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@dreiss-isb
Last active August 29, 2015 14:08
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Sample cMonkey2 IPython notebook
{
"metadata": {
"name": "",
"signature": "sha256:b260d277864091c3490016923ec626c2f0aca41c9b1bd56c7ad61d22f7ec07c2"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"from cmonkeyobj import cMonkey2 as cm2\n",
"b = cm2('eco-out-001/cmonkey_run.db')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"iteration = 2001\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"pd.options.display.mpl_style = 'default'\n",
"\n",
"from mpltools import style\n",
"from mpltools import layout\n",
"\n",
"style.use('ggplot')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.tables['run_infos']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start_time</th>\n",
" <th>finish_time</th>\n",
" <th>num_iterations</th>\n",
" <th>last_iteration</th>\n",
" <th>organism</th>\n",
" <th>species</th>\n",
" <th>num_rows</th>\n",
" <th>num_columns</th>\n",
" <th>num_clusters</th>\n",
" <th>git_sha</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 2014-10-23 15:03:07.507436</td>\n",
" <td> 2014-10-24 15:08:15.758689</td>\n",
" <td> 2000</td>\n",
" <td> 2000</td>\n",
" <td> eco</td>\n",
" <td> Escherichia_coli_K12</td>\n",
" <td> 4297</td>\n",
" <td> 176</td>\n",
" <td> 203</td>\n",
" <td> $Id: 0ce7c2ec595690a34f278241f17eb6749af9c6a9 $</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
" start_time finish_time num_iterations \\\n",
"0 2014-10-23 15:03:07.507436 2014-10-24 15:08:15.758689 2000 \n",
"\n",
" last_iteration organism species num_rows num_columns \\\n",
"0 2000 eco Escherichia_coli_K12 4297 176 \n",
"\n",
" num_clusters git_sha \n",
"0 203 $Id: 0ce7c2ec595690a34f278241f17eb6749af9c6a9 $ "
]
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.plot_motif(10,1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<module 'matplotlib.pyplot' from '/home/dreiss/python/lib/python2.7/site-packages/matplotlib/pyplot.pyc'>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Iwz69aHrQ15+blktxZqhi1OP3JO23L8osCjbo1uv0qgsOiBhBss1Eeot+74oB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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f2d68e7bcd0>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.get_cluster_info(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"{'e_values': array([ 6.50000000e+00, 8.70000000e+04]),\n",
" 'ncols': 176,\n",
" 'nrows': 36,\n",
" 'pclusts': array([-5.64858733, -9.59647926]),\n",
" 'residual': 0.4382560429620751}"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sites = b.get_motif_sites(10, 1)\n",
"sites"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"19\n"
]
},
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>reverse</th>\n",
" <th>start</th>\n",
" <th>pvalue</th>\n",
" <th>flank_left</th>\n",
" <th>seq</th>\n",
" <th>flank_right</th>\n",
" <th>id</th>\n",
" <th>names</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1 </th>\n",
" <td> 0</td>\n",
" <td> 47</td>\n",
" <td> 1.080000e-08</td>\n",
" <td> TTATTTGCCC</td>\n",
" <td> GTCAGCCAGCAAAA</td>\n",
" <td> ATCCACAAAC</td>\n",
" <td> NP_415842.1</td>\n",
" <td> b1326</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13 </th>\n",
" <td> 0</td>\n",
" <td> 34</td>\n",
" <td> 1.350000e-07</td>\n",
" <td> GTACCACGCA</td>\n",
" <td> GTAACCCTGCAAAA</td>\n",
" <td> TAGCCAATAA</td>\n",
" <td> NP_415273.1</td>\n",
" <td> b0752</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25 </th>\n",
" <td> 0</td>\n",
" <td> 53</td>\n",
" <td> 4.010000e-07</td>\n",
" <td> AAAAGAAGTT</td>\n",
" <td> GTAACACTGCAAAA</td>\n",
" <td> TCCTGCTATT</td>\n",
" <td> b4581</td>\n",
" <td> b4581</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33 </th>\n",
" <td> 1</td>\n",
" <td> 92</td>\n",
" <td> 4.010000e-07</td>\n",
" <td> CAGTACACAG</td>\n",
" <td> GTTAACCAGCAAAA</td>\n",
" <td> GGATTTGTCA</td>\n",
" <td> NP_415971.1</td>\n",
" <td> b1454</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44 </th>\n",
" <td> 0</td>\n",
" <td> 80</td>\n",
" <td> 1.100000e-06</td>\n",
" <td> GATAACAAAC</td>\n",
" <td> ATCAACCTGCAAAA</td>\n",
" <td> CGAAGCGCAT</td>\n",
" <td> NP_415605.2</td>\n",
" <td> b1087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55 </th>\n",
" <td> 1</td>\n",
" <td> 117</td>\n",
" <td> 3.130000e-06</td>\n",
" <td> CTTTTTTGTC</td>\n",
" <td> GTTAGCCAGCAAGA</td>\n",
" <td> GCCGTTTACT</td>\n",
" <td> NP_416480.1</td>\n",
" <td> b1971</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66 </th>\n",
" <td> 1</td>\n",
" <td> 43</td>\n",
" <td> 3.740000e-06</td>\n",
" <td> CATAACTGCC</td>\n",
" <td> GTCAATGCGCAAAA</td>\n",
" <td> TTCACGCCAC</td>\n",
" <td> NP_415473.1</td>\n",
" <td> b0953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77 </th>\n",
" <td> 0</td>\n",
" <td> 157</td>\n",
" <td> 4.120000e-06</td>\n",
" <td> CAGCNNNNTC</td>\n",
" <td> GAAAGTCTGCATAA</td>\n",
" <td> None</td>\n",
" <td> NP_415488.1</td>\n",
" <td> b0968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88 </th>\n",
" <td> 1</td>\n",
" <td> 69</td>\n",
" <td> 4.540000e-06</td>\n",
" <td> TAATACGAAT</td>\n",
" <td> GAATGAGAGCAAAA</td>\n",
" <td> GCGGGAAATA</td>\n",
" <td> NP_415485.4</td>\n",
" <td> b0965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99 </th>\n",
" <td> 0</td>\n",
" <td> 8</td>\n",
" <td> 7.970000e-06</td>\n",
" <td> ATAACTT</td>\n",
" <td> GTCACATTGCAAAA</td>\n",
" <td> GTAGCCAAAT</td>\n",
" <td> NP_415113.1</td>\n",
" <td> b0581</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td> 0</td>\n",
" <td> 47</td>\n",
" <td> 1.140000e-05</td>\n",
" <td> ATTTATATAT</td>\n",
" <td> ATTTATCTGCAAAA</td>\n",
" <td> TTTTAAATAA</td>\n",
" <td> NP_416239.1</td>\n",
" <td> b1725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>121</th>\n",
" <td> 1</td>\n",
" <td> 100</td>\n",
" <td> 1.300000e-05</td>\n",
" <td> TGCCTGGATA</td>\n",
" <td> GAATGAGTGCATAA</td>\n",
" <td> CAAACTATAG</td>\n",
" <td> NP_416615.1</td>\n",
" <td> b2112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>132</th>\n",
" <td> 0</td>\n",
" <td> 92</td>\n",
" <td> 1.380000e-05</td>\n",
" <td> AACTCCCGTC</td>\n",
" <td> AGTTGCGAGCAAAA</td>\n",
" <td> AAGCCGCTAC</td>\n",
" <td> NP_416849.1</td>\n",
" <td> b2347</td>\n",
" </tr>\n",
" <tr>\n",
" <th>143</th>\n",
" <td> 0</td>\n",
" <td> 100</td>\n",
" <td> 1.380000e-05</td>\n",
" <td> AAAAATGTCC</td>\n",
" <td> GGAAGACACCAAAA</td>\n",
" <td> AGTTGTCGCA</td>\n",
" <td> NP_415736.2</td>\n",
" <td> b1218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>154</th>\n",
" <td> 1</td>\n",
" <td> 14</td>\n",
" <td> 1.470000e-05</td>\n",
" <td> ACGGGCGGTA</td>\n",
" <td> ATCAGTGCGCATAA</td>\n",
" <td> AATAAGGATG</td>\n",
" <td> NP_416115.1</td>\n",
" <td> b1598</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
" reverse start pvalue flank_left seq flank_right \\\n",
"1 0 47 1.080000e-08 TTATTTGCCC GTCAGCCAGCAAAA ATCCACAAAC \n",
"13 0 34 1.350000e-07 GTACCACGCA GTAACCCTGCAAAA TAGCCAATAA \n",
"25 0 53 4.010000e-07 AAAAGAAGTT GTAACACTGCAAAA TCCTGCTATT \n",
"33 1 92 4.010000e-07 CAGTACACAG GTTAACCAGCAAAA GGATTTGTCA \n",
"44 0 80 1.100000e-06 GATAACAAAC ATCAACCTGCAAAA CGAAGCGCAT \n",
"55 1 117 3.130000e-06 CTTTTTTGTC GTTAGCCAGCAAGA GCCGTTTACT \n",
"66 1 43 3.740000e-06 CATAACTGCC GTCAATGCGCAAAA TTCACGCCAC \n",
"77 0 157 4.120000e-06 CAGCNNNNTC GAAAGTCTGCATAA None \n",
"88 1 69 4.540000e-06 TAATACGAAT GAATGAGAGCAAAA GCGGGAAATA \n",
"99 0 8 7.970000e-06 ATAACTT GTCACATTGCAAAA GTAGCCAAAT \n",
"110 0 47 1.140000e-05 ATTTATATAT ATTTATCTGCAAAA TTTTAAATAA \n",
"121 1 100 1.300000e-05 TGCCTGGATA GAATGAGTGCATAA CAAACTATAG \n",
"132 0 92 1.380000e-05 AACTCCCGTC AGTTGCGAGCAAAA AAGCCGCTAC \n",
"143 0 100 1.380000e-05 AAAAATGTCC GGAAGACACCAAAA AGTTGTCGCA \n",
"154 1 14 1.470000e-05 ACGGGCGGTA ATCAGTGCGCATAA AATAAGGATG \n",
"\n",
" id names \n",
"1 NP_415842.1 b1326 \n",
"13 NP_415273.1 b0752 \n",
"25 b4581 b4581 \n",
"33 NP_415971.1 b1454 \n",
"44 NP_415605.2 b1087 \n",
"55 NP_416480.1 b1971 \n",
"66 NP_415473.1 b0953 \n",
"77 NP_415488.1 b0968 \n",
"88 NP_415485.4 b0965 \n",
"99 NP_415113.1 b0581 \n",
"110 NP_416239.1 b1725 \n",
"121 NP_416615.1 b2112 \n",
"132 NP_416849.1 b2347 \n",
"143 NP_415736.2 b1218 \n",
"154 NP_416115.1 b1598 "
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.get_motif_pclust(10,1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"-5.6485873336261481"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.load_ratios()\n",
"b.plot_ratios(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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pcks7RcYNfD5aCAaZI5sZjNRar/DjKxycx7LAc3NzeO+Hx/QOppNZCqMRsliZ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\n7EUYbzIaljkVruwgseeSrbMC2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Wrak5OTswYGhcDkedo3OVcs2l/72tfYuXPnFW1MmZOT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\nxP8Phqe3BV2TvicAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f2d68f7f0d0>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.plot_ratios(10,kind='box')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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BvpRGpY7YRN39vYBjGDi4NyqyiM1fuvvYcNSs9fzExL2nJ1hXXbcyqQdaOLuP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\n/IMKJ8fEFjMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f2d68ecd750>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## see http://pandas.pydata.org/pandas-docs/version/0.15.0/visualization.html#histograms\n",
"pd.Series([b.get_cluster_info(k)['residual'] for k in range(1,b.k_clust)]).plot(kind='hist',bins=20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f2d61c95ad0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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fdjT0oc1bJzkMMP1wyAgAIClHewitra3q6+uTYRhasmSJli5dmosYAIA75KQQfD6fGhoa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\nf3PH0EyGaCVzAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f2d68d6bb90>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.DataFrame([b.get_cluster_info(k)['pclusts'] for k in range(1,b.k_clust)]).plot(kind='hist',bins=20,stacked=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f2d61b00d50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x7f2d61600e50>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.plot_cluster_networks(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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tFbbwE+0P6Iu9/UJudwu//OWDRCJWnM54LrlkITt2rGf1p78nTbNyef5ctibl\n8O66f+Lr8hHRIyw8by6dka08tnUTWWPHctcv/tuc/E1i9FsEiouLeeuttwBRx2X8+PEHfe2yZcv4\n97//jaIoXHHFFX2+1mRfojVy9mbBggWx310uhdTUp1i5Uiy1PZ4Iy5cXk56+t9kkhQsvfAxdF1Ey\nXV0RurulPb9Lsd/DYbFabm/vcQq2tUk0NFioqrIwcWLkgB2Ey2XgcBgHNSXvHR0knL4yu3ZZCQbF\n85mZoiNXNIoHxO5hwwYb3d0iRLWoKHJUpuqeMNG+P0RVhYlNkgaWCMC+fqG//vX3tLZKXH/9TWzf\nLhGJTGN0xs/YUfI02+KzoAXmTV/AcHUHfyl+ndSCTkZfdCO/kCT+8uKLpgCY7EO/REDXdd58803u\nvvtuABYuXMi4ceMOWjL2vffe4+GHHyYYDLJw4UIWLlzY/xGb7ENKisaZZ2r4/RKSJHHWWaGDRvXJ\nsrB1x8X1vqK3Wm00Nob3iIJMd7dEfLxBe7uCzydRXy/3GjcvSaLRy/7i4HQasdV3R4dEcbE15vRN\nTDQYNerAME9dhw0brPh8EnFxBpMnh486UOVwzUFtbTKGIRyzJzMyUtMgHJYIBsWj1yszZsxMZsyY\nxwMPXMekSVY2b/6C1NRRdHYKX0FdqwdVtyFhkObqJEnZzXNli/Flp5N0/fVokgQ1NSfvpEwGLP26\n1RsaGsjOzsa2Z++emZkZe643cnNzKSkpob293SwrexyQZWFukeWjm7wcDvaYfAygZyWcna1RWmrB\n6TQYO1aN7R6ij8Fgz26itXXfz/zyS1usyYrDYZCQYDB6dIS8PO0AP4RhwObNVtraZBwOmDIlfEwS\nVJ1OcY1CIWL1kHqjJzT0+EQFiXaMEqGQeAyHpT2Pol+CxaLQ1maP7Z6i1NcrSJJEXZ1COCyzZs3n\nFBd/zPz5D1JSoqFpophem8/B+PR65NwMsr79DRZO+E6srPPUqVMZYBViTAYI/ZoyAoEALpeLF198\nEQCXy4Xf7z+oCEycOJElS5agqioXXnhhvwdr0jvR7/bx2uUPGaJRWWkhHJawWDggQkfXxSS2tzh0\ndEjs2CEcmSC6gyUn6yQn6zQ3KzQ3i+cVhZhjur5epq1NJi7OoKgofFgx/X1hGMIEpCg6LpdBICDG\ndrAs4P46hUUOgrTP6n3vST466WuH0BaXS5jPoolxDod4TE3VWb/+P3R1FXPWWRP4y19u4IILLuLT\nT/+Xr3/wl+BTAAAgAElEQVT9Nyxb1kh19W/oDJawNG4Us865kD++dicWixQr61xeXs5jjz1GWVkZ\nr732mlna2SRGvwrI1dXVsXjxYq677joMw+CFF15g7ty5ZGVlHfDaxsZGXn75ZW677TYA7r33Xu68\n887YLmJ/BnMRJ5vNRjh8bCplHgmaBh9+qKAocMEF/V/F9jX+8nKJ7dtlkpJg+vSDH0Nk+kqUl8uE\nQrBpk0JGhsG3vhVBVSW6uoRZRvwQy2KuqxPmJlk2KCjQiY8XzzscIsTT5RJiERcnHv/xj1fJyEjl\noosuAuCBBx7g3Xff5bPPPsPpdPL++6t55ZU3aWxs4IILfsiQIdN44407yMy0kJ4ez0MPPUQgEOCh\nhx4iEolwzjkzsdkuwWKB888X5yc6mvWYZqKT+b6PPSJ8KBRFJKsJpzuxSd7hYE+JCiuSdPi7H02D\n5ctlKiqEOGdmGiQnQ0GBRnLyibX793bvBAJC2Lu6RCKcx6Pjcg1Mf8TJ+u4eK9xud7/f26+dQLR1\nXJSGhoZeBQCE/0DbswQyDOOQF3owi8DJqkSoqtDVZcdiAb8/dOg3HIS+xp+SAppmp64OKioipKUd\nuFquqxPJTVE/QEKCzvDhCsnJOi5XeM9zB459xw4L9fVW0tKImYl6HNccYGIC2LBBY9u2Rbzyyn9I\nS0vl+9+/nZ0766ms7MThMIhETuPyy0+js7OdRYvuY/bsmcyZ8wTTp4dYuPB6Kiv9/OUvz9PUFMIw\nJCorMwiFIsTFGYRCGuHw4U/uNpuYzO326E/Pv8Uj2O2HNtXZ7eL6hw7zT7hjh4XWVoWhQ4XzHITA\nAJyI23DfqCU3d955ZyybPRyO4/HH32LlyndJS8tl5swfMWrUWP7+91uxWkWvgXvvvZctW7bw+OOP\n43Q6Offcc5k3b97xH3gvDPYqoidcBGRZ5vLLL+fBBx8E2OcPt2rVKux2O1OmTAEgOzubgoICfv3r\nX6PrOhdeeOFBdwEm/eN4m4NArGLz81W2bxd5A2lpPWLe2ioyfX2+HqdvQUEERRH9CvrKFvZ6ZWpq\nFBITdcaNU/epXGoYB5qZoo+KAuPGzeSss+bz1FPXUl4ukto2bLDS3W1n+3YLxcWvsXPna0ybdg8b\nN4oyDOvXr6arayzvvONi+fJKCgu/SX7+ufzlLzdyxhkvkpGhEwoJk4woOWHs+RGVUMXE3vO81Spe\nG7320cdwWCIS2fsPYuzz/3v/Hn2Mi5Po7FQOeL633zs7xbmKDmaRmCnrcI53qHEc7u+dnTIff/wu\nS5euJCsrhwUL7qC6upG2Nti920J3t4LF4kJVRV/qpqZWOjp0XnjhYZ555hnWrl1LSUkJCxYsYPLk\nydx6660nTQROZfrtRiwqKqKoqOiA56dPn37Ac//1X//V38OYHAYnQgQAcnOFb6CjQ6K5WcblEo3q\nm5vFBORwGIwcqeLxiF1CdGI6WN2g1laR4dxTDmJfM5Mk0WsiG0B1dQRNk2KlnuPjdTQNqqtlGhut\nbN5spb39WtLTr+LLL7/HxIlnUVPzGc3N73PhhQ8SDILb7cHpTMTpVDAMEdE0dKgoy2Cx9H49w2Fp\njwnr2F9sl0umq+vQX0nDINaLIC1Nj/ldTjQVFQoez/mcddZ8nn32ekaPttLSorBpk42yMitJSVdy\n5pnfA4pZsuSPfPe7D5CWNoZ7772Xjo4OPB4Ps2fP5oYbbsBisXDrrbeelPM41TGTxQYA0YSsSEQU\na0tO7l/VyOMtAtHdwJYtFpYutZOSomMY7HEWi0zfvSNv+soW9vkkNm4U5SBEotjh+TK6u8XuorFR\nYeXK//DJJ9tJS5vCa689T2npGtrb7+SMM+6io2Mdfv8yFMXP9OmXMHJkDZ99djXTpn2D8vKfcOut\n9zNjxhU88cSvqKtzcN5532bSJJVp03pCc6LiurdZ6FC/729C6vsz9u33HBdn0NmpHfIYdXVCgJOS\ndIqKIrFrfrD37Tse6ajOae/fRZMd0arTbofkZB2bzSAhQScx0cBikamvlwgGs/D5REP6yy67kTPO\nCPO73/2OkSNH8uyzz/KnP/0Jj8fDDTfcwHnnndf7wE2OG6YInAD6qgTa3R3PP/6xjb///VFsNieF\nhTOYP38eixffT2url3A4zB/+8AeCwSCPPPIIqqpy3nnnMXv27Njnn6jIPxG/Djt2WPeYTAzGj1cZ\nPrz3OjYHqxu0dzmI7GydMWN6zwaORMSE39Eh4fPJ+HxyLMls9OgrGTbsSrxemUBAmJy+9rWf4vMF\nkWVITb0Iu/0i8vNVZFlEMD36aCkul86sWaE9gpnKc889Fus+lpMTOSaNdPqL263j9/edGR0MQl2d\nndxcjUmTImRknLyktl27NJYvX86SJZuZPXsKGzc+TWXlWt59904uv/znvPvux2zatIVAoJX5828H\n4J///DWLF7eQnp7OuHHjOP/883nwwQdxu91Mnjz5pJ3LqYwpAieI3iqB6jqUlVkoLV3LBRfcyCg1\nnucX/ZJm6zBuPGceGflW7nr+eZqamnjvvffQNA1Zlg9oJXcizEHRipbd3RLp6Ro+n0xamsgbOBjR\nncDeDtFQCNavFyKSmqozbpxYeWua6B4mJnuJ9na51+QuRRHn29UFkYi8py+CCAG1Wq20tOhYrXDm\nmRHsdpEAZrOJxjnbt1vo7hYT6d7F4VpbB1a9oL7Yvt2KqopM65MpALBvNnvUsRrNZtc0SEj4HpmZ\nNoJBieHDIwwfrjF79s/2uU/PO+88c/V/kjFF4ATRWyXQQEDG54Oiogt55pkfobaHOSdzPlUlIYId\ntXyy8RnCWjcjhg6l8tNPmfO1rzF95kz++5FHePq552Kf3bMTOPZbgtZWUds+2oYyIcFgypQQJSUi\nCqixUSYzs/fJKJr0FN0JRMtBdHVJ2GwGaWk6paUWfD6ZQECKdTuLoijieAkJOhaLQSAg094uQk8d\nDoiL08nM1MjK0qitteD3i0idsWNVcnMPXNFXVsp7MqHlPfWExGTV3i4PyFIR+9PUJNPYKGOxwOjR\nR9+v+XiiKFBQEKGmRsYwJM49NxyLXDIZWJgicII4WCVQgH//+2l+/OM/0/rPJt7adD857qkkGEP5\nVsGP+ceOf/Hc8k4svnhCG1oINy+Fsp3EPfssemYmWkYGocRspO58JOexa0zb2SmSvZqaok5fGDEi\ngsejI0kwfLhGSYmIFMrICPe6C4magzRN2LG/+MIWqxg6fLiINIoiSaKVY9SenJAgVveNjTJ1dRba\n2noO4HaL/sfZ2SJbduNGGz6fREICnHZa5KCTudNp0Na2b5ex9nYZTRMRTQM5aE1VobRUXK+CghPX\ng/hoCAaFsEcLEpoMTEwROEH0Vgn00UfvYdasX1BUdAFv/O1u4prbKMrIweNu4sMtL0EwTHswzIXD\nvk6S3cPzm97mxS1WitJnsXybh4Rd3STYd2KVS7E05uJMBGdTAC0jAz0rCy0jAyMh4YjsROEwlJdb\nqKlR0HVhysnPV8nL29fp6/GIFpSBgNgNZGXpsfdH7fhbtojCc16vMPF0dAjb/ciREdxug8REg8RE\nnYQEnYQEI/b5Pp9Eba0ol9yzm4CsLI2cHC3W91g4l20EgyKhbPp0DcM4+Go+WqRubzPTQCsdfTCi\n+RdJSUavu5yBSFRse4vuMhk49Ctj+HhSV1d3sofQb/qTcOL3y2zZYhXJPZqGJdDBiJQ2RhmlKPX1\nSM0tBIJWfGEnvpBD/IQdsdaAAEHNwtbmbOJtIc4dsosEezeJtiAJ9iD2eIsQhcxMtD07ByMp6QBh\n0HXwehPYsiVEJCL++1DNS6qqFNatEyGeI0dqscYtUSoqRDhpfLyoMpqQoHPWWWE8Hu2AVXckAg0N\nCrW1SizfAEQxN49HNJjZW4QaG8V10zQRlVJUFCE1te/rX18vQlKzsnQmThTqsmqVDb9f4vTTD76D\nOFEc7P7p6JBYs0ZcsDPPDB+07MXJpLexV1crbNtmITdXO6pS4CeCwZ4str+f8EgwdwInGbdbZ9q0\nEG1tYtWbkOAmLi6OELniBaqK0tJCWlMTGY2NKE1NSE3VdAUVOkJCGBo63ciSQUSTaep009TZkz1o\nU1QSKoIk2itJtJeSYOvGEa+gpafHhKGWHMqaU5FkmUiEXtsYGoboAObzib7DPp+M3y9RWanEEqOi\nTeDdbmHSMQwRt5+SAomJOlOmhA+oGtraKgqjNTYqsdo6NpsoWpeTo/XaSjEazQNCqMaOVQ+r1PT+\n1URDIeGMVhRIShqYOwHDgG3bhNAOG6YNSAE4GOZOYHBgisAAQFEgLe0gW3yLBT0rC33vshyahuz1\nktLURHpjI9lVbXQb9ViNMOPS6vGFnXTs2TWENQvekBuvzYMatmLt6kap85NQ0Q0009QVQtWqsTkk\nkoYkUlQQIdmeRKA1i/qOVHwBSyxiZ/8CaJIkdgCNjTIOhxFbpUY3GaWloqxBerrKhAk9ZaNDIdFM\nvq5OobOzZ9WfmqqTk6ORkaH3OqnrOpSUiE5kkiRs4/n5h28aiZqDopNTNCooObn34w0EKivFzsjp\nNBg+fGCvpvfHFIHBgSkCgxFFQc/IQM/IQB0/nldfepPGITbOnXguyUPK+dOTT/LeqlV8dvXVRORk\nXimN8Na/lyITxwTPbM4YN5GfvPvfpDlGkWDPZLpnPrva38W7dju+sJ85I77FiKRc7HYDPTEBPTEJ\nkpOJz3Ljzo0nMUUiIUHH7RZmnhUrRMRPICCRkCC+8I2NMuXlwn4zfnyE9HSdlhaZ2lqF5mY5Fgnk\ncIDHI5rH9zVZhMOwaZONtjZRLG38+COPkbfZhG8hEhGfN9D9Ad3dErt2ia9oYaF61H0VTjSmCAwO\nTBH4irD6i79TXrGC9ROSue2ZZ6i99VY6b7qJ6m0Kn35+J9dc+j+4QxYeef9hnNLp2OzxqIaG25qC\nJBkMT/o2I1MU6v1lLK38AlU/jQR7kMygj+zOWjw+H6nNncSVRTAy0vdxPo8YlsmGTS6WL7czdKiO\n1WrQ0SHv6XksirF99pktVlhOkkSce06ORmqqfki/dWenxPr1Vrq7JRwOg0mTIjGxOVJcLgOfL9r7\nYOC1ktybbdssaJpIqBuoQtUXpggMDkwR+IowYcJMLrpoHn/+8zWx0NNwRKKmI4FZ376Vd/71NLW1\nabSoCWyxTWH2+e8z1FbLm0tv42sJ40mzgMOqs7r2Fb437lISHbVENAWLrNMedPGPHRtw29ycnj2e\nxJogr5a8zLKqTXx0xQ+xphaw5lOZ/+x+nfikeDLyLmbUqO+yatW9dHW18P77Qa6//im2bfs3O3d+\njKp2YLFIPPXUU4c8L69XprjYSiTCnlaT4aMKj3Q6hQh4vSL7WJRwHniTVH29TEuLiKYaNWpg5wT0\nRiQifkQRvpM9GpO+MEXgK4BhiJwDSdo3D0FVRZx2ZuZwxoz5Iz5fN17v/5CcoeDKiiMubzgJFflY\nLjodzeLkhdfu4IKZ15NgS4P2duSuCIGwna6IjebueD6vKWZZdTVuWyLnDfkfNjc9ztvVZ9BQmsPm\nynfItFyFrMxky5afk5R0FWef/QAWi86uXbeTl1fDRRfNAmbxwgsvMGrUqEOeV3W1QmmpBcOArCyR\nXXysWk3W1UVNQQMv3DISgbIyUXBp1KiDR2cNZKK7ADM/YOBjisBXAMOALVuW0tS0ZZ88hN/85h5m\nzvwF27c3snTp3wgE/Mybdzt5eU189NEvKC+3MWRIMkWT0nnyyXvwBuv5rPE/tI0/j2nnfxMpECSu\nuR1Xq49U3cI5iWM4O2Maj655Frf1IiSgW3JT2+wgwT6Tz2rugpbnGVlwJ1lZOprWxObNvyIpyc+Y\nMZmx8S5fvpzrrruuz/PZvt1CVZWY8YcP1xg58tg4RaPO4cZGBbfbGJCmoB07LIRCwmF9MmsZHQ1R\n059pChr4mCLwFeBb35qPx/M9kpMNpk4Vdf6jNVy8XoXGxhzOPvsMVFU4YUeP1rjiikf3MquoPPHE\nPfvFSkcABUgFUml8fSi6LjHt/HNJv+UVLrjKxX+eDnNxYRkZlk6eX/0qkzIeIZQ2lZb27yNJ55Kb\nm8aMGY+wadPjsT63a9asifWa6A1VheJiKy0tMrIMhYWRWGnqY4GmSbS1yTQ0WBg+XCUxcWCJQFub\nRE2NsufcB1c00N6Y/oDBgykCXykO/MIlJGgMGWIgyyogMWSIzuTJoSM2McgyfP75MnbsKOH0r53F\nG1Xr2NxezxP1X/CNy37G8OBc1m16FEcwjZyc0wgGw7z11p0kJxskJrZxzTXXAPDGG29w++2393qM\n7m7RKCUQkLDbYeLEA/MKDsX+FVufffZZampqiEQi3HLL73n77S9YvPglNC2Bs86aR27u6TQ0/JPP\nP1+G1WrljjvuYPHixfzzn/8kJyeHa665hjFjxhzZxeonui5yAkCU5o6LG7wTqCkCgwdTBL4C9JXz\n3dCgoGkG+fkqwaAUa394pOxdMTLKggULiETgiy9szLw0n1FT5qCqUFioYbGAw/Ewbjd84xtBnE5h\n1vj973/f6+e3tUkUF9sIhSA+3mDy5Ei/J5BoxdbU1FRKS0t54okn+H//70WWLFnLpk3vUVS0kFAo\ni40bv8esWf+PF174K6edNo74+HjsdjuKouB0OtF1nfT09H6NoT/s2iXCbOPijMPurzBQMUVg8DBA\nU2RMjoye0Mv9qa0VdvVhw4RpIWqrPVaUllrp6pLIydGYOTPExIkiMaywMExGhij1UFpqoaTEckCV\n0Ch1dTLr1gkBSEvTmTYtfFSTx4wZM7jnnntYtmwZycnJACQnD6G+vo7x429k1arfsXXrg3R2Bmlu\n9uL3d/LLX/6ShIQEVqxYwdy5c3nuuef44Q9/eFgRTMeCzk6JXbvE13Hs2MiATV47XEwRGDyYO4Gv\nAAfrJ+DzSfh8EjYb5OTo7NghbO6qyiGbnh8O9fUy9fVyLHlr925R+kHXRQer7Gwdh0MjEhF27s5O\niaKiyD4hgzt3WmJJZUOHaowerR51X4RoiGxCQgJtbW0Eg7BtWy0dHZPx+UYzefLjGIaPior/paYm\nHZcrG79fIjExkc7OzliEVWpqKoFA4OgGc5hs2yaioHJyNFJSBv/EaYrA4MEUga8Q+0+eNTVics3O\n1pBlsNsNVFUiGJR6rclzJHR3i10AwOjRKi5XT7kIw+hpKJOdrZORoe3J9hXlpKOmni1brDQ2ilr+\nY8aoDBlybEwg0YqtEyZMweezcdNND6CqYaZM+W82bVpPXd2LOJ0+Lr745yiKhVGjpnPLLfcjSQEe\neWQhr776Kps3b6atrY2f/exnx2RMfVFbK9PaKpOUJEJCBzuhkCgfHs3QNhnYmH+irwC9+QQ0TfgD\ngFjpYYfDoLNTIhQ6OhEQIakigSua+QvsJwI9rSUTEw2mTQuxaZONjg6Jzz+37clpEP2HJ06MHLOM\n2Pnz5zNnzhVUVCjU14veBWeeKSajzs4IKSkTSEh4hLg4HZcL8vNDdHZeS02N2MWsWwcTJlzDt76l\nHrVQHg7Rdp0AY8fqvfZjHmyYu4DBhSkCXwF6Mwc1NMioqijFHI0ysdvF49H6BXbvVmhrk3E4hP06\nyt4isHcfABA1gk4/PcyaNVZWr7YTiQg/xTe+ETpmUTA+H2zeLHYXhiHG4/FopKXpbN1qxWYzmDUr\nRFKSgaZJxMf39EjIz1fZvVv0UWhokGlstJGZqTNixPGN0ikrsxAOC1+Ix2MwiKsZxzATxQYXpgh8\nBehNBGprxZ/W4+kxL0S/lN3d/T+Wz9dT1GzcuH3t+1FnpmGIeHzYt8m81ytaO6aliR7FcXEGFRUK\nhYWHVwr6YLS3S1RUWOjsVOjqEvkFublarMn8F1/Y0DTx3MEastjtwqyVl3egGGRl6QwffuzFwOuV\nqatTUBT67NU82DATxQYXpgh8BdhfBAIBifZ2CauVWMcv6GmuHgr1byegacIMpOvCibu/Cae3nUDU\nvFFRobBzp3B+Tp4cIS1Np6TESl2dmLiLisJHHLra2iom/2g10Ph4yMvTyMsT7Rd1Hb78UhSuS07W\nGTPm0BOtwyH8E/n5KhUVFmprFerrZRoajq0YaJpwBoNotflVmjBNc9Dgot8iUFxczFtvvQUIO+z4\n8eMP+lqv18uTTz6JpmmMGDGCH/zgB/09rEkfRCfhaFhoVta+LSGP1hy0Y4eFQED4EwoKeptQRWlp\nn0+mttZCZ6dEe7tKY6MlNqaCAjUWAx8XF2bjRivt7RJffGE77OqgLS0yFRU9fYctFiFK48ZphEI9\n4yopsdDeLiqPFhUdWdilMHWpMTPR3mKQna0xfLgWK0HRHyoqLHR1SbjdxhH1RBgMmCIwuOiXCOi6\nzptvvsndd98NwMKFCxk3btw+xcv25uWXX+Y73/kOo0eP7v9ITQ7K3o5hXYf6ejHh7l93JmoO6s9O\noKVFpqpKYeXK15kyJQFFmQXAb37zG5YsWcKHH36ILMezdetWlix5BIgjO/tr1Nd/h40bH2DLlnd5\n++0Pyc930NDQwMKFC5FlmblzryA5eQZtbTJr19oYNy6yz+5lb5qa5FjLShDRJ0OHiqgiq1X8OxQS\nr62sFE1rLBax8+hvJUuns0cMKiossWY49fVKv8UgEJDYvVs0xhk7NnLUIbEDDVMEBhf9EoGGhgay\ns7Ox7flmZWZmxp7bH13XaWxsNAXgOLK3OaixUSYcFmWX919V93cnEA7D1q3CrpORofHRR4vZuHEF\naWlp/OIXv6CxsXHP6yS+/PJLzjnnx9hs01i8+MeMHv1dJk++B4ejlsxMcfzXX3+dm2++mVGjRnHL\nLbfwxz+exbZtYrVdXGwlEFAZOVKLnVtDg5j8AwFpz3lAXp5Kbq7Wawii1ytTVtbjtzgWpaKdTlHL\nZ9iw3sVgxAjtsCe9kpIek1pS0ldrojSMnvvLdAwPDvolAoFAAJfLxYsvvgiAy+XC7/f3KgI+n49w\nOMzDDz9Md3c3F198MdOmTTuqQZvsS48IGLHcgN6qT1qtwnSiqsJmf7jhiCUl1lhVy7Q0nRkzZnD5\n5ZezYMGCWGIWQCAgk59/Ef/4xzWEwxaysu6kq0umsDDE1q09wlNfX4/H44ntHGUZxo1TcbsNtm+3\nUF5uwe+XSU3VqKqyxHoCOxyinILHox20pHRXl0RxsejJO3y4SmbmsS0Q1yMGGuXlyj5i4PGInUFf\nYlBdrewxUXHMKqMOJIJBsRt1OBh0ndBOVfolAvHx8XR1dXHddddhGAYvvPACCQkJB32ty+Xitttu\nQ9d17r77biZNmhTbReyP2+3u9fnBgM1mOynjj4uTcLlkZNkgFJJwu6GgoPdVckqKQiAAVquN/Yfa\n2/irqyUCAZmEBJg+XaO+3oEkSbjd7tjrrVYrcXFxOBwOVqx4hnPPfZ2uriGsWfNdUlLOp6rKSjis\nYLXG4XbHkZ+fT0dHB1lZWVgsltgxx42DtDSJjz9WWLVKxmIxGDlSJy0Nhg/Xyckx+rTry7KN7dsT\nsVohN9dg8uTjVyHU7YaMDOjqgl27ZGpqJNraYP16yMkR44464qMEg8Jf43LBlCk6ycn7fgdO1v1z\nLIiOPRwGl0shORncbnF+ey8UDmYyPtkM5mt/tPRLBLKysqivr4/9u6Ghgay9G6HvfQCLhdTUVNrb\n20lJScFyiBRC/yAOlN63FPOJIxBQ6Oqy4PeL1VdOjkZ3d++rTE2z0tUl09ISAfadJPcff1eXxPr1\nNlQVJkyIoKo6wWCQ5cuXs379esaNG8ejjz7K6tWruemm2zj99DvJzb2QL774PxwONyNHTiY+Psjy\n5U9SWvoFP/jB//GTn9zOpZf+Fw8//BAWi4X58+fj9/vRNJHhXFkp7o9w2IKqSnR0qEyeLGL7OzsP\nfg0MA8rKEmluDuJ2GwwbFj5hMff5+ZCRIVFeLnYEZWWwc6fIURg2TI2JwaZNVnw+mYwMHZcrcsD4\nTtb9cyyIjr25Waary0pSkobfr9LSolBVpdDRIZzgQ4dqZGQMPEf4YL72cHSLZ8kw+qpBeXA2bdoU\niw6aN28eEydOBGDVqlXY7fZ9asa3tLTw/PPP09XVxfTp0/nGN75x0M+tq6vrz3AGBCfrRqqrU9i2\nzUJjoxwrwHYwW/PWrcL2Pm6ceoDJaO/xGwasWSMyfD0ejfHjexcVUZfHSnOzaIcYiUjYbAbV1aI1\n4vTpKkOGqDQ1yTQ3i2W81Sps+kOHahiGMJFUVYmkKYCEBIMhQ1QaGhS8XhH3P3ZshJycg6/sd+yw\n0NgYj6p2c8YZR1eA7mjo6uoRA8MQpi6PR8Pt1tm2zYrFAtOnhw7YJcDgnIiipbsvu+wy/H4/P//5\nw3z88T/5618/JivLydIP63nz1bvA6eLc865i7NhzeO+9n+JyGTidTu69915WrVrFK6+8QlxcHHPn\nzuWMM8444ecxGK/93ng8nn6/t98hokVFRRQVFR3w/PTp0w94Li0tjTvuuKO/hzLpA69XoaTEytq1\nFhRFIisr0qezMeocPlTC2K5dYvXmdBqMHt27ANTVyWzfLspH2Gwivr6lRax009IU7HZRLkKWxe6k\nvV0kmnm9MqWlFr74wo4sGyQm6siyyG4eNkwlLU1M9h6PHuswtnWrlc5OjYKCAwvM1dfLVFQIM8vE\niSdPAEB0Lhs/XvgMoqUrqqoUSkvtuN0G557buwAMZt59912+/PJLEhISuHr+bVRuqyRh61oaP7Gw\n8h8vcUHauWRfcCl/ef9ucnPH0dGh8cc/PswzzzzD2rVref/997nrrrtIT0/npptuOikicCpjJosN\ncPZvkhILyXz/fYKtMsUrNSpK6/nLa9fy9Zlvkps7gltuuYO4uJ6V1t4hmbNmfReHY0afEULRDFxJ\nEtE1+zuQQyGx+m9qEiv79HSdsWMjeL0KLS0iOskwDGy2fW34SUkG48ZF2LzZyrp1Nnw+MYaUFIkz\nz9vj4qIAACAASURBVAwfkDkcLSwXH29QWmph925RiXTChEjM39HRIVFSIgZYWKgPmAqccXE9YvDp\np3bCYYnubomqKguaJjFsmLpXZ7dBTCTC18eO5drTT+fKe+7h7LJMtAYv7Zvq2dxcQFlrGE/cKFy7\nhS0vPj6ZjIwx3HPPvfh8HXg8Hq699loef/xxEhMTCQaDJ/mETj1MERiohMPIfj9yczP/ePddvli0\niHS7nQemT8frduN4+hl2hk6ju0rmg41vkpF4CeGwgdXqja20nn1WrLRWrFgRC8lcsOAW5s2bcdBc\nAVUV9XcMA4YNO7CscUODTGmplXBYmHVGjdrbTCNeq+2xMilKz3u7u2H3bhFaqWkicsdqFTV8dF2Y\ntNraZIYPV/F49H1W+7m5Gi6XTnGxjeZmmTVrRGKZohhs2tRTEiIvb+DV3tE0sfsaO1ZkSQcCMtXV\nCrW1Sqy0xaASg1AIpbYWS00NSlUVtk8+pVu1saspmbZ2hZU1w/GFHNS2uvj/7J15fJxluf6/7zL7\nknWyJ23TNGmb7qUtBWSzUEWBA7LpOZ6jKIt41AN6PAc8gIKKyxHxJygoHIuiKIKssgl0oxS6702b\nptmbPZNMZp93+f3xZCZJm7Zpmpa25Pp88pkyzPK+M+/c9/Pc93Vfl2y34LH6SBgHsPQOjINfe+2t\nLFwY56c//SlTpkxh0qRJ/OhHP6Kvr4+77rrrQzy5jybGk8AYIRaTkKQRrkIFmVoE+UAAqbcXua9P\n3AYCyH19GKEoEc1CfOcu5ptZXOpbwLfe+RPnqBfQ2uNkVct09vUVsHbvqxS4l9AXre6vr+dgs03j\n29/+LvF4DwUFBUMomcmV9uF2AlVVKpGIhNdrMnnyQBkoHher/7Y28QLZ2QbTpyeGBLDkaycVRBVF\n1MiTZRHDEKv73FyDSZO01BxDW5tMTY2YA9i500JdnXjvwUNjmZkmixbFU/aT779vxTBMDIMRS0Kc\nbJimoNeaJlRU6JSXawSDEvv3q7S2iuG7wcnglCSnDA76jY2YLe30Rh10R5x0R13s7Mxna/suVjb+\ngyLPFNYceImW0C5ervotN190Lc6Zs3l6zzPsrHJxwadvQZLg1Vcf4PnnO/H5fEyfPp2tW7fy9NNP\nEwwGuf322z/sM/7IYTwJjACHLcm8+SaS5KCmxkJVVTs/+MG5fOc7f+Ciiybzy5/dSai3l77ubv7f\nV77C1m3b+P0bb+CWZW4oL2eRL59wwkJIsxDWrEQ1CxHNQiThIqKlE9fFV1Pb0wZI1PiziWpW/FEn\nuiGhxTWy0hJ0RnZjVaoJhPfj6I6jaT9m4cJ/p7RU47nnHsAwpuJ219HQcIBp06akuNvD7QRaW6WU\noNnMmQMyC21tYvUfi4k5g4qKQ5vKMCBboWkiydTVifr/YEXPSZP0Q7R3cnMNcnLitLTI7N8v5Ca2\nbRtIBj6fSAYOh8nChfH+cpIFv1+mrEznwgtjp6QTV0ODQiAg+irJhOp2m8yalaC0dCAZ1NcrNDUp\nVFTI+HyMyv5zzBCLoRw4gNLYiNrYiNnaQW/ERnfERXfUhT9agWkOXDsXlJzDFWXzyPUmUMww29vz\ncfku4LwLdfTiYgqdpRS1fZ5AQMiNTJigccklQz0aDtdfHMfJwXgSGCGSvrWDp2RN02TPHivt7RKv\nvPxLFhcsIPrmB+x9v4bWLVt45KLLeKj5A9Y9vZq/7tnC9VM/jUPJ5LvLl3HHgouO+H6SZOJQE7it\nMTa37aY3vpfzijLY0fkMzX1VvL3/UW657PNkem/BsNp5dvtzzL/08/h8GsuX/5C1a7ux2324XLOo\nqMjhe9+7H4dD4aqr/gXDOHRgLBqFHTtEJC0vFyJp8Tjs2WOhpUXcn5lpUFmZOGxjU5LEyr+9XaGn\nRyYz08DrFU3hSZOOPEQlkoRBfn6cAwcUampEAN282UJ6uklZmUZmpoGqipW/xSKeI8smNTXqKbcT\niERIqa1Om6YdMjiVTAaTJolk0NYmU1cnsWePjeJiIYJ3UpJBPI7S3CyCflMTtLbTE7bRHXXSHXHT\nE52CYQ5u1Jh4bVEy7SGyHCEy7GHknAysU6ZQZykg0TYJKd9C7CyhIOgDfEVxDINTMlGPYzwJjBjD\nTcn29cl0dEisXv0nzlpwJev/8if2Y6e7MxdDmc7lf30JVVY5K2825xUW8Nstb+KyuIhpCRTZwKEm\nsKsJnGocu5rAoSZwWMStzWpgejyce85ZmGkfx/B6MbxeTK+X27xeTI8HFAV3l0J9vcJnFp+F2y2o\nlZ/+9B2ACOwdHRrt7TncdNMjqcniqioVWZaGrMx37hQsn+xsg+JinY4OOTUprKpC+O1Izl9+v8SO\nHSp79wovYVUVwf/cc4+NDSNJ4nn5+TpNTQq1tUIEbsMGC5mZBpmZBjU1Kvn5OnPnxmlvV2hsFA3j\n884b9dc75qiqsqBpQsU1yXYaDh6PELfr65NobbVTWyv8GhobFYqLRZlotLpHwyIeH7LSHxr0XUcM\n+pmOMJn2EHJOBnpREXpxMbGiIkyXC8XjIbg7jNmj4nAcep2c6glglEz5MwLjSWCESF4kgyceYzFR\n962t3UxT0052d22mOxjk3KJc/KFOHrjwVt5tep/GwBqWlk7hk5MvRDOD3LOqlkvKqjHS0jA9Hgyv\nDzMtDcPjwUxLQ/N6SbhcI/rlZGXpZGXpqZLLYNjtUFysU1ysk0hAR4dMR4dCbS309opkcOCACKCB\ngExJiWj07tgh7gex6p4x4/BSx11dMvv3i6Zub6/oOWRmmhQUaEyZoo+aDinLQlunsFCnoUGhrk6l\npUVm5UobLpfJ4sXC1L6nR1hXdnfLvPeeQkWFdEJNYEaC1lYxE2GxQEVF4uhPQCSDggKD3Nw4+/er\ntLfL1NWJMlFyZzCqZDA46Dc1QUsbvWErXVHX8EEfDg36vnT04uIhQX84nI7CcZ2dSr/gooLDoVJY\nOHINqDMFox4WO1E4FYfFnnnmGVatWoXP5yMnJwdFUXjqqadYsOBszj33TtxuMS394sPf5CxnBaUZ\nuTxT/wRZdp32WIwHbryRlnicp1auJJBIcMftt1NaWXlo1D5J2L5dparKQmamTjwusWOHaF4WFal0\ndydwOk0yMw3mzk0wYcLwq/+ODjm1SgdRVnK7dTo6FDRNyDeXlWmUlo7NdGgkAi+/bKehQcXjMZg0\nSSc316CsTEOWBUtI05wkEhFmzkwccfV9IpFIwNq1NqJRhh3IOxIGDywlzXuSA3aqypBkYJrg9yvE\nYuB0QlqanjqAISv9/qDfHXXRFXHRE3UcEvQ91ihZDhH0M+xhFF9aaqWvFxcfNugffOxr1kRpbZWZ\nOTNBfv6H8/kfjIP7eY8++ihNTU0kEgm+8Y2f8dxz77N8+ZO43eksXHgVc+Ysxu9/mfffX4nFYuHO\nO++kurqaX/ziFzgcDj72sY9x7bXXfshndSiOZ1hsPAkcJ/bvV9m3T6yanfE40XCYtCIncxcYqJZT\nUyelqkplzx4LBQU6ug6NjTLd3Qq6bicYFHaPJSUabjf4fDo5OQZZWWKgq61NBP++vgFFz6Scc2+v\nzMaNlpTnwNSpYir4eGGasHmzhc5OGbvdxOczUlRTSYL8fJ2JE3VaWrzU1kaRJNHXOFwCO5HYtUu4\nkmVkmCxYED+m5w5OAsngtWDBJezfr/Loow+wYcNLfP/7y5k82cb69Vt59tlfkZlRwD8v+RoFtk5W\nv/0gzfV1hOLwrUXXsqdb41cb/44kyVxYci6V2VPF+1ijZDrCqZq+mu1F6w/4elERptt9zOft8Xh4\n660Yvb0SCxbEycg4NcLKM888w+rVq/H5fGRlZVFVVcUvf/lLfve7ZRjGbFatepHLLvs6eXkl/Oxn\n/8xtt/0fjz56HQsXVuJ2u/n617/Ok08+yfTp05k7dy633347v/zlLz/s0zoEH8rE8DgEkk5TbW0K\nqurF6VQoKNA+tARwJCaTw+HghRfW8cQTTxGPe5gy5XqKi8/huecuYsqUWRQUTOLf/u1W1q9/jeee\nW0Eg0AtI3HLLbwgEZMJhCZvNxOs1cLuFL29h4YCiZ5IiOzAnMDbntG+fSmenjNUKCxYkcDjMlKRz\nc7NQ8WxtVZgyBYqKNJqaVPbsEYnqeK0rjwV+v0RTk4Isw/TpIysDHQmDyQg/+cl/8rWvtaBpJps3\nW2lpWcQF5+ey88U7ib2znk1RlbcauvjGzK/w2v6VvFzdy87OPVw55TKmZWXyi41P8PkZroGgX1SE\nXjyPeHExsVEE/eFwqtpKJvt51113HVOnikTo8xWzefMBliy5iaeffpDs7Czi8Sh9fZ0EgyHuuusu\nli1bxpo1a7jkkku45ZZbUFX1jKSwjieBMUBurk5uro7bbSUY/PBZKsMxmQB6e2Wef/5V/umfvkdd\nXQGvvPJFFi06H1l2oaoJFi3KZcYMjRkzLuGLX7yERx55AlWdSmOjSnd30sjFxDQhO1ucZzw+YFuZ\nrG4Jf2FzyLDYaJGUhJDloZIQA85fOjU1oq7b2CgRi6m43SaBgKC7RiIys2Ydu3XlscIwxBwFiOQ4\nFn2JwWSEr3xF7MbmzUvwyiuiF1Nfb6W5J48VDVPAbEHTc5CsFoo9HmSpEVlq5DMVJWQUSPxfkx3v\ntR8jXlRE7AQMJOi66JEpCqfc8Fuy2OH1evH7/QC0tDTi883B4SjjnHMeQlFi+P1fxeXKIDtblHfT\n09MJhUI8+uijPPbYYxQUFHDLLbdw/vnnf2jnciIwngTGEKeKTO7h9P67umSWLLmJv//9f2ltzSYS\niZKRYfDVr77I0qVx7r//NpYs+RgeTzrNzQqvvbaar3/9NkBj8uQBkxq/X6anR/xVVamkpZn4fHpK\nlyjpL3wUwdijYrAkREWFNqwkhMMxIM/Q2mqnpkY4d2maRF+fhKYZqQnjsTCXORzq6hSCQdGUHqs+\nSPK7M02JlhYZv1/Ma3R2CmG9UEgiIVlJGApWKZNgLIAsm/RKAWbPmoq/x0bdpy5BnTMHY/NmtGnT\nxuS4hkM4LG5PRSOZlStXsmvXLubNm4eqqtxzzz0kEgm++MWb+N3vtrJ58x+wWkNcc803sVotfOxj\ni7jnnnsIh8P88Ic/xG63c//99+PxeJg7d+6HfTpjjvEkcAZiOCZT8r7c3FJuvPF/Wbkyyssvfwuv\n10gZr6SlZVBdrREO29i+/X0mTjyrX5ZZmLMkXy6REHaTHR1CK6i3V6K3V5i/1NcLNVC320SWRx8Q\nolGGSEIciZ4KQqtnzhwxdFZTI9g1aWkmDQ0qTqdBNCo0h0Cit1d4FeTlGbhcx9/AFFPRAzMBx1t+\n0nVh0LNixUrefnsPbvd8fvazJ9i2bQM///k9zJv3P0hSkEDgATR5J4pNoWLa54n65/PrtjVoFhuz\nz7qN4p5W7vnJfTidf+Kqq/6FSIQTJl53qjKDrrvuOq677rph/19Dg8H8+bOZMGEOlZUWLJYokyfr\nLFnyxSGPO//888+41f9gjDeGxxCnghzt4ZhMZ599Njff/G3eeaedVav+SGdnkJyc/8Hl8tHY+E2K\niixYLLlcfvl/A/DUU1/nv/7rP6mszDni++k6dHfLtLfLNDSobN8uGC0+n8GsWRolJSKBZGQYIw6O\nhgEbNljp6ZHIyDCYP39kJvEvvfQSTqeTJUuW0Nsrce+9P2HVqpf58pdXoesutmz5A11dGzBNP5df\nfgelpTNYseJ+li9/OdUz2bFjxzEzQTZssNDdLR9Rcvto6OuTiEY9NDRE6OmRU32VJEIhiXBYwu02\nSE+X+o2BBn66mZkmM2fG0TQJv1+mu1v8xQ/qTSeZX8m/sZpB6OrysnFjjOJinWnTPvyS6NGgabBm\njY1YTEzHFxY60bTgKT/PcDiMN4bHkcJwK5+bb7459W9VzWPSpLnoOqxfb6WhQeHii39DerpGebkN\nmy1EaanOpZf+dETvpyhCRdTnE0NmkQgkEhasVojHhd1lU5OCxSIG0XJydLKyjCOWinbtEtRTh0MM\nUh3LD3NwP+Shh/6T2247wMyZCerqTCyWGykquhGHYxObN79KSckMPvGJuwkEBgySNm7cyM0335xi\nghwtCRw4IIKt1SoYSSNFLCbKc93dMl1dSaqnTDgsTtbrNcnKMojHob1dweUycbuFKcvkyRqmKTju\nkYhgYmVliQa9zWbicukUFYks0tc3kBT8ftHcD4eVlA2pxyOSQkaGkZrEHg1O1Z3A4VBXp/Rbpprk\n5xu4XNIpJz54sjCeBD5iEEJlBnv2WCgtFdPCDQ0yTqcwpJk6dfSsFkWhPyAZlJZqzJ0bp7dXlI36\n+kRdu6VFRlGEBEVOjoHPpw9ZjdbXC7aPqsKcOYljXqke3A+x2eCsszRkWaeuTmfnTonq6t+wZMld\ntLXJ6LqRErwDWLJkCbfeeuuImCDxOOzdK6JmefmRj1XXoadHpqtL/CUptknY7SaFhSZ2e4KsLINI\nRKKqykJvb1Ju20jJaieRn3/03oPHY+Lx6CkDn0BASu0SenrEcfT1ialzSRLJJ7lLSE83RszwSvYE\nTockEI2ScrCbMuX4WVynO8aTwEcIkYhQ9DxwQCh6ZmWJSeKsLDHZ29lpob5eGTW/frCAHIhVls+n\nU1am92sKiYTQ0yP1Ty/LSJJKerpICIoCe/eKS7KycnSN3OH6Ib299PcB4rS0fIucnH+nr6+ElhaN\njg65v9Ri4nDAY489NmImyN69ov+RlWVQUHBob6GvT0oF/YNLPEkNpKws8edymXg8Nrq6DKqrBfUV\nRHIoLx+qqDpaSBKkpZmkpQm5EMMQzfdkUujtTfZ3lBQjKy3NJCND708Kh/d4Pp12AjU1KrouhAuP\nZMD0UcF4EvgIIBQakHNOykvk5ws5595emZ07VaJRCdOEPXtUVNU8opXj4TBAERW3g1eRTqfJxIli\nqCsWE6WMtraBMkVLi0x1tSgjzZwZx+kc3Y8zyQSZM2cOv/zl47z33ibuuON7XHHFf7N27a/Q9X3A\nYwSDF2KzXcnOnQ+zffsGvva1+7j55m9zzjmXjIgJ0t0tpxRXkzXwaJRUQE2WeAZ/NmlpYpeUmakf\nElBNE+rrJbZutZFICNmMiROFR/FYzVscjKSbW0aGzuTJemq3kiwf9fZK+P0Sfr/K/v3i+0xPN1Ll\no7Q0E0mCSETG7zeRJOmUZAcNRjAoqMOyLPSwxjHeGB5TnAqN4cEIBARrpb1dTvnd5ueLVWAyyJom\nrFljJRyWKCy009wsJm5nz06Qk3NsiSASgZUrbezebWHWrAQf/3jsqM/RNDELsGKFnbY2OSUJASJx\nJEtG6enmUVU2kp9/b6+QXOjsHCq5IMui3LRvn0pvL8ydqzNnTpzWVpnWVrE7AlF6mThRP6z0hK7D\n2rVWgkEJn0/H7Rb1/WDw0BJPcqV/pCas3y9KP7ruJByO9JfltFEnwrGCpsGTTz6LqmZRXr6Uvj6J\n119/hM7ORnQ9wU03/Yxt29byxhvL0LR0Kis/wzXXTOEvf/kONpsFl8vFvffey1/+8hdeeeUVCgsL\n+cIXvpAa2PowsGmTmDwvKdGHKM+ear/dY8V4Y3gcQ5C0h0zqzsgyKeOSgymCkgSTJ2ts324hGpVS\nk7jbtlmYNy9BZubIE4EkkQqkI50RUBTo6FDIzdUpLdUoK9Po6hJlo3BYoq5Ooa5OwWYbkLDIzBye\naeT3w7ZtlkOC/2DxtaIiUVppahKT3dnZQuVz8mSNxkYh+ZBczSf17/PzB94vEJDYtMnKrl1qSrai\nq2vgnA8u8RwJ0aiYhk6K9WVlid7CsSbfEwVVBY/HYPXqv1Ffv5r09CwCgSruvPPXPP30MjZvXsc/\n/vEyM2f+gGCwhHffvYGpU3/P9df/itmz49xxh+jLKIqCw+HAMAx8Pt+Hdj5dXTKdnULYr7R0fBeQ\nxHgSOIPQ3S206bu7B4JgUZFOScmRLQzz8gxqa00iEcjJEeqdDQ0KW7ZYmD8/TlrayFakIglI/buO\nkT2nunpAEmLePCEJkZtrYJpaf+9AlI0iESnFNFLVAaZRdrZBX58470hEIRyWUVVxDiUlhypv2mxQ\nXKzR1CRq9Uk4HILdU1qq0dQkzOGDQYktWyx88IEYAlNVUVrbs0fFNMXj09MPX+I5HAxDGM7s36+i\naSIRTpyoMXOmTjh8aiSAwThYdmHaNI3zzstl/fomzj33Vt5446cYRhaGEaWnR2L9epUtW9ZitU5l\n504LZ599HZ/61LXU1e3ikUce4Z577jnp52Ca4loDxl6e+zTHeBI4A9DZKUTd/P4BRc/i4uGD4HCQ\nJCgr09i7F2prVc49N4amCd/fzZutnHVWfAgr5Uivo+viBzeSncCBA0Iu+WBJiORriXq1Rnm5aLIm\nG8uBgERrq8y+fQrt7WIVnZ5uUFgoVnglJfoRz9vtNrFYRDMzGh0qcyBJ4v/7fAb79glz+2TTU5Yh\nHpfIyNCZOVNj4cL4MQeTri4xZR0KidfMzTUoLxdS3Seq9n+8ME2TcFjCavVSV9fDunVWVqxoQ5Jm\no2lTmDbt/+H1htiz5zZKSnR27VpDa+trXHPNfRw4QGqnE4vl0dgYpqVFJiPDOKnyEi0tMoGA6FmM\nhajhmYTxJHAao71d2DEGAkldnwFFz2Ple+fkGLS1QUsLNDYqVFZqaJoIvJs2WVmwIH5U5ocsj7wc\n1NsrpbR2pk4dXhJiMJJUx8mTdZqb5X4RNeGFoChiJa/rQl5ZVUVwPdzxiiatQWfnQNlnMIsneQ42\nm0llpYaimCl2U1ubQiwm43SaRCISVuvIdjyRiKCTJj2aXS6hspqVdeqt/GMxCAREY7i+XmHdupW8\n9toesrMXoCgWfvWr/yEej3PBBbfywQebqK//PXZ7kOuv/xaK0spzz93I5Zd/gjffvINbb72P5557\njp07txMI+Lnyym+zfbv43l2uATpqRsbYDa4dDF0XZTcQi51TNdl+WBhvDI8hxrq5NJxRjGkK05La\nWjXViLTZYMIEEfyP5wKPRr2sWhXDaoXzzhO+vZs2iWlYp1NIIx9JiE3X4YUXHNTWKlx0UYz584fn\nYEejsG6d0Nw/lglTYWAzdMeTny/6HN3dMuGwi1Aoknq8x2Om+ghJ3SMQAXnLFgvbt1uw2yEvb2Bl\nmGTxZGaKobZkQzoWg7festPSIpOeLpRUQfQAJk7UUz7IB8MwxGBSba3oIagqTJokZK4PLh19GM1J\nXRd9jt5eORX4kzufwbDbReL0eg0SCYmGBnGhNTYqpKcb+Hx2wuEINpuY70hLG/p5mOahg2vaQV+7\n12uSkTGQFI5XeyqJ2lqF6moVr9fk7LOHl/cebwyPAtu2bePZZ58FxJTqjBkzjvh4YeLwDa644go+\n8YlPjPZtPxIIhUSZpKND1LcLCnSKizXa2wV/OxwWP1K73WTSJJ2CguML/kn4fCYZGSZ+v/iRl5bq\nzJmTYONGK729oiF61lnxw+4yRlIO0nWhCRSNigBaUXH0BHBw8E/ueEpK9NT7TJig43Do1NUlaG8X\nmkZiEEqlulowXZLHLcuitt/TI+NwiKA8mMUz3Pnt2WPBYjGZPz/BtGmJVBPZ7xcBTTSRhS1mMrh3\ndMjs2aOmvq/8fIMpUxIfmsqmaQqKZDLY9/YKRtPBy0BVBa/X6J8pEIHfbhcJbe9eNZUAcnIMFi+O\n0dOjoOtWTFOo6Q5HE00Oonm9OhMmiMG1g2cUAgGJQGBgcE0kY5EQjmVwbTDicVK6Tscy0f1RwqiS\ngGEY/PWvf+Xuu+8G4Ac/+AGVlZVHVNH8xz/+QWlp6SmjtPlh4khuR/fd92MeeuhZVq9+kezsIi68\n8Es0NFRy993fxTSDhMMB/v3ff4Fp7uZPf/o1hYUFqe9hLDB5coING6zU16upstLcuXE2bLDS1yex\nebOV+fPjw/4gk+wg0+SwMtK7d6v09o5MEqKzUwT/pHuZ1Tqw4xkuySTLQDk5RoohVVOj0NysDtHQ\nsdmgsFA0dfPzNc4++/CJLXkcra0iIU+dKoL4lCkakyZpNDeLoBUMSuzcqbJvn4rPpxMMiiQDYkdS\nUZE4aslrrBGJJMs6Iuj39R26+k4G52SwT0szcbkOpeOGwxLbtlkIBISFaHn5gGGQy6Xj8Zj09Y08\nyEoSpKebpKfrlJaKwbWeHql/l6DQ2yvR0yPR0yOsH8Xg2oDmUVrakZvwug7xuEx9vTjn7GzjmJhu\nHyWMKgm0traSn5+Ptb+Il5ubm7pvOMRiMbZt28bZZ59NNBod/dGeQUhq3Ax2O1q2bBlvvrmBRELB\nZnMSi5lUVxficqm0tHRw//2PsmrVg+Tn76WychbTpn2H3/3ud2N6XJmZgu0i9OpVysq0fuZOnPXr\nhajbli0W5s49NIAPpogOlyTq6kYmCdHRIYJ/UjJhJOWuSEQEkYYGyxDhtLQ0k/T0BIpiYpoSiYQ4\nTkmCtjaxwvd6xVRudvahuwBdF4kLBJV2MMVWVcUOpKRET5XoqqtV1q0TL5Kba3D22TGmTNFPuJNo\nIjFQx08G/tgwYxpOpzlkhe/xHL0h3dIis3u3BU0Tz581KzGkvDYWSHpTZ2bqwMDgWnKnEAhIqV3X\nk0/+mfT0TC68cAkZGQa///0PeeutV3jzzTex2x1s2NDJT396P4ahUFb2L5x33rk899xd/PnPIXp7\ne/n5z3/O6tWrWb58OYFAAEmS+P3vfz+m53M6YVRJIBgM4nQ6WbZsGQBOp5O+vr7DJoHXXnuNT3zi\nE/T09Iz6QM80DOd2VFhYSE1NK+eccx3nnHMdVVVV/PWvDzFv3g9xOifz/e/fgMulcs01X6WjQ+ZE\n5VPB1RficsXFGjabqAnPn59g/XorXV0y27eLgbCDg9vhkkBnp5yi6M2YMbwkxMGNbptN0PmKig4N\n/pomfA2SDd1QSBoiwOZ0DgxqHSyMFgyKJm9fn0xNjajXx2JSfyASO4nsbB27XUgMRCISaWmHErp2\nUwAAIABJREFUZ5VIkghimgZut0E4LGGxmGRn69TXq0QiMhMmaGMmUWAYor6eLKH09sopttFgWK3J\nso5YOXu9x9Z8TSbAJLsnP99g2rTEmNXqjwRFIfX9gUhyyX6C3W6yZs3f2LHjXbzebC677B527+5g\n61YVq9XKE0/8mU9+8j+Ixyv5y19uprz8XFpbO3jiiYd5+OGHqa2tZenSpSxdupTHH3+c8vLyE39C\npzBG9XW63W7C4TBf/vKXMU2Txx9/HK/XO+xjw+EwVVVV/NM//RMrVqw46mt7ToDr0cmC1Wod0fHb\n7XYkScLj8ZCZmUlfXx8ej4fOzk7KymZht4vlZkFBPhkZIUpL+9i7t43vfOcF3n33GV555V0WLPg0\n7e0eWlps7NqVhtcrtvUej4nbzagkcZPH7/EIL+H2domODjvTpokfoscD558PH3yg0NcH9fUmM2cO\n3WLb7So2m4zbLacCfTAI+/YpOBxQVmYwefLQSNTaKrFvn5xScczIgNJSg+JiE0URjzVN6OmBzk6J\n7m4p5XSWhNcLeXkqaWk2srNNnM7Dn6fHA/n5UFAgsWaNmKYuKDDp7pYIh6GuTvxZLNDYKPX7Bet4\nvYd2xYNB2LlTprs7WSaBK68U5aq6OgvNzUKdcscOsdKdONEkN3f4ZHC46ycYpL+GL0okgQCH1PHd\nbkhLS2oDmaSnH/kzOBoCAdi+XSEYFK89fbr4PmD4hsZIr/3jQWYmTJ4s+hLTp1/CkiWf49ZbP09W\nlh1ZVohGnezY4WL//g683nJU1YGiyEyaZGPv3gq+8IUvYLVa+fa3v43Sv6p47733uP3220/K8Z+q\nGFUSyMvLo6VlQH63tbWVvLy8YR9bVVVFIpHgoYceoqOjA13XmTFjBkVFRcM+/nTu0I+UYRCNRlm1\nahWbNm1i1qxZKcXKRCLB9773WX70o8fYu3cbwaCfq676NoWFFrZujfHii1+lpaWD2277EZ2d2/nz\nn/+XxsY9/PGPv+WCCz6fen1ZFlx3t1uwYtxuse0/Gm108PHn50vU1VmpqoKsrNgQC8mKCtEk3rsX\n4nF9SMMtHHYSi8lEoxH6+oRA3bp1VkIhidxcg7y8BH19IogdbFp/cKO7q2tAgK27W045liWPIz19\ngMUjVrri+HWdEckCKwoYhq3/nGLoOv3CdqKxvGWLaOr6fAbvv6+RkyMG1LxeE02D/ftFk9QwxKq7\nrEx4Lid3RxMnQl4eNDWpNDYqNDVBU5OgRiabyIN3OGIh0Dekjh8IDD3v5Lm7XOaQFb7HM7SOP9LP\nYDg0NSns2SPYTG63KP+43eYRX+9ksmui0SiSJOF0BrBadXy+PlRVo6cnSl2dHcMooKmpnunTy7Ba\ndXp6WmhqauSpp5bx/PPP8/zzz7N06VLWrVvHrFmzUouw0z32jBajpohu3bo1xQ669tprmTVrFgBr\n167FZrMxb968Q56zYsUKYrEYS5cuPezrjlNESTl0tbeLZmRhoWAHDVe7jUSEC1Vfn0QwKMoDSTbK\nwbDbzSFJwes1h3DpDz7+bdsstLbKFBXpTJ8+tOnX1SWzebMFw0g2SUWp5MknnbS1yVx/fYSSEp3N\nm4WMg8djsnBhHFk+lOKaDP65ufoQueWDz2NwiScz81AK4Wg+//fftxIISJx1VnxI47a2VmHDBiuR\nCBQWGkMUQEMhiVBI0GY9HoOiIqHxf6RSS3L4rr5+YPjMYoG0NNFUjURk4nEX3d2RQ55rt5upYC9q\n+eYJKcloGuzaJb5zENfd1Kkj49WfjCAaCond0F//+lfef38lTmcOXm8OsqyyYsWTTJ26mEWL7iIS\nkVmx4l4cDoULL7yWqVPP4+mnv0Z+vpWOjg6+//3vk5ubyze/+U3+8z//k7y8vNM+CRwPRXR8TmAM\ncapcSJom6t59fQPJoa9POsStCpL6MCIx5Oc7kaQ+3G7RLAyFJN57z4okwbnnHjos1toqegOmCdOn\ni9r9737npKND5oYbwkSjckr3Z8GCGL29ouafrF87HCKoWywmPT1CYnrw1WixiBp9ktlxtGG10Xz+\nVVViNV9WpqW8gSMRWLvWhqbB3LkJsrMNurtl9u9X2LLFmqKqulwieZWUiF1CVtbhaYxJeqb4DARv\nPSlbIUniPCdMsCLLEbxeIzWLkKRnnmj09kps324hHJZQVZg2LUF+/sjZNGN97UejotE9uNl9uB1R\nktXk9RrE4zLbtqlDrnWLRfSzkrMdJ+P4TzbGBeTGMQSqOkC/S8I0xQ5j8I4hGBTNZSEXrPSvvq2p\nH5fHY/Ybkcjs3q0wb97Q3UBenoGua+zcqbJ7t/jhaZqEJEk0N4uVviyDz6exebMoCcXjEomEsEmM\nx6WUwxWIMlZ6+oAAm9d7dOXQ40V6ukFDg9JP5xSf1549ggmTlycc0xIJ0bTu6REN3sJC8fmapkiU\nBw4oKVnp7GyheurxGIRCQ4PY4MBUXCzKWMGgYDIlFUOzsowxbSKPBPX1IikZhugrzZqVOKkKppp2\nKLNpONLD0B2RuD10R6Rz1lnQ1CSa5V6vSWGh+D7GMTzGk8BHBMnALpQtB34Q8TipHYNhmLS2moRC\nEsGg+IvFYP9+hZoahRde+AOFhRlcfPES3G6Dxx9/gDfffIXf/OYt6urS+clP3mbr1neIRHp5+WW4\n/vr/5e2370SWLUiSh4sv/gHV1U+xa9cLZGcXcfHFX6KiYuoQFs/JYJ4MRnq6+Cx6ekSDuL1d+CVb\nLMJ1qrlZBMh4XHyGEyaI0k/yOEUSEOWt5mbBgAqHJTRN7LBE3V6wk5xOk/R0o39oaoCeGQoJtdSe\nHhttbTJtbVYyMoSCqc9nnLBEGI/Dzp2WlNpsSYno75xIn90ks2lw0D9YghvE6n1wsD+WHVFamk5a\n2rg+0EgxngQ+4rBak1Q8IRtcWhrHMIaWk6JRiYYGofa5c+fzfPDBmhQ1b+fODjpaDfZ90Et2z0zy\n1AupMZ7Gbq9gwwYfF130KLpu8uab/8akSQk6O2XS0hykp+tcemkaRUXDj/GfLNjtIjl2dyvs3avS\n0SF2Jrm5Otu2WQ+xd3Q6zf7JVrGb6ukZ6F0k+xSmKRONSkiSWOUKiqlBYaGQsDhYYtrlEhpFVqvO\nrl16/ySyhN9vwekUTeSxmgpPwu+XUvLhFotwcjsREtbJOn5yhS8WG0MfI8ukEuPggbVxnByMJ4Fx\nHIKBH6VYTU2cqLFmjY3uboMZMy5g6dJrueu/voSrrRapvYO+1zfTtyub1p4MalqcdMXfwe3+GoGA\n0b+1X01eXjkWi8Sll36GT33qGhobd/HTn/6ar3zlu6iqkJ5WVcHYURRz2PsURZS6jmVlfPB09o9+\n9CP+/ve/8+abb+JwOGhtVdm0qYNf//oyrrzyL2RnV/DssxczefIssrKK+dSnvk5urkFfXxvnn38F\n3/jGH8nPrxjyHooyEMTS0hKkpZmoqjmEaRQOS1RXCwkLl0vIZft8+hCZbptNMIwmTdI4cED4KITD\nErt3q9TUqBQVHV0h9WgwTdH0rqkRctgZGSYzZsQP8ZkYDQbX8Xt6xCJiuDq+2z1Q0klLM3C7RybB\nPY4Tg/EkMI6jwm4XNWwFjWhdFzO2PUt21z7m7n8JZ7wXXTMJJyxEdAsx/QMUeQFut8m0aQlkeQUH\nDrzODTfch65Db69YzsbjPjo6QikdmmOBSApDE4Msm3i9MvG4iiwP3NfZKfP66y/x5ptryc7O5qab\n7qKxsY1AAGIxma1bFdas+SWTJl1Nba1Ce7uFeNxNIKCTk1OAYUi0tSk8/fSvmD//SkzT7GdWHZ6e\nmURBgfAe1nXBpmpvl+nsFMqn+/cr7N+vYLcPmOW43QPnV1ysU1Sk094uJrd7eoRnQn29Sn6+0N85\n1tVyLAbbt1tSfhOlpaK0NZpyUyIhyohJDaJEQsHvP3SO4mQxm8Yxeox/HeM4IqRIBHXfPqbt2odt\n21ZWt+zhxvV2PJYZ3P/eHrZ1NBL94FEm5XyT7IQVu/pbCtLvpaBAx+Np4Y9//BJLlwpZ4f/6r+/y\nwgtCVtjv9/OVr3yTCRM0dB10XepvLA/9t2FI/feJ+wf+DTA4eomyVTg8NKm0tiqUlHycc865jkce\nuZHZs1U6OxXWrbNimjaee+5pVPVqamtXkZGhMHGixAUXvMq558Z56qkbMYwlbN/+Kldf/Sm2bVvB\nwoVxpk8/thKWotA/YyDMcvx+OdV7iEYlGhsVGhsVqqsV3G4Vn08wohRFSE/k5sbx+wdow0lznZwc\n0UTOyDh6Mujqktmxw0IsJnYcM2YkRixjfXAdf7gJZadzaB0/KUtxJNXZcZwaGE8C4zgEUiiEum8f\n6t690NBMR9BFa8hLReYncVtuwG2NUZHZjtcW5cZZi2jqS0cqktjU7eWiKb/GH3dht0NhYQ5//vOO\nITMGN930uYPe7dgbeIbBkMSQvLXbbfT2JoYkkaoqA9M0KSgQMhBZWQZWq4nDYdDWJrF79xZCoSrC\n4XXYbF3Mnv0AublC3bSszMO8eQFWr97Ihg3b2bRpE7FYD/fdd9/oP9t+OqjoMQgZ5/Z2hfZ2OTVL\nkGQaZWWJkpHPZ/Qb7CQIhYTGf0uL0p9IrKSniyZyTs6hTWTTFNIX+/eL5JiZaTBzZuKIwTlZx0/K\nSw9Xx1cUBu2IDAoLrRjG0T2lx3HqYXxOYAxxOnONpb4+vM3NxLduxWxsSQX+jrAbwxTlA82QqO3J\nwmOLccnEPSgZLjZK80nkF5FV5qGnV6xoVdXEMITGf0WFxtSpQj//RGO4z/+ZZ55h1apV+Hw+cnJy\nME2FP/zhjxQWnsOiRXexY0dxP531fq6++jLKy3P505/uoqjIgs+Xzp133pl6rQcffJBPf/rTJ0xr\nRpI87N8fpqNDSSmnivuF7HZOjkgKDodg9jQ0KDQ1DSikut0mxcUDTeRIBHbsEHMNSS/pSZOGitkl\n6/iDJ5SHUxpN8vGT8wsH1/FP52sfTv/jHx8WO0Vwul1IUiCAuncvlupqjMZWuhNZNPrtdEbcmOZA\npMiwh8l1BchzBWhUJlBlnUU0txA1y4tpDnDet2yxEAxKuN0mvb0SpimGvzIzjdTQ1YnEkT7/pGl9\nTY1KQ4NKKASGYWIYMk1NMqWlOrNmCWXUigoxoX2yMfj4o1Ho7BT+yn6/PGQlnpY2YJbjcJi0tChU\nVVmorVUIhSA9HSZN0kkkRDK2201mzhTSD0lWU3KVfyQ+frKkM5I6/ul27R+M0/34x4fFxjFiSD09\nWKqrUffuRW/uoC3koTXkpStSgaJY0DQNJJNMR5g8Vy+5rj4seelo5VPRysvJSc9i1bMO6usVSlWN\nOXMSlJXp7NolLqXcXINQSCInxyAWE8NppikkKBYuHJlX8Viit1eirk6ltVXmwAHB1PF6DSZMMNF1\nOHAALr5YY+bMBE6nSFgu14c/WGS3Q1GRaA4nErBs2bNANpMnL6W3V+Ivf3mMzs5GJCnB1772M9as\neZUdO97B7w8QicjMnv07PvjgfAoLZ1NRUYiifIPXXvsj+/dvIhTq4fLL76CkZEa/dIUxpNE9Xsf/\naGE8CXwEIHV3pwK/dqCLtrCXlqCX7mg5JFf8kkm2M0SWrZtcZwC1IAutvJLElCkkMjNTr1WzV03R\n/oRomijzdHYm3aZ0amtV0tLMfkloE7vdJBqV2LzZwqJFx27OPhp0dsrU1grnr54ekQA8HoOpUxMU\nFxspw5rsbJOpUxMjcjj7sJAM1KtXP8eBA6twOLLp6KjiS196jDff/D9eeGE9Xu8VLF58BW+//Shu\n9zT8fgXTdBOLaXR2FrF9u4Wzzvo8V1zxz3R0bGPTplf53OfKT+pk8DhOTYwngTMRponc1YW6dy9q\ndTWJ1h5aQl7aQl66o1mpwC9JJlnOIHmuALmuPlyTiwmWzCQxZQrx9PSDX5KdO4W2vKAziuDe1ibj\ncJhEo6KMkJVlUlsrKIQlJRp796rY7SY2m1iVb91qYf78IzuKHcdpc+CAoFT29UnEYhItLTJWq5j+\n9flMJk9OsHu3cMgyDFFDLys7dRPAYBzsQXHBBTG6unJ5//0mrFbB4GlsXM6ECd/A69W59tqXqazU\neOyxL+P1XoLdnoamabzyym+5++5vjSeAcQDjSeDMgWkid3SkAn+8LcCB/sDvj+akHiZJJtnOPvLd\nAXKcfUgl+Whls4lPmYK1qIj4MHVRXRflnKTn8ezZCSIRiV27xBBTTo7YDfh8gnkDkEhIFBXp/faQ\nMnPmxKmqsuL3y+zerVJZOXaBV9ehuVmhvV2hu1somybr6MXFopE6ZYpGfr7Oxo1CJK2nR2biRJ2J\nE7UPzfP3WJFs33m9Xvx+P5IEfX1NzJw5m7y8BGvXriM/fwGTJmkUFOgUFho4nSY+XxpudxhJcvLw\nw9/m4x//CjU1E9A0ncLCsZ1EHsfph/EkcDrDNJHb2lLN3WhHiOaQl9ZgGr2xAX8HWTLw9a/4fe4Q\nUnE+Wvl8YmVlmEfRIU8kSClnWq3CbzgtTTQca2uFt253t4rVKrjwFstAElBVEYRraxVaW1XmzBEW\nlc3NSsqY/XhwMEPG6RRU0aSJvSwLOeQpU4TM886dKn6/0KrJzdVxOk0mTjx9NGZWrlzJrl27mDdv\nHqqqcs8995BIJLj99i+xdSvs2PFHFi26m8xMndzcLv7+9/8G7Didmdjt+Tz99P/Q1raft976HS0t\n57Nw4RXU1Agv6aSD3Dg+ehhnB40hTgrDwDSRW1pSNf5wZ5TW/hV/IDawpFXkoYGfkkK08nK0sjJM\nl2tExx+NwubNwmDebjeZPz8xZEr1wAGZTZss1NRYmDEjwUUXCZ74W28Jo5ZLLokRjcK779owTSFH\nHQgIw3JJYtSMoUhESvkVJ5U5nU4Ti8VBb2+0/1xErT85SFVbK4TgJEkkClk2mTEjQUHBh98ETuJ4\nrp/OToWGBoV16yy43SaXXhojJ0dPGeW0tIimePLXHgoJv2VVJUX3TE4ij6Z5f7qza0734x9nB53p\nMAyUAwdSpZ5Qd4L6kIe2YDZ98aGBP9fVR54rQJYrDBOL0crPJlpWhnmM4jDhsMTGjRYiEUH5nDv3\nUH2Z/HyDREIojRrGgKWlxSJ2EImEYLnk5+s0NwtDlWnTNEIhjZoale3bBWNopPIHgYBg+rS1DQSz\n7GwDVTX7G9Ni9zF5stDYSfLh29sH/I29XqFnlJZmnlIJ4HiRna2TnS0yYleXhKqKD0hRhCR2Xp5B\nPC4mqFtaBuo/oZDU/98m4bAoq2VnG0ycqJOZeeZ8PuM4PMaTwCmCUEjozbtc/cYkhoHS1CQC/759\nBLs1mkJptAZzCSUG9u2qrA8EfncEs3QiibIZRCZPZrSqYIGAxObNVmIxoZs/Z87wjJ6kGBgI1dFk\nIrBYTBIJ4RtgsYiSS3OzWLlPnqwxebJOKCTT2ircyRYuPDJjqKtLMH2SmjfJVavwAlAJBpNSyCZF\nRbEhNf5AQKhlAhQXaxw4IC758vKDlM3OEDgcBqapEAhIDCJ1AYLNVVKiU1Kip4J/S4uMy2USj4vJ\n5WhUoqPDoLVVJjNTTCLn5Z04OetxfPgYTwInAUdSspQkJ8uWvcW7775DONSLxYjzk89/noef+CFo\nMuDms9M/RzhhxR/t4d7V3+Wuc27jrHw3+a4AGe4YRulEtPI5hEtLOd7Cbne3zJYtwlQlO9tg9uzE\nYRuHmiYSgdNpYrOZNDUpKZXLcJhUnd7lMsnJMWhvl/tdvHQqKxNEItbDMoZMUziX1der/VRTUboo\nKtLJy9NoaFDZtUsEd6fTZNo0jYkTrUN8cKNR0c/QdSgo0FNyEnl5xoj0dk5HeL3ivPr6BkxyhoPL\nZVJWplFWJmSlW1oUXC6FSEQk3T17LDgcJvX1Mnl5YmdQWKiPi7+dgRj/Sk8SXnzxRd577z2ys7P5\n7//+b9ra2jBNk927LZSWXsaUtEW89dR9ZFumsO41K9ctvItYR5Cfr3+UcMKKVdFY3vAiV1dMYWFx\nI+WLFqKVzyc8aRJjRbxvbZXYtEmwa/LzDSorj0zl7OoSDJyk0XxtrUphod7fHBY7ARBBacIEjfZ2\nK01NKpMmCUbK7Nlx1q2z4ffLVFWpTJ+u9Q9wCRnlpBevzSbopoWFOu3tChs32kgkRKlj4kQhhXDw\nceq6SADJJnFhoc769VZkWTCFzlQkHbSSiXMkELpEQt4j2T/o6DDo6pJpbVVpbITqaiFbMW2aRnHx\noYyqU6y1OI5jwHgSOElIcrxvvvnm1A+mr0+mq0v8WHW3h/fqq7m6/F854Ad7lpOunvVUZqezsKCO\nv9dt4gtXnMM7bW1EPnsD0crKMT2+piaFujoR1EtKhMH40ZB0pJoyRUvp3TQ0KCmGUHyQ2KYINCZ+\nv0Rzs9gx2O2kGEN1dQpdXRK6Lqee53KJUlJ+vk4wKEpUSZOX7OwBk5fhsGOHmAVwOk1mz06wdatI\nlBMm6Ef1Kj6dkWzyhsNi13Ms9E9ZTqqWiv5BW5voHzQ0CPmKqipBCc7KEtfHtGkaHo9Je7vC3r0K\nfr+VrCyDoiIdu/3EfcamCd3douSlqmKXabOdud/picZ4EjhJSAZ+aVBxNR4n1eDcW7+J4pyZWGSd\nDHuYQN8mWiKr+ck3biFRVsa639axpauLTdu20a0ox6VkeTD271fYt0/F6WSI4fqRzwe6upJTwkJy\nYMMGC3V1Krm5ev/5DV2NTpig4fdbqK9XKC4WjVuLRZSSNm+2YhhQWqpRUmIwcaKwVtQ02LNHpalJ\nwTTFQFpFhUZu7uGbltXVonlssQgGUne3jN8vYbPBpEln7i4ARCAXGkESgYA06rKX1Uo/dVRnz56/\n4vVmMXnyJ2loUHn11V/x5z83IElxbrrpQfr6gqxefSdxfzczJi3kvLMu4G9v3YuqmDjsdr731a/y\n9Ouv89Ly5RTl5fHFz3yGaWVl4mAlCVOSRF1RkkCWeebll8nMyGDJhRdiAo/+/vc0Njej6ToPfO9+\nNm0zeOQ3P0c3NCpnXsyiRUt5/vk7sNtNHA4H9957LwBtbW1cddVVLFu27ISJ/p0JGE8CJwlJjvec\nOXP47W9/y8aNG3nooXs477w7cbnyePfdp7lq6b9Q0NJBV5qde559jMs+/Un+Y8UKvnvhhTzw4x8D\nA0qWY4WqKpWGBgVJgspKg4yMkfHme3oEK8jpNFPexZmZBt3dcmqHIMpBA0haK4ZCEjU1CpGIaA6b\nppCbCIfFdG9lpaCitrTI7N0rNPAlCSZO1Ckt1Y5Yl25uVqitVZBlMdTmcJhs2iR6B4O9gc9keDwG\ngYBCX5884u/zSLDZTFavfh6f712cziwUZQ+f/ezjLF/+BH/72wZaWjYhSSaeSBxXsIP9jWvp7uzh\nF+ddyONb17D8wWUkAn5s7b0keuN43t5M5L09SCQXRiBhpm6Nqm0831jHu0/8gWynk6qudn516af5\n3bbN/OO+x3hrSzNEOlEcDjIvKKSry093t86yZT/hscd+zfr161mwYAG//vWvufzyy8dLVUfB+JzA\nGGI0XOPGRpWqKrHKTUpFZudIzJoVP6EByzCEyXhLi4wsw8yZCcrKXCM+/upqldpahQkT9JTujt8v\nsX69lb4+GY9HlAUGewmAGNhavVrU9CsqhKl5Xp7gp9fWCqE3WQan00ixfjIyhEvZ0fjr8biHVauE\nR3JlpeghJOcDPB6Ts8+On9Isl7Hiqjc2KuzeLfozYzGZ/cwzzyDL8hDJiu9+9z6eeuptli9PUF29\nloL8qyhsdbOp+S4+U/gV9rhXEw/VEIqHmZM7g8UFC5AkiYZAEysb3uPzM6477PutbFiDJMmcX7yY\n+9f8L8XeIr4w8wY2tm6lTXaztWYb5ZnnUlG6iDe7HubWW3/LG2/8Gqu1gUikh4suuohoNEppaSmr\nV6/mU5/6FBUVFYd9PxifExjHh4jiYg2XS2jwaJpERoZOXt6JZWHoOmzdaqGzU8hAzJmTOGZOeHK1\n7/MNrDQzMkwyMwWjZNs2tb9hKzFhQoJAQKauTsXvl4hERL06Lc1g1qxEisk6dWqC6moH+/crOJ0m\n06drlJcnKCw8+rGFwxLbtysYBikmSywmmtUgmtencgIYSySbw4IhNDY4WLJCliEeb2LBglk4rFlk\n9rSjxBJogC3ex2dLF5DrrOD/tr3GTF8aOa4gJhISMiZBMh3h/tcFE2nIrV1NADIuSwyP1UZYC+Cw\nJOiNdZDjKyHNloXD4sSqKhj9C6elS7/C4sUJHn30x5SVlfHUU0+xa9cuNm3aRE/P8RkBnekYdajZ\ntm0bzz77LADXXXcdM2bMOOxjf/Ob39DS0oJhGNx2223k5uaO9m3PSGRm6mRmnhz5gnhcsGZ6ekSN\nfO7ceIpWOBI888wzuFxZWCyXEYv5uf/+72CxWHC5XNx117288sqfef31l5DlCVx44Zew2SrYtMnC\nunUPUlu7lTvu+D9crlWsXPk33nuvha9+9XN8/OMfp71dZs8eFbvdQFWVfjE6fUQJIJGAzZst/WUl\nI8X+qalR0TShaTRSK8UzAUnP48GzG8eLw0lW/Nu/fRlf1kSef/QbJGIJ5mYugvR0Vu37BVFLjPwJ\nBVx92USeXL2abY2NdIdCfOeapUzN1cA0kUxTZALDSN3WGRHe2beP1w7s4xOVOaiyzKuNy9BUnS99\n7GJKnQt5esufadz3BosuvgGA1157gOXLO/D5fFRWVvLAAw8AY18+PRMxqnKQYRjce++93H333QD8\n4Ac/4Lvf/e6Qpudw2LFjB2vXruWmm2467GM+auWgk4lIRMhABIMSDoeQgRjMrhnJ8T/zzDO89tq7\nSFIuRUVZ3HffrQDccsst3Hvvb/nNb55n9eo3CAazKCy8l7lzM+ju/oDMzL3s3fsay5Y9hmHA6tU2\nent7ePvte/jSlx5K7Sy8XpPCQo29ey3oOkydKqZ/DwfDgE2bhHl6Xp6DysoeFEUoar6w776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QEEO0kCQa7lrKO9ez9h376NLFjw3wwf3kBamoef/nQKTz75vxiNC7j66i+JjKwgN3cmxcXfUFOz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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f2d61da8050>"
]
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Note this is a work in progress!!!\n",
"img=b.plot_motif_sites(10,1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"19\n"
]
},
{
"metadata": {},
"output_type": "display_data",
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"text": [
"<matplotlib.figure.Figure at 0x7f2d61e3c710>"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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