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@aegorenkov
Last active December 12, 2016 16:43
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{
"cells": [
{
"cell_type": "code",
"execution_count": 562,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from pandas import DataFrame\n",
"import pandas as pd\n",
"import re\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 749,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"crash_line = re.compile('^\\s+(\\d+)\\s+(\\d+)\\s+(\\d+|\\s+?)\\s+?(\\d+|\\s+?)\\s+?(.+?)\\s+?(\\s+?|.+?)\\s+(.+?)\\s(.+?)$')\n",
"assert crash_line.match(' 0 0 3.1281e+002 0.0e+000 (MCP_MCGen(Yr24,FRCC,Sum)')\n",
"assert crash_line.match(\" 4 19 574 36480 2.6946e+002 4.1e-001 2.3e+000 (MCP_Gen(Yr0,SRDA,'Steam)\")"
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"major_line = re.compile('^\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+(.+?)\\s+(.+?|\\s+?)\\s+(\\w|\\w\\w)\\s+(.+?)\\s+(.+?)\\s+(.+?)$')\n",
"assert major_line.match(' 0 0 312 68 4.9061e+000 I 2.7e-003 1.7e+000 (MCP_MCGen(Yr24,)')\n",
"assert major_line.match(' 1 250 313 69 7.4070e-001 1.0e+000 SM 1.1e-003 4.7e-001 (MCP_Gen(Yr0,FRC)')"
]
},
{
"cell_type": "code",
"execution_count": 367,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"minor_line = re.compile('^\\s+(\\d+)\\s+(.+?)\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+(\\d+)\\s+([twvz]\\[.+?\\])\\s+([twvz]\\[.+?\\])$')\n",
"assert minor_line.match(' 1 7.5824e-011 36125 33416 510 0 0 t[ 0] z[35208]')\n",
"assert minor_line.match(' 30 9.6989e-001 36018 33518 515 0 0 w[ 4118] z[ 4958]')"
]
},
{
"cell_type": "code",
"execution_count": 1571,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"class HaikuLog(object):\n",
" '''\n",
" Manages access to Haiku log file and conversion to data tables \n",
" for easy log analysis of the PATH solver\n",
" '''\n",
" \n",
" def __init__(self, filename):\n",
"\n",
" # Read log file into memory\n",
" with open(filename, 'r') as log:\n",
" self.raw_lines = log.read()\n",
" log.close()\n",
" \n",
" # Find and keep final run of PATH solver in log file\n",
" self.raw_lines = self.raw_lines.rpartition(\n",
" 'PATH 24.7.3 r58181 Released Jul 11, 2016 WEI x86 64bit/MS Windows \\n\\n')[2]\n",
" self.lines = self.raw_lines.splitlines()\n",
" \n",
" # Expose tables of important information from the log file\n",
" self.size = self._problem_size()\n",
" self.initial_statistics = self._initial_statistics()\n",
" self.crash_log = self._crash_log()\n",
" self.major_iteration_log = self._major_iteration_log()\n",
" self.minor_iteration_log = self._minor_iteration_log()\n",
" self.solution_statistics = self._solution_statistics()\n",
" \n",
" def _problem_size(self):\n",
" return int(self.lines[0].split()[0])\n",
" \n",
" def _initial_statistics(self):\n",
" # Extract INITIAL POINT STATISTICS section\n",
" skipped_lines = 1\n",
" first_line = self.lines.index('INITIAL POINT STATISTICS') + skipped_lines\n",
" end_line = first_line+self.lines[first_line:].index('')\n",
" stat_lines = self.lines[first_line:end_line]\n",
" \n",
" # Extract INITIAL JACOBIAN NORM STATISTICS section\n",
" skipped_lines = 1\n",
" first_line = self.lines.index('INITIAL JACOBIAN NORM STATISTICS') + skipped_lines\n",
" end_line = first_line+self.lines[first_line:].index('')\n",
" jacob_lines = self.lines[first_line:end_line]\n",
" \n",
" # Create data frame containing all initial statistics\n",
" df = Series([stat_lines[0], stat_lines[1],stat_lines[2]+stat_lines[3],\n",
" jacob_lines[0], jacob_lines[1], jacob_lines[2], jacob_lines[3]])\n",
" df = df.str.extract('[\\w\\s]+[\\. \\s]+(.+?)\\s(.+)', expand=True)\n",
" df.columns = ['value', 'label']\n",
" df = df.apply(lambda x: pd.to_numeric(x, errors='ignore'))\n",
" df.index = ['max_x','max_f','max_grad', 'max_row_norm', 'min_row_norm', 'max_col_norm', 'min_col_norm']\n",
" return df.T\n",
" \n",
" def _crash_log(self):\n",
" first_line = self.lines.index('Crash Log')\n",
" end_line = first_line + self.lines[first_line:].index('')\n",
" df = DataFrame(self.lines[first_line:end_line][2:-1], columns=['line'])\n",
" \n",
" df = df.line.str.extract(crash_line, expand=True)\n",
" \n",
" df.columns = ['major', 'func', 'diff', 'size', 'residual', 'step', 'prox', 'label']\n",
" df = df.apply(lambda x: pd.to_numeric(x, errors='ignore'))\n",
" df.set_index('major', drop=True, inplace=True)\n",
" return df\n",
" \n",
" def _major_iteration_log(self):\n",
" # Extract list of major and minor iterations\n",
" iterations = self.raw_lines \\\n",
" .split('Major Iteration Log\\n')[1:]\n",
" iterations = [line.splitlines()[1] for line in iterations]\n",
" \n",
" df = DataFrame(iterations, columns=['line'])\n",
" df = df.line.str.extract(major_line, expand=True)\n",
" df.dropna(inplace=True)\n",
" \n",
" df.columns = ['major', 'minor', 'func', 'grad', 'residual', 'step', 'type', 'prox', 'inorm', 'label']\n",
" df = df.apply(lambda x: pd.to_numeric(x, errors='ignore'))\n",
" df.set_index('major', drop=True, inplace=True)\n",
" return df\n",
"\n",
" return iterations\n",
" \n",
" def _minor_iteration_log(self):\n",
" # Extract list of major and minor iterations \n",
" iterations = self.raw_lines \\\n",
" .partition('FINAL STATISTICS\\n')[0] \\\n",
" .split('Major Iteration Log\\n')[1:]\n",
" \n",
" iterations = [line.splitlines()[4:] for line in iterations]\n",
" \n",
" df = DataFrame(iterations)\n",
" \n",
" # Mark major iterations\n",
" df.index = df.index + 1\n",
" \n",
" # Turn table so that minor iteration are stacked on top of each other rather than\n",
" # next to each other\n",
" df = df.stack()\n",
" \n",
" df = df.str.extract(minor_line, expand=True)\n",
" df.dropna(inplace=True)\n",
" df.columns = ['minor', 't', 'z', 'w', 'v', 'art', 'ckpts', 'enter', 'leave']\n",
" df.drop(labels=['minor'], axis=1, inplace=True)\n",
" df = df.apply(lambda x: pd.to_numeric(x, errors='ignore'))\n",
" \n",
" df['enter_type'] = df.enter.str.extract(\"^(\\w)\\[.+\\]$\", expand=True)\n",
" df['enter_eq'] = df.enter.str.extract(\"^\\w\\[(.+)\\]$\", expand=True).astype('int')\n",
" df['leave_type'] = df.leave.str.extract(\"^(\\w)\\[.+\\]$\", expand=True)\n",
" df['leave_eq'] = df.leave.str.extract(\"^\\w\\[(.+)\\]$\", expand=True).astype('int')\n",
" return df\n",
" \n",
" def _final_statistics(self):\n",
" '''\n",
" Unimplemented\n",
" '''\n",
" first_line = self.lines.index('FINAL STATISTICS')\n",
" end_line = first_line + self.lines[first_line:].index('')\n",
" final_statistics = lines[first_line:end_line]\n",
" \n",
" first_line = self.lines.index('FINAL POINT STATISTICS')\n",
" end_line = first_line + self.lines[first_line:].index('')\n",
" final_point_statistics = lines[first_line:end_line]\n",
" \n",
" return None\n",
" \n",
" def _solution_statistics(self):\n",
" skipped_lines = 2\n",
" first_line = self.lines.index(' ** EXIT - solution found.') + skipped_lines\n",
" end_line = first_line + self.lines[first_line:].index('')\n",
" solution_statistics = self.lines[first_line:end_line]\n",
" \n",
" df = Series(solution_statistics)\n",
" df = df.str.extract('^[\\w ]+[\\. ]+(.+?)$', expand=True)\n",
" df.columns = ['value']\n",
" df = df.apply(lambda x: pd.to_numeric(x, errors='ignore'))\n",
" df.index = ['major_iterations','minor_iterations','restarts', 'crash_iterations', \n",
" 'gradient steps', 'function evaluations', 'gradient evaluations',\n",
" 'basis_time', 'total_time', 'residual']\n",
" \n",
" return df.T\n",
" \n",
" def dead_pivots(self):\n",
" return self.minor_iteration_log[self.minor_iteration_log.t.diff()==0]\n",
" \n",
" def dead_pivot_count(self):\n",
" return len(self.minor_iteration_log[self.minor_iteration_log.t.diff()==0].index)\n",
" \n",
" def dead_pivot_ratio(self):\n",
" return self.dead_pivot_count()/len(self.minor_iteration_log)"
]
},
{
"cell_type": "code",
"execution_count": 1572,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"log = HaikuLog('Haikuv3_161116_jac0c70pivot.log')\n",
"log2 = HaikuLog('Haikuv3_161116_jac0c_path2.log')"
]
},
{
"cell_type": "code",
"execution_count": 1575,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.2989949748743719"
]
},
"execution_count": 1575,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log.dead_pivot_ratio()"
]
},
{
"cell_type": "code",
"execution_count": 1660,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6c1e58198>"
]
},
"execution_count": 1660,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Xp2JYkq1S8WFWXzpcqUUast0mDflOhsv93rWatJRSMiwiMk3FsGSekmFJi0rJ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z74tqpKNiCWLaMzbBI/YdJ0hklWCDtneOdOuXb7OWYxMdzVJekLg3uIpAiO48h84WTjxxl2HH+v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\nEEIIIYSQzPH/Aw5Fohni8BJ9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6c542e550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax2= ax.twinx()\n",
"\n",
"log.minor_iteration_log.loc[2].plot(ax=ax2, y='t', figsize=(16,8), style='r-')\n",
"log.minor_iteration_log.loc[2].plot(ax=ax, y='enter_eq', figsize=(16,8), style='b-')"
]
},
{
"cell_type": "code",
"execution_count": 1672,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0 15\n",
"9 2\n",
"88 2\n",
"103 2\n",
"105 2\n",
"108 2\n",
"109 2\n",
"127 2\n",
"439 2\n",
"454 3\n",
"996 4\n",
"1378 4\n",
"1427 2\n",
"1590 2\n",
"1687 2\n",
"1710 2\n",
"1718 2\n",
"2780 3\n",
"3544 2\n",
"3594 2\n",
"3606 2\n",
"3618 2\n",
"3630 2\n",
"3642 2\n",
"3666 2\n",
"3690 2\n",
"3702 2\n",
"3714 2\n",
"3726 2\n",
"3738 2\n",
" ..\n",
"50389 2\n",
"50390 2\n",
"50393 2\n",
"50394 2\n",
"50557 2\n",
"50565 2\n",
"50589 2\n",
"50593 2\n",
"50597 2\n",
"50625 2\n",
"50637 2\n",
"50638 2\n",
"50853 2\n",
"50854 2\n",
"50857 2\n",
"50858 2\n",
"50861 2\n",
"50862 2\n",
"51611 2\n",
"54128 3\n",
"55074 2\n",
"59350 2\n",
"62728 2\n",
"64455 3\n",
"65049 3\n",
"65422 2\n",
"66453 2\n",
"66457 2\n",
"66461 2\n",
"68179 2\n",
"Name: enter_eq, dtype: int64"
]
},
"execution_count": 1672,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vc = log2.minor_iteration_log.enter_eq.value_counts()\n",
"vc.sort_index()[vc>=2]"
]
},
{
"cell_type": "code",
"execution_count": 1659,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6c4a97ac8>"
]
},
"execution_count": 1659,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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9FH+uxLLW/nvEx6SUrmYYibJ5VS5TaKvSJyXu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WyrtX6zTOddwOVW2pG6d7bAJzNPlT4JbfWIz73mPFZ/qviet1GSMsdRkrVvA643o4/N7cQqUzQf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\nAADEmQ0BAAAAAAAAAAAAAAAAIG4BzPZn/fuZvOcAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6c4aaa208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lg = log.minor_iteration_log.copy()\n",
"lg['t_diff'] = lg.t.diff()\n",
"lg = lg[lg.enter_eq != 0]\n",
"lg.groupby('enter_eq').t_diff.median().sort_values().plot.bar(figsize=(64,8))"
]
},
{
"cell_type": "code",
"execution_count": 1628,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>t</th>\n",
" <th>z</th>\n",
" <th>w</th>\n",
" <th>v</th>\n",
" <th>art</th>\n",
" <th>ckpts</th>\n",
" <th>enter</th>\n",
" <th>leave</th>\n",
" <th>enter_type</th>\n",
" <th>enter_eq</th>\n",
" <th>leave_type</th>\n",
" <th>leave_eq</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9.431600e-08</td>\n",
" <td>36034</td>\n",
" <td>33504</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>t[ 0]</td>\n",
" <td>w[23725]</td>\n",
" <td>t</td>\n",
" <td>0</td>\n",
" <td>w</td>\n",
" <td>23725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>9.674800e-02</td>\n",
" <td>36034</td>\n",
" <td>33504</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[23725]</td>\n",
" <td>z[10824]</td>\n",
" <td>z</td>\n",
" <td>23725</td>\n",
" <td>z</td>\n",
" <td>10824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.370700e-01</td>\n",
" <td>36033</td>\n",
" <td>33505</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[10824]</td>\n",
" <td>z[35158]</td>\n",
" <td>w</td>\n",
" <td>10824</td>\n",
" <td>z</td>\n",
" <td>35158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.566000e-01</td>\n",
" <td>36032</td>\n",
" <td>33506</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[35158]</td>\n",
" <td>z[35440]</td>\n",
" <td>w</td>\n",
" <td>35158</td>\n",
" <td>z</td>\n",
" <td>35440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>3.711100e-01</td>\n",
" <td>36032</td>\n",
" <td>33506</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[35440]</td>\n",
" <td>w[35163]</td>\n",
" <td>w</td>\n",
" <td>35440</td>\n",
" <td>w</td>\n",
" <td>35163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>3.779300e-01</td>\n",
" <td>36032</td>\n",
" <td>33506</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[35163]</td>\n",
" <td>z[25626]</td>\n",
" <td>z</td>\n",
" <td>35163</td>\n",
" <td>z</td>\n",
" <td>25626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4.277500e-01</td>\n",
" <td>36031</td>\n",
" <td>33507</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[25626]</td>\n",
" <td>z[32368]</td>\n",
" <td>w</td>\n",
" <td>25626</td>\n",
" <td>z</td>\n",
" <td>32368</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>5.131300e-01</td>\n",
" <td>36031</td>\n",
" <td>33507</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[32368]</td>\n",
" <td>w[66348]</td>\n",
" <td>w</td>\n",
" <td>32368</td>\n",
" <td>w</td>\n",
" <td>66348</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>5.291700e-01</td>\n",
" <td>36031</td>\n",
" <td>33507</td>\n",
" <td>513</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[66348]</td>\n",
" <td>z[33623]</td>\n",
" <td>z</td>\n",
" <td>66348</td>\n",
" <td>z</td>\n",
" <td>33623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>6.805700e-01</td>\n",
" <td>36030</td>\n",
" <td>33507</td>\n",
" <td>514</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>v[33623]</td>\n",
" <td>z[34378]</td>\n",
" <td>v</td>\n",
" <td>33623</td>\n",
" <td>z</td>\n",
" <td>34378</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>7.487500e-01</td>\n",
" <td>36029</td>\n",
" <td>33507</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>v[34378]</td>\n",
" <td>z[20733]</td>\n",
" <td>v</td>\n",
" <td>34378</td>\n",
" <td>z</td>\n",
" <td>20733</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>7.829600e-01</td>\n",
" <td>36028</td>\n",
" <td>33508</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[20733]</td>\n",
" <td>z[54128]</td>\n",
" <td>w</td>\n",
" <td>20733</td>\n",
" <td>z</td>\n",
" <td>54128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>7.830000e-01</td>\n",
" <td>36027</td>\n",
" <td>33509</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[54128]</td>\n",
" <td>z[10142]</td>\n",
" <td>w</td>\n",
" <td>54128</td>\n",
" <td>z</td>\n",
" <td>10142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>7.830500e-01</td>\n",
" <td>36026</td>\n",
" <td>33510</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[10142]</td>\n",
" <td>z[25362]</td>\n",
" <td>w</td>\n",
" <td>10142</td>\n",
" <td>z</td>\n",
" <td>25362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>8.282200e-01</td>\n",
" <td>36026</td>\n",
" <td>33510</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[25362]</td>\n",
" <td>w[54808]</td>\n",
" <td>w</td>\n",
" <td>25362</td>\n",
" <td>w</td>\n",
" <td>54808</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>8.477600e-01</td>\n",
" <td>36027</td>\n",
" <td>33509</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[54808]</td>\n",
" <td>w[17526]</td>\n",
" <td>z</td>\n",
" <td>54808</td>\n",
" <td>w</td>\n",
" <td>17526</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>8.545000e-01</td>\n",
" <td>36027</td>\n",
" <td>33509</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[17526]</td>\n",
" <td>z[33448]</td>\n",
" <td>z</td>\n",
" <td>17526</td>\n",
" <td>z</td>\n",
" <td>33448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>8.577000e-01</td>\n",
" <td>36027</td>\n",
" <td>33508</td>\n",
" <td>516</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>v[33448]</td>\n",
" <td>w[26698]</td>\n",
" <td>v</td>\n",
" <td>33448</td>\n",
" <td>w</td>\n",
" <td>26698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>9.483900e-01</td>\n",
" <td>36028</td>\n",
" <td>33508</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[26698]</td>\n",
" <td>v[34304]</td>\n",
" <td>z</td>\n",
" <td>26698</td>\n",
" <td>v</td>\n",
" <td>34304</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>9.695600e-01</td>\n",
" <td>36028</td>\n",
" <td>33508</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>z[34304]</td>\n",
" <td>z[ 4070]</td>\n",
" <td>z</td>\n",
" <td>34304</td>\n",
" <td>z</td>\n",
" <td>4070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>9.698800e-01</td>\n",
" <td>36027</td>\n",
" <td>33509</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4070]</td>\n",
" <td>z[ 4910]</td>\n",
" <td>w</td>\n",
" <td>4070</td>\n",
" <td>z</td>\n",
" <td>4910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>9.698800e-01</td>\n",
" <td>36026</td>\n",
" <td>33510</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4910]</td>\n",
" <td>z[ 4826]</td>\n",
" <td>w</td>\n",
" <td>4910</td>\n",
" <td>z</td>\n",
" <td>4826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>9.698800e-01</td>\n",
" <td>36025</td>\n",
" <td>33511</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4826]</td>\n",
" <td>z[ 4850]</td>\n",
" <td>w</td>\n",
" <td>4826</td>\n",
" <td>z</td>\n",
" <td>4850</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>9.698800e-01</td>\n",
" <td>36024</td>\n",
" <td>33512</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4850]</td>\n",
" <td>z[ 4946]</td>\n",
" <td>w</td>\n",
" <td>4850</td>\n",
" <td>z</td>\n",
" <td>4946</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36023</td>\n",
" <td>33513</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4946]</td>\n",
" <td>z[ 4178]</td>\n",
" <td>w</td>\n",
" <td>4946</td>\n",
" <td>z</td>\n",
" <td>4178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36022</td>\n",
" <td>33514</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4178]</td>\n",
" <td>z[ 4790]</td>\n",
" <td>w</td>\n",
" <td>4178</td>\n",
" <td>z</td>\n",
" <td>4790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36021</td>\n",
" <td>33515</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4790]</td>\n",
" <td>z[ 4898]</td>\n",
" <td>w</td>\n",
" <td>4790</td>\n",
" <td>z</td>\n",
" <td>4898</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36020</td>\n",
" <td>33516</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4898]</td>\n",
" <td>z[ 4094]</td>\n",
" <td>w</td>\n",
" <td>4898</td>\n",
" <td>z</td>\n",
" <td>4094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36019</td>\n",
" <td>33517</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4094]</td>\n",
" <td>z[ 4118]</td>\n",
" <td>w</td>\n",
" <td>4094</td>\n",
" <td>z</td>\n",
" <td>4118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36018</td>\n",
" <td>33518</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4118]</td>\n",
" <td>z[ 4958]</td>\n",
" <td>w</td>\n",
" <td>4118</td>\n",
" <td>z</td>\n",
" <td>4958</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36017</td>\n",
" <td>33519</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4958]</td>\n",
" <td>z[ 4814]</td>\n",
" <td>w</td>\n",
" <td>4958</td>\n",
" <td>z</td>\n",
" <td>4814</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36016</td>\n",
" <td>33520</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4814]</td>\n",
" <td>z[ 4934]</td>\n",
" <td>w</td>\n",
" <td>4814</td>\n",
" <td>z</td>\n",
" <td>4934</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>9.698900e-01</td>\n",
" <td>36015</td>\n",
" <td>33521</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4934]</td>\n",
" <td>z[ 4778]</td>\n",
" <td>w</td>\n",
" <td>4934</td>\n",
" <td>z</td>\n",
" <td>4778</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>9.699000e-01</td>\n",
" <td>36014</td>\n",
" <td>33522</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4778]</td>\n",
" <td>z[ 4922]</td>\n",
" <td>w</td>\n",
" <td>4778</td>\n",
" <td>z</td>\n",
" <td>4922</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>9.699000e-01</td>\n",
" <td>36013</td>\n",
" <td>33523</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4922]</td>\n",
" <td>z[ 4886]</td>\n",
" <td>w</td>\n",
" <td>4922</td>\n",
" <td>z</td>\n",
" <td>4886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>9.699000e-01</td>\n",
" <td>36012</td>\n",
" <td>33524</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4886]</td>\n",
" <td>z[ 4874]</td>\n",
" <td>w</td>\n",
" <td>4886</td>\n",
" <td>z</td>\n",
" <td>4874</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>9.699000e-01</td>\n",
" <td>36011</td>\n",
" <td>33525</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4874]</td>\n",
" <td>z[ 4214]</td>\n",
" <td>w</td>\n",
" <td>4874</td>\n",
" <td>z</td>\n",
" <td>4214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>1.000000e+00</td>\n",
" <td>36011</td>\n",
" <td>33526</td>\n",
" <td>515</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>w[ 4214]</td>\n",
" <td>t[ 0]</td>\n",
" <td>w</td>\n",
" <td>4214</td>\n",
" <td>t</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" t z w v art ckpts enter leave \\\n",
"1 9.431600e-08 36034 33504 513 0 0 t[ 0] w[23725] \n",
"2 9.674800e-02 36034 33504 513 0 0 z[23725] z[10824] \n",
"3 1.370700e-01 36033 33505 513 0 0 w[10824] z[35158] \n",
"4 2.566000e-01 36032 33506 513 0 0 w[35158] z[35440] \n",
"5 3.711100e-01 36032 33506 513 0 0 w[35440] w[35163] \n",
"6 3.779300e-01 36032 33506 513 0 0 z[35163] z[25626] \n",
"7 4.277500e-01 36031 33507 513 0 0 w[25626] z[32368] \n",
"8 5.131300e-01 36031 33507 513 0 0 w[32368] w[66348] \n",
"9 5.291700e-01 36031 33507 513 0 0 z[66348] z[33623] \n",
"10 6.805700e-01 36030 33507 514 0 0 v[33623] z[34378] \n",
"11 7.487500e-01 36029 33507 515 0 0 v[34378] z[20733] \n",
"12 7.829600e-01 36028 33508 515 0 0 w[20733] z[54128] \n",
"13 7.830000e-01 36027 33509 515 0 0 w[54128] z[10142] \n",
"14 7.830500e-01 36026 33510 515 0 0 w[10142] z[25362] \n",
"15 8.282200e-01 36026 33510 515 0 0 w[25362] w[54808] \n",
"16 8.477600e-01 36027 33509 515 0 0 z[54808] w[17526] \n",
"17 8.545000e-01 36027 33509 515 0 0 z[17526] z[33448] \n",
"18 8.577000e-01 36027 33508 516 0 0 v[33448] w[26698] \n",
"19 9.483900e-01 36028 33508 515 0 0 z[26698] v[34304] \n",
"20 9.695600e-01 36028 33508 515 0 0 z[34304] z[ 4070] \n",
"21 9.698800e-01 36027 33509 515 0 0 w[ 4070] z[ 4910] \n",
"22 9.698800e-01 36026 33510 515 0 0 w[ 4910] z[ 4826] \n",
"23 9.698800e-01 36025 33511 515 0 0 w[ 4826] z[ 4850] \n",
"24 9.698800e-01 36024 33512 515 0 0 w[ 4850] z[ 4946] \n",
"25 9.698900e-01 36023 33513 515 0 0 w[ 4946] z[ 4178] \n",
"26 9.698900e-01 36022 33514 515 0 0 w[ 4178] z[ 4790] \n",
"27 9.698900e-01 36021 33515 515 0 0 w[ 4790] z[ 4898] \n",
"28 9.698900e-01 36020 33516 515 0 0 w[ 4898] z[ 4094] \n",
"29 9.698900e-01 36019 33517 515 0 0 w[ 4094] z[ 4118] \n",
"30 9.698900e-01 36018 33518 515 0 0 w[ 4118] z[ 4958] \n",
"31 9.698900e-01 36017 33519 515 0 0 w[ 4958] z[ 4814] \n",
"32 9.698900e-01 36016 33520 515 0 0 w[ 4814] z[ 4934] \n",
"33 9.698900e-01 36015 33521 515 0 0 w[ 4934] z[ 4778] \n",
"34 9.699000e-01 36014 33522 515 0 0 w[ 4778] z[ 4922] \n",
"35 9.699000e-01 36013 33523 515 0 0 w[ 4922] z[ 4886] \n",
"36 9.699000e-01 36012 33524 515 0 0 w[ 4886] z[ 4874] \n",
"37 9.699000e-01 36011 33525 515 0 0 w[ 4874] z[ 4214] \n",
"38 1.000000e+00 36011 33526 515 0 0 w[ 4214] t[ 0] \n",
"\n",
" enter_type enter_eq leave_type leave_eq \n",
"1 t 0 w 23725 \n",
"2 z 23725 z 10824 \n",
"3 w 10824 z 35158 \n",
"4 w 35158 z 35440 \n",
"5 w 35440 w 35163 \n",
"6 z 35163 z 25626 \n",
"7 w 25626 z 32368 \n",
"8 w 32368 w 66348 \n",
"9 z 66348 z 33623 \n",
"10 v 33623 z 34378 \n",
"11 v 34378 z 20733 \n",
"12 w 20733 z 54128 \n",
"13 w 54128 z 10142 \n",
"14 w 10142 z 25362 \n",
"15 w 25362 w 54808 \n",
"16 z 54808 w 17526 \n",
"17 z 17526 z 33448 \n",
"18 v 33448 w 26698 \n",
"19 z 26698 v 34304 \n",
"20 z 34304 z 4070 \n",
"21 w 4070 z 4910 \n",
"22 w 4910 z 4826 \n",
"23 w 4826 z 4850 \n",
"24 w 4850 z 4946 \n",
"25 w 4946 z 4178 \n",
"26 w 4178 z 4790 \n",
"27 w 4790 z 4898 \n",
"28 w 4898 z 4094 \n",
"29 w 4094 z 4118 \n",
"30 w 4118 z 4958 \n",
"31 w 4958 z 4814 \n",
"32 w 4814 z 4934 \n",
"33 w 4934 z 4778 \n",
"34 w 4778 z 4922 \n",
"35 w 4922 z 4886 \n",
"36 w 4886 z 4874 \n",
"37 w 4874 z 4214 \n",
"38 w 4214 t 0 "
]
},
"execution_count": 1628,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log.minor_iteration_log.loc[3]"
]
},
{
"cell_type": "code",
"execution_count": 1393,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>major_iterations</th>\n",
" <th>minor_iterations</th>\n",
" <th>restarts</th>\n",
" <th>crash_iterations</th>\n",
" <th>gradient steps</th>\n",
" <th>function evaluations</th>\n",
" <th>gradient evaluations</th>\n",
" <th>basis_time</th>\n",
" <th>total_time</th>\n",
" <th>residual</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>value</th>\n",
" <td>6.0</td>\n",
" <td>398.0</td>\n",
" <td>0.0</td>\n",
" <td>67.0</td>\n",
" <td>0.0</td>\n",
" <td>318.0</td>\n",
" <td>74.0</td>\n",
" <td>8.515</td>\n",
" <td>12.453</td>\n",
" <td>1.689915e-07</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" major_iterations minor_iterations restarts crash_iterations \\\n",
"value 6.0 398.0 0.0 67.0 \n",
"\n",
" gradient steps function evaluations gradient evaluations basis_time \\\n",
"value 0.0 318.0 74.0 8.515 \n",
"\n",
" total_time residual \n",
"value 12.453 1.689915e-07 "
]
},
"execution_count": 1393,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"log.solution_statistics"
]
},
{
"cell_type": "code",
"execution_count": 1394,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1 Axes(0.125,0.125;0.775x0.775)\n",
"2 Axes(0.125,0.125;0.775x0.775)\n",
"3 Axes(0.125,0.125;0.775x0.775)\n",
"4 Axes(0.125,0.125;0.775x0.775)\n",
"5 Axes(0.125,0.125;0.775x0.775)\n",
"6 Axes(0.125,0.125;0.775x0.775)\n",
"Name: t, dtype: object"
]
},
"execution_count": 1394,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Sas0dd8DXvuYEWxVKfpLPLNpunXRbDP/4B/zylzBgwNL7lvxgXvbPNdeEU0/NNDxJkqR2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\nbGiABQtg7bUr83pqP5NPFd2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vfQ0eewy2bLG6KUmSJEkjUN2az/b2rHpYpjzH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\npyRJkiSp5gyfkiRJkqSa+yf/5VIyck33xQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6d396bb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.subplots()\n",
"log.minor_iteration_log[['t','enter_eq','leave_eq']].groupby(level=0).t.plot(figsize=(16,8), c='red')"
]
},
{
"cell_type": "code",
"execution_count": 1395,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6d55ac198>"
]
},
"execution_count": 1395,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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nrcVteDnkWPPaWh760tVqmleV3peiCPPgq6+23YRDyquUubzEtqf77w/8y7/w\nrxPlVQCQb0Da8oAgV9piX5WTOx0lWPqrckxKvCpn6SzVbXjVnmMKwwDcfTdw1121UyL0AtVlU+qh\noBOrvIbWvMbEJWwmNc/27gUuvXT+uLdvB3btGr/ffjuwY0f4GjFeZ8QcmKWsef3Wt4APfMAf3xxu\nZC26DQN51F3Oebmhqs89G6xmfchpvJZQdWvmtWtQUEp5reWCuuoDlpjy+trXAve+N/Brv1YmTamI\n8toervyW5yBQ4CqvvvNs45jehIYlwR3n5BiHfv/3A695zfj9qU8FDj88fM1ijNfcBfvaa+saWqFO\n/fjjgV/9VX+4rVV2qttwLJRwXesvQsfmZsqrFtJSCsqzCMF9n28Ot8zc58ZQum3KbVT88i8DD3oQ\n8PjH0+IV6OzYAbz5zcAdd4wdf4/Ic6+DrHkVOORQXilrXoU4ak0G5niWk+fQN74hymsSN91ULuyQ\nWkJRXim0oLyWMsJ86jXFbbiHRpP7qpxeBx0llFfq8V5pac0rpdxdcglw6qnAV77iPy/Hu35Xndby\njqK8CvOyhFfJCW2TuuZVyl4dYsaROcaeP/RD4yf1uYvxOiPUNYqmC3Gu+Gpha6RaUaZqrfnJ9Q7X\nXg1WwD9QSs33VXIbniu+VB74QFljFyLm/vVremsPxG24LpLvAodQfbWNW1xjGa6oIWU1TI1xTq42\n/AEP4J0vxmsFKDPQvSivHEq6Db/hDfQ06J+tE1Loe8Z8FnMorz1NBj3rWcDJJ9t/m0t5zRU21QMj\nV7x33QV87WvADTekhVML7v23bLT21uauMjnWrwkC4G7vTTWWuuZVoFPDbTiV/ffnnb8Y47Wnwm4O\nOH3veZ3+D4VnY8luwybvelc4TT25pgwDsIVQO5fgNjyhl1fqvfR+zz4++lHgne8cv1O9NnJRol7E\nrEmP5XWvA448sr81oDnuv9U2zYYYtnWQfBdioI73QscAWfNaglr5Ke95TaCHSkBN46q7Dcekmztz\nF/Ms5ibXPbSKz7U39t5cYfaaV9u3u38r6TZcYuKLo7ymsnPnqFxfcgnwG78RH85NNwEnnggcdRRw\n66150pabXtyGZc1r+5iGhjwfQYfTn8qa19UhR7/Dfd6LMV5zUrrS+Cq0ec4S3YZzktro+c5tbY2j\n7ZyWB6shzHusuWHTBz4AfPWr6fHn5uab7cfFbXgzX/4ycI97AFdfve/x972PH9bEJZeMr6L54Afj\nXt7OJTarsO6sAAAgAElEQVS/W24HqG2ZMB9z7T0hbNByHc2FPiYJGae+/mAVjdkc3lU9r3kV47Vh\nqGqjPiDlVG5OfLmIGYyWmKWhKq/cmcNSUDdjWnqDDZRRR7kK7K/+KvCqV+WLPwdbtgC33TZ+d5X3\nUuWDE25OF++U+7nqqvFF59u355vY2bs3PYwYluBxYyLKa/v0PiEqlIXbV9uEGvOYlDk7PfUBOZ8f\nNe1ivFbAVEt8a14pyorr91aU1xq7DfvSoTOXGyMXSoNuntNbB9CS8gq0l3+HHEI7r6TympM53Yan\n+FKZ23iNuf/W3YZFeW0XW76L27AQSy7ldbpO4FFDeZ2uEeVVAJBHjWrZeM0dtg5nsNSq2zA1/tpp\nzMH0DEqW19Id4d69wKWX5g3zfvfz/15yzWuPbsMlFPxayiuXHtoBn/IqA9U2kOcg+OCWD8r4ijou\nXLWy2UObPlEjrWK8zojZUbtmOM1BaWylbcFt2HZeiYJuDoypL2EPhVkLyqCu98bcTH/M/di8Fmyf\nKXFQOO004DGPyRvPve7lDm+uNa85KT1AMdvMnpXX3uu2zpLbsN4JKa+CYMPn4RRSXvXxryucVSyD\nOZfTpbSrsuZVcOIaiNp+T3G5akF5NV2Fc7kNpxo61AonbsPlMJ+BXl5zT9iUdhu+8874a11QZ61L\nUHu34VT32Sm+VFpoQ0PMNUGTihix7SPPQfARq7zG7Da8arRS92LdhlMR47UTQh25PohrWXmlMId7\nSIl1OrUb1Nrxz03J8lq6LnBf1ZSDkipd7jC5bsOxcaSGYdKb23BvbUYrfdSq0urkrdA2KcrrhKx5\nzd9e18ozec9rAjkzbq51ZCmvyqEUeptqMAzARRcBX/hC+HoKOVw9S0Ddbdi3Dqu22zBXee0Nn/Ka\nK0zK856osWNebHhz7TacU7EWt+EwSxywUdraJd53j/TepwhlyVlPfcbtKr4qJydzuw3XcHlejPHa\nGm99K/DgB9PPd7kKp7hB2s654grgJ38SePzjgYsvpqcvFl1xKdEx2hQHyjqKHhpC7mxWb4MO895q\nb9iUkn9zl6de17z25jbcw6tyenEbFtojdmJcEGxQlFddHJC2Ki89K6/c6/dPi64dWmtwL754fO+g\njdAgi+s27PrdZgzs2QM8/OHA/e8P3HGHP9xczLHmNdZt09d5l2xcc6iqS5klz6m+pEz25ES/p1Lr\nQUoZrq74UsOba0fJnGmfe81rbNpbdhsW5bVf5LnkYwnGWkx99bkN+34X6lBrzSsXUV4L4XN74Bik\nFBXRhW/glash5YZRu5GiNL4tuA1T46+dxhRyKK/c3YY5YdVmLhdnG9OzyO0mNpfy2qvbsCDMiaj2\nQk5s7a7PePWVPymLfGpOBs6tvIrxWogUw8OswLGFwjfTvWXLPAXcdBsG8g68OTsI97SOgmNkT7Rm\nfIXwGZollL8S4daiJbdhzprXWC8SF7/+68DOnfZrezRec7hLt4Yor33RWz8izEes8mr7X9a8tknt\nNa9UFmO89lCwKZ349D3H/biULKXGv5wb5Pgo4TZMjdMFNd01y9WquA1PlCyPnHKag9yDcnEbtvP+\n9wPXXrvvtTnzpYc1r0B/6/knekrrErEZFr2WJaE+ZvmZxlBU5XVJ45ka5Kiv4jbcMTkKwJZAzupx\n5HIxphzXZ71qdEylCvlkkAM8tbKma6aPpRmmNkwDL+f6whT34R6YS3nt1W14ii+VHpRXnZbbDE67\nvOo897nt5MlHPwo85zm1UyG0QGy7HLPmtZXy3yNz513ODZuo4YjxWgjKa3B8v+cYPIaU17nchqfP\nudyGXXG0NKOcYz1r7wYuZyLBhWvNKzVOX1gl05FK6edeIv0l3IZ91+bIo7k3bIqhdlsWgmK0tn4P\nc3P66fP2z67/gdG74UMfKp8WoR98gkmK8qr/Ro1T2KBGHpX0LvMhxuuMUAdXpvEaWzhCA/Ucha6W\n23CugWrJwXQKU15x4u/VkC2hvJphz+02bMafeq1vsFBSec0ZHsdtODXfenUbjr3/libmXPg8gYQN\nahv0Zj094IA66RDaI7ZMul6VM/3f69glJz23hTU8OcV4LQRXeeW4/prhu86xGQM13IbNmbgQORS4\nHHG07jbce6OfQ3l1hVki7NYoZbgC5XYbpsYbE+4S3IZTabE9oJShJdbPWOY0Xm3tpDm2EONVoGJT\nXvVPndp7iiyRHG1HrTWv3DQv5j2vrREyXn0urrmU1xbchidKuQ27oOzkbPufEkZL9JBGF2ZDq5dX\natmkuutSGvUSGzaVCq/H3Yb1sEP1cxiAu+4a30u9dy/wfd8XHkSvqvHaywBQlFcatZVXk1UwXnfv\nHnctP+AA4B73qJ2adslZNmXN63LIueaViiivMxLjNmy7LjY+M+453IZNV+FSuw1T7ifGtU7chudj\niRs2lYq3tzWv3Pr2utcBBx0EPPCBwCGHAEcfTb92CW7DXFqu+757ql0/W6YF5RVYvvF6003Ave8N\nHHoocOCBwLe+VSaelusoFc54D7ArrxTvPzFm48pLzkmFOeOMQYzXQqS6Defo1Ht1G6aQS8VtRXnd\ntYsX/5wqdil8BmbuNcxzu4nPNfA047n22nEw9rrXAa9//cbxL3wB+OQneWHnxuXxceedwO/8DvCi\nFwGvfOV4bMcO4I//GLj9duC004C77+anuecNm1Lyv9VBXqvpao05DHpq3RgGYP+O/fNuvXVsO97+\n9lFdBYALLgD+/M+Bj3wEeNnLxrbm0EOBO+4AfuzHxjZH8MMtmzG7Da86PbWXze42rJS6Qin1JaXU\nxUqp89ePHaKUOksp9XWl1JlKqYO1849TSl2ulPqqUuqp2vHHKqW+rJS6TCn1Fu34VqXUaevXfF4p\n9RBa8jfI2eDPXWh8ro8UFYE7YFdqfJXP3PdZ2uDKvSHMXA3qZZdtdlVahQbdfAYxbsNLxud94XIb\nfuADgec9D3j1q4E3vWnj+FFHAU9/ut8IXFsbXXXvuGN0obPFmwMzzC99CXjXu4B//Efgz/4MeIjR\n+lPbKrNu9+g2HJPfOSZ9SiLKK4858sQVhy3O3ozXXbvGNuxTnwIOPhj4xCeAY44Brrlm/P0ZzwB+\n7/eAZz97bG+uvrrNetMiOZRX/TdK2yDQydF29LLmlaq8rgHYNgzDTwzDcOT6sVcBOHsYhkcAOAfA\ncQCglHoUgKMAPBLA0wG8Xanv3do7ABw9DMMRAI5QSj1t/fjRALYPw/CjAN4C4I2822gPn9tDyCDV\nf8+tvOrpy6EqUBuz6Z5KbdhEua5VV5SbbrIf56r3vXbAOZ+BS82l1Kee8s/nfn/jjZuPUTZges5z\nxsHe/e8P/OVfpqdRx2dQTsd+4AfGNPzIj2w2yLhtVa9uw7H0UHZbaGt7oLZB37Pb8BlnAPe859iW\nPHVdNpkU1yk/zbbEHJdIOZ0HrvK6as+lVpseu4fF3M+Harwqy7m/AuDU9e+nAnjm+vdnADhtGIY9\nwzBcAeByAEcqpR4A4D7DMFywft57tWv0sD4E4MmcmwDqN/gmlAJAMU5S1m+17DacK27bzF6uhnCu\nPHIZ1UvfjY8y60+9Nva4Tkpn4fKeqKGe+Oq9j5tvHl2L77gDuOWWcf1XTlxuw2Ydns4x/w9Rwm24\nB+W1RBhz0Vq/3RJzLT0I0ZPxevPNwG/8BvCd72wcC7ULZlsjuAnVV4ryShmDrspz4AoUIXpuR0sp\nrwOATymlLlBKvXj92KHDMFw3RjpcC+D+68cPA3Cldu3V68cOA3CVdvyq9WP7XDMMw14AO5RS9+Pd\nSluElFfXb77vXHwNQw3DqITCNsFZw+P7Xz9WuwENNWy105fKnAPX3o0Cn9uw69xQOxMTbw5Cxqt5\nDtd47dlteCJ2IqfFNoFSHnsedOXGpRDOhVkPezJeKfiMV6EMsuZ1Xmq4Dae24dzrqasZnjAMwzVK\nqR8EcJZS6usYDdp94uZF7cWZfccff/z3vm/btg3btm0bI2+sEwwZHr4Bh+k2THHNtRFyG55jQG/e\nx2Q418A2OG7BNSvWndm8bpU6gJDCWtttuHS5cq15TYm7hHJphu0bxGzZsvF/ivFqfk9hbgMiNt2r\nVPeXzhx9k23yyxVfT2tebYZQaFLLvKaVMWSL5FBe9d98eb3qzyGmTW9hPJvCueeei7vuOhcAoJl6\nVkjN0jAM16x/3qCU+hiAIwFcp5Q6dBiG69Zdgq9fP/1qAA/WLn/Q+jHXcf2a7yql9gNw0DAM221p\nOd5xR60V9NSHGWokYl1jKS4buSnhNmxzNbTFlxrHHHnkSq8v/tbKewwcwzIURq7zfMzdmcRea1vf\nSs3jkkYQ1W3YPL5lC82IXILb8BIR5ZXHHHnCCbsn5ZUyQS5uw3UxJxFsEw6t7k+yCtRa8zoMoyB5\n4IHbcPfdo/F6wgknOM8Pug0rpe6llLr3+vfvA/BUAP8C4OMAXrh+2gsAnLH+/eMAnre+g/DhAB4O\n4Px11+JblFJHrm/g9Hzjmhesf38Oxg2gomi5gFPd2rjKqwvXgC+n2zBHIcz5bFLVpbmVOC4hV5ol\nuNqkzLqWMOpD+VmzbXEN/H3KKze9PuPCR2o5THUbNtuXUPvKodaaV86zy6W816CntM5NTN6srY1l\ndtcuYM8eXhyu+t+b8eo6JsprOpR+mdruLn1PjxrUmgzM0ddy00xZ83oogM8qpS4G8M8A/mYYhrMA\nvAHAL6y7ED8ZwOvHBAxfAXA6gK8A+DsAvzsM30vWMQBOAXAZgMuHYZjePHgKgB9QSl0O4FiMOxmz\naMEw0omZvdC/5zBeQwO+OQq4eR+l3IYpymurxl5v6c1NiQbXNUnxB38wKnnT3377jX+5KV23fBNC\nPpWSk65SbsMh5bUlt+FelNeWlSNK/ZZB7Aax7eFRRwFbt4677d7rXuP3j33Mfi6nz+nJeAXilaOY\nazm0WDdj4ZbN0JrXHHEIeai15pVL0G14GIZvAfhxy/HtAJ7iuOYkACdZjn8RwGMsx3difL1ONK26\nH9lmokyDNKSwUeKwsUq7DXOhKq+1ylPMDGdvnWMOl1qq6jQdv+GG8YX1v/3bG78deyzwtreF86/m\nGhSXwUd1xaS2jzXdhrdoU6nmgDImH3PcS61Nc1aF1vrrFogdy9xwwzjZsncvcP31wCteAezYQYvL\nF9+05rUHbx/bBDlXeRXc5PTE0dv12GVwwr7UyKNSY5wQ1N2Gu6G1Au4bQFLchs0wOPjchrdsyZNX\nnMastWcTYq5ZWNf6Dqq7ZO+U9JqwDQR15XX6A8oojSXhGvDU8HKExSGkvFLbKmr7yqGHV+X04jYs\nyisPbp6U8hibjvXghUAxRMVtuBycdto3LlzK2KYWNdyG545zMcZrqw1O7GAkh5IcMnzmVBVyuw37\nBtoUJbtVpV4nVZFvnZRBN0WZtv2f0lHOPZFAic/nNpxqjNZyG7alg7thUy41pYdX5QB9uA1zf1tV\nYvsmmzdXyBMlNEk+DBt1b9cuXnpqQPFEkQ2b4qF6rFGP5Zxo7J25xKQQsW7DqYjy2khn6KvkoWMU\n45UyU9iC27A5iCylwlIqT023Tx8+5ZVzXW8dQInGmjJYc+WbzxOiNi6Dz/TS0M+N8d6o4TY8keo2\n7MqjFHpUXluFYlgI+YzXXIPQKdwejFeAf++5JrqEuMnRUJ8ttE8Oe4Lb7i3GeG21oOsGpGsw6esw\nUiq2z/DNZbxSwijpNhw7Yxo7gzgnvmfUanmPIcbYot4/RWnfUqAVnGNQbjNcQ3GWUMFS64nptp26\nYVPOPO/BVdKktbYhpa9aReZQXm2/h/qaHoxXmyEaUl7X1sRtmEqOcZNNQKFMxMtzCZOjD4wdS88R\nl84ijNfbbgNe/vLxe2sF3De4pCg9KYWxBeXVjJsyK5qarlzutnMZrzHK6xJmi0uUP1d9oXS2pctl\nTnyDrZzvec11z752x5b/qcprrvox94ZNqRMIvbUJLdWp1uDmTWpZdRl+PRqvvnogbsPlaHF8JZQn\n1p6I8Q6bWITxeumlecPLqUjGPBy9wwjNnFLSYLt2brfhkMGeCtdtmDqYrzm44uZVb50BRRWlXmse\n953PdbdObZRz4DL4uMorh9zlKaQGuTbOCm3Y5Fsrm0oPa15bNwB99XsOD4XeyKW85lJQpuM97LxN\nKWM+41XwQymT3DWvrvyXNoFPjjyTNa8z0rLLh6sxDQ26OcqR6zdfZ1PbbbjkADvFsOeGUwqKUS0d\nbhhKPSqZjynlnFIGfG0J17At2Xb6Jq9sRqs5EOds2JTzPnpY8yosi1zGKyUM16SY75zW4e4VYfal\nvd3vnITKZknlVZ4LnTnzyhSo5mJxxmtJfumXxheBc6AMIH2uOikFolW34Vxh6VDDpRgzpVViE59y\nFKM49UJKGacorJTzAfqrclrqPH2DU1+9p4bLvY5Kb27Dvax5bXnwLcorj1il02a8xl5vO97DM5rq\nvc/LqpbbcO/9NRVOP+pSXlclr3zkrMOl480BN+37l0nGvMzVcX/iE8DWrbRzbQ0+1eCyXZNzgD+3\n27D+GePOxI3LRUsDPEoDz12721uDzzEwc8U1V0eZ+158bUcp5bWm27A5EOcar3p8KdRSXjnlJ9Vo\nEdokRXkF+B5ItrbR5tnRMjGTVqK80olVXmM95FaZWuUw1m04Nb3c60V51Sgxw0gdQIYGoDFp8s3c\nhtaRUaGEwXUbTk0Xpzz4jMC5DPzYNXtLafy5Rpb+O7Xe+OpRaNY9pQyULj8tqFmcQTLVbdj8nWO8\n5rzvHtb59UILZbUHYvPENokROwlCOd4LrSivq0IO5dU8T6BRqz2tUW8WZ7zmGGjmNOooHUKq2zCn\n09Eb8LkGZnpHWnPDpikN+qfvnNprXn3G8xIa9jmVV50lKK/TMdtxn9swxzuBcj6XWLdhzppX8/oU\nxG04nZITlUskl/Eas/eD7Rrb7uWtMtV7373Lhk3xUCeVKXCeETfsJTB3mYy1NVLsppR+S4xXjdLK\nKzV8yjWUgu0a8C3BbTjGwGy1QXSlK+Q23HuHS1FDQ9dyj9t+b3XNqy8+fUIopD5Tw4xpYzhQPQnE\nbTj+mpbbBDFiaaQYr2Zblqq8uibIWsXWL3KUV/08wQ2lb6Jc61NeV4Hc5S6H/RND7POLsY8mFme8\n5iClYpqEdvyNSUOuuOeqLFy34Rj0vIyZcXaFOUdHlqv8LqkDoOZ7yHBzfer06Dbse9YturrqA0eq\n8qr/njoIj6WHV+W0DsVoXdL95iLGeI1Z7xm6vqdnRMkDcRuOh6u82iYMYoQHoTypCurc7cPijNdc\nymtqg81VP2yzUaFwfOGF4pmzsM3hNhxLzokKDpTZyVVTXksaKD51qne3YYrySs3jGm7DZty2T6oK\nPZGrfsw9ERCb3z20BVxPgFUlduyxtrav8ppiyFKOt4xtTEhVXoU0Sq157bEccsjpkZjqwcMlZ9qp\nLM54TaHEDKNrAOkbTOdSKOdwG+YqZLnchidsM6YURbul2WRXeqmD9l4pkfdUJVaHOuveQlmZ8LkF\npk64mXHkghOenhbXhk2hZ1ujQ61B64M8SnpaS3NNYvumYeC7DYcmfGyTYy0Tqz6L2zCNUNnk1HXu\nmlehLCntTsx1rnCoLM54bUV5paSntJEVinuORlrvGHIZ5b64fHAbxBquEBMU5dWk1wY/RXmldqK+\n87cUaAVLlxvfmlfbBiuxyisnLT70AQvF2NLLv1K8DZty5n0vyutEy22AKK88chivOeJraaI3xNRu\nxCqvLdefXpA1r/WoVUdrPL9FGK+5yNlI28Kihp/LePbtOro0t+FYF6kWlE2f8hpzXS/UmMAA3G7D\nrax5VQr47nfDkz3cwWbNyRhOGmzPh6u85mprak5ecei1LejJMJqLFAVEb8ty7f3Q07OJaf/nMp56\nraM6scqr7d578nSag5z3m1vsCpFjbCHKayblNUd4nOtts1GuNFHj8DUkc7sNm3GXiJcye9pLgzh1\nqCnuOa2T4l0Qq7imKNZz5vmNN/p/9ymvrsFYzGAh5z3Hug1T2yqbsZ5KD8orRcmuiRioPFKMV9OL\nhNumUtYeto5rGRZFedXPE+LIobwuoRzWILf9Q70utq/1eUiEWJzxmoKeebkqimtAaA7OfGlxhRPC\nN/ByrSPLjW6ElY6Po+hwVPDSxCiv1AZ/6cQYsVzllULujY6oZdnVvpj1OzQZYoZrfk9FHziGjK3p\nnCn+0JpX6vEYbAZBy/TWBohhu5kcxmuM8hoaq/TwjKZ2gztRJm7DNDjjpVD7LHndFnMrp6l01C27\nyT1rljMMW2UOVd5cym/IbXguVcHmNpyroHM3bIoJuzSrOsuYMijiGi6+OELrxHLMZqZeR5kEm1hb\na9tNi6uihtoqV1ubS3ntYZDVchp7Mn5aItV4jYnPdl2Lr95yYbsHUV7z48ujUN9DUV6FOHKMqWKu\nrbFER4xXDZvymtqQxTT8tkGpTZ2ghGOjtttwTSiKdiszgyG34d47XF8Zz+354HveOdyGc3hKUOMK\nnetKQ0ydz1muOIqIabxSlNeYNpKSjjmV15jy02PdnxDDdjNTXnDHDsMA7Lff+J06ScyZSOrhGVHS\naDNeU4z+VSJHeZpoZTK1VeYuiyn5HWtPpIz5Fme8pkBppGM3BjKPhQZenA7DdU4LGzbZJgRyNFox\nA9XWOyaucrQUt+ESyquvPpVwG849wDPbCFd5d7UvZv2mzm634jZsfnIH2bmeg/7uzF5obdBHmShs\nLc01ic0Ts47HjFVshl1vz8acJOMqr0KYlDGy2Rf4+mRqnEsk57iIc21quzMXnXXLdlpUXm3X+5RQ\n89ocSs4cyiuFOdyGQ8dMKErcnHlkpiXUIJRQmeYmZMSUCCNFeaWEm+OeKNfp9cg81+c27As3Nq05\nJvR854SUV1fe96y8cpE1e8shZRBJfc+r7ffQhGAPxEz6mtf0dL9zk0N5lfwtz9yGb46xsiivCZSY\nBfYNumqseZ2Y0224lJrjisMHp3EtORD0zQzHhNEjJSZmYuLIseY1x2RTTJxU5RVo1204lE7q5nIh\nhSWGWsorJ997GQyK8sqDmyd6WY3xbnIZfj09I5d6rH/6jNfe+9QWoAoKPuUV6KO8lSR23XosqcZr\nLqjpWJzx2oryaksPR/XgDIY5M6Z6Az63qljSKOS6RLbYIduU1yXMhs8JRQGNdRum1MFSz8WnKlKU\nV4oiYYY7l9twKC1K+ZdA+Nq5VHpRXnOHkZMSav+SyaW8cvfFWEJfEzPGoLaNQrhsllReeyqHMfjG\nLHPGHzvBHZPeFNttEcZrbnIOIFwDK99gOpfx7FJe53Qb1jsG83tquC5SO6IW3Ib1dLjO7X3Na4pa\nyb3Gd34Jt+HU+hu6jrvmdbqmBUOCO8DhrnnVr0ult92GW05rC2WvB1IGkS7V0cSldJUai8xJivKq\nn1c6XT1CyRvOmtfp/97HMq2QUldrK68rb7y2rLyaxzhuijEDs17dhkt2khTjoqRCTEnT9H2VG/BU\no8/3yVVeOYZTrtdKrK2F453aKarySiH2OmrYHLfh0CSSa6Y6Z/3tQXlt3agQo5VHLeU15ZxWmNoN\n372L23A5KJMlFLVfmL8spiqocz/LxRmvKaQarOefDxx9tDssjkoUSktspzMdo64jy4V+Tzkrpa1R\ndIXfW8cUchvu7X5MciivOc6nGieUQXiuOuUyzCYoyqsJt4Op7Tasp4Ob97meQw9rXntBjFgeqcZr\nDL2vPfSpz1TlVXBD6eeoeelTXkNxCPkR5bUCuQYtlEGQ7yHddBNw1VXutHGOcQb2rt9CbsM5VCKK\nOlTCbdiEW3mojXDpBtQ1UUHpUHt3tckxmA0ZeaH/gTyz7imGuC88F9SyoYdTym24RLnT0+KaaKMa\n+KnpaF15BeZxe4xFjFYeKcor1XOCOuEzDBvjhB6eVaznQsv1pye4ogpFqeWEveqkjD9S2p3YOG3h\nUFmE8ZoL/SHEPnzzOpeBaA4qXeG4CkaqS9CcMn+pTWBKU8ttgxL/khrynMqrKyz9eAmjPxRvrvDN\nY9S2iqoulCzzrrX2tnKvpzc00eZqK3OteW39Pa++vqQVQq7fS2rPUsllvMZM6C7BaDDdhjnKa6v1\npxVyKK/mcxDluw1qKK8pcTbeLdMoqbxyrzdnKW1pCw2uXGocF98OnTV81EvEZ+t0KEZf7UGTbaKE\nW457b/DnVGR8z5u65pWS3rlnIUMz16nKa27jO2bzJe6aV9tvscytvC4RyuC0NwNpDkoqr7b2ITQh\n2AOUsmb+bu4R0NP9tgZFSaW20/Ic+OTIs5gwargN758eZVvkMl5TJfQc6THTxGWO3YZDYUydiT54\nrVHQp7jniCc2fJcCFbpOP78nUso2VemkGJWp68RC4ceGR5nd9p2XqjDnLk+ctVAcozs1Ph9z7zYc\nW45aH3xTJyCEtLFHykRLSHnt4Vn5DHhRXtPJOanOVV57KH+tkDKmirkuRx/NbWdkTjkjtoGkq8MO\nqQacghAzY1rbbTh33Fx3KUpFKdmRhQZyoQad2uD3RM4ywXmuLboNmxNPtokNbroodb50maK4DZtp\nCa15dX32uOY1BtPQb5EUr4ZVI8V4je0HXfFxxyK1odR9n/Eq0EhR6SnKqzyPOHKId73QeLdMg+qG\nQA3Hp7xS3Z9s11PDtMWfS3nVG/e5C2uJ+Lgzppz8nKMBTSlrrastIXzPgqLoxxz3KdahATYlPXMO\nxqey47onm4IZCo9yLAZuG22mm7K5XK5+QGfuNa891uMQKTPzq8iUT9wNFVNekTXRu/IKpCmv+nnC\nZmLHTbb8LSVkCHGk1PMc7Tv3+kUYr7lIbaSHIayY6JR2lfDNas3pNjx9Tp1EKaMwRlWKNZJSoSiv\nvviX0OCnqJTUfLHlY6zy6ktf7IAzJi4gruPn1nmu+xflPEodpLoNh8pPz8pritHRYtsgyiufFpTX\nmG5weqsAACAASURBVHTUJEZF1a8pOWG9JDUxt/IaMzZbArnLRC3ltcZSwEUYr3Mqr5y0uNLGMZgo\nqpwrPN9AuobbsN5JlIy7B7dhPR22tFA6YXOg0mvnmKL4pRixEzmME5fymjIR5vufuuZVT0erbsM2\nzAElZeIgpLDE0IPyylHXayDKK4+UsUfqun2fF1gP2CbIQ+3C3OvaeyZWebWF4RsLrqoxm4uUfiS2\n3Zn7+SzCeM1FjgEndfBKMXJT0gL43YZd68hKUMKllxu2GQflnDnWvPqedWjNayonnQRs25YeDpdz\nzwXucY8ys4T68Ze8BPjgB/c9Tu0oY9OTq05RBo3ciZde3IZzKK850936mtce4CivN90EXHtt+TS1\nSk7jNWaiPFd6ahA7aG/dc8HkrruAb36zdio2k1N5Ffj0prym9NmL6JZbUV5tA07foIviqpLScdx5\np/34NDOZw8WRo5DZZkVTwtShVJ6Unc1KEqO8ps6yA8BHPgJ8+tNpYcRwwQXArl3+iZ4cz+Xkk4Ez\nz9wcnsttOMW1sYTx6mMO5TX3gILqNmzGH5poC12fQg/KK9D24M9X9mzHfu7ngMMOK5+uVsllvMaU\niSUoXiHl1TZGm8NtOCfHHQf8yI/MHy+lbFInTkNeeL2Vu95JGcPkXPNKDWcRxmsucgxAzWt1A5Fj\n6FGOhbjtNnc4KYWNa9CXcBvmNp4cqO6KKVCV19oqdKv4BiK24+bvOjkGLq4BUq46ZisbofBj1/aW\nhOM2rF/j8yIx/885m19LeeW2sbHXzgVnwvK66/KtHe+ZFpTXYejrWcRM6vboNrxjR+0U2PFNEtvO\n4bTVLbZrJYkpkynjjjnsAZOUercI4zW3YpOivE4Nve/61A6FGp7NeJ2oseY1ROrMT0wcFGW8JGtr\nwEtfujktcyivtaAYerbnsncv8MY35olTp8Sa11zhhc4JqY7mYIKrYJa4H4r6y0m3K45cyuuc9Sw1\nv1tuE4YBuPVW4FWv2veY/inQ8uSKK4DTT998Xe41r9T0tAKlffMpr6EwWqFWPY9VXm1hcNe8Lp3a\nk5CtKK9UFmG86uRQTXNUTF96bIPOkFIUc1+3324/PrnV5JhpoYYx3XPujYVsqpkr/JYaxCnfbr8d\nOO+8fY9NcDZs6hFu+fvud4FXvtJ/LeX4HG7DuRtyX9nwGbDc9MS4HXLOo7ol6gPKkMup6x57Vl65\ntNwW6M/yc58D3vCGfX8T9oVSZy+6CHj/+zdfp5dVrprFbVNbxeU27MJsa3qg1XSGJlPNc+YUClaB\nHPZPDDn3DaHSQbccJrc6EKvkhoxS1+DK5+qTcm+l3IY56B2D+d2VthxGNfXc0ERF6TxyuZWH0rek\n2cqUeueqb9TjQD6FzhV+LJRJNMpgYSJ27WhOuOtuAfrmciUUornXvMZQe8aewvTcKa6Eqw51siyk\nIIbCsIW5BOWVOwnZo9twbeXVB3fScymTJrnJsYyp9DUTc3pyTjTeLfPJpbymGlC+Bp8yE+gKj4PL\nbXhu5bVEQ1tCZTEp2UFM6fetiRblNf+1PuM1R2fBec8zJbzQOb62Ktb9tgTcNsNMN2fN6/S9R+U1\n1VBosU0QozUOX96srW2uEzFGWKhepoyFahBjwJvX9HC/tY3XFIOTorxSPXSWzNwGaGzfk1s8pLI4\n4zWFHMofdfBKnS3nNgY6pda8plw3x8L80FpR22ctXIOHUF7VTncK5owrdYInV9mxKXsUKKplrnIV\n247omAMySv6lKDeUsHO6Dfuun65LpQflFWjTaNVxKa+ttMMtQVVebW1EjNu/Tu9Gg8sY0n/zKdYl\n61GJ5VItkmPNqzA/tZVXbl/QQbcchjurHwpHn23khGe7jqKiUtyGuarc1q32Na96wzFHozF1DFPe\n+Na8xqSH04hzG/yabsNT/C5sA8GUWfc5SZmoMc/lhhWjvHImkHI24BzD1DxuGxhwjcBS3gyhPKIq\nxq4JwJzlupbyWvqaOZnLOFgKVOPVZ4SZYYXi8p3b2wQDNw9MxbqH+6ytvHJ/lzWvfGLyJKWuUtsd\nGzWe3yKM11zkaKQpimqowuYwxu9zH7/bMHUdmQ1u+rizuSWVVzMOqoGQG9/kxvS9ppvnHHCVV06Y\nvt9dRn8Ot2GKAksp+6HXU7hmrUsoLzlIqe9Uo9tWf1KptR4uZx9k47d+C7j88vg4bFxyCXDssfbf\nRHnl48sTm9twqvLqej49PRvfBLmrrPU4uVI7nTnGTdw1rz2Vw1Ui11iVe/0ijNccxp4ZXkyn6poN\nTUlb7GzI1q3A7t3ua1zryDhpirkulytsrErUWgO4d+/Gd87g2/y9tfuikNI55VQJcq2N5MbLCcdl\nBJttjs84iOlgcpYrzlp7vXy7JtpCedTzmlcu3MH3X/wF8LGPxcXl4j3vAd761s3HezQOakKZwKqh\nvPZATB7Ihk10YpVX1zkuIae359EKOSY9e6nvizBec5Hj4Zm7jro2GqEaubFpCQ345nQbnj59s6K2\nazhw1/NRn/UNNwB79vDTEyKkvFJYSgOfU3mNiWsyTlLKJaftmEN5tRmKLbgN2+IxsaWbMtFWovPt\nYc1rK4MNX3kR5ZUOJU8oymsMtutL7KReipg2useJ4NptEld5teWvrHktR4pQFoMor5HkUl5NQ8sW\nXkgNi1GTYta8csM0f0spbNz8proN5zJacw26lQJOPhn4kz/JE54N36tyfM/IVi57WfOaGr+vflJm\nhrmzvByD1PXJhWq8Uo9TB7alDVZOW6Ab4r72wjURlEt5nXOSKEedrFWvfQNql/IqxutmKHkyDHnc\nhpemvAKb+0JOn9DLhPDSlVdqWMK+5LB/YsjpvUZlEcZrLnJ0pBRF1VdhqeGGCBmnc66n1GfYuB0q\nNw5q2L5nbT6fq6/mp4ebDltaQvfUS0cbgqpCT4M1jgpHOV5izSvlXN9va2vh/JiMeFOl1L9zlFdu\nWm1xhs6jpME2uRCTrz26Devxcogpw7nb/9DEiQxGeYTaCdtYwyyrrjBcxoJvzWsPz883xnClX9yG\n80KdDPYpr6tozNa+v9h6nrt9p4azCON1TuU1dH0O5YV7P9TKr5+bS3nlXDMV8pruiK3hMsRChn7t\nhi4HsYaUadilhAnQB/4Uo/PRj45Ph34dtSy7DDZbPePeX616ap5DVV454VOZ2204tb+oCUV5NenJ\nMJoLSp6kug1TJwxD6fDx6lePa6vnxGWAh/7vzW24tvKaUlaoyusqkPu+c9kdNVh55TWX8Rp7PWUg\nFTrP9j1mJt436zqX27CrQ+UMRn3YDA+OultKiaPGX/NVObXxTfTYnotNeeUaLjH5xumQ77orfC3F\nCA6959U12PK5ZcaonrmJcRum7oxulp+eldc5yP2sKcpryLAQaP2gawzB7QdNcipe73jHuKv1nPiM\nIZ/BRd33oBVqpjPGI6zk8q6WOess4Id+iHZuTH7s2pUvH1PsH1nzGkmuDpAzG+nCN+g0ww+tA4qJ\nf4LSwMw1cCjhNsxRm2PDnqNx9U1aiKvdvugbh1CMVOrxHAOX3G0Q1TWaM0EVY6TnLH8pbsOuje9s\n/+esvz1s2ATEKUe52xZffocmBKWd2yBWeaXUEd/voYl27jN66EN55+eCq7zO5TacM46ayquvDY+Z\nZKQKHD22EZ/5DHDNNeXCp0yWU0m5tkZ57KBb5pGjgFMGx6HrUlVcPcyYcEKudi26DadWntCg1TbA\nizWUU5nCdL0qB+Arr73BrSsUw47yrLjK64MeFA6b09HGKK8m+oSQHl7IdZNTljlrWTlw61wo3bna\nWlfYNdyGOffCmaAoiSufRHmNI1TmbRPl+jOIqZe9rzX09Ys+g0vchvPFzV3zGhNGL5QuS7Gvu7QR\n24/mElpEec0QTs7Zixg1g6u8clVIpeiueKH4KPfC7RBrdx5zuA1P+HYbDpHqNlw7n7llQHcbzmmw\nhJ737beHw8idl6ZRSp3pNt0G9Xyq5TYcMq5s96C3G6GJONv/uSZ3etzMhcpcbsP6b6K8hqEqr7by\nz51wimljWoYyQeLLt17qeu01r9zfXZMDPuV1CXCMy5h65vL0jBWYYsm1RIcD2XhVSm1RSl2klPr4\n+v+HKKXOUkp9XSl1plLqYO3c45RSlyulvqqUeqp2/LFKqS8rpS5TSr1FO75VKXXa+jWfV0o9hHcb\nG+QwPG0KKvX60IDK9j30m+1YqousyxWvBFy34TnwPV9zZrCk8hpa87qEAUUI6r1wlFdOvpVoeCnl\nyxcORXm1xaEPwkqs7U2FOkNrqsmcaygz+1RqKa9cWlCOQvkkyisNytjDpbym5G9oojlGkZmbWAOg\nhfrDobbyGhpbUsPx0cNzCLEKyiuQd4kbNRxOt/wyAF/R/n8VgLOHYXgEgHMAHAcASqlHATgKwCMB\nPB3A25X6XjF9B4Cjh2E4AsARSqmnrR8/GsD2YRh+FMBbALyRka5s5FBzzBd6+9ahUGb7Sig6U5w5\nlFfudZR75QxUbXnIyc/aDWToPa8+WpkI4OJ6zqEJHJvyGhO3mW+9rnm1xesbvMYoryUnbnxxmOn2\ntaMl63CtNa9co2OCU4Zz55tPVXX1dXM8w97IZbxyJ7hd9XCuSe5chMqYKK/xUMdwoTD077Ywe3Zf\n/9zn5mvXpmVnOeKb2x5IDYfULSulHgTgPwLQNz7/FQCnrn8/FcAz178/A8BpwzDsGYbhCgCXAzhS\nKfUAAPcZhuGC9fPeq12jh/UhAE/m3ESoAeaG41NeQxWXOyD3pcNMEwffQHVSZXIUulAYPnVobriz\nqyXTGVJeYzqJXjreCW7ZzrXbsAl14EJRTCnEKK+udsjXPpnlnVs+cpUnbt03n0eMWhtzv64we1Be\nW4Cy3lrchun48oTqNhwzbnClo4dnFFPve1waUFt5TfndFB6WxhOfCHxlXeab23idiIk3Ja0tr3l9\nM4BXANCDP3QYhuvGSIdrAdx//fhhAK7Uzrt6/dhhAK7Sjl+1fmyfa4Zh2Atgh1LqfvTbyENqIx0y\nXqnncY3XmIHznMqrzW3Yp7b4jO677/bHwcV3LyXdhid8hpiPHIPz1gYjFBVg+nSlPVSGShn9rvrM\nzWOX8Wqil02bcWgru6E6X7I8cA1R81pKe2F+5l7z2lp90Ym517nWvIrRyoPa59vaCO4zpUyu9/SM\nOO3EhLgN05nqMresrNqaV9tEewlKKK+UMTH1eEn2D52glPpPAK4bhuESpdQ2z6k5q7wzK44//vjv\nfd+2bRu2bdsWpW7aoCivnDBc1/vUktC5VEoqr9z8zrnmdc8ee9ihYxOtzSK7dhueFJ9W0lmCHMpr\nDC4XpbnchikGpGmUUtoRYLPySmmPXNdTzrddEyI0wZdDec1FD8pr7Kx77vzylQPzGZqD4CW3c1wo\nE1im8mqbsImpl7b639OziRlj6Nf0YkT1rLxSz+up3LlIuQdKPrqU1xhS05qahmEAzj33XOzZcy4A\nQDP1rASNVwBPAPAMpdR/BHBPAPdRSv0VgGuVUocOw3Ddukvw9evnXw3gwdr1D1o/5jquX/NdpdR+\nAA4ahmG7LTHHB+6o5kO0zYb6BqCU2ehSnXvOBdY+bOmPabSmfPW5S3IG5pxZplKDYiC8YZPv+l46\nWhdcFVDPs1iVwPY71TjhpDe1zKQqrza4Rlgtt2ET1ySOL89z1Y9aLoUpk5a1CL0qZ/puHhPscJRX\nlyLGaQ9DbWovxgR3zau4DdOJVV5d57iU157XvOqUTvMk5ph77aRMgsYKdqkMwyhI7r//NuzdOxqv\nJ5xwgvP84HBmGIY/GIbhIcMwPAzA8wCcMwzDbwD4GwAvXD/tBQDOWP/+cQDPW99B+HAADwdw/rpr\n8S1KqSPXN3B6vnHNC9a/PwfjBlBkcmbe9JnrQVIVE9fvPvXUd07I1a5lt2EboRmmlBlnF3N0EDVf\nldMK1LpGWfNKOT6n8sot5xTVBaBNrJh1vAW34Zh4QvfqGpzmXvM652Qfl5bdhqff9H41x2BrqVDy\nxGW86uQqE3ONE3KQqrxO/5cgZ32rbbz6CHnD5WyfW6d0HcipvFLwjb9z22EhKMqri9cDOF0p9SIA\n38a4wzCGYfiKUup0jDsT7wbwu8PwveQcA+A9AA4E8HfDMHxy/fgpAP5KKXU5gJswGslRpGRgakdq\nM3qpg9o5Zz1bdxu2hWnOMMVCeT5zDlJX+VU5XEOKsttwTL6UWPOaGk5ow6bpmN7mmMQMyGLchjlQ\nBseuyQTOIDNHunsZZHHVNu55VEIbNulx9raD7ZxQ+nyzDZzUw9xrXlMm8mvg689d96G3K63X9YkS\n6dyzB9hvvzS3YEoZMcuca1zYQ3kLwbmHmHo295pXFzXGUCzjdRiGTwP49Pr37QCe4jjvJAAnWY5/\nEcBjLMd3Yt34jSH3wJFrnPnSYgvLHBSVGDCGjNO511OaClDoHJPJeE1Jc4sdU2i34ZCy1jPUiR7X\n+THn2I5TBy4cYynWsKLmBTWtZr3jpKuU23Bs58id4EtNv1kHexhMtbgWTs9H03jtKW/ngtrOhZTX\nUBi2c3MaEbXc7bnxitvwyAEHAKeeCjz/+e5zco5LUiZaeqF0ml2iTky8KWJWrjWvAL1cVHiDXVly\nzTxQ1Azb9ZROmTpID4UTg15AYme/YztE8zsnfJd7RMhFJRQHxZgp0QBNYbo2bNLj911PPZ8aRivY\n0mZTXmMml1zudTnaDurxUDihd9m61rzq4djchmuR6pZnm2xz/c/tBF3UGNTGlusWBt8xymvLbVBt\nfHlj27Ap1W04VxuWel0q3DWvZt71UCZL1fevfz0tbkremeU2R9ltFc4YO6bctaK85oQaf5fG65VX\n7vvKlNyGXUpjbV6by8015hyfAd6i27AvrJDbMLWx4+RnSeN1InbNa8wMc2tw65s58PWdw/m9hMsL\nd3LG/I3jNmw7zzVAC+VPjBcIR7GOdRumTLZx26UQwzAaZK3XM07ZK0mM8qqfI4xQ2kV9onz631a/\nYybKTXqaaIjpF/VrWq/rE6XSSWnLY5RXWfNa5pql7TbMoUvj9WUvA8480/5broeYouy4/tfDpJxn\nXsOBsm5hzs6IE5ftXNNtmNt4msfnnmW65BLgU58av1900eieA8Svee2FXbuAr33N/hu1DkxQ1rz6\nrg+REmbu50Sd9LK1JdNxm/LKuYcSg4ucbsMhRSWX8jpnW5EaRyvquus31zPrvZ3LSYrxmhqvbfKq\np2fjagttnxPyntd8cXPFlql8reqa19RyV2K34RhqrHnt0njduXMcFE/kKuSpHanN6KUYWT61I5SW\nCy5wh+1ryJUCbrwR+MY3/OHb4BqipvLKHUQDbuW1xIxpiTCPOgp46lPH72efvXE8tObVhe33Fmcy\n3/xm4JGP9J9DLU821SZGdSqRT6mTM+ZvnE6PGgflvueY0Q89M9fMPXVyIdfM/jDM+47XFFqo+75X\n5Zjfe1Lz5obSBrjchk1vBWpcqee0giivZcPN0b9S2uelGLM9Kq8xgl0NoaWTrnlfdu/eMGZMUjLQ\npoyWUl5j0mTjyCNHN2oOUyd3xhnAwx/Ou9aVvlB807mpbsNzTFTkGvzq7Lffxnfd+Ip9zyvl9xBz\nNDa33kqPP6fySo2T+hs33NT2I+RWabph2uI1VcNaSr4eJ6fMmgPxkNHLmfSjELuDawopfURtQoNR\nvbyK23CYHMpr7ESzLYxenhF3zats2MQL19eP5FRel0CPa15rsRLK6549+250kwuOWuq6ntopcwfR\nvvN1FXoiZl0CldKFnKO8Tuj3m+rWkuMaE12V0MOL3W24dkNDhbI+lXovFLUmFKato5zb5YWSfqqB\nbjNgp+Pc++S2OzHEGtC+3dFdx3Mrr73UuVrp9CmvptuwKK9uKO2iTXk16whXeXXV/56eUYwhZF7T\nw/3WXvOaI9wcKu+qU2K34ZhrZc0rkT179lVec8246w8vVTmhKHuuY5T70Su+S4X2pW8u49XMU5+S\n4QvXpbxy3H24a15LKa8c49VHD27DsTOPvjri2224ZIfHmXCKTQdVmTKNAVc45mA2lC6u2yGVHG7D\noTwx7znXmtc5iS03Lbg9UpRX3XsCsJfTVR+0Uvomc6I8h3rlCiN1LDQnvn7D12fMUX9Ktadzw13O\nZDtH/04tJz22C7FjZSotKK852p6YdHRpvO7e7VZecxmvsdf7BmauwRVFKfSliZsXOV3hKHllcxvm\nGAJAWHktwRzGa85X5XCZozOgPGdqOsyBb6n0xOBKE3XyyvyNY2S62hjTWI1Za06BM1jJ6TZshp/b\nABqGemteYwY9taGsYXNNzggbUNqAtbXNy09s/XqobFDKTivliwq33xa3YXq4tn6Fi21ysYeJ+BhK\nt3MtrHkFRHklY7oN52pcTZWQG3bIeOWmg3r97t2bj4Uqf8qgjHtPOdQczppXzmTAXB0zxW1YhzLo\n6KGBT3mtjet8n0tt6LmWyrfc5YjS6flmrW3HY+479+CWq/76rotRcDnU2IW0l0kpGyG3Yb285tgd\nc+mE2k5znJBqAISU1x6w3QNHebX93iK9Ka++ydYe8juWlPE/5Rm73sKRandwqVEeuzVeS2zYlCMM\ns1O2dUChCutTa23o77x1hWMey+U2TM0r/Z5DbsM+5dU8J1bJ4Zyfo0xx17xO8fviTm0w5mhwXOXf\n9n+oXJVSXqnPmaNaxiqcrnbDZZjZBrHTp2kw9OI2bLvGt+bVDCdHGzeF09tuw60OakV5pUPp84ch\nz4ZNoTY3diK/FjGTk/o1PUwIA30rr7a4ep80ccEVv7jXTiJejvY01XhNfV7c6zvpmvfFdBvOVcip\ng2gAuOkmYPv2zdf7CqBPGeAoKCY249VXmHK6DYfQOwbzOwfKhk227750hdKRM4/0QTBlt+FQJ5yi\nrO3ePd+MZ07l1bbbMLfBL3XPKfXXdn5owybKmteYQVwMpdyGzThcBr2r3e5xzWsMrQzyOMqr79n1\nkOclofRNpttwjvIO2MPoaaLBN2Hvytde6rlOq5NUlHJottPUsUwr7RyH0mkuseY1dsySykoYr6WU\nV/3hhcJ52MOAn//5cPy+xnSCsk7Fl56dO92/ucLJpbxSoBqWvsqT61U5MbNbOSond8MmIPyMYp/h\n1q3AG94Qdy0XTv5SVIBQmHNPSpjxuv7n/habb77fYmZHS3S+oTCpbsMhciuvcwyeWlW5HvpQ4Prr\n/efEKK+t3m8LhNqJ0GQNZxLXF19vzybVXbqH+y3lEcIxPGOxjUF7mzygErNhJWeMnvMVkrWVVy7d\nGq+1lddbbwWuvnrz9XoYFFc3Xzp88esF22a8zqW8Uu9PzxvKIMeE86ocStiUdOdsUGN3Gy41oLj4\n4rTrqZRWXrnEGpWp11IxB/eu8F3Kq97+xHg5lHYbVgq47rp9f6O0cZw1r7meRS+KzByD729/G7j8\ncv85MWtehc3kVF45ZcEWhjmmaR3XPdg+bdf0UN+B+sqrb1wia143KH1vpttwjroac22O8shNe5fG\n6+7d9ZTX0EPSOxSzkvvCdxmsvgZ3wuU27GMu5dUcRFMG1LbfXGteJ2IH3XMpdC4FJ3a3YdvvnPTa\n3g1cgljj1acm+tTq2g0vJR2U36iD+9Dkhj5hFJrgKdXR6uH+8z8D//k/+8/nKq+uScfSa1537QJu\nvz0tDlucKdQe1IZ+M8t3T4bRXFDyxBxDxJZ3ykR5T88mJq1zbcxWag+BnFDXvOaOa/r+trcBH/7w\nRlxm3L3BHStzrymx23DMdSXGUCG6NF7nVF651+vXugZcpgIZ60o74XIbpsQdAzd/OG7DXOW1xFrX\nEo1mjPJqcttt8WuGTXbunKcz8JXB0Iy4CUd55c4MU+KPjS+GkPGqK1muPKaolbZwOefPhc2LxfX/\ny14GnHFG/jWvZnwvehFw0EFpcSwJysDXZbwKG1D7KJvyao4/uPjU2x6ela19D/Uz+jWrrrxS6rDP\no5BiyJjjHP3/Rz0KeNaz6rih5mSuOhMSdTjksH/mpFvjdS7llWvk6NeZlZyaNso1IbdhH7Xdhn24\nGq2Qb79+neveam4CkGO34Rtv3PfclGdYU3k1B7A2fEbvT/90vLFY6nnHzLD6frMpK7Fhx05YzaUU\nUNo4pcKvlZo+r7ySnz5XuD7l9etfz1+eYgYQZltQa9AXchuevgNht3jBnyc2t2Fb/nPaw9wTcLWe\naeqa1x6oZbzGxm1rn0LCwxLahFzjAheu3YZjwkrJb1FeiZi7DecmlwITUl4pYVAGM9w1r9PvscQO\nrKbvvnyJXfPKhZI3uVROYF/lNXa3YXPCple3YfOVN9QBO+W1OxRildeQ0fmHfzhu5BabLv06ivI6\nnU+d0CnlNsyZaffxx3/sDo+z5pWarhChNa8tDq5adhvWy6oor26oE+e2/iJlzbpLtezpGbnuwfw8\n5hjgsMPG/2u8zzmVWvWc0kemKK+cuFomZezIuaYV5TWHUr4SxqvPbTjXw6N2IOb/eqcccq/w/R86\nrsNZ8zqFl7JbHTePOR0qV3mN6aB9/+vH5ljzGmu8pjYUu3bN0znkVF59KrV5nFOfcs0a7rcfbQaU\n0qbEbtjEPcd1zZwMA/DEJwKPfrT7HErnmNt4NdWsOerLnAO23HFRlFfXu5p7HqjmhjL2MJVX7uZi\ntrYhtk1tCWp7e+yxwAMesPG7uA3Tw001VGzjK9tEPHWM3DIxuw1zWNKaVy7dGq+l3YZTwwDGztw2\n4DYrr2+dGSVNNuPVd00Nt2HKuT6Dn6O8UtyG524IXWteORs2hZRXDlxX81h8RihXeaU8sxxhxGCW\n3ZSOAKCV82mSzTcA1f+PUV5z5Rdl0sp3zDeYKfVMa+42zG1XWxp0uyaIbJPCPQ5IS0OdOLdNdqYO\n+Ht337TVhVCZW1sr9+qZUtRsl2L3LdHP0b/3VL64hO4ttb7l3G049Tnkup4aTmdVdsR0G85VpIt6\nFgAAIABJREFU+PXMiykEZkXM4TZMIcYQmdNtePqcGjbfIDrkNux6LrGzgRTlKgexyqt+LKS8ct2G\n5+gAfeXf5/rvM3r130NqgY1SbsPUV2NRzgkti+DOkKeuU0ohxwCakrehyR8u0zOdkzln0EvVf5uq\n6lrzKkasG1+eUF6VQ3m+vomv6Vhvz8YnBtjOMfOuh/utrbzmDrf3SRMXOcUdGyXe8xoTVmp5jBm/\nd2e8DkM55fWMM3hh+AbmocGsefwXfxF43/v84f3O74w7aZq43IZ96TvwQHu6SsBdh2NLd8htONV9\n2EbONa+xGzbp9Ki8cta8hshhGJbqEIeB7jYcCgcYjVffwNK15tVX5ykdRC23YRtmu+HKW9+EVgpL\nXwuX+35Mw1THtea1VFp6hjKIHAa78Uox3FzHXarZVA96eEa2ewi1E3o9b8mDwUdt5dVXrkqtee2h\n/JmUTrPpNpwSX+y1oTJBIaY8d2e8Tg12CeX1LW/ZCC+mMJgVcb/97Om0qSE33AD89V9vjlP//q53\nAe94x+ZrXYa8C6VGY/m88zY2LeAQGizb4qOc62v4KG7DlA4opkHMUb5yvCpnaWtefc/CljbKmtcQ\nvln41Iaf6jZM+Y2yIV1IFeG6EfoM31Q4M+8uF+K5JyamZ9o6lAHjXOkA4pRXYQPfJIB+jtlexpQB\nSl+eI+y5oLZh+v3UXB4QS2/Kq45t/EtZ89oDZv8fs+aVc98ldhueM9/1MTs33g665n3ZvXv8LKG8\nUsLwzcSbD980XkNh2jp0SoGyxRFqYLZsAQ4/nG/4htLiu8Y1O6zjKsS/9Vv+uLmqEsfozgF3t+Ep\nfv2Yabz2qryaBhq1PFHXgYbCjM23kOFHdRumxKErryGDm6KixKxzp57PmWmPheJWZqs/KdQY1M45\ngz6X2/AUl15WXW7D27cD119fJl29QCkDqW7DrvrkOp6jbZsD2z2Y+WlrN+bwsMhV3/7lX8Z3vteA\norLZjFJX/oYmYKlp+vzn08LIRais5aYF5RVIX7YX0750Z7xOA/gSyqstvBRDbf/9/cqrSeyrQCaD\nXoeyru+AA+zX5sQ2iDbT4TrXhj7oOfZY4IILNp/DcU0uYeTYcLkN+3bN5roNc9e8zoF+T29/O/AX\nf0HbcTQ0g+4biFDTw/kthDnA85UvShrMCSmqYWbLD32mmzPBkxMz3Ku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tefWF4Yv75JPH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c83N6Bor2azELWNVUa0jg0Z1xF5jXTu1av1sGELdGATkDeotux5lWMz43mNiHEUNtxy2jDQ5nnV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\n85m1RvP5MrPn1UJmvqP/F1wAPOQhvpxW3qxxgaPF85qdk8Ymr5LczIu8c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K+aQf/nP293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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6d5ab9828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"log2.minor_iteration_log['enter_eq'].plot(figsize=(16,8))"
]
},
{
"cell_type": "code",
"execution_count": 1397,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6d3a59d68>"
]
},
"execution_count": 1397,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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JE3RHYR/Xrn2VZbc1NcDAgd1/Z8+nmVpagH320R1FvExJPk19PYZJPlX0fJpc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\nIiIiIqLQ/X+x9j/s+GK8JQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6d3a5c278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"log2.minor_iteration_log.loc[:].plot(y='t',figsize=(16,8))"
]
},
{
"cell_type": "code",
"execution_count": 1398,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 80000.0)"
]
},
"execution_count": 1398,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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2u0iSJKm2aw3MrfB6Xmasoo5A04j4Z0RMjIjvZDMgK+mSJEnSltUF9ge+AewI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\nxCCkhgw9N4MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6d3945cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lg = log.minor_iteration_log.loc[1].copy()\n",
"#lg['t'] = lg.t.diff().shift(-1)\n",
"(lg[['t','enter_eq','leave_eq']]\n",
".plot(x='leave_eq', \n",
" y='enter_eq',\n",
" kind='scatter',\n",
" c='t', \n",
" figsize=(13,10)))\n",
"plt.ylim(0, plt.ylim()[1])\n",
"plt.xlim(0, plt.xlim()[1])"
]
},
{
"cell_type": "code",
"execution_count": 1558,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6c66982b0>"
]
},
"execution_count": 1558,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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AEmDoyhz7GuzY0+XDuedDPx/62bGnK18MXQAAAAlsa/cBjI2PqX+gX5J06unn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\n6AIAAEjg/wOEsEkSBLqdQAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6c66b39b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,8))\n",
"log.minor_iteration_log[log.minor_iteration_log.t.diff() == 0].enter_eq.hist(bins=200, alpha=.5)\n",
"log.minor_iteration_log[log.minor_iteration_log.t.diff() != 0].enter_eq.hist(bins=200, alpha=.5)\n",
"log.minor_iteration_log[log.minor_iteration_log.t.diff().between(0.01,0.2)].enter_eq.hist(bins=200, alpha=.5)"
]
},
{
"cell_type": "code",
"execution_count": 1566,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.3060388945752303"
]
},
"execution_count": 1566,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 1481,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{34304, 26885, 35208, 25610, 4874, 25622, 4118, 4886, 6426, 15262, 28321, 4898, 1192, 29994, 23724, 29229, 25646, 15154, 32820, 25526, 4922, 956, 6462, 66033, 4166, 25670, 30280, 21995, 25418, 20561, 25682, 4178, 27346, 24533, 6366, 33887, 66041, 69226, 69227, 69228, 69229, 69230, 69231, 1392, 23665, 28786, 69233, 69234, 69235, 69236, 4214, 27377, 6390, 1658, 66042, 60413, 25598}\n"
]
}
],
"source": [
"thresh = .000000001\n",
"s1 = set(log2.minor_iteration_log[log2.minor_iteration_log.t.diff()<thresh].enter_eq)\n",
"s2 = set(log.minor_iteration_log[log.minor_iteration_log.t.diff()<thresh].enter_eq)\n",
"print(s2-s1)"
]
},
{
"cell_type": "code",
"execution_count": 1557,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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GGBgYAIjf5BT0jPyR4vV6Wbp0KTt37qS9vZ3S0tKiCD7yyfnO9UI03vX//PPP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XjxYkKhEHfffbegFFI0aQ6Hg9dffz1BszNjxgxWrFiBJElkZWURjUbp7u5m1apVIsp3MLS2tvKb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\nzeF0k8zZXzom5RhM9ls+ad0mC7K5Wt0Qk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MpyxW86CxYsYO3atTidTh599NGUfdRqtbS0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\npWyaHCqllFJKKdv/Bx8bz0LoFPN2AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6c6742d68>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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/+tOf5sorr6y3WMYqMQvKWDZrYSVkMhmee+45otEoPT09RKNRT5c6sJIc9WNmZoZHH32U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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6c672df60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lg = log2.minor_iteration_log.loc[:].copy()\n",
"# lg['t'] = lg.t.diff().shift(0)\n",
"p1=lg[['t','enter_eq','leave_eq']].plot(x='leave_eq', \n",
" y='enter_eq',\n",
" kind='scatter',\n",
" c='black', alpha=.3, figsize=(10,8))\n",
"\n",
"lg = log.minor_iteration_log.loc[:].copy()\n",
"# lg['t'] = lg.t.diff().shift(0)\n",
"p2=lg[['t','enter_eq','leave_eq']].plot(x='leave_eq', \n",
" y='enter_eq',\n",
" kind='scatter',\n",
" c='black', alpha=.1)"
]
},
{
"cell_type": "code",
"execution_count": 694,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fd6f2c6f630>"
]
},
"execution_count": 694,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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YxzzoPREAlorRRwAAgI4IagAAAMUIagAAAMXoqAEAAExARw0AAKAjghoAAEAxghoAAEAx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\nMf8f0OcvLSSWdc8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6f2ca8da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ct = pd.crosstab(index=log.minor_iteration_log.loc[1].enter_eq, \n",
" columns=log.minor_iteration_log.loc[1].leave_eq, \n",
" values=log.minor_iteration_log.loc[1].t, \n",
" aggfunc=sum)\n",
"plt.figure(figsize=(15,15))\n",
"plt.imshow(ct, cmap='hot', interpolation='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 1400,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd6d44c9c88>"
]
},
"execution_count": 1400,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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j6WdWg/+/cSqrU6dK8+ZJGzZkP2cAAPqtlmG1l0+IWiurtAED+aCyijrJep3V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\nW0QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd6d68e37b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"p1 = log.minor_iteration_log.loc[1][['t','leave_eq']]\n",
"p1['t_diff'] = p1.t.diff()\n",
"p1 = p1.sort_values('leave_eq')\n",
"p1.plot(x='leave_eq', y='t_diff', figsize=(16,8))"
]
},
{
"cell_type": "code",
"execution_count": 595,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd701a434a8>"
]
},
"execution_count": 595,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lMd/N4n0WL5PJZcsg1sMJEyJMH344xq8U4hs2xDKUVOIHHBB/3e1SaW2Njcvl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\nTCEuIpJhCnERkQxTiIuIZNj/B2XWjr5yzOWBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd701a06390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"log.minor_iteration_log.t.diff()[log.minor_iteration_log.t.diff()>=0].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"\n",
"# Parse log file components\n",
" # Headers\n",
" # Scaling statistics\n",
" # Crash\n",
" # Major iterations\n",
" # Minor iterations"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Is t monotonic\n",
"log1.maj_iter[1].t\n",
"\n",
"# How is t affectd by which equation is leaving the basis\n",
"plot(log1.maj_iter[1].t, log1.maj_iter[1].enter)\n",
"# Which variables leave the basis that also leave in another run?\n"
]
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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