discrete(col_893) = 0.1444 bits\n",
"AIS_Discrete(col_894) = 0.0714 bits\n",
"AIS_Discrete(col_895) = 0.1487 bits\n",
"AIS_Discrete(col_896) = 0.0882 bits\n",
"AIS_Discrete(col_897) = 0.1408 bits\n",
"AIS_Discrete(col_898) = 0.0987 bits\n",
"AIS_Discrete(col_899) = 0.1229 bits\n",
"AIS_Discrete(col_900) = 0.1638 bits\n",
"AIS_Discrete(col_901) = 0.1241 bits\n",
"AIS_Discrete(col_902) = 0.1712 bits\n",
"AIS_Discrete(col_903) = 0.1391 bits\n",
"AIS_Discrete(col_904) = 0.1250 bits\n",
"AIS_Discrete(col_905) = 0.1172 bits\n",
"AIS_Discrete(col_906) = 0.1573 bits\n",
"AIS_Discrete(col_907) = 0.1580 bits\n",
"AIS_Discrete(col_908) = 0.1989 bits\n",
"AIS_Discrete(col_909) = 0.1356 bits\n",
"AIS_Discrete(col_910) = 0.2127 bits\n",
"AIS_Discrete(col_911) = 0.1556 bits\n",
"AIS_Discrete(col_912) = 0.2044 bits\n",
"AIS_Discrete(col_913) = 0.1280 bits\n",
"AIS_Discrete(col_914) = 0.1970 bits\n",
"AIS_Discrete(col_915) = 0.1485 bits\n",
"AIS_Discrete(col_916) = 0.2128 bits\n",
"AIS_Discrete(col_917) = 0.1463 bits\n",
"AIS_Discrete(col_918) = 0.1863 bits\n",
"AIS_Discrete(col_919) = 0.1508 bits\n",
"AIS_Discrete(col_920) = 0.1670 bits\n",
"AIS_Discrete(col_921) = 0.0939 bits\n",
"AIS_Discrete(col_922) = 0.1169 bits\n",
"AIS_Discrete(col_923) = 0.1034 bits\n",
"AIS_Discrete(col_924) = 0.0999 bits\n",
"AIS_Discrete(col_925) = 0.1008 bits\n",
"AIS_Discrete(col_926) = 0.0891 bits\n",
"AIS_Discrete(col_927) = 0.0781 bits\n",
"AIS_Discrete(col_928) = 0.1028 bits\n",
"AIS_Discrete(col_929) = 0.1406 bits\n",
"AIS_Discrete(col_930) = 0.1805 bits\n",
"AIS_Discrete(col_931) = 0.1702 bits\n",
"AIS_Discrete(col_932) = 0.2016 bits\n",
"AIS_Discrete(col_933) = 0.1533 bits\n",
"AIS_Discrete(col_934) = 0.2156 bits\n",
"AIS_Discrete(col_935) = 0.1627 bits\n",
"AIS_Discrete(col_936) = 0.2100 bits\n",
"AIS_Discrete(col_937) = 0.1532 bits\n",
"AIS_Discrete(col_938) = 0.2244 bits\n",
"AIS_Discrete(col_939) = 0.1185 bits\n",
"AIS_Discrete(col_940) = 0.2054 bits\n",
"AIS_Discrete(col_941) = 0.1164 bits\n",
"AIS_Discrete(col_942) = 0.2515 bits\n",
"AIS_Discrete(col_943) = 0.0939 bits\n",
"AIS_Discrete(col_944) = 0.2456 bits\n",
"AIS_Discrete(col_945) = 0.0993 bits\n",
"AIS_Discrete(col_946) = 0.1667 bits\n",
"AIS_Discrete(col_947) = 0.0902 bits\n",
"AIS_Discrete(col_948) = 0.1430 bits\n",
"AIS_Discrete(col_949) = 0.1069 bits\n",
"AIS_Discrete(col_950) = 0.1684 bits\n",
"AIS_Discrete(col_951) = 0.0963 bits\n",
"AIS_Discrete(col_952) = 0.1337 bits\n",
"AIS_Discrete(col_953) = 0.1207 bits\n",
"AIS_Discrete(col_954) = 0.0930 bits\n",
"AIS_Discrete(col_955) = 0.1689 bits\n",
"AIS_Discrete(col_956) = 0.1058 bits\n",
"AIS_Discrete(col_957) = 0.1717 bits\n",
"AIS_Discrete(col_958) = 0.1509 bits\n",
"AIS_Discrete(col_959) = 0.1762 bits\n",
"AIS_Discrete(col_960) = 0.1303 bits\n",
"AIS_Discrete(col_961) = 0.1869 bits\n",
"AIS_Discrete(col_962) = 0.1395 bits\n",
"AIS_Discrete(col_963) = 0.1989 bits\n",
"AIS_Discrete(col_964) = 0.1466 bits\n",
"AIS_Discrete(col_965) = 0.1992 bits\n",
"AIS_Discrete(col_966) = 0.1172 bits\n",
"AIS_Discrete(col_967) = 0.1610 bits\n",
"AIS_Discrete(col_968) = 0.0922 bits\n",
"AIS_Discrete(col_969) = 0.1673 bits\n",
"AIS_Discrete(col_970) = 0.1248 bits\n",
"AIS_Discrete(col_971) = 0.2028 bits\n",
"AIS_Discrete(col_972) = 0.1025 bits\n",
"AIS_Discrete(col_973) = 0.1970 bits\n",
"AIS_Discrete(col_974) = 0.1255 bits\n",
"AIS_Discrete(col_975) = 0.1641 bits\n",
"AIS_Discrete(col_976) = 0.1224 bits\n",
"AIS_Discrete(col_977) = 0.1771 bits\n",
"AIS_Discrete(col_978) = 0.1303 bits\n",
"AIS_Discrete(col_979) = 0.1287 bits\n",
"AIS_Discrete(col_980) = 0.1301 bits\n",
"AIS_Discrete(col_981) = 0.1194 bits\n",
"AIS_Discrete(col_982) = 0.1724 bits\n",
"AIS_Discrete(col_983) = 0.1049 bits\n",
"AIS_Discrete(col_984) = 0.1684 bits\n",
"AIS_Discrete(col_985) = 0.1156 bits\n",
"AIS_Discrete(col_986) = 0.1976 bits\n",
"AIS_Discrete(col_987) = 0.1352 bits\n",
"AIS_Discrete(col_988) = 0.1614 bits\n",
"AIS_Discrete(col_989) = 0.1062 bits\n",
"AIS_Discrete(col_990) = 0.0952 bits\n",
"AIS_Discrete(col_991) = 0.1060 bits\n",
"AIS_Discrete(col_992) = 0.0806 bits\n",
"AIS_Discrete(col_993) = 0.1345 bits\n",
"AIS_Discrete(col_994) = 0.0790 bits\n",
"AIS_Discrete(col_995) = 0.0757 bits\n",
"AIS_Discrete(col_996) = 0.0834 bits\n",
"AIS_Discrete(col_997) = 0.0907 bits\n",
"AIS_Discrete(col_998) = 0.1658 bits\n",
"AIS_Discrete(col_999) = 0.1855 bits\n",
"AIS_Discrete(col_1000) = 0.1779 bits\n",
"AIS_Discrete(col_1001) = 0.1855 bits\n",
"AIS_Discrete(col_1002) = 0.1677 bits\n",
"AIS_Discrete(col_1003) = 0.1881 bits\n",
"AIS_Discrete(col_1004) = 0.1678 bits\n",
"AIS_Discrete(col_1005) = 0.1858 bits\n",
"AIS_Discrete(col_1006) = 0.1491 bits\n",
"AIS_Discrete(col_1007) = 0.1795 bits\n",
"AIS_Discrete(col_1008) = 0.1337 bits\n",
"AIS_Discrete(col_1009) = 0.1992 bits\n",
"AIS_Discrete(col_1010) = 0.1400 bits\n",
"AIS_Discrete(col_1011) = 0.1863 bits\n",
"AIS_Discrete(col_1012) = 0.1424 bits\n",
"AIS_Discrete(col_1013) = 0.1914 bits\n",
"AIS_Discrete(col_1014) = 0.1337 bits\n",
"AIS_Discrete(col_1015) = 0.1720 bits\n",
"AIS_Discrete(col_1016) = 0.1379 bits\n",
"AIS_Discrete(col_1017) = 0.1720 bits\n",
"AIS_Discrete(col_1018) = 0.1194 bits\n",
"AIS_Discrete(col_1019) = 0.1970 bits\n",
"AIS_Discrete(col_1020) = 0.1292 bits\n",
"AIS_Discrete(col_1021) = 0.2002 bits\n",
"AIS_Discrete(col_1022) = 0.1229 bits\n",
"AIS_Discrete(col_1023) = 0.1976 bits\n",
"AIS_Discrete(col_1024) = 0.1168 bits\n",
"AIS_Discrete(col_1025) = 0.1912 bits\n",
"AIS_Discrete(col_1026) = 0.1025 bits\n",
"AIS_Discrete(col_1027) = 0.1958 bits\n",
"AIS_Discrete(col_1028) = 0.1111 bits\n",
"AIS_Discrete(col_1029) = 0.1151 bits\n",
"AIS_Discrete(col_1030) = 0.1190 bits\n",
"AIS_Discrete(col_1031) = 0.1000 bits\n",
"AIS_Discrete(col_1032) = 0.2347 bits\n",
"AIS_Discrete(col_1033) = 0.1106 bits\n",
"AIS_Discrete(col_1034) = 0.2551 bits\n",
"AIS_Discrete(col_1035) = 0.1264 bits\n",
"AIS_Discrete(col_1036) = 0.2305 bits\n",
"AIS_Discrete(col_1037) = 0.1142 bits\n",
"AIS_Discrete(col_1038) = 0.2425 bits\n",
"AIS_Discrete(col_1039) = 0.1264 bits\n",
"AIS_Discrete(col_1040) = 0.1831 bits\n",
"AIS_Discrete(col_1041) = 0.1162 bits\n",
"AIS_Discrete(col_1042) = 0.2517 bits\n",
"AIS_Discrete(col_1043) = 0.1181 bits\n",
"AIS_Discrete(col_1044) = 0.1888 bits\n",
"AIS_Discrete(col_1045) = 0.1032 bits\n",
"AIS_Discrete(col_1046) = 0.2117 bits\n",
"AIS_Discrete(col_1047) = 0.1194 bits\n",
"AIS_Discrete(col_1048) = 0.1819 bits\n",
"AIS_Discrete(col_1049) = 0.1212 bits\n",
"AIS_Discrete(col_1050) = 0.1709 bits\n",
"AIS_Discrete(col_1051) = 0.1563 bits\n",
"AIS_Discrete(col_1052) = 0.1683 bits\n",
"AIS_Discrete(col_1053) = 0.1520 bits\n",
"AIS_Discrete(col_1054) = 0.1187 bits\n",
"AIS_Discrete(col_1055) = 0.1613 bits\n",
"AIS_Discrete(col_1056) = 0.0780 bits\n",
"AIS_Discrete(col_1057) = 0.1825 bits\n",
"AIS_Discrete(col_1058) = 0.0573 bits\n",
"AIS_Discrete(col_1059) = 0.1719 bits\n",
"AIS_Discrete(col_1060) = 0.0559 bits\n",
"AIS_Discrete(col_1061) = 0.1401 bits\n",
"AIS_Discrete(col_1062) = 0.1086 bits\n",
"AIS_Discrete(col_1063) = 0.1511 bits\n",
"AIS_Discrete(col_1064) = 0.1428 bits\n",
"AIS_Discrete(col_1065) = 0.1814 bits\n",
"AIS_Discrete(col_1066) = 0.1424 bits\n",
"AIS_Discrete(col_1067) = 0.1651 bits\n",
"AIS_Discrete(col_1068) = 0.1379 bits\n",
"AIS_Discrete(col_1069) = 0.2028 bits\n",
"AIS_Discrete(col_1070) = 0.1209 bits\n",
"AIS_Discrete(col_1071) = 0.2031 bits\n",
"AIS_Discrete(col_1072) = 0.1188 bits\n",
"AIS_Discrete(col_1073) = 0.1607 bits\n",
"AIS_Discrete(col_1074) = 0.1286 bits\n",
"AIS_Discrete(col_1075) = 0.1391 bits\n",
"AIS_Discrete(col_1076) = 0.1435 bits\n",
"AIS_Discrete(col_1077) = 0.0917 bits\n",
"AIS_Discrete(col_1078) = 0.1534 bits\n",
"AIS_Discrete(col_1079) = 0.0981 bits\n",
"AIS_Discrete(col_1080) = 0.2412 bits\n",
"AIS_Discrete(col_1081) = 0.0898 bits\n",
"AIS_Discrete(col_1082) = 0.2877 bits\n",
"AIS_Discrete(col_1083) = 0.0821 bits\n",
"AIS_Discrete(col_1084) = 0.2773 bits\n",
"AIS_Discrete(col_1085) = 0.0830 bits\n",
"AIS_Discrete(col_1086) = 0.3085 bits\n",
"AIS_Discrete(col_1087) = 0.0831 bits\n",
"AIS_Discrete(col_1088) = 0.2903 bits\n",
"AIS_Discrete(col_1089) = 0.0769 bits\n",
"AIS_Discrete(col_1090) = 0.2980 bits\n",
"AIS_Discrete(col_1091) = 0.0915 bits\n",
"AIS_Discrete(col_1092) = 0.2916 bits\n",
"AIS_Discrete(col_1093) = 0.0880 bits\n",
"AIS_Discrete(col_1094) = 0.3157 bits\n",
"AIS_Discrete(col_1095) = 0.0897 bits\n",
"AIS_Discrete(col_1096) = 0.3266 bits\n",
"AIS_Discrete(col_1097) = 0.0796 bits\n",
"AIS_Discrete(col_1098) = 0.3157 bits\n",
"AIS_Discrete(col_1099) = 0.0780 bits\n",
"AIS_Discrete(col_1100) = 0.3088 bits\n",
"AIS_Discrete(col_1101) = 0.0880 bits\n",
"AIS_Discrete(col_1102) = 0.2883 bits\n",
"AIS_Discrete(col_1103) = 0.0880 bits\n",
"AIS_Discrete(col_1104) = 0.3303 bits\n",
"AIS_Discrete(col_1105) = 0.0915 bits\n",
"AIS_Discrete(col_1106) = 0.3303 bits\n",
"AIS_Discrete(col_1107) = 0.0734 bits\n",
"AIS_Discrete(col_1108) = 0.3229 bits\n",
"AIS_Discrete(col_1109) = 0.0951 bits\n",
"AIS_Discrete(col_1110) = 0.3085 bits\n",
"AIS_Discrete(col_1111) = 0.0933 bits\n",
"AIS_Discrete(col_1112) = 0.2224 bits\n",
"AIS_Discrete(col_1113) = 0.0692 bits\n",
"AIS_Discrete(col_1114) = 0.1394 bits\n",
"AIS_Discrete(col_1115) = 0.1305 bits\n",
"AIS_Discrete(col_1116) = 0.1298 bits\n",
"AIS_Discrete(col_1117) = 0.1859 bits\n",
"AIS_Discrete(col_1118) = 0.1268 bits\n",
"AIS_Discrete(col_1119) = 0.1976 bits\n",
"AIS_Discrete(col_1120) = 0.0806 bits\n",
"AIS_Discrete(col_1121) = 0.1544 bits\n",
"AIS_Discrete(col_1122) = 0.1361 bits\n",
"AIS_Discrete(col_1123) = 0.1202 bits\n",
"AIS_Discrete(col_1124) = 0.1707 bits\n",
"AIS_Discrete(col_1125) = 0.1147 bits\n",
"AIS_Discrete(col_1126) = 0.1158 bits\n",
"AIS_Discrete(col_1127) = 0.1401 bits\n",
"AIS_Discrete(col_1128) = 0.1222 bits\n",
"AIS_Discrete(col_1129) = 0.2643 bits\n",
"AIS_Discrete(col_1130) = 0.1202 bits\n",
"AIS_Discrete(col_1131) = 0.2516 bits\n",
"AIS_Discrete(col_1132) = 0.1328 bits\n",
"AIS_Discrete(col_1133) = 0.2361 bits\n",
"AIS_Discrete(col_1134) = 0.1485 bits\n",
"AIS_Discrete(col_1135) = 0.2301 bits\n",
"AIS_Discrete(col_1136) = 0.1463 bits\n",
"AIS_Discrete(col_1137) = 0.2127 bits\n",
"AIS_Discrete(col_1138) = 0.1100 bits\n",
"AIS_Discrete(col_1139) = 0.1278 bits\n",
"AIS_Discrete(col_1140) = 0.1143 bits\n",
"AIS_Discrete(col_1141) = 0.0784 bits\n",
"AIS_Discrete(col_1142) = 0.1989 bits\n",
"AIS_Discrete(col_1143) = 0.0553 bits\n",
"AIS_Discrete(col_1144) = 0.2581 bits\n",
"AIS_Discrete(col_1145) = 0.0754 bits\n",
"AIS_Discrete(col_1146) = 0.2322 bits\n",
"AIS_Discrete(col_1147) = 0.0658 bits\n",
"AIS_Discrete(col_1148) = 0.1814 bits\n",
"AIS_Discrete(col_1149) = 0.1043 bits\n",
"AIS_Discrete(col_1150) = 0.1584 bits\n",
"AIS_Discrete(col_1151) = 0.1514 bits\n",
"AIS_Discrete(col_1152) = 0.1558 bits\n",
"AIS_Discrete(col_1153) = 0.1934 bits\n",
"AIS_Discrete(col_1154) = 0.1676 bits\n",
"AIS_Discrete(col_1155) = 0.2016 bits\n",
"AIS_Discrete(col_1156) = 0.1555 bits\n",
"AIS_Discrete(col_1157) = 0.1891 bits\n",
"AIS_Discrete(col_1158) = 0.1409 bits\n",
"AIS_Discrete(col_1159) = 0.1613 bits\n",
"AIS_Discrete(col_1160) = 0.1540 bits\n",
"AIS_Discrete(col_1161) = 0.1301 bits\n",
"AIS_Discrete(col_1162) = 0.1618 bits\n",
"AIS_Discrete(col_1163) = 0.1607 bits\n",
"AIS_Discrete(col_1164) = 0.1168 bits\n",
"AIS_Discrete(col_1165) = 0.1268 bits\n",
"AIS_Discrete(col_1166) = 0.0632 bits\n",
"AIS_Discrete(col_1167) = 0.1725 bits\n",
"AIS_Discrete(col_1168) = 0.0617 bits\n",
"AIS_Discrete(col_1169) = 0.2285 bits\n",
"AIS_Discrete(col_1170) = 0.0550 bits\n",
"AIS_Discrete(col_1171) = 0.2397 bits\n",
"AIS_Discrete(col_1172) = 0.0759 bits\n",
"AIS_Discrete(col_1173) = 0.2537 bits\n",
"AIS_Discrete(col_1174) = 0.0802 bits\n",
"AIS_Discrete(col_1175) = 0.1619 bits\n",
"AIS_Discrete(col_1176) = 0.0879 bits\n",
"AIS_Discrete(col_1177) = 0.1381 bits\n",
"AIS_Discrete(col_1178) = 0.1644 bits\n",
"AIS_Discrete(col_1179) = 0.1419 bits\n",
"AIS_Discrete(col_1180) = 0.1909 bits\n",
"AIS_Discrete(col_1181) = 0.1726 bits\n",
"AIS_Discrete(col_1182) = 0.1730 bits\n",
"AIS_Discrete(col_1183) = 0.1634 bits\n",
"AIS_Discrete(col_1184) = 0.1156 bits\n",
"AIS_Discrete(col_1185) = 0.1181 bits\n",
"AIS_Discrete(col_1186) = 0.0412 bits\n",
"AIS_Discrete(col_1187) = 0.1364 bits\n",
"AIS_Discrete(col_1188) = 0.0531 bits\n",
"AIS_Discrete(col_1189) = 0.1661 bits\n",
"AIS_Discrete(col_1190) = 0.0844 bits\n",
"AIS_Discrete(col_1191) = 0.1961 bits\n",
"AIS_Discrete(col_1192) = 0.1726 bits\n",
"AIS_Discrete(col_1193) = 0.1934 bits\n",
"AIS_Discrete(col_1194) = 0.1751 bits\n",
"AIS_Discrete(col_1195) = 0.1730 bits\n",
"AIS_Discrete(col_1196) = 0.1677 bits\n",
"AIS_Discrete(col_1197) = 0.1829 bits\n",
"AIS_Discrete(col_1198) = 0.1606 bits\n",
"AIS_Discrete(col_1199) = 0.1836 bits\n",
"AIS_Discrete(col_1200) = 0.1611 bits\n",
"AIS_Discrete(col_1201) = 0.1779 bits\n",
"AIS_Discrete(col_1202) = 0.1701 bits\n",
"AIS_Discrete(col_1203) = 0.1756 bits\n",
"AIS_Discrete(col_1204) = 0.1636 bits\n",
"AIS_Discrete(col_1205) = 0.1756 bits\n",
"AIS_Discrete(col_1206) = 0.1727 bits\n",
"AIS_Discrete(col_1207) = 0.1934 bits\n",
"AIS_Discrete(col_1208) = 0.1777 bits\n",
"AIS_Discrete(col_1209) = 0.1961 bits\n",
"AIS_Discrete(col_1210) = 0.1802 bits\n",
"AIS_Discrete(col_1211) = 0.1881 bits\n",
"AIS_Discrete(col_1212) = 0.1628 bits\n",
"AIS_Discrete(col_1213) = 0.1235 bits\n",
"AIS_Discrete(col_1214) = 0.1570 bits\n",
"AIS_Discrete(col_1215) = 0.1095 bits\n",
"AIS_Discrete(col_1216) = 0.2236 bits\n",
"AIS_Discrete(col_1217) = 0.1052 bits\n",
"AIS_Discrete(col_1218) = 0.1507 bits\n",
"AIS_Discrete(col_1219) = 0.0796 bits\n",
"AIS_Discrete(col_1220) = 0.1064 bits\n",
"AIS_Discrete(col_1221) = 0.1103 bits\n",
"AIS_Discrete(col_1222) = 0.1388 bits\n",
"AIS_Discrete(col_1223) = 0.1834 bits\n",
"AIS_Discrete(col_1224) = 0.1095 bits\n",
"AIS_Discrete(col_1225) = 0.1348 bits\n",
"AIS_Discrete(col_1226) = 0.0914 bits\n",
"AIS_Discrete(col_1227) = 0.1936 bits\n",
"AIS_Discrete(col_1228) = 0.1603 bits\n",
"AIS_Discrete(col_1229) = 0.2156 bits\n",
"AIS_Discrete(col_1230) = 0.1579 bits\n",
"AIS_Discrete(col_1231) = 0.2213 bits\n",
"AIS_Discrete(col_1232) = 0.1579 bits\n",
"AIS_Discrete(col_1233) = 0.2156 bits\n",
"AIS_Discrete(col_1234) = 0.1440 bits\n",
"AIS_Discrete(col_1235) = 0.2100 bits\n",
"AIS_Discrete(col_1236) = 0.1356 bits\n",
"AIS_Discrete(col_1237) = 0.1838 bits\n",
"AIS_Discrete(col_1238) = 0.1228 bits\n",
"AIS_Discrete(col_1239) = 0.1863 bits\n",
"AIS_Discrete(col_1240) = 0.1337 bits\n",
"AIS_Discrete(col_1241) = 0.1819 bits\n",
"AIS_Discrete(col_1242) = 0.1088 bits\n",
"AIS_Discrete(col_1243) = 0.1958 bits\n",
"AIS_Discrete(col_1244) = 0.0830 bits\n",
"AIS_Discrete(col_1245) = 0.2024 bits\n",
"AIS_Discrete(col_1246) = 0.0567 bits\n",
"AIS_Discrete(col_1247) = 0.1277 bits\n",
"AIS_Discrete(col_1248) = 0.0713 bits\n",
"AIS_Discrete(col_1249) = 0.1062 bits\n",
"AIS_Discrete(col_1250) = 0.1467 bits\n",
"AIS_Discrete(col_1251) = 0.1186 bits\n",
"AIS_Discrete(col_1252) = 0.2331 bits\n",
"AIS_Discrete(col_1253) = 0.1308 bits\n",
"AIS_Discrete(col_1254) = 0.2281 bits\n",
"AIS_Discrete(col_1255) = 0.1163 bits\n",
"AIS_Discrete(col_1256) = 0.2260 bits\n",
"AIS_Discrete(col_1257) = 0.0951 bits\n",
"AIS_Discrete(col_1258) = 0.2094 bits\n",
"AIS_Discrete(col_1259) = 0.0888 bits\n",
"AIS_Discrete(col_1260) = 0.2180 bits\n",
"AIS_Discrete(col_1261) = 0.0618 bits\n",
"AIS_Discrete(col_1262) = 0.1324 bits\n",
"AIS_Discrete(col_1263) = 0.0562 bits\n",
"AIS_Discrete(col_1264) = 0.0992 bits\n",
"AIS_Discrete(col_1265) = 0.1762 bits\n",
"AIS_Discrete(col_1266) = 0.0759 bits\n",
"AIS_Discrete(col_1267) = 0.2351 bits\n",
"AIS_Discrete(col_1268) = 0.0788 bits\n",
"AIS_Discrete(col_1269) = 0.2645 bits\n",
"AIS_Discrete(col_1270) = 0.1082 bits\n",
"AIS_Discrete(col_1271) = 0.2808 bits\n",
"AIS_Discrete(col_1272) = 0.1141 bits\n",
"AIS_Discrete(col_1273) = 0.2205 bits\n",
"AIS_Discrete(col_1274) = 0.1141 bits\n",
"AIS_Discrete(col_1275) = 0.2741 bits\n",
"AIS_Discrete(col_1276) = 0.1141 bits\n",
"AIS_Discrete(col_1277) = 0.2260 bits\n",
"AIS_Discrete(col_1278) = 0.0615 bits\n",
"AIS_Discrete(col_1279) = 0.2413 bits\n",
"AIS_Discrete(col_1280) = 0.0733 bits\n",
"AIS_Discrete(col_1281) = 0.2809 bits\n",
"AIS_Discrete(col_1282) = 0.0421 bits\n",
"AIS_Discrete(col_1283) = 0.1376 bits\n",
"AIS_Discrete(col_1284) = 0.0626 bits\n",
"AIS_Discrete(col_1285) = 0.1046 bits\n",
"AIS_Discrete(col_1286) = 0.1703 bits\n",
"AIS_Discrete(col_1287) = 0.0691 bits\n",
"AIS_Discrete(col_1288) = 0.1901 bits\n",
"AIS_Discrete(col_1289) = 0.0859 bits\n",
"AIS_Discrete(col_1290) = 0.2395 bits\n",
"AIS_Discrete(col_1291) = 0.1222 bits\n",
"AIS_Discrete(col_1292) = 0.2578 bits\n",
"AIS_Discrete(col_1293) = 0.1350 bits\n",
"AIS_Discrete(col_1294) = 0.2453 bits\n",
"AIS_Discrete(col_1295) = 0.1308 bits\n",
"AIS_Discrete(col_1296) = 0.1973 bits\n",
"AIS_Discrete(col_1297) = 0.1417 bits\n",
"AIS_Discrete(col_1298) = 0.2273 bits\n",
"AIS_Discrete(col_1299) = 0.1462 bits\n",
"AIS_Discrete(col_1300) = 0.2331 bits\n",
"AIS_Discrete(col_1301) = 0.1485 bits\n",
"AIS_Discrete(col_1302) = 0.2156 bits\n",
"AIS_Discrete(col_1303) = 0.1579 bits\n",
"AIS_Discrete(col_1304) = 0.2213 bits\n",
"AIS_Discrete(col_1305) = 0.1579 bits\n",
"AIS_Discrete(col_1306) = 0.2071 bits\n",
"AIS_Discrete(col_1307) = 0.1488 bits\n",
"AIS_Discrete(col_1308) = 0.1994 bits\n",
"AIS_Discrete(col_1309) = 0.1008 bits\n",
"AIS_Discrete(col_1310) = 0.2114 bits\n",
"AIS_Discrete(col_1311) = 0.1027 bits\n",
"AIS_Discrete(col_1312) = 0.2319 bits\n",
"AIS_Discrete(col_1313) = 0.0963 bits\n",
"AIS_Discrete(col_1314) = 0.2402 bits\n",
"AIS_Discrete(col_1315) = 0.1047 bits\n",
"AIS_Discrete(col_1316) = 0.2402 bits\n",
"AIS_Discrete(col_1317) = 0.0682 bits\n",
"AIS_Discrete(col_1318) = 0.1954 bits\n",
"AIS_Discrete(col_1319) = 0.0312 bits\n",
"AIS_Discrete(col_1320) = 0.2066 bits\n",
"AIS_Discrete(col_1321) = 0.0546 bits\n",
"AIS_Discrete(col_1322) = 0.2057 bits\n",
"AIS_Discrete(col_1323) = 0.0927 bits\n",
"AIS_Discrete(col_1324) = 0.2100 bits\n",
"AIS_Discrete(col_1325) = 0.1417 bits\n",
"AIS_Discrete(col_1326) = 0.2102 bits\n",
"AIS_Discrete(col_1327) = 0.1333 bits\n",
"AIS_Discrete(col_1328) = 0.2245 bits\n",
"AIS_Discrete(col_1329) = 0.1287 bits\n",
"AIS_Discrete(col_1330) = 0.2246 bits\n",
"AIS_Discrete(col_1331) = 0.1014 bits\n",
"AIS_Discrete(col_1332) = 0.2367 bits\n",
"AIS_Discrete(col_1333) = 0.1222 bits\n",
"AIS_Discrete(col_1334) = 0.2017 bits\n",
"AIS_Discrete(col_1335) = 0.0803 bits\n",
"AIS_Discrete(col_1336) = 0.1334 bits\n",
"AIS_Discrete(col_1337) = 0.0959 bits\n",
"AIS_Discrete(col_1338) = 0.0862 bits\n",
"AIS_Discrete(col_1339) = 0.0988 bits\n",
"AIS_Discrete(col_1340) = 0.0759 bits\n",
"AIS_Discrete(col_1341) = 0.1443 bits\n",
"AIS_Discrete(col_1342) = 0.0866 bits\n",
"AIS_Discrete(col_1343) = 0.2287 bits\n",
"AIS_Discrete(col_1344) = 0.1101 bits\n",
"AIS_Discrete(col_1345) = 0.2644 bits\n",
"AIS_Discrete(col_1346) = 0.1181 bits\n",
"AIS_Discrete(col_1347) = 0.2643 bits\n",
"AIS_Discrete(col_1348) = 0.1083 bits\n",
"AIS_Discrete(col_1349) = 0.2611 bits\n",
"AIS_Discrete(col_1350) = 0.1181 bits\n",
"AIS_Discrete(col_1351) = 0.2060 bits\n",
"AIS_Discrete(col_1352) = 0.1222 bits\n",
"AIS_Discrete(col_1353) = 0.1701 bits\n",
"AIS_Discrete(col_1354) = 0.0857 bits\n",
"AIS_Discrete(col_1355) = 0.1077 bits\n",
"AIS_Discrete(col_1356) = 0.1995 bits\n",
"AIS_Discrete(col_1357) = 0.0988 bits\n",
"AIS_Discrete(col_1358) = 0.2332 bits\n",
"AIS_Discrete(col_1359) = 0.0838 bits\n",
"AIS_Discrete(col_1360) = 0.2251 bits\n",
"AIS_Discrete(col_1361) = 0.0925 bits\n",
"AIS_Discrete(col_1362) = 0.2305 bits\n",
"AIS_Discrete(col_1363) = 0.0848 bits\n",
"AIS_Discrete(col_1364) = 0.1453 bits\n",
"AIS_Discrete(col_1365) = 0.1131 bits\n",
"AIS_Discrete(col_1366) = 0.1613 bits\n",
"AIS_Discrete(col_1367) = 0.1464 bits\n",
"AIS_Discrete(col_1368) = 0.1523 bits\n",
"AIS_Discrete(col_1369) = 0.1186 bits\n",
"AIS_Discrete(col_1370) = 0.1156 bits\n",
"AIS_Discrete(col_1371) = 0.1004 bits\n",
"AIS_Discrete(col_1372) = 0.0650 bits\n",
"AIS_Discrete(col_1373) = 0.1665 bits\n",
"AIS_Discrete(col_1374) = 0.0709 bits\n",
"AIS_Discrete(col_1375) = 0.2631 bits\n",
"AIS_Discrete(col_1376) = 0.0901 bits\n",
"AIS_Discrete(col_1377) = 0.2139 bits\n",
"AIS_Discrete(col_1378) = 0.0869 bits\n",
"AIS_Discrete(col_1379) = 0.1518 bits\n",
"AIS_Discrete(col_1380) = 0.0774 bits\n",
"AIS_Discrete(col_1381) = 0.0850 bits\n",
"AIS_Discrete(col_1382) = 0.0995 bits\n",
"AIS_Discrete(col_1383) = 0.0597 bits\n",
"AIS_Discrete(col_1384) = 0.1625 bits\n",
"AIS_Discrete(col_1385) = 0.0818 bits\n",
"AIS_Discrete(col_1386) = 0.2272 bits\n",
"AIS_Discrete(col_1387) = 0.0774 bits\n",
"AIS_Discrete(col_1388) = 0.2083 bits\n",
"AIS_Discrete(col_1389) = 0.0814 bits\n",
"AIS_Discrete(col_1390) = 0.1822 bits\n",
"AIS_Discrete(col_1391) = 0.0692 bits\n",
"AIS_Discrete(col_1392) = 0.1689 bits\n",
"AIS_Discrete(col_1393) = 0.1035 bits\n",
"AIS_Discrete(col_1394) = 0.1691 bits\n",
"AIS_Discrete(col_1395) = 0.1258 bits\n",
"AIS_Discrete(col_1396) = 0.1744 bits\n",
"AIS_Discrete(col_1397) = 0.1196 bits\n",
"AIS_Discrete(col_1398) = 0.1491 bits\n",
"AIS_Discrete(col_1399) = 0.1179 bits\n",
"AIS_Discrete(col_1400) = 0.1536 bits\n",
"AIS_Discrete(col_1401) = 0.1174 bits\n",
"AIS_Discrete(col_1402) = 0.1690 bits\n",
"AIS_Discrete(col_1403) = 0.0766 bits\n",
"AIS_Discrete(col_1404) = 0.1860 bits\n",
"AIS_Discrete(col_1405) = 0.0892 bits\n",
"AIS_Discrete(col_1406) = 0.2264 bits\n",
"AIS_Discrete(col_1407) = 0.1121 bits\n",
"AIS_Discrete(col_1408) = 0.2370 bits\n",
"AIS_Discrete(col_1409) = 0.0985 bits\n",
"AIS_Discrete(col_1410) = 0.2187 bits\n",
"AIS_Discrete(col_1411) = 0.0832 bits\n",
"AIS_Discrete(col_1412) = 0.2184 bits\n",
"AIS_Discrete(col_1413) = 0.0779 bits\n",
"AIS_Discrete(col_1414) = 0.2260 bits\n",
"AIS_Discrete(col_1415) = 0.0851 bits\n",
"AIS_Discrete(col_1416) = 0.1852 bits\n",
"AIS_Discrete(col_1417) = 0.0652 bits\n",
"AIS_Discrete(col_1418) = 0.2145 bits\n",
"AIS_Discrete(col_1419) = 0.0975 bits\n",
"AIS_Discrete(col_1420) = 0.2336 bits\n",
"AIS_Discrete(col_1421) = 0.1142 bits\n",
"AIS_Discrete(col_1422) = 0.2365 bits\n",
"AIS_Discrete(col_1423) = 0.1202 bits\n",
"AIS_Discrete(col_1424) = 0.2456 bits\n",
"AIS_Discrete(col_1425) = 0.0776 bits\n",
"AIS_Discrete(col_1426) = 0.2230 bits\n",
"AIS_Discrete(col_1427) = 0.0757 bits\n",
"AIS_Discrete(col_1428) = 0.2300 bits\n",
"AIS_Discrete(col_1429) = 0.1070 bits\n",
"AIS_Discrete(col_1430) = 0.1855 bits\n",
"AIS_Discrete(col_1431) = 0.1286 bits\n",
"AIS_Discrete(col_1432) = 0.1613 bits\n",
"AIS_Discrete(col_1433) = 0.1712 bits\n",
"AIS_Discrete(col_1434) = 0.1490 bits\n",
"AIS_Discrete(col_1435) = 0.1891 bits\n",
"AIS_Discrete(col_1436) = 0.1293 bits\n",
"AIS_Discrete(col_1437) = 0.1925 bits\n",
"AIS_Discrete(col_1438) = 0.1249 bits\n",
"AIS_Discrete(col_1439) = 0.2162 bits\n",
"AIS_Discrete(col_1440) = 0.1167 bits\n",
"AIS_Discrete(col_1441) = 0.1682 bits\n",
"AIS_Discrete(col_1442) = 0.0946 bits\n",
"AIS_Discrete(col_1443) = 0.1144 bits\n",
"AIS_Discrete(col_1444) = 0.1172 bits\n",
"AIS_Discrete(col_1445) = 0.1013 bits\n",
"AIS_Discrete(col_1446) = 0.1117 bits\n",
"AIS_Discrete(col_1447) = 0.0800 bits\n",
"AIS_Discrete(col_1448) = 0.1217 bits\n",
"AIS_Discrete(col_1449) = 0.0872 bits\n",
"AIS_Discrete(col_1450) = 0.1682 bits\n",
"AIS_Discrete(col_1451) = 0.0979 bits\n",
"AIS_Discrete(col_1452) = 0.2397 bits\n",
"AIS_Discrete(col_1453) = 0.1161 bits\n",
"AIS_Discrete(col_1454) = 0.2198 bits\n",
"AIS_Discrete(col_1455) = 0.1127 bits\n",
"AIS_Discrete(col_1456) = 0.1746 bits\n",
"AIS_Discrete(col_1457) = 0.1146 bits\n",
"AIS_Discrete(col_1458) = 0.1287 bits\n",
"AIS_Discrete(col_1459) = 0.1179 bits\n",
"AIS_Discrete(col_1460) = 0.1113 bits\n",
"AIS_Discrete(col_1461) = 0.1475 bits\n",
"AIS_Discrete(col_1462) = 0.1011 bits\n",
"AIS_Discrete(col_1463) = 0.1862 bits\n",
"AIS_Discrete(col_1464) = 0.0748 bits\n",
"AIS_Discrete(col_1465) = 0.1970 bits\n",
"AIS_Discrete(col_1466) = 0.0764 bits\n",
"AIS_Discrete(col_1467) = 0.1780 bits\n",
"AIS_Discrete(col_1468) = 0.0906 bits\n",
"AIS_Discrete(col_1469) = 0.1874 bits\n",
"AIS_Discrete(col_1470) = 0.0988 bits\n",
"AIS_Discrete(col_1471) = 0.1675 bits\n",
"AIS_Discrete(col_1472) = 0.0842 bits\n",
"AIS_Discrete(col_1473) = 0.1898 bits\n",
"AIS_Discrete(col_1474) = 0.1052 bits\n",
"AIS_Discrete(col_1475) = 0.2218 bits\n",
"AIS_Discrete(col_1476) = 0.1245 bits\n",
"AIS_Discrete(col_1477) = 0.1659 bits\n",
"AIS_Discrete(col_1478) = 0.1303 bits\n",
"AIS_Discrete(col_1479) = 0.1576 bits\n",
"AIS_Discrete(col_1480) = 0.1349 bits\n",
"AIS_Discrete(col_1481) = 0.1166 bits\n",
"AIS_Discrete(col_1482) = 0.1481 bits\n",
"AIS_Discrete(col_1483) = 0.1205 bits\n",
"AIS_Discrete(col_1484) = 0.1783 bits\n",
"AIS_Discrete(col_1485) = 0.1377 bits\n",
"AIS_Discrete(col_1486) = 0.1570 bits\n",
"AIS_Discrete(col_1487) = 0.1652 bits\n",
"AIS_Discrete(col_1488) = 0.1989 bits\n",
"AIS_Discrete(col_1489) = 0.1557 bits\n",
"AIS_Discrete(col_1490) = 0.1544 bits\n",
"AIS_Discrete(col_1491) = 0.0913 bits\n",
"AIS_Discrete(col_1492) = 0.0619 bits\n",
"AIS_Discrete(col_1493) = 0.0529 bits\n",
"AIS_Discrete(col_1494) = 0.0733 bits\n",
"AIS_Discrete(col_1495) = 0.1095 bits\n",
"AIS_Discrete(col_1496) = 0.1518 bits\n",
"AIS_Discrete(col_1497) = 0.1735 bits\n",
"AIS_Discrete(col_1498) = 0.1420 bits\n",
"AIS_Discrete(col_1499) = 0.1989 bits\n",
"AIS_Discrete(col_1500) = 0.1534 bits\n",
"AIS_Discrete(col_1501) = 0.1731 bits\n",
"AIS_Discrete(col_1502) = 0.1469 bits\n",
"AIS_Discrete(col_1503) = 0.1795 bits\n",
"AIS_Discrete(col_1504) = 0.1124 bits\n",
"AIS_Discrete(col_1505) = 0.1816 bits\n",
"AIS_Discrete(col_1506) = 0.0658 bits\n",
"AIS_Discrete(col_1507) = 0.1093 bits\n",
"AIS_Discrete(col_1508) = 0.0521 bits\n",
"AIS_Discrete(col_1509) = 0.0862 bits\n",
"AIS_Discrete(col_1510) = 0.1075 bits\n",
"AIS_Discrete(col_1511) = 0.1213 bits\n",
"AIS_Discrete(col_1512) = 0.1545 bits\n",
"AIS_Discrete(col_1513) = 0.1514 bits\n",
"AIS_Discrete(col_1514) = 0.1644 bits\n",
"AIS_Discrete(col_1515) = 0.1258 bits\n",
"AIS_Discrete(col_1516) = 0.1614 bits\n",
"AIS_Discrete(col_1517) = 0.1221 bits\n",
"AIS_Discrete(col_1518) = 0.1668 bits\n",
"AIS_Discrete(col_1519) = 0.0718 bits\n",
"AIS_Discrete(col_1520) = 0.1860 bits\n",
"AIS_Discrete(col_1521) = 0.0739 bits\n",
"AIS_Discrete(col_1522) = 0.2239 bits\n",
"AIS_Discrete(col_1523) = 0.0354 bits\n",
"AIS_Discrete(col_1524) = 0.1114 bits\n",
"AIS_Discrete(col_1525) = 0.0879 bits\n",
"AIS_Discrete(col_1526) = 0.1442 bits\n",
"AIS_Discrete(col_1527) = 0.1834 bits\n",
"AIS_Discrete(col_1528) = 0.1579 bits\n",
"AIS_Discrete(col_1529) = 0.2213 bits\n",
"AIS_Discrete(col_1530) = 0.1485 bits\n",
"AIS_Discrete(col_1531) = 0.2273 bits\n",
"AIS_Discrete(col_1532) = 0.1417 bits\n",
"AIS_Discrete(col_1533) = 0.2453 bits\n",
"AIS_Discrete(col_1534) = 0.1163 bits\n",
"AIS_Discrete(col_1535) = 0.2275 bits\n",
"AIS_Discrete(col_1536) = 0.1350 bits\n",
"AIS_Discrete(col_1537) = 0.2611 bits\n",
"AIS_Discrete(col_1538) = 0.1222 bits\n",
"AIS_Discrete(col_1539) = 0.2675 bits\n",
"AIS_Discrete(col_1540) = 0.1222 bits\n",
"AIS_Discrete(col_1541) = 0.2612 bits\n",
"AIS_Discrete(col_1542) = 0.1083 bits\n",
"AIS_Discrete(col_1543) = 0.2125 bits\n",
"AIS_Discrete(col_1544) = 0.1011 bits\n",
"AIS_Discrete(col_1545) = 0.1424 bits\n",
"AIS_Discrete(col_1546) = 0.1465 bits\n",
"AIS_Discrete(col_1547) = 0.1040 bits\n",
"AIS_Discrete(col_1548) = 0.2132 bits\n",
"AIS_Discrete(col_1549) = 0.0622 bits\n",
"AIS_Discrete(col_1550) = 0.2257 bits\n",
"AIS_Discrete(col_1551) = 0.0534 bits\n",
"AIS_Discrete(col_1552) = 0.2523 bits\n",
"AIS_Discrete(col_1553) = 0.0802 bits\n",
"AIS_Discrete(col_1554) = 0.2751 bits\n",
"AIS_Discrete(col_1555) = 0.0834 bits\n",
"AIS_Discrete(col_1556) = 0.2886 bits\n",
"AIS_Discrete(col_1557) = 0.0781 bits\n",
"AIS_Discrete(col_1558) = 0.3162 bits\n",
"AIS_Discrete(col_1559) = 0.0733 bits\n",
"AIS_Discrete(col_1560) = 0.2963 bits\n",
"AIS_Discrete(col_1561) = 0.0661 bits\n",
"AIS_Discrete(col_1562) = 0.3096 bits\n",
"AIS_Discrete(col_1563) = 0.0590 bits\n",
"AIS_Discrete(col_1564) = 0.2710 bits\n",
"AIS_Discrete(col_1565) = 0.0619 bits\n",
"AIS_Discrete(col_1566) = 0.2424 bits\n",
"AIS_Discrete(col_1567) = 0.0764 bits\n",
"AIS_Discrete(col_1568) = 0.1741 bits\n",
"AIS_Discrete(col_1569) = 0.1102 bits\n",
"AIS_Discrete(col_1570) = 0.1020 bits\n",
"AIS_Discrete(col_1571) = 0.1653 bits\n",
"AIS_Discrete(col_1572) = 0.0817 bits\n",
"AIS_Discrete(col_1573) = 0.2289 bits\n",
"AIS_Discrete(col_1574) = 0.0818 bits\n",
"AIS_Discrete(col_1575) = 0.2518 bits\n",
"AIS_Discrete(col_1576) = 0.0888 bits\n",
"AIS_Discrete(col_1577) = 0.2586 bits\n",
"AIS_Discrete(col_1578) = 0.0905 bits\n",
"AIS_Discrete(col_1579) = 0.2145 bits\n",
"AIS_Discrete(col_1580) = 0.0901 bits\n",
"AIS_Discrete(col_1581) = 0.2812 bits\n",
"AIS_Discrete(col_1582) = 0.0935 bits\n",
"AIS_Discrete(col_1583) = 0.2272 bits\n",
"AIS_Discrete(col_1584) = 0.0823 bits\n",
"AIS_Discrete(col_1585) = 0.2134 bits\n",
"AIS_Discrete(col_1586) = 0.1085 bits\n",
"AIS_Discrete(col_1587) = 0.2174 bits\n",
"AIS_Discrete(col_1588) = 0.1181 bits\n",
"AIS_Discrete(col_1589) = 0.2198 bits\n",
"AIS_Discrete(col_1590) = 0.1165 bits\n",
"AIS_Discrete(col_1591) = 0.2250 bits\n",
"AIS_Discrete(col_1592) = 0.1287 bits\n",
"AIS_Discrete(col_1593) = 0.2188 bits\n",
"AIS_Discrete(col_1594) = 0.1372 bits\n",
"AIS_Discrete(col_1595) = 0.2303 bits\n",
"AIS_Discrete(col_1596) = 0.1350 bits\n",
"AIS_Discrete(col_1597) = 0.2218 bits\n",
"AIS_Discrete(col_1598) = 0.1251 bits\n",
"AIS_Discrete(col_1599) = 0.1879 bits\n",
"AIS_Discrete(col_1600) = 0.0934 bits\n",
"AIS_Discrete(col_1601) = 0.1833 bits\n",
"AIS_Discrete(col_1602) = 0.0822 bits\n",
"AIS_Discrete(col_1603) = 0.1808 bits\n",
"AIS_Discrete(col_1604) = 0.0994 bits\n",
"AIS_Discrete(col_1605) = 0.1558 bits\n",
"AIS_Discrete(col_1606) = 0.1131 bits\n",
"AIS_Discrete(col_1607) = 0.1325 bits\n",
"AIS_Discrete(col_1608) = 0.1511 bits\n",
"AIS_Discrete(col_1609) = 0.1473 bits\n",
"AIS_Discrete(col_1610) = 0.1795 bits\n",
"AIS_Discrete(col_1611) = 0.1121 bits\n",
"AIS_Discrete(col_1612) = 0.1855 bits\n",
"AIS_Discrete(col_1613) = 0.1034 bits\n",
"AIS_Discrete(col_1614) = 0.2236 bits\n",
"AIS_Discrete(col_1615) = 0.1014 bits\n",
"AIS_Discrete(col_1616) = 0.2129 bits\n",
"AIS_Discrete(col_1617) = 0.0807 bits\n",
"AIS_Discrete(col_1618) = 0.1960 bits\n",
"AIS_Discrete(col_1619) = 0.0804 bits\n",
"AIS_Discrete(col_1620) = 0.1697 bits\n",
"AIS_Discrete(col_1621) = 0.0746 bits\n",
"AIS_Discrete(col_1622) = 0.1175 bits\n",
"AIS_Discrete(col_1623) = 0.0935 bits\n",
"AIS_Discrete(col_1624) = 0.1202 bits\n",
"AIS_Discrete(col_1625) = 0.1728 bits\n",
"AIS_Discrete(col_1626) = 0.0848 bits\n",
"AIS_Discrete(col_1627) = 0.1691 bits\n",
"AIS_Discrete(col_1628) = 0.0771 bits\n",
"AIS_Discrete(col_1629) = 0.2479 bits\n",
"AIS_Discrete(col_1630) = 0.0935 bits\n",
"AIS_Discrete(col_1631) = 0.2556 bits\n",
"AIS_Discrete(col_1632) = 0.0880 bits\n",
"AIS_Discrete(col_1633) = 0.3193 bits\n",
"AIS_Discrete(col_1634) = 0.0566 bits\n",
"AIS_Discrete(col_1635) = 0.2622 bits\n",
"AIS_Discrete(col_1636) = 0.0761 bits\n",
"AIS_Discrete(col_1637) = 0.2065 bits\n",
"AIS_Discrete(col_1638) = 0.0924 bits\n",
"AIS_Discrete(col_1639) = 0.2013 bits\n",
"AIS_Discrete(col_1640) = 0.1074 bits\n",
"AIS_Discrete(col_1641) = 0.2034 bits\n",
"AIS_Discrete(col_1642) = 0.0994 bits\n",
"AIS_Discrete(col_1643) = 0.1697 bits\n",
"AIS_Discrete(col_1644) = 0.0914 bits\n",
"AIS_Discrete(col_1645) = 0.1312 bits\n",
"AIS_Discrete(col_1646) = 0.1047 bits\n",
"AIS_Discrete(col_1647) = 0.1334 bits\n",
"AIS_Discrete(col_1648) = 0.1151 bits\n",
"AIS_Discrete(col_1649) = 0.1424 bits\n",
"AIS_Discrete(col_1650) = 0.1106 bits\n",
"AIS_Discrete(col_1651) = 0.1641 bits\n",
"AIS_Discrete(col_1652) = 0.1567 bits\n",
"AIS_Discrete(col_1653) = 0.1244 bits\n",
"AIS_Discrete(col_1654) = 0.1691 bits\n",
"AIS_Discrete(col_1655) = 0.1067 bits\n",
"AIS_Discrete(col_1656) = 0.1534 bits\n",
"AIS_Discrete(col_1657) = 0.0644 bits\n",
"AIS_Discrete(col_1658) = 0.1665 bits\n",
"AIS_Discrete(col_1659) = 0.0751 bits\n",
"AIS_Discrete(col_1660) = 0.2027 bits\n",
"AIS_Discrete(col_1661) = 0.1167 bits\n",
"AIS_Discrete(col_1662) = 0.2135 bits\n",
"AIS_Discrete(col_1663) = 0.1204 bits\n",
"AIS_Discrete(col_1664) = 0.1827 bits\n",
"AIS_Discrete(col_1665) = 0.1221 bits\n",
"AIS_Discrete(col_1666) = 0.1422 bits\n",
"AIS_Discrete(col_1667) = 0.1225 bits\n",
"AIS_Discrete(col_1668) = 0.1354 bits\n",
"AIS_Discrete(col_1669) = 0.1052 bits\n",
"AIS_Discrete(col_1670) = 0.1035 bits\n",
"AIS_Discrete(col_1671) = 0.1217 bits\n",
"AIS_Discrete(col_1672) = 0.0955 bits\n",
"AIS_Discrete(col_1673) = 0.1798 bits\n",
"AIS_Discrete(col_1674) = 0.1018 bits\n",
"AIS_Discrete(col_1675) = 0.2219 bits\n",
"AIS_Discrete(col_1676) = 0.0859 bits\n",
"AIS_Discrete(col_1677) = 0.1899 bits\n",
"AIS_Discrete(col_1678) = 0.0758 bits\n",
"AIS_Discrete(col_1679) = 0.1004 bits\n",
"AIS_Discrete(col_1680) = 0.0781 bits\n",
"AIS_Discrete(col_1681) = 0.0800 bits\n",
"AIS_Discrete(col_1682) = 0.1289 bits\n",
"AIS_Discrete(col_1683) = 0.0918 bits\n",
"AIS_Discrete(col_1684) = 0.2005 bits\n",
"AIS_Discrete(col_1685) = 0.1170 bits\n",
"AIS_Discrete(col_1686) = 0.2113 bits\n",
"AIS_Discrete(col_1687) = 0.1163 bits\n",
"AIS_Discrete(col_1688) = 0.2284 bits\n",
"AIS_Discrete(col_1689) = 0.1143 bits\n",
"AIS_Discrete(col_1690) = 0.1475 bits\n",
"AIS_Discrete(col_1691) = 0.0799 bits\n",
"AIS_Discrete(col_1692) = 0.0741 bits\n",
"AIS_Discrete(col_1693) = 0.1477 bits\n",
"AIS_Discrete(col_1694) = 0.0936 bits\n",
"AIS_Discrete(col_1695) = 0.2751 bits\n",
"AIS_Discrete(col_1696) = 0.0640 bits\n",
"AIS_Discrete(col_1697) = 0.1550 bits\n",
"AIS_Discrete(col_1698) = 0.0498 bits\n",
"AIS_Discrete(col_1699) = 0.1748 bits\n",
"AIS_Discrete(col_1700) = 0.1040 bits\n",
"AIS_Discrete(col_1701) = 0.2156 bits\n",
"AIS_Discrete(col_1702) = 0.1531 bits\n",
"AIS_Discrete(col_1703) = 0.1841 bits\n",
"AIS_Discrete(col_1704) = 0.1485 bits\n",
"AIS_Discrete(col_1705) = 0.2301 bits\n",
"AIS_Discrete(col_1706) = 0.1072 bits\n",
"AIS_Discrete(col_1707) = 0.2214 bits\n",
"AIS_Discrete(col_1708) = 0.0774 bits\n",
"AIS_Discrete(col_1709) = 0.1409 bits\n",
"AIS_Discrete(col_1710) = 0.0504 bits\n",
"AIS_Discrete(col_1711) = 0.2205 bits\n",
"AIS_Discrete(col_1712) = 0.1067 bits\n",
"AIS_Discrete(col_1713) = 0.1682 bits\n",
"AIS_Discrete(col_1714) = 0.0693 bits\n",
"AIS_Discrete(col_1715) = 0.0935 bits\n",
"AIS_Discrete(col_1716) = 0.0973 bits\n",
"AIS_Discrete(col_1717) = 0.1113 bits\n",
"AIS_Discrete(col_1718) = 0.1701 bits\n",
"AIS_Discrete(col_1719) = 0.1555 bits\n",
"AIS_Discrete(col_1720) = 0.1934 bits\n",
"AIS_Discrete(col_1721) = 0.1988 bits\n",
"AIS_Discrete(col_1722) = 0.1314 bits\n",
"AIS_Discrete(col_1723) = 0.2185 bits\n",
"AIS_Discrete(col_1724) = 0.1350 bits\n",
"AIS_Discrete(col_1725) = 0.1937 bits\n",
"AIS_Discrete(col_1726) = 0.1171 bits\n",
"AIS_Discrete(col_1727) = 0.1315 bits\n",
"AIS_Discrete(col_1728) = 0.1019 bits\n",
"AIS_Discrete(col_1729) = 0.0721 bits\n",
"AIS_Discrete(col_1730) = 0.1076 bits\n",
"AIS_Discrete(col_1731) = 0.0999 bits\n",
"AIS_Discrete(col_1732) = 0.1544 bits\n",
"AIS_Discrete(col_1733) = 0.1085 bits\n",
"AIS_Discrete(col_1734) = 0.1937 bits\n",
"AIS_Discrete(col_1735) = 0.0956 bits\n",
"AIS_Discrete(col_1736) = 0.2287 bits\n",
"AIS_Discrete(col_1737) = 0.1103 bits\n",
"AIS_Discrete(col_1738) = 0.2493 bits\n",
"AIS_Discrete(col_1739) = 0.1047 bits\n",
"AIS_Discrete(col_1740) = 0.1653 bits\n",
"AIS_Discrete(col_1741) = 0.1085 bits\n",
"AIS_Discrete(col_1742) = 0.2548 bits\n",
"AIS_Discrete(col_1743) = 0.0888 bits\n",
"AIS_Discrete(col_1744) = 0.2205 bits\n",
"AIS_Discrete(col_1745) = 0.1095 bits\n",
"AIS_Discrete(col_1746) = 0.1922 bits\n",
"AIS_Discrete(col_1747) = 0.0963 bits\n",
"AIS_Discrete(col_1748) = 0.0764 bits\n",
"AIS_Discrete(col_1749) = 0.0709 bits\n",
"AIS_Discrete(col_1750) = 0.0487 bits\n",
"AIS_Discrete(col_1751) = 0.1448 bits\n",
"AIS_Discrete(col_1752) = 0.0869 bits\n",
"AIS_Discrete(col_1753) = 0.1755 bits\n",
"AIS_Discrete(col_1754) = 0.1144 bits\n",
"AIS_Discrete(col_1755) = 0.2364 bits\n",
"AIS_Discrete(col_1756) = 0.1016 bits\n",
"AIS_Discrete(col_1757) = 0.1625 bits\n",
"AIS_Discrete(col_1758) = 0.0887 bits\n",
"AIS_Discrete(col_1759) = 0.1124 bits\n",
"AIS_Discrete(col_1760) = 0.0922 bits\n",
"AIS_Discrete(col_1761) = 0.0816 bits\n",
"AIS_Discrete(col_1762) = 0.1389 bits\n",
"AIS_Discrete(col_1763) = 0.0914 bits\n",
"AIS_Discrete(col_1764) = 0.1562 bits\n",
"AIS_Discrete(col_1765) = 0.0859 bits\n",
"AIS_Discrete(col_1766) = 0.1795 bits\n",
"AIS_Discrete(col_1767) = 0.1462 bits\n",
"AIS_Discrete(col_1768) = 0.2272 bits\n",
"AIS_Discrete(col_1769) = 0.1555 bits\n",
"AIS_Discrete(col_1770) = 0.2099 bits\n",
"AIS_Discrete(col_1771) = 0.1627 bits\n",
"AIS_Discrete(col_1772) = 0.2071 bits\n",
"AIS_Discrete(col_1773) = 0.1466 bits\n",
"AIS_Discrete(col_1774) = 0.1841 bits\n",
"AIS_Discrete(col_1775) = 0.1186 bits\n",
"AIS_Discrete(col_1776) = 0.1349 bits\n",
"AIS_Discrete(col_1777) = 0.1485 bits\n",
"AIS_Discrete(col_1778) = 0.1164 bits\n",
"AIS_Discrete(col_1779) = 0.1831 bits\n",
"AIS_Discrete(col_1780) = 0.1251 bits\n",
"AIS_Discrete(col_1781) = 0.1947 bits\n",
"AIS_Discrete(col_1782) = 0.1113 bits\n",
"AIS_Discrete(col_1783) = 0.1979 bits\n",
"AIS_Discrete(col_1784) = 0.1167 bits\n",
"AIS_Discrete(col_1785) = 0.2143 bits\n",
"AIS_Discrete(col_1786) = 0.1091 bits\n",
"AIS_Discrete(col_1787) = 0.2284 bits\n",
"AIS_Discrete(col_1788) = 0.1047 bits\n",
"AIS_Discrete(col_1789) = 0.1741 bits\n",
"AIS_Discrete(col_1790) = 0.0803 bits\n",
"AIS_Discrete(col_1791) = 0.0898 bits\n",
"AIS_Discrete(col_1792) = 0.1375 bits\n",
"AIS_Discrete(col_1793) = 0.1125 bits\n",
"AIS_Discrete(col_1794) = 0.2363 bits\n",
"AIS_Discrete(col_1795) = 0.1417 bits\n",
"AIS_Discrete(col_1796) = 0.2157 bits\n",
"AIS_Discrete(col_1797) = 0.1462 bits\n",
"AIS_Discrete(col_1798) = 0.1992 bits\n",
"AIS_Discrete(col_1799) = 0.1463 bits\n",
"AIS_Discrete(col_1800) = 0.2100 bits\n",
"AIS_Discrete(col_1801) = 0.1627 bits\n",
"AIS_Discrete(col_1802) = 0.2099 bits\n",
"AIS_Discrete(col_1803) = 0.1726 bits\n",
"AIS_Discrete(col_1804) = 0.1779 bits\n",
"AIS_Discrete(col_1805) = 0.1828 bits\n",
"AIS_Discrete(col_1806) = 0.1678 bits\n",
"AIS_Discrete(col_1807) = 0.1934 bits\n",
"AIS_Discrete(col_1808) = 0.1777 bits\n",
"AIS_Discrete(col_1809) = 0.2043 bits\n",
"AIS_Discrete(col_1810) = 0.1627 bits\n",
"AIS_Discrete(col_1811) = 0.1573 bits\n",
"AIS_Discrete(col_1812) = 0.1455 bits\n",
"AIS_Discrete(col_1813) = 0.0857 bits\n",
"AIS_Discrete(col_1814) = 0.1144 bits\n",
"AIS_Discrete(col_1815) = 0.0780 bits\n",
"AIS_Discrete(col_1816) = 0.1091 bits\n",
"AIS_Discrete(col_1817) = 0.1269 bits\n",
"AIS_Discrete(col_1818) = 0.0616 bits\n",
"AIS_Discrete(col_1819) = 0.1083 bits\n",
"AIS_Discrete(col_1820) = 0.0706 bits\n",
"AIS_Discrete(col_1821) = 0.1576 bits\n",
"AIS_Discrete(col_1822) = 0.1532 bits\n",
"AIS_Discrete(col_1823) = 0.2156 bits\n",
"AIS_Discrete(col_1824) = 0.1487 bits\n",
"AIS_Discrete(col_1825) = 0.1691 bits\n",
"AIS_Discrete(col_1826) = 0.1511 bits\n",
"AIS_Discrete(col_1827) = 0.1858 bits\n",
"AIS_Discrete(col_1828) = 0.1652 bits\n",
"AIS_Discrete(col_1829) = 0.1758 bits\n",
"AIS_Discrete(col_1830) = 0.1727 bits\n",
"AIS_Discrete(col_1831) = 0.1907 bits\n",
"AIS_Discrete(col_1832) = 0.1777 bits\n",
"AIS_Discrete(col_1833) = 0.1658 bits\n",
"AIS_Discrete(col_1834) = 0.1803 bits\n",
"AIS_Discrete(col_1835) = 0.1803 bits\n",
"AIS_Discrete(col_1836) = 0.1778 bits\n",
"AIS_Discrete(col_1837) = 0.1727 bits\n",
"AIS_Discrete(col_1838) = 0.1830 bits\n",
"AIS_Discrete(col_1839) = 0.1516 bits\n",
"AIS_Discrete(col_1840) = 0.1934 bits\n",
"AIS_Discrete(col_1841) = 0.1701 bits\n",
"AIS_Discrete(col_1842) = 0.1830 bits\n",
"AIS_Discrete(col_1843) = 0.1777 bits\n",
"AIS_Discrete(col_1844) = 0.1988 bits\n",
"AIS_Discrete(col_1845) = 0.1752 bits\n",
"AIS_Discrete(col_1846) = 0.1704 bits\n",
"AIS_Discrete(col_1847) = 0.1752 bits\n",
"AIS_Discrete(col_1848) = 0.1881 bits\n",
"AIS_Discrete(col_1849) = 0.1881 bits\n",
"AIS_Discrete(col_1850) = 0.1701 bits\n",
"AIS_Discrete(col_1851) = 0.1882 bits\n",
"AIS_Discrete(col_1852) = 0.1337 bits\n",
"AIS_Discrete(col_1853) = 0.1908 bits\n",
"AIS_Discrete(col_1854) = 0.0979 bits\n",
"AIS_Discrete(col_1855) = 0.1852 bits\n",
"AIS_Discrete(col_1856) = 0.0851 bits\n",
"AIS_Discrete(col_1857) = 0.1816 bits\n",
"AIS_Discrete(col_1858) = 0.0980 bits\n",
"AIS_Discrete(col_1859) = 0.1541 bits\n",
"AIS_Discrete(col_1860) = 0.1004 bits\n",
"AIS_Discrete(col_1861) = 0.1538 bits\n",
"AIS_Discrete(col_1862) = 0.1131 bits\n",
"AIS_Discrete(col_1863) = 0.1444 bits\n",
"AIS_Discrete(col_1864) = 0.1192 bits\n",
"AIS_Discrete(col_1865) = 0.1192 bits\n",
"AIS_Discrete(col_1866) = 0.1441 bits\n",
"AIS_Discrete(col_1867) = 0.1067 bits\n",
"AIS_Discrete(col_1868) = 0.1755 bits\n",
"AIS_Discrete(col_1869) = 0.1399 bits\n",
"AIS_Discrete(col_1870) = 0.1935 bits\n",
"AIS_Discrete(col_1871) = 0.1467 bits\n",
"AIS_Discrete(col_1872) = 0.1970 bits\n",
"AIS_Discrete(col_1873) = 0.1273 bits\n",
"AIS_Discrete(col_1874) = 0.1718 bits\n",
"AIS_Discrete(col_1875) = 0.0732 bits\n",
"AIS_Discrete(col_1876) = 0.1482 bits\n",
"AIS_Discrete(col_1877) = 0.0744 bits\n",
"AIS_Discrete(col_1878) = 0.1803 bits\n",
"AIS_Discrete(col_1879) = 0.0621 bits\n",
"AIS_Discrete(col_1880) = 0.1787 bits\n",
"AIS_Discrete(col_1881) = 0.0814 bits\n",
"AIS_Discrete(col_1882) = 0.1487 bits\n",
"AIS_Discrete(col_1883) = 0.1220 bits\n",
"AIS_Discrete(col_1884) = 0.1498 bits\n",
"AIS_Discrete(col_1885) = 0.1660 bits\n",
"AIS_Discrete(col_1886) = 0.1631 bits\n",
"AIS_Discrete(col_1887) = 0.1709 bits\n",
"AIS_Discrete(col_1888) = 0.1333 bits\n",
"AIS_Discrete(col_1889) = 0.1549 bits\n",
"AIS_Discrete(col_1890) = 0.1300 bits\n",
"AIS_Discrete(col_1891) = 0.1554 bits\n",
"AIS_Discrete(col_1892) = 0.1391 bits\n",
"AIS_Discrete(col_1893) = 0.1320 bits\n",
"AIS_Discrete(col_1894) = 0.1514 bits\n",
"AIS_Discrete(col_1895) = 0.1581 bits\n",
"AIS_Discrete(col_1896) = 0.1532 bits\n",
"AIS_Discrete(col_1897) = 0.1414 bits\n",
"AIS_Discrete(col_1898) = 0.1353 bits\n",
"AIS_Discrete(col_1899) = 0.1465 bits\n",
"AIS_Discrete(col_1900) = 0.1116 bits\n",
"AIS_Discrete(col_1901) = 0.1724 bits\n",
"AIS_Discrete(col_1902) = 0.1188 bits\n",
"AIS_Discrete(col_1903) = 0.1917 bits\n",
"AIS_Discrete(col_1904) = 0.0766 bits\n",
"AIS_Discrete(col_1905) = 0.1829 bits\n",
"AIS_Discrete(col_1906) = 0.0819 bits\n",
"AIS_Discrete(col_1907) = 0.1883 bits\n",
"AIS_Discrete(col_1908) = 0.0851 bits\n",
"AIS_Discrete(col_1909) = 0.1917 bits\n",
"AIS_Discrete(col_1910) = 0.0856 bits\n",
"AIS_Discrete(col_1911) = 0.1827 bits\n",
"AIS_Discrete(col_1912) = 0.0748 bits\n",
"AIS_Discrete(col_1913) = 0.1397 bits\n",
"AIS_Discrete(col_1914) = 0.0949 bits\n",
"AIS_Discrete(col_1915) = 0.1324 bits\n",
"AIS_Discrete(col_1916) = 0.1297 bits\n",
"AIS_Discrete(col_1917) = 0.1518 bits\n",
"AIS_Discrete(col_1918) = 0.1861 bits\n",
"AIS_Discrete(col_1919) = 0.1486 bits\n",
"AIS_Discrete(col_1920) = 0.1912 bits\n",
"AIS_Discrete(col_1921) = 0.1463 bits\n",
"AIS_Discrete(col_1922) = 0.1963 bits\n",
"AIS_Discrete(col_1923) = 0.1533 bits\n",
"AIS_Discrete(col_1924) = 0.2043 bits\n",
"AIS_Discrete(col_1925) = 0.1137 bits\n",
"AIS_Discrete(col_1926) = 0.1793 bits\n",
"AIS_Discrete(col_1927) = 0.0641 bits\n",
"AIS_Discrete(col_1928) = 0.2012 bits\n",
"AIS_Discrete(col_1929) = 0.0709 bits\n",
"AIS_Discrete(col_1930) = 0.2877 bits\n",
"AIS_Discrete(col_1931) = 0.1006 bits\n",
"AIS_Discrete(col_1932) = 0.2843 bits\n",
"AIS_Discrete(col_1933) = 0.0638 bits\n",
"AIS_Discrete(col_1934) = 0.2250 bits\n",
"AIS_Discrete(col_1935) = 0.0636 bits\n",
"AIS_Discrete(col_1936) = 0.2593 bits\n",
"AIS_Discrete(col_1937) = 0.0905 bits\n",
"AIS_Discrete(col_1938) = 0.2108 bits\n",
"AIS_Discrete(col_1939) = 0.0774 bits\n",
"AIS_Discrete(col_1940) = 0.2371 bits\n",
"AIS_Discrete(col_1941) = 0.0954 bits\n",
"AIS_Discrete(col_1942) = 0.2584 bits\n",
"AIS_Discrete(col_1943) = 0.1030 bits\n",
"AIS_Discrete(col_1944) = 0.2493 bits\n",
"AIS_Discrete(col_1945) = 0.1086 bits\n",
"AIS_Discrete(col_1946) = 0.2077 bits\n",
"AIS_Discrete(col_1947) = 0.1097 bits\n",
"AIS_Discrete(col_1948) = 0.1345 bits\n",
"AIS_Discrete(col_1949) = 0.1306 bits\n",
"AIS_Discrete(col_1950) = 0.0898 bits\n",
"AIS_Discrete(col_1951) = 0.1474 bits\n",
"AIS_Discrete(col_1952) = 0.0569 bits\n",
"AIS_Discrete(col_1953) = 0.2069 bits\n",
"AIS_Discrete(col_1954) = 0.0748 bits\n",
"AIS_Discrete(col_1955) = 0.2706 bits\n",
"AIS_Discrete(col_1956) = 0.0805 bits\n",
"AIS_Discrete(col_1957) = 0.2373 bits\n",
"AIS_Discrete(col_1958) = 0.1091 bits\n",
"AIS_Discrete(col_1959) = 0.2034 bits\n",
"AIS_Discrete(col_1960) = 0.1134 bits\n",
"AIS_Discrete(col_1961) = 0.2005 bits\n",
"AIS_Discrete(col_1962) = 0.1190 bits\n",
"AIS_Discrete(col_1963) = 0.1641 bits\n",
"AIS_Discrete(col_1964) = 0.1212 bits\n",
"AIS_Discrete(col_1965) = 0.1381 bits\n",
"AIS_Discrete(col_1966) = 0.1717 bits\n",
"AIS_Discrete(col_1967) = 0.1440 bits\n",
"AIS_Discrete(col_1968) = 0.2185 bits\n",
"AIS_Discrete(col_1969) = 0.1440 bits\n",
"AIS_Discrete(col_1970) = 0.2185 bits\n",
"AIS_Discrete(col_1971) = 0.1462 bits\n",
"AIS_Discrete(col_1972) = 0.2157 bits\n",
"AIS_Discrete(col_1973) = 0.1399 bits\n",
"AIS_Discrete(col_1974) = 0.1670 bits\n",
"AIS_Discrete(col_1975) = 0.1548 bits\n",
"AIS_Discrete(col_1976) = 0.1514 bits\n",
"AIS_Discrete(col_1977) = 0.1747 bits\n",
"AIS_Discrete(col_1978) = 0.1194 bits\n",
"AIS_Discrete(col_1979) = 0.1401 bits\n",
"AIS_Discrete(col_1980) = 0.1147 bits\n",
"AIS_Discrete(col_1981) = 0.1436 bits\n",
"AIS_Discrete(col_1982) = 0.1641 bits\n",
"AIS_Discrete(col_1983) = 0.1149 bits\n",
"AIS_Discrete(col_1984) = 0.1543 bits\n",
"AIS_Discrete(col_1985) = 0.1221 bits\n",
"AIS_Discrete(col_1986) = 0.1701 bits\n",
"AIS_Discrete(col_1987) = 0.1383 bits\n",
"AIS_Discrete(col_1988) = 0.1741 bits\n",
"AIS_Discrete(col_1989) = 0.1326 bits\n",
"AIS_Discrete(col_1990) = 0.1472 bits\n",
"AIS_Discrete(col_1991) = 0.1179 bits\n",
"AIS_Discrete(col_1992) = 0.1514 bits\n",
"AIS_Discrete(col_1993) = 0.0914 bits\n",
"AIS_Discrete(col_1994) = 0.1514 bits\n",
"AIS_Discrete(col_1995) = 0.0866 bits\n",
"AIS_Discrete(col_1996) = 0.1568 bits\n",
"AIS_Discrete(col_1997) = 0.0943 bits\n",
"AIS_Discrete(col_1998) = 0.1253 bits\n",
"AIS_Discrete(col_1999) = 0.0920 bits\n",
"AIS_Discrete(col_2000) = 0.1258 bits\n",
"AIS_Discrete(col_2001) = 0.1398 bits\n",
"AIS_Discrete(col_2002) = 0.1443 bits\n",
"AIS_Discrete(col_2003) = 0.1398 bits\n",
"AIS_Discrete(col_2004) = 0.1811 bits\n",
"AIS_Discrete(col_2005) = 0.1316 bits\n",
"AIS_Discrete(col_2006) = 0.1526 bits\n",
"AIS_Discrete(col_2007) = 0.1667 bits\n",
"AIS_Discrete(col_2008) = 0.1271 bits\n",
"AIS_Discrete(col_2009) = 0.1933 bits\n",
"AIS_Discrete(col_2010) = 0.1087 bits\n",
"AIS_Discrete(col_2011) = 0.1583 bits\n",
"AIS_Discrete(col_2012) = 0.0942 bits\n",
"AIS_Discrete(col_2013) = 0.1155 bits\n",
"AIS_Discrete(col_2014) = 0.1514 bits\n",
"AIS_Discrete(col_2015) = 0.1038 bits\n",
"AIS_Discrete(col_2016) = 0.1847 bits\n",
"AIS_Discrete(col_2017) = 0.1209 bits\n",
"AIS_Discrete(col_2018) = 0.1404 bits\n",
"AIS_Discrete(col_2019) = 0.1029 bits\n",
"AIS_Discrete(col_2020) = 0.1225 bits\n",
"AIS_Discrete(col_2021) = 0.0842 bits\n",
"AIS_Discrete(col_2022) = 0.1762 bits\n",
"AIS_Discrete(col_2023) = 0.0993 bits\n",
"AIS_Discrete(col_2024) = 0.1455 bits\n",
"AIS_Discrete(col_2025) = 0.0863 bits\n",
"AIS_Discrete(col_2026) = 0.1272 bits\n",
"AIS_Discrete(col_2027) = 0.1197 bits\n",
"AIS_Discrete(col_2028) = 0.1625 bits\n",
"AIS_Discrete(col_2029) = 0.1270 bits\n",
"AIS_Discrete(col_2030) = 0.1345 bits\n",
"AIS_Discrete(col_2031) = 0.1120 bits\n",
"AIS_Discrete(col_2032) = 0.1670 bits\n",
"AIS_Discrete(col_2033) = 0.1314 bits\n",
"AIS_Discrete(col_2034) = 0.1732 bits\n",
"AIS_Discrete(col_2035) = 0.1142 bits\n",
"AIS_Discrete(col_2036) = 0.1197 bits\n",
"AIS_Discrete(col_2037) = 0.1074 bits\n",
"AIS_Discrete(col_2038) = 0.1142 bits\n",
"AIS_Discrete(col_2039) = 0.1190 bits\n",
"AIS_Discrete(col_2040) = 0.1069 bits\n",
"AIS_Discrete(col_2041) = 0.1356 bits\n",
"AIS_Discrete(col_2042) = 0.0828 bits\n",
"AIS_Discrete(col_2043) = 0.1253 bits\n",
"AIS_Discrete(col_2044) = 0.1156 bits\n",
"AIS_Discrete(col_2045) = 0.1464 bits\n",
"AIS_Discrete(col_2046) = 0.1426 bits\n",
"AIS_Discrete(col_2047) = 0.1433 bits\n",
"AIS_Discrete(col_2048) = 0.1447 bits\n",
"AIS_Discrete(col_2049) = 0.0971 bits\n",
"AIS_Discrete(col_2050) = 0.1245 bits\n",
"AIS_Discrete(col_2051) = 0.0567 bits\n",
"AIS_Discrete(col_2052) = 0.1495 bits\n",
"AIS_Discrete(col_2053) = 0.0503 bits\n",
"AIS_Discrete(col_2054) = 0.1929 bits\n",
"AIS_Discrete(col_2055) = 0.0830 bits\n",
"AIS_Discrete(col_2056) = 0.1977 bits\n",
"AIS_Discrete(col_2057) = 0.1164 bits\n",
"AIS_Discrete(col_2058) = 0.1855 bits\n",
"AIS_Discrete(col_2059) = 0.1629 bits\n",
"AIS_Discrete(col_2060) = 0.1707 bits\n",
"AIS_Discrete(col_2061) = 0.1436 bits\n",
"AIS_Discrete(col_2062) = 0.1418 bits\n",
"AIS_Discrete(col_2063) = 0.1443 bits\n",
"AIS_Discrete(col_2064) = 0.1501 bits\n",
"AIS_Discrete(col_2065) = 0.1493 bits\n",
"AIS_Discrete(col_2066) = 0.1762 bits\n",
"AIS_Discrete(col_2067) = 0.1303 bits\n",
"AIS_Discrete(col_2068) = 0.1973 bits\n",
"AIS_Discrete(col_2069) = 0.1373 bits\n",
"AIS_Discrete(col_2070) = 0.1827 bits\n",
"AIS_Discrete(col_2071) = 0.0857 bits\n",
"AIS_Discrete(col_2072) = 0.1195 bits\n",
"AIS_Discrete(col_2073) = 0.1401 bits\n",
"AIS_Discrete(col_2074) = 0.0950 bits\n",
"AIS_Discrete(col_2075) = 0.1770 bits\n",
"AIS_Discrete(col_2076) = 0.0885 bits\n",
"AIS_Discrete(col_2077) = 0.2032 bits\n",
"AIS_Discrete(col_2078) = 0.0925 bits\n",
"AIS_Discrete(col_2079) = 0.2287 bits\n",
"AIS_Discrete(col_2080) = 0.1011 bits\n",
"AIS_Discrete(col_2081) = 0.2129 bits\n",
"AIS_Discrete(col_2082) = 0.0712 bits\n",
"AIS_Discrete(col_2083) = 0.1564 bits\n",
"AIS_Discrete(col_2084) = 0.0795 bits\n",
"AIS_Discrete(col_2085) = 0.1807 bits\n",
"AIS_Discrete(col_2086) = 0.0906 bits\n",
"AIS_Discrete(col_2087) = 0.1487 bits\n",
"AIS_Discrete(col_2088) = 0.1070 bits\n",
"AIS_Discrete(col_2089) = 0.1682 bits\n",
"AIS_Discrete(col_2090) = 0.1476 bits\n",
"AIS_Discrete(col_2091) = 0.1329 bits\n",
"AIS_Discrete(col_2092) = 0.1646 bits\n",
"AIS_Discrete(col_2093) = 0.0925 bits\n",
"AIS_Discrete(col_2094) = 0.2508 bits\n",
"AIS_Discrete(col_2095) = 0.0834 bits\n",
"AIS_Discrete(col_2096) = 0.2988 bits\n",
"AIS_Discrete(col_2097) = 0.0812 bits\n",
"AIS_Discrete(col_2098) = 0.3197 bits\n",
"AIS_Discrete(col_2099) = 0.0762 bits\n",
"AIS_Discrete(col_2100) = 0.3611 bits\n",
"AIS_Discrete(col_2101) = 0.0626 bits\n",
"AIS_Discrete(col_2102) = 0.3772 bits\n",
"AIS_Discrete(col_2103) = 0.0639 bits\n",
"AIS_Discrete(col_2104) = 0.3290 bits\n",
"AIS_Discrete(col_2105) = 0.0569 bits\n",
"AIS_Discrete(col_2106) = 0.4023 bits\n",
"AIS_Discrete(col_2107) = 0.0541 bits\n",
"AIS_Discrete(col_2108) = 0.4329 bits\n",
"AIS_Discrete(col_2109) = 0.0463 bits\n",
"AIS_Discrete(col_2110) = 0.4420 bits\n",
"AIS_Discrete(col_2111) = 0.0359 bits\n",
"AIS_Discrete(col_2112) = 0.4293 bits\n",
"AIS_Discrete(col_2113) = 0.0392 bits\n",
"AIS_Discrete(col_2114) = 0.4213 bits\n",
"AIS_Discrete(col_2115) = 0.0271 bits\n",
"AIS_Discrete(col_2116) = 0.3416 bits\n",
"AIS_Discrete(col_2117) = 0.0191 bits\n",
"AIS_Discrete(col_2118) = 0.2044 bits\n",
"AIS_Discrete(col_2119) = 0.0515 bits\n",
"AIS_Discrete(col_2120) = 0.0469 bits\n",
"AIS_Discrete(col_2121) = 0.1821 bits\n",
"AIS_Discrete(col_2122) = 0.0381 bits\n",
"AIS_Discrete(col_2123) = 0.4293 bits\n",
"AIS_Discrete(col_2124) = 0.0300 bits\n",
"AIS_Discrete(col_2125) = 0.4449 bits\n",
"AIS_Discrete(col_2126) = 0.0337 bits\n",
"AIS_Discrete(col_2127) = 0.4659 bits\n",
"AIS_Discrete(col_2128) = 0.0269 bits\n",
"AIS_Discrete(col_2129) = 0.4172 bits\n",
"AIS_Discrete(col_2130) = 0.0403 bits\n",
"AIS_Discrete(col_2131) = 0.4701 bits\n",
"AIS_Discrete(col_2132) = 0.0404 bits\n",
"AIS_Discrete(col_2133) = 0.3692 bits\n",
"AIS_Discrete(col_2134) = 0.0439 bits\n",
"AIS_Discrete(col_2135) = 0.4420 bits\n",
"AIS_Discrete(col_2136) = 0.0393 bits\n",
"AIS_Discrete(col_2137) = 0.4066 bits\n",
"AIS_Discrete(col_2138) = 0.0515 bits\n",
"AIS_Discrete(col_2139) = 0.2884 bits\n",
"AIS_Discrete(col_2140) = 0.0258 bits\n",
"AIS_Discrete(col_2141) = 0.1901 bits\n",
"AIS_Discrete(col_2142) = 0.0592 bits\n",
"AIS_Discrete(col_2143) = 0.1447 bits\n",
"AIS_Discrete(col_2144) = 0.1183 bits\n",
"AIS_Discrete(col_2145) = 0.0829 bits\n",
"AIS_Discrete(col_2146) = 0.1913 bits\n",
"AIS_Discrete(col_2147) = 0.0742 bits\n",
"AIS_Discrete(col_2148) = 0.2518 bits\n",
"AIS_Discrete(col_2149) = 0.0897 bits\n",
"AIS_Discrete(col_2150) = 0.3121 bits\n",
"AIS_Discrete(col_2151) = 0.0950 bits\n",
"AIS_Discrete(col_2152) = 0.3085 bits\n",
"AIS_Discrete(col_2153) = 0.1024 bits\n",
"AIS_Discrete(col_2154) = 0.2944 bits\n",
"AIS_Discrete(col_2155) = 0.0988 bits\n",
"AIS_Discrete(col_2156) = 0.2808 bits\n",
"AIS_Discrete(col_2157) = 0.1008 bits\n",
"AIS_Discrete(col_2158) = 0.2627 bits\n",
"AIS_Discrete(col_2159) = 0.0740 bits\n",
"AIS_Discrete(col_2160) = 0.2165 bits\n",
"AIS_Discrete(col_2161) = 0.0766 bits\n",
"AIS_Discrete(col_2162) = 0.2013 bits\n",
"AIS_Discrete(col_2163) = 0.0821 bits\n",
"AIS_Discrete(col_2164) = 0.1490 bits\n",
"AIS_Discrete(col_2165) = 0.0910 bits\n",
"AIS_Discrete(col_2166) = 0.1221 bits\n",
"AIS_Discrete(col_2167) = 0.1021 bits\n",
"AIS_Discrete(col_2168) = 0.0917 bits\n",
"AIS_Discrete(col_2169) = 0.1610 bits\n",
"AIS_Discrete(col_2170) = 0.1395 bits\n",
"AIS_Discrete(col_2171) = 0.2129 bits\n",
"AIS_Discrete(col_2172) = 0.1440 bits\n",
"AIS_Discrete(col_2173) = 0.1886 bits\n",
"AIS_Discrete(col_2174) = 0.1465 bits\n",
"AIS_Discrete(col_2175) = 0.2016 bits\n",
"AIS_Discrete(col_2176) = 0.1751 bits\n",
"AIS_Discrete(col_2177) = 0.1934 bits\n",
"AIS_Discrete(col_2178) = 0.1854 bits\n",
"AIS_Discrete(col_2179) = 0.1881 bits\n",
"AIS_Discrete(col_2180) = 0.1907 bits\n",
"AIS_Discrete(col_2181) = 0.1582 bits\n",
"AIS_Discrete(col_2182) = 0.1988 bits\n",
"AIS_Discrete(col_2183) = 0.1676 bits\n",
"AIS_Discrete(col_2184) = 0.2016 bits\n",
"AIS_Discrete(col_2185) = 0.1509 bits\n",
"AIS_Discrete(col_2186) = 0.1514 bits\n",
"AIS_Discrete(col_2187) = 0.1374 bits\n",
"AIS_Discrete(col_2188) = 0.1106 bits\n",
"AIS_Discrete(col_2189) = 0.1971 bits\n",
"AIS_Discrete(col_2190) = 0.0707 bits\n",
"AIS_Discrete(col_2191) = 0.2342 bits\n",
"AIS_Discrete(col_2192) = 0.0538 bits\n",
"AIS_Discrete(col_2193) = 0.1877 bits\n",
"AIS_Discrete(col_2194) = 0.0504 bits\n",
"AIS_Discrete(col_2195) = 0.1238 bits\n",
"AIS_Discrete(col_2196) = 0.0900 bits\n",
"AIS_Discrete(col_2197) = 0.1329 bits\n",
"AIS_Discrete(col_2198) = 0.1508 bits\n",
"AIS_Discrete(col_2199) = 0.2100 bits\n",
"AIS_Discrete(col_2200) = 0.1531 bits\n",
"AIS_Discrete(col_2201) = 0.2128 bits\n",
"AIS_Discrete(col_2202) = 0.1508 bits\n",
"AIS_Discrete(col_2203) = 0.2331 bits\n",
"AIS_Discrete(col_2204) = 0.1485 bits\n",
"AIS_Discrete(col_2205) = 0.2074 bits\n",
"AIS_Discrete(col_2206) = 0.1462 bits\n",
"AIS_Discrete(col_2207) = 0.2361 bits\n",
"AIS_Discrete(col_2208) = 0.1439 bits\n",
"AIS_Discrete(col_2209) = 0.2129 bits\n",
"AIS_Discrete(col_2210) = 0.1531 bits\n",
"AIS_Discrete(col_2211) = 0.2127 bits\n",
"AIS_Discrete(col_2212) = 0.1603 bits\n",
"AIS_Discrete(col_2213) = 0.2099 bits\n",
"AIS_Discrete(col_2214) = 0.1676 bits\n",
"AIS_Discrete(col_2215) = 0.1989 bits\n",
"AIS_Discrete(col_2216) = 0.1726 bits\n",
"AIS_Discrete(col_2217) = 0.1934 bits\n",
"AIS_Discrete(col_2218) = 0.1726 bits\n",
"AIS_Discrete(col_2219) = 0.2016 bits\n",
"AIS_Discrete(col_2220) = 0.1628 bits\n",
"AIS_Discrete(col_2221) = 0.1989 bits\n",
"AIS_Discrete(col_2222) = 0.1701 bits\n",
"AIS_Discrete(col_2223) = 0.1858 bits\n",
"AIS_Discrete(col_2224) = 0.1652 bits\n",
"AIS_Discrete(col_2225) = 0.1784 bits\n",
"AIS_Discrete(col_2226) = 0.1607 bits\n",
"AIS_Discrete(col_2227) = 0.1861 bits\n",
"AIS_Discrete(col_2228) = 0.1605 bits\n",
"AIS_Discrete(col_2229) = 0.1961 bits\n",
"AIS_Discrete(col_2230) = 0.1702 bits\n",
"AIS_Discrete(col_2231) = 0.1545 bits\n",
"AIS_Discrete(col_2232) = 0.1540 bits\n",
"AIS_Discrete(col_2233) = 0.1744 bits\n",
"AIS_Discrete(col_2234) = 0.1579 bits\n",
"AIS_Discrete(col_2235) = 0.1551 bits\n",
"AIS_Discrete(col_2236) = 0.1627 bits\n",
"AIS_Discrete(col_2237) = 0.1573 bits\n",
"AIS_Discrete(col_2238) = 0.1192 bits\n",
"AIS_Discrete(col_2239) = 0.1459 bits\n",
"AIS_Discrete(col_2240) = 0.0923 bits\n",
"AIS_Discrete(col_2241) = 0.1549 bits\n",
"AIS_Discrete(col_2242) = 0.1002 bits\n",
"AIS_Discrete(col_2243) = 0.1172 bits\n",
"AIS_Discrete(col_2244) = 0.1134 bits\n",
"AIS_Discrete(col_2245) = 0.1138 bits\n",
"AIS_Discrete(col_2246) = 0.1522 bits\n",
"AIS_Discrete(col_2247) = 0.1353 bits\n",
"AIS_Discrete(col_2248) = 0.1529 bits\n",
"AIS_Discrete(col_2249) = 0.1662 bits\n",
"AIS_Discrete(col_2250) = 0.1495 bits\n",
"AIS_Discrete(col_2251) = 0.1262 bits\n",
"AIS_Discrete(col_2252) = 0.1532 bits\n",
"AIS_Discrete(col_2253) = 0.0895 bits\n",
"AIS_Discrete(col_2254) = 0.1070 bits\n",
"AIS_Discrete(col_2255) = 0.1207 bits\n",
"AIS_Discrete(col_2256) = 0.0789 bits\n",
"AIS_Discrete(col_2257) = 0.1259 bits\n",
"AIS_Discrete(col_2258) = 0.0892 bits\n",
"AIS_Discrete(col_2259) = 0.1234 bits\n",
"AIS_Discrete(col_2260) = 0.1410 bits\n",
"AIS_Discrete(col_2261) = 0.1300 bits\n",
"AIS_Discrete(col_2262) = 0.1588 bits\n",
"AIS_Discrete(col_2263) = 0.1306 bits\n",
"AIS_Discrete(col_2264) = 0.1831 bits\n",
"AIS_Discrete(col_2265) = 0.1628 bits\n",
"AIS_Discrete(col_2266) = 0.1662 bits\n",
"AIS_Discrete(col_2267) = 0.1652 bits\n",
"AIS_Discrete(col_2268) = 0.1426 bits\n",
"AIS_Discrete(col_2269) = 0.0977 bits\n",
"AIS_Discrete(col_2270) = 0.0591 bits\n",
"AIS_Discrete(col_2271) = 0.0895 bits\n",
"AIS_Discrete(col_2272) = 0.0580 bits\n",
"AIS_Discrete(col_2273) = 0.1502 bits\n",
"AIS_Discrete(col_2274) = 0.1088 bits\n",
"AIS_Discrete(col_2275) = 0.1588 bits\n",
"AIS_Discrete(col_2276) = 0.1536 bits\n",
"AIS_Discrete(col_2277) = 0.1881 bits\n",
"AIS_Discrete(col_2278) = 0.1606 bits\n",
"AIS_Discrete(col_2279) = 0.1741 bits\n",
"AIS_Discrete(col_2280) = 0.0766 bits\n",
"AIS_Discrete(col_2281) = 0.1566 bits\n",
"AIS_Discrete(col_2282) = 0.0814 bits\n",
"AIS_Discrete(col_2283) = 0.1869 bits\n",
"AIS_Discrete(col_2284) = 0.1116 bits\n",
"AIS_Discrete(col_2285) = 0.1783 bits\n",
"AIS_Discrete(col_2286) = 0.0983 bits\n",
"AIS_Discrete(col_2287) = 0.0997 bits\n",
"AIS_Discrete(col_2288) = 0.1365 bits\n",
"AIS_Discrete(col_2289) = 0.0681 bits\n",
"AIS_Discrete(col_2290) = 0.1691 bits\n",
"AIS_Discrete(col_2291) = 0.0871 bits\n",
"AIS_Discrete(col_2292) = 0.2645 bits\n",
"AIS_Discrete(col_2293) = 0.1043 bits\n",
"AIS_Discrete(col_2294) = 0.2744 bits\n",
"AIS_Discrete(col_2295) = 0.0951 bits\n",
"AIS_Discrete(col_2296) = 0.2177 bits\n",
"AIS_Discrete(col_2297) = 0.0739 bits\n",
"AIS_Discrete(col_2298) = 0.1829 bits\n",
"AIS_Discrete(col_2299) = 0.0877 bits\n",
"AIS_Discrete(col_2300) = 0.1281 bits\n",
"AIS_Discrete(col_2301) = 0.1202 bits\n",
"AIS_Discrete(col_2302) = 0.1511 bits\n",
"AIS_Discrete(col_2303) = 0.1270 bits\n",
"AIS_Discrete(col_2304) = 0.1619 bits\n",
"AIS_Discrete(col_2305) = 0.1113 bits\n",
"AIS_Discrete(col_2306) = 0.2094 bits\n",
"AIS_Discrete(col_2307) = 0.0972 bits\n",
"AIS_Discrete(col_2308) = 0.2503 bits\n",
"AIS_Discrete(col_2309) = 0.0832 bits\n",
"AIS_Discrete(col_2310) = 0.2008 bits\n",
"AIS_Discrete(col_2311) = 0.0451 bits\n",
"AIS_Discrete(col_2312) = 0.1739 bits\n",
"AIS_Discrete(col_2313) = 0.0719 bits\n",
"AIS_Discrete(col_2314) = 0.2021 bits\n",
"AIS_Discrete(col_2315) = 0.1082 bits\n",
"AIS_Discrete(col_2316) = 0.1369 bits\n",
"AIS_Discrete(col_2317) = 0.1251 bits\n",
"AIS_Discrete(col_2318) = 0.1482 bits\n",
"AIS_Discrete(col_2319) = 0.1506 bits\n",
"AIS_Discrete(col_2320) = 0.0706 bits\n",
"AIS_Discrete(col_2321) = 0.1760 bits\n",
"AIS_Discrete(col_2322) = 0.0403 bits\n",
"AIS_Discrete(col_2323) = 0.2257 bits\n",
"AIS_Discrete(col_2324) = 0.0517 bits\n",
"AIS_Discrete(col_2325) = 0.2857 bits\n",
"AIS_Discrete(col_2326) = 0.0879 bits\n",
"AIS_Discrete(col_2327) = 0.2919 bits\n",
"AIS_Discrete(col_2328) = 0.0753 bits\n",
"AIS_Discrete(col_2329) = 0.2242 bits\n",
"AIS_Discrete(col_2330) = 0.0937 bits\n",
"AIS_Discrete(col_2331) = 0.1663 bits\n",
"AIS_Discrete(col_2332) = 0.0987 bits\n",
"AIS_Discrete(col_2333) = 0.0929 bits\n",
"AIS_Discrete(col_2334) = 0.0844 bits\n",
"AIS_Discrete(col_2335) = 0.0790 bits\n",
"AIS_Discrete(col_2336) = 0.1388 bits\n",
"AIS_Discrete(col_2337) = 0.1000 bits\n",
"AIS_Discrete(col_2338) = 0.2060 bits\n",
"AIS_Discrete(col_2339) = 0.1307 bits\n",
"AIS_Discrete(col_2340) = 0.2392 bits\n",
"AIS_Discrete(col_2341) = 0.1267 bits\n",
"AIS_Discrete(col_2342) = 0.2184 bits\n",
"AIS_Discrete(col_2343) = 0.1354 bits\n",
"AIS_Discrete(col_2344) = 0.1883 bits\n",
"AIS_Discrete(col_2345) = 0.1652 bits\n",
"AIS_Discrete(col_2346) = 0.1907 bits\n",
"AIS_Discrete(col_2347) = 0.1632 bits\n",
"AIS_Discrete(col_2348) = 0.1803 bits\n",
"AIS_Discrete(col_2349) = 0.1907 bits\n",
"AIS_Discrete(col_2350) = 0.1726 bits\n",
"AIS_Discrete(col_2351) = 0.2043 bits\n",
"AIS_Discrete(col_2352) = 0.1533 bits\n",
"AIS_Discrete(col_2353) = 0.1229 bits\n",
"AIS_Discrete(col_2354) = 0.1019 bits\n",
"AIS_Discrete(col_2355) = 0.0714 bits\n",
"AIS_Discrete(col_2356) = 0.1045 bits\n",
"AIS_Discrete(col_2357) = 0.0650 bits\n",
"AIS_Discrete(col_2358) = 0.1330 bits\n",
"AIS_Discrete(col_2359) = 0.0918 bits\n",
"AIS_Discrete(col_2360) = 0.1973 bits\n",
"AIS_Discrete(col_2361) = 0.1352 bits\n",
"AIS_Discrete(col_2362) = 0.2031 bits\n",
"AIS_Discrete(col_2363) = 0.1292 bits\n",
"AIS_Discrete(col_2364) = 0.1996 bits\n",
"AIS_Discrete(col_2365) = 0.1488 bits\n",
"AIS_Discrete(col_2366) = 0.1907 bits\n",
"AIS_Discrete(col_2367) = 0.1426 bits\n",
"AIS_Discrete(col_2368) = 0.1562 bits\n",
"AIS_Discrete(col_2369) = 0.1138 bits\n",
"AIS_Discrete(col_2370) = 0.1142 bits\n",
"AIS_Discrete(col_2371) = 0.0800 bits\n",
"AIS_Discrete(col_2372) = 0.1340 bits\n",
"AIS_Discrete(col_2373) = 0.0645 bits\n",
"AIS_Discrete(col_2374) = 0.1953 bits\n",
"AIS_Discrete(col_2375) = 0.0855 bits\n",
"AIS_Discrete(col_2376) = 0.1787 bits\n",
"AIS_Discrete(col_2377) = 0.1038 bits\n",
"AIS_Discrete(col_2378) = 0.1545 bits\n",
"AIS_Discrete(col_2379) = 0.1410 bits\n",
"AIS_Discrete(col_2380) = 0.1561 bits\n",
"AIS_Discrete(col_2381) = 0.1707 bits\n",
"AIS_Discrete(col_2382) = 0.1677 bits\n",
"AIS_Discrete(col_2383) = 0.1961 bits\n",
"AIS_Discrete(col_2384) = 0.1558 bits\n",
"AIS_Discrete(col_2385) = 0.1464 bits\n",
"AIS_Discrete(col_2386) = 0.1614 bits\n",
"AIS_Discrete(col_2387) = 0.1244 bits\n",
"AIS_Discrete(col_2388) = 0.1057 bits\n",
"AIS_Discrete(col_2389) = 0.1388 bits\n",
"AIS_Discrete(col_2390) = 0.0880 bits\n",
"AIS_Discrete(col_2391) = 0.2432 bits\n",
"AIS_Discrete(col_2392) = 0.0505 bits\n",
"AIS_Discrete(col_2393) = 0.2482 bits\n",
"AIS_Discrete(col_2394) = 0.0468 bits\n",
"AIS_Discrete(col_2395) = 0.2397 bits\n",
"AIS_Discrete(col_2396) = 0.0819 bits\n",
"AIS_Discrete(col_2397) = 0.1724 bits\n",
"AIS_Discrete(col_2398) = 0.1193 bits\n",
"AIS_Discrete(col_2399) = 0.1778 bits\n",
"AIS_Discrete(col_2400) = 0.1752 bits\n",
"AIS_Discrete(col_2401) = 0.1988 bits\n",
"AIS_Discrete(col_2402) = 0.1726 bits\n",
"AIS_Discrete(col_2403) = 0.2043 bits\n",
"AIS_Discrete(col_2404) = 0.1652 bits\n",
"AIS_Discrete(col_2405) = 0.2099 bits\n",
"AIS_Discrete(col_2406) = 0.1603 bits\n",
"AIS_Discrete(col_2407) = 0.2213 bits\n",
"AIS_Discrete(col_2408) = 0.1508 bits\n",
"AIS_Discrete(col_2409) = 0.2243 bits\n",
"AIS_Discrete(col_2410) = 0.1373 bits\n",
"AIS_Discrete(col_2411) = 0.2331 bits\n",
"AIS_Discrete(col_2412) = 0.1350 bits\n",
"AIS_Discrete(col_2413) = 0.2216 bits\n",
"AIS_Discrete(col_2414) = 0.1285 bits\n",
"AIS_Discrete(col_2415) = 0.1691 bits\n",
"AIS_Discrete(col_2416) = 0.1243 bits\n",
"AIS_Discrete(col_2417) = 0.2516 bits\n",
"AIS_Discrete(col_2418) = 0.1046 bits\n",
"AIS_Discrete(col_2419) = 0.2611 bits\n",
"AIS_Discrete(col_2420) = 0.1243 bits\n",
"AIS_Discrete(col_2421) = 0.2516 bits\n",
"AIS_Discrete(col_2422) = 0.1264 bits\n",
"AIS_Discrete(col_2423) = 0.2611 bits\n",
"AIS_Discrete(col_2424) = 0.1244 bits\n",
"AIS_Discrete(col_2425) = 0.2248 bits\n",
"AIS_Discrete(col_2426) = 0.1036 bits\n",
"AIS_Discrete(col_2427) = 0.1443 bits\n",
"AIS_Discrete(col_2428) = 0.1120 bits\n",
"AIS_Discrete(col_2429) = 0.1424 bits\n",
"AIS_Discrete(col_2430) = 0.1632 bits\n",
"AIS_Discrete(col_2431) = 0.1093 bits\n",
"AIS_Discrete(col_2432) = 0.1686 bits\n",
"AIS_Discrete(col_2433) = 0.1248 bits\n",
"AIS_Discrete(col_2434) = 0.1954 bits\n",
"AIS_Discrete(col_2435) = 0.1036 bits\n",
"AIS_Discrete(col_2436) = 0.2160 bits\n",
"AIS_Discrete(col_2437) = 0.0939 bits\n",
"AIS_Discrete(col_2438) = 0.2295 bits\n",
"AIS_Discrete(col_2439) = 0.0809 bits\n",
"AIS_Discrete(col_2440) = 0.2126 bits\n",
"AIS_Discrete(col_2441) = 0.1014 bits\n",
"AIS_Discrete(col_2442) = 0.1925 bits\n",
"AIS_Discrete(col_2443) = 0.1077 bits\n",
"AIS_Discrete(col_2444) = 0.1613 bits\n",
"AIS_Discrete(col_2445) = 0.0774 bits\n",
"AIS_Discrete(col_2446) = 0.1545 bits\n",
"AIS_Discrete(col_2447) = 0.0851 bits\n",
"AIS_Discrete(col_2448) = 0.1827 bits\n",
"AIS_Discrete(col_2449) = 0.1251 bits\n",
"AIS_Discrete(col_2450) = 0.1970 bits\n",
"AIS_Discrete(col_2451) = 0.0997 bits\n",
"AIS_Discrete(col_2452) = 0.1364 bits\n",
"AIS_Discrete(col_2453) = 0.1256 bits\n",
"AIS_Discrete(col_2454) = 0.0877 bits\n",
"AIS_Discrete(col_2455) = 0.1648 bits\n",
"AIS_Discrete(col_2456) = 0.0801 bits\n",
"AIS_Discrete(col_2457) = 0.2047 bits\n",
"AIS_Discrete(col_2458) = 0.1128 bits\n",
"AIS_Discrete(col_2459) = 0.2215 bits\n",
"AIS_Discrete(col_2460) = 0.1266 bits\n",
"AIS_Discrete(col_2461) = 0.1619 bits\n",
"AIS_Discrete(col_2462) = 0.1286 bits\n",
"AIS_Discrete(col_2463) = 0.1540 bits\n",
"AIS_Discrete(col_2464) = 0.1909 bits\n",
"AIS_Discrete(col_2465) = 0.1606 bits\n",
"AIS_Discrete(col_2466) = 0.1762 bits\n",
"AIS_Discrete(col_2467) = 0.1514 bits\n",
"AIS_Discrete(col_2468) = 0.1688 bits\n",
"AIS_Discrete(col_2469) = 0.1516 bits\n",
"AIS_Discrete(col_2470) = 0.1709 bits\n",
"AIS_Discrete(col_2471) = 0.1542 bits\n",
"AIS_Discrete(col_2472) = 0.1593 bits\n",
"AIS_Discrete(col_2473) = 0.1590 bits\n",
"AIS_Discrete(col_2474) = 0.1370 bits\n",
"AIS_Discrete(col_2475) = 0.1613 bits\n",
"AIS_Discrete(col_2476) = 0.1412 bits\n",
"AIS_Discrete(col_2477) = 0.1098 bits\n",
"AIS_Discrete(col_2478) = 0.1534 bits\n",
"AIS_Discrete(col_2479) = 0.1146 bits\n",
"AIS_Discrete(col_2480) = 0.1769 bits\n",
"AIS_Discrete(col_2481) = 0.1113 bits\n",
"AIS_Discrete(col_2482) = 0.1592 bits\n",
"AIS_Discrete(col_2483) = 0.1106 bits\n",
"AIS_Discrete(col_2484) = 0.1851 bits\n",
"AIS_Discrete(col_2485) = 0.1350 bits\n",
"AIS_Discrete(col_2486) = 0.2392 bits\n",
"AIS_Discrete(col_2487) = 0.1395 bits\n",
"AIS_Discrete(col_2488) = 0.1220 bits\n",
"AIS_Discrete(col_2489) = 0.0793 bits\n",
"AIS_Discrete(col_2490) = 0.0800 bits\n",
"AIS_Discrete(col_2491) = 0.0662 bits\n",
"AIS_Discrete(col_2492) = 0.1149 bits\n",
"AIS_Discrete(col_2493) = 0.0964 bits\n",
"AIS_Discrete(col_2494) = 0.1081 bits\n",
"AIS_Discrete(col_2495) = 0.1178 bits\n",
"AIS_Discrete(col_2496) = 0.0995 bits\n",
"AIS_Discrete(col_2497) = 0.1566 bits\n",
"AIS_Discrete(col_2498) = 0.1286 bits\n",
"AIS_Discrete(col_2499) = 0.1215 bits\n",
"AIS_Discrete(col_2500) = 0.1586 bits\n",
"AIS_Discrete(col_2501) = 0.1267 bits\n",
"AIS_Discrete(col_2502) = 0.1950 bits\n",
"AIS_Discrete(col_2503) = 0.1354 bits\n",
"AIS_Discrete(col_2504) = 0.2047 bits\n",
"AIS_Discrete(col_2505) = 0.1130 bits\n",
"AIS_Discrete(col_2506) = 0.1982 bits\n",
"AIS_Discrete(col_2507) = 0.1172 bits\n",
"AIS_Discrete(col_2508) = 0.1851 bits\n",
"AIS_Discrete(col_2509) = 0.0947 bits\n",
"AIS_Discrete(col_2510) = 0.1718 bits\n",
"AIS_Discrete(col_2511) = 0.1052 bits\n",
"AIS_Discrete(col_2512) = 0.1835 bits\n",
"AIS_Discrete(col_2513) = 0.1175 bits\n",
"AIS_Discrete(col_2514) = 0.2023 bits\n",
"AIS_Discrete(col_2515) = 0.1271 bits\n",
"AIS_Discrete(col_2516) = 0.1779 bits\n",
"AIS_Discrete(col_2517) = 0.1208 bits\n",
"AIS_Discrete(col_2518) = 0.2034 bits\n",
"AIS_Discrete(col_2519) = 0.1132 bits\n",
"AIS_Discrete(col_2520) = 0.2021 bits\n",
"AIS_Discrete(col_2521) = 0.1061 bits\n",
"AIS_Discrete(col_2522) = 0.1207 bits\n",
"AIS_Discrete(col_2523) = 0.1245 bits\n",
"AIS_Discrete(col_2524) = 0.1130 bits\n",
"AIS_Discrete(col_2525) = 0.2087 bits\n",
"AIS_Discrete(col_2526) = 0.1251 bits\n",
"AIS_Discrete(col_2527) = 0.2028 bits\n",
"AIS_Discrete(col_2528) = 0.1271 bits\n",
"AIS_Discrete(col_2529) = 0.2103 bits\n",
"AIS_Discrete(col_2530) = 0.1510 bits\n",
"AIS_Discrete(col_2531) = 0.2073 bits\n",
"AIS_Discrete(col_2532) = 0.1466 bits\n",
"AIS_Discrete(col_2533) = 0.1885 bits\n",
"AIS_Discrete(col_2534) = 0.1579 bits\n",
"AIS_Discrete(col_2535) = 0.2184 bits\n",
"AIS_Discrete(col_2536) = 0.1555 bits\n",
"AIS_Discrete(col_2537) = 0.2157 bits\n",
"AIS_Discrete(col_2538) = 0.1556 bits\n",
"AIS_Discrete(col_2539) = 0.2127 bits\n",
"AIS_Discrete(col_2540) = 0.1463 bits\n",
"AIS_Discrete(col_2541) = 0.1940 bits\n",
"AIS_Discrete(col_2542) = 0.1442 bits\n",
"AIS_Discrete(col_2543) = 0.2156 bits\n",
"AIS_Discrete(col_2544) = 0.1508 bits\n",
"AIS_Discrete(col_2545) = 0.2185 bits\n",
"AIS_Discrete(col_2546) = 0.1353 bits\n",
"AIS_Discrete(col_2547) = 0.2190 bits\n",
"AIS_Discrete(col_2548) = 0.0983 bits\n",
"AIS_Discrete(col_2549) = 0.2126 bits\n",
"AIS_Discrete(col_2550) = 0.0427 bits\n",
"AIS_Discrete(col_2551) = 0.2890 bits\n",
"AIS_Discrete(col_2552) = 0.0418 bits\n",
"AIS_Discrete(col_2553) = 0.3598 bits\n",
"AIS_Discrete(col_2554) = 0.0368 bits\n",
"AIS_Discrete(col_2555) = 0.3184 bits\n",
"AIS_Discrete(col_2556) = 0.0482 bits\n",
"AIS_Discrete(col_2557) = 0.2807 bits\n",
"AIS_Discrete(col_2558) = 0.0619 bits\n",
"AIS_Discrete(col_2559) = 0.3059 bits\n",
"AIS_Discrete(col_2560) = 0.0813 bits\n",
"AIS_Discrete(col_2561) = 0.2767 bits\n",
"AIS_Discrete(col_2562) = 0.0649 bits\n",
"AIS_Discrete(col_2563) = 0.1114 bits\n",
"AIS_Discrete(col_2564) = 0.1114 bits\n",
"AIS_Discrete(col_2565) = 0.1101 bits\n",
"AIS_Discrete(col_2566) = 0.2775 bits\n",
"AIS_Discrete(col_2567) = 0.1201 bits\n",
"AIS_Discrete(col_2568) = 0.2708 bits\n",
"AIS_Discrete(col_2569) = 0.1264 bits\n",
"AIS_Discrete(col_2570) = 0.2515 bits\n",
"AIS_Discrete(col_2571) = 0.1144 bits\n",
"AIS_Discrete(col_2572) = 0.2422 bits\n",
"AIS_Discrete(col_2573) = 0.1417 bits\n",
"AIS_Discrete(col_2574) = 0.2302 bits\n",
"AIS_Discrete(col_2575) = 0.1439 bits\n",
"AIS_Discrete(col_2576) = 0.2301 bits\n",
"AIS_Discrete(col_2577) = 0.1508 bits\n",
"AIS_Discrete(col_2578) = 0.1938 bits\n",
"AIS_Discrete(col_2579) = 0.1314 bits\n",
"AIS_Discrete(col_2580) = 0.1989 bits\n",
"AIS_Discrete(col_2581) = 0.1628 bits\n",
"AIS_Discrete(col_2582) = 0.1907 bits\n",
"AIS_Discrete(col_2583) = 0.1677 bits\n",
"AIS_Discrete(col_2584) = 0.1907 bits\n",
"AIS_Discrete(col_2585) = 0.1654 bits\n",
"AIS_Discrete(col_2586) = 0.1803 bits\n",
"AIS_Discrete(col_2587) = 0.1907 bits\n",
"AIS_Discrete(col_2588) = 0.1777 bits\n",
"AIS_Discrete(col_2589) = 0.2043 bits\n",
"AIS_Discrete(col_2590) = 0.1628 bits\n",
"AIS_Discrete(col_2591) = 0.2016 bits\n",
"AIS_Discrete(col_2592) = 0.1509 bits\n",
"AIS_Discrete(col_2593) = 0.2185 bits\n",
"AIS_Discrete(col_2594) = 0.1374 bits\n",
"AIS_Discrete(col_2595) = 0.2272 bits\n",
"AIS_Discrete(col_2596) = 0.1266 bits\n",
"AIS_Discrete(col_2597) = 0.2453 bits\n",
"AIS_Discrete(col_2598) = 0.1372 bits\n",
"AIS_Discrete(col_2599) = 0.2611 bits\n",
"AIS_Discrete(col_2600) = 0.1121 bits\n",
"AIS_Discrete(col_2601) = 0.2741 bits\n",
"AIS_Discrete(col_2602) = 0.1121 bits\n",
"AIS_Discrete(col_2603) = 0.2710 bits\n",
"AIS_Discrete(col_2604) = 0.1024 bits\n",
"AIS_Discrete(col_2605) = 0.3085 bits\n",
"AIS_Discrete(col_2606) = 0.0863 bits\n",
"AIS_Discrete(col_2607) = 0.2132 bits\n",
"AIS_Discrete(col_2608) = 0.0522 bits\n",
"AIS_Discrete(col_2609) = 0.1976 bits\n",
"AIS_Discrete(col_2610) = 0.0805 bits\n",
"AIS_Discrete(col_2611) = 0.2493 bits\n",
"AIS_Discrete(col_2612) = 0.1014 bits\n",
"AIS_Discrete(col_2613) = 0.1534 bits\n",
"AIS_Discrete(col_2614) = 0.1148 bits\n",
"AIS_Discrete(col_2615) = 0.0910 bits\n",
"AIS_Discrete(col_2616) = 0.1985 bits\n",
"AIS_Discrete(col_2617) = 0.0521 bits\n",
"AIS_Discrete(col_2618) = 0.2614 bits\n",
"AIS_Discrete(col_2619) = 0.0406 bits\n",
"AIS_Discrete(col_2620) = 0.2786 bits\n",
"AIS_Discrete(col_2621) = 0.0528 bits\n",
"AIS_Discrete(col_2622) = 0.3899 bits\n",
"AIS_Discrete(col_2623) = 0.0541 bits\n",
"AIS_Discrete(col_2624) = 0.3782 bits\n",
"AIS_Discrete(col_2625) = 0.0432 bits\n",
"AIS_Discrete(col_2626) = 0.3509 bits\n",
"AIS_Discrete(col_2627) = 0.0534 bits\n",
"AIS_Discrete(col_2628) = 0.3172 bits\n",
"AIS_Discrete(col_2629) = 0.0690 bits\n",
"AIS_Discrete(col_2630) = 0.1906 bits\n",
"AIS_Discrete(col_2631) = 0.0719 bits\n",
"AIS_Discrete(col_2632) = 0.1093 bits\n",
"AIS_Discrete(col_2633) = 0.1062 bits\n",
"AIS_Discrete(col_2634) = 0.0703 bits\n",
"AIS_Discrete(col_2635) = 0.1450 bits\n",
"AIS_Discrete(col_2636) = 0.0507 bits\n",
"AIS_Discrete(col_2637) = 0.2529 bits\n",
"AIS_Discrete(col_2638) = 0.0780 bits\n",
"AIS_Discrete(col_2639) = 0.2916 bits\n",
"AIS_Discrete(col_2640) = 0.0897 bits\n",
"AIS_Discrete(col_2641) = 0.3050 bits\n",
"AIS_Discrete(col_2642) = 0.0969 bits\n",
"AIS_Discrete(col_2643) = 0.3049 bits\n",
"AIS_Discrete(col_2644) = 0.0987 bits\n",
"AIS_Discrete(col_2645) = 0.1845 bits\n",
"AIS_Discrete(col_2646) = 0.0759 bits\n",
"AIS_Discrete(col_2647) = 0.1876 bits\n",
"AIS_Discrete(col_2648) = 0.0702 bits\n",
"AIS_Discrete(col_2649) = 0.1447 bits\n",
"AIS_Discrete(col_2650) = 0.0747 bits\n",
"AIS_Discrete(col_2651) = 0.1074 bits\n",
"AIS_Discrete(col_2652) = 0.1103 bits\n",
"AIS_Discrete(col_2653) = 0.1278 bits\n",
"AIS_Discrete(col_2654) = 0.1651 bits\n",
"AIS_Discrete(col_2655) = 0.1278 bits\n",
"AIS_Discrete(col_2656) = 0.1751 bits\n",
"AIS_Discrete(col_2657) = 0.1314 bits\n",
"AIS_Discrete(col_2658) = 0.1916 bits\n",
"AIS_Discrete(col_2659) = 0.1440 bits\n",
"AIS_Discrete(col_2660) = 0.2185 bits\n",
"AIS_Discrete(col_2661) = 0.1271 bits\n",
"AIS_Discrete(col_2662) = 0.1559 bits\n",
"AIS_Discrete(col_2663) = 0.0724 bits\n",
"AIS_Discrete(col_2664) = 0.1395 bits\n",
"AIS_Discrete(col_2665) = 0.0455 bits\n",
"AIS_Discrete(col_2666) = 0.1423 bits\n",
"AIS_Discrete(col_2667) = 0.0582 bits\n",
"AIS_Discrete(col_2668) = 0.1559 bits\n",
"AIS_Discrete(col_2669) = 0.1274 bits\n",
"AIS_Discrete(col_2670) = 0.1680 bits\n",
"AIS_Discrete(col_2671) = 0.1654 bits\n",
"AIS_Discrete(col_2672) = 0.1586 bits\n",
"AIS_Discrete(col_2673) = 0.1677 bits\n",
"AIS_Discrete(col_2674) = 0.1636 bits\n",
"AIS_Discrete(col_2675) = 0.1579 bits\n",
"AIS_Discrete(col_2676) = 0.2072 bits\n",
"AIS_Discrete(col_2677) = 0.1353 bits\n",
"AIS_Discrete(col_2678) = 0.1751 bits\n",
"AIS_Discrete(col_2679) = 0.0624 bits\n",
"AIS_Discrete(col_2680) = 0.1198 bits\n",
"AIS_Discrete(col_2681) = 0.0688 bits\n",
"AIS_Discrete(col_2682) = 0.1221 bits\n",
"AIS_Discrete(col_2683) = 0.0920 bits\n",
"AIS_Discrete(col_2684) = 0.1183 bits\n",
"AIS_Discrete(col_2685) = 0.1436 bits\n",
"AIS_Discrete(col_2686) = 0.1558 bits\n",
"AIS_Discrete(col_2687) = 0.1730 bits\n",
"AIS_Discrete(col_2688) = 0.1607 bits\n",
"AIS_Discrete(col_2689) = 0.1385 bits\n",
"AIS_Discrete(col_2690) = 0.1038 bits\n",
"AIS_Discrete(col_2691) = 0.1012 bits\n",
"AIS_Discrete(col_2692) = 0.0579 bits\n",
"AIS_Discrete(col_2693) = 0.1595 bits\n",
"AIS_Discrete(col_2694) = 0.0561 bits\n",
"AIS_Discrete(col_2695) = 0.1574 bits\n",
"AIS_Discrete(col_2696) = 0.0635 bits\n",
"AIS_Discrete(col_2697) = 0.1564 bits\n",
"AIS_Discrete(col_2698) = 0.1274 bits\n",
"AIS_Discrete(col_2699) = 0.1479 bits\n",
"AIS_Discrete(col_2700) = 0.1436 bits\n",
"AIS_Discrete(col_2701) = 0.1621 bits\n",
"AIS_Discrete(col_2702) = 0.1116 bits\n",
"AIS_Discrete(col_2703) = 0.1641 bits\n",
"AIS_Discrete(col_2704) = 0.0963 bits\n",
"AIS_Discrete(col_2705) = 0.1487 bits\n",
"AIS_Discrete(col_2706) = 0.0987 bits\n",
"AIS_Discrete(col_2707) = 0.0753 bits\n",
"AIS_Discrete(col_2708) = 0.1040 bits\n",
"AIS_Discrete(col_2709) = 0.0859 bits\n",
"AIS_Discrete(col_2710) = 0.1907 bits\n",
"AIS_Discrete(col_2711) = 0.1855 bits\n",
"AIS_Discrete(col_2712) = 0.1702 bits\n",
"AIS_Discrete(col_2713) = 0.1988 bits\n",
"AIS_Discrete(col_2714) = 0.1726 bits\n",
"AIS_Discrete(col_2715) = 0.2156 bits\n",
"AIS_Discrete(col_2716) = 0.1579 bits\n",
"AIS_Discrete(col_2717) = 0.2272 bits\n",
"AIS_Discrete(col_2718) = 0.1439 bits\n",
"AIS_Discrete(col_2719) = 0.1973 bits\n",
"AIS_Discrete(col_2720) = 0.1328 bits\n",
"AIS_Discrete(col_2721) = 0.2579 bits\n",
"AIS_Discrete(col_2722) = 0.1243 bits\n",
"AIS_Discrete(col_2723) = 0.2741 bits\n",
"AIS_Discrete(col_2724) = 0.1141 bits\n",
"AIS_Discrete(col_2725) = 0.2709 bits\n",
"AIS_Discrete(col_2726) = 0.1043 bits\n",
"AIS_Discrete(col_2727) = 0.2499 bits\n",
"AIS_Discrete(col_2728) = 0.1006 bits\n",
"AIS_Discrete(col_2729) = 0.2979 bits\n",
"AIS_Discrete(col_2730) = 0.1024 bits\n",
"AIS_Discrete(col_2731) = 0.1632 bits\n",
"AIS_Discrete(col_2732) = 0.1079 bits\n",
"AIS_Discrete(col_2733) = 0.1354 bits\n",
"AIS_Discrete(col_2734) = 0.1973 bits\n",
"AIS_Discrete(col_2735) = 0.0879 bits\n",
"AIS_Discrete(col_2736) = 0.1867 bits\n",
"AIS_Discrete(col_2737) = 0.0686 bits\n",
"AIS_Discrete(col_2738) = 0.1961 bits\n",
"AIS_Discrete(col_2739) = 0.0557 bits\n",
"AIS_Discrete(col_2740) = 0.1393 bits\n",
"AIS_Discrete(col_2741) = 0.0478 bits\n",
"AIS_Discrete(col_2742) = 0.2172 bits\n",
"AIS_Discrete(col_2743) = 0.0897 bits\n",
"AIS_Discrete(col_2744) = 0.3086 bits\n",
"AIS_Discrete(col_2745) = 0.0915 bits\n",
"AIS_Discrete(col_2746) = 0.3121 bits\n",
"AIS_Discrete(col_2747) = 0.0863 bits\n",
"AIS_Discrete(col_2748) = 0.3230 bits\n",
"AIS_Discrete(col_2749) = 0.0563 bits\n",
"AIS_Discrete(col_2750) = 0.3230 bits\n",
"AIS_Discrete(col_2751) = 0.0897 bits\n",
"AIS_Discrete(col_2752) = 0.3229 bits\n",
"AIS_Discrete(col_2753) = 0.0862 bits\n",
"AIS_Discrete(col_2754) = 0.3269 bits\n",
"AIS_Discrete(col_2755) = 0.0862 bits\n",
"AIS_Discrete(col_2756) = 0.3303 bits\n",
"AIS_Discrete(col_2757) = 0.0747 bits\n",
"AIS_Discrete(col_2758) = 0.3165 bits\n",
"AIS_Discrete(col_2759) = 0.0797 bits\n",
"AIS_Discrete(col_2760) = 0.2322 bits\n",
"AIS_Discrete(col_2761) = 0.0863 bits\n",
"AIS_Discrete(col_2762) = 0.3088 bits\n",
"AIS_Discrete(col_2763) = 0.0881 bits\n",
"AIS_Discrete(col_2764) = 0.2786 bits\n",
"AIS_Discrete(col_2765) = 0.0897 bits\n",
"AIS_Discrete(col_2766) = 0.3121 bits\n",
"AIS_Discrete(col_2767) = 0.0540 bits\n",
"AIS_Discrete(col_2768) = 0.1852 bits\n",
"AIS_Discrete(col_2769) = 0.0477 bits\n",
"AIS_Discrete(col_2770) = 0.3234 bits\n",
"AIS_Discrete(col_2771) = 0.0366 bits\n",
"AIS_Discrete(col_2772) = 0.2368 bits\n",
"AIS_Discrete(col_2773) = 0.0531 bits\n",
"AIS_Discrete(col_2774) = 0.2145 bits\n",
"AIS_Discrete(col_2775) = 0.0748 bits\n",
"AIS_Discrete(col_2776) = 0.0808 bits\n",
"AIS_Discrete(col_2777) = 0.1136 bits\n",
"AIS_Discrete(col_2778) = 0.0846 bits\n",
"AIS_Discrete(col_2779) = 0.2981 bits\n",
"AIS_Discrete(col_2780) = 0.1024 bits\n",
"AIS_Discrete(col_2781) = 0.2710 bits\n",
"AIS_Discrete(col_2782) = 0.1181 bits\n",
"AIS_Discrete(col_2783) = 0.2675 bits\n",
"AIS_Discrete(col_2784) = 0.1285 bits\n",
"AIS_Discrete(col_2785) = 0.2051 bits\n",
"AIS_Discrete(col_2786) = 0.1417 bits\n",
"AIS_Discrete(col_2787) = 0.2213 bits\n",
"AIS_Discrete(col_2788) = 0.1271 bits\n",
"AIS_Discrete(col_2789) = 0.2064 bits\n",
"AIS_Discrete(col_2790) = 0.1143 bits\n",
"AIS_Discrete(col_2791) = 0.1783 bits\n",
"AIS_Discrete(col_2792) = 0.1211 bits\n",
"AIS_Discrete(col_2793) = 0.1239 bits\n",
"AIS_Discrete(col_2794) = 0.0827 bits\n",
"AIS_Discrete(col_2795) = 0.1223 bits\n",
"AIS_Discrete(col_2796) = 0.0754 bits\n",
"AIS_Discrete(col_2797) = 0.1587 bits\n",
"AIS_Discrete(col_2798) = 0.0914 bits\n",
"AIS_Discrete(col_2799) = 0.2017 bits\n",
"AIS_Discrete(col_2800) = 0.1491 bits\n",
"AIS_Discrete(col_2801) = 0.1897 bits\n",
"AIS_Discrete(col_2802) = 0.1312 bits\n",
"AIS_Discrete(col_2803) = 0.2129 bits\n",
"AIS_Discrete(col_2804) = 0.1211 bits\n",
"AIS_Discrete(col_2805) = 0.1747 bits\n",
"AIS_Discrete(col_2806) = 0.1356 bits\n",
"AIS_Discrete(col_2807) = 0.1751 bits\n",
"AIS_Discrete(col_2808) = 0.0939 bits\n",
"AIS_Discrete(col_2809) = 0.1460 bits\n",
"AIS_Discrete(col_2810) = 0.1118 bits\n",
"AIS_Discrete(col_2811) = 0.1606 bits\n",
"AIS_Discrete(col_2812) = 0.0949 bits\n",
"AIS_Discrete(col_2813) = 0.1520 bits\n",
"AIS_Discrete(col_2814) = 0.0930 bits\n",
"AIS_Discrete(col_2815) = 0.1703 bits\n",
"AIS_Discrete(col_2816) = 0.1193 bits\n",
"AIS_Discrete(col_2817) = 0.1143 bits\n",
"AIS_Discrete(col_2818) = 0.1293 bits\n",
"AIS_Discrete(col_2819) = 0.0872 bits\n",
"AIS_Discrete(col_2820) = 0.1663 bits\n",
"AIS_Discrete(col_2821) = 0.0656 bits\n",
"AIS_Discrete(col_2822) = 0.0913 bits\n",
"AIS_Discrete(col_2823) = 0.0708 bits\n",
"AIS_Discrete(col_2824) = 0.1107 bits\n",
"AIS_Discrete(col_2825) = 0.1187 bits\n",
"AIS_Discrete(col_2826) = 0.1584 bits\n",
"AIS_Discrete(col_2827) = 0.1350 bits\n",
"AIS_Discrete(col_2828) = 0.1286 bits\n",
"AIS_Discrete(col_2829) = 0.1244 bits\n",
"AIS_Discrete(col_2830) = 0.1225 bits\n",
"AIS_Discrete(col_2831) = 0.1025 bits\n",
"AIS_Discrete(col_2832) = 0.1182 bits\n",
"AIS_Discrete(col_2833) = 0.0923 bits\n",
"AIS_Discrete(col_2834) = 0.1523 bits\n",
"AIS_Discrete(col_2835) = 0.1116 bits\n",
"AIS_Discrete(col_2836) = 0.0928 bits\n",
"AIS_Discrete(col_2837) = 0.1006 bits\n",
"AIS_Discrete(col_2838) = 0.1385 bits\n",
"AIS_Discrete(col_2839) = 0.1418 bits\n",
"AIS_Discrete(col_2840) = 0.1573 bits\n",
"AIS_Discrete(col_2841) = 0.1064 bits\n",
"AIS_Discrete(col_2842) = 0.1278 bits\n",
"AIS_Discrete(col_2843) = 0.0886 bits\n",
"AIS_Discrete(col_2844) = 0.1079 bits\n",
"AIS_Discrete(col_2845) = 0.1038 bits\n",
"AIS_Discrete(col_2846) = 0.1321 bits\n",
"AIS_Discrete(col_2847) = 0.1286 bits\n",
"AIS_Discrete(col_2848) = 0.1441 bits\n",
"AIS_Discrete(col_2849) = 0.1116 bits\n",
"AIS_Discrete(col_2850) = 0.1532 bits\n",
"AIS_Discrete(col_2851) = 0.1056 bits\n",
"AIS_Discrete(col_2852) = 0.1207 bits\n",
"AIS_Discrete(col_2853) = 0.1179 bits\n",
"AIS_Discrete(col_2854) = 0.1177 bits\n",
"AIS_Discrete(col_2855) = 0.1840 bits\n",
"AIS_Discrete(col_2856) = 0.1231 bits\n",
"AIS_Discrete(col_2857) = 0.2100 bits\n",
"AIS_Discrete(col_2858) = 0.1312 bits\n",
"AIS_Discrete(col_2859) = 0.2184 bits\n",
"AIS_Discrete(col_2860) = 0.1441 bits\n",
"AIS_Discrete(col_2861) = 0.2184 bits\n",
"AIS_Discrete(col_2862) = 0.1627 bits\n",
"AIS_Discrete(col_2863) = 0.2156 bits\n",
"AIS_Discrete(col_2864) = 0.1555 bits\n",
"AIS_Discrete(col_2865) = 0.2100 bits\n",
"AIS_Discrete(col_2866) = 0.1486 bits\n",
"AIS_Discrete(col_2867) = 0.1430 bits\n",
"AIS_Discrete(col_2868) = 0.1509 bits\n",
"AIS_Discrete(col_2869) = 0.2213 bits\n",
"AIS_Discrete(col_2870) = 0.1532 bits\n",
"AIS_Discrete(col_2871) = 0.2213 bits\n",
"AIS_Discrete(col_2872) = 0.1462 bits\n",
"AIS_Discrete(col_2873) = 0.2272 bits\n",
"AIS_Discrete(col_2874) = 0.1508 bits\n",
"AIS_Discrete(col_2875) = 0.2185 bits\n",
"AIS_Discrete(col_2876) = 0.1463 bits\n",
"AIS_Discrete(col_2877) = 0.1394 bits\n",
"AIS_Discrete(col_2878) = 0.1419 bits\n",
"AIS_Discrete(col_2879) = 0.1255 bits\n",
"AIS_Discrete(col_2880) = 0.1268 bits\n",
"AIS_Discrete(col_2881) = 0.1549 bits\n",
"AIS_Discrete(col_2882) = 0.1204 bits\n",
"AIS_Discrete(col_2883) = 0.2248 bits\n",
"AIS_Discrete(col_2884) = 0.0730 bits\n",
"AIS_Discrete(col_2885) = 0.2093 bits\n",
"AIS_Discrete(col_2886) = 0.0634 bits\n",
"AIS_Discrete(col_2887) = 0.2275 bits\n",
"AIS_Discrete(col_2888) = 0.0834 bits\n",
"AIS_Discrete(col_2889) = 0.2657 bits\n",
"AIS_Discrete(col_2890) = 0.0920 bits\n",
"AIS_Discrete(col_2891) = 0.2355 bits\n",
"AIS_Discrete(col_2892) = 0.0998 bits\n",
"AIS_Discrete(col_2893) = 0.1850 bits\n",
"AIS_Discrete(col_2894) = 0.0926 bits\n",
"AIS_Discrete(col_2895) = 0.1491 bits\n",
"AIS_Discrete(col_2896) = 0.1012 bits\n",
"AIS_Discrete(col_2897) = 0.1517 bits\n",
"AIS_Discrete(col_2898) = 0.1280 bits\n",
"AIS_Discrete(col_2899) = 0.1434 bits\n",
"AIS_Discrete(col_2900) = 0.1253 bits\n",
"AIS_Discrete(col_2901) = 0.0934 bits\n",
"AIS_Discrete(col_2902) = 0.1333 bits\n",
"AIS_Discrete(col_2903) = 0.0861 bits\n",
"AIS_Discrete(col_2904) = 0.1701 bits\n",
"AIS_Discrete(col_2905) = 0.1050 bits\n",
"AIS_Discrete(col_2906) = 0.1804 bits\n",
"AIS_Discrete(col_2907) = 0.0978 bits\n",
"AIS_Discrete(col_2908) = 0.1447 bits\n",
"AIS_Discrete(col_2909) = 0.1103 bits\n",
"AIS_Discrete(col_2910) = 0.1320 bits\n",
"AIS_Discrete(col_2911) = 0.1111 bits\n",
"AIS_Discrete(col_2912) = 0.1481 bits\n",
"AIS_Discrete(col_2913) = 0.1306 bits\n",
"AIS_Discrete(col_2914) = 0.1660 bits\n",
"AIS_Discrete(col_2915) = 0.1488 bits\n",
"AIS_Discrete(col_2916) = 0.1662 bits\n",
"AIS_Discrete(col_2917) = 0.1385 bits\n",
"AIS_Discrete(col_2918) = 0.1095 bits\n",
"AIS_Discrete(col_2919) = 0.1845 bits\n",
"AIS_Discrete(col_2920) = 0.0949 bits\n",
"AIS_Discrete(col_2921) = 0.1995 bits\n",
"AIS_Discrete(col_2922) = 0.0851 bits\n",
"AIS_Discrete(col_2923) = 0.2027 bits\n",
"AIS_Discrete(col_2924) = 0.0787 bits\n",
"AIS_Discrete(col_2925) = 0.1675 bits\n",
"AIS_Discrete(col_2926) = 0.0577 bits\n",
"AIS_Discrete(col_2927) = 0.1720 bits\n",
"AIS_Discrete(col_2928) = 0.0859 bits\n",
"AIS_Discrete(col_2929) = 0.1536 bits\n",
"AIS_Discrete(col_2930) = 0.1239 bits\n",
"AIS_Discrete(col_2931) = 0.1559 bits\n",
"AIS_Discrete(col_2932) = 0.1856 bits\n",
"AIS_Discrete(col_2933) = 0.1260 bits\n",
"AIS_Discrete(col_2934) = 0.1453 bits\n",
"AIS_Discrete(col_2935) = 0.0967 bits\n",
"AIS_Discrete(col_2936) = 0.2187 bits\n",
"AIS_Discrete(col_2937) = 0.0955 bits\n",
"AIS_Discrete(col_2938) = 0.2184 bits\n",
"AIS_Discrete(col_2939) = 0.0709 bits\n",
"AIS_Discrete(col_2940) = 0.1887 bits\n",
"AIS_Discrete(col_2941) = 0.0734 bits\n",
"AIS_Discrete(col_2942) = 0.2028 bits\n",
"AIS_Discrete(col_2943) = 0.1105 bits\n",
"AIS_Discrete(col_2944) = 0.1074 bits\n",
"AIS_Discrete(col_2945) = 0.0559 bits\n",
"AIS_Discrete(col_2946) = 0.0812 bits\n",
"AIS_Discrete(col_2947) = 0.1076 bits\n",
"AIS_Discrete(col_2948) = 0.1131 bits\n",
"AIS_Discrete(col_2949) = 0.1562 bits\n",
"AIS_Discrete(col_2950) = 0.0740 bits\n",
"AIS_Discrete(col_2951) = 0.2048 bits\n",
"AIS_Discrete(col_2952) = 0.0801 bits\n",
"AIS_Discrete(col_2953) = 0.2584 bits\n",
"AIS_Discrete(col_2954) = 0.1007 bits\n",
"AIS_Discrete(col_2955) = 0.2742 bits\n",
"AIS_Discrete(col_2956) = 0.0936 bits\n",
"AIS_Discrete(col_2957) = 0.2612 bits\n",
"AIS_Discrete(col_2958) = 0.0841 bits\n",
"AIS_Discrete(col_2959) = 0.2360 bits\n",
"AIS_Discrete(col_2960) = 0.1065 bits\n",
"AIS_Discrete(col_2961) = 0.2741 bits\n",
"AIS_Discrete(col_2962) = 0.0757 bits\n",
"AIS_Discrete(col_2963) = 0.2688 bits\n",
"AIS_Discrete(col_2964) = 0.0753 bits\n",
"AIS_Discrete(col_2965) = 0.3121 bits\n",
"AIS_Discrete(col_2966) = 0.0862 bits\n",
"AIS_Discrete(col_2967) = 0.2082 bits\n",
"AIS_Discrete(col_2968) = 0.0807 bits\n",
"AIS_Discrete(col_2969) = 0.1724 bits\n",
"AIS_Discrete(col_2970) = 0.1243 bits\n",
"AIS_Discrete(col_2971) = 0.1466 bits\n",
"AIS_Discrete(col_2972) = 0.1919 bits\n",
"AIS_Discrete(col_2973) = 0.1417 bits\n",
"AIS_Discrete(col_2974) = 0.2302 bits\n",
"AIS_Discrete(col_2975) = 0.0864 bits\n",
"AIS_Discrete(col_2976) = 0.2424 bits\n",
"AIS_Discrete(col_2977) = 0.0615 bits\n",
"AIS_Discrete(col_2978) = 0.2786 bits\n",
"AIS_Discrete(col_2979) = 0.0601 bits\n",
"AIS_Discrete(col_2980) = 0.2480 bits\n",
"AIS_Discrete(col_2981) = 0.0671 bits\n",
"AIS_Discrete(col_2982) = 0.3505 bits\n",
"AIS_Discrete(col_2983) = 0.0378 bits\n",
"AIS_Discrete(col_2984) = 0.3167 bits\n",
"AIS_Discrete(col_2985) = 0.0378 bits\n",
"AIS_Discrete(col_2986) = 0.2387 bits\n",
"AIS_Discrete(col_2987) = 0.0641 bits\n",
"AIS_Discrete(col_2988) = 0.3534 bits\n",
"AIS_Discrete(col_2989) = 0.0438 bits\n",
"AIS_Discrete(col_2990) = 0.2640 bits\n",
"AIS_Discrete(col_2991) = 0.0389 bits\n",
"AIS_Discrete(col_2992) = 0.2981 bits\n",
"AIS_Discrete(col_2993) = 0.0950 bits\n",
"AIS_Discrete(col_2994) = 0.3156 bits\n",
"AIS_Discrete(col_2995) = 0.0950 bits\n",
"AIS_Discrete(col_2996) = 0.2947 bits\n",
"AIS_Discrete(col_2997) = 0.0933 bits\n",
"AIS_Discrete(col_2998) = 0.3085 bits\n",
"AIS_Discrete(col_2999) = 0.0846 bits\n",
"AIS_Discrete(col_3000) = 0.3015 bits\n",
"AIS_Discrete(col_3001) = 0.0915 bits\n",
"AIS_Discrete(col_3002) = 0.1822 bits\n",
"AIS_Discrete(col_3003) = 0.0971 bits\n",
"AIS_Discrete(col_3004) = 0.0842 bits\n",
"AIS_Discrete(col_3005) = 0.1999 bits\n",
"AIS_Discrete(col_3006) = 0.0277 bits\n",
"AIS_Discrete(col_3007) = 0.2970 bits\n",
"AIS_Discrete(col_3008) = 0.0205 bits\n",
"AIS_Discrete(col_3009) = 0.3274 bits\n",
"AIS_Discrete(col_3010) = 0.0295 bits\n",
"AIS_Discrete(col_3011) = 0.2903 bits\n",
"AIS_Discrete(col_3012) = 0.0586 bits\n",
"AIS_Discrete(col_3013) = 0.2985 bits\n",
"AIS_Discrete(col_3014) = 0.0779 bits\n",
"AIS_Discrete(col_3015) = 0.3266 bits\n",
"AIS_Discrete(col_3016) = 0.0779 bits\n",
"AIS_Discrete(col_3017) = 0.3230 bits\n",
"AIS_Discrete(col_3018) = 0.0629 bits\n",
"AIS_Discrete(col_3019) = 0.3049 bits\n",
"AIS_Discrete(col_3020) = 0.0588 bits\n",
"AIS_Discrete(col_3021) = 0.2386 bits\n",
"AIS_Discrete(col_3022) = 0.0430 bits\n",
"AIS_Discrete(col_3023) = 0.1494 bits\n",
"AIS_Discrete(col_3024) = 0.0449 bits\n",
"AIS_Discrete(col_3025) = 0.0630 bits\n",
"AIS_Discrete(col_3026) = 0.1317 bits\n",
"AIS_Discrete(col_3027) = 0.0700 bits\n",
"AIS_Discrete(col_3028) = 0.3651 bits\n",
"AIS_Discrete(col_3029) = 0.0654 bits\n",
"AIS_Discrete(col_3030) = 0.3654 bits\n",
"AIS_Discrete(col_3031) = 0.0569 bits\n",
"AIS_Discrete(col_3032) = 0.4022 bits\n",
"AIS_Discrete(col_3033) = 0.0515 bits\n",
"AIS_Discrete(col_3034) = 0.4329 bits\n",
"AIS_Discrete(col_3035) = 0.0464 bits\n",
"AIS_Discrete(col_3036) = 0.3678 bits\n",
"AIS_Discrete(col_3037) = 0.0427 bits\n",
"AIS_Discrete(col_3038) = 0.4079 bits\n",
"AIS_Discrete(col_3039) = 0.0418 bits\n",
"AIS_Discrete(col_3040) = 0.2825 bits\n",
"AIS_Discrete(col_3041) = 0.0340 bits\n",
"AIS_Discrete(col_3042) = 0.1581 bits\n",
"AIS_Discrete(col_3043) = 0.0739 bits\n",
"AIS_Discrete(col_3044) = 0.0944 bits\n",
"AIS_Discrete(col_3045) = 0.1809 bits\n",
"AIS_Discrete(col_3046) = 0.0660 bits\n",
"AIS_Discrete(col_3047) = 0.2539 bits\n",
"AIS_Discrete(col_3048) = 0.0438 bits\n",
"AIS_Discrete(col_3049) = 0.3076 bits\n",
"AIS_Discrete(col_3050) = 0.0451 bits\n",
"AIS_Discrete(col_3051) = 0.3909 bits\n",
"AIS_Discrete(col_3052) = 0.0416 bits\n",
"AIS_Discrete(col_3053) = 0.3737 bits\n",
"AIS_Discrete(col_3054) = 0.0353 bits\n",
"AIS_Discrete(col_3055) = 0.3167 bits\n",
"AIS_Discrete(col_3056) = 0.0327 bits\n",
"AIS_Discrete(col_3057) = 0.2264 bits\n",
"AIS_Discrete(col_3058) = 0.0453 bits\n",
"AIS_Discrete(col_3059) = 0.1293 bits\n",
"AIS_Discrete(col_3060) = 0.1161 bits\n",
"AIS_Discrete(col_3061) = 0.1325 bits\n",
"AIS_Discrete(col_3062) = 0.1443 bits\n",
"AIS_Discrete(col_3063) = 0.0641 bits\n",
"AIS_Discrete(col_3064) = 0.2032 bits\n",
"AIS_Discrete(col_3065) = 0.0583 bits\n",
"AIS_Discrete(col_3066) = 0.3574 bits\n",
"AIS_Discrete(col_3067) = 0.0731 bits\n",
"AIS_Discrete(col_3068) = 0.3532 bits\n",
"AIS_Discrete(col_3069) = 0.0828 bits\n",
"AIS_Discrete(col_3070) = 0.3053 bits\n",
"AIS_Discrete(col_3071) = 0.0933 bits\n",
"AIS_Discrete(col_3072) = 0.3085 bits\n",
"AIS_Discrete(col_3073) = 0.1082 bits\n",
"AIS_Discrete(col_3074) = 0.2841 bits\n",
"AIS_Discrete(col_3075) = 0.1083 bits\n",
"AIS_Discrete(col_3076) = 0.2454 bits\n",
"AIS_Discrete(col_3077) = 0.1394 bits\n",
"AIS_Discrete(col_3078) = 0.2102 bits\n",
"AIS_Discrete(col_3079) = 0.1440 bits\n",
"AIS_Discrete(col_3080) = 0.2016 bits\n",
"AIS_Discrete(col_3081) = 0.1727 bits\n",
"AIS_Discrete(col_3082) = 0.1631 bits\n",
"AIS_Discrete(col_3083) = 0.1730 bits\n",
"AIS_Discrete(col_3084) = 0.1050 bits\n",
"AIS_Discrete(col_3085) = 0.1653 bits\n",
"AIS_Discrete(col_3086) = 0.1018 bits\n",
"AIS_Discrete(col_3087) = 0.1673 bits\n",
"AIS_Discrete(col_3088) = 0.0887 bits\n",
"AIS_Discrete(col_3089) = 0.0944 bits\n",
"AIS_Discrete(col_3090) = 0.0965 bits\n",
"AIS_Discrete(col_3091) = 0.0759 bits\n",
"AIS_Discrete(col_3092) = 0.1611 bits\n",
"AIS_Discrete(col_3093) = 0.0990 bits\n",
"AIS_Discrete(col_3094) = 0.2485 bits\n",
"AIS_Discrete(col_3095) = 0.1285 bits\n",
"AIS_Discrete(col_3096) = 0.2578 bits\n",
"AIS_Discrete(col_3097) = 0.1124 bits\n",
"AIS_Discrete(col_3098) = 0.2304 bits\n",
"AIS_Discrete(col_3099) = 0.1164 bits\n",
"AIS_Discrete(col_3100) = 0.1872 bits\n",
"AIS_Discrete(col_3101) = 0.1300 bits\n",
"AIS_Discrete(col_3102) = 0.1172 bits\n",
"AIS_Discrete(col_3103) = 0.0858 bits\n",
"AIS_Discrete(col_3104) = 0.0722 bits\n",
"AIS_Discrete(col_3105) = 0.0782 bits\n",
"AIS_Discrete(col_3106) = 0.0813 bits\n",
"AIS_Discrete(col_3107) = 0.1444 bits\n",
"AIS_Discrete(col_3108) = 0.1308 bits\n",
"AIS_Discrete(col_3109) = 0.2392 bits\n",
"AIS_Discrete(col_3110) = 0.1350 bits\n",
"AIS_Discrete(col_3111) = 0.2273 bits\n",
"AIS_Discrete(col_3112) = 0.1439 bits\n",
"AIS_Discrete(col_3113) = 0.2158 bits\n",
"AIS_Discrete(col_3114) = 0.1350 bits\n",
"AIS_Discrete(col_3115) = 0.1460 bits\n",
"AIS_Discrete(col_3116) = 0.1362 bits\n",
"AIS_Discrete(col_3117) = 0.1262 bits\n",
"AIS_Discrete(col_3118) = 0.1082 bits\n",
"AIS_Discrete(col_3119) = 0.0707 bits\n",
"AIS_Discrete(col_3120) = 0.0912 bits\n",
"AIS_Discrete(col_3121) = 0.0869 bits\n",
"AIS_Discrete(col_3122) = 0.1347 bits\n",
"AIS_Discrete(col_3123) = 0.1220 bits\n",
"AIS_Discrete(col_3124) = 0.1564 bits\n",
"AIS_Discrete(col_3125) = 0.1168 bits\n",
"AIS_Discrete(col_3126) = 0.2009 bits\n",
"AIS_Discrete(col_3127) = 0.1079 bits\n",
"AIS_Discrete(col_3128) = 0.1558 bits\n",
"AIS_Discrete(col_3129) = 0.1097 bits\n",
"AIS_Discrete(col_3130) = 0.1954 bits\n",
"AIS_Discrete(col_3131) = 0.1164 bits\n",
"AIS_Discrete(col_3132) = 0.0959 bits\n",
"AIS_Discrete(col_3133) = 0.1258 bits\n",
"AIS_Discrete(col_3134) = 0.0552 bits\n",
"AIS_Discrete(col_3135) = 0.1790 bits\n",
"AIS_Discrete(col_3136) = 0.0631 bits\n",
"AIS_Discrete(col_3137) = 0.1979 bits\n",
"AIS_Discrete(col_3138) = 0.1444 bits\n",
"AIS_Discrete(col_3139) = 0.1907 bits\n",
"AIS_Discrete(col_3140) = 0.1778 bits\n",
"AIS_Discrete(col_3141) = 0.1703 bits\n",
"AIS_Discrete(col_3142) = 0.1712 bits\n",
"AIS_Discrete(col_3143) = 0.1404 bits\n",
"AIS_Discrete(col_3144) = 0.1485 bits\n",
"AIS_Discrete(col_3145) = 0.1272 bits\n",
"AIS_Discrete(col_3146) = 0.1523 bits\n",
"AIS_Discrete(col_3147) = 0.1615 bits\n",
"AIS_Discrete(col_3148) = 0.1504 bits\n",
"AIS_Discrete(col_3149) = 0.1187 bits\n",
"AIS_Discrete(col_3150) = 0.1410 bits\n",
"AIS_Discrete(col_3151) = 0.1370 bits\n",
"AIS_Discrete(col_3152) = 0.1942 bits\n",
"AIS_Discrete(col_3153) = 0.1397 bits\n",
"AIS_Discrete(col_3154) = 0.1827 bits\n",
"AIS_Discrete(col_3155) = 0.1209 bits\n",
"AIS_Discrete(col_3156) = 0.1619 bits\n",
"AIS_Discrete(col_3157) = 0.1142 bits\n",
"AIS_Discrete(col_3158) = 0.2002 bits\n",
"AIS_Discrete(col_3159) = 0.1128 bits\n",
"AIS_Discrete(col_3160) = 0.1726 bits\n",
"AIS_Discrete(col_3161) = 0.0832 bits\n",
"AIS_Discrete(col_3162) = 0.1808 bits\n",
"AIS_Discrete(col_3163) = 0.0685 bits\n",
"AIS_Discrete(col_3164) = 0.1525 bits\n",
"AIS_Discrete(col_3165) = 0.0649 bits\n",
"AIS_Discrete(col_3166) = 0.1238 bits\n",
"AIS_Discrete(col_3167) = 0.1359 bits\n",
"AIS_Discrete(col_3168) = 0.1031 bits\n",
"AIS_Discrete(col_3169) = 0.2113 bits\n",
"AIS_Discrete(col_3170) = 0.1224 bits\n",
"AIS_Discrete(col_3171) = 0.1851 bits\n",
"AIS_Discrete(col_3172) = 0.1417 bits\n",
"AIS_Discrete(col_3173) = 0.2243 bits\n",
"AIS_Discrete(col_3174) = 0.1485 bits\n",
"AIS_Discrete(col_3175) = 0.2072 bits\n",
"AIS_Discrete(col_3176) = 0.1627 bits\n",
"AIS_Discrete(col_3177) = 0.1804 bits\n",
"AIS_Discrete(col_3178) = 0.1258 bits\n",
"AIS_Discrete(col_3179) = 0.1263 bits\n",
"AIS_Discrete(col_3180) = 0.1051 bits\n",
"AIS_Discrete(col_3181) = 0.1021 bits\n",
"AIS_Discrete(col_3182) = 0.0946 bits\n",
"AIS_Discrete(col_3183) = 0.1409 bits\n",
"AIS_Discrete(col_3184) = 0.1241 bits\n",
"AIS_Discrete(col_3185) = 0.1517 bits\n",
"AIS_Discrete(col_3186) = 0.1111 bits\n",
"AIS_Discrete(col_3187) = 0.1606 bits\n",
"AIS_Discrete(col_3188) = 0.1134 bits\n",
"AIS_Discrete(col_3189) = 0.1449 bits\n",
"AIS_Discrete(col_3190) = 0.1156 bits\n",
"AIS_Discrete(col_3191) = 0.1678 bits\n",
"AIS_Discrete(col_3192) = 0.1376 bits\n",
"AIS_Discrete(col_3193) = 0.1922 bits\n",
"AIS_Discrete(col_3194) = 0.1333 bits\n",
"AIS_Discrete(col_3195) = 0.1999 bits\n",
"AIS_Discrete(col_3196) = 0.1192 bits\n",
"AIS_Discrete(col_3197) = 0.1705 bits\n",
"AIS_Discrete(col_3198) = 0.1124 bits\n",
"AIS_Discrete(col_3199) = 0.1312 bits\n",
"AIS_Discrete(col_3200) = 0.1071 bits\n",
"AIS_Discrete(col_3201) = 0.1624 bits\n",
"AIS_Discrete(col_3202) = 0.1296 bits\n",
"AIS_Discrete(col_3203) = 0.1823 bits\n",
"AIS_Discrete(col_3204) = 0.0852 bits\n",
"AIS_Discrete(col_3205) = 0.1411 bits\n",
"AIS_Discrete(col_3206) = 0.0891 bits\n",
"AIS_Discrete(col_3207) = 0.1718 bits\n",
"AIS_Discrete(col_3208) = 0.1238 bits\n",
"AIS_Discrete(col_3209) = 0.1558 bits\n",
"AIS_Discrete(col_3210) = 0.1561 bits\n",
"AIS_Discrete(col_3211) = 0.1807 bits\n",
"AIS_Discrete(col_3212) = 0.1561 bits\n",
"AIS_Discrete(col_3213) = 0.1811 bits\n",
"AIS_Discrete(col_3214) = 0.1467 bits\n",
"AIS_Discrete(col_3215) = 0.1838 bits\n",
"AIS_Discrete(col_3216) = 0.1422 bits\n",
"AIS_Discrete(col_3217) = 0.1345 bits\n",
"AIS_Discrete(col_3218) = 0.1646 bits\n",
"AIS_Discrete(col_3219) = 0.1308 bits\n",
"AIS_Discrete(col_3220) = 0.2162 bits\n",
"AIS_Discrete(col_3221) = 0.1333 bits\n",
"AIS_Discrete(col_3222) = 0.2049 bits\n",
"AIS_Discrete(col_3223) = 0.1353 bits\n",
"AIS_Discrete(col_3224) = 0.1651 bits\n",
"AIS_Discrete(col_3225) = 0.1035 bits\n",
"AIS_Discrete(col_3226) = 0.1476 bits\n",
"AIS_Discrete(col_3227) = 0.0977 bits\n",
"AIS_Discrete(col_3228) = 0.2156 bits\n",
"AIS_Discrete(col_3229) = 0.1182 bits\n",
"AIS_Discrete(col_3230) = 0.2284 bits\n",
"AIS_Discrete(col_3231) = 0.0885 bits\n",
"AIS_Discrete(col_3232) = 0.1851 bits\n",
"AIS_Discrete(col_3233) = 0.1493 bits\n",
"AIS_Discrete(col_3234) = 0.1703 bits\n",
"AIS_Discrete(col_3235) = 0.1704 bits\n",
"AIS_Discrete(col_3236) = 0.1802 bits\n",
"AIS_Discrete(col_3237) = 0.1907 bits\n",
"AIS_Discrete(col_3238) = 0.1146 bits\n",
"AIS_Discrete(col_3239) = 0.1588 bits\n",
"AIS_Discrete(col_3240) = 0.1606 bits\n",
"AIS_Discrete(col_3241) = 0.1934 bits\n",
"AIS_Discrete(col_3242) = 0.1652 bits\n",
"AIS_Discrete(col_3243) = 0.2071 bits\n",
"AIS_Discrete(col_3244) = 0.1419 bits\n",
"AIS_Discrete(col_3245) = 0.1912 bits\n",
"AIS_Discrete(col_3246) = 0.1603 bits\n",
"AIS_Discrete(col_3247) = 0.1940 bits\n",
"AIS_Discrete(col_3248) = 0.1555 bits\n",
"AIS_Discrete(col_3249) = 0.1914 bits\n",
"AIS_Discrete(col_3250) = 0.1441 bits\n",
"AIS_Discrete(col_3251) = 0.2127 bits\n",
"AIS_Discrete(col_3252) = 0.1253 bits\n",
"AIS_Discrete(col_3253) = 0.1769 bits\n",
"AIS_Discrete(col_3254) = 0.0665 bits\n",
"AIS_Discrete(col_3255) = 0.2154 bits\n",
"AIS_Discrete(col_3256) = 0.0619 bits\n",
"AIS_Discrete(col_3257) = 0.2807 bits\n",
"AIS_Discrete(col_3258) = 0.0540 bits\n",
"AIS_Discrete(col_3259) = 0.1865 bits\n",
"AIS_Discrete(col_3260) = 0.0609 bits\n",
"AIS_Discrete(col_3261) = 0.1562 bits\n",
"AIS_Discrete(col_3262) = 0.1193 bits\n",
"AIS_Discrete(col_3263) = 0.1607 bits\n",
"AIS_Discrete(col_3264) = 0.1888 bits\n",
"AIS_Discrete(col_3265) = 0.1532 bits\n",
"AIS_Discrete(col_3266) = 0.1584 bits\n",
"AIS_Discrete(col_3267) = 0.1253 bits\n",
"AIS_Discrete(col_3268) = 0.0902 bits\n",
"AIS_Discrete(col_3269) = 0.1164 bits\n",
"AIS_Discrete(col_3270) = 0.1179 bits\n",
"AIS_Discrete(col_3271) = 0.1247 bits\n",
"AIS_Discrete(col_3272) = 0.1880 bits\n",
"AIS_Discrete(col_3273) = 0.0724 bits\n",
"AIS_Discrete(col_3274) = 0.2309 bits\n",
"AIS_Discrete(col_3275) = 0.0834 bits\n",
"AIS_Discrete(col_3276) = 0.2052 bits\n",
"AIS_Discrete(col_3277) = 0.0983 bits\n",
"AIS_Discrete(col_3278) = 0.1481 bits\n",
"AIS_Discrete(col_3279) = 0.1080 bits\n",
"AIS_Discrete(col_3280) = 0.1091 bits\n",
"AIS_Discrete(col_3281) = 0.1592 bits\n",
"AIS_Discrete(col_3282) = 0.1485 bits\n",
"AIS_Discrete(col_3283) = 0.2021 bits\n",
"AIS_Discrete(col_3284) = 0.1417 bits\n",
"AIS_Discrete(col_3285) = 0.1968 bits\n",
"AIS_Discrete(col_3286) = 0.1140 bits\n",
"AIS_Discrete(col_3287) = 0.1568 bits\n",
"AIS_Discrete(col_3288) = 0.0551 bits\n",
"AIS_Discrete(col_3289) = 0.1587 bits\n",
"AIS_Discrete(col_3290) = 0.0596 bits\n",
"AIS_Discrete(col_3291) = 0.2192 bits\n",
"AIS_Discrete(col_3292) = 0.0935 bits\n",
"AIS_Discrete(col_3293) = 0.2027 bits\n",
"AIS_Discrete(col_3294) = 0.1067 bits\n",
"AIS_Discrete(col_3295) = 0.1243 bits\n",
"AIS_Discrete(col_3296) = 0.1646 bits\n",
"AIS_Discrete(col_3297) = 0.1130 bits\n",
"AIS_Discrete(col_3298) = 0.1803 bits\n",
"AIS_Discrete(col_3299) = 0.1146 bits\n",
"AIS_Discrete(col_3300) = 0.1765 bits\n",
"AIS_Discrete(col_3301) = 0.1073 bits\n",
"AIS_Discrete(col_3302) = 0.1713 bits\n",
"AIS_Discrete(col_3303) = 0.0656 bits\n",
"AIS_Discrete(col_3304) = 0.1678 bits\n",
"AIS_Discrete(col_3305) = 0.0730 bits\n",
"AIS_Discrete(col_3306) = 0.1634 bits\n",
"AIS_Discrete(col_3307) = 0.0818 bits\n",
"AIS_Discrete(col_3308) = 0.1375 bits\n",
"AIS_Discrete(col_3309) = 0.1262 bits\n",
"AIS_Discrete(col_3310) = 0.1241 bits\n",
"AIS_Discrete(col_3311) = 0.1979 bits\n",
"AIS_Discrete(col_3312) = 0.1264 bits\n",
"AIS_Discrete(col_3313) = 0.2425 bits\n",
"AIS_Discrete(col_3314) = 0.1064 bits\n",
"AIS_Discrete(col_3315) = 0.2458 bits\n",
"AIS_Discrete(col_3316) = 0.0794 bits\n",
"AIS_Discrete(col_3317) = 0.1717 bits\n",
"AIS_Discrete(col_3318) = 0.0446 bits\n",
"AIS_Discrete(col_3319) = 0.1524 bits\n",
"AIS_Discrete(col_3320) = 0.0627 bits\n",
"AIS_Discrete(col_3321) = 0.1833 bits\n",
"AIS_Discrete(col_3322) = 0.1035 bits\n",
"AIS_Discrete(col_3323) = 0.1003 bits\n",
"AIS_Discrete(col_3324) = 0.1407 bits\n",
"AIS_Discrete(col_3325) = 0.1113 bits\n",
"AIS_Discrete(col_3326) = 0.1976 bits\n",
"AIS_Discrete(col_3327) = 0.1439 bits\n",
"AIS_Discrete(col_3328) = 0.2361 bits\n",
"AIS_Discrete(col_3329) = 0.1350 bits\n",
"AIS_Discrete(col_3330) = 0.2331 bits\n",
"AIS_Discrete(col_3331) = 0.1417 bits\n",
"AIS_Discrete(col_3332) = 0.2301 bits\n",
"AIS_Discrete(col_3333) = 0.1308 bits\n",
"AIS_Discrete(col_3334) = 0.1919 bits\n",
"AIS_Discrete(col_3335) = 0.1036 bits\n",
"AIS_Discrete(col_3336) = 0.1703 bits\n",
"AIS_Discrete(col_3337) = 0.0926 bits\n",
"AIS_Discrete(col_3338) = 0.1659 bits\n",
"AIS_Discrete(col_3339) = 0.1462 bits\n",
"AIS_Discrete(col_3340) = 0.1651 bits\n",
"AIS_Discrete(col_3341) = 0.1103 bits\n",
"AIS_Discrete(col_3342) = 0.1379 bits\n",
"AIS_Discrete(col_3343) = 0.1452 bits\n",
"AIS_Discrete(col_3344) = 0.1454 bits\n",
"AIS_Discrete(col_3345) = 0.1381 bits\n",
"AIS_Discrete(col_3346) = 0.1452 bits\n",
"AIS_Discrete(col_3347) = 0.1814 bits\n",
"AIS_Discrete(col_3348) = 0.1428 bits\n",
"AIS_Discrete(col_3349) = 0.1465 bits\n",
"AIS_Discrete(col_3350) = 0.1447 bits\n",
"AIS_Discrete(col_3351) = 0.1834 bits\n",
"AIS_Discrete(col_3352) = 0.1628 bits\n",
"AIS_Discrete(col_3353) = 0.1414 bits\n",
"AIS_Discrete(col_3354) = 0.1068 bits\n",
"AIS_Discrete(col_3355) = 0.0981 bits\n",
"AIS_Discrete(col_3356) = 0.0966 bits\n",
"AIS_Discrete(col_3357) = 0.0940 bits\n",
"AIS_Discrete(col_3358) = 0.1307 bits\n",
"AIS_Discrete(col_3359) = 0.0980 bits\n",
"AIS_Discrete(col_3360) = 0.1701 bits\n",
"AIS_Discrete(col_3361) = 0.1076 bits\n",
"AIS_Discrete(col_3362) = 0.1724 bits\n",
"AIS_Discrete(col_3363) = 0.1289 bits\n",
"AIS_Discrete(col_3364) = 0.1925 bits\n",
"AIS_Discrete(col_3365) = 0.0938 bits\n",
"AIS_Discrete(col_3366) = 0.1729 bits\n",
"AIS_Discrete(col_3367) = 0.1165 bits\n",
"AIS_Discrete(col_3368) = 0.1799 bits\n",
"AIS_Discrete(col_3369) = 0.1260 bits\n",
"AIS_Discrete(col_3370) = 0.1377 bits\n",
"AIS_Discrete(col_3371) = 0.1538 bits\n",
"AIS_Discrete(col_3372) = 0.0770 bits\n",
"AIS_Discrete(col_3373) = 0.1468 bits\n",
"AIS_Discrete(col_3374) = 0.0566 bits\n",
"AIS_Discrete(col_3375) = 0.1879 bits\n",
"AIS_Discrete(col_3376) = 0.0799 bits\n",
"AIS_Discrete(col_3377) = 0.1786 bits\n",
"AIS_Discrete(col_3378) = 0.0879 bits\n",
"AIS_Discrete(col_3379) = 0.2002 bits\n",
"AIS_Discrete(col_3380) = 0.1091 bits\n",
"AIS_Discrete(col_3381) = 0.1729 bits\n",
"AIS_Discrete(col_3382) = 0.1149 bits\n",
"AIS_Discrete(col_3383) = 0.1276 bits\n",
"AIS_Discrete(col_3384) = 0.1115 bits\n",
"AIS_Discrete(col_3385) = 0.0903 bits\n",
"AIS_Discrete(col_3386) = 0.1429 bits\n",
"AIS_Discrete(col_3387) = 0.1046 bits\n",
"AIS_Discrete(col_3388) = 0.1597 bits\n",
"AIS_Discrete(col_3389) = 0.1017 bits\n",
"AIS_Discrete(col_3390) = 0.1629 bits\n",
"AIS_Discrete(col_3391) = 0.0894 bits\n",
"AIS_Discrete(col_3392) = 0.1787 bits\n",
"AIS_Discrete(col_3393) = 0.0730 bits\n",
"AIS_Discrete(col_3394) = 0.1716 bits\n",
"AIS_Discrete(col_3395) = 0.0681 bits\n",
"AIS_Discrete(col_3396) = 0.2038 bits\n",
"AIS_Discrete(col_3397) = 0.0870 bits\n",
"AIS_Discrete(col_3398) = 0.1898 bits\n",
"AIS_Discrete(col_3399) = 0.0675 bits\n",
"AIS_Discrete(col_3400) = 0.1467 bits\n",
"AIS_Discrete(col_3401) = 0.0842 bits\n",
"AIS_Discrete(col_3402) = 0.1027 bits\n",
"AIS_Discrete(col_3403) = 0.1066 bits\n",
"AIS_Discrete(col_3404) = 0.0974 bits\n",
"AIS_Discrete(col_3405) = 0.1983 bits\n",
"AIS_Discrete(col_3406) = 0.1000 bits\n",
"AIS_Discrete(col_3407) = 0.1977 bits\n",
"AIS_Discrete(col_3408) = 0.0886 bits\n",
"AIS_Discrete(col_3409) = 0.2197 bits\n",
"AIS_Discrete(col_3410) = 0.0739 bits\n",
"AIS_Discrete(col_3411) = 0.2016 bits\n",
"AIS_Discrete(col_3412) = 0.0696 bits\n",
"AIS_Discrete(col_3413) = 0.1098 bits\n",
"AIS_Discrete(col_3414) = 0.1011 bits\n",
"AIS_Discrete(col_3415) = 0.1218 bits\n",
"AIS_Discrete(col_3416) = 0.1685 bits\n",
"AIS_Discrete(col_3417) = 0.1652 bits\n",
"AIS_Discrete(col_3418) = 0.1476 bits\n",
"AIS_Discrete(col_3419) = 0.1536 bits\n",
"AIS_Discrete(col_3420) = 0.1680 bits\n",
"AIS_Discrete(col_3421) = 0.1828 bits\n",
"AIS_Discrete(col_3422) = 0.1300 bits\n",
"AIS_Discrete(col_3423) = 0.1961 bits\n",
"AIS_Discrete(col_3424) = 0.1677 bits\n",
"AIS_Discrete(col_3425) = 0.1962 bits\n",
"AIS_Discrete(col_3426) = 0.1603 bits\n",
"AIS_Discrete(col_3427) = 0.0776 bits\n",
"AIS_Discrete(col_3428) = 0.1645 bits\n",
"AIS_Discrete(col_3429) = 0.0817 bits\n",
"AIS_Discrete(col_3430) = 0.2794 bits\n",
"AIS_Discrete(col_3431) = 0.0678 bits\n",
"AIS_Discrete(col_3432) = 0.2958 bits\n",
"AIS_Discrete(col_3433) = 0.0564 bits\n",
"AIS_Discrete(col_3434) = 0.3109 bits\n",
"AIS_Discrete(col_3435) = 0.0532 bits\n",
"AIS_Discrete(col_3436) = 0.2903 bits\n",
"AIS_Discrete(col_3437) = 0.0392 bits\n",
"AIS_Discrete(col_3438) = 0.1705 bits\n",
"AIS_Discrete(col_3439) = 0.0392 bits\n",
"AIS_Discrete(col_3440) = 0.1238 bits\n",
"AIS_Discrete(col_3441) = 0.1357 bits\n",
"AIS_Discrete(col_3442) = 0.1314 bits\n",
"AIS_Discrete(col_3443) = 0.1989 bits\n",
"AIS_Discrete(col_3444) = 0.1654 bits\n",
"AIS_Discrete(col_3445) = 0.1861 bits\n",
"AIS_Discrete(col_3446) = 0.1676 bits\n",
"AIS_Discrete(col_3447) = 0.2071 bits\n",
"AIS_Discrete(col_3448) = 0.1628 bits\n",
"AIS_Discrete(col_3449) = 0.2071 bits\n",
"AIS_Discrete(col_3450) = 0.1603 bits\n",
"AIS_Discrete(col_3451) = 0.1861 bits\n",
"AIS_Discrete(col_3452) = 0.1532 bits\n",
"AIS_Discrete(col_3453) = 0.2213 bits\n",
"AIS_Discrete(col_3454) = 0.1579 bits\n",
"AIS_Discrete(col_3455) = 0.2213 bits\n",
"AIS_Discrete(col_3456) = 0.1485 bits\n",
"AIS_Discrete(col_3457) = 0.1786 bits\n",
"AIS_Discrete(col_3458) = 0.0987 bits\n",
"AIS_Discrete(col_3459) = 0.1543 bits\n",
"AIS_Discrete(col_3460) = 0.1028 bits\n",
"AIS_Discrete(col_3461) = 0.1928 bits\n",
"AIS_Discrete(col_3462) = 0.0949 bits\n",
"AIS_Discrete(col_3463) = 0.1764 bits\n",
"AIS_Discrete(col_3464) = 0.0890 bits\n",
"AIS_Discrete(col_3465) = 0.1166 bits\n",
"AIS_Discrete(col_3466) = 0.1207 bits\n",
"AIS_Discrete(col_3467) = 0.0696 bits\n",
"AIS_Discrete(col_3468) = 0.1496 bits\n",
"AIS_Discrete(col_3469) = 0.0780 bits\n",
"AIS_Discrete(col_3470) = 0.2068 bits\n",
"AIS_Discrete(col_3471) = 0.1287 bits\n",
"AIS_Discrete(col_3472) = 0.2246 bits\n",
"AIS_Discrete(col_3473) = 0.1029 bits\n",
"AIS_Discrete(col_3474) = 0.2114 bits\n",
"AIS_Discrete(col_3475) = 0.0985 bits\n",
"AIS_Discrete(col_3476) = 0.2365 bits\n",
"AIS_Discrete(col_3477) = 0.1328 bits\n",
"AIS_Discrete(col_3478) = 0.2108 bits\n",
"AIS_Discrete(col_3479) = 0.1182 bits\n",
"AIS_Discrete(col_3480) = 0.2455 bits\n",
"AIS_Discrete(col_3481) = 0.1243 bits\n",
"AIS_Discrete(col_3482) = 0.2708 bits\n",
"AIS_Discrete(col_3483) = 0.1121 bits\n",
"AIS_Discrete(col_3484) = 0.2580 bits\n",
"AIS_Discrete(col_3485) = 0.1063 bits\n",
"AIS_Discrete(col_3486) = 0.2708 bits\n",
"AIS_Discrete(col_3487) = 0.1064 bits\n",
"AIS_Discrete(col_3488) = 0.2344 bits\n",
"AIS_Discrete(col_3489) = 0.0786 bits\n",
"AIS_Discrete(col_3490) = 0.1055 bits\n",
"AIS_Discrete(col_3491) = 0.0410 bits\n",
"AIS_Discrete(col_3492) = 0.0380 bits\n",
"AIS_Discrete(col_3493) = 0.1120 bits\n",
"AIS_Discrete(col_3494) = 0.0852 bits\n",
"AIS_Discrete(col_3495) = 0.2741 bits\n",
"AIS_Discrete(col_3496) = 0.1044 bits\n",
"AIS_Discrete(col_3497) = 0.2741 bits\n",
"AIS_Discrete(col_3498) = 0.1161 bits\n",
"AIS_Discrete(col_3499) = 0.2774 bits\n",
"AIS_Discrete(col_3500) = 0.1121 bits\n",
"AIS_Discrete(col_3501) = 0.2774 bits\n",
"AIS_Discrete(col_3502) = 0.1161 bits\n",
"AIS_Discrete(col_3503) = 0.2774 bits\n",
"AIS_Discrete(col_3504) = 0.1201 bits\n",
"AIS_Discrete(col_3505) = 0.2741 bits\n",
"AIS_Discrete(col_3506) = 0.1102 bits\n",
"AIS_Discrete(col_3507) = 0.2549 bits\n",
"AIS_Discrete(col_3508) = 0.1161 bits\n",
"AIS_Discrete(col_3509) = 0.2399 bits\n",
"AIS_Discrete(col_3510) = 0.0719 bits\n",
"AIS_Discrete(col_3511) = 0.2356 bits\n",
"AIS_Discrete(col_3512) = 0.0660 bits\n",
"AIS_Discrete(col_3513) = 0.2476 bits\n",
"AIS_Discrete(col_3514) = 0.0413 bits\n",
"AIS_Discrete(col_3515) = 0.2702 bits\n",
"AIS_Discrete(col_3516) = 0.0656 bits\n",
"AIS_Discrete(col_3517) = 0.2368 bits\n",
"AIS_Discrete(col_3518) = 0.0759 bits\n",
"AIS_Discrete(col_3519) = 0.2215 bits\n",
"AIS_Discrete(col_3520) = 0.0899 bits\n",
"AIS_Discrete(col_3521) = 0.1825 bits\n",
"AIS_Discrete(col_3522) = 0.0899 bits\n",
"AIS_Discrete(col_3523) = 0.1614 bits\n",
"AIS_Discrete(col_3524) = 0.1248 bits\n",
"AIS_Discrete(col_3525) = 0.1156 bits\n",
"AIS_Discrete(col_3526) = 0.1823 bits\n",
"AIS_Discrete(col_3527) = 0.1485 bits\n",
"AIS_Discrete(col_3528) = 0.2185 bits\n",
"AIS_Discrete(col_3529) = 0.1040 bits\n",
"AIS_Discrete(col_3530) = 0.2099 bits\n",
"AIS_Discrete(col_3531) = 0.1701 bits\n",
"AIS_Discrete(col_3532) = 0.1681 bits\n",
"AIS_Discrete(col_3533) = 0.1803 bits\n",
"AIS_Discrete(col_3534) = 0.1828 bits\n",
"AIS_Discrete(col_3535) = 0.1934 bits\n",
"AIS_Discrete(col_3536) = 0.1558 bits\n",
"AIS_Discrete(col_3537) = 0.2099 bits\n",
"AIS_Discrete(col_3538) = 0.1396 bits\n",
"AIS_Discrete(col_3539) = 0.2301 bits\n",
"AIS_Discrete(col_3540) = 0.1330 bits\n",
"AIS_Discrete(col_3541) = 0.2453 bits\n",
"AIS_Discrete(col_3542) = 0.1350 bits\n",
"AIS_Discrete(col_3543) = 0.2305 bits\n",
"AIS_Discrete(col_3544) = 0.0654 bits\n",
"AIS_Discrete(col_3545) = 0.1416 bits\n",
"AIS_Discrete(col_3546) = 0.0495 bits\n",
"AIS_Discrete(col_3547) = 0.0880 bits\n",
"AIS_Discrete(col_3548) = 0.0972 bits\n",
"AIS_Discrete(col_3549) = 0.0836 bits\n",
"AIS_Discrete(col_3550) = 0.1898 bits\n",
"AIS_Discrete(col_3551) = 0.0985 bits\n",
"AIS_Discrete(col_3552) = 0.1726 bits\n",
"AIS_Discrete(col_3553) = 0.1007 bits\n",
"AIS_Discrete(col_3554) = 0.2741 bits\n",
"AIS_Discrete(col_3555) = 0.1063 bits\n",
"AIS_Discrete(col_3556) = 0.2676 bits\n",
"AIS_Discrete(col_3557) = 0.1161 bits\n",
"AIS_Discrete(col_3558) = 0.2643 bits\n",
"AIS_Discrete(col_3559) = 0.1307 bits\n",
"AIS_Discrete(col_3560) = 0.2515 bits\n",
"AIS_Discrete(col_3561) = 0.1124 bits\n",
"AIS_Discrete(col_3562) = 0.1416 bits\n",
"AIS_Discrete(col_3563) = 0.0877 bits\n",
"AIS_Discrete(col_3564) = 0.1365 bits\n",
"AIS_Discrete(col_3565) = 0.1202 bits\n",
"AIS_Discrete(col_3566) = 0.1043 bits\n",
"AIS_Discrete(col_3567) = 0.1004 bits\n",
"AIS_Discrete(col_3568) = 0.0833 bits\n",
"AIS_Discrete(col_3569) = 0.1892 bits\n",
"AIS_Discrete(col_3570) = 0.0975 bits\n",
"AIS_Discrete(col_3571) = 0.2134 bits\n",
"AIS_Discrete(col_3572) = 0.1032 bits\n",
"AIS_Discrete(col_3573) = 0.2361 bits\n",
"AIS_Discrete(col_3574) = 0.1417 bits\n",
"AIS_Discrete(col_3575) = 0.2331 bits\n",
"AIS_Discrete(col_3576) = 0.1440 bits\n",
"AIS_Discrete(col_3577) = 0.2184 bits\n",
"AIS_Discrete(col_3578) = 0.1151 bits\n",
"AIS_Discrete(col_3579) = 0.1433 bits\n",
"AIS_Discrete(col_3580) = 0.0776 bits\n",
"AIS_Discrete(col_3581) = 0.0777 bits\n",
"AIS_Discrete(col_3582) = 0.0739 bits\n",
"AIS_Discrete(col_3583) = 0.0803 bits\n",
"AIS_Discrete(col_3584) = 0.1350 bits\n",
"AIS_Discrete(col_3585) = 0.1077 bits\n",
"AIS_Discrete(col_3586) = 0.1461 bits\n",
"AIS_Discrete(col_3587) = 0.1314 bits\n",
"AIS_Discrete(col_3588) = 0.2044 bits\n",
"AIS_Discrete(col_3589) = 0.1555 bits\n",
"AIS_Discrete(col_3590) = 0.2016 bits\n",
"AIS_Discrete(col_3591) = 0.1442 bits\n",
"AIS_Discrete(col_3592) = 0.2071 bits\n",
"AIS_Discrete(col_3593) = 0.1701 bits\n",
"AIS_Discrete(col_3594) = 0.2015 bits\n",
"AIS_Discrete(col_3595) = 0.1652 bits\n",
"AIS_Discrete(col_3596) = 0.1935 bits\n",
"AIS_Discrete(col_3597) = 0.1113 bits\n",
"AIS_Discrete(col_3598) = 0.1034 bits\n",
"AIS_Discrete(col_3599) = 0.0524 bits\n",
"AIS_Discrete(col_3600) = 0.0792 bits\n",
"AIS_Discrete(col_3601) = 0.0766 bits\n",
"AIS_Discrete(col_3602) = 0.1566 bits\n",
"AIS_Discrete(col_3603) = 0.1486 bits\n",
"AIS_Discrete(col_3604) = 0.1320 bits\n",
"AIS_Discrete(col_3605) = 0.1317 bits\n",
"AIS_Discrete(col_3606) = 0.1703 bits\n",
"AIS_Discrete(col_3607) = 0.1705 bits\n",
"AIS_Discrete(col_3608) = 0.1559 bits\n",
"AIS_Discrete(col_3609) = 0.1803 bits\n",
"AIS_Discrete(col_3610) = 0.1680 bits\n",
"AIS_Discrete(col_3611) = 0.1855 bits\n",
"AIS_Discrete(col_3612) = 0.1828 bits\n",
"AIS_Discrete(col_3613) = 0.1828 bits\n",
"AIS_Discrete(col_3614) = 0.1829 bits\n",
"AIS_Discrete(col_3615) = 0.1828 bits\n",
"AIS_Discrete(col_3616) = 0.1881 bits\n",
"AIS_Discrete(col_3617) = 0.1752 bits\n",
"AIS_Discrete(col_3618) = 0.1934 bits\n",
"AIS_Discrete(col_3619) = 0.1751 bits\n",
"AIS_Discrete(col_3620) = 0.1961 bits\n",
"AIS_Discrete(col_3621) = 0.1381 bits\n",
"AIS_Discrete(col_3622) = 0.1714 bits\n",
"AIS_Discrete(col_3623) = 0.0799 bits\n",
"AIS_Discrete(col_3624) = 0.1384 bits\n",
"AIS_Discrete(col_3625) = 0.0575 bits\n",
"AIS_Discrete(col_3626) = 0.1916 bits\n",
"AIS_Discrete(col_3627) = 0.0732 bits\n",
"AIS_Discrete(col_3628) = 0.2036 bits\n",
"AIS_Discrete(col_3629) = 0.0620 bits\n",
"AIS_Discrete(col_3630) = 0.1611 bits\n",
"AIS_Discrete(col_3631) = 0.1059 bits\n",
"AIS_Discrete(col_3632) = 0.1565 bits\n",
"AIS_Discrete(col_3633) = 0.1804 bits\n",
"AIS_Discrete(col_3634) = 0.1907 bits\n",
"AIS_Discrete(col_3635) = 0.1777 bits\n",
"AIS_Discrete(col_3636) = 0.2015 bits\n",
"AIS_Discrete(col_3637) = 0.1652 bits\n",
"AIS_Discrete(col_3638) = 0.2184 bits\n",
"AIS_Discrete(col_3639) = 0.1508 bits\n",
"AIS_Discrete(col_3640) = 0.2158 bits\n",
"AIS_Discrete(col_3641) = 0.1330 bits\n",
"AIS_Discrete(col_3642) = 0.1751 bits\n",
"AIS_Discrete(col_3643) = 0.1113 bits\n",
"AIS_Discrete(col_3644) = 0.0949 bits\n",
"AIS_Discrete(col_3645) = 0.1063 bits\n",
"AIS_Discrete(col_3646) = 0.0481 bits\n",
"AIS_Discrete(col_3647) = 0.1423 bits\n",
"AIS_Discrete(col_3648) = 0.0477 bits\n",
"AIS_Discrete(col_3649) = 0.1862 bits\n",
"AIS_Discrete(col_3650) = 0.0762 bits\n",
"AIS_Discrete(col_3651) = 0.2089 bits\n",
"AIS_Discrete(col_3652) = 0.0754 bits\n",
"AIS_Discrete(col_3653) = 0.2979 bits\n",
"AIS_Discrete(col_3654) = 0.0987 bits\n",
"AIS_Discrete(col_3655) = 0.3049 bits\n",
"AIS_Discrete(col_3656) = 0.0969 bits\n",
"AIS_Discrete(col_3657) = 0.3017 bits\n",
"AIS_Discrete(col_3658) = 0.0915 bits\n",
"AIS_Discrete(col_3659) = 0.3194 bits\n",
"AIS_Discrete(col_3660) = 0.0828 bits\n",
"AIS_Discrete(col_3661) = 0.2830 bits\n",
"AIS_Discrete(col_3662) = 0.0759 bits\n",
"AIS_Discrete(col_3663) = 0.2114 bits\n",
"AIS_Discrete(col_3664) = 0.0770 bits\n",
"AIS_Discrete(col_3665) = 0.1101 bits\n",
"AIS_Discrete(col_3666) = 0.0739 bits\n",
"AIS_Discrete(col_3667) = 0.0675 bits\n",
"AIS_Discrete(col_3668) = 0.1215 bits\n",
"AIS_Discrete(col_3669) = 0.0766 bits\n",
"AIS_Discrete(col_3670) = 0.2489 bits\n",
"AIS_Discrete(col_3671) = 0.0845 bits\n",
"AIS_Discrete(col_3672) = 0.2861 bits\n",
"AIS_Discrete(col_3673) = 0.0790 bits\n",
"AIS_Discrete(col_3674) = 0.2627 bits\n",
"AIS_Discrete(col_3675) = 0.0900 bits\n",
"AIS_Discrete(col_3676) = 0.2518 bits\n",
"AIS_Discrete(col_3677) = 0.0901 bits\n",
"AIS_Discrete(col_3678) = 0.2272 bits\n",
"AIS_Discrete(col_3679) = 0.0769 bits\n",
"AIS_Discrete(col_3680) = 0.1892 bits\n",
"AIS_Discrete(col_3681) = 0.0934 bits\n",
"AIS_Discrete(col_3682) = 0.1929 bits\n",
"AIS_Discrete(col_3683) = 0.1362 bits\n",
"AIS_Discrete(col_3684) = 0.1297 bits\n",
"AIS_Discrete(col_3685) = 0.1544 bits\n",
"AIS_Discrete(col_3686) = 0.1462 bits\n",
"AIS_Discrete(col_3687) = 0.2331 bits\n",
"AIS_Discrete(col_3688) = 0.1248 bits\n",
"AIS_Discrete(col_3689) = 0.1987 bits\n",
"AIS_Discrete(col_3690) = 0.0577 bits\n",
"AIS_Discrete(col_3691) = 0.1781 bits\n",
"AIS_Discrete(col_3692) = 0.0664 bits\n",
"AIS_Discrete(col_3693) = 0.2746 bits\n",
"AIS_Discrete(col_3694) = 0.0933 bits\n",
"AIS_Discrete(col_3695) = 0.2139 bits\n",
"AIS_Discrete(col_3696) = 0.0758 bits\n",
"AIS_Discrete(col_3697) = 0.1507 bits\n",
"AIS_Discrete(col_3698) = 0.0812 bits\n",
"AIS_Discrete(col_3699) = 0.1511 bits\n",
"AIS_Discrete(col_3700) = 0.1267 bits\n",
"AIS_Discrete(col_3701) = 0.1293 bits\n",
"AIS_Discrete(col_3702) = 0.1747 bits\n",
"AIS_Discrete(col_3703) = 0.1330 bits\n",
"AIS_Discrete(col_3704) = 0.2220 bits\n",
"AIS_Discrete(col_3705) = 0.0949 bits\n",
"AIS_Discrete(col_3706) = 0.2417 bits\n",
"AIS_Discrete(col_3707) = 0.0880 bits\n",
"AIS_Discrete(col_3708) = 0.3019 bits\n",
"AIS_Discrete(col_3709) = 0.0799 bits\n",
"AIS_Discrete(col_3710) = 0.2587 bits\n",
"AIS_Discrete(col_3711) = 0.0513 bits\n",
"AIS_Discrete(col_3712) = 0.2398 bits\n",
"AIS_Discrete(col_3713) = 0.0660 bits\n",
"AIS_Discrete(col_3714) = 0.3193 bits\n",
"AIS_Discrete(col_3715) = 0.0880 bits\n",
"AIS_Discrete(col_3716) = 0.3019 bits\n",
"AIS_Discrete(col_3717) = 0.0897 bits\n",
"AIS_Discrete(col_3718) = 0.2547 bits\n",
"AIS_Discrete(col_3719) = 0.0830 bits\n",
"AIS_Discrete(col_3720) = 0.1690 bits\n",
"AIS_Discrete(col_3721) = 0.0887 bits\n",
"AIS_Discrete(col_3722) = 0.0913 bits\n",
"AIS_Discrete(col_3723) = 0.1428 bits\n",
"AIS_Discrete(col_3724) = 0.0827 bits\n",
"AIS_Discrete(col_3725) = 0.2322 bits\n",
"AIS_Discrete(col_3726) = 0.0664 bits\n",
"AIS_Discrete(col_3727) = 0.2732 bits\n",
"AIS_Discrete(col_3728) = 0.0493 bits\n",
"AIS_Discrete(col_3729) = 0.2884 bits\n",
"AIS_Discrete(col_3730) = 0.0524 bits\n",
"AIS_Discrete(col_3731) = 0.2571 bits\n",
"AIS_Discrete(col_3732) = 0.0746 bits\n",
"AIS_Discrete(col_3733) = 0.2582 bits\n",
"AIS_Discrete(col_3734) = 0.0841 bits\n",
"AIS_Discrete(col_3735) = 0.2501 bits\n",
"AIS_Discrete(col_3736) = 0.0650 bits\n",
"AIS_Discrete(col_3737) = 0.2835 bits\n",
"AIS_Discrete(col_3738) = 0.0795 bits\n",
"AIS_Discrete(col_3739) = 0.2489 bits\n",
"AIS_Discrete(col_3740) = 0.0796 bits\n",
"AIS_Discrete(col_3741) = 0.3156 bits\n",
"AIS_Discrete(col_3742) = 0.0951 bits\n",
"AIS_Discrete(col_3743) = 0.3014 bits\n",
"AIS_Discrete(col_3744) = 0.1082 bits\n",
"AIS_Discrete(col_3745) = 0.2841 bits\n",
"AIS_Discrete(col_3746) = 0.0936 bits\n",
"AIS_Discrete(col_3747) = 0.2741 bits\n",
"AIS_Discrete(col_3748) = 0.0972 bits\n",
"AIS_Discrete(col_3749) = 0.2708 bits\n",
"AIS_Discrete(col_3750) = 0.0855 bits\n",
"AIS_Discrete(col_3751) = 0.2643 bits\n",
"AIS_Discrete(col_3752) = 0.1243 bits\n",
"AIS_Discrete(col_3753) = 0.2485 bits\n",
"AIS_Discrete(col_3754) = 0.1222 bits\n",
"AIS_Discrete(col_3755) = 0.2547 bits\n",
"AIS_Discrete(col_3756) = 0.1127 bits\n",
"AIS_Discrete(col_3757) = 0.2025 bits\n",
"AIS_Discrete(col_3758) = 0.1286 bits\n",
"AIS_Discrete(col_3759) = 0.2392 bits\n",
"AIS_Discrete(col_3760) = 0.1395 bits\n",
"AIS_Discrete(col_3761) = 0.2187 bits\n",
"AIS_Discrete(col_3762) = 0.1485 bits\n",
"AIS_Discrete(col_3763) = 0.2213 bits\n",
"AIS_Discrete(col_3764) = 0.1485 bits\n",
"AIS_Discrete(col_3765) = 0.2049 bits\n",
"AIS_Discrete(col_3766) = 0.1514 bits\n",
"AIS_Discrete(col_3767) = 0.1935 bits\n",
"AIS_Discrete(col_3768) = 0.1628 bits\n",
"AIS_Discrete(col_3769) = 0.1805 bits\n",
"AIS_Discrete(col_3770) = 0.1542 bits\n",
"AIS_Discrete(col_3771) = 0.1685 bits\n",
"AIS_Discrete(col_3772) = 0.1680 bits\n",
"AIS_Discrete(col_3773) = 0.1855 bits\n",
"AIS_Discrete(col_3774) = 0.1221 bits\n",
"AIS_Discrete(col_3775) = 0.1888 bits\n",
"AIS_Discrete(col_3776) = 0.0979 bits\n",
"AIS_Discrete(col_3777) = 0.2224 bits\n",
"AIS_Discrete(col_3778) = 0.0823 bits\n",
"AIS_Discrete(col_3779) = 0.2008 bits\n",
"AIS_Discrete(col_3780) = 0.0615 bits\n",
"AIS_Discrete(col_3781) = 0.1359 bits\n",
"AIS_Discrete(col_3782) = 0.0609 bits\n",
"AIS_Discrete(col_3783) = 0.1555 bits\n",
"AIS_Discrete(col_3784) = 0.1070 bits\n",
"AIS_Discrete(col_3785) = 0.1696 bits\n",
"AIS_Discrete(col_3786) = 0.1137 bits\n",
"AIS_Discrete(col_3787) = 0.1950 bits\n",
"AIS_Discrete(col_3788) = 0.1354 bits\n",
"AIS_Discrete(col_3789) = 0.2156 bits\n",
"AIS_Discrete(col_3790) = 0.1485 bits\n",
"AIS_Discrete(col_3791) = 0.2187 bits\n",
"AIS_Discrete(col_3792) = 0.1290 bits\n",
"AIS_Discrete(col_3793) = 0.1747 bits\n",
"AIS_Discrete(col_3794) = 0.1313 bits\n",
"AIS_Discrete(col_3795) = 0.1220 bits\n",
"AIS_Discrete(col_3796) = 0.1370 bits\n",
"AIS_Discrete(col_3797) = 0.0728 bits\n",
"AIS_Discrete(col_3798) = 0.1747 bits\n",
"AIS_Discrete(col_3799) = 0.0393 bits\n",
"AIS_Discrete(col_3800) = 0.1880 bits\n",
"AIS_Discrete(col_3801) = 0.0522 bits\n",
"AIS_Discrete(col_3802) = 0.2134 bits\n",
"AIS_Discrete(col_3803) = 0.0998 bits\n",
"AIS_Discrete(col_3804) = 0.2081 bits\n",
"AIS_Discrete(col_3805) = 0.1264 bits\n",
"AIS_Discrete(col_3806) = 0.2611 bits\n",
"AIS_Discrete(col_3807) = 0.1222 bits\n",
"AIS_Discrete(col_3808) = 0.2708 bits\n",
"AIS_Discrete(col_3809) = 0.1222 bits\n",
"AIS_Discrete(col_3810) = 0.2708 bits\n",
"AIS_Discrete(col_3811) = 0.1141 bits\n",
"AIS_Discrete(col_3812) = 0.2287 bits\n",
"AIS_Discrete(col_3813) = 0.0954 bits\n",
"AIS_Discrete(col_3814) = 0.1500 bits\n",
"AIS_Discrete(col_3815) = 0.0922 bits\n",
"AIS_Discrete(col_3816) = 0.1085 bits\n",
"AIS_Discrete(col_3817) = 0.0834 bits\n",
"AIS_Discrete(col_3818) = 0.0807 bits\n",
"AIS_Discrete(col_3819) = 0.1028 bits\n",
"AIS_Discrete(col_3820) = 0.1033 bits\n",
"AIS_Discrete(col_3821) = 0.1947 bits\n",
"AIS_Discrete(col_3822) = 0.1026 bits\n",
"AIS_Discrete(col_3823) = 0.2463 bits\n",
"AIS_Discrete(col_3824) = 0.0853 bits\n",
"AIS_Discrete(col_3825) = 0.2057 bits\n",
"AIS_Discrete(col_3826) = 0.0631 bits\n",
"AIS_Discrete(col_3827) = 0.1597 bits\n",
"AIS_Discrete(col_3828) = 0.1171 bits\n",
"AIS_Discrete(col_3829) = 0.1439 bits\n",
"AIS_Discrete(col_3830) = 0.1551 bits\n",
"AIS_Discrete(col_3831) = 0.1056 bits\n",
"AIS_Discrete(col_3832) = 0.1029 bits\n",
"AIS_Discrete(col_3833) = 0.0842 bits\n",
"AIS_Discrete(col_3834) = 0.0976 bits\n",
"AIS_Discrete(col_3835) = 0.1268 bits\n",
"AIS_Discrete(col_3836) = 0.1197 bits\n",
"AIS_Discrete(col_3837) = 0.1677 bits\n",
"AIS_Discrete(col_3838) = 0.1881 bits\n",
"AIS_Discrete(col_3839) = 0.1907 bits\n",
"AIS_Discrete(col_3840) = 0.1701 bits\n",
"AIS_Discrete(col_3841) = 0.1934 bits\n",
"AIS_Discrete(col_3842) = 0.1627 bits\n",
"AIS_Discrete(col_3843) = 0.2127 bits\n",
"AIS_Discrete(col_3844) = 0.1462 bits\n",
"AIS_Discrete(col_3845) = 0.1751 bits\n",
"AIS_Discrete(col_3846) = 0.1352 bits\n",
"AIS_Discrete(col_3847) = 0.2304 bits\n",
"AIS_Discrete(col_3848) = 0.1264 bits\n",
"AIS_Discrete(col_3849) = 0.2458 bits\n",
"AIS_Discrete(col_3850) = 0.1162 bits\n",
"AIS_Discrete(col_3851) = 0.2741 bits\n",
"AIS_Discrete(col_3852) = 0.1121 bits\n",
"AIS_Discrete(col_3853) = 0.2910 bits\n",
"AIS_Discrete(col_3854) = 0.0798 bits\n",
"AIS_Discrete(col_3855) = 0.3266 bits\n",
"AIS_Discrete(col_3856) = 0.0828 bits\n",
"AIS_Discrete(col_3857) = 0.3380 bits\n",
"AIS_Discrete(col_3858) = 0.0715 bits\n",
"AIS_Discrete(col_3859) = 0.3613 bits\n",
"AIS_Discrete(col_3860) = 0.0413 bits\n",
"AIS_Discrete(col_3861) = 0.2640 bits\n",
"AIS_Discrete(col_3862) = 0.0240 bits\n",
"AIS_Discrete(col_3863) = 0.2257 bits\n",
"AIS_Discrete(col_3864) = 0.0573 bits\n",
"AIS_Discrete(col_3865) = 0.1223 bits\n",
"AIS_Discrete(col_3866) = 0.1082 bits\n",
"AIS_Discrete(col_3867) = 0.0383 bits\n",
"AIS_Discrete(col_3868) = 0.2434 bits\n",
"AIS_Discrete(col_3869) = 0.0477 bits\n",
"AIS_Discrete(col_3870) = 0.3981 bits\n",
"AIS_Discrete(col_3871) = 0.0418 bits\n",
"AIS_Discrete(col_3872) = 0.4065 bits\n",
"AIS_Discrete(col_3873) = 0.0396 bits\n",
"AIS_Discrete(col_3874) = 0.3979 bits\n",
"AIS_Discrete(col_3875) = 0.0596 bits\n",
"AIS_Discrete(col_3876) = 0.2747 bits\n",
"AIS_Discrete(col_3877) = 0.0569 bits\n",
"AIS_Discrete(col_3878) = 0.3940 bits\n",
"AIS_Discrete(col_3879) = 0.0596 bits\n",
"AIS_Discrete(col_3880) = 0.2310 bits\n",
"AIS_Discrete(col_3881) = 0.0640 bits\n",
"AIS_Discrete(col_3882) = 0.3814 bits\n",
"AIS_Discrete(col_3883) = 0.0640 bits\n",
"AIS_Discrete(col_3884) = 0.3577 bits\n",
"AIS_Discrete(col_3885) = 0.0715 bits\n",
"AIS_Discrete(col_3886) = 0.1162 bits\n",
"AIS_Discrete(col_3887) = 0.0375 bits\n",
"AIS_Discrete(col_3888) = 0.0358 bits\n",
"AIS_Discrete(col_3889) = 0.1387 bits\n",
"AIS_Discrete(col_3890) = 0.0618 bits\n",
"AIS_Discrete(col_3891) = 0.2508 bits\n",
"AIS_Discrete(col_3892) = 0.0768 bits\n",
"AIS_Discrete(col_3893) = 0.3059 bits\n",
"AIS_Discrete(col_3894) = 0.0795 bits\n",
"AIS_Discrete(col_3895) = 0.3417 bits\n",
"AIS_Discrete(col_3896) = 0.0812 bits\n",
"AIS_Discrete(col_3897) = 0.3416 bits\n",
"AIS_Discrete(col_3898) = 0.0862 bits\n",
"AIS_Discrete(col_3899) = 0.3416 bits\n",
"AIS_Discrete(col_3900) = 0.0862 bits\n",
"AIS_Discrete(col_3901) = 0.3416 bits\n",
"AIS_Discrete(col_3902) = 0.0828 bits\n",
"AIS_Discrete(col_3903) = 0.3056 bits\n",
"AIS_Discrete(col_3904) = 0.0588 bits\n",
"AIS_Discrete(col_3905) = 0.3416 bits\n",
"AIS_Discrete(col_3906) = 0.0763 bits\n",
"AIS_Discrete(col_3907) = 0.2706 bits\n",
"AIS_Discrete(col_3908) = 0.0512 bits\n",
"AIS_Discrete(col_3909) = 0.3161 bits\n",
"AIS_Discrete(col_3910) = 0.0235 bits\n",
"AIS_Discrete(col_3911) = 0.1157 bits\n",
"AIS_Discrete(col_3912) = 0.0410 bits\n",
"AIS_Discrete(col_3913) = 0.0538 bits\n",
"AIS_Discrete(col_3914) = 0.2362 bits\n",
"AIS_Discrete(col_3915) = 0.0424 bits\n",
"AIS_Discrete(col_3916) = 0.3050 bits\n",
"AIS_Discrete(col_3917) = 0.0413 bits\n",
"AIS_Discrete(col_3918) = 0.3693 bits\n",
"AIS_Discrete(col_3919) = 0.0611 bits\n",
"AIS_Discrete(col_3920) = 0.3814 bits\n",
"AIS_Discrete(col_3921) = 0.0625 bits\n",
"AIS_Discrete(col_3922) = 0.4022 bits\n",
"AIS_Discrete(col_3923) = 0.0596 bits\n",
"AIS_Discrete(col_3924) = 0.3899 bits\n",
"AIS_Discrete(col_3925) = 0.0418 bits\n",
"AIS_Discrete(col_3926) = 0.3343 bits\n",
"AIS_Discrete(col_3927) = 0.0259 bits\n",
"AIS_Discrete(col_3928) = 0.3045 bits\n",
"AIS_Discrete(col_3929) = 0.0434 bits\n",
"AIS_Discrete(col_3930) = 0.3618 bits\n",
"AIS_Discrete(col_3931) = 0.0411 bits\n",
"AIS_Discrete(col_3932) = 0.3098 bits\n",
"AIS_Discrete(col_3933) = 0.0414 bits\n",
"AIS_Discrete(col_3934) = 0.0843 bits\n",
"AIS_Discrete(col_3935) = 0.1013 bits\n",
"AIS_Discrete(col_3936) = 0.0366 bits\n",
"AIS_Discrete(col_3937) = 0.3972 bits\n",
"AIS_Discrete(col_3938) = 0.0404 bits\n",
"AIS_Discrete(col_3939) = 0.4701 bits\n",
"AIS_Discrete(col_3940) = 0.0370 bits\n",
"AIS_Discrete(col_3941) = 0.4846 bits\n",
"AIS_Discrete(col_3942) = 0.0370 bits\n",
"AIS_Discrete(col_3943) = 0.4393 bits\n",
"AIS_Discrete(col_3944) = 0.0359 bits\n",
"AIS_Discrete(col_3945) = 0.4896 bits\n",
"AIS_Discrete(col_3946) = 0.0348 bits\n",
"AIS_Discrete(col_3947) = 0.5097 bits\n",
"AIS_Discrete(col_3948) = 0.0348 bits\n",
"AIS_Discrete(col_3949) = 0.4752 bits\n",
"AIS_Discrete(col_3950) = 0.0359 bits\n",
"AIS_Discrete(col_3951) = 0.4564 bits\n",
"AIS_Discrete(col_3952) = 0.0348 bits\n",
"AIS_Discrete(col_3953) = 0.1341 bits\n",
"AIS_Discrete(col_3954) = 0.0439 bits\n",
"AIS_Discrete(col_3955) = 0.4605 bits\n",
"AIS_Discrete(col_3956) = 0.0392 bits\n",
"AIS_Discrete(col_3957) = 0.1030 bits\n",
"AIS_Discrete(col_3958) = 0.0624 bits\n",
"AIS_Discrete(col_3959) = 0.0521 bits\n",
"AIS_Discrete(col_3960) = 0.2727 bits\n",
"AIS_Discrete(col_3961) = 0.0298 bits\n",
"AIS_Discrete(col_3962) = 0.2639 bits\n",
"AIS_Discrete(col_3963) = 0.0148 bits\n",
"AIS_Discrete(col_3964) = 0.2978 bits\n",
"AIS_Discrete(col_3965) = 0.0503 bits\n",
"AIS_Discrete(col_3966) = 0.3774 bits\n",
"AIS_Discrete(col_3967) = 0.0654 bits\n",
"AIS_Discrete(col_3968) = 0.3854 bits\n",
"AIS_Discrete(col_3969) = 0.0699 bits\n",
"AIS_Discrete(col_3970) = 0.3691 bits\n",
"AIS_Discrete(col_3971) = 0.0655 bits\n",
"AIS_Discrete(col_3972) = 0.2351 bits\n",
"AIS_Discrete(col_3973) = 0.0700 bits\n",
"AIS_Discrete(col_3974) = 0.3496 bits\n",
"AIS_Discrete(col_3975) = 0.0715 bits\n",
"AIS_Discrete(col_3976) = 0.3307 bits\n",
"AIS_Discrete(col_3977) = 0.0509 bits\n",
"AIS_Discrete(col_3978) = 0.2163 bits\n",
"AIS_Discrete(col_3979) = 0.0732 bits\n",
"AIS_Discrete(col_3980) = 0.3269 bits\n",
"AIS_Discrete(col_3981) = 0.0716 bits\n",
"AIS_Discrete(col_3982) = 0.3416 bits\n",
"AIS_Discrete(col_3983) = 0.0812 bits\n",
"AIS_Discrete(col_3984) = 0.2466 bits\n",
"AIS_Discrete(col_3985) = 0.0441 bits\n",
"AIS_Discrete(col_3986) = 0.1574 bits\n",
"AIS_Discrete(col_3987) = 0.0406 bits\n",
"AIS_Discrete(col_3988) = 0.0818 bits\n",
"AIS_Discrete(col_3989) = 0.0889 bits\n",
"AIS_Discrete(col_3990) = 0.0691 bits\n",
"AIS_Discrete(col_3991) = 0.2489 bits\n",
"AIS_Discrete(col_3992) = 0.0780 bits\n",
"AIS_Discrete(col_3993) = 0.3121 bits\n",
"AIS_Discrete(col_3994) = 0.0932 bits\n",
"AIS_Discrete(col_3995) = 0.3229 bits\n",
"AIS_Discrete(col_3996) = 0.0880 bits\n",
"AIS_Discrete(col_3997) = 0.3229 bits\n",
"AIS_Discrete(col_3998) = 0.0932 bits\n",
"AIS_Discrete(col_3999) = 0.3266 bits\n",
"AIS_Discrete(col_4000) = 0.0915 bits\n",
"AIS_Discrete(col_4001) = 0.3341 bits\n",
"AIS_Discrete(col_4002) = 0.0879 bits\n",
"AIS_Discrete(col_4003) = 0.3341 bits\n",
"AIS_Discrete(col_4004) = 0.0510 bits\n",
"AIS_Discrete(col_4005) = 0.2857 bits\n",
"AIS_Discrete(col_4006) = 0.0550 bits\n",
"AIS_Discrete(col_4007) = 0.2718 bits\n",
"AIS_Discrete(col_4008) = 0.0671 bits\n",
"AIS_Discrete(col_4009) = 0.3457 bits\n",
"AIS_Discrete(col_4010) = 0.0779 bits\n",
"AIS_Discrete(col_4011) = 0.3418 bits\n",
"AIS_Discrete(col_4012) = 0.0731 bits\n",
"AIS_Discrete(col_4013) = 0.2587 bits\n",
"AIS_Discrete(col_4014) = 0.0732 bits\n",
"AIS_Discrete(col_4015) = 0.3380 bits\n",
"AIS_Discrete(col_4016) = 0.0548 bits\n",
"AIS_Discrete(col_4017) = 0.2903 bits\n",
"AIS_Discrete(col_4018) = 0.0542 bits\n",
"AIS_Discrete(col_4019) = 0.3160 bits\n",
"AIS_Discrete(col_4020) = 0.0845 bits\n",
"AIS_Discrete(col_4021) = 0.3303 bits\n",
"AIS_Discrete(col_4022) = 0.0932 bits\n",
"AIS_Discrete(col_4023) = 0.3193 bits\n",
"AIS_Discrete(col_4024) = 0.0950 bits\n",
"AIS_Discrete(col_4025) = 0.3049 bits\n",
"AIS_Discrete(col_4026) = 0.0864 bits\n",
"AIS_Discrete(col_4027) = 0.2979 bits\n",
"AIS_Discrete(col_4028) = 0.0987 bits\n",
"AIS_Discrete(col_4029) = 0.2979 bits\n",
"AIS_Discrete(col_4030) = 0.1062 bits\n",
"AIS_Discrete(col_4031) = 0.2809 bits\n",
"AIS_Discrete(col_4032) = 0.1082 bits\n",
"AIS_Discrete(col_4033) = 0.2875 bits\n",
"AIS_Discrete(col_4034) = 0.1101 bits\n",
"AIS_Discrete(col_4035) = 0.2808 bits\n",
"AIS_Discrete(col_4036) = 0.1141 bits\n",
"AIS_Discrete(col_4037) = 0.2808 bits\n",
"AIS_Discrete(col_4038) = 0.1026 bits\n",
"AIS_Discrete(col_4039) = 0.2708 bits\n",
"AIS_Discrete(col_4040) = 0.1141 bits\n",
"AIS_Discrete(col_4041) = 0.2774 bits\n",
"AIS_Discrete(col_4042) = 0.1201 bits\n",
"AIS_Discrete(col_4043) = 0.2708 bits\n",
"AIS_Discrete(col_4044) = 0.1202 bits\n",
"AIS_Discrete(col_4045) = 0.2611 bits\n",
"AIS_Discrete(col_4046) = 0.1285 bits\n",
"AIS_Discrete(col_4047) = 0.1580 bits\n",
"AIS_Discrete(col_4048) = 0.1051 bits\n",
"AIS_Discrete(col_4049) = 0.0966 bits\n",
"AIS_Discrete(col_4050) = 0.1705 bits\n",
"AIS_Discrete(col_4051) = 0.0769 bits\n",
"AIS_Discrete(col_4052) = 0.2222 bits\n",
"AIS_Discrete(col_4053) = 0.0242 bits\n",
"AIS_Discrete(col_4054) = 0.2586 bits\n",
"AIS_Discrete(col_4055) = 0.0249 bits\n",
"AIS_Discrete(col_4056) = 0.3056 bits\n",
"AIS_Discrete(col_4057) = 0.0631 bits\n",
"AIS_Discrete(col_4058) = 0.2390 bits\n",
"AIS_Discrete(col_4059) = 0.0696 bits\n",
"AIS_Discrete(col_4060) = 0.2515 bits\n",
"AIS_Discrete(col_4061) = 0.1202 bits\n",
"AIS_Discrete(col_4062) = 0.2517 bits\n",
"AIS_Discrete(col_4063) = 0.1046 bits\n",
"AIS_Discrete(col_4064) = 0.1141 bits\n",
"AIS_Discrete(col_4065) = 0.0935 bits\n",
"AIS_Discrete(col_4066) = 0.0263 bits\n",
"AIS_Discrete(col_4067) = 0.2005 bits\n",
"AIS_Discrete(col_4068) = 0.0386 bits\n",
"AIS_Discrete(col_4069) = 0.3484 bits\n",
"AIS_Discrete(col_4070) = 0.0480 bits\n",
"AIS_Discrete(col_4071) = 0.3588 bits\n",
"AIS_Discrete(col_4072) = 0.0625 bits\n",
"AIS_Discrete(col_4073) = 0.2992 bits\n",
"AIS_Discrete(col_4074) = 0.0631 bits\n",
"AIS_Discrete(col_4075) = 0.3022 bits\n",
"AIS_Discrete(col_4076) = 0.0780 bits\n",
"AIS_Discrete(col_4077) = 0.2050 bits\n",
"AIS_Discrete(col_4078) = 0.0678 bits\n",
"AIS_Discrete(col_4079) = 0.1077 bits\n",
"AIS_Discrete(col_4080) = 0.1190 bits\n",
"AIS_Discrete(col_4081) = 0.1445 bits\n",
"AIS_Discrete(col_4082) = 0.1834 bits\n",
"AIS_Discrete(col_4083) = 0.1318 bits\n",
"AIS_Discrete(col_4084) = 0.2028 bits\n",
"AIS_Discrete(col_4085) = 0.1018 bits\n",
"AIS_Discrete(col_4086) = 0.2256 bits\n",
"AIS_Discrete(col_4087) = 0.0581 bits\n",
"AIS_Discrete(col_4088) = 0.2431 bits\n",
"AIS_Discrete(col_4089) = 0.0644 bits\n",
"AIS_Discrete(col_4090) = 0.2955 bits\n",
"AIS_Discrete(col_4091) = 0.0881 bits\n",
"AIS_Discrete(col_4092) = 0.2685 bits\n",
"AIS_Discrete(col_4093) = 0.0663 bits\n",
"AIS_Discrete(col_4094) = 0.2413 bits\n",
"AIS_Discrete(col_4095) = 0.0680 bits\n",
"AIS_Discrete(col_4096) = 0.2445 bits\n",
"AIS_Discrete(col_4097) = 0.0852 bits\n",
"AIS_Discrete(col_4098) = 0.2644 bits\n",
"AIS_Discrete(col_4099) = 0.0885 bits\n",
"AIS_Discrete(col_4100) = 0.2377 bits\n",
"AIS_Discrete(col_4101) = 0.0871 bits\n",
"AIS_Discrete(col_4102) = 0.1735 bits\n",
"AIS_Discrete(col_4103) = 0.0817 bits\n",
"AIS_Discrete(col_4104) = 0.1165 bits\n",
"AIS_Discrete(col_4105) = 0.1051 bits\n",
"AIS_Discrete(col_4106) = 0.1305 bits\n",
"AIS_Discrete(col_4107) = 0.1455 bits\n",
"AIS_Discrete(col_4108) = 0.0853 bits\n",
"AIS_Discrete(col_4109) = 0.1604 bits\n",
"AIS_Discrete(col_4110) = 0.0754 bits\n",
"AIS_Discrete(col_4111) = 0.2057 bits\n",
"AIS_Discrete(col_4112) = 0.0749 bits\n",
"AIS_Discrete(col_4113) = 0.1830 bits\n",
"AIS_Discrete(col_4114) = 0.0656 bits\n",
"AIS_Discrete(col_4115) = 0.1943 bits\n",
"AIS_Discrete(col_4116) = 0.0679 bits\n",
"AIS_Discrete(col_4117) = 0.0880 bits\n",
"AIS_Discrete(col_4118) = 0.1126 bits\n",
"AIS_Discrete(col_4119) = 0.0807 bits\n",
"AIS_Discrete(col_4120) = 0.1984 bits\n",
"AIS_Discrete(col_4121) = 0.0883 bits\n",
"AIS_Discrete(col_4122) = 0.2017 bits\n",
"AIS_Discrete(col_4123) = 0.0807 bits\n",
"AIS_Discrete(col_4124) = 0.1988 bits\n",
"AIS_Discrete(col_4125) = 0.0546 bits\n",
"AIS_Discrete(col_4126) = 0.1477 bits\n",
"AIS_Discrete(col_4127) = 0.0539 bits\n",
"AIS_Discrete(col_4128) = 0.1100 bits\n",
"AIS_Discrete(col_4129) = 0.1131 bits\n",
"AIS_Discrete(col_4130) = 0.1221 bits\n",
"AIS_Discrete(col_4131) = 0.1628 bits\n",
"AIS_Discrete(col_4132) = 0.1362 bits\n",
"AIS_Discrete(col_4133) = 0.1988 bits\n",
"AIS_Discrete(col_4134) = 0.1777 bits\n",
"AIS_Discrete(col_4135) = 0.1662 bits\n",
"AIS_Discrete(col_4136) = 0.1365 bits\n",
"AIS_Discrete(col_4137) = 0.1394 bits\n",
"AIS_Discrete(col_4138) = 0.1428 bits\n",
"AIS_Discrete(col_4139) = 0.1762 bits\n",
"AIS_Discrete(col_4140) = 0.1557 bits\n",
"AIS_Discrete(col_4141) = 0.2019 bits\n",
"AIS_Discrete(col_4142) = 0.1309 bits\n",
"AIS_Discrete(col_4143) = 0.1869 bits\n",
"AIS_Discrete(col_4144) = 0.1238 bits\n",
"AIS_Discrete(col_4145) = 0.1751 bits\n",
"AIS_Discrete(col_4146) = 0.1344 bits\n",
"AIS_Discrete(col_4147) = 0.1651 bits\n",
"AIS_Discrete(col_4148) = 0.1297 bits\n",
"AIS_Discrete(col_4149) = 0.1727 bits\n",
"AIS_Discrete(col_4150) = 0.1881 bits\n",
"AIS_Discrete(col_4151) = 0.1777 bits\n",
"AIS_Discrete(col_4152) = 0.1391 bits\n",
"AIS_Discrete(col_4153) = 0.1751 bits\n",
"AIS_Discrete(col_4154) = 0.2015 bits\n",
"AIS_Discrete(col_4155) = 0.1676 bits\n",
"AIS_Discrete(col_4156) = 0.1357 bits\n",
"AIS_Discrete(col_4157) = 0.1627 bits\n",
"AIS_Discrete(col_4158) = 0.2044 bits\n",
"AIS_Discrete(col_4159) = 0.1172 bits\n",
"AIS_Discrete(col_4160) = 0.1966 bits\n",
"AIS_Discrete(col_4161) = 0.0631 bits\n",
"AIS_Discrete(col_4162) = 0.2215 bits\n",
"AIS_Discrete(col_4163) = 0.0328 bits\n",
"AIS_Discrete(col_4164) = 0.2441 bits\n",
"AIS_Discrete(col_4165) = 0.0121 bits\n",
"AIS_Discrete(col_4166) = 0.1750 bits\n",
"AIS_Discrete(col_4167) = 0.0518 bits\n",
"AIS_Discrete(col_4168) = 0.1502 bits\n",
"AIS_Discrete(col_4169) = 0.1405 bits\n",
"AIS_Discrete(col_4170) = 0.1428 bits\n",
"AIS_Discrete(col_4171) = 0.1888 bits\n",
"AIS_Discrete(col_4172) = 0.1555 bits\n",
"AIS_Discrete(col_4173) = 0.1938 bits\n",
"AIS_Discrete(col_4174) = 0.1627 bits\n",
"AIS_Discrete(col_4175) = 0.2071 bits\n",
"AIS_Discrete(col_4176) = 0.1652 bits\n",
"AIS_Discrete(col_4177) = 0.1988 bits\n",
"AIS_Discrete(col_4178) = 0.1777 bits\n",
"AIS_Discrete(col_4179) = 0.1907 bits\n",
"AIS_Discrete(col_4180) = 0.1828 bits\n",
"AIS_Discrete(col_4181) = 0.1727 bits\n",
"AIS_Discrete(col_4182) = 0.1908 bits\n",
"AIS_Discrete(col_4183) = 0.1196 bits\n",
"AIS_Discrete(col_4184) = 0.1909 bits\n",
"AIS_Discrete(col_4185) = 0.1652 bits\n",
"AIS_Discrete(col_4186) = 0.1443 bits\n",
"AIS_Discrete(col_4187) = 0.1280 bits\n",
"AIS_Discrete(col_4188) = 0.0632 bits\n",
"AIS_Discrete(col_4189) = 0.1585 bits\n",
"AIS_Discrete(col_4190) = 0.0327 bits\n",
"AIS_Discrete(col_4191) = 0.2249 bits\n",
"AIS_Discrete(col_4192) = 0.0405 bits\n",
"AIS_Discrete(col_4193) = 0.1943 bits\n",
"AIS_Discrete(col_4194) = 0.0703 bits\n",
"AIS_Discrete(col_4195) = 0.1532 bits\n",
"AIS_Discrete(col_4196) = 0.1542 bits\n",
"AIS_Discrete(col_4197) = 0.1777 bits\n",
"AIS_Discrete(col_4198) = 0.1730 bits\n",
"AIS_Discrete(col_4199) = 0.1777 bits\n",
"AIS_Discrete(col_4200) = 0.1881 bits\n",
"AIS_Discrete(col_4201) = 0.1854 bits\n",
"AIS_Discrete(col_4202) = 0.1584 bits\n",
"AIS_Discrete(col_4203) = 0.1703 bits\n",
"AIS_Discrete(col_4204) = 0.1855 bits\n",
"AIS_Discrete(col_4205) = 0.1752 bits\n",
"AIS_Discrete(col_4206) = 0.1753 bits\n",
"AIS_Discrete(col_4207) = 0.1321 bits\n",
"AIS_Discrete(col_4208) = 0.1893 bits\n",
"AIS_Discrete(col_4209) = 0.0691 bits\n",
"AIS_Discrete(col_4210) = 0.2378 bits\n",
"AIS_Discrete(col_4211) = 0.0303 bits\n",
"AIS_Discrete(col_4212) = 0.2797 bits\n",
"AIS_Discrete(col_4213) = 0.0241 bits\n",
"AIS_Discrete(col_4214) = 0.2446 bits\n",
"AIS_Discrete(col_4215) = 0.0470 bits\n",
"AIS_Discrete(col_4216) = 0.1807 bits\n",
"AIS_Discrete(col_4217) = 0.0938 bits\n",
"AIS_Discrete(col_4218) = 0.1455 bits\n",
"AIS_Discrete(col_4219) = 0.1504 bits\n",
"AIS_Discrete(col_4220) = 0.1628 bits\n",
"AIS_Discrete(col_4221) = 0.1908 bits\n",
"AIS_Discrete(col_4222) = 0.1751 bits\n",
"AIS_Discrete(col_4223) = 0.1804 bits\n",
"AIS_Discrete(col_4224) = 0.1828 bits\n",
"AIS_Discrete(col_4225) = 0.1907 bits\n",
"AIS_Discrete(col_4226) = 0.1777 bits\n",
"AIS_Discrete(col_4227) = 0.1934 bits\n",
"AIS_Discrete(col_4228) = 0.1752 bits\n",
"AIS_Discrete(col_4229) = 0.1752 bits\n",
"AIS_Discrete(col_4230) = 0.1855 bits\n",
"AIS_Discrete(col_4231) = 0.1677 bits\n",
"AIS_Discrete(col_4232) = 0.1730 bits\n",
"AIS_Discrete(col_4233) = 0.1293 bits\n",
"AIS_Discrete(col_4234) = 0.1576 bits\n",
"AIS_Discrete(col_4235) = 0.0577 bits\n",
"AIS_Discrete(col_4236) = 0.1239 bits\n",
"AIS_Discrete(col_4237) = 0.0391 bits\n",
"AIS_Discrete(col_4238) = 0.1172 bits\n",
"AIS_Discrete(col_4239) = 0.1019 bits\n",
"AIS_Discrete(col_4240) = 0.1316 bits\n",
"AIS_Discrete(col_4241) = 0.1807 bits\n",
"AIS_Discrete(col_4242) = 0.1360 bits\n",
"AIS_Discrete(col_4243) = 0.1447 bits\n",
"AIS_Discrete(col_4244) = 0.1229 bits\n",
"AIS_Discrete(col_4245) = 0.1422 bits\n",
"AIS_Discrete(col_4246) = 0.1248 bits\n",
"AIS_Discrete(col_4247) = 0.1558 bits\n",
"AIS_Discrete(col_4248) = 0.1442 bits\n",
"AIS_Discrete(col_4249) = 0.1888 bits\n",
"AIS_Discrete(col_4250) = 0.1488 bits\n",
"AIS_Discrete(col_4251) = 0.2102 bits\n",
"AIS_Discrete(col_4252) = 0.1353 bits\n",
"AIS_Discrete(col_4253) = 0.2019 bits\n",
"AIS_Discrete(col_4254) = 0.1374 bits\n",
"AIS_Discrete(col_4255) = 0.1976 bits\n",
"AIS_Discrete(col_4256) = 0.1372 bits\n",
"AIS_Discrete(col_4257) = 0.2246 bits\n",
"AIS_Discrete(col_4258) = 0.1186 bits\n",
"AIS_Discrete(col_4259) = 0.1880 bits\n",
"AIS_Discrete(col_4260) = 0.1091 bits\n",
"AIS_Discrete(col_4261) = 0.1493 bits\n",
"AIS_Discrete(col_4262) = 0.1345 bits\n",
"AIS_Discrete(col_4263) = 0.1609 bits\n",
"AIS_Discrete(col_4264) = 0.1777 bits\n",
"AIS_Discrete(col_4265) = 0.1071 bits\n",
"AIS_Discrete(col_4266) = 0.1367 bits\n",
"AIS_Discrete(col_4267) = 0.0693 bits\n",
"AIS_Discrete(col_4268) = 0.2069 bits\n",
"AIS_Discrete(col_4269) = 0.0418 bits\n",
"AIS_Discrete(col_4270) = 0.1909 bits\n",
"AIS_Discrete(col_4271) = 0.0581 bits\n",
"AIS_Discrete(col_4272) = 0.2114 bits\n",
"AIS_Discrete(col_4273) = 0.0991 bits\n",
"AIS_Discrete(col_4274) = 0.2133 bits\n",
"AIS_Discrete(col_4275) = 0.1289 bits\n",
"AIS_Discrete(col_4276) = 0.2277 bits\n",
"AIS_Discrete(col_4277) = 0.1184 bits\n",
"AIS_Discrete(col_4278) = 0.2365 bits\n",
"AIS_Discrete(col_4279) = 0.1224 bits\n",
"AIS_Discrete(col_4280) = 0.1904 bits\n",
"AIS_Discrete(col_4281) = 0.1263 bits\n",
"AIS_Discrete(col_4282) = 0.1685 bits\n",
"AIS_Discrete(col_4283) = 0.1593 bits\n",
"AIS_Discrete(col_4284) = 0.1703 bits\n",
"AIS_Discrete(col_4285) = 0.1882 bits\n",
"AIS_Discrete(col_4286) = 0.1802 bits\n",
"AIS_Discrete(col_4287) = 0.1855 bits\n",
"AIS_Discrete(col_4288) = 0.1727 bits\n",
"AIS_Discrete(col_4289) = 0.1409 bits\n",
"AIS_Discrete(col_4290) = 0.1356 bits\n",
"AIS_Discrete(col_4291) = 0.0872 bits\n",
"AIS_Discrete(col_4292) = 0.1604 bits\n",
"AIS_Discrete(col_4293) = 0.0602 bits\n",
"AIS_Discrete(col_4294) = 0.1381 bits\n",
"AIS_Discrete(col_4295) = 0.0444 bits\n",
"AIS_Discrete(col_4296) = 0.1370 bits\n",
"AIS_Discrete(col_4297) = 0.1171 bits\n",
"AIS_Discrete(col_4298) = 0.1907 bits\n",
"AIS_Discrete(col_4299) = 0.1727 bits\n",
"AIS_Discrete(col_4300) = 0.1803 bits\n",
"AIS_Discrete(col_4301) = 0.1803 bits\n",
"AIS_Discrete(col_4302) = 0.1855 bits\n",
"AIS_Discrete(col_4303) = 0.1881 bits\n",
"AIS_Discrete(col_4304) = 0.1907 bits\n",
"AIS_Discrete(col_4305) = 0.1854 bits\n",
"AIS_Discrete(col_4306) = 0.1828 bits\n",
"AIS_Discrete(col_4307) = 0.1454 bits\n",
"AIS_Discrete(col_4308) = 0.1751 bits\n",
"AIS_Discrete(col_4309) = 0.1962 bits\n",
"AIS_Discrete(col_4310) = 0.1627 bits\n",
"AIS_Discrete(col_4311) = 0.0970 bits\n",
"AIS_Discrete(col_4312) = 0.1447 bits\n",
"AIS_Discrete(col_4313) = 0.1156 bits\n",
"AIS_Discrete(col_4314) = 0.1641 bits\n",
"AIS_Discrete(col_4315) = 0.0780 bits\n",
"AIS_Discrete(col_4316) = 0.1477 bits\n",
"AIS_Discrete(col_4317) = 0.0910 bits\n",
"AIS_Discrete(col_4318) = 0.1389 bits\n",
"AIS_Discrete(col_4319) = 0.0669 bits\n",
"AIS_Discrete(col_4320) = 0.1146 bits\n",
"AIS_Discrete(col_4321) = 0.0894 bits\n",
"AIS_Discrete(col_4322) = 0.2392 bits\n",
"AIS_Discrete(col_4323) = 0.1202 bits\n",
"AIS_Discrete(col_4324) = 0.2395 bits\n",
"AIS_Discrete(col_4325) = 0.1181 bits\n",
"AIS_Discrete(col_4326) = 0.2677 bits\n",
"AIS_Discrete(col_4327) = 0.1101 bits\n",
"AIS_Discrete(col_4328) = 0.2808 bits\n",
"AIS_Discrete(col_4329) = 0.1101 bits\n",
"AIS_Discrete(col_4330) = 0.2909 bits\n",
"AIS_Discrete(col_4331) = 0.1082 bits\n",
"AIS_Discrete(col_4332) = 0.3049 bits\n",
"AIS_Discrete(col_4333) = 0.0933 bits\n",
"AIS_Discrete(col_4334) = 0.2825 bits\n",
"AIS_Discrete(col_4335) = 0.0805 bits\n",
"AIS_Discrete(col_4336) = 0.2850 bits\n",
"AIS_Discrete(col_4337) = 0.0897 bits\n",
"AIS_Discrete(col_4338) = 0.2853 bits\n",
"AIS_Discrete(col_4339) = 0.0785 bits\n",
"AIS_Discrete(col_4340) = 0.3168 bits\n",
"AIS_Discrete(col_4341) = 0.0795 bits\n",
"AIS_Discrete(col_4342) = 0.3417 bits\n",
"AIS_Discrete(col_4343) = 0.0763 bits\n",
"AIS_Discrete(col_4344) = 0.3493 bits\n",
"AIS_Discrete(col_4345) = 0.0747 bits\n",
"AIS_Discrete(col_4346) = 0.3571 bits\n",
"AIS_Discrete(col_4347) = 0.0779 bits\n",
"AIS_Discrete(col_4348) = 0.3572 bits\n",
"AIS_Discrete(col_4349) = 0.0762 bits\n",
"AIS_Discrete(col_4350) = 0.3572 bits\n",
"AIS_Discrete(col_4351) = 0.0700 bits\n",
"AIS_Discrete(col_4352) = 0.3651 bits\n",
"AIS_Discrete(col_4353) = 0.0626 bits\n",
"AIS_Discrete(col_4354) = 0.3731 bits\n",
"AIS_Discrete(col_4355) = 0.0597 bits\n",
"AIS_Discrete(col_4356) = 0.3812 bits\n",
"AIS_Discrete(col_4357) = 0.0684 bits\n",
"AIS_Discrete(col_4358) = 0.3895 bits\n",
"AIS_Discrete(col_4359) = 0.0528 bits\n",
"AIS_Discrete(col_4360) = 0.3980 bits\n",
"AIS_Discrete(col_4361) = 0.0568 bits\n",
"AIS_Discrete(col_4362) = 0.4329 bits\n",
"AIS_Discrete(col_4363) = 0.0463 bits\n",
"AIS_Discrete(col_4364) = 0.4512 bits\n",
"AIS_Discrete(col_4365) = 0.0392 bits\n",
"AIS_Discrete(col_4366) = 0.4703 bits\n",
"AIS_Discrete(col_4367) = 0.0337 bits\n",
"AIS_Discrete(col_4368) = 0.4898 bits\n",
"AIS_Discrete(col_4369) = 0.0317 bits\n",
"AIS_Discrete(col_4370) = 0.5046 bits\n",
"AIS_Discrete(col_4371) = 0.0306 bits\n",
"AIS_Discrete(col_4372) = 0.2895 bits\n",
"AIS_Discrete(col_4373) = 0.0258 bits\n",
"AIS_Discrete(col_4374) = 0.1875 bits\n",
"AIS_Discrete(col_4375) = 0.0934 bits\n",
"AIS_Discrete(col_4376) = 0.1410 bits\n",
"AIS_Discrete(col_4377) = 0.1536 bits\n",
"AIS_Discrete(col_4378) = 0.0289 bits\n",
"AIS_Discrete(col_4379) = 0.2139 bits\n",
"AIS_Discrete(col_4380) = 0.0132 bits\n",
"AIS_Discrete(col_4381) = 0.4235 bits\n",
"AIS_Discrete(col_4382) = 0.0168 bits\n",
"AIS_Discrete(col_4383) = 0.4316 bits\n",
"AIS_Discrete(col_4384) = 0.0316 bits\n",
"AIS_Discrete(col_4385) = 0.3860 bits\n",
"AIS_Discrete(col_4386) = 0.0179 bits\n",
"AIS_Discrete(col_4387) = 0.4832 bits\n",
"AIS_Discrete(col_4388) = 0.0183 bits\n",
"AIS_Discrete(col_4389) = 0.2354 bits\n",
"AIS_Discrete(col_4390) = 0.0176 bits\n",
"AIS_Discrete(col_4391) = 0.2781 bits\n",
"AIS_Discrete(col_4392) = 0.0189 bits\n",
"AIS_Discrete(col_4393) = 0.1786 bits\n",
"AIS_Discrete(col_4394) = 0.0943 bits\n",
"AIS_Discrete(col_4395) = 0.1354 bits\n",
"AIS_Discrete(col_4396) = 0.1460 bits\n",
"AIS_Discrete(col_4397) = 0.0937 bits\n",
"AIS_Discrete(col_4398) = 0.2242 bits\n",
"AIS_Discrete(col_4399) = 0.0458 bits\n",
"AIS_Discrete(col_4400) = 0.2933 bits\n",
"AIS_Discrete(col_4401) = 0.0184 bits\n",
"AIS_Discrete(col_4402) = 0.3946 bits\n",
"AIS_Discrete(col_4403) = 0.0099 bits\n",
"AIS_Discrete(col_4404) = 0.5529 bits\n",
"AIS_Discrete(col_4405) = 0.0146 bits\n",
"AIS_Discrete(col_4406) = 0.6093 bits\n",
"AIS_Discrete(col_4407) = 0.0160 bits\n",
"AIS_Discrete(col_4408) = 0.5973 bits\n",
"AIS_Discrete(col_4409) = 0.0206 bits\n",
"AIS_Discrete(col_4410) = 0.5800 bits\n",
"AIS_Discrete(col_4411) = 0.0206 bits\n",
"AIS_Discrete(col_4412) = 0.5576 bits\n",
"AIS_Discrete(col_4413) = 0.0223 bits\n",
"AIS_Discrete(col_4414) = 0.5412 bits\n",
"AIS_Discrete(col_4415) = 0.0249 bits\n",
"AIS_Discrete(col_4416) = 0.5411 bits\n",
"AIS_Discrete(col_4417) = 0.0191 bits\n",
"AIS_Discrete(col_4418) = 0.5358 bits\n",
"AIS_Discrete(col_4419) = 0.0268 bits\n",
"AIS_Discrete(col_4420) = 0.4365 bits\n",
"AIS_Discrete(col_4421) = 0.0083 bits\n",
"AIS_Discrete(col_4422) = 0.2054 bits\n",
"AIS_Discrete(col_4423) = 0.0191 bits\n",
"AIS_Discrete(col_4424) = 0.1125 bits\n",
"AIS_Discrete(col_4425) = 0.1562 bits\n",
"AIS_Discrete(col_4426) = 0.0568 bits\n",
"AIS_Discrete(col_4427) = 0.2710 bits\n",
"AIS_Discrete(col_4428) = 0.0273 bits\n",
"AIS_Discrete(col_4429) = 0.3752 bits\n",
"AIS_Discrete(col_4430) = 0.0296 bits\n",
"AIS_Discrete(col_4431) = 0.5097 bits\n",
"AIS_Discrete(col_4432) = 0.0296 bits\n",
"AIS_Discrete(col_4433) = 0.5252 bits\n",
"AIS_Discrete(col_4434) = 0.0277 bits\n",
"AIS_Discrete(col_4435) = 0.5358 bits\n",
"AIS_Discrete(col_4436) = 0.0206 bits\n",
"AIS_Discrete(col_4437) = 0.5205 bits\n",
"AIS_Discrete(col_4438) = 0.0258 bits\n",
"AIS_Discrete(col_4439) = 0.5466 bits\n",
"AIS_Discrete(col_4440) = 0.0206 bits\n",
"AIS_Discrete(col_4441) = 0.5160 bits\n",
"AIS_Discrete(col_4442) = 0.0164 bits\n",
"AIS_Discrete(col_4443) = 0.4804 bits\n",
"AIS_Discrete(col_4444) = 0.0191 bits\n",
"AIS_Discrete(col_4445) = 0.5099 bits\n",
"AIS_Discrete(col_4446) = 0.0224 bits\n",
"AIS_Discrete(col_4447) = 0.4709 bits\n",
"AIS_Discrete(col_4448) = 0.0202 bits\n",
"AIS_Discrete(col_4449) = 0.3800 bits\n",
"AIS_Discrete(col_4450) = 0.0296 bits\n",
"AIS_Discrete(col_4451) = 0.4535 bits\n",
"AIS_Discrete(col_4452) = 0.0264 bits\n",
"AIS_Discrete(col_4453) = 0.2694 bits\n",
"AIS_Discrete(col_4454) = 0.0424 bits\n",
"AIS_Discrete(col_4455) = 0.2080 bits\n",
"AIS_Discrete(col_4456) = 0.0619 bits\n",
"AIS_Discrete(col_4457) = 0.1172 bits\n",
"AIS_Discrete(col_4458) = 0.1510 bits\n",
"AIS_Discrete(col_4459) = 0.0414 bits\n",
"AIS_Discrete(col_4460) = 0.2576 bits\n",
"AIS_Discrete(col_4461) = 0.0175 bits\n",
"AIS_Discrete(col_4462) = 0.3948 bits\n",
"AIS_Discrete(col_4463) = 0.0179 bits\n",
"AIS_Discrete(col_4464) = 0.4202 bits\n",
"AIS_Discrete(col_4465) = 0.0373 bits\n",
"AIS_Discrete(col_4466) = 0.4151 bits\n",
"AIS_Discrete(col_4467) = 0.0528 bits\n",
"AIS_Discrete(col_4468) = 0.3981 bits\n",
"AIS_Discrete(col_4469) = 0.0541 bits\n",
"AIS_Discrete(col_4470) = 0.4239 bits\n",
"AIS_Discrete(col_4471) = 0.0489 bits\n",
"AIS_Discrete(col_4472) = 0.4153 bits\n",
"AIS_Discrete(col_4473) = 0.0489 bits\n",
"AIS_Discrete(col_4474) = 0.4287 bits\n",
"AIS_Discrete(col_4475) = 0.0489 bits\n",
"AIS_Discrete(col_4476) = 0.4374 bits\n",
"AIS_Discrete(col_4477) = 0.0463 bits\n",
"AIS_Discrete(col_4478) = 0.4467 bits\n",
"AIS_Discrete(col_4479) = 0.0439 bits\n",
"AIS_Discrete(col_4480) = 0.4377 bits\n",
"AIS_Discrete(col_4481) = 0.0451 bits\n",
"AIS_Discrete(col_4482) = 0.2708 bits\n",
"AIS_Discrete(col_4483) = 0.0265 bits\n",
"AIS_Discrete(col_4484) = 0.1439 bits\n",
"AIS_Discrete(col_4485) = 0.0681 bits\n",
"AIS_Discrete(col_4486) = 0.0900 bits\n",
"AIS_Discrete(col_4487) = 0.1482 bits\n",
"AIS_Discrete(col_4488) = 0.0473 bits\n",
"AIS_Discrete(col_4489) = 0.2825 bits\n",
"AIS_Discrete(col_4490) = 0.0476 bits\n",
"AIS_Discrete(col_4491) = 0.4155 bits\n",
"AIS_Discrete(col_4492) = 0.0439 bits\n",
"AIS_Discrete(col_4493) = 0.3526 bits\n",
"AIS_Discrete(col_4494) = 0.0528 bits\n",
"AIS_Discrete(col_4495) = 0.4284 bits\n",
"AIS_Discrete(col_4496) = 0.0541 bits\n",
"AIS_Discrete(col_4497) = 0.4239 bits\n",
"AIS_Discrete(col_4498) = 0.0568 bits\n",
"AIS_Discrete(col_4499) = 0.4065 bits\n",
"AIS_Discrete(col_4500) = 0.0582 bits\n",
"AIS_Discrete(col_4501) = 0.3899 bits\n",
"AIS_Discrete(col_4502) = 0.0555 bits\n",
"AIS_Discrete(col_4503) = 0.4022 bits\n",
"AIS_Discrete(col_4504) = 0.0555 bits\n",
"AIS_Discrete(col_4505) = 0.4024 bits\n",
"AIS_Discrete(col_4506) = 0.0610 bits\n",
"AIS_Discrete(col_4507) = 0.4065 bits\n",
"AIS_Discrete(col_4508) = 0.0611 bits\n",
"AIS_Discrete(col_4509) = 0.3895 bits\n",
"AIS_Discrete(col_4510) = 0.0611 bits\n",
"AIS_Discrete(col_4511) = 0.3693 bits\n",
"AIS_Discrete(col_4512) = 0.0654 bits\n",
"AIS_Discrete(col_4513) = 0.3731 bits\n",
"AIS_Discrete(col_4514) = 0.0715 bits\n",
"AIS_Discrete(col_4515) = 0.3651 bits\n",
"AIS_Discrete(col_4516) = 0.0746 bits\n",
"AIS_Discrete(col_4517) = 0.3455 bits\n",
"AIS_Discrete(col_4518) = 0.0747 bits\n",
"AIS_Discrete(col_4519) = 0.2790 bits\n",
"AIS_Discrete(col_4520) = 0.0915 bits\n",
"AIS_Discrete(col_4521) = 0.3266 bits\n",
"AIS_Discrete(col_4522) = 0.0950 bits\n",
"AIS_Discrete(col_4523) = 0.3050 bits\n",
"AIS_Discrete(col_4524) = 0.0970 bits\n",
"AIS_Discrete(col_4525) = 0.2712 bits\n",
"AIS_Discrete(col_4526) = 0.1063 bits\n",
"AIS_Discrete(col_4527) = 0.2099 bits\n",
"AIS_Discrete(col_4528) = 0.1181 bits\n",
"AIS_Discrete(col_4529) = 0.2397 bits\n",
"AIS_Discrete(col_4530) = 0.1164 bits\n",
"AIS_Discrete(col_4531) = 0.1543 bits\n",
"AIS_Discrete(col_4532) = 0.0587 bits\n",
"AIS_Discrete(col_4533) = 0.1403 bits\n",
"AIS_Discrete(col_4534) = 0.0455 bits\n",
"AIS_Discrete(col_4535) = 0.2032 bits\n",
"AIS_Discrete(col_4536) = 0.0568 bits\n",
"AIS_Discrete(col_4537) = 0.1769 bits\n",
"AIS_Discrete(col_4538) = 0.0960 bits\n",
"AIS_Discrete(col_4539) = 0.1341 bits\n",
"AIS_Discrete(col_4540) = 0.1659 bits\n",
"AIS_Discrete(col_4541) = 0.1394 bits\n",
"AIS_Discrete(col_4542) = 0.2216 bits\n",
"AIS_Discrete(col_4543) = 0.1309 bits\n",
"AIS_Discrete(col_4544) = 0.2304 bits\n",
"AIS_Discrete(col_4545) = 0.1308 bits\n",
"AIS_Discrete(col_4546) = 0.1950 bits\n",
"AIS_Discrete(col_4547) = 0.1308 bits\n",
"AIS_Discrete(col_4548) = 0.2188 bits\n",
"AIS_Discrete(col_4549) = 0.1373 bits\n",
"AIS_Discrete(col_4550) = 0.2273 bits\n",
"AIS_Discrete(col_4551) = 0.1248 bits\n",
"AIS_Discrete(col_4552) = 0.1324 bits\n",
"AIS_Discrete(col_4553) = 0.1330 bits\n",
"AIS_Discrete(col_4554) = 0.0994 bits\n",
"AIS_Discrete(col_4555) = 0.1074 bits\n",
"AIS_Discrete(col_4556) = 0.0707 bits\n",
"AIS_Discrete(col_4557) = 0.0786 bits\n",
"AIS_Discrete(col_4558) = 0.1090 bits\n",
"AIS_Discrete(col_4559) = 0.1142 bits\n",
"AIS_Discrete(col_4560) = 0.1482 bits\n",
"AIS_Discrete(col_4561) = 0.1712 bits\n",
"AIS_Discrete(col_4562) = 0.1627 bits\n",
"AIS_Discrete(col_4563) = 0.1782 bits\n",
"AIS_Discrete(col_4564) = 0.1628 bits\n",
"AIS_Discrete(col_4565) = 0.2043 bits\n",
"AIS_Discrete(col_4566) = 0.1677 bits\n",
"AIS_Discrete(col_4567) = 0.1855 bits\n",
"AIS_Discrete(col_4568) = 0.1802 bits\n",
"AIS_Discrete(col_4569) = 0.1855 bits\n",
"AIS_Discrete(col_4570) = 0.1777 bits\n",
"AIS_Discrete(col_4571) = 0.1828 bits\n",
"AIS_Discrete(col_4572) = 0.1209 bits\n",
"AIS_Discrete(col_4573) = 0.1480 bits\n",
"AIS_Discrete(col_4574) = 0.0878 bits\n",
"AIS_Discrete(col_4575) = 0.1458 bits\n",
"AIS_Discrete(col_4576) = 0.0271 bits\n",
"AIS_Discrete(col_4577) = 0.1391 bits\n",
"AIS_Discrete(col_4578) = 0.0526 bits\n",
"AIS_Discrete(col_4579) = 0.1777 bits\n",
"AIS_Discrete(col_4580) = 0.1042 bits\n",
"AIS_Discrete(col_4581) = 0.1881 bits\n",
"AIS_Discrete(col_4582) = 0.1606 bits\n",
"AIS_Discrete(col_4583) = 0.1858 bits\n",
"AIS_Discrete(col_4584) = 0.1538 bits\n",
"AIS_Discrete(col_4585) = 0.1908 bits\n",
"AIS_Discrete(col_4586) = 0.1558 bits\n",
"AIS_Discrete(col_4587) = 0.1858 bits\n",
"AIS_Discrete(col_4588) = 0.1491 bits\n",
"AIS_Discrete(col_4589) = 0.1832 bits\n",
"AIS_Discrete(col_4590) = 0.1607 bits\n",
"AIS_Discrete(col_4591) = 0.1855 bits\n",
"AIS_Discrete(col_4592) = 0.1561 bits\n",
"AIS_Discrete(col_4593) = 0.1768 bits\n",
"AIS_Discrete(col_4594) = 0.1341 bits\n",
"AIS_Discrete(col_4595) = 0.1190 bits\n",
"AIS_Discrete(col_4596) = 0.1461 bits\n",
"AIS_Discrete(col_4597) = 0.1653 bits\n",
"AIS_Discrete(col_4598) = 0.1754 bits\n",
"AIS_Discrete(col_4599) = 0.1280 bits\n",
"AIS_Discrete(col_4600) = 0.1523 bits\n",
"AIS_Discrete(col_4601) = 0.1680 bits\n",
"AIS_Discrete(col_4602) = 0.1704 bits\n",
"AIS_Discrete(col_4603) = 0.1680 bits\n",
"AIS_Discrete(col_4604) = 0.1276 bits\n",
"AIS_Discrete(col_4605) = 0.1481 bits\n",
"AIS_Discrete(col_4606) = 0.0890 bits\n",
"AIS_Discrete(col_4607) = 0.1558 bits\n",
"AIS_Discrete(col_4608) = 0.0720 bits\n",
"AIS_Discrete(col_4609) = 0.1451 bits\n",
"AIS_Discrete(col_4610) = 0.0963 bits\n",
"AIS_Discrete(col_4611) = 0.1916 bits\n",
"AIS_Discrete(col_4612) = 0.1134 bits\n",
"AIS_Discrete(col_4613) = 0.1850 bits\n",
"AIS_Discrete(col_4614) = 0.0914 bits\n",
"AIS_Discrete(col_4615) = 0.1389 bits\n",
"AIS_Discrete(col_4616) = 0.1120 bits\n",
"AIS_Discrete(col_4617) = 0.1464 bits\n",
"AIS_Discrete(col_4618) = 0.1576 bits\n",
"AIS_Discrete(col_4619) = 0.1377 bits\n",
"AIS_Discrete(col_4620) = 0.1554 bits\n",
"AIS_Discrete(col_4621) = 0.1447 bits\n",
"AIS_Discrete(col_4622) = 0.1526 bits\n",
"AIS_Discrete(col_4623) = 0.1183 bits\n",
"AIS_Discrete(col_4624) = 0.1331 bits\n",
"AIS_Discrete(col_4625) = 0.1020 bits\n",
"AIS_Discrete(col_4626) = 0.1375 bits\n",
"AIS_Discrete(col_4627) = 0.1148 bits\n",
"AIS_Discrete(col_4628) = 0.0934 bits\n",
"AIS_Discrete(col_4629) = 0.1549 bits\n",
"AIS_Discrete(col_4630) = 0.0628 bits\n",
"AIS_Discrete(col_4631) = 0.1791 bits\n",
"AIS_Discrete(col_4632) = 0.0744 bits\n",
"AIS_Discrete(col_4633) = 0.1982 bits\n",
"AIS_Discrete(col_4634) = 0.0988 bits\n",
"AIS_Discrete(col_4635) = 0.1844 bits\n",
"AIS_Discrete(col_4636) = 0.1337 bits\n",
"AIS_Discrete(col_4637) = 0.1678 bits\n",
"AIS_Discrete(col_4638) = 0.1447 bits\n",
"AIS_Discrete(col_4639) = 0.1784 bits\n",
"AIS_Discrete(col_4640) = 0.1603 bits\n",
"AIS_Discrete(col_4641) = 0.1885 bits\n",
"AIS_Discrete(col_4642) = 0.1584 bits\n",
"AIS_Discrete(col_4643) = 0.1545 bits\n",
"AIS_Discrete(col_4644) = 0.1507 bits\n",
"AIS_Discrete(col_4645) = 0.1558 bits\n",
"AIS_Discrete(col_4646) = 0.1514 bits\n",
"AIS_Discrete(col_4647) = 0.1938 bits\n",
"AIS_Discrete(col_4648) = 0.1652 bits\n",
"AIS_Discrete(col_4649) = 0.2071 bits\n",
"AIS_Discrete(col_4650) = 0.1579 bits\n",
"AIS_Discrete(col_4651) = 0.1935 bits\n",
"AIS_Discrete(col_4652) = 0.1726 bits\n",
"AIS_Discrete(col_4653) = 0.1882 bits\n",
"AIS_Discrete(col_4654) = 0.1677 bits\n",
"AIS_Discrete(col_4655) = 0.1988 bits\n",
"AIS_Discrete(col_4656) = 0.1751 bits\n",
"AIS_Discrete(col_4657) = 0.1805 bits\n",
"AIS_Discrete(col_4658) = 0.1652 bits\n",
"AIS_Discrete(col_4659) = 0.1934 bits\n",
"AIS_Discrete(col_4660) = 0.1676 bits\n",
"AIS_Discrete(col_4661) = 0.1805 bits\n",
"AIS_Discrete(col_4662) = 0.1777 bits\n",
"AIS_Discrete(col_4663) = 0.2043 bits\n",
"AIS_Discrete(col_4664) = 0.1802 bits\n",
"AIS_Discrete(col_4665) = 0.1882 bits\n",
"AIS_Discrete(col_4666) = 0.1777 bits\n",
"AIS_Discrete(col_4667) = 0.1989 bits\n",
"AIS_Discrete(col_4668) = 0.1752 bits\n",
"AIS_Discrete(col_4669) = 0.1934 bits\n",
"AIS_Discrete(col_4670) = 0.1726 bits\n",
"AIS_Discrete(col_4671) = 0.2071 bits\n",
"AIS_Discrete(col_4672) = 0.1726 bits\n",
"AIS_Discrete(col_4673) = 0.1908 bits\n",
"AIS_Discrete(col_4674) = 0.1534 bits\n",
"AIS_Discrete(col_4675) = 0.1518 bits\n",
"AIS_Discrete(col_4676) = 0.0658 bits\n",
"AIS_Discrete(col_4677) = 0.1073 bits\n",
"AIS_Discrete(col_4678) = 0.0613 bits\n",
"AIS_Discrete(col_4679) = 0.1177 bits\n",
"AIS_Discrete(col_4680) = 0.1107 bits\n",
"AIS_Discrete(col_4681) = 0.0884 bits\n",
"AIS_Discrete(col_4682) = 0.0817 bits\n",
"AIS_Discrete(col_4683) = 0.1004 bits\n",
"AIS_Discrete(col_4684) = 0.1221 bits\n",
"AIS_Discrete(col_4685) = 0.1775 bits\n",
"AIS_Discrete(col_4686) = 0.1388 bits\n",
"AIS_Discrete(col_4687) = 0.1832 bits\n",
"AIS_Discrete(col_4688) = 0.1509 bits\n",
"AIS_Discrete(col_4689) = 0.1784 bits\n",
"AIS_Discrete(col_4690) = 0.1535 bits\n",
"AIS_Discrete(col_4691) = 0.1894 bits\n",
"AIS_Discrete(col_4692) = 0.1381 bits\n",
"AIS_Discrete(col_4693) = 0.1994 bits\n",
"AIS_Discrete(col_4694) = 0.1312 bits\n",
"AIS_Discrete(col_4695) = 0.1775 bits\n",
"AIS_Discrete(col_4696) = 0.1211 bits\n",
"AIS_Discrete(col_4697) = 0.1925 bits\n",
"AIS_Discrete(col_4698) = 0.1168 bits\n",
"AIS_Discrete(col_4699) = 0.1651 bits\n",
"AIS_Discrete(col_4700) = 0.0978 bits\n",
"AIS_Discrete(col_4701) = 0.1214 bits\n",
"AIS_Discrete(col_4702) = 0.1213 bits\n",
"AIS_Discrete(col_4703) = 0.1251 bits\n",
"AIS_Discrete(col_4704) = 0.1540 bits\n",
"AIS_Discrete(col_4705) = 0.1398 bits\n",
"AIS_Discrete(col_4706) = 0.1580 bits\n",
"AIS_Discrete(col_4707) = 0.1134 bits\n",
"AIS_Discrete(col_4708) = 0.1679 bits\n",
"AIS_Discrete(col_4709) = 0.0853 bits\n",
"AIS_Discrete(col_4710) = 0.1852 bits\n",
"AIS_Discrete(col_4711) = 0.0888 bits\n",
"AIS_Discrete(col_4712) = 0.2556 bits\n",
"AIS_Discrete(col_4713) = 0.1008 bits\n",
"AIS_Discrete(col_4714) = 0.2620 bits\n",
"AIS_Discrete(col_4715) = 0.0885 bits\n",
"AIS_Discrete(col_4716) = 0.2597 bits\n",
"AIS_Discrete(col_4717) = 0.0868 bits\n",
"AIS_Discrete(col_4718) = 0.2474 bits\n",
"AIS_Discrete(col_4719) = 0.0802 bits\n",
"AIS_Discrete(col_4720) = 0.2398 bits\n",
"AIS_Discrete(col_4721) = 0.0768 bits\n",
"AIS_Discrete(col_4722) = 0.1051 bits\n",
"AIS_Discrete(col_4723) = 0.0995 bits\n",
"AIS_Discrete(col_4724) = 0.1132 bits\n",
"AIS_Discrete(col_4725) = 0.1973 bits\n",
"AIS_Discrete(col_4726) = 0.1356 bits\n",
"AIS_Discrete(col_4727) = 0.1996 bits\n",
"AIS_Discrete(col_4728) = 0.1275 bits\n",
"AIS_Discrete(col_4729) = 0.1942 bits\n",
"AIS_Discrete(col_4730) = 0.1161 bits\n",
"AIS_Discrete(col_4731) = 0.1816 bits\n",
"AIS_Discrete(col_4732) = 0.0751 bits\n",
"AIS_Discrete(col_4733) = 0.2094 bits\n",
"AIS_Discrete(col_4734) = 0.0956 bits\n",
"AIS_Discrete(col_4735) = 0.2355 bits\n",
"AIS_Discrete(col_4736) = 0.1009 bits\n",
"AIS_Discrete(col_4737) = 0.2490 bits\n",
"AIS_Discrete(col_4738) = 0.1087 bits\n",
"AIS_Discrete(col_4739) = 0.2060 bits\n",
"AIS_Discrete(col_4740) = 0.1113 bits\n",
"AIS_Discrete(col_4741) = 0.2135 bits\n",
"AIS_Discrete(col_4742) = 0.1394 bits\n",
"AIS_Discrete(col_4743) = 0.1476 bits\n",
"AIS_Discrete(col_4744) = 0.0779 bits\n",
"AIS_Discrete(col_4745) = 0.0773 bits\n",
"AIS_Discrete(col_4746) = 0.1015 bits\n",
"AIS_Discrete(col_4747) = 0.1213 bits\n",
"AIS_Discrete(col_4748) = 0.1925 bits\n",
"AIS_Discrete(col_4749) = 0.1151 bits\n",
"AIS_Discrete(col_4750) = 0.1937 bits\n",
"AIS_Discrete(col_4751) = 0.1095 bits\n",
"AIS_Discrete(col_4752) = 0.2397 bits\n",
"AIS_Discrete(col_4753) = 0.0936 bits\n",
"AIS_Discrete(col_4754) = 0.2708 bits\n",
"AIS_Discrete(col_4755) = 0.1063 bits\n",
"AIS_Discrete(col_4756) = 0.2613 bits\n",
"AIS_Discrete(col_4757) = 0.0771 bits\n",
"AIS_Discrete(col_4758) = 0.2808 bits\n",
"AIS_Discrete(col_4759) = 0.1101 bits\n",
"AIS_Discrete(col_4760) = 0.2776 bits\n",
"AIS_Discrete(col_4761) = 0.0711 bits\n",
"AIS_Discrete(col_4762) = 0.2151 bits\n",
"AIS_Discrete(col_4763) = 0.0586 bits\n",
"AIS_Discrete(col_4764) = 0.2676 bits\n",
"AIS_Discrete(col_4765) = 0.0724 bits\n",
"AIS_Discrete(col_4766) = 0.1328 bits\n",
"AIS_Discrete(col_4767) = 0.0813 bits\n",
"AIS_Discrete(col_4768) = 0.0934 bits\n",
"AIS_Discrete(col_4769) = 0.2094 bits\n",
"AIS_Discrete(col_4770) = 0.0691 bits\n",
"AIS_Discrete(col_4771) = 0.2607 bits\n",
"AIS_Discrete(col_4772) = 0.0690 bits\n",
"AIS_Discrete(col_4773) = 0.2861 bits\n",
"AIS_Discrete(col_4774) = 0.0706 bits\n",
"AIS_Discrete(col_4775) = 0.1947 bits\n",
"AIS_Discrete(col_4776) = 0.0691 bits\n",
"AIS_Discrete(col_4777) = 0.2995 bits\n",
"AIS_Discrete(col_4778) = 0.0796 bits\n",
"AIS_Discrete(col_4779) = 0.2552 bits\n",
"AIS_Discrete(col_4780) = 0.0805 bits\n",
"AIS_Discrete(col_4781) = 0.1510 bits\n",
"AIS_Discrete(col_4782) = 0.0794 bits\n",
"AIS_Discrete(col_4783) = 0.1120 bits\n",
"AIS_Discrete(col_4784) = 0.1415 bits\n",
"AIS_Discrete(col_4785) = 0.0939 bits\n",
"AIS_Discrete(col_4786) = 0.1769 bits\n",
"AIS_Discrete(col_4787) = 0.0832 bits\n",
"AIS_Discrete(col_4788) = 0.2365 bits\n",
"AIS_Discrete(col_4789) = 0.0742 bits\n",
"AIS_Discrete(col_4790) = 0.2424 bits\n",
"AIS_Discrete(col_4791) = 0.0648 bits\n",
"AIS_Discrete(col_4792) = 0.2940 bits\n",
"AIS_Discrete(col_4793) = 0.0767 bits\n",
"AIS_Discrete(col_4794) = 0.3158 bits\n",
"AIS_Discrete(col_4795) = 0.0797 bits\n",
"AIS_Discrete(col_4796) = 0.3019 bits\n",
"AIS_Discrete(col_4797) = 0.0748 bits\n",
"AIS_Discrete(col_4798) = 0.2916 bits\n",
"AIS_Discrete(col_4799) = 0.0831 bits\n",
"AIS_Discrete(col_4800) = 0.2719 bits\n",
"AIS_Discrete(col_4801) = 0.0950 bits\n",
"AIS_Discrete(col_4802) = 0.2778 bits\n",
"AIS_Discrete(col_4803) = 0.0707 bits\n",
"AIS_Discrete(col_4804) = 0.2886 bits\n",
"AIS_Discrete(col_4805) = 0.0866 bits\n",
"AIS_Discrete(col_4806) = 0.2919 bits\n",
"AIS_Discrete(col_4807) = 0.0863 bits\n",
"AIS_Discrete(col_4808) = 0.2778 bits\n",
"AIS_Discrete(col_4809) = 0.0970 bits\n",
"AIS_Discrete(col_4810) = 0.2680 bits\n",
"AIS_Discrete(col_4811) = 0.1064 bits\n",
"AIS_Discrete(col_4812) = 0.2496 bits\n",
"AIS_Discrete(col_4813) = 0.0996 bits\n",
"AIS_Discrete(col_4814) = 0.1455 bits\n",
"AIS_Discrete(col_4815) = 0.1184 bits\n",
"AIS_Discrete(col_4816) = 0.0776 bits\n",
"AIS_Discrete(col_4817) = 0.1737 bits\n",
"AIS_Discrete(col_4818) = 0.0354 bits\n",
"AIS_Discrete(col_4819) = 0.1514 bits\n",
"AIS_Discrete(col_4820) = 0.0498 bits\n",
"AIS_Discrete(col_4821) = 0.2113 bits\n",
"AIS_Discrete(col_4822) = 0.1106 bits\n",
"AIS_Discrete(col_4823) = 0.2456 bits\n",
"AIS_Discrete(col_4824) = 0.1202 bits\n",
"AIS_Discrete(col_4825) = 0.2579 bits\n",
"AIS_Discrete(col_4826) = 0.1243 bits\n",
"AIS_Discrete(col_4827) = 0.2365 bits\n",
"AIS_Discrete(col_4828) = 0.1229 bits\n",
"AIS_Discrete(col_4829) = 0.2246 bits\n",
"AIS_Discrete(col_4830) = 0.1308 bits\n",
"AIS_Discrete(col_4831) = 0.2333 bits\n",
"AIS_Discrete(col_4832) = 0.0702 bits\n",
"AIS_Discrete(col_4833) = 0.2281 bits\n",
"AIS_Discrete(col_4834) = 0.0546 bits\n",
"AIS_Discrete(col_4835) = 0.2893 bits\n",
"AIS_Discrete(col_4836) = 0.0577 bits\n",
"AIS_Discrete(col_4837) = 0.2356 bits\n",
"AIS_Discrete(col_4838) = 0.0827 bits\n",
"AIS_Discrete(col_4839) = 0.1221 bits\n",
"AIS_Discrete(col_4840) = 0.0663 bits\n",
"AIS_Discrete(col_4841) = 0.0841 bits\n",
"AIS_Discrete(col_4842) = 0.1408 bits\n",
"AIS_Discrete(col_4843) = 0.0899 bits\n",
"AIS_Discrete(col_4844) = 0.2496 bits\n",
"AIS_Discrete(col_4845) = 0.1082 bits\n",
"AIS_Discrete(col_4846) = 0.2909 bits\n",
"AIS_Discrete(col_4847) = 0.1082 bits\n",
"AIS_Discrete(col_4848) = 0.2876 bits\n",
"AIS_Discrete(col_4849) = 0.1006 bits\n",
"AIS_Discrete(col_4850) = 0.2412 bits\n",
"AIS_Discrete(col_4851) = 0.1024 bits\n",
"AIS_Discrete(col_4852) = 0.3014 bits\n",
"AIS_Discrete(col_4853) = 0.0987 bits\n",
"AIS_Discrete(col_4854) = 0.2251 bits\n",
"AIS_Discrete(col_4855) = 0.1006 bits\n",
"AIS_Discrete(col_4856) = 0.2944 bits\n",
"AIS_Discrete(col_4857) = 0.0987 bits\n",
"AIS_Discrete(col_4858) = 0.2842 bits\n",
"AIS_Discrete(col_4859) = 0.0988 bits\n",
"AIS_Discrete(col_4860) = 0.1977 bits\n",
"AIS_Discrete(col_4861) = 0.1004 bits\n",
"AIS_Discrete(col_4862) = 0.1317 bits\n",
"AIS_Discrete(col_4863) = 0.1356 bits\n",
"AIS_Discrete(col_4864) = 0.0495 bits\n",
"AIS_Discrete(col_4865) = 0.1132 bits\n",
"AIS_Discrete(col_4866) = 0.0341 bits\n",
"AIS_Discrete(col_4867) = 0.1525 bits\n",
"AIS_Discrete(col_4868) = 0.0777 bits\n",
"AIS_Discrete(col_4869) = 0.2307 bits\n",
"AIS_Discrete(col_4870) = 0.1350 bits\n",
"AIS_Discrete(col_4871) = 0.2392 bits\n",
"AIS_Discrete(col_4872) = 0.1307 bits\n",
"AIS_Discrete(col_4873) = 0.2422 bits\n",
"AIS_Discrete(col_4874) = 0.1372 bits\n",
"AIS_Discrete(col_4875) = 0.2515 bits\n",
"AIS_Discrete(col_4876) = 0.1203 bits\n",
"AIS_Discrete(col_4877) = 0.2246 bits\n",
"AIS_Discrete(col_4878) = 0.1307 bits\n",
"AIS_Discrete(col_4879) = 0.2423 bits\n",
"AIS_Discrete(col_4880) = 0.1328 bits\n",
"AIS_Discrete(col_4881) = 0.1976 bits\n",
"AIS_Discrete(col_4882) = 0.1307 bits\n",
"AIS_Discrete(col_4883) = 0.2484 bits\n",
"AIS_Discrete(col_4884) = 0.1244 bits\n",
"AIS_Discrete(col_4885) = 0.2453 bits\n",
"AIS_Discrete(col_4886) = 0.1223 bits\n",
"AIS_Discrete(col_4887) = 0.2392 bits\n",
"AIS_Discrete(col_4888) = 0.1143 bits\n",
"AIS_Discrete(col_4889) = 0.1647 bits\n",
"AIS_Discrete(col_4890) = 0.0615 bits\n",
"AIS_Discrete(col_4891) = 0.1413 bits\n",
"AIS_Discrete(col_4892) = 0.0898 bits\n",
"AIS_Discrete(col_4893) = 0.1217 bits\n",
"AIS_Discrete(col_4894) = 0.0995 bits\n",
"AIS_Discrete(col_4895) = 0.1052 bits\n",
"AIS_Discrete(col_4896) = 0.1718 bits\n",
"AIS_Discrete(col_4897) = 0.1153 bits\n",
"AIS_Discrete(col_4898) = 0.1891 bits\n",
"AIS_Discrete(col_4899) = 0.0860 bits\n",
"AIS_Discrete(col_4900) = 0.2099 bits\n",
"AIS_Discrete(col_4901) = 0.1067 bits\n",
"AIS_Discrete(col_4902) = 0.1910 bits\n",
"AIS_Discrete(col_4903) = 0.0993 bits\n",
"AIS_Discrete(col_4904) = 0.1992 bits\n",
"AIS_Discrete(col_4905) = 0.1175 bits\n",
"AIS_Discrete(col_4906) = 0.1154 bits\n",
"AIS_Discrete(col_4907) = 0.1172 bits\n",
"AIS_Discrete(col_4908) = 0.1287 bits\n",
"AIS_Discrete(col_4909) = 0.1235 bits\n",
"AIS_Discrete(col_4910) = 0.1364 bits\n",
"AIS_Discrete(col_4911) = 0.1138 bits\n",
"AIS_Discrete(col_4912) = 0.1093 bits\n",
"AIS_Discrete(col_4913) = 0.1041 bits\n",
"AIS_Discrete(col_4914) = 0.1334 bits\n",
"AIS_Discrete(col_4915) = 0.1085 bits\n",
"AIS_Discrete(col_4916) = 0.1737 bits\n",
"AIS_Discrete(col_4917) = 0.1095 bits\n",
"AIS_Discrete(col_4918) = 0.1091 bits\n",
"AIS_Discrete(col_4919) = 0.0980 bits\n",
"AIS_Discrete(col_4920) = 0.0739 bits\n",
"AIS_Discrete(col_4921) = 0.1274 bits\n",
"AIS_Discrete(col_4922) = 0.0954 bits\n",
"AIS_Discrete(col_4923) = 0.1714 bits\n",
"AIS_Discrete(col_4924) = 0.1364 bits\n",
"AIS_Discrete(col_4925) = 0.1542 bits\n",
"AIS_Discrete(col_4926) = 0.1473 bits\n",
"AIS_Discrete(col_4927) = 0.1694 bits\n",
"AIS_Discrete(col_4928) = 0.1383 bits\n",
"AIS_Discrete(col_4929) = 0.1532 bits\n",
"AIS_Discrete(col_4930) = 0.1202 bits\n",
"AIS_Discrete(col_4931) = 0.1172 bits\n",
"AIS_Discrete(col_4932) = 0.1172 bits\n",
"AIS_Discrete(col_4933) = 0.1326 bits\n",
"AIS_Discrete(col_4934) = 0.1151 bits\n",
"AIS_Discrete(col_4935) = 0.1444 bits\n",
"AIS_Discrete(col_4936) = 0.1341 bits\n",
"AIS_Discrete(col_4937) = 0.1647 bits\n",
"AIS_Discrete(col_4938) = 0.1129 bits\n",
"AIS_Discrete(col_4939) = 0.1361 bits\n",
"AIS_Discrete(col_4940) = 0.1447 bits\n",
"AIS_Discrete(col_4941) = 0.1025 bits\n",
"AIS_Discrete(col_4942) = 0.1917 bits\n",
"AIS_Discrete(col_4943) = 0.1049 bits\n",
"AIS_Discrete(col_4944) = 0.2408 bits\n",
"AIS_Discrete(col_4945) = 0.0852 bits\n",
"AIS_Discrete(col_4946) = 0.1985 bits\n",
"AIS_Discrete(col_4947) = 0.0627 bits\n",
"AIS_Discrete(col_4948) = 0.1250 bits\n",
"AIS_Discrete(col_4949) = 0.1002 bits\n",
"AIS_Discrete(col_4950) = 0.1317 bits\n",
"AIS_Discrete(col_4951) = 0.1455 bits\n",
"AIS_Discrete(col_4952) = 0.1391 bits\n",
"AIS_Discrete(col_4953) = 0.1409 bits\n",
"AIS_Discrete(col_4954) = 0.1301 bits\n",
"AIS_Discrete(col_4955) = 0.1282 bits\n",
"AIS_Discrete(col_4956) = 0.0634 bits\n",
"AIS_Discrete(col_4957) = 0.1751 bits\n",
"AIS_Discrete(col_4958) = 0.0611 bits\n",
"AIS_Discrete(col_4959) = 0.2397 bits\n",
"AIS_Discrete(col_4960) = 0.0633 bits\n",
"AIS_Discrete(col_4961) = 0.2249 bits\n",
"AIS_Discrete(col_4962) = 0.0814 bits\n",
"AIS_Discrete(col_4963) = 0.2192 bits\n",
"AIS_Discrete(col_4964) = 0.0727 bits\n",
"AIS_Discrete(col_4965) = 0.1755 bits\n",
"AIS_Discrete(col_4966) = 0.0644 bits\n",
"AIS_Discrete(col_4967) = 0.1605 bits\n",
"AIS_Discrete(col_4968) = 0.0863 bits\n",
"AIS_Discrete(col_4969) = 0.1384 bits\n",
"AIS_Discrete(col_4970) = 0.0790 bits\n",
"AIS_Discrete(col_4971) = 0.1203 bits\n",
"AIS_Discrete(col_4972) = 0.1114 bits\n",
"AIS_Discrete(col_4973) = 0.1146 bits\n",
"AIS_Discrete(col_4974) = 0.1659 bits\n",
"AIS_Discrete(col_4975) = 0.0833 bits\n",
"AIS_Discrete(col_4976) = 0.1284 bits\n",
"AIS_Discrete(col_4977) = 0.0590 bits\n",
"AIS_Discrete(col_4978) = 0.1261 bits\n",
"AIS_Discrete(col_4979) = 0.0918 bits\n",
"AIS_Discrete(col_4980) = 0.1779 bits\n",
"AIS_Discrete(col_4981) = 0.1377 bits\n",
"AIS_Discrete(col_4982) = 0.1811 bits\n",
"AIS_Discrete(col_4983) = 0.1397 bits\n",
"AIS_Discrete(col_4984) = 0.1618 bits\n",
"AIS_Discrete(col_4985) = 0.1358 bits\n",
"AIS_Discrete(col_4986) = 0.1819 bits\n",
"AIS_Discrete(col_4987) = 0.1192 bits\n",
"AIS_Discrete(col_4988) = 0.1746 bits\n",
"AIS_Discrete(col_4989) = 0.1202 bits\n",
"AIS_Discrete(col_4990) = 0.1514 bits\n",
"AIS_Discrete(col_4991) = 0.0728 bits\n",
"AIS_Discrete(col_4992) = 0.1375 bits\n",
"AIS_Discrete(col_4993) = 0.0639 bits\n",
"AIS_Discrete(col_4994) = 0.1779 bits\n",
"AIS_Discrete(col_4995) = 0.0557 bits\n",
"AIS_Discrete(col_4996) = 0.1205 bits\n",
"AIS_Discrete(col_4997) = 0.0767 bits\n",
"AIS_Discrete(col_4998) = 0.0952 bits\n",
"AIS_Discrete(col_4999) = 0.1329 bits\n",
"AIS_Discrete(col_5000) = 0.1493 bits\n",
"AIS_Discrete(col_5001) = 0.1802 bits\n",
"AIS_Discrete(col_5002) = 0.1680 bits\n",
"AIS_Discrete(col_5003) = 0.1511 bits\n",
"AIS_Discrete(col_5004) = 0.1329 bits\n",
"AIS_Discrete(col_5005) = 0.1451 bits\n",
"AIS_Discrete(col_5006) = 0.1317 bits\n",
"AIS_Discrete(col_5007) = 0.1596 bits\n",
"AIS_Discrete(col_5008) = 0.1498 bits\n",
"AIS_Discrete(col_5009) = 0.1567 bits\n",
"AIS_Discrete(col_5010) = 0.1418 bits\n",
"AIS_Discrete(col_5011) = 0.1518 bits\n",
"AIS_Discrete(col_5012) = 0.1735 bits\n",
"AIS_Discrete(col_5013) = 0.1426 bits\n",
"AIS_Discrete(col_5014) = 0.1844 bits\n",
"AIS_Discrete(col_5015) = 0.1335 bits\n",
"AIS_Discrete(col_5016) = 0.1728 bits\n",
"AIS_Discrete(col_5017) = 0.1209 bits\n",
"AIS_Discrete(col_5018) = 0.2084 bits\n",
"AIS_Discrete(col_5019) = 0.1128 bits\n",
"AIS_Discrete(col_5020) = 0.2017 bits\n",
"AIS_Discrete(col_5021) = 0.0975 bits\n",
"AIS_Discrete(col_5022) = 0.2241 bits\n",
"AIS_Discrete(col_5023) = 0.0903 bits\n",
"AIS_Discrete(col_5024) = 0.1704 bits\n",
"AIS_Discrete(col_5025) = 0.0902 bits\n",
"AIS_Discrete(col_5026) = 0.1345 bits\n",
"AIS_Discrete(col_5027) = 0.1384 bits\n",
"AIS_Discrete(col_5028) = 0.0706 bits\n",
"AIS_Discrete(col_5029) = 0.1136 bits\n",
"AIS_Discrete(col_5030) = 0.0740 bits\n",
"AIS_Discrete(col_5031) = 0.2421 bits\n",
"AIS_Discrete(col_5032) = 0.0870 bits\n",
"AIS_Discrete(col_5033) = 0.2355 bits\n",
"AIS_Discrete(col_5034) = 0.0944 bits\n",
"AIS_Discrete(col_5035) = 0.1996 bits\n",
"AIS_Discrete(col_5036) = 0.1034 bits\n",
"AIS_Discrete(col_5037) = 0.2013 bits\n",
"AIS_Discrete(col_5038) = 0.1038 bits\n",
"AIS_Discrete(col_5039) = 0.2002 bits\n",
"AIS_Discrete(col_5040) = 0.1196 bits\n",
"AIS_Discrete(col_5041) = 0.1461 bits\n",
"AIS_Discrete(col_5042) = 0.1057 bits\n",
"AIS_Discrete(col_5043) = 0.1491 bits\n",
"AIS_Discrete(col_5044) = 0.1356 bits\n",
"AIS_Discrete(col_5045) = 0.1914 bits\n",
"AIS_Discrete(col_5046) = 0.1466 bits\n",
"AIS_Discrete(col_5047) = 0.1625 bits\n",
"AIS_Discrete(col_5048) = 0.1211 bits\n",
"AIS_Discrete(col_5049) = 0.1874 bits\n",
"AIS_Discrete(col_5050) = 0.0885 bits\n",
"AIS_Discrete(col_5051) = 0.1487 bits\n",
"AIS_Discrete(col_5052) = 0.0765 bits\n",
"AIS_Discrete(col_5053) = 0.1414 bits\n",
"AIS_Discrete(col_5054) = 0.1388 bits\n",
"AIS_Discrete(col_5055) = 0.1374 bits\n",
"AIS_Discrete(col_5056) = 0.1035 bits\n",
"AIS_Discrete(col_5057) = 0.1321 bits\n",
"AIS_Discrete(col_5058) = 0.1485 bits\n",
"AIS_Discrete(col_5059) = 0.1081 bits\n",
"AIS_Discrete(col_5060) = 0.1714 bits\n",
"AIS_Discrete(col_5061) = 0.0994 bits\n",
"AIS_Discrete(col_5062) = 0.2042 bits\n",
"AIS_Discrete(col_5063) = 0.0774 bits\n",
"AIS_Discrete(col_5064) = 0.1321 bits\n",
"AIS_Discrete(col_5065) = 0.0966 bits\n",
"AIS_Discrete(col_5066) = 0.1712 bits\n",
"AIS_Discrete(col_5067) = 0.1216 bits\n",
"AIS_Discrete(col_5068) = 0.1267 bits\n",
"AIS_Discrete(col_5069) = 0.1714 bits\n",
"AIS_Discrete(col_5070) = 0.1058 bits\n",
"AIS_Discrete(col_5071) = 0.1555 bits\n",
"AIS_Discrete(col_5072) = 0.0654 bits\n",
"AIS_Discrete(col_5073) = 0.1554 bits\n",
"AIS_Discrete(col_5074) = 0.0758 bits\n",
"AIS_Discrete(col_5075) = 0.1375 bits\n",
"AIS_Discrete(col_5076) = 0.1213 bits\n",
"AIS_Discrete(col_5077) = 0.1278 bits\n",
"AIS_Discrete(col_5078) = 0.0986 bits\n",
"AIS_Discrete(col_5079) = 0.1362 bits\n",
"AIS_Discrete(col_5080) = 0.1071 bits\n",
"AIS_Discrete(col_5081) = 0.1183 bits\n",
"AIS_Discrete(col_5082) = 0.1286 bits\n",
"AIS_Discrete(col_5083) = 0.0861 bits\n",
"AIS_Discrete(col_5084) = 0.1546 bits\n",
"AIS_Discrete(col_5085) = 0.0835 bits\n",
"AIS_Discrete(col_5086) = 0.2229 bits\n",
"AIS_Discrete(col_5087) = 0.1202 bits\n",
"AIS_Discrete(col_5088) = 0.2054 bits\n",
"AIS_Discrete(col_5089) = 0.1308 bits\n",
"AIS_Discrete(col_5090) = 0.2129 bits\n",
"AIS_Discrete(col_5091) = 0.1290 bits\n",
"AIS_Discrete(col_5092) = 0.1709 bits\n",
"AIS_Discrete(col_5093) = 0.1074 bits\n",
"AIS_Discrete(col_5094) = 0.0935 bits\n",
"AIS_Discrete(col_5095) = 0.1050 bits\n",
"AIS_Discrete(col_5096) = 0.0962 bits\n",
"AIS_Discrete(col_5097) = 0.1166 bits\n",
"AIS_Discrete(col_5098) = 0.1137 bits\n",
"AIS_Discrete(col_5099) = 0.1120 bits\n",
"AIS_Discrete(col_5100) = 0.1187 bits\n",
"AIS_Discrete(col_5101) = 0.1529 bits\n",
"AIS_Discrete(col_5102) = 0.1509 bits\n",
"AIS_Discrete(col_5103) = 0.1964 bits\n",
"AIS_Discrete(col_5104) = 0.1170 bits\n",
"AIS_Discrete(col_5105) = 0.2009 bits\n",
"AIS_Discrete(col_5106) = 0.1116 bits\n",
"AIS_Discrete(col_5107) = 0.1340 bits\n",
"AIS_Discrete(col_5108) = 0.1127 bits\n",
"AIS_Discrete(col_5109) = 0.1149 bits\n",
"AIS_Discrete(col_5110) = 0.0959 bits\n",
"AIS_Discrete(col_5111) = 0.0997 bits\n",
"AIS_Discrete(col_5112) = 0.1064 bits\n",
"AIS_Discrete(col_5113) = 0.1151 bits\n",
"AIS_Discrete(col_5114) = 0.1268 bits\n",
"AIS_Discrete(col_5115) = 0.1218 bits\n",
"AIS_Discrete(col_5116) = 0.1891 bits\n",
"AIS_Discrete(col_5117) = 0.1296 bits\n",
"AIS_Discrete(col_5118) = 0.1976 bits\n",
"AIS_Discrete(col_5119) = 0.1397 bits\n",
"AIS_Discrete(col_5120) = 0.1819 bits\n",
"AIS_Discrete(col_5121) = 0.1367 bits\n",
"AIS_Discrete(col_5122) = 0.1156 bits\n",
"AIS_Discrete(col_5123) = 0.1115 bits\n",
"AIS_Discrete(col_5124) = 0.0913 bits\n",
"AIS_Discrete(col_5125) = 0.1349 bits\n",
"AIS_Discrete(col_5126) = 0.1305 bits\n",
"AIS_Discrete(col_5127) = 0.1025 bits\n",
"AIS_Discrete(col_5128) = 0.1268 bits\n",
"AIS_Discrete(col_5129) = 0.1177 bits\n",
"AIS_Discrete(col_5130) = 0.1807 bits\n",
"AIS_Discrete(col_5131) = 0.1605 bits\n",
"AIS_Discrete(col_5132) = 0.1730 bits\n",
"AIS_Discrete(col_5133) = 0.1777 bits\n",
"AIS_Discrete(col_5134) = 0.1934 bits\n",
"AIS_Discrete(col_5135) = 0.1727 bits\n",
"AIS_Discrete(col_5136) = 0.1752 bits\n",
"AIS_Discrete(col_5137) = 0.1563 bits\n",
"AIS_Discrete(col_5138) = 0.1777 bits\n",
"AIS_Discrete(col_5139) = 0.1934 bits\n",
"AIS_Discrete(col_5140) = 0.1445 bits\n",
"AIS_Discrete(col_5141) = 0.1831 bits\n",
"AIS_Discrete(col_5142) = 0.1751 bits\n",
"AIS_Discrete(col_5143) = 0.1988 bits\n",
"AIS_Discrete(col_5144) = 0.1701 bits\n",
"AIS_Discrete(col_5145) = 0.1731 bits\n",
"AIS_Discrete(col_5146) = 0.1676 bits\n",
"AIS_Discrete(col_5147) = 0.1989 bits\n",
"AIS_Discrete(col_5148) = 0.1652 bits\n",
"AIS_Discrete(col_5149) = 0.1886 bits\n",
"AIS_Discrete(col_5150) = 0.1493 bits\n",
"AIS_Discrete(col_5151) = 0.1888 bits\n",
"AIS_Discrete(col_5152) = 0.1400 bits\n",
"AIS_Discrete(col_5153) = 0.1944 bits\n",
"AIS_Discrete(col_5154) = 0.1441 bits\n",
"AIS_Discrete(col_5155) = 0.1632 bits\n",
"AIS_Discrete(col_5156) = 0.1124 bits\n",
"AIS_Discrete(col_5157) = 0.1570 bits\n",
"AIS_Discrete(col_5158) = 0.1106 bits\n",
"AIS_Discrete(col_5159) = 0.2068 bits\n",
"AIS_Discrete(col_5160) = 0.1016 bits\n",
"AIS_Discrete(col_5161) = 0.2284 bits\n",
"AIS_Discrete(col_5162) = 0.1146 bits\n",
"AIS_Discrete(col_5163) = 0.2225 bits\n",
"AIS_Discrete(col_5164) = 0.1204 bits\n",
"AIS_Discrete(col_5165) = 0.2143 bits\n",
"AIS_Discrete(col_5166) = 0.1116 bits\n",
"AIS_Discrete(col_5167) = 0.1807 bits\n",
"AIS_Discrete(col_5168) = 0.1146 bits\n",
"AIS_Discrete(col_5169) = 0.1575 bits\n",
"AIS_Discrete(col_5170) = 0.1224 bits\n",
"AIS_Discrete(col_5171) = 0.1549 bits\n",
"AIS_Discrete(col_5172) = 0.1357 bits\n",
"AIS_Discrete(col_5173) = 0.1482 bits\n",
"AIS_Discrete(col_5174) = 0.1385 bits\n",
"AIS_Discrete(col_5175) = 0.1511 bits\n",
"AIS_Discrete(col_5176) = 0.1452 bits\n",
"AIS_Discrete(col_5177) = 0.1313 bits\n",
"AIS_Discrete(col_5178) = 0.1305 bits\n",
"AIS_Discrete(col_5179) = 0.1020 bits\n",
"AIS_Discrete(col_5180) = 0.1724 bits\n",
"AIS_Discrete(col_5181) = 0.1335 bits\n",
"AIS_Discrete(col_5182) = 0.1869 bits\n",
"AIS_Discrete(col_5183) = 0.1255 bits\n",
"AIS_Discrete(col_5184) = 0.1838 bits\n",
"AIS_Discrete(col_5185) = 0.1379 bits\n",
"AIS_Discrete(col_5186) = 0.1768 bits\n",
"AIS_Discrete(col_5187) = 0.1385 bits\n",
"AIS_Discrete(col_5188) = 0.1712 bits\n",
"AIS_Discrete(col_5189) = 0.1165 bits\n",
"AIS_Discrete(col_5190) = 0.1271 bits\n",
"AIS_Discrete(col_5191) = 0.1275 bits\n",
"AIS_Discrete(col_5192) = 0.1364 bits\n",
"AIS_Discrete(col_5193) = 0.1830 bits\n",
"AIS_Discrete(col_5194) = 0.1098 bits\n",
"AIS_Discrete(col_5195) = 0.0998 bits\n",
"AIS_Discrete(col_5196) = 0.1232 bits\n",
"AIS_Discrete(col_5197) = 0.0733 bits\n",
"AIS_Discrete(col_5198) = 0.1356 bits\n",
"AIS_Discrete(col_5199) = 0.0990 bits\n",
"AIS_Discrete(col_5200) = 0.0786 bits\n",
"AIS_Discrete(col_5201) = 0.1258 bits\n",
"AIS_Discrete(col_5202) = 0.0833 bits\n",
"AIS_Discrete(col_5203) = 0.1401 bits\n",
"AIS_Discrete(col_5204) = 0.1079 bits\n",
"AIS_Discrete(col_5205) = 0.1213 bits\n",
"AIS_Discrete(col_5206) = 0.1339 bits\n",
"AIS_Discrete(col_5207) = 0.1350 bits\n",
"AIS_Discrete(col_5208) = 0.1422 bits\n",
"AIS_Discrete(col_5209) = 0.1615 bits\n",
"AIS_Discrete(col_5210) = 0.1518 bits\n",
"AIS_Discrete(col_5211) = 0.1430 bits\n",
"AIS_Discrete(col_5212) = 0.1498 bits\n",
"AIS_Discrete(col_5213) = 0.1549 bits\n",
"AIS_Discrete(col_5214) = 0.1054 bits\n",
"AIS_Discrete(col_5215) = 0.1293 bits\n",
"AIS_Discrete(col_5216) = 0.1029 bits\n",
"AIS_Discrete(col_5217) = 0.1070 bits\n",
"AIS_Discrete(col_5218) = 0.1234 bits\n",
"AIS_Discrete(col_5219) = 0.1137 bits\n",
"AIS_Discrete(col_5220) = 0.1639 bits\n",
"AIS_Discrete(col_5221) = 0.0878 bits\n",
"AIS_Discrete(col_5222) = 0.1596 bits\n",
"AIS_Discrete(col_5223) = 0.1209 bits\n",
"AIS_Discrete(col_5224) = 0.1317 bits\n",
"AIS_Discrete(col_5225) = 0.1256 bits\n",
"AIS_Discrete(col_5226) = 0.1076 bits\n",
"AIS_Discrete(col_5227) = 0.1225 bits\n",
"AIS_Discrete(col_5228) = 0.1097 bits\n",
"AIS_Discrete(col_5229) = 0.1148 bits\n",
"AIS_Discrete(col_5230) = 0.1282 bits\n",
"AIS_Discrete(col_5231) = 0.1206 bits\n",
"AIS_Discrete(col_5232) = 0.1031 bits\n",
"AIS_Discrete(col_5233) = 0.1161 bits\n",
"AIS_Discrete(col_5234) = 0.1443 bits\n",
"AIS_Discrete(col_5235) = 0.1274 bits\n",
"AIS_Discrete(col_5236) = 0.1691 bits\n",
"AIS_Discrete(col_5237) = 0.1318 bits\n",
"AIS_Discrete(col_5238) = 0.1682 bits\n",
"AIS_Discrete(col_5239) = 0.0947 bits\n",
"AIS_Discrete(col_5240) = 0.1840 bits\n",
"AIS_Discrete(col_5241) = 0.0891 bits\n",
"AIS_Discrete(col_5242) = 0.1583 bits\n",
"AIS_Discrete(col_5243) = 0.1138 bits\n",
"AIS_Discrete(col_5244) = 0.1714 bits\n",
"AIS_Discrete(col_5245) = 0.1326 bits\n",
"AIS_Discrete(col_5246) = 0.1325 bits\n",
"AIS_Discrete(col_5247) = 0.1125 bits\n",
"AIS_Discrete(col_5248) = 0.1325 bits\n",
"AIS_Discrete(col_5249) = 0.1385 bits\n",
"AIS_Discrete(col_5250) = 0.1229 bits\n",
"AIS_Discrete(col_5251) = 0.1461 bits\n",
"AIS_Discrete(col_5252) = 0.1394 bits\n",
"AIS_Discrete(col_5253) = 0.1914 bits\n",
"AIS_Discrete(col_5254) = 0.1151 bits\n",
"AIS_Discrete(col_5255) = 0.1840 bits\n",
"AIS_Discrete(col_5256) = 0.0957 bits\n",
"AIS_Discrete(col_5257) = 0.1516 bits\n",
"AIS_Discrete(col_5258) = 0.0887 bits\n",
"AIS_Discrete(col_5259) = 0.1207 bits\n",
"AIS_Discrete(col_5260) = 0.1225 bits\n",
"AIS_Discrete(col_5261) = 0.1202 bits\n",
"AIS_Discrete(col_5262) = 0.1566 bits\n",
"AIS_Discrete(col_5263) = 0.1290 bits\n",
"AIS_Discrete(col_5264) = 0.1409 bits\n",
"AIS_Discrete(col_5265) = 0.1461 bits\n",
"AIS_Discrete(col_5266) = 0.1464 bits\n",
"AIS_Discrete(col_5267) = 0.1467 bits\n",
"AIS_Discrete(col_5268) = 0.1861 bits\n",
"AIS_Discrete(col_5269) = 0.1516 bits\n",
"AIS_Discrete(col_5270) = 0.1834 bits\n",
"AIS_Discrete(col_5271) = 0.1323 bits\n",
"AIS_Discrete(col_5272) = 0.1814 bits\n",
"AIS_Discrete(col_5273) = 0.1555 bits\n",
"AIS_Discrete(col_5274) = 0.1966 bits\n",
"AIS_Discrete(col_5275) = 0.1418 bits\n",
"AIS_Discrete(col_5276) = 0.1647 bits\n",
"AIS_Discrete(col_5277) = 0.1461 bits\n",
"AIS_Discrete(col_5278) = 0.0641 bits\n",
"AIS_Discrete(col_5279) = 0.1476 bits\n",
"AIS_Discrete(col_5280) = 0.0432 bits\n",
"AIS_Discrete(col_5281) = 0.2368 bits\n",
"AIS_Discrete(col_5282) = 0.0451 bits\n",
"AIS_Discrete(col_5283) = 0.1887 bits\n",
"AIS_Discrete(col_5284) = 0.0627 bits\n",
"AIS_Discrete(col_5285) = 0.2049 bits\n",
"AIS_Discrete(col_5286) = 0.1194 bits\n",
"AIS_Discrete(col_5287) = 0.2245 bits\n",
"AIS_Discrete(col_5288) = 0.1286 bits\n",
"AIS_Discrete(col_5289) = 0.2515 bits\n",
"AIS_Discrete(col_5290) = 0.1202 bits\n",
"AIS_Discrete(col_5291) = 0.2454 bits\n",
"AIS_Discrete(col_5292) = 0.1264 bits\n",
"AIS_Discrete(col_5293) = 0.2487 bits\n",
"AIS_Discrete(col_5294) = 0.1222 bits\n",
"AIS_Discrete(col_5295) = 0.2548 bits\n",
"AIS_Discrete(col_5296) = 0.1065 bits\n",
"AIS_Discrete(col_5297) = 0.2677 bits\n",
"AIS_Discrete(col_5298) = 0.1161 bits\n",
"AIS_Discrete(col_5299) = 0.2519 bits\n",
"AIS_Discrete(col_5300) = 0.1161 bits\n",
"AIS_Discrete(col_5301) = 0.2260 bits\n",
"AIS_Discrete(col_5302) = 0.0921 bits\n",
"AIS_Discrete(col_5303) = 0.1147 bits\n",
"AIS_Discrete(col_5304) = 0.0929 bits\n",
"AIS_Discrete(col_5305) = 0.0665 bits\n",
"AIS_Discrete(col_5306) = 0.1453 bits\n",
"AIS_Discrete(col_5307) = 0.0416 bits\n",
"AIS_Discrete(col_5308) = 0.1966 bits\n",
"AIS_Discrete(col_5309) = 0.0768 bits\n",
"AIS_Discrete(col_5310) = 0.2783 bits\n",
"AIS_Discrete(col_5311) = 0.0933 bits\n",
"AIS_Discrete(col_5312) = 0.2716 bits\n",
"AIS_Discrete(col_5313) = 0.0870 bits\n",
"AIS_Discrete(col_5314) = 0.2283 bits\n",
"AIS_Discrete(col_5315) = 0.0880 bits\n",
"AIS_Discrete(col_5316) = 0.1514 bits\n",
"AIS_Discrete(col_5317) = 0.0714 bits\n",
"AIS_Discrete(col_5318) = 0.0552 bits\n",
"AIS_Discrete(col_5319) = 0.1069 bits\n",
"AIS_Discrete(col_5320) = 0.0421 bits\n",
"AIS_Discrete(col_5321) = 0.2342 bits\n",
"AIS_Discrete(col_5322) = 0.0551 bits\n",
"AIS_Discrete(col_5323) = 0.3138 bits\n",
"AIS_Discrete(col_5324) = 0.0731 bits\n",
"AIS_Discrete(col_5325) = 0.3200 bits\n",
"AIS_Discrete(col_5326) = 0.0587 bits\n",
"AIS_Discrete(col_5327) = 0.2829 bits\n",
"AIS_Discrete(col_5328) = 0.0472 bits\n",
"AIS_Discrete(col_5329) = 0.1860 bits\n",
"AIS_Discrete(col_5330) = 0.0644 bits\n",
"AIS_Discrete(col_5331) = 0.1819 bits\n",
"AIS_Discrete(col_5332) = 0.1263 bits\n",
"AIS_Discrete(col_5333) = 0.1944 bits\n",
"AIS_Discrete(col_5334) = 0.1417 bits\n",
"AIS_Discrete(col_5335) = 0.2244 bits\n",
"AIS_Discrete(col_5336) = 0.1038 bits\n",
"AIS_Discrete(col_5337) = 0.2151 bits\n",
"AIS_Discrete(col_5338) = 0.0896 bits\n",
"AIS_Discrete(col_5339) = 0.2065 bits\n",
"AIS_Discrete(col_5340) = 0.0674 bits\n",
"AIS_Discrete(col_5341) = 0.1993 bits\n",
"AIS_Discrete(col_5342) = 0.0605 bits\n",
"AIS_Discrete(col_5343) = 0.2251 bits\n",
"AIS_Discrete(col_5344) = 0.0971 bits\n",
"AIS_Discrete(col_5345) = 0.2548 bits\n",
"AIS_Discrete(col_5346) = 0.1065 bits\n",
"AIS_Discrete(col_5347) = 0.1562 bits\n",
"AIS_Discrete(col_5348) = 0.0707 bits\n",
"AIS_Discrete(col_5349) = 0.0995 bits\n",
"AIS_Discrete(col_5350) = 0.1091 bits\n",
"AIS_Discrete(col_5351) = 0.0793 bits\n",
"AIS_Discrete(col_5352) = 0.1384 bits\n",
"AIS_Discrete(col_5353) = 0.0656 bits\n",
"AIS_Discrete(col_5354) = 0.2077 bits\n",
"AIS_Discrete(col_5355) = 0.0883 bits\n",
"AIS_Discrete(col_5356) = 0.2712 bits\n",
"AIS_Discrete(col_5357) = 0.1024 bits\n",
"AIS_Discrete(col_5358) = 0.3049 bits\n",
"AIS_Discrete(col_5359) = 0.0782 bits\n",
"AIS_Discrete(col_5360) = 0.2811 bits\n",
"AIS_Discrete(col_5361) = 0.0951 bits\n",
"AIS_Discrete(col_5362) = 0.2748 bits\n",
"AIS_Discrete(col_5363) = 0.0644 bits\n",
"AIS_Discrete(col_5364) = 0.2173 bits\n",
"AIS_Discrete(col_5365) = 0.0327 bits\n",
"AIS_Discrete(col_5366) = 0.2016 bits\n",
"AIS_Discrete(col_5367) = 0.0589 bits\n",
"AIS_Discrete(col_5368) = 0.2224 bits\n",
"AIS_Discrete(col_5369) = 0.0927 bits\n",
"AIS_Discrete(col_5370) = 0.1835 bits\n",
"AIS_Discrete(col_5371) = 0.1260 bits\n",
"AIS_Discrete(col_5372) = 0.1321 bits\n",
"AIS_Discrete(col_5373) = 0.1691 bits\n",
"AIS_Discrete(col_5374) = 0.0910 bits\n",
"AIS_Discrete(col_5375) = 0.2518 bits\n",
"AIS_Discrete(col_5376) = 0.0796 bits\n",
"AIS_Discrete(col_5377) = 0.3050 bits\n",
"AIS_Discrete(col_5378) = 0.0867 bits\n",
"AIS_Discrete(col_5379) = 0.2547 bits\n",
"AIS_Discrete(col_5380) = 0.0917 bits\n",
"AIS_Discrete(col_5381) = 0.2741 bits\n",
"AIS_Discrete(col_5382) = 0.1044 bits\n",
"AIS_Discrete(col_5383) = 0.2593 bits\n",
"AIS_Discrete(col_5384) = 0.1105 bits\n",
"AIS_Discrete(col_5385) = 0.2484 bits\n",
"AIS_Discrete(col_5386) = 0.1223 bits\n",
"AIS_Discrete(col_5387) = 0.2363 bits\n",
"AIS_Discrete(col_5388) = 0.0910 bits\n",
"AIS_Discrete(col_5389) = 0.2269 bits\n",
"AIS_Discrete(col_5390) = 0.0691 bits\n",
"AIS_Discrete(col_5391) = 0.2342 bits\n",
"AIS_Discrete(col_5392) = 0.0421 bits\n",
"AIS_Discrete(col_5393) = 0.1811 bits\n",
"AIS_Discrete(col_5394) = 0.0555 bits\n",
"AIS_Discrete(col_5395) = 0.2044 bits\n",
"AIS_Discrete(col_5396) = 0.0981 bits\n",
"AIS_Discrete(col_5397) = 0.1888 bits\n",
"AIS_Discrete(col_5398) = 0.1298 bits\n",
"AIS_Discrete(col_5399) = 0.1398 bits\n",
"AIS_Discrete(col_5400) = 0.1701 bits\n",
"AIS_Discrete(col_5401) = 0.1209 bits\n",
"AIS_Discrete(col_5402) = 0.1673 bits\n",
"AIS_Discrete(col_5403) = 0.1353 bits\n",
"AIS_Discrete(col_5404) = 0.1654 bits\n",
"AIS_Discrete(col_5405) = 0.1934 bits\n",
"AIS_Discrete(col_5406) = 0.1628 bits\n",
"AIS_Discrete(col_5407) = 0.2156 bits\n",
"AIS_Discrete(col_5408) = 0.1213 bits\n",
"AIS_Discrete(col_5409) = 0.2272 bits\n",
"AIS_Discrete(col_5410) = 0.1532 bits\n",
"AIS_Discrete(col_5411) = 0.2331 bits\n",
"AIS_Discrete(col_5412) = 0.1091 bits\n",
"AIS_Discrete(col_5413) = 0.2361 bits\n",
"AIS_Discrete(col_5414) = 0.1350 bits\n",
"AIS_Discrete(col_5415) = 0.2392 bits\n",
"AIS_Discrete(col_5416) = 0.1244 bits\n",
"AIS_Discrete(col_5417) = 0.2423 bits\n",
"AIS_Discrete(col_5418) = 0.1222 bits\n",
"AIS_Discrete(col_5419) = 0.1788 bits\n",
"AIS_Discrete(col_5420) = 0.1293 bits\n",
"AIS_Discrete(col_5421) = 0.1077 bits\n",
"AIS_Discrete(col_5422) = 0.1762 bits\n",
"AIS_Discrete(col_5423) = 0.0420 bits\n",
"AIS_Discrete(col_5424) = 0.1294 bits\n",
"AIS_Discrete(col_5425) = 0.0257 bits\n",
"AIS_Discrete(col_5426) = 0.1550 bits\n",
"AIS_Discrete(col_5427) = 0.1086 bits\n",
"AIS_Discrete(col_5428) = 0.2304 bits\n",
"AIS_Discrete(col_5429) = 0.1350 bits\n",
"AIS_Discrete(col_5430) = 0.2423 bits\n",
"AIS_Discrete(col_5431) = 0.1224 bits\n",
"AIS_Discrete(col_5432) = 0.2422 bits\n",
"AIS_Discrete(col_5433) = 0.1373 bits\n",
"AIS_Discrete(col_5434) = 0.2216 bits\n",
"AIS_Discrete(col_5435) = 0.1462 bits\n",
"AIS_Discrete(col_5436) = 0.1966 bits\n",
"AIS_Discrete(col_5437) = 0.1555 bits\n",
"AIS_Discrete(col_5438) = 0.2185 bits\n",
"AIS_Discrete(col_5439) = 0.1532 bits\n",
"AIS_Discrete(col_5440) = 0.2184 bits\n",
"AIS_Discrete(col_5441) = 0.1465 bits\n",
"AIS_Discrete(col_5442) = 0.2017 bits\n",
"AIS_Discrete(col_5443) = 0.1604 bits\n",
"AIS_Discrete(col_5444) = 0.1570 bits\n",
"AIS_Discrete(col_5445) = 0.1131 bits\n",
"AIS_Discrete(col_5446) = 0.1696 bits\n",
"AIS_Discrete(col_5447) = 0.1185 bits\n",
"AIS_Discrete(col_5448) = 0.1912 bits\n",
"AIS_Discrete(col_5449) = 0.0724 bits\n",
"AIS_Discrete(col_5450) = 0.1929 bits\n",
"AIS_Discrete(col_5451) = 0.0922 bits\n",
"AIS_Discrete(col_5452) = 0.2466 bits\n",
"AIS_Discrete(col_5453) = 0.0442 bits\n",
"AIS_Discrete(col_5454) = 0.2246 bits\n",
"AIS_Discrete(col_5455) = 0.0498 bits\n",
"AIS_Discrete(col_5456) = 0.2448 bits\n",
"AIS_Discrete(col_5457) = 0.0607 bits\n",
"AIS_Discrete(col_5458) = 0.2001 bits\n",
"AIS_Discrete(col_5459) = 0.1031 bits\n",
"AIS_Discrete(col_5460) = 0.1007 bits\n",
"AIS_Discrete(col_5461) = 0.1545 bits\n",
"AIS_Discrete(col_5462) = 0.0740 bits\n",
"AIS_Discrete(col_5463) = 0.2808 bits\n",
"AIS_Discrete(col_5464) = 0.1101 bits\n",
"AIS_Discrete(col_5465) = 0.2841 bits\n",
"AIS_Discrete(col_5466) = 0.1101 bits\n",
"AIS_Discrete(col_5467) = 0.2875 bits\n",
"AIS_Discrete(col_5468) = 0.1006 bits\n",
"AIS_Discrete(col_5469) = 0.1910 bits\n",
"AIS_Discrete(col_5470) = 0.1062 bits\n",
"AIS_Discrete(col_5471) = 0.3014 bits\n",
"AIS_Discrete(col_5472) = 0.1024 bits\n",
"AIS_Discrete(col_5473) = 0.3120 bits\n",
"AIS_Discrete(col_5474) = 0.0933 bits\n",
"AIS_Discrete(col_5475) = 0.3229 bits\n",
"AIS_Discrete(col_5476) = 0.0915 bits\n",
"AIS_Discrete(col_5477) = 0.2821 bits\n",
"AIS_Discrete(col_5478) = 0.0774 bits\n",
"AIS_Discrete(col_5479) = 0.2256 bits\n",
"AIS_Discrete(col_5480) = 0.0910 bits\n",
"AIS_Discrete(col_5481) = 0.2284 bits\n",
"AIS_Discrete(col_5482) = 0.1144 bits\n",
"AIS_Discrete(col_5483) = 0.1657 bits\n",
"AIS_Discrete(col_5484) = 0.1156 bits\n",
"AIS_Discrete(col_5485) = 0.0851 bits\n",
"AIS_Discrete(col_5486) = 0.1178 bits\n",
"AIS_Discrete(col_5487) = 0.0376 bits\n",
"AIS_Discrete(col_5488) = 0.2010 bits\n",
"AIS_Discrete(col_5489) = 0.0731 bits\n",
"AIS_Discrete(col_5490) = 0.3342 bits\n",
"AIS_Discrete(col_5491) = 0.0779 bits\n",
"AIS_Discrete(col_5492) = 0.2622 bits\n",
"AIS_Discrete(col_5493) = 0.0779 bits\n",
"AIS_Discrete(col_5494) = 0.2363 bits\n",
"AIS_Discrete(col_5495) = 0.0671 bits\n",
"AIS_Discrete(col_5496) = 0.2151 bits\n",
"AIS_Discrete(col_5497) = 0.1093 bits\n",
"AIS_Discrete(col_5498) = 0.1958 bits\n",
"AIS_Discrete(col_5499) = 0.1253 bits\n",
"AIS_Discrete(col_5500) = 0.1476 bits\n",
"AIS_Discrete(col_5501) = 0.1383 bits\n",
"AIS_Discrete(col_5502) = 0.1129 bits\n",
"AIS_Discrete(col_5503) = 0.1286 bits\n",
"AIS_Discrete(col_5504) = 0.0550 bits\n",
"AIS_Discrete(col_5505) = 0.1655 bits\n",
"AIS_Discrete(col_5506) = 0.0739 bits\n",
"AIS_Discrete(col_5507) = 0.2063 bits\n",
"AIS_Discrete(col_5508) = 0.0923 bits\n",
"AIS_Discrete(col_5509) = 0.2434 bits\n",
"AIS_Discrete(col_5510) = 0.1082 bits\n",
"AIS_Discrete(col_5511) = 0.2229 bits\n",
"AIS_Discrete(col_5512) = 0.1043 bits\n",
"AIS_Discrete(col_5513) = 0.1415 bits\n",
"AIS_Discrete(col_5514) = 0.1337 bits\n",
"AIS_Discrete(col_5515) = 0.1113 bits\n",
"AIS_Discrete(col_5516) = 0.1879 bits\n",
"AIS_Discrete(col_5517) = 0.1088 bits\n",
"AIS_Discrete(col_5518) = 0.1522 bits\n",
"AIS_Discrete(col_5519) = 0.1002 bits\n",
"AIS_Discrete(col_5520) = 0.1401 bits\n",
"AIS_Discrete(col_5521) = 0.0634 bits\n",
"AIS_Discrete(col_5522) = 0.1471 bits\n",
"AIS_Discrete(col_5523) = 0.0713 bits\n",
"AIS_Discrete(col_5524) = 0.2612 bits\n",
"AIS_Discrete(col_5525) = 0.1141 bits\n",
"AIS_Discrete(col_5526) = 0.2582 bits\n",
"AIS_Discrete(col_5527) = 0.1181 bits\n",
"AIS_Discrete(col_5528) = 0.2256 bits\n",
"AIS_Discrete(col_5529) = 0.1083 bits\n",
"AIS_Discrete(col_5530) = 0.1992 bits\n",
"AIS_Discrete(col_5531) = 0.1149 bits\n",
"AIS_Discrete(col_5532) = 0.1468 bits\n",
"AIS_Discrete(col_5533) = 0.1606 bits\n",
"AIS_Discrete(col_5534) = 0.0997 bits\n",
"AIS_Discrete(col_5535) = 0.2007 bits\n",
"AIS_Discrete(col_5536) = 0.0871 bits\n",
"AIS_Discrete(col_5537) = 0.2268 bits\n",
"AIS_Discrete(col_5538) = 0.0956 bits\n",
"AIS_Discrete(col_5539) = 0.2445 bits\n",
"AIS_Discrete(col_5540) = 0.0888 bits\n",
"AIS_Discrete(col_5541) = 0.2114 bits\n",
"AIS_Discrete(col_5542) = 0.0859 bits\n",
"AIS_Discrete(col_5543) = 0.1960 bits\n",
"AIS_Discrete(col_5544) = 0.0776 bits\n",
"AIS_Discrete(col_5545) = 0.2593 bits\n",
"AIS_Discrete(col_5546) = 0.0954 bits\n",
"AIS_Discrete(col_5547) = 0.2620 bits\n",
"AIS_Discrete(col_5548) = 0.0919 bits\n",
"AIS_Discrete(col_5549) = 0.2441 bits\n",
"AIS_Discrete(col_5550) = 0.0853 bits\n",
"AIS_Discrete(col_5551) = 0.1929 bits\n",
"AIS_Discrete(col_5552) = 0.0652 bits\n",
"AIS_Discrete(col_5553) = 0.1067 bits\n",
"AIS_Discrete(col_5554) = 0.1051 bits\n",
"AIS_Discrete(col_5555) = 0.0784 bits\n",
"AIS_Discrete(col_5556) = 0.2001 bits\n",
"AIS_Discrete(col_5557) = 0.0885 bits\n",
"AIS_Discrete(col_5558) = 0.2563 bits\n",
"AIS_Discrete(col_5559) = 0.0853 bits\n",
"AIS_Discrete(col_5560) = 0.2526 bits\n",
"AIS_Discrete(col_5561) = 0.0939 bits\n",
"AIS_Discrete(col_5562) = 0.2351 bits\n",
"AIS_Discrete(col_5563) = 0.0906 bits\n",
"AIS_Discrete(col_5564) = 0.2103 bits\n",
"AIS_Discrete(col_5565) = 0.1011 bits\n",
"AIS_Discrete(col_5566) = 0.2490 bits\n",
"AIS_Discrete(col_5567) = 0.0749 bits\n",
"AIS_Discrete(col_5568) = 0.2103 bits\n",
"AIS_Discrete(col_5569) = 0.0724 bits\n",
"AIS_Discrete(col_5570) = 0.2519 bits\n",
"AIS_Discrete(col_5571) = 0.1028 bits\n",
"AIS_Discrete(col_5572) = 0.2580 bits\n",
"AIS_Discrete(col_5573) = 0.1043 bits\n",
"AIS_Discrete(col_5574) = 0.2651 bits\n",
"AIS_Discrete(col_5575) = 0.0913 bits\n",
"AIS_Discrete(col_5576) = 0.2230 bits\n",
"AIS_Discrete(col_5577) = 0.0927 bits\n",
"AIS_Discrete(col_5578) = 0.2488 bits\n",
"AIS_Discrete(col_5579) = 0.1009 bits\n",
"AIS_Discrete(col_5580) = 0.1838 bits\n",
"AIS_Discrete(col_5581) = 0.0675 bits\n",
"AIS_Discrete(col_5582) = 0.1748 bits\n",
"AIS_Discrete(col_5583) = 0.0713 bits\n",
"AIS_Discrete(col_5584) = 0.2038 bits\n",
"AIS_Discrete(col_5585) = 0.0639 bits\n",
"AIS_Discrete(col_5586) = 0.2025 bits\n",
"AIS_Discrete(col_5587) = 0.0789 bits\n",
"AIS_Discrete(col_5588) = 0.2395 bits\n",
"AIS_Discrete(col_5589) = 0.1244 bits\n",
"AIS_Discrete(col_5590) = 0.2336 bits\n",
"AIS_Discrete(col_5591) = 0.1184 bits\n",
"AIS_Discrete(col_5592) = 0.2218 bits\n",
"AIS_Discrete(col_5593) = 0.1127 bits\n",
"AIS_Discrete(col_5594) = 0.2302 bits\n",
"AIS_Discrete(col_5595) = 0.1440 bits\n",
"AIS_Discrete(col_5596) = 0.2272 bits\n",
"AIS_Discrete(col_5597) = 0.1440 bits\n",
"AIS_Discrete(col_5598) = 0.2100 bits\n",
"AIS_Discrete(col_5599) = 0.1354 bits\n",
"AIS_Discrete(col_5600) = 0.2016 bits\n",
"AIS_Discrete(col_5601) = 0.1487 bits\n",
"AIS_Discrete(col_5602) = 0.1861 bits\n",
"AIS_Discrete(col_5603) = 0.1590 bits\n",
"AIS_Discrete(col_5604) = 0.1656 bits\n",
"AIS_Discrete(col_5605) = 0.1727 bits\n",
"AIS_Discrete(col_5606) = 0.1561 bits\n",
"AIS_Discrete(col_5607) = 0.0810 bits\n",
"AIS_Discrete(col_5608) = 0.1525 bits\n",
"AIS_Discrete(col_5609) = 0.0779 bits\n",
"AIS_Discrete(col_5610) = 0.2224 bits\n",
"AIS_Discrete(col_5611) = 0.0814 bits\n",
"AIS_Discrete(col_5612) = 0.1182 bits\n",
"AIS_Discrete(col_5613) = 0.0988 bits\n",
"AIS_Discrete(col_5614) = 0.0714 bits\n",
"AIS_Discrete(col_5615) = 0.1175 bits\n",
"AIS_Discrete(col_5616) = 0.0898 bits\n",
"AIS_Discrete(col_5617) = 0.1727 bits\n",
"AIS_Discrete(col_5618) = 0.1678 bits\n",
"AIS_Discrete(col_5619) = 0.1881 bits\n",
"AIS_Discrete(col_5620) = 0.1701 bits\n",
"AIS_Discrete(col_5621) = 0.2099 bits\n",
"AIS_Discrete(col_5622) = 0.1627 bits\n",
"AIS_Discrete(col_5623) = 0.2016 bits\n",
"AIS_Discrete(col_5624) = 0.1579 bits\n",
"AIS_Discrete(col_5625) = 0.2272 bits\n",
"AIS_Discrete(col_5626) = 0.1417 bits\n",
"AIS_Discrete(col_5627) = 0.2361 bits\n",
"AIS_Discrete(col_5628) = 0.1394 bits\n",
"AIS_Discrete(col_5629) = 0.2484 bits\n",
"AIS_Discrete(col_5630) = 0.1286 bits\n",
"AIS_Discrete(col_5631) = 0.2456 bits\n",
"AIS_Discrete(col_5632) = 0.1008 bits\n",
"AIS_Discrete(col_5633) = 0.2741 bits\n",
"AIS_Discrete(col_5634) = 0.1141 bits\n",
"AIS_Discrete(col_5635) = 0.2678 bits\n",
"AIS_Discrete(col_5636) = 0.1082 bits\n",
"AIS_Discrete(col_5637) = 0.2809 bits\n",
"AIS_Discrete(col_5638) = 0.0987 bits\n",
"AIS_Discrete(col_5639) = 0.2910 bits\n",
"AIS_Discrete(col_5640) = 0.0756 bits\n",
"AIS_Discrete(col_5641) = 0.2754 bits\n",
"AIS_Discrete(col_5642) = 0.0866 bits\n",
"AIS_Discrete(col_5643) = 0.2850 bits\n",
"AIS_Discrete(col_5644) = 0.0801 bits\n",
"AIS_Discrete(col_5645) = 0.1584 bits\n",
"AIS_Discrete(col_5646) = 0.0741 bits\n",
"AIS_Discrete(col_5647) = 0.1206 bits\n",
"AIS_Discrete(col_5648) = 0.1592 bits\n",
"AIS_Discrete(col_5649) = 0.1151 bits\n",
"AIS_Discrete(col_5650) = 0.2117 bits\n",
"AIS_Discrete(col_5651) = 0.0892 bits\n",
"AIS_Discrete(col_5652) = 0.2171 bits\n",
"AIS_Discrete(col_5653) = 0.0498 bits\n",
"AIS_Discrete(col_5654) = 0.2156 bits\n",
"AIS_Discrete(col_5655) = 0.0528 bits\n",
"AIS_Discrete(col_5656) = 0.2708 bits\n",
"AIS_Discrete(col_5657) = 0.0595 bits\n",
"AIS_Discrete(col_5658) = 0.2661 bits\n",
"AIS_Discrete(col_5659) = 0.0521 bits\n",
"AIS_Discrete(col_5660) = 0.1744 bits\n",
"AIS_Discrete(col_5661) = 0.0475 bits\n",
"AIS_Discrete(col_5662) = 0.1500 bits\n",
"AIS_Discrete(col_5663) = 0.0934 bits\n",
"AIS_Discrete(col_5664) = 0.0928 bits\n",
"AIS_Discrete(col_5665) = 0.1462 bits\n",
"AIS_Discrete(col_5666) = 0.1006 bits\n",
"AIS_Discrete(col_5667) = 0.2979 bits\n",
"AIS_Discrete(col_5668) = 0.0933 bits\n",
"AIS_Discrete(col_5669) = 0.2876 bits\n",
"AIS_Discrete(col_5670) = 0.1024 bits\n",
"AIS_Discrete(col_5671) = 0.2944 bits\n",
"AIS_Discrete(col_5672) = 0.1082 bits\n",
"AIS_Discrete(col_5673) = 0.2586 bits\n",
"AIS_Discrete(col_5674) = 0.0906 bits\n",
"AIS_Discrete(col_5675) = 0.2351 bits\n",
"AIS_Discrete(col_5676) = 0.0977 bits\n",
"AIS_Discrete(col_5677) = 0.2007 bits\n",
"AIS_Discrete(col_5678) = 0.1067 bits\n",
"AIS_Discrete(col_5679) = 0.1705 bits\n",
"AIS_Discrete(col_5680) = 0.1038 bits\n",
"AIS_Discrete(col_5681) = 0.1675 bits\n",
"AIS_Discrete(col_5682) = 0.0606 bits\n",
"AIS_Discrete(col_5683) = 0.1013 bits\n",
"AIS_Discrete(col_5684) = 0.0973 bits\n",
"AIS_Discrete(col_5685) = 0.0924 bits\n",
"AIS_Discrete(col_5686) = 0.1696 bits\n",
"AIS_Discrete(col_5687) = 0.1235 bits\n",
"AIS_Discrete(col_5688) = 0.1900 bits\n",
"AIS_Discrete(col_5689) = 0.1218 bits\n",
"AIS_Discrete(col_5690) = 0.1728 bits\n",
"AIS_Discrete(col_5691) = 0.1113 bits\n",
"AIS_Discrete(col_5692) = 0.1344 bits\n",
"AIS_Discrete(col_5693) = 0.1054 bits\n",
"AIS_Discrete(col_5694) = 0.1161 bits\n",
"AIS_Discrete(col_5695) = 0.1124 bits\n",
"AIS_Discrete(col_5696) = 0.1520 bits\n",
"AIS_Discrete(col_5697) = 0.0798 bits\n",
"AIS_Discrete(col_5698) = 0.1133 bits\n",
"AIS_Discrete(col_5699) = 0.0959 bits\n",
"AIS_Discrete(col_5700) = 0.1347 bits\n",
"AIS_Discrete(col_5701) = 0.1586 bits\n",
"AIS_Discrete(col_5702) = 0.1621 bits\n",
"AIS_Discrete(col_5703) = 0.0827 bits\n",
"AIS_Discrete(col_5704) = 0.1369 bits\n",
"AIS_Discrete(col_5705) = 0.1239 bits\n",
"AIS_Discrete(col_5706) = 0.1333 bits\n",
"AIS_Discrete(col_5707) = 0.1674 bits\n",
"AIS_Discrete(col_5708) = 0.1511 bits\n",
"AIS_Discrete(col_5709) = 0.1714 bits\n",
"AIS_Discrete(col_5710) = 0.0719 bits\n",
"AIS_Discrete(col_5711) = 0.1217 bits\n",
"AIS_Discrete(col_5712) = 0.0723 bits\n",
"AIS_Discrete(col_5713) = 0.1516 bits\n",
"AIS_Discrete(col_5714) = 0.1290 bits\n",
"AIS_Discrete(col_5715) = 0.1320 bits\n",
"AIS_Discrete(col_5716) = 0.1087 bits\n",
"AIS_Discrete(col_5717) = 0.0954 bits\n",
"AIS_Discrete(col_5718) = 0.1117 bits\n",
"AIS_Discrete(col_5719) = 0.0865 bits\n",
"AIS_Discrete(col_5720) = 0.1003 bits\n",
"AIS_Discrete(col_5721) = 0.1062 bits\n",
"AIS_Discrete(col_5722) = 0.1545 bits\n",
"AIS_Discrete(col_5723) = 0.1676 bits\n",
"AIS_Discrete(col_5724) = 0.1934 bits\n",
"AIS_Discrete(col_5725) = 0.1318 bits\n",
"AIS_Discrete(col_5726) = 0.1882 bits\n",
"AIS_Discrete(col_5727) = 0.1604 bits\n",
"AIS_Discrete(col_5728) = 0.1807 bits\n",
"AIS_Discrete(col_5729) = 0.1409 bits\n",
"AIS_Discrete(col_5730) = 0.1398 bits\n",
"AIS_Discrete(col_5731) = 0.1434 bits\n",
"AIS_Discrete(col_5732) = 0.1143 bits\n",
"AIS_Discrete(col_5733) = 0.0862 bits\n",
"AIS_Discrete(col_5734) = 0.0825 bits\n",
"AIS_Discrete(col_5735) = 0.0814 bits\n",
"AIS_Discrete(col_5736) = 0.1331 bits\n",
"AIS_Discrete(col_5737) = 0.1344 bits\n",
"AIS_Discrete(col_5738) = 0.1551 bits\n",
"AIS_Discrete(col_5739) = 0.1717 bits\n",
"AIS_Discrete(col_5740) = 0.1395 bits\n",
"AIS_Discrete(col_5741) = 0.2128 bits\n",
"AIS_Discrete(col_5742) = 0.1532 bits\n",
"AIS_Discrete(col_5743) = 0.1814 bits\n",
"AIS_Discrete(col_5744) = 0.1463 bits\n",
"AIS_Discrete(col_5745) = 0.2185 bits\n",
"AIS_Discrete(col_5746) = 0.1311 bits\n",
"AIS_Discrete(col_5747) = 0.2128 bits\n",
"AIS_Discrete(col_5748) = 0.1309 bits\n",
"AIS_Discrete(col_5749) = 0.1315 bits\n",
"AIS_Discrete(col_5750) = 0.1296 bits\n",
"AIS_Discrete(col_5751) = 0.0827 bits\n",
"AIS_Discrete(col_5752) = 0.1420 bits\n",
"AIS_Discrete(col_5753) = 0.0469 bits\n",
"AIS_Discrete(col_5754) = 0.1246 bits\n",
"AIS_Discrete(col_5755) = 0.0742 bits\n",
"AIS_Discrete(col_5756) = 0.1670 bits\n",
"AIS_Discrete(col_5757) = 0.1373 bits\n",
"AIS_Discrete(col_5758) = 0.2272 bits\n",
"AIS_Discrete(col_5759) = 0.1351 bits\n",
"AIS_Discrete(col_5760) = 0.2214 bits\n",
"AIS_Discrete(col_5761) = 0.1147 bits\n",
"AIS_Discrete(col_5762) = 0.1549 bits\n",
"AIS_Discrete(col_5763) = 0.0971 bits\n",
"AIS_Discrete(col_5764) = 0.0981 bits\n",
"AIS_Discrete(col_5765) = 0.0979 bits\n",
"AIS_Discrete(col_5766) = 0.0567 bits\n",
"AIS_Discrete(col_5767) = 0.1350 bits\n",
"AIS_Discrete(col_5768) = 0.1124 bits\n",
"AIS_Discrete(col_5769) = 0.1765 bits\n",
"AIS_Discrete(col_5770) = 0.1149 bits\n",
"AIS_Discrete(col_5771) = 0.2273 bits\n",
"AIS_Discrete(col_5772) = 0.0985 bits\n",
"AIS_Discrete(col_5773) = 0.1845 bits\n",
"AIS_Discrete(col_5774) = 0.0864 bits\n",
"AIS_Discrete(col_5775) = 0.2064 bits\n",
"AIS_Discrete(col_5776) = 0.1011 bits\n",
"AIS_Discrete(col_5777) = 0.1394 bits\n",
"AIS_Discrete(col_5778) = 0.1131 bits\n",
"AIS_Discrete(col_5779) = 0.0559 bits\n",
"AIS_Discrete(col_5780) = 0.1955 bits\n",
"AIS_Discrete(col_5781) = 0.0587 bits\n",
"AIS_Discrete(col_5782) = 0.2661 bits\n",
"AIS_Discrete(col_5783) = 0.0622 bits\n",
"AIS_Discrete(col_5784) = 0.2160 bits\n",
"AIS_Discrete(col_5785) = 0.0748 bits\n",
"AIS_Discrete(col_5786) = 0.1883 bits\n",
"AIS_Discrete(col_5787) = 0.0934 bits\n",
"AIS_Discrete(col_5788) = 0.2110 bits\n",
"AIS_Discrete(col_5789) = 0.1286 bits\n",
"AIS_Discrete(col_5790) = 0.2333 bits\n",
"AIS_Discrete(col_5791) = 0.1205 bits\n",
"AIS_Discrete(col_5792) = 0.1922 bits\n",
"AIS_Discrete(col_5793) = 0.1287 bits\n",
"AIS_Discrete(col_5794) = 0.2190 bits\n",
"AIS_Discrete(col_5795) = 0.1394 bits\n",
"AIS_Discrete(col_5796) = 0.2422 bits\n",
"AIS_Discrete(col_5797) = 0.1439 bits\n",
"AIS_Discrete(col_5798) = 0.2331 bits\n",
"AIS_Discrete(col_5799) = 0.1462 bits\n",
"AIS_Discrete(col_5800) = 0.1588 bits\n",
"AIS_Discrete(col_5801) = 0.1485 bits\n",
"AIS_Discrete(col_5802) = 0.2102 bits\n",
"AIS_Discrete(col_5803) = 0.1531 bits\n",
"AIS_Discrete(col_5804) = 0.2242 bits\n",
"AIS_Discrete(col_5805) = 0.1509 bits\n",
"AIS_Discrete(col_5806) = 0.2156 bits\n",
"AIS_Discrete(col_5807) = 0.1097 bits\n",
"AIS_Discrete(col_5808) = 0.1800 bits\n",
"AIS_Discrete(col_5809) = 0.0880 bits\n",
"AIS_Discrete(col_5810) = 0.2038 bits\n",
"AIS_Discrete(col_5811) = 0.1043 bits\n",
"AIS_Discrete(col_5812) = 0.1709 bits\n",
"AIS_Discrete(col_5813) = 0.1337 bits\n",
"AIS_Discrete(col_5814) = 0.1436 bits\n",
"AIS_Discrete(col_5815) = 0.1662 bits\n",
"AIS_Discrete(col_5816) = 0.1613 bits\n",
"AIS_Discrete(col_5817) = 0.1504 bits\n",
"AIS_Discrete(col_5818) = 0.1520 bits\n",
"AIS_Discrete(col_5819) = 0.1709 bits\n",
"AIS_Discrete(col_5820) = 0.1634 bits\n",
"AIS_Discrete(col_5821) = 0.1660 bits\n",
"AIS_Discrete(col_5822) = 0.1350 bits\n",
"AIS_Discrete(col_5823) = 0.1685 bits\n",
"AIS_Discrete(col_5824) = 0.1540 bits\n",
"AIS_Discrete(col_5825) = 0.1784 bits\n",
"AIS_Discrete(col_5826) = 0.1471 bits\n",
"AIS_Discrete(col_5827) = 0.1357 bits\n",
"AIS_Discrete(col_5828) = 0.1244 bits\n",
"AIS_Discrete(col_5829) = 0.1482 bits\n",
"AIS_Discrete(col_5830) = 0.1490 bits\n",
"AIS_Discrete(col_5831) = 0.2043 bits\n",
"AIS_Discrete(col_5832) = 0.1628 bits\n",
"AIS_Discrete(col_5833) = 0.1961 bits\n",
"AIS_Discrete(col_5834) = 0.1677 bits\n",
"AIS_Discrete(col_5835) = 0.1961 bits\n",
"AIS_Discrete(col_5836) = 0.1802 bits\n",
"AIS_Discrete(col_5837) = 0.2015 bits\n",
"AIS_Discrete(col_5838) = 0.1727 bits\n",
"AIS_Discrete(col_5839) = 0.1961 bits\n",
"AIS_Discrete(col_5840) = 0.1777 bits\n",
"AIS_Discrete(col_5841) = 0.1855 bits\n",
"AIS_Discrete(col_5842) = 0.1828 bits\n",
"AIS_Discrete(col_5843) = 0.1881 bits\n",
"AIS_Discrete(col_5844) = 0.1881 bits\n",
"AIS_Discrete(col_5845) = 0.1828 bits\n",
"AIS_Discrete(col_5846) = 0.1907 bits\n",
"AIS_Discrete(col_5847) = 0.1777 bits\n",
"AIS_Discrete(col_5848) = 0.1988 bits\n",
"AIS_Discrete(col_5849) = 0.1751 bits\n",
"AIS_Discrete(col_5850) = 0.2099 bits\n",
"AIS_Discrete(col_5851) = 0.1701 bits\n",
"AIS_Discrete(col_5852) = 0.1807 bits\n",
"AIS_Discrete(col_5853) = 0.1676 bits\n",
"AIS_Discrete(col_5854) = 0.1989 bits\n",
"AIS_Discrete(col_5855) = 0.1676 bits\n",
"AIS_Discrete(col_5856) = 0.2099 bits\n",
"AIS_Discrete(col_5857) = 0.1652 bits\n",
"AIS_Discrete(col_5858) = 0.2044 bits\n",
"AIS_Discrete(col_5859) = 0.1628 bits\n",
"AIS_Discrete(col_5860) = 0.2099 bits\n",
"AIS_Discrete(col_5861) = 0.1652 bits\n",
"AIS_Discrete(col_5862) = 0.2044 bits\n",
"AIS_Discrete(col_5863) = 0.1701 bits\n",
"AIS_Discrete(col_5864) = 0.2015 bits\n",
"AIS_Discrete(col_5865) = 0.1777 bits\n",
"AIS_Discrete(col_5866) = 0.1988 bits\n",
"AIS_Discrete(col_5867) = 0.1777 bits\n",
"AIS_Discrete(col_5868) = 0.2015 bits\n",
"AIS_Discrete(col_5869) = 0.1751 bits\n",
"AIS_Discrete(col_5870) = 0.2043 bits\n",
"AIS_Discrete(col_5871) = 0.1751 bits\n",
"AIS_Discrete(col_5872) = 0.1804 bits\n",
"AIS_Discrete(col_5873) = 0.1802 bits\n",
"AIS_Discrete(col_5874) = 0.1778 bits\n",
"AIS_Discrete(col_5875) = 0.1881 bits\n",
"AIS_Discrete(col_5876) = 0.1828 bits\n",
"AIS_Discrete(col_5877) = 0.1988 bits\n",
"AIS_Discrete(col_5878) = 0.1676 bits\n",
"AIS_Discrete(col_5879) = 0.1593 bits\n",
"AIS_Discrete(col_5880) = 0.0827 bits\n",
"AIS_Discrete(col_5881) = 0.1014 bits\n",
"AIS_Discrete(col_5882) = 0.0723 bits\n",
"AIS_Discrete(col_5883) = 0.1012 bits\n",
"AIS_Discrete(col_5884) = 0.1165 bits\n",
"AIS_Discrete(col_5885) = 0.0780 bits\n",
"AIS_Discrete(col_5886) = 0.1046 bits\n",
"AIS_Discrete(col_5887) = 0.0842 bits\n",
"AIS_Discrete(col_5888) = 0.1320 bits\n",
"AIS_Discrete(col_5889) = 0.1613 bits\n",
"AIS_Discrete(col_5890) = 0.1701 bits\n",
"AIS_Discrete(col_5891) = 0.1881 bits\n",
"AIS_Discrete(col_5892) = 0.1703 bits\n",
"AIS_Discrete(col_5893) = 0.1752 bits\n",
"AIS_Discrete(col_5894) = 0.1753 bits\n",
"AIS_Discrete(col_5895) = 0.1828 bits\n",
"AIS_Discrete(col_5896) = 0.1803 bits\n",
"AIS_Discrete(col_5897) = 0.1752 bits\n",
"AIS_Discrete(col_5898) = 0.1829 bits\n",
"AIS_Discrete(col_5899) = 0.1491 bits\n",
"AIS_Discrete(col_5900) = 0.1618 bits\n",
"AIS_Discrete(col_5901) = 0.1469 bits\n",
"AIS_Discrete(col_5902) = 0.1258 bits\n",
"AIS_Discrete(col_5903) = 0.1044 bits\n",
"AIS_Discrete(col_5904) = 0.1166 bits\n",
"AIS_Discrete(col_5905) = 0.1179 bits\n",
"AIS_Discrete(col_5906) = 0.1111 bits\n",
"AIS_Discrete(col_5907) = 0.1349 bits\n",
"AIS_Discrete(col_5908) = 0.0971 bits\n",
"AIS_Discrete(col_5909) = 0.1874 bits\n",
"AIS_Discrete(col_5910) = 0.0872 bits\n",
"AIS_Discrete(col_5911) = 0.1500 bits\n",
"AIS_Discrete(col_5912) = 0.1098 bits\n",
"AIS_Discrete(col_5913) = 0.1272 bits\n",
"AIS_Discrete(col_5914) = 0.1172 bits\n",
"AIS_Discrete(col_5915) = 0.1248 bits\n",
"AIS_Discrete(col_5916) = 0.1282 bits\n",
"AIS_Discrete(col_5917) = 0.0913 bits\n",
"AIS_Discrete(col_5918) = 0.1117 bits\n",
"AIS_Discrete(col_5919) = 0.0840 bits\n",
"AIS_Discrete(col_5920) = 0.1583 bits\n",
"AIS_Discrete(col_5921) = 0.1056 bits\n",
"AIS_Discrete(col_5922) = 0.1728 bits\n",
"AIS_Discrete(col_5923) = 0.1146 bits\n",
"AIS_Discrete(col_5924) = 0.1487 bits\n",
"AIS_Discrete(col_5925) = 0.1111 bits\n",
"AIS_Discrete(col_5926) = 0.1451 bits\n",
"AIS_Discrete(col_5927) = 0.1197 bits\n",
"AIS_Discrete(col_5928) = 0.1370 bits\n",
"AIS_Discrete(col_5929) = 0.1165 bits\n",
"AIS_Discrete(col_5930) = 0.1415 bits\n",
"AIS_Discrete(col_5931) = 0.1573 bits\n",
"AIS_Discrete(col_5932) = 0.1017 bits\n",
"AIS_Discrete(col_5933) = 0.1762 bits\n",
"AIS_Discrete(col_5934) = 0.0942 bits\n",
"AIS_Discrete(col_5935) = 0.2312 bits\n",
"AIS_Discrete(col_5936) = 0.0966 bits\n",
"AIS_Discrete(col_5937) = 0.2253 bits\n",
"AIS_Discrete(col_5938) = 0.1089 bits\n",
"AIS_Discrete(col_5939) = 0.1821 bits\n",
"AIS_Discrete(col_5940) = 0.0942 bits\n",
"AIS_Discrete(col_5941) = 0.2493 bits\n",
"AIS_Discrete(col_5942) = 0.0691 bits\n",
"AIS_Discrete(col_5943) = 0.2190 bits\n",
"AIS_Discrete(col_5944) = 0.0709 bits\n",
"AIS_Discrete(col_5945) = 0.2877 bits\n",
"AIS_Discrete(col_5946) = 0.1025 bits\n",
"AIS_Discrete(col_5947) = 0.2680 bits\n",
"AIS_Discrete(col_5948) = 0.0970 bits\n",
"AIS_Discrete(col_5949) = 0.2778 bits\n",
"AIS_Discrete(col_5950) = 0.0785 bits\n",
"AIS_Discrete(col_5951) = 0.1988 bits\n",
"AIS_Discrete(col_5952) = 0.1044 bits\n",
"AIS_Discrete(col_5953) = 0.2841 bits\n",
"AIS_Discrete(col_5954) = 0.1043 bits\n",
"AIS_Discrete(col_5955) = 0.2875 bits\n",
"AIS_Discrete(col_5956) = 0.1121 bits\n",
"AIS_Discrete(col_5957) = 0.2944 bits\n",
"AIS_Discrete(col_5958) = 0.0953 bits\n",
"AIS_Discrete(col_5959) = 0.2944 bits\n",
"AIS_Discrete(col_5960) = 0.1121 bits\n",
"AIS_Discrete(col_5961) = 0.2808 bits\n",
"AIS_Discrete(col_5962) = 0.0852 bits\n",
"AIS_Discrete(col_5963) = 0.2434 bits\n",
"AIS_Discrete(col_5964) = 0.1101 bits\n",
"AIS_Discrete(col_5965) = 0.2548 bits\n",
"AIS_Discrete(col_5966) = 0.1122 bits\n",
"AIS_Discrete(col_5967) = 0.2455 bits\n",
"AIS_Discrete(col_5968) = 0.1142 bits\n",
"AIS_Discrete(col_5969) = 0.2515 bits\n",
"AIS_Discrete(col_5970) = 0.1014 bits\n",
"AIS_Discrete(col_5971) = 0.2245 bits\n",
"AIS_Discrete(col_5972) = 0.1351 bits\n",
"AIS_Discrete(col_5973) = 0.2157 bits\n",
"AIS_Discrete(col_5974) = 0.1417 bits\n",
"AIS_Discrete(col_5975) = 0.2243 bits\n",
"AIS_Discrete(col_5976) = 0.1579 bits\n",
"AIS_Discrete(col_5977) = 0.2184 bits\n",
"AIS_Discrete(col_5978) = 0.1420 bits\n",
"AIS_Discrete(col_5979) = 0.1851 bits\n",
"AIS_Discrete(col_5980) = 0.1040 bits\n",
"AIS_Discrete(col_5981) = 0.1934 bits\n",
"AIS_Discrete(col_5982) = 0.0841 bits\n",
"AIS_Discrete(col_5983) = 0.2241 bits\n",
"AIS_Discrete(col_5984) = 0.0902 bits\n",
"AIS_Discrete(col_5985) = 0.2190 bits\n",
"AIS_Discrete(col_5986) = 0.0493 bits\n",
"AIS_Discrete(col_5987) = 0.1535 bits\n",
"AIS_Discrete(col_5988) = 0.0887 bits\n",
"AIS_Discrete(col_5989) = 0.1369 bits\n",
"AIS_Discrete(col_5990) = 0.1429 bits\n",
"AIS_Discrete(col_5991) = 0.1468 bits\n",
"AIS_Discrete(col_5992) = 0.1518 bits\n",
"AIS_Discrete(col_5993) = 0.1704 bits\n",
"AIS_Discrete(col_5994) = 0.1683 bits\n",
"AIS_Discrete(col_5995) = 0.1501 bits\n",
"AIS_Discrete(col_5996) = 0.1434 bits\n",
"AIS_Discrete(col_5997) = 0.1514 bits\n",
"AIS_Discrete(col_5998) = 0.1247 bits\n",
"AIS_Discrete(col_5999) = 0.1724 bits\n",
"AIS_Discrete(col_6000) = 0.1103 bits\n",
"AIS_Discrete(col_6001) = 0.1775 bits\n",
"AIS_Discrete(col_6002) = 0.0619 bits\n",
"AIS_Discrete(col_6003) = 0.1832 bits\n",
"AIS_Discrete(col_6004) = 0.0761 bits\n",
"AIS_Discrete(col_6005) = 0.2197 bits\n",
"AIS_Discrete(col_6006) = 0.0825 bits\n",
"AIS_Discrete(col_6007) = 0.1777 bits\n",
"AIS_Discrete(col_6008) = 0.1004 bits\n",
"AIS_Discrete(col_6009) = 0.1434 bits\n",
"AIS_Discrete(col_6010) = 0.1430 bits\n",
"AIS_Discrete(col_6011) = 0.1161 bits\n",
"AIS_Discrete(col_6012) = 0.1500 bits\n",
"AIS_Discrete(col_6013) = 0.0890 bits\n",
"AIS_Discrete(col_6014) = 0.1508 bits\n",
"AIS_Discrete(col_6015) = 0.1029 bits\n",
"AIS_Discrete(col_6016) = 0.1607 bits\n",
"AIS_Discrete(col_6017) = 0.0950 bits\n",
"AIS_Discrete(col_6018) = 0.1710 bits\n",
"AIS_Discrete(col_6019) = 0.0991 bits\n",
"AIS_Discrete(col_6020) = 0.1999 bits\n",
"AIS_Discrete(col_6021) = 0.0740 bits\n",
"AIS_Discrete(col_6022) = 0.1762 bits\n",
"AIS_Discrete(col_6023) = 0.0751 bits\n",
"AIS_Discrete(col_6024) = 0.1451 bits\n",
"AIS_Discrete(col_6025) = 0.0824 bits\n",
"AIS_Discrete(col_6026) = 0.1190 bits\n",
"AIS_Discrete(col_6027) = 0.0977 bits\n",
"AIS_Discrete(col_6028) = 0.1013 bits\n",
"AIS_Discrete(col_6029) = 0.1570 bits\n",
"AIS_Discrete(col_6030) = 0.1253 bits\n",
"AIS_Discrete(col_6031) = 0.1737 bits\n",
"AIS_Discrete(col_6032) = 0.1241 bits\n",
"AIS_Discrete(col_6033) = 0.1588 bits\n",
"AIS_Discrete(col_6034) = 0.1558 bits\n",
"AIS_Discrete(col_6035) = 0.1811 bits\n",
"AIS_Discrete(col_6036) = 0.1064 bits\n",
"AIS_Discrete(col_6037) = 0.1293 bits\n",
"AIS_Discrete(col_6038) = 0.0944 bits\n",
"AIS_Discrete(col_6039) = 0.1103 bits\n",
"AIS_Discrete(col_6040) = 0.1409 bits\n",
"AIS_Discrete(col_6041) = 0.1028 bits\n",
"AIS_Discrete(col_6042) = 0.1405 bits\n",
"AIS_Discrete(col_6043) = 0.1002 bits\n",
"AIS_Discrete(col_6044) = 0.1148 bits\n",
"AIS_Discrete(col_6045) = 0.1271 bits\n",
"AIS_Discrete(col_6046) = 0.1073 bits\n",
"AIS_Discrete(col_6047) = 0.1755 bits\n",
"AIS_Discrete(col_6048) = 0.1379 bits\n",
"AIS_Discrete(col_6049) = 0.1536 bits\n",
"AIS_Discrete(col_6050) = 0.1310 bits\n",
"AIS_Discrete(col_6051) = 0.1383 bits\n",
"AIS_Discrete(col_6052) = 0.1570 bits\n",
"AIS_Discrete(col_6053) = 0.1341 bits\n",
"AIS_Discrete(col_6054) = 0.1638 bits\n",
"AIS_Discrete(col_6055) = 0.1636 bits\n",
"AIS_Discrete(col_6056) = 0.1350 bits\n",
"AIS_Discrete(col_6057) = 0.1593 bits\n",
"AIS_Discrete(col_6058) = 0.1367 bits\n",
"AIS_Discrete(col_6059) = 0.1263 bits\n",
"AIS_Discrete(col_6060) = 0.1202 bits\n",
"AIS_Discrete(col_6061) = 0.1049 bits\n",
"AIS_Discrete(col_6062) = 0.1952 bits\n",
"AIS_Discrete(col_6063) = 0.1007 bits\n",
"AIS_Discrete(col_6064) = 0.2746 bits\n",
"AIS_Discrete(col_6065) = 0.0970 bits\n",
"AIS_Discrete(col_6066) = 0.2623 bits\n",
"AIS_Discrete(col_6067) = 0.0950 bits\n",
"AIS_Discrete(col_6068) = 0.1699 bits\n",
"AIS_Discrete(col_6069) = 0.0760 bits\n",
"AIS_Discrete(col_6070) = 0.0866 bits\n",
"AIS_Discrete(col_6071) = 0.1535 bits\n",
"AIS_Discrete(col_6072) = 0.0801 bits\n",
"AIS_Discrete(col_6073) = 0.1697 bits\n",
"AIS_Discrete(col_6074) = 0.0730 bits\n",
"AIS_Discrete(col_6075) = 0.2249 bits\n",
"AIS_Discrete(col_6076) = 0.0715 bits\n",
"AIS_Discrete(col_6077) = 0.2343 bits\n",
"AIS_Discrete(col_6078) = 0.0513 bits\n",
"AIS_Discrete(col_6079) = 0.2773 bits\n",
"AIS_Discrete(col_6080) = 0.0585 bits\n",
"AIS_Discrete(col_6081) = 0.3494 bits\n",
"AIS_Discrete(col_6082) = 0.0700 bits\n",
"AIS_Discrete(col_6083) = 0.3574 bits\n",
"AIS_Discrete(col_6084) = 0.0715 bits\n",
"AIS_Discrete(col_6085) = 0.3277 bits\n",
"AIS_Discrete(col_6086) = 0.0715 bits\n",
"AIS_Discrete(col_6087) = 0.3652 bits\n",
"AIS_Discrete(col_6088) = 0.0715 bits\n",
"AIS_Discrete(col_6089) = 0.2665 bits\n",
"AIS_Discrete(col_6090) = 0.0700 bits\n",
"AIS_Discrete(col_6091) = 0.1910 bits\n",
"AIS_Discrete(col_6092) = 0.0541 bits\n",
"AIS_Discrete(col_6093) = 0.0783 bits\n",
"AIS_Discrete(col_6094) = 0.0809 bits\n",
"AIS_Discrete(col_6095) = 0.1029 bits\n",
"AIS_Discrete(col_6096) = 0.1379 bits\n",
"AIS_Discrete(col_6097) = 0.1005 bits\n",
"AIS_Discrete(col_6098) = 0.2088 bits\n",
"AIS_Discrete(col_6099) = 0.0665 bits\n",
"AIS_Discrete(col_6100) = 0.1956 bits\n",
"AIS_Discrete(col_6101) = 0.0715 bits\n",
"AIS_Discrete(col_6102) = 0.3382 bits\n",
"AIS_Discrete(col_6103) = 0.0763 bits\n",
"AIS_Discrete(col_6104) = 0.3455 bits\n",
"AIS_Discrete(col_6105) = 0.0670 bits\n",
"AIS_Discrete(col_6106) = 0.3307 bits\n",
"AIS_Discrete(col_6107) = 0.0716 bits\n",
"AIS_Discrete(col_6108) = 0.3346 bits\n",
"AIS_Discrete(col_6109) = 0.0747 bits\n",
"AIS_Discrete(col_6110) = 0.3165 bits\n",
"AIS_Discrete(col_6111) = 0.0779 bits\n",
"AIS_Discrete(col_6112) = 0.3304 bits\n",
"AIS_Discrete(col_6113) = 0.0862 bits\n",
"AIS_Discrete(col_6114) = 0.3341 bits\n",
"AIS_Discrete(col_6115) = 0.0897 bits\n",
"AIS_Discrete(col_6116) = 0.3266 bits\n",
"AIS_Discrete(col_6117) = 0.0915 bits\n",
"AIS_Discrete(col_6118) = 0.3121 bits\n",
"AIS_Discrete(col_6119) = 0.0969 bits\n",
"AIS_Discrete(col_6120) = 0.1710 bits\n",
"AIS_Discrete(col_6121) = 0.0987 bits\n",
"AIS_Discrete(col_6122) = 0.2586 bits\n",
"AIS_Discrete(col_6123) = 0.1062 bits\n",
"AIS_Discrete(col_6124) = 0.2841 bits\n",
"AIS_Discrete(col_6125) = 0.1082 bits\n",
"AIS_Discrete(col_6126) = 0.2548 bits\n",
"AIS_Discrete(col_6127) = 0.1181 bits\n",
"AIS_Discrete(col_6128) = 0.2547 bits\n",
"AIS_Discrete(col_6129) = 0.1394 bits\n",
"AIS_Discrete(col_6130) = 0.2301 bits\n",
"AIS_Discrete(col_6131) = 0.1485 bits\n",
"AIS_Discrete(col_6132) = 0.1621 bits\n",
"AIS_Discrete(col_6133) = 0.1652 bits\n",
"AIS_Discrete(col_6134) = 0.1660 bits\n",
"AIS_Discrete(col_6135) = 0.1828 bits\n",
"AIS_Discrete(col_6136) = 0.1828 bits\n",
"AIS_Discrete(col_6137) = 0.1545 bits\n",
"AIS_Discrete(col_6138) = 0.1081 bits\n",
"AIS_Discrete(col_6139) = 0.1434 bits\n",
"AIS_Discrete(col_6140) = 0.1353 bits\n",
"AIS_Discrete(col_6141) = 0.0918 bits\n",
"AIS_Discrete(col_6142) = 0.0946 bits\n",
"AIS_Discrete(col_6143) = 0.0465 bits\n",
"AIS_Discrete(col_6144) = 0.1345 bits\n",
"AIS_Discrete(col_6145) = 0.0829 bits\n",
"AIS_Discrete(col_6146) = 0.1999 bits\n",
"AIS_Discrete(col_6147) = 0.1224 bits\n",
"AIS_Discrete(col_6148) = 0.2423 bits\n",
"AIS_Discrete(col_6149) = 0.1244 bits\n",
"AIS_Discrete(col_6150) = 0.2484 bits\n",
"AIS_Discrete(col_6151) = 0.1142 bits\n",
"AIS_Discrete(col_6152) = 0.2351 bits\n",
"AIS_Discrete(col_6153) = 0.0949 bits\n",
"AIS_Discrete(col_6154) = 0.1856 bits\n",
"AIS_Discrete(col_6155) = 0.0983 bits\n",
"AIS_Discrete(col_6156) = 0.1404 bits\n",
"AIS_Discrete(col_6157) = 0.0546 bits\n",
"AIS_Discrete(col_6158) = 0.1210 bits\n",
"AIS_Discrete(col_6159) = 0.0463 bits\n",
"AIS_Discrete(col_6160) = 0.1207 bits\n",
"AIS_Discrete(col_6161) = 0.1368 bits\n",
"AIS_Discrete(col_6162) = 0.0873 bits\n",
"AIS_Discrete(col_6163) = 0.2455 bits\n",
"AIS_Discrete(col_6164) = 0.1264 bits\n",
"AIS_Discrete(col_6165) = 0.1592 bits\n",
"AIS_Discrete(col_6166) = 0.1287 bits\n",
"AIS_Discrete(col_6167) = 0.2185 bits\n",
"AIS_Discrete(col_6168) = 0.1333 bits\n",
"AIS_Discrete(col_6169) = 0.1549 bits\n",
"AIS_Discrete(col_6170) = 0.0622 bits\n",
"AIS_Discrete(col_6171) = 0.1506 bits\n",
"AIS_Discrete(col_6172) = 0.0552 bits\n",
"AIS_Discrete(col_6173) = 0.1794 bits\n",
"AIS_Discrete(col_6174) = 0.0930 bits\n",
"AIS_Discrete(col_6175) = 0.1451 bits\n",
"AIS_Discrete(col_6176) = 0.1320 bits\n",
"AIS_Discrete(col_6177) = 0.1337 bits\n",
"AIS_Discrete(col_6178) = 0.1674 bits\n",
"AIS_Discrete(col_6179) = 0.1318 bits\n",
"AIS_Discrete(col_6180) = 0.1858 bits\n",
"AIS_Discrete(col_6181) = 0.1293 bits\n",
"AIS_Discrete(col_6182) = 0.2005 bits\n",
"AIS_Discrete(col_6183) = 0.1038 bits\n",
"AIS_Discrete(col_6184) = 0.1780 bits\n",
"AIS_Discrete(col_6185) = 0.0752 bits\n",
"AIS_Discrete(col_6186) = 0.1320 bits\n",
"AIS_Discrete(col_6187) = 0.0608 bits\n",
"AIS_Discrete(col_6188) = 0.1195 bits\n",
"AIS_Discrete(col_6189) = 0.0881 bits\n",
"AIS_Discrete(col_6190) = 0.1562 bits\n",
"AIS_Discrete(col_6191) = 0.1520 bits\n",
"AIS_Discrete(col_6192) = 0.1777 bits\n",
"AIS_Discrete(col_6193) = 0.1518 bits\n",
"AIS_Discrete(col_6194) = 0.1409 bits\n",
"AIS_Discrete(col_6195) = 0.1777 bits\n",
"AIS_Discrete(col_6196) = 0.1436 bits\n",
"AIS_Discrete(col_6197) = 0.1668 bits\n",
"AIS_Discrete(col_6198) = 0.0593 bits\n",
"AIS_Discrete(col_6199) = 0.1881 bits\n",
"AIS_Discrete(col_6200) = 0.0337 bits\n",
"AIS_Discrete(col_6201) = 0.2126 bits\n",
"AIS_Discrete(col_6202) = 0.0470 bits\n",
"AIS_Discrete(col_6203) = 0.2338 bits\n",
"AIS_Discrete(col_6204) = 0.0963 bits\n",
"AIS_Discrete(col_6205) = 0.1904 bits\n",
"AIS_Discrete(col_6206) = 0.1247 bits\n",
"AIS_Discrete(col_6207) = 0.1754 bits\n",
"AIS_Discrete(col_6208) = 0.1683 bits\n",
"AIS_Discrete(col_6209) = 0.1634 bits\n",
"AIS_Discrete(col_6210) = 0.1611 bits\n",
"AIS_Discrete(col_6211) = 0.1688 bits\n",
"AIS_Discrete(col_6212) = 0.1677 bits\n",
"AIS_Discrete(col_6213) = 0.1855 bits\n",
"AIS_Discrete(col_6214) = 0.1727 bits\n",
"AIS_Discrete(col_6215) = 0.1881 bits\n",
"AIS_Discrete(col_6216) = 0.1677 bits\n",
"AIS_Discrete(col_6217) = 0.1347 bits\n",
"AIS_Discrete(col_6218) = 0.1752 bits\n",
"AIS_Discrete(col_6219) = 0.1283 bits\n",
"AIS_Discrete(col_6220) = 0.1855 bits\n",
"AIS_Discrete(col_6221) = 0.1701 bits\n",
"AIS_Discrete(col_6222) = 0.1418 bits\n",
"AIS_Discrete(col_6223) = 0.1356 bits\n",
"AIS_Discrete(col_6224) = 0.0867 bits\n",
"AIS_Discrete(col_6225) = 0.0715 bits\n",
"AIS_Discrete(col_6226) = 0.0954 bits\n",
"AIS_Discrete(col_6227) = 0.0717 bits\n",
"AIS_Discrete(col_6228) = 0.2203 bits\n",
"AIS_Discrete(col_6229) = 0.0955 bits\n",
"AIS_Discrete(col_6230) = 0.2264 bits\n",
"AIS_Discrete(col_6231) = 0.1111 bits\n",
"AIS_Discrete(col_6232) = 0.1827 bits\n",
"AIS_Discrete(col_6233) = 0.1283 bits\n",
"AIS_Discrete(col_6234) = 0.1660 bits\n",
"AIS_Discrete(col_6235) = 0.1780 bits\n",
"AIS_Discrete(col_6236) = 0.1383 bits\n",
"AIS_Discrete(col_6237) = 0.1841 bits\n",
"AIS_Discrete(col_6238) = 0.1440 bits\n",
"AIS_Discrete(col_6239) = 0.2213 bits\n",
"AIS_Discrete(col_6240) = 0.1579 bits\n",
"AIS_Discrete(col_6241) = 0.2213 bits\n",
"AIS_Discrete(col_6242) = 0.1579 bits\n",
"AIS_Discrete(col_6243) = 0.2156 bits\n",
"AIS_Discrete(col_6244) = 0.1376 bits\n",
"AIS_Discrete(col_6245) = 0.1784 bits\n",
"AIS_Discrete(col_6246) = 0.1605 bits\n",
"AIS_Discrete(col_6247) = 0.1988 bits\n",
"AIS_Discrete(col_6248) = 0.1581 bits\n",
"AIS_Discrete(col_6249) = 0.1807 bits\n",
"AIS_Discrete(col_6250) = 0.1632 bits\n",
"AIS_Discrete(col_6251) = 0.1779 bits\n",
"AIS_Discrete(col_6252) = 0.1777 bits\n",
"AIS_Discrete(col_6253) = 0.1631 bits\n",
"AIS_Discrete(col_6254) = 0.1472 bits\n",
"AIS_Discrete(col_6255) = 0.1074 bits\n",
"AIS_Discrete(col_6256) = 0.1312 bits\n",
"AIS_Discrete(col_6257) = 0.0774 bits\n",
"AIS_Discrete(col_6258) = 0.1348 bits\n",
"AIS_Discrete(col_6259) = 0.0728 bits\n",
"AIS_Discrete(col_6260) = 0.1258 bits\n",
"AIS_Discrete(col_6261) = 0.1037 bits\n",
"AIS_Discrete(col_6262) = 0.1422 bits\n",
"AIS_Discrete(col_6263) = 0.1548 bits\n",
"AIS_Discrete(col_6264) = 0.1609 bits\n",
"AIS_Discrete(col_6265) = 0.1545 bits\n",
"AIS_Discrete(col_6266) = 0.1726 bits\n",
"AIS_Discrete(col_6267) = 0.1803 bits\n",
"AIS_Discrete(col_6268) = 0.1582 bits\n",
"AIS_Discrete(col_6269) = 0.1410 bits\n",
"AIS_Discrete(col_6270) = 0.1201 bits\n",
"AIS_Discrete(col_6271) = 0.0865 bits\n",
"AIS_Discrete(col_6272) = 0.1114 bits\n",
"AIS_Discrete(col_6273) = 0.1109 bits\n",
"AIS_Discrete(col_6274) = 0.1184 bits\n",
"AIS_Discrete(col_6275) = 0.1090 bits\n",
"AIS_Discrete(col_6276) = 0.0981 bits\n",
"AIS_Discrete(col_6277) = 0.1426 bits\n",
"AIS_Discrete(col_6278) = 0.1434 bits\n",
"AIS_Discrete(col_6279) = 0.1495 bits\n",
"AIS_Discrete(col_6280) = 0.1430 bits\n",
"AIS_Discrete(col_6281) = 0.1174 bits\n",
"AIS_Discrete(col_6282) = 0.1215 bits\n",
"AIS_Discrete(col_6283) = 0.1232 bits\n",
"AIS_Discrete(col_6284) = 0.0747 bits\n",
"AIS_Discrete(col_6285) = 0.1123 bits\n",
"AIS_Discrete(col_6286) = 0.0751 bits\n",
"AIS_Discrete(col_6287) = 0.0965 bits\n",
"AIS_Discrete(col_6288) = 0.1084 bits\n",
"AIS_Discrete(col_6289) = 0.1316 bits\n",
"AIS_Discrete(col_6290) = 0.1909 bits\n",
"AIS_Discrete(col_6291) = 0.1676 bits\n",
"AIS_Discrete(col_6292) = 0.2043 bits\n",
"AIS_Discrete(col_6293) = 0.1676 bits\n",
"AIS_Discrete(col_6294) = 0.2156 bits\n",
"AIS_Discrete(col_6295) = 0.1271 bits\n",
"AIS_Discrete(col_6296) = 0.1937 bits\n",
"AIS_Discrete(col_6297) = 0.0974 bits\n",
"AIS_Discrete(col_6298) = 0.2108 bits\n",
"AIS_Discrete(col_6299) = 0.0779 bits\n",
"AIS_Discrete(col_6300) = 0.2706 bits\n",
"AIS_Discrete(col_6301) = 0.0643 bits\n",
"AIS_Discrete(col_6302) = 0.3261 bits\n",
"AIS_Discrete(col_6303) = 0.0420 bits\n",
"AIS_Discrete(col_6304) = 0.3364 bits\n",
"AIS_Discrete(col_6305) = 0.0344 bits\n",
"AIS_Discrete(col_6306) = 0.2472 bits\n",
"AIS_Discrete(col_6307) = 0.0496 bits\n",
"AIS_Discrete(col_6308) = 0.1653 bits\n",
"AIS_Discrete(col_6309) = 0.1175 bits\n",
"AIS_Discrete(col_6310) = 0.1727 bits\n",
"AIS_Discrete(col_6311) = 0.1641 bits\n",
"AIS_Discrete(col_6312) = 0.1321 bits\n",
"AIS_Discrete(col_6313) = 0.1724 bits\n",
"AIS_Discrete(col_6314) = 0.1579 bits\n",
"AIS_Discrete(col_6315) = 0.2127 bits\n",
"AIS_Discrete(col_6316) = 0.1652 bits\n",
"AIS_Discrete(col_6317) = 0.2071 bits\n",
"AIS_Discrete(col_6318) = 0.1628 bits\n",
"AIS_Discrete(col_6319) = 0.2016 bits\n",
"AIS_Discrete(col_6320) = 0.1400 bits\n",
"AIS_Discrete(col_6321) = 0.1963 bits\n",
"AIS_Discrete(col_6322) = 0.1677 bits\n",
"AIS_Discrete(col_6323) = 0.1033 bits\n",
"AIS_Discrete(col_6324) = 0.1702 bits\n",
"AIS_Discrete(col_6325) = 0.1907 bits\n",
"AIS_Discrete(col_6326) = 0.1828 bits\n",
"AIS_Discrete(col_6327) = 0.1303 bits\n",
"AIS_Discrete(col_6328) = 0.1231 bits\n",
"AIS_Discrete(col_6329) = 0.1675 bits\n",
"AIS_Discrete(col_6330) = 0.0899 bits\n",
"AIS_Discrete(col_6331) = 0.1747 bits\n",
"AIS_Discrete(col_6332) = 0.0538 bits\n",
"AIS_Discrete(col_6333) = 0.1460 bits\n",
"AIS_Discrete(col_6334) = 0.0593 bits\n",
"AIS_Discrete(col_6335) = 0.1703 bits\n",
"AIS_Discrete(col_6336) = 0.0911 bits\n",
"AIS_Discrete(col_6337) = 0.1668 bits\n",
"AIS_Discrete(col_6338) = 0.1121 bits\n",
"AIS_Discrete(col_6339) = 0.2100 bits\n",
"AIS_Discrete(col_6340) = 0.1486 bits\n",
"AIS_Discrete(col_6341) = 0.2127 bits\n",
"AIS_Discrete(col_6342) = 0.1701 bits\n",
"AIS_Discrete(col_6343) = 0.2043 bits\n",
"AIS_Discrete(col_6344) = 0.1726 bits\n",
"AIS_Discrete(col_6345) = 0.1988 bits\n",
"AIS_Discrete(col_6346) = 0.1777 bits\n",
"AIS_Discrete(col_6347) = 0.2015 bits\n",
"AIS_Discrete(col_6348) = 0.1300 bits\n",
"AIS_Discrete(col_6349) = 0.1934 bits\n",
"AIS_Discrete(col_6350) = 0.1283 bits\n",
"AIS_Discrete(col_6351) = 0.1752 bits\n",
"AIS_Discrete(col_6352) = 0.1780 bits\n",
"AIS_Discrete(col_6353) = 0.1702 bits\n",
"AIS_Discrete(col_6354) = 0.1804 bits\n",
"AIS_Discrete(col_6355) = 0.1726 bits\n",
"AIS_Discrete(col_6356) = 0.2099 bits\n",
"AIS_Discrete(col_6357) = 0.1579 bits\n",
"AIS_Discrete(col_6358) = 0.1514 bits\n",
"AIS_Discrete(col_6359) = 0.1540 bits\n",
"AIS_Discrete(col_6360) = 0.0688 bits\n",
"AIS_Discrete(col_6361) = 0.1639 bits\n",
"AIS_Discrete(col_6362) = 0.0448 bits\n",
"AIS_Discrete(col_6363) = 0.2646 bits\n",
"AIS_Discrete(col_6364) = 0.0577 bits\n",
"AIS_Discrete(col_6365) = 0.2903 bits\n",
"AIS_Discrete(col_6366) = 0.0329 bits\n",
"AIS_Discrete(col_6367) = 0.3033 bits\n",
"AIS_Discrete(col_6368) = 0.0386 bits\n",
"AIS_Discrete(col_6369) = 0.2420 bits\n",
"AIS_Discrete(col_6370) = 0.0552 bits\n",
"AIS_Discrete(col_6371) = 0.2365 bits\n",
"AIS_Discrete(col_6372) = 0.1202 bits\n",
"AIS_Discrete(col_6373) = 0.2675 bits\n",
"AIS_Discrete(col_6374) = 0.0936 bits\n",
"AIS_Discrete(col_6375) = 0.2808 bits\n",
"AIS_Discrete(col_6376) = 0.0769 bits\n",
"AIS_Discrete(col_6377) = 0.2295 bits\n",
"AIS_Discrete(col_6378) = 0.0996 bits\n",
"AIS_Discrete(col_6379) = 0.1869 bits\n",
"AIS_Discrete(col_6380) = 0.1131 bits\n",
"AIS_Discrete(col_6381) = 0.1365 bits\n",
"AIS_Discrete(col_6382) = 0.1566 bits\n",
"AIS_Discrete(col_6383) = 0.0898 bits\n",
"AIS_Discrete(col_6384) = 0.1899 bits\n",
"AIS_Discrete(col_6385) = 0.0479 bits\n",
"AIS_Discrete(col_6386) = 0.2321 bits\n",
"AIS_Discrete(col_6387) = 0.0344 bits\n",
"AIS_Discrete(col_6388) = 0.2645 bits\n",
"AIS_Discrete(col_6389) = 0.0392 bits\n",
"AIS_Discrete(col_6390) = 0.2574 bits\n",
"AIS_Discrete(col_6391) = 0.0544 bits\n",
"AIS_Discrete(col_6392) = 0.3014 bits\n",
"AIS_Discrete(col_6393) = 0.0987 bits\n",
"AIS_Discrete(col_6394) = 0.2878 bits\n",
"AIS_Discrete(col_6395) = 0.0987 bits\n",
"AIS_Discrete(col_6396) = 0.3049 bits\n",
"AIS_Discrete(col_6397) = 0.0798 bits\n",
"AIS_Discrete(col_6398) = 0.1966 bits\n",
"AIS_Discrete(col_6399) = 0.0599 bits\n",
"AIS_Discrete(col_6400) = 0.1576 bits\n",
"AIS_Discrete(col_6401) = 0.1093 bits\n",
"AIS_Discrete(col_6402) = 0.0954 bits\n",
"AIS_Discrete(col_6403) = 0.1356 bits\n",
"AIS_Discrete(col_6404) = 0.0488 bits\n",
"AIS_Discrete(col_6405) = 0.1920 bits\n",
"AIS_Discrete(col_6406) = 0.0553 bits\n",
"AIS_Discrete(col_6407) = 0.2758 bits\n",
"AIS_Discrete(col_6408) = 0.0880 bits\n",
"AIS_Discrete(col_6409) = 0.3157 bits\n",
"AIS_Discrete(col_6410) = 0.0845 bits\n",
"AIS_Discrete(col_6411) = 0.3267 bits\n",
"AIS_Discrete(col_6412) = 0.0828 bits\n",
"AIS_Discrete(col_6413) = 0.3379 bits\n",
"AIS_Discrete(col_6414) = 0.0731 bits\n",
"AIS_Discrete(col_6415) = 0.3071 bits\n",
"AIS_Discrete(col_6416) = 0.0648 bits\n",
"AIS_Discrete(col_6417) = 0.1993 bits\n",
"AIS_Discrete(col_6418) = 0.0610 bits\n",
"AIS_Discrete(col_6419) = 0.1144 bits\n",
"AIS_Discrete(col_6420) = 0.0952 bits\n",
"AIS_Discrete(col_6421) = 0.0933 bits\n",
"AIS_Discrete(col_6422) = 0.1543 bits\n",
"AIS_Discrete(col_6423) = 0.0569 bits\n",
"AIS_Discrete(col_6424) = 0.2078 bits\n",
"AIS_Discrete(col_6425) = 0.0643 bits\n",
"AIS_Discrete(col_6426) = 0.3494 bits\n",
"AIS_Discrete(col_6427) = 0.0779 bits\n",
"AIS_Discrete(col_6428) = 0.3571 bits\n",
"AIS_Discrete(col_6429) = 0.0700 bits\n",
"AIS_Discrete(col_6430) = 0.3532 bits\n",
"AIS_Discrete(col_6431) = 0.0811 bits\n",
"AIS_Discrete(col_6432) = 0.3162 bits\n",
"AIS_Discrete(col_6433) = 0.0811 bits\n",
"AIS_Discrete(col_6434) = 0.2424 bits\n",
"AIS_Discrete(col_6435) = 0.0795 bits\n",
"AIS_Discrete(col_6436) = 0.3494 bits\n",
"AIS_Discrete(col_6437) = 0.0731 bits\n",
"AIS_Discrete(col_6438) = 0.3501 bits\n",
"AIS_Discrete(col_6439) = 0.0684 bits\n",
"AIS_Discrete(col_6440) = 0.3138 bits\n",
"AIS_Discrete(col_6441) = 0.0669 bits\n",
"AIS_Discrete(col_6442) = 0.3256 bits\n",
"AIS_Discrete(col_6443) = 0.0655 bits\n",
"AIS_Discrete(col_6444) = 0.3612 bits\n",
"AIS_Discrete(col_6445) = 0.0654 bits\n",
"AIS_Discrete(col_6446) = 0.3691 bits\n",
"AIS_Discrete(col_6447) = 0.0654 bits\n",
"AIS_Discrete(col_6448) = 0.3772 bits\n",
"AIS_Discrete(col_6449) = 0.0715 bits\n",
"AIS_Discrete(col_6450) = 0.3731 bits\n",
"AIS_Discrete(col_6451) = 0.0746 bits\n",
"AIS_Discrete(col_6452) = 0.3731 bits\n",
"AIS_Discrete(col_6453) = 0.0699 bits\n",
"AIS_Discrete(col_6454) = 0.3691 bits\n",
"AIS_Discrete(col_6455) = 0.0684 bits\n",
"AIS_Discrete(col_6456) = 0.3691 bits\n",
"AIS_Discrete(col_6457) = 0.0731 bits\n",
"AIS_Discrete(col_6458) = 0.3651 bits\n",
"AIS_Discrete(col_6459) = 0.0731 bits\n",
"AIS_Discrete(col_6460) = 0.3691 bits\n",
"AIS_Discrete(col_6461) = 0.0746 bits\n",
"AIS_Discrete(col_6462) = 0.2247 bits\n",
"AIS_Discrete(col_6463) = 0.0779 bits\n",
"AIS_Discrete(col_6464) = 0.2587 bits\n",
"AIS_Discrete(col_6465) = 0.0845 bits\n",
"AIS_Discrete(col_6466) = 0.3379 bits\n",
"AIS_Discrete(col_6467) = 0.0915 bits\n",
"AIS_Discrete(col_6468) = 0.2815 bits\n",
"AIS_Discrete(col_6469) = 0.0969 bits\n",
"AIS_Discrete(col_6470) = 0.2980 bits\n",
"AIS_Discrete(col_6471) = 0.0899 bits\n",
"AIS_Discrete(col_6472) = 0.2744 bits\n",
"AIS_Discrete(col_6473) = 0.1082 bits\n",
"AIS_Discrete(col_6474) = 0.2287 bits\n",
"AIS_Discrete(col_6475) = 0.1181 bits\n",
"AIS_Discrete(col_6476) = 0.2708 bits\n",
"AIS_Discrete(col_6477) = 0.1264 bits\n",
"AIS_Discrete(col_6478) = 0.2279 bits\n",
"AIS_Discrete(col_6479) = 0.1350 bits\n",
"AIS_Discrete(col_6480) = 0.2422 bits\n",
"AIS_Discrete(col_6481) = 0.1440 bits\n",
"AIS_Discrete(col_6482) = 0.2272 bits\n",
"AIS_Discrete(col_6483) = 0.1555 bits\n",
"AIS_Discrete(col_6484) = 0.2127 bits\n",
"AIS_Discrete(col_6485) = 0.1604 bits\n",
"AIS_Discrete(col_6486) = 0.1962 bits\n",
"AIS_Discrete(col_6487) = 0.1471 bits\n",
"AIS_Discrete(col_6488) = 0.1628 bits\n",
"AIS_Discrete(col_6489) = 0.1518 bits\n",
"AIS_Discrete(col_6490) = 0.1731 bits\n",
"AIS_Discrete(col_6491) = 0.1306 bits\n",
"AIS_Discrete(col_6492) = 0.1851 bits\n",
"AIS_Discrete(col_6493) = 0.0745 bits\n",
"AIS_Discrete(col_6494) = 0.1512 bits\n",
"AIS_Discrete(col_6495) = 0.0392 bits\n",
"AIS_Discrete(col_6496) = 0.1696 bits\n",
"AIS_Discrete(col_6497) = 0.0592 bits\n",
"AIS_Discrete(col_6498) = 0.1870 bits\n",
"AIS_Discrete(col_6499) = 0.0880 bits\n",
"AIS_Discrete(col_6500) = 0.2453 bits\n",
"AIS_Discrete(col_6501) = 0.1264 bits\n",
"AIS_Discrete(col_6502) = 0.2393 bits\n",
"AIS_Discrete(col_6503) = 0.1222 bits\n",
"AIS_Discrete(col_6504) = 0.2547 bits\n",
"AIS_Discrete(col_6505) = 0.1202 bits\n",
"AIS_Discrete(col_6506) = 0.2487 bits\n",
"AIS_Discrete(col_6507) = 0.1064 bits\n",
"AIS_Discrete(col_6508) = 0.2517 bits\n",
"AIS_Discrete(col_6509) = 0.1008 bits\n",
"AIS_Discrete(col_6510) = 0.1660 bits\n",
"AIS_Discrete(col_6511) = 0.0782 bits\n",
"AIS_Discrete(col_6512) = 0.0662 bits\n",
"AIS_Discrete(col_6513) = 0.1238 bits\n",
"AIS_Discrete(col_6514) = 0.0581 bits\n",
"AIS_Discrete(col_6515) = 0.2587 bits\n",
"AIS_Discrete(col_6516) = 0.0848 bits\n",
"AIS_Discrete(col_6517) = 0.2016 bits\n",
"AIS_Discrete(col_6518) = 0.0675 bits\n",
"AIS_Discrete(col_6519) = 0.2050 bits\n",
"AIS_Discrete(col_6520) = 0.0923 bits\n",
"AIS_Discrete(col_6521) = 0.2392 bits\n",
"AIS_Discrete(col_6522) = 0.1308 bits\n",
"AIS_Discrete(col_6523) = 0.2049 bits\n",
"AIS_Discrete(col_6524) = 0.1168 bits\n",
"AIS_Discrete(col_6525) = 0.1349 bits\n",
"AIS_Discrete(col_6526) = 0.0833 bits\n",
"AIS_Discrete(col_6527) = 0.1347 bits\n",
"AIS_Discrete(col_6528) = 0.0832 bits\n",
"AIS_Discrete(col_6529) = 0.1134 bits\n",
"AIS_Discrete(col_6530) = 0.1196 bits\n",
"AIS_Discrete(col_6531) = 0.1017 bits\n",
"AIS_Discrete(col_6532) = 0.1822 bits\n",
"AIS_Discrete(col_6533) = 0.0898 bits\n",
"AIS_Discrete(col_6534) = 0.2140 bits\n",
"AIS_Discrete(col_6535) = 0.1122 bits\n",
"AIS_Discrete(col_6536) = 0.2182 bits\n",
"AIS_Discrete(col_6537) = 0.0947 bits\n",
"AIS_Discrete(col_6538) = 0.2209 bits\n",
"AIS_Discrete(col_6539) = 0.0974 bits\n",
"AIS_Discrete(col_6540) = 0.1934 bits\n",
"AIS_Discrete(col_6541) = 0.0859 bits\n",
"AIS_Discrete(col_6542) = 0.1144 bits\n",
"AIS_Discrete(col_6543) = 0.0997 bits\n",
"AIS_Discrete(col_6544) = 0.0807 bits\n",
"AIS_Discrete(col_6545) = 0.1458 bits\n",
"AIS_Discrete(col_6546) = 0.0872 bits\n",
"AIS_Discrete(col_6547) = 0.1799 bits\n",
"AIS_Discrete(col_6548) = 0.1469 bits\n",
"AIS_Discrete(col_6549) = 0.1807 bits\n",
"AIS_Discrete(col_6550) = 0.1828 bits\n",
"AIS_Discrete(col_6551) = 0.1751 bits\n",
"AIS_Discrete(col_6552) = 0.1548 bits\n",
"AIS_Discrete(col_6553) = 0.1081 bits\n",
"AIS_Discrete(col_6554) = 0.1659 bits\n",
"AIS_Discrete(col_6555) = 0.0874 bits\n",
"AIS_Discrete(col_6556) = 0.1094 bits\n",
"AIS_Discrete(col_6557) = 0.0898 bits\n",
"AIS_Discrete(col_6558) = 0.0705 bits\n",
"AIS_Discrete(col_6559) = 0.1624 bits\n",
"AIS_Discrete(col_6560) = 0.0664 bits\n",
"AIS_Discrete(col_6561) = 0.1906 bits\n",
"AIS_Discrete(col_6562) = 0.0907 bits\n",
"AIS_Discrete(col_6563) = 0.1576 bits\n",
"AIS_Discrete(col_6564) = 0.1049 bits\n",
"AIS_Discrete(col_6565) = 0.1737 bits\n",
"AIS_Discrete(col_6566) = 0.1339 bits\n",
"AIS_Discrete(col_6567) = 0.1704 bits\n",
"AIS_Discrete(col_6568) = 0.0762 bits\n",
"AIS_Discrete(col_6569) = 0.1226 bits\n",
"AIS_Discrete(col_6570) = 0.0557 bits\n",
"AIS_Discrete(col_6571) = 0.1320 bits\n",
"AIS_Discrete(col_6572) = 0.1008 bits\n",
"AIS_Discrete(col_6573) = 0.0946 bits\n",
"AIS_Discrete(col_6574) = 0.1468 bits\n",
"AIS_Discrete(col_6575) = 0.1584 bits\n",
"AIS_Discrete(col_6576) = 0.1367 bits\n",
"AIS_Discrete(col_6577) = 0.1137 bits\n",
"AIS_Discrete(col_6578) = 0.1293 bits\n",
"AIS_Discrete(col_6579) = 0.0678 bits\n",
"AIS_Discrete(col_6580) = 0.1822 bits\n",
"AIS_Discrete(col_6581) = 0.0628 bits\n",
"AIS_Discrete(col_6582) = 0.2636 bits\n",
"AIS_Discrete(col_6583) = 0.0782 bits\n",
"AIS_Discrete(col_6584) = 0.2438 bits\n",
"AIS_Discrete(col_6585) = 0.0774 bits\n",
"AIS_Discrete(col_6586) = 0.1910 bits\n",
"AIS_Discrete(col_6587) = 0.0706 bits\n",
"AIS_Discrete(col_6588) = 0.1250 bits\n",
"AIS_Discrete(col_6589) = 0.0944 bits\n",
"AIS_Discrete(col_6590) = 0.1334 bits\n",
"AIS_Discrete(col_6591) = 0.1511 bits\n",
"AIS_Discrete(col_6592) = 0.1420 bits\n",
"AIS_Discrete(col_6593) = 0.1922 bits\n",
"AIS_Discrete(col_6594) = 0.1229 bits\n",
"AIS_Discrete(col_6595) = 0.1771 bits\n",
"AIS_Discrete(col_6596) = 0.1124 bits\n",
"AIS_Discrete(col_6597) = 0.1263 bits\n",
"AIS_Discrete(col_6598) = 0.1019 bits\n",
"AIS_Discrete(col_6599) = 0.1592 bits\n",
"AIS_Discrete(col_6600) = 0.1487 bits\n",
"AIS_Discrete(col_6601) = 0.1992 bits\n",
"AIS_Discrete(col_6602) = 0.1467 bits\n",
"AIS_Discrete(col_6603) = 0.1936 bits\n",
"AIS_Discrete(col_6604) = 0.1652 bits\n",
"AIS_Discrete(col_6605) = 0.1883 bits\n",
"AIS_Discrete(col_6606) = 0.1445 bits\n",
"AIS_Discrete(col_6607) = 0.1760 bits\n",
"AIS_Discrete(col_6608) = 0.1609 bits\n",
"AIS_Discrete(col_6609) = 0.1855 bits\n",
"AIS_Discrete(col_6610) = 0.1607 bits\n",
"AIS_Discrete(col_6611) = 0.1681 bits\n",
"AIS_Discrete(col_6612) = 0.1855 bits\n",
"AIS_Discrete(col_6613) = 0.1777 bits\n",
"AIS_Discrete(col_6614) = 0.1520 bits\n",
"AIS_Discrete(col_6615) = 0.1538 bits\n",
"AIS_Discrete(col_6616) = 0.1369 bits\n",
"AIS_Discrete(col_6617) = 0.1507 bits\n",
"AIS_Discrete(col_6618) = 0.1158 bits\n",
"AIS_Discrete(col_6619) = 0.1382 bits\n",
"AIS_Discrete(col_6620) = 0.1064 bits\n",
"AIS_Discrete(col_6621) = 0.1215 bits\n",
"AIS_Discrete(col_6622) = 0.1074 bits\n",
"AIS_Discrete(col_6623) = 0.1419 bits\n",
"AIS_Discrete(col_6624) = 0.1224 bits\n",
"AIS_Discrete(col_6625) = 0.1465 bits\n",
"AIS_Discrete(col_6626) = 0.1002 bits\n",
"AIS_Discrete(col_6627) = 0.1566 bits\n",
"AIS_Discrete(col_6628) = 0.1241 bits\n",
"AIS_Discrete(col_6629) = 0.1792 bits\n",
"AIS_Discrete(col_6630) = 0.1508 bits\n",
"AIS_Discrete(col_6631) = 0.2242 bits\n",
"AIS_Discrete(col_6632) = 0.1309 bits\n",
"AIS_Discrete(col_6633) = 0.2156 bits\n",
"AIS_Discrete(col_6634) = 0.1463 bits\n",
"AIS_Discrete(col_6635) = 0.1536 bits\n",
"AIS_Discrete(col_6636) = 0.1339 bits\n",
"AIS_Discrete(col_6637) = 0.1202 bits\n",
"AIS_Discrete(col_6638) = 0.1280 bits\n",
"AIS_Discrete(col_6639) = 0.0762 bits\n",
"AIS_Discrete(col_6640) = 0.1302 bits\n",
"AIS_Discrete(col_6641) = 0.0651 bits\n",
"AIS_Discrete(col_6642) = 0.1696 bits\n",
"AIS_Discrete(col_6643) = 0.0768 bits\n",
"AIS_Discrete(col_6644) = 0.1880 bits\n",
"AIS_Discrete(col_6645) = 0.1008 bits\n",
"AIS_Discrete(col_6646) = 0.1701 bits\n",
"AIS_Discrete(col_6647) = 0.1278 bits\n",
"AIS_Discrete(col_6648) = 0.1606 bits\n",
"AIS_Discrete(col_6649) = 0.1212 bits\n",
"AIS_Discrete(col_6650) = 0.1613 bits\n",
"AIS_Discrete(col_6651) = 0.1168 bits\n",
"AIS_Discrete(col_6652) = 0.1709 bits\n",
"AIS_Discrete(col_6653) = 0.1341 bits\n",
"AIS_Discrete(col_6654) = 0.1485 bits\n",
"AIS_Discrete(col_6655) = 0.1618 bits\n",
"AIS_Discrete(col_6656) = 0.1424 bits\n",
"AIS_Discrete(col_6657) = 0.1947 bits\n",
"AIS_Discrete(col_6658) = 0.0957 bits\n",
"AIS_Discrete(col_6659) = 0.1793 bits\n",
"AIS_Discrete(col_6660) = 0.0963 bits\n",
"AIS_Discrete(col_6661) = 0.2367 bits\n",
"AIS_Discrete(col_6662) = 0.0998 bits\n",
"AIS_Discrete(col_6663) = 0.2305 bits\n",
"AIS_Discrete(col_6664) = 0.0870 bits\n",
"AIS_Discrete(col_6665) = 0.2108 bits\n",
"AIS_Discrete(col_6666) = 0.1134 bits\n",
"AIS_Discrete(col_6667) = 0.2099 bits\n",
"AIS_Discrete(col_6668) = 0.1579 bits\n",
"AIS_Discrete(col_6669) = 0.1908 bits\n",
"AIS_Discrete(col_6670) = 0.1628 bits\n",
"AIS_Discrete(col_6671) = 0.1374 bits\n",
"AIS_Discrete(col_6672) = 0.0765 bits\n",
"AIS_Discrete(col_6673) = 0.1294 bits\n",
"AIS_Discrete(col_6674) = 0.0835 bits\n",
"AIS_Discrete(col_6675) = 0.2032 bits\n",
"AIS_Discrete(col_6676) = 0.1192 bits\n",
"AIS_Discrete(col_6677) = 0.1771 bits\n",
"AIS_Discrete(col_6678) = 0.1501 bits\n",
"AIS_Discrete(col_6679) = 0.1409 bits\n",
"AIS_Discrete(col_6680) = 0.1717 bits\n",
"AIS_Discrete(col_6681) = 0.1149 bits\n",
"AIS_Discrete(col_6682) = 0.1657 bits\n",
"AIS_Discrete(col_6683) = 0.0784 bits\n",
"AIS_Discrete(col_6684) = 0.2051 bits\n",
"AIS_Discrete(col_6685) = 0.0927 bits\n",
"AIS_Discrete(col_6686) = 0.1732 bits\n",
"AIS_Discrete(col_6687) = 0.1072 bits\n",
"AIS_Discrete(col_6688) = 0.2272 bits\n",
"AIS_Discrete(col_6689) = 0.1462 bits\n",
"AIS_Discrete(col_6690) = 0.2301 bits\n",
"AIS_Discrete(col_6691) = 0.1352 bits\n",
"AIS_Discrete(col_6692) = 0.2301 bits\n",
"AIS_Discrete(col_6693) = 0.1331 bits\n",
"AIS_Discrete(col_6694) = 0.2331 bits\n",
"AIS_Discrete(col_6695) = 0.1287 bits\n",
"AIS_Discrete(col_6696) = 0.2331 bits\n",
"AIS_Discrete(col_6697) = 0.1439 bits\n",
"AIS_Discrete(col_6698) = 0.2392 bits\n",
"AIS_Discrete(col_6699) = 0.1417 bits\n",
"AIS_Discrete(col_6700) = 0.2453 bits\n",
"AIS_Discrete(col_6701) = 0.1372 bits\n",
"AIS_Discrete(col_6702) = 0.2484 bits\n",
"AIS_Discrete(col_6703) = 0.1328 bits\n",
"AIS_Discrete(col_6704) = 0.2578 bits\n",
"AIS_Discrete(col_6705) = 0.0890 bits\n",
"AIS_Discrete(col_6706) = 0.2516 bits\n",
"AIS_Discrete(col_6707) = 0.1182 bits\n",
"AIS_Discrete(col_6708) = 0.2402 bits\n",
"AIS_Discrete(col_6709) = 0.0963 bits\n",
"AIS_Discrete(col_6710) = 0.2344 bits\n",
"AIS_Discrete(col_6711) = 0.0888 bits\n",
"AIS_Discrete(col_6712) = 0.2783 bits\n",
"AIS_Discrete(col_6713) = 0.0882 bits\n",
"AIS_Discrete(col_6714) = 0.2563 bits\n",
"AIS_Discrete(col_6715) = 0.0868 bits\n",
"AIS_Discrete(col_6716) = 0.1578 bits\n",
"AIS_Discrete(col_6717) = 0.0695 bits\n",
"AIS_Discrete(col_6718) = 0.0834 bits\n",
"AIS_Discrete(col_6719) = 0.1099 bits\n",
"AIS_Discrete(col_6720) = 0.0645 bits\n",
"AIS_Discrete(col_6721) = 0.2001 bits\n",
"AIS_Discrete(col_6722) = 0.0796 bits\n",
"AIS_Discrete(col_6723) = 0.2559 bits\n",
"AIS_Discrete(col_6724) = 0.0969 bits\n",
"AIS_Discrete(col_6725) = 0.2783 bits\n",
"AIS_Discrete(col_6726) = 0.0932 bits\n",
"AIS_Discrete(col_6727) = 0.3086 bits\n",
"AIS_Discrete(col_6728) = 0.0829 bits\n",
"AIS_Discrete(col_6729) = 0.3158 bits\n",
"AIS_Discrete(col_6730) = 0.0812 bits\n",
"AIS_Discrete(col_6731) = 0.2955 bits\n",
"AIS_Discrete(col_6732) = 0.0828 bits\n",
"AIS_Discrete(col_6733) = 0.2640 bits\n",
"AIS_Discrete(col_6734) = 0.0672 bits\n",
"AIS_Discrete(col_6735) = 0.1546 bits\n",
"AIS_Discrete(col_6736) = 0.0720 bits\n",
"AIS_Discrete(col_6737) = 0.0856 bits\n",
"AIS_Discrete(col_6738) = 0.1487 bits\n",
"AIS_Discrete(col_6739) = 0.0832 bits\n",
"AIS_Discrete(col_6740) = 0.2184 bits\n",
"AIS_Discrete(col_6741) = 0.0857 bits\n",
"AIS_Discrete(col_6742) = 0.2466 bits\n",
"AIS_Discrete(col_6743) = 0.1011 bits\n",
"AIS_Discrete(col_6744) = 0.2493 bits\n",
"AIS_Discrete(col_6745) = 0.0825 bits\n",
"AIS_Discrete(col_6746) = 0.2432 bits\n",
"AIS_Discrete(col_6747) = 0.0725 bits\n",
"AIS_Discrete(col_6748) = 0.2712 bits\n",
"AIS_Discrete(col_6749) = 0.0514 bits\n",
"AIS_Discrete(col_6750) = 0.2299 bits\n",
"AIS_Discrete(col_6751) = 0.0571 bits\n",
"AIS_Discrete(col_6752) = 0.1458 bits\n",
"AIS_Discrete(col_6753) = 0.0741 bits\n",
"AIS_Discrete(col_6754) = 0.0716 bits\n",
"AIS_Discrete(col_6755) = 0.1261 bits\n",
"AIS_Discrete(col_6756) = 0.0604 bits\n",
"AIS_Discrete(col_6757) = 0.2616 bits\n",
"AIS_Discrete(col_6758) = 0.0750 bits\n",
"AIS_Discrete(col_6759) = 0.3053 bits\n",
"AIS_Discrete(col_6760) = 0.0795 bits\n",
"AIS_Discrete(col_6761) = 0.3267 bits\n",
"AIS_Discrete(col_6762) = 0.0600 bits\n",
"AIS_Discrete(col_6763) = 0.3231 bits\n",
"AIS_Discrete(col_6764) = 0.0716 bits\n",
"AIS_Discrete(col_6765) = 0.3380 bits\n",
"AIS_Discrete(col_6766) = 0.0779 bits\n",
"AIS_Discrete(col_6767) = 0.3611 bits\n",
"AIS_Discrete(col_6768) = 0.0700 bits\n",
"AIS_Discrete(col_6769) = 0.3496 bits\n",
"AIS_Discrete(col_6770) = 0.0642 bits\n",
"AIS_Discrete(col_6771) = 0.3360 bits\n",
"AIS_Discrete(col_6772) = 0.0641 bits\n",
"AIS_Discrete(col_6773) = 0.3380 bits\n",
"AIS_Discrete(col_6774) = 0.0587 bits\n",
"AIS_Discrete(col_6775) = 0.2976 bits\n",
"AIS_Discrete(col_6776) = 0.0517 bits\n",
"AIS_Discrete(col_6777) = 0.3104 bits\n",
"AIS_Discrete(col_6778) = 0.0672 bits\n",
"AIS_Discrete(col_6779) = 0.3207 bits\n",
"AIS_Discrete(col_6780) = 0.0689 bits\n",
"AIS_Discrete(col_6781) = 0.3134 bits\n",
"AIS_Discrete(col_6782) = 0.0576 bits\n",
"AIS_Discrete(col_6783) = 0.3100 bits\n",
"AIS_Discrete(col_6784) = 0.0673 bits\n",
"AIS_Discrete(col_6785) = 0.3066 bits\n",
"AIS_Discrete(col_6786) = 0.0659 bits\n",
"AIS_Discrete(col_6787) = 0.3066 bits\n",
"AIS_Discrete(col_6788) = 0.0589 bits\n",
"AIS_Discrete(col_6789) = 0.3100 bits\n",
"AIS_Discrete(col_6790) = 0.0702 bits\n",
"AIS_Discrete(col_6791) = 0.3233 bits\n",
"AIS_Discrete(col_6792) = 0.0796 bits\n",
"AIS_Discrete(col_6793) = 0.2564 bits\n",
"AIS_Discrete(col_6794) = 0.0717 bits\n",
"AIS_Discrete(col_6795) = 0.1735 bits\n",
"AIS_Discrete(col_6796) = 0.1056 bits\n",
"AIS_Discrete(col_6797) = 0.1389 bits\n",
"AIS_Discrete(col_6798) = 0.1362 bits\n",
"AIS_Discrete(col_6799) = 0.0734 bits\n",
"AIS_Discrete(col_6800) = 0.2230 bits\n",
"AIS_Discrete(col_6801) = 0.0685 bits\n",
"AIS_Discrete(col_6802) = 0.3246 bits\n",
"AIS_Discrete(col_6803) = 0.0630 bits\n",
"AIS_Discrete(col_6804) = 0.2995 bits\n",
"AIS_Discrete(col_6805) = 0.0721 bits\n",
"AIS_Discrete(col_6806) = 0.2794 bits\n",
"AIS_Discrete(col_6807) = 0.0801 bits\n",
"AIS_Discrete(col_6808) = 0.2601 bits\n",
"AIS_Discrete(col_6809) = 0.0852 bits\n",
"AIS_Discrete(col_6810) = 0.2529 bits\n",
"AIS_Discrete(col_6811) = 0.0855 bits\n",
"AIS_Discrete(col_6812) = 0.2380 bits\n",
"AIS_Discrete(col_6813) = 0.0794 bits\n",
"AIS_Discrete(col_6814) = 0.2249 bits\n",
"AIS_Discrete(col_6815) = 0.0578 bits\n",
"AIS_Discrete(col_6816) = 0.1451 bits\n",
"AIS_Discrete(col_6817) = 0.0727 bits\n",
"AIS_Discrete(col_6818) = 0.1377 bits\n",
"AIS_Discrete(col_6819) = 0.1792 bits\n",
"AIS_Discrete(col_6820) = 0.1417 bits\n",
"AIS_Discrete(col_6821) = 0.1717 bits\n",
"AIS_Discrete(col_6822) = 0.1440 bits\n",
"AIS_Discrete(col_6823) = 0.2213 bits\n",
"AIS_Discrete(col_6824) = 0.1531 bits\n",
"AIS_Discrete(col_6825) = 0.2242 bits\n",
"AIS_Discrete(col_6826) = 0.1508 bits\n",
"AIS_Discrete(col_6827) = 0.2127 bits\n",
"AIS_Discrete(col_6828) = 0.1509 bits\n",
"AIS_Discrete(col_6829) = 0.1762 bits\n",
"AIS_Discrete(col_6830) = 0.1216 bits\n",
"AIS_Discrete(col_6831) = 0.1262 bits\n",
"AIS_Discrete(col_6832) = 0.1029 bits\n",
"AIS_Discrete(col_6833) = 0.0974 bits\n",
"AIS_Discrete(col_6834) = 0.0903 bits\n",
"AIS_Discrete(col_6835) = 0.1115 bits\n",
"AIS_Discrete(col_6836) = 0.1076 bits\n",
"AIS_Discrete(col_6837) = 0.1677 bits\n",
"AIS_Discrete(col_6838) = 0.1138 bits\n",
"AIS_Discrete(col_6839) = 0.1117 bits\n",
"AIS_Discrete(col_6840) = 0.1357 bits\n",
"AIS_Discrete(col_6841) = 0.1088 bits\n",
"AIS_Discrete(col_6842) = 0.1538 bits\n",
"AIS_Discrete(col_6843) = 0.1046 bits\n",
"AIS_Discrete(col_6844) = 0.1428 bits\n",
"AIS_Discrete(col_6845) = 0.1020 bits\n",
"AIS_Discrete(col_6846) = 0.1002 bits\n",
"AIS_Discrete(col_6847) = 0.1443 bits\n",
"AIS_Discrete(col_6848) = 0.1091 bits\n",
"AIS_Discrete(col_6849) = 0.2218 bits\n",
"AIS_Discrete(col_6850) = 0.1049 bits\n",
"AIS_Discrete(col_6851) = 0.1470 bits\n",
"AIS_Discrete(col_6852) = 0.1192 bits\n",
"AIS_Discrete(col_6853) = 0.2137 bits\n",
"AIS_Discrete(col_6854) = 0.1185 bits\n",
"AIS_Discrete(col_6855) = 0.1958 bits\n",
"AIS_Discrete(col_6856) = 0.1241 bits\n",
"AIS_Discrete(col_6857) = 0.1554 bits\n",
"AIS_Discrete(col_6858) = 0.0898 bits\n",
"AIS_Discrete(col_6859) = 0.0998 bits\n",
"AIS_Discrete(col_6860) = 0.0862 bits\n",
"AIS_Discrete(col_6861) = 0.1263 bits\n",
"AIS_Discrete(col_6862) = 0.1641 bits\n",
"AIS_Discrete(col_6863) = 0.1107 bits\n",
"AIS_Discrete(col_6864) = 0.1274 bits\n",
"AIS_Discrete(col_6865) = 0.1325 bits\n",
"AIS_Discrete(col_6866) = 0.1146 bits\n",
"AIS_Discrete(col_6867) = 0.1293 bits\n",
"AIS_Discrete(col_6868) = 0.0545 bits\n",
"AIS_Discrete(col_6869) = 0.1634 bits\n",
"AIS_Discrete(col_6870) = 0.0735 bits\n",
"AIS_Discrete(col_6871) = 0.3125 bits\n",
"AIS_Discrete(col_6872) = 0.0731 bits\n",
"AIS_Discrete(col_6873) = 0.3134 bits\n",
"AIS_Discrete(col_6874) = 0.0749 bits\n",
"AIS_Discrete(col_6875) = 0.3160 bits\n",
"AIS_Discrete(col_6876) = 0.0718 bits\n",
"AIS_Discrete(col_6877) = 0.1789 bits\n",
"AIS_Discrete(col_6878) = 0.0434 bits\n",
"AIS_Discrete(col_6879) = 0.1480 bits\n",
"AIS_Discrete(col_6880) = 0.1156 bits\n",
"AIS_Discrete(col_6881) = 0.2049 bits\n",
"AIS_Discrete(col_6882) = 0.1379 bits\n",
"AIS_Discrete(col_6883) = 0.1540 bits\n",
"AIS_Discrete(col_6884) = 0.1286 bits\n",
"AIS_Discrete(col_6885) = 0.1545 bits\n",
"AIS_Discrete(col_6886) = 0.1683 bits\n",
"AIS_Discrete(col_6887) = 0.1542 bits\n",
"AIS_Discrete(col_6888) = 0.1667 bits\n",
"AIS_Discrete(col_6889) = 0.0670 bits\n",
"AIS_Discrete(col_6890) = 0.1931 bits\n",
"AIS_Discrete(col_6891) = 0.0670 bits\n",
"AIS_Discrete(col_6892) = 0.3269 bits\n",
"AIS_Discrete(col_6893) = 0.0828 bits\n",
"AIS_Discrete(col_6894) = 0.3379 bits\n",
"AIS_Discrete(col_6895) = 0.0845 bits\n",
"AIS_Discrete(col_6896) = 0.3341 bits\n",
"AIS_Discrete(col_6897) = 0.0812 bits\n",
"AIS_Discrete(col_6898) = 0.3379 bits\n",
"AIS_Discrete(col_6899) = 0.0747 bits\n",
"AIS_Discrete(col_6900) = 0.3148 bits\n",
"AIS_Discrete(col_6901) = 0.0709 bits\n",
"AIS_Discrete(col_6902) = 0.2790 bits\n",
"AIS_Discrete(col_6903) = 0.0763 bits\n",
"AIS_Discrete(col_6904) = 0.3056 bits\n",
"AIS_Discrete(col_6905) = 0.0757 bits\n",
"AIS_Discrete(col_6906) = 0.2992 bits\n",
"AIS_Discrete(col_6907) = 0.0845 bits\n",
"AIS_Discrete(col_6908) = 0.3193 bits\n",
"AIS_Discrete(col_6909) = 0.0915 bits\n",
"AIS_Discrete(col_6910) = 0.3049 bits\n",
"AIS_Discrete(col_6911) = 0.1006 bits\n",
"AIS_Discrete(col_6912) = 0.2808 bits\n",
"AIS_Discrete(col_6913) = 0.1181 bits\n",
"AIS_Discrete(col_6914) = 0.2676 bits\n",
"AIS_Discrete(col_6915) = 0.1202 bits\n",
"AIS_Discrete(col_6916) = 0.2579 bits\n",
"AIS_Discrete(col_6917) = 0.1183 bits\n",
"AIS_Discrete(col_6918) = 0.2364 bits\n",
"AIS_Discrete(col_6919) = 0.1144 bits\n",
"AIS_Discrete(col_6920) = 0.2304 bits\n",
"AIS_Discrete(col_6921) = 0.1373 bits\n",
"AIS_Discrete(col_6922) = 0.2243 bits\n",
"AIS_Discrete(col_6923) = 0.1440 bits\n",
"AIS_Discrete(col_6924) = 0.2272 bits\n",
"AIS_Discrete(col_6925) = 0.1532 bits\n",
"AIS_Discrete(col_6926) = 0.2156 bits\n",
"AIS_Discrete(col_6927) = 0.1579 bits\n",
"AIS_Discrete(col_6928) = 0.2071 bits\n",
"AIS_Discrete(col_6929) = 0.1579 bits\n",
"AIS_Discrete(col_6930) = 0.2016 bits\n",
"AIS_Discrete(col_6931) = 0.1652 bits\n",
"AIS_Discrete(col_6932) = 0.1858 bits\n",
"AIS_Discrete(col_6933) = 0.1628 bits\n",
"AIS_Discrete(col_6934) = 0.1988 bits\n",
"AIS_Discrete(col_6935) = 0.1752 bits\n",
"AIS_Discrete(col_6936) = 0.1116 bits\n",
"AIS_Discrete(col_6937) = 0.1828 bits\n",
"AIS_Discrete(col_6938) = 0.1855 bits\n",
"AIS_Discrete(col_6939) = 0.1828 bits\n",
"AIS_Discrete(col_6940) = 0.1449 bits\n",
"AIS_Discrete(col_6941) = 0.1778 bits\n",
"AIS_Discrete(col_6942) = 0.1153 bits\n",
"AIS_Discrete(col_6943) = 0.1103 bits\n",
"AIS_Discrete(col_6944) = 0.0578 bits\n",
"AIS_Discrete(col_6945) = 0.0685 bits\n",
"AIS_Discrete(col_6946) = 0.0659 bits\n",
"AIS_Discrete(col_6947) = 0.1154 bits\n",
"AIS_Discrete(col_6948) = 0.1415 bits\n",
"AIS_Discrete(col_6949) = 0.1641 bits\n",
"AIS_Discrete(col_6950) = 0.1705 bits\n",
"AIS_Discrete(col_6951) = 0.1751 bits\n",
"AIS_Discrete(col_6952) = 0.1881 bits\n",
"AIS_Discrete(col_6953) = 0.1180 bits\n",
"AIS_Discrete(col_6954) = 0.1197 bits\n",
"AIS_Discrete(col_6955) = 0.1379 bits\n",
"AIS_Discrete(col_6956) = 0.1213 bits\n",
"AIS_Discrete(col_6957) = 0.0920 bits\n",
"AIS_Discrete(col_6958) = 0.0614 bits\n",
"AIS_Discrete(col_6959) = 0.1218 bits\n",
"AIS_Discrete(col_6960) = 0.0825 bits\n",
"AIS_Discrete(col_6961) = 0.1333 bits\n",
"AIS_Discrete(col_6962) = 0.1096 bits\n",
"AIS_Discrete(col_6963) = 0.1498 bits\n",
"AIS_Discrete(col_6964) = 0.1283 bits\n",
"AIS_Discrete(col_6965) = 0.1738 bits\n",
"AIS_Discrete(col_6966) = 0.1275 bits\n",
"AIS_Discrete(col_6967) = 0.1427 bits\n",
"AIS_Discrete(col_6968) = 0.0859 bits\n",
"AIS_Discrete(col_6969) = 0.1570 bits\n",
"AIS_Discrete(col_6970) = 0.1208 bits\n",
"AIS_Discrete(col_6971) = 0.2081 bits\n",
"AIS_Discrete(col_6972) = 0.1186 bits\n",
"AIS_Discrete(col_6973) = 0.2090 bits\n",
"AIS_Discrete(col_6974) = 0.1188 bits\n",
"AIS_Discrete(col_6975) = 0.1449 bits\n",
"AIS_Discrete(col_6976) = 0.1243 bits\n",
"AIS_Discrete(col_6977) = 0.0612 bits\n",
"AIS_Discrete(col_6978) = 0.1619 bits\n",
"AIS_Discrete(col_6979) = 0.0397 bits\n",
"AIS_Discrete(col_6980) = 0.2205 bits\n",
"AIS_Discrete(col_6981) = 0.0602 bits\n",
"AIS_Discrete(col_6982) = 0.1708 bits\n",
"AIS_Discrete(col_6983) = 0.0899 bits\n",
"AIS_Discrete(col_6984) = 0.2338 bits\n",
"AIS_Discrete(col_6985) = 0.1206 bits\n",
"AIS_Discrete(col_6986) = 0.1827 bits\n",
"AIS_Discrete(col_6987) = 0.1231 bits\n",
"AIS_Discrete(col_6988) = 0.1970 bits\n",
"AIS_Discrete(col_6989) = 0.1314 bits\n",
"AIS_Discrete(col_6990) = 0.1751 bits\n",
"AIS_Discrete(col_6991) = 0.1140 bits\n",
"AIS_Discrete(col_6992) = 0.1528 bits\n",
"AIS_Discrete(col_6993) = 0.1262 bits\n",
"AIS_Discrete(col_6994) = 0.0892 bits\n",
"AIS_Discrete(col_6995) = 0.1605 bits\n",
"AIS_Discrete(col_6996) = 0.0802 bits\n",
"AIS_Discrete(col_6997) = 0.2553 bits\n",
"AIS_Discrete(col_6998) = 0.1082 bits\n",
"AIS_Discrete(col_6999) = 0.2032 bits\n",
"AIS_Discrete(col_7000) = 0.0917 bits\n",
"AIS_Discrete(col_7001) = 0.1886 bits\n",
"AIS_Discrete(col_7002) = 0.0846 bits\n",
"AIS_Discrete(col_7003) = 0.1195 bits\n",
"AIS_Discrete(col_7004) = 0.0899 bits\n",
"AIS_Discrete(col_7005) = 0.0906 bits\n",
"AIS_Discrete(col_7006) = 0.0915 bits\n",
"AIS_Discrete(col_7007) = 0.0879 bits\n",
"AIS_Discrete(col_7008) = 0.1428 bits\n",
"AIS_Discrete(col_7009) = 0.0845 bits\n",
"AIS_Discrete(col_7010) = 0.2503 bits\n",
"AIS_Discrete(col_7011) = 0.0932 bits\n",
"AIS_Discrete(col_7012) = 0.2919 bits\n",
"AIS_Discrete(col_7013) = 0.0795 bits\n",
"AIS_Discrete(col_7014) = 0.3457 bits\n",
"AIS_Discrete(col_7015) = 0.0684 bits\n",
"AIS_Discrete(col_7016) = 0.3182 bits\n",
"AIS_Discrete(col_7017) = 0.0570 bits\n",
"AIS_Discrete(col_7018) = 0.3551 bits\n",
"AIS_Discrete(col_7019) = 0.0395 bits\n",
"AIS_Discrete(col_7020) = 0.2219 bits\n",
"AIS_Discrete(col_7021) = 0.0328 bits\n",
"AIS_Discrete(col_7022) = 0.0747 bits\n",
"AIS_Discrete(col_7023) = 0.1089 bits\n",
"AIS_Discrete(col_7024) = 0.0495 bits\n",
"AIS_Discrete(col_7025) = 0.2205 bits\n",
"AIS_Discrete(col_7026) = 0.0322 bits\n",
"AIS_Discrete(col_7027) = 0.2417 bits\n",
"AIS_Discrete(col_7028) = 0.0224 bits\n",
"AIS_Discrete(col_7029) = 0.3729 bits\n",
"AIS_Discrete(col_7030) = 0.0327 bits\n",
"AIS_Discrete(col_7031) = 0.3959 bits\n",
"AIS_Discrete(col_7032) = 0.0451 bits\n",
"AIS_Discrete(col_7033) = 0.3151 bits\n",
"AIS_Discrete(col_7034) = 0.0433 bits\n",
"AIS_Discrete(col_7035) = 0.3505 bits\n",
"AIS_Discrete(col_7036) = 0.0337 bits\n",
"AIS_Discrete(col_7037) = 0.2135 bits\n",
"AIS_Discrete(col_7038) = 0.0414 bits\n",
"AIS_Discrete(col_7039) = 0.1028 bits\n",
"AIS_Discrete(col_7040) = 0.1302 bits\n",
"AIS_Discrete(col_7041) = 0.0783 bits\n",
"AIS_Discrete(col_7042) = 0.1960 bits\n",
"AIS_Discrete(col_7043) = 0.0473 bits\n",
"AIS_Discrete(col_7044) = 0.2406 bits\n",
"AIS_Discrete(col_7045) = 0.0430 bits\n",
"AIS_Discrete(col_7046) = 0.2863 bits\n",
"AIS_Discrete(col_7047) = 0.0559 bits\n",
"AIS_Discrete(col_7048) = 0.3379 bits\n",
"AIS_Discrete(col_7049) = 0.0862 bits\n",
"AIS_Discrete(col_7050) = 0.3416 bits\n",
"AIS_Discrete(col_7051) = 0.0573 bits\n",
"AIS_Discrete(col_7052) = 0.2652 bits\n",
"AIS_Discrete(col_7053) = 0.0541 bits\n",
"AIS_Discrete(col_7054) = 0.2452 bits\n",
"AIS_Discrete(col_7055) = 0.0666 bits\n",
"AIS_Discrete(col_7056) = 0.2405 bits\n",
"AIS_Discrete(col_7057) = 0.0605 bits\n",
"AIS_Discrete(col_7058) = 0.1413 bits\n",
"AIS_Discrete(col_7059) = 0.0853 bits\n",
"AIS_Discrete(col_7060) = 0.0842 bits\n",
"AIS_Discrete(col_7061) = 0.1687 bits\n",
"AIS_Discrete(col_7062) = 0.0801 bits\n",
"AIS_Discrete(col_7063) = 0.2631 bits\n",
"AIS_Discrete(col_7064) = 0.0813 bits\n",
"AIS_Discrete(col_7065) = 0.2676 bits\n",
"AIS_Discrete(col_7066) = 0.0753 bits\n",
"AIS_Discrete(col_7067) = 0.2748 bits\n",
"AIS_Discrete(col_7068) = 0.0936 bits\n",
"AIS_Discrete(col_7069) = 0.1898 bits\n",
"AIS_Discrete(col_7070) = 0.0688 bits\n",
"AIS_Discrete(col_7071) = 0.1253 bits\n",
"AIS_Discrete(col_7072) = 0.0847 bits\n",
"AIS_Discrete(col_7073) = 0.0927 bits\n",
"AIS_Discrete(col_7074) = 0.1245 bits\n",
"AIS_Discrete(col_7075) = 0.0844 bits\n",
"AIS_Discrete(col_7076) = 0.2057 bits\n",
"AIS_Discrete(col_7077) = 0.1062 bits\n",
"AIS_Discrete(col_7078) = 0.2493 bits\n",
"AIS_Discrete(col_7079) = 0.1121 bits\n",
"AIS_Discrete(col_7080) = 0.2229 bits\n",
"AIS_Discrete(col_7081) = 0.1222 bits\n",
"AIS_Discrete(col_7082) = 0.2143 bits\n",
"AIS_Discrete(col_7083) = 0.0927 bits\n",
"AIS_Discrete(col_7084) = 0.1005 bits\n",
"AIS_Discrete(col_7085) = 0.0954 bits\n",
"AIS_Discrete(col_7086) = 0.0536 bits\n",
"AIS_Discrete(col_7087) = 0.1261 bits\n",
"AIS_Discrete(col_7088) = 0.0670 bits\n",
"AIS_Discrete(col_7089) = 0.1588 bits\n",
"AIS_Discrete(col_7090) = 0.1300 bits\n",
"AIS_Discrete(col_7091) = 0.1760 bits\n",
"AIS_Discrete(col_7092) = 0.1449 bits\n",
"AIS_Discrete(col_7093) = 0.1707 bits\n",
"AIS_Discrete(col_7094) = 0.1538 bits\n",
"AIS_Discrete(col_7095) = 0.1606 bits\n",
"AIS_Discrete(col_7096) = 0.1361 bits\n",
"AIS_Discrete(col_7097) = 0.1532 bits\n",
"AIS_Discrete(col_7098) = 0.0926 bits\n",
"AIS_Discrete(col_7099) = 0.1461 bits\n",
"AIS_Discrete(col_7100) = 0.1063 bits\n",
"AIS_Discrete(col_7101) = 0.1441 bits\n",
"AIS_Discrete(col_7102) = 0.1401 bits\n",
"AIS_Discrete(col_7103) = 0.1124 bits\n",
"AIS_Discrete(col_7104) = 0.1758 bits\n",
"AIS_Discrete(col_7105) = 0.0792 bits\n",
"AIS_Discrete(col_7106) = 0.1516 bits\n",
"AIS_Discrete(col_7107) = 0.0892 bits\n",
"AIS_Discrete(col_7108) = 0.1291 bits\n",
"AIS_Discrete(col_7109) = 0.1597 bits\n",
"AIS_Discrete(col_7110) = 0.1249 bits\n",
"AIS_Discrete(col_7111) = 0.2031 bits\n",
"AIS_Discrete(col_7112) = 0.1332 bits\n",
"AIS_Discrete(col_7113) = 0.2215 bits\n",
"AIS_Discrete(col_7114) = 0.1308 bits\n",
"AIS_Discrete(col_7115) = 0.2047 bits\n",
"AIS_Discrete(col_7116) = 0.1226 bits\n",
"AIS_Discrete(col_7117) = 0.1958 bits\n",
"AIS_Discrete(col_7118) = 0.1221 bits\n",
"AIS_Discrete(col_7119) = 0.1691 bits\n",
"AIS_Discrete(col_7120) = 0.1339 bits\n",
"AIS_Discrete(col_7121) = 0.1964 bits\n",
"AIS_Discrete(col_7122) = 0.1444 bits\n",
"AIS_Discrete(col_7123) = 0.1735 bits\n",
"AIS_Discrete(col_7124) = 0.1251 bits\n",
"AIS_Discrete(col_7125) = 0.1964 bits\n",
"AIS_Discrete(col_7126) = 0.1538 bits\n",
"AIS_Discrete(col_7127) = 0.1554 bits\n",
"AIS_Discrete(col_7128) = 0.1215 bits\n",
"AIS_Discrete(col_7129) = 0.1655 bits\n",
"AIS_Discrete(col_7130) = 0.1267 bits\n",
"AIS_Discrete(col_7131) = 0.2214 bits\n",
"AIS_Discrete(col_7132) = 0.1440 bits\n",
"AIS_Discrete(col_7133) = 0.2100 bits\n",
"AIS_Discrete(col_7134) = 0.1396 bits\n",
"AIS_Discrete(col_7135) = 0.1325 bits\n",
"AIS_Discrete(col_7136) = 0.0850 bits\n",
"AIS_Discrete(col_7137) = 0.0669 bits\n",
"AIS_Discrete(col_7138) = 0.0990 bits\n",
"AIS_Discrete(col_7139) = 0.0690 bits\n",
"AIS_Discrete(col_7140) = 0.1304 bits\n",
"AIS_Discrete(col_7141) = 0.1091 bits\n",
"AIS_Discrete(col_7142) = 0.1691 bits\n",
"AIS_Discrete(col_7143) = 0.1447 bits\n",
"AIS_Discrete(col_7144) = 0.1714 bits\n",
"AIS_Discrete(col_7145) = 0.1428 bits\n",
"AIS_Discrete(col_7146) = 0.1681 bits\n",
"AIS_Discrete(col_7147) = 0.1518 bits\n",
"AIS_Discrete(col_7148) = 0.1814 bits\n",
"AIS_Discrete(col_7149) = 0.1025 bits\n",
"AIS_Discrete(col_7150) = 0.1880 bits\n",
"AIS_Discrete(col_7151) = 0.0792 bits\n",
"AIS_Discrete(col_7152) = 0.2129 bits\n",
"AIS_Discrete(col_7153) = 0.0822 bits\n",
"AIS_Discrete(col_7154) = 0.1284 bits\n",
"AIS_Discrete(col_7155) = 0.0632 bits\n",
"AIS_Discrete(col_7156) = 0.0997 bits\n",
"AIS_Discrete(col_7157) = 0.1274 bits\n",
"AIS_Discrete(col_7158) = 0.1116 bits\n",
"AIS_Discrete(col_7159) = 0.2044 bits\n",
"AIS_Discrete(col_7160) = 0.1485 bits\n",
"AIS_Discrete(col_7161) = 0.2242 bits\n",
"AIS_Discrete(col_7162) = 0.1485 bits\n",
"AIS_Discrete(col_7163) = 0.2301 bits\n",
"AIS_Discrete(col_7164) = 0.1485 bits\n",
"AIS_Discrete(col_7165) = 0.2361 bits\n",
"AIS_Discrete(col_7166) = 0.1350 bits\n",
"AIS_Discrete(col_7167) = 0.1751 bits\n",
"AIS_Discrete(col_7168) = 0.1008 bits\n",
"AIS_Discrete(col_7169) = 0.1717 bits\n",
"AIS_Discrete(col_7170) = 0.0985 bits\n",
"AIS_Discrete(col_7171) = 0.2185 bits\n",
"AIS_Discrete(col_7172) = 0.1003 bits\n",
"AIS_Discrete(col_7173) = 0.1751 bits\n",
"AIS_Discrete(col_7174) = 0.1103 bits\n",
"AIS_Discrete(col_7175) = 0.1558 bits\n",
"AIS_Discrete(col_7176) = 0.1485 bits\n",
"AIS_Discrete(col_7177) = 0.2213 bits\n",
"AIS_Discrete(col_7178) = 0.1463 bits\n",
"AIS_Discrete(col_7179) = 0.1861 bits\n",
"AIS_Discrete(col_7180) = 0.1397 bits\n",
"AIS_Discrete(col_7181) = 0.1962 bits\n",
"AIS_Discrete(col_7182) = 0.1164 bits\n",
"AIS_Discrete(col_7183) = 0.1416 bits\n",
"AIS_Discrete(col_7184) = 0.0751 bits\n",
"AIS_Discrete(col_7185) = 0.1344 bits\n",
"AIS_Discrete(col_7186) = 0.1071 bits\n",
"AIS_Discrete(col_7187) = 0.1286 bits\n",
"AIS_Discrete(col_7188) = 0.1312 bits\n",
"AIS_Discrete(col_7189) = 0.1031 bits\n",
"AIS_Discrete(col_7190) = 0.1934 bits\n",
"AIS_Discrete(col_7191) = 0.0866 bits\n",
"AIS_Discrete(col_7192) = 0.1386 bits\n",
"AIS_Discrete(col_7193) = 0.1111 bits\n",
"AIS_Discrete(col_7194) = 0.1652 bits\n",
"AIS_Discrete(col_7195) = 0.1988 bits\n",
"AIS_Discrete(col_7196) = 0.1751 bits\n",
"AIS_Discrete(col_7197) = 0.1988 bits\n",
"AIS_Discrete(col_7198) = 0.1777 bits\n",
"AIS_Discrete(col_7199) = 0.1753 bits\n",
"AIS_Discrete(col_7200) = 0.1907 bits\n",
"AIS_Discrete(col_7201) = 0.1777 bits\n",
"AIS_Discrete(col_7202) = 0.1779 bits\n",
"AIS_Discrete(col_7203) = 0.1402 bits\n",
"AIS_Discrete(col_7204) = 0.1988 bits\n",
"AIS_Discrete(col_7205) = 0.1216 bits\n",
"AIS_Discrete(col_7206) = 0.1576 bits\n",
"AIS_Discrete(col_7207) = 0.0627 bits\n",
"AIS_Discrete(col_7208) = 0.1727 bits\n",
"AIS_Discrete(col_7209) = 0.0592 bits\n",
"AIS_Discrete(col_7210) = 0.1803 bits\n",
"AIS_Discrete(col_7211) = 0.1260 bits\n",
"AIS_Discrete(col_7212) = 0.1621 bits\n",
"AIS_Discrete(col_7213) = 0.1156 bits\n",
"AIS_Discrete(col_7214) = 0.1287 bits\n",
"AIS_Discrete(col_7215) = 0.1350 bits\n",
"AIS_Discrete(col_7216) = 0.1235 bits\n",
"AIS_Discrete(col_7217) = 0.1619 bits\n",
"AIS_Discrete(col_7218) = 0.1118 bits\n",
"AIS_Discrete(col_7219) = 0.2060 bits\n",
"AIS_Discrete(col_7220) = 0.1307 bits\n",
"AIS_Discrete(col_7221) = 0.2362 bits\n",
"AIS_Discrete(col_7222) = 0.1485 bits\n",
"AIS_Discrete(col_7223) = 0.2213 bits\n",
"AIS_Discrete(col_7224) = 0.1603 bits\n",
"AIS_Discrete(col_7225) = 0.1989 bits\n",
"AIS_Discrete(col_7226) = 0.1628 bits\n",
"AIS_Discrete(col_7227) = 0.1377 bits\n",
"AIS_Discrete(col_7228) = 0.1349 bits\n",
"AIS_Discrete(col_7229) = 0.0857 bits\n",
"AIS_Discrete(col_7230) = 0.1210 bits\n",
"AIS_Discrete(col_7231) = 0.0638 bits\n",
"AIS_Discrete(col_7232) = 0.0917 bits\n",
"AIS_Discrete(col_7233) = 0.0713 bits\n",
"AIS_Discrete(col_7234) = 0.1120 bits\n",
"AIS_Discrete(col_7235) = 0.1333 bits\n",
"AIS_Discrete(col_7236) = 0.1402 bits\n",
"AIS_Discrete(col_7237) = 0.1882 bits\n",
"AIS_Discrete(col_7238) = 0.1726 bits\n",
"AIS_Discrete(col_7239) = 0.1961 bits\n",
"AIS_Discrete(col_7240) = 0.1604 bits\n",
"AIS_Discrete(col_7241) = 0.2044 bits\n",
"AIS_Discrete(col_7242) = 0.1555 bits\n",
"AIS_Discrete(col_7243) = 0.2044 bits\n",
"AIS_Discrete(col_7244) = 0.1485 bits\n",
"AIS_Discrete(col_7245) = 0.2213 bits\n",
"AIS_Discrete(col_7246) = 0.1417 bits\n",
"AIS_Discrete(col_7247) = 0.2331 bits\n",
"AIS_Discrete(col_7248) = 0.1439 bits\n",
"AIS_Discrete(col_7249) = 0.2422 bits\n",
"AIS_Discrete(col_7250) = 0.1372 bits\n",
"AIS_Discrete(col_7251) = 0.2423 bits\n",
"AIS_Discrete(col_7252) = 0.1285 bits\n",
"AIS_Discrete(col_7253) = 0.2485 bits\n",
"AIS_Discrete(col_7254) = 0.1222 bits\n",
"AIS_Discrete(col_7255) = 0.2250 bits\n",
"AIS_Discrete(col_7256) = 0.1222 bits\n",
"AIS_Discrete(col_7257) = 0.2808 bits\n",
"AIS_Discrete(col_7258) = 0.0970 bits\n",
"AIS_Discrete(col_7259) = 0.2979 bits\n",
"AIS_Discrete(col_7260) = 0.1024 bits\n",
"AIS_Discrete(col_7261) = 0.3049 bits\n",
"AIS_Discrete(col_7262) = 0.0765 bits\n",
"AIS_Discrete(col_7263) = 0.3230 bits\n",
"AIS_Discrete(col_7264) = 0.0862 bits\n",
"AIS_Discrete(col_7265) = 0.3197 bits\n",
"AIS_Discrete(col_7266) = 0.0779 bits\n",
"AIS_Discrete(col_7267) = 0.3455 bits\n",
"AIS_Discrete(col_7268) = 0.0731 bits\n",
"AIS_Discrete(col_7269) = 0.3424 bits\n",
"AIS_Discrete(col_7270) = 0.0671 bits\n",
"AIS_Discrete(col_7271) = 0.2673 bits\n",
"AIS_Discrete(col_7272) = 0.0658 bits\n",
"AIS_Discrete(col_7273) = 0.1964 bits\n",
"AIS_Discrete(col_7274) = 0.1008 bits\n",
"AIS_Discrete(col_7275) = 0.1086 bits\n",
"AIS_Discrete(col_7276) = 0.1217 bits\n",
"AIS_Discrete(col_7277) = 0.0926 bits\n",
"AIS_Discrete(col_7278) = 0.1589 bits\n",
"AIS_Discrete(col_7279) = 0.0870 bits\n",
"AIS_Discrete(col_7280) = 0.1992 bits\n",
"AIS_Discrete(col_7281) = 0.0853 bits\n",
"AIS_Discrete(col_7282) = 0.2646 bits\n",
"AIS_Discrete(col_7283) = 0.0633 bits\n",
"AIS_Discrete(col_7284) = 0.3256 bits\n",
"AIS_Discrete(col_7285) = 0.0409 bits\n",
"AIS_Discrete(col_7286) = 0.3895 bits\n",
"AIS_Discrete(col_7287) = 0.0382 bits\n",
"AIS_Discrete(col_7288) = 0.4250 bits\n",
"AIS_Discrete(col_7289) = 0.0415 bits\n",
"AIS_Discrete(col_7290) = 0.4654 bits\n",
"AIS_Discrete(col_7291) = 0.0337 bits\n",
"AIS_Discrete(col_7292) = 0.4618 bits\n",
"AIS_Discrete(col_7293) = 0.0277 bits\n",
"AIS_Discrete(col_7294) = 0.3366 bits\n",
"AIS_Discrete(col_7295) = 0.0312 bits\n",
"AIS_Discrete(col_7296) = 0.2346 bits\n",
"AIS_Discrete(col_7297) = 0.0595 bits\n",
"AIS_Discrete(col_7298) = 0.0822 bits\n",
"AIS_Discrete(col_7299) = 0.1027 bits\n",
"AIS_Discrete(col_7300) = 0.0230 bits\n",
"AIS_Discrete(col_7301) = 0.3033 bits\n",
"AIS_Discrete(col_7302) = 0.0403 bits\n",
"AIS_Discrete(col_7303) = 0.4468 bits\n",
"AIS_Discrete(col_7304) = 0.0415 bits\n",
"AIS_Discrete(col_7305) = 0.4424 bits\n",
"AIS_Discrete(col_7306) = 0.0427 bits\n",
"AIS_Discrete(col_7307) = 0.4071 bits\n",
"AIS_Discrete(col_7308) = 0.0476 bits\n",
"AIS_Discrete(col_7309) = 0.4153 bits\n",
"AIS_Discrete(col_7310) = 0.0489 bits\n",
"AIS_Discrete(col_7311) = 0.3818 bits\n",
"AIS_Discrete(col_7312) = 0.0568 bits\n",
"AIS_Discrete(col_7313) = 0.2837 bits\n",
"AIS_Discrete(col_7314) = 0.0654 bits\n",
"AIS_Discrete(col_7315) = 0.3854 bits\n",
"AIS_Discrete(col_7316) = 0.0640 bits\n",
"AIS_Discrete(col_7317) = 0.3573 bits\n",
"AIS_Discrete(col_7318) = 0.0669 bits\n",
"AIS_Discrete(col_7319) = 0.2777 bits\n",
"AIS_Discrete(col_7320) = 0.0644 bits\n",
"AIS_Discrete(col_7321) = 0.2139 bits\n",
"AIS_Discrete(col_7322) = 0.1064 bits\n",
"AIS_Discrete(col_7323) = 0.1789 bits\n",
"AIS_Discrete(col_7324) = 0.1309 bits\n",
"AIS_Discrete(col_7325) = 0.1647 bits\n",
"AIS_Discrete(col_7326) = 0.1102 bits\n",
"AIS_Discrete(col_7327) = 0.1779 bits\n",
"AIS_Discrete(col_7328) = 0.1309 bits\n",
"AIS_Discrete(col_7329) = 0.1925 bits\n",
"AIS_Discrete(col_7330) = 0.1321 bits\n",
"AIS_Discrete(col_7331) = 0.1093 bits\n",
"AIS_Discrete(col_7332) = 0.1311 bits\n",
"AIS_Discrete(col_7333) = 0.0569 bits\n",
"AIS_Discrete(col_7334) = 0.2065 bits\n",
"AIS_Discrete(col_7335) = 0.0795 bits\n",
"AIS_Discrete(col_7336) = 0.3121 bits\n",
"AIS_Discrete(col_7337) = 0.0749 bits\n",
"AIS_Discrete(col_7338) = 0.2629 bits\n",
"AIS_Discrete(col_7339) = 0.0719 bits\n",
"AIS_Discrete(col_7340) = 0.2567 bits\n",
"AIS_Discrete(col_7341) = 0.0868 bits\n",
"AIS_Discrete(col_7342) = 0.2383 bits\n",
"AIS_Discrete(col_7343) = 0.0814 bits\n",
"AIS_Discrete(col_7344) = 0.2224 bits\n",
"AIS_Discrete(col_7345) = 0.0951 bits\n",
"AIS_Discrete(col_7346) = 0.1835 bits\n",
"AIS_Discrete(col_7347) = 0.1000 bits\n",
"AIS_Discrete(col_7348) = 0.1511 bits\n",
"AIS_Discrete(col_7349) = 0.1344 bits\n",
"AIS_Discrete(col_7350) = 0.1377 bits\n",
"AIS_Discrete(col_7351) = 0.1619 bits\n",
"AIS_Discrete(col_7352) = 0.1109 bits\n",
"AIS_Discrete(col_7353) = 0.1381 bits\n",
"AIS_Discrete(col_7354) = 0.0760 bits\n",
"AIS_Discrete(col_7355) = 0.1522 bits\n",
"AIS_Discrete(col_7356) = 0.0991 bits\n",
"AIS_Discrete(col_7357) = 0.2643 bits\n",
"AIS_Discrete(col_7358) = 0.1264 bits\n",
"AIS_Discrete(col_7359) = 0.2253 bits\n",
"AIS_Discrete(col_7360) = 0.1203 bits\n",
"AIS_Discrete(col_7361) = 0.2423 bits\n",
"AIS_Discrete(col_7362) = 0.1128 bits\n",
"AIS_Discrete(col_7363) = 0.2002 bits\n",
"AIS_Discrete(col_7364) = 0.1246 bits\n",
"AIS_Discrete(col_7365) = 0.2131 bits\n",
"AIS_Discrete(col_7366) = 0.1331 bits\n",
"AIS_Discrete(col_7367) = 0.2188 bits\n",
"AIS_Discrete(col_7368) = 0.1172 bits\n",
"AIS_Discrete(col_7369) = 0.1874 bits\n",
"AIS_Discrete(col_7370) = 0.0730 bits\n",
"AIS_Discrete(col_7371) = 0.1979 bits\n",
"AIS_Discrete(col_7372) = 0.0568 bits\n",
"AIS_Discrete(col_7373) = 0.1716 bits\n",
"AIS_Discrete(col_7374) = 0.0799 bits\n",
"AIS_Discrete(col_7375) = 0.1667 bits\n",
"AIS_Discrete(col_7376) = 0.1381 bits\n",
"AIS_Discrete(col_7377) = 0.1476 bits\n",
"AIS_Discrete(col_7378) = 0.1235 bits\n",
"AIS_Discrete(col_7379) = 0.1215 bits\n",
"AIS_Discrete(col_7380) = 0.1270 bits\n",
"AIS_Discrete(col_7381) = 0.1377 bits\n",
"AIS_Discrete(col_7382) = 0.1419 bits\n",
"AIS_Discrete(col_7383) = 0.1093 bits\n",
"AIS_Discrete(col_7384) = 0.1299 bits\n",
"AIS_Discrete(col_7385) = 0.1025 bits\n",
"AIS_Discrete(col_7386) = 0.1549 bits\n",
"AIS_Discrete(col_7387) = 0.0879 bits\n",
"AIS_Discrete(col_7388) = 0.1636 bits\n",
"AIS_Discrete(col_7389) = 0.0810 bits\n",
"AIS_Discrete(col_7390) = 0.1764 bits\n",
"AIS_Discrete(col_7391) = 0.1004 bits\n",
"AIS_Discrete(col_7392) = 0.1597 bits\n",
"AIS_Discrete(col_7393) = 0.1323 bits\n",
"AIS_Discrete(col_7394) = 0.1436 bits\n",
"AIS_Discrete(col_7395) = 0.1399 bits\n",
"AIS_Discrete(col_7396) = 0.1116 bits\n",
"AIS_Discrete(col_7397) = 0.1213 bits\n",
"AIS_Discrete(col_7398) = 0.1374 bits\n",
"AIS_Discrete(col_7399) = 0.1102 bits\n",
"AIS_Discrete(col_7400) = 0.1019 bits\n",
"AIS_Discrete(col_7401) = 0.0844 bits\n",
"AIS_Discrete(col_7402) = 0.0907 bits\n",
"AIS_Discrete(col_7403) = 0.1029 bits\n",
"AIS_Discrete(col_7404) = 0.1142 bits\n",
"AIS_Discrete(col_7405) = 0.1593 bits\n",
"AIS_Discrete(col_7406) = 0.1516 bits\n",
"AIS_Discrete(col_7407) = 0.1312 bits\n",
"AIS_Discrete(col_7408) = 0.1120 bits\n",
"AIS_Discrete(col_7409) = 0.1214 bits\n",
"AIS_Discrete(col_7410) = 0.0931 bits\n",
"AIS_Discrete(col_7411) = 0.1124 bits\n",
"AIS_Discrete(col_7412) = 0.1041 bits\n",
"AIS_Discrete(col_7413) = 0.0907 bits\n",
"AIS_Discrete(col_7414) = 0.1108 bits\n",
"AIS_Discrete(col_7415) = 0.0962 bits\n",
"AIS_Discrete(col_7416) = 0.1651 bits\n",
"AIS_Discrete(col_7417) = 0.1344 bits\n",
"AIS_Discrete(col_7418) = 0.1641 bits\n",
"AIS_Discrete(col_7419) = 0.1202 bits\n",
"AIS_Discrete(col_7420) = 0.1625 bits\n",
"AIS_Discrete(col_7421) = 0.1202 bits\n",
"AIS_Discrete(col_7422) = 0.1184 bits\n",
"AIS_Discrete(col_7423) = 0.1312 bits\n",
"AIS_Discrete(col_7424) = 0.0672 bits\n",
"AIS_Discrete(col_7425) = 0.1717 bits\n",
"AIS_Discrete(col_7426) = 0.0799 bits\n",
"AIS_Discrete(col_7427) = 0.1992 bits\n",
"AIS_Discrete(col_7428) = 0.0723 bits\n",
"AIS_Discrete(col_7429) = 0.1783 bits\n",
"AIS_Discrete(col_7430) = 0.1362 bits\n",
"AIS_Discrete(col_7431) = 0.1636 bits\n",
"AIS_Discrete(col_7432) = 0.1712 bits\n",
"AIS_Discrete(col_7433) = 0.1449 bits\n",
"AIS_Discrete(col_7434) = 0.1647 bits\n",
"AIS_Discrete(col_7435) = 0.1274 bits\n",
"AIS_Discrete(col_7436) = 0.1795 bits\n",
"AIS_Discrete(col_7437) = 0.1124 bits\n",
"AIS_Discrete(col_7438) = 0.1474 bits\n",
"AIS_Discrete(col_7439) = 0.0832 bits\n",
"AIS_Discrete(col_7440) = 0.1395 bits\n",
"AIS_Discrete(col_7441) = 0.1197 bits\n",
"AIS_Discrete(col_7442) = 0.1804 bits\n",
"AIS_Discrete(col_7443) = 0.1803 bits\n",
"AIS_Discrete(col_7444) = 0.1777 bits\n",
"AIS_Discrete(col_7445) = 0.1780 bits\n",
"AIS_Discrete(col_7446) = 0.1676 bits\n",
"AIS_Discrete(col_7447) = 0.1989 bits\n",
"AIS_Discrete(col_7448) = 0.1579 bits\n",
"AIS_Discrete(col_7449) = 0.2185 bits\n",
"AIS_Discrete(col_7450) = 0.1128 bits\n",
"AIS_Discrete(col_7451) = 0.2051 bits\n",
"AIS_Discrete(col_7452) = 0.1372 bits\n",
"AIS_Discrete(col_7453) = 0.2363 bits\n",
"AIS_Discrete(col_7454) = 0.1066 bits\n",
"AIS_Discrete(col_7455) = 0.1619 bits\n",
"AIS_Discrete(col_7456) = 0.1174 bits\n",
"AIS_Discrete(col_7457) = 0.1379 bits\n",
"AIS_Discrete(col_7458) = 0.1414 bits\n",
"AIS_Discrete(col_7459) = 0.1120 bits\n",
"AIS_Discrete(col_7460) = 0.1691 bits\n",
"AIS_Discrete(col_7461) = 0.1140 bits\n",
"AIS_Discrete(col_7462) = 0.1651 bits\n",
"AIS_Discrete(col_7463) = 0.1353 bits\n",
"AIS_Discrete(col_7464) = 0.1795 bits\n",
"AIS_Discrete(col_7465) = 0.1004 bits\n",
"AIS_Discrete(col_7466) = 0.1468 bits\n",
"AIS_Discrete(col_7467) = 0.0733 bits\n",
"AIS_Discrete(col_7468) = 0.1852 bits\n",
"AIS_Discrete(col_7469) = 0.0954 bits\n",
"AIS_Discrete(col_7470) = 0.1058 bits\n",
"AIS_Discrete(col_7471) = 0.0886 bits\n",
"AIS_Discrete(col_7472) = 0.1131 bits\n",
"AIS_Discrete(col_7473) = 0.1239 bits\n",
"AIS_Discrete(col_7474) = 0.1611 bits\n",
"AIS_Discrete(col_7475) = 0.1347 bits\n",
"AIS_Discrete(col_7476) = 0.1190 bits\n",
"AIS_Discrete(col_7477) = 0.1250 bits\n",
"AIS_Discrete(col_7478) = 0.1030 bits\n",
"AIS_Discrete(col_7479) = 0.1407 bits\n",
"AIS_Discrete(col_7480) = 0.1118 bits\n",
"AIS_Discrete(col_7481) = 0.1404 bits\n",
"AIS_Discrete(col_7482) = 0.1247 bits\n",
"AIS_Discrete(col_7483) = 0.1709 bits\n",
"AIS_Discrete(col_7484) = 0.0863 bits\n",
"AIS_Discrete(col_7485) = 0.1284 bits\n",
"AIS_Discrete(col_7486) = 0.1009 bits\n",
"AIS_Discrete(col_7487) = 0.1069 bits\n",
"AIS_Discrete(col_7488) = 0.1522 bits\n",
"AIS_Discrete(col_7489) = 0.1158 bits\n",
"AIS_Discrete(col_7490) = 0.1315 bits\n",
"AIS_Discrete(col_7491) = 0.1350 bits\n",
"AIS_Discrete(col_7492) = 0.0837 bits\n",
"AIS_Discrete(col_7493) = 0.1268 bits\n",
"AIS_Discrete(col_7494) = 0.0923 bits\n",
"AIS_Discrete(col_7495) = 0.0841 bits\n",
"AIS_Discrete(col_7496) = 0.1140 bits\n",
"AIS_Discrete(col_7497) = 0.0812 bits\n",
"AIS_Discrete(col_7498) = 0.1451 bits\n",
"AIS_Discrete(col_7499) = 0.0822 bits\n",
"AIS_Discrete(col_7500) = 0.1424 bits\n",
"AIS_Discrete(col_7501) = 0.1391 bits\n",
"AIS_Discrete(col_7502) = 0.1454 bits\n",
"AIS_Discrete(col_7503) = 0.1274 bits\n",
"AIS_Discrete(col_7504) = 0.1377 bits\n",
"AIS_Discrete(col_7505) = 0.1461 bits\n",
"AIS_Discrete(col_7506) = 0.1520 bits\n",
"AIS_Discrete(col_7507) = 0.1705 bits\n",
"AIS_Discrete(col_7508) = 0.1609 bits\n",
"AIS_Discrete(col_7509) = 0.1727 bits\n",
"AIS_Discrete(col_7510) = 0.1680 bits\n",
"AIS_Discrete(col_7511) = 0.1803 bits\n",
"AIS_Discrete(col_7512) = 0.1828 bits\n",
"AIS_Discrete(col_7513) = 0.1881 bits\n",
"AIS_Discrete(col_7514) = 0.1077 bits\n",
"AIS_Discrete(col_7515) = 0.0844 bits\n",
"AIS_Discrete(col_7516) = 0.1209 bits\n",
"AIS_Discrete(col_7517) = 0.0543 bits\n",
"AIS_Discrete(col_7518) = 0.1881 bits\n",
"AIS_Discrete(col_7519) = 0.0547 bits\n",
"AIS_Discrete(col_7520) = 0.1222 bits\n",
"AIS_Discrete(col_7521) = 0.0857 bits\n",
"AIS_Discrete(col_7522) = 0.1098 bits\n",
"AIS_Discrete(col_7523) = 0.1881 bits\n",
"AIS_Discrete(col_7524) = 0.1881 bits\n",
"AIS_Discrete(col_7525) = 0.1934 bits\n",
"AIS_Discrete(col_7526) = 0.1828 bits\n",
"AIS_Discrete(col_7527) = 0.1829 bits\n",
"AIS_Discrete(col_7528) = 0.1702 bits\n",
"AIS_Discrete(col_7529) = 0.0566 bits\n",
"AIS_Discrete(col_7530) = 0.1754 bits\n",
"AIS_Discrete(col_7531) = 0.1059 bits\n",
"AIS_Discrete(col_7532) = 0.1012 bits\n",
"AIS_Discrete(col_7533) = 0.1071 bits\n",
"AIS_Discrete(col_7534) = 0.0817 bits\n",
"AIS_Discrete(col_7535) = 0.1195 bits\n",
"AIS_Discrete(col_7536) = 0.1113 bits\n",
"AIS_Discrete(col_7537) = 0.1881 bits\n",
"AIS_Discrete(col_7538) = 0.0585 bits\n",
"AIS_Discrete(col_7539) = 0.1284 bits\n",
"AIS_Discrete(col_7540) = 0.0780 bits\n",
"AIS_Discrete(col_7541) = 0.0992 bits\n",
"AIS_Discrete(col_7542) = 0.1667 bits\n",
"AIS_Discrete(col_7543) = 0.1677 bits\n",
"AIS_Discrete(col_7544) = 0.2015 bits\n",
"AIS_Discrete(col_7545) = 0.1726 bits\n",
"AIS_Discrete(col_7546) = 0.1685 bits\n",
"AIS_Discrete(col_7547) = 0.1652 bits\n",
"AIS_Discrete(col_7548) = 0.2184 bits\n",
"AIS_Discrete(col_7549) = 0.1579 bits\n",
"AIS_Discrete(col_7550) = 0.2185 bits\n",
"AIS_Discrete(col_7551) = 0.1555 bits\n",
"AIS_Discrete(col_7552) = 0.2272 bits\n",
"AIS_Discrete(col_7553) = 0.1463 bits\n",
"AIS_Discrete(col_7554) = 0.2184 bits\n",
"AIS_Discrete(col_7555) = 0.1555 bits\n",
"AIS_Discrete(col_7556) = 0.2156 bits\n",
"AIS_Discrete(col_7557) = 0.1509 bits\n",
"AIS_Discrete(col_7558) = 0.2184 bits\n",
"AIS_Discrete(col_7559) = 0.1532 bits\n",
"AIS_Discrete(col_7560) = 0.2156 bits\n",
"AIS_Discrete(col_7561) = 0.1465 bits\n",
"AIS_Discrete(col_7562) = 0.2016 bits\n",
"AIS_Discrete(col_7563) = 0.1296 bits\n",
"AIS_Discrete(col_7564) = 0.1988 bits\n",
"AIS_Discrete(col_7565) = 0.1628 bits\n",
"AIS_Discrete(col_7566) = 0.1934 bits\n",
"AIS_Discrete(col_7567) = 0.1828 bits\n",
"AIS_Discrete(col_7568) = 0.1855 bits\n",
"AIS_Discrete(col_7569) = 0.1367 bits\n",
"AIS_Discrete(col_7570) = 0.1828 bits\n",
"AIS_Discrete(col_7571) = 0.1347 bits\n",
"AIS_Discrete(col_7572) = 0.1606 bits\n",
"AIS_Discrete(col_7573) = 0.1707 bits\n",
"AIS_Discrete(col_7574) = 0.1702 bits\n",
"AIS_Discrete(col_7575) = 0.1832 bits\n",
"AIS_Discrete(col_7576) = 0.1627 bits\n",
"AIS_Discrete(col_7577) = 0.2043 bits\n",
"AIS_Discrete(col_7578) = 0.1701 bits\n",
"AIS_Discrete(col_7579) = 0.2016 bits\n",
"AIS_Discrete(col_7580) = 0.1509 bits\n",
"AIS_Discrete(col_7581) = 0.1964 bits\n",
"AIS_Discrete(col_7582) = 0.1603 bits\n",
"AIS_Discrete(col_7583) = 0.2156 bits\n",
"AIS_Discrete(col_7584) = 0.1485 bits\n",
"AIS_Discrete(col_7585) = 0.2331 bits\n",
"AIS_Discrete(col_7586) = 0.1417 bits\n",
"AIS_Discrete(col_7587) = 0.2332 bits\n",
"AIS_Discrete(col_7588) = 0.1350 bits\n",
"AIS_Discrete(col_7589) = 0.2365 bits\n",
"AIS_Discrete(col_7590) = 0.1222 bits\n",
"AIS_Discrete(col_7591) = 0.2426 bits\n",
"AIS_Discrete(col_7592) = 0.1161 bits\n",
"AIS_Discrete(col_7593) = 0.2741 bits\n",
"AIS_Discrete(col_7594) = 0.1161 bits\n",
"AIS_Discrete(col_7595) = 0.2841 bits\n",
"AIS_Discrete(col_7596) = 0.1101 bits\n",
"AIS_Discrete(col_7597) = 0.2776 bits\n",
"AIS_Discrete(col_7598) = 0.1063 bits\n",
"AIS_Discrete(col_7599) = 0.2742 bits\n",
"AIS_Discrete(col_7600) = 0.1006 bits\n",
"AIS_Discrete(col_7601) = 0.2944 bits\n",
"AIS_Discrete(col_7602) = 0.1006 bits\n",
"AIS_Discrete(col_7603) = 0.3049 bits\n",
"AIS_Discrete(col_7604) = 0.0969 bits\n",
"AIS_Discrete(col_7605) = 0.2177 bits\n",
"AIS_Discrete(col_7606) = 0.0943 bits\n",
"AIS_Discrete(col_7607) = 0.1369 bits\n",
"AIS_Discrete(col_7608) = 0.1166 bits\n",
"AIS_Discrete(col_7609) = 0.1290 bits\n",
"AIS_Discrete(col_7610) = 0.1613 bits\n",
"AIS_Discrete(col_7611) = 0.1685 bits\n",
"AIS_Discrete(col_7612) = 0.1634 bits\n",
"AIS_Discrete(col_7613) = 0.1709 bits\n",
"AIS_Discrete(col_7614) = 0.1680 bits\n",
"AIS_Discrete(col_7615) = 0.1756 bits\n",
"AIS_Discrete(col_7616) = 0.1754 bits\n",
"AIS_Discrete(col_7617) = 0.1228 bits\n",
"AIS_Discrete(col_7618) = 0.1754 bits\n",
"AIS_Discrete(col_7619) = 0.1705 bits\n",
"AIS_Discrete(col_7620) = 0.1391 bits\n",
"AIS_Discrete(col_7621) = 0.1536 bits\n",
"AIS_Discrete(col_7622) = 0.1424 bits\n",
"AIS_Discrete(col_7623) = 0.1562 bits\n",
"AIS_Discrete(col_7624) = 0.1479 bits\n",
"AIS_Discrete(col_7625) = 0.1149 bits\n",
"AIS_Discrete(col_7626) = 0.1947 bits\n",
"AIS_Discrete(col_7627) = 0.0776 bits\n",
"AIS_Discrete(col_7628) = 0.2688 bits\n",
"AIS_Discrete(col_7629) = 0.0746 bits\n",
"AIS_Discrete(col_7630) = 0.3418 bits\n",
"AIS_Discrete(col_7631) = 0.0746 bits\n",
"AIS_Discrete(col_7632) = 0.3494 bits\n",
"AIS_Discrete(col_7633) = 0.0747 bits\n",
"AIS_Discrete(col_7634) = 0.3346 bits\n",
"AIS_Discrete(col_7635) = 0.0731 bits\n",
"AIS_Discrete(col_7636) = 0.3165 bits\n",
"AIS_Discrete(col_7637) = 0.0747 bits\n",
"AIS_Discrete(col_7638) = 0.2343 bits\n",
"AIS_Discrete(col_7639) = 0.0506 bits\n",
"AIS_Discrete(col_7640) = 0.1458 bits\n",
"AIS_Discrete(col_7641) = 0.0852 bits\n",
"AIS_Discrete(col_7642) = 0.1464 bits\n",
"AIS_Discrete(col_7643) = 0.1674 bits\n",
"AIS_Discrete(col_7644) = 0.1379 bits\n",
"AIS_Discrete(col_7645) = 0.1891 bits\n",
"AIS_Discrete(col_7646) = 0.1314 bits\n",
"AIS_Discrete(col_7647) = 0.2188 bits\n",
"AIS_Discrete(col_7648) = 0.1395 bits\n",
"AIS_Discrete(col_7649) = 0.2131 bits\n",
"AIS_Discrete(col_7650) = 0.1251 bits\n",
"AIS_Discrete(col_7651) = 0.1651 bits\n",
"AIS_Discrete(col_7652) = 0.0774 bits\n",
"AIS_Discrete(col_7653) = 0.1906 bits\n",
"AIS_Discrete(col_7654) = 0.0729 bits\n",
"AIS_Discrete(col_7655) = 0.2794 bits\n",
"AIS_Discrete(col_7656) = 0.0747 bits\n",
"AIS_Discrete(col_7657) = 0.3267 bits\n",
"AIS_Discrete(col_7658) = 0.0862 bits\n",
"AIS_Discrete(col_7659) = 0.3123 bits\n",
"AIS_Discrete(col_7660) = 0.0862 bits\n",
"AIS_Discrete(col_7661) = 0.3158 bits\n",
"AIS_Discrete(col_7662) = 0.0846 bits\n",
"AIS_Discrete(col_7663) = 0.2701 bits\n",
"AIS_Discrete(col_7664) = 0.0463 bits\n",
"AIS_Discrete(col_7665) = 0.2111 bits\n",
"AIS_Discrete(col_7666) = 0.0466 bits\n",
"AIS_Discrete(col_7667) = 0.2903 bits\n",
"AIS_Discrete(col_7668) = 0.0322 bits\n",
"AIS_Discrete(col_7669) = 0.2449 bits\n",
"AIS_Discrete(col_7670) = 0.0300 bits\n",
"AIS_Discrete(col_7671) = 0.2231 bits\n",
"AIS_Discrete(col_7672) = 0.0749 bits\n",
"AIS_Discrete(col_7673) = 0.2114 bits\n",
"AIS_Discrete(col_7674) = 0.0598 bits\n",
"AIS_Discrete(col_7675) = 0.1921 bits\n",
"AIS_Discrete(col_7676) = 0.0734 bits\n",
"AIS_Discrete(col_7677) = 0.2861 bits\n",
"AIS_Discrete(col_7678) = 0.0690 bits\n",
"AIS_Discrete(col_7679) = 0.2489 bits\n",
"AIS_Discrete(col_7680) = 0.0705 bits\n",
"AIS_Discrete(col_7681) = 0.3130 bits\n",
"AIS_Discrete(col_7682) = 0.0731 bits\n",
"AIS_Discrete(col_7683) = 0.3307 bits\n",
"AIS_Discrete(col_7684) = 0.0700 bits\n",
"AIS_Discrete(col_7685) = 0.3033 bits\n",
"AIS_Discrete(col_7686) = 0.0690 bits\n",
"AIS_Discrete(col_7687) = 0.3100 bits\n",
"AIS_Discrete(col_7688) = 0.0642 bits\n",
"AIS_Discrete(col_7689) = 0.1953 bits\n",
"AIS_Discrete(col_7690) = 0.0595 bits\n",
"AIS_Discrete(col_7691) = 0.0569 bits\n",
"AIS_Discrete(col_7692) = 0.1584 bits\n",
"AIS_Discrete(col_7693) = 0.0298 bits\n",
"AIS_Discrete(col_7694) = 0.3119 bits\n",
"AIS_Discrete(col_7695) = 0.0516 bits\n",
"AIS_Discrete(col_7696) = 0.2632 bits\n",
"AIS_Discrete(col_7697) = 0.0564 bits\n",
"AIS_Discrete(col_7698) = 0.2459 bits\n",
"AIS_Discrete(col_7699) = 0.0718 bits\n",
"AIS_Discrete(col_7700) = 0.2473 bits\n",
"AIS_Discrete(col_7701) = 0.0725 bits\n",
"AIS_Discrete(col_7702) = 0.2922 bits\n",
"AIS_Discrete(col_7703) = 0.0879 bits\n",
"AIS_Discrete(col_7704) = 0.2008 bits\n",
"AIS_Discrete(col_7705) = 0.0689 bits\n",
"AIS_Discrete(col_7706) = 0.2912 bits\n",
"AIS_Discrete(col_7707) = 0.0899 bits\n",
"AIS_Discrete(col_7708) = 0.2944 bits\n",
"AIS_Discrete(col_7709) = 0.0654 bits\n",
"AIS_Discrete(col_7710) = 0.1531 bits\n",
"AIS_Discrete(col_7711) = 0.0719 bits\n",
"AIS_Discrete(col_7712) = 0.1247 bits\n",
"AIS_Discrete(col_7713) = 0.1467 bits\n",
"AIS_Discrete(col_7714) = 0.0908 bits\n",
"AIS_Discrete(col_7715) = 0.2398 bits\n",
"AIS_Discrete(col_7716) = 0.0680 bits\n",
"AIS_Discrete(col_7717) = 0.2543 bits\n",
"AIS_Discrete(col_7718) = 0.0629 bits\n",
"AIS_Discrete(col_7719) = 0.3360 bits\n",
"AIS_Discrete(col_7720) = 0.0531 bits\n",
"AIS_Discrete(col_7721) = 0.3484 bits\n",
"AIS_Discrete(col_7722) = 0.0570 bits\n",
"AIS_Discrete(col_7723) = 0.3188 bits\n",
"AIS_Discrete(col_7724) = 0.0577 bits\n",
"AIS_Discrete(col_7725) = 0.2930 bits\n",
"AIS_Discrete(col_7726) = 0.0647 bits\n",
"AIS_Discrete(col_7727) = 0.3172 bits\n",
"AIS_Discrete(col_7728) = 0.0746 bits\n",
"AIS_Discrete(col_7729) = 0.3382 bits\n",
"AIS_Discrete(col_7730) = 0.0779 bits\n",
"AIS_Discrete(col_7731) = 0.2809 bits\n",
"AIS_Discrete(col_7732) = 0.0644 bits\n",
"AIS_Discrete(col_7733) = 0.1289 bits\n",
"AIS_Discrete(col_7734) = 0.0997 bits\n",
"AIS_Discrete(col_7735) = 0.0469 bits\n",
"AIS_Discrete(col_7736) = 0.1947 bits\n",
"AIS_Discrete(col_7737) = 0.0281 bits\n",
"AIS_Discrete(col_7738) = 0.2394 bits\n",
"AIS_Discrete(col_7739) = 0.0426 bits\n",
"AIS_Discrete(col_7740) = 0.2495 bits\n",
"AIS_Discrete(col_7741) = 0.0674 bits\n",
"AIS_Discrete(col_7742) = 0.3200 bits\n",
"AIS_Discrete(col_7743) = 0.0704 bits\n",
"AIS_Discrete(col_7744) = 0.2955 bits\n",
"AIS_Discrete(col_7745) = 0.0749 bits\n",
"AIS_Discrete(col_7746) = 0.3312 bits\n",
"AIS_Discrete(col_7747) = 0.0746 bits\n",
"AIS_Discrete(col_7748) = 0.3418 bits\n",
"AIS_Discrete(col_7749) = 0.0795 bits\n",
"AIS_Discrete(col_7750) = 0.2803 bits\n",
"AIS_Discrete(col_7751) = 0.0628 bits\n",
"AIS_Discrete(col_7752) = 0.2648 bits\n",
"AIS_Discrete(col_7753) = 0.0953 bits\n",
"AIS_Discrete(col_7754) = 0.1611 bits\n",
"AIS_Discrete(col_7755) = 0.0759 bits\n",
"AIS_Discrete(col_7756) = 0.0639 bits\n",
"AIS_Discrete(col_7757) = 0.1345 bits\n",
"AIS_Discrete(col_7758) = 0.0451 bits\n",
"AIS_Discrete(col_7759) = 0.2420 bits\n",
"AIS_Discrete(col_7760) = 0.0505 bits\n",
"AIS_Discrete(col_7761) = 0.3536 bits\n",
"AIS_Discrete(col_7762) = 0.0699 bits\n",
"AIS_Discrete(col_7763) = 0.3496 bits\n",
"AIS_Discrete(col_7764) = 0.0626 bits\n",
"AIS_Discrete(col_7765) = 0.3496 bits\n",
"AIS_Discrete(col_7766) = 0.0731 bits\n",
"AIS_Discrete(col_7767) = 0.3071 bits\n",
"AIS_Discrete(col_7768) = 0.0607 bits\n",
"AIS_Discrete(col_7769) = 0.2503 bits\n",
"AIS_Discrete(col_7770) = 0.0698 bits\n",
"AIS_Discrete(col_7771) = 0.2236 bits\n",
"AIS_Discrete(col_7772) = 0.0915 bits\n",
"AIS_Discrete(col_7773) = 0.1461 bits\n",
"AIS_Discrete(col_7774) = 0.1213 bits\n",
"AIS_Discrete(col_7775) = 0.1397 bits\n",
"AIS_Discrete(col_7776) = 0.1670 bits\n",
"AIS_Discrete(col_7777) = 0.1138 bits\n",
"AIS_Discrete(col_7778) = 0.1301 bits\n",
"AIS_Discrete(col_7779) = 0.0997 bits\n",
"AIS_Discrete(col_7780) = 0.1498 bits\n",
"AIS_Discrete(col_7781) = 0.0787 bits\n",
"AIS_Discrete(col_7782) = 0.1707 bits\n",
"AIS_Discrete(col_7783) = 0.0751 bits\n",
"AIS_Discrete(col_7784) = 0.0889 bits\n",
"AIS_Discrete(col_7785) = 0.0746 bits\n",
"AIS_Discrete(col_7786) = 0.2661 bits\n",
"AIS_Discrete(col_7787) = 0.0846 bits\n",
"AIS_Discrete(col_7788) = 0.3019 bits\n",
"AIS_Discrete(col_7789) = 0.0668 bits\n",
"AIS_Discrete(col_7790) = 0.2822 bits\n",
"AIS_Discrete(col_7791) = 0.0551 bits\n",
"AIS_Discrete(col_7792) = 0.2994 bits\n",
"AIS_Discrete(col_7793) = 0.0550 bits\n",
"AIS_Discrete(col_7794) = 0.3062 bits\n",
"AIS_Discrete(col_7795) = 0.0813 bits\n",
"AIS_Discrete(col_7796) = 0.3121 bits\n",
"AIS_Discrete(col_7797) = 0.0846 bits\n",
"AIS_Discrete(col_7798) = 0.2762 bits\n",
"AIS_Discrete(col_7799) = 0.0638 bits\n",
"AIS_Discrete(col_7800) = 0.2156 bits\n",
"AIS_Discrete(col_7801) = 0.0678 bits\n",
"AIS_Discrete(col_7802) = 0.1349 bits\n",
"AIS_Discrete(col_7803) = 0.1006 bits\n",
"AIS_Discrete(col_7804) = 0.0574 bits\n",
"AIS_Discrete(col_7805) = 0.1398 bits\n",
"AIS_Discrete(col_7806) = 0.0534 bits\n",
"AIS_Discrete(col_7807) = 0.2370 bits\n",
"AIS_Discrete(col_7808) = 0.0749 bits\n",
"AIS_Discrete(col_7809) = 0.2946 bits\n",
"AIS_Discrete(col_7810) = 0.0987 bits\n",
"AIS_Discrete(col_7811) = 0.2843 bits\n",
"AIS_Discrete(col_7812) = 0.1062 bits\n",
"AIS_Discrete(col_7813) = 0.2613 bits\n",
"AIS_Discrete(col_7814) = 0.1141 bits\n",
"AIS_Discrete(col_7815) = 0.2517 bits\n",
"AIS_Discrete(col_7816) = 0.1162 bits\n",
"AIS_Discrete(col_7817) = 0.2250 bits\n",
"AIS_Discrete(col_7818) = 0.1312 bits\n",
"AIS_Discrete(col_7819) = 0.2023 bits\n",
"AIS_Discrete(col_7820) = 0.1440 bits\n",
"AIS_Discrete(col_7821) = 0.1919 bits\n",
"AIS_Discrete(col_7822) = 0.1183 bits\n",
"AIS_Discrete(col_7823) = 0.1851 bits\n",
"AIS_Discrete(col_7824) = 0.1213 bits\n",
"AIS_Discrete(col_7825) = 0.1705 bits\n",
"AIS_Discrete(col_7826) = 0.0780 bits\n",
"AIS_Discrete(col_7827) = 0.1506 bits\n",
"AIS_Discrete(col_7828) = 0.0581 bits\n",
"AIS_Discrete(col_7829) = 0.1293 bits\n",
"AIS_Discrete(col_7830) = 0.0753 bits\n",
"AIS_Discrete(col_7831) = 0.1202 bits\n",
"AIS_Discrete(col_7832) = 0.1691 bits\n",
"AIS_Discrete(col_7833) = 0.1556 bits\n",
"AIS_Discrete(col_7834) = 0.2016 bits\n",
"AIS_Discrete(col_7835) = 0.1628 bits\n",
"AIS_Discrete(col_7836) = 0.1961 bits\n",
"AIS_Discrete(col_7837) = 0.1802 bits\n",
"AIS_Discrete(col_7838) = 0.1907 bits\n",
"AIS_Discrete(col_7839) = 0.1907 bits\n",
"AIS_Discrete(col_7840) = 0.1881 bits\n",
"AIS_Discrete(col_7841) = 0.1855 bits\n",
"AIS_Discrete(col_7842) = 0.1677 bits\n",
"AIS_Discrete(col_7843) = 0.1934 bits\n",
"AIS_Discrete(col_7844) = 0.1606 bits\n",
"AIS_Discrete(col_7845) = 0.1934 bits\n",
"AIS_Discrete(col_7846) = 0.1726 bits\n",
"AIS_Discrete(col_7847) = 0.1988 bits\n",
"AIS_Discrete(col_7848) = 0.1177 bits\n",
"AIS_Discrete(col_7849) = 0.1987 bits\n",
"AIS_Discrete(col_7850) = 0.0939 bits\n",
"AIS_Discrete(col_7851) = 0.2000 bits\n",
"AIS_Discrete(col_7852) = 0.0888 bits\n",
"AIS_Discrete(col_7853) = 0.1473 bits\n",
"AIS_Discrete(col_7854) = 0.0687 bits\n",
"AIS_Discrete(col_7855) = 0.1207 bits\n",
"AIS_Discrete(col_7856) = 0.1309 bits\n",
"AIS_Discrete(col_7857) = 0.1220 bits\n",
"AIS_Discrete(col_7858) = 0.1453 bits\n",
"AIS_Discrete(col_7859) = 0.0960 bits\n",
"AIS_Discrete(col_7860) = 0.1917 bits\n",
"AIS_Discrete(col_7861) = 0.1097 bits\n",
"AIS_Discrete(col_7862) = 0.2038 bits\n",
"AIS_Discrete(col_7863) = 0.0913 bits\n",
"AIS_Discrete(col_7864) = 0.2441 bits\n",
"AIS_Discrete(col_7865) = 0.0754 bits\n",
"AIS_Discrete(col_7866) = 0.2732 bits\n",
"AIS_Discrete(col_7867) = 0.0553 bits\n",
"AIS_Discrete(col_7868) = 0.3007 bits\n",
"AIS_Discrete(col_7869) = 0.0449 bits\n",
"AIS_Discrete(col_7870) = 0.2994 bits\n",
"AIS_Discrete(col_7871) = 0.0507 bits\n",
"AIS_Discrete(col_7872) = 0.1987 bits\n",
"AIS_Discrete(col_7873) = 0.0675 bits\n",
"AIS_Discrete(col_7874) = 0.1364 bits\n",
"AIS_Discrete(col_7875) = 0.1485 bits\n",
"AIS_Discrete(col_7876) = 0.1097 bits\n",
"AIS_Discrete(col_7877) = 0.2099 bits\n",
"AIS_Discrete(col_7878) = 0.1181 bits\n",
"AIS_Discrete(col_7879) = 0.2310 bits\n",
"AIS_Discrete(col_7880) = 0.1243 bits\n",
"AIS_Discrete(col_7881) = 0.2105 bits\n",
"AIS_Discrete(col_7882) = 0.1462 bits\n",
"AIS_Discrete(col_7883) = 0.2047 bits\n",
"AIS_Discrete(col_7884) = 0.1419 bits\n",
"AIS_Discrete(col_7885) = 0.1405 bits\n",
"AIS_Discrete(col_7886) = 0.1008 bits\n",
"AIS_Discrete(col_7887) = 0.1240 bits\n",
"AIS_Discrete(col_7888) = 0.0512 bits\n",
"AIS_Discrete(col_7889) = 0.0711 bits\n",
"AIS_Discrete(col_7890) = 0.0650 bits\n",
"AIS_Discrete(col_7891) = 0.1143 bits\n",
"AIS_Discrete(col_7892) = 0.1361 bits\n",
"AIS_Discrete(col_7893) = 0.1647 bits\n",
"AIS_Discrete(col_7894) = 0.1031 bits\n",
"AIS_Discrete(col_7895) = 0.2076 bits\n",
"AIS_Discrete(col_7896) = 0.0894 bits\n",
"AIS_Discrete(col_7897) = 0.2423 bits\n",
"AIS_Discrete(col_7898) = 0.1184 bits\n",
"AIS_Discrete(col_7899) = 0.2229 bits\n",
"AIS_Discrete(col_7900) = 0.1121 bits\n",
"AIS_Discrete(col_7901) = 0.2380 bits\n",
"AIS_Discrete(col_7902) = 0.1109 bits\n",
"AIS_Discrete(col_7903) = 0.1864 bits\n",
"AIS_Discrete(col_7904) = 0.0598 bits\n",
"AIS_Discrete(col_7905) = 0.1199 bits\n",
"AIS_Discrete(col_7906) = 0.0614 bits\n",
"AIS_Discrete(col_7907) = 0.1093 bits\n",
"AIS_Discrete(col_7908) = 0.1080 bits\n",
"AIS_Discrete(col_7909) = 0.0873 bits\n",
"AIS_Discrete(col_7910) = 0.1491 bits\n",
"AIS_Discrete(col_7911) = 0.1266 bits\n",
"AIS_Discrete(col_7912) = 0.2214 bits\n",
"AIS_Discrete(col_7913) = 0.1376 bits\n",
"AIS_Discrete(col_7914) = 0.1526 bits\n",
"AIS_Discrete(col_7915) = 0.1653 bits\n",
"AIS_Discrete(col_7916) = 0.1536 bits\n",
"AIS_Discrete(col_7917) = 0.1916 bits\n",
"AIS_Discrete(col_7918) = 0.1113 bits\n",
"AIS_Discrete(col_7919) = 0.1613 bits\n",
"AIS_Discrete(col_7920) = 0.1169 bits\n",
"AIS_Discrete(col_7921) = 0.1580 bits\n",
"AIS_Discrete(col_7922) = 0.1326 bits\n",
"AIS_Discrete(col_7923) = 0.0977 bits\n",
"AIS_Discrete(col_7924) = 0.1063 bits\n",
"AIS_Discrete(col_7925) = 0.0887 bits\n",
"AIS_Discrete(col_7926) = 0.1554 bits\n",
"AIS_Discrete(col_7927) = 0.1286 bits\n",
"AIS_Discrete(col_7928) = 0.1464 bits\n",
"AIS_Discrete(col_7929) = 0.1493 bits\n",
"AIS_Discrete(col_7930) = 0.1540 bits\n",
"AIS_Discrete(col_7931) = 0.1641 bits\n",
"AIS_Discrete(col_7932) = 0.1109 bits\n",
"AIS_Discrete(col_7933) = 0.1555 bits\n",
"AIS_Discrete(col_7934) = 0.0645 bits\n",
"AIS_Discrete(col_7935) = 0.1227 bits\n",
"AIS_Discrete(col_7936) = 0.0670 bits\n",
"AIS_Discrete(col_7937) = 0.1307 bits\n",
"AIS_Discrete(col_7938) = 0.1116 bits\n",
"AIS_Discrete(col_7939) = 0.1507 bits\n",
"AIS_Discrete(col_7940) = 0.1263 bits\n",
"AIS_Discrete(col_7941) = 0.1548 bits\n",
"AIS_Discrete(col_7942) = 0.1344 bits\n",
"AIS_Discrete(col_7943) = 0.1457 bits\n",
"AIS_Discrete(col_7944) = 0.1202 bits\n",
"AIS_Discrete(col_7945) = 0.1185 bits\n",
"AIS_Discrete(col_7946) = 0.1035 bits\n",
"AIS_Discrete(col_7947) = 0.0980 bits\n",
"AIS_Discrete(col_7948) = 0.1139 bits\n",
"AIS_Discrete(col_7949) = 0.0837 bits\n",
"AIS_Discrete(col_7950) = 0.1619 bits\n",
"AIS_Discrete(col_7951) = 0.1093 bits\n",
"AIS_Discrete(col_7952) = 0.1904 bits\n",
"AIS_Discrete(col_7953) = 0.1103 bits\n",
"AIS_Discrete(col_7954) = 0.1624 bits\n",
"AIS_Discrete(col_7955) = 0.0887 bits\n",
"AIS_Discrete(col_7956) = 0.1330 bits\n",
"AIS_Discrete(col_7957) = 0.0857 bits\n",
"AIS_Discrete(col_7958) = 0.1520 bits\n",
"AIS_Discrete(col_7959) = 0.0918 bits\n",
"AIS_Discrete(col_7960) = 0.1281 bits\n",
"AIS_Discrete(col_7961) = 0.0964 bits\n",
"AIS_Discrete(col_7962) = 0.1177 bits\n",
"AIS_Discrete(col_7963) = 0.1172 bits\n",
"AIS_Discrete(col_7964) = 0.1276 bits\n",
"AIS_Discrete(col_7965) = 0.1670 bits\n",
"AIS_Discrete(col_7966) = 0.1335 bits\n",
"AIS_Discrete(col_7967) = 0.1891 bits\n",
"AIS_Discrete(col_7968) = 0.1400 bits\n",
"AIS_Discrete(col_7969) = 0.1670 bits\n",
"AIS_Discrete(col_7970) = 0.0914 bits\n",
"AIS_Discrete(col_7971) = 0.1413 bits\n",
"AIS_Discrete(col_7972) = 0.0836 bits\n",
"AIS_Discrete(col_7973) = 0.1245 bits\n",
"AIS_Discrete(col_7974) = 0.1108 bits\n",
"AIS_Discrete(col_7975) = 0.1436 bits\n",
"AIS_Discrete(col_7976) = 0.1385 bits\n",
"AIS_Discrete(col_7977) = 0.0997 bits\n",
"AIS_Discrete(col_7978) = 0.1470 bits\n",
"AIS_Discrete(col_7979) = 0.1311 bits\n",
"AIS_Discrete(col_7980) = 0.2218 bits\n",
"AIS_Discrete(col_7981) = 0.1418 bits\n",
"AIS_Discrete(col_7982) = 0.2243 bits\n",
"AIS_Discrete(col_7983) = 0.1531 bits\n",
"AIS_Discrete(col_7984) = 0.1838 bits\n",
"AIS_Discrete(col_7985) = 0.1485 bits\n",
"AIS_Discrete(col_7986) = 0.2073 bits\n",
"AIS_Discrete(col_7987) = 0.1485 bits\n",
"AIS_Discrete(col_7988) = 0.2213 bits\n",
"AIS_Discrete(col_7989) = 0.1531 bits\n",
"AIS_Discrete(col_7990) = 0.2272 bits\n",
"AIS_Discrete(col_7991) = 0.1485 bits\n",
"AIS_Discrete(col_7992) = 0.2213 bits\n",
"AIS_Discrete(col_7993) = 0.1508 bits\n",
"AIS_Discrete(col_7994) = 0.1540 bits\n",
"AIS_Discrete(col_7995) = 0.1508 bits\n",
"AIS_Discrete(col_7996) = 0.2242 bits\n",
"AIS_Discrete(col_7997) = 0.1269 bits\n",
"AIS_Discrete(col_7998) = 0.2272 bits\n",
"AIS_Discrete(col_7999) = 0.1579 bits\n",
"AIS_Discrete(col_8000) = 0.1938 bits\n",
"AIS_Discrete(col_8001) = 0.1418 bits\n",
"AIS_Discrete(col_8002) = 0.1966 bits\n",
"AIS_Discrete(col_8003) = 0.1533 bits\n",
"AIS_Discrete(col_8004) = 0.1883 bits\n",
"AIS_Discrete(col_8005) = 0.1430 bits\n",
"AIS_Discrete(col_8006) = 0.1618 bits\n",
"AIS_Discrete(col_8007) = 0.1394 bits\n",
"AIS_Discrete(col_8008) = 0.1597 bits\n",
"AIS_Discrete(col_8009) = 0.1280 bits\n",
"AIS_Discrete(col_8010) = 0.1780 bits\n",
"AIS_Discrete(col_8011) = 0.1479 bits\n",
"AIS_Discrete(col_8012) = 0.1407 bits\n",
"AIS_Discrete(col_8013) = 0.1339 bits\n",
"AIS_Discrete(col_8014) = 0.1526 bits\n",
"AIS_Discrete(col_8015) = 0.1756 bits\n",
"AIS_Discrete(col_8016) = 0.1829 bits\n",
"AIS_Discrete(col_8017) = 0.1854 bits\n",
"AIS_Discrete(col_8018) = 0.1829 bits\n",
"AIS_Discrete(col_8019) = 0.1803 bits\n",
"AIS_Discrete(col_8020) = 0.1728 bits\n",
"AIS_Discrete(col_8021) = 0.1702 bits\n",
"AIS_Discrete(col_8022) = 0.1778 bits\n",
"AIS_Discrete(col_8023) = 0.1752 bits\n",
"AIS_Discrete(col_8024) = 0.1171 bits\n",
"AIS_Discrete(col_8025) = 0.1735 bits\n",
"AIS_Discrete(col_8026) = 0.0943 bits\n",
"AIS_Discrete(col_8027) = 0.1792 bits\n",
"AIS_Discrete(col_8028) = 0.0874 bits\n",
"AIS_Discrete(col_8029) = 0.1158 bits\n",
"AIS_Discrete(col_8030) = 0.1221 bits\n",
"AIS_Discrete(col_8031) = 0.0792 bits\n",
"AIS_Discrete(col_8032) = 0.1977 bits\n",
"AIS_Discrete(col_8033) = 0.0801 bits\n",
"AIS_Discrete(col_8034) = 0.1725 bits\n",
"AIS_Discrete(col_8035) = 0.0769 bits\n",
"AIS_Discrete(col_8036) = 0.2184 bits\n",
"AIS_Discrete(col_8037) = 0.1440 bits\n",
"AIS_Discrete(col_8038) = 0.2302 bits\n",
"AIS_Discrete(col_8039) = 0.1439 bits\n",
"AIS_Discrete(col_8040) = 0.2484 bits\n",
"AIS_Discrete(col_8041) = 0.0908 bits\n",
"AIS_Discrete(col_8042) = 0.2455 bits\n",
"AIS_Discrete(col_8043) = 0.1082 bits\n",
"AIS_Discrete(col_8044) = 0.2001 bits\n",
"AIS_Discrete(col_8045) = 0.0547 bits\n",
"AIS_Discrete(col_8046) = 0.1605 bits\n",
"AIS_Discrete(col_8047) = 0.0466 bits\n",
"AIS_Discrete(col_8048) = 0.1659 bits\n",
"AIS_Discrete(col_8049) = 0.0726 bits\n",
"AIS_Discrete(col_8050) = 0.1312 bits\n",
"AIS_Discrete(col_8051) = 0.1207 bits\n",
"AIS_Discrete(col_8052) = 0.1025 bits\n",
"AIS_Discrete(col_8053) = 0.2264 bits\n",
"AIS_Discrete(col_8054) = 0.1063 bits\n",
"AIS_Discrete(col_8055) = 0.2808 bits\n",
"AIS_Discrete(col_8056) = 0.0935 bits\n",
"AIS_Discrete(col_8057) = 0.2889 bits\n",
"AIS_Discrete(col_8058) = 0.0529 bits\n",
"AIS_Discrete(col_8059) = 0.2498 bits\n",
"AIS_Discrete(col_8060) = 0.0521 bits\n",
"AIS_Discrete(col_8061) = 0.2587 bits\n",
"AIS_Discrete(col_8062) = 0.0942 bits\n",
"AIS_Discrete(col_8063) = 0.2519 bits\n",
"AIS_Discrete(col_8064) = 0.0894 bits\n",
"AIS_Discrete(col_8065) = 0.2165 bits\n",
"AIS_Discrete(col_8066) = 0.0905 bits\n",
"AIS_Discrete(col_8067) = 0.2205 bits\n",
"AIS_Discrete(col_8068) = 0.1005 bits\n",
"AIS_Discrete(col_8069) = 0.1678 bits\n",
"AIS_Discrete(col_8070) = 0.1394 bits\n",
"AIS_Discrete(col_8071) = 0.1274 bits\n",
"AIS_Discrete(col_8072) = 0.1827 bits\n",
"AIS_Discrete(col_8073) = 0.0835 bits\n",
"AIS_Discrete(col_8074) = 0.2317 bits\n",
"AIS_Discrete(col_8075) = 0.0829 bits\n",
"AIS_Discrete(col_8076) = 0.2893 bits\n",
"AIS_Discrete(col_8077) = 0.0734 bits\n",
"AIS_Discrete(col_8078) = 0.3059 bits\n",
"AIS_Discrete(col_8079) = 0.0781 bits\n",
"AIS_Discrete(col_8080) = 0.2794 bits\n",
"AIS_Discrete(col_8081) = 0.0879 bits\n",
"AIS_Discrete(col_8082) = 0.3123 bits\n",
"AIS_Discrete(col_8083) = 0.0897 bits\n",
"AIS_Discrete(col_8084) = 0.3051 bits\n",
"AIS_Discrete(col_8085) = 0.0950 bits\n",
"AIS_Discrete(col_8086) = 0.3156 bits\n",
"AIS_Discrete(col_8087) = 0.0969 bits\n",
"AIS_Discrete(col_8088) = 0.3049 bits\n",
"AIS_Discrete(col_8089) = 0.0969 bits\n",
"AIS_Discrete(col_8090) = 0.2910 bits\n",
"AIS_Discrete(col_8091) = 0.0901 bits\n",
"AIS_Discrete(col_8092) = 0.2567 bits\n",
"AIS_Discrete(col_8093) = 0.1027 bits\n",
"AIS_Discrete(col_8094) = 0.2774 bits\n",
"AIS_Discrete(col_8095) = 0.1082 bits\n",
"AIS_Discrete(col_8096) = 0.2714 bits\n",
"AIS_Discrete(col_8097) = 0.1122 bits\n",
"AIS_Discrete(col_8098) = 0.2708 bits\n",
"AIS_Discrete(col_8099) = 0.1083 bits\n",
"AIS_Discrete(col_8100) = 0.2458 bits\n",
"AIS_Discrete(col_8101) = 0.1181 bits\n",
"AIS_Discrete(col_8102) = 0.2579 bits\n",
"AIS_Discrete(col_8103) = 0.1222 bits\n",
"AIS_Discrete(col_8104) = 0.2675 bits\n",
"AIS_Discrete(col_8105) = 0.1222 bits\n",
"AIS_Discrete(col_8106) = 0.2455 bits\n",
"AIS_Discrete(col_8107) = 0.0905 bits\n",
"AIS_Discrete(col_8108) = 0.2257 bits\n",
"AIS_Discrete(col_8109) = 0.0631 bits\n",
"AIS_Discrete(col_8110) = 0.1508 bits\n",
"AIS_Discrete(col_8111) = 0.0782 bits\n",
"AIS_Discrete(col_8112) = 0.1457 bits\n",
"AIS_Discrete(col_8113) = 0.1262 bits\n",
"AIS_Discrete(col_8114) = 0.1324 bits\n",
"AIS_Discrete(col_8115) = 0.1160 bits\n",
"AIS_Discrete(col_8116) = 0.1253 bits\n",
"AIS_Discrete(col_8117) = 0.1419 bits\n",
"AIS_Discrete(col_8118) = 0.1168 bits\n",
"AIS_Discrete(col_8119) = 0.1894 bits\n",
"AIS_Discrete(col_8120) = 0.1352 bits\n",
"AIS_Discrete(col_8121) = 0.2023 bits\n",
"AIS_Discrete(col_8122) = 0.1485 bits\n",
"AIS_Discrete(col_8123) = 0.1641 bits\n",
"AIS_Discrete(col_8124) = 0.1652 bits\n",
"AIS_Discrete(col_8125) = 0.2099 bits\n",
"AIS_Discrete(col_8126) = 0.1360 bits\n",
"AIS_Discrete(col_8127) = 0.1325 bits\n",
"AIS_Discrete(col_8128) = 0.0877 bits\n",
"AIS_Discrete(col_8129) = 0.0972 bits\n",
"AIS_Discrete(col_8130) = 0.0766 bits\n",
"AIS_Discrete(col_8131) = 0.1375 bits\n",
"AIS_Discrete(col_8132) = 0.0879 bits\n",
"AIS_Discrete(col_8133) = 0.1850 bits\n",
"AIS_Discrete(col_8134) = 0.0960 bits\n",
"AIS_Discrete(col_8135) = 0.1816 bits\n",
"AIS_Discrete(col_8136) = 0.1268 bits\n",
"AIS_Discrete(col_8137) = 0.2392 bits\n",
"AIS_Discrete(col_8138) = 0.1394 bits\n",
"AIS_Discrete(col_8139) = 0.2423 bits\n",
"AIS_Discrete(col_8140) = 0.1243 bits\n",
"AIS_Discrete(col_8141) = 0.2519 bits\n",
"AIS_Discrete(col_8142) = 0.1143 bits\n",
"AIS_Discrete(col_8143) = 0.2519 bits\n",
"AIS_Discrete(col_8144) = 0.0955 bits\n",
"AIS_Discrete(col_8145) = 0.2214 bits\n",
"AIS_Discrete(col_8146) = 0.1023 bits\n",
"AIS_Discrete(col_8147) = 0.2222 bits\n",
"AIS_Discrete(col_8148) = 0.1285 bits\n",
"AIS_Discrete(col_8149) = 0.2425 bits\n",
"AIS_Discrete(col_8150) = 0.1181 bits\n",
"AIS_Discrete(col_8151) = 0.2493 bits\n",
"AIS_Discrete(col_8152) = 0.0942 bits\n",
"AIS_Discrete(col_8153) = 0.2593 bits\n",
"AIS_Discrete(col_8154) = 0.0916 bits\n",
"AIS_Discrete(col_8155) = 0.2842 bits\n",
"AIS_Discrete(col_8156) = 0.1024 bits\n",
"AIS_Discrete(col_8157) = 0.2910 bits\n",
"AIS_Discrete(col_8158) = 0.0952 bits\n",
"AIS_Discrete(col_8159) = 0.2947 bits\n",
"AIS_Discrete(col_8160) = 0.0799 bits\n",
"AIS_Discrete(col_8161) = 0.2947 bits\n",
"AIS_Discrete(col_8162) = 0.0798 bits\n",
"AIS_Discrete(col_8163) = 0.1807 bits\n",
"AIS_Discrete(col_8164) = 0.0579 bits\n",
"AIS_Discrete(col_8165) = 0.1479 bits\n",
"AIS_Discrete(col_8166) = 0.0780 bits\n",
"AIS_Discrete(col_8167) = 0.0743 bits\n",
"AIS_Discrete(col_8168) = 0.1261 bits\n",
"AIS_Discrete(col_8169) = 0.0576 bits\n",
"AIS_Discrete(col_8170) = 0.2151 bits\n",
"AIS_Discrete(col_8171) = 0.0700 bits\n",
"AIS_Discrete(col_8172) = 0.2845 bits\n",
"AIS_Discrete(col_8173) = 0.0951 bits\n",
"AIS_Discrete(col_8174) = 0.2910 bits\n",
"AIS_Discrete(col_8175) = 0.0952 bits\n",
"AIS_Discrete(col_8176) = 0.2909 bits\n",
"AIS_Discrete(col_8177) = 0.1121 bits\n",
"AIS_Discrete(col_8178) = 0.2909 bits\n",
"AIS_Discrete(col_8179) = 0.0970 bits\n",
"AIS_Discrete(col_8180) = 0.2677 bits\n",
"AIS_Discrete(col_8181) = 0.1141 bits\n",
"AIS_Discrete(col_8182) = 0.2841 bits\n",
"AIS_Discrete(col_8183) = 0.1025 bits\n",
"AIS_Discrete(col_8184) = 0.2841 bits\n",
"AIS_Discrete(col_8185) = 0.1101 bits\n",
"AIS_Discrete(col_8186) = 0.2808 bits\n",
"AIS_Discrete(col_8187) = 0.0918 bits\n",
"AIS_Discrete(col_8188) = 0.2841 bits\n",
"AIS_Discrete(col_8189) = 0.1062 bits\n",
"AIS_Discrete(col_8190) = 0.2876 bits\n",
"AIS_Discrete(col_8191) = 0.1024 bits\n",
"AIS_Discrete(col_8192) = 0.2944 bits\n",
"AIS_Discrete(col_8193) = 0.0881 bits\n",
"AIS_Discrete(col_8194) = 0.2825 bits\n",
"AIS_Discrete(col_8195) = 0.0629 bits\n",
"AIS_Discrete(col_8196) = 0.0624 bits\n",
"AIS_Discrete(col_8197) = 0.0840 bits\n",
"AIS_Discrete(col_8198) = 0.0235 bits\n",
"AIS_Discrete(col_8199) = 0.2596 bits\n",
"AIS_Discrete(col_8200) = 0.0528 bits\n",
"AIS_Discrete(col_8201) = 0.2203 bits\n",
"AIS_Discrete(col_8202) = 0.0897 bits\n",
"AIS_Discrete(col_8203) = 0.2780 bits\n",
"AIS_Discrete(col_8204) = 0.0933 bits\n",
"AIS_Discrete(col_8205) = 0.2981 bits\n",
"AIS_Discrete(col_8206) = 0.0592 bits\n",
"AIS_Discrete(col_8207) = 0.2846 bits\n",
"AIS_Discrete(col_8208) = 0.0550 bits\n",
"AIS_Discrete(col_8209) = 0.1931 bits\n",
"AIS_Discrete(col_8210) = 0.0496 bits\n",
"AIS_Discrete(col_8211) = 0.0662 bits\n",
"AIS_Discrete(col_8212) = 0.1213 bits\n",
"AIS_Discrete(col_8213) = 0.0503 bits\n",
"AIS_Discrete(col_8214) = 0.2940 bits\n",
"AIS_Discrete(col_8215) = 0.0514 bits\n",
"AIS_Discrete(col_8216) = 0.3070 bits\n",
"AIS_Discrete(col_8217) = 0.0626 bits\n",
"AIS_Discrete(col_8218) = 0.3691 bits\n",
"AIS_Discrete(col_8219) = 0.0640 bits\n",
"AIS_Discrete(col_8220) = 0.3464 bits\n",
"AIS_Discrete(col_8221) = 0.0504 bits\n",
"AIS_Discrete(col_8222) = 0.3760 bits\n",
"AIS_Discrete(col_8223) = 0.0361 bits\n",
"AIS_Discrete(col_8224) = 0.2300 bits\n",
"AIS_Discrete(col_8225) = 0.0250 bits\n",
"AIS_Discrete(col_8226) = 0.0963 bits\n",
"AIS_Discrete(col_8227) = 0.1039 bits\n",
"AIS_Discrete(col_8228) = 0.0500 bits\n",
"AIS_Discrete(col_8229) = 0.2954 bits\n",
"AIS_Discrete(col_8230) = 0.0489 bits\n",
"AIS_Discrete(col_8231) = 0.3983 bits\n",
"AIS_Discrete(col_8232) = 0.0515 bits\n",
"AIS_Discrete(col_8233) = 0.3855 bits\n",
"AIS_Discrete(col_8234) = 0.0611 bits\n",
"AIS_Discrete(col_8235) = 0.3651 bits\n",
"AIS_Discrete(col_8236) = 0.0685 bits\n",
"AIS_Discrete(col_8237) = 0.3230 bits\n",
"AIS_Discrete(col_8238) = 0.0880 bits\n",
"AIS_Discrete(col_8239) = 0.2981 bits\n",
"AIS_Discrete(col_8240) = 0.0707 bits\n",
"AIS_Discrete(col_8241) = 0.2521 bits\n",
"AIS_Discrete(col_8242) = 0.0495 bits\n",
"AIS_Discrete(col_8243) = 0.1943 bits\n",
"AIS_Discrete(col_8244) = 0.0467 bits\n",
"AIS_Discrete(col_8245) = 0.1384 bits\n",
"AIS_Discrete(col_8246) = 0.0950 bits\n",
"AIS_Discrete(col_8247) = 0.1081 bits\n",
"AIS_Discrete(col_8248) = 0.1541 bits\n",
"AIS_Discrete(col_8249) = 0.0766 bits\n",
"AIS_Discrete(col_8250) = 0.1961 bits\n",
"AIS_Discrete(col_8251) = 0.0851 bits\n",
"AIS_Discrete(col_8252) = 0.2408 bits\n",
"AIS_Discrete(col_8253) = 0.0989 bits\n",
"AIS_Discrete(col_8254) = 0.2295 bits\n",
"AIS_Discrete(col_8255) = 0.0600 bits\n",
"AIS_Discrete(col_8256) = 0.2698 bits\n",
"AIS_Discrete(col_8257) = 0.0518 bits\n",
"AIS_Discrete(col_8258) = 0.2775 bits\n",
"AIS_Discrete(col_8259) = 0.0454 bits\n",
"AIS_Discrete(col_8260) = 0.3343 bits\n",
"AIS_Discrete(col_8261) = 0.0458 bits\n",
"AIS_Discrete(col_8262) = 0.2567 bits\n",
"AIS_Discrete(col_8263) = 0.0615 bits\n",
"AIS_Discrete(col_8264) = 0.0775 bits\n",
"AIS_Discrete(col_8265) = 0.1154 bits\n",
"AIS_Discrete(col_8266) = 0.0690 bits\n",
"AIS_Discrete(col_8267) = 0.2949 bits\n",
"AIS_Discrete(col_8268) = 0.0846 bits\n",
"AIS_Discrete(col_8269) = 0.2001 bits\n",
"AIS_Discrete(col_8270) = 0.0932 bits\n",
"AIS_Discrete(col_8271) = 0.3085 bits\n",
"AIS_Discrete(col_8272) = 0.0987 bits\n",
"AIS_Discrete(col_8273) = 0.2812 bits\n",
"AIS_Discrete(col_8274) = 0.0969 bits\n",
"AIS_Discrete(col_8275) = 0.3193 bits\n",
"AIS_Discrete(col_8276) = 0.0932 bits\n",
"AIS_Discrete(col_8277) = 0.3085 bits\n",
"AIS_Discrete(col_8278) = 0.0987 bits\n",
"AIS_Discrete(col_8279) = 0.3049 bits\n",
"AIS_Discrete(col_8280) = 0.0969 bits\n",
"AIS_Discrete(col_8281) = 0.3014 bits\n",
"AIS_Discrete(col_8282) = 0.1024 bits\n",
"AIS_Discrete(col_8283) = 0.3014 bits\n",
"AIS_Discrete(col_8284) = 0.1062 bits\n",
"AIS_Discrete(col_8285) = 0.2776 bits\n",
"AIS_Discrete(col_8286) = 0.0899 bits\n",
"AIS_Discrete(col_8287) = 0.2979 bits\n",
"AIS_Discrete(col_8288) = 0.1024 bits\n",
"AIS_Discrete(col_8289) = 0.2910 bits\n",
"AIS_Discrete(col_8290) = 0.0970 bits\n",
"AIS_Discrete(col_8291) = 0.2657 bits\n",
"AIS_Discrete(col_8292) = 0.0641 bits\n",
"AIS_Discrete(col_8293) = 0.2190 bits\n",
"AIS_Discrete(col_8294) = 0.0488 bits\n",
"AIS_Discrete(col_8295) = 0.1793 bits\n",
"AIS_Discrete(col_8296) = 0.0487 bits\n",
"AIS_Discrete(col_8297) = 0.0768 bits\n",
"AIS_Discrete(col_8298) = 0.1099 bits\n",
"AIS_Discrete(col_8299) = 0.0850 bits\n",
"AIS_Discrete(col_8300) = 0.2741 bits\n",
"AIS_Discrete(col_8301) = 0.1161 bits\n",
"AIS_Discrete(col_8302) = 0.2064 bits\n",
"AIS_Discrete(col_8303) = 0.1264 bits\n",
"AIS_Discrete(col_8304) = 0.2084 bits\n",
"AIS_Discrete(col_8305) = 0.1143 bits\n",
"AIS_Discrete(col_8306) = 0.1428 bits\n",
"AIS_Discrete(col_8307) = 0.1052 bits\n",
"AIS_Discrete(col_8308) = 0.1929 bits\n",
"AIS_Discrete(col_8309) = 0.1014 bits\n",
"AIS_Discrete(col_8310) = 0.1570 bits\n",
"AIS_Discrete(col_8311) = 0.0983 bits\n",
"AIS_Discrete(col_8312) = 0.1453 bits\n",
"AIS_Discrete(col_8313) = 0.0662 bits\n",
"AIS_Discrete(col_8314) = 0.0889 bits\n",
"AIS_Discrete(col_8315) = 0.0892 bits\n",
"AIS_Discrete(col_8316) = 0.1161 bits\n",
"AIS_Discrete(col_8317) = 0.1983 bits\n",
"AIS_Discrete(col_8318) = 0.1285 bits\n",
"AIS_Discrete(col_8319) = 0.2364 bits\n",
"AIS_Discrete(col_8320) = 0.1144 bits\n",
"AIS_Discrete(col_8321) = 0.1570 bits\n",
"AIS_Discrete(col_8322) = 0.1351 bits\n",
"AIS_Discrete(col_8323) = 0.2243 bits\n",
"AIS_Discrete(col_8324) = 0.1532 bits\n",
"AIS_Discrete(col_8325) = 0.1861 bits\n",
"AIS_Discrete(col_8326) = 0.1555 bits\n",
"AIS_Discrete(col_8327) = 0.2099 bits\n",
"AIS_Discrete(col_8328) = 0.1049 bits\n",
"AIS_Discrete(col_8329) = 0.1831 bits\n",
"AIS_Discrete(col_8330) = 0.1156 bits\n",
"AIS_Discrete(col_8331) = 0.1305 bits\n",
"AIS_Discrete(col_8332) = 0.0381 bits\n",
"AIS_Discrete(col_8333) = 0.1309 bits\n",
"AIS_Discrete(col_8334) = 0.0485 bits\n",
"AIS_Discrete(col_8335) = 0.1875 bits\n",
"AIS_Discrete(col_8336) = 0.0818 bits\n",
"AIS_Discrete(col_8337) = 0.1361 bits\n",
"AIS_Discrete(col_8338) = 0.1667 bits\n",
"AIS_Discrete(col_8339) = 0.1192 bits\n",
"AIS_Discrete(col_8340) = 0.2099 bits\n",
"AIS_Discrete(col_8341) = 0.1652 bits\n",
"AIS_Discrete(col_8342) = 0.2099 bits\n",
"AIS_Discrete(col_8343) = 0.1293 bits\n",
"AIS_Discrete(col_8344) = 0.2156 bits\n",
"AIS_Discrete(col_8345) = 0.1627 bits\n",
"AIS_Discrete(col_8346) = 0.1886 bits\n",
"AIS_Discrete(col_8347) = 0.1511 bits\n",
"AIS_Discrete(col_8348) = 0.1963 bits\n",
"AIS_Discrete(col_8349) = 0.1556 bits\n",
"AIS_Discrete(col_8350) = 0.1991 bits\n",
"AIS_Discrete(col_8351) = 0.1579 bits\n",
"AIS_Discrete(col_8352) = 0.2017 bits\n",
"AIS_Discrete(col_8353) = 0.1534 bits\n",
"AIS_Discrete(col_8354) = 0.1197 bits\n",
"AIS_Discrete(col_8355) = 0.1397 bits\n",
"AIS_Discrete(col_8356) = 0.0485 bits\n",
"AIS_Discrete(col_8357) = 0.1895 bits\n",
"AIS_Discrete(col_8358) = 0.0465 bits\n",
"AIS_Discrete(col_8359) = 0.2080 bits\n",
"AIS_Discrete(col_8360) = 0.0674 bits\n",
"AIS_Discrete(col_8361) = 0.1719 bits\n",
"AIS_Discrete(col_8362) = 0.0942 bits\n",
"AIS_Discrete(col_8363) = 0.1823 bits\n",
"AIS_Discrete(col_8364) = 0.1376 bits\n",
"AIS_Discrete(col_8365) = 0.2156 bits\n",
"AIS_Discrete(col_8366) = 0.1508 bits\n",
"AIS_Discrete(col_8367) = 0.2017 bits\n",
"AIS_Discrete(col_8368) = 0.1486 bits\n",
"AIS_Discrete(col_8369) = 0.1771 bits\n",
"AIS_Discrete(col_8370) = 0.1394 bits\n",
"AIS_Discrete(col_8371) = 0.0607 bits\n",
"AIS_Discrete(col_8372) = 0.1205 bits\n",
"AIS_Discrete(col_8373) = 0.0247 bits\n",
"AIS_Discrete(col_8374) = 0.1522 bits\n",
"AIS_Discrete(col_8375) = 0.0545 bits\n",
"AIS_Discrete(col_8376) = 0.1709 bits\n",
"AIS_Discrete(col_8377) = 0.1273 bits\n",
"AIS_Discrete(col_8378) = 0.2073 bits\n",
"AIS_Discrete(col_8379) = 0.1175 bits\n",
"AIS_Discrete(col_8380) = 0.2071 bits\n",
"AIS_Discrete(col_8381) = 0.1486 bits\n",
"AIS_Discrete(col_8382) = 0.2016 bits\n",
"AIS_Discrete(col_8383) = 0.1487 bits\n",
"AIS_Discrete(col_8384) = 0.1688 bits\n",
"AIS_Discrete(col_8385) = 0.0754 bits\n",
"AIS_Discrete(col_8386) = 0.1008 bits\n",
"AIS_Discrete(col_8387) = 0.0344 bits\n",
"AIS_Discrete(col_8388) = 0.0882 bits\n",
"AIS_Discrete(col_8389) = 0.0872 bits\n",
"AIS_Discrete(col_8390) = 0.1508 bits\n",
"AIS_Discrete(col_8391) = 0.2156 bits\n",
"AIS_Discrete(col_8392) = 0.1508 bits\n",
"AIS_Discrete(col_8393) = 0.2158 bits\n",
"AIS_Discrete(col_8394) = 0.1287 bits\n",
"AIS_Discrete(col_8395) = 0.2484 bits\n",
"AIS_Discrete(col_8396) = 0.1307 bits\n",
"AIS_Discrete(col_8397) = 0.2484 bits\n",
"AIS_Discrete(col_8398) = 0.1066 bits\n",
"AIS_Discrete(col_8399) = 0.2678 bits\n",
"AIS_Discrete(col_8400) = 0.1082 bits\n",
"AIS_Discrete(col_8401) = 0.2809 bits\n",
"AIS_Discrete(col_8402) = 0.0849 bits\n",
"AIS_Discrete(col_8403) = 0.2666 bits\n",
"AIS_Discrete(col_8404) = 0.0550 bits\n",
"AIS_Discrete(col_8405) = 0.2310 bits\n",
"AIS_Discrete(col_8406) = 0.0565 bits\n",
"AIS_Discrete(col_8407) = 0.2657 bits\n",
"AIS_Discrete(col_8408) = 0.0935 bits\n",
"AIS_Discrete(col_8409) = 0.2114 bits\n",
"AIS_Discrete(col_8410) = 0.0762 bits\n",
"AIS_Discrete(col_8411) = 0.2054 bits\n",
"AIS_Discrete(col_8412) = 0.1008 bits\n",
"AIS_Discrete(col_8413) = 0.2073 bits\n",
"AIS_Discrete(col_8414) = 0.1028 bits\n",
"AIS_Discrete(col_8415) = 0.1829 bits\n",
"AIS_Discrete(col_8416) = 0.0987 bits\n",
"AIS_Discrete(col_8417) = 0.1885 bits\n",
"AIS_Discrete(col_8418) = 0.1581 bits\n",
"AIS_Discrete(col_8419) = 0.1305 bits\n",
"AIS_Discrete(col_8420) = 0.1597 bits\n",
"AIS_Discrete(col_8421) = 0.1003 bits\n",
"AIS_Discrete(col_8422) = 0.2347 bits\n",
"AIS_Discrete(col_8423) = 0.1141 bits\n",
"AIS_Discrete(col_8424) = 0.2841 bits\n",
"AIS_Discrete(col_8425) = 0.1161 bits\n",
"AIS_Discrete(col_8426) = 0.2232 bits\n",
"AIS_Discrete(col_8427) = 0.1161 bits\n",
"AIS_Discrete(col_8428) = 0.2709 bits\n",
"AIS_Discrete(col_8429) = 0.1161 bits\n",
"AIS_Discrete(col_8430) = 0.2613 bits\n",
"AIS_Discrete(col_8431) = 0.1181 bits\n",
"AIS_Discrete(col_8432) = 0.2708 bits\n",
"AIS_Discrete(col_8433) = 0.1201 bits\n",
"AIS_Discrete(col_8434) = 0.1917 bits\n",
"AIS_Discrete(col_8435) = 0.1243 bits\n",
"AIS_Discrete(col_8436) = 0.2675 bits\n",
"AIS_Discrete(col_8437) = 0.1201 bits\n",
"AIS_Discrete(col_8438) = 0.2549 bits\n",
"AIS_Discrete(col_8439) = 0.1142 bits\n",
"AIS_Discrete(col_8440) = 0.2487 bits\n",
"AIS_Discrete(col_8441) = 0.1161 bits\n",
"AIS_Discrete(col_8442) = 0.2517 bits\n",
"AIS_Discrete(col_8443) = 0.1243 bits\n",
"AIS_Discrete(col_8444) = 0.2579 bits\n",
"AIS_Discrete(col_8445) = 0.1201 bits\n",
"AIS_Discrete(col_8446) = 0.2708 bits\n",
"AIS_Discrete(col_8447) = 0.1141 bits\n",
"AIS_Discrete(col_8448) = 0.2708 bits\n",
"AIS_Discrete(col_8449) = 0.1181 bits\n",
"AIS_Discrete(col_8450) = 0.2708 bits\n",
"AIS_Discrete(col_8451) = 0.1161 bits\n",
"AIS_Discrete(col_8452) = 0.2741 bits\n",
"AIS_Discrete(col_8453) = 0.1181 bits\n",
"AIS_Discrete(col_8454) = 0.2774 bits\n",
"AIS_Discrete(col_8455) = 0.1222 bits\n",
"AIS_Discrete(col_8456) = 0.2517 bits\n",
"AIS_Discrete(col_8457) = 0.0939 bits\n",
"AIS_Discrete(col_8458) = 0.2404 bits\n",
"AIS_Discrete(col_8459) = 0.0451 bits\n",
"AIS_Discrete(col_8460) = 0.1327 bits\n",
"AIS_Discrete(col_8461) = 0.0388 bits\n",
"AIS_Discrete(col_8462) = 0.1206 bits\n",
"AIS_Discrete(col_8463) = 0.1514 bits\n",
"AIS_Discrete(col_8464) = 0.1586 bits\n",
"AIS_Discrete(col_8465) = 0.1347 bits\n",
"AIS_Discrete(col_8466) = 0.1758 bits\n",
"AIS_Discrete(col_8467) = 0.1469 bits\n",
"AIS_Discrete(col_8468) = 0.1789 bits\n",
"AIS_Discrete(col_8469) = 0.0967 bits\n",
"AIS_Discrete(col_8470) = 0.1916 bits\n",
"AIS_Discrete(col_8471) = 0.1400 bits\n",
"AIS_Discrete(col_8472) = 0.1606 bits\n",
"AIS_Discrete(col_8473) = 0.1485 bits\n",
"AIS_Discrete(col_8474) = 0.1347 bits\n",
"AIS_Discrete(col_8475) = 0.1299 bits\n",
"AIS_Discrete(col_8476) = 0.1133 bits\n",
"AIS_Discrete(col_8477) = 0.1291 bits\n",
"AIS_Discrete(col_8478) = 0.1554 bits\n",
"AIS_Discrete(col_8479) = 0.1511 bits\n",
"AIS_Discrete(col_8480) = 0.1468 bits\n",
"AIS_Discrete(col_8481) = 0.1172 bits\n",
"AIS_Discrete(col_8482) = 0.1009 bits\n",
"AIS_Discrete(col_8483) = 0.1528 bits\n",
"AIS_Discrete(col_8484) = 0.1192 bits\n",
"AIS_Discrete(col_8485) = 0.2140 bits\n",
"AIS_Discrete(col_8486) = 0.1244 bits\n",
"AIS_Discrete(col_8487) = 0.2312 bits\n",
"AIS_Discrete(col_8488) = 0.1108 bits\n",
"AIS_Discrete(col_8489) = 0.2182 bits\n",
"AIS_Discrete(col_8490) = 0.1128 bits\n",
"AIS_Discrete(col_8491) = 0.2222 bits\n",
"AIS_Discrete(col_8492) = 0.1146 bits\n",
"AIS_Discrete(col_8493) = 0.2158 bits\n",
"AIS_Discrete(col_8494) = 0.1350 bits\n",
"AIS_Discrete(col_8495) = 0.1844 bits\n",
"AIS_Discrete(col_8496) = 0.0789 bits\n",
"AIS_Discrete(col_8497) = 0.1178 bits\n",
"AIS_Discrete(col_8498) = 0.0443 bits\n",
"AIS_Discrete(col_8499) = 0.1074 bits\n",
"AIS_Discrete(col_8500) = 0.0842 bits\n",
"AIS_Discrete(col_8501) = 0.1258 bits\n",
"AIS_Discrete(col_8502) = 0.1554 bits\n",
"AIS_Discrete(col_8503) = 0.1269 bits\n",
"AIS_Discrete(col_8504) = 0.2162 bits\n",
"AIS_Discrete(col_8505) = 0.1144 bits\n",
"AIS_Discrete(col_8506) = 0.2303 bits\n",
"AIS_Discrete(col_8507) = 0.1372 bits\n",
"AIS_Discrete(col_8508) = 0.2272 bits\n",
"AIS_Discrete(col_8509) = 0.1332 bits\n",
"AIS_Discrete(col_8510) = 0.1214 bits\n",
"AIS_Discrete(col_8511) = 0.1018 bits\n",
"AIS_Discrete(col_8512) = 0.0877 bits\n",
"AIS_Discrete(col_8513) = 0.1629 bits\n",
"AIS_Discrete(col_8514) = 0.0918 bits\n",
"AIS_Discrete(col_8515) = 0.2008 bits\n",
"AIS_Discrete(col_8516) = 0.0857 bits\n",
"AIS_Discrete(col_8517) = 0.1942 bits\n",
"AIS_Discrete(col_8518) = 0.0910 bits\n",
"AIS_Discrete(col_8519) = 0.1502 bits\n",
"AIS_Discrete(col_8520) = 0.0962 bits\n",
"AIS_Discrete(col_8521) = 0.1728 bits\n",
"AIS_Discrete(col_8522) = 0.1307 bits\n",
"AIS_Discrete(col_8523) = 0.2422 bits\n",
"AIS_Discrete(col_8524) = 0.1204 bits\n",
"AIS_Discrete(col_8525) = 0.1950 bits\n",
"AIS_Discrete(col_8526) = 0.1038 bits\n",
"AIS_Discrete(col_8527) = 0.1937 bits\n",
"AIS_Discrete(col_8528) = 0.1185 bits\n",
"AIS_Discrete(col_8529) = 0.2198 bits\n",
"AIS_Discrete(col_8530) = 0.1289 bits\n",
"AIS_Discrete(col_8531) = 0.1869 bits\n",
"AIS_Discrete(col_8532) = 0.1428 bits\n",
"AIS_Discrete(col_8533) = 0.1156 bits\n",
"AIS_Discrete(col_8534) = 0.1703 bits\n",
"AIS_Discrete(col_8535) = 0.0586 bits\n",
"AIS_Discrete(col_8536) = 0.2372 bits\n",
"AIS_Discrete(col_8537) = 0.0537 bits\n",
"AIS_Discrete(col_8538) = 0.1844 bits\n",
"AIS_Discrete(col_8539) = 0.0716 bits\n",
"AIS_Discrete(col_8540) = 0.1964 bits\n",
"AIS_Discrete(col_8541) = 0.1321 bits\n",
"AIS_Discrete(col_8542) = 0.1919 bits\n",
"AIS_Discrete(col_8543) = 0.1311 bits\n",
"AIS_Discrete(col_8544) = 0.2187 bits\n",
"AIS_Discrete(col_8545) = 0.1395 bits\n",
"AIS_Discrete(col_8546) = 0.2215 bits\n",
"AIS_Discrete(col_8547) = 0.1309 bits\n",
"AIS_Discrete(col_8548) = 0.2102 bits\n",
"AIS_Discrete(col_8549) = 0.1462 bits\n",
"AIS_Discrete(col_8550) = 0.2156 bits\n",
"AIS_Discrete(col_8551) = 0.1555 bits\n",
"AIS_Discrete(col_8552) = 0.2016 bits\n",
"AIS_Discrete(col_8553) = 0.1486 bits\n",
"AIS_Discrete(col_8554) = 0.2156 bits\n",
"AIS_Discrete(col_8555) = 0.1273 bits\n",
"AIS_Discrete(col_8556) = 0.1549 bits\n",
"AIS_Discrete(col_8557) = 0.0890 bits\n",
"AIS_Discrete(col_8558) = 0.1809 bits\n",
"AIS_Discrete(col_8559) = 0.0835 bits\n",
"AIS_Discrete(col_8560) = 0.1076 bits\n",
"AIS_Discrete(col_8561) = 0.0937 bits\n",
"AIS_Discrete(col_8562) = 0.0692 bits\n",
"AIS_Discrete(col_8563) = 0.1830 bits\n",
"AIS_Discrete(col_8564) = 0.0859 bits\n",
"AIS_Discrete(col_8565) = 0.1610 bits\n",
"AIS_Discrete(col_8566) = 0.1156 bits\n",
"AIS_Discrete(col_8567) = 0.2043 bits\n",
"AIS_Discrete(col_8568) = 0.1556 bits\n",
"AIS_Discrete(col_8569) = 0.2043 bits\n",
"AIS_Discrete(col_8570) = 0.1627 bits\n",
"AIS_Discrete(col_8571) = 0.1935 bits\n",
"AIS_Discrete(col_8572) = 0.1701 bits\n",
"AIS_Discrete(col_8573) = 0.1962 bits\n",
"AIS_Discrete(col_8574) = 0.1726 bits\n",
"AIS_Discrete(col_8575) = 0.1934 bits\n",
"AIS_Discrete(col_8576) = 0.1751 bits\n",
"AIS_Discrete(col_8577) = 0.1934 bits\n",
"AIS_Discrete(col_8578) = 0.1751 bits\n",
"AIS_Discrete(col_8579) = 0.1780 bits\n",
"AIS_Discrete(col_8580) = 0.1727 bits\n",
"AIS_Discrete(col_8581) = 0.1681 bits\n",
"AIS_Discrete(col_8582) = 0.1558 bits\n",
"AIS_Discrete(col_8583) = 0.1912 bits\n",
"AIS_Discrete(col_8584) = 0.0963 bits\n",
"AIS_Discrete(col_8585) = 0.1289 bits\n",
"AIS_Discrete(col_8586) = 0.0573 bits\n",
"AIS_Discrete(col_8587) = 0.0964 bits\n",
"AIS_Discrete(col_8588) = 0.0950 bits\n",
"AIS_Discrete(col_8589) = 0.1280 bits\n",
"AIS_Discrete(col_8590) = 0.1615 bits\n",
"AIS_Discrete(col_8591) = 0.1439 bits\n",
"AIS_Discrete(col_8592) = 0.1613 bits\n",
"AIS_Discrete(col_8593) = 0.1662 bits\n",
"AIS_Discrete(col_8594) = 0.1631 bits\n",
"AIS_Discrete(col_8595) = 0.1565 bits\n",
"AIS_Discrete(col_8596) = 0.1567 bits\n",
"AIS_Discrete(col_8597) = 0.1452 bits\n",
"AIS_Discrete(col_8598) = 0.1619 bits\n",
"AIS_Discrete(col_8599) = 0.0930 bits\n",
"AIS_Discrete(col_8600) = 0.1108 bits\n",
"AIS_Discrete(col_8601) = 0.0652 bits\n",
"AIS_Discrete(col_8602) = 0.1003 bits\n",
"AIS_Discrete(col_8603) = 0.0938 bits\n",
"AIS_Discrete(col_8604) = 0.1364 bits\n",
"AIS_Discrete(col_8605) = 0.1134 bits\n",
"AIS_Discrete(col_8606) = 0.1636 bits\n",
"AIS_Discrete(col_8607) = 0.1677 bits\n",
"AIS_Discrete(col_8608) = 0.1934 bits\n",
"AIS_Discrete(col_8609) = 0.1629 bits\n",
"AIS_Discrete(col_8610) = 0.1554 bits\n",
"AIS_Discrete(col_8611) = 0.1325 bits\n",
"AIS_Discrete(col_8612) = 0.1464 bits\n",
"AIS_Discrete(col_8613) = 0.1681 bits\n",
"AIS_Discrete(col_8614) = 0.1344 bits\n",
"AIS_Discrete(col_8615) = 0.1375 bits\n",
"AIS_Discrete(col_8616) = 0.1021 bits\n",
"AIS_Discrete(col_8617) = 0.1368 bits\n",
"AIS_Discrete(col_8618) = 0.0804 bits\n",
"AIS_Discrete(col_8619) = 0.1324 bits\n",
"AIS_Discrete(col_8620) = 0.1321 bits\n",
"AIS_Discrete(col_8621) = 0.1731 bits\n",
"AIS_Discrete(col_8622) = 0.1436 bits\n",
"AIS_Discrete(col_8623) = 0.1632 bits\n",
"AIS_Discrete(col_8624) = 0.1443 bits\n",
"AIS_Discrete(col_8625) = 0.1046 bits\n",
"AIS_Discrete(col_8626) = 0.1548 bits\n",
"AIS_Discrete(col_8627) = 0.1652 bits\n",
"AIS_Discrete(col_8628) = 0.1881 bits\n",
"AIS_Discrete(col_8629) = 0.1777 bits\n",
"AIS_Discrete(col_8630) = 0.2016 bits\n",
"AIS_Discrete(col_8631) = 0.1312 bits\n",
"AIS_Discrete(col_8632) = 0.2100 bits\n",
"AIS_Discrete(col_8633) = 0.1463 bits\n",
"AIS_Discrete(col_8634) = 0.1584 bits\n",
"AIS_Discrete(col_8635) = 0.0959 bits\n",
"AIS_Discrete(col_8636) = 0.0760 bits\n",
"AIS_Discrete(col_8637) = 0.0734 bits\n",
"AIS_Discrete(col_8638) = 0.0894 bits\n",
"AIS_Discrete(col_8639) = 0.1428 bits\n",
"AIS_Discrete(col_8640) = 0.1293 bits\n",
"AIS_Discrete(col_8641) = 0.1549 bits\n",
"AIS_Discrete(col_8642) = 0.1356 bits\n",
"AIS_Discrete(col_8643) = 0.2051 bits\n",
"AIS_Discrete(col_8644) = 0.1149 bits\n",
"AIS_Discrete(col_8645) = 0.2094 bits\n",
"AIS_Discrete(col_8646) = 0.1046 bits\n",
"AIS_Discrete(col_8647) = 0.2145 bits\n",
"AIS_Discrete(col_8648) = 0.1036 bits\n",
"AIS_Discrete(col_8649) = 0.1958 bits\n",
"AIS_Discrete(col_8650) = 0.1258 bits\n",
"AIS_Discrete(col_8651) = 0.1733 bits\n",
"AIS_Discrete(col_8652) = 0.1345 bits\n",
"AIS_Discrete(col_8653) = 0.1506 bits\n",
"AIS_Discrete(col_8654) = 0.1063 bits\n",
"AIS_Discrete(col_8655) = 0.1397 bits\n",
"AIS_Discrete(col_8656) = 0.0991 bits\n",
"AIS_Discrete(col_8657) = 0.0993 bits\n",
"AIS_Discrete(col_8658) = 0.1139 bits\n",
"AIS_Discrete(col_8659) = 0.0656 bits\n",
"AIS_Discrete(col_8660) = 0.1470 bits\n",
"AIS_Discrete(col_8661) = 0.0971 bits\n",
"AIS_Discrete(col_8662) = 0.2129 bits\n",
"AIS_Discrete(col_8663) = 0.1331 bits\n",
"AIS_Discrete(col_8664) = 0.2129 bits\n",
"AIS_Discrete(col_8665) = 0.1308 bits\n",
"AIS_Discrete(col_8666) = 0.2103 bits\n",
"AIS_Discrete(col_8667) = 0.1439 bits\n",
"AIS_Discrete(col_8668) = 0.2273 bits\n",
"AIS_Discrete(col_8669) = 0.1394 bits\n",
"AIS_Discrete(col_8670) = 0.2392 bits\n",
"AIS_Discrete(col_8671) = 0.1439 bits\n",
"AIS_Discrete(col_8672) = 0.2303 bits\n",
"AIS_Discrete(col_8673) = 0.1286 bits\n",
"AIS_Discrete(col_8674) = 0.1966 bits\n",
"AIS_Discrete(col_8675) = 0.1008 bits\n",
"AIS_Discrete(col_8676) = 0.1019 bits\n",
"AIS_Discrete(col_8677) = 0.0957 bits\n",
"AIS_Discrete(col_8678) = 0.0735 bits\n",
"AIS_Discrete(col_8679) = 0.1455 bits\n",
"AIS_Discrete(col_8680) = 0.0907 bits\n",
"AIS_Discrete(col_8681) = 0.1845 bits\n",
"AIS_Discrete(col_8682) = 0.1049 bits\n",
"AIS_Discrete(col_8683) = 0.1728 bits\n",
"AIS_Discrete(col_8684) = 0.1383 bits\n",
"AIS_Discrete(col_8685) = 0.1936 bits\n",
"AIS_Discrete(col_8686) = 0.1379 bits\n",
"AIS_Discrete(col_8687) = 0.1881 bits\n",
"AIS_Discrete(col_8688) = 0.1498 bits\n",
"AIS_Discrete(col_8689) = 0.1599 bits\n",
"AIS_Discrete(col_8690) = 0.1430 bits\n",
"AIS_Discrete(col_8691) = 0.1674 bits\n",
"AIS_Discrete(col_8692) = 0.1153 bits\n",
"AIS_Discrete(col_8693) = 0.1562 bits\n",
"AIS_Discrete(col_8694) = 0.1046 bits\n",
"AIS_Discrete(col_8695) = 0.1888 bits\n",
"AIS_Discrete(col_8696) = 0.1079 bits\n",
"AIS_Discrete(col_8697) = 0.1898 bits\n",
"AIS_Discrete(col_8698) = 0.1085 bits\n",
"AIS_Discrete(col_8699) = 0.2047 bits\n",
"AIS_Discrete(col_8700) = 0.0734 bits\n",
"AIS_Discrete(col_8701) = 0.1320 bits\n",
"AIS_Discrete(col_8702) = 0.0780 bits\n",
"AIS_Discrete(col_8703) = 0.2068 bits\n",
"AIS_Discrete(col_8704) = 0.1161 bits\n",
"AIS_Discrete(col_8705) = 0.2580 bits\n",
"AIS_Discrete(col_8706) = 0.1141 bits\n",
"AIS_Discrete(col_8707) = 0.2909 bits\n",
"AIS_Discrete(col_8708) = 0.1062 bits\n",
"AIS_Discrete(col_8709) = 0.2809 bits\n",
"AIS_Discrete(col_8710) = 0.1024 bits\n",
"AIS_Discrete(col_8711) = 0.3049 bits\n",
"AIS_Discrete(col_8712) = 0.0987 bits\n",
"AIS_Discrete(col_8713) = 0.2508 bits\n",
"AIS_Discrete(col_8714) = 0.0969 bits\n",
"AIS_Discrete(col_8715) = 0.3121 bits\n",
"AIS_Discrete(col_8716) = 0.0915 bits\n",
"AIS_Discrete(col_8717) = 0.2949 bits\n",
"AIS_Discrete(col_8718) = 0.0915 bits\n",
"AIS_Discrete(col_8719) = 0.2985 bits\n",
"AIS_Discrete(col_8720) = 0.0915 bits\n",
"AIS_Discrete(col_8721) = 0.3121 bits\n",
"AIS_Discrete(col_8722) = 0.0897 bits\n",
"AIS_Discrete(col_8723) = 0.2723 bits\n",
"AIS_Discrete(col_8724) = 0.0915 bits\n",
"AIS_Discrete(col_8725) = 0.2790 bits\n",
"AIS_Discrete(col_8726) = 0.0845 bits\n",
"AIS_Discrete(col_8727) = 0.3267 bits\n",
"AIS_Discrete(col_8728) = 0.0845 bits\n",
"AIS_Discrete(col_8729) = 0.3417 bits\n",
"AIS_Discrete(col_8730) = 0.0795 bits\n",
"AIS_Discrete(col_8731) = 0.3651 bits\n",
"AIS_Discrete(col_8732) = 0.0762 bits\n",
"AIS_Discrete(col_8733) = 0.3168 bits\n",
"AIS_Discrete(col_8734) = 0.0715 bits\n",
"AIS_Discrete(col_8735) = 0.3573 bits\n",
"AIS_Discrete(col_8736) = 0.0497 bits\n",
"AIS_Discrete(col_8737) = 0.1462 bits\n",
"AIS_Discrete(col_8738) = 0.0539 bits\n",
"AIS_Discrete(col_8739) = 0.1042 bits\n",
"AIS_Discrete(col_8740) = 0.1881 bits\n",
"AIS_Discrete(col_8741) = 0.1042 bits\n",
"AIS_Discrete(col_8742) = 0.0589 bits\n",
"AIS_Discrete(col_8743) = 0.1545 bits\n",
"AIS_Discrete(col_8744) = 0.0519 bits\n",
"AIS_Discrete(col_8745) = 0.3532 bits\n",
"AIS_Discrete(col_8746) = 0.0795 bits\n",
"AIS_Discrete(col_8747) = 0.3455 bits\n",
"AIS_Discrete(col_8748) = 0.0845 bits\n",
"AIS_Discrete(col_8749) = 0.3267 bits\n",
"AIS_Discrete(col_8750) = 0.0862 bits\n",
"AIS_Discrete(col_8751) = 0.2670 bits\n",
"AIS_Discrete(col_8752) = 0.0879 bits\n",
"AIS_Discrete(col_8753) = 0.3341 bits\n",
"AIS_Discrete(col_8754) = 0.0915 bits\n",
"AIS_Discrete(col_8755) = 0.3157 bits\n",
"AIS_Discrete(col_8756) = 0.0932 bits\n",
"AIS_Discrete(col_8757) = 0.3085 bits\n",
"AIS_Discrete(col_8758) = 0.0987 bits\n",
"AIS_Discrete(col_8759) = 0.2384 bits\n",
"AIS_Discrete(col_8760) = 0.1006 bits\n",
"AIS_Discrete(col_8761) = 0.2182 bits\n",
"AIS_Discrete(col_8762) = 0.1063 bits\n",
"AIS_Discrete(col_8763) = 0.1827 bits\n",
"AIS_Discrete(col_8764) = 0.0970 bits\n",
"AIS_Discrete(col_8765) = 0.2483 bits\n",
"AIS_Discrete(col_8766) = 0.0686 bits\n",
"AIS_Discrete(col_8767) = 0.2571 bits\n",
"AIS_Discrete(col_8768) = 0.0551 bits\n",
"AIS_Discrete(col_8769) = 0.2372 bits\n",
"AIS_Discrete(col_8770) = 0.0485 bits\n",
"AIS_Discrete(col_8771) = 0.2785 bits\n",
"AIS_Discrete(col_8772) = 0.0675 bits\n",
"AIS_Discrete(col_8773) = 0.2767 bits\n",
"AIS_Discrete(col_8774) = 0.0675 bits\n",
"AIS_Discrete(col_8775) = 0.2522 bits\n",
"AIS_Discrete(col_8776) = 0.0481 bits\n",
"AIS_Discrete(col_8777) = 0.1363 bits\n",
"AIS_Discrete(col_8778) = 0.0726 bits\n",
"AIS_Discrete(col_8779) = 0.0955 bits\n",
"AIS_Discrete(col_8780) = 0.2007 bits\n",
"AIS_Discrete(col_8781) = 0.1044 bits\n",
"AIS_Discrete(col_8782) = 0.2256 bits\n",
"AIS_Discrete(col_8783) = 0.1072 bits\n",
"AIS_Discrete(col_8784) = 0.2137 bits\n",
"AIS_Discrete(col_8785) = 0.1097 bits\n",
"AIS_Discrete(col_8786) = 0.2351 bits\n",
"AIS_Discrete(col_8787) = 0.1121 bits\n",
"AIS_Discrete(col_8788) = 0.2392 bits\n",
"AIS_Discrete(col_8789) = 0.1485 bits\n",
"AIS_Discrete(col_8790) = 0.2213 bits\n",
"AIS_Discrete(col_8791) = 0.1235 bits\n",
"AIS_Discrete(col_8792) = 0.1991 bits\n",
"AIS_Discrete(col_8793) = 0.1512 bits\n",
"AIS_Discrete(col_8794) = 0.1859 bits\n",
"AIS_Discrete(col_8795) = 0.1321 bits\n",
"AIS_Discrete(col_8796) = 0.1502 bits\n",
"AIS_Discrete(col_8797) = 0.0892 bits\n",
"AIS_Discrete(col_8798) = 0.1314 bits\n",
"AIS_Discrete(col_8799) = 0.0748 bits\n",
"AIS_Discrete(col_8800) = 0.0869 bits\n",
"AIS_Discrete(col_8801) = 0.1068 bits\n",
"AIS_Discrete(col_8802) = 0.0762 bits\n",
"AIS_Discrete(col_8803) = 0.1684 bits\n",
"AIS_Discrete(col_8804) = 0.1063 bits\n",
"AIS_Discrete(col_8805) = 0.1580 bits\n",
"AIS_Discrete(col_8806) = 0.1555 bits\n",
"AIS_Discrete(col_8807) = 0.2213 bits\n",
"AIS_Discrete(col_8808) = 0.1555 bits\n",
"AIS_Discrete(col_8809) = 0.2073 bits\n",
"AIS_Discrete(col_8810) = 0.1485 bits\n",
"AIS_Discrete(col_8811) = 0.2392 bits\n",
"AIS_Discrete(col_8812) = 0.1350 bits\n",
"AIS_Discrete(col_8813) = 0.2454 bits\n",
"AIS_Discrete(col_8814) = 0.1307 bits\n",
"AIS_Discrete(col_8815) = 0.1933 bits\n",
"AIS_Discrete(col_8816) = 0.1103 bits\n",
"AIS_Discrete(col_8817) = 0.2312 bits\n",
"AIS_Discrete(col_8818) = 0.1201 bits\n",
"AIS_Discrete(col_8819) = 0.2458 bits\n",
"AIS_Discrete(col_8820) = 0.1122 bits\n",
"AIS_Discrete(col_8821) = 0.1996 bits\n",
"AIS_Discrete(col_8822) = 0.0765 bits\n",
"AIS_Discrete(col_8823) = 0.1132 bits\n",
"AIS_Discrete(col_8824) = 0.0906 bits\n",
"AIS_Discrete(col_8825) = 0.0892 bits\n",
"AIS_Discrete(col_8826) = 0.1435 bits\n",
"AIS_Discrete(col_8827) = 0.1153 bits\n",
"AIS_Discrete(col_8828) = 0.1696 bits\n",
"AIS_Discrete(col_8829) = 0.1008 bits\n",
"AIS_Discrete(col_8830) = 0.1950 bits\n",
"AIS_Discrete(col_8831) = 0.1056 bits\n",
"AIS_Discrete(col_8832) = 0.2192 bits\n",
"AIS_Discrete(col_8833) = 0.1103 bits\n",
"AIS_Discrete(col_8834) = 0.2643 bits\n",
"AIS_Discrete(col_8835) = 0.1181 bits\n",
"AIS_Discrete(col_8836) = 0.2774 bits\n",
"AIS_Discrete(col_8837) = 0.1161 bits\n",
"AIS_Discrete(col_8838) = 0.2808 bits\n",
"AIS_Discrete(col_8839) = 0.1025 bits\n",
"AIS_Discrete(col_8840) = 0.2712 bits\n",
"AIS_Discrete(col_8841) = 0.0853 bits\n",
"AIS_Discrete(col_8842) = 0.2688 bits\n",
"AIS_Discrete(col_8843) = 0.0916 bits\n",
"AIS_Discrete(col_8844) = 0.2571 bits\n",
"AIS_Discrete(col_8845) = 0.0905 bits\n",
"AIS_Discrete(col_8846) = 0.2156 bits\n",
"AIS_Discrete(col_8847) = 0.1005 bits\n",
"AIS_Discrete(col_8848) = 0.1306 bits\n",
"AIS_Discrete(col_8849) = 0.0878 bits\n",
"AIS_Discrete(col_8850) = 0.1046 bits\n",
"AIS_Discrete(col_8851) = 0.1418 bits\n",
"AIS_Discrete(col_8852) = 0.1218 bits\n",
"AIS_Discrete(col_8853) = 0.1996 bits\n",
"AIS_Discrete(col_8854) = 0.0809 bits\n",
"AIS_Discrete(col_8855) = 0.2156 bits\n",
"AIS_Discrete(col_8856) = 0.0568 bits\n",
"AIS_Discrete(col_8857) = 0.2529 bits\n",
"AIS_Discrete(col_8858) = 0.0880 bits\n",
"AIS_Discrete(col_8859) = 0.3195 bits\n",
"AIS_Discrete(col_8860) = 0.0879 bits\n",
"AIS_Discrete(col_8861) = 0.2410 bits\n",
"AIS_Discrete(col_8862) = 0.0795 bits\n",
"AIS_Discrete(col_8863) = 0.3379 bits\n",
"AIS_Discrete(col_8864) = 0.0763 bits\n",
"AIS_Discrete(col_8865) = 0.2536 bits\n",
"AIS_Discrete(col_8866) = 0.0707 bits\n",
"AIS_Discrete(col_8867) = 0.1494 bits\n",
"AIS_Discrete(col_8868) = 0.1165 bits\n",
"AIS_Discrete(col_8869) = 0.1280 bits\n",
"AIS_Discrete(col_8870) = 0.1851 bits\n",
"AIS_Discrete(col_8871) = 0.0696 bits\n",
"AIS_Discrete(col_8872) = 0.1679 bits\n",
"AIS_Discrete(col_8873) = 0.0396 bits\n",
"AIS_Discrete(col_8874) = 0.2090 bits\n",
"AIS_Discrete(col_8875) = 0.0490 bits\n",
"AIS_Discrete(col_8876) = 0.2773 bits\n",
"AIS_Discrete(col_8877) = 0.0716 bits\n",
"AIS_Discrete(col_8878) = 0.3341 bits\n",
"AIS_Discrete(col_8879) = 0.0828 bits\n",
"AIS_Discrete(col_8880) = 0.2955 bits\n",
"AIS_Discrete(col_8881) = 0.0784 bits\n",
"AIS_Discrete(col_8882) = 0.2558 bits\n",
"AIS_Discrete(col_8883) = 0.0751 bits\n",
"AIS_Discrete(col_8884) = 0.2082 bits\n",
"AIS_Discrete(col_8885) = 0.0983 bits\n",
"AIS_Discrete(col_8886) = 0.1237 bits\n",
"AIS_Discrete(col_8887) = 0.1151 bits\n",
"AIS_Discrete(col_8888) = 0.0891 bits\n",
"AIS_Discrete(col_8889) = 0.1946 bits\n",
"AIS_Discrete(col_8890) = 0.0661 bits\n",
"AIS_Discrete(col_8891) = 0.1987 bits\n",
"AIS_Discrete(col_8892) = 0.0674 bits\n",
"AIS_Discrete(col_8893) = 0.2057 bits\n",
"AIS_Discrete(col_8894) = 0.0977 bits\n",
"AIS_Discrete(col_8895) = 0.1999 bits\n",
"AIS_Discrete(col_8896) = 0.1124 bits\n",
"AIS_Discrete(col_8897) = 0.2125 bits\n",
"AIS_Discrete(col_8898) = 0.0754 bits\n",
"AIS_Discrete(col_8899) = 0.2413 bits\n",
"AIS_Discrete(col_8900) = 0.0813 bits\n",
"AIS_Discrete(col_8901) = 0.3266 bits\n",
"AIS_Discrete(col_8902) = 0.0780 bits\n",
"AIS_Discrete(col_8903) = 0.3230 bits\n",
"AIS_Discrete(col_8904) = 0.0862 bits\n",
"AIS_Discrete(col_8905) = 0.3455 bits\n",
"AIS_Discrete(col_8906) = 0.0628 bits\n",
"AIS_Discrete(col_8907) = 0.2988 bits\n",
"AIS_Discrete(col_8908) = 0.0845 bits\n",
"AIS_Discrete(col_8909) = 0.3195 bits\n",
"AIS_Discrete(col_8910) = 0.0845 bits\n",
"AIS_Discrete(col_8911) = 0.3417 bits\n",
"AIS_Discrete(col_8912) = 0.0862 bits\n",
"AIS_Discrete(col_8913) = 0.3341 bits\n",
"AIS_Discrete(col_8914) = 0.0846 bits\n",
"AIS_Discrete(col_8915) = 0.3266 bits\n",
"AIS_Discrete(col_8916) = 0.0862 bits\n",
"AIS_Discrete(col_8917) = 0.3086 bits\n",
"AIS_Discrete(col_8918) = 0.0897 bits\n",
"AIS_Discrete(col_8919) = 0.3193 bits\n",
"AIS_Discrete(col_8920) = 0.0813 bits\n",
"AIS_Discrete(col_8921) = 0.3120 bits\n",
"AIS_Discrete(col_8922) = 0.0897 bits\n",
"AIS_Discrete(col_8923) = 0.3085 bits\n",
"AIS_Discrete(col_8924) = 0.1024 bits\n",
"AIS_Discrete(col_8925) = 0.3085 bits\n",
"AIS_Discrete(col_8926) = 0.0933 bits\n",
"AIS_Discrete(col_8927) = 0.3049 bits\n",
"AIS_Discrete(col_8928) = 0.0864 bits\n",
"AIS_Discrete(col_8929) = 0.3120 bits\n",
"AIS_Discrete(col_8930) = 0.1006 bits\n",
"AIS_Discrete(col_8931) = 0.2980 bits\n",
"AIS_Discrete(col_8932) = 0.1006 bits\n",
"AIS_Discrete(col_8933) = 0.2944 bits\n",
"AIS_Discrete(col_8934) = 0.1024 bits\n",
"AIS_Discrete(col_8935) = 0.2474 bits\n",
"AIS_Discrete(col_8936) = 0.0968 bits\n",
"AIS_Discrete(col_8937) = 0.1764 bits\n",
"AIS_Discrete(col_8938) = 0.0690 bits\n",
"AIS_Discrete(col_8939) = 0.1286 bits\n",
"AIS_Discrete(col_8940) = 0.0814 bits\n",
"AIS_Discrete(col_8941) = 0.1528 bits\n",
"AIS_Discrete(col_8942) = 0.1184 bits\n",
"AIS_Discrete(col_8943) = 0.1175 bits\n",
"AIS_Discrete(col_8944) = 0.1597 bits\n",
"AIS_Discrete(col_8945) = 0.1156 bits\n",
"AIS_Discrete(col_8946) = 0.2087 bits\n",
"AIS_Discrete(col_8947) = 0.0872 bits\n",
"AIS_Discrete(col_8948) = 0.2360 bits\n",
"AIS_Discrete(col_8949) = 0.0897 bits\n",
"AIS_Discrete(col_8950) = 0.3121 bits\n",
"AIS_Discrete(col_8951) = 0.0780 bits\n",
"AIS_Discrete(col_8952) = 0.3086 bits\n",
"AIS_Discrete(col_8953) = 0.0702 bits\n",
"AIS_Discrete(col_8954) = 0.2378 bits\n",
"AIS_Discrete(col_8955) = 0.0586 bits\n",
"AIS_Discrete(col_8956) = 0.1699 bits\n",
"AIS_Discrete(col_8957) = 0.0573 bits\n",
"AIS_Discrete(col_8958) = 0.1156 bits\n",
"AIS_Discrete(col_8959) = 0.0975 bits\n",
"AIS_Discrete(col_8960) = 0.0923 bits\n",
"AIS_Discrete(col_8961) = 0.1682 bits\n",
"AIS_Discrete(col_8962) = 0.0790 bits\n",
"AIS_Discrete(col_8963) = 0.2692 bits\n",
"AIS_Discrete(col_8964) = 0.0915 bits\n",
"AIS_Discrete(col_8965) = 0.2657 bits\n",
"AIS_Discrete(col_8966) = 0.0915 bits\n",
"AIS_Discrete(col_8967) = 0.3120 bits\n",
"AIS_Discrete(col_8968) = 0.0933 bits\n",
"AIS_Discrete(col_8969) = 0.2360 bits\n",
"AIS_Discrete(col_8970) = 0.0898 bits\n",
"AIS_Discrete(col_8971) = 0.2716 bits\n",
"AIS_Discrete(col_8972) = 0.0711 bits\n",
"AIS_Discrete(col_8973) = 0.1229 bits\n",
"AIS_Discrete(col_8974) = 0.0553 bits\n",
"AIS_Discrete(col_8975) = 0.0747 bits\n",
"AIS_Discrete(col_8976) = 0.1542 bits\n",
"AIS_Discrete(col_8977) = 0.1054 bits\n",
"AIS_Discrete(col_8978) = 0.2090 bits\n",
"AIS_Discrete(col_8979) = 0.1038 bits\n",
"AIS_Discrete(col_8980) = 0.2187 bits\n",
"AIS_Discrete(col_8981) = 0.1070 bits\n",
"AIS_Discrete(col_8982) = 0.2456 bits\n",
"AIS_Discrete(col_8983) = 0.1202 bits\n",
"AIS_Discrete(col_8984) = 0.2192 bits\n",
"AIS_Discrete(col_8985) = 0.1307 bits\n",
"AIS_Discrete(col_8986) = 0.2273 bits\n",
"AIS_Discrete(col_8987) = 0.1417 bits\n",
"AIS_Discrete(col_8988) = 0.1966 bits\n",
"AIS_Discrete(col_8989) = 0.1192 bits\n",
"AIS_Discrete(col_8990) = 0.1996 bits\n",
"AIS_Discrete(col_8991) = 0.0571 bits\n",
"AIS_Discrete(col_8992) = 0.1513 bits\n",
"AIS_Discrete(col_8993) = 0.0665 bits\n",
"AIS_Discrete(col_8994) = 0.1799 bits\n",
"AIS_Discrete(col_8995) = 0.1391 bits\n",
"AIS_Discrete(col_8996) = 0.1683 bits\n",
"AIS_Discrete(col_8997) = 0.1193 bits\n",
"AIS_Discrete(col_8998) = 0.1151 bits\n",
"AIS_Discrete(col_8999) = 0.0897 bits\n",
"AIS_Discrete(col_9000) = 0.1179 bits\n",
"AIS_Discrete(col_9001) = 0.1496 bits\n",
"AIS_Discrete(col_9002) = 0.0706 bits\n",
"AIS_Discrete(col_9003) = 0.2027 bits\n",
"AIS_Discrete(col_9004) = 0.0821 bits\n",
"AIS_Discrete(col_9005) = 0.1953 bits\n",
"AIS_Discrete(col_9006) = 0.0863 bits\n",
"AIS_Discrete(col_9007) = 0.2512 bits\n",
"AIS_Discrete(col_9008) = 0.0439 bits\n",
"AIS_Discrete(col_9009) = 0.1280 bits\n",
"AIS_Discrete(col_9010) = 0.0519 bits\n",
"AIS_Discrete(col_9011) = 0.0816 bits\n",
"AIS_Discrete(col_9012) = 0.1669 bits\n",
"AIS_Discrete(col_9013) = 0.0766 bits\n",
"AIS_Discrete(col_9014) = 0.1594 bits\n",
"AIS_Discrete(col_9015) = 0.0823 bits\n",
"AIS_Discrete(col_9016) = 0.2305 bits\n",
"AIS_Discrete(col_9017) = 0.1028 bits\n",
"AIS_Discrete(col_9018) = 0.1770 bits\n",
"AIS_Discrete(col_9019) = 0.1116 bits\n",
"AIS_Discrete(col_9020) = 0.1024 bits\n",
"AIS_Discrete(col_9021) = 0.1156 bits\n",
"AIS_Discrete(col_9022) = 0.0827 bits\n",
"AIS_Discrete(col_9023) = 0.1558 bits\n",
"AIS_Discrete(col_9024) = 0.1140 bits\n",
"AIS_Discrete(col_9025) = 0.1668 bits\n",
"AIS_Discrete(col_9026) = 0.1000 bits\n",
"AIS_Discrete(col_9027) = 0.1744 bits\n",
"AIS_Discrete(col_9028) = 0.1116 bits\n",
"AIS_Discrete(col_9029) = 0.1433 bits\n",
"AIS_Discrete(col_9030) = 0.0960 bits\n",
"AIS_Discrete(col_9031) = 0.1668 bits\n",
"AIS_Discrete(col_9032) = 0.1444 bits\n",
"AIS_Discrete(col_9033) = 0.1989 bits\n",
"AIS_Discrete(col_9034) = 0.1296 bits\n",
"AIS_Discrete(col_9035) = 0.1203 bits\n",
"AIS_Discrete(col_9036) = 0.1278 bits\n",
"AIS_Discrete(col_9037) = 0.0887 bits\n",
"AIS_Discrete(col_9038) = 0.1583 bits\n",
"AIS_Discrete(col_9039) = 0.1202 bits\n",
"AIS_Discrete(col_9040) = 0.1667 bits\n",
"AIS_Discrete(col_9041) = 0.0803 bits\n",
"AIS_Discrete(col_9042) = 0.1613 bits\n",
"AIS_Discrete(col_9043) = 0.0522 bits\n",
"AIS_Discrete(col_9044) = 0.1575 bits\n",
"AIS_Discrete(col_9045) = 0.0784 bits\n",
"AIS_Discrete(col_9046) = 0.1430 bits\n",
"AIS_Discrete(col_9047) = 0.1447 bits\n",
"AIS_Discrete(col_9048) = 0.1449 bits\n",
"AIS_Discrete(col_9049) = 0.1573 bits\n",
"AIS_Discrete(col_9050) = 0.1326 bits\n",
"AIS_Discrete(col_9051) = 0.1528 bits\n",
"AIS_Discrete(col_9052) = 0.1401 bits\n",
"AIS_Discrete(col_9053) = 0.1570 bits\n",
"AIS_Discrete(col_9054) = 0.1605 bits\n",
"AIS_Discrete(col_9055) = 0.1858 bits\n",
"AIS_Discrete(col_9056) = 0.1199 bits\n",
"AIS_Discrete(col_9057) = 0.1541 bits\n",
"AIS_Discrete(col_9058) = 0.1111 bits\n",
"AIS_Discrete(col_9059) = 0.0903 bits\n",
"AIS_Discrete(col_9060) = 0.1198 bits\n",
"AIS_Discrete(col_9061) = 0.0710 bits\n",
"AIS_Discrete(col_9062) = 0.1619 bits\n",
"AIS_Discrete(col_9063) = 0.0863 bits\n",
"AIS_Discrete(col_9064) = 0.1874 bits\n",
"AIS_Discrete(col_9065) = 0.1093 bits\n",
"AIS_Discrete(col_9066) = 0.1737 bits\n",
"AIS_Discrete(col_9067) = 0.1267 bits\n",
"AIS_Discrete(col_9068) = 0.1536 bits\n",
"AIS_Discrete(col_9069) = 0.1254 bits\n",
"AIS_Discrete(col_9070) = 0.1561 bits\n",
"AIS_Discrete(col_9071) = 0.1607 bits\n",
"AIS_Discrete(col_9072) = 0.1754 bits\n",
"AIS_Discrete(col_9073) = 0.1656 bits\n",
"AIS_Discrete(col_9074) = 0.1807 bits\n",
"AIS_Discrete(col_9075) = 0.1586 bits\n",
"AIS_Discrete(col_9076) = 0.1662 bits\n",
"AIS_Discrete(col_9077) = 0.1341 bits\n",
"AIS_Discrete(col_9078) = 0.1566 bits\n",
"AIS_Discrete(col_9079) = 0.0733 bits\n",
"AIS_Discrete(col_9080) = 0.1369 bits\n",
"AIS_Discrete(col_9081) = 0.0582 bits\n",
"AIS_Discrete(col_9082) = 0.1525 bits\n",
"AIS_Discrete(col_9083) = 0.0787 bits\n",
"AIS_Discrete(col_9084) = 0.1904 bits\n",
"AIS_Discrete(col_9085) = 0.1153 bits\n",
"AIS_Discrete(col_9086) = 0.1827 bits\n",
"AIS_Discrete(col_9087) = 0.1283 bits\n",
"AIS_Discrete(col_9088) = 0.1592 bits\n",
"AIS_Discrete(col_9089) = 0.1202 bits\n",
"AIS_Discrete(col_9090) = 0.1567 bits\n",
"AIS_Discrete(col_9091) = 0.1467 bits\n",
"AIS_Discrete(col_9092) = 0.1536 bits\n",
"AIS_Discrete(col_9093) = 0.1493 bits\n",
"AIS_Discrete(col_9094) = 0.1149 bits\n",
"AIS_Discrete(col_9095) = 0.1217 bits\n",
"AIS_Discrete(col_9096) = 0.0853 bits\n",
"AIS_Discrete(col_9097) = 0.1401 bits\n",
"AIS_Discrete(col_9098) = 0.1394 bits\n",
"AIS_Discrete(col_9099) = 0.1536 bits\n",
"AIS_Discrete(col_9100) = 0.1111 bits\n",
"AIS_Discrete(col_9101) = 0.1407 bits\n",
"AIS_Discrete(col_9102) = 0.0987 bits\n",
"AIS_Discrete(col_9103) = 0.2057 bits\n",
"AIS_Discrete(col_9104) = 0.1147 bits\n",
"AIS_Discrete(col_9105) = 0.1822 bits\n",
"AIS_Discrete(col_9106) = 0.0837 bits\n",
"AIS_Discrete(col_9107) = 0.1769 bits\n",
"AIS_Discrete(col_9108) = 0.0698 bits\n",
"AIS_Discrete(col_9109) = 0.1114 bits\n",
"AIS_Discrete(col_9110) = 0.0753 bits\n",
"AIS_Discrete(col_9111) = 0.0870 bits\n",
"AIS_Discrete(col_9112) = 0.1070 bits\n",
"AIS_Discrete(col_9113) = 0.0857 bits\n",
"AIS_Discrete(col_9114) = 0.1648 bits\n",
"AIS_Discrete(col_9115) = 0.0843 bits\n",
"AIS_Discrete(col_9116) = 0.2365 bits\n",
"AIS_Discrete(col_9117) = 0.0989 bits\n",
"AIS_Discrete(col_9118) = 0.2553 bits\n",
"AIS_Discrete(col_9119) = 0.0988 bits\n",
"AIS_Discrete(col_9120) = 0.2582 bits\n",
"AIS_Discrete(col_9121) = 0.0935 bits\n",
"AIS_Discrete(col_9122) = 0.2236 bits\n",
"AIS_Discrete(col_9123) = 0.0522 bits\n",
"AIS_Discrete(col_9124) = 0.2362 bits\n",
"AIS_Discrete(col_9125) = 0.0630 bits\n",
"AIS_Discrete(col_9126) = 0.1639 bits\n",
"AIS_Discrete(col_9127) = 0.0627 bits\n",
"AIS_Discrete(col_9128) = 0.0981 bits\n",
"AIS_Discrete(col_9129) = 0.1401 bits\n",
"AIS_Discrete(col_9130) = 0.1031 bits\n",
"AIS_Discrete(col_9131) = 0.1966 bits\n",
"AIS_Discrete(col_9132) = 0.1108 bits\n",
"AIS_Discrete(col_9133) = 0.2170 bits\n",
"AIS_Discrete(col_9134) = 0.1142 bits\n",
"AIS_Discrete(col_9135) = 0.2248 bits\n",
"AIS_Discrete(col_9136) = 0.1147 bits\n",
"AIS_Discrete(col_9137) = 0.2005 bits\n",
"AIS_Discrete(col_9138) = 0.1124 bits\n",
"AIS_Discrete(col_9139) = 0.1080 bits\n",
"AIS_Discrete(col_9140) = 0.1082 bits\n",
"AIS_Discrete(col_9141) = 0.0944 bits\n",
"AIS_Discrete(col_9142) = 0.1362 bits\n",
"AIS_Discrete(col_9143) = 0.0983 bits\n",
"AIS_Discrete(col_9144) = 0.1338 bits\n",
"AIS_Discrete(col_9145) = 0.0814 bits\n",
"AIS_Discrete(col_9146) = 0.1568 bits\n",
"AIS_Discrete(col_9147) = 0.1095 bits\n",
"AIS_Discrete(col_9148) = 0.1792 bits\n",
"AIS_Discrete(col_9149) = 0.1331 bits\n",
"AIS_Discrete(col_9150) = 0.2392 bits\n",
"AIS_Discrete(col_9151) = 0.1086 bits\n",
"AIS_Discrete(col_9152) = 0.2515 bits\n",
"AIS_Discrete(col_9153) = 0.1032 bits\n",
"AIS_Discrete(col_9154) = 0.2088 bits\n",
"AIS_Discrete(col_9155) = 0.0737 bits\n",
"AIS_Discrete(col_9156) = 0.1448 bits\n",
"AIS_Discrete(col_9157) = 0.0675 bits\n",
"AIS_Discrete(col_9158) = 0.0906 bits\n",
"AIS_Discrete(col_9159) = 0.1042 bits\n",
"AIS_Discrete(col_9160) = 0.0808 bits\n",
"AIS_Discrete(col_9161) = 0.1856 bits\n",
"AIS_Discrete(col_9162) = 0.0970 bits\n",
"AIS_Discrete(col_9163) = 0.2344 bits\n",
"AIS_Discrete(col_9164) = 0.0801 bits\n",
"AIS_Discrete(col_9165) = 0.2121 bits\n",
"AIS_Discrete(col_9166) = 0.1229 bits\n",
"AIS_Discrete(col_9167) = 0.1795 bits\n",
"AIS_Discrete(col_9168) = 0.1228 bits\n",
"AIS_Discrete(col_9169) = 0.1489 bits\n",
"AIS_Discrete(col_9170) = 0.1362 bits\n",
"AIS_Discrete(col_9171) = 0.1485 bits\n",
"AIS_Discrete(col_9172) = 0.1037 bits\n",
"AIS_Discrete(col_9173) = 0.1487 bits\n",
"AIS_Discrete(col_9174) = 0.1031 bits\n",
"AIS_Discrete(col_9175) = 0.1124 bits\n",
"AIS_Discrete(col_9176) = 0.1085 bits\n",
"AIS_Discrete(col_9177) = 0.1129 bits\n",
"AIS_Discrete(col_9178) = 0.1434 bits\n",
"AIS_Discrete(col_9179) = 0.1590 bits\n",
"AIS_Discrete(col_9180) = 0.1534 bits\n",
"AIS_Discrete(col_9181) = 0.1910 bits\n",
"AIS_Discrete(col_9182) = 0.1579 bits\n",
"AIS_Discrete(col_9183) = 0.2100 bits\n",
"AIS_Discrete(col_9184) = 0.1532 bits\n",
"AIS_Discrete(col_9185) = 0.2128 bits\n",
"AIS_Discrete(col_9186) = 0.1417 bits\n",
"AIS_Discrete(col_9187) = 0.2185 bits\n",
"AIS_Discrete(col_9188) = 0.1439 bits\n",
"AIS_Discrete(col_9189) = 0.2331 bits\n",
"AIS_Discrete(col_9190) = 0.1417 bits\n",
"AIS_Discrete(col_9191) = 0.1705 bits\n",
"AIS_Discrete(col_9192) = 0.1265 bits\n",
"AIS_Discrete(col_9193) = 0.2051 bits\n",
"AIS_Discrete(col_9194) = 0.1091 bits\n",
"AIS_Discrete(col_9195) = 0.2013 bits\n",
"AIS_Discrete(col_9196) = 0.1182 bits\n",
"AIS_Discrete(col_9197) = 0.1840 bits\n",
"AIS_Discrete(col_9198) = 0.1093 bits\n",
"AIS_Discrete(col_9199) = 0.1305 bits\n",
"AIS_Discrete(col_9200) = 0.1120 bits\n",
"AIS_Discrete(col_9201) = 0.1305 bits\n",
"AIS_Discrete(col_9202) = 0.1030 bits\n",
"AIS_Discrete(col_9203) = 0.0977 bits\n",
"AIS_Discrete(col_9204) = 0.1235 bits\n",
"AIS_Discrete(col_9205) = 0.0967 bits\n",
"AIS_Discrete(col_9206) = 0.2090 bits\n",
"AIS_Discrete(col_9207) = 0.1183 bits\n",
"AIS_Discrete(col_9208) = 0.2137 bits\n",
"AIS_Discrete(col_9209) = 0.1328 bits\n",
"AIS_Discrete(col_9210) = 0.2165 bits\n",
"AIS_Discrete(col_9211) = 0.1023 bits\n",
"AIS_Discrete(col_9212) = 0.1286 bits\n",
"AIS_Discrete(col_9213) = 0.0680 bits\n",
"AIS_Discrete(col_9214) = 0.1498 bits\n",
"AIS_Discrete(col_9215) = 0.0787 bits\n",
"AIS_Discrete(col_9216) = 0.1675 bits\n",
"AIS_Discrete(col_9217) = 0.1067 bits\n",
"AIS_Discrete(col_9218) = 0.1765 bits\n",
"AIS_Discrete(col_9219) = 0.1454 bits\n",
"AIS_Discrete(col_9220) = 0.1239 bits\n",
"AIS_Discrete(col_9221) = 0.1893 bits\n",
"AIS_Discrete(col_9222) = 0.1009 bits\n",
"AIS_Discrete(col_9223) = 0.2075 bits\n",
"AIS_Discrete(col_9224) = 0.0802 bits\n",
"AIS_Discrete(col_9225) = 0.2680 bits\n",
"AIS_Discrete(col_9226) = 0.0899 bits\n",
"AIS_Discrete(col_9227) = 0.2676 bits\n",
"AIS_Discrete(col_9228) = 0.0526 bits\n",
"AIS_Discrete(col_9229) = 0.2067 bits\n",
"AIS_Discrete(col_9230) = 0.0370 bits\n",
"AIS_Discrete(col_9231) = 0.1317 bits\n",
"AIS_Discrete(col_9232) = 0.0644 bits\n",
"AIS_Discrete(col_9233) = 0.0934 bits\n",
"AIS_Discrete(col_9234) = 0.1583 bits\n",
"AIS_Discrete(col_9235) = 0.0841 bits\n",
"AIS_Discrete(col_9236) = 0.2661 bits\n",
"AIS_Discrete(col_9237) = 0.0780 bits\n",
"AIS_Discrete(col_9238) = 0.3086 bits\n",
"AIS_Discrete(col_9239) = 0.0915 bits\n",
"AIS_Discrete(col_9240) = 0.3303 bits\n",
"AIS_Discrete(col_9241) = 0.0829 bits\n",
"AIS_Discrete(col_9242) = 0.3341 bits\n",
"AIS_Discrete(col_9243) = 0.0828 bits\n",
"AIS_Discrete(col_9244) = 0.3303 bits\n",
"AIS_Discrete(col_9245) = 0.0845 bits\n",
"AIS_Discrete(col_9246) = 0.3121 bits\n",
"AIS_Discrete(col_9247) = 0.0915 bits\n",
"AIS_Discrete(col_9248) = 0.2983 bits\n",
"AIS_Discrete(col_9249) = 0.0932 bits\n",
"AIS_Discrete(col_9250) = 0.2597 bits\n",
"AIS_Discrete(col_9251) = 0.0905 bits\n",
"AIS_Discrete(col_9252) = 0.1596 bits\n",
"AIS_Discrete(col_9253) = 0.1081 bits\n",
"AIS_Discrete(col_9254) = 0.1071 bits\n",
"AIS_Discrete(col_9255) = 0.1223 bits\n",
"AIS_Discrete(col_9256) = 0.0485 bits\n",
"AIS_Discrete(col_9257) = 0.1575 bits\n",
"AIS_Discrete(col_9258) = 0.0615 bits\n",
"AIS_Discrete(col_9259) = 0.2329 bits\n",
"AIS_Discrete(col_9260) = 0.0790 bits\n",
"AIS_Discrete(col_9261) = 0.2623 bits\n",
"AIS_Discrete(col_9262) = 0.0817 bits\n",
"AIS_Discrete(col_9263) = 0.2622 bits\n",
"AIS_Discrete(col_9264) = 0.0818 bits\n",
"AIS_Discrete(col_9265) = 0.2811 bits\n",
"AIS_Discrete(col_9266) = 0.0918 bits\n",
"AIS_Discrete(col_9267) = 0.2332 bits\n",
"AIS_Discrete(col_9268) = 0.0744 bits\n",
"AIS_Discrete(col_9269) = 0.2452 bits\n",
"AIS_Discrete(col_9270) = 0.0445 bits\n",
"AIS_Discrete(col_9271) = 0.2010 bits\n",
"AIS_Discrete(col_9272) = 0.0559 bits\n",
"AIS_Discrete(col_9273) = 0.2362 bits\n",
"AIS_Discrete(col_9274) = 0.0585 bits\n",
"AIS_Discrete(col_9275) = 0.1092 bits\n",
"AIS_Discrete(col_9276) = 0.1276 bits\n",
"AIS_Discrete(col_9277) = 0.0903 bits\n",
"AIS_Discrete(col_9278) = 0.2332 bits\n",
"AIS_Discrete(col_9279) = 0.0927 bits\n",
"AIS_Discrete(col_9280) = 0.1996 bits\n",
"AIS_Discrete(col_9281) = 0.0927 bits\n",
"AIS_Discrete(col_9282) = 0.1904 bits\n",
"AIS_Discrete(col_9283) = 0.0658 bits\n",
"AIS_Discrete(col_9284) = 0.2257 bits\n",
"AIS_Discrete(col_9285) = 0.0828 bits\n",
"AIS_Discrete(col_9286) = 0.3267 bits\n",
"AIS_Discrete(col_9287) = 0.0733 bits\n",
"AIS_Discrete(col_9288) = 0.2579 bits\n",
"AIS_Discrete(col_9289) = 0.0751 bits\n",
"AIS_Discrete(col_9290) = 0.2631 bits\n",
"AIS_Discrete(col_9291) = 0.0890 bits\n",
"AIS_Discrete(col_9292) = 0.1741 bits\n",
"AIS_Discrete(col_9293) = 0.1095 bits\n",
"AIS_Discrete(col_9294) = 0.1394 bits\n",
"AIS_Discrete(col_9295) = 0.1057 bits\n",
"AIS_Discrete(col_9296) = 0.1334 bits\n",
"AIS_Discrete(col_9297) = 0.1584 bits\n",
"AIS_Discrete(col_9298) = 0.1678 bits\n",
"AIS_Discrete(col_9299) = 0.1803 bits\n",
"AIS_Discrete(col_9300) = 0.1254 bits\n",
"AIS_Discrete(col_9301) = 0.1576 bits\n",
"AIS_Discrete(col_9302) = 0.1089 bits\n",
"AIS_Discrete(col_9303) = 0.1635 bits\n",
"AIS_Discrete(col_9304) = 0.0658 bits\n",
"AIS_Discrete(col_9305) = 0.1539 bits\n",
"AIS_Discrete(col_9306) = 0.0597 bits\n",
"AIS_Discrete(col_9307) = 0.2322 bits\n",
"AIS_Discrete(col_9308) = 0.0583 bits\n",
"AIS_Discrete(col_9309) = 0.1909 bits\n",
"AIS_Discrete(col_9310) = 0.0801 bits\n",
"AIS_Discrete(col_9311) = 0.1455 bits\n",
"AIS_Discrete(col_9312) = 0.1559 bits\n",
"AIS_Discrete(col_9313) = 0.1142 bits\n",
"AIS_Discrete(col_9314) = 0.2516 bits\n",
"AIS_Discrete(col_9315) = 0.1202 bits\n",
"AIS_Discrete(col_9316) = 0.2611 bits\n",
"AIS_Discrete(col_9317) = 0.1141 bits\n",
"AIS_Discrete(col_9318) = 0.2209 bits\n",
"AIS_Discrete(col_9319) = 0.1082 bits\n",
"AIS_Discrete(col_9320) = 0.2841 bits\n",
"AIS_Discrete(col_9321) = 0.1101 bits\n",
"AIS_Discrete(col_9322) = 0.2909 bits\n",
"AIS_Discrete(col_9323) = 0.0970 bits\n",
"AIS_Discrete(col_9324) = 0.1397 bits\n",
"AIS_Discrete(col_9325) = 0.0767 bits\n",
"AIS_Discrete(col_9326) = 0.0833 bits\n",
"AIS_Discrete(col_9327) = 0.1051 bits\n",
"AIS_Discrete(col_9328) = 0.1013 bits\n",
"AIS_Discrete(col_9329) = 0.1599 bits\n",
"AIS_Discrete(col_9330) = 0.1158 bits\n",
"AIS_Discrete(col_9331) = 0.1416 bits\n",
"AIS_Discrete(col_9332) = 0.1072 bits\n",
"AIS_Discrete(col_9333) = 0.1803 bits\n",
"AIS_Discrete(col_9334) = 0.1033 bits\n",
"AIS_Discrete(col_9335) = 0.1570 bits\n",
"AIS_Discrete(col_9336) = 0.1108 bits\n",
"AIS_Discrete(col_9337) = 0.2422 bits\n",
"AIS_Discrete(col_9338) = 0.1350 bits\n",
"AIS_Discrete(col_9339) = 0.2361 bits\n",
"AIS_Discrete(col_9340) = 0.1439 bits\n",
"AIS_Discrete(col_9341) = 0.2422 bits\n",
"AIS_Discrete(col_9342) = 0.1266 bits\n",
"AIS_Discrete(col_9343) = 0.2422 bits\n",
"AIS_Discrete(col_9344) = 0.1394 bits\n",
"AIS_Discrete(col_9345) = 0.1875 bits\n",
"AIS_Discrete(col_9346) = 0.1328 bits\n",
"AIS_Discrete(col_9347) = 0.2190 bits\n",
"AIS_Discrete(col_9348) = 0.1205 bits\n",
"AIS_Discrete(col_9349) = 0.1947 bits\n",
"AIS_Discrete(col_9350) = 0.0692 bits\n",
"AIS_Discrete(col_9351) = 0.1300 bits\n",
"AIS_Discrete(col_9352) = 0.0291 bits\n",
"AIS_Discrete(col_9353) = 0.0954 bits\n",
"AIS_Discrete(col_9354) = 0.0844 bits\n",
"AIS_Discrete(col_9355) = 0.1097 bits\n",
"AIS_Discrete(col_9356) = 0.2001 bits\n",
"AIS_Discrete(col_9357) = 0.0942 bits\n",
"AIS_Discrete(col_9358) = 0.2437 bits\n",
"AIS_Discrete(col_9359) = 0.0970 bits\n",
"AIS_Discrete(col_9360) = 0.2947 bits\n",
"AIS_Discrete(col_9361) = 0.0933 bits\n",
"AIS_Discrete(col_9362) = 0.3049 bits\n",
"AIS_Discrete(col_9363) = 0.0969 bits\n",
"AIS_Discrete(col_9364) = 0.2567 bits\n",
"AIS_Discrete(col_9365) = 0.0939 bits\n",
"AIS_Discrete(col_9366) = 0.1793 bits\n",
"AIS_Discrete(col_9367) = 0.0823 bits\n",
"AIS_Discrete(col_9368) = 0.2597 bits\n",
"AIS_Discrete(col_9369) = 0.0970 bits\n",
"AIS_Discrete(col_9370) = 0.2685 bits\n",
"AIS_Discrete(col_9371) = 0.0814 bits\n",
"AIS_Discrete(col_9372) = 0.3014 bits\n",
"AIS_Discrete(col_9373) = 0.0766 bits\n",
"AIS_Discrete(col_9374) = 0.2866 bits\n",
"AIS_Discrete(col_9375) = 0.0666 bits\n",
"AIS_Discrete(col_9376) = 0.2310 bits\n",
"AIS_Discrete(col_9377) = 0.0553 bits\n",
"AIS_Discrete(col_9378) = 0.2172 bits\n",
"AIS_Discrete(col_9379) = 0.0696 bits\n",
"AIS_Discrete(col_9380) = 0.1640 bits\n",
"AIS_Discrete(col_9381) = 0.0872 bits\n",
"AIS_Discrete(col_9382) = 0.0961 bits\n",
"AIS_Discrete(col_9383) = 0.1320 bits\n",
"AIS_Discrete(col_9384) = 0.0835 bits\n",
"AIS_Discrete(col_9385) = 0.2197 bits\n",
"AIS_Discrete(col_9386) = 0.0868 bits\n",
"AIS_Discrete(col_9387) = 0.2886 bits\n",
"AIS_Discrete(col_9388) = 0.0812 bits\n",
"AIS_Discrete(col_9389) = 0.3019 bits\n",
"AIS_Discrete(col_9390) = 0.0897 bits\n",
"AIS_Discrete(col_9391) = 0.2853 bits\n",
"AIS_Discrete(col_9392) = 0.0779 bits\n",
"AIS_Discrete(col_9393) = 0.3194 bits\n",
"AIS_Discrete(col_9394) = 0.0672 bits\n",
"AIS_Discrete(col_9395) = 0.2093 bits\n",
"AIS_Discrete(col_9396) = 0.0553 bits\n",
"AIS_Discrete(col_9397) = 0.1393 bits\n",
"AIS_Discrete(col_9398) = 0.0822 bits\n",
"AIS_Discrete(col_9399) = 0.0842 bits\n",
"AIS_Discrete(col_9400) = 0.1366 bits\n",
"AIS_Discrete(col_9401) = 0.0622 bits\n",
"AIS_Discrete(col_9402) = 0.2256 bits\n",
"AIS_Discrete(col_9403) = 0.1063 bits\n",
"AIS_Discrete(col_9404) = 0.2428 bits\n",
"AIS_Discrete(col_9405) = 0.1045 bits\n",
"AIS_Discrete(col_9406) = 0.2009 bits\n",
"AIS_Discrete(col_9407) = 0.1066 bits\n",
"AIS_Discrete(col_9408) = 0.2328 bits\n",
"AIS_Discrete(col_9409) = 0.0717 bits\n",
"AIS_Discrete(col_9410) = 0.1357 bits\n",
"AIS_Discrete(col_9411) = 0.0732 bits\n",
"AIS_Discrete(col_9412) = 0.0779 bits\n",
"AIS_Discrete(col_9413) = 0.1074 bits\n",
"AIS_Discrete(col_9414) = 0.0897 bits\n",
"AIS_Discrete(col_9415) = 0.0924 bits\n",
"AIS_Discrete(col_9416) = 0.1231 bits\n",
"AIS_Discrete(col_9417) = 0.1610 bits\n",
"AIS_Discrete(col_9418) = 0.1461 bits\n",
"AIS_Discrete(col_9419) = 0.1634 bits\n",
"AIS_Discrete(col_9420) = 0.1677 bits\n",
"AIS_Discrete(col_9421) = 0.1536 bits\n",
"AIS_Discrete(col_9422) = 0.1136 bits\n",
"AIS_Discrete(col_9423) = 0.1011 bits\n",
"AIS_Discrete(col_9424) = 0.0942 bits\n",
"AIS_Discrete(col_9425) = 0.0757 bits\n",
"AIS_Discrete(col_9426) = 0.1207 bits\n",
"AIS_Discrete(col_9427) = 0.0762 bits\n",
"AIS_Discrete(col_9428) = 0.1473 bits\n",
"AIS_Discrete(col_9429) = 0.1273 bits\n",
"AIS_Discrete(col_9430) = 0.1482 bits\n",
"AIS_Discrete(col_9431) = 0.1512 bits\n",
"AIS_Discrete(col_9432) = 0.1856 bits\n",
"AIS_Discrete(col_9433) = 0.1701 bits\n",
"AIS_Discrete(col_9434) = 0.1988 bits\n",
"AIS_Discrete(col_9435) = 0.1318 bits\n",
"AIS_Discrete(col_9436) = 0.1475 bits\n",
"AIS_Discrete(col_9437) = 0.1301 bits\n",
"AIS_Discrete(col_9438) = 0.1454 bits\n",
"AIS_Discrete(col_9439) = 0.1211 bits\n",
"AIS_Discrete(col_9440) = 0.1158 bits\n",
"AIS_Discrete(col_9441) = 0.1035 bits\n",
"AIS_Discrete(col_9442) = 0.0827 bits\n",
"AIS_Discrete(col_9443) = 0.1223 bits\n",
"AIS_Discrete(col_9444) = 0.0921 bits\n",
"AIS_Discrete(col_9445) = 0.1851 bits\n",
"AIS_Discrete(col_9446) = 0.1258 bits\n",
"AIS_Discrete(col_9447) = 0.1962 bits\n",
"AIS_Discrete(col_9448) = 0.1581 bits\n",
"AIS_Discrete(col_9449) = 0.1807 bits\n",
"AIS_Discrete(col_9450) = 0.1337 bits\n",
"AIS_Discrete(col_9451) = 0.2043 bits\n",
"AIS_Discrete(col_9452) = 0.1533 bits\n",
"AIS_Discrete(col_9453) = 0.1885 bits\n",
"AIS_Discrete(col_9454) = 0.0879 bits\n",
"AIS_Discrete(col_9455) = 0.1575 bits\n",
"AIS_Discrete(col_9456) = 0.0792 bits\n",
"AIS_Discrete(col_9457) = 0.1381 bits\n",
"AIS_Discrete(col_9458) = 0.0834 bits\n",
"AIS_Discrete(col_9459) = 0.0920 bits\n",
"AIS_Discrete(col_9460) = 0.1203 bits\n",
"AIS_Discrete(col_9461) = 0.1209 bits\n",
"AIS_Discrete(col_9462) = 0.1554 bits\n",
"AIS_Discrete(col_9463) = 0.1190 bits\n",
"AIS_Discrete(col_9464) = 0.1777 bits\n",
"AIS_Discrete(col_9465) = 0.1829 bits\n",
"AIS_Discrete(col_9466) = 0.1777 bits\n",
"AIS_Discrete(col_9467) = 0.1961 bits\n",
"AIS_Discrete(col_9468) = 0.1605 bits\n",
"AIS_Discrete(col_9469) = 0.2016 bits\n",
"AIS_Discrete(col_9470) = 0.1533 bits\n",
"AIS_Discrete(col_9471) = 0.1991 bits\n",
"AIS_Discrete(col_9472) = 0.1579 bits\n",
"AIS_Discrete(col_9473) = 0.2071 bits\n",
"AIS_Discrete(col_9474) = 0.1579 bits\n",
"AIS_Discrete(col_9475) = 0.1573 bits\n",
"AIS_Discrete(col_9476) = 0.1603 bits\n",
"AIS_Discrete(col_9477) = 0.2100 bits\n",
"AIS_Discrete(col_9478) = 0.1555 bits\n",
"AIS_Discrete(col_9479) = 0.2213 bits\n",
"AIS_Discrete(col_9480) = 0.1395 bits\n",
"AIS_Discrete(col_9481) = 0.1841 bits\n",
"AIS_Discrete(col_9482) = 0.1462 bits\n",
"AIS_Discrete(col_9483) = 0.2051 bits\n",
"AIS_Discrete(col_9484) = 0.1372 bits\n",
"AIS_Discrete(col_9485) = 0.2578 bits\n",
"AIS_Discrete(col_9486) = 0.1285 bits\n",
"AIS_Discrete(col_9487) = 0.2611 bits\n",
"AIS_Discrete(col_9488) = 0.1181 bits\n",
"AIS_Discrete(col_9489) = 0.2774 bits\n",
"AIS_Discrete(col_9490) = 0.1181 bits\n",
"AIS_Discrete(col_9491) = 0.2774 bits\n",
"AIS_Discrete(col_9492) = 0.1064 bits\n",
"AIS_Discrete(col_9493) = 0.2654 bits\n",
"AIS_Discrete(col_9494) = 0.1025 bits\n",
"AIS_Discrete(col_9495) = 0.2496 bits\n",
"AIS_Discrete(col_9496) = 0.1025 bits\n",
"AIS_Discrete(col_9497) = 0.2913 bits\n",
"AIS_Discrete(col_9498) = 0.0969 bits\n",
"AIS_Discrete(col_9499) = 0.3049 bits\n",
"AIS_Discrete(col_9500) = 0.0950 bits\n",
"AIS_Discrete(col_9501) = 0.3050 bits\n",
"AIS_Discrete(col_9502) = 0.0932 bits\n",
"AIS_Discrete(col_9503) = 0.3230 bits\n",
"AIS_Discrete(col_9504) = 0.0879 bits\n",
"AIS_Discrete(col_9505) = 0.3125 bits\n",
"AIS_Discrete(col_9506) = 0.0731 bits\n",
"AIS_Discrete(col_9507) = 0.3307 bits\n",
"AIS_Discrete(col_9508) = 0.0779 bits\n",
"AIS_Discrete(col_9509) = 0.3651 bits\n",
"AIS_Discrete(col_9510) = 0.0731 bits\n",
"AIS_Discrete(col_9511) = 0.3731 bits\n",
"AIS_Discrete(col_9512) = 0.0700 bits\n",
"AIS_Discrete(col_9513) = 0.3772 bits\n",
"AIS_Discrete(col_9514) = 0.0654 bits\n",
"AIS_Discrete(col_9515) = 0.3937 bits\n",
"AIS_Discrete(col_9516) = 0.0654 bits\n",
"AIS_Discrete(col_9517) = 0.3979 bits\n",
"AIS_Discrete(col_9518) = 0.0596 bits\n",
"AIS_Discrete(col_9519) = 0.2246 bits\n",
"AIS_Discrete(col_9520) = 0.0671 bits\n",
"AIS_Discrete(col_9521) = 0.1940 bits\n",
"AIS_Discrete(col_9522) = 0.1516 bits\n",
"AIS_Discrete(col_9523) = 0.1430 bits\n",
"AIS_Discrete(col_9524) = 0.1659 bits\n",
"AIS_Discrete(col_9525) = 0.1020 bits\n",
"AIS_Discrete(col_9526) = 0.1807 bits\n",
"AIS_Discrete(col_9527) = 0.0853 bits\n",
"AIS_Discrete(col_9528) = 0.1839 bits\n",
"AIS_Discrete(col_9529) = 0.0730 bits\n",
"AIS_Discrete(col_9530) = 0.2171 bits\n",
"AIS_Discrete(col_9531) = 0.0833 bits\n",
"AIS_Discrete(col_9532) = 0.2893 bits\n",
"AIS_Discrete(col_9533) = 0.0718 bits\n",
"AIS_Discrete(col_9534) = 0.2967 bits\n",
"AIS_Discrete(col_9535) = 0.0579 bits\n",
"AIS_Discrete(col_9536) = 0.2615 bits\n",
"AIS_Discrete(col_9537) = 0.0648 bits\n",
"AIS_Discrete(col_9538) = 0.2992 bits\n",
"AIS_Discrete(col_9539) = 0.0830 bits\n",
"AIS_Discrete(col_9540) = 0.3085 bits\n",
"AIS_Discrete(col_9541) = 0.0950 bits\n",
"AIS_Discrete(col_9542) = 0.3266 bits\n",
"AIS_Discrete(col_9543) = 0.0915 bits\n",
"AIS_Discrete(col_9544) = 0.2913 bits\n",
"AIS_Discrete(col_9545) = 0.0897 bits\n",
"AIS_Discrete(col_9546) = 0.3085 bits\n",
"AIS_Discrete(col_9547) = 0.0987 bits\n",
"AIS_Discrete(col_9548) = 0.2980 bits\n",
"AIS_Discrete(col_9549) = 0.0951 bits\n",
"AIS_Discrete(col_9550) = 0.2744 bits\n",
"AIS_Discrete(col_9551) = 0.1082 bits\n",
"AIS_Discrete(col_9552) = 0.2979 bits\n",
"AIS_Discrete(col_9553) = 0.1121 bits\n",
"AIS_Discrete(col_9554) = 0.2841 bits\n",
"AIS_Discrete(col_9555) = 0.1141 bits\n",
"AIS_Discrete(col_9556) = 0.2709 bits\n",
"AIS_Discrete(col_9557) = 0.1141 bits\n",
"AIS_Discrete(col_9558) = 0.2676 bits\n",
"AIS_Discrete(col_9559) = 0.1181 bits\n",
"AIS_Discrete(col_9560) = 0.2643 bits\n",
"AIS_Discrete(col_9561) = 0.1285 bits\n",
"AIS_Discrete(col_9562) = 0.2643 bits\n",
"AIS_Discrete(col_9563) = 0.1307 bits\n",
"AIS_Discrete(col_9564) = 0.2484 bits\n",
"AIS_Discrete(col_9565) = 0.1350 bits\n",
"AIS_Discrete(col_9566) = 0.2453 bits\n",
"AIS_Discrete(col_9567) = 0.1417 bits\n",
"AIS_Discrete(col_9568) = 0.2392 bits\n",
"AIS_Discrete(col_9569) = 0.1417 bits\n",
"AIS_Discrete(col_9570) = 0.2273 bits\n",
"AIS_Discrete(col_9571) = 0.1463 bits\n",
"AIS_Discrete(col_9572) = 0.2128 bits\n",
"AIS_Discrete(col_9573) = 0.1486 bits\n",
"AIS_Discrete(col_9574) = 0.2072 bits\n",
"AIS_Discrete(col_9575) = 0.1580 bits\n",
"AIS_Discrete(col_9576) = 0.1988 bits\n",
"AIS_Discrete(col_9577) = 0.1652 bits\n",
"AIS_Discrete(col_9578) = 0.1910 bits\n",
"AIS_Discrete(col_9579) = 0.1777 bits\n",
"AIS_Discrete(col_9580) = 0.1961 bits\n",
"AIS_Discrete(col_9581) = 0.1854 bits\n",
"AIS_Discrete(col_9582) = 0.1703 bits\n",
"AIS_Discrete(col_9583) = 0.1518 bits\n",
"AIS_Discrete(col_9584) = 0.1866 bits\n",
"AIS_Discrete(col_9585) = 0.0860 bits\n",
"AIS_Discrete(col_9586) = 0.2190 bits\n",
"AIS_Discrete(col_9587) = 0.0528 bits\n",
"AIS_Discrete(col_9588) = 0.2903 bits\n",
"AIS_Discrete(col_9589) = 0.0544 bits\n",
"AIS_Discrete(col_9590) = 0.2860 bits\n",
"AIS_Discrete(col_9591) = 0.0668 bits\n",
"AIS_Discrete(col_9592) = 0.2134 bits\n",
"AIS_Discrete(col_9593) = 0.0806 bits\n",
"AIS_Discrete(col_9594) = 0.1821 bits\n",
"AIS_Discrete(col_9595) = 0.0841 bits\n",
"AIS_Discrete(col_9596) = 0.1534 bits\n",
"AIS_Discrete(col_9597) = 0.1091 bits\n",
"AIS_Discrete(col_9598) = 0.1664 bits\n",
"AIS_Discrete(col_9599) = 0.1712 bits\n",
"AIS_Discrete(col_9600) = 0.1467 bits\n",
"AIS_Discrete(col_9601) = 0.1866 bits\n",
"AIS_Discrete(col_9602) = 0.1444 bits\n",
"AIS_Discrete(col_9603) = 0.1991 bits\n",
"AIS_Discrete(col_9604) = 0.1556 bits\n",
"AIS_Discrete(col_9605) = 0.2100 bits\n",
"AIS_Discrete(col_9606) = 0.1485 bits\n",
"AIS_Discrete(col_9607) = 0.2017 bits\n",
"AIS_Discrete(col_9608) = 0.1558 bits\n",
"AIS_Discrete(col_9609) = 0.1389 bits\n",
"AIS_Discrete(col_9610) = 0.1470 bits\n",
"AIS_Discrete(col_9611) = 0.1124 bits\n",
"AIS_Discrete(col_9612) = 0.1368 bits\n",
"AIS_Discrete(col_9613) = 0.0688 bits\n",
"AIS_Discrete(col_9614) = 0.1258 bits\n",
"AIS_Discrete(col_9615) = 0.0833 bits\n",
"AIS_Discrete(col_9616) = 0.1250 bits\n",
"AIS_Discrete(col_9617) = 0.0888 bits\n",
"AIS_Discrete(col_9618) = 0.1429 bits\n",
"AIS_Discrete(col_9619) = 0.1395 bits\n",
"AIS_Discrete(col_9620) = 0.2331 bits\n",
"AIS_Discrete(col_9621) = 0.1439 bits\n",
"AIS_Discrete(col_9622) = 0.2302 bits\n",
"AIS_Discrete(col_9623) = 0.1329 bits\n",
"AIS_Discrete(col_9624) = 0.2105 bits\n",
"AIS_Discrete(col_9625) = 0.1312 bits\n",
"AIS_Discrete(col_9626) = 0.1580 bits\n",
"AIS_Discrete(col_9627) = 0.1267 bits\n",
"AIS_Discrete(col_9628) = 0.0958 bits\n",
"AIS_Discrete(col_9629) = 0.1562 bits\n",
"AIS_Discrete(col_9630) = 0.0738 bits\n",
"AIS_Discrete(col_9631) = 0.2019 bits\n",
"AIS_Discrete(col_9632) = 0.0906 bits\n",
"AIS_Discrete(col_9633) = 0.2132 bits\n",
"AIS_Discrete(col_9634) = 0.0762 bits\n",
"AIS_Discrete(col_9635) = 0.1562 bits\n",
"AIS_Discrete(col_9636) = 0.1121 bits\n",
"AIS_Discrete(col_9637) = 0.1735 bits\n",
"AIS_Discrete(col_9638) = 0.1447 bits\n",
"AIS_Discrete(col_9639) = 0.1054 bits\n",
"AIS_Discrete(col_9640) = 0.1696 bits\n",
"AIS_Discrete(col_9641) = 0.0807 bits\n",
"AIS_Discrete(col_9642) = 0.2129 bits\n",
"AIS_Discrete(col_9643) = 0.0574 bits\n",
"AIS_Discrete(col_9644) = 0.2001 bits\n",
"AIS_Discrete(col_9645) = 0.0998 bits\n",
"AIS_Discrete(col_9646) = 0.1624 bits\n",
"AIS_Discrete(col_9647) = 0.1107 bits\n",
"AIS_Discrete(col_9648) = 0.0997 bits\n",
"AIS_Discrete(col_9649) = 0.1351 bits\n",
"AIS_Discrete(col_9650) = 0.0950 bits\n",
"AIS_Discrete(col_9651) = 0.1462 bits\n",
"AIS_Discrete(col_9652) = 0.0616 bits\n",
"AIS_Discrete(col_9653) = 0.1496 bits\n",
"AIS_Discrete(col_9654) = 0.0748 bits\n",
"AIS_Discrete(col_9655) = 0.2245 bits\n",
"AIS_Discrete(col_9656) = 0.0971 bits\n",
"AIS_Discrete(col_9657) = 0.2300 bits\n",
"AIS_Discrete(col_9658) = 0.0989 bits\n",
"AIS_Discrete(col_9659) = 0.2499 bits\n",
"AIS_Discrete(col_9660) = 0.1025 bits\n",
"AIS_Discrete(col_9661) = 0.2712 bits\n",
"AIS_Discrete(col_9662) = 0.1025 bits\n",
"AIS_Discrete(col_9663) = 0.2710 bits\n",
"AIS_Discrete(col_9664) = 0.0956 bits\n",
"AIS_Discrete(col_9665) = 0.2323 bits\n",
"AIS_Discrete(col_9666) = 0.0956 bits\n",
"AIS_Discrete(col_9667) = 0.2047 bits\n",
"AIS_Discrete(col_9668) = 0.0994 bits\n",
"AIS_Discrete(col_9669) = 0.1714 bits\n",
"AIS_Discrete(col_9670) = 0.1267 bits\n",
"AIS_Discrete(col_9671) = 0.1091 bits\n",
"AIS_Discrete(col_9672) = 0.1617 bits\n",
"AIS_Discrete(col_9673) = 0.0766 bits\n",
"AIS_Discrete(col_9674) = 0.2452 bits\n",
"AIS_Discrete(col_9675) = 0.0400 bits\n",
"AIS_Discrete(col_9676) = 0.1829 bits\n",
"AIS_Discrete(col_9677) = 0.0429 bits\n",
"AIS_Discrete(col_9678) = 0.2158 bits\n",
"AIS_Discrete(col_9679) = 0.0963 bits\n",
"AIS_Discrete(col_9680) = 0.2002 bits\n",
"AIS_Discrete(col_9681) = 0.1183 bits\n",
"AIS_Discrete(col_9682) = 0.1434 bits\n",
"AIS_Discrete(col_9683) = 0.1554 bits\n",
"AIS_Discrete(col_9684) = 0.1280 bits\n",
"AIS_Discrete(col_9685) = 0.1908 bits\n",
"AIS_Discrete(col_9686) = 0.0695 bits\n",
"AIS_Discrete(col_9687) = 0.2165 bits\n",
"AIS_Discrete(col_9688) = 0.0509 bits\n",
"AIS_Discrete(col_9689) = 0.2807 bits\n",
"AIS_Discrete(col_9690) = 0.0582 bits\n",
"AIS_Discrete(col_9691) = 0.2022 bits\n",
"AIS_Discrete(col_9692) = 0.0758 bits\n",
"AIS_Discrete(col_9693) = 0.1682 bits\n",
"AIS_Discrete(col_9694) = 0.1175 bits\n",
"AIS_Discrete(col_9695) = 0.1057 bits\n",
"AIS_Discrete(col_9696) = 0.1350 bits\n",
"AIS_Discrete(col_9697) = 0.1326 bits\n",
"AIS_Discrete(col_9698) = 0.1753 bits\n",
"AIS_Discrete(col_9699) = 0.1212 bits\n",
"AIS_Discrete(col_9700) = 0.1260 bits\n",
"AIS_Discrete(col_9701) = 0.0517 bits\n",
"AIS_Discrete(col_9702) = 0.1416 bits\n",
"AIS_Discrete(col_9703) = 0.0664 bits\n",
"AIS_Discrete(col_9704) = 0.2138 bits\n",
"AIS_Discrete(col_9705) = 0.0885 bits\n",
"AIS_Discrete(col_9706) = 0.1751 bits\n",
"AIS_Discrete(col_9707) = 0.1329 bits\n",
"AIS_Discrete(col_9708) = 0.1667 bits\n",
"AIS_Discrete(col_9709) = 0.1293 bits\n",
"AIS_Discrete(col_9710) = 0.1580 bits\n",
"AIS_Discrete(col_9711) = 0.1121 bits\n",
"AIS_Discrete(col_9712) = 0.1694 bits\n",
"AIS_Discrete(col_9713) = 0.1570 bits\n",
"AIS_Discrete(col_9714) = 0.1077 bits\n",
"AIS_Discrete(col_9715) = 0.1682 bits\n",
"AIS_Discrete(col_9716) = 0.0930 bits\n",
"AIS_Discrete(col_9717) = 0.1233 bits\n",
"AIS_Discrete(col_9718) = 0.0634 bits\n",
"AIS_Discrete(col_9719) = 0.1496 bits\n",
"AIS_Discrete(col_9720) = 0.0685 bits\n",
"AIS_Discrete(col_9721) = 0.1970 bits\n",
"AIS_Discrete(col_9722) = 0.1070 bits\n",
"AIS_Discrete(col_9723) = 0.2165 bits\n",
"AIS_Discrete(col_9724) = 0.1417 bits\n",
"AIS_Discrete(col_9725) = 0.1996 bits\n",
"AIS_Discrete(col_9726) = 0.1462 bits\n",
"AIS_Discrete(col_9727) = 0.2361 bits\n",
"AIS_Discrete(col_9728) = 0.1109 bits\n",
"AIS_Discrete(col_9729) = 0.2331 bits\n",
"AIS_Discrete(col_9730) = 0.1485 bits\n",
"AIS_Discrete(col_9731) = 0.2272 bits\n",
"AIS_Discrete(col_9732) = 0.1373 bits\n",
"AIS_Discrete(col_9733) = 0.2214 bits\n",
"AIS_Discrete(col_9734) = 0.1508 bits\n",
"AIS_Discrete(col_9735) = 0.2331 bits\n",
"AIS_Discrete(col_9736) = 0.1439 bits\n",
"AIS_Discrete(col_9737) = 0.2158 bits\n",
"AIS_Discrete(col_9738) = 0.1225 bits\n",
"AIS_Discrete(col_9739) = 0.2392 bits\n",
"AIS_Discrete(col_9740) = 0.1350 bits\n",
"AIS_Discrete(col_9741) = 0.1737 bits\n",
"AIS_Discrete(col_9742) = 0.1367 bits\n",
"AIS_Discrete(col_9743) = 0.1613 bits\n",
"AIS_Discrete(col_9744) = 0.1451 bits\n",
"AIS_Discrete(col_9745) = 0.0954 bits\n",
"AIS_Discrete(col_9746) = 0.1363 bits\n",
"AIS_Discrete(col_9747) = 0.0863 bits\n",
"AIS_Discrete(col_9748) = 0.1740 bits\n",
"AIS_Discrete(col_9749) = 0.0911 bits\n",
"AIS_Discrete(col_9750) = 0.1514 bits\n",
"AIS_Discrete(col_9751) = 0.0938 bits\n",
"AIS_Discrete(col_9752) = 0.1647 bits\n",
"AIS_Discrete(col_9753) = 0.1151 bits\n",
"AIS_Discrete(col_9754) = 0.1831 bits\n",
"AIS_Discrete(col_9755) = 0.1149 bits\n",
"AIS_Discrete(col_9756) = 0.0938 bits\n",
"AIS_Discrete(col_9757) = 0.1405 bits\n",
"AIS_Discrete(col_9758) = 0.1306 bits\n",
"AIS_Discrete(col_9759) = 0.1306 bits\n",
"AIS_Discrete(col_9760) = 0.0793 bits\n",
"AIS_Discrete(col_9761) = 0.1365 bits\n",
"AIS_Discrete(col_9762) = 0.0882 bits\n",
"AIS_Discrete(col_9763) = 0.1570 bits\n",
"AIS_Discrete(col_9764) = 0.1025 bits\n",
"AIS_Discrete(col_9765) = 0.1592 bits\n",
"AIS_Discrete(col_9766) = 0.1290 bits\n",
"AIS_Discrete(col_9767) = 0.1799 bits\n",
"AIS_Discrete(col_9768) = 0.1085 bits\n",
"AIS_Discrete(col_9769) = 0.1455 bits\n",
"AIS_Discrete(col_9770) = 0.1095 bits\n",
"AIS_Discrete(col_9771) = 0.1476 bits\n",
"AIS_Discrete(col_9772) = 0.1310 bits\n",
"AIS_Discrete(col_9773) = 0.1164 bits\n",
"AIS_Discrete(col_9774) = 0.1401 bits\n",
"AIS_Discrete(col_9775) = 0.0944 bits\n",
"AIS_Discrete(col_9776) = 0.1481 bits\n",
"AIS_Discrete(col_9777) = 0.0806 bits\n",
"AIS_Discrete(col_9778) = 0.1717 bits\n",
"AIS_Discrete(col_9779) = 0.0762 bits\n",
"AIS_Discrete(col_9780) = 0.2001 bits\n",
"AIS_Discrete(col_9781) = 0.0841 bits\n",
"AIS_Discrete(col_9782) = 0.1983 bits\n",
"AIS_Discrete(col_9783) = 0.1064 bits\n",
"AIS_Discrete(col_9784) = 0.1614 bits\n",
"AIS_Discrete(col_9785) = 0.1231 bits\n",
"AIS_Discrete(col_9786) = 0.1057 bits\n",
"AIS_Discrete(col_9787) = 0.1284 bits\n",
"AIS_Discrete(col_9788) = 0.0808 bits\n",
"AIS_Discrete(col_9789) = 0.1696 bits\n",
"AIS_Discrete(col_9790) = 0.0555 bits\n",
"AIS_Discrete(col_9791) = 0.1931 bits\n",
"AIS_Discrete(col_9792) = 0.0617 bits\n",
"AIS_Discrete(col_9793) = 0.2623 bits\n",
"AIS_Discrete(col_9794) = 0.0880 bits\n",
"AIS_Discrete(col_9795) = 0.3017 bits\n",
"AIS_Discrete(col_9796) = 0.0829 bits\n",
"AIS_Discrete(col_9797) = 0.2576 bits\n",
"AIS_Discrete(col_9798) = 0.0823 bits\n",
"AIS_Discrete(col_9799) = 0.2032 bits\n",
"AIS_Discrete(col_9800) = 0.1000 bits\n",
"AIS_Discrete(col_9801) = 0.1795 bits\n",
"AIS_Discrete(col_9802) = 0.1318 bits\n",
"AIS_Discrete(col_9803) = 0.1573 bits\n",
"AIS_Discrete(col_9804) = 0.1621 bits\n",
"AIS_Discrete(col_9805) = 0.1557 bits\n",
"AIS_Discrete(col_9806) = 0.1912 bits\n",
"AIS_Discrete(col_9807) = 0.0930 bits\n",
"AIS_Discrete(col_9808) = 0.1525 bits\n",
"AIS_Discrete(col_9809) = 0.0478 bits\n",
"AIS_Discrete(col_9810) = 0.1866 bits\n",
"AIS_Discrete(col_9811) = 0.0549 bits\n",
"AIS_Discrete(col_9812) = 0.2473 bits\n",
"AIS_Discrete(col_9813) = 0.0779 bits\n",
"AIS_Discrete(col_9814) = 0.3266 bits\n",
"AIS_Discrete(col_9815) = 0.0718 bits\n",
"AIS_Discrete(col_9816) = 0.3193 bits\n",
"AIS_Discrete(col_9817) = 0.0950 bits\n",
"AIS_Discrete(col_9818) = 0.2979 bits\n",
"AIS_Discrete(col_9819) = 0.1082 bits\n",
"AIS_Discrete(col_9820) = 0.2613 bits\n",
"AIS_Discrete(col_9821) = 0.1101 bits\n",
"AIS_Discrete(col_9822) = 0.2068 bits\n",
"AIS_Discrete(col_9823) = 0.0732 bits\n",
"AIS_Discrete(col_9824) = 0.2440 bits\n",
"AIS_Discrete(col_9825) = 0.0687 bits\n",
"AIS_Discrete(col_9826) = 0.2378 bits\n",
"AIS_Discrete(col_9827) = 0.0713 bits\n",
"AIS_Discrete(col_9828) = 0.2224 bits\n",
"AIS_Discrete(col_9829) = 0.0720 bits\n",
"AIS_Discrete(col_9830) = 0.0865 bits\n",
"AIS_Discrete(col_9831) = 0.0916 bits\n",
"AIS_Discrete(col_9832) = 0.0762 bits\n",
"AIS_Discrete(col_9833) = 0.1880 bits\n",
"AIS_Discrete(col_9834) = 0.0966 bits\n",
"AIS_Discrete(col_9835) = 0.2192 bits\n",
"AIS_Discrete(col_9836) = 0.1329 bits\n",
"AIS_Discrete(col_9837) = 0.2362 bits\n",
"AIS_Discrete(col_9838) = 0.1485 bits\n",
"AIS_Discrete(col_9839) = 0.2184 bits\n",
"AIS_Discrete(col_9840) = 0.1487 bits\n",
"AIS_Discrete(col_9841) = 0.1660 bits\n",
"AIS_Discrete(col_9842) = 0.1702 bits\n",
"AIS_Discrete(col_9843) = 0.1638 bits\n",
"AIS_Discrete(col_9844) = 0.1367 bits\n",
"AIS_Discrete(col_9845) = 0.1054 bits\n",
"AIS_Discrete(col_9846) = 0.1225 bits\n",
"AIS_Discrete(col_9847) = 0.1049 bits\n",
"AIS_Discrete(col_9848) = 0.2117 bits\n",
"AIS_Discrete(col_9849) = 0.1206 bits\n",
"AIS_Discrete(col_9850) = 0.0959 bits\n",
"AIS_Discrete(col_9851) = 0.1162 bits\n",
"AIS_Discrete(col_9852) = 0.0599 bits\n",
"AIS_Discrete(col_9853) = 0.1791 bits\n",
"AIS_Discrete(col_9854) = 0.0792 bits\n",
"AIS_Discrete(col_9855) = 0.2187 bits\n",
"AIS_Discrete(col_9856) = 0.1186 bits\n",
"AIS_Discrete(col_9857) = 0.2363 bits\n",
"AIS_Discrete(col_9858) = 0.1244 bits\n",
"AIS_Discrete(col_9859) = 0.2485 bits\n",
"AIS_Discrete(col_9860) = 0.1181 bits\n",
"AIS_Discrete(col_9861) = 0.2741 bits\n",
"AIS_Discrete(col_9862) = 0.1101 bits\n",
"AIS_Discrete(col_9863) = 0.2808 bits\n",
"AIS_Discrete(col_9864) = 0.1062 bits\n",
"AIS_Discrete(col_9865) = 0.2593 bits\n",
"AIS_Discrete(col_9866) = 0.0724 bits\n",
"AIS_Discrete(col_9867) = 0.2121 bits\n",
"AIS_Discrete(col_9868) = 0.1121 bits\n",
"AIS_Discrete(col_9869) = 0.2584 bits\n",
"AIS_Discrete(col_9870) = 0.1027 bits\n",
"AIS_Discrete(col_9871) = 0.2529 bits\n",
"AIS_Discrete(col_9872) = 0.0785 bits\n",
"AIS_Discrete(col_9873) = 0.3056 bits\n",
"AIS_Discrete(col_9874) = 0.0845 bits\n",
"AIS_Discrete(col_9875) = 0.3341 bits\n",
"AIS_Discrete(col_9876) = 0.0845 bits\n",
"AIS_Discrete(col_9877) = 0.3267 bits\n",
"AIS_Discrete(col_9878) = 0.0779 bits\n",
"AIS_Discrete(col_9879) = 0.2576 bits\n",
"AIS_Discrete(col_9880) = 0.0528 bits\n",
"AIS_Discrete(col_9881) = 0.1675 bits\n",
"AIS_Discrete(col_9882) = 0.0848 bits\n",
"AIS_Discrete(col_9883) = 0.1276 bits\n",
"AIS_Discrete(col_9884) = 0.0892 bits\n",
"AIS_Discrete(col_9885) = 0.0445 bits\n",
"AIS_Discrete(col_9886) = 0.1442 bits\n",
"AIS_Discrete(col_9887) = 0.0747 bits\n",
"AIS_Discrete(col_9888) = 0.3343 bits\n",
"AIS_Discrete(col_9889) = 0.0762 bits\n",
"AIS_Discrete(col_9890) = 0.3419 bits\n",
"AIS_Discrete(col_9891) = 0.0715 bits\n",
"AIS_Discrete(col_9892) = 0.3459 bits\n",
"AIS_Discrete(col_9893) = 0.0640 bits\n",
"AIS_Discrete(col_9894) = 0.3691 bits\n",
"AIS_Discrete(col_9895) = 0.0640 bits\n",
"AIS_Discrete(col_9896) = 0.3693 bits\n",
"AIS_Discrete(col_9897) = 0.0596 bits\n",
"AIS_Discrete(col_9898) = 0.3095 bits\n",
"AIS_Discrete(col_9899) = 0.0550 bits\n",
"AIS_Discrete(col_9900) = 0.2122 bits\n",
"AIS_Discrete(col_9901) = 0.0557 bits\n",
"AIS_Discrete(col_9902) = 0.1329 bits\n",
"AIS_Discrete(col_9903) = 0.1081 bits\n",
"AIS_Discrete(col_9904) = 0.0881 bits\n",
"AIS_Discrete(col_9905) = 0.1760 bits\n",
"AIS_Discrete(col_9906) = 0.0536 bits\n",
"AIS_Discrete(col_9907) = 0.2477 bits\n",
"AIS_Discrete(col_9908) = 0.0569 bits\n",
"AIS_Discrete(col_9909) = 0.2915 bits\n",
"AIS_Discrete(col_9910) = 0.0715 bits\n",
"AIS_Discrete(col_9911) = 0.3138 bits\n",
"AIS_Discrete(col_9912) = 0.0538 bits\n",
"AIS_Discrete(col_9913) = 0.2727 bits\n",
"AIS_Discrete(col_9914) = 0.0505 bits\n",
"AIS_Discrete(col_9915) = 0.2884 bits\n",
"AIS_Discrete(col_9916) = 0.0748 bits\n",
"AIS_Discrete(col_9917) = 0.2988 bits\n",
"AIS_Discrete(col_9918) = 0.0735 bits\n",
"AIS_Discrete(col_9919) = 0.2912 bits\n",
"AIS_Discrete(col_9920) = 0.0848 bits\n",
"AIS_Discrete(col_9921) = 0.2744 bits\n",
"AIS_Discrete(col_9922) = 0.0954 bits\n",
"AIS_Discrete(col_9923) = 0.2556 bits\n",
"AIS_Discrete(col_9924) = 0.1066 bits\n",
"AIS_Discrete(col_9925) = 0.2195 bits\n",
"AIS_Discrete(col_9926) = 0.0885 bits\n",
"AIS_Discrete(col_9927) = 0.1937 bits\n",
"AIS_Discrete(col_9928) = 0.0773 bits\n",
"AIS_Discrete(col_9929) = 0.2526 bits\n",
"AIS_Discrete(col_9930) = 0.0774 bits\n",
"AIS_Discrete(col_9931) = 0.2260 bits\n",
"AIS_Discrete(col_9932) = 0.1124 bits\n",
"AIS_Discrete(col_9933) = 0.2395 bits\n",
"AIS_Discrete(col_9934) = 0.1036 bits\n",
"AIS_Discrete(col_9935) = 0.2121 bits\n",
"AIS_Discrete(col_9936) = 0.1222 bits\n",
"AIS_Discrete(col_9937) = 0.2455 bits\n",
"AIS_Discrete(col_9938) = 0.1244 bits\n",
"AIS_Discrete(col_9939) = 0.2218 bits\n",
"AIS_Discrete(col_9940) = 0.1417 bits\n",
"AIS_Discrete(col_9941) = 0.2129 bits\n",
"AIS_Discrete(col_9942) = 0.1531 bits\n",
"AIS_Discrete(col_9943) = 0.2044 bits\n",
"AIS_Discrete(col_9944) = 0.1556 bits\n",
"AIS_Discrete(col_9945) = 0.1206 bits\n",
"AIS_Discrete(col_9946) = 0.0897 bits\n",
"AIS_Discrete(col_9947) = 0.0879 bits\n",
"AIS_Discrete(col_9948) = 0.0973 bits\n",
"AIS_Discrete(col_9949) = 0.1025 bits\n",
"AIS_Discrete(col_9950) = 0.1067 bits\n",
"AIS_Discrete(col_9951) = 0.0721 bits\n",
"AIS_Discrete(col_9952) = 0.1000 bits\n",
"AIS_Discrete(col_9953) = 0.0927 bits\n",
"AIS_Discrete(col_9954) = 0.1197 bits\n",
"AIS_Discrete(col_9955) = 0.1827 bits\n",
"AIS_Discrete(col_9956) = 0.1463 bits\n",
"AIS_Discrete(col_9957) = 0.1886 bits\n",
"AIS_Discrete(col_9958) = 0.1677 bits\n",
"AIS_Discrete(col_9959) = 0.1828 bits\n",
"AIS_Discrete(col_9960) = 0.1518 bits\n",
"AIS_Discrete(col_9961) = 0.1350 bits\n",
"AIS_Discrete(col_9962) = 0.1325 bits\n",
"AIS_Discrete(col_9963) = 0.1538 bits\n",
"AIS_Discrete(col_9964) = 0.1593 bits\n",
"AIS_Discrete(col_9965) = 0.1570 bits\n",
"AIS_Discrete(col_9966) = 0.1559 bits\n",
"AIS_Discrete(col_9967) = 0.1912 bits\n",
"AIS_Discrete(col_9968) = 0.1467 bits\n",
"AIS_Discrete(col_9969) = 0.1891 bits\n",
"AIS_Discrete(col_9970) = 0.1316 bits\n",
"AIS_Discrete(col_9971) = 0.1897 bits\n",
"AIS_Discrete(col_9972) = 0.1290 bits\n",
"AIS_Discrete(col_9973) = 0.2110 bits\n",
"AIS_Discrete(col_9974) = 0.1208 bits\n",
"AIS_Discrete(col_9975) = 0.2110 bits\n",
"AIS_Discrete(col_9976) = 0.1226 bits\n",
"AIS_Discrete(col_9977) = 0.2005 bits\n",
"AIS_Discrete(col_9978) = 0.1168 bits\n",
"AIS_Discrete(col_9979) = 0.1769 bits\n",
"AIS_Discrete(col_9980) = 0.1149 bits\n",
"AIS_Discrete(col_9981) = 0.2225 bits\n",
"AIS_Discrete(col_9982) = 0.1128 bits\n",
"AIS_Discrete(col_9983) = 0.2225 bits\n",
"AIS_Discrete(col_9984) = 0.1072 bits\n",
"AIS_Discrete(col_9985) = 0.2253 bits\n",
"AIS_Discrete(col_9986) = 0.1089 bits\n",
"AIS_Discrete(col_9987) = 0.2174 bits\n",
"AIS_Discrete(col_9988) = 0.1091 bits\n",
"AIS_Discrete(col_9989) = 0.2113 bits\n",
"AIS_Discrete(col_9990) = 0.1188 bits\n",
"AIS_Discrete(col_9991) = 0.1433 bits\n",
"AIS_Discrete(col_9992) = 0.1315 bits\n",
"AIS_Discrete(col_9993) = 0.1376 bits\n",
"AIS_Discrete(col_9994) = 0.1973 bits\n",
"AIS_Discrete(col_9995) = 0.1229 bits\n",
"AIS_Discrete(col_9996) = 0.2084 bits\n",
"AIS_Discrete(col_9997) = 0.1153 bits\n",
"AIS_Discrete(col_9998) = 0.2117 bits\n",
"AIS_Discrete(col_9999) = 0.1186 bits\n"
]
}
],
"source": [
"# Paste the code loading and analysing the data here:\n",
"\n",
"# 0. Load/prepare the data:\n",
"dataRaw = readIntsFile.readIntsFile(\"/home/joseph/TeachingPlayground/CSYS5030/Week10/ca54.txt\")\n",
"# As numpy array:\n",
"data = numpy.array(dataRaw)\n",
"# 1. Construct the calculator:\n",
"calcClass = JPackage(\"infodynamics.measures.discrete\").ActiveInformationCalculatorDiscrete\n",
"calc = calcClass(2, 1)\n",
"# 2. No other properties to set for discrete calculators.\n",
"\n",
"# Compute for all variables:\n",
"for v in range(10000):\n",
" # For each variable:\n",
" variable = JArray(JInt, 1)(data[:, v].tolist())\n",
"\n",
" # 3. Initialise the calculator for (re-)use:\n",
" calc.initialise()\n",
" # 4. Supply the sample data:\n",
" calc.addObservations(variable)\n",
" # 5. Compute the estimate:\n",
" result = calc.computeAverageLocalOfObservations()\n",
"\n",
" print(\"AIS_Discrete(col_%d) = %.4f bits\" %\\\n",
" (v, result))\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "bb2be91e-9e5f-4a87-b29f-792ed89a37fb",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# This code block plots a sample of 100 time steps for 100 cells of the CA:\n",
"import matplotlib.pyplot as plt\n",
"plt.imshow(data[:99,:99]) # Plotting the first 100 time steps for first 100 cells\n",
"plt.xlabel('cells');\n",
"plt.ylabel('timestep');\n",
"cbar = plt.colorbar()\n",
"cbar.set_label('CA values');"
]
},
{
"cell_type": "markdown",
"id": "85cb1f19-8315-4e38-b38c-183ac26a0c27",
"metadata": {},
"source": [
"3. Examine how the code is computing the AIS for each cell in the CA. Now run the code cells above. Notice the calculation for each CA cell printed above, and notice the variance in these. We would get a much more accurate result if we could make an AIS estimation by pooling all of the samples for the different CA cells together. Reflect on why pooling the samples for technically different time-series processes is valid here, and think of a data set where it would not be a valid approach.\n",
"4. Change the code -- perhaps copy a new version into the cell below and change that -- so that, instead of making a separate calculation for each cell, we make one calculation where the samples from all cells are used together. _Hint_: think of which calculation steps should remain inside the loop over variables, and which should now go outside (before or after) -- you can go back to the flow chart for how to use the JIDT estimators in the *Introduction to JIDT lecture*. When you print the final result of the calculation using samples from all variables, also check the number of samples that were used via `calc.getNumObservations()`, which should report a number of observations consistent with having used all of the samples from all cells. If it still reports 599, obviously you've only used samples from one cell. Run the code -- your final answer (if using the sample data set) should be 0.1426 bits."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3d3925e8-d81f-4fb2-b2a6-c16b4825c4f8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AIS_Discrete(5990000 samples from all cells) = 0.1426 bits\n"
]
}
],
"source": [
"# Paste the code to start to pool the samples together here:\n",
"\n",
"# 0. Load/prepare the data:\n",
"dataRaw = readIntsFile.readIntsFile(\"/home/joseph/TeachingPlayground/CSYS5030/Week10/ca54.txt\")\n",
"# As numpy array:\n",
"data = numpy.array(dataRaw)\n",
"# 1. Construct the calculator:\n",
"calcClass = JPackage(\"infodynamics.measures.discrete\").ActiveInformationCalculatorDiscrete\n",
"calc = calcClass(2, 1)\n",
"# 2. No other properties to set for discrete calculators.\n",
"\n",
"# 3. Initialise the calculator for (re-)use:\n",
"calc.initialise()\n",
"\n",
"# Compute for all variables in a single calculation:\n",
"for v in range(10000):\n",
" # For each variable:\n",
" variable = JArray(JInt, 1)(data[:, v].tolist())\n",
"\n",
" # 4. Supply the sample data:\n",
" calc.addObservations(variable)\n",
"\n",
"# 5. Compute the estimate:\n",
"result = calc.computeAverageLocalOfObservations()\n",
"print(\"AIS_Discrete(%d samples from all cells) = %.4f bits\" %\\\n",
" (calc.getNumObservations(), result))\n"
]
},
{
"cell_type": "markdown",
"id": "ed0610bb-cb0e-4b1a-b94b-888c5b3f7e3f",
"metadata": {},
"source": [
"5. Now, we want to work out the most appropriate value of the history embedding `k` to use via the maximum bias-corrected AIS. JIDT doesn't yet offer an automated way of doing this for AIS Discrete, so we'll do it manually (in any case, this is instructive for us in seeing how an automated approach works). \n",
" First take a copy of your code pooling the samples above, and paste it into the code cell below. Then:\n",
" 1. Add a loop (after loading in the data) over the rest of the calculation, looping over values of `k` from 1 to 20.\n",
" 2. Supply your new value of k to the JIDT estimator. To see how if you're not sure, go back to the AutoAnalyser, change the `k` parameter, generate the code and see where the new value is inserted.\n",
" 3. Change the print statement for your results to include `k` as well.\n",
" 4. Now, the AIS discrete estimator does not include bias correction, so we'll do this manually. Go back to the AutoAnalyser, click the checkbox for `Add stat signif.?` and `analytically?` and generate new code. Go to the Python tab and copy the code for step 6 into the cell below. It should go after where you compute the result. Then, after the analytic surrogate distribution is returned in the object `measDist`, add a line to retrieve the bias via: `bias = measDist.getMeanOfDistribution();`\n",
" 5. Now, store all of the computed results and bias values in an array for each value of `k`, and generate the bias-corrected AIS values (`= results - bias`).\n",
" 6. Plot the raw computed result, the bias and bias corrected values versus `k`. Identify the optimal value of `k` to use from the maximum bias-corrected AIS. Notice how the bias rises quickly after this, indicating the onset of _undersampling_ for large `k`, with respect to the given number of samples. My result is **k=15**, but statistical fluctuations in your data set could change that slightly."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e2865a32-79dc-46d8-b643-164639927464",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AIS_Discrete(k=1, 5990000 samples from all cells) = 0.1426 bits (bias 0.0000, bias corrected 0.1426)\n",
"AIS_Discrete(k=2, 5980000 samples from all cells) = 0.2260 bits (bias 0.0000, bias corrected 0.2260)\n",
"AIS_Discrete(k=3, 5970000 samples from all cells) = 0.5099 bits (bias 0.0000, bias corrected 0.5099)\n",
"AIS_Discrete(k=4, 5960000 samples from all cells) = 0.6307 bits (bias 0.0000, bias corrected 0.6307)\n",
"AIS_Discrete(k=5, 5950000 samples from all cells) = 0.6624 bits (bias 0.0000, bias corrected 0.6624)\n",
"AIS_Discrete(k=6, 5940000 samples from all cells) = 0.6786 bits (bias 0.0000, bias corrected 0.6786)\n",
"AIS_Discrete(k=7, 5930000 samples from all cells) = 0.6861 bits (bias 0.0000, bias corrected 0.6860)\n",
"AIS_Discrete(k=8, 5920000 samples from all cells) = 0.6961 bits (bias 0.0000, bias corrected 0.6961)\n",
"AIS_Discrete(k=9, 5910000 samples from all cells) = 0.7025 bits (bias 0.0000, bias corrected 0.7024)\n",
"AIS_Discrete(k=10, 5900000 samples from all cells) = 0.7048 bits (bias 0.0001, bias corrected 0.7047)\n",
"AIS_Discrete(k=11, 5890000 samples from all cells) = 0.7087 bits (bias 0.0002, bias corrected 0.7085)\n",
"AIS_Discrete(k=12, 5880000 samples from all cells) = 0.7112 bits (bias 0.0003, bias corrected 0.7109)\n",
"AIS_Discrete(k=13, 5870000 samples from all cells) = 0.7138 bits (bias 0.0007, bias corrected 0.7131)\n",
"AIS_Discrete(k=14, 5860000 samples from all cells) = 0.7156 bits (bias 0.0014, bias corrected 0.7142)\n",
"AIS_Discrete(k=15, 5850000 samples from all cells) = 0.7180 bits (bias 0.0028, bias corrected 0.7152)\n",
"AIS_Discrete(k=16, 5840000 samples from all cells) = 0.7196 bits (bias 0.0056, bias corrected 0.7140)\n",
"AIS_Discrete(k=17, 5830000 samples from all cells) = 0.7221 bits (bias 0.0112, bias corrected 0.7108)\n",
"AIS_Discrete(k=18, 5820000 samples from all cells) = 0.7241 bits (bias 0.0225, bias corrected 0.7015)\n",
"AIS_Discrete(k=19, 5810000 samples from all cells) = 0.7292 bits (bias 0.0451, bias corrected 0.6841)\n",
"AIS_Discrete(k=20, 5800000 samples from all cells) = 0.7306 bits (bias 0.0904, bias corrected 0.6402)\n",
"Optimal k=15, giving bias corrected AIS(k=15)=0.7152 bits\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Paste the code from above here:\n",
"\n",
"# 0. Load/prepare the data:\n",
"dataRaw = readIntsFile.readIntsFile(\"/home/joseph/TeachingPlayground/CSYS5030/Week10/ca54.txt\")\n",
"# As numpy array:\n",
"data = numpy.array(dataRaw)\n",
"\n",
"kMax = 20;\n",
"results = numpy.zeros((kMax))\n",
"biases = numpy.zeros((kMax))\n",
"biasCorrectedResults = numpy.zeros((kMax))\n",
"\n",
"for k in range(1,kMax+1):\n",
" # 1. Construct the calculator:\n",
" calcClass = JPackage(\"infodynamics.measures.discrete\").ActiveInformationCalculatorDiscrete\n",
" calc = calcClass(2, k)\n",
" # 2. No other properties to set for discrete calculators.\n",
" \n",
" # 3. Initialise the calculator for (re-)use:\n",
" calc.initialise()\n",
" \n",
" # Compute for all variables in a single calculation:\n",
" for v in range(10000):\n",
" # For each variable:\n",
" variable = JArray(JInt, 1)(data[:, v].tolist())\n",
" \n",
" # 4. Supply the sample data:\n",
" calc.addObservations(variable)\n",
" \n",
" # 5. Compute the estimate:\n",
" result = calc.computeAverageLocalOfObservations()\n",
" # 6. Compute the (statistical significance via) null distribution analytically:\n",
" measDist = calc.computeSignificance()\n",
" bias = measDist.getMeanOfDistribution()\n",
"\n",
" # Store the results:\n",
" results[k-1] = result\n",
" biases[k-1] = bias\n",
" biasCorrectedResults[k-1] = result - bias\n",
" \n",
" print(\"AIS_Discrete(k=%d, %d samples from all cells) = %.4f bits (bias %.4f, bias corrected %.4f)\" %\\\n",
" (k, calc.getNumObservations(), result, bias, result - bias))\n",
"\n",
"optimalK = numpy.argmax(biasCorrectedResults)+1 # Need to add 1 for the array offset\n",
"print('Optimal k=%d, giving bias corrected AIS(k=%d)=%.4f bits' % (optimalK,optimalK,biasCorrectedResults[optimalK-1])) # subtract 1 for array indexing\n",
"\n",
"plt.scatter(range(1,kMax+1), results, marker='x', color='red', label='AIS raw')\n",
"plt.scatter(range(1,kMax+1), biases, marker='o', color='blue', label='bias')\n",
"plt.scatter(range(1,kMax+1), biasCorrectedResults, marker='+', color='green', label='bias corrected AIS')\n",
"plt.xlabel('k')\n",
"plt.ylabel('AIS (bits)')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "328cb9c7-00de-48d3-ac41-0a5a4972eacd",
"metadata": {},
"source": [
"6. Now we move on to compute the **local AIS** values using the value of `k` we have determined. Copy the code from the previous cell into a new code cell below, so that we can change it but you can come back later to what you did previously.\n",
" 1. Remove the loop over `k`, fixing it simply to the value that you determined. You'll also need to remove the arrays where you stored values for each `k`, and where you plot the values. The code should still compute one value of AIS over all of the cells.\n",
" 2. After the value is computed, we'll insert new code to compute the local values. At the end of your code block after the calculation is complete, add another loop over all cells (copying the loop structure over variables that is already earlier in the code). Inside the loop, select the column data for the given cell (as is done in the earlier loop), and then compute the local AIS values along that variable's column using: `localAISForThisCell = calc.computeLocalFromPreviousObservations(variable);`.\n",
" 3. Store all of these columns of local AIS values together in one 2D matrix for all of the cells called locals, i.e. `locals[:,v] = localAISForThisCell;`. (You should initialise locals before the loop)\n",
" 4. After the loop, let's plot a small segment of these local values. A simple way to do this would be:\n",
" ```python\n",
" plt.imshow(locals[:99,:99]) # Plotting the first 100 time steps for first 100 cells\n",
" plt.xlabel('cells');\n",
" plt.ylabel('timestep');\n",
" cbar = plt.colorbar()\n",
" cbar.set_label('AIS (bits)');\n",
" ```\n",
" However the colours could be arranged a little better (so that we use blue for positive AIS and red for negative). So instead first import some extra libraries from matplotlib: `import matplotlib.cm as cm; import matplotlib.colors as mplcolors` and then add the following argument to the `plt.imshow()` call: `cmap=cm.coolwarm_r, norm=mplcolors.CenteredNorm()`\n",
" 5. Run the code!\n",
" 6. (You can ignore the first k time steps here being 0 -- it's simply not possible to compute a local value until we've accumulated k time steps.)\n",
" 7. Observe which emergent structures execute the strongest information storage (you may find it useful to replot the raw values here again for comparison). Does this align with our intuition from the lecture? What do the areas with negative local AIS values mean? (Recall the meaning of negative values of local mutual information, and think about what the past embedded state is telling us when the local AIS goes negative)\n",
" 8. For further details, you can compare to Fig. 4b and section IV.E (and references therein) of the JIDT paper.\n",
"\n",
"See sample results on the tutorial page / solution notebook. Note that your run, from a different initial condition, will likely be different in the details, but the comparison of local AIS values between blinkers/domains and gliders should qualitatively be the same."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e89b5ca3-86d0-4014-8645-f0bfea4ae102",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AIS_Discrete(k=15, 5850000 samples from all cells) = 0.7180 bits (bias 0.0028, bias corrected 0.7152)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Paste the completed code above (which finds the optimum value of k) here:\n",
"\n",
"# 0. Load/prepare the data:\n",
"dataRaw = readIntsFile.readIntsFile(\"/home/joseph/TeachingPlayground/CSYS5030/Week10/ca54.txt\")\n",
"# As numpy array:\n",
"data = numpy.array(dataRaw)\n",
"\n",
"k = optimalK; # as determined above\n",
"\n",
"# 1. Construct the calculator:\n",
"calcClass = JPackage(\"infodynamics.measures.discrete\").ActiveInformationCalculatorDiscrete\n",
"calc = calcClass(2, k)\n",
"# 2. No other properties to set for discrete calculators.\n",
"\n",
"# 3. Initialise the calculator for (re-)use:\n",
"calc.initialise()\n",
"\n",
"# Compute for all variables in a single calculation:\n",
"for v in range(10000):\n",
" # For each variable:\n",
" variable = JArray(JInt, 1)(data[:, v].tolist())\n",
"\n",
" # 4. Supply the sample data:\n",
" calc.addObservations(variable)\n",
"\n",
"# 5. Compute the estimate:\n",
"result = calc.computeAverageLocalOfObservations()\n",
"# 6. Compute the (statistical significance via) null distribution analytically:\n",
"measDist = calc.computeSignificance()\n",
"bias = measDist.getMeanOfDistribution()\n",
"\n",
"print(\"AIS_Discrete(k=%d, %d samples from all cells) = %.4f bits (bias %.4f, bias corrected %.4f)\" %\\\n",
" (k, calc.getNumObservations(), result, bias, result - bias))\n",
"\n",
"# Now let's compute the local AIS values\n",
"locals = numpy.zeros(data.shape)\n",
"for v in range(10000):\n",
" # For each variable:\n",
" variable = JArray(JInt, 1)(data[:, v].tolist())\n",
" \n",
" # Compute the local AIS for this cell:\n",
" localAISForThisCell = calc.computeLocalFromPreviousObservations(variable);\n",
" locals[:,v] = localAISForThisCell;\n",
"\n",
"# Plot the local AIS values:\n",
"import matplotlib.cm as cm\n",
"import matplotlib.colors as mplcolors\n",
"plt.imshow(locals[:99,:99], cmap=cm.coolwarm_r, norm=mplcolors.CenteredNorm()) # Plotting the first 100 time steps for first 100 cells\n",
"plt.xlabel('cells');\n",
"plt.ylabel('timestep');\n",
"cbar = plt.colorbar()\n",
"cbar.set_label('AIS (bits)');\n",
"\n",
"# Finally plotting the raw values together with the information values for comparison:\n",
"plt.figure(figsize=(14,6))\n",
"# First plot the raw CA values\n",
"plt.subplot(1,2,1) # left subplot\n",
"plt.imshow(data[:99,:99]) # Plotting the first 100 time steps for first 100 cells\n",
"plt.xlabel('cells');\n",
"plt.ylabel('timestep');\n",
"cbar = plt.colorbar()\n",
"cbar.set_label('CA values');\n",
"# Next plot the AIS values\n",
"plt.subplot(1, 2, 2); # right subplot\n",
"plt.imshow(locals[:99,:99], cmap=cm.coolwarm_r, norm=mplcolors.CenteredNorm()) # Plotting the first 100 time steps for first 100 cells\n",
"plt.xlabel('cells');\n",
"plt.ylabel('timestep');\n",
"cbar = plt.colorbar()\n",
"cbar.set_label('AIS (bits)');"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e367dd0c-8d8e-4ece-8147-591c317d9c81",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}