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1. Cascade Correlation NetworkYou will need version 1.225, or later, of conx.py to run these experiments. All of the neural networks we have looked at in this module have had static structures. That is, none of the models change the layers or connections during training. They have only adjusted weights (one could claim that setting a weight to zero effectively removes the incoming node from the network). We will now look at some models that do dynamically alter their architectures.
1.1. Incremental NetworkHere is a little program that starts with a small hidden layer, and incrementally adds nodes to it as it needs them:
from pyrobot.brain.conx import *
net = Network()
net.addLayers(2, 1, 1)
net.setInputs( [[0, 0], [0, 1], [1, 0], [1, 1]])
net.setTargets([[0], [1], [1], [0]])
net.tolerance = .25
net.reportRate = 100
cont = 0
while True:
net.train(250, cont = cont)
if not net.complete:
net.addLayerNode("hidden")
cont = 1
else:
break
net.displayConnections()
net.interactive = 1
net.sweep()
Although this is a useful network growing process, it can be performed in a much better way. For example, if you added a node that removed as much error as possible, then you don't need to train the weights to that node any further; the new node is effectively a "feature detector" and you really only need to learn how to use it. That is the idea behind the Cascade Correlation Network.
2. Cascade Correlation Network classThis class, called CascorNetwork, has a special "candidate" layer of units from which it incrementally draws new nodes as new hidden layers. As new candidate units are recruited into the main network, the new unit's input weights are frozen. The idea is that the candidate nodes represent some feature detector, and is frozen from ever changing afterwards. This saves time in not having to retrain these weights. Cascade-correlation has two distinct training phases. In the first phase, all connections incident on the output layer are trained to minimize error on the training set. Since only one layer of connections are being trained in this phase, any single layer neural network weight update formula could be used. The quickprop weight change formula is used because it often has convergence advantages over the normal backpropagation formula and the perceptron learning rule. However, since initially there are no hidden units in the cascade-correlation network, it is obvious that more will be required to learn most interesting problems than simply training the output weights. There are three ways the output training phase can end. The first possibility is that the error of the network has dropped below a certain goal threshold and training is done. The second possibility is that a maximum number of epochs have passed and we just give up. The third possibility is that no more progress is being made on training and the error of the network is still too high to stop. Output training stagnation is detected by keeping track how much the error changes each epoch and how many epochs have passed since there was last an appreciable change in the error. Appreciable is defined in terms of the outputChangeThreshold parameter. If the change threshold times the previous total sum squared error is less than the magnitude of the change in the TSS error the stagnation counter is reset. If a number of epochs have passed equal to the outputPatience parameter without any appreciable error change the output training phase has stagnated.
Let's take a look at an example of an incrementally-growing neural network. This is also included in the Pyrobot/examples subdirectory. (See also TwoSpiralsProblem to see how hard this problem is.)
# pyrobot/examples/twospy.py
from pyrobot.brain.cascor import *
net = CascadeCorNet(2,1, patience = 12, maxOutputEpochs = 200, maxCandEpochs = 200)
net.maxRandom = 1.0
net.addCandidateLayer(8)
net.useFahlmanActivationFunction()
lines = open("twospiral.dat",'r').readlines()
inputs = [[float(num) for num in line.split()[:-1]] for line in lines]
inputs = Numeric.array(inputs)
targets = Numeric.array([[float(line.split()[-1])] for line in lines])
net.setInputs(inputs)
net.setTargets(targets)
net.tolerance = 0.4
net.outputEpsilon = 1.0/194.0
net.outputDecay = 0.0
net.candEpsilon = 100.0/194.0
net.candDecay = 0.0
net.candChangeThreshold = 0.03
net.outputChangeThreshold = 0.01
net.setSigmoid_prime_offset( 0.1)
net.outputMu = 2.0
net.candMu = 2.0
net.train(50)
Data file, pyrobot/examples/twospiral.dat:
6.50000 0.00000 0.5 -6.50000 -0.00000 -0.5 6.31380 1.25590 0.5 -6.31380 -1.25590 -0.5 5.88973 2.43961 0.5 -5.88973 -2.43961 -0.5 5.24865 3.50704 0.5 -5.24865 -3.50704 -0.5 4.41941 4.41943 0.5 -4.41941 -4.41943 -0.5 3.43758 5.14473 0.5 -3.43758 -5.14473 -0.5 2.34392 5.65877 0.5 -2.34392 -5.65877 -0.5 1.18272 5.94601 0.5 -1.18272 -5.94601 -0.5 -0.00002 6.00000 0.5 0.00002 -6.00000 -0.5 -1.15837 5.82341 0.5 1.15837 -5.82341 -0.5 -2.24829 5.42778 0.5 2.24829 -5.42778 -0.5 -3.22928 4.83290 0.5 3.22928 -4.83290 -0.5 -4.06589 4.06584 0.5 4.06589 -4.06584 -0.5 -4.72900 3.15978 0.5 4.72900 -3.15978 -0.5 -5.19684 2.15256 0.5 5.19684 -2.15256 -0.5 -5.45563 1.08515 0.5 5.45563 -1.08515 -0.5 -5.50000 -0.00004 0.5 5.50000 0.00004 -0.5 -5.33301 -1.06085 0.5 5.33301 1.06085 -0.5 -4.96584 -2.05696 0.5 4.96584 2.05696 -0.5 -4.41716 -2.95151 0.5 4.41716 2.95151 -0.5 -3.71228 -3.71234 0.5 3.71228 3.71234 -0.5 -2.88198 -4.31328 0.5 2.88198 4.31328 -0.5 -1.96120 -4.73490 0.5 1.96120 4.73490 -0.5 -0.98759 -4.96524 0.5 0.98759 4.96524 -0.5 0.00006 -5.00000 0.5 -0.00006 5.00000 -0.5 0.96331 -4.84262 0.5 -0.96331 4.84262 -0.5 1.86564 -4.50389 0.5 -1.86564 4.50389 -0.5 2.67373 -4.00141 0.5 -2.67373 4.00141 -0.5 3.35880 -3.35871 0.5 -3.35880 3.35871 -0.5 3.89755 -2.60418 0.5 -3.89755 2.60418 -0.5 4.27297 -1.76985 0.5 -4.27297 1.76985 -0.5 4.47485 -0.89004 0.5 -4.47485 0.89004 -0.5 4.50000 0.00007 0.5 -4.50000 -0.00007 -0.5 4.35222 0.86578 0.5 -4.35222 -0.86578 -0.5 4.04195 1.67430 0.5 -4.04195 -1.67430 -0.5 3.58567 2.39595 0.5 -3.58567 -2.39595 -0.5 3.00515 3.00525 0.5 -3.00515 -3.00525 -0.5 2.32639 3.48182 0.5 -2.32639 -3.48182 -0.5 1.57850 3.81103 0.5 -1.57850 -3.81103 -0.5 0.79248 3.98445 0.5 -0.79248 -3.98445 -0.5 -0.00007 4.00000 0.5 0.00007 -4.00000 -0.5 -0.76824 3.86183 0.5 0.76824 -3.86183 -0.5 -1.48297 3.58000 0.5 1.48297 -3.58000 -0.5 -2.11817 3.16994 0.5 2.11817 -3.16994 -0.5 -2.65170 2.65160 0.5 2.65170 -2.65160 -0.5 -3.06609 2.04860 0.5 3.06609 -2.04860 -0.5 -3.34909 1.38716 0.5 3.34909 -1.38716 -0.5 -3.49406 0.69493 0.5 3.49406 -0.69493 -0.5 -3.50000 -0.00008 0.5 3.50000 0.00008 -0.5 -3.37143 -0.67070 0.5 3.37143 0.67070 -0.5 -3.11806 -1.29163 0.5 3.11806 1.29163 -0.5 -2.75420 -1.84039 0.5 2.75420 1.84039 -0.5 -2.29804 -2.29815 0.5 2.29804 2.29815 -0.5 -1.77082 -2.65035 0.5 1.77082 2.65035 -0.5 -1.19581 -2.88715 0.5 1.19581 2.88715 -0.5 -0.59739 -3.00367 0.5 0.59739 3.00367 -0.5 0.00008 -3.00000 0.5 -0.00008 3.00000 -0.5 0.57315 -2.88104 0.5 -0.57315 2.88104 -0.5 1.10029 -2.65612 0.5 -1.10029 2.65612 -0.5 1.56260 -2.33847 0.5 -1.56260 2.33847 -0.5 1.94460 -1.94449 0.5 -1.94460 1.94449 -0.5 2.23462 -1.49303 0.5 -2.23462 1.49303 -0.5 2.42521 -1.00447 0.5 -2.42521 1.00447 -0.5 2.51328 -0.49985 0.5 -2.51328 0.49985 -0.5 2.50000 0.00007 0.5 -2.50000 -0.00007 -0.5 2.39065 0.47560 0.5 -2.39065 -0.47560 -0.5 2.19419 0.90894 0.5 -2.19419 -0.90894 -0.5 1.92273 1.28482 0.5 -1.92273 -1.28482 -0.5 1.59094 1.59104 0.5 -1.59094 -1.59104 -0.5 1.21525 1.81888 0.5 -1.21525 -1.81888 -0.5 0.81314 1.96327 0.5 -0.81314 -1.96327 -0.5 0.40231 2.02288 0.5 -0.40231 -2.02288 -0.5 -0.00007 2.00000 0.5 0.00007 -2.00000 -0.5 -0.37805 1.90026 0.5 0.37805 -1.90026 -0.5 -0.71759 1.73225 0.5 0.71759 -1.73225 -0.5 -1.00702 1.50700 0.5 1.00702 -1.50700 -0.5 -1.23748 1.23739 0.5 1.23748 -1.23739 -0.5 -1.40314 0.93748 0.5 1.40314 -0.93748 -0.5 -1.50133 0.62181 0.5 1.50133 -0.62181 -0.5 -1.53249 0.30477 0.5 1.53249 -0.30477 -0.5 -1.50000 -0.00006 0.5 1.50000 0.00006 -0.5 -1.40987 -0.28049 0.5 1.40987 0.28049 -0.5 -1.27031 -0.52624 0.5 1.27031 0.52624 -0.5 -1.09128 -0.72923 0.5 1.09128 0.72923 -0.5 -0.88385 -0.88392 0.5 0.88385 0.88392 -0.5 -0.65970 -0.98740 0.5 0.65970 0.98740 -0.5 -0.43048 -1.03938 0.5 0.43048 1.03938 -0.5 -0.20724 -1.04209 0.5 0.20724 1.04209 -0.5 0.00004 -1.00000 0.5 -0.00004 1.00000 -0.5 0.18293 -0.91948 0.5 -0.18293 0.91948 -0.5 0.33488 -0.80838 0.5 -0.33488 0.80838 -0.5 0.45143 -0.67555 0.5 -0.45143 0.67555 -0.5 0.53035 -0.53031 0.5 -0.53035 0.53031 -0.5 0.57165 -0.38193 0.5 -0.57165 0.38193 -0.5 0.57744 -0.23915 0.5 -0.57744 0.23915 -0.5 0.55170 -0.10971 0.5 -0.55170 0.10971 -0.5 0.50000 0.00002 0.5 -0.50000 -0.00002 -0.5 A sample run. Notice that the network is saved after each hidden layer is created and trained:
Conx, version 1.225 (psyco enabled) Conx using seed: 1156352143.06 Conx using seed: 113 Output phase ------------------------------------ Epoch # 0 | TSS Error: 49.3824 | Correct: 0.0722 | RMS Error: 0.5045 Final # 13 | TSS Error: 47.8712 | Correct: 0.0619 | RMS Error: 0.4967 Saving network to 'cascor-00.net'... Candidate phase ------------------------------------ Epoch: 39 | Candidate Epoch: 25 | Best score: 0.0991 Recruiting candidate: 1, correlation(s): [ 0.10196249] 1 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 47.6514 | Correct: 0.0412 | RMS Error: 0.4956 Final # 18 | TSS Error: 46.4749 | Correct: 0.2268 | RMS Error: 0.4894 Saving network to 'cascor-01.net'... Candidate phase ------------------------------------ Epoch: 85 | Candidate Epoch: 25 | Best score: 0.1194 Recruiting candidate: 3, correlation(s): [-0.12259556] 2 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 46.1827 | Correct: 0.2577 | RMS Error: 0.4879 Final # 19 | TSS Error: 44.4322 | Correct: 0.3402 | RMS Error: 0.4786 Saving network to 'cascor-02.net'... Candidate phase ------------------------------------ Epoch: 133 | Candidate Epoch: 25 | Best score: 0.1428 Epoch: 158 | Candidate Epoch: 50 | Best score: 0.1666 Recruiting candidate: 4, correlation(s): [-0.17551362] 3 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 43.9075 | Correct: 0.3402 | RMS Error: 0.4757 Epoch # 25 | TSS Error: 40.6093 | Correct: 0.4330 | RMS Error: 0.4575 Final # 31 | TSS Error: 40.5388 | Correct: 0.4227 | RMS Error: 0.4571 Saving network to 'cascor-03.net'... Candidate phase ------------------------------------ Epoch: 230 | Candidate Epoch: 25 | Best score: 0.1520 Epoch: 255 | Candidate Epoch: 50 | Best score: 0.1810 Recruiting candidate: 1, correlation(s): [-0.18949365] 4 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 40.0594 | Correct: 0.4330 | RMS Error: 0.4544 Epoch # 25 | TSS Error: 37.2836 | Correct: 0.5052 | RMS Error: 0.4384 Final # 28 | TSS Error: 37.2552 | Correct: 0.4948 | RMS Error: 0.4382 Saving network to 'cascor-04.net'... Candidate phase ------------------------------------ Epoch: 331 | Candidate Epoch: 25 | Best score: 0.1916 Epoch: 356 | Candidate Epoch: 50 | Best score: 0.2231 Epoch: 381 | Candidate Epoch: 75 | Best score: 0.2374 Recruiting candidate: 5, correlation(s): [ 0.24960197] 5 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 36.5320 | Correct: 0.5258 | RMS Error: 0.4339 Epoch # 25 | TSS Error: 30.9592 | Correct: 0.6392 | RMS Error: 0.3995 Final # 43 | TSS Error: 30.6571 | Correct: 0.6392 | RMS Error: 0.3975 Saving network to 'cascor-05.net'... Candidate phase ------------------------------------ Epoch: 464 | Candidate Epoch: 25 | Best score: 0.1849 Epoch: 489 | Candidate Epoch: 50 | Best score: 0.1971 Recruiting candidate: 0, correlation(s): [ 0.20292907] 6 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 30.2783 | Correct: 0.6598 | RMS Error: 0.3951 Epoch # 25 | TSS Error: 27.7280 | Correct: 0.6598 | RMS Error: 0.3781 Final # 36 | TSS Error: 27.6303 | Correct: 0.6701 | RMS Error: 0.3774 Saving network to 'cascor-06.net'... Candidate phase ------------------------------------ Epoch: 551 | Candidate Epoch: 25 | Best score: 0.1292 Epoch: 576 | Candidate Epoch: 50 | Best score: 0.1688 Epoch: 601 | Candidate Epoch: 75 | Best score: 0.1859 Recruiting candidate: 1, correlation(s): [-0.1972709] 7 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 27.2880 | Correct: 0.6598 | RMS Error: 0.3750 Epoch # 25 | TSS Error: 25.2114 | Correct: 0.6701 | RMS Error: 0.3605 Epoch # 50 | TSS Error: 24.5610 | Correct: 0.6804 | RMS Error: 0.3558 Final # 51 | TSS Error: 24.5797 | Correct: 0.6701 | RMS Error: 0.3559 Saving network to 'cascor-07.net'... Candidate phase ------------------------------------ Epoch: 692 | Candidate Epoch: 25 | Best score: 0.1390 Recruiting candidate: 2, correlation(s): [-0.14828391] 8 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 24.4173 | Correct: 0.6701 | RMS Error: 0.3548 Epoch # 25 | TSS Error: 23.0971 | Correct: 0.7010 | RMS Error: 0.3450 Final # 40 | TSS Error: 22.9527 | Correct: 0.7010 | RMS Error: 0.3440 Saving network to 'cascor-08.net'... Candidate phase ------------------------------------ Epoch: 774 | Candidate Epoch: 25 | Best score: 0.1414 Epoch: 799 | Candidate Epoch: 50 | Best score: 0.1794 Epoch: 824 | Candidate Epoch: 75 | Best score: 0.2044 Epoch: 849 | Candidate Epoch: 100 | Best score: 0.2204 Epoch: 874 | Candidate Epoch: 125 | Best score: 0.2383 Recruiting candidate: 0, correlation(s): [-0.24205678] 9 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 22.4492 | Correct: 0.7010 | RMS Error: 0.3402 Epoch # 25 | TSS Error: 18.0696 | Correct: 0.7938 | RMS Error: 0.3052 Final # 46 | TSS Error: 17.7494 | Correct: 0.7835 | RMS Error: 0.3025 Saving network to 'cascor-09.net'... Candidate phase ------------------------------------ Epoch: 950 | Candidate Epoch: 25 | Best score: 0.1395 Epoch: 975 | Candidate Epoch: 50 | Best score: 0.2167 Epoch: 1000 | Candidate Epoch: 75 | Best score: 0.2436 Recruiting candidate: 1, correlation(s): [ 0.25960197] 10 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 17.4222 | Correct: 0.7938 | RMS Error: 0.2997 Epoch # 25 | TSS Error: 15.1816 | Correct: 0.7938 | RMS Error: 0.2797 Final # 43 | TSS Error: 14.9903 | Correct: 0.7732 | RMS Error: 0.2780 Saving network to 'cascor-10.net'... Candidate phase ------------------------------------ Epoch: 1088 | Candidate Epoch: 25 | Best score: 0.1788 Epoch: 1113 | Candidate Epoch: 50 | Best score: 0.2546 Epoch: 1138 | Candidate Epoch: 75 | Best score: 0.3313 Epoch: 1163 | Candidate Epoch: 100 | Best score: 0.3693 Epoch: 1188 | Candidate Epoch: 125 | Best score: 0.4090 Epoch: 1213 | Candidate Epoch: 150 | Best score: 0.4385 Epoch: 1238 | Candidate Epoch: 175 | Best score: 0.4665 Recruiting candidate: 4, correlation(s): [ 0.47423286] 11 Hidden nodes Output phase ------------------------------------ Epoch # 0 | TSS Error: 13.6599 | Correct: 0.8247 | RMS Error: 0.2654 Epoch # 25 | TSS Error: 7.7976 | Correct: 0.8866 | RMS Error: 0.2005 Epoch # 50 | TSS Error: 5.7311 | Correct: 0.9485 | RMS Error: 0.1719 Epoch # 75 | TSS Error: 4.3302 | Correct: 0.9691 | RMS Error: 0.1494 Epoch # 100 | TSS Error: 3.3293 | Correct: 0.9691 | RMS Error: 0.1310 Epoch # 125 | TSS Error: 2.6684 | Correct: 0.9691 | RMS Error: 0.1173 Final # 148 | TSS Error: 1.9784 | Correct: 1.0000 | RMS Error: 0.1010 Saving network to 'cascor-11.net'... Total epochs: 1392 To test each saved network on the two spirals problem:
# pyrobot/examples/plot.py
import sys, re
from pyrobot.brain.conx import *
import pyrobot.system as system
def frange(start, stop, step):
x = start
while x <= stop:
yield x
x += step
pattern = sys.argv[1]
current = 0 # start
char = "?"
match = re.search(re.escape(char) + "+", pattern)
filenames = []
if match:
fstring = "%%0%dd" % len(match.group())
filename = pattern[:match.start()] + \
fstring % current + \
pattern[match.end():]
while system.file_exists(filename):
filenames.append(filename)
current += 1
fstring = "%%0%dd" % len(match.group())
filename = pattern[:match.start()] + \
fstring % current + \
pattern[match.end():]
else:
filenames.append(pattern)
s = ["-1.0","-0.9","-0.8","-0.7","-0.6","-0.5","-0.4","-0.3","-0.2","-0.1","-0.0",
"+0.0","+0.1","+0.2","+0.3","+0.4","+0.5","+0.6","+0.7","+0.8","+0.9","+1.0"]
p = "abcde-#@(0o.1234+67890"
for filename in filenames:
if 1:
print filename, "..."
net = loadNetworkFromFile(filename, mode = "conx")
net.useFahlmanActivationFunction()
net.setSigmoid_prime_offset( 0.1)
net["candidate"].active = 0
for y in frange(-6.5, 6.5, .5):
line = ""
for x in frange(-6.5, 6.5, .2):
out = net.propagate(input = [x, y])
line += p[s.index(str("%+2.1f" % out["output"][0]))]
print line
and run it like:
python plot.py "cascor-??.net" This might produce something like:
Conx, version 1.226 (psyco enabled) cascor-00.net ... Conx using seed: 1156360775.01 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000oooooooooooooooooooooo ooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooooooooooooooooooo................................ ................................................................. ................................................................. ................................................................. ................................................................. .......................111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 cascor-01.net ... Conx using seed: 1156359150.92 ((((((((((((((((((((((((((((((((((((((((((@@@@@@@@@@@@@@@@@@@@@@@ ((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((( ((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((( 000000((((((((((((((((((((((((((((((((((((((((((((((((((((((((((( 0000000000000000000000000000000000000000000000000000((((((((((((( 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 oooooooooooooooooooooooooooooooooooooo000000000000000000000000000 ...........oooooooooooooooooooooooooooooooooooooooooooooooooooooo .........................................................oooooooo 111111111111111111111111111111................................... 11111111111111111111111111111111111111111111111111111111111111111 0000((((((((((011111111111111111111111111111111111111111111111111 00000000000000000000000000000000011111111111111111111111111111111 00000000000000000000000000000000000000000000000000012222222222111 00000000000000000000000000000000000000000000000000000000000000000 oooooooooooooooooooooooooooooooooooo00000000000000000000000000000 .........oooooooooooooooooooooooooooooooooooooooooooooooooooooooo .......................................................oooooooooo 1111111111111111111111111111..................................... 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 22222222222222111111111111111111111111111111111111111111111111111 22222222222222222222222222222222222222222222222222222222222211111 22222222222222222222222222222222222222222222222222222222222222222 22222222222222222222222222222222222222222222222222222222222222222 33333333333333333333333322222222222222222222222222222222222222222 cascor-02.net ... Conx using seed: 1156322527.82 @@@@@@@@@@@@@@@@((((((((((((((00000000000000@@@@@@@@@@@@@@@@@(((( @@@@@@@@@@@@((((((((((((((000000000000oooo0(@@@@@@@@@@@@((((((((( @@@@@@@((((((((((((((0000000000000ooooo..o0@@@@@@@@@((((((((((((( @@@((((((((((((((000000000000oooooo......o(@@@@@((((((((((((((000 ((((((((((((0000000000000ooooo......1111.0(((((((((((((((00000000 ((((((((000000000000oooooo......11111111o((((((((((((000000000000 (((0000000000000oooooo.....11111111111110(((((((0000000000000oooo 00000000000oooooo......1111111111112221.0(((000000000000oooooo... 0000000oooooo.....1111111111111222222210000000000000ooooo......11 00oooooo......111111111111222222222222.00000000oooooo......111111 ((((((((000000011111112222222222222221o0000ooooo......11111111111 ((((000000000000oooooo......o(@@(2332.oooooo......111111111111222 000000000000oooooo.....1111.0(((((((((((((((000000011111112222222 0000000oooooo......11111111o((((((((((((000000000000oooooo......1 000oooooo.....11111111111110(((((((0000000000000ooooo......111111 oooo......1111111111112221o0(((000000000000oooooo......1111111111 .....1111111111111222222210000000000000ooooo......111111111111122 .111111111111222222222222.00000000oooooo......1111111111112222222 1111111112222222222222221o0000oooooo.....111111111111122222222222 111122222222222222333332.oooooo......1111111111112222222222222233 222222222222223333333331.oo.....111111111111122222222222222333333 222222222233333333333321....1111111111112222222222222233333333333 22222333333333333333331111111111111122222222222222333333333333333 23333333333333333333321111111112222222222222233333333333333333334 33333333333333344444321111122222222222222333333333333333333344444 cascor-03.net ... Conx using seed: 1156308349.27 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000000000000000000000000000000000000 00000000000000000000000000000000oo..1o000000000000000000000000000 00000000000000000000o..122334444444442000000000000000000000000000 @@(00o..111111111111111111111####4444000000000000000000000oo.1123 11111111111111111111111111111#####################@23344444444444 1111111111111111111111111111(#########@@((0oo.1111111111111111111 1111111111111111111111111111.0oo..1111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 11111111111111111111111111111111111111111111111111111111111111111 cascor-04.net ... Conx using seed: 1156369488.24 (((((((((@@@@@@@@@@@(0.111....oooo00000000((((((((@@@@@@@@@@@@### 0((((((((((@@@@@@@@@@@(o11111....oooo0000000((((((((@@@@@@@@@@@@@ 0000(((((((((@@@@@@@@@@@(o11111....oooo000000(((((((((@@@@@@@@@@@ 000000(((((((((@@@@@@@@@@@0.11111....oooo000000(((((((((@@@@@@@@@ 00000000((((((((((@@@@@@@@@(0111111....ooo0000000((((((((((@@@@@@ oo00000000((((((((((@@@@@@@@@(o1111111...oo000000000(((((((((@@@@ oooo000000000(((((((((@@@@@@@@@(o1111111..oooo00000000(((((((((@@ ...oooo00000000(((((((((@@@@@@@@@0.111111...oooo00000000((((((((( 1....oooo00000000((((((((((@@@@@@@(0111111....oooo00000000((((((( 111....oooo00000000((((((((((@@@@@@@(o111111....oooo000000000(((( 111111....ooo000000000(((((((((((((13.(0.111111....oooo00000000(( 11111111....oooo00000ooo.1144444444443@@(01111111....oooo00000000 @@@@#########@@2333333344+++++++++++4@@@@@(o1111111....oooo000000 ((000ooooooo00000000o23333333---#4+++@@@@@@@(.11111111.......1112 1111111....oooo0000000.233333#-----------##@@@@@@@(33444444444333 211111111....oooo00000001233@##########00o...11111....oooo0000000 22211111111....oooo000000o12o@02222222222222111111111...oooo00000 22222111111111....oooo000000.23333333222222222211111111....oooo00 2222222211111111....oooo000000123333333222222222211111111....oooo 322222222211111111....ooo000000o133333333322222222211111111....oo 33322222222211111111....oo0000000.2333333333222222222111111111... 33333222222222111111111..ooo0000000.2333333333222222222211111111. 333333322222222221111111...oooo0000001233333333322222222221111111 3333333333222222222111111....oooo00000o13333333333322222222211111 333333333333222222222111111....oooo00000.233333333333222222222111 43333333333333222222221111111....oooo00000.2333333333332222222222 44443333333333332222222211111111....oooo000o123333333333322222222 cascor-05.net ... Conx using seed: 1156377406.14 -------------#################@@@@@@@@@@@((((@##########@@@@@@@@@ -------#################@@@@@@@@@@@(((((((((@#####@@@@@@@@@@@(((( -####################@@@@@@@(((((((((0000000@@@@@@@@@@@((((((((00 @@@@@@@@((((((((0000000oooo...1111222222210000ooo....111111122221 @@((((((((0000000oooo...11111111222233332.o....11111112222222210@ ((((0000000ooo....111111111.0@####133333211111112222222222210@### 00000ooo....11111112222110@#########@4432222222222333322.0@@##### oo....11111112222222210@##########@444#12222333333332.(@@@#@@@@@@ 11111112222222222210@@@@@@(+++++++++++###@33333332.(@@@@@@@@@@@@( @@@@@@@(((((00142.0000o++++++++++++++@######.22.(@@@@@@@@@((((((( (00.1111222222333333334444444----++++#######@@@@@@@@((((((0000o11 222222223333333332o((o4444443--------------.1111o(#01122222333333 223333333333332o(@@@@@@@3444-----------233333310(((((((((((000000 333333343332o(@@@@@@@@((((04###34444444444310((((((((0000000oooo. 444444331o((@@@@((((((((((@##34444444443100((((0000000oooo...1111 4444310(((((((((((0000000(@@@@@0444431o000000000oooo...1111111222 4310((((((((0000000oooo.o(@@@@((((00000000ooo....1111111222222223 o0((((0000000oooo...11110(((((((0000ooo....1111111222222223333333 0000000ooo....11111112210(00000000oo.1111111222222223333333333344 0ooo....111111122222222.000oooo...1111122222223333333333344444444 ..111111122222222333332.....1111111222222333333333344444444444444 11122222222333333333331111111222222222333333344444444444444444444 22222333333333334444432222222223333333333344444444444444444++++++ 33333333334444444444322223333333333344444444444444444++++++++++++ cascor-06.net ... Conx using seed: 1156332439.34 -##############@@@@@(00(@###########@@@@@@@@@##########@@@@@@@((( #@@@@@@@((((((00000oo...1111223332.00000o0(@@@@@(((((00000ooo..11 @@@@@((((((00000ooo..1111122223344431...o0(@((((((000000oo..11111 @@((((((00000ooo..1111122222222234444321.o0((((000000oo..11111.o0 (((((00000ooo..1111122222222o#----@444444331o00000oo...1111.0(((( ((00000ooo..11111222222221#-------###++44444321.....111.o0((((((( 0000ooo..11111222222221(-------####+++#4444444421111.o0(((((((000 0ooo..11111222222221.#-####+++++++++++---#4+++431.0(((((((((00000 @((00oo.1111222222333444+++++----++++-----###@@@((((((0000o..1122 oo..111112222222221.0244++++4--------------34441@@#.1223333334444 .111112222222221o0@#---#4+++-----------4444+4o0((((((((00000oo... 111122222221.o0000(########4---4444+++++++20((((((((00000oo...111 122222221.o000ooooo0(@#####--444+++++++40((((((((00000oo...111112 222221o0000ooo..11111.0@@######3++++4.((((((((00000oo...111112222 21.o00000oo..11111122221.o0(@####@(((((((((00000oo...111112222223 000000oo..111111222222321.ooo0@###@@((((00000oo...111112222223333 000oo...11111222223333321.11111o(@@@((0000ooo..111112222223333333 oo...1111122222333333332111122221.0@@(00oo..111112222223333333344 ..11111222222333333343321222222333210((0o.11112222223333333344444 11112222223333333444432222223333333332.00o11222223333333344444444 12222223333333444444432223333333344444321..1223333333344444444444 22223333333444444444433333333344444444444321123333344444444444444 cascor-07.net ... Conx using seed: 1156332952.92 #@@@@@@@@@((((((00000ooo..112321o0((((0000(@@@@@@@@@((((((000000o @@@@@@@((((((000000ooo..1111223332.0000000@@@@@@@@((((((000000oo. @@@@@((((((000000oo...111112222344321ooo0(@@@@@(((((((00000ooo... @@(((((((00000ooo..111111222222234444321o0(((((((((000000ooooo0(( ((((((000000oo...111112222220-----@44444442.0((((00000ooooo0(@@@@ ((((00000ooo..111111222211----------#+++++++41o00000ooo00(@@@@@(( (000000oo...1111112211.@-----------+++-4++++++43.oo00((((0000oo.. 0000ooo...111111211.0-----#+++++++++++---#+++++4.ooo00000ooo...11 #@@(((000oo...11111224+++++++----++++-------#((00000ooo..11122233 000000oo...111111.o0(14++++++--------------44442(@@12333344444444 000ooo...11111...o#-----4+++-----------4+++++1o00(000000ooo...111 0oo..1111222211..o@#------#+---+++++++++++3o00((000000ooo..111111 12233333211...11111.0#-------4++++++++++00((((000000oo...11111222 3333321.....1111122221o(#######3+++++1((((((00000ooo..11111122222 3221.....1111112222222221.0(@####@(((((((000000oo...1111122222223 .ooo...1111122222223333321...0(@##@((((00000ooo..1111112222223333 oo..111111222222333333331111111o(@@@((0000oo...111111222222333333 ..1111112222223333333332111122221.0(@(00oo...11111222222333333333 1111122222233333333343321222222232210((0o.11111122222233333333444 11122222233333333444432222222333333332o00o11122222233333333344444 22222233333333344444432222233333333443321oo1222223333333344444444 2222333333334444444433223333333334444444331.122333333334444444444 cascor-08.net ... Conx using seed: 1156336341.21 -----#############@@@(0(@@##@@@@@@@(((((00000(@@@@@(((((0000oo... -----############@@@@@(000(@@@@@@@@(((((0000(@@@@@(((((00000oo..1 ----#############@@@@@@(0o.0(@@@@@(((((00000@@@@@(((((00000oo..11 ---#############@@@@@@(((0o11o0(((((((00000(@@@@@(((((0000oo..111 @@@@@@@@@@@@@(((((((((((0000o.2221o0000000(@@@@(((((0000ooo..1111 @(((((00000ooo....111111111111122321.0000(@@@@(((((00000oo..11111 (((((0000oo..11111222222333333223333321o00((@(((((00000oo...1.o0( ((((0000oo...111122222333333o-----#4+4324410((((((0000ooooo0(@@@@ (((0000ooo..11112222223321-----------+++++++4o0000000000(@@@@@@@( ((00000oo..111122222221(-----------+++-++++++++20000((@@@(((0000o ((0000oo..111112221.0------+++++++++++----++++++0(0(((((((00000oo #@((00oo000000000ooo14+++++++----++++-------#0...111111111..11223 oo...111112222221o(@#o+++++++--------------44444@@#.2233344444444 o..111112222222121------++++-----------++++++1o0(((00000oo..11112 ..1111222333221111(--------+---+++++++++++20(((((((0000oo..111112 22333333321111111111.#-------+++++++++++0(@@((((((0000oo...111122 3333321.....111122222210##(@#-#4+++++.@@@@@@(((((0000ooo..1111222 321.o0ooo..111112222232211.0(@@@@@((@@@@@@((((((00000oo..11112222 000000oo..1111122222333321111o0(@((0000000000000oooo...1111122222 (0000oo...111122222333321111111.0(((o.111122222222222333333333333 00000oo..1111222223333321111122221o000112222233333334444444444444 0000oo..1111222223333321111122222221.00.12223333334444444444444++ 000oo..11111222223333311111222223333321o.123333334444444444444+++ 00oo..1111122222333332111122222333333332111233333444444444444++++ 0ooo..1111222223333321111122222333333344332123334444444444444++++ cascor-09.net ... Conx using seed: 1156361953.69 ---------##########@@0o0#-----#@(0000000(((((@################### -----------#@@@@@@@@@@(o.o#----#@(0ooo000000(@@@@@@@############# ------------#@@@@@@@@@@(011.##--##(0......o0(@@@@@@@@@@@@@@@@@@## --------------#@(((((((((0.22.#####@0.111110((((((((((@@@@@@@@@@@ ---------------#@(00000(((0o122.#####@o12210000000((((((((((((((( @@@@@@@@@@(.2333333333333322o------44443442@####@(.1222111.0@#### (((@@@@@@@@(01344444443321-----------+++++++4@####@01221o(@###### ((((((((((((((.24444432o-----------+++-4+++++++1####(00((@@@@@@@@ 0000000000((((0023321------+++++++++++----++++++@###@((00(((((((( @((000000000(((((((002+++++++----++++-------(11222222211111111122 111111111111234442(@-3+++++++--------------44444#--(3444444444444 222222222112234443------++++-----------++++++0(@@(112222111111111 3333333332211244440-------#+---+++++++++++.(@#####(o2222222222222 444444432.0((01344443#-------+++++++++++0(@@#######@0123333333322 +444431o000(((0o2344443(##@####++++++.((@@@@@@@@@@@@@(o2333333333 44321.oo00000000013444444433o###@(000((((((((@@@@@@@@@(0134444444 2211111......ooooo.23444433443o@@@(0oo00000000((((((((((013444444 222221111111111111111243oo234444o@@(0.11111.......123444444444444 322222222222222211111110((0.344444o((0.122211111234++++++++++++++ 3333333333332222222222100000o1344444o((o122222222234+++++++++++++ 44433333333333333333321.oooooo1244++44o001233333333334+++++++++++ 4444444444444433333332111111...1234++++4.o.233333333334++++++++++ 444444444444444444443222221111111234+++++41.1334444444444++++++++ cascor-10.net ... Conx using seed: 1156350065.57 ---------##@@@@@@@@@@#32#------###############------------------- -----------#@@(((((((@@o32#-----#((@@#########------------------- -------------#@(((((((((@442#----#(110(@@@####################### --------------#@(((00000((@442#---#@.332.0(@@#################### ----------------#(000000000(1442#---#(2444321.0@################# -------------#@(00oooooooooo0(4441#-###033(@o23210(@############# @##-----#0.1111111111111111111o0+441#####---#@133332.(@@######### (@@@##---#01222222222222222222111.++4o###-----#(244443210(@@####- ((((((@@###(13333333333333221------2+++4++3#---##o34444431@##---- 0000000(((@@(2344333333321-----------4+++++++#---#@14444(#-----## 00000000000000144444321.-----------+++-4+++++++3--##02##@@@(((((( ooooooooooooooo134321------+++++++++++----++++++###--@((000000000 @((0000o0000000000oo(1+444+++----++++---###-02..1111111111.111122 11111111111234+++4#--3+++++++--------------+++++##--2444444444444 1111111111223++444------++++-----------++++++0(@#@0.............. 222222233344(144++@-------#+---+++++++++++o0(@#####01111111111111 444+++++42####034+++4-------#+++++++++++0(@@@@@@@##@(233222111111 +++++4430@#####@.44+++4@--#---(++++++0((@@@@@@@@@@@@@024443322222 ++444433210(@####(24+++++444.#--o000((((((((((((((((((014+++44333 4444444444332o(@@@@034+++444440##-1.0000000000000000000o14+++++44 444444444444443210(@(.32@@1444+40###21..........11234++++++++++++ 44444444444444444431o0(@###(24+++4(##0211111111124+++++++++++++++ 4444444444444444444443321o(@@o34+++4(##3221111122234+++++++++++++ 444444444444444444444444333210024++++4(##322222222234++++++++++++ ++++++++++++++++++++44444444433224+++++4(@.332222222334++++++++++ ++++++++++++++++++++444444444444444++++++4(@4333333333344++++++++ cascor-11.net ... Conx using seed: 1156337256.9 --------#(1221111.o(@#31-----------##@@@@#####------------------- ----------#(11111.oo0(#(3o---------#@(@@@@####------------------- ------------#(.11..o00(@#32(---##@((.1.0(@@####------------------ #-------------#(o..oo00((@#32@-##@(.34443.0((###----------------- (##-------------@0ooo000((@#(31#(@@@(24+++4442o@##--------------- 0(#-----#(0..oo0000((((((00o.o@#32.4(@#@@#-##03444320@#---------- 1.0(@#---#(o.oo000014+++++++++++++4334@####---#03444431(##------- 11..00(@#--@0..o00o24++++++++------++++++++(#---#o3444432(------- 111.oo00(@@#@0221..24+++++-----------++++++++@----#.3443#-------- 111..o000(((@(03432234+4-----------+++-+++++++++----@2-##@@((((@@ 2111.oo000((((0122((@------+++++++++++----++++++###--(oooo000(((( ((00o..11111...ooooo@1+444+++----++++---###-03.....ooo00000oo.112 32222111..1134+++4---2+++++++--------------+++++##-#4+++++4444444 32222111....2++444------++++-----------++++++322((012222111..o000 33322223344+(3++++---------+---+++++++++++#-#@((@#@123222111.oo00 +++++++++4@##@o4++++3--------+++++++++++-----#(oo0((13433211..o00 ++++++++2(@####@.4+++42--------++++++--------#(.11.oo13++43211oo0 ++++++++4420@####@14+++44443#@@#-------------#01111..o.24+++4321o +++++++++++431(@###@144+433432#o(@43.o.112222221111..oo124+++++42 +++++++++++++4431(###@.0##(233313o(@43322211111.11234+++++++++++4 ++++++++++++++++443.(###---#(2333240@24322111...13+++++++++++++44 ++++++++++++++++++444221o@###@o2344+3(@432211..oo.24+++++++++++++ +++++++++++++++++++44443321o0o22344+++2(@43211.oo00o24+++++++++++ ++++++++++++++++++++44443333234+++++++++.@2421..o0000024+++++++++ ++++++++++++++++++++44444333344+++++++++++0@432.o0000((024+++++++ cascor-12.net ... Conx using seed: 1156360733.36 -------#(34+421.o00(#-+4#----------#@@(@@@@@@#######------------- ---------#03421.oo00(@#@+4---------#@(((@@@@########------------- -----------#01ooo0000((@-++3--#(0#@(.210((@@#######-------------- (##----------#@@000000((@#-+41#0.1(034443100(@######------------- o(##------------#(000((((@@#@+2#21o@@.4+++44431(@###------------- @#----------#@o(@((((((((@@@##21(#2(##@144o034443.(###----------- 0(#-----@.2333331@@###@@@@((00@-2.(3@####---#(344442o@##--------- 1.o(@#---#o2333220@(24++++++++++++4233##-#----#034444320@#------- 11.oo0(@###(233321(03++++++++------4+++++++@----#034444430------- 11..oo00((@@(13433.03+++++-----------++++++++#----#o3443#-------- 11..oo0000((((1444421344-----------+++-++++++++4----@2##@((000000 11..oo00000((0o2341##------+++++++++++----++++++--#--(.111...oo00 @@((00o.11111111112202+444+++----++++---###-(1((0000000000o.11223 1111..ooooo134++++#--4+++++++--------------+++++----4++++++++4444 111..ooo000o2++4++------++++-----------++++++440#@(.12211111..oo0 111111122344(3++++#--------+---+++++++++++##@0(####022221111..oo0 +++++++++4@##@.4++++4--------+++++++++++-----@1o@@#@02332211..oo0 ++++++++1@#####@14++++3-------#++++++--------@120(@@@(2444321..o0 ++++++++431(@####@14++++4+44@@(#------------#(231((@@@(.4+++432.o ++++++++++443.(####@24+++44443@2o(+311223333444330@@@@@(o3+++++42 ++++++++++++4442o@###@1.##03442(420(443332222222232.34++++++++++4 ++++++++++++++444320@###---#o33.0(4(-3433222211124++++++++++++442 ++++++++++++++44444432110@###@120o140#-+4322111111334++++++++++44 +++++++++++++++4444444332210(o234124++@--+3221111...014++++++++++ ++++++++++++++44444444333322234+++++++++#-343211..o0(#@14++++++++ ++++++++++++++44444443333332334++++++++++4#-+4211.o0(#-#@24++++++ cascor-13.net ... Conx using seed: 1156385936.54 oo0000o24++++42111o(#-++#-------------#-------------------------- .o000000o24++42111..0(-#+4#--##------###------------------------- 1.o0000(((02441111..oo0@-++4##021-##@(@###----------------------- 4321o00(((((0210....ooo0(#-++2@233@#2+++4(###-------------------- 43210(((@@@@@(o#@0oooo0000@##+0-442##(+++++++3@#----------------- @##-------##0230@@@(((((((((@-o(#-4(--#1++@#3++++(#-------------- (@#-----#0122222(--------###@@#-o@#2#--------#++++++1#----------- o00(@#---#(.111.0##o4++++++++++++++4++---------@+++++++4#-------- oo000(@##-#@o111o@(24++++++++------++++++++#-----3+++++++4------- .oo0000((@##@o2321.34+++++-----------++++++++------+++++--------- .oo00000(((@@(o4++++34++-----------+++-+++++++++----0+--##@@@@@@@ .oo00000((((((013+0##------+++++++++++----++++++-----@(00((((((@@ --------------++++-----++++++++++++++-------#+++-----#@@(((((@@@@ -#012221(@((000o.111(@++4++++----++++----#--32000o.11122320(((014 3333322222334+++++---4+++++++--------------+++++----+++++++++++++ 3332222221123+++++------++++-----------++++++441-@0122222211111.. 3333333344++-1++++---------+---+++++++++++--#@----#.23322211111.. ++++++++++-----++++++--------+++++++++++-----#@o0(@(.3443221111.. ++++++++#-------@+++++4--------++++++--------#(23.000.34+4432111. +++++++++4#-------3+++++++++--#--------------#.441o000o24+++43211 ++++++++++++40------4++++++++4(43.+433444++++++++2(((((014+++++43 +++++++++++++++42----@43--04++2#+42.+32222222223331@(144+++++++44 ++++++++++++++++++43@-------244(##+1-4431111....134.23333322210(@ +++++++++++++++++++++4442#---(43@@(3(--+421...oooo10(12222211.0(@ ++++++++++++++++++++++++44432344+0(144#--+31..oo0000##(12221111.o ++++++++++++++++++++++++++444++++++44++4#-4+21oo000(#--#(.111111. +++++++++++++++++++++++++++4+++++++++++++4--+42.000(#----#(.1111. cascor-14.net ... Conx using seed: 1156367709.98 ++++444++++++4.0(@##--++2#----------###-------------------------- +++4443334+++40(@@###---++(-#00------#--------------------------- ++4443221..244(@@##@((#--++4#(4++@#-#(##------------------------- +++4331.0((@(.@##@0134440--++1(+++204+++4#-###------------------- ++431o(@@######--@344444331--4#-+++0#(+++++++4(#----------------- #------------#o3233332221.o0(-----+1#--1++00+++++@--------------- #-------@3444433(-----------###----1#--------@++++++(------------ #---#@(o.o0@@011(@@14+++++--------#--++++++++------4+++4--------- @(12333221o0((0.24---------+++++++++++----++++++--#-#011o0(@@###- --------------++++-----++++++++++++++-------0+++-----#@@@@####--- #(3444440(((00ooo.10--+++++++----++++-------++10o...112221#####@2 ++++444433334+++++---1+++++++--------------+++++----+++++++++++++ ++4443321.0014+4++------++++-----------+++++++++#(o1221.0((@@@(02 +44444444+++#4++++---------+---+++++++++++---(##--@1221o0(((01344 ++++++++++#---#++++++--------++4++++++++-----#0332001331.o.234+++ ++++++++2#------(+++++4--------++++++---------(4+321oo244+++++++4 ++++++++++.#------3+++++++++-@3#--------------o++31.0((03+++++++4 +++++++++++++2------3++++++++40++++444+++++++++++2@@####@3+++++++ ++++++++++++++++3-----11--0++40-+++++21.o0(((@@@@(@.4++++++++++++ ++++++++++++++++++42#-------241---+4#++0@@#####@3++444444332.0@#- ++++++++++++++++++++444+4#---#1(---20--++1###@013443o23221o0@@#-- ++++++++++++++++++++++++++4424+43--#24#--++422344332##(oo0((@###- ++++++++++++++++++++++++++++4++++++114+2--+++4443321#---#@@@###-- +++++++++++++++++++++++++++444++++++++++4(--++44321o#------###--- cascor-15.net ... Conx using seed: 1156363287.8 ++444444+++++30(@###--++4#--------------------------------------- +444332224+++3(@####---#+4---##---------------------------------- +4433211ooo244@####@0.#--+41--.43-------------------------------- ++4421.00(@@(.@-#@.4++++3--42##444@#0+++1------------------------ ++42.(@@#######--0++++++3.@--0--443#-#+++++++3#------------------ -------------#2+++++++41(@###-----4@---@++##4+++4#--------------- --------1+++++420#-----------------#---------#+++++4#------------ #--------24+42(#--@4+++++++++++++++.++---------#++++++3@--------- -------##0111(##--14+++++++++------++++++++------o+++++43#------- ---##(2443.@##@@#-24++++++-----------++++++++------3+++4--------- -#@034++42(####0++4+++++-----------+++-+++++++++-----3----####### @.34+++420@####@(+-##------+++++++++++----++++++-----(000((@@#### --------------++++-----++++++++++++++-------#+++-----#########--- #(3444+41oo112333443--+++++++----++++-------++@##@@@(00..0#-###@2 ++++444444444+++++---4+++++++--------------+++++----+++++++++++++ +444433221112+++++------++++-----------++++++44+-23444431(#---#@o 44444444++++@+++++---------+---+++++++++++-----#--144442(#--#@134 ++++++++++#---@++++++--------+++++++++++------#(+433443o@##(244++ ++++++++4@#-----.++++++--------++++++---------#0++442000144++++++ ++++++++++3@------4+++++++++--o---------------#3++42(#-#(++++++++ +++++++++++++4#-----4+++++++++4+++++++++++++++++41(#-----0+++++++ ++++++++++++++++4#---#44--3+++3#+++++444320#-------(4++++++++++++ +++++++++++++++++++4@-------4+4@##++1++3o@------1++4444444332o(#- +++++++++++++++++++++++++0---143###44(#++@----#o34+3o233211o0(##- +++++++++++++++++++++++++++++++++@#o++0#-++4o1344443##(...00(@@## +++++++++++++++++++++++++++++++++++44+++#-4+++444432@---#(((@@### ++++++++++++++++++++++++++++++++++++++++4#--++444321@-----######- |
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