pyFTS/pyFTS/notebooks/Severiano et al - HighOrderFTS.ipynb
2018-05-15 22:59:30 -03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# High Order Fuzzy Time Series \n",
"\n",
"Severiano, S. A. Jr; Silva, P. C. L.; Sadaei, H. J.; Guimarães, F. G. Very Short-term Solar Forecasting using Fuzzy Time Series. 2017 IEEE International Conference on Fuzzy Systems. DOI10.1109/FUZZ-IEEE.2017.8015732"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Environment Setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Library install/update"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip3 install -U git+https://github.com/petroniocandido/pyFTS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### External libraries import"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pylab as plt\n",
"import seaborn as sns\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Common pyFTS imports "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.common import Util as cUtil\n",
"from pyFTS.benchmarks import benchmarks as bchmk, Util as bUtil\n",
"from pyFTS.partitioners import Util as pUtil\n",
"\n",
"from pyFTS.models import hofts\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Common data transformations"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.common import Transformations\n",
"\n",
"tdiff = Transformations.Differential(1)\n",
"\n",
"boxcox = Transformations.BoxCox(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Datasets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.data import TAIEX, NASDAQ, SP500\n",
"\n",
"dataset_names = [\"TAIEX\", \"SP500\",\"NASDAQ\"]\n",
"\n",
"def get_dataset(name):\n",
" if dataset_name == \"TAIEX\":\n",
" return TAIEX.get_data()\n",
" elif dataset_name == \"SP500\":\n",
" return SP500.get_data()[11500:16000]\n",
" elif dataset_name == \"NASDAQ\":\n",
" return NASDAQ.get_data()\n",
"\n",
"\n",
"train_split = 2000\n",
"test_length = 200"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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72+C1rl/Nn0PqA/hF6JjHA/iemWcQ0SoAU0SEZi+AG8T+0wEMhRZhKQBwJ6BFZYhIj8oA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\nqu8yAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bdcad4b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[10,5])\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" dataset_diff = tdiff.apply(dataset)\n",
"\n",
" ax[0][count].plot(dataset)\n",
" ax[1][count].plot(dataset_diff)\n",
" ax[0][count].set_title(dataset_name)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Statistics"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Dataset</th>\n",
" <th>ADF Statistic</th>\n",
" <th>p-value</th>\n",
" <th>Cr. Val. 1%</th>\n",
" <th>Cr. Val. 5%</th>\n",
" <th>Cr. Val. 10%</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>TAIEX</td>\n",
" <td>-2.656728</td>\n",
" <td>0.081830</td>\n",
" <td>-3.431601</td>\n",
" <td>-2.862093</td>\n",
" <td>-2.567064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>SP500</td>\n",
" <td>-1.747171</td>\n",
" <td>0.406987</td>\n",
" <td>-3.431811</td>\n",
" <td>-2.862186</td>\n",
" <td>-2.567114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NASDAQ</td>\n",
" <td>0.476224</td>\n",
" <td>0.984132</td>\n",
" <td>-3.432022</td>\n",
" <td>-2.862279</td>\n",
" <td>-2.567163</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Dataset ADF Statistic p-value Cr. Val. 1% Cr. Val. 5% Cr. Val. 10%\n",
"0 TAIEX -2.656728 0.081830 -3.431601 -2.862093 -2.567064\n",
"1 SP500 -1.747171 0.406987 -3.431811 -2.862186 -2.567114\n",
"2 NASDAQ 0.476224 0.984132 -3.432022 -2.862279 -2.567163"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from statsmodels.tsa.stattools import adfuller\n",
"\n",
"rows =[]\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" row = [dataset_name]\n",
" dataset = get_dataset(dataset_name)\n",
" result = adfuller(dataset)\n",
" row.extend([result[0],result[1]])\n",
" row.extend([value for key, value in result[4].items()])\n",
" rows.append(row)\n",
" \n",
"pd.DataFrame(rows,columns=['Dataset','ADF Statistic','p-value','Cr. Val. 1%','Cr. Val. 5%','Cr. Val. 10%'])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Partitioning\n",
"\n",
"The best number of partitions of the Universe of Discourse is an optimization problem. The know more about partitioning schemes please look on the Partitioners notebook. To know more about benchmarking look on the Benchmarks notebook."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.partitioners import Grid, Util as pUtil\n",
"from pyFTS.benchmarks import benchmarks as bchmk\n",
"from pyFTS.models import chen\n",
"\n",
"tag = 'chen_partitioning'\n",
"_type = 'point'\n",
"\n",
"for dataset_name in dataset_names:\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
" methods=[hofts.HighOrderFTS],\n",
" benchmark_models=False,\n",
" transformations=[None],\n",
" order=[1,2,3],\n",
" partitions=np.arange(10,100,2), \n",
" progress=False, type=_type,\n",
" distributed=True, nodes=['192.168.0.110', '192.168.0.107','192.168.0.106'],\n",
" file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n",
"\n",
" bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
" methods=[hofts.HighOrderFTS],\n",
" benchmark_models=False,\n",
" transformations=[tdiff],\n",
" order=[1,2,3],\n",
" partitions=np.arange(3,30,1), \n",
" progress=False, type=_type,\n",
" distributed=True, nodes=['192.168.0.110', '192.168.0.107', '192.168.0.106'],\n",
" file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.benchmarks import Util as bUtil\n",
"\n",
"df1 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' and measure = 'rmse'and transformation is null\")\n",
"\n",
"df2 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' and measure = 'rmse' and transformation is not null\")\n",
"\n",
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=[15,7])\n",
"\n",
"g1 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df1, showfliers=False, ax=ax[0], \n",
" palette=\"Set3\")\n",
"box = g1.get_position()\n",
"g1.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
"g1.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
"ax[0].set_title(\"Original data\")\n",
"ax[0].set_ylabel(\"RMSE\")\n",
"ax[0].set_xlabel(\"\")\n",
"\n",
"g2 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df2, showfliers=False, ax=ax[1], \n",
" palette=\"Set3\")\n",
"box = g2.get_position()\n",
"g2.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
"g2.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
"ax[1].set_title(\"Differentiated data\")\n",
"ax[1].set_ylabel(\"RMSE\")\n",
"ax[1].set_xlabel(\"Number of partitions of the UoD\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparing the partitioning schemas"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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OvPIZwHzPeNgPvfeH8G/f82+Nx6QHB7jveX8X8/e8x3jc3e99DK//9++zBsG//aP/Hne+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wdCQB8z1fUuHOjrPI8r0E8iwVsa/94jY78EP7E5lSyymJll0in0CW0V2wb8RKninhCyxG7vV9Gt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ko93/H+uJUchSnkNosP8aYHydLYClyhKtfovGZgdjoORx4oxClnx7CgdZctnYoQyhPKepgyyl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W0rcCikec7uQInnslmm797Zcr+vhk4D3el2gHz9oG04uuoO+BD1zh179YPBIPv378fn29og\nbmhooKOjY8dpnquhIZxOH43bUOBCOAgEzuWLUD8udLbPdgx93W44vE4qZ9cRqgF7nicGx1Y43tFI\nq2/rRXiLz82Jjqad1xEKvg3uJuh4aeu2Dgf07LyOkI7inm2vvtVXo7+jn2uL10jnHt9I1Ub7dgx9\nUDyRDk6Qnl94bFmLk1EyySwHt9hWrNF5LEA2nWNhBwWYY+EQK9OTW9aZ09B8spNTZGROkhyPbLkN\nQEPXGaqFJ3p6enA6t3Z0tbe3U19fv2OeCIWG8HpfwOPeWi3U1TXT2Hhqx5mkF0NRvE4HLzVWPihC\nwyEEr/sbn1lD/ynCc8ETA4fVwQJb4cSBJprrXTWsJ96G/SfAt43haWiBjjM73nEwMjdCg6uBk62V\nT9rVcAgHZ9vP7jhDSGf7eLeoR6qhAsxXkanH39I5u83yExqdR3WA+fEdJ4vjY6TicbpPbY8nuk+9\nSDadZu7hvceWlV1Pk5mPbWu3AZAvU5Ecf/wAcy6Xy9eZ2w50gLkWnvA3n8XhqJ75C+DzHaWursU4\nrODxcTEc5YUGDx2erWU1u5y82NjwzO442I5DaAg4JoToE0K4UUXevlTSZgJ4D4AQ4hRKgT89OZxb\nYHBshYHe7SlwUF79BwtRlqI7yDgJvg1tJ7enwAF634BUFOYevwDzyPwIXpeXEy1VipIWoZY0T53W\n7x3YpgI3CsXtZDuALgC3XQW+v7uRunrnjraNLYw/Ip3YvgL3NvvZ192zo32/2WiKzEJ8y/pBGsIh\n8BzeWZpnLpdjYmJi2woclBKfmJggu4P9saHQIH7/WRyO6jV9NAKBc8Tj4ySTj78QvBiKcqTBQ5t7\nawUOyvMfz0lurNV2wsJzjj3NE5lsjpHg6raySDXO97UyMr5CZicFy4NvQ8/r4Nze80LvG7B8H6KP\n/7yMzI/Q5+9jX0P1mhca/R39xDNx7izfeWxZsaFhhNdL/alT22qvAwzxHWQJaX2/XZ4oHECw+tiy\npkdVYGO7PNHWexh3g3dHgYP07Doymd22oe/w1lF3wLsjnojFYiwsLGxrGwCAw+Ggp6dnR4a+lFlC\n4aFtZQdpBAIDhMOXyeUefyF4MRxloNlL3TbtvgsBH+PxFLNJu45QDdjTPLEcTXJ/IbptnnA61EE1\nOwoc5LIwcVHp/u2i902YHITs4zvzRxZGeK39NVzbtOH6O/qZWJtgIfb4nBQbHsbd28v/z96bPMeR\nf9t9n8ysecZYmAvg0CQ4kwCH7p+keHJ4IW3kncPaeSOvtHDY4Qh7o4Ui9CdoY+9thVf2W7yI51BI\nerK7mwRQ4AQSIAESKKAwFMasec6vF4ksgCSGyqpMPg44q26wKi+Hqnvu9557z9fR5OSXb3ISUSpR\nfGO+wb6xqOJwyfSMBJt6fcNHqAWBuWE/0SRPGDYV6y2sjVVWmvMPMuCM+pA8jobvkBlsb29TLpeb\n5ol2BOZqVSWXe9c0T0iSTDg80ZJwoAnBMzXP4ybFZdDXxuKZ71NgPrchJISoAf8S+FtgHt39/40k\nSf9akqR/dviy/xH4F5IkvQT+D+C/Fd/JdQy7uTJL27lzDeCO49GYfuXwjNkxTyOBNzsdBLryCy2p\nv/GUuQR+ves6Xoe3tYbQ9Ayu0VEc3c01uhzd3bjGxlra+zUSePfI+SN8ALIi038p3GIC1wv2oSaV\nX9APBevv3qJp5honlZXm/YMMuEZD1HaK1HPmitRUKkW5XDbVEIrFYlSrVba2tkzFqlYPyOffmyz0\nWxvz1ITgWTrf9HQQ0Ej2F/4QreNH54n5zSy5cq2pdTEDD8c6yVfqvN00qbjl92Bn3hxPGJ50Jnmi\nrtV5nnre9HQQwIOo/tpWhQPfvXtIjuY4yTN+Hdnna0k42FhUCfd48YfdTb3eG3TR0edjY9F8QZyc\nn8PhchO9dLZRtgFZVhi8Nt6SP4TR2GlWOABwjYapJDKIurmvm5m1YgOxWIy9vT2yWXOTVrnce2q1\nbOOq4GYQiTxC00pks+b+HtVqjbe5UlNrxQYeH64MXKyNtY4fnSemV/Rm8iOTPPFxJ89O1qTAnHoD\n5XRzfqQGRn6Fah42zQnM6XKaxYNFUzxhCMxm18aEplGIx/E2OUUKR5NELfHEkkp0LIziaM5Bpash\nMLfGE+FoH8HO5s5J3mCIrqGRloSD8nIGHBKuoeYaXbrA3NpFNWZ85gzEYjHW1tZMC8xqOg4IU+eJ\njsgjisUE5XLKVKx3+RIHtXpT62IGHkf8lDTBy+9QYG7qGyCE+BshxC9CiMtCiH9z+LN/JYT468P/\nfiuE+IsQ4q4Q4p4Q4v+x8zdtJWZM+AcZuD0Ywe2QzXf1t15DJWsugYf6ofOS6UL/oHTAkrrU1L6v\nAafs5G7PXdOFvqjXKcTjTa8BGPBNTlKIxxEmE8LGokrfpTCK0rwFVv/VCPsbeYomGyfJ+TdEov0E\nOptvGA6O36JSLLKzsmwqVnk5DQ4Z1zk3HRyH0Twqm/QRajWBH39vszA8HpoxgDMQDNxAUXymG0IL\n+RLpWt1Uod/jcnLF5+Zp+qLQbwc/Mk88W94DzPGEcSgwvQ6weujxYIYn+u+C02eaJxbVRbLVrCme\n6PZ2MxoaNc0TdVWl/P69KZ6QHA689++bFg6EJthcUpueDjIwcDXC5gcVTTN3/kzOv2Hgl2sojuam\nEkHnif31NQppc0JFeTmN0unB0WSjC3SeEBWN6oa5pncikUBRFAYHP/f9PR2t+ggZCq4ZnjgSDsyp\nv1PpPILmfCEM3Ap48SvyhXDQJn5knpha3sftkLk91HyztnFRjVmB2Yx/kIHGBQTm1saMpo4Znrje\nqQvMZi8gKC8uoaXTTdtPADi6unBdumS6IVQuVNlN5kzxhCxL9F+OmN44EEKQXHjD0PXm7CcMDI3f\nYv3dPJrJc1J5OY1rOITUZKMLdJ6o7RSpZ82dkxKJBOFwmEik+b9HQ2De3Nw0FUtVp5AkF6HQ3abf\n06rA/NSEz5wBQzj4Hq+ft8pU+rvFs+V9PE6Z24Mm1DaHzIORFnyEGgnchPILehJf/QNMjKA1/INM\nJHDj9YsHi6TLzXeJy4uLaNmsqQQOuo+Els1SXlxs+j2lfJW9DXMJHI77CDX/5xKaxvrCm6bHOw0Y\n00Rm1d/ychr3SNBUAncNBpCcsukxz0QiQSQSIXzOjXDHEQwG6ezsbKEhNI0suwgF7zT9Hll2Eg49\nMF3oG8W6mYYQ6AeDqXSO+vchRF7gK2NqeZ+RTh/9YW/T7+kLe4h1+cwLB4k/QHHDYPNqLIoThh+Z\nbggZTZ1mbo45jonoBLPbs2iieU4qzD4HIVriifLiIrWD5le59jfzlAu1lniiWqqzl2y+mCsX8mwn\nPjLYQqEPR+tmzUAIQWUl3fAFahbG2oBZ9TeRSDA0NISjyYkugP7+fpxOZ0s84XEP4PU233xyu7rx\n+S6Z9od4quZxSRL3Q+f7BxlwyBKPwv4L4eACp2JqZY/7IxHcjvP9tgzcGgjjdSotnCd+h8gIhIea\nf0+wDzovt8QTTtnJ7Z4mPO0O4ZAd3O+9b1o4KMzo32XfZPMTIPrrJynGZ00JzJsf0iCaXys2MHA1\nzMGmOYF5f32NUjbT9FqxgaHxm1RLRbZXPjb9Hq1Uo7qRa3pdzIDL4IkVE+ckIUz5Bxlo1UdIVacJ\nhe6gKJ6m3xMI3EBR/C3wRI4Bt5MRz/m+kQa6XQ6u+tzfpXDw0zeEplf2eTDSgcvEIRz0rv78ZoZM\nycQu7uofEImZS+CgK8XFA9h91/RbZlOzuGQXt7rNFakT0QkEghfbzV/lWpg5NAo1W+gfvt54fzPY\najGBR2MhFIdsam1sb32NUi7b9I0ABoJd3YSjfaYMQ7VSjepm3tQaAIDkkHGNBL9KAge9q7+6uopm\nojmpJ/B7KErzijboXf1c/j3VavP/Zs/SeQbdToZNJHDQFYBMTWMh39oNCxf4cSGEYHpl39R0kIFH\no53MrOybmzhZ/QOGHoLD3PeF2F8gNQfF5r8v8VScAf8A/YF+U6EmohNkK1kWD5pv5hfiM0hOJ547\nzTeG4ZiP0PPnTb/HrH+Qgf7DiwrMqL8b7+ZBCNM80Xf5Cg6ni6QJnqjtFNHyNVNrxQBKyI2jy2PK\nMLRcLrO5uWmaJxRFYXh42FShL4Q49A9qfjrIQCTykHR6BiGaPwg+S+e4H/LhNTFlDLpw8C5fYr9q\n/pKPC/zYyJaqvN3ImLKfgEOBORYx1xASQp8kNTNFaiD2m/5ekwLz7e7buE3WcBPRCZbUJVMCczEe\nx9Hfj3NwwFQs38NJtFyO8vvmDZg3l1RkRSJqsnEycLXj8P3N/7kMgdgsTxiCtJnzRGU1C8Kc/QQc\nF5ib54m9vT3y+bxpnggGg3R1dZniiVotTzb7hg4T62IAsuwgHH5A2kRDSBz6Bz2JBJCk5nzmDPwa\nCTCdzn93AvNP3RDKNBK4+UL/8VgnmoB4oknVUgi9K99qAgdTY57xVJw7PXdwKeYOxre7b+OUnaa6\n+oWZGRwD/ThNjJUDOAcGcA4MmBrz3FhUkR0SUZMKqeKUiY6F2DRR6LeawAGGrt8iOT9Hs6vv5USm\npQQO+nuqm3m0UnNF6u7uLoVCoeWGULFYZGenOY/HWi1HNvfG1L6vAf1wIA53hs+HEIKnao5fTU4H\nwdFE0ffY1b+AvVjaznFQqLbWEBrr5KBQZWmnyc9VOQubL82tARiI/QYI/VbKJiCEIJ6Km54ihdYu\nICjMzOC5ewfZbe5Q4bl9G8nlMrU2trGkEuhwE+xqXkUECHZ6CHV7TAkHyfk5ZMVB/9VfTMVSHE76\nf7luyh/CmPBphSdcY2EqK2lEk83JtbU1hBAt80QqlaJYbM5HoVhcoVLZbZknarUsuVxzB8F8vc7L\nbMH0FCkcrQ5MXfgIXeAzxBMHaEI/G5jFo9Eu5rcypItNCsx7S5DfaZEn/gIlVfepawKFaoG3e2/b\n4olmfYSEEBSmZ/BNTpo+hDcEZjM8sajSGwvhdDU/0QXQGwuiOGVTwkFyfo5ARyfhaJ+pWMHObiLR\nfvM8IUu4YubOSZIi44qZ8xFqxX7CgFmBOZN5gRC1loSDjsgjcvl3TQvMiVKFrUqVJ+Hm18UMPIkE\nyNY13ua+Lx+hn7ohZCRwMwZwBu6PdOCQpea7+rvvobDXWgKPxCA40PSYZ76aZ35/vmH+aQYeh4fb\n3bebLvSFELpRqMnpIAPeyQkKMzNNN042llSioyEcJhM46GrxzmqWSpONk+T8HIHOLsK9UdOxBsdv\nUMxm2F9PNvX6ipHAm7zp4DhcY2EQzV8X2W4CP/6M85BOP0eIeksJPBS6iyS5ml4bWy5W2K7UTN0I\nYGDI42LI4/wu934vYC+Mla9WCv3Hh2px02tja89AaK3xxOAEyM6mhYOVzAr7pf2WCv2BwAD9/v6m\neULL5ym9eYtvwjxPyG433jt3mhYOhBBsLKr0X4mYPlSAfq3wxqLaNCcl598QvXwFp9tc8wn0dYCd\nlWXKheYaDOXlNHLQhWKy0QV6E0kr1KhtF5p6fSKRQJIkhoZMTjRj3kfooAX/IAOGCXWzPDGbLlAT\n8LiFQv9eyIdblvjz4vr5C3yGqeV9HLLE/RFzU4mgCwdCQDzRJE8YOX6kVeGAps8TL3ZeUBd102vF\nALe6b5kSmKurq9R2dpq+bv44nP26KN0sT1QrdbZXsqanSAEUh0zfWKjphpAQguT8HIPXb7bESYPj\nN0kuvEU02TgpL6dxDQaQWzgnuUdDVLfyaMXmzkmJRAK/309Xl7nJONB5olQqsb3d3E10Ok/IhMPm\nz7bhho9Qc58PQxx+3IJwYHDL93b9/E/dEDpK4B2m3+t1KdweCjffEDISeCuFviTp70v8oU8anYMX\n2y/QhNZSoQ/6LTJv995SqJ5fOFZWVqjv7rZU6IPe1a/v7lJZWTk/VqnGTiLbGOs3i4ErEYQ4XDs7\nB0II1ttI4MZUUbNd/fJyBtdQawncNRwERWraR8hI4J2d5g+4kUiEUCjUdENIN4BTCIfum46lKG5C\noTtNG8EZzRwzRqHH8SQc4Kmab/ogeIGfA1PL+/QG3Yx0Nu83YmC400s05DbBE3+ApOgrY2bh9OpN\noSYLfaNIb0U4MN4XT8Wb+r4UX76EWq0t4aD09i313PkFVnqnSCFdaanQB/0CglKuysHW+fxXLZfY\n+rDY0hQpwOD1mwih6Wtn50AIQeVjGvdYqCVOMnyHmlV/E4kEAwMDuE1OdAEMDg4iy7IpnnA6u/D5\nxkzH8noH8bgHmuaJP9M5ZOBhCw0htyxzP+i7EA4u8AWmlve5NRjG52reb8vA/ZEITkVqXjhI/AH+\nXui6bDoWkREIDTYtHMRTcWRJ5m5v8ya+BtyK25TAbDRzzF5QY8BnQmBOfUyjaYL+K+anLUHnid21\nLJUmGieZnRS5/b2WeWLo+k1K2Qx762vnvlZU61TWsg0/ILNoCMyJ5gXmWCzWEieZ9RFS1WmCwRs4\nHOZr/FDwDrLcvMD8VM3T6VT4xdcC/3lcDHtcPP3OhIOfviF0ZyiMt4VDOOhd/VdJlWKlid31xB8Q\niOo3hrWC2G+Q3YSD82+uiqfiKJLCvZ57LYWaiE5QEzVe7rw897XtJ/CHnzznLKSWM2iaaLnQj14K\nIclSU139dGqL3MF+ywk8Eu3H39HZVENIq9SpJLOm/YMMyC4F12CgqUL/uH9QKwlckiRisRiJRKIp\n0lXVaYKBmzgc5otvgI7IQ7LZOWq18w+Cf6ZzdDkdXGkhgYM+5rlbrfGhaPL61wv8sBBCMLWs+we1\n+n15NNbF1PJec43GxB8wcA/crTU1if0GG8+hcv73JZ6K0+npZDQ02lKoiegEe6U9Epnzi7nCzAzI\nMt775hvDcMgT9TrFF+d72zX8g9oQDo4/5yxsLr5Hq9dMG4U2Yl29jqwoTfFE/aBMPVNpaV0MQOn0\noIRcTfFEtVplfX29pSlSAKfTyeDgoKlCPxJ52NJ3DPTJogN1qqnv2FM1z62gl6AJ49/j+DUS4HW2\nSK5m7tafC/y4KFXrvEyqLU2RAnicCneGTPgIJf7Qc30r3xeTAnM8FWe8cxy/s7UabiI6wfz+PPnq\n+ZxUmJ5B6ejAdam1c5J3cpL6/j6V5SpmYuMAACAASURBVPPPSRuLKki0LjBf1QXmzY/n59Mj+4nW\neOJIYD7fR6iyloW6wD3aGk+4R3SBuRmeUFWVdDrdMk+YEZg1rUwm87ylKVIwBOZ7pgTmJ2Hz/kEG\nnkT8/KnmviuB+adtCJWqdV4lVdMGcMfxeKyTal3wfO0cH6GGf1CLCRyOvIeaUH/jqTg3um7gc5pX\ntAHu9dxDluSmuvrFmRmUzk5cY+aVPQDX2ChKVxfFJhpCG4sqkgT9l1pLdC6Pg56RYFP+EEaB3moC\nlySJoes3SS68OTchNBJ4i4U+6OsAlWQO7ZzmpKqqZDKZlhM46GOeuVyO/f2zi5d6vUw687IlXwgD\nkcgjhKiTzpxvKPtUzfMk4m8rgRvPucAFANb2i2xlSi0X+qALB6lMmdX9cyZOqiVYj7c2RWog9hfQ\napA8v+gx/INa/b6Y8REqTM/guXEDJdDaocJ77x4oSuMGmrOwuajiCTjp6G+N/8K9XnwhV1MNoeT8\nHEgSg9dutBTL6fEQvXSlqUK/Hf8g0DnJNRamvJw5l5PW19ep1+tt88Tm5iaVytk38ZRKG5RK66aN\nQo8jEnlItbpHoXD2QbCsacxm8vza4hQp6MKBBkxf3DZ2gUM8X1Wp1kVLPnMGHo118jqZplA5Z+JE\nXYX0Wmt+pAZiv0EuBftn31xVqVd4vfO65W0D0G+wrIs6L7ebE5hb8Q8yYMZHaGNJpXsogNtrfqIL\noG8sjNykwJycn8MTCNI1NNJSrHC0j0CTAnN5OQMSpm+iNCA5FVxDwaY2DtqxnwBzAnMm8xpNq7TN\nE9ncm3MF5s1yhUSpYuq6+c/xazjAfrXOYuH7EZh/2oaQkcDbKfQnYp1IEkwvn9MQUlchs95eAu+5\nBr4uSPx55svK9TKvd9tL4AFXgOud1xtX15+Fwky8rQQuSRK+ycmmbhrbXFLpHg7iajGBg97VT61k\nqFXPbpwkF97gCYboGhxuOdbQ+C1ye7tkds7ej60sp/UEbtIA7jhcY2HQhN5cOgOGp0O7hf7xZ52G\nTPYVQlRa7ugDh7vC8rld/fVShbVSpSVDaQOXvW66nY6LdYALNDC1ojc92xUOgPPV3/U41Cvt8cTw\nI5Dkc3liI7fBZn6zLZ4YC43R6ek8lye0SoXiq1ctr4sBKAE/nhs3KDbBExtLKgMt+geBzkkDVyNs\nLp3vI7S+8Ibe2CXcvtYLx6HxW2x9WKRaObtwLC+nkbwOHL2tNbrg0EcoW6G+f/ZtikZuN0b6W0Es\nFkPTNJLJs330jNzeDk8Y71XTZ/PEq2yRkibaKvQnQz4USb/R8gIXAP22YkmCyVh7DaGaJnixek6D\nwcjt7QoHcK7APLc7R0WrtMUTd3vvokgK8e2zc3d1a4tqMtnytgGAa3QUpbubQvzshlC9ppH6mGl5\n2wDA6VboiQXZbEJgXl94o9tPyK0duSVJYnD8FutNCMzllTTOqB/Z52wpFjQvMK+uruLxeOjt7W05\nViwWI5/PnyswGzwRDrf++WhWYH52KAq3cvGAAeO9z76jtbGftiE0tawn8IlR8/5BBsJeJ+N9IaZW\n9s5+oZF020ngkgQjv5679/t65zVVrdpWAgdd/X2184pK/XR1r7qxQXV9va1CH/SufnV9nerGxqmv\nqVc1tpbbS+CgN4S0mmD7HAPm9fk3DF2/0XICh6PpovO6+uWVDM4+P3IbjS73aAgkzu3qJxKJthN4\nd3c3Pp/v3DFPtWEU2vrnw+EIEAzePLchZBTnrdwIYECSJJ5E/N/d3u8F7MPU8h4Rn5Orva0XBld6\nAnT4nOc3hBJ/ABKMPGk5Fp4Q9N05lyeMqZ5WjEINSJLERHTi3Amh0twcolxuq9AHnSeKr16hlU9v\nnOQOSmR2S5bwRO6gTHbv9MZJvVZl4/1Cy1OkBobGb6HVa2wtvjvzdZWVDO5Rfe25VbjHmvMRSiQS\nRKNRvF5vy7GGh4eRJOlcnjhQp3A4ggQC11qO5fON4XR2nesPYTT7H7UxIeR3KNwJXPgIXeAIU8v7\nXO8LEW7jED4R60CWmriAIPE7eMLQ29pUIgDdvxwKzGc3hBo+c72t+cwB+J1+xjvHz+UJQxRu5zxx\nJDCf3RDaWc1Sq2qW8ERqJUPtjMZJ7mCfg80NS3git79Hejt16mtEXaOSyLTsH2TAPRbSBebVswXm\nRCLByMgIchvnpGYvqlHVKfz+q7hcrTddw6H7SJJyLk/8qeYIKDI3A63z35jXRa/L8V1tHPy8DaGV\nPcb7QoQ8rSdw0Lv68cQBldoZ7u+J38ETgZ7xtmIR+033EMqc3jgxku793ta8GgxMRCco18u82Tt9\nlL0QP0zgbRf6E5887yRsJzLULUjg/ZfDIJ3tD5Hd30VNbbbsH2Sga2gEjz9w5jqAqOkJvJ11MQDZ\n48DZ72+q0G83gUuSxMjISBMJfJqA/xpOZ3v/Zh2RR2Qyz9G00w+CT9UcQUVmvI0EDnpXP1mqslY6\ne83hAj8Hppb3eTjaidzGIVyWJR6OdjamjU5F4neI3gRv6yIFoPNEchpqp3+G46k4QVeQK5ErbYWa\niE6wnltnM7d56muM8X3vg9YPFaDzjKhUKL1+feprjHVgKwr94887CamPH6hVygy2WegPXBsHSTqT\nJ+qZCrXdYts84ej1Ifsd+lrBabHqdVZXV9uaDgLweDz09fU1xRPh8CSS1JqnD+icFIk8PFc4+FPN\n8YvPQ1cLxr/H8STiZzZToFRv7tafC/y4qNY14omDtrYNAEIeJzcGQs0JByO/Qhs13JGP0PnCwZXI\nFSKe9vLpg+gDXu+8plw/vYYrzEwjBwK4r7XeGAa9oVTb2KS6vn7qa9r1mTMwcEUXmFNnCMzrC4f+\nQdfbbQidLzBXN/KIitY2T7hiusB81nkil8uxu7vbNk80IzBrWg01PdvWFCmAw+EnGDhfYH6azvMw\n7Edp1eIFQ2AOfFc+Qj9lQ6hS0xN4O/u+Bh6PdVKqasxtnHEQN/yD2kng0NR1kfFUnKsdVwm720sI\nhiJwVle/MD2DHAzi/uWXtmK5f/kFORg8c+/XKMxbvRHAgMfvpGsgcGZDaL1hANdeQ0iSZQbHb7K+\ncHoCr2zkEFWtZUPp43CPhamsZhGnNCez2Sx7e3ttrYsZiMViHBwckE6f/LnXtBrpdLztBA763q+m\nVchkTj8I/qnmeBQOtJXAgcbK2bML9fenRypTYmWv0HahD7pwkNgrsJU+ZeKkXoW1qfamSA3EfoNa\nSTeXPgXxVJwHvQ9Q5NYP4XDMR+iMdYDCzAzuq1dwdLTX6PIdNpTOUn83FtM4PQpdQ61PgAB09vtx\n+xxn8kTDZ67NQt/jD9ATGzuz0C+vtOcfZECSJFyj4TML/a2tLarVqmU8kUwmqdVO9kWpVHYpFD60\n5QthoCPykFJpnWLx5INgXQim0vm21sUM/BoJUBGC59nzb6K7wI+NufU0xWrdkvPEo9EuZlfPEJhz\n27C3aBFP/AXUBKRPXumsaTWebz9ve9sAdJ6oaBXmdk/PcYWZGbwP7iMp7XGSIVCfzRMqHX0+vEFX\nW7H6mhCYk/NzON0eesdauBHuGLoGh/EEQ2fzRJs+cwZkjwPnQODMjQMr7CfgUx+h05DLzVOv59ry\nIzUQiTwkk3lB/ZTm5F6lxrt8qS37CQNPwn42yt+PwPxTNoTmNtKUqpolhf7k6Dn+ENkt2P+gd/Tb\nRfQ2uIKnNoSqWpUXOy+Y6G0/gXd4OrgcvsxM6vSkalUClxQF34MH5yfwfj/eQHsJHGDgSpjNjxnq\np6h7yfk3OD1eemKtGWUfx9D1mxxsbpA7OPnzYSTcVg3gjsM1GkZUNSrrJzczrErgx59xmo9QLveW\ner3Q1rqYAeMZp4157lSqLBbKlhT61/0eQg75uxrzvIA9MHL6w1FrGkLA6VNCm6+gmreGJ4xnnKL+\n7hZ3WcmstHzd/HFcjVwl4AycKhyIWo3i7CzeNteKAZRIBPfVq2cLB4sq/ZfDbU10AUiyRP+VyNnC\nwcIbOgeG8IXbU5lB54mN9wvUa9UTf728nEZyyTgH2i9S3aNh6vslaumTC+J2jUKPIxaLUavV2Dhl\nHVxV9X9Lawr9s32E3uSK5OqaJYW+cWX9xdrYBazliQ7KNY3X66fknYb9RBs+cwYaPHGy39y7/XcU\nagVLGkLnCcy1/X0qSx8atw63A/fVq8ih0KnnCU0TbC6p9Lc5RQqHAvPg2QJzcv4NA9fGkds9J8ky\ng9duNATrk1BeTuPo9qK02egC/UxSPkNgTiQSOJ1O+vv7244Vi8VQVRVVPfnv8chnzhqe0LQKmeyr\nE3996tAyoh37CQOGj9DT78Rv7qdsCDUSuAUNoZ6gm0s9/tMbQlYmcMUBI49PbQgt7C1QrBWZ6Gs/\ngYPe1X+x/YK69uV+bG1vj8rHj237BxnwPZyk8vEjtb0v/Zg0TbD5Id32GoCB/qsRauU6u6snF3PJ\n+TkGLUjgcDRlZIyNfo7ycgZHj0UJ/Bx/CCsTeF9fHy6X69Su/kHDP6j9BO50duD3X20883NMHSZb\nKwp9RZJ4FA5c+AhdgKnlfXwuhZsD7Tdrb/SH8LsUppZP8ZszmjdWKL/+bui5fipPzKZ0E2grCn1F\nVrjfe//UQr+08A4tn7eUJ4rPnyNOmDgp5iocbOYt44mBKxHS20XyJzRONK3O+sLbtqdIDQyN36RW\nKZP6+OHEX68sp3HFQkhKe40uOOKJ09TfRCJBZ2cnwWCw7VjGOsFZPCHLHoLB9v8eA4FrOBzBU4UD\no3nz2IJCv8PpYNzvuRAOLsDU8j6Xuv30BN1tP8toKp3qI5T4A5w+6L/bdiz6DIH5ZOHAEIPb8Q8y\nEPFEuBK5cipPNOwnLOAJSZZ1gfkU4WAvmaNSqre9LmZg4GqErY/pEwXmYi7L7uqKpTyhpjbJ7X9Z\nRwhNUF7J4LJAXIbDKaPa6QJzIpFgaGgIh6O99Vs4X2BW1Sm8nhE87r62Y50nMD9V83hkibuh1i9v\nMHDd7yHsUL4b4eCnbAhNL+9zucdPd6D9BA762tj0yj517YQ9wdU/wemH/juWxCL2G+zMQ+FLwjBu\ne7FiQgj0A0O+mufdwZdml1Ym8OPPOclHaC+Zo1qqM3C1/bUqONsfopjNsJdctSyB945dxun2nOgP\noSfwdNvjnQaUgAtHj5fKKfvMiUSC4eFhFAsaXbIsn+kjpKrTeL0x3O5o27FA7+qn08/RtC8Pgs/U\nPF5Z4k6wPf8gA0/CfpYKZXYqJ6v1F/g5ML2yz0SsA4fSPk06FJmJ0c7Tb6Rc/RM6L0Ow/YIH0Hli\n7Rmc0Myf3Z7F6/Byo7MNU9JjmIhOsJxeZq/4ZZFaPLztxUqe0AoFSvMLX/za5pLe4LCy0D/+3OPY\nXU1QLuTbNgo1MHi4dnaScKAVqlRTBdyj1vCEsz+A5FYon8ATmqaxurpqyXQQgN/vp6en51SeSKsz\nhMP3keX2BRFJUgiHJxtTR5/jWTpPzONiwNN+LNDV3+lMntpJdd8FfgpommB6Zd+SdTGAroCbK70B\npk9rCK3+od8kqbTnfQqArOgXGKyePCE0m5plODhM1G9NDWcIzLUTarjiTBzJ7cZ7y5p86ns4SWVl\nhdru7he/ZpXPnIGBKxFqFe1EgXnj3VsAy3jCOJckT+CJ2nYBUaxZdp4wGksnCcylUomtrS3LeCIa\njeJ2u0/kCSEEanrGEnEZwOmMEPBfO9VH6Gk6x4OQH3e7Fi+ALEk8Dvsbt5Z962jqTyxJ0j+RJOmd\nJElLkiT9z6e85r+WJOmtJElvJEn63639bVqHuiaYsjCBg74OkC3VeLd1giN7wsIEDjByqCCfkMRn\nUjOMBEfo8fVYEspYKTipq1+YmUHyePDetCbReW7cQPJ4ThzztMoAzoA/7Cbc6z1xzHN9QU/g7RqF\nGpAVhYFr46yfsPdb3cojSnVL/IMMuMfClFfSiM+K1GKxSCqVsiyBg97V39nZIZ//NNkJoaGqM5b4\nBxmIRB5Sr+fI5ea/+LWnqp7AXRYkcDjuI/R9JPFvBT8ST6iFCgtbWUvWig08HuvkXSrLQf6zfXJN\nO/KZswojv0E5A6kv8048FedOzx2cFnGSMWn0fPtLz6LCzAzO4WGcUWsOFd6J0/0hNhZVFKdMb8wa\nhbR7JIDDrZzIE0aD3yqe8Ec66BgYOtEforySAdG+L4QBSZFwxUInFvo7OzsUi0XLeWJ1dRVN+1RB\nr9WyZHNvLeeJQuEDlcqnB0EhBH+qOR5bsFZs4EnET6Gu8TpXtOyZPwN+JJ54l8qSKdUsP0/MrBx8\nKTAXVdiaOzoDWIHYb7CzAPlPvy+a0JjdnrVkitTARHSCQq3Au/0TBOaZGbx37yK5rGnWNgTmmS/P\nLpuLKsEuD8FOjyWxGgLzKTyhOBz0XW7PZ9VA7+glnB7viQKzVf5BBpSAC0ev98RJUivtJ+BsgTlf\nWKJaPbCUJ8KRh6TTs18IzLlandfZoiVTpAaeRAJ8KJbZLn/7AvO5JyhJv/rh3wL/FLgB/HNJkm58\n9pqrwP8C/EUIcRP47234vVqCd1tZspYn8C6AL9cBCvuQemPNupiBwQeguL9YB9CExmzK2gTe5+9j\nKDB0akPIe++eZQlccrnw3rt3aqEf6vYQ6LAmgYOexDeX1C8aJ8n5ORSn07IEDro/xM5agmLu04Zh\nwz+ozSsij8M9FkaU6lS3Pm1mWJ3Ajz/r8zHPfH6RWk21xCjUgKEOfN7Vz9TqzOWKlvgHGbgd9OKV\n5Yu1MRP40XhiekWf5DFyuxUwOGf6cx+hnXkoqdbyRMzwh/iUJzKVDO/231nKEze7buJRPF/whBCC\nwvSMZdNBAM5oL87YyKk80TcWQnFa0xhWFJn+S6GThYP5OUI9vYS6ey2JBbqKvL7wFu2zqa7yShoU\nCddw+ytcBtxjYWqpAvX8p0Wqlf5BBmKxGJVKha2trU9+rk/yCMuUX6DBOZ9PCS0WyuxX6w1PByvw\n5PDq+u9lHeBbwI/GE4ZVhJXnicdjnWTLNeY3P5vgW3sGCGuFA4NzPhOYP6ofUcuqpTxhrJ597kta\nz+Uozc9byhOeGzeQvN4veEIIwcaSatl0EIAv5CIS9Z24cZCcn6PvyjUcFp2TZEVh8BSBubycRgm7\nUTqs2XwBQ2DOfHFOSiQSyLLM4OCgZbFisRi7u7vkcp/mUyv9gwx0RB5Sr+fJ5d5+8vPpdB4Na+wn\nDBhnk+/BR6iZyukRsCSE+CiEqAD/DvivPnvNvwD+rRDiAEAIsW3tb9M6GE0bKwv9wYiXwYj3S8NQ\nOxK4ww1DD7/Y+11Sl8hUMpYmcNC7+vFU/JNr8+rZLOX5BUsTOOhd/fL8AvXsUeNECMHGorUJHPSG\nULlQY3/z0y9pcv4N/Vev4XBaNNHF4ZinEI3xUQPllQxKxI0jYl2jy5g2+lz9TSQSKIpiaQIfGBjA\n4XB80dU/SuDWdfQ97j683pEv9n7tSOAuWWYy7LvwhzCHH44nXA6ZO0PWTe/dGQrjcshf+s01fOYs\n5InwEERiX/DEi+0XCASTUQubNIqTuz13v2gIVT58oK6qtvBEcWYGcWzipFKssbuWtcQo9DgGrkbY\n28hROtY4EUKQXHjT9u1in2No/BblQp7d1U/zaXk5g2s4iGRRowuO+QitfMkToVCISMS6v8fTfIRU\ndRpJchIO3bMsVjB4C1n2fOE3ZzRtfg1bxxNRt5NLXveFcGAOPxhP7DMY8TLU0b7fiIGHp11Uk/gd\nZCcMWZhPB+6Dw/OFcGDkcivPE1F/lOHg8Bc8UXz+HDStcTuYFZCcTnz3vxSY1VSBYrZq/XniSvgL\ngblSKpL6uGSZ/YSBofFb7K4lKGaPGoZCCMrLadxjIaQ2b9o9DvdYGFGuU/3snJRIJBgcHMRlUaML\nTheYVXUKtyuK19ve9fbHcZrA/DSdxyHBRNi67/PtgA+fIn8XwkEzFcYgsHbs/5OHPzuOX4BfJEn6\nXZKkp5Ik/ZOTHiRJ0n8nSdKMJEkzOzs7rf2O28TUyn6jgWMlHo11MrW8/0njhMTvoLhg0NomDbHf\nYPMllI8aJ3YkcON5alnlY/pj42fF2VkQAt+ktbF8k5MghP78QxxsFijlq/RbtC5mwFg/O67+VooF\ntpc/WF7o9135BcXh+GTM8yiBW3fgBHBE3CgR9xdjnolEgoGBAZwWNrocDgdDQ0NfFPoH6hRudx8e\nz5BlsQAi4Yeo6RmEODoIPlVzOCR4ELJuQgjgcTjAm1yRdPXk65Iv8AV+LJ5Y3ufeUASPs32/LQNu\nh8K94ciXwkHidwgNQsS6ggfQ1d/EH3CMk2ZSMzhkB7e7b1sa6kH0AQv7C2QrR5xkFONWFvoAvolJ\n6uk05aWlxs82P6YRwrq1YgP9VyIgYPPDUT492FynkFYZtLrQP+Sd4zyhletU17OW84RrKAgOifLy\np4eKRCJBLBaz9FARDoeJRCInNISmCAVvoSjW1WKy7CIcvn9ioR91ORj1WneAAXgc0f0hNHHhI9Qk\nfhieEELwbHmfh6Mdlj53IOJlqMN7snAwOAFOC88uDteJAnM8FafX28tQwNoabiI6wez2LNqxGq4w\nPQMOB967FhhlH4N3YoLyu3fU00e522r7CQOGwLy3cdQ42Xi/gNA0y/yDDAxe1wfqDHsLgNpeCS1b\ntdR+AvSbi+FTgblSqbCxsWHpFClAf3//FwKzEAJVnSYcmbS20eWO4vXGThQO7gR9+C3wWTXglCUm\nQ74fpiHUDBzAVeCvgH8O/G+SJH3xjRNC/K9CiEkhxGRPjzU+N2YghGBqed9SXwgDj8Y62c1V+Lh7\nrJPaSODWTYAAekNIaIcTSDriqThRX5TBgHUTIHDUYDre1S/M2JTA794Bp/OTrr7VBnAGgl0eAh3u\nTxpCG+/mEUKzvNB3uFz0Xbn2iT9EbbeIlqvisnBdzIB7LEx5OdNoTlYqFTY3Ny1P4KB39be2tiiV\nSsBRAo9EHlqawEGfOKpWD8jnjw6CT9U894J6B95KPIn4ERzdYHYBS/Bd8ES+XGNuI2PpGoCBx2Od\nzK2nyZUPG41CHPkHWfx9IfYbFPZg933jR/FUnFtdt/A4rOWkiegEAvGJj1BhegZHby/O4WFLYxkN\npk94YlFFliX6LllbEEdHQ8gO6ROeMPK41cpvqKeXYHfPJ+sAldUMaNb5QhiQHDKu4U99hPb398nl\ncrbxxOrqaoOT6vUimexrS6dIDUQij8jl5qlW9WaXEIKnao4nkYDlnPQkHECt1XmXL1n63J8c3wVP\nLO/m2c2VLd02MPDo8KKahsBcycPGc2unSA3EfoOt11A6+r7EU3EmohOWf18mohOky2k+qEe3KRZm\nZvDevInss24qA9CvsBeCwjGBeWNRxRtyEe61diCg/wQfofX5OSRZZuCX65bG6rv8C4rT+cl5omKx\nf5ABR8SN0un5RGBOJpNommY5T5wkMJdKa5TLW3TYxBOqeiQwl+oazzOFxiqwlXgSCTCfL6F+4wJz\nM6eodeB4RTd0+LPjSAJ/LYSoCiGWgffoCf2bgp7AK7YU+g1/CKOrX87pUzx2JPDhRyA7IKHv/Qoh\nGv5BVifw4eAwPd6ezxpCcby3biF7rU2qsteL99atT4zgNhZVfGEX4R5rY0mSRP+VCBtLaoN0kwtv\nbUngoB8etpc/UCnpBpSVQ2XW6gRuPFPLV6nt6rHsSuCgF/pCCJLJJADF4iqVyrZNhf7hmGdaPwgW\n6xovsgVLfSEMPAj5cUoSzy4aQs3ih+GJ2VXd0NMuntAEzCYObxvb/wi5lH2FPjTWAYq1Im9331o+\nRQpwp+cODsnRuNJeCEFhRvcPspqTnENDOKJRisd4YnNJpScWxOm2TtkDcLgUoqMhNpeOF/pv8IUj\ndPQPWBoLdJ5ILrxpcFJ5OQ0SuGLW+QcZcI+FqG7k0A6bk3b4zBmIxWIUCgV2D2/9SWdeIETNUl8I\nA/ozBem0/vlYK1XYKFdt4YnvyR/iG8EPwxOGF5xdwsFevsKHncPPVXIGtJq1PnMGGgKzPi2RzCXZ\nLm7bwhPGMw2e0EolSq9fWz5FCkcCc/HYzcUbSyoDVyKWc1Koy0ug0/0JTyQX3hAdu4zLa22jy+Fy\n0X/l2ic3UpaX08h+Bw6Lz0kA7tGQ7iN0yEmrq6tIksSwxUIP6DyRSqUaArMd/kEGOiIPqdXUhsD8\nPFugIoSlfqQGnoQD34XA3ExDaBq4KknSmCRJLuC/Af76s9f8X+jdfCRJ6kYf+fzINwZjBPOhDQn8\nUref7oDraMwzOX2YwG0o9F1+6L/bKPTXsmvsFHdsSeCSJDERnWAmNYMQAq1YpDg3Z0sCB/BNTlCc\nm0MrFj/xD7I6gYM+dVRIV0jvHDZO5ueIXrqCy2N9Uh26fgOtXmfzvX7DQnk5jRxw4ui2PpYxdWSo\nv4lEwrYEPjQ0hCzLja6+nQnc6x3B7Yo2fIRmM3mqQlh6I4ABnyJzL/h9jHl+I/iheEKRJR7ErF0F\nAHgw0oEiS0c80fAPsqHQ77wEgWgjxqudV9REzRae8Dq83Oy+2RAOquvr1FIpvBavFYPOSb7JSQoz\nOifVKnVSKxnL1wAMDFyJsJPIUinpjRPDP8gOThoav0khrXKwuQHo/kHOwQCy22F5LPdYGARUEvqa\nXyKRwOfz0d3dbXkso8n0KU9IRCLW1xHh0D0kydngIqNZ88QGnhjxuBhwOy94onn8MDzxbHmfLr+L\nyz3Wf66OLqo5xhOSrIvBVmPo4aHArK+N2WU/ATAUGKLX29uIUXz1ClGt4p2wPpbs8eC9fVtfSQMy\ne0Vy+2XLtw0MDFyJsLGoC8y1apXNxXcMWmw/YWBo/Cap5Q9UigVA9yN1j4Zt4aSGwHx4TkokEkSj\nUTweizdfOBKY19b0rdIDdRqHI4Lfb30/+HMfoadqDgl4ZANP3A/5cEnSN+9Lem5DSAhRA/4l8LfA\nPPB/CiHeSJL0ryVJ+meHL/tbW2KAvgAAIABJREFUYE+SpLfAfwT+JyHE3slP/PvD1PI+3QEXl7qt\n/weXJIlHY508+yKBP7Y8FqA3mtZnoFqyNYEbz90ubLOeW6f48hVUq5YbhRrwTU5CtUrx5SuyeyXy\natm+Qv/YmGetUmFr6Z3lawCNWNfGkSSZ5II+5mn4B9mRwB3dXuSAszGFlEgk6OvrsyWBu1wu+vv7\njxX6Uzidnfh9VyyPJUkSkchDVHX6cA0gb1sCB139fZEtUKhr57/4J8ePxBPPlve5NRAiYMMh3O92\ncGsw/Gmh7+uCbutuNWxAknSeSPwOh2sAsiRzr9c6E9/jmIhOMLc3R7FWbBThtvHEw0lq29tU19ZI\nrWTQasK+Qv9qBE0TpJYzZHa2yexsW75WbMDgn+T8HKKmUVnTC3074IqFQJY+EQ5GRkZs4aTOzk4C\ngcAnPBEM3MDhsH7ySVG8hIK3GsLBUzVHxKFwzW89/0mSxJNIgKdq7lP/yAuciB+JJ6aW93k01mnL\n92W0y0dP0H10c3Hid+i7DR7rLQZw+XVz6UPhIJ6KE3FHuBS5ZHkoQ2A2LqopzMyAJOF78MDyWHB4\nAcGbN2iFApuL9thPGBi4GqGQqZDeLrL14T31atW288Tg+C2EprHxfoGaWqa+X7LcP8jA8YtqarUa\na2trtkyRwkkC8xSRyCSSZK0lBIDHM4zb3XeMJ/KM+z1EnNbXfV5F5n7I981fQNDU37IQ4m+EEL8I\nIS4LIf7N4c/+lRDirw//Wwgh/gchxA0hxG0hxL+z8zfdKp7ZmMABHo12sq4WSR4U9OTafxfc1hc8\ngK4o1yuwHmcmNUOHu4NLYesTOHzqI2QkcK9NCdz74AFIEoWZmSMDOJsSeEefD0/AyeaiytbSe+q1\nmuUGcAZcXh+9Y5dJzs9ROyhRV8u4R20gd3TS1X2E9ASeTCZtS+Cgd/XX19epVquH/kHWr4kYiEQe\nUS5vUSqt8TSd42bAS9iGBA763m9N6JNIFzgfPwJPlKp1XqyptqwBGHg81smLNZVSta4X+nb4BxmI\n/QUy66CuEk/FudZxjaDLHk6aiE5Q02q83nlNYWYaJRzGfcX6xjAcNZoK04c8IUHfZXsK4r7LYSRJ\nFw6Sh2P6dvFER/8gvnCE9fk5Ksks1IQta8UAskvBNRigvJwmnU5zcHBgG09IkkQsFmNlZYV6vUw6\n/dyWKVIDkcgjMtnX1OtFnqp5Hkf8yDZ9x56E/aQqNVaKFVue/6PhR+AJvc4v2sYTxwVmUSvrGwd2\nTJEaiP0G63GoFomn4jzofYBswyEcDgXm4jbJbJLizAzua9dQwvbkON/DSajVKL58ycaiitvnoGvA\nHgGxITAvqawfXgxgGEBbHuuX60iyTHL+TeOmSLt4wtHlQQ46qSyn2dzcpFar2cYTLpeLgYEBEokE\n5XKKYjFhi38QfCowV+oa05m8LWvFBp5EArzKFsjX6rbFaBf2fOO/QSQPCqyrRR6N2lfoG6to8Q9b\negIfsWFdzMDIE0CCxB96Ao8+sO0QfjlymZAr1GgIua9fRwnac6hQgkHc49cbDSG3z0Fnvz0JXJIk\nfcxzSW0YtA1csyeBg36I2Fx8R3FJnw6wq6MP+t5vXS2z9m7F1gQOekOoXq+TSLygWFolEraz0NcP\ngtsHU8yk87bs+xp4GPYjAX9erAP8NHiVTFOpaY2rf+3Aw9FOKnWN+YW3oCbs5YnDleXq8v/Ly52X\ntk2RAtzrvYeE1OAJ7+QkkmxPieG6fBklEmnwRNdAAI/fuhsUP4nlcdA9HNQbQvNzuP1+ukfsa5wM\nXr9BcuFNY3LHZZNwAPp6cWUtS2J5BbDHP8hALBYjm82ysfkUTSvZ3BB6iBA1lnaf87FYtsUo1MDj\nw0PEn9+4+nsB62B4hdrJE49GO9lMl9h+9xRqJXvsJwyM/AZaldSHf89ado0HUXsEXzgSmGfWn1F4\n/sK2KVIA7/37IMu6cLCUpv9yGEm2SayM+vAGnQ2e6B6O4Q3ak7tdHi/RQ4G5vJxGcis4bTwnGQLz\nysoKYD9PrK+vs7ure+TaLRyUKynie8sU6pqtDaHHYT81AfFMwbYY7eKnaQgdGcBZfyOAget9IYIe\nB5vzf0C9bG8C93ZA9CZbK3/Hem7d1kJflmQeRB/wYn2G4gt7Ezgcjnm+eMHG4gH9VyK2JXDQu/qZ\n3RKJ16/oHhnFG7Bpogt9HaBerZJ+nUTyKDj77GtmGM2mj3OLAIyMWHyl9TEYz15b+w+AvQnc77+K\nwxFheucjRU3YWuiHHAq3At5vfu/3AtbBGNG3tyGkexNtz/0n/Qd28kTPOHgivFn+W8r1sq08EXKF\nuNZ5jYX3f1JNrNrKE5Ik4Z2cIDczy9bHtG1TpAYGrkZILWdIvp1j8NoNZNla8+rjGBq/RWZnm/y7\nHRxRH4pNjS5AX0erC5bfLuFyuejr67MtlnGISDZ4wr7Ph/5sif+8vQJga6H/i89Np1O58BH6ifBs\neZ+g28F4v33NWmP6aPu1/n1h5FfbYjHyGJCY/fA3AExG7ftuXopcIuKOsDL9HxDFoq08oQQCeK5f\nZ39mDjVVaNwGZgcMgXn9/T7r7+ZtWys2MDh+i62ld5Q+qrhHQ7aek9xjYerpCokPK3R3d+P323d2\nicViaJrGxsbfoSg+AgH7RHrjrPJ328uAPT5zBh6G/ch82wLzT9MQmlo+IORxcK3PvgO/Iks8HO3E\nsfZU/4GdCRwg9huze/pki52FPugE4VhaRZRKX6UhVNJcpHdKX6XQF0Jjc+mdbWsABozx0epqXjeA\nszGBO/v8SB4Hq8k1enp6bE3gXq+XaDRKJjuLogQIBMZtiyVJMpHIJFOZMgCPbZwQAt1HaDaTp6Jd\n+Aj9DJhaOeBaNEiH32VbjIjPxfW+II7kU3AFdW8IuyDLEPuN+O5rAFuVXzhcG3vxCrDPP8iAb3KS\nAxVqFe2r8EStkuNgc902XwgDQ+O3kJCoJfO2rQEYcI+GQILV5BojIyPINk10AfT09ODxeMhkZ/H5\nLuNyWW9ebcDhCBIM3GAqU8KnyNwOWH95gwFJkngSDvDsQjj4aTC9ss/kqH5BgF24Fg0S8jhwrj+F\nnuvgt+/7ogvMt4jvvsLn8HGt85ptoWRJ5kHvA6rPXwL6RTJ2wvdwkq013RDZbp7ovxohs71GtVS0\n/TwxNH4Lh+akvmOff5AB91gYDcFa0j7/IAPG5TeZ7Czh8ASybI8lBIDfdwWns5OpTInLXje9bvvE\nl6BD4VbQ+03fXPwTNYT2mBzttDWBg97Vv1J8Ra3rOvjtm0YCYORX4k7wKx6uddiXwEEv9MfXdNNE\n2xP4xARqWPeesDuBdw0FUJRd6tWy7YW+Nxiib+gqzpID95h9yhKAJEs4Y0E2stu2J3DQu/qyvEQ4\ndN/WBA7QEXnE62o/l70KPS77EjjoynJRE7zKFm2Nc4G/f9TqGvGVfVv9gww8GusklnuBNvIYbJw2\nAXSe0HJcCo7Q6bH3zzYRneDKSgXh9eAZv25rLN/kQ9SIzhP9V+wtiPuvhNFqSQDbbo4x0D0SoycU\nQ6pJtvOE7HNS63GwV1Bt5wlZlonFhpGkJVunSA2EI5O8rHQxGfLisLnuexLxkyhV2Chd+Aj96NjN\nlVnaztm6bQAgyxKPR8MMZV/ZLy6DLhxU97nfcxeHzTXcg+gD+hcPkGPDOGy41fA4vJOTqP5RHA7o\nGbFvIAD0m8YMnhiymScGr9+g2zME2OcfZMDR60P1FCnXKrbzhNfrZWAgDCRt5wlJkgiFJnhV7rBd\nXAb4NRxgNpOn/I0KzD9FQ2g3V+bDTv7rFPqxEBPye9bD922PRew34h4399w9KDYfKq53XudWUiLT\nH8LRZS8ROrq6yI48QBFVeobtG/UGnXR9QX1NxO5CH+DKsN5Mc9pMTACZnhpVagz3Dtoea3i4A59P\nRVbsPQQCBMOTvGOce+607bEeH66kfctjnhewBm83M+Qr9a/CE/9gAK5ISVIRe5vrAPWRX3nucTPh\n6bU91oPeB4yvCdK/9CE57D1UeK5fQ+28TkAp4A+7bY3lDbhwubeRZCfRS5dtjSXLCpeH9Ekuu24Y\nO47drhIAI4fKrJ0YHpZRlAoej41TcYeQA49ZE8Pc92Rtj2WspH3L6u8FrMFMw37Cfp74Jz17BCiQ\njtrfQFUH77HkdDDhG7A91mTPA64nBelx+2P5JiZQI1fo8hZQFHuPvF1DAdDWcfu6CHTae07yBoKM\n9NxEo45r0N5zkiRL7HTqoujXEJhHYnpjPRi0vz7a9/0jcviZ8Ntv9vwk4qekCV5+oz5CP0VDyDCA\n+xoJ/LayRlAqMq3ZfzDed7r44HIxWbZflVKExHgSFka+zkdGjVwlnFlGwv6rXEU9iSRHUBz2JlWA\nHu8INa2CWtuxPdamot/S1ifsnbICCIe3Aciko7bHSkqXKEh+rrFge6xul4OrPveFj9BPgKmvyBOP\n5Pd6TGE/T7z3eMjJMhNfYXohUlaI7cD81+AJWSEduUIk88H+WIBWTyI7+pEkmye6gB7PMNnqAWXs\nn0zcUlQUIdOD/c2ncOTr8cR7+QZCkrn+FXjiZsBLQJEvhIOfAM+W9/E4ZW4P2v99eSy/A2BGs28N\n38CsV1+rnCiVbY81uicTKMHCsP08UXMHyfkHiaTt5wkJgahvIDuHbI8F0OsdYbe8gZDsPydtKSoB\nzUNAtm/91kAkvI2myeRz9k6PASxI+iDAdeZtj/XoUGB++o0KBz9FQ+jZ8j5ep8KtAfsTuDOpO6P/\n3wf2d1Gfp54DMJH6CDaPoJXfv8ddrPOsN0O6bO9kRilfJVMPEN5/R/n9e1tjCU0ju/sR2THI5pL9\nEyeevIe98gbr79/YHmtd3SIovLhT9o8nlspzaJrC2pr9h6VnGV3RHiv9e9tjga7+TqVz1IX9pHuB\nvz88W94n1uUjGvLYHiuyM00ZF3+z1297rPiO7tUwsf3R9liF2VkA/q5zm7pmr+K2t5GnKrkIrs5S\nOziwNVYpn6OY3kSSB9lN2nvoF5rAW/CyW0o2rrm3E+vZFL1aiPqq/UWqpr2jXAqQTNqvkM7kZBzU\nGCz9J9tjKZLEw7D/Qjj4CTC1vM/94Q5cDvuPTwPpWdZEL/85ZZ+nnYF4egmXgFupJdtjleMvAPiP\nXdu2x9r6kAZJwv/+d0TdZk5aX6NeK1Ct9lHI2CvAaKUa7rKH7cIq28v2NruEEKxnU/SLSOP2S1sh\nLZLNdrO2tmV7qOelIF3s4cs/tT1Wl8vBLz7PNysc/BQNoanlfR7EIl8lgZP4A9UzyP+37SJdrNoa\naiY1g1tycDO7Bzv2djcL0zMAvB2WmE3N2hprc0mfbImoS424dmE3uUqlmEdxD7OxqNoaSyvW0HbK\nZJWja+7tghCC1bVVBv29XyWBq+oUQoyyurqBZnNz8qmao89Rwlecplq19yAI+s0D2brG29yFj9CP\nCk0TTK/s88jG28U+QeJ3kv6bPE1k0TR7G43xVJxBR4C+rXko2vt9KUzPoDkdvO4tsqgu2hrLyNeR\n9BLFeNzeWO/mAYHkGLKdJ2o7BSgL9mqbtvNEqVRiazvFgKfHdp4QQpBOT1OvXyKRSNgaC+CpmueG\n64BC+hlC2L8O8GskwPtCib1KzfZYF/j7QaZU5e1m5qtMkSIE8uqfLPvv8uxwetVOxFNxbjvDuNae\n2S4wF2ZmKHUHmZESqCV78+nGooosCYLbC5QW7J0WTM7rDXzZMcjmB3v/XOVEBgmJndKa7Tyxu7tL\noVSkT+q0nSdqtTyFwgKVyqjtPCGE4Fm6wB3XDun0lK2xDDyJ+JlO579JgfmHbwhlSlXmtzI8GrXZ\n4BlACEj8QWXwCULAbMLe4nt2e5Y7neO4ABJ/2BqrEI/jGOgn0+FidtvehtDGUhrZIdEVrFCwudBf\nP0zgfZfG2ViyP4EjQBn2klx4i7AxIezu7lIoFBgZGKK6lUcr2lek1mo5stm3BAIPKJVK7OzYtw6n\nJ/A8j4K6Yqaq9n4+4MIf4mfA0k4OtVD9OoV+KQNbrykPPiFdrLK4bZ9aJIRgdnuWia5bgIDVZ7bF\nAp0nnLdvUHVIxFP2fjc3l1QCHW68Wo7CjL2xkgtvkBUHkeio7ZOk5eUMAPKAm/X5t7bGSiaTCCEY\nGRymvJJB2NicLBSWqVb3CQQesL29TaFg35RQvlbnda7Ao6CLej1HLvfOtlgGjCuLp9Lfpvp7gfYR\nTxwgBDz+GjyxuwiFXSqDT3iXypIu2Ccw56t5FvYXdJ4opWHbvrwjhKAQn8Fx/w7AVzhPqPQM+VC0\nqu3CwfrCGwIdXTjdHWwu2ssTleUMyBL1iEZywV6eWF1dBWBkYIjKSsbWWOnMc4SoEwzcZ3V11VaB\neaVYYbtS43HQST6/+FUE5l8jAXJ1jTffoMD8wzeE4it6An841mF/sJ13UNwncv2vcCqSrV39XCXH\nwv4CDwZ/g9CgrQ0hIQSFmRn8Dx9yu/u27YX+xqJKdDREcOIehZkZWxsnyfk5Al3dDN8aZXctS8XG\nxkllOQ2KRMftGKVshv31NdtiGZ31sZtXQRw2o2xCOj0LaAwO/NUnse3Ax2KZnUqNf9A9gCy7UFX7\nu/qDHhfDHtc3O+Z5gfZh5OrHNt8cA8DaFAiN7pv/GNBvwLQLy5ll9kv7TIz+l6C4IPG7bbG0fJ7S\nmzdEHv3KgH/AVp4QQrCxqDJwNYLv7l0KM/ZOkibn5+i7fJXBaz1sLKq2clJ5OY0cctE9fontxEfK\nBfsa0YlEAlmWGRm/hCjWqG3b16QxcvXg4F8BsLZmH//FMwVqAv5h78gnse3E3ZAPjyxdrI39wJha\n3schS9wf+QrnicNc3X3zrxACZhL2nSdebr+kLupMXPqnh7HtO09UEwnqO7v0//Zf4JJdtvJEtVxn\nJ5Fl8GYvzqEhWzcOhBAk5+cYHL9J3+Ww/QLzchrXUID+8eusL7xB2Ng4SSQS+P1+eq8M6gKzjc1J\nVZ1CkhQGBv8R5XKZ7W371gr/PGze/8Pe2GFse+sIgMeHwsHTb/A88cM3hJ4t7+NUJO4Pf70E7rr8\nD/5/9t7kN45s+/P73JznDM4zk5SogRJLEwep6sGAFzbQvfn1wptuwDsDvWrAgL1pwEAv2uiF3YB3\nvXD/BY22Vw9wG70w7M2rkkRSUmkoSkVJZFKckkMy5znjehEMiiyRmRGRkVmUnr7Aw3svM6ibpWKe\n77nne873cGdUaWui/2L/BapUmR2YhdhPWgBvU5JaWVunfniIf26O2YFZfjv8jUK1PYljpVRjfyPL\n8DUF/9wc9cNDKmvrbTlLSsnm2zeM3rzNyPUupISdj+2r6msBPMzojLbevp1tnvF4nFAoxMDtUXCK\ntrZ5agHcxcjIf0EkEmlrQUhPtn/qVohE7pFKLbbtrNN4pGj+EO28CH7Hn4ena0kGIz7GuttvmEj8\nb+Bw0XfzLwxFfW0VDvRke3b4EYzMtjXRL7x4AfU6gbl5ZgdmWU4st+37kt4rUshUtILQ/Byl336j\nnmvPRbxaLpH4sMro9G2GrymU8lWOdtrDf1JKKmtpvJNRRm/NgJRsvWuf+huPxxkaGiJ8TTPvbC9P\nLOLx9DIx8RCn09lWnvgllcMB/KV3HJ9vhKMO8ITX4eBBJHhyyfiObw9P15LcGY3i97TfK5H4zxAa\n4Oate3icjpOlB+3AUmIJp3Byb/K/huhYW4UDvXgffviIH/raKzDvrqVRVanxxNxcWwXm9F6CXPKQ\n0ekZhqcUDj5lKbdJYJbVOpXNLJ7JKKPTM5RyWQ43N9pyFmg8EYvF8F2Jtl1gTqUWCYduMzlx8+Ts\nduFxKke328m9vpljgbn9PDHs8xDzeS6lcPDNF4Serh1yZ1TpXAAPD0HXJAuT3bzcTFOstGd2fTmx\njEu4uNt3VysI5XYh2R7T0MKS9iUJzM0xNzBHXdZ5sf+iLWclPmpt63oAP32+3UgldsgfJRmdnmFw\nMorDIdrmD6FW6lQ2c3gnI0QHBgl1dZ/MG9sNKSXr6+vEYjEcHhee0bDWndQmHKUWCYdncLmCxGIx\n4vF420j3l1SOXreLq34vijJPNveGWq39CfiP0RCH1RrvC+3fwPEdnYWUkqdrhyxMdiOEaP+B8Z9h\n+D7CG2Jhspuna8m2fV+WE8v0+nsZD49rPLHzAsrt+b4UlpbA6cR/7x6zA7MkS0nWM+ttOUtXX094\nQlUpPn/elrN2Vt+h1utaon9NOXO+3agnS9QzFbyTEYauXcfhdLWNJ6rVKltbW8RiMZxdXpxRb9uF\nA0VZwOPxMDIy0t5EP53jh7CfkMuJoswfe9y1v5j/SAnyOlskW2u/Z9F3dBbFSp2XmykWOtFFKqVW\nlIn9hM/j4u5YtO3Cwa2eWwTcgbYLzIXFJZzd3XgmJ5kdmGUluUK+2p7L8fZqCiFg6EqUwPwc9aMj\nKh/bc0/SBV5dOJDy2NC6DShvZKEuNeFg+vbx+e3hiVQqRTqdJhaL4RkLHwvM7SkI1etlMpkXKMo8\niqIQjUbbLjD/qIRwOn1EIvc56kAnKWg2FI/TuUsnMH/TBSEtgKc7ZgBH/GcY/xGEYGGim5oqeb7R\nnpnEswH8L9qLbVJ/C0tLOHt68ExMcLf/Lg7haFtVf/u9FsAHr0TxTEzg7O1t2zjA6QDu9jrpi4XZ\naVNBqLKRBVXimYgihGBkeobNlddtCQipVIpsNkssprVBeicjVDZzqG0oTtbrJTKZlyiKVryLxWLk\ncjmSyfYkL4/TOR4pQYQQKNF5pKyTTrfnIngaD5Xgyfnf8W1hI1kgkSkz3wmeqBZha1njCWB+opu9\nbJn4of0dJ1JKlnaXeND/QCt0xX4CtQab7SmwFxeX8N26hTMU5MHAA4D28cRqCn/YjTIQwH/3Ljid\nbeUJIRwM35gm0usnEPW0TTjQE23vRBS318fA1am2dZJubW1Rr9eJxWIIIfBMRiivpdvCScXiFqXy\nNkr0M09sb29TLttfYC+rKs8yhRPvN0VZoFpNUii0f8veo2gIFVj87jf3zeH5pyOqdclCJ+wnUhuQ\n2TrJ7ecnunm9lSZftr/jpFwv8+rgFQ/6tZjN+I+Q34PD9myuKiwtEZibQwjB7MAsqlR5sdcegXln\nNUXvWBiP30VgdlY7v01jY5srr/GFI/SMjDFwpb0Cc2UtDQK8sQiRvgFC3T1t4wm9IBOLxRBuJ56x\n9gnMmexLVLWCosyfnNkugXmrVGGjVOFRVOeJebLZzgjMD5UgyWqd3y+ZwGyoICSE+EdCiHdCiPdC\niH/Z4Ln/RgghhRBz9n1E63i+cURNlZ0pCB2tQ3ZbS7qB2YkuhKAtVf1SrcSrg1fauBhA73UI9LS1\nIKQH8KA7yHT3dFsT/b7xMB6fCyHESZtnO7C18gZ/OEL3yBgAw1MKifUMtTYUTsp6AJ+IADA6PUMu\neUh6L2H7WacDOIBnMgqqpLJhf1U/k/kVKSsoysKZM9tR1d8sVdgsVU8S/Wj0PkI4O+IPccXvpc/j\nupRtnpcFXytPfPYP6gBPbC6BWj1J9PUz2zEOsJ3fJlFIfOaJsYcgHG3hCbVSofjy5UlX50Rkgm5f\nd1t5YmhKQQiBIxjEd/t2GwtCb+ibmMQb0ArRw9eUtvkIldfSOAIuXP0BQOOJxIdVquWS7WfpMXp8\nXPPZ8U5GUbNVaof2n6XH6NM8IaVkc3PT9rNeZAqUVcmPx4l+1/GZneCJ2WgAl7ic/hCXBV8rTzxd\nSyIEzMY6wBN6jD6+TyxM6gKz/QWGV/uvqKrVzzxxIjDbPzZW3dmhurV1whP3+u7hFM628ES9qrK7\nlmF4SuvqdMdiOPvaJzBvrbxh9OYthMOB2+OkfyLcPuFgPYN7MIjDr92TRqdn2Hz7pi2cFI/H8fl8\n9Pf3AxpPVLbaIzB/5onPwkE+n+fw0H77FX1JzKNjsVfjCfXYE7W90LnpsvFE04KQEMIJ/DvgHwO3\ngH8mhLh1znNh4L8H2rvGxASerusBvAMV/Y1ftP8+DqYRn5tbQxEW1+1P9F8dvKKm1k5UWITQqvob\n9if61a0tats7JwEcYHZgllf7r6jUK7aeVa+qJNYyDB235QMEZmepbWskYjc2375h5ObtkzGR4WsK\nal2SaIOLfmU9jXsoiMPnAmD0pvYV2nprf5unHsD7+voATUVA0JY2T23mVpwov729vQQCgbYUhJ4c\nB099m4vLFSIcuk0q3X4jOCEEj6KhSxfALwu+Zp5YXEvSFXAz1Rdq/2EbvwACxh8CMNUfojvo4Wkb\neOJZQktsThJ9bxgG73zmKhtRevUKWakQmNPO0tVf/TPYiWyyRPawdJLogzbOXHr5EtXmjpN6rcrO\n6jtGb94+eW14SiGfKpNtQ+Gksp7WukgdGieNTt9GrdfZWf3d9rPi8TgDAwP4/Zpvlncyqn2GNqi/\nqfQiLleEUOg6AGNjYwgh2sMTx4n+wnGi7/dP4Hb3dMQwNOh0cicc+L6R8gJ81TyxnmR6MELU727/\nYRs/g0+BvmlAu8M4BO3hieMtXyf3id5rEOhtC0/o2yB1ngi4A20TmPc2stSr6smY72mB2e7CSS55\nSCqxw8gpnhiaUtiL2y8wy7pKJZ45ideg8UT+KEk6sWvrWaDxxPj4OA6HVi7wTkTaJjCnUosEg9dx\nu7U7ezsF5sepHGGng1shjf8ikXvHAnP7fYQm/B4GPK5LxxNGOoQWgPdSyo9SygrwH4B/cs5z/zPw\nvwD2Z0kW8XQtya2hCBFfBwJ4/G/g74K+mycvLUx282zjiErNXvf35cQyAsH9/vufX4z9RetSSttb\nONHXvgfmzxaEKmqF1wf2tigm4hnqNfVson98rt3r57OHB6QTu4xOz5y8Nng1CgLbq/qyplLZyJ4J\n4D2j4/hC4ba0eeoGcHoAd/hcuIdD7Un0U4uEQjdwu7V/NiHESZun3XiczhNxOZgOfTb+VZR5MpkX\n1Ovtb718pATZKlf5VLJIpSJaAAAgAElEQVS3EPqN4OvlifUk8xPdOByd8A/6GwzMaFyB9n2Zn+hq\nS4fQcmKZsCfMta5rn1+M/UUbGavZ+33R2/D9Dx6cvDY7MMt2fpvt3LatZ+2c8g/SEZibQ1arlF6+\ntPWsxMf31CrlMzxx4iNkM0/UM2VqhyW8k5GT10Zu3AIhbOeJer3Op0+fThJuAFefH0fQ1RYfoVRq\nESU6h1YPAK/Xy9DQUFt44pdUjhtBH91uTXwRQtClLHSkQwi0sbHnmQLFevu2/nzF+Cp5olJTWY4f\ndWbaAD7bTxzncGGfm9vD0bYsqllOLHOt6xpR73F+qo8Xt6FDqLC0hCMUwnvjxslrswOzvDp4Rdnm\nHG57VbPrGJr6nHcH5uao7e5S3bKXkzaPhd0/8oRalyRsFmIrWzlkVcVziif0c+3miVwux+Hh4Rme\n8LRJYFbVGun0s5MuUoCenh6CwWCbCkJ55qNBnMcNAS5XkHB4piMFISEEj5QQv6Qul4+QkYLQCHB6\nP+jm8WsnEEI8AMaklP9Xoz9ICPHPhRBLQoil/f190x/WDCo1lWcbnQ7gP50EcNDGAUpVlVdb9iZY\nXwRwOGkttbuqX1hcwhGJ4L32+VKhzxrbXdXXE+zTBSHvtWs4IhHb534/B/DPFX1f0E3PSMj2RF8P\n4KcLQsLhYOTmbdsDeDabJZlMngngoFX1yxtZpI3FSVWtks48O5n31RGLxU6M6OzE41SOhWjoJICD\nNoKgqhUyWXsvgufhR+VytnleEnyVPLGbLhE/LHSGJ+pVbeW8HquPsTDZw0aywE66aOtxy4llZvtn\ncYhTNB/7CWol2LbXd6uwtIT32jVcXZ+7cecG5k4+h53YXk3h8TnpGf3c0RWYfQBC2D4OoBt1jpzi\nie6hIN6gy3aeOPEPOsUT3kCQ/tgVtt7ayxM7OztUq9UzPCGEwDsRpWxzh2y5ckCh8PFcntjc3KRW\ns88XpaZKFtP5ky5SHYoyT6m8TbFof6fxH/FICVKRkueZ9myi+8rxVfLE6+00parambHibAIO35/D\nE90830hRttGwvKbWeL73nNn+2bNvxP6i+RilPp3/gxZRWFrCP/sA4fy85Gd2YJaqWuXV/itbz9pe\nTdM1FMQf9py8FpibP/4c9l76N1fe4Pb56Z+4cvLakC4w27yAoHLKZ05H98gY/nDEdmPpP9pPQPsE\n5lzuN+r1PF2neKJdAvNBpcbvhdJJTq9DUeZJZ37tkMAcYqdcZeMSCcwtm0oLIRzA/wb8j82elVL+\neynlnJRyTh9naRdebXUwgGd2tA1ffwjg8xP2+0NU1Sq/7v/6eQxAx+AP4AnbXtUvLC0ReHA2gCs+\nhSllyvZEf2c1RfdwEF/oc0eXcDoJPHhge6K/tfIaj99P38TkmdeHrynsfkxTt1Hd0xVXz0TkzOuj\n07dJ7e6QS9qn+pwXwOH4klFTqWzZV8zI5n6jXi+cqeifPtvOIL5fqbJaKJ+T6GuXzk6ovzeDPqIu\n5/eCkAVcVp7QW/AfdmJzzM6vUC18wRPt8BE6KB6wnln/kieOzazt5AlZq1F89uxMFynAlDJF2BNu\nS0FoaEo509HljEbxXr9uv3Cw8prukTECkdPFfMHwlNKGglAa4XHiHjqbpI5O32b793fUa1Xbzvqj\nf5AOz2SUerJELWVfQqwrrufxRL1eZ8vGcfA3+SK5unpOot85H6GFaBDB9wUEVnBpeeI4Nndk8YBu\n/aB7+RxjYbKbck3l1aZ9F/G3ybcUa0VmB/9YELJfYK4dHlL58OGM/QTQlgUEqirZ+ZA600UK4L02\nhSMabct9YuTGNI5T9yRvwE3vqP0Cc3ktjavPj/NUoUsIoQnMNgsH8Xgct9vN0NDQmde9k1HbBebP\nPPGlcJBOp0ml7Pt7fHocmx+dwxNSVshkfrXtrIug32Uuky+pkYLQFjB26v+PHr+mIwzMAP+fEGId\neAT89c82gjsJ4BOdDOA/nnm5J+Tlal/Q1jbPlcMVLYD/MdF3OGH8ka2GobWDAyprayfzvqcxOzDL\n873n1FR71D21rrLzIX2mO0hHYH6OytoatYMDW84CraI/fOMWDofzzOvDUwq1isr+Rta2syp6AA95\nzrx+0uZpo4+QHsAHBwfPvK4Xo+wcBzgxgIueDeADAwN4vV5bC0JPjoPmHxN9t1shGLzekTZPhxAs\nRIOXKoBfInylPHFI0ONkeijc/sP0IswfCkLTQxFCXpetBSE9uT7xhdAR7NF8KWzkidLKW9RC4YtE\n3+lwcr//vq2JfiFT4Wi3cGYMQEdgdpbCixfIqj2FE1Wts/X2tzNdpDqGphTS+0XyNhZOymtpPLEw\nwnl2dHFk+ja1SpnEx/e2nRWPx+np6SEcPvt7f+IjtG4vTzgcfsLhs3+PejHKTp7Qi/X6VkgdodB1\nXK5IRwpCitvFdND3XTg4H18pTyS50hekN+Rt/2Hxn8EdhKE7Z17W7zJ2LqrRY/MXHUIDt8EbsVU4\nOLGf+ANPRL1RrnVds5UnDjdzVEt1hv/AE8LhIPDgAUUbhYNiNsPBp/iZcTEdw1MKux/S1G0qnEhV\nUl5Pn+kO0jE6fZt0YpfsoX33pHg8ztjYGE7n2XuSdzKiCcyb9t2TjlJP8fvH8XoHzrzeHp7I43MI\n7ob9Z17XvFBFR3jiRtCH4nJeKuHASEFoEbgmhJgUQniAfwr8VX9TSpmWUvZKKSeklBPAY+AfpJTt\nd/BrgKdrh0z1h+jpZAAfvPvFWwuTPSytH1FX7ZkTPAngfywIgXbR2H8LeXsKUJ8N4L7k4tmBWQq1\nAu+S72w562AzR7Vc/6Kif/p8/fO0ikImzeHmxhmjUB36RcOuqr4WwM8awOnon7iC2+e3tc3zogDu\nDHlw9fttbfNMpRbx+yfwes+qcw6Hg/HxcXsDeDqH3+Hghz8EcNCq+un0M1SbipON8EgJ8aFYZq9s\nn1r/jeAr5YkksxPduJwtN8s2R/xn6JmCUP+Zl50OwWzMXh+h5cQyfpef6Z7pL9+M/QQbT0C1Z/RA\nV1v9s+fzxHpmnYOiPUnqzgfdP+jLRRGB+TlkoUBpZcWWs/bj61SKhfMTfd1HyKZxgHq+Si1ROJcn\ndJ6yiydUVWVjY+OLLlIA91AQ4XXaLBwsEo3ex+E46+UYCATo6+uzPdGf8HsY8p4VX4RwokTnSKXb\nLxyAxhOL6QJVm/K+bwhfHU/UVcnierIz0wag8cTYAjjPfl+6gx6u9Yds5YmlxBLj4XH6An/osGqD\nwFxYWkL4fPhvf5l3z/bP8mL/hW0Cs56/D50nMM/NUYnHqdk0Zrj19jfg7FixjuFrCrWqfQJzdTeP\nLNXP+AfpsFtgLhaLJBKJc3nCc1yQsstHSEqVVGrpiy5SaI/A/DiVYzYSxOM4m/e53VFCoRsdE5gf\nKsFLJRw0zYKllDXgXwD/GVgB/qOU8o0Q4l8LIf6h3R/QCuqqZCl+1JnuIID4L9rWGKfri7ceTnaT\nLdd4u2vPF+dZ4hmxSIxef++Xb9rc5llYXkb4/fhufbEEwnYfoUYB3HfrFsLvt81YeuudFsDPS/SD\nUS/KQICd9/YkxNXdPLJcPzfRdzidDF+/adumsUKhwN7e3rkBHI7bPNczSBuSVD2Ad50TwEGr6h8c\nHJDP29NN8ySVZzYS+CKAA3Qp89TreXK532w5qxF+PG7zvGzbAf5sfI08cZSv8Hsi15lEX1W1uPyH\n7iAdC5PdrO7lSObtmSd/lnjG3b67uB3nLFSI/QSVLOza49lQWF7CPT6Oe6D/i/d04eL5nj2eRTur\naZxuB/2xLzu6/LPaWXYJB3pcHjlHOOgbC+HyOtmxSTioxL/0D9IRiCp0D4/axhP7+/uUSqUvxsVA\nG4fzTkRsS/Sr1Qy53NtzE33QxgE+ffpEvd56cVJKyZN0jofR87cFKsochcIa5Yp9CvpFeKSEKKoq\nr3LffYRO42vkiXe7WbKlWmd85opHkHjTkCeW4/YIzKpUNf+g88Rl0D7Dwe+Qs6dwUlxaxn/3LsLj\n+eK92YFZirUib5NvbTlr+32KSK+PcLfvi/fsXlSz+fYNTrebwavXv3hPv8/YJRxU1i/mib7YJB6/\nny2bhINPnzT/qPN4whl04+oP2NZJms+/p1ZLfTEuBp8F5o2NDVvOytbqvM4Vv+gi1aFE50lnOiQw\nR0OsFSskLonAbEgWlVL+JynldSnlVSnlvzl+7V9JKf96zrP/5Z+t+r7dzZAt1TqT6BeSsNc4gIM9\n/hCqVFneW744gA/fB5fPtqp+YWkJ/73zA/hAcICx8JitBaFIn59Q15cdXcLtxn/vrm1zv1srr3G5\nPQxcvXbu+8NTUXbep2wpnJz4B50TwEErSh1srFPMta4g6AG8UUFIlutUd1ovZuTzq9Rq6XMD+OnP\nYEcQzxwH8D/O++rQP0Mnqvo/hAP4HY5LVdW/LPjaeGLx2D+oI4n+3m9QSn/hC6FD56pFG9YKp8tp\nfj/6/WKeOPERap0npKpSXFo+t4sU4Fb3Lfwuv3088T7F4JUITteXqYu7vx9PLGYbT2yuvCbSN0Ck\n90t/EofTwdDVqG2JfnktDS6BZ/T80cXR6Rm23v6GakNX10U+czo8k1FqewXqudaLk+n0MiDPGIWe\nRiwWo1KpkEgkWj7r90KZZLXOo4sS/RMfofbzxGX0h7gs+Np4Qrd8WOiEz9zGE0A2vE/kyjVWdlov\n2H5IfSBdTjcoCB1zlQ0Ccz2bpfT27YU8YaePkJSS7dXUufYTAL7paUQgYJvf3NbKa4ambuByfym+\nBCIeTWC2STgor6VxKl5cXV8WuhxOJ8M3btm2qCYej+NwOBgdHT33fe9kxDaBWY/JFwnMsViMg4MD\ncrnW8+7FdB4V+PFC4WCeer3QEYFZv9NclrGxDvTJdx568aUjif7GY+2/L0j0hxU/o11+WwpCq0er\nZCvZiwO4ywuj87bM/dYzGcoNAjhoVf1ne89QZWvzsVKV7LxPnzsupiMwN0f57VvqmdaJcHPlDUPX\nzg/goLV5lgs1DrdbT+Yqa2mcXV5cyvmji7o/hd522gri8ThOp5ORkZFz3//c5tl6Vf9I9w+6IIAP\nDw/jcrlsafN8ms4j4cJE3+sdwO+PnXymdsLtEMxHA5cmgH+HdTxdS+JxObgzen6x1lboxZcLEv0f\nRqN4XQ5beOLF3gsk8mKeiI5A14QtPFH58IF6KnUhT7idbu703bEl0S8Xaxx8yl6Y6AP45+coLC8j\n1RY5SUo2V96c6x+kY3hK4XArTynfurpXXkvjGQsj3OenZKPTtykX8hxstB5P4/E4kUgERTn/7/Gz\nj1DrXJtKPUUIN5HIvXPft3MBgV6k/6PPnI5w+DYOh78j/hD9XjdX/d7vwsE3gKfrSUYUPyPKl+Pq\ntiP+N3B6YOT82K3faezwEWpoPwEwdA9cfluEg+Lz56CqXywe0NEf6Gc8PM5SovUizdFugVKuytAF\n9wnhdhO4d88W4aBSLJBY+9CYJ64pbL9Po7ZYOJFSUl5Ln9sdpGP05m0ONzcoZFrP8ePxOCMjI7gv\nuCfZKTCnUk/xegfx+cbOfd9OgflxKodLwINo4Nz3dYG5E/eJH0J+Ak7HpREOvtmC0GiXn+GOBXAv\nDD+48JGFyW6eriWRsrWA0DSAg3bh2H0JpdaSucKzZyDlyZrG8zA7MEuqnOJj6mNLZyV3taS6UaIf\nmJsHKbXP1QLKhQJ7ax8ZOWdcTIdOJK36CGkB/Hz/IB2DV6/jdLttqeo3C+AuxYuz22eLj5AWwIfw\n+c4vPrlcLkZHR21L9N1C8CByfkEItMJUKrWEbLE4aQSPlBC/5Uqkqu1vKf2O9uHpepL7Ywpel7P5\nw60i/jeIjoHyZfs1gNfl5P64YktBaDmxjNvh5ofeHy5+KPYXLdFvkZP0pPqiRB80nniXfEem0hon\n7X5IIyVNhQM1naa82poBc3J7k2Imfe5YsQ79c+y02CWklmtUt3MNeULnq1Z5QkpJPB4nFoshhDj3\nGc9ICFwOm4SDRSKROzidXyraAJFIhK6uLtt4YtDjJub7sqMZwOHwEI3e70iHEGgCxpN0HrXF79h3\n/HmQUvJ0rcP+QSOz4D7/7jIU9TPeHbBlUc1yYpmBwAAjofNzOFweGLNHYC4sLoHLhf/ulz6rOmYH\nZnmWaF1g1vP2hjwxP0f599+pt7i5avv3t0hVbXifGL6mUCnWSG63VhyuHRRRc9Vz/YN06Hyl22JY\nRaVSYXt7+8IuUvg89dAqT0gpSaUWUZT5CzlpaGgIt9ttD0+k89wNBwg6z8/7vN5+/P6JjvCEyyFY\niFweH6FvriCkB/COdAfBqQB+fsIDsDDRzWG+wof91qqAy4llBoODDAeHL34o9hNIFT61Vt0sLi2B\n243/7p0Ln9E3E7Sq/u6cBPCLE2L/3TvgdmufqwVs/76ClOq5htI6Ij3a6FqrBaHafhE1Xz13I4AO\nl8fD0NQNtlpM9MvlctMADmj+EOvploqTRgI4aFX93d1dSqWS5bNAS/TvhQMEGhj/KsoctVqKfH61\npbOM4GE0iETrXPqOrxO5co3XW+nO8ISUGk+M/9jwsYWJbt5sp8mWWus4WU4sM9M7g891MScR+wmK\nSdhvbSlAYXEJ18AA7gvaykHjCYnkxd6Lls7aXk3hcAgGrlwcTz8vIGgtmdN9GBopv/0TYRwu0TJP\nVOJZUGnIE5HePiJ9/S0XhJLJJLlcriFPCJcD73iYcosdQvV6gWz21YVjxTpisRjxeBy1ha4uKSWP\n03keKcGGnKQoC+Ryb6lW7TPNvggPlRDpWp23+db47zv+PHw8yHOQq3Rm3Xw5BzsvLuwi1TE/0brA\nLKVkObHMg4EHDb8vjP+kec2VWvu+FJaW8M/M4PBfLNLPDsySqWR4n2qtmL+9miIQ8RDtu/gs/+zs\nscDcmrfd5sobhMPB8PWbFz4zbJPAXDn2dWvEEwNXr+F0u1u+T2xubqKqakOecEU1gbnVglCxuEG5\nkvhiW/GZs2wSmIt1leeZwoX2Ezq6lAVSqcWOCMwPlSAr+RJHl0Bg/uYKQh/28xzmK52p6JdzsPNr\n0wBuh4+QHsBnB2YbB/DReXC4Wq7qFxaPA7jv4kvFaHiUfn9/ywWh7dUUwaiHSO/FAdzh8+H/4YeW\n5343V16fmDk3gtbmmWqJdD/7B11c0Qft0pFY+0ClVLR81ubmJlLK5gWhyShqvkZt3/pZxeI6lcq+\noURfSnnibWQFhbrKi2zhwnExHV0d9Id4EAniFuLStHl+h3ksx49QZYfGig8/QH7PAE/0oErts1lF\noVrgt8PfGneRwufP0gJPSCkpLC0RmJtryEk/9P2Ay+FqeRxgezVFXyyM23NxR5d7ZATX4GDL4wCb\nK68JKl0ogxeLLy63k4GJSMuJfnktDQ7wnGOUfRqjN2+zufKmJU5q5h+kwzMZpbqdQy1ZT1LT6edI\nWTPEE8VikYMD62bPG6UKO+WqgUR/HpDH3kbthe4j9MslUX+/wzw6aj+xuQhqrSlPPJzs5qhQ5f2e\n9d+rT9lP7Bf3mRu4uLMTOP4s8tjbyBrUUoni69cNu0jh8+RDK/cJKSU771MMX1MacpL/zh2E220L\nTwxcmcLju/juEu7WzK3t4AlH0I2rQaHL5XYzdO1Gyxsp4/E4QgjGxs4f4dLhnYxSaVFg1nN2Izyx\nu7tLsWj97vIsk6cq5UlsvgiKMk+tlu6IwKxz1mUQmL+5gpBuytmRDWObT0HWmwbwyd4gvSFvS4ah\nG9kNDkuHJ9u9LoQnqM3+tmAEpxaLFN+8aegfBCCEYHZgluW9ZcsBQUrJ9rF/UMNCFxCYnaX45g1q\nCwFh6+0bBiancDcodIFWECpmKqT3rJ9VWc/gCLlxNSh0gbbFRqoq279b37BgNIDb0eaZSmkkepEB\nnI7R0VEcDkdLVf1nmTw1qamtjeDzjeH1DnakIOR3OrgfCfDku4/QV4vFtSROh+DB+Jfry23Hhu4f\ndL7PnI4HMQWXQ7TEEy8PXlKTteYFoa5JCA22xBPVzU1qe3sE5hqf5Xf5memZ4VnC+rhvrVJnL55p\nOAYAGicF5uYoLlnnJNA2x4zcvN2Uk4avKex/ylFpoXBSXk/jHg7h8H65pfQ0RqZnKGbSHO1sWT4r\nHo8TCATo7T1nS+kpeCcjID9vP7MCjSccKNHGvx92+AjpxfmHTRL9SOQeQrg7whNjPg8jXvf3jZRf\nMRbXkvSGPFzpbfx7ZQs2fgHhgNHGedWJwNwCTxiyn4DPAvOGdR+h4q8voVo92QJ5EUZCI/QH+lvi\niexhidxRuSlPOHw+fHfuUFi2XhCqVSrsfvj93C2Uf8TQtSjb71srnJTX03gnI005aXR6hr21j1SK\n1jccxuNxBgcH8TW5J3knIi0LzKn0Im53F8HgVMPndJ5oRWB+ks4jgAUDBSHojMB8PxzAI8SlGBv7\n5gpCT9eS9Ia8THYigMd/BuGEscYBXAjBw2MfIavQA3jTij5oBaqtZaha+5IWf/0VarWmFX3QCGWv\nsMdmbtPSWZmDEvlU8wAOxz4VtZr2+SygWimz+/53RhqMAeg4afNswR9CN4Breqm4fhPhcLTU5hmP\nxxkaGsLrPd+8Woerx4cj7G7JRyiVeorb3U0gcLXhcx6Ph+Hh4ZYTfSMBXAiBoswft3m237PhUTTI\nr9kCeRvWJX9H5/F0LcnMSJRgk0u4LYj/DIFe6D1/q6GOgMfFzEi0ZZ5wCAf3+s438T2BEBpPrP/N\nso+Q3q3ZTDgAjSfeHLyhWLPGSYm1DGpdGuOJuTlq+/tULRpQZvb3yB7sNxwX0zF8TUGqksRHa4UT\nWVWpfMo29A/SMWqDj1Az/yAdnvEIOERL6+dTqaeEw9O4XI07n7q6ugiHw63xRDpHl8vJjWDjC4zT\n6SMS+YGjDiT6QggeKSEep3Id4aTvsB9Pju0nmn1fbEH8Zxi8A77GHeWxngD9YW/LPNHl7eJK9Erj\nBz0BzR+1BWPpwtIiCEHgQWMx+0RgTlgv5uv5ulGeKL35DTVvrWC7++F36tVqQ585HcNTrQnMtVSJ\n+lH5wm3FpzF6cwYpVbbfrVg7q1Zjc3OzaRcpfF5A0JrA/BQlOocQjcsRIyMjLQvMj1M5boV8RN2N\n8z6fbxSvd7AjxtI+p4MHkcClmDj4JgtCDzsZwIfugrdxwgNaVX8rVWTzyFrVVg/gk9HJ5g/H/gL1\nilYUsoDC4hI4HPjv32/6bKttnnob5UUbAU7Df/8+OByWx8Z23/9OvVYzFMCVgQD+sNtym2ftqEQ9\nVTaU6Hv8AQYmr1pu8zQTwIUQeCejlNesqxVHBvyDdMRiMba2tqhWrfmiPE7lmAn5iRgw/lWUBcqV\nBMVi65sImuGREqIm4VnaugrzHX8OStU6Lz6lOmgU+jet+GLg+/JwsptfP6UpVa0VGpcTy9zsvknI\n07ijDtA+U3YbUtYSrMLSEk5FwXO1cWEYNJ6oyRov919aOmv7fQoEDF1tHk91IcPqOIBecDHCE4NX\nogiHsCwcVDazUJOGeKJraJhAVLHME+l0mlQqZYgnHB4nntGQ5URfVSukM88v3EJ5GkKIEx8hq5z0\nOJXjoRLEYeA7pigLZLOvqNfbH7sfKUH2KjXWipW2n/Ud9mLzqMBWqshCJ6YNamVtZKxJFylo35eF\nyW6efLTuI2TIP0hH7CfYegYVa9+XwtIS3ps3cUYaF7pAE7z3i/t8ylrrAtleTeENuOgeat4QEJhr\nTWDW4/DIzVtNn23VR+jEP8gATwxfv4nD6WTzrTWe2N7eplarGeIJZ48PR9hjmSdK5V2KxQ1DPOHx\neBgZGbFcEKqqksV0gUcXrJs/DU1gXuicwKyEeJkrkK/9uQLzN1UQOgngnUj0qyXYXGo6LqajVR8h\nQ/5BOsYfAsJyVb+wtITv5k2c4eaFrivKFRSvYr0g9D6FL+ime7B5AHeGw/hu3mwt0ReCkRvNA7gQ\nguEpxXIA/+wfZGyl9cj0DDvv31GrmE8ct7a2qNfrhgI4aKRST1eoH5VNn1UqbVMqfWo676sjFouh\nqiqbm+Y7yCqqynIm39Q/SEcn2zzno0EcwC/fx8a+Ovz6KUWlrnYm0U99gtSGoUQfNJ6o1FVefDIf\ndyr1Ci/3XzYfA9Chf6YWeMI/N4twNE8j7vXfwyEcLQkHvaMhvIHzNyiehufKFZxdXZaFg82V13iD\nQXrHmsdTj89F31ioZZ7wTjS/LAkhGJ2esdwhZNQ/SIdnMkplM4u0UJzMZF+hqmVTPJHNZjk6Mu+f\ntVuuslasGEr0QeMJKWuk060ZyhqB/pkuwzjAd5iDPrq7MNnT/sO2n0OtZPg+8XCym91Mic0j8x0n\nu/ldNnOb5nhCrcKW+XgqKxWKz18Y6iIFewTmoSkF4Wh+TzoRmFu4T/SOT+APNb8ntSowl9fSCJ8T\nt4F7ktvnY2ByqmWeGB8/fyPqaWgCc4TKR2sCs1H/IB2xWIzt7W0qFu5Jr7IFiqra1GdOh6LMU6ns\nUSy2vtmsGR4pQeoSljJ/rsD8TRWEOmoAt/0M6mXDAfzGQJiIz2WpILST22Ert2U8gPu7YGDGkmGo\nrFQovniBv4kvhA6HcHC//36LATxqKICDpv4WX7xAWggImytv6BuL4QsZCwhDUwrZwxLZpPktIZW1\nDMLnwj0QMPT86PQM9WqV3Q+/mz7LTAAH8ExYb/PU/YOMBnDd08hKVf9ltkhRlYYDeDAwhdvdRaoD\nbZ5hl5OZkP9StHl+hznoMXhuohP+QccePbHGG8Z0zMW6EcKacPDm8A3levlk+2NT9N3UuMICT1QT\nCaobG4YT/bAnzI2uG5Z4ol5T2f2QZmiqeRcp6D5Csy0k+sf+QQYKXaB1tybWMtQsFE7Ka2lcAwEc\nBgpdoPnNZQ/2yezvmT4rHo/j9XoZGBgw9Lx3IgJ1SXkja/qs1NFxoh819vuhc5cVntCLLYYT/egs\n4OiIcDAV8NLjdqUSTVMAACAASURBVH0XDr5CPF1LEva5uDHY/MLfMvQY3GQTpQ5969kTCzyhe/Q8\nGGjiR6pjbAGrAnPpt9+QpZJhnrgSvUKXt8vSAoJ8ukx6r8iwQZ5whoL4pqctCQdqvc72uxVDY8Vw\nLDBfa01g9sYihu9JI9O32X3/O9WKedE3Ho/T19dHMGhMiPVORqlnrAnMqdQiTmeQUGja0PPj4+OW\nBeZfjr3cjArMnVxUMxfRBOY/Wzj45gpCEZ+LGwOXL4A7HOJkXaRZLO8ZNIA7jdhP2ur5urlRneLr\nN8hy2XAA1z/Xp+wn9grmktR8qkxmv2ho3leHf24OWS5TfG2uHbJeq7H9+wojBsYAdLTS5lleS+Od\nMBHAj9tOrYwD6AE8EDBWfHIPBBA+l8WC0FOczhBhgwHc7/czODhoKdHXt7M8NKj8CiFQonMdCeCg\nXUCeZfKUW1iX/B2dx9P1JDcHwygBT/sPi/8NvBGtQG8A0YCbGwNhazxxXGy5P9B81BcAh0NbK2wh\n0deLLYE5Y4Vh0Hji1/1fqZrkpP2NLLWqajjR1z7XHNXNTaq7u6bOyqeOONrZMjQupmN4SqFeU9lb\nN1c4kXVJJW7MP0iHfgGxov7G43HGx8dxGCx0eWMREFjym0ulnxIITOHxGOuu6Ovrw+/3WysIpfME\nnQ5mQo2XN+hwucKEw9Md8YfQfISC34WDrxBP1pLMT3TjNJjDtYT4z9A3DUFj35fr/WGifjdP1w5N\nH7WcWCboDnKj64axH/ArMGhNYP7ME8buLkIIHgw8sCQc6Hm6mftEYG6O4q+/opoUmPfWPlAtl8zx\nxDWFbNK8wFzPVajtFw1PG4DGE/Vajd335gRmVVX59OmT4S5SaM1HKJV6SjT6AIfDmJdjq8LBVMBL\nn8eY+BIIXMXt7u6IwBxyOfkh7P/TN1J+WwWhdS2AOzoSwH+B/lsQMN6NtDDZzceDPPtZc5XUZ4ln\nhNwhrnddN/5DsR+hWoAdc54Nuuu+mYKQbnRtdjuAGQM4HYHjTQVmtwPsrX+gVi6bCuA9oyE8Pic7\nJv0h6tkKtYOiqUTfHwrTOxZjy+Tcb71eNx3AheO4zXPdvGFoKr2EoswiRHNPHx3j4+Nsbm5SN2nA\n/CSd51rAS6/HuPGvoixQLG1QKpu7CFrBIyVISZW8zFrfsPAdnUWtrrIcP+pMFyloPDH+CBzGvy8P\nJ7t5tnFEtW6u0LicWOZq9CrdPhP/bLEfIfkRsua+L8XlZRyBAL6bBi8VaAWhcr3Mm0NzMc4KT/jn\ndB8hcxcLPf6OGtgco0MvVJn1Earu5JCVuime6B2P4Q0GTftD5PN5Dg4ODHeRAjgCbtyDQcomeULK\nOqnU8vGKd4NnORyMj4+zYcEI/Ekqx3wkiMtE3qdE58lkXqCq7ff2eRQN8alUYav03Ufoa8FBrszH\n/XxneEKta2vdDXaRwmeBeXHd/Ijls71n3Ou/h8vgJRzQxsY+LULN3O9wYWkZz+Qkrh7jY3cP+h+w\nldtiN2+Ok3bep3F5nfSOGxMQQZs4kJUKpdfmCux6/DWyYUyH3uFqVmDW83QzPDFy4zYIwZZJgTmR\nSFAul03xhKs/gPCbF5ir1SPy+dWm24pPw+fzMTg4aJonVCl5ms433UJ5GpqP0NzJVES78UgJ8Txb\n+FMF5m+mILSf7WAAr9fg0xPD42I69M9mdq3wcmKZe/33cJq4VDB+/NlMVvULS0t4rl7F1W387/FG\n9w0CroDpNs/t1RRur5PeUeMB3NXdjefqVdPjAHrnjdEWT9BId8iCj1B5XfcPau4LcRoj0zNsvVtB\nNVE4SSQSVCoVUwUh0MildlCknjVO8JXKIfn8KkrUeAAHbe63Wq2ys7Nj+GfqUvI0nTM8BqCjkz5C\nC9/9Ib46vNnOUKjUO8MTuX04eGeBJ3ooVOq82TZ+Ea+rdZ7vPTfXRQqfP5vJLqHC4hL+Bw8QLuOX\nCn1Ewaz6u7OaQhkIEIgY7+jy3byJIxjUNtyYwObKG1xeL/2TzY2yT84KuekeDrJjlid0/yATPOFw\nOBm5cct0J6meQFvhiUo8gzRRnMzl3lKv5wwZhZ5GLBYjmUySyRj/vT+q1ljJlwyPAehQlAVUtUwm\n+8rUz1mB/tm+r5//erDYSfuJ3VdQyRr2mdPxcLKbtYM8exnjHSdHpSPep94b21Z8GrGfoFaEHeMG\nzLJep7C8bEpcBpgd1DjMtMC8mmLoSgSn0/i11q8LzCbHxjZX3qAMDhHqMv770TMSwuN3mRYOymtp\nhNuBZ8R4LuwLhegbi5kWDsz6zMGxwDxhXmD+bD9hnic+ffpErVYz/DNv8yXStbqF+8SxwFwyfnex\nih+jIcqq5MWf6CP0zRSEPhvAdSKAv4RKznSiPzMSxe92mhoHOCwe8jH90XyiHx6AnilTib6s1yku\nPzMdwF0OlyUfoe3VFENXozhMBHA4bvNcfoY0UTjZXHlN19AIQcWcb8jwNYWj3QKFjInCyVrGdAAH\nrVhVLRXZW/9o+GesBHCw1uaZSh8H8C7jyi98/mxm2jxXckUyNZVHJir6AKHQNE5nqCMFoV6Pi+sB\n35/e5vkdxnHiM9cJQ+kT/yBzif78pBajzIwDvDt6R76aN88Tg3fBHTTFE7WjI8qrq6Z5otvXzZXo\nFVM8oaqS7fdpU91BAMLpxD/7wIJw8Jrh69M4TRS6QOOJnQ9pVBOFk/JaBlePD2fEa+qs0ekZjrY3\nyaeMdwfE43FcLhfDw8OmzvJMRpBVlcqW8Rinj2IpirnfD50nzKi/T098Icwm+tpn072O2olbIT9h\np+O7cPAV4claEr/bycyw8a4My9Bjr0H7CR0ni2pMCMzP9rQii2mesCAwl1dXUbPZk62PRnGj6wZB\nd9AUT5TyVQ63c6Z5wtXVhffalCmekKrK1ts3pqYNQBeYo5aEA894GOEyd08amZ5h+90KdROFk3g8\njqIoRKPmfu9PBGYT96RUahGHw0Mk8oOps2KxGLVazZTA/ItJnzkdHRWYj4WDP3O8+JspCD3VA/hI\nJwO4uYKQ2+lgNtZlygju+Z62CcN0RR+0gtXGz2CwBa387h1qLmc60QeNYN6n3pMqGQt2pVyV5Hbe\n0Lr5PyIwN4eay1F+987Q858DuPHuIB06wex8MB7Ey2tpPLEIwmShSx9TMOMPEY/H6erqImJgpedp\nuIeDCI/DXEEotYjD4SUSNhfAQ6EQPT09pgpCjy0m+g6HCyX6oCNzv6Cpv0/TeeodWE35Ha3jyVqS\nyd4g/RFf+w+L/wwuPwzdM/Vj/WEfV3qDpoQDPXk2bBSqw+nStlKaKAgVn2mXCrOJPmg88XzvOXXV\nWDE/uZ2jUqyZTvRB8zeqvP9ALWns77GUy7G/sW6ZJ6rlOgebxi79UpVU1tOmfCF06BcRM+PF8Xic\n0dFRXCYLXd7jBQT62mMjSKUW8fnG8PnMFZ8GBwfxeDymeOKXVA6vQ3AvbMw/T4fH00MgMEUq3X6e\ncArBQjT0XTj4ivB0LcmDmILH5CXcEuJ/g64JiI6Y+rHbwxECHnMC83JiGa/Ty+0ekzEu1Ae9103x\nhN51Y0Vgvtd/z1RBaOdDGqS5sWId/rk5is+eIQ0WTg43NyjlsqYLQqCNF5sRmNVSjepO3tS4mI7R\n6Rmq5RJ76x8MPS+lJB6PmxaX4ZTAvG78PnGUekokch+Hw5wgYkVgfpzKM+J1M+Yz5xsZ1gXmdPsL\nQt1uFzeDPh7/iQsIDEU7IcQ/EkK8E0K8F0L8y3Pe/x+EEL8JIV4KIf4fIYT536gW8WQtyWysC7fJ\nS7glxH+GrkmIDJn+0fmJbt7uZkgXjBlrWg7goCnTpTTs/WbocbMGcKehX0R0BaIZTnwhTBiF6tA/\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XmieerCURQsvR2w491lpcPKBjfrKbuip5tnGxj9Crg1dU1WrrPKFzWgOBubq1RXV7u2We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\n0/TdWdni1jvWS0d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oxnudOFoTJuQTXizTzMUPZUDoXP8kDTUhOnZ484OvYPBFED+0eePA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bda777198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.partitioners import Grid, Util as pUtil\n",
"\n",
"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[20,5])\n",
"\n",
"\n",
"partitioners = {}\n",
"partitioners_diff = {}\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" partitioner = Grid.GridPartitioner(data=dataset, npart=30)\n",
" partitioners[dataset_name] = partitioner\n",
" partitioner_diff = Grid.GridPartitioner(data=dataset, npart=10, transformation=tdiff)\n",
" partitioners_diff[dataset_name] = partitioner_diff\n",
"\n",
" pUtil.plot_sets(dataset, [partitioner.sets], titles=[dataset_name], axis=ax[0][count])\n",
" pUtil.plot_sets(dataset, [partitioner_diff.sets], titles=[''], axis=ax[1][count])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fitting models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With original data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TAIEX2:\n",
"A1,A1 -> A1,A2,A3\n",
"A1,A2 -> A1,A2,A3\n",
"A1,A3 -> A2,A3\n",
"A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A11 -> A10,A11,A12,A9\n",
"A10,A12 -> A10,A11,A12\n",
"A10,A8 -> A10,A7,A8,A9\n",
"A10,A9 -> A10,A11,A12,A7,A8,A9\n",
"A11,A10 -> A10,A11,A12,A8,A9\n",
"A11,A11 -> A10,A11,A12,A13,A14,A9\n",
"A11,A12 -> A10,A11,A12,A13,A14\n",
"A11,A13 -> A11,A12,A13,A14\n",
"A11,A14 -> A13,A14\n",
"A11,A9 -> A10,A11,A8,A9\n",
"A12,A10 -> A10,A11,A12,A9\n",
"A12,A11 -> A10,A11,A12,A13,A14,A9\n",
"A12,A12 -> A10,A11,A12,A13,A14\n",
"A12,A13 -> A11,A12,A13,A14,A15\n",
"A12,A14 -> A13,A14,A15\n",
"A13,A11 -> A10,A11,A12,A13\n",
"A13,A12 -> A10,A11,A12,A13,A14\n",
"A13,A13 -> A11,A12,A13,A14,A15\n",
"A13,A14 -> A11,A12,A13,A14,A15\n",
"A13,A15 -> A13,A14,A15\n",
"A14,A11 -> A12,A13\n",
"A14,A12 -> A11,A12,A13,A14\n",
"A14,A13 -> A11,A12,A13,A14,A15\n",
"A14,A14 -> A11,A12,A13,A14,A15,A16\n",
"A14,A15 -> A13,A14,A15,A16\n",
"A14,A16 -> A14,A15,A16,A17,A18\n",
"A14,A17 -> A17,A18\n",
"A15,A13 -> A13,A14,A15\n",
"A15,A14 -> A13,A14,A15,A16,A17\n",
"A15,A15 -> A13,A14,A15,A16,A17\n",
"A15,A16 -> A14,A15,A16,A17,A18\n",
"A15,A17 -> A15,A16,A17,A18\n",
"A16,A14 -> A13,A14,A15,A16,A17\n",
"A16,A15 -> A13,A14,A15,A16,A17\n",
"A16,A16 -> A14,A15,A16,A17,A18\n",
"A16,A17 -> A15,A16,A17,A18,A19\n",
"A16,A18 -> A15,A16,A17,A18,A19\n",
"A17,A15 -> A14,A15,A16,A17\n",
"A17,A16 -> A14,A15,A16,A17,A18\n",
"A17,A17 -> A15,A16,A17,A18,A19\n",
"A17,A18 -> A15,A16,A17,A18,A19,A20\n",
"A17,A19 -> A17,A18,A19,A20\n",
"A18,A15 -> A16,A17\n",
"A18,A16 -> A15,A16,A17,A18\n",
"A18,A17 -> A15,A16,A17,A18,A19\n",
"A18,A18 -> A15,A16,A17,A18,A19,A20\n",
"A18,A19 -> A16,A17,A18,A19,A20,A21\n",
"A18,A20 -> A18,A19,A20,A21\n",
"A19,A16 -> A16,A17\n",
"A19,A17 -> A15,A16,A17,A18,A19\n",
"A19,A18 -> A15,A16,A17,A18,A19,A20\n",
"A19,A19 -> A16,A17,A18,A19,A20,A21\n",
"A19,A20 -> A18,A19,A20,A21,A22\n",
"A19,A21 -> A19,A20,A21,A22\n",
"A2,A1 -> A1,A2,A3\n",
"A2,A2 -> A1,A2,A3,A4\n",
"A2,A3 -> A1,A2,A3,A4\n",
"A2,A4 -> A3,A4\n",
"A20,A18 -> A17,A18,A19,A20\n",
"A20,A19 -> A17,A18,A19,A20,A21\n",
"A20,A20 -> A18,A19,A20,A21,A22\n",
"A20,A21 -> A19,A20,A21,A22,A23,A24\n",
"A20,A22 -> A20,A21,A22,A23,A24\n",
"A21,A19 -> A18,A19,A20,A21\n",
"A21,A20 -> A18,A19,A20,A21,A22\n",
"A21,A21 -> A19,A20,A21,A22,A23,A24\n",
"A21,A22 -> A20,A21,A22,A23,A24\n",
"A21,A23 -> A21,A22,A23,A24\n",
"A21,A24 -> A23,A24\n",
"A22,A20 -> A20,A21,A22\n",
"A22,A21 -> A20,A21,A22,A23\n",
"A22,A22 -> A20,A21,A22,A23,A24\n",
"A22,A23 -> A21,A22,A23,A24\n",
"A22,A24 -> A23,A24\n",
"A23,A21 -> A20,A21,A22,A23\n",
"A23,A22 -> A20,A21,A22,A23,A24\n",
"A23,A23 -> A21,A22,A23,A24,A25\n",
"A23,A24 -> A21,A22,A23,A24,A25,A26\n",
"A23,A25 -> A23,A24,A25,A26\n",
"A24,A21 -> A20,A21,A22,A23\n",
"A24,A22 -> A20,A21,A22,A23\n",
"A24,A23 -> A21,A22,A23,A24,A25\n",
"A24,A24 -> A21,A22,A23,A24,A25,A26\n",
"A24,A25 -> A23,A24,A25,A26\n",
"A24,A26 -> A24,A25,A26\n",
"A25,A23 -> A21,A22,A23,A24,A25\n",
"A25,A24 -> A21,A22,A23,A24,A25,A26\n",
"A25,A25 -> A23,A24,A25,A26,A27\n",
"A25,A26 -> A24,A25,A26,A27\n",
"A25,A27 -> A26,A27\n",
"A26,A24 -> A23,A24,A25\n",
"A26,A25 -> A23,A24,A25,A26,A27\n",
"A26,A26 -> A24,A25,A26,A27\n",
"A26,A27 -> A25,A26,A27\n",
"A27,A25 -> A24,A25\n",
"A27,A26 -> A24,A25,A26\n",
"A27,A27 -> A25,A26\n",
"A3,A1 -> A1,A2\n",
"A3,A2 -> A1,A2,A3,A4\n",
"A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A4 -> A2,A3,A4,A5\n",
"A3,A5 -> A3,A4,A5\n",
"A4,A2 -> A2,A3\n",
"A4,A3 -> A2,A3,A4,A5\n",
"A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A5 -> A2,A3,A4,A5,A6\n",
"A4,A6 -> A4,A5,A6\n",
"A5,A2 -> A2,A3\n",
"A5,A3 -> A2,A3,A4,A5\n",
"A5,A4 -> A2,A3,A4,A5,A6\n",
"A5,A5 -> A2,A3,A4,A5,A6,A7\n",
"A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A7 -> A6,A7,A8\n",
"A6,A4 -> A4,A5,A6\n",
"A6,A5 -> A4,A5,A6,A7\n",
"A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A7 -> A5,A6,A7,A8,A9\n",
"A6,A8 -> A6,A7,A8,A9\n",
"A7,A5 -> A5,A6,A7\n",
"A7,A6 -> A5,A6,A7,A8\n",
"A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A8 -> A10,A6,A7,A8,A9\n",
"A7,A9 -> A10,A7,A8,A9\n",
"A8,A10 -> A10,A8,A9\n",
"A8,A6 -> A6,A7,A8\n",
"A8,A7 -> A6,A7,A8,A9\n",
"A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A9 -> A10,A7,A8,A9\n",
"A9,A10 -> A10,A11,A12,A8,A9\n",
"A9,A11 -> A10,A11,A12,A9\n",
"A9,A12 -> A11,A12\n",
"A9,A7 -> A6,A7,A8,A9\n",
"A9,A8 -> A10,A6,A7,A8,A9\n",
"A9,A9 -> A10,A11,A12,A7,A8,A9\n",
"\n",
"TAIEX3:\n",
"A1,A1,A1 -> A1,A2,A3\n",
"A1,A1,A2 -> A1,A2,A3\n",
"A1,A1,A3 -> A2,A3\n",
"A1,A2,A1 -> A1,A2,A3\n",
"A1,A2,A2 -> A1,A2,A3\n",
"A1,A2,A3 -> A2,A3\n",
"A1,A3,A2 -> A2,A3\n",
"A1,A3,A3 -> A2,A3\n",
"A10,A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A10,A11 -> A10,A11,A12,A9\n",
"A10,A10,A12 -> A10,A11,A12\n",
"A10,A10,A8 -> A10,A7,A8,A9\n",
"A10,A10,A9 -> A10,A11,A12,A7,A8,A9\n",
"A10,A11,A10 -> A10,A11,A12,A8,A9\n",
"A10,A11,A11 -> A10,A11,A12,A13,A9\n",
"A10,A11,A12 -> A10,A11,A12,A13\n",
"A10,A11,A9 -> A10,A11,A8,A9\n",
"A10,A12,A10 -> A10,A11,A12\n",
"A10,A12,A11 -> A10,A11,A12,A13\n",
"A10,A12,A12 -> A10,A11,A12,A13\n",
"A10,A8,A10 -> A10,A8,A9\n",
"A10,A8,A7 -> A6,A7,A8,A9\n",
"A10,A8,A8 -> A10,A6,A7,A8,A9\n",
"A10,A8,A9 -> A10,A8,A9\n",
"A10,A9,A10 -> A10,A11,A12,A8,A9\n",
"A10,A9,A11 -> A10,A11,A12,A9\n",
"A10,A9,A12 -> A11,A12\n",
"A10,A9,A7 -> A6,A7,A8,A9\n",
"A10,A9,A8 -> A10,A6,A7,A8,A9\n",
"A10,A9,A9 -> A10,A11,A12,A7,A8,A9\n",
"A11,A10,A10 -> A10,A11,A12,A8,A9\n",
"A11,A10,A11 -> A10,A11,A12,A9\n",
"A11,A10,A12 -> A10,A11,A12\n",
"A11,A10,A8 -> A7,A8\n",
"A11,A10,A9 -> A10,A11,A7,A8,A9\n",
"A11,A11,A10 -> A10,A11,A12,A9\n",
"A11,A11,A11 -> A10,A11,A12,A13,A9\n",
"A11,A11,A12 -> A10,A11,A12,A13\n",
"A11,A11,A13 -> A11,A12,A13,A14\n",
"A11,A11,A14 -> A13,A14\n",
"A11,A11,A9 -> A10,A11,A9\n",
"A11,A12,A10 -> A10,A11,A12,A9\n",
"A11,A12,A11 -> A10,A11,A12,A13,A9\n",
"A11,A12,A12 -> A10,A11,A12,A13\n",
"A11,A12,A13 -> A11,A12,A13,A14\n",
"A11,A12,A14 -> A13,A14\n",
"A11,A13,A11 -> A10,A11,A12,A13\n",
"A11,A13,A12 -> A10,A11,A12,A13\n",
"A11,A13,A13 -> A12,A13,A14,A15\n",
"A11,A13,A14 -> A14,A15\n",
"A11,A14,A13 -> A14,A15\n",
"A11,A14,A14 -> A14,A15\n",
"A11,A9,A10 -> A10,A11,A8,A9\n",
"A11,A9,A11 -> A10,A11,A9\n",
"A11,A9,A8 -> A7,A8\n",
"A11,A9,A9 -> A10,A7,A8,A9\n",
"A12,A10,A10 -> A10,A11,A12,A9\n",
"A12,A10,A11 -> A10,A11,A12,A9\n",
"A12,A10,A12 -> A10,A11,A12\n",
"A12,A10,A9 -> A10,A9\n",
"A12,A11,A10 -> A10,A11,A12,A9\n",
"A12,A11,A11 -> A10,A11,A12,A13,A14,A9\n",
"A12,A11,A12 -> A10,A11,A12,A13,A14\n",
"A12,A11,A13 -> A11,A12,A13,A14\n",
"A12,A11,A14 -> A13,A14\n",
"A12,A11,A9 -> A10,A9\n",
"A12,A12,A10 -> A10,A11,A12,A9\n",
"A12,A12,A11 -> A10,A11,A12,A13,A14,A9\n",
"A12,A12,A12 -> A10,A11,A12,A13,A14\n",
"A12,A12,A13 -> A11,A12,A13,A14,A15\n",
"A12,A12,A14 -> A13,A14,A15\n",
"A12,A13,A11 -> A10,A11,A12,A13\n",
"A12,A13,A12 -> A10,A11,A12,A13,A14\n",
"A12,A13,A13 -> A11,A12,A13,A14,A15\n",
"A12,A13,A14 -> A12,A13,A14,A15\n",
"A12,A13,A15 -> A14,A15\n",
"A12,A14,A13 -> A12,A13,A14,A15\n",
"A12,A14,A14 -> A12,A13,A14,A15\n",
"A12,A14,A15 -> A14,A15\n",
"A13,A11,A10 -> A10,A11\n",
"A13,A11,A11 -> A10,A11,A12,A13,A14\n",
"A13,A11,A12 -> A11,A12,A13,A14\n",
"A13,A11,A13 -> A11,A12,A13\n",
"A13,A12,A10 -> A10,A11\n",
"A13,A12,A11 -> A10,A11,A12,A13,A14\n",
"A13,A12,A12 -> A10,A11,A12,A13,A14\n",
"A13,A12,A13 -> A11,A12,A13,A14,A15\n",
"A13,A12,A14 -> A13,A14,A15\n",
"A13,A13,A11 -> A10,A11,A12,A13\n",
"A13,A13,A12 -> A10,A11,A12,A13,A14\n",
"A13,A13,A13 -> A11,A12,A13,A14,A15\n",
"A13,A13,A14 -> A11,A12,A13,A14,A15\n",
"A13,A13,A15 -> A13,A14,A15\n",
"A13,A14,A11 -> A12,A13\n",
"A13,A14,A12 -> A11,A12,A13,A14\n",
"A13,A14,A13 -> A11,A12,A13,A14,A15\n",
"A13,A14,A14 -> A11,A12,A13,A14,A15,A16\n",
"A13,A14,A15 -> A13,A14,A15,A16\n",
"A13,A15,A13 -> A13,A14\n",
"A13,A15,A14 -> A13,A14,A15,A16\n",
"A13,A15,A15 -> A13,A14,A15,A16\n",
"A14,A11,A12 -> A11,A12\n",
"A14,A11,A13 -> A11,A12\n",
"A14,A12,A11 -> A10,A11\n",
"A14,A12,A12 -> A10,A11,A12,A13,A14\n",
"A14,A12,A13 -> A11,A12,A13,A14\n",
"A14,A12,A14 -> A13,A14\n",
"A14,A13,A11 -> A10,A11,A12,A13\n",
"A14,A13,A12 -> A10,A11,A12,A13,A14\n",
"A14,A13,A13 -> A11,A12,A13,A14,A15\n",
"A14,A13,A14 -> A11,A12,A13,A14,A15\n",
"A14,A13,A15 -> A13,A14,A15\n",
"A14,A14,A11 -> A12,A13\n",
"A14,A14,A12 -> A11,A12,A13,A14\n",
"A14,A14,A13 -> A11,A12,A13,A14,A15\n",
"A14,A14,A14 -> A11,A12,A13,A14,A15,A16\n",
"A14,A14,A15 -> A13,A14,A15,A16\n",
"A14,A14,A16 -> A14,A15,A16\n",
"A14,A15,A13 -> A13,A14,A15\n",
"A14,A15,A14 -> A13,A14,A15,A16\n",
"A14,A15,A15 -> A13,A14,A15,A16,A17\n",
"A14,A15,A16 -> A14,A15,A16,A17\n",
"A14,A16,A14 -> A14,A15,A16\n",
"A14,A16,A15 -> A14,A15,A16,A17\n",
"A14,A16,A16 -> A14,A15,A16,A17\n",
"A14,A16,A17 -> A17,A18\n",
"A14,A16,A18 -> A17,A18\n",
"A14,A17,A17 -> A17,A18\n",
"A14,A17,A18 -> A17,A18\n",
"A15,A13,A13 -> A13,A14,A15\n",
"A15,A13,A14 -> A13,A14,A15\n",
"A15,A13,A15 -> A14,A15\n",
"A15,A14,A13 -> A13,A14,A15\n",
"A15,A14,A14 -> A13,A14,A15,A16\n",
"A15,A14,A15 -> A13,A14,A15,A16\n",
"A15,A14,A16 -> A14,A15,A16,A17,A18\n",
"A15,A14,A17 -> A17,A18\n",
"A15,A15,A13 -> A13,A14,A15\n",
"A15,A15,A14 -> A13,A14,A15,A16,A17\n",
"A15,A15,A15 -> A13,A14,A15,A16,A17\n",
"A15,A15,A16 -> A14,A15,A16,A17,A18\n",
"A15,A15,A17 -> A16,A17,A18\n",
"A15,A16,A14 -> A13,A14,A15,A16,A17\n",
"A15,A16,A15 -> A13,A14,A15,A16,A17\n",
"A15,A16,A16 -> A14,A15,A16,A17,A18\n",
"A15,A16,A17 -> A15,A16,A17,A18,A19\n",
"A15,A16,A18 -> A17,A18,A19\n",
"A15,A17,A15 -> A15,A16\n",
"A15,A17,A16 -> A15,A16,A17,A18\n",
"A15,A17,A17 -> A15,A16,A17,A18,A19\n",
"A15,A17,A18 -> A17,A18,A19\n",
"A16,A14,A13 -> A13,A14\n",
"A16,A14,A14 -> A13,A14,A15,A16\n",
"A16,A14,A15 -> A13,A14,A15,A16\n",
"A16,A14,A16 -> A14,A15,A16,A17,A18\n",
"A16,A14,A17 -> A17,A18\n",
"A16,A15,A13 -> A13,A14\n",
"A16,A15,A14 -> A13,A14,A15,A16,A17\n",
"A16,A15,A15 -> A13,A14,A15,A16,A17\n",
"A16,A15,A16 -> A14,A15,A16,A17,A18\n",
"A16,A15,A17 -> A15,A16,A17,A18\n",
"A16,A16,A14 -> A13,A14,A15,A16,A17\n",
"A16,A16,A15 -> A13,A14,A15,A16,A17\n",
"A16,A16,A16 -> A14,A15,A16,A17,A18\n",
"A16,A16,A17 -> A15,A16,A17,A18,A19\n",
"A16,A16,A18 -> A16,A17,A18,A19\n",
"A16,A17,A15 -> A14,A15,A16,A17\n",
"A16,A17,A16 -> A14,A15,A16,A17,A18\n",
"A16,A17,A17 -> A15,A16,A17,A18,A19\n",
"A16,A17,A18 -> A16,A17,A18,A19\n",
"A16,A17,A19 -> A18,A19\n",
"A16,A18,A15 -> A16,A17\n",
"A16,A18,A16 -> A16,A17,A18\n",
"A16,A18,A17 -> A16,A17,A18,A19\n",
"A16,A18,A18 -> A16,A17,A18,A19\n",
"A16,A18,A19 -> A18,A19\n",
"A17,A15,A14 -> A14,A15\n",
"A17,A15,A15 -> A14,A15,A16\n",
"A17,A15,A16 -> A14,A15,A16,A17,A18\n",
"A17,A15,A17 -> A15,A16,A17,A18\n",
"A17,A16,A14 -> A14,A15\n",
"A17,A16,A15 -> A14,A15,A16,A17\n",
"A17,A16,A16 -> A14,A15,A16,A17,A18\n",
"A17,A16,A17 -> A15,A16,A17,A18,A19\n",
"A17,A16,A18 -> A15,A16,A17,A18,A19\n",
"A17,A17,A15 -> A14,A15,A16,A17\n",
"A17,A17,A16 -> A14,A15,A16,A17,A18\n",
"A17,A17,A17 -> A15,A16,A17,A18,A19\n",
"A17,A17,A18 -> A15,A16,A17,A18,A19,A20\n",
"A17,A17,A19 -> A17,A18,A19,A20\n",
"A17,A18,A15 -> A16,A17\n",
"A17,A18,A16 -> A15,A16,A17,A18\n",
"A17,A18,A17 -> A15,A16,A17,A18,A19\n",
"A17,A18,A18 -> A16,A17,A18,A19,A20\n",
"A17,A18,A19 -> A17,A18,A19,A20,A21\n",
"A17,A18,A20 -> A19,A20,A21\n",
"A17,A19,A17 -> A16,A17,A18,A19\n",
"A17,A19,A18 -> A16,A17,A18,A19,A20\n",
"A17,A19,A19 -> A17,A18,A19,A20,A21\n",
"A17,A19,A20 -> A19,A20,A21\n",
"A18,A15,A16 -> A16,A17,A18\n",
"A18,A15,A17 -> A16,A17,A18\n",
"A18,A16,A15 -> A16,A17\n",
"A18,A16,A16 -> A15,A16,A17,A18\n",
"A18,A16,A17 -> A15,A16,A17,A18\n",
"A18,A16,A18 -> A15,A16,A17,A18\n",
"A18,A17,A15 -> A16,A17\n",
"A18,A17,A16 -> A15,A16,A17,A18\n",
"A18,A17,A17 -> A15,A16,A17,A18,A19\n",
"A18,A17,A18 -> A15,A16,A17,A18,A19,A20\n",
"A18,A17,A19 -> A17,A18,A19,A20\n",
"A18,A18,A15 -> A16,A17\n",
"A18,A18,A16 -> A15,A16,A17,A18\n",
"A18,A18,A17 -> A15,A16,A17,A18,A19\n",
"A18,A18,A18 -> A16,A17,A18,A19,A20\n",
"A18,A18,A19 -> A16,A17,A18,A19,A20,A21\n",
"A18,A18,A20 -> A18,A19,A20,A21\n",
"A18,A19,A16 -> A16,A17\n",
"A18,A19,A17 -> A16,A17,A18,A19\n",
"A18,A19,A18 -> A16,A17,A18,A19,A20\n",
"A18,A19,A19 -> A16,A17,A18,A19,A20,A21\n",
"A18,A19,A20 -> A18,A19,A20,A21\n",
"A18,A19,A21 -> A19,A20,A21\n",
"A18,A20,A18 -> A17,A18,A19,A20\n",
"A18,A20,A19 -> A17,A18,A19,A20,A21\n",
"A18,A20,A20 -> A18,A19,A20,A21\n",
"A18,A20,A21 -> A19,A20,A21\n",
"A19,A16,A16 -> A16,A17\n",
"A19,A16,A17 -> A16,A17\n",
"A19,A17,A15 -> A16,A17\n",
"A19,A17,A16 -> A15,A16,A17,A18\n",
"A19,A17,A17 -> A15,A16,A17,A18,A19\n",
"A19,A17,A18 -> A17,A18,A19,A20\n",
"A19,A17,A19 -> A18,A19,A20\n",
"A19,A18,A15 -> A16,A17\n",
"A19,A18,A16 -> A15,A16,A17,A18\n",
"A19,A18,A17 -> A15,A16,A17,A18,A19\n",
"A19,A18,A18 -> A15,A16,A17,A18,A19,A20\n",
"A19,A18,A19 -> A16,A17,A18,A19,A20,A21\n",
"A19,A18,A20 -> A18,A19,A20,A21\n",
"A19,A19,A16 -> A16,A17\n",
"A19,A19,A17 -> A15,A16,A17,A18,A19\n",
"A19,A19,A18 -> A15,A16,A17,A18,A19,A20\n",
"A19,A19,A19 -> A16,A17,A18,A19,A20,A21\n",
"A19,A19,A20 -> A18,A19,A20,A21\n",
"A19,A19,A21 -> A19,A20,A21\n",
"A19,A20,A18 -> A17,A18,A19,A20\n",
"A19,A20,A19 -> A17,A18,A19,A20,A21\n",
"A19,A20,A20 -> A18,A19,A20,A21,A22\n",
"A19,A20,A21 -> A19,A20,A21,A22,A23,A24\n",
"A19,A20,A22 -> A23,A24\n",
"A19,A21,A19 -> A19,A20,A21\n",
"A19,A21,A20 -> A19,A20,A21,A22\n",
"A19,A21,A21 -> A19,A20,A21,A22,A23,A24\n",
"A19,A21,A22 -> A23,A24\n",
"A2,A1,A1 -> A1,A2,A3\n",
"A2,A1,A2 -> A1,A2,A3\n",
"A2,A1,A3 -> A2,A3\n",
"A2,A2,A1 -> A1,A2,A3\n",
"A2,A2,A2 -> A1,A2,A3,A4\n",
"A2,A2,A3 -> A1,A2,A3,A4\n",
"A2,A2,A4 -> A3,A4\n",
"A2,A3,A1 -> A1,A2\n",
"A2,A3,A2 -> A1,A2,A3,A4\n",
"A2,A3,A3 -> A1,A2,A3,A4\n",
"A2,A3,A4 -> A3,A4\n",
"A2,A4,A3 -> A3,A4\n",
"A2,A4,A4 -> A3,A4\n",
"A20,A18,A17 -> A15,A16,A17,A18,A19\n",
"A20,A18,A18 -> A15,A16,A17,A18,A19,A20\n",
"A20,A18,A19 -> A17,A18,A19,A20\n",
"A20,A18,A20 -> A18,A19,A20\n",
"A20,A19,A17 -> A15,A16,A17,A18,A19\n",
"A20,A19,A18 -> A15,A16,A17,A18,A19,A20\n",
"A20,A19,A19 -> A17,A18,A19,A20,A21\n",
"A20,A19,A20 -> A18,A19,A20,A21,A22\n",
"A20,A19,A21 -> A19,A20,A21,A22\n",
"A20,A20,A18 -> A17,A18,A19,A20\n",
"A20,A20,A19 -> A17,A18,A19,A20,A21\n",
"A20,A20,A20 -> A18,A19,A20,A21,A22\n",
"A20,A20,A21 -> A19,A20,A21,A22,A23,A24\n",
"A20,A20,A22 -> A21,A22,A23,A24\n",
"A20,A21,A19 -> A18,A19,A20,A21\n",
"A20,A21,A20 -> A18,A19,A20,A21,A22\n",
"A20,A21,A21 -> A19,A20,A21,A22,A23,A24\n",
"A20,A21,A22 -> A21,A22,A23,A24\n",
"A20,A21,A23 -> A23,A24\n",
"A20,A21,A24 -> A23,A24\n",
"A20,A22,A20 -> A20,A21\n",
"A20,A22,A21 -> A20,A21,A22,A23\n",
"A20,A22,A22 -> A21,A22,A23\n",
"A20,A22,A23 -> A23,A24\n",
"A20,A22,A24 -> A23,A24\n",
"A21,A19,A18 -> A18,A19\n",
"A21,A19,A19 -> A18,A19,A20,A21\n",
"A21,A19,A20 -> A18,A19,A20,A21,A22\n",
"A21,A19,A21 -> A19,A20,A21,A22\n",
"A21,A20,A18 -> A18,A19\n",
"A21,A20,A19 -> A18,A19,A20,A21\n",
"A21,A20,A20 -> A18,A19,A20,A21,A22\n",
"A21,A20,A21 -> A19,A20,A21,A22\n",
"A21,A20,A22 -> A20,A21,A22\n",
"A21,A21,A19 -> A18,A19,A20,A21\n",
"A21,A21,A20 -> A18,A19,A20,A21,A22\n",
"A21,A21,A21 -> A19,A20,A21,A22,A23\n",
"A21,A21,A22 -> A20,A21,A22,A23\n",
"A21,A21,A23 -> A21,A22,A23,A24\n",
"A21,A21,A24 -> A23,A24\n",
"A21,A22,A20 -> A20,A21,A22\n",
"A21,A22,A21 -> A20,A21,A22,A23\n",
"A21,A22,A22 -> A20,A21,A22,A23\n",
"A21,A22,A23 -> A21,A22,A23,A24\n",
"A21,A22,A24 -> A23,A24\n",
"A21,A23,A21 -> A20,A21,A22,A23\n",
"A21,A23,A22 -> A20,A21,A22,A23\n",
"A21,A23,A23 -> A21,A22,A23,A24,A25\n",
"A21,A23,A24 -> A24,A25\n",
"A21,A24,A23 -> A24,A25\n",
"A21,A24,A24 -> A24,A25\n",
"A22,A20,A20 -> A19,A20,A21,A22\n",
"A22,A20,A21 -> A19,A20,A21,A22\n",
"A22,A20,A22 -> A20,A21,A22\n",
"A22,A21,A20 -> A19,A20,A21,A22\n",
"A22,A21,A21 -> A19,A20,A21,A22,A23\n",
"A22,A21,A22 -> A20,A21,A22,A23\n",
"A22,A21,A23 -> A21,A22,A23\n",
"A22,A22,A20 -> A20,A21,A22\n",
"A22,A22,A21 -> A20,A21,A22,A23\n",
"A22,A22,A22 -> A20,A21,A22,A23,A24\n",
"A22,A22,A23 -> A21,A22,A23,A24\n",
"A22,A22,A24 -> A23,A24\n",
"A22,A23,A21 -> A20,A21,A22,A23\n",
"A22,A23,A22 -> A20,A21,A22,A23,A24\n",
"A22,A23,A23 -> A21,A22,A23,A24,A25\n",
"A22,A23,A24 -> A23,A24,A25\n",
"A22,A24,A23 -> A23,A24,A25\n",
"A22,A24,A24 -> A23,A24,A25\n",
"A23,A21,A20 -> A20,A21,A22\n",
"A23,A21,A21 -> A20,A21,A22,A23\n",
"A23,A21,A22 -> A20,A21,A22,A23\n",
"A23,A21,A23 -> A21,A22,A23\n",
"A23,A22,A20 -> A20,A21,A22\n",
"A23,A22,A21 -> A20,A21,A22,A23\n",
"A23,A22,A22 -> A20,A21,A22,A23,A24\n",
"A23,A22,A23 -> A21,A22,A23,A24\n",
"A23,A22,A24 -> A23,A24\n",
"A23,A23,A21 -> A20,A21,A22,A23\n",
"A23,A23,A22 -> A20,A21,A22,A23,A24\n",
"A23,A23,A23 -> A21,A22,A23,A24,A25\n",
"A23,A23,A24 -> A21,A22,A23,A24,A25,A26\n",
"A23,A23,A25 -> A23,A24,A25,A26\n",
"A23,A24,A21 -> A20,A21\n",
"A23,A24,A22 -> A20,A21,A22,A23\n",
"A23,A24,A23 -> A21,A22,A23,A24,A25\n",
"A23,A24,A24 -> A21,A22,A23,A24,A25,A26\n",
"A23,A24,A25 -> A23,A24,A25,A26\n",
"A23,A24,A26 -> A25,A26\n",
"A23,A25,A23 -> A24,A25\n",
"A23,A25,A24 -> A23,A24,A25\n",
"A23,A25,A25 -> A23,A24,A25,A26\n",
"A23,A25,A26 -> A25,A26\n",
"A24,A21,A20 -> A20,A21\n",
"A24,A21,A21 -> A20,A21\n",
"A24,A21,A22 -> A22,A23\n",
"A24,A21,A23 -> A22,A23\n",
"A24,A22,A20 -> A20,A21\n",
"A24,A22,A21 -> A20,A21\n",
"A24,A22,A22 -> A22,A23\n",
"A24,A22,A23 -> A22,A23\n",
"A24,A23,A21 -> A20,A21,A22,A23\n",
"A24,A23,A22 -> A20,A21,A22,A23\n",
"A24,A23,A23 -> A21,A22,A23,A24,A25\n",
"A24,A23,A24 -> A21,A22,A23,A24,A25,A26\n",
"A24,A23,A25 -> A23,A24,A25,A26\n",
"A24,A24,A21 -> A20,A21,A22,A23\n",
"A24,A24,A22 -> A20,A21,A22,A23\n",
"A24,A24,A23 -> A21,A22,A23,A24,A25\n",
"A24,A24,A24 -> A21,A22,A23,A24,A25,A26\n",
"A24,A24,A25 -> A23,A24,A25,A26\n",
"A24,A24,A26 -> A24,A25,A26\n",
"A24,A25,A23 -> A23,A24,A25\n",
"A24,A25,A24 -> A23,A24,A25,A26\n",
"A24,A25,A25 -> A23,A24,A25,A26\n",
"A24,A25,A26 -> A24,A25,A26\n",
"A24,A26,A24 -> A24,A25\n",
"A24,A26,A25 -> A24,A25,A26\n",
"A24,A26,A26 -> A25,A26\n",
"A25,A23,A21 -> A22,A23\n",
"A25,A23,A22 -> A22,A23\n",
"A25,A23,A23 -> A22,A23,A24,A25\n",
"A25,A23,A24 -> A22,A23,A24,A25\n",
"A25,A23,A25 -> A24,A25\n",
"A25,A24,A21 -> A22,A23\n",
"A25,A24,A22 -> A22,A23\n",
"A25,A24,A23 -> A21,A22,A23,A24,A25\n",
"A25,A24,A24 -> A21,A22,A23,A24,A25,A26\n",
"A25,A24,A25 -> A23,A24,A25,A26\n",
"A25,A24,A26 -> A24,A25,A26\n",
"A25,A25,A23 -> A21,A22,A23,A24,A25\n",
"A25,A25,A24 -> A21,A22,A23,A24,A25,A26\n",
"A25,A25,A25 -> A23,A24,A25,A26,A27\n",
"A25,A25,A26 -> A24,A25,A26,A27\n",
"A25,A25,A27 -> A26,A27\n",
"A25,A26,A24 -> A23,A24,A25\n",
"A25,A26,A25 -> A23,A24,A25,A26,A27\n",
"A25,A26,A26 -> A24,A25,A26,A27\n",
"A25,A26,A27 -> A25,A26,A27\n",
"A25,A27,A26 -> A25,A26\n",
"A25,A27,A27 -> A25,A26\n",
"A26,A24,A23 -> A21,A22,A23,A24\n",
"A26,A24,A24 -> A21,A22,A23,A24,A25,A26\n",
"A26,A24,A25 -> A23,A24,A25,A26\n",
"A26,A25,A23 -> A21,A22,A23,A24\n",
"A26,A25,A24 -> A21,A22,A23,A24,A25,A26\n",
"A26,A25,A25 -> A23,A24,A25,A26,A27\n",
"A26,A25,A26 -> A24,A25,A26,A27\n",
"A26,A25,A27 -> A26,A27\n",
"A26,A26,A24 -> A23,A24,A25\n",
"A26,A26,A25 -> A23,A24,A25,A26,A27\n",
"A26,A26,A26 -> A24,A25,A26,A27\n",
"A26,A26,A27 -> A25,A26,A27\n",
"A26,A27,A25 -> A24,A25\n",
"A26,A27,A26 -> A24,A25,A26\n",
"A26,A27,A27 -> A25,A26\n",
"A27,A25,A24 -> A24,A25\n",
"A27,A25,A25 -> A24,A25\n",
"A27,A26,A24 -> A24,A25\n",
"A27,A26,A25 -> A24,A25\n",
"A27,A26,A26 -> A24,A25\n",
"A27,A27,A25 -> A24,A25\n",
"A27,A27,A26 -> A24,A25\n",
"A3,A1,A1 -> A1,A2\n",
"A3,A1,A2 -> A1,A2\n",
"A3,A2,A1 -> A1,A2\n",
"A3,A2,A2 -> A1,A2,A3,A4\n",
"A3,A2,A3 -> A1,A2,A3,A4\n",
"A3,A2,A4 -> A3,A4\n",
"A3,A3,A1 -> A1,A2\n",
"A3,A3,A2 -> A1,A2,A3,A4\n",
"A3,A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A3,A4 -> A2,A3,A4,A5\n",
"A3,A3,A5 -> A4,A5\n",
"A3,A4,A2 -> A2,A3\n",
"A3,A4,A3 -> A2,A3,A4,A5\n",
"A3,A4,A4 -> A2,A3,A4,A5\n",
"A3,A4,A5 -> A4,A5\n",
"A3,A5,A3 -> A3,A4\n",
"A3,A5,A4 -> A3,A4,A5\n",
"A3,A5,A5 -> A4,A5\n",
"A4,A2,A2 -> A2,A3,A4\n",
"A4,A2,A3 -> A2,A3,A4\n",
"A4,A3,A2 -> A2,A3,A4\n",
"A4,A3,A3 -> A2,A3,A4,A5\n",
"A4,A3,A4 -> A2,A3,A4,A5\n",
"A4,A3,A5 -> A3,A4,A5\n",
"A4,A4,A2 -> A2,A3\n",
"A4,A4,A3 -> A2,A3,A4,A5\n",
"A4,A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A4,A5 -> A2,A3,A4,A5,A6\n",
"A4,A4,A6 -> A4,A5,A6\n",
"A4,A5,A2 -> A2,A3\n",
"A4,A5,A3 -> A2,A3,A4,A5\n",
"A4,A5,A4 -> A2,A3,A4,A5,A6\n",
"A4,A5,A5 -> A2,A3,A4,A5,A6,A7\n",
"A4,A5,A6 -> A4,A5,A6,A7\n",
"A4,A6,A4 -> A4,A5,A6\n",
"A4,A6,A5 -> A4,A5,A6,A7\n",
"A4,A6,A6 -> A4,A5,A6,A7\n",
"A5,A2,A2 -> A2,A3\n",
"A5,A2,A3 -> A2,A3\n",
"A5,A3,A2 -> A2,A3\n",
"A5,A3,A3 -> A2,A3,A4\n",
"A5,A3,A4 -> A3,A4,A5\n",
"A5,A3,A5 -> A3,A4,A5\n",
"A5,A4,A2 -> A2,A3\n",
"A5,A4,A3 -> A2,A3,A4,A5\n",
"A5,A4,A4 -> A2,A3,A4,A5,A6\n",
"A5,A4,A5 -> A2,A3,A4,A5,A6\n",
"A5,A4,A6 -> A4,A5,A6\n",
"A5,A5,A2 -> A2,A3\n",
"A5,A5,A3 -> A2,A3,A4,A5\n",
"A5,A5,A4 -> A2,A3,A4,A5,A6\n",
"A5,A5,A5 -> A2,A3,A4,A5,A6,A7\n",
"A5,A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A5,A7 -> A6,A7,A8\n",
"A5,A6,A4 -> A4,A5,A6\n",
"A5,A6,A5 -> A4,A5,A6,A7\n",
"A5,A6,A6 -> A4,A5,A6,A7,A8\n",
"A5,A6,A7 -> A5,A6,A7,A8\n",
"A5,A6,A8 -> A7,A8\n",
"A5,A7,A6 -> A5,A6,A7\n",
"A5,A7,A7 -> A5,A6,A7,A8\n",
"A5,A7,A8 -> A7,A8\n",
"A6,A4,A4 -> A4,A5,A6\n",
"A6,A4,A5 -> A4,A5,A6\n",
"A6,A4,A6 -> A4,A5,A6\n",
"A6,A5,A4 -> A4,A5,A6\n",
"A6,A5,A5 -> A4,A5,A6,A7\n",
"A6,A5,A6 -> A4,A5,A6,A7,A8\n",
"A6,A5,A7 -> A6,A7,A8\n",
"A6,A6,A4 -> A4,A5,A6\n",
"A6,A6,A5 -> A4,A5,A6,A7\n",
"A6,A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A6,A7 -> A5,A6,A7,A8\n",
"A6,A6,A8 -> A6,A7,A8\n",
"A6,A7,A5 -> A5,A6,A7\n",
"A6,A7,A6 -> A5,A6,A7,A8\n",
"A6,A7,A7 -> A5,A6,A7,A8,A9\n",
"A6,A7,A8 -> A6,A7,A8,A9\n",
"A6,A7,A9 -> A7,A8\n",
"A6,A8,A6 -> A6,A7\n",
"A6,A8,A7 -> A6,A7,A8,A9\n",
"A6,A8,A8 -> A7,A8,A9\n",
"A6,A8,A9 -> A7,A8\n",
"A7,A5,A5 -> A5,A6,A7\n",
"A7,A5,A6 -> A5,A6,A7\n",
"A7,A5,A7 -> A6,A7\n",
"A7,A6,A5 -> A5,A6,A7\n",
"A7,A6,A6 -> A5,A6,A7,A8\n",
"A7,A6,A7 -> A5,A6,A7,A8,A9\n",
"A7,A6,A8 -> A6,A7,A8,A9\n",
"A7,A7,A5 -> A5,A6,A7\n",
"A7,A7,A6 -> A5,A6,A7,A8\n",
"A7,A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A7,A8 -> A10,A6,A7,A8,A9\n",
"A7,A7,A9 -> A10,A7,A8,A9\n",
"A7,A8,A10 -> A10,A9\n",
"A7,A8,A6 -> A6,A7,A8\n",
"A7,A8,A7 -> A6,A7,A8,A9\n",
"A7,A8,A8 -> A10,A6,A7,A8,A9\n",
"A7,A8,A9 -> A10,A7,A8,A9\n",
"A7,A9,A10 -> A10,A9\n",
"A7,A9,A7 -> A7,A8,A9\n",
"A7,A9,A8 -> A10,A7,A8,A9\n",
"A7,A9,A9 -> A10,A7,A8,A9\n",
"A8,A10,A10 -> A10,A11,A8,A9\n",
"A8,A10,A8 -> A10,A9\n",
"A8,A10,A9 -> A10,A11,A8,A9\n",
"A8,A6,A6 -> A6,A7,A8\n",
"A8,A6,A7 -> A6,A7,A8,A9\n",
"A8,A6,A8 -> A6,A7,A8,A9\n",
"A8,A7,A6 -> A6,A7,A8\n",
"A8,A7,A7 -> A6,A7,A8,A9\n",
"A8,A7,A8 -> A10,A6,A7,A8,A9\n",
"A8,A7,A9 -> A10,A7,A8,A9\n",
"A8,A8,A10 -> A10,A9\n",
"A8,A8,A6 -> A6,A7,A8\n",
"A8,A8,A7 -> A6,A7,A8,A9\n",
"A8,A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A8,A9 -> A10,A7,A8,A9\n",
"A8,A9,A10 -> A10,A11,A8,A9\n",
"A8,A9,A7 -> A7,A8,A9\n",
"A8,A9,A8 -> A10,A7,A8,A9\n",
"A8,A9,A9 -> A10,A11,A7,A8,A9\n",
"A9,A10,A10 -> A10,A11,A12,A8,A9\n",
"A9,A10,A11 -> A10,A11,A12,A9\n",
"A9,A10,A12 -> A11,A12\n",
"A9,A10,A8 -> A10,A7,A8,A9\n",
"A9,A10,A9 -> A10,A11,A12,A7,A8,A9\n",
"A9,A11,A10 -> A10,A11,A8,A9\n",
"A9,A11,A11 -> A10,A11,A12,A9\n",
"A9,A11,A12 -> A11,A12\n",
"A9,A11,A9 -> A10,A11,A8,A9\n",
"A9,A12,A11 -> A11,A12\n",
"A9,A12,A12 -> A11,A12\n",
"A9,A7,A6 -> A6,A7\n",
"A9,A7,A7 -> A6,A7,A8,A9\n",
"A9,A7,A8 -> A10,A6,A7,A8,A9\n",
"A9,A7,A9 -> A10,A8,A9\n",
"A9,A8,A10 -> A10,A8,A9\n",
"A9,A8,A6 -> A6,A7\n",
"A9,A8,A7 -> A6,A7,A8,A9\n",
"A9,A8,A8 -> A10,A6,A7,A8,A9\n",
"A9,A8,A9 -> A10,A7,A8,A9\n",
"A9,A9,A10 -> A10,A11,A12,A8,A9\n",
"A9,A9,A11 -> A10,A11,A12,A9\n",
"A9,A9,A12 -> A11,A12\n",
"A9,A9,A7 -> A6,A7,A8,A9\n",
"A9,A9,A8 -> A10,A6,A7,A8,A9\n",
"A9,A9,A9 -> A10,A11,A12,A7,A8,A9\n",
"\n",
"SP5002:\n",
"A1,A1 -> A1,A2,A3\n",
"A1,A2 -> A1,A2,A3\n",
"A1,A3 -> A1,A2,A3\n",
"A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A11 -> A10,A11,A12,A9\n",
"A10,A12 -> A11,A12\n",
"A10,A8 -> A10,A8,A9\n",
"A10,A9 -> A10,A11,A8,A9\n",
"A11,A10 -> A10,A11,A12,A9\n",
"A11,A11 -> A10,A11,A12,A13,A9\n",
"A11,A12 -> A10,A11,A12,A13\n",
"A11,A13 -> A12,A13\n",
"A11,A9 -> A10,A11,A9\n",
"A12,A10 -> A10,A11,A12,A9\n",
"A12,A11 -> A10,A11,A12,A13,A9\n",
"A12,A12 -> A10,A11,A12,A13,A14\n",
"A12,A13 -> A11,A12,A13,A14\n",
"A12,A14 -> A13,A14\n",
"A13,A11 -> A11,A12,A13\n",
"A13,A12 -> A11,A12,A13,A14\n",
"A13,A13 -> A11,A12,A13,A14,A15\n",
"A13,A14 -> A12,A13,A14,A15\n",
"A13,A15 -> A13,A14,A15\n",
"A14,A12 -> A12,A13,A14\n",
"A14,A13 -> A12,A13,A14,A15\n",
"A14,A14 -> A12,A13,A14,A15,A16\n",
"A14,A15 -> A13,A14,A15,A16,A17\n",
"A14,A16 -> A15,A16,A17\n",
"A15,A13 -> A12,A13,A14,A15\n",
"A15,A14 -> A12,A13,A14,A15,A16\n",
"A15,A15 -> A13,A14,A15,A16,A17\n",
"A15,A16 -> A14,A15,A16,A17\n",
"A15,A17 -> A16,A17\n",
"A16,A14 -> A14,A15\n",
"A16,A15 -> A14,A15,A16,A17\n",
"A16,A16 -> A14,A15,A16,A17,A18\n",
"A16,A17 -> A15,A16,A17,A18\n",
"A16,A18 -> A17,A18\n",
"A17,A15 -> A14,A15,A16,A17\n",
"A17,A16 -> A14,A15,A16,A17,A18\n",
"A17,A17 -> A15,A16,A17,A18,A19\n",
"A17,A18 -> A16,A17,A18,A19\n",
"A17,A19 -> A17,A18,A19\n",
"A18,A16 -> A16,A17,A18\n",
"A18,A17 -> A16,A17,A18,A19\n",
"A18,A18 -> A16,A17,A18,A19,A20,A21\n",
"A18,A19 -> A17,A18,A19,A20,A21\n",
"A18,A20 -> A19,A20,A21\n",
"A18,A21 -> A20,A21\n",
"A19,A17 -> A17,A18,A19\n",
"A19,A18 -> A17,A18,A19,A20,A21\n",
"A19,A19 -> A17,A18,A19,A20,A21\n",
"A19,A20 -> A18,A19,A20,A21\n",
"A19,A21 -> A19,A20,A21\n",
"A2,A1 -> A1,A2,A3\n",
"A2,A2 -> A1,A2,A3,A4\n",
"A2,A3 -> A1,A2,A3,A4\n",
"A2,A4 -> A2,A3,A4\n",
"A20,A18 -> A18,A19,A20\n",
"A20,A19 -> A18,A19,A20,A21\n",
"A20,A20 -> A18,A19,A20,A21,A22\n",
"A20,A21 -> A19,A20,A21,A22\n",
"A20,A22 -> A20,A21,A22\n",
"A21,A19 -> A18,A19,A20,A21\n",
"A21,A20 -> A18,A19,A20,A21,A22\n",
"A21,A21 -> A19,A20,A21,A22,A23\n",
"A21,A22 -> A20,A21,A22,A23\n",
"A21,A23 -> A21,A22,A23\n",
"A22,A20 -> A19,A20,A21\n",
"A22,A21 -> A19,A20,A21,A22,A23\n",
"A22,A22 -> A20,A21,A22,A23\n",
"A22,A23 -> A21,A22,A23\n",
"A23,A21 -> A21,A22\n",
"A23,A22 -> A21,A22,A23\n",
"A23,A23 -> A21,A22,A23\n",
"A3,A1 -> A1,A2,A3\n",
"A3,A2 -> A1,A2,A3,A4\n",
"A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A4 -> A2,A3,A4,A5\n",
"A3,A5 -> A4,A5\n",
"A4,A2 -> A2,A3\n",
"A4,A3 -> A2,A3,A4,A5\n",
"A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A5 -> A3,A4,A5,A6\n",
"A4,A6 -> A4,A5,A6\n",
"A5,A3 -> A3,A4,A5\n",
"A5,A4 -> A3,A4,A5,A6\n",
"A5,A5 -> A3,A4,A5,A6,A7\n",
"A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A7 -> A5,A6,A7,A8\n",
"A6,A4 -> A4,A5,A6\n",
"A6,A5 -> A4,A5,A6,A7\n",
"A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A7 -> A5,A6,A7,A8\n",
"A6,A8 -> A6,A7,A8\n",
"A7,A5 -> A5,A6\n",
"A7,A6 -> A5,A6,A7,A8\n",
"A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A8 -> A6,A7,A8,A9\n",
"A7,A9 -> A7,A8,A9\n",
"A8,A10 -> A10,A9\n",
"A8,A6 -> A6,A7\n",
"A8,A7 -> A6,A7,A8,A9\n",
"A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A9 -> A10,A7,A8,A9\n",
"A9,A10 -> A10,A11,A8,A9\n",
"A9,A11 -> A10,A11,A9\n",
"A9,A7 -> A6,A7,A8\n",
"A9,A8 -> A10,A6,A7,A8,A9\n",
"A9,A9 -> A10,A11,A7,A8,A9\n",
"\n",
"SP5003:\n",
"A1,A1,A1 -> A1,A2,A3\n",
"A1,A1,A2 -> A1,A2,A3\n",
"A1,A1,A3 -> A2,A3\n",
"A1,A2,A1 -> A1,A2,A3\n",
"A1,A2,A2 -> A1,A2,A3\n",
"A1,A2,A3 -> A2,A3\n",
"A1,A3,A1 -> A2,A3\n",
"A1,A3,A2 -> A2,A3\n",
"A1,A3,A3 -> A2,A3\n",
"A10,A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A10,A11 -> A10,A11,A12,A9\n",
"A10,A10,A12 -> A11,A12\n",
"A10,A10,A8 -> A10,A8,A9\n",
"A10,A10,A9 -> A10,A11,A8,A9\n",
"A10,A11,A10 -> A10,A11,A12,A9\n",
"A10,A11,A11 -> A10,A11,A12,A9\n",
"A10,A11,A12 -> A11,A12\n",
"A10,A11,A9 -> A10,A11,A9\n",
"A10,A12,A11 -> A11,A12\n",
"A10,A12,A12 -> A11,A12\n",
"A10,A8,A10 -> A10,A9\n",
"A10,A8,A8 -> A10,A8,A9\n",
"A10,A8,A9 -> A10,A8,A9\n",
"A10,A9,A10 -> A10,A11,A8,A9\n",
"A10,A9,A11 -> A10,A11,A9\n",
"A10,A9,A8 -> A10,A8,A9\n",
"A10,A9,A9 -> A10,A11,A8,A9\n",
"A11,A10,A10 -> A10,A11,A12,A8,A9\n",
"A11,A10,A11 -> A10,A11,A12,A9\n",
"A11,A10,A12 -> A11,A12\n",
"A11,A10,A9 -> A10,A11,A8,A9\n",
"A11,A11,A10 -> A10,A11,A12,A9\n",
"A11,A11,A11 -> A10,A11,A12,A13,A9\n",
"A11,A11,A12 -> A10,A11,A12,A13\n",
"A11,A11,A13 -> A12,A13\n",
"A11,A11,A9 -> A10,A11,A9\n",
"A11,A12,A10 -> A10,A11,A12,A9\n",
"A11,A12,A11 -> A10,A11,A12,A13,A9\n",
"A11,A12,A12 -> A10,A11,A12,A13\n",
"A11,A12,A13 -> A12,A13\n",
"A11,A13,A12 -> A12,A13\n",
"A11,A13,A13 -> A12,A13\n",
"A11,A9,A10 -> A10,A11,A8,A9\n",
"A11,A9,A11 -> A10,A11\n",
"A11,A9,A9 -> A10,A11,A8,A9\n",
"A12,A10,A10 -> A10,A11\n",
"A12,A10,A11 -> A10,A11,A12\n",
"A12,A10,A12 -> A11,A12\n",
"A12,A10,A9 -> A10,A11\n",
"A12,A11,A10 -> A10,A11,A12,A9\n",
"A12,A11,A11 -> A10,A11,A12,A13,A9\n",
"A12,A11,A12 -> A10,A11,A12,A13\n",
"A12,A11,A13 -> A12,A13\n",
"A12,A11,A9 -> A10,A11\n",
"A12,A12,A10 -> A10,A11,A12,A9\n",
"A12,A12,A11 -> A10,A11,A12,A13,A9\n",
"A12,A12,A12 -> A10,A11,A12,A13,A14\n",
"A12,A12,A13 -> A11,A12,A13,A14\n",
"A12,A12,A14 -> A13,A14\n",
"A12,A13,A11 -> A11,A12,A13\n",
"A12,A13,A12 -> A11,A12,A13,A14\n",
"A12,A13,A13 -> A11,A12,A13,A14\n",
"A12,A13,A14 -> A13,A14\n",
"A12,A14,A13 -> A13,A14\n",
"A12,A14,A14 -> A13,A14\n",
"A13,A11,A11 -> A10,A11,A12\n",
"A13,A11,A12 -> A10,A11,A12,A13\n",
"A13,A11,A13 -> A12,A13\n",
"A13,A12,A11 -> A10,A11,A12,A13\n",
"A13,A12,A12 -> A10,A11,A12,A13,A14\n",
"A13,A12,A13 -> A11,A12,A13,A14\n",
"A13,A12,A14 -> A13,A14\n",
"A13,A13,A11 -> A11,A12,A13\n",
"A13,A13,A12 -> A11,A12,A13,A14\n",
"A13,A13,A13 -> A11,A12,A13,A14,A15\n",
"A13,A13,A14 -> A12,A13,A14,A15\n",
"A13,A13,A15 -> A13,A14,A15\n",
"A13,A14,A12 -> A12,A13,A14\n",
"A13,A14,A13 -> A12,A13,A14,A15\n",
"A13,A14,A14 -> A12,A13,A14,A15\n",
"A13,A14,A15 -> A13,A14,A15\n",
"A13,A15,A13 -> A13,A14\n",
"A13,A15,A14 -> A13,A14,A15\n",
"A13,A15,A15 -> A13,A14,A15\n",
"A14,A12,A12 -> A12,A13,A14\n",
"A14,A12,A13 -> A12,A13,A14\n",
"A14,A12,A14 -> A13,A14\n",
"A14,A13,A12 -> A12,A13,A14\n",
"A14,A13,A13 -> A12,A13,A14,A15\n",
"A14,A13,A14 -> A12,A13,A14,A15\n",
"A14,A13,A15 -> A13,A14,A15\n",
"A14,A14,A12 -> A12,A13,A14\n",
"A14,A14,A13 -> A12,A13,A14,A15\n",
"A14,A14,A14 -> A12,A13,A14,A15,A16\n",
"A14,A14,A15 -> A13,A14,A15,A16,A17\n",
"A14,A14,A16 -> A15,A16,A17\n",
"A14,A15,A13 -> A12,A13,A14,A15\n",
"A14,A15,A14 -> A12,A13,A14,A15,A16\n",
"A14,A15,A15 -> A13,A14,A15,A16,A17\n",
"A14,A15,A16 -> A15,A16,A17\n",
"A14,A15,A17 -> A16,A17\n",
"A14,A16,A15 -> A15,A16\n",
"A14,A16,A16 -> A15,A16,A17\n",
"A14,A16,A17 -> A16,A17\n",
"A15,A13,A12 -> A13,A14\n",
"A15,A13,A13 -> A13,A14,A15\n",
"A15,A13,A14 -> A13,A14,A15\n",
"A15,A13,A15 -> A14,A15\n",
"A15,A14,A12 -> A13,A14\n",
"A15,A14,A13 -> A12,A13,A14,A15\n",
"A15,A14,A14 -> A12,A13,A14,A15,A16\n",
"A15,A14,A15 -> A13,A14,A15,A16,A17\n",
"A15,A14,A16 -> A15,A16,A17\n",
"A15,A15,A13 -> A12,A13,A14,A15\n",
"A15,A15,A14 -> A12,A13,A14,A15,A16\n",
"A15,A15,A15 -> A13,A14,A15,A16,A17\n",
"A15,A15,A16 -> A14,A15,A16,A17\n",
"A15,A15,A17 -> A16,A17\n",
"A15,A16,A14 -> A14,A15\n",
"A15,A16,A15 -> A14,A15,A16,A17\n",
"A15,A16,A16 -> A14,A15,A16,A17\n",
"A15,A16,A17 -> A15,A16,A17\n",
"A15,A17,A16 -> A15,A16,A17\n",
"A15,A17,A17 -> A15,A16,A17\n",
"A16,A14,A14 -> A14,A15\n",
"A16,A14,A15 -> A14,A15\n",
"A16,A15,A14 -> A14,A15\n",
"A16,A15,A15 -> A14,A15,A16,A17\n",
"A16,A15,A16 -> A14,A15,A16,A17\n",
"A16,A15,A17 -> A16,A17\n",
"A16,A16,A14 -> A14,A15\n",
"A16,A16,A15 -> A14,A15,A16,A17\n",
"A16,A16,A16 -> A14,A15,A16,A17,A18\n",
"A16,A16,A17 -> A15,A16,A17,A18\n",
"A16,A16,A18 -> A17,A18\n",
"A16,A17,A15 -> A14,A15,A16,A17\n",
"A16,A17,A16 -> A14,A15,A16,A17,A18\n",
"A16,A17,A17 -> A15,A16,A17,A18\n",
"A16,A17,A18 -> A17,A18\n",
"A16,A18,A17 -> A17,A18\n",
"A16,A18,A18 -> A17,A18\n",
"A17,A15,A14 -> A14,A15\n",
"A17,A15,A15 -> A14,A15,A16\n",
"A17,A15,A16 -> A15,A16,A17\n",
"A17,A15,A17 -> A16,A17\n",
"A17,A16,A14 -> A14,A15\n",
"A17,A16,A15 -> A14,A15,A16,A17\n",
"A17,A16,A16 -> A14,A15,A16,A17,A18\n",
"A17,A16,A17 -> A15,A16,A17,A18\n",
"A17,A16,A18 -> A17,A18\n",
"A17,A17,A15 -> A14,A15,A16,A17\n",
"A17,A17,A16 -> A14,A15,A16,A17,A18\n",
"A17,A17,A17 -> A15,A16,A17,A18,A19\n",
"A17,A17,A18 -> A16,A17,A18,A19\n",
"A17,A17,A19 -> A17,A18,A19\n",
"A17,A18,A16 -> A16,A17,A18\n",
"A17,A18,A17 -> A16,A17,A18,A19\n",
"A17,A18,A18 -> A16,A17,A18,A19\n",
"A17,A18,A19 -> A17,A18,A19\n",
"A17,A19,A17 -> A17,A18\n",
"A17,A19,A18 -> A17,A18,A19\n",
"A17,A19,A19 -> A17,A18,A19\n",
"A18,A16,A16 -> A15,A16,A17,A18\n",
"A18,A16,A17 -> A15,A16,A17,A18\n",
"A18,A16,A18 -> A17,A18\n",
"A18,A17,A16 -> A15,A16,A17,A18\n",
"A18,A17,A17 -> A15,A16,A17,A18,A19\n",
"A18,A17,A18 -> A16,A17,A18,A19\n",
"A18,A17,A19 -> A17,A18,A19\n",
"A18,A18,A16 -> A16,A17,A18\n",
"A18,A18,A17 -> A16,A17,A18,A19\n",
"A18,A18,A18 -> A16,A17,A18,A19,A20\n",
"A18,A18,A19 -> A17,A18,A19,A20\n",
"A18,A18,A20 -> A19,A20,A21\n",
"A18,A18,A21 -> A20,A21\n",
"A18,A19,A17 -> A17,A18,A19\n",
"A18,A19,A18 -> A17,A18,A19,A20\n",
"A18,A19,A19 -> A17,A18,A19,A20\n",
"A18,A19,A20 -> A18,A19,A20,A21\n",
"A18,A19,A21 -> A20,A21\n",
"A18,A20,A19 -> A18,A19,A20\n",
"A18,A20,A20 -> A18,A19,A20,A21\n",
"A18,A20,A21 -> A20,A21\n",
"A18,A21,A20 -> A20,A21\n",
"A18,A21,A21 -> A20,A21\n",
"A19,A17,A17 -> A16,A17,A18,A19\n",
"A19,A17,A18 -> A16,A17,A18,A19\n",
"A19,A17,A19 -> A18,A19\n",
"A19,A18,A17 -> A16,A17,A18,A19\n",
"A19,A18,A18 -> A16,A17,A18,A19,A20,A21\n",
"A19,A18,A19 -> A17,A18,A19,A20,A21\n",
"A19,A18,A20 -> A19,A20,A21\n",
"A19,A18,A21 -> A20,A21\n",
"A19,A19,A17 -> A17,A18,A19\n",
"A19,A19,A18 -> A17,A18,A19,A20,A21\n",
"A19,A19,A19 -> A17,A18,A19,A20,A21\n",
"A19,A19,A20 -> A18,A19,A20,A21\n",
"A19,A19,A21 -> A19,A20,A21\n",
"A19,A20,A18 -> A18,A19\n",
"A19,A20,A19 -> A18,A19,A20,A21\n",
"A19,A20,A20 -> A18,A19,A20,A21,A22\n",
"A19,A20,A21 -> A19,A20,A21,A22\n",
"A19,A21,A19 -> A19,A20,A21\n",
"A19,A21,A20 -> A19,A20,A21,A22\n",
"A19,A21,A21 -> A19,A20,A21,A22\n",
"A2,A1,A1 -> A1,A2,A3\n",
"A2,A1,A2 -> A1,A2,A3\n",
"A2,A1,A3 -> A1,A2,A3\n",
"A2,A2,A1 -> A1,A2,A3\n",
"A2,A2,A2 -> A1,A2,A3,A4\n",
"A2,A2,A3 -> A1,A2,A3,A4\n",
"A2,A2,A4 -> A2,A3,A4\n",
"A2,A3,A1 -> A1,A2,A3\n",
"A2,A3,A2 -> A1,A2,A3,A4\n",
"A2,A3,A3 -> A1,A2,A3,A4\n",
"A2,A3,A4 -> A2,A3,A4\n",
"A2,A4,A2 -> A2,A3\n",
"A2,A4,A3 -> A2,A3,A4\n",
"A2,A4,A4 -> A2,A3,A4\n",
"A20,A18,A18 -> A18,A19,A20,A21\n",
"A20,A18,A19 -> A18,A19,A20,A21\n",
"A20,A18,A20 -> A20,A21\n",
"A20,A19,A18 -> A18,A19,A20,A21\n",
"A20,A19,A19 -> A18,A19,A20,A21\n",
"A20,A19,A20 -> A18,A19,A20,A21\n",
"A20,A19,A21 -> A19,A20,A21\n",
"A20,A20,A18 -> A18,A19,A20\n",
"A20,A20,A19 -> A18,A19,A20,A21\n",
"A20,A20,A20 -> A18,A19,A20,A21,A22\n",
"A20,A20,A21 -> A19,A20,A21,A22\n",
"A20,A20,A22 -> A20,A21,A22\n",
"A20,A21,A19 -> A19,A20,A21\n",
"A20,A21,A20 -> A19,A20,A21,A22\n",
"A20,A21,A21 -> A19,A20,A21,A22\n",
"A20,A21,A22 -> A20,A21,A22\n",
"A20,A22,A20 -> A20,A21\n",
"A20,A22,A21 -> A20,A21,A22\n",
"A20,A22,A22 -> A21,A22\n",
"A21,A19,A18 -> A19,A20\n",
"A21,A19,A19 -> A19,A20,A21\n",
"A21,A19,A20 -> A19,A20,A21\n",
"A21,A19,A21 -> A20,A21\n",
"A21,A20,A18 -> A19,A20\n",
"A21,A20,A19 -> A18,A19,A20,A21\n",
"A21,A20,A20 -> A18,A19,A20,A21,A22\n",
"A21,A20,A21 -> A19,A20,A21,A22\n",
"A21,A20,A22 -> A20,A21,A22\n",
"A21,A21,A19 -> A18,A19,A20\n",
"A21,A21,A20 -> A18,A19,A20,A21,A22\n",
"A21,A21,A21 -> A19,A20,A21,A22,A23\n",
"A21,A21,A22 -> A20,A21,A22,A23\n",
"A21,A21,A23 -> A21,A22,A23\n",
"A21,A22,A20 -> A19,A20,A21\n",
"A21,A22,A21 -> A19,A20,A21,A22,A23\n",
"A21,A22,A22 -> A20,A21,A22,A23\n",
"A21,A22,A23 -> A21,A22,A23\n",
"A21,A23,A21 -> A21,A22\n",
"A21,A23,A22 -> A21,A22,A23\n",
"A21,A23,A23 -> A22,A23\n",
"A22,A20,A19 -> A18,A19\n",
"A22,A20,A20 -> A18,A19,A20,A21,A22\n",
"A22,A20,A21 -> A20,A21,A22\n",
"A22,A21,A19 -> A18,A19\n",
"A22,A21,A20 -> A18,A19,A20,A21,A22\n",
"A22,A21,A21 -> A19,A20,A21,A22,A23\n",
"A22,A21,A22 -> A20,A21,A22,A23\n",
"A22,A21,A23 -> A21,A22,A23\n",
"A22,A22,A20 -> A19,A20,A21\n",
"A22,A22,A21 -> A19,A20,A21,A22,A23\n",
"A22,A22,A22 -> A20,A21,A22,A23\n",
"A22,A22,A23 -> A21,A22,A23\n",
"A22,A23,A21 -> A21,A22\n",
"A22,A23,A22 -> A21,A22,A23\n",
"A22,A23,A23 -> A21,A22,A23\n",
"A23,A21,A21 -> A21,A22\n",
"A23,A21,A22 -> A21,A22\n",
"A23,A22,A21 -> A21,A22\n",
"A23,A22,A22 -> A21,A22\n",
"A23,A22,A23 -> A21,A22\n",
"A23,A23,A21 -> A21,A22\n",
"A23,A23,A22 -> A21,A22\n",
"A23,A23,A23 -> A21,A22\n",
"A3,A1,A1 -> A1,A2\n",
"A3,A1,A2 -> A1,A2,A3\n",
"A3,A1,A3 -> A1,A2,A3\n",
"A3,A2,A1 -> A1,A2,A3\n",
"A3,A2,A2 -> A1,A2,A3,A4\n",
"A3,A2,A3 -> A1,A2,A3,A4\n",
"A3,A2,A4 -> A2,A3,A4\n",
"A3,A3,A1 -> A1,A2,A3\n",
"A3,A3,A2 -> A1,A2,A3,A4\n",
"A3,A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A3,A4 -> A2,A3,A4,A5\n",
"A3,A3,A5 -> A4,A5\n",
"A3,A4,A2 -> A2,A3\n",
"A3,A4,A3 -> A2,A3,A4,A5\n",
"A3,A4,A4 -> A2,A3,A4,A5\n",
"A3,A4,A5 -> A3,A4,A5\n",
"A3,A5,A4 -> A3,A4,A5\n",
"A3,A5,A5 -> A3,A4,A5\n",
"A4,A2,A2 -> A2,A3,A4\n",
"A4,A2,A3 -> A2,A3,A4\n",
"A4,A3,A2 -> A2,A3,A4\n",
"A4,A3,A3 -> A2,A3,A4,A5\n",
"A4,A3,A4 -> A2,A3,A4,A5\n",
"A4,A3,A5 -> A4,A5\n",
"A4,A4,A2 -> A2,A3\n",
"A4,A4,A3 -> A2,A3,A4,A5\n",
"A4,A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A4,A5 -> A3,A4,A5,A6\n",
"A4,A4,A6 -> A4,A5,A6\n",
"A4,A5,A3 -> A3,A4,A5\n",
"A4,A5,A4 -> A3,A4,A5,A6\n",
"A4,A5,A5 -> A3,A4,A5,A6\n",
"A4,A5,A6 -> A4,A5,A6\n",
"A4,A6,A4 -> A4,A5\n",
"A4,A6,A5 -> A4,A5,A6\n",
"A4,A6,A6 -> A5,A6\n",
"A5,A3,A3 -> A3,A4\n",
"A5,A3,A4 -> A3,A4,A5\n",
"A5,A3,A5 -> A4,A5\n",
"A5,A4,A3 -> A3,A4,A5\n",
"A5,A4,A4 -> A3,A4,A5,A6\n",
"A5,A4,A5 -> A3,A4,A5,A6\n",
"A5,A4,A6 -> A4,A5,A6\n",
"A5,A5,A3 -> A3,A4,A5\n",
"A5,A5,A4 -> A3,A4,A5,A6\n",
"A5,A5,A5 -> A3,A4,A5,A6,A7\n",
"A5,A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A5,A7 -> A5,A6,A7,A8\n",
"A5,A6,A4 -> A4,A5,A6\n",
"A5,A6,A5 -> A4,A5,A6,A7\n",
"A5,A6,A6 -> A4,A5,A6,A7,A8\n",
"A5,A6,A7 -> A5,A6,A7,A8\n",
"A5,A6,A8 -> A7,A8\n",
"A5,A7,A5 -> A5,A6\n",
"A5,A7,A6 -> A5,A6,A7\n",
"A5,A7,A7 -> A6,A7,A8\n",
"A5,A7,A8 -> A7,A8\n",
"A6,A4,A4 -> A4,A5,A6\n",
"A6,A4,A5 -> A4,A5,A6\n",
"A6,A4,A6 -> A5,A6\n",
"A6,A5,A4 -> A4,A5,A6\n",
"A6,A5,A5 -> A4,A5,A6,A7\n",
"A6,A5,A6 -> A4,A5,A6,A7,A8\n",
"A6,A5,A7 -> A5,A6,A7,A8\n",
"A6,A6,A4 -> A4,A5,A6\n",
"A6,A6,A5 -> A4,A5,A6,A7\n",
"A6,A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A6,A7 -> A5,A6,A7,A8\n",
"A6,A6,A8 -> A6,A7,A8\n",
"A6,A7,A5 -> A5,A6\n",
"A6,A7,A6 -> A5,A6,A7,A8\n",
"A6,A7,A7 -> A5,A6,A7,A8\n",
"A6,A7,A8 -> A6,A7,A8\n",
"A6,A8,A6 -> A6,A7\n",
"A6,A8,A7 -> A6,A7,A8\n",
"A6,A8,A8 -> A6,A7,A8\n",
"A7,A5,A5 -> A5,A6,A7\n",
"A7,A5,A6 -> A5,A6,A7\n",
"A7,A6,A5 -> A5,A6,A7\n",
"A7,A6,A6 -> A5,A6,A7,A8\n",
"A7,A6,A7 -> A5,A6,A7,A8\n",
"A7,A6,A8 -> A6,A7,A8\n",
"A7,A7,A5 -> A5,A6\n",
"A7,A7,A6 -> A5,A6,A7,A8\n",
"A7,A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A7,A8 -> A6,A7,A8,A9\n",
"A7,A7,A9 -> A7,A8,A9\n",
"A7,A8,A6 -> A6,A7\n",
"A7,A8,A7 -> A6,A7,A8,A9\n",
"A7,A8,A8 -> A6,A7,A8,A9\n",
"A7,A8,A9 -> A7,A8,A9\n",
"A7,A9,A7 -> A7,A8\n",
"A7,A9,A8 -> A7,A8,A9\n",
"A7,A9,A9 -> A8,A9\n",
"A8,A10,A10 -> A10,A8,A9\n",
"A8,A10,A9 -> A10,A8,A9\n",
"A8,A6,A6 -> A6,A7,A8\n",
"A8,A6,A7 -> A6,A7,A8\n",
"A8,A7,A6 -> A6,A7,A8\n",
"A8,A7,A7 -> A6,A7,A8,A9\n",
"A8,A7,A8 -> A6,A7,A8,A9\n",
"A8,A7,A9 -> A7,A8,A9\n",
"A8,A8,A10 -> A10,A9\n",
"A8,A8,A6 -> A6,A7\n",
"A8,A8,A7 -> A6,A7,A8,A9\n",
"A8,A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A8,A9 -> A10,A7,A8,A9\n",
"A8,A9,A10 -> A10,A8,A9\n",
"A8,A9,A7 -> A6,A7,A8\n",
"A8,A9,A8 -> A10,A6,A7,A8,A9\n",
"A8,A9,A9 -> A10,A7,A8,A9\n",
"A9,A10,A10 -> A10,A11,A8,A9\n",
"A9,A10,A11 -> A10,A11,A9\n",
"A9,A10,A8 -> A10,A8,A9\n",
"A9,A10,A9 -> A10,A11,A8,A9\n",
"A9,A11,A10 -> A10,A11,A9\n",
"A9,A11,A11 -> A10,A11,A9\n",
"A9,A11,A9 -> A10,A9\n",
"A9,A7,A6 -> A6,A7\n",
"A9,A7,A7 -> A6,A7,A8,A9\n",
"A9,A7,A8 -> A7,A8,A9\n",
"A9,A8,A10 -> A10,A9\n",
"A9,A8,A6 -> A6,A7\n",
"A9,A8,A7 -> A6,A7,A8,A9\n",
"A9,A8,A8 -> A10,A6,A7,A8,A9\n",
"A9,A8,A9 -> A10,A7,A8,A9\n",
"A9,A9,A10 -> A10,A11,A8,A9\n",
"A9,A9,A11 -> A10,A11,A9\n",
"A9,A9,A7 -> A6,A7,A8\n",
"A9,A9,A8 -> A10,A6,A7,A8,A9\n",
"A9,A9,A9 -> A10,A11,A7,A8,A9\n",
"\n",
"NASDAQ2:\n",
"A0,A0 -> A0,A1,A2\n",
"A0,A1 -> A0,A1,A2\n",
"A0,A2 -> A1,A2\n",
"A1,A0 -> A0,A1,A2\n",
"A1,A1 -> A0,A1,A2,A3\n",
"A1,A2 -> A0,A1,A2,A3\n",
"A1,A3 -> A1,A2,A3\n",
"A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A11 -> A10,A11,A12,A9\n",
"A10,A12 -> A11,A12\n",
"A10,A8 -> A10,A8,A9\n",
"A10,A9 -> A10,A11,A8,A9\n",
"A11,A10 -> A10,A11,A12,A8,A9\n",
"A11,A11 -> A10,A11,A12,A9\n",
"A11,A12 -> A10,A11,A12\n",
"A11,A9 -> A10,A11,A8,A9\n",
"A12,A10 -> A10,A11,A12\n",
"A12,A11 -> A10,A11,A12\n",
"A12,A12 -> A10,A11,A12\n",
"A2,A0 -> A0,A1\n",
"A2,A1 -> A0,A1,A2,A3\n",
"A2,A2 -> A0,A1,A2,A3,A4\n",
"A2,A3 -> A1,A2,A3,A4\n",
"A2,A4 -> A3,A4\n",
"A3,A1 -> A1,A2\n",
"A3,A2 -> A1,A2,A3,A4\n",
"A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A4 -> A2,A3,A4,A5,A6\n",
"A3,A5 -> A3,A4,A5,A6\n",
"A4,A2 -> A2,A3,A4\n",
"A4,A3 -> A2,A3,A4,A5\n",
"A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A5 -> A3,A4,A5,A6\n",
"A4,A6 -> A4,A5,A6\n",
"A5,A3 -> A3,A4,A5\n",
"A5,A4 -> A3,A4,A5,A6\n",
"A5,A5 -> A3,A4,A5,A6,A7\n",
"A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A7 -> A5,A6,A7,A8\n",
"A6,A4 -> A3,A4,A5,A6\n",
"A6,A5 -> A3,A4,A5,A6,A7\n",
"A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A7 -> A5,A6,A7,A8\n",
"A6,A8 -> A7,A8\n",
"A7,A5 -> A5,A6,A7\n",
"A7,A6 -> A5,A6,A7,A8\n",
"A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A8 -> A6,A7,A8,A9\n",
"A7,A9 -> A7,A8,A9\n",
"A8,A10 -> A10,A11,A8,A9\n",
"A8,A6 -> A6,A7,A8\n",
"A8,A7 -> A6,A7,A8,A9\n",
"A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A9 -> A10,A11,A7,A8,A9\n",
"A9,A10 -> A10,A11,A8,A9\n",
"A9,A11 -> A10,A11,A9\n",
"A9,A7 -> A7,A8\n",
"A9,A8 -> A10,A7,A8,A9\n",
"A9,A9 -> A10,A11,A7,A8,A9\n",
"\n",
"NASDAQ3:\n",
"A0,A0,A0 -> A0,A1,A2\n",
"A0,A0,A1 -> A0,A1,A2\n",
"A0,A0,A2 -> A1,A2\n",
"A0,A1,A0 -> A0,A1,A2\n",
"A0,A1,A1 -> A0,A1,A2\n",
"A0,A1,A2 -> A1,A2\n",
"A0,A2,A1 -> A1,A2\n",
"A0,A2,A2 -> A1,A2\n",
"A1,A0,A0 -> A0,A1,A2\n",
"A1,A0,A1 -> A0,A1,A2\n",
"A1,A0,A2 -> A1,A2\n",
"A1,A1,A0 -> A0,A1,A2\n",
"A1,A1,A1 -> A0,A1,A2,A3\n",
"A1,A1,A2 -> A0,A1,A2,A3\n",
"A1,A1,A3 -> A1,A2,A3\n",
"A1,A2,A0 -> A0,A1\n",
"A1,A2,A1 -> A0,A1,A2,A3\n",
"A1,A2,A2 -> A0,A1,A2,A3\n",
"A1,A2,A3 -> A1,A2,A3\n",
"A1,A3,A1 -> A1,A2\n",
"A1,A3,A2 -> A1,A2,A3\n",
"A1,A3,A3 -> A1,A2,A3\n",
"A10,A10,A10 -> A10,A11,A12,A8,A9\n",
"A10,A10,A11 -> A10,A11,A12,A9\n",
"A10,A10,A12 -> A11,A12\n",
"A10,A10,A8 -> A10,A8,A9\n",
"A10,A10,A9 -> A10,A11,A8,A9\n",
"A10,A11,A10 -> A10,A11,A12,A8,A9\n",
"A10,A11,A11 -> A10,A11,A12,A9\n",
"A10,A11,A12 -> A11,A12\n",
"A10,A11,A9 -> A10,A11,A8,A9\n",
"A10,A12,A11 -> A11,A12\n",
"A10,A12,A12 -> A11,A12\n",
"A10,A8,A10 -> A10,A8,A9\n",
"A10,A8,A8 -> A10,A8,A9\n",
"A10,A8,A9 -> A10,A8,A9\n",
"A10,A9,A10 -> A10,A11,A8,A9\n",
"A10,A9,A11 -> A10,A11,A9\n",
"A10,A9,A8 -> A10,A8,A9\n",
"A10,A9,A9 -> A10,A11,A8,A9\n",
"A11,A10,A10 -> A10,A11,A12,A9\n",
"A11,A10,A11 -> A10,A11,A12,A9\n",
"A11,A10,A12 -> A11,A12\n",
"A11,A10,A8 -> A10,A9\n",
"A11,A10,A9 -> A10,A11,A9\n",
"A11,A11,A10 -> A10,A11,A12,A9\n",
"A11,A11,A11 -> A10,A11,A12,A9\n",
"A11,A11,A12 -> A10,A11,A12\n",
"A11,A11,A9 -> A10,A11,A9\n",
"A11,A12,A10 -> A10,A11,A12\n",
"A11,A12,A11 -> A10,A11,A12\n",
"A11,A12,A12 -> A10,A11,A12\n",
"A11,A9,A10 -> A10,A11,A9\n",
"A11,A9,A11 -> A10,A11\n",
"A11,A9,A8 -> A10,A9\n",
"A11,A9,A9 -> A10,A11,A9\n",
"A12,A10,A10 -> A10,A11\n",
"A12,A10,A11 -> A10,A11,A12\n",
"A12,A10,A12 -> A11,A12\n",
"A12,A11,A10 -> A10,A11,A12\n",
"A12,A11,A11 -> A10,A11,A12\n",
"A12,A11,A12 -> A10,A11,A12\n",
"A12,A12,A10 -> A10,A11,A12\n",
"A12,A12,A11 -> A10,A11,A12\n",
"A12,A12,A12 -> A10,A11,A12\n",
"A2,A0,A0 -> A0,A1\n",
"A2,A0,A1 -> A0,A1\n",
"A2,A1,A0 -> A0,A1\n",
"A2,A1,A1 -> A0,A1,A2,A3\n",
"A2,A1,A2 -> A0,A1,A2,A3\n",
"A2,A1,A3 -> A1,A2,A3\n",
"A2,A2,A0 -> A0,A1\n",
"A2,A2,A1 -> A0,A1,A2,A3\n",
"A2,A2,A2 -> A0,A1,A2,A3,A4\n",
"A2,A2,A3 -> A1,A2,A3,A4\n",
"A2,A2,A4 -> A3,A4\n",
"A2,A3,A1 -> A1,A2\n",
"A2,A3,A2 -> A1,A2,A3,A4\n",
"A2,A3,A3 -> A1,A2,A3,A4\n",
"A2,A3,A4 -> A2,A3,A4\n",
"A2,A4,A3 -> A2,A3,A4\n",
"A2,A4,A4 -> A2,A3,A4\n",
"A3,A1,A1 -> A1,A2,A3\n",
"A3,A1,A2 -> A1,A2,A3\n",
"A3,A2,A1 -> A1,A2,A3\n",
"A3,A2,A2 -> A1,A2,A3,A4\n",
"A3,A2,A3 -> A1,A2,A3,A4\n",
"A3,A2,A4 -> A3,A4\n",
"A3,A3,A1 -> A1,A2\n",
"A3,A3,A2 -> A1,A2,A3,A4\n",
"A3,A3,A3 -> A1,A2,A3,A4,A5\n",
"A3,A3,A4 -> A2,A3,A4,A5\n",
"A3,A3,A5 -> A3,A4,A5\n",
"A3,A4,A2 -> A2,A3,A4\n",
"A3,A4,A3 -> A2,A3,A4,A5\n",
"A3,A4,A4 -> A2,A3,A4,A5\n",
"A3,A4,A5 -> A3,A4,A5\n",
"A3,A4,A6 -> A4,A5\n",
"A3,A5,A3 -> A3,A4,A5\n",
"A3,A5,A4 -> A3,A4,A5\n",
"A3,A5,A5 -> A3,A4,A5\n",
"A3,A5,A6 -> A4,A5\n",
"A4,A2,A2 -> A2,A3,A4\n",
"A4,A2,A3 -> A2,A3,A4\n",
"A4,A2,A4 -> A3,A4\n",
"A4,A3,A2 -> A2,A3,A4\n",
"A4,A3,A3 -> A2,A3,A4,A5\n",
"A4,A3,A4 -> A2,A3,A4,A5,A6\n",
"A4,A3,A5 -> A3,A4,A5,A6\n",
"A4,A4,A2 -> A2,A3,A4\n",
"A4,A4,A3 -> A2,A3,A4,A5\n",
"A4,A4,A4 -> A2,A3,A4,A5,A6\n",
"A4,A4,A5 -> A3,A4,A5,A6\n",
"A4,A4,A6 -> A4,A5,A6\n",
"A4,A5,A3 -> A3,A4,A5\n",
"A4,A5,A4 -> A3,A4,A5,A6\n",
"A4,A5,A5 -> A3,A4,A5,A6\n",
"A4,A5,A6 -> A4,A5,A6\n",
"A4,A6,A4 -> A3,A4,A5,A6\n",
"A4,A6,A5 -> A3,A4,A5,A6\n",
"A4,A6,A6 -> A5,A6\n",
"A5,A3,A3 -> A3,A4,A5\n",
"A5,A3,A4 -> A3,A4,A5,A6\n",
"A5,A3,A5 -> A4,A5,A6\n",
"A5,A4,A3 -> A3,A4,A5\n",
"A5,A4,A4 -> A3,A4,A5,A6\n",
"A5,A4,A5 -> A3,A4,A5,A6\n",
"A5,A4,A6 -> A4,A5,A6\n",
"A5,A5,A3 -> A3,A4,A5\n",
"A5,A5,A4 -> A3,A4,A5,A6\n",
"A5,A5,A5 -> A3,A4,A5,A6,A7\n",
"A5,A5,A6 -> A4,A5,A6,A7,A8\n",
"A5,A5,A7 -> A5,A6,A7,A8\n",
"A5,A6,A4 -> A3,A4,A5,A6\n",
"A5,A6,A5 -> A3,A4,A5,A6,A7\n",
"A5,A6,A6 -> A4,A5,A6,A7,A8\n",
"A5,A6,A7 -> A5,A6,A7,A8\n",
"A5,A6,A8 -> A7,A8\n",
"A5,A7,A5 -> A5,A6,A7\n",
"A5,A7,A6 -> A5,A6,A7\n",
"A5,A7,A7 -> A5,A6,A7,A8\n",
"A5,A7,A8 -> A7,A8\n",
"A6,A4,A3 -> A4,A5\n",
"A6,A4,A4 -> A3,A4,A5\n",
"A6,A4,A5 -> A3,A4,A5,A6\n",
"A6,A4,A6 -> A4,A5,A6\n",
"A6,A5,A3 -> A4,A5\n",
"A6,A5,A4 -> A3,A4,A5,A6\n",
"A6,A5,A5 -> A3,A4,A5,A6,A7\n",
"A6,A5,A6 -> A4,A5,A6,A7,A8\n",
"A6,A5,A7 -> A5,A6,A7,A8\n",
"A6,A6,A4 -> A4,A5,A6\n",
"A6,A6,A5 -> A4,A5,A6,A7\n",
"A6,A6,A6 -> A4,A5,A6,A7,A8\n",
"A6,A6,A7 -> A5,A6,A7,A8\n",
"A6,A6,A8 -> A7,A8\n",
"A6,A7,A5 -> A5,A6,A7\n",
"A6,A7,A6 -> A5,A6,A7,A8\n",
"A6,A7,A7 -> A5,A6,A7,A8\n",
"A6,A7,A8 -> A6,A7,A8\n",
"A6,A8,A7 -> A6,A7,A8\n",
"A6,A8,A8 -> A6,A7,A8\n",
"A7,A5,A5 -> A4,A5,A6,A7\n",
"A7,A5,A6 -> A4,A5,A6,A7\n",
"A7,A5,A7 -> A6,A7\n",
"A7,A6,A5 -> A4,A5,A6,A7\n",
"A7,A6,A6 -> A4,A5,A6,A7,A8\n",
"A7,A6,A7 -> A5,A6,A7,A8\n",
"A7,A6,A8 -> A7,A8\n",
"A7,A7,A5 -> A5,A6,A7\n",
"A7,A7,A6 -> A5,A6,A7,A8\n",
"A7,A7,A7 -> A5,A6,A7,A8,A9\n",
"A7,A7,A8 -> A6,A7,A8,A9\n",
"A7,A7,A9 -> A7,A8,A9\n",
"A7,A8,A6 -> A6,A7,A8\n",
"A7,A8,A7 -> A6,A7,A8,A9\n",
"A7,A8,A8 -> A6,A7,A8,A9\n",
"A7,A8,A9 -> A7,A8,A9\n",
"A7,A9,A7 -> A7,A8\n",
"A7,A9,A8 -> A7,A8,A9\n",
"A7,A9,A9 -> A7,A8,A9\n",
"A8,A10,A10 -> A10,A8,A9\n",
"A8,A10,A11 -> A10,A9\n",
"A8,A10,A8 -> A10,A8,A9\n",
"A8,A10,A9 -> A10,A8,A9\n",
"A8,A6,A6 -> A6,A7,A8\n",
"A8,A6,A7 -> A6,A7,A8\n",
"A8,A6,A8 -> A7,A8\n",
"A8,A7,A6 -> A6,A7,A8\n",
"A8,A7,A7 -> A6,A7,A8,A9\n",
"A8,A7,A8 -> A6,A7,A8,A9\n",
"A8,A7,A9 -> A7,A8,A9\n",
"A8,A8,A10 -> A10,A8,A9\n",
"A8,A8,A6 -> A6,A7,A8\n",
"A8,A8,A7 -> A6,A7,A8,A9\n",
"A8,A8,A8 -> A10,A6,A7,A8,A9\n",
"A8,A8,A9 -> A10,A7,A8,A9\n",
"A8,A9,A10 -> A10,A8,A9\n",
"A8,A9,A11 -> A10,A9\n",
"A8,A9,A7 -> A7,A8\n",
"A8,A9,A8 -> A10,A7,A8,A9\n",
"A8,A9,A9 -> A10,A7,A8,A9\n",
"A9,A10,A10 -> A10,A11,A8,A9\n",
"A9,A10,A11 -> A10,A11,A9\n",
"A9,A10,A8 -> A10,A8,A9\n",
"A9,A10,A9 -> A10,A11,A8,A9\n",
"A9,A11,A10 -> A10,A11,A8,A9\n",
"A9,A11,A11 -> A10,A11,A9\n",
"A9,A11,A9 -> A10,A8,A9\n",
"A9,A7,A7 -> A7,A8,A9\n",
"A9,A7,A8 -> A7,A8,A9\n",
"A9,A8,A10 -> A10,A8,A9\n",
"A9,A8,A7 -> A7,A8,A9\n",
"A9,A8,A8 -> A10,A7,A8,A9\n",
"A9,A8,A9 -> A10,A7,A8,A9\n",
"A9,A9,A10 -> A10,A11,A8,A9\n",
"A9,A9,A11 -> A10,A11,A9\n",
"A9,A9,A7 -> A7,A8\n",
"A9,A9,A8 -> A10,A7,A8,A9\n",
"A9,A9,A9 -> A10,A11,A7,A8,A9\n",
"\n"
]
}
],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" for order in [2,3]:\n",
"\n",
" model1 = hofts.HighOrderFTS(partitioner=partitioners[dataset_name], order=order)\n",
" model1.name=dataset_name +str(order)\n",
" model1.fit(dataset[:train_split], save_model=True, file_path='model1'+dataset_name+str(order))\n",
"\n",
" print(model1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With transformed data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TAIEX2:\n",
"A0,A4 -> A5,A6\n",
"A0,A5 -> A5,A6\n",
"A1,A1 -> A3,A4,A5\n",
"A1,A2 -> A3,A4,A5\n",
"A1,A3 -> A2,A3,A4,A5\n",
"A1,A4 -> A2,A3,A4,A5,A6,A7\n",
"A1,A5 -> A2,A3,A4,A5,A6,A7\n",
"A2,A1 -> A3,A4,A5\n",
"A2,A2 -> A2,A3,A4,A5\n",
"A2,A3 -> A2,A3,A4,A5,A6\n",
"A2,A4 -> A2,A3,A4,A5,A6,A7\n",
"A2,A5 -> A2,A3,A4,A5,A6,A7\n",
"A2,A6 -> A2,A3,A4,A5,A6,A7\n",
"A2,A7 -> A3,A4,A5,A6\n",
"A3,A1 -> A1,A2\n",
"A3,A2 -> A1,A2,A3,A4,A5\n",
"A3,A3 -> A2,A3,A4,A5,A6\n",
"A3,A4 -> A2,A3,A4,A5,A6,A7,A9\n",
"A3,A5 -> A2,A3,A4,A5,A6,A7,A9\n",
"A3,A6 -> A2,A3,A4,A5,A6,A7\n",
"A3,A7 -> A3,A4,A5,A6\n",
"A3,A8 -> A3,A4,A5\n",
"A3,A9 -> A3,A4,A5\n",
"A4,A0 -> A4,A5\n",
"A4,A1 -> A1,A2,A3,A4,A5\n",
"A4,A2 -> A1,A2,A3,A4,A5,A6\n",
"A4,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A4 -> A0,A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A5 -> A0,A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A6 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A4,A7 -> A2,A3,A4,A5,A6,A7\n",
"A4,A8 -> A3,A4,A5,A6,A7\n",
"A4,A9 -> A3,A4,A5,A6,A7\n",
"A5,A0 -> A4,A5\n",
"A5,A1 -> A1,A2,A3,A4,A5\n",
"A5,A2 -> A1,A2,A3,A4,A5,A6\n",
"A5,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A4 -> A0,A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A5 -> A0,A1,A2,A3,A4,A5,A6,A7,A8\n",
"A5,A6 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A5,A7 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A8 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A9 -> A1,A2,A6,A7\n",
"A6,A1 -> A1,A2\n",
"A6,A2 -> A1,A2,A3,A4,A5,A6,A7\n",
"A6,A3 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A6,A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A6,A6 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A6,A7 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A6,A8 -> A1,A2,A3,A4,A5,A6\n",
"A6,A9 -> A1,A2,A3,A4\n",
"A7,A1 -> A4,A5\n",
"A7,A2 -> A4,A5,A6,A7\n",
"A7,A3 -> A1,A2,A3,A4,A5,A6,A7\n",
"A7,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A7,A5 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A7,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A7,A7 -> A4,A5,A6,A7,A8,A9\n",
"A7,A8 -> A3,A4,A5\n",
"A7,A9 -> A3,A4\n",
"A8,A1 -> A4,A5\n",
"A8,A2 -> A4,A5\n",
"A8,A3 -> A2,A3,A4,A5,A6\n",
"A8,A4 -> A2,A3,A4,A5,A6\n",
"A8,A5 -> A2,A3,A4,A5,A6,A9\n",
"A8,A6 -> A5,A6,A7,A8,A9\n",
"A8,A7 -> A7,A8\n",
"A9,A1 -> A4,A5\n",
"A9,A2 -> A4,A5\n",
"A9,A3 -> A2,A3,A4\n",
"A9,A4 -> A2,A3,A4,A5,A6\n",
"A9,A5 -> A5,A6\n",
"A9,A6 -> A4,A5\n",
"A9,A7 -> A4,A5\n",
"\n",
"TAIEX3:\n",
"A0,A4,A5 -> A3,A4\n",
"A0,A4,A6 -> A3,A4\n",
"A0,A5,A5 -> A3,A4\n",
"A0,A5,A6 -> A3,A4\n",
"A1,A1,A3 -> A2,A3\n",
"A1,A1,A4 -> A2,A3\n",
"A1,A1,A5 -> A2,A3\n",
"A1,A2,A3 -> A2,A3\n",
"A1,A2,A4 -> A2,A3\n",
"A1,A2,A5 -> A2,A3\n",
"A1,A3,A2 -> A3,A4\n",
"A1,A3,A3 -> A3,A4\n",
"A1,A3,A4 -> A5,A6\n",
"A1,A3,A5 -> A5,A6\n",
"A1,A4,A2 -> A3,A4,A5,A6\n",
"A1,A4,A3 -> A3,A4,A5,A6\n",
"A1,A4,A4 -> A5,A6,A7\n",
"A1,A4,A5 -> A3,A4,A5,A6,A7\n",
"A1,A4,A6 -> A3,A4\n",
"A1,A4,A7 -> A3,A4\n",
"A1,A5,A2 -> A5,A6\n",
"A1,A5,A3 -> A5,A6\n",
"A1,A5,A4 -> A5,A6,A7\n",
"A1,A5,A5 -> A3,A4,A5,A6,A7\n",
"A1,A5,A6 -> A3,A4\n",
"A1,A5,A7 -> A3,A4\n",
"A2,A1,A3 -> A2,A3\n",
"A2,A1,A4 -> A2,A3\n",
"A2,A1,A5 -> A2,A3\n",
"A2,A2,A2 -> A3,A4\n",
"A2,A2,A3 -> A2,A3,A4,A5\n",
"A2,A2,A4 -> A2,A3,A4,A5\n",
"A2,A2,A5 -> A2,A3,A4,A5\n",
"A2,A3,A2 -> A3,A4\n",
"A2,A3,A3 -> A3,A4,A5,A6\n",
"A2,A3,A4 -> A3,A4,A5,A6\n",
"A2,A3,A5 -> A3,A4,A5,A6\n",
"A2,A3,A6 -> A4,A5,A6\n",
"A2,A4,A2 -> A3,A4,A5,A6\n",
"A2,A4,A3 -> A3,A4,A5,A6\n",
"A2,A4,A4 -> A0,A1,A3,A4,A5,A6,A7\n",
"A2,A4,A5 -> A0,A1,A3,A4,A5,A6,A7\n",
"A2,A4,A6 -> A3,A4,A5,A6,A7\n",
"A2,A4,A7 -> A3,A4,A5,A6\n",
"A2,A5,A2 -> A3,A4,A5,A6\n",
"A2,A5,A3 -> A2,A3,A4,A5,A6\n",
"A2,A5,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A2,A5,A5 -> A0,A1,A3,A4,A5,A6,A7\n",
"A2,A5,A6 -> A3,A4,A5,A6,A7\n",
"A2,A5,A7 -> A3,A4,A5,A6\n",
"A2,A6,A2 -> A3,A4\n",
"A2,A6,A3 -> A1,A2,A3,A4\n",
"A2,A6,A4 -> A1,A2,A3\n",
"A2,A6,A5 -> A7,A8\n",
"A2,A6,A6 -> A4,A5,A7,A8\n",
"A2,A6,A7 -> A4,A5\n",
"A2,A7,A3 -> A1,A2\n",
"A2,A7,A4 -> A1,A2\n",
"A2,A7,A5 -> A7,A8\n",
"A2,A7,A6 -> A7,A8\n",
"A3,A1,A1 -> A3,A4\n",
"A3,A1,A2 -> A3,A4\n",
"A3,A2,A1 -> A3,A4\n",
"A3,A2,A2 -> A2,A3,A4\n",
"A3,A2,A3 -> A2,A3,A4,A5,A6\n",
"A3,A2,A4 -> A3,A4,A5,A6\n",
"A3,A2,A5 -> A3,A4,A5,A6\n",
"A3,A3,A2 -> A2,A3,A4,A5\n",
"A3,A3,A3 -> A2,A3,A4,A5,A6\n",
"A3,A3,A4 -> A2,A3,A4,A5,A6\n",
"A3,A3,A5 -> A2,A3,A4,A5,A6\n",
"A3,A3,A6 -> A3,A4,A5,A6\n",
"A3,A4,A2 -> A2,A3,A4,A5\n",
"A3,A4,A3 -> A2,A3,A4,A5,A6,A7\n",
"A3,A4,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A3,A4,A5 -> A0,A1,A2,A3,A4,A5,A6,A7,A8\n",
"A3,A4,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A3,A4,A7 -> A4,A5,A6,A7\n",
"A3,A4,A9 -> A6,A7\n",
"A3,A5,A2 -> A2,A3,A4,A5,A6\n",
"A3,A5,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A3,A5,A4 -> A0,A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A3,A5,A5 -> A0,A1,A2,A3,A4,A5,A6,A7,A8\n",
"A3,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A3,A5,A7 -> A3,A4,A5,A6,A7\n",
"A3,A5,A9 -> A6,A7\n",
"A3,A6,A2 -> A3,A4,A5,A6\n",
"A3,A6,A3 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A3,A6,A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A3,A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A3,A6,A6 -> A3,A4,A5,A6,A7,A8\n",
"A3,A6,A7 -> A3,A4,A5,A6\n",
"A3,A7,A3 -> A1,A2,A4,A5,A6\n",
"A3,A7,A4 -> A1,A2,A3,A4,A5,A6\n",
"A3,A7,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A3,A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A3,A8,A3 -> A2,A3\n",
"A3,A8,A4 -> A2,A3,A5,A6\n",
"A3,A8,A5 -> A5,A6\n",
"A3,A9,A3 -> A2,A3\n",
"A3,A9,A4 -> A2,A3,A5,A6\n",
"A3,A9,A5 -> A5,A6\n",
"A4,A0,A4 -> A5,A6\n",
"A4,A0,A5 -> A5,A6\n",
"A4,A1,A1 -> A3,A4\n",
"A4,A1,A2 -> A3,A4\n",
"A4,A1,A3 -> A4,A5\n",
"A4,A1,A4 -> A4,A5,A6\n",
"A4,A1,A5 -> A4,A5,A6\n",
"A4,A2,A1 -> A3,A4\n",
"A4,A2,A2 -> A2,A3,A4,A5\n",
"A4,A2,A3 -> A2,A3,A4,A5,A6\n",
"A4,A2,A4 -> A3,A4,A5,A6,A7\n",
"A4,A2,A5 -> A2,A3,A4,A5,A6,A7\n",
"A4,A2,A6 -> A2,A3,A4,A6,A7\n",
"A4,A3,A2 -> A2,A3,A4,A5\n",
"A4,A3,A3 -> A2,A3,A4,A5,A6\n",
"A4,A3,A4 -> A2,A3,A4,A5,A6,A7,A9\n",
"A4,A3,A5 -> A2,A3,A4,A5,A6,A7,A9\n",
"A4,A3,A6 -> A2,A3,A4,A5,A6,A7\n",
"A4,A3,A7 -> A3,A4\n",
"A4,A3,A8 -> A3,A4\n",
"A4,A3,A9 -> A3,A4\n",
"A4,A4,A0 -> A4,A5\n",
"A4,A4,A1 -> A4,A5\n",
"A4,A4,A2 -> A2,A3,A4,A5\n",
"A4,A4,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A4,A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A4,A5 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A4,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A4,A7 -> A3,A4,A5,A6,A7\n",
"A4,A4,A8 -> A3,A4,A5,A6,A7\n",
"A4,A4,A9 -> A3,A4,A6,A7\n",
"A4,A5,A0 -> A4,A5\n",
"A4,A5,A1 -> A1,A2,A4,A5\n",
"A4,A5,A2 -> A1,A2,A3,A4,A5,A6\n",
"A4,A5,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A5,A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A5,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A4,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A5,A7 -> A3,A4,A5,A6,A7\n",
"A4,A5,A8 -> A3,A4,A5,A6,A7\n",
"A4,A5,A9 -> A6,A7\n",
"A4,A6,A1 -> A1,A2\n",
"A4,A6,A2 -> A1,A2,A4,A5,A6,A7\n",
"A4,A6,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A6,A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A4,A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A4,A6,A6 -> A3,A4,A5,A6,A7,A8\n",
"A4,A6,A7 -> A3,A4,A5,A6,A7,A8\n",
"A4,A6,A8 -> A4,A5,A6\n",
"A4,A7,A2 -> A6,A7\n",
"A4,A7,A3 -> A4,A5,A6,A7\n",
"A4,A7,A4 -> A2,A3,A4,A5,A6,A7\n",
"A4,A7,A5 -> A2,A3,A4,A5,A6,A7\n",
"A4,A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A4,A7,A7 -> A5,A6,A7,A8\n",
"A4,A8,A3 -> A2,A3,A5,A6\n",
"A4,A8,A4 -> A2,A3,A4,A5,A6\n",
"A4,A8,A5 -> A3,A4,A5,A6\n",
"A4,A8,A6 -> A5,A6,A7,A8\n",
"A4,A8,A7 -> A7,A8\n",
"A4,A9,A3 -> A2,A3\n",
"A4,A9,A4 -> A2,A3,A5,A6\n",
"A4,A9,A5 -> A5,A6\n",
"A4,A9,A6 -> A4,A5\n",
"A4,A9,A7 -> A4,A5\n",
"A5,A0,A4 -> A5,A6\n",
"A5,A0,A5 -> A5,A6\n",
"A5,A1,A1 -> A4,A5\n",
"A5,A1,A2 -> A4,A5\n",
"A5,A1,A3 -> A4,A5\n",
"A5,A1,A4 -> A4,A5,A6\n",
"A5,A1,A5 -> A4,A5,A6\n",
"A5,A2,A1 -> A4,A5\n",
"A5,A2,A2 -> A3,A4,A5\n",
"A5,A2,A3 -> A3,A4,A5,A6\n",
"A5,A2,A4 -> A3,A4,A5,A6,A7\n",
"A5,A2,A5 -> A2,A3,A4,A5,A6,A7\n",
"A5,A2,A6 -> A2,A3,A4,A6,A7\n",
"A5,A3,A2 -> A3,A4,A5\n",
"A5,A3,A3 -> A2,A3,A4,A5,A6\n",
"A5,A3,A4 -> A2,A3,A4,A5,A6,A7,A9\n",
"A5,A3,A5 -> A2,A3,A4,A5,A6,A7,A9\n",
"A5,A3,A6 -> A2,A3,A4,A5,A6,A7\n",
"A5,A3,A7 -> A3,A4,A5\n",
"A5,A3,A8 -> A3,A4,A5\n",
"A5,A3,A9 -> A3,A4,A5\n",
"A5,A4,A0 -> A4,A5\n",
"A5,A4,A1 -> A3,A4,A5\n",
"A5,A4,A2 -> A2,A3,A4,A5,A6\n",
"A5,A4,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A4,A4 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A4,A5 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A4,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A4,A7 -> A3,A4,A5,A6,A7\n",
"A5,A4,A8 -> A3,A4,A5,A6,A7\n",
"A5,A4,A9 -> A3,A4,A5\n",
"A5,A5,A0 -> A4,A5\n",
"A5,A5,A1 -> A1,A2,A3,A4,A5\n",
"A5,A5,A2 -> A1,A2,A3,A4,A5,A6\n",
"A5,A5,A3 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A5,A4 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A5,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A5,A7 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A5,A8 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A6,A1 -> A1,A2\n",
"A5,A6,A2 -> A1,A2,A4,A5,A6,A7\n",
"A5,A6,A3 -> A3,A4,A5,A6,A7\n",
"A5,A6,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A6,A5 -> A2,A3,A4,A5,A6,A7\n",
"A5,A6,A6 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A6,A7 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A6,A8 -> A1,A2,A4,A5,A6\n",
"A5,A7,A1 -> A4,A5\n",
"A5,A7,A2 -> A4,A5,A6,A7\n",
"A5,A7,A3 -> A2,A3,A4,A5,A6,A7\n",
"A5,A7,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A7,A5 -> A2,A3,A4,A5,A6,A7,A9\n",
"A5,A7,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A7,A7 -> A5,A6,A7,A8,A9\n",
"A5,A8,A1 -> A4,A5\n",
"A5,A8,A2 -> A4,A5\n",
"A5,A8,A3 -> A2,A3,A5,A6\n",
"A5,A8,A4 -> A2,A3,A4,A5,A6\n",
"A5,A8,A5 -> A3,A4,A5,A6,A9\n",
"A5,A8,A6 -> A5,A6,A7,A8,A9\n",
"A5,A8,A7 -> A7,A8\n",
"A5,A9,A1 -> A4,A5\n",
"A5,A9,A2 -> A4,A5\n",
"A5,A9,A6 -> A4,A5\n",
"A5,A9,A7 -> A4,A5\n",
"A6,A1,A1 -> A4,A5\n",
"A6,A1,A2 -> A4,A5\n",
"A6,A2,A1 -> A4,A5\n",
"A6,A2,A2 -> A4,A5\n",
"A6,A2,A3 -> A5,A6\n",
"A6,A2,A4 -> A3,A4,A5,A6\n",
"A6,A2,A5 -> A3,A4,A5,A6,A7\n",
"A6,A2,A6 -> A3,A4,A5,A6,A7\n",
"A6,A2,A7 -> A3,A4,A5,A6\n",
"A6,A3,A1 -> A1,A2\n",
"A6,A3,A2 -> A1,A2,A3,A4,A5\n",
"A6,A3,A3 -> A3,A4,A5,A6\n",
"A6,A3,A4 -> A3,A4,A5,A6,A7\n",
"A6,A3,A5 -> A2,A3,A4,A5,A6,A7\n",
"A6,A3,A6 -> A2,A3,A4,A5,A6,A7\n",
"A6,A3,A7 -> A3,A4,A5,A6\n",
"A6,A3,A8 -> A4,A5\n",
"A6,A3,A9 -> A4,A5\n",
"A6,A4,A1 -> A1,A2,A3,A4\n",
"A6,A4,A2 -> A1,A2,A3,A4,A5,A6\n",
"A6,A4,A3 -> A2,A3,A4,A5,A6\n",
"A6,A4,A4 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A4,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A4,A6 -> A2,A3,A4,A5,A6,A7\n",
"A6,A4,A7 -> A2,A3,A4,A5,A6\n",
"A6,A4,A8 -> A4,A5\n",
"A6,A4,A9 -> A4,A5\n",
"A6,A5,A1 -> A3,A4\n",
"A6,A5,A2 -> A2,A3,A4,A5,A6\n",
"A6,A5,A3 -> A2,A3,A4,A5,A6,A7\n",
"A6,A5,A4 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A5,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A5,A7 -> A1,A2,A3,A4,A5,A6\n",
"A6,A5,A8 -> A1,A2,A3,A4,A5,A6\n",
"A6,A6,A2 -> A4,A5,A6,A7\n",
"A6,A6,A3 -> A3,A4,A5,A6,A7\n",
"A6,A6,A4 -> A2,A3,A4,A5,A6,A7\n",
"A6,A6,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A6,A6 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A6,A6,A7 -> A1,A2,A3,A4,A5,A6,A8,A9\n",
"A6,A6,A8 -> A1,A2,A3,A4,A5,A6\n",
"A6,A6,A9 -> A3,A4\n",
"A6,A7,A1 -> A4,A5\n",
"A6,A7,A2 -> A4,A5,A6,A7\n",
"A6,A7,A3 -> A2,A3,A4,A5,A6,A7\n",
"A6,A7,A4 -> A2,A3,A4,A5,A6,A7\n",
"A6,A7,A5 -> A2,A3,A4,A5,A6,A7,A9\n",
"A6,A7,A6 -> A3,A4,A5,A6,A8,A9\n",
"A6,A7,A7 -> A4,A5,A6,A8,A9\n",
"A6,A7,A8 -> A3,A4,A5\n",
"A6,A7,A9 -> A3,A4\n",
"A6,A8,A1 -> A4,A5\n",
"A6,A8,A2 -> A4,A5\n",
"A6,A8,A3 -> A2,A3,A4\n",
"A6,A8,A4 -> A2,A3,A4,A5,A6\n",
"A6,A8,A5 -> A2,A3,A4,A5,A6,A9\n",
"A6,A8,A6 -> A5,A6,A9\n",
"A6,A9,A1 -> A4,A5\n",
"A6,A9,A2 -> A4,A5\n",
"A6,A9,A3 -> A3,A4\n",
"A6,A9,A4 -> A3,A4\n",
"A7,A1,A4 -> A4,A5\n",
"A7,A1,A5 -> A4,A5\n",
"A7,A2,A4 -> A4,A5\n",
"A7,A2,A5 -> A4,A5\n",
"A7,A2,A6 -> A3,A4,A5,A6\n",
"A7,A2,A7 -> A3,A4,A5,A6\n",
"A7,A3,A1 -> A1,A2\n",
"A7,A3,A2 -> A1,A2,A3,A4\n",
"A7,A3,A3 -> A3,A4\n",
"A7,A3,A4 -> A3,A4,A5,A6,A7\n",
"A7,A3,A5 -> A3,A4,A5,A6,A7\n",
"A7,A3,A6 -> A3,A4,A5,A6,A7\n",
"A7,A3,A7 -> A3,A4,A5,A6\n",
"A7,A4,A1 -> A1,A2\n",
"A7,A4,A2 -> A1,A2,A3,A4,A5,A6\n",
"A7,A4,A3 -> A2,A3,A4,A5,A6\n",
"A7,A4,A4 -> A2,A3,A4,A5,A6,A7,A8\n",
"A7,A4,A5 -> A3,A4,A5,A6,A7,A8\n",
"A7,A4,A6 -> A2,A3,A4,A5,A6,A7\n",
"A7,A4,A7 -> A2,A3,A4,A5,A6\n",
"A7,A5,A2 -> A3,A4,A5,A6\n",
"A7,A5,A3 -> A2,A3,A4,A5,A6\n",
"A7,A5,A4 -> A2,A3,A4,A5,A6,A7,A8\n",
"A7,A5,A5 -> A3,A4,A5,A6,A7,A8\n",
"A7,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A7,A5,A7 -> A2,A3,A4,A5\n",
"A7,A5,A8 -> A3,A4\n",
"A7,A5,A9 -> A1,A2\n",
"A7,A6,A3 -> A3,A4,A5,A6\n",
"A7,A6,A4 -> A3,A4,A5,A6\n",
"A7,A6,A5 -> A3,A4,A5,A6,A7,A8\n",
"A7,A6,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A7,A6,A7 -> A2,A3,A4,A5\n",
"A7,A6,A8 -> A3,A4,A5\n",
"A7,A6,A9 -> A1,A2,A3,A4\n",
"A7,A7,A4 -> A2,A3,A5,A6\n",
"A7,A7,A5 -> A2,A3,A4,A5,A6\n",
"A7,A7,A6 -> A3,A4,A5,A6\n",
"A7,A7,A7 -> A4,A5\n",
"A7,A7,A8 -> A3,A4,A5\n",
"A7,A7,A9 -> A3,A4\n",
"A7,A8,A3 -> A3,A4\n",
"A7,A8,A4 -> A2,A3,A4,A5,A6\n",
"A7,A8,A5 -> A2,A3,A5,A6\n",
"A7,A9,A3 -> A3,A4\n",
"A7,A9,A4 -> A3,A4\n",
"A8,A1,A4 -> A4,A5\n",
"A8,A1,A5 -> A4,A5\n",
"A8,A2,A4 -> A4,A5\n",
"A8,A2,A5 -> A4,A5\n",
"A8,A3,A2 -> A2,A3,A4\n",
"A8,A3,A3 -> A2,A3,A4\n",
"A8,A3,A4 -> A3,A4\n",
"A8,A3,A5 -> A4,A5\n",
"A8,A3,A6 -> A4,A5\n",
"A8,A4,A2 -> A2,A3,A4,A5,A6\n",
"A8,A4,A3 -> A2,A3,A4,A5,A6\n",
"A8,A4,A4 -> A3,A4,A5,A6\n",
"A8,A4,A5 -> A1,A2,A4,A5,A6\n",
"A8,A4,A6 -> A1,A2,A4,A5,A6\n",
"A8,A5,A2 -> A5,A6\n",
"A8,A5,A3 -> A4,A5,A6\n",
"A8,A5,A4 -> A4,A5,A6\n",
"A8,A5,A5 -> A1,A2,A4,A5,A6\n",
"A8,A5,A6 -> A1,A2,A4,A5,A6\n",
"A8,A5,A9 -> A1,A2\n",
"A8,A6,A5 -> A4,A5\n",
"A8,A6,A6 -> A4,A5\n",
"A8,A6,A7 -> A4,A5\n",
"A8,A6,A8 -> A4,A5\n",
"A8,A6,A9 -> A1,A2\n",
"A8,A7,A7 -> A4,A5\n",
"A8,A7,A8 -> A4,A5\n",
"A9,A1,A4 -> A6,A7\n",
"A9,A1,A5 -> A6,A7\n",
"A9,A2,A4 -> A6,A7\n",
"A9,A2,A5 -> A6,A7\n",
"A9,A3,A2 -> A2,A3\n",
"A9,A3,A3 -> A2,A3,A4\n",
"A9,A3,A4 -> A3,A4\n",
"A9,A4,A2 -> A2,A3\n",
"A9,A4,A3 -> A2,A3,A4\n",
"A9,A4,A4 -> A3,A4\n",
"A9,A4,A5 -> A1,A2\n",
"A9,A4,A6 -> A1,A2\n",
"A9,A5,A5 -> A1,A2\n",
"A9,A5,A6 -> A1,A2\n",
"A9,A6,A4 -> A6,A7\n",
"A9,A6,A5 -> A6,A7\n",
"A9,A7,A4 -> A6,A7\n",
"A9,A7,A5 -> A6,A7\n",
"\n",
"SP5002:\n",
"A1,A2 -> A5,A6\n",
"A1,A3 -> A5,A6\n",
"A1,A4 -> A5,A6\n",
"A1,A5 -> A5,A6\n",
"A2,A2 -> A4,A5,A6\n",
"A2,A3 -> A3,A4,A5,A6\n",
"A2,A4 -> A3,A4,A5,A6,A7\n",
"A2,A5 -> A4,A5,A6,A7\n",
"A2,A6 -> A4,A5,A6\n",
"A3,A2 -> A4,A5,A6\n",
"A3,A3 -> A3,A4,A5,A6,A7\n",
"A3,A4 -> A2,A3,A4,A5,A6,A7\n",
"A3,A5 -> A2,A3,A4,A5,A6,A7\n",
"A3,A6 -> A4,A5,A6,A7\n",
"A3,A7 -> A4,A5,A6,A7\n",
"A4,A1 -> A2,A3\n",
"A4,A2 -> A2,A3,A4,A5,A6\n",
"A4,A3 -> A2,A3,A4,A5,A6,A7\n",
"A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A4,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A4,A7 -> A4,A5,A6,A7,A8,A9\n",
"A5,A1 -> A2,A3\n",
"A5,A2 -> A2,A3,A4,A5\n",
"A5,A3 -> A2,A3,A4,A5,A6,A7\n",
"A5,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A5,A6 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A8 -> A4,A5,A6,A7,A8\n",
"A6,A1 -> A4,A5\n",
"A6,A2 -> A2,A3,A4,A5\n",
"A6,A3 -> A2,A3,A4,A5,A6,A7\n",
"A6,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A6,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A8 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A9 -> A6,A7\n",
"A7,A1 -> A4,A5\n",
"A7,A2 -> A4,A5\n",
"A7,A3 -> A3,A4,A5,A6,A7\n",
"A7,A4 -> A2,A3,A4,A5,A6,A7\n",
"A7,A5 -> A2,A3,A4,A5,A6,A7\n",
"A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A7,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A7,A8 -> A3,A4,A5,A6,A7,A8,A9\n",
"A7,A9 -> A6,A7\n",
"A8,A3 -> A3,A4\n",
"A8,A4 -> A3,A4\n",
"A8,A5 -> A3,A4,A5,A6\n",
"A8,A6 -> A3,A4,A5,A6,A7\n",
"A8,A7 -> A3,A4,A5,A6,A7\n",
"A8,A8 -> A4,A5,A6,A7\n",
"A8,A9 -> A6,A7\n",
"A9,A6 -> A1,A2,A3,A4,A5,A6\n",
"A9,A7 -> A1,A2,A3,A4,A5,A6\n",
"\n",
"SP5003:\n",
"A1,A2,A5 -> A4,A5\n",
"A1,A2,A6 -> A4,A5\n",
"A1,A3,A5 -> A4,A5\n",
"A1,A3,A6 -> A4,A5\n",
"A1,A4,A5 -> A5,A6\n",
"A1,A4,A6 -> A5,A6\n",
"A1,A5,A5 -> A5,A6\n",
"A1,A5,A6 -> A5,A6\n",
"A2,A2,A4 -> A5,A6\n",
"A2,A2,A5 -> A4,A5,A6\n",
"A2,A2,A6 -> A4,A5\n",
"A2,A3,A3 -> A4,A5\n",
"A2,A3,A4 -> A4,A5,A6,A7\n",
"A2,A3,A5 -> A4,A5,A6,A7\n",
"A2,A3,A6 -> A4,A5\n",
"A2,A4,A3 -> A4,A5\n",
"A2,A4,A4 -> A4,A5,A6,A7\n",
"A2,A4,A5 -> A4,A5,A6,A7\n",
"A2,A4,A6 -> A4,A5,A6\n",
"A2,A4,A7 -> A4,A5\n",
"A2,A5,A4 -> A3,A4,A5,A6\n",
"A2,A5,A5 -> A3,A4,A5,A6\n",
"A2,A5,A6 -> A4,A5,A6\n",
"A2,A5,A7 -> A4,A5\n",
"A2,A6,A4 -> A3,A4\n",
"A2,A6,A5 -> A3,A4,A5\n",
"A2,A6,A6 -> A4,A5\n",
"A3,A2,A4 -> A5,A6\n",
"A3,A2,A5 -> A5,A6\n",
"A3,A2,A6 -> A5,A6\n",
"A3,A3,A3 -> A4,A5,A6\n",
"A3,A3,A4 -> A2,A3,A4,A5,A6,A7\n",
"A3,A3,A5 -> A2,A3,A4,A5,A6,A7\n",
"A3,A3,A6 -> A4,A5,A6,A7\n",
"A3,A3,A7 -> A4,A5,A6\n",
"A3,A4,A2 -> A3,A4,A5\n",
"A3,A4,A3 -> A3,A4,A5,A6\n",
"A3,A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A3,A4,A5 -> A2,A3,A4,A5,A6,A7\n",
"A3,A4,A6 -> A3,A4,A5,A6,A7,A8\n",
"A3,A4,A7 -> A4,A5,A6,A7,A8\n",
"A3,A5,A2 -> A3,A4,A5\n",
"A3,A5,A3 -> A3,A4,A5\n",
"A3,A5,A4 -> A3,A4,A5,A6,A7\n",
"A3,A5,A5 -> A3,A4,A5,A6,A7\n",
"A3,A5,A6 -> A3,A4,A5,A6,A7,A8\n",
"A3,A5,A7 -> A3,A4,A5,A6,A7,A8\n",
"A3,A6,A4 -> A2,A3,A4,A5,A6\n",
"A3,A6,A5 -> A2,A3,A4,A5,A6,A7\n",
"A3,A6,A6 -> A3,A4,A5,A6,A7\n",
"A3,A6,A7 -> A3,A4,A5,A6\n",
"A3,A7,A4 -> A2,A3\n",
"A3,A7,A5 -> A2,A3,A4,A5\n",
"A3,A7,A6 -> A3,A4,A5\n",
"A3,A7,A7 -> A4,A5\n",
"A4,A1,A2 -> A5,A6\n",
"A4,A1,A3 -> A5,A6\n",
"A4,A2,A2 -> A5,A6\n",
"A4,A2,A3 -> A3,A4,A5,A6\n",
"A4,A2,A4 -> A3,A4,A5,A6,A7\n",
"A4,A2,A5 -> A4,A5,A6,A7\n",
"A4,A2,A6 -> A5,A6\n",
"A4,A3,A2 -> A5,A6\n",
"A4,A3,A3 -> A3,A4,A5,A6\n",
"A4,A3,A4 -> A2,A3,A4,A5,A6,A7\n",
"A4,A3,A5 -> A2,A3,A4,A5,A6,A7\n",
"A4,A3,A6 -> A4,A5,A6,A7\n",
"A4,A3,A7 -> A4,A5,A6,A7\n",
"A4,A4,A2 -> A3,A4,A5,A6\n",
"A4,A4,A3 -> A3,A4,A5,A6\n",
"A4,A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A4,A4,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A4,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A4,A4,A7 -> A4,A5,A6,A7,A8,A9\n",
"A4,A5,A2 -> A3,A4,A5\n",
"A4,A5,A3 -> A3,A4,A5\n",
"A4,A5,A4 -> A2,A3,A4,A5,A6,A7\n",
"A4,A5,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A5,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A4,A5,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A4,A5,A8 -> A4,A5,A6,A7\n",
"A4,A6,A3 -> A3,A4,A5\n",
"A4,A6,A4 -> A2,A3,A4,A5,A6\n",
"A4,A6,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A4,A6,A6 -> A3,A4,A5,A6,A7,A8\n",
"A4,A6,A7 -> A3,A4,A5,A6,A7,A8\n",
"A4,A6,A8 -> A4,A5,A6,A7\n",
"A4,A6,A9 -> A6,A7\n",
"A4,A7,A4 -> A2,A3,A4,A5,A6\n",
"A4,A7,A5 -> A2,A3,A4,A5,A6\n",
"A4,A7,A6 -> A3,A4,A5,A6\n",
"A4,A7,A7 -> A3,A4,A5,A6,A7\n",
"A4,A7,A8 -> A6,A7\n",
"A4,A7,A9 -> A6,A7\n",
"A5,A1,A2 -> A5,A6\n",
"A5,A1,A3 -> A5,A6\n",
"A5,A2,A2 -> A4,A5,A6\n",
"A5,A2,A3 -> A3,A4,A5,A6\n",
"A5,A2,A4 -> A3,A4,A5,A6,A7\n",
"A5,A2,A5 -> A4,A5,A6,A7\n",
"A5,A3,A2 -> A4,A5,A6\n",
"A5,A3,A3 -> A3,A4,A5,A6,A7\n",
"A5,A3,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A3,A5 -> A2,A3,A4,A5,A6,A7\n",
"A5,A3,A6 -> A4,A5,A6,A7\n",
"A5,A3,A7 -> A6,A7\n",
"A5,A4,A1 -> A2,A3\n",
"A5,A4,A2 -> A2,A3,A4,A5,A6\n",
"A5,A4,A3 -> A3,A4,A5,A6,A7\n",
"A5,A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A4,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A4,A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A4,A7 -> A4,A5,A6,A7,A8,A9\n",
"A5,A5,A1 -> A2,A3\n",
"A5,A5,A2 -> A2,A3,A4,A5\n",
"A5,A5,A3 -> A2,A3,A4,A5,A6\n",
"A5,A5,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A5,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A5,A6 -> A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5,A5,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A5,A8 -> A4,A5,A6,A7,A8\n",
"A5,A6,A2 -> A2,A3\n",
"A5,A6,A3 -> A2,A3,A4,A5,A6\n",
"A5,A6,A4 -> A2,A3,A4,A5,A6,A7\n",
"A5,A6,A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A6,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A5,A6,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A6,A8 -> A4,A5,A6,A7,A8,A9\n",
"A5,A6,A9 -> A6,A7\n",
"A5,A7,A3 -> A3,A4,A5\n",
"A5,A7,A4 -> A3,A4,A5,A6\n",
"A5,A7,A5 -> A3,A4,A5,A6,A7\n",
"A5,A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A5,A7,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A5,A7,A8 -> A4,A5,A6,A7,A8,A9\n",
"A5,A7,A9 -> A6,A7\n",
"A5,A8,A4 -> A3,A4\n",
"A5,A8,A5 -> A3,A4\n",
"A5,A8,A6 -> A3,A4,A5\n",
"A5,A8,A7 -> A3,A4,A5\n",
"A5,A8,A8 -> A4,A5\n",
"A6,A1,A4 -> A5,A6\n",
"A6,A1,A5 -> A5,A6\n",
"A6,A2,A2 -> A4,A5\n",
"A6,A2,A3 -> A4,A5\n",
"A6,A2,A4 -> A5,A6\n",
"A6,A2,A5 -> A5,A6\n",
"A6,A3,A2 -> A4,A5\n",
"A6,A3,A3 -> A3,A4,A5,A6,A7\n",
"A6,A3,A4 -> A3,A4,A5,A6,A7\n",
"A6,A3,A5 -> A4,A5,A6,A7\n",
"A6,A3,A6 -> A5,A6\n",
"A6,A3,A7 -> A5,A6\n",
"A6,A4,A1 -> A2,A3\n",
"A6,A4,A2 -> A2,A3,A4,A5\n",
"A6,A4,A3 -> A3,A4,A5,A6,A7\n",
"A6,A4,A4 -> A3,A4,A5,A6,A7\n",
"A6,A4,A5 -> A3,A4,A5,A6,A7,A8\n",
"A6,A4,A6 -> A3,A4,A5,A6,A7,A8\n",
"A6,A4,A7 -> A4,A5,A6,A7\n",
"A6,A5,A1 -> A2,A3\n",
"A6,A5,A2 -> A2,A3,A4,A5\n",
"A6,A5,A3 -> A2,A3,A4,A5,A6\n",
"A6,A5,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A6,A5,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A6,A5,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A5,A7 -> A3,A4,A5,A6,A7,A8\n",
"A6,A5,A8 -> A6,A7,A8\n",
"A6,A6,A2 -> A2,A3\n",
"A6,A6,A3 -> A2,A3,A4,A5,A6\n",
"A6,A6,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A6,A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A6,A6,A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6,A6,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A6,A8 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A7,A3 -> A3,A4,A5\n",
"A6,A7,A4 -> A3,A4,A5,A6\n",
"A6,A7,A5 -> A3,A4,A5,A6,A7\n",
"A6,A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A6,A7,A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A7,A8 -> A3,A4,A5,A6,A7,A8,A9\n",
"A6,A7,A9 -> A6,A7\n",
"A6,A8,A3 -> A3,A4\n",
"A6,A8,A4 -> A3,A4\n",
"A6,A8,A5 -> A3,A4,A5,A6\n",
"A6,A8,A6 -> A3,A4,A5,A6,A7\n",
"A6,A8,A7 -> A3,A4,A5,A6,A7\n",
"A6,A8,A8 -> A4,A5,A6,A7\n",
"A6,A8,A9 -> A6,A7\n",
"A6,A9,A6 -> A5,A6\n",
"A6,A9,A7 -> A5,A6\n",
"A7,A1,A4 -> A5,A6\n",
"A7,A1,A5 -> A5,A6\n",
"A7,A2,A4 -> A5,A6\n",
"A7,A2,A5 -> A5,A6\n",
"A7,A3,A3 -> A3,A4,A5,A6,A7\n",
"A7,A3,A4 -> A3,A4,A5,A6,A7\n",
"A7,A3,A5 -> A5,A6,A7\n",
"A7,A3,A6 -> A5,A6\n",
"A7,A3,A7 -> A5,A6\n",
"A7,A4,A2 -> A4,A5\n",
"A7,A4,A3 -> A2,A3,A4,A5,A6,A7\n",
"A7,A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A7,A4,A5 -> A3,A4,A5,A6,A7,A8\n",
"A7,A4,A6 -> A3,A4,A5,A6,A7,A8\n",
"A7,A4,A7 -> A5,A6\n",
"A7,A5,A2 -> A4,A5\n",
"A7,A5,A3 -> A2,A3,A4,A5,A6,A7\n",
"A7,A5,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A7,A5,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A7,A5,A6 -> A3,A4,A5,A6,A7,A8\n",
"A7,A5,A7 -> A5,A6,A7,A8\n",
"A7,A6,A3 -> A3,A4,A5,A6\n",
"A7,A6,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A7,A6,A5 -> A1,A2,A3,A4,A5,A6,A7,A8\n",
"A7,A6,A6 -> A3,A4,A5,A6,A7,A8\n",
"A7,A6,A7 -> A3,A4,A5,A6,A7,A8\n",
"A7,A6,A8 -> A3,A4\n",
"A7,A7,A3 -> A3,A4,A5,A6\n",
"A7,A7,A4 -> A3,A4,A5,A6,A7\n",
"A7,A7,A5 -> A3,A4,A5,A6,A7\n",
"A7,A7,A6 -> A3,A4,A5,A6,A7,A8\n",
"A7,A7,A7 -> A3,A4,A5,A6,A7,A8\n",
"A7,A7,A8 -> A3,A4,A6,A7\n",
"A7,A7,A9 -> A6,A7\n",
"A7,A8,A3 -> A3,A4\n",
"A7,A8,A4 -> A3,A4\n",
"A7,A8,A5 -> A3,A4,A5,A6\n",
"A7,A8,A6 -> A3,A4,A5,A6,A7\n",
"A7,A8,A7 -> A3,A4,A5,A6,A7\n",
"A7,A8,A8 -> A6,A7\n",
"A7,A8,A9 -> A6,A7\n",
"A7,A9,A6 -> A1,A2,A3,A4,A5,A6\n",
"A7,A9,A7 -> A1,A2,A3,A4,A5,A6\n",
"A8,A3,A3 -> A4,A5,A6\n",
"A8,A3,A4 -> A4,A5,A6\n",
"A8,A4,A3 -> A2,A3,A4,A5,A6,A7\n",
"A8,A4,A4 -> A2,A3,A4,A5,A6,A7\n",
"A8,A5,A3 -> A2,A3,A6,A7\n",
"A8,A5,A4 -> A2,A3,A6,A7\n",
"A8,A5,A5 -> A5,A6\n",
"A8,A5,A6 -> A5,A6\n",
"A8,A6,A3 -> A3,A4,A5,A6,A7\n",
"A8,A6,A4 -> A3,A4,A5,A6,A7\n",
"A8,A6,A5 -> A3,A4,A5,A6,A7\n",
"A8,A6,A6 -> A5,A6,A7,A8\n",
"A8,A6,A7 -> A7,A8\n",
"A8,A7,A3 -> A3,A4,A5,A6,A7\n",
"A8,A7,A4 -> A3,A4,A5,A6,A7\n",
"A8,A7,A5 -> A3,A4,A5,A6,A7\n",
"A8,A7,A6 -> A4,A5,A6,A7,A8\n",
"A8,A7,A7 -> A4,A5,A7,A8\n",
"A8,A8,A4 -> A3,A4\n",
"A8,A8,A5 -> A3,A4\n",
"A8,A8,A6 -> A3,A4,A5\n",
"A8,A8,A7 -> A3,A4,A5\n",
"A8,A9,A6 -> A1,A2,A3,A4\n",
"A8,A9,A7 -> A1,A2,A3,A4\n",
"A9,A6,A1 -> A4,A5\n",
"A9,A6,A2 -> A4,A5\n",
"A9,A6,A3 -> A6,A7\n",
"A9,A6,A4 -> A6,A7\n",
"A9,A6,A5 -> A5,A6\n",
"A9,A6,A6 -> A5,A6\n",
"A9,A7,A1 -> A4,A5\n",
"A9,A7,A2 -> A4,A5\n",
"A9,A7,A3 -> A6,A7\n",
"A9,A7,A4 -> A6,A7\n",
"A9,A7,A5 -> A5,A6\n",
"A9,A7,A6 -> A5,A6\n",
"\n",
"NASDAQ2:\n",
"A0,A2 -> A2,A3,A6,A7\n",
"A0,A3 -> A2,A3,A6,A7\n",
"A0,A4 -> A4,A5\n",
"A0,A5 -> A4,A5,A6,A7\n",
"A0,A6 -> A6,A7\n",
"A1,A1 -> A3,A4\n",
"A1,A2 -> A2,A3,A4,A5,A6,A7\n",
"A1,A3 -> A1,A2,A3,A4,A5,A6,A7\n",
"A1,A4 -> A1,A2,A3,A4,A5\n",
"A1,A5 -> A2,A3,A4,A5,A6,A7\n",
"A1,A6 -> A4,A5,A6,A7\n",
"A1,A7 -> A4,A5\n",
"A2,A0 -> A5,A6\n",
"A2,A1 -> A3,A4,A5,A6\n",
"A2,A2 -> A3,A4,A5,A6\n",
"A2,A3 -> A1,A2,A3,A4,A5,A6\n",
"A2,A4 -> A1,A2,A3,A4,A5,A6\n",
"A2,A5 -> A1,A2,A3,A4,A5,A6\n",
"A2,A6 -> A3,A4,A5\n",
"A2,A7 -> A4,A5\n",
"A3,A0 -> A2,A3,A4,A5,A6\n",
"A3,A1 -> A1,A2,A3,A4,A5,A6\n",
"A3,A2 -> A0,A1,A2,A3,A4,A5,A6\n",
"A3,A3 -> A0,A1,A2,A3,A4,A5,A6\n",
"A3,A4 -> A0,A1,A2,A3,A4,A5,A6\n",
"A3,A5 -> A1,A2,A3,A4,A5,A6\n",
"A3,A6 -> A3,A4,A5\n",
"A3,A7 -> A4,A5\n",
"A4,A0 -> A2,A3,A4,A5\n",
"A4,A1 -> A1,A2,A3,A4,A5,A6,A7\n",
"A4,A2 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A3 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A5 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A6 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A7 -> A4,A5\n",
"A5,A0 -> A2,A3\n",
"A5,A1 -> A2,A3,A4,A6,A7\n",
"A5,A2 -> A2,A3,A4,A5,A6,A7\n",
"A5,A3 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A5,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A5,A5 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A5,A6 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A5,A7 -> A1,A2,A3,A4\n",
"A6,A0 -> A2,A3\n",
"A6,A1 -> A2,A3,A4\n",
"A6,A2 -> A3,A4,A5,A6\n",
"A6,A3 -> A1,A2,A3,A4,A5,A6\n",
"A6,A4 -> A1,A2,A3,A4,A5,A6\n",
"A6,A5 -> A1,A2,A3,A4,A5,A6\n",
"A6,A6 -> A1,A2,A3,A4\n",
"A6,A7 -> A1,A2,A3,A4\n",
"A7,A1 -> A3,A4\n",
"A7,A2 -> A3,A4\n",
"A7,A3 -> A3,A4\n",
"A7,A4 -> A1,A2,A3,A4,A5,A6\n",
"A7,A5 -> A1,A2,A4,A5,A6\n",
"\n",
"NASDAQ3:\n",
"A0,A2,A2 -> A5,A6\n",
"A0,A2,A3 -> A5,A6\n",
"A0,A2,A6 -> A4,A5\n",
"A0,A2,A7 -> A4,A5\n",
"A0,A3,A2 -> A5,A6\n",
"A0,A3,A3 -> A5,A6\n",
"A0,A3,A6 -> A4,A5\n",
"A0,A3,A7 -> A4,A5\n",
"A0,A4,A4 -> A3,A4\n",
"A0,A4,A5 -> A3,A4\n",
"A0,A5,A4 -> A3,A4\n",
"A0,A5,A5 -> A3,A4\n",
"A0,A5,A6 -> A1,A2\n",
"A0,A5,A7 -> A1,A2\n",
"A0,A6,A6 -> A1,A2\n",
"A0,A6,A7 -> A1,A2\n",
"A1,A1,A3 -> A3,A4\n",
"A1,A1,A4 -> A3,A4\n",
"A1,A2,A2 -> A5,A6\n",
"A1,A2,A3 -> A3,A4,A5,A6\n",
"A1,A2,A4 -> A1,A2,A3,A4\n",
"A1,A2,A5 -> A1,A2\n",
"A1,A2,A6 -> A4,A5\n",
"A1,A2,A7 -> A4,A5\n",
"A1,A3,A1 -> A2,A3,A4,A5\n",
"A1,A3,A2 -> A2,A3,A4,A5,A6\n",
"A1,A3,A3 -> A1,A2,A3,A4,A5,A6\n",
"A1,A3,A4 -> A1,A2,A3,A4,A5,A6\n",
"A1,A3,A5 -> A1,A2,A3,A4,A5\n",
"A1,A3,A6 -> A4,A5\n",
"A1,A3,A7 -> A4,A5\n",
"A1,A4,A1 -> A2,A3,A4,A5\n",
"A1,A4,A2 -> A2,A3,A4,A5\n",
"A1,A4,A3 -> A1,A2,A3,A4,A5,A6\n",
"A1,A4,A4 -> A1,A2,A3,A4,A5,A6\n",
"A1,A4,A5 -> A3,A4,A5\n",
"A1,A5,A2 -> A2,A3\n",
"A1,A5,A3 -> A2,A3\n",
"A1,A5,A4 -> A3,A4\n",
"A1,A5,A5 -> A3,A4\n",
"A1,A5,A6 -> A1,A2\n",
"A1,A5,A7 -> A1,A2\n",
"A1,A6,A4 -> A5,A6\n",
"A1,A6,A5 -> A5,A6\n",
"A1,A6,A6 -> A1,A2\n",
"A1,A6,A7 -> A1,A2\n",
"A1,A7,A4 -> A5,A6\n",
"A1,A7,A5 -> A5,A6\n",
"A2,A0,A5 -> A6,A7\n",
"A2,A0,A6 -> A6,A7\n",
"A2,A1,A3 -> A3,A4\n",
"A2,A1,A4 -> A3,A4\n",
"A2,A1,A5 -> A6,A7\n",
"A2,A1,A6 -> A6,A7\n",
"A2,A2,A3 -> A3,A4,A5\n",
"A2,A2,A4 -> A1,A2,A3,A4,A5\n",
"A2,A2,A5 -> A1,A2,A3,A4,A5\n",
"A2,A2,A6 -> A4,A5\n",
"A2,A3,A1 -> A2,A3,A4,A5\n",
"A2,A3,A2 -> A2,A3,A4,A5\n",
"A2,A3,A3 -> A1,A2,A3,A4,A5,A6\n",
"A2,A3,A4 -> A1,A2,A3,A4,A5,A6\n",
"A2,A3,A5 -> A1,A2,A3,A4,A5,A6\n",
"A2,A3,A6 -> A4,A5\n",
"A2,A4,A1 -> A2,A3,A4,A5\n",
"A2,A4,A2 -> A2,A3,A4,A5\n",
"A2,A4,A3 -> A1,A2,A3,A4,A5,A6\n",
"A2,A4,A4 -> A1,A2,A3,A4,A5,A6\n",
"A2,A4,A5 -> A2,A3,A4,A5,A6\n",
"A2,A4,A6 -> A3,A4,A5\n",
"A2,A5,A1 -> A3,A4\n",
"A2,A5,A2 -> A2,A3,A4\n",
"A2,A5,A3 -> A2,A3,A4,A5,A6\n",
"A2,A5,A4 -> A2,A3,A4,A5,A6\n",
"A2,A5,A5 -> A2,A3,A4,A5\n",
"A2,A5,A6 -> A3,A4,A5\n",
"A2,A6,A3 -> A5,A6\n",
"A2,A6,A4 -> A1,A2,A3,A4,A5,A6\n",
"A2,A6,A5 -> A1,A2,A3,A4,A5,A6\n",
"A2,A7,A4 -> A1,A2,A5,A6\n",
"A2,A7,A5 -> A1,A2,A5,A6\n",
"A3,A0,A2 -> A2,A3\n",
"A3,A0,A3 -> A2,A3\n",
"A3,A0,A4 -> A4,A5\n",
"A3,A0,A5 -> A4,A5,A6,A7\n",
"A3,A0,A6 -> A6,A7\n",
"A3,A1,A1 -> A3,A4\n",
"A3,A1,A2 -> A2,A3,A4,A5\n",
"A3,A1,A3 -> A2,A3,A4,A5\n",
"A3,A1,A4 -> A2,A3,A4,A5\n",
"A3,A1,A5 -> A2,A3,A4,A5,A6,A7\n",
"A3,A1,A6 -> A6,A7\n",
"A3,A2,A0 -> A5,A6\n",
"A3,A2,A1 -> A3,A4,A5,A6\n",
"A3,A2,A2 -> A3,A4,A5\n",
"A3,A2,A3 -> A2,A3,A4,A5\n",
"A3,A2,A4 -> A2,A3,A4,A5,A6\n",
"A3,A2,A5 -> A2,A3,A4,A5,A6\n",
"A3,A2,A6 -> A4,A5\n",
"A3,A3,A0 -> A2,A3,A5,A6\n",
"A3,A3,A1 -> A1,A2,A3,A4,A5,A6\n",
"A3,A3,A2 -> A1,A2,A3,A4,A5,A6\n",
"A3,A3,A3 -> A0,A1,A2,A3,A4,A5,A6\n",
"A3,A3,A4 -> A0,A1,A2,A3,A4,A5,A6\n",
"A3,A3,A5 -> A1,A2,A3,A4,A5,A6\n",
"A3,A3,A6 -> A3,A4,A5\n",
"A3,A4,A0 -> A2,A3\n",
"A3,A4,A1 -> A1,A2,A3,A4,A6,A7\n",
"A3,A4,A2 -> A1,A2,A3,A4,A5,A6,A7\n",
"A3,A4,A3 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A3,A4,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A3,A4,A5 -> A1,A2,A3,A4,A5,A6,A7\n",
"A3,A4,A6 -> A3,A4,A5,A6,A7\n",
"A3,A5,A1 -> A3,A4,A6,A7\n",
"A3,A5,A2 -> A2,A3,A4,A5,A6,A7\n",
"A3,A5,A3 -> A2,A3,A4,A5,A6,A7\n",
"A3,A5,A4 -> A1,A2,A3,A4,A5,A6,A7\n",
"A3,A5,A5 -> A1,A2,A3,A4,A5,A6,A7\n",
"A3,A5,A6 -> A3,A4,A5,A6,A7\n",
"A3,A6,A3 -> A3,A4,A5,A6\n",
"A3,A6,A4 -> A1,A2,A3,A4,A5,A6\n",
"A3,A6,A5 -> A1,A2,A3,A4,A5\n",
"A3,A7,A4 -> A1,A2,A4,A5\n",
"A3,A7,A5 -> A1,A2,A4,A5\n",
"A4,A0,A2 -> A2,A3\n",
"A4,A0,A3 -> A2,A3\n",
"A4,A0,A4 -> A4,A5\n",
"A4,A0,A5 -> A4,A5\n",
"A4,A1,A1 -> A3,A4\n",
"A4,A1,A2 -> A2,A3,A4,A5\n",
"A4,A1,A3 -> A1,A2,A3,A4,A5\n",
"A4,A1,A4 -> A1,A2,A3,A4,A5\n",
"A4,A1,A5 -> A2,A3,A4,A5\n",
"A4,A1,A6 -> A4,A5\n",
"A4,A1,A7 -> A4,A5\n",
"A4,A2,A0 -> A5,A6\n",
"A4,A2,A1 -> A3,A4,A5,A6\n",
"A4,A2,A2 -> A3,A4,A5\n",
"A4,A2,A3 -> A1,A2,A3,A4,A5\n",
"A4,A2,A4 -> A1,A2,A3,A4,A5,A6\n",
"A4,A2,A5 -> A2,A3,A4,A5,A6\n",
"A4,A2,A6 -> A4,A5\n",
"A4,A2,A7 -> A4,A5\n",
"A4,A3,A0 -> A2,A3,A4,A5,A6\n",
"A4,A3,A1 -> A1,A2,A3,A4,A5,A6\n",
"A4,A3,A2 -> A1,A2,A3,A4,A5,A6\n",
"A4,A3,A3 -> A0,A1,A2,A3,A4,A5,A6\n",
"A4,A3,A4 -> A0,A1,A2,A3,A4,A5,A6\n",
"A4,A3,A5 -> A1,A2,A3,A4,A5,A6\n",
"A4,A3,A6 -> A3,A4,A5\n",
"A4,A3,A7 -> A4,A5\n",
"A4,A4,A0 -> A2,A3,A4,A5\n",
"A4,A4,A1 -> A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A2 -> A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A3 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A5 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A6 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A4,A7 -> A4,A5\n",
"A4,A5,A0 -> A2,A3\n",
"A4,A5,A1 -> A2,A3,A4,A6,A7\n",
"A4,A5,A2 -> A2,A3,A4,A5,A6,A7\n",
"A4,A5,A3 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A5,A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A5,A5 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A5,A6 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A4,A5,A7 -> A3,A4\n",
"A4,A6,A0 -> A2,A3\n",
"A4,A6,A1 -> A2,A3\n",
"A4,A6,A2 -> A3,A4,A5,A6\n",
"A4,A6,A3 -> A1,A2,A3,A4,A5,A6\n",
"A4,A6,A4 -> A1,A2,A3,A4,A5\n",
"A4,A6,A5 -> A1,A2,A3,A4,A5\n",
"A4,A6,A6 -> A3,A4\n",
"A4,A6,A7 -> A3,A4\n",
"A4,A7,A4 -> A4,A5\n",
"A4,A7,A5 -> A4,A5\n",
"A5,A0,A2 -> A6,A7\n",
"A5,A0,A3 -> A6,A7\n",
"A5,A1,A2 -> A6,A7\n",
"A5,A1,A3 -> A1,A2,A3,A4,A5,A6,A7\n",
"A5,A1,A4 -> A1,A2,A3,A4,A5\n",
"A5,A1,A6 -> A4,A5\n",
"A5,A1,A7 -> A4,A5\n",
"A5,A2,A2 -> A3,A4,A5\n",
"A5,A2,A3 -> A1,A2,A3,A4,A5\n",
"A5,A2,A4 -> A1,A2,A3,A4,A5,A6\n",
"A5,A2,A5 -> A2,A3,A4,A5,A6\n",
"A5,A2,A6 -> A3,A4,A5\n",
"A5,A2,A7 -> A4,A5\n",
"A5,A3,A0 -> A4,A5\n",
"A5,A3,A1 -> A3,A4,A5\n",
"A5,A3,A2 -> A1,A2,A3,A4,A5\n",
"A5,A3,A3 -> A1,A2,A3,A4,A5,A6\n",
"A5,A3,A4 -> A1,A2,A3,A4,A5,A6\n",
"A5,A3,A5 -> A1,A2,A3,A4,A5,A6\n",
"A5,A3,A6 -> A3,A4,A5\n",
"A5,A3,A7 -> A4,A5\n",
"A5,A4,A0 -> A4,A5\n",
"A5,A4,A1 -> A3,A4,A5\n",
"A5,A4,A2 -> A1,A2,A3,A4,A5\n",
"A5,A4,A3 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A4,A4 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A4,A5 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A4,A6 -> A0,A1,A2,A3,A4,A5\n",
"A5,A4,A7 -> A4,A5\n",
"A5,A5,A0 -> A2,A3\n",
"A5,A5,A1 -> A2,A3,A4\n",
"A5,A5,A2 -> A2,A3,A4,A5,A6\n",
"A5,A5,A3 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A5,A4 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A5,A5 -> A0,A1,A2,A3,A4,A5,A6\n",
"A5,A5,A6 -> A0,A1,A2,A3,A4,A5\n",
"A5,A5,A7 -> A3,A4\n",
"A5,A6,A0 -> A2,A3\n",
"A5,A6,A1 -> A2,A3,A4\n",
"A5,A6,A2 -> A3,A4,A5,A6\n",
"A5,A6,A3 -> A1,A2,A3,A4,A5,A6\n",
"A5,A6,A4 -> A1,A2,A3,A4,A5\n",
"A5,A6,A5 -> A1,A2,A3,A4,A5\n",
"A5,A6,A6 -> A3,A4\n",
"A5,A6,A7 -> A3,A4\n",
"A5,A7,A1 -> A3,A4\n",
"A5,A7,A2 -> A3,A4\n",
"A5,A7,A3 -> A3,A4\n",
"A5,A7,A4 -> A3,A4\n",
"A6,A0,A2 -> A6,A7\n",
"A6,A0,A3 -> A6,A7\n",
"A6,A1,A2 -> A6,A7\n",
"A6,A1,A3 -> A1,A2,A6,A7\n",
"A6,A1,A4 -> A1,A2\n",
"A6,A2,A3 -> A1,A2,A3,A4\n",
"A6,A2,A4 -> A1,A2,A3,A4\n",
"A6,A2,A5 -> A3,A4\n",
"A6,A2,A6 -> A3,A4\n",
"A6,A3,A1 -> A3,A4\n",
"A6,A3,A2 -> A3,A4\n",
"A6,A3,A3 -> A3,A4,A5\n",
"A6,A3,A4 -> A3,A4,A5\n",
"A6,A3,A5 -> A3,A4,A5\n",
"A6,A3,A6 -> A3,A4,A5\n",
"A6,A4,A1 -> A3,A4\n",
"A6,A4,A2 -> A3,A4\n",
"A6,A4,A3 -> A3,A4,A5\n",
"A6,A4,A4 -> A2,A3,A4,A5\n",
"A6,A4,A5 -> A2,A3,A4,A5\n",
"A6,A4,A6 -> A4,A5\n",
"A6,A5,A1 -> A3,A4\n",
"A6,A5,A2 -> A3,A4\n",
"A6,A5,A3 -> A3,A4,A5\n",
"A6,A5,A4 -> A2,A3,A4,A5\n",
"A6,A5,A5 -> A2,A3,A4,A5\n",
"A6,A5,A6 -> A4,A5\n",
"A6,A6,A1 -> A3,A4\n",
"A6,A6,A2 -> A3,A4\n",
"A6,A6,A3 -> A3,A4\n",
"A6,A6,A4 -> A3,A4\n",
"A6,A7,A1 -> A3,A4\n",
"A6,A7,A2 -> A3,A4\n",
"A6,A7,A3 -> A3,A4\n",
"A6,A7,A4 -> A3,A4\n",
"A7,A1,A3 -> A1,A2\n",
"A7,A1,A4 -> A1,A2\n",
"A7,A2,A3 -> A1,A2\n",
"A7,A2,A4 -> A1,A2\n",
"A7,A3,A3 -> A3,A4\n",
"A7,A3,A4 -> A3,A4\n",
"A7,A4,A1 -> A3,A4\n",
"A7,A4,A2 -> A3,A4\n",
"A7,A4,A3 -> A3,A4\n",
"A7,A4,A4 -> A3,A4,A5\n",
"A7,A4,A5 -> A4,A5\n",
"A7,A4,A6 -> A4,A5\n",
"A7,A5,A1 -> A3,A4\n",
"A7,A5,A2 -> A3,A4\n",
"A7,A5,A4 -> A4,A5\n",
"A7,A5,A5 -> A4,A5\n",
"A7,A5,A6 -> A4,A5\n",
"\n"
]
}
],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" for order in [2,3]:\n",
"\n",
" model2 = hofts.HighOrderFTS(partitioner=partitioners_diff[dataset_name], order=order)\n",
" model2.name=dataset_name +str(order)\n",
" model2.append_transformation(tdiff)\n",
" model2.fit(dataset[:train_split], save_model=True, file_path='model2'+dataset_name+str(order))\n",
"\n",
" print(model2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Predicting with the models"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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DjfZHxziCgyk+cCCHFy4idd06wHcAy4vr19C9fEU+Tl0AgHEXZ+Qfb3E4/d/x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MipaAQbHByVCUotaVKWvXmKoOvgz2nsCiHp9munZzIXsnFvv9hE51YsLBtzkcfP6R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\nIiIiIiIiInnyf+s2HuognJdoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bd8a14400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
"\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" for order in [2,3]:\n",
" \n",
" ax[count].plot(dataset[train_split:train_split+200])\n",
"\n",
" model1 = cUtil.load_obj('model1'+dataset_name+str(order))\n",
"\n",
" forecasts = model1.predict(dataset[train_split:train_split+200])\n",
"\n",
" ax[count].plot(forecasts)\n",
"\n",
" ax[count].set_title(dataset_name)\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.benchmarks import Measures\n",
"\n",
"rows = []\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" \n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" for order in [2,3]:\n",
" \n",
" row = [order, dataset_name]\n",
" \n",
" test = dataset[train_split:train_split+200]\n",
"\n",
" model1 = cUtil.load_obj('model1'+dataset_name+str(order))\n",
"\n",
" row.extend(Measures.get_point_statistics(test, model1))\n",
"\n",
" rows.append(row)\n",
"\n",
" \n",
"pd.DataFrame(rows,columns=[\"Order\",\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5meGJTtbFzQb3VKw1lHY0YXmfj67ImkRERESulMzffmN/z154VqhA+WlTcfPx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\nUxrzdm3RK1IEr/QI7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EQQ0K8fSVf88Zg2Dbu6ddLNSb57l/Cv3+We3xVsK75Drl+XoLO0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\nTi2HIo3BJu1q50+2ziAgeTclbdrQ7vPP8d9+mITz5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PrKrmKOWLYMszx5sKlWLf3Bw7+C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\nIYQQ4jnFbwkk+cgRvPr0zhRcNpvNfL9pNK1SjnHeypb6Pn050+YPTn9xgJ3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U44qidPyn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vrxGo+AM0BeRVECFEWxAVo+nkMIIZ6I27CB1HPn8Bk0CCt3d6KSEhiw62fKLmpKo+212JK6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bwgtehSleyB+Djzs2s560Yymk7buEPSMHY1AhvDu2x7t9OwxxOyDyO4g/CUY3eLKjI2wO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\n/zjIJ8wEDXEqAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5bda591668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
"\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" for order in [2,3]:\n",
" \n",
" ax[count].plot(dataset[train_split:train_split+200])\n",
"\n",
" model1 = cUtil.load_obj('model2'+dataset_name+str(order))\n",
"\n",
" forecasts = model1.predict(dataset[train_split:train_split+200])\n",
"\n",
" ax[count].plot(forecasts)\n",
"\n",
" ax[count].set_title(dataset_name)\n",
" \n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.benchmarks import Measures\n",
"\n",
"rows = []\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" \n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" for order in [2,3]:\n",
" \n",
" row = [order, dataset_name]\n",
" \n",
" test = dataset[train_split:train_split+200]\n",
"\n",
" model1 = cUtil.load_obj('model2'+dataset_name+str(order))\n",
"\n",
" row.extend(Measures.get_point_statistics(test, model1))\n",
"\n",
" rows.append(row)\n",
"\n",
" \n",
"pd.DataFrame(rows,columns=[\"Order\",\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Residual Analysis"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Dea4ALgLagM+Y2f2VbntmkPPS8o0dt1MfxP/76uqOst8+tTTn+eolCblXi7oE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Ju1jVJEpDFYtPXTnmnSpEk+Z86ctMPIaey0ewBYfN05KUfSWMxsrrtPSjuOcpjZScDV7n5GOL8S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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1145edefd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3zbp73ooeL9eQqaZm9JB+bauwf3PqwT26X+ecc64kCY6ZnWNme5lZg5mNMbPr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\nzU0ru9LMXg5VkX9NHx1iZl8P1ZQLzeyDaeVTQ1mdmU3PfJ44pTrn3n/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QibnXNk3/B2dQ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f11461d7dd8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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lchQA7u5m1ulvS+4+jegmGGpqakr625a0SCfB2e7ux2U8Eik48aMWX/GnF5uX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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1145991940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pyFTS.benchmarks import ResidualAnalysis as ra\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" \n",
" model1 = cUtil.load_obj('model1'+dataset_name)\n",
" model1 = cUtil.load_obj('model2'+dataset_name)\n",
"\n",
" ra.plot_residuals(dataset, [model1, model2])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.3"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}