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Comparison Of The Serializing Python Object - msgpack vs. j(b)son
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I will try to compare the size of serialized data between the several serializing method in Python, especialy `json` vs. `msgpack`, these are heavily in use in the most of python applications. I will also compare the data with compressing, `zlib` and `gzip`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prerequisits"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def _ensure_python_package (n, name=None, ) :\n",
" _name = name if name else n\n",
" try :\n",
" return __import__(_name, None, None, [], )\n",
" except ImportError :\n",
" !pip install $n\n",
" return __import__(_name, None, None, [], )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas\n",
"\n",
"def make_series (_max, func_data, func_dumps, ) :\n",
" _l = list()\n",
" _index = _max() if callable(_max) else range(1, _max, )\n",
" for i in _index :\n",
" _l.append(len(func_dumps(func_data(i, ), ), ), )\n",
"\n",
" return pandas.Series(_l, index=_index, dtype=int, )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"loremipsum = _ensure_python_package('loremipsum', )\n",
"\n",
"import string\n",
"\n",
"def func_data (n, ) :\n",
" s = str()\n",
" _m = n * 30\n",
" while len(s) < _m :\n",
" s += ' '.join(loremipsum.get_paragraphs(1, ))\n",
" \n",
" return dict(v=s[:_m], )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"func_series = lambda : range(100, 1001, 10, )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import gzip\n",
"import StringIO\n",
"\n",
"def encode_zlib (s, ) :\n",
" return s.encode('zlib', )\n",
"\n",
"def encode_gzip (s, ) :\n",
" _s = StringIO.StringIO()\n",
" with gzip.GzipFile(mode='wb', fileobj=_s, ) as f :\n",
" f.write(s, )\n",
"\n",
" return _s.getvalue()\n",
"\n",
"def decode_gzip (s, ) :\n",
" _s = StringIO.StringIO(s, )\n",
" with gzip.GzipFile(mode='r', fileobj=_s, ) as f :\n",
" return f.read()\n",
"\n",
"func_compress = lambda f, z='zlib' : lambda x : (encode_zlib if z == 'zlib' else encode_gzip)(str(f(x)))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## message size"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"series = dict()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### raw string"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"series['raw'] = make_series(func_series, func_data, str, )\n",
"series['raw(z)'] = make_series(func_series, func_data, func_compress(str), ) # zlib compression\n",
"series['raw(g)'] = make_series(func_series, func_data, func_compress(str, 'gzip', ), ) # gzip compression"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `json`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import json\n",
"series['json'] = make_series(func_series, func_data, json.dumps, )\n",
"series['json(z)'] = make_series(func_series, func_data, func_compress(json.dumps, ), )\n",
"series['json(g)'] = make_series(func_series, func_data, func_compress(json.dumps, 'gzip', ), )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `bson`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"_ensure_python_package('pymongo', )\n",
"from bson import BSON\n",
"series['bson'] = make_series(func_series, func_data, BSON.encode, )\n",
"series['bson(z)'] = make_series(func_series, func_data, func_compress(BSON.encode, ), )\n",
"series['bson(g)'] = make_series(func_series, func_data, func_compress(BSON.encode, 'gzip', ), )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### `msgpack`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"msgpack = _ensure_python_package('msgpack-python', 'msgpack', )\n",
"series['msgpack'] = make_series(func_series, func_data, msgpack.packb, )\n",
"series['msgpack(z)'] = make_series(func_series, func_data, func_compress(msgpack.packb, ), )\n",
"series['msgpack(g)'] = make_series(func_series, func_data, func_compress(msgpack.packb, 'gzip', ), )"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Result"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import display\n",
"import pandas\n",
"df = pandas.DataFrame(series, )\n",
"display(df[:50])"
],
"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>bson</th>\n",
" <th>bson(g)</th>\n",
" <th>bson(z)</th>\n",
" <th>json</th>\n",
" <th>json(g)</th>\n",
" <th>json(z)</th>\n",
" <th>msgpack</th>\n",
" <th>msgpack(g)</th>\n",
" <th>msgpack(z)</th>\n",
" <th>raw</th>\n",
" <th>raw(g)</th>\n",
" <th>raw(z)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>100</th>\n",
" <td> 3013</td>\n",
" <td> 1268</td>\n",
" <td> 1261</td>\n",
" <td> 3009</td>\n",
" <td> 1275</td>\n",
" <td> 1245</td>\n",
" <td> 3006</td>\n",
" <td> 1276</td>\n",
" <td> 1227</td>\n",
" <td> 3009</td>\n",
" <td> 1248</td>\n",
" <td> 1244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td> 3313</td>\n",
" <td> 1375</td>\n",
" <td> 1338</td>\n",
" <td> 3309</td>\n",
" <td> 1363</td>\n",
" <td> 1347</td>\n",
" <td> 3306</td>\n",
" <td> 1348</td>\n",
" <td> 1338</td>\n",
" <td> 3309</td>\n",
" <td> 1329</td>\n",
" <td> 1342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>120</th>\n",
" <td> 3613</td>\n",
" <td> 1476</td>\n",
" <td> 1468</td>\n",
" <td> 3609</td>\n",
" <td> 1464</td>\n",
" <td> 1470</td>\n",
" <td> 3606</td>\n",
" <td> 1478</td>\n",
" <td> 1461</td>\n",
" <td> 3609</td>\n",
" <td> 1479</td>\n",
" <td> 1441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td> 3913</td>\n",
" <td> 1534</td>\n",
" <td> 1530</td>\n",
" <td> 3909</td>\n",
" <td> 1563</td>\n",
" <td> 1529</td>\n",
" <td> 3906</td>\n",
" <td> 1567</td>\n",
" <td> 1550</td>\n",
" <td> 3909</td>\n",
" <td> 1565</td>\n",
" <td> 1555</td>\n",
" </tr>\n",
" <tr>\n",
" <th>140</th>\n",
" <td> 4213</td>\n",
" <td> 1654</td>\n",
" <td> 1660</td>\n",
" <td> 4209</td>\n",
" <td> 1655</td>\n",
" <td> 1653</td>\n",
" <td> 4206</td>\n",
" <td> 1661</td>\n",
" <td> 1613</td>\n",
" <td> 4209</td>\n",
" <td> 1659</td>\n",
" <td> 1632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>150</th>\n",
" <td> 4513</td>\n",
" <td> 1747</td>\n",
" <td> 1743</td>\n",
" <td> 4509</td>\n",
" <td> 1736</td>\n",
" <td> 1726</td>\n",
" <td> 4506</td>\n",
" <td> 1766</td>\n",
" <td> 1728</td>\n",
" <td> 4509</td>\n",
" <td> 1728</td>\n",
" <td> 1707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>160</th>\n",
" <td> 4813</td>\n",
" <td> 1867</td>\n",
" <td> 1844</td>\n",
" <td> 4809</td>\n",
" <td> 1844</td>\n",
" <td> 1838</td>\n",
" <td> 4806</td>\n",
" <td> 1853</td>\n",
" <td> 1842</td>\n",
" <td> 4809</td>\n",
" <td> 1813</td>\n",
" <td> 1814</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170</th>\n",
" <td> 5113</td>\n",
" <td> 1933</td>\n",
" <td> 1932</td>\n",
" <td> 5109</td>\n",
" <td> 1920</td>\n",
" <td> 1955</td>\n",
" <td> 5106</td>\n",
" <td> 1928</td>\n",
" <td> 1950</td>\n",
" <td> 5109</td>\n",
" <td> 1924</td>\n",
" <td> 1940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>180</th>\n",
" <td> 5413</td>\n",
" <td> 2045</td>\n",
" <td> 2007</td>\n",
" <td> 5409</td>\n",
" <td> 2023</td>\n",
" <td> 2013</td>\n",
" <td> 5406</td>\n",
" <td> 2040</td>\n",
" <td> 2021</td>\n",
" <td> 5409</td>\n",
" <td> 2046</td>\n",
" <td> 2021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td> 5713</td>\n",
" <td> 2136</td>\n",
" <td> 2106</td>\n",
" <td> 5709</td>\n",
" <td> 2134</td>\n",
" <td> 2124</td>\n",
" <td> 5706</td>\n",
" <td> 2134</td>\n",
" <td> 2109</td>\n",
" <td> 5709</td>\n",
" <td> 2110</td>\n",
" <td> 2119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th>\n",
" <td> 6013</td>\n",
" <td> 2240</td>\n",
" <td> 2206</td>\n",
" <td> 6009</td>\n",
" <td> 2230</td>\n",
" <td> 2205</td>\n",
" <td> 6006</td>\n",
" <td> 2202</td>\n",
" <td> 2220</td>\n",
" <td> 6009</td>\n",
" <td> 2230</td>\n",
" <td> 2191</td>\n",
" </tr>\n",
" <tr>\n",
" <th>210</th>\n",
" <td> 6313</td>\n",
" <td> 2298</td>\n",
" <td> 2246</td>\n",
" <td> 6309</td>\n",
" <td> 2314</td>\n",
" <td> 2300</td>\n",
" <td> 6306</td>\n",
" <td> 2302</td>\n",
" <td> 2314</td>\n",
" <td> 6309</td>\n",
" <td> 2248</td>\n",
" <td> 2292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td> 6613</td>\n",
" <td> 2425</td>\n",
" <td> 2379</td>\n",
" <td> 6609</td>\n",
" <td> 2384</td>\n",
" <td> 2386</td>\n",
" <td> 6606</td>\n",
" <td> 2417</td>\n",
" <td> 2339</td>\n",
" <td> 6609</td>\n",
" <td> 2419</td>\n",
" <td> 2398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>230</th>\n",
" <td> 6913</td>\n",
" <td> 2538</td>\n",
" <td> 2483</td>\n",
" <td> 6909</td>\n",
" <td> 2484</td>\n",
" <td> 2479</td>\n",
" <td> 6906</td>\n",
" <td> 2490</td>\n",
" <td> 2491</td>\n",
" <td> 6909</td>\n",
" <td> 2470</td>\n",
" <td> 2492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td> 7213</td>\n",
" <td> 2589</td>\n",
" <td> 2561</td>\n",
" <td> 7209</td>\n",
" <td> 2570</td>\n",
" <td> 2561</td>\n",
" <td> 7206</td>\n",
" <td> 2616</td>\n",
" <td> 2580</td>\n",
" <td> 7209</td>\n",
" <td> 2559</td>\n",
" <td> 2570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td> 7513</td>\n",
" <td> 2682</td>\n",
" <td> 2668</td>\n",
" <td> 7509</td>\n",
" <td> 2670</td>\n",
" <td> 2666</td>\n",
" <td> 7506</td>\n",
" <td> 2683</td>\n",
" <td> 2632</td>\n",
" <td> 7509</td>\n",
" <td> 2660</td>\n",
" <td> 2663</td>\n",
" </tr>\n",
" <tr>\n",
" <th>260</th>\n",
" <td> 7813</td>\n",
" <td> 2765</td>\n",
" <td> 2746</td>\n",
" <td> 7809</td>\n",
" <td> 2736</td>\n",
" <td> 2748</td>\n",
" <td> 7806</td>\n",
" <td> 2771</td>\n",
" <td> 2750</td>\n",
" <td> 7809</td>\n",
" <td> 2764</td>\n",
" <td> 2734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>270</th>\n",
" <td> 8113</td>\n",
" <td> 2810</td>\n",
" <td> 2850</td>\n",
" <td> 8109</td>\n",
" <td> 2870</td>\n",
" <td> 2832</td>\n",
" <td> 8106</td>\n",
" <td> 2857</td>\n",
" <td> 2858</td>\n",
" <td> 8109</td>\n",
" <td> 2856</td>\n",
" <td> 2882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>280</th>\n",
" <td> 8413</td>\n",
" <td> 2967</td>\n",
" <td> 2919</td>\n",
" <td> 8409</td>\n",
" <td> 2934</td>\n",
" <td> 2923</td>\n",
" <td> 8406</td>\n",
" <td> 2944</td>\n",
" <td> 2934</td>\n",
" <td> 8409</td>\n",
" <td> 2947</td>\n",
" <td> 2909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>290</th>\n",
" <td> 8713</td>\n",
" <td> 3031</td>\n",
" <td> 3048</td>\n",
" <td> 8709</td>\n",
" <td> 3008</td>\n",
" <td> 3012</td>\n",
" <td> 8706</td>\n",
" <td> 3025</td>\n",
" <td> 3001</td>\n",
" <td> 8709</td>\n",
" <td> 3048</td>\n",
" <td> 3054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>300</th>\n",
" <td> 9013</td>\n",
" <td> 3122</td>\n",
" <td> 3088</td>\n",
" <td> 9009</td>\n",
" <td> 3115</td>\n",
" <td> 3105</td>\n",
" <td> 9006</td>\n",
" <td> 3170</td>\n",
" <td> 3099</td>\n",
" <td> 9009</td>\n",
" <td> 3075</td>\n",
" <td> 3057</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td> 9313</td>\n",
" <td> 3213</td>\n",
" <td> 3205</td>\n",
" <td> 9309</td>\n",
" <td> 3190</td>\n",
" <td> 3195</td>\n",
" <td> 9306</td>\n",
" <td> 3204</td>\n",
" <td> 3188</td>\n",
" <td> 9309</td>\n",
" <td> 3200</td>\n",
" <td> 3213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>320</th>\n",
" <td> 9613</td>\n",
" <td> 3289</td>\n",
" <td> 3285</td>\n",
" <td> 9609</td>\n",
" <td> 3256</td>\n",
" <td> 3314</td>\n",
" <td> 9606</td>\n",
" <td> 3269</td>\n",
" <td> 3294</td>\n",
" <td> 9609</td>\n",
" <td> 3298</td>\n",
" <td> 3300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>330</th>\n",
" <td> 9913</td>\n",
" <td> 3379</td>\n",
" <td> 3386</td>\n",
" <td> 9909</td>\n",
" <td> 3352</td>\n",
" <td> 3371</td>\n",
" <td> 9906</td>\n",
" <td> 3395</td>\n",
" <td> 3365</td>\n",
" <td> 9909</td>\n",
" <td> 3406</td>\n",
" <td> 3373</td>\n",
" </tr>\n",
" <tr>\n",
" <th>340</th>\n",
" <td> 10213</td>\n",
" <td> 3488</td>\n",
" <td> 3470</td>\n",
" <td> 10209</td>\n",
" <td> 3454</td>\n",
" <td> 3466</td>\n",
" <td> 10206</td>\n",
" <td> 3496</td>\n",
" <td> 3465</td>\n",
" <td> 10209</td>\n",
" <td> 3495</td>\n",
" <td> 3465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>350</th>\n",
" <td> 10513</td>\n",
" <td> 3593</td>\n",
" <td> 3557</td>\n",
" <td> 10509</td>\n",
" <td> 3556</td>\n",
" <td> 3505</td>\n",
" <td> 10506</td>\n",
" <td> 3552</td>\n",
" <td> 3524</td>\n",
" <td> 10509</td>\n",
" <td> 3578</td>\n",
" <td> 3564</td>\n",
" </tr>\n",
" <tr>\n",
" <th>360</th>\n",
" <td> 10813</td>\n",
" <td> 3643</td>\n",
" <td> 3644</td>\n",
" <td> 10809</td>\n",
" <td> 3642</td>\n",
" <td> 3636</td>\n",
" <td> 10806</td>\n",
" <td> 3666</td>\n",
" <td> 3629</td>\n",
" <td> 10809</td>\n",
" <td> 3632</td>\n",
" <td> 3631</td>\n",
" </tr>\n",
" <tr>\n",
" <th>370</th>\n",
" <td> 11113</td>\n",
" <td> 3701</td>\n",
" <td> 3697</td>\n",
" <td> 11109</td>\n",
" <td> 3750</td>\n",
" <td> 3739</td>\n",
" <td> 11106</td>\n",
" <td> 3717</td>\n",
" <td> 3709</td>\n",
" <td> 11109</td>\n",
" <td> 3731</td>\n",
" <td> 3713</td>\n",
" </tr>\n",
" <tr>\n",
" <th>380</th>\n",
" <td> 11413</td>\n",
" <td> 3836</td>\n",
" <td> 3839</td>\n",
" <td> 11409</td>\n",
" <td> 3831</td>\n",
" <td> 3796</td>\n",
" <td> 11406</td>\n",
" <td> 3796</td>\n",
" <td> 3806</td>\n",
" <td> 11409</td>\n",
" <td> 3827</td>\n",
" <td> 3809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>390</th>\n",
" <td> 11713</td>\n",
" <td> 3950</td>\n",
" <td> 3905</td>\n",
" <td> 11709</td>\n",
" <td> 3963</td>\n",
" <td> 3920</td>\n",
" <td> 11706</td>\n",
" <td> 3882</td>\n",
" <td> 3910</td>\n",
" <td> 11709</td>\n",
" <td> 3882</td>\n",
" <td> 3890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400</th>\n",
" <td> 12013</td>\n",
" <td> 4002</td>\n",
" <td> 3984</td>\n",
" <td> 12009</td>\n",
" <td> 4014</td>\n",
" <td> 3977</td>\n",
" <td> 12006</td>\n",
" <td> 4009</td>\n",
" <td> 3988</td>\n",
" <td> 12009</td>\n",
" <td> 3992</td>\n",
" <td> 3960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>410</th>\n",
" <td> 12313</td>\n",
" <td> 4128</td>\n",
" <td> 4048</td>\n",
" <td> 12309</td>\n",
" <td> 4066</td>\n",
" <td> 4089</td>\n",
" <td> 12306</td>\n",
" <td> 4075</td>\n",
" <td> 4062</td>\n",
" <td> 12309</td>\n",
" <td> 4091</td>\n",
" <td> 4094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>420</th>\n",
" <td> 12613</td>\n",
" <td> 4137</td>\n",
" <td> 4181</td>\n",
" <td> 12609</td>\n",
" <td> 4181</td>\n",
" <td> 4132</td>\n",
" <td> 12606</td>\n",
" <td> 4167</td>\n",
" <td> 4175</td>\n",
" <td> 12609</td>\n",
" <td> 4159</td>\n",
" <td> 4169</td>\n",
" </tr>\n",
" <tr>\n",
" <th>430</th>\n",
" <td> 12913</td>\n",
" <td> 4286</td>\n",
" <td> 4257</td>\n",
" <td> 12909</td>\n",
" <td> 4260</td>\n",
" <td> 4254</td>\n",
" <td> 12906</td>\n",
" <td> 4285</td>\n",
" <td> 4206</td>\n",
" <td> 12909</td>\n",
" <td> 4240</td>\n",
" <td> 4255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>440</th>\n",
" <td> 13213</td>\n",
" <td> 4360</td>\n",
" <td> 4325</td>\n",
" <td> 13209</td>\n",
" <td> 4346</td>\n",
" <td> 4325</td>\n",
" <td> 13206</td>\n",
" <td> 4346</td>\n",
" <td> 4323</td>\n",
" <td> 13209</td>\n",
" <td> 4353</td>\n",
" <td> 4379</td>\n",
" </tr>\n",
" <tr>\n",
" <th>450</th>\n",
" <td> 13513</td>\n",
" <td> 4424</td>\n",
" <td> 4400</td>\n",
" <td> 13509</td>\n",
" <td> 4415</td>\n",
" <td> 4392</td>\n",
" <td> 13506</td>\n",
" <td> 4399</td>\n",
" <td> 4441</td>\n",
" <td> 13509</td>\n",
" <td> 4438</td>\n",
" <td> 4401</td>\n",
" </tr>\n",
" <tr>\n",
" <th>460</th>\n",
" <td> 13813</td>\n",
" <td> 4508</td>\n",
" <td> 4524</td>\n",
" <td> 13809</td>\n",
" <td> 4558</td>\n",
" <td> 4479</td>\n",
" <td> 13806</td>\n",
" <td> 4525</td>\n",
" <td> 4496</td>\n",
" <td> 13809</td>\n",
" <td> 4528</td>\n",
" <td> 4517</td>\n",
" </tr>\n",
" <tr>\n",
" <th>470</th>\n",
" <td> 14113</td>\n",
" <td> 4659</td>\n",
" <td> 4631</td>\n",
" <td> 14109</td>\n",
" <td> 4586</td>\n",
" <td> 4635</td>\n",
" <td> 14106</td>\n",
" <td> 4617</td>\n",
" <td> 4619</td>\n",
" <td> 14109</td>\n",
" <td> 4631</td>\n",
" <td> 4608</td>\n",
" </tr>\n",
" <tr>\n",
" <th>480</th>\n",
" <td> 14413</td>\n",
" <td> 4661</td>\n",
" <td> 4651</td>\n",
" <td> 14409</td>\n",
" <td> 4677</td>\n",
" <td> 4718</td>\n",
" <td> 14406</td>\n",
" <td> 4695</td>\n",
" <td> 4669</td>\n",
" <td> 14409</td>\n",
" <td> 4685</td>\n",
" <td> 4663</td>\n",
" </tr>\n",
" <tr>\n",
" <th>490</th>\n",
" <td> 14713</td>\n",
" <td> 4820</td>\n",
" <td> 4769</td>\n",
" <td> 14709</td>\n",
" <td> 4757</td>\n",
" <td> 4753</td>\n",
" <td> 14706</td>\n",
" <td> 4808</td>\n",
" <td> 4781</td>\n",
" <td> 14709</td>\n",
" <td> 4835</td>\n",
" <td> 4747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>500</th>\n",
" <td> 15013</td>\n",
" <td> 4838</td>\n",
" <td> 4834</td>\n",
" <td> 15009</td>\n",
" <td> 4832</td>\n",
" <td> 4840</td>\n",
" <td> 15006</td>\n",
" <td> 4883</td>\n",
" <td> 4838</td>\n",
" <td> 15009</td>\n",
" <td> 4893</td>\n",
" <td> 4860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>510</th>\n",
" <td> 15313</td>\n",
" <td> 4943</td>\n",
" <td> 4988</td>\n",
" <td> 15309</td>\n",
" <td> 4943</td>\n",
" <td> 4984</td>\n",
" <td> 15306</td>\n",
" <td> 4951</td>\n",
" <td> 4906</td>\n",
" <td> 15309</td>\n",
" <td> 4970</td>\n",
" <td> 4948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>520</th>\n",
" <td> 15613</td>\n",
" <td> 5065</td>\n",
" <td> 5024</td>\n",
" <td> 15609</td>\n",
" <td> 5024</td>\n",
" <td> 4973</td>\n",
" <td> 15606</td>\n",
" <td> 5063</td>\n",
" <td> 5081</td>\n",
" <td> 15609</td>\n",
" <td> 5024</td>\n",
" <td> 5076</td>\n",
" </tr>\n",
" <tr>\n",
" <th>530</th>\n",
" <td> 15913</td>\n",
" <td> 5119</td>\n",
" <td> 5106</td>\n",
" <td> 15909</td>\n",
" <td> 5137</td>\n",
" <td> 5138</td>\n",
" <td> 15906</td>\n",
" <td> 5130</td>\n",
" <td> 5070</td>\n",
" <td> 15909</td>\n",
" <td> 5094</td>\n",
" <td> 5129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>540</th>\n",
" <td> 16213</td>\n",
" <td> 5255</td>\n",
" <td> 5226</td>\n",
" <td> 16209</td>\n",
" <td> 5187</td>\n",
" <td> 5211</td>\n",
" <td> 16206</td>\n",
" <td> 5224</td>\n",
" <td> 5228</td>\n",
" <td> 16209</td>\n",
" <td> 5220</td>\n",
" <td> 5202</td>\n",
" </tr>\n",
" <tr>\n",
" <th>550</th>\n",
" <td> 16513</td>\n",
" <td> 5291</td>\n",
" <td> 5253</td>\n",
" <td> 16509</td>\n",
" <td> 5272</td>\n",
" <td> 5348</td>\n",
" <td> 16506</td>\n",
" <td> 5271</td>\n",
" <td> 5327</td>\n",
" <td> 16509</td>\n",
" <td> 5339</td>\n",
" <td> 5321</td>\n",
" </tr>\n",
" <tr>\n",
" <th>560</th>\n",
" <td> 16813</td>\n",
" <td> 5397</td>\n",
" <td> 5387</td>\n",
" <td> 16809</td>\n",
" <td> 5448</td>\n",
" <td> 5368</td>\n",
" <td> 16806</td>\n",
" <td> 5401</td>\n",
" <td> 5375</td>\n",
" <td> 16809</td>\n",
" <td> 5409</td>\n",
" <td> 5419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>570</th>\n",
" <td> 17113</td>\n",
" <td> 5502</td>\n",
" <td> 5446</td>\n",
" <td> 17109</td>\n",
" <td> 5449</td>\n",
" <td> 5449</td>\n",
" <td> 17106</td>\n",
" <td> 5467</td>\n",
" <td> 5502</td>\n",
" <td> 17109</td>\n",
" <td> 5494</td>\n",
" <td> 5442</td>\n",
" </tr>\n",
" <tr>\n",
" <th>580</th>\n",
" <td> 17413</td>\n",
" <td> 5512</td>\n",
" <td> 5501</td>\n",
" <td> 17409</td>\n",
" <td> 5579</td>\n",
" <td> 5566</td>\n",
" <td> 17406</td>\n",
" <td> 5578</td>\n",
" <td> 5486</td>\n",
" <td> 17409</td>\n",
" <td> 5566</td>\n",
" <td> 5487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>590</th>\n",
" <td> 17713</td>\n",
" <td> 5662</td>\n",
" <td> 5639</td>\n",
" <td> 17709</td>\n",
" <td> 5652</td>\n",
" <td> 5593</td>\n",
" <td> 17706</td>\n",
" <td> 5643</td>\n",
" <td> 5607</td>\n",
" <td> 17709</td>\n",
" <td> 5678</td>\n",
" <td> 5624</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>50 rows \u00d7 12 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "display_data",
"text": [
" bson bson(g) bson(z) json json(g) json(z) msgpack msgpack(g) \\\n",
"100 3013 1268 1261 3009 1275 1245 3006 1276 \n",
"110 3313 1375 1338 3309 1363 1347 3306 1348 \n",
"120 3613 1476 1468 3609 1464 1470 3606 1478 \n",
"130 3913 1534 1530 3909 1563 1529 3906 1567 \n",
"140 4213 1654 1660 4209 1655 1653 4206 1661 \n",
"150 4513 1747 1743 4509 1736 1726 4506 1766 \n",
"160 4813 1867 1844 4809 1844 1838 4806 1853 \n",
"170 5113 1933 1932 5109 1920 1955 5106 1928 \n",
"180 5413 2045 2007 5409 2023 2013 5406 2040 \n",
"190 5713 2136 2106 5709 2134 2124 5706 2134 \n",
"200 6013 2240 2206 6009 2230 2205 6006 2202 \n",
"210 6313 2298 2246 6309 2314 2300 6306 2302 \n",
"220 6613 2425 2379 6609 2384 2386 6606 2417 \n",
"230 6913 2538 2483 6909 2484 2479 6906 2490 \n",
"240 7213 2589 2561 7209 2570 2561 7206 2616 \n",
"250 7513 2682 2668 7509 2670 2666 7506 2683 \n",
"260 7813 2765 2746 7809 2736 2748 7806 2771 \n",
"270 8113 2810 2850 8109 2870 2832 8106 2857 \n",
"280 8413 2967 2919 8409 2934 2923 8406 2944 \n",
"290 8713 3031 3048 8709 3008 3012 8706 3025 \n",
"300 9013 3122 3088 9009 3115 3105 9006 3170 \n",
"310 9313 3213 3205 9309 3190 3195 9306 3204 \n",
"320 9613 3289 3285 9609 3256 3314 9606 3269 \n",
"330 9913 3379 3386 9909 3352 3371 9906 3395 \n",
"340 10213 3488 3470 10209 3454 3466 10206 3496 \n",
"350 10513 3593 3557 10509 3556 3505 10506 3552 \n",
"360 10813 3643 3644 10809 3642 3636 10806 3666 \n",
"370 11113 3701 3697 11109 3750 3739 11106 3717 \n",
"380 11413 3836 3839 11409 3831 3796 11406 3796 \n",
"390 11713 3950 3905 11709 3963 3920 11706 3882 \n",
"400 12013 4002 3984 12009 4014 3977 12006 4009 \n",
"410 12313 4128 4048 12309 4066 4089 12306 4075 \n",
"420 12613 4137 4181 12609 4181 4132 12606 4167 \n",
"430 12913 4286 4257 12909 4260 4254 12906 4285 \n",
"440 13213 4360 4325 13209 4346 4325 13206 4346 \n",
"450 13513 4424 4400 13509 4415 4392 13506 4399 \n",
"460 13813 4508 4524 13809 4558 4479 13806 4525 \n",
"470 14113 4659 4631 14109 4586 4635 14106 4617 \n",
"480 14413 4661 4651 14409 4677 4718 14406 4695 \n",
"490 14713 4820 4769 14709 4757 4753 14706 4808 \n",
"500 15013 4838 4834 15009 4832 4840 15006 4883 \n",
"510 15313 4943 4988 15309 4943 4984 15306 4951 \n",
"520 15613 5065 5024 15609 5024 4973 15606 5063 \n",
"530 15913 5119 5106 15909 5137 5138 15906 5130 \n",
"540 16213 5255 5226 16209 5187 5211 16206 5224 \n",
"550 16513 5291 5253 16509 5272 5348 16506 5271 \n",
"560 16813 5397 5387 16809 5448 5368 16806 5401 \n",
"570 17113 5502 5446 17109 5449 5449 17106 5467 \n",
"580 17413 5512 5501 17409 5579 5566 17406 5578 \n",
"590 17713 5662 5639 17709 5652 5593 17706 5643 \n",
"\n",
" msgpack(z) raw raw(g) raw(z) \n",
"100 1227 3009 1248 1244 \n",
"110 1338 3309 1329 1342 \n",
"120 1461 3609 1479 1441 \n",
"130 1550 3909 1565 1555 \n",
"140 1613 4209 1659 1632 \n",
"150 1728 4509 1728 1707 \n",
"160 1842 4809 1813 1814 \n",
"170 1950 5109 1924 1940 \n",
"180 2021 5409 2046 2021 \n",
"190 2109 5709 2110 2119 \n",
"200 2220 6009 2230 2191 \n",
"210 2314 6309 2248 2292 \n",
"220 2339 6609 2419 2398 \n",
"230 2491 6909 2470 2492 \n",
"240 2580 7209 2559 2570 \n",
"250 2632 7509 2660 2663 \n",
"260 2750 7809 2764 2734 \n",
"270 2858 8109 2856 2882 \n",
"280 2934 8409 2947 2909 \n",
"290 3001 8709 3048 3054 \n",
"300 3099 9009 3075 3057 \n",
"310 3188 9309 3200 3213 \n",
"320 3294 9609 3298 3300 \n",
"330 3365 9909 3406 3373 \n",
"340 3465 10209 3495 3465 \n",
"350 3524 10509 3578 3564 \n",
"360 3629 10809 3632 3631 \n",
"370 3709 11109 3731 3713 \n",
"380 3806 11409 3827 3809 \n",
"390 3910 11709 3882 3890 \n",
"400 3988 12009 3992 3960 \n",
"410 4062 12309 4091 4094 \n",
"420 4175 12609 4159 4169 \n",
"430 4206 12909 4240 4255 \n",
"440 4323 13209 4353 4379 \n",
"450 4441 13509 4438 4401 \n",
"460 4496 13809 4528 4517 \n",
"470 4619 14109 4631 4608 \n",
"480 4669 14409 4685 4663 \n",
"490 4781 14709 4835 4747 \n",
"500 4838 15009 4893 4860 \n",
"510 4906 15309 4970 4948 \n",
"520 5081 15609 5024 5076 \n",
"530 5070 15909 5094 5129 \n",
"540 5228 16209 5220 5202 \n",
"550 5327 16509 5339 5321 \n",
"560 5375 16809 5409 5419 \n",
"570 5502 17109 5494 5442 \n",
"580 5486 17409 5566 5487 \n",
"590 5607 17709 5678 5624 \n",
"\n",
"[50 rows x 12 columns]"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"figsize(20,6)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Size Comparison By Method"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.loc[:, ('bson', 'json', 'msgpack', 'raw', )].sub(df.loc[:, 'raw'], axis='index', ).div(df.loc[:, 'raw'], axis='index', ).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.axes.AxesSubplot at 0x4033150>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x400ae10>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Size Comparison By Method And zlib Compressed"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.loc[:,('bson(z)', 'json(z)', 'msgpack(z)', 'raw(z)', )].sub(df.loc[:,'raw(z)'],axis='index', ).div(df.loc[:,'raw(z)'],axis='index', ).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"<matplotlib.axes.AxesSubplot at 0x4037250>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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tRfG2FsXbWhRva1G8rUXxthZvjLfNZmPJkiU8//zz5OXlMWDAANavX8+RI0e4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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1ba00f5690>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compress Rate By Method"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.subplot(111)\n",
"\n",
"for i in ('bson', 'json', 'msgpack', 'raw', ) :\n",
" ax.plot(df.index, df.loc[:,'%s(z)' % i].sub(df.loc[:,i],axis='index', ).div(df.loc[:,i],axis='index', ), label=i, )\n",
" \n",
"ax.legend()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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o5tK/1MylPSt//5YuUz6h/qzGnPlPUxKfc6XPSWtODT/O1FqNWBmf8+GMbjKa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\nJQAAAABKUy4BAAAAUJpyCQAAAIDSfgLj4TXZjwWhwQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1ba026c550>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compression Method: gzip vs. zlib"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ax = plt.subplot(111)\n",
"\n",
"for i in ('bson', 'json', 'msgpack', 'raw', ) :\n",
" ax.plot(df.index, df.loc[:,'%s(z)' % i].sub(df.loc[:,'%s(g)' % i], axis='index', ).div(df.loc[:, '%s(g)' % i],axis='index', ), label='%s z/g' % i, )\n",
"\n",
"ax.legend()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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0uHZNzlBQW0ByWDI+XvZ/LuxJi0ijtqWW2uaex0ELz1FRoR6/jTRVTVU8PPth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\nrUGXcWzJpeXLgS0CVIViotU0gBqrE0ttNuLh56nGpzDywtTUEWtcYmR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eRUWkOMOyxh2I\nUsFMOXGBJBM0LUy5NNyahrahNjhco3sgJ03j9bY2/IqiyIae2ResXw9s2uT1Hi2DLUiPjMXmadPw\n7KRJuLqkBI/V18POdZNyWOIAIFWXCqNSAlek5px0twwWFSYTslUqyCQSPL73cdw9926smroKn1V+\nNnLMQp0uZDuTyelE8fAwCtzrWTYw1jg2csmrb8FzzyFi9ZX4/du5GKjKw7elAjqy8WRXdBu70W3s\nRm68f5eBJG0Szk87Hx+Xf+z/nsGQSwAZXA8cIJmJ//gH52GeeUs9ph68cvQVPHXxU6AoCulKJZoD\ndctyuYBXXiGJ1wAKUgqgkqlYg72PHQP+9jciCFm5ErjvPiLi9/2I08PDWH3yJH724IO4JCkJ1fPn\n4+6UFEiZiotaTX4LAWP3+e6/M+d9xYNHHyWh7p7b1feK38OyScswIXJUjT9tGtB6Ih83T78Vv/8m\niCY9YeL/eXJpcsxkJGgSxoTR++9/gbVrRx0jcXGE4B9r7B+2IRt95D8EkkutNhtRELmp2sTIxLCV\nS1kqVeDcpebm8GxxHN3iACA+BOWSGJ3i2LAyNhYrY2NxT4ibi3fPvIsbzrsBqojRyrUvqeHVKc5q\nRRrH95BJJIiLiIA2wz4m5NJYKJcODwxgoV4Po82Ifks/krXJkFAU3srJwRMNDWiyWPgtcQzGgPn6\nUZBLRiOxxIWqWgJEs8V55i0x4MtdYiOXKoxG3FhaihWnT2NRlB6ZjxVgpS0VSpHsrgCgkUqREBEx\n2sLZbCY5KRkZgV+clkb07T4rl85Ocj9deCEZtrm695rsJjhdTkTK/QNBxcCidPFylz6r/AwXZV4E\nrVyHQ4eCUy4NST2US77kUnExueYChKMHQoE796CiuwJf1XzFrVr6/nsSFhUgS4ENsapY1CmMpJrZ\n1xf8SXLJFc6Bcok1b8lkwnkaDWZoNCgOkojQaAjvH1LjO5eL5C0JsMQB3sqlhXU9uGQ+t+SRIZe4\nCutTFBIUmzg2NwHIpTNnSAGfl/8JQrkklZLxgpnaxCSX8jhyl4xGUqA/J/AgMzadGA3yZsWsWZjW\nYsGjFzyK1R+sZldecOBgRweyHA4kchWs4A71jo4OKoDdDzxypL0Ne9GUGQNlSTkaGsj9wpfTnpgI\ndHfIEa+OR9tQ28jjX/X2IjYiAvOPHiWWOGYzvHo1Yaw8Fm2eneKuiY9H0dy5ODE0hDsqK9k/dPdu\nTnKJCfXuS4v7YeQutbXxNkFgnDFnOs9gZ/VOPLToIazKWYXtlaPqrlnuMGZjCGqBI4ODmBkZyRu9\nMU+rxT5DB1qHWjEved7I4/X1pKayYoX7e7z+OvDEE1i9GliYmYdHXykK2AgEUVGExGRZ/B9pOYL5\nKfM5rWbr8tZh8+nN/k8ESy4B5CJ+8kngo484DykzmTDNPe8/e+BZrDlvzYj1NUYmg42m+QOxS0oI\n6+5WelAUhfVz1uPNk296HTY0RKaQV18dTYR46CEypjKh6aVGI64vLcWlp09jidGI2hdewL2pHGvK\nOXNIQSgAoiIiMEmpxKkg58y9e8ntevvt3o+/deot/HL2L70eU6nIXHZT0hMobCzE7rrdQX1WqBiX\n5FKpWORS39iRSw4HyRq9+ebRx9atI/bmsUaxXY15SjcTKoBcSpLL0WmzwZGcPKpc0oauXLK6XOiw\n2ZCmUCCZIa64INQWx9UtTqcjVWuWFeAPwRbniReysnBsaAgfdAV3rdE07WWJY+DbMU6ocgkgod7q\nNCt6RRDssZFLYiuXDrnDvGv7apEZlTky+U3VaHB/SgrurqoCLYRcGgPmK0OfwWvbGhd46y2y4OSy\nFArB9OkkIyRMeWZlTyWmxPiQSzy5S57kUoPZjFvKy7GkqAj5kZGoKSjA79LSkJUiFafduQ+8rHE1\nNWSsZW3/5AOZjKxifE6qsJC4FaRSEl/BlbvEqJbCaTPOh/PTzsfR1qNele9QwXSJa2gg4hIh3BtA\nAr0N9hZUd1nhoGkk+JI6zP3O1oc9CKQqlZBTFB459Hc8UPAAdAqOivLhwyHlLQFEudRjNviH4wgF\nl3IpKSlEViY0cCmXmO5KMzSaoJVLQBih3gcOkM3S9OmCDmeUSy10Cjo0FFbIucNddTpC/nAVYObq\notDk5CA0ApBLvHlLDIJQLgHeod5nQ7n0xRfEOnLW4XCQ3Jbly2FxWPDvM//2CvL2w6xZwKlTuGf+\nPchPzMedn98peK7+MiICK32tqL5vHxmJRoqCoaUldPkdD7m0u243nDNnAEVFAS1xACGXOjrcdn0P\nZfs/Wlvx6+Rkcs8sXjz6AqUSuPVWr65DzQPNXmHeiQoF3srJwQ6DwT/moqmJEOa+eXAemJM0B01x\nEec+d4mmCTPz2WechzD7y4d3P4z/u+D/oFPocEnWJTjWegx9ZlIYUEgkmBkZiWMs6qV9+9xWfA63\nNl/eEoN5Wi0O9BuwYtIKrw5o77/v0bdg40bCLrjZkLuuzoc84zTWrhWwBONYB7PlLXniypwrcbrj\ntNd1BSA0cgkAliwhxI9vvIAbZUYjctVqtA624u2it/HokkdHnqMoCmkKBZr5xAvffQcsWwZ4ZCCt\nnbkWX9d87bXnv+8+ciqe4xlFAW+/DRxpM2LOp2W4uKgI87Va1C5YgN/U1kLF1RkPIEWoMcpdommi\nWPrTn7zrXEUdRegydvmFvwNkKqktj8SrV7yKu7+8G2Z76GH0QjHuyCWry4V6i4W9c4wHzrVyafdu\nsoj2vP5+/nMyIYeR3xUQvXY7uiktFuu1ZIRpbg64mo+QSBAbEYHOxMQR5VKCJgE9pp6QsqgaLRak\nKRSQSSSBlUvh2uIiIojViWVBGyq5lBlgMREq1FIp/jttGu6trkZLIDmnBw42H4RMIsP8lPlej/u2\naPdSLrn/BlxIViigSLaNmS1OTP6mz25Hs9WKGRoNanuJJc4TD6UT7/X7Dsc5US5pFVqoI9ToNolr\ntztrsNuBF18EHn44vPfRaoEJE8JeQFb1+iuX+NRhDLn0cXc35p88iSylEjUFBXgkIwOR7jEj7FwX\nDniRS0ItcQxYrHH79gFLl5L/v3gxd+7SWFriACBGFYM0fRpOdwiQ2fOg39KPwsZCXJlz5YglTigf\nppQpEa2MRpOqBTlqtT+RxpBLvoEzIeA8JYXvetpwb8G93AcFI7vyQaw6FgZTiOSSzUZI2/x8/+d+\nKMolN7k0WaVCh80mLATYAyGHent5RPgx6HCg125HhlKJr7+msWuyC/GH+KvLfNa4ebETYadpdLCt\nb/jackNA3hJAJnOrlSgcBcDz0hKTXJqh0aDMZPLrAtjSQoQBfNbBMcHx46QgmZSET8o/QX5ivt+a\nwAtucokC8PrK11FlqMKLh18M/Dk0jS8nTsTKADZxmUSChXo9DhQUhJ5Mz8Ma7arbhQmLLxVMLiUk\nEOd/urvoBZBg5GNDQ1iTkOBPLgEk2Pudd0Z82J7KJQbJCgWiZDL/nMFdu8gGnseWOid5Ds7oLOde\nuXT0KBlLeRYDpUYjnEM1qDZUY8PcDQAAdYQaF2VehB3VO0aOY8td2ryZkD8zZnDnVe/v78eSqCje\n05yu0aDLSWFp1uVej48Md52dhGn64x9HnstPzIM0+TT6+4mtnhccod5ceUsMlDIl1py3Bu+eeXf0\nQaeTvFeAjDlWaLXEZs6y0HHSNKrMZkxVq7GxcCPunHUnkrRJXscEJJf27CHd6YaHR7qqRimjsHra\namwpIiHI779PPv7ll71fWm0y4a6mcnQ/WoTqrzT4l7UAD6ank0ZiHp3iWDFnDi+5dOQIiTlzOIIn\nl775hoixPIUrAPDWybdwR/4dXmQkgxkzyHLpZ1N+hvzEfDy1/ynBnxcqxh25VGkyYaJSCUUAf30g\ncsnisKBzuBNp+rQxIZf++1//P35cHHDxxSSQbaywq68PkeY6ZOpSyK4/NpY1ZM8XqQoFWjUaQtKY\nzZBJZIhRxYS0Ya41m0neE8iExNkxbmiILJy5EjU9wGmLAzhzl0Ihl+rN5jFTLgHAXJ0O96Wk4LaK\nCv6gcw+8c4qolnw3V3y2OCHKJSreKhq55NnJXWzl0veDg5ir1UImkZC8pWjvSUwukeBfOTn4zQUX\noCfX3yvuhQDKJZsN+Oqr4M9xXFvjPviALAzmzQt8rAdODA1hwHeMFSHUu8pQhZw4b5ImM4rdFud0\nAgMmF/7SW43f1dbiixkz8ERmJnQ+Y0XYHak4kONLLgkJ82bA0jFu715iiQNGlUtsw0SPqQfxGvE7\nxXliUVr41rjtFduxbNIy6BTBWeIYZESlQ57bjlSwEP6e5FKYm5bujv2YnnUDt2rJ6SS2uBDJpTh1\nHMkM48na4kRJCRm32ApqZ5lc4lUuqdWQSSSYqlajlKMSzYWQyF+bjSSv3nijoMMrTCZMVashoSh8\nsbsfe7OVkO3+jvc16enc5El27GTIjA3+lgaa5v6h3BCkXKIocn0LzPIZK+VSpEyGVIUClT5dAFta\niMLyyy9F+Rjh2LULuOQSAMCbJ99kDfL2QlIS+S3b2qCKUOHjGz7G84eeD2gPqa+vR49Oh7kCOqcu\njYrCvkWLQstdMpk4A7iaB5rRY+rBxIuuBoqKAuYtAURtp9MBE+SjjUZeb2vDusREqPr6yELRV2U0\ndSq5gD7/nHzuYDPS9P5FX9aNME/eEjN3zUmag4OKDtDnWrn09tukmM2zGCg1GfHBsefw9LKnIZeO\n3kOrclbh08pPR/7bM3fJ5QL+7/+ImGjfPuJW27rVP7HD7nLh+6EhLOLJWwIACi5guBYJE0ZJwOJi\nYtI4/3wQNmThQq88gMkxk9Fl7MTm9waxfbuXEM0fLKHeDpcDx9uOoyClgPfcbsu/DZv+JDVFAAAg\nAElEQVSLNo+q/5qbyeZWSAtYNixbBnz7rd/DDRYLEiIi0DHYgA/LPsRDix7yOyaNL3fJ4SBS8Isu\nIkoiJgQZwPrZxBpX3+DCffcRZ3WkO2Fg0OHAHRUVWHjyJKaoVKg/vwDb12Tgzp/LRueoigr+QuLM\nmaS5i8+5uVzA008TJ+pzz5HixdG39SjsGxCkpqRpkrX0l7+QsZeB2W7GeyXv4fZZt7O+ztNh/fJl\nL+P1E6+jrFtYJ9JQMe7IJSF5S0Bgcqm+rx7p+nTIJDLRySWjkYzRa9b4PzfW1ridBgOovqNI1iYL\nssQxSFUo0GKzEQmKOyA5MTIR7UPBL1zrLBZkMeQSn3KJUS0JKGVzdosDRCOXnDSNZqsVGTykjBh4\nJD0dZpcLL/O1InDDaDPi44qPccvMW/yeC5i5FEC5RMfYRLXF/a6mBgcHBpCWRipnQYizeMFY4gAQ\n5VK0/6J9vtOJm/btw28D/b0DKJf+/GcS5tfDnh3NiXFLLtE0meWCVC3RNI01paX+Fs8wc5dctAvV\nhmpkx3hLrLkyl4o6zaBeOYUmqwUn58zB/JMnWatgIdtuAmCqWo1KZiMttFMcA5+soO5usk5jNg8Z\nGWQBwXbe3cax6RTnCTHIpW1l23B97vUAQnOVZURlQD6lHzFGn4Xr0BBRdGRlhW2Lq+ipQH3TDjgi\neWT9ZWXEbxIX2m8eo4pBv6Ufrqws1nPt4xu3+OQKZ5FcMpvJNcomNGYylwCidDkTZIbExIkhkL/f\nfEM2xQG64TJg8pacTuC777tQfV4SYXl4WqbyKZcyozJhHSjFiSEfawwzqXKEQDschAQS5OQLwho3\nVsolgOQu+VrjWluBq68mavyzCjeZUWWoQnl3OVZNXcV/PEWNqJcAMqa8d+17WPvxWt45e0dNDS5v\nbIREwPp0iV6PwilTQiOXzpwh1zHL32t33W4sm7QMksnZoLu7UX2sPzApCTJU6WiiXDI7ndjc0YG7\nkpNHSQm2tfT69cCbJIuGTbkEsJBLLhchBpYv9zuWponY8sgREupdGyuBvXJsN7S8MJlIZf+RRzhv\n6mGHA20WMzTOAVyXe53Xcz+b8jPsqt0Fq4PsZxa4lUsmE401awipdOQISRZITgYuu4xwWZ44OTyM\nSUologLk9h1tPYpoeydqHaPHbd0K3HSTWyB26JDfZCqVSDE9YTpa7GfwxReE7PqOiztnUS6d6TyD\nNF0aolX8xf55yfMgl8pH1wahWuIYcJBLzHj9xN4ncH/B/YhV++fj8SqXTp0iCscJE0jh1ENJtCB1\nAZQyFa68dy8efNBbRfpJTw/qLRbUFBTgsYkToZPJcPHFJI509Wq3SSaQckmlIuSTR6HVYCBd/r78\nkvBcBw+SQratRYm+DglW3GHGN9/wO2u3byfiwmuv9X78w7IPUZBSgHQ9OxHuOY0ka5PxxNInsOGL\nDd5d855/nvuDQ8CPmlzq4yGXGEscANHJpc8+I+P3hAn+z11+OdlPjIU61EXT2Nnbi+H2b4Mml1Lk\n8tGOcW7SIykyKaRQ71qzGZPc6p8UPuWSwDBvgMcWB3CGegdLLrVbrYiNiBA19JcNMokE706bhqea\nmgKGn35U/hHOTzvfTw4K+G+4GXLJ5HTC6HQijmcCS5LLYdeJp1xKTgZ29Pbig64uSKWscTIhg61T\nnB9KSvDk8ePYPziIr/i+FI9y6ehRUu1ZvDj4amyGhwR9XGHnTrJacVeCheL08DBqLRb/drxhKpda\nBlsQpYyCVqH1epwtc+nT7m5cUnMS0ScS8Mn06YiWyYAHHgC2bfN73/FgiyssJGolZpijKO7cpR5T\nD+JUY0wupS/CgaYDIWeJ9Zn7sL9xP66cciWMRrIeE7Ix8kSGPgN0kg2KLh9yqaSErOKl0rBtcRsL\nN+L+3MtQajLDxrWyC8MSBwAyiQxahRZDGYl+k7/Bbkfa4cOo4VL7cOUtAWSR0dV1Vlp819eTcd13\nGu6y2eCk6REyY0ZkZNC5SyHdn0FY4oDRvKVjx4DYjC5EJUwACgqIXJADfOSSQqZAjLPXv2Mck7fE\nQUrU1pL5UpD7PohQb4ZcMjmdsLpc3ErvEJDPEurd0kIiX/bvZ00l8IPV5cLikycDd3jiw9AQ2TQu\nWYJNJzZhXf46L3UJJzzIJQC4KPMiPLzoYaz+YDVMdvb77kuTCSuFtDoH6e5VodNhMJRxKIAlbnnm\nckAqhT1nBnLtp4VElCIxEVBaiXLpg64uzNNqScGXzRLH4NpryVhTX89LLnm1Tj99mpCoLOquzk6y\nod2wAXA4KESfNxeSunre1vNjio8/BhYsIN+fg8kuGuoHTM14YcVzfk6BBE0CpidMx3f1hLFJUyoh\noyksvNYCuZxEocR7iInvv580KvPMPxJiiQOAr2q+wgJ9FI65iW+/vgUcbVfzJuThdMdpTJlC7F43\n3URqXn5gUS4dbubPW2JAURTW5a/D5qLN5IFwyaUFC8jiwKfRRZnJhHiYsKtuFx5Y8ADrS3nJpe++\nI1YhwE+5RFEU0rvWozvjTfzud94vKzcasTw62o8AvO8+Qpauv90OuqGB1/YMwCvU+/BhcotPn06c\nesw9PGMGaZZ3bY4eyZcO4KGHSK3shRf8C9wuF8la2rjR34H61qm3eHPnsrLIMoGpo9w19y7YnXa8\nfcrNfj7zjF/HyHAx7sglIWHeABAdQLnkRy6ZxCOX/vMff0scg4gI8tyWLaJ93AhODQ9DJ6Wgo41Q\nyBTBK5esVnLVu0O9EyMTQwr1rnV3igMCKJcEhnkDodniYiMi0G23C94cjVWnODZkqVR4dtIk3Fxe\nDivPxoAtyJvBBM0EDNuGMWwjiz6GXGIscXxhv8kKBczq8DOXaJqQS/GJLtSazdjprtqKlbvkpGkc\nHRzEAp0ONE2jylDFqlxCcTE0U6fijSlTcFdVFXfmR0oKKSH4SPzNZuC224jv+o47SIUgGIxb5dKz\nz5K2GEEGQ3/Y3Y1LoqP92/HOmBEWucTWKQ4g1eamgSa4aBdsLhd+W1ODB2pq8IxkBrKK0si1vm8f\n+WwWReBY2eKS5HKYXS702u1h2+I885YYLF7MTS6NtS0uKzoLTpdzxFoRDGiaxiO7H8FVOVdBq9Di\n+HFyaQQ7vGboM2CNksLV6LMT9wzvT0gg5bwQZJgVPRXYVbsLvy/4NSarVNwt11kqxcEiTh2HnpRo\nP3LprfZ2GF2ukY2EH/jIJcYDE6zUMgQEylti5ptQQr2DVhYOD5MKwPXXC35JmdGIaWo1vv4amF7Q\nhQRNAiHVv/mG8zV85BIATFYAp4d9vmuAMO/y8iD6JgShXEpOJj9LTa8NE+RyUcP+8zQav3ujpYU4\nuebNYxUe+OH9ri4cHBzEe0E2NPHCvn3AvHmwyqXYcnoLf5C3J/LzvcglAHhgwQPIjc/F+s/X+60R\nTU4nDqjVuCRe2BirkEgwTybDwVCIs1OnWMklF+3C7rrdWJFFLGdtibNwaWKRoKk6MRGQDpKC1z/a\n2vBrRtK+fz83uaRUAmvXwvXWJnQMd5ACtQ+mqtUYcjhGM0N5LHHFxWQ+S0gg66rcrAWwKGRn1cbr\nhbffJou7jAyyGGDZF7xa+gXiYcSSjCWsb+HZNa64GBg4rEf2qkH85z/+c1tBAeH+3U5DAEChgDBv\ngJBLN6TnjQSGHz5MbFszZoDksBUVAfPn+70uLzEPRR1FAIgb7KmniFrGb53PUmQNlLfkibUz1+Kj\n8o8IMRsuuaRQkCqaD8lfZjTiTP1neGTRI37FRgYByaWLLiL/f948Qi65/+YHDwLH/rUWlpSvYDB7\nR7+Uu+3TvqAoYne0ltehPzI18GJm7lzQx47jpZeIwvOVV4hJgK3mf3GsHtL8AZw6RfiD4mIy195y\nC1l60DSpmarV5O/picqeSlT2VOLKKVdynopUSuYcRlgplUjxxs/ewB+//SOG//QHkrfGU2QJBeOO\nXBKqXIqUSmF2Ov1CCBmMlXKpu5tcuFdfzX3MbbcRcinMpkp+2GkwoEBFIUXnnkgaGoIil1pFUi7V\nWSwjyiXezCWBYd4AUS4FSy6ppFLIKQpDAn/oBosFmWeJXAKA2xMTMVmlwqMcq+r6vnoUdxZzDhoU\nRSFDn4HG/kbYbIT4T0gglji+vCWAkH5D8vC7xfX2kgpsF2VBvEyCYacDNSaTaLlLpUYjEuVyxMnl\n2NOwB0qZEtmxLBOZe7N5SUwMlkZFcf6mkErJ4sLn+cceI+v4NWuILe7bb4Oz9Y1LcunIEdLpJciW\nPzRN43/d3Xhi4kS0WK2EWGEweTIpWfJYTfhQZahCTqy/+kcdoUaUMgpHe5pwwalTqDWbcXLuXCT2\n6UZjB15+mXS9YSGXEhJIdT1It05AUBSFHLUale3thODg6xHti4kTye/v/v327RvNW2KwaBF7qHe3\naextcRRFYVH6IhxsCt4a99f9f8WxtmP458p/Aghd+JOqz4BVrcZQhc9iz5NcoqiQc5c2Fm7Ebxb8\nBlqFFgU6Hb5n6f4DQBRyKVYVi061i0z87tW+w+XCa62tuCYuDifZLk67nShX2MK8GZyljnGB8pYY\nzNBoUDw8HJTiLSODFEcE54Bv305uDoGbf8CtXNJo8PXXQOZ53UhQh08u5Wmj0e2Edztsscml0lJB\nag+KIsPviXpxLXEAscV5KpecTnLJJSePWj34QNM0XmxuxsNpaeGRS24y49OKTzFzwsyRNXxAzJpF\nNuQeoCgKm67chDOdZ/BB6Qdez+3p78fspiZEseQgcWHJhAkojIoKfmHPoVwq7iyGXqnHxKiJAIAS\naT7mRxT5HceGxETAYUhHo1OFHrsNl8XEEFtYcTErKTGCX/4S9NtvY4IihlURRlEUFuv1OMiMk7t3\ns1rigNEh+p//JMKINNkcNCbIz02od10dOaErryT7hYgIv2JEn7kPn7UU4/qJ3NmTV0+9Gp9VfoYd\nO11YtgxYPUWHxIsHOAm/++8fDYp20TQOCiCXuo3dqDRU4vrMheh3ONBls42INCkKhIzMziZh2D7I\nT8zH6c7RJhy/+AWxcl1zDYmoGwHLgBuoU5wnkrXJWJC6AJ+UfxI+uQSwWuOO9XehteMQ7p53N+fL\nODOXbDYyZzPVupQUsvZvbsbAALB2LfDWq1FYPe3qUQWWG+UmE6Zx5EcplcDrD1Tg+PDUgNmsQ1Pm\noOHjE9i6lcQ1XnUV97GM3ZSiiJBryxYyjeTnE74gP58kVzz5pH8d+F+n/oXb8m5DhJTfasmEejPI\nS8zDuyVTMPCv1wixlOxPJoeDcUUuGZ1OtNtsyBJAAFAUBb1MhgGOgb6mb2zIpW3byOaUCQdjw8yZ\nZA/C6YcNETt7e5FDDYxWHOrrBecRpDDKpZSUEeVSkjYp6MwlmqZR5xHoneC2ptnZSD6ByiWrywUX\nABVXiDsHuQQA8XK5YGtcw1lULgHkGn1zyhRs7ezEHh9JKABsOb0FN02/iajQOJAZnYmG/ga0t5Mq\niVRKlEtpAb5HskKBfmn4yiXGElduGkavoQgTrI34qrdXNOWSpyXu2YPP4sHzH4SEYrkOPDabL06e\njA+6u3GEqwODT+7SgQMkgP+118jAHRdHBnMh1VgG45JcevZZ4He/8/e5BECJ0QiLy4UFOh3marU4\n6rkhl0qB3FzBVg5fcCmXAECfcgWuqGjAmoQEfDp9OmIiIkY6xaGujlRl//AHVnKJosY4d6mpiVji\nglELKBSEGGhqgsFAzs13jzFzJhkmfUngse4WxyCU3KV3Tr2Dt0+9jR037xipOIaStwQACnUqJI5h\ntFT7WJU9ySXAO81YIMq7y7GrdhfumX8PABByiY0U7e4m/wI1CwiAOHUcDOZeLyLsc4MBKQoFfpmU\nhJNsn11WRjYCfAuKs5S7xKlc8shbAoBEt2qmg6uoxAKFgvBE7qVHYGzdyi0PZwGzdoy2KFFSAuiT\n3cqlvDxSleGQNQYil6bEZCHaNYAznkqtAORSWVkQ5FJMDNlENjUJOnzKFKC4RXxyKVWhgMOjM15X\nF+nDIpcTcumLL/j5r+/6++GgaTyZmYlOmw0VQSrbRuAml948+SbWz/EP8na4XOy2+Oxscg/7xCeo\nI9R4ZvkzeGr/U15k6Jfd3bhi376g7vklCQkonDUruEnGZiNso2/ANjwscW7sG8hH1tApv+PYkJgI\nGDpVkKZei5tjtZBSFPH9z5zJH7ycmwtjWiJubGBXigAeuUsWCxnYGXWID5ghevJkQrL87+U5KNaa\nQZ8LcmnzZsLOMEVXlpC3pw88jdi4Obg4gbsgnx2bDdochVseOY5PPgF+daF/xzhPXHcdmZbOnCFK\nnJiICCQFKPzuqtuFiyZeBKVMgblaLQ73DeF//yMWNwCcljgAmJEwA6XdpXC4Rkmjp58m9+qGDR73\nqFxONgzNzQCALmMXDCYDpsULHZiAdXnrsPn05jEhl1w0jSqzFf835xYoZdx7GUa55FfIOHqUrMeY\nZlEURZRER4/hrruAK64gZM+GORvw5sk3R15vdbnQZLFgMo9nOa6nArlX5+DWW7l50hMngPl3zkSK\nsQoHdpkDbsNzNRoY7HavzqOxsWR5XlkJ/O1vwK9/7c/j2pw2bDm9Bb+Y/Qv+DwCLCPbPf8aKYwZc\nvUGHb0yh56RyYVyRS2VGI6aoVJAF6BTHgC/Uu7a3dkzIJbYucWwQO9i7125HsdGIWFsLUrRu5VKo\ntjj35iwxMhEdxuAqop02G9RS6Ui3JplEgviICHSyLTQFKpcYSxynzJuHXAomd+ls2uIYxMnl+FtW\nFjb6rGBdtAubizZzpv8zmKifiPr+eu8wb4sloHIpPiICw3Cgpz+8rA6GXPq44RhUdgNqat/DZz1d\noimXDg0M4Hy9HqfaT6GkqwRrZ671P4imCZnh3mzGRkTgpaws3FlZyZ6h4iEJNhrJvfjaa95F8Kuu\nCs4alxFFJOih5tOcdVRUkMrOHXcE/dIPu7txXXw8KIoaCbX0QhjWuEpDpR+5ZHe58PuaGrQkrMa9\n6i78Ni1tZCwYIZdefZV8l6wssolguefHNHfJYAjOEsfAbY3bv5+sF30l0zIZkdcfOuT9eI+pB/Hq\nsbXFAcGTSzurd+IP3/4BO2/eicTIRADk9uRZD/PCFBELmJpQV+9xX9G0P7kUgnJpY+FG/Hbhb0cI\nsAKt1t/mCZCTLyjgbbUtBLHqWNIxLjt7JGvrldZW3JuSgtlaLU6yqX34LHEMzhK5xKtc8iCXKIoK\n2RonyLra3U0qAqsCBDl7oNJkQrZKhb3fSrB4MdBrdZNLEgmx9ezaxfq6hAQi+OBSPE6OmQyFuck7\nj0iAcikonjLYUG+D+OQSRVFe6iXP9caUKYBG4ycM8sKLzc34bVoaZBIJ1iQkhKZeamkBurpQnR6J\nkq4SXD3V3x7wZW8vLi8u9m80IZEQYoXlJC+fTNq976zZCYAUSL/s6sLKxkbyxQRioU6H0xkZMAUT\n6l1aytkJclfdrhFLHABsr50OfWeVjwSFHYmJQEOfDfbo+VgU4R7T+PKWPFBxzQW48TC38niEXDpw\ngIzBHEqc4uJRzuyhh4DmslRUR0kwVCqMIBMNTifZbHmudRhrnBtNA03416l/walK53TGOJ2EJLMX\nr8Kaxz/FokXA7MhIVJhMMHKIGCIigF/9iqiXgrHEMdfkfJ0O284MYvJkj60cz2SqVWiRFJmEasPo\nXCiVkn3psWM+4fseod6Hmw+jILWAvXDLgVVTV+F0ywnQjY3kvcJBfj5hrN3VhfervwOcRvxq1q28\nL9PJZJBRlH++smfeEoN581C6+RjOnCGZRgAT7K3E3oa9AIAad7dwOd9cX1GBlGVTsXEjmYI8a0I0\nTaxzl10G/PkZBeQzp0FRcZr7vdyQUBTO1+lGFYGez0kIqcSWXvF55eeYFjeNsyDriRHlEk0Df/oT\n8L//QbJnL/5y45u4+8u7YbabA75HMBhX5JJQSxwDLnLJ7rSjZbBlRG6qV+hhtpthcYTX3qqujizA\nOCzIXrjpJiIl5hJXBItvenuxNCoKXcMtRLlksxF7ikDbGRO8TScnjyqXIoNXLtVaLH7KsmS5nN0a\nJzDQu5+vUxwQFLl0pOUIChsLWY8927Y4BhdFR6PIZ2Oxr2Ef9Eo9ZiXy951lFDOei72WAJ3iADKY\nxUfI0eMSXl1mA0MufdVWitUZc3FlfBIK+3uROskpqnLpuUPP4YGCB9hVXM3NxJvn0clpTUICMlUq\nPMNW8fVQLj3yCJGhrl7tfciqVcQrLzQnV6fQQRWhQrepO/DBPwS88AIphbgXtS6XcOLlw+5uXO9m\n4jzb8Y4gjI5xvsqlJosFS4qKUGEy4Zc4DtmwdzqlwQAkRQ4RHfE99xA2JiGB1SYUUkcqAZiqVqPC\nag2NXHJ3jNu7198Sx4Atd+lsKZdmJc1CbW8tBiyBJ6pjrcdw66e34pM1nyAnbtTaWFND5OQC4/W8\n0OaUQmJpRXtf/+ieqr2drLg8O2YESS6Vd5djd91u/Hrer0cem6bRoNNmg8GXmBTBEgcAcao4Qi5N\nngxUV6NkeBgVJhOujY9HglyOSKkU9b4S/x8QucSmXKJp2o9cAkLrGCeY/P3wQ1J65lNz+aDMaESu\nO2/psstIpT5B47aw8ljjKIpkFXOpl7JjsmHpLxnJRgHALfECGWcrKoJQLgFBh3o3DolPLgEk1Pu0\nmzBsafG+n1eu5O4aV2404sTQEG52W4ZvdJNLQRdidu8GLr4Ym06/jdvybmO1bf2rvR33pKTg3upq\n1PvkKrLlLgGEOHtk8SN4+sDTAAhZStntyPVo8y4EaqkUM41GHHGrQQSBwxJncVhwqPkQLppIVEEG\nA9AxoAKVNYlI3wIgMRE4ndyBVHsT+ofcFy9f3pIHvl+Qhpy6Ac6LfrZWi2qTCQN79nBudpxOQqIy\nrkKFAnjjdQqVrmwMFJ9lcum778jaMC9v9LGJE72+32N7HsMv5t2HQacLGSx7gKEhsiYsKwPee2IV\n9nWSyqNSKsUMjQYneGIA1q8nWeK7uwKTSy7aha9rv8alky8FAMzTarG3Y8i7b0GA+cjXGgcQjvS2\n2+Bt5fII9Q7GEsdAKVNiQ+ylGIhWBR+m6AuJhCjgvvsONE3jL8e3IFetDmj1Ajhyl1jIpbaUeTB8\ncxzvvTfaTIGiKKyfvR5vniRdEsuNRta8JS9UVgJTp2LDBuCCC0gukstFrpGbbyY20IMH3WkTHqHe\ngbBYr8d+lsZUfNh0cpPg3LkZM4DiMzToRx8DPvn/2Xvz8CbLtI37l6RJurd0oaUttKUUSim0rAXZ\nFAVEVFTcxgVxZkRFFGfUVx31VUdn3EZFHVcUNxQdAReURUBl3/e1paWF7vu+JU2e7487SbM8SZ60\nxe+d7/jO4+APmqTN9tz3dZ/XeZ7Xt+I9iolhVuosxsSN4bmtz/n0t72hx+TS1q1bGTp0KKmpqbz1\n1luy93n88ccZOHAgo0eP5vTp0z491h5Kw7ytcEcunWs4R1xInG1zUqlU9A3qS1VLzw6GX3whvlBe\npkwCYq279FLZwUbdwrraWmZFRFDaVCqUS0VF4tSv0PISqNEQoFZTExfnoFzyNdDb3hJnRZxeLx/q\nrdAW1+BpUhy4nRYHruTSs1ue5aoVVzkw+1b83rY4K2J0OnQqlVCOWWAN8vYWyilHLinJXAKI99fR\n7N/Ro+yv0lJQxe+nThXE3KRsnp30MKamPM6EllFQ0LMhRtUGAxUGA/6GCn7O/5m7x9wtf0dnFQPi\nmn4nNZW3Sko46dxBtyiXfvlFrLFyS8+gQcKRYDdgwiv+a6xxpaWi2rlPHKxbW+Hmm0Xt5e3zOtnS\nQqPJxDiLVXG8JafGbH9Q6ObEuI7ODkoaSxjYR3TBJEliyqFDXBsVxQ/DhzMsPMFhOiKIontC7qei\nkLBOrLHLjbPHBVUuabW+TYqzwjIxTi7M2wq53KXfI3MJQKfRMSZuDLuKd3m8X35tPnO+msOHV33o\nEgraXUscQG5rK5G0ET3oXJczyHq926+Ngwf7RC79fevfHVRLABqVytXmCUJin53dvRdgh8jASGra\namxE2L9LSrg7Ls7WJR0VHOxqjTt48P8EudTZKZxZzkLoCoMBFcL+bo8LGurt45Q4sOZoBLF+Pcyc\n6UQuTZ8uLBluNsLERPeutOQ+ydSXrGNjXR2flZeLxbS2tmszdkJxschfVyBg6IIPyqXBg6HccGHI\nJWflkn3p5il3aUlxMffGx9um8I4LCcEkSRzyNQBv40aM0y52G+Rd1tHBtoYGXkhO5rEBA7jl1CnH\nOAaZ3CUrbhx2IyWNJWw/v521tbXMLitDlZHh2/MDpqjVbFU4YQ5wSy7tLNpJenS6bSz8oUPi6auy\nsjxLxCyIjpE4n1XKFL8aMZChs1NkLE6c6PWxhR0V5MwYDR99JHu7Tq1mbGgouwoK3OYt5eUJgsue\n/506FYz9xtB+tBck7b7AGuRtDzvl0uHyw2zI28CM4QsYGhSE2qnmrqwUnFx8PKxdC5emjaO2rZa8\nWqE+lVVv2yE6Gq65VmJTpfdJcYfLDxMREGETPmRoQygLbeL66y31VVGRCPT2oIy0ToxzxrRpTlEs\ndgr+7pBLALcGjONEmIwtrTu49FLYtIk1uWto9Ivgkr7K1FAuuUutrbB/vwORajTC/H+PYbzffkZk\nOBa5t424jXVn1lHVUiX2CU8cgySJ7kBaGiDODtXVQp02dqwg8XbvtuszjhkjnosCTA4PF4pAhThX\nf459pfuYO3SuovvHxkg80foEnd+tEfudXT7okplLWHrw/9i0uMWLF/P++++zadMm3n77baqdppbs\n3buXbdu2sX//fh5++GEefvhhxY91Rm8pl+zDvK3oqTVOkpRb4qzoTWvcpro6ZkZEUNJUIpRLPlji\nrEjQ6ykODxerqclEvxAR6O3LwmE/Kc6KeLlQ78ZGcZJVMJbT46Q4UKxcqm+vZ/4dxM0AACAASURB\nVMf5HTw15Smu+891tBi6it9Os5kSd1lFvZ0CLAP7Ub+NHY38kPMDtw73/mWyZi75qlwCoSgL7G9w\nngDqE0pL4UTIG/iHpJIeFMzgyMGka5p45/xWQkJ6ljO7q7GR7NBQlux6jQWjFhCqD5W/owy5BGLT\neSA+nndLSx1vSEnBdCafP/4RPvigy5btDF+tcUnhSZyr932y1u+OJUtEuyUyktJSUfRZh055O9yt\nqqpiblSUrQDrq9MRqdVy2n6MutUW52PBcbbuLAPCBti6VSdbW1GrVPzPgAGoVSqS+yS7kEu11Way\ntr0p9OpW2Fl77XGhyKVBAQEUBgdj7E7uQEoKhtP55OWJOkQO2dnicGE9s5glM7VttUQG2nXWa2pk\nRsL0Dib29xzqXdVSxeVfXM7TU59mTpqrVam7ljiA3LY2+mshcuC5rs9O7npPTRXhFgq+cyerTvJL\nwS+2rCV7uIR6S5L4Ltt3vbuJqMAomy2urriYr6uquLtfP9vtVmucDZ2d4m97CvMGcYq7wOTS+fPi\nzzhvK9a8JecmyPDgYJ/JJUUTHc+dE5KImTN9+t0nW1sJrQvEz08U/g7kUlyc+OfmEOApd8nfz59+\nOg3LkiJ47OxZvjx5UrBkbmwVPoV5W+GjcqlOJabF9TaygoNtE+OKix35s8mTxZmrosLxMVUGA/+p\nquJeu7BYlUplUy8phtkMmzaxYaCZYdHDZG0gn1VUMDcqimA/Px5MSCDcz49n7L9QI0fKKpcA/NR+\nPHLRI7y04yV+qqnhigMHZGsKb5gaE8OWUDd1ihzckEvLjy63WaOsdxs5ErfqK2ecCK7FXO9Hdmi4\naHgdOyY+sCjvDYnipmIq/nC1IJfcxIpM0mrZHh4uZN8ycFOScc2fptGvroaDB+TXaZMkOTaqeoq6\nOli3zpWMtlMuPbrpUZ6a8hQFBslhMIEVr78uMtDfe08IB9QqNVcNvorvT4vicEJYGLu8kALXL2qn\npRX6azw3r9fnrefylMtt/z+wQY9OraI9zEKeWDs1HprOmbGZHK5wJSCzssT1aSuHLbY4o8nIgdID\nZCc4NlDOtrWxqsqz4GJIrZpz0Xp2F+/2eD9FuPRSpM2beWLz38hImu2ihnUHF+XSzp1iv7ZjNp9+\nGrRx0ej6htss6Vb0CejDNWnX8OmRTzntIcwbEJZsazArom5euVKIk/72N1i6tEsVBfikXBoTEsLp\n1lbH4RAesOzQMm7JuIUArft8KBskCdXjj3Gl3zp2PLvZZRBGv5B+/P3ivyv6u0rRI3KpwXJBTZky\nhcTERGbMmMGePXsc7rNnzx6uv/56IiIi+MMf/sCpU6cUP9YZ/5fJpYMHBTvqZq2VxeWXCwW1jzmk\nLqgyGGgxmRjo7y+US6HxPoV5W5Gg11NiNosQk4oKgnXBqFDRZFA++cl+UpwVcTqdq3LJqlpSEIDr\ncVIceCWXqizk0pqcNVycdDEPTXiI0f1Gs+DHrhG0JQYDfXU69M5FYUWFqEYvcJZOpl3h9p8T/+GS\n5EsUjRpPCpfJXJJTLn32Gbz9tsOP4vR6/ON7FuqdX1nKKWkTHSq9jZh7MmMGu1slElNbepS7tKux\nkREBGr48/iWLxy92f0d3lQxwcXi46wSo5GRM+YVMv9TMFVe4/7Vz5sAPPyh/vklhF065tH69W3Ge\nb6ivF0XjX//KwYOCuLjmGvj8c1G8HvFiD7fmLdljvLM1Ljpa7LAyBI8nOOct/VpXxzQ78jk5PNnl\n/R10Zh1SSKhjR9YNuXShbHF6IKGqirNW5ZQvGDSI9uN5jB8vChU5hIQIUZS1RmlobyBIG+RoC/nL\nX4Qt8AJg4gD3uUsthhauXHElNw27ya2ysLuT4kBk5QwOCCA4/rxncikiQlT+Cg6sz219jr+O/yvB\nOldb1XjnUO/ycrFHxcZ27wXYITKgS7n0cVISV0REEGu3To8KDna0V5w6Jb7L3g6rv4NySWnekhXD\nAgM53drqdlovtbUiiOSii8RnOXw4Nz4/nP9dOUIoH0eMEAcE67+sLPFv6lS44Qb3F4sbnGxpoWx3\nEDNnio/TgVwCYY1zk7vkLdQ7NSIVWs/x84gRPNTYyDezZrm9r09h3lYMHSqKRAXZkVFRIIUbCGjr\nfXJpaGAgBe3ttJlMFBeDue8R/nNCSO91OiEAW7fO8THvlpZyvcX2aY8/9O3LV5WVyomEY8cgNJQl\n5d/JBnlLksSysjL+ZCFr1SoVn6Sl8Ul5Ob9Yu2fDhgl1o5sxsPOz5rO34hQHmhq5ZMOGbpFLFw0d\nyr6EBDqU5Hy6IY+3ntvKz/k/85fxf7H97NAhCwelULm0vKkEvosnIThJKJcUWuIAihqKCBk9QWyY\na9fK3mdSbi7b5UICLXBXkk0aPZlWvZm//bFUVij4VEEB9/Vm4PeKFeKgFRHh+HNLMfBz/s8U1BWw\nYPQCWWdMR4cQPj3yiONR5Zq0a/g+x0IuWeofT0346rgGIkvCWL3a83lnfd56Lh/URS59tUJFuiaE\nfdZ9QcFmmhWbJatc0miE9d6mXrLY4o5WHCUpPIlwf8dG/6IzZ/ibl2wLVV4efbMucpm41i2kptLa\n2cawOi1NmgjPJI8dBjiTS7/+6mCJ+/VXkZrw8cegGjtWtomwYPQCPjjwgcdJcYBg0J0Gt8TGCofD\nPLl4qIwMsXnaN1/dQK9WMzIkxP3EWjuYzCaWHV7GXaPv8npfJEkENm3cyIc3beJQkTzB7NYZ0k30\niFzat28faRZ5GEB6ejq7dzsymHv37iXdLr0wOjqa/Px8RY+1R53RSIPJxAAfbEu/J7lkVS35MixI\nqxUjEXuqXjre0sLw4GBUKhWlTaU9Uy5ZJ8ZZDmdW9ZJSyCmX4vR6SpyVSwrDvAEaTCbPtjiFyqXV\np1czd+hcYZma/Q4nKk/w9j5BuLi1xFVUiMLdC4PfU9grlz45/Al3ZnkO8rYiOjCa9s52zpU3Ehcn\npuK0mkxEOW/6S5eKHdLudB2n06Hr1+EyicoXHNO/y/gBfyQlIEBMJAHm9h+Bn74PrRct61Hu0s6G\nBkqLN3Jj+o22cGD5J+GeXBodEsKJlhba7SqZ9duCqCec1x4ulX2MFePGCcmrUoLsQtni2toE0TV0\nKCxf3kOe87334IorWH0gkZkzhYjpiSfEupWZ6Zlcym1tpcpo5CInT8cEOVl4N6xxznlLv9bXc4md\nrKx/WH9Km0odJqFcXfAGdbcvdlx4vSiXep0nLioiraKC097v6YqUFAJKzzJ1smc/on3ukoslzmAQ\ngSdr1/ZeiJ8dJiRMYF/pPowmxwNTp7mTm1bexNCooTx3ibxfv6lJ1FYjPUfHyaLNZKLCYCAjNApN\npBflEiiyxpU2lfJz/s/cN+4+2duzLbY420Hh6FHxXfZlY3cDq3LJFBHB21dcwf1OB5nRzqHeSixx\nIMilnkhEFcDtpDg35FKwnx9xOh159rk3ZrM42dxyi+ia79sHzz4rbG5ffkn9v7/g3pDlYpH7/HPR\nEPnsM3Ey+OQT8e/bb8Wi5QM6zGbOd3RwaE0Al18uvrcNHQ1EBNgdOD3kLnkjlwZFDCKvNo+M4GDW\n5+Rw/4wZfOumXvA5zBtELl5CgiLbp0oFmmgDrcW9Ty7p1GqGBARwvKWFk417eK1qBgt/WojBJGo7\n69Q4K9pNJt4pKeFBmeiDjOBgwv382KF0vdq4kYbJ4zhacZRr0651uXlHQwNqy4AJK2J0Oj5JS2Pe\nqVNUGQwiFyY1VYRoyyBAG8Clox6lT2shgQUFbnOzPCEsLIwhFRXsP61gN8jJEbW23XNu72xnwZoF\nvDXrLcL8u/ZZm8ApK0ts0h42sbNtbexraiLmRF+COsWgEbZvF/IyBShuLKZ/WH8RFvTBB7L3mfDz\nz+yPi6PDDXlsH+Ztj4TQBAqjNCTpdvHOO463SZLEV5WVfF5ezlnnvKzuYtkyuFOmlk5MRCos5H82\n/g8vXPoCWo3WZeolwKpV4nU4xylOS57GkYojVLVU0V+vR6NSUeiGtATYWl/PNQPDeeMN90+1ob2B\nw+WHmZI4BRCiq19/hdkpIey1kksKZMD9Q/vT3tkue5699FI7csmiXJKzxG2srSW3tZUKg4FqTwHy\nZ86QNfkGvjn5TY8DoY3mTtYnGnnWPJWTra2kK1Uu+fs7kkt2eUuSBA8+KAb29O2LkIfLZF1MSJiA\nVqPnVEszQzyRS5a8JcXQ6wWprYAQBruwfC/YkL+BfsH9GBEjc5HZQ5LEyLlff4VNmxg4NtKtw9qX\nMHcluOCB3pIkuTC63nJk5HDCEsjo7If1BE/kUkofxzZcT8glk0kQ5L5Y4qy44w5RP/Uk9+ZYSwvD\ng4IwmAzUtdWJKULdIJfi7SfGWUK9Y4NjfQr19km5pJRc6gVbXLOhmc1nN3PVkKsAMYJ21Y2reG7r\nc+ws2kmBZUqAC6zMi5JioQfItIRl5tbkcqb2jIMk2hNUKhVJ4UmcbzwnOEGLasnhGmtoEIvbX/8q\n/lkQp9ejiu6+cqnN2EZ5wvtMTLuRwXYLslqlYnp4OHmD9nI6v3sbTqfZzIGmJjYcXsIjEx9xf0ej\nURTdbir2QI2GIYGBNuKuvh7uugt0aQMJqfLMfKnVcNVVyq1xSeFJFDYUKruzDzh0SOxP330Hr70m\ncg8VZHq6or0d6Y03WNrnf1i8WKih5trZtTMzPfNBq6qquM7OEmeFi3IJujUxLrcmlyGRIrfILEls\nqa/nEjvlkk6jIyYohqIGS2DqiRMMbD2G+uYbHX+RG3LJylP1xAYqi5wc0trbHa2BShEURIMqnBkZ\nnolO+9wllzDvX34RBc9ll/VeiJ8d+gT0ISk8icPlXQWSJEnc++O9dJo7WXrVUrd7+t69gljqjkvn\njCW/Lyl8AMZAC7nU2SnWYmtSrD2s1jgP2Fm0k4v6XySrWgKI1esJ1mi6SJGjR7ulYJBDVGAUNa01\nrKutJcJoJNvpO9pPp0MDXdl7Bw7IWmZASOIf2vCQqK2syqULqK71qFxyU4zbrHFlZWIe9uDBotKf\nMEFkfSxfLuQuFuVS7IwR/FY7AkOaG9VSVpb4MimwfNsjt7WVRJ0/u7ermTZNXD8RARFo1HZDQqZM\nESd4ma6xEnLpTK0gfjKPH2dtURH35OayRibmoVu2OFBsjZMkic5QA7X5vU8ugahTVp4/xJH0q3hh\n/DLSo9NZe0aoW2bNEpnb1rPol5WVjAwJcWtv+YMv1riNG/lhQBvzMufJDvVYVl7On2JjXdah6RER\n3BoTw52nT4trxYM1DkCKyCbw1Ho6BiUrC0+VwdTqarYoUe3avG5deGHbCwyNHsq1Q7sItKYmsZ2l\npSGkaSEhHiW475aWckdMDLERGrQtiZyrK0RSOCnOZDZR3lwuGtQ33CDIDOfAMUkidN06Buv1rhlx\nFrhbNlUqFQ0D+nLDlN949lnbMQMQTXIJ+Gv//jzv6YJTiqNHRXNYLheqTx+MJgPRRi3XDb0OkCfK\n330X7r3X9eH+fv5MHzidH3N/dD811w7bGhq4d1IY5eViT5TD5oLNTBww0WZzWrVKcN6TokPFwIC2\nNrEGjB3r8WWrVCpGxIxwm7u0ebNlq4iJgeZmDp7Z6pCTaJIkHsnP58WBA8n28ro4c4aozAmMjR/L\nd6e/8/i8vGHZoWXkjRxA8Jla/NVqIhVef/31es5bib3GRvEeWQi4/ftFqslVV1nuPHasLLmkUqm4\nfuRCVJ3NtknnsrDLW1IMH0O9lZBLHx78kLtGeVEtSZJQtG/bJlS5ERFdE+N+B/SIXBo7dqxDQPeJ\nEycY7+QLy87O5qTdSaiqqoqBAwcyZswYr4+14plnnuHF557D8PHH/Pbbb4qf3++lXPrlF9GA6E6e\n6/DhQla3eXO3/jQgyKWMoCDKm8uJCY4RRVNhYe8ol4KVK5daTCbqOzuJcyr+4uQylxSGeYOwxXlV\nLrnxDEVbyKX1eesZnzDeoVuZEpHCR1d/xE0rb+J4Y438pDjrSfQCk0uDAwIo6ejg/cOfc9vw2xRN\nSbAiKSyJio4CG7nkkhu1ebM4nT75pNhwLR3aOJ0Oc5+ObpNLy498iVQ8DnWfMBe2/5b4FPTRF7Ox\npnshcUdbWgiSWri0f7bLteqAnBwR5Bzg3necbUd+LF4sspTCR6UokiT5Yo27UMqlPXtg4KxGxo6T\n2LcPrr9euEMeewx8iTUxLvucI+pRvL9zOLt3u4oiRozwrFySs8SBOHAUtLXRYL/WdmNinL1y6Whz\nM5Farcta4pC79OabvK++l8g4p8OGG3JJpbpA1rjcXIZoNN0ilxoaINc8iKzgPI/3s5JLkiQOxw6W\n2ZUrBUt4xx29F+Ln/Pf7O1rj/r7l7xwqP8TKG1d6XKt6lLfU2sqQwEASwxJp0ljIpbw8QabITQpT\nMDFuT/EesuM9h3M75C65a8F3A5GBkVS3VvNWSQn35+ejclp/VCoVo0JCuqxxHibFbTq7iaUHl/LQ\nzw8hBQUJJtzDxKKewt2kuONulEt0djK8tJSjH38siP+CAtGBO3IE7r/f1aaCmD0SF+c+PLu7ONna\nSlRLIFlZolSobKkUDTh7BAaKTAOZ+tIbuZTRN4Mt57ZgMpsgP59RcXH8OHw4f8rJYZ3T5tptcska\n+uIl/7GhsxMtas7leJiu2wMEdpTx5ol1+H3/JbeOnc3tI25n+dHlgFAGpKWJs4wkSbxWVMRfPdR4\nN/fty8qqKsfQbTm0tyPt3Mlzmu2yB6qmzk6+ra7mdjfW1eeSk6k0GnmzpMQjuWSWJDY3NLG4VuJI\ndPe7vVPUarZ6ULHYYPO6CZysOsnb+97mrVmOE0aOHBHuGlsJ7CF3qc1k4pPycu6Njyc2Fhqrg0lv\n8seMpCgmo7y5nMjASGG5DgwUKsNlyxzvlJcHRiOTYmJkD8ItLSLXx53wSzUoFW3ZIe65R3DNVnxX\nXc01UVH8JSGBH6qryetOs8YeH38sgm1lJk23mzrIDzXx8qCFqFQqao1Gmk0mh6zSY8cEB3711fK/\nfs6QOQ7WOHckTHlHB1VGI5khQSxahFv1knPeknVuwViLotW0f79YPBTYxeQmxoG4Po1GS463SgXJ\nyZQd3emgXFpeUUGgRsPc6GguCgtjpztyyWAQ7GByMvMz5/PpkU+9Pi+X17xe1DVtxjae2/ocM+96\nmVNFRaQrtMSBU+bStm1irbScgT78UGS529JORo8WjXYZXiAj6QqMTXmeB3t1h1zyIdT7Iost39Oa\nWN5czq+Fv3Jzxs3uf5EkCSHBrl2CWLJ0VjMyRGPa+ut/++03nnnmGdu/3kSPyKUwiz1i69atFBYW\nsnHjRrKdpqpkZ2ezatUqampq+PLLLxlq2VnDLR1pT4+14plnniH5nnuY9+ijXOxuXrMM5Mglk9lE\nYX2hbSKRFX2D+lLZ2j1y6YsvhL2tu+hpsPex5maGBwVR0mgJ84Zu2+JKrOSSvXJJ4cQ4q/rHWdkg\nq1zyxRbX2UmYzAZhQ3i4V+XSqlOrZFP1rxx8JXdm3cnyM5vor5c5JP1OyiU/tZphgYF8lred+Vnz\nfXpsbEAS6shCgoOhqL3dNW9p/XrhO/f3F5aCBx4Ag4E4vR5DiKFbtjhJknht1xJCTz5InqGNwU7k\nzoyICIzhKRwNe42OTh+mp1iwtb6W5qrdPDrxUc939GCJsyI7JIQ9TU388IPYyF56CSEJVkAuXXqp\nqOOUEHCJ4UKC3iuTM+zwU0EDq6YfZGVVFRqNiNY5elTws+npQtHk7U9WlJooe+gVVqc+ytat8sOM\nBg0SkTVytcTZtjaKOzqYLBPAr7V4xR3GcXfDFmefufSrk2rJChuBV1OD9J//8KH6blde0Q25BBco\n1Ds3l7TwcHK6UQxv3w6NfQehO++ZXIqPFw3rnBwRoG1TLnV2Cmnd3LlCOpCX59PUNKWwJ5c+PPgh\nnx39jJ9u+cmtAsiKHuUttYl1JTE8kSqjhVzydL0rsMXtKVFILlmJGqstrhcQGRBJrSqIw83N3ASy\nz3VUcLAI9TaZxKnSjXIptyaXr6//ml8KfuGZ35654LlLcsqlUoMBnVpNtL0sraAAnnoKkpIYvnIl\nxzIyxEL1wQeia+xFea4o1NtHnGxpwZgXxOWWc5tL3pIVbqxx8fFiXXTnDpmRMoNgXTDv7X9P7Ckp\nKYwNDeX7jAzuOH2any0bbFWV+FhjYrrxIh5+WLw506Z5tOiXGwxEoLsQSwBrz6xlxe7nSIm/HH3J\nZYSEwA3DbmDj2Y3UtYkmnNUat7GuDpVKxWXupmUAAwMCGOjvz2ZvUtIdO6hN6Uf8gGEMiXLt4H5d\nWcnF4eHE6HQYja65Tzq1mhXp6Tx/7hyHPBAz+5qaiNZquaMujLX681Q0V8jezxsmx8SwKzDQfd6Y\nFXZh3mbJzII1C3j24mdJCE1wdzcBD7lLX1dWMjYkhJSAAGJjhVt2dmU4DWMyFFl7ixuLHf/+ggWu\nwd4bN8Jll7lVWZw4Ic7f7vrBocNGo8o/yxNPiI/COmXw++pq5kRG0ker5f6EhJ6plwwGcTCbP1/2\n5n/v/TfN/SIYaRAkt1W1ZK98e/dd8fLdvY7Zg2fzS8EvtBpbmRAW5qretmBbQwOTwsJQq1T86U/i\n++k8Y0aSJIe8pZIS8RHPmgURWi19tVpyDh9WvJlmxmTKkksqVZd6CaCjfxwRZfW266rVZOLJggJe\nTUlBpVJxUWgoO90paQoKRK2l03FN2jXsLdlLSWOJ/H1lsHSpmK7+l7/AO/veYVz8OLJGX8HJoUNJ\n96GWsp5bzZIklB6XXAIIkvObb5y+AmFhYkG3ZD/bo7hTzaAAHZ8d+cz9H7NmLvkCH5RLfbRakv39\nbU4LOXx6+FPmDp3rMOnWBS+8IKxwGzY4DM0KDRXiR2tcycUXX/x/k1wCWLJkCXfffTeXXXYZCxcu\nJCoqivfff5/3338fgHHjxjFp0iTGjBnDq6++yiuvvOLxse7ga5g3yJNLRY1FRAdFuySsd1e51Noq\navubPZCI3vCHP4gFtjuBvWZJ4kRrKxlBQSLMOyRePKmGBo8hpC+/LCw29ojX6bpscd1QLuW3t5Mi\no/6J0mppNpkccm961RYXGiq6tjKbeZRWS7XBwLoz62QnGQE8PfVpDNoINp38wvXGujrREb/A5BJA\npLmBgPDhDI/xzYYRJiURFFcIyEyKkyRs85dBVH+DBsEbbxCn09Ea2D3l0i8Fv2A0SiSaLyW3tdXB\nFgcQqdUyNCAUSTWLjw9/7PPv//r8MQaomhkd5yVzRAG5ND40lF11jdxzj2hmBQcjTkoKAqECAsRm\n7G7Msj1C9aH4+/mLiVC9hE6zma1jcpnjH8Pz587ZAlD79RO108cfCwXTVVe5J02OHYOnM79DFRnJ\nM5snu218aTTCbSTHCa2squLaqChbrpYzXGThQ4eKg5bCscz17fW0GFps5Lhz3pIVyeHJFNQVwNKl\ntF42B1NUjGvNHBcnDtoyXuMLQi7l5JAWH8/p1laficXffgN9ujIVnTV3qbq1mqgAy165dauQViQl\nCRvHLbcIn3UvY+IAMTHup9yfeOrXp1h/63pigj2fks1mMZa3p8ql2OBYmgwNNLW3YTjg4Xr3Yovr\nNHdysOwgY+M92wqyQ0LEQcFoFGyezyE58tBqtKgT5nJ7dB/0gwbJkkujQ0KE1SQnR1zkMjPrJUki\npyaH7IRsfr79Z74+8TVFgZ0XjFwym8VS6UwuuQTgrl0rurTNzbB+PSOWLOFYZKS8yswNkpJ6//o8\n2dpK8fZA2xZY1VLlE7nk5yc+CndOJ7VKzQdXfsBzvzyNdP68rak3ISyM1cOGceupU/xSV2cL8+5W\nfJefn2jDT58uFgI3DFy5wUCsTtfjITHOWH1qNXd+fyf/mfUChSYN8f3FOhfuH870gdP55uQ3gCgv\n1qzBplryFoFxsyXY2yM2bmRdUicLRrkGeYOwxP3RUuu+8QZccYXrWS4lIIA3Bg3iZr2e5jNnZPeG\ntTU1zI6MJCjnLFHZl/Dmnjc9Py83iBw6lAE1NRyyOyAuWuQ0pMpsFsyKxRa39MBSTJKJe8bc4/L7\nXNxzI0e6JZfeLi1loWUyn5VcmnQeCocrGzZR1FjkSC4NHy7OA+vXd/1s0yaYPp2JYWHsaGhwCWX3\nVpINGDONPkXV+PtLvPuueG9yatspbG9nkmW9ezAhgZ8suT/dwpo1Yt2W8fLWttXy0o6XGDTyMtt1\n5GzvbWqCr76CP//Z/Z+ICIhgdNxoNp3dxKjgYE62tNAm873a1tDAZMvrCg8X571333W8z6nqU2jU\nGltz7euv4dprbQIcxoaGsre8XAxAUIDM2EwHG7s97HOXiqP1TDH3t+XtvF5czPjQUCZYnm92aCgH\n3ClpzpwRey4ir+z69Ov5/OjnXp+bJAnu44UXhEOtsqGRf2x52ZbbeHLMGNJ9YMcDNBpC/fyoNBgc\n8pZWrhRvl0sj1Y017lRrK1fEZfDBwQ/k67j2dsH6DRzoepsnDBsmNjWFNgNP1jhJkvjw0If8eZSH\nL+ZHH4m9Yt062Wnsv5c1rsfk0tSpUzl16hR5eXk88MADANx9993cfXdX8viLL75IQUEBBw4csCmX\n3D1WDpIkcay5WfFoQivkyCU5Sxx0n1xas0Z8V3syTCYyUtQM3YnLONfeTrifH320WkqaLMqlwkJh\nFXIzDhfEmcTZAuNgi7Mol/qF9FOsXDorE+YNQu7fT6ejzL71V1zce7Y4jUZIRWXY3gg/P2o7jQyP\nyXQbCq1RawgKSWF77jesOrnK8ca6OnE6+h3IparKnQyIv9jnxwV2JKOJLARkJsWdPi2qWXsp55Il\n8NJLRFZWYtSYqKjzXQK+ZM8SZkU8SFycGBc+ROZzvzomArP5Fv659QVb6KcSmCUzB1raeWjY5d7v\nrIBcGhwYSGlzJ1fPM3RlWqYoO9DD/7vWuBdzSpHqtawcm4ZWpeIHpxyPMgGnnQAAIABJREFUadME\nGTRxoliH/vEPRz7nxx9h2iUS/wh9if5v/Q9qjedi313ukjtLnBUTnHOX9HqxCct0iORwpuYMgyMH\no1KpMEkS2xoauFhmY0wOT+Z8dT68/TbFcxcTGSnzy/R6IQOWObRcCGUEublEDR6MCmyTKZViyxaI\nmTjIZTyuHKzWOAdb3KpVjsFZ1hA/b11zH5EcnoyExLzv5vHdTd+RGpnq9TG5uYIbsQxw8hk5FnJJ\nrVKTEJpAv7TztO/zQi7l57t97ccrj9M/rL/LVBxnjLIOAbBabn2Q6HtCY2cnpqhLmBOqdmvhG2Wx\nQHjKWyprLsPfz5+IgAj6BvVl87zNHFFV8vP23icVQXBWISHinz1cMkreeUfM7X79dcjIYFBAAOUG\nA80KRyvDhbk+j9a30HoqyPZ2ulUujRghmnIy7JY3a9zQ6KE81v8WqkM1DplQk8LDWTlsGDedPMkP\nhfU94ylVKrHA33efIJhkFuoKo5HEUB15eb0XwfXlsS9Z+NNC1t+6nhmJ4wkw+xGR3mX7srfGZWZC\nU1QzBxtauEWBROvGvn35vqbGsfHohI71P/J1XK1DDpEVp1paKGxvZ1ZEBMXF8OKLwg3y1FOuv+eW\nmBgmhIeLs4bMevtTTQ1XRETAsWNcOfdx3j/wPo0d3ic3uSAtjSkHDrDVolgrLYX33xfEm02kdfas\nOPhFRVHaVMqTvz7JB1d+4JgDZoGTe86tcmlfYyPVRiOzLJuilVwacaaRY6leJk5aUNxYTP9Qp6av\nfbB3Z6dQRFx2GfF6PaF+fi52cG9O4pjMiSTXdFLSWMz06aK8XrRCEHt+ljNLmJ8fD8TH81x31Usf\nfyz8UDJ4cfuLzB06lz5pWV3kklOY9/LlQgAjp/C2x5whc/j+9PcEaDQMCwpiv4w1eWt9vY1cAmEc\n+OADx6GFq06uYmbKTBsZa7XEWTEuJIR9ZrPiTk16dDr5tfmyroFp0wQHYzbDyeA2strEc6swGHi9\nqIgX7BwvoX5+pAQEyCtp7MglENMWPzn8CQV1BbR3yttCzWZxfa5YIRplQ4bAkPmvE149k2F9RY7i\nyQEDSLcGTCpEf72eospKsf9bMqk+/BD+9CeZO3sgl2bHZ6BVa9lybovr4/LyxAblaxabTif8aL0Q\n6r3l3Bb0Gr179fWaNSL+ZP16t4WXwvi+HuOCB3r3BiqNRsyIwEtf4JZc6tN75JJ1SlxPceed3bPG\nHbPrHtqUSwoscYcPuxZLYX5+mCWJxrg4W5vOl0DvfEsAqxwccpckyTflksnkWbkEbkO9/dRq/MwG\nZqXd4PahRrOZSmMnq+a8yz0/3cPpajsiqbZWyBrLykSg3gVCXVsdp8+tpU3vZTeTgboxCVOIKIhd\nlEtWS5x9B3HQILjnHlSPPkq4pKO0XTnxA4II2FO8hyEdtxKRbEQFsuF7syIj0I7QE+8/mM+PeO9o\nWPH5qZ8wawKZP/hS73dWQC6tWqlCmx/CZQ/YFYoDBypSLgHMni2U4EpiFBLDEnuNXCrt6ODlskKy\nd6Xip1HxZGIiz50759JV0eng8ceFrXvPHlHYbdoklIkLFsBvz/xGpLZRsGReIJe7dK69nYL2dlmy\nx4rxcuN4fchdss9bOtTURJxOR4zMep/cJ5nEXw/CwIEUR4+UJ5fAYSiBPXpdGdHeDmVlqJKTGWIZ\nv64UjY3C/54yc5BvyqU2S6C32SymZ9mTS1lZ4tDiQzahEqhUKh4Y9wDLr11OdoJnW5kVPbHESZJk\ns8WBsJxGDTyP5qSH693KgDh7DixQkrcEYgjA0MBADp0+3WuWOIBPy8sJa8tD21nfRS45XcsD9Ho6\nzGbKjh93m7eUU51jC74HiA+NZ3L2Dezet5pPD/uee+ENHifFWYm30lLxgdt9FzUqFWmBgZzw4Zro\nbWWh0WymoKOd6UMDbL02t+SSWi26fBs3utzkjVwCWBg5k/w+8P1pxwkQU8PD+So9nXdiT+A/phem\nOT7wAPzrX+K5btvmcFO5wUD/IB2Bgb0zQHDZoWU8svERNs3bxMh+Qj7TrzUIXXrXYXNW6ixOVZ+i\nsL4QlQr63FXM6OI49B6am1bE6fWMDA5mrTtvfnU10pk80mbPx9/PVRW/rLycO2Jj8VOrefhhWLhQ\nKCJOnuwagGCPf6emsj0jgxVOTY+yjg7y29uZaDRCeztJGZOYkTJDWB19RWAgU0tK2GpREm7fLuxN\ns2aJjGyjEQev2+L1i7l79N2yivX2drFMZGTY/TApSdS6TpLzt0tKuCcuzqYujo2FtvNVhNe1sT9S\nmYLYxRYHwru0fbs4E+zfL/ZWSzd9ssxB2NsMBFV4OEZ/HcePbAJEnbLFVM3IFkfnyuKEBNbX1vpu\nN5dZi6xoNjTz0aGPeGLyE+J9tFzU9tlxkiSURQsXev9Tc4bMYU3uGkxmk2uDDag3Gslvb2e0HTM/\nZIj46FesEP8/UXmCN/e+yUMTHgKEaLW0FOwTYMY2N7MvJUUsRArg7+dPSkQKJ6tcJ78kJgqzx4kT\nsEtbzkAL4flsYSG3x8YyyKmZ4jZ3yYlcmpAwgczYTC759BLCXgwj8uVIhr87nJnLZ3Ln93fy2MYn\nGP/A26wv/JZXv96DKaiIsqYy9qvfonrlM1RUiH3/hF5P+oYNilXvYCGXDh8WRZJWS06OeHpXXilz\nZzcZSKctE+oWjF4gf913J2/JitGjFecuWcklOfWUNchbVhG6c6dg0374wXW8oR0yMv5LlEu/B6zy\na1+nzPmiXIoOjKaypdInW0NNjVAAXevaUHFAY0ej1987c6YoqnwVyFgnxQGOyiUP5FJVlVi8nDuE\nKpWKeL2ekqgocTCTJJ9scWfd2OJA5C6VWBcL62YUqqyb4tUWB27JJaPJSKehhvED3atgijo6iNXp\nGB8/ln9O+yfXfX0dzQZL8VRXB9HRQunS21pzO3x1/CtmxKRwuq0Dk48tR0NlEq26QkBGuWQll5zx\n+OOwbRuxbR1U+KAqAnhzz5ssGL2A6rIAtANbGRwQIHttjgkJQQozMqnPk/xz+z8dRsh7wgtHf2C4\nvwaNt+K0sVF8mT3IVCsrRX7sTSNCOdxut0HGxAj7qKdJGBZER4szpm2Eqwf0pnLpr3l5DC+MY1qq\nuL7nREVhkCTWuSnEk5LEvvLKK0LO/emnIs9v2I8vwSOPeFQyWpGZ6Uouraqq4pqoKFtXUQ5xlilb\nZ+wJWB8mxinJWwLx/l697iwsXkxNDZ7JJRkfS6/b4vLyxBvv50daYKBPhfCOHaLO0aenoERqkJ4O\n1dVQXGvJXNq1S7wBzoXE/Pniw+9lPD75cWalKptiCaLWmTixe3+r2ihI6ygLaT0gbACRfXPR1ZQ6\nFLQu8JC7pCRvyYrs0FD2VFf32qQ4syTx75ISBrefELbZiAjRAXVS16lUKmGNq6lxSy7ZT1W0Iiw5\njfsGzOXxzY/zzYlveuU5W+F2Upx9t//zz+G668BJXT48KIijXkKo7dHbgfvHW1rwr/fnyuldihC3\n5BK4tcYpIZd0hUUMGDWN+9fdT1OHo4Lh0j59GLp6KMuHHO8Ki+8Jbr5ZdDbnzhWhexZYbXEKBid6\nxTv73uGZ357h1zt+JaNvF7sRXh1M54Cuz1Sn0XFj+o0sP7qcCoOB4oHVNH0Rp/jveJoa17lxA1sT\nJf6U7WoXM5rNfF5ezp2xsWzeLBorjz0mmi1PPw1PPOG6pAb7+fFVQQEPBAY6jLtfV1vL9D590J44\nIU5fKhWPTnyUJbuXuFVheMJktZptbW2YJYlt22DyZMEH+vsLG5h0QJBLP+T8wJHyIzw55UnZ33Ps\nmFjuHMpqtVps1HZKiMK2Nr6rruZPdhaK2FiIydtB/cihFDYXKXreRY1FrsqloCDh5Vq2zGaJs8JZ\nZSFJivp9NCZEU3JIqEP8I41ohjWy4qEIB9FpqJ8ff0lI4O++LgiffSauCxmny/Kjy5maOJX+Yf0d\nFht7i+/OnYLXsLirPCK5TzL9Qvqxq3iXbKj3zsZGxoaEoHOqnRYvFhbOdmMHt6y+hRcvfdGmBl6x\nAm66yTGHfOThwxxPTKTDh7NBZox7a9y0abBhk4HNFBBR3sCplha+qariSRnyym3ukhO5pFKp+Pr6\nryl8sJC2J9rIWZTDF9d9wYPZDzIuZhKr/+NPhXSclOs/4W/bFzH+o/EkvJ7AHVnzuGnGQD780KL8\nVqnoGxsrPPUK0V+vpyg/3/ahffQRzJvnRmQ0cqRgn+3Iq2qDgU5JIkanY37WfDad3cTZOqfmc0/I\nJR9CvQf4+6NXq7sm1lpQ21bLj7k/ctsImYDnEycEEbF8uddpgv81trjfA93JWwJ5cim/Ll+WXArQ\nBqDX6H2SwX7zjTi3e+NIbl19K2/tfcvjffz8RCi4r2cCa5g3WJRLod6VS4cPi8EopaWuofkJej3F\nGo3YoevqfAr09qpcsl7M1jBvhWShV1sciG69TGjVlnNbCJAM6PTu87wK29ttk+L+POrPTEiYwJ9/\n+LMgBGtrhcUmLe2CWuM+PvwxCzJvJUan44yPnZq60kjMKiP17fWOyqXWVrFTyu2SQUHw6quk5Bym\nTlKuyKpvr+eLY1+wcOxCSkvBHNfmkrdkhVqlIrmmDwWGVPqH9ufLY196/f3bz2+nXB3BtXHebTcc\nPy5O3DJh75Ikrs/sbDFKdu5Qu5BeEN89H9RLSq1xvUUubaytZU9TE9qvE7HOOVCr3KuX7HH11WLf\nP3gQEusOi51E4cSBESPE22pf5HmzxFkx3rlz50Oot71yyV3eEkD86VKiGoy0z57ZLXLJWk/av309\nCmDPzbUFPKb5qFzassXSnezTR1RBHoJ6QZwpLroIzlVVi2lXzpY4K265RQQB+nCovxDYsUNxRIQL\nci2qJStpnRiWyEDjASrCh7hPWAWPuUt7SvYoVl1lh4ayR5J6Tbm0sa6OALWaQX5t1LTWdD1Xd6He\nKpVbW1xOTY5rsHG/fkTWG1h36zoWrVvET7kKQuIUwt2kuJPWbr8kCRvKnXe6PHZ4cDDHfBhp2dvk\n7y+19XTsC2PGjK6fVbZ6IJemTxddBKfCSAm5RH4+cVmTuGzgZTz5iytZULU2gtdi0rj62DH29wbB\ndNllIldj4UKRjosjudSTUO/Xdr3Gv3b+iy3zt9jWZSu054NpiHZcW24bcRufH/2cd0pKuLlvNEe3\n6RRniM6Njubn2loaZeyThT99Qd7weNKiXA91P9bUMDgwkCS/QNsULmspcvvtor6Vm8I8avBg/rZ1\nK7ecPGnLkrHmLdkzI5mxmWTFZnkO+HWDfklJRLW3c7ylhe3bhaBCoxHEwe7dcO67g7QOT2PR2kW8\nf+X7sqoskLHEWWGXu9RmMjH3xAn+NymJKDu1b2wspJRtx3zRBMU1iaxyCYQE+sMPRbPSA7kk1CcK\nYkJSU2k8IYKx1tbWcll0OGqDhg8/dLzb/fHxbKyr46TSNUSSBAkmY4mTJIm3973NfWPvEz9ITITC\nQqoMBoySZHPGvPMO3HOP8mw0qzXOmjtpX084W+KsmDFDqNLu+OwJUvqk8MeRf7Q9fWdLHEDQjh2k\nGo0+EfXuJsaByF36Yc8RpOQkNIXnePTsWR7t31/WgaBUuWQPtUpNVGAUI2JGkB05i+UP/YkJhqfI\nW/IuP976Pfvu2kfJX0swPGng1RmvsmiRGIZ5rLGF9KAgVJdeKohMhejv709RdTVccglGo+AX3bgi\nxSIxaJBDbXqqtZW0wEBUKhWh+lAWjF7AqztfdXxcd8K8rfAh1BuEInCbE6H3xdEvuCL1CiIDnYre\noiIhi3ztNRw2OjdISxM1sBInRk/w/2lyKVijoc1kcpja4E65BL5b45Ra4grqCnhpx0teOyDWuAwP\n9nMXHLdXLlmnxRUUeBw7eviwmNbYt6+rc8R5YlxUYBT17fUYTZ6zREySxDk7ksYZcTpdly3OB0sc\nKJgWB26VS6tPrWZAYCjVHrJQCtvbSbI8b5VKxb+v+De5Nbm8secNoVyKiLig5NK+kn2UNJUwI2UG\nWcHBHPFlvjxQWqIi1j+Z07WFtJnNXRvE1q2iCJHZ3AC4/nr6GQwMMimQ5Fjw0cGPuCL1CuJC4igt\nhdYIkYviDmOlCA761fLUlKf4x7Z/iHHNHvDSjpeIip3KxHD3U2ZscNMiO3gQpk4V8RQffyy6mOMs\n08wcwid9yF26+mpBLnmLskkKT6KwoVDR73SHdpOJ+86cYcnAQRzarcF+iOb10dHUGY1eJ+xotRbO\n7eWXxbxf5wmCbhAWJpRa1reluL2dnNZWpnmwxFnh0rnz0RY3JHIIRrOZHQ0NTHXzndW89W9WTI3k\nXFNxt8ilkBBRW1gb5cWNxaS8maJYnen6xHNtyiFfyaXffhPfU0AUOwq+ixMnQmVLNVEBkYJcuv56\n1zvFxIhW+apVrrf9TqipEXtLd4U/1rwlKxLDEhlQf4ozei+/0M2purGjkXP15xjeV9kTyg4JYU9k\nZK+RS28VF7MoPp7ogKiuwP/UVNnsl1GNjRwYOtQ2PtgZ9io/GyzT4jJjM/nh5h+48/s7+aVA+bru\nCXLKpeKODgI1GiK0WnFaliRZJnF4UJBP5FK/fqKf01sO9B+LGoguCXc47HpULvXrJ9YOJ2ucUnKJ\nlBRemf4KX5/4mn0lXbkejY3idc1Pi2TpkCHMPnZMlkzxGaNHC5b6xRfh+ecpt6iwBw/uvnLp+a3P\n897+99gyfwvJfVyblJ2ngykPcjzkjk8YTyca/l18joeTEpg8WVYAJosIrZYp4eF875QnKEkSDfu3\nM+wy+SLbGuS9ZIn4fl51Vddtfn7w7LMifsSldzByJA9+8AGRWi3/W1iIwWxmU10dl0dEiM6KnQft\n8UmP8/KOlxWrrm0YNoyphYWsL6/nzJkuEWJICKz5QSI07yD3ntrAZQMv45LkS9z+GpdJcVZYcpck\nSeLe3FwGBwbyF6cM09hYyGzaRvClszhX77khZYVbcikzU1wbe/fClCm2H6cFBtLY2WlzJVhLMm/E\nTOiwUajzzyJJEt9VV3NtdBTvvy8+rwq7IX0hfn781Rf10s6dovAZP97lpm3nt9Fp7mRasqXZGhUF\nHR2cqKpimIVYqKwUcwncDJmTxZwhc/g+53sGWGqs83aKmG0NDUyRqZ3Uaphxz2Z+OPsVS69aamui\nHDggvq9jxjg9YNcuxgYFsU8m08kd3E2MA5Enta98FyMGTuK3ceM41tjIIjcBUwP9/TGYzZy3ZyPa\n24Xv1otNr6RE1DgTJoha3Jm70qg1qFQqMjNFY+Gr3a2kBwYK9kuOGXaD/m1tFAUEQFYWP/0ktlaP\nIiMnJdGp1laG2tUbi7MXs+L4Ckc+ICen+8ql9HSxgSj8/FwVgRJLDy51DfKurRUKlwcfVJzPo9OJ\n9fJCxwj/15BLvoZ5gyAKwvz8aLCwNWbJTH5tPikRMhpvfCOXCgvFh2OdQOIJxY3FJIYl8vEhz1Oz\nMjLEoCOlhK3BbCa/vZ00y0WhNHPp8GHBOcgVTLZQb0tmiUatITowmooWz2NZSzo6iNRqCXBDAsU7\nK5cUhnlLktRtW5xZMvPt6W8ZFp7gkVwqsCOXQKjYVt24ihe2v0BbVdkFVS7tLNrJlSuu5NUZr6JR\na8gMDuaIj4qDkhIYEJrEgdrzJOj1XRY1d5Y4K1QqYqdcwpDAvbLhx87oNHfy1t63eHD8g4DoDNYG\ndeWiyGFWZARFkXVMSryYyIBI21QZORyvPM7e0oOUE8w45/RYOTiRS+XlwnI8e7boXB440OVbj9bp\niNRqHQ//PiiXBg8WXzFvytbeUC69UlREemAgg6qiiI4WNdBjmx5j09lNaFQqnrCol7yioECMIrUb\nrqAE9rlLq6uruToqCq0CS52Lcql/f6Ge86LIkSSJ3JpcUiNTOdDURJK/v0MH1obSUli7lj2XZ1BY\nX9gtcgkc1RE7zu+gpKmERWsXeX19ssjJsZFLvmQuNTeLc4ytBk5JURTqPWkSNJuqiDlVJLwSw4bJ\n3/GOO7oX4tdL2L1bNDC8Ldvu4DyBMjE8kf5lRRzq9EIOubHF7SvZR1ZsFlqNsjDOwR0d1AUGUhWn\n3N7jDvltbexpauKWmBiiAqOoabMol9xMjBuVm8tBD9Y/58wlwEYuAWQnZPPNDd9w08qb2Fm0s+fP\nX0a55JC3ZFUtyZwoRwQFcay5WbE6UKMRGeo9mUJuhVmS2NdRz6QQx8OdR3IJBCE/b54DweQLuRQZ\nGMm/ZvyLu9bcZWvKWZveajVcHRVFnF7vaCHuCVJThUxw5UrKz54l1s+vW8olSZJ4YvMTrDi+gi3z\ntwjrkAxqjwfQrO6k3q6mUqlUDMtYTKihjLSgIGbPFsMklELOGrchbz0Di1uZfOW9Lvcv7ehge0MD\nEwx9eflloVpy/vrddJMY0OTyPOLiUAEfh4XxWXk5zxYWMjgwUGT8OdUUkwZMIiY4xnXQizcMG8aU\nfftYc66BMWPEgc6KAaoi/MNhed1PzOv3ivvfgcykOCuysuDQId4rLeVAczMfDhniEk0QrGoh3Xwc\nVdY01Co1de2eG1Ims4mypjLhfpDDokVCBW93FlOpVEy0OwgfPaqMjw/LGENyVSdnG4r5ubaWKyMj\nGTFCqMwzM0Vqg7U0WxQfz6/19ZxQQlIvW+Z2LXpn3zssHLOw631SqSApieMlJbbz5bJlwl3khteX\nxah+o2jrbCOnJkc02CzvRZvJxOHmZsbLWFtq22pZbZqPdu3HNFV2FTFW1ZLD029pgdOnGZuUxF4f\nFI/WiXFya2/fvqAftIvYzgk8/Oc/84LZjL+bs5v1M3awxp09KxZFDxt8bq6oV267TUQ1eCshFy2C\ntSeFcomJE8WXSeHr7X/sGEXJyaDRuA/ytodTqPdpJ3IpJjiGmzNu7poYKUk9Uy5pteLC6Eaod35t\nPrO+mEWQLoiLky7uulNrq2DUr7hCpKT7gN8jd+m/glxyHhPpC+ytcWVNZYT5hxGskx+N6wu59OWX\nIpzPW8Z4s6EZo9nIqzNe5cUdL3qdmjV/vvIzwenWVpL8/fHXaGjqaMIkmQjVhyoil7Ky5PMN4u0n\nxlkOZ/1CvOcuuZsUZ4VDoLcPyqUWkwm9Wu39cCtDLu0q2kV0YDQDgyO9KpeSnZ57cp9kPpnzCe2V\npZRrDReEXFqTs4Y5X83hkzmfcHPGzQBkBQfLT2bwgJISSI1O4nhDpXyYtwckDuzPrqjRmB79m9e/\n8/3p70kITWBM3Bjb3y1Rt7q1xQGMHKhDUxbIzsZGnpryFM9vfR6zJC//eWXnK1w39lEGBQQQouRU\naikE29tF4zYjQ5ANp0/DXXe5uuWyQ0Md8y58UC6BMmtcYlii4i6hHPLb2nijuJg3UlPZvVvY+loM\nLbyx5w0WrFnANV9dwzhtMyUdHWz15jt47TXxRijMNrPCPndJqSUOYGRICLmtrV3ToVQqRQbv0qZS\ngnRBhPuHe8xb4t134Q9/IDoulYL6gl4hl/aU7OGxiY9xvPK47wcIcLDFDfT3p6Sjw+PkIyt27hQd\naduyM0jZxLjMUQZM6lb8v/tZWOLctYivukq8770+Gk8Zdu7sviUOIMdpAmViWCKJJTVsqx/uOZrK\njS3Ol7wlAPWJE4wtK2NPL1gL3y4p4c7YWAI1GiIDIx2VSxYG4LPPuiIgUvbupTEggCqDa61gMBko\naixybZDFxtrIJYCpSVP5/NrPufbrazlYdrDbz12S5JVLtryl1lYx83nePNnHx+h0qFQqymVeizv0\nljXueEsLmhYtUzMcVZteyaXLL4fVq0UneOVKQBBexcUelKuSZCOXAG4dfit9g/qyZPcSQAzNtBuU\nzAC93lEJ0FPExsKWLZT7+RG7eDFDkjp8Vi49/dvTrM1by293/Ea/EPcjHkuKVAwLCHJQWEuSxEn9\nMOrOfIDRZGT2bOHYU6rCvzoykh0NDVRbvieSJPH2D08SoAtEHev6XD4rL+f66GieekTDokXymWBq\nNTz3nJgc5/C5qVSQlUXf48f5NC2NF86fF5Y4s9lFuaRSqXhs4mO8uONF3/b0tDSmbN7Moc56Jk12\nfFzngX0c6GfgvtRXmXd9pP1l6wCjUTydzEyZG4cNY6dez9MFBXw7bBhBMsSAat9ecvSZlDcEkBSe\nxLl6z+xoRUsFEQER6DRuDjW33y6mUTnBPtRbSd4SgCo1lWGNej49d5ThwcH0tRyknn1WKHo7OkTt\nM3MmbPjej7/E9edZb3tZc7O4bm+/3eWmsqYyNuRvYF6m0zqVmMiJhgYygoIwmcRUPyVB3g6vRaXi\n6sFX833O9w7q7T2NjQwPCnL5bCRJ4u4f7+aGYdez4NLpvP22+LnJBF99JeKtHLBvHwwfztiICJ+U\nS32D+hLgF0BRo3zeljluFwdqstBotdzkhTm/KDTU0RqXm+sx+/DAAaFYevJJePRRZRbDa6+F6qBW\nAioCRWGUnS3cFwrQf/t2iqKiKCkRPPsN7uc3CTiRS1ZbnD0evuhh3tv/nojKKS0VpKovrKMzfAj1\nHhYURJXBwGNbXiL7w2wuTb6UrfO3olZZzsGdnSJ3LyUFXnrJ56fye+Qu/VeQS4EajXwnWwHsyaW8\n2jxS+sirlkA5uSRJyi1xJY0lxIfEM6H/BFIjUr1Ozbr5ZiHLVOJXtw/ztqqWVA0N4ovn5tTV1iYK\nt6FDvSiXLLY4UDYxLr+9nYFuLHFgscVZq+eiIsXKJUWT4kCWXFp1ahXXDb2OKK1WsS3OHrNSZhLW\nAdf9/EfK4kLFgtpLI74/OvgRC35cwE+3/OQQkpsZFOSTcslgEM699H7J5Lc2doV5FxaKG7KyPD4+\nTq/jRL90WLdWSJ49YMmeJTbVktEINfUS5zvbSfVAKiYnQ+eOCH6qqeXyQZcToA3g21PfutzvfMN5\nfsz9kf4JlzPBnY3PHpKEdOwYP54bTnq6UErs3i2azu4ePt6ZXPKp29xlAAAgAElEQVRBuQTCGvf9\n957vE+Yfhk6j61In+ABJkrj/zBkeGTCARH9/9uwR++vJqpOkRaVx8r6TZMdnc9FH2aS27OOZAg/E\nWFWVWKQWL/b5eWRmiqZRWUcHx1pauEzhhqpXqxkRHOw4jleBNU5R3lJ7u5jf+8ADJPdJpqCu++SS\nPam+p2QPU5Om8tHVH3H/uvupa/Pc3XV98l22OK1aTXJAgEsQoxwcLHGg2BbXKtWgNUbQ+fVq+bwl\nK/R60br/XPmUxt5ET/KWwFW5lBCaQGpZO6f16c5DkhyRkiI2OKdTrS95SwAcPUp2R4djTls30NzZ\nyafl5Sy0KKAclEsWcunIESE0sw7+Uh04wEi1moMy+0B+bT4Dwga4HgAjI0WH246wuHzQ5bw3+z1m\nfzmb3WdPMH++VxGhC6yzA5yvsxNWNfmqVUJ+50bhpVKpfLbG9Vao95b6ejTHwxk3rutnrcZWjCYj\nITovylirr+uBB2DpUgICxL7idgJbRQW2OyFe97uz3+WlHS9RUFfgQi4l+vtzrpdDL0yhoVSHhhLd\n1kb6w1dQld+ouFw5UHqADw58wMbbNxId5L6Z0Noq/o0Kd1RYb6itJdhPz1BtBz/n/0xiYpeLSgmC\n/fy4PCKCVRZr3Kazm4g5W4k+a7TLyVSSJJaVlzO8KJb9+8Xh1R3mzBGiAReH8MiRcOgQl0VE8Fla\nGn+MjYXz50UjJiLC4a6zB8+m09zJhvwNyl4MgL8/if7+0GIiabKjmnXPD+9SnBLNG3/+AwsWiLpC\nTvB6+rQgNeVE3OWSxI1PPcXHfn4u071s2L6dU5GThHsp3PsU26KGIrdqNRtkMnkmdYNcYtAgEio7\n+Km2jjlOi0tamuiLFRUJzvqNN+D1S+JZW1zP2hwPtfHKleK6lRnBvvTgUm4adhNh/k7FYVISJwwG\nhgUFsWGDUIm7WNIU4Jq0a/ju9He23CUQlrjJMo2yT498yunq07xw2QssWiSEny0twt3ar5+M82rX\nLrjoIoYHBVHY3k6TD3bazNhMjpS7WuPKmsow69v4rW87/zp/HpUXNv8iZ+WSh7ylX38VEUDvvqtA\nQWQHrRZ0qS1sW25RxvlgjYtfu5YKnY5ln5q58UbZLHdHDB8u6i3LvnSqpcVBuQQwsM9ApqdM54MD\nH/RMtWSFD6HeW89twVh/mM21FRxYcIBHJj7SpbqWJOFGMBpFcrkCV4Ezhg8XxPWFxH8FudSdvCUr\nnMkld3lLoJxcOnJEbAZKimd7D/NTU57yOjUrMlJkcn39tffffdzTpDg3VPGxY+Ia0enki7gEvZ4S\ng8HhcKZkYpwS5VKJtXtpDfRWgHolljgQRZ0dIydJEqtPrWbu0LleyaWCtjZZcomGBlTBIcwYPIvM\nLybREuKP1EO9viRJ/GPrP3h+2/Nsmb+FcfHjHG5P9PenxWSS7VrLoaxMRKwMjEjifHt7l3Jpwwbx\nRfKy8MTpdJiiTJQ98CLcd59b8mx/6X7ON5znmrRrAFFkRw5tJ1qrJdBDHpa/P/TJi+CnilpUKpVQ\nL2173qUL+Pqu17kz606OtBm5SIHS5sTGUuqb/Xh8SQxLl4qBOXLjsu2RHeoU6u2jcik7W7gHvfFR\n3bXGfVtdzbn2dlt2wp494tx2rPIYw/sOx9/Pn8cnP86xe48R2XSQrZVneWr/Cnkl2IcfCvJBptDy\nBqstbnV1NVdGRioaKW2FbO6Sl1Dv3JpcBkcMxmA2s6uxkSly7OCXX4rOz5AhJIcne1cuWclxmW6z\nVRlhMBk4XH6YMXFjmDhgInOHzuWhnx9S/FqprRUt1pgY24+U5i7ZwrytUGiLq2qtYnxtCIaWTreB\nzzbccYeYECHzHpw+LZaHnmSZu4PRKGoomdgLRTBJEmfbHUlrfU09WrMKzVAvqpbAQKH5P3/e9iNJ\nkthT7JtyiWPHGB8c7DJa2lcsr6hgclgYSZbXEhkQ6ZK59M7bEtHRFju82QyHDjGqb18OyhBbsnlL\nIPb7mBjHwBLg2qHX8q/p/2L2ipl8tzWPyZMd3hqvsKqWnMsJG7nkJsjbHr5OjOst5dLmmnpadoY5\nHHarWqqIDopWNnk4K0tcqP/8J7z0kmdrnJ1qyYqUiBQevuhhFq5dyMlTkqtyyYdR20pQbTTSx88P\n7ZdfokkfwiFjBp2js4U/dcwYsX6OHCleV2amOGFkZCClpxMxehKn3tUQtUs+o8WKkhKxtGYFBzko\nrF8rLuav/fszb8TtfH5UENpXXtkNa1xFBZIk8eyWZ1noPxnVCFfZzvaGBvxQ8e/7QnnzTTv1pwxU\nKnj+efjf/3Ximy3kEsBtsbH09/d3y4yoVWoenfgoL25/UfmLAUxDhxFzsIWWQV2H8rzaPJr3bGXa\n3IdRqVQ88YQgHefNcy293FnijGYzN5w8yV0FBcz2dELcto3zAwS5lBSWxLkGz7Wr27wlLxgVEsKZ\n1lZqOzo5fdq9U9sB4eGYAwI42RnGnCj5YTv+/qKBv3Ur/LZOw6gzA7j220JmzhQCJZeS3k2Qt9Fk\n5IMDH3QFedtBSkzkhFbLsKAg3nlH2PK6g6lJU8mpySFe1cKJlhbaTCa2NjS4hHnn1+bzyMZH+OK6\nL/D38ycpSURYffaZfJA3IMilCRPQWpp3B3zMXZKbGLereBdx6fdiPBXC+OA+XovaUcHBnGptpcV6\nEbkhl1avFj2t//wHrrlG8dMEoMZoROVvZs0nOurqUE4uFRaibWggSqfjw9UGZYSWTicUiocO0Woy\nUWk0urhXAB6d+Civ734d44nj3c9bskJBqHdVSxXzv5vPvG/ncW2/QUzKuJfEcKdcq6eeEmvVN9+4\nGYfnHf+/Lc6C/2vk0vLlMr5YN7BfsKcmTSU+JJ4Vx1Z4fMxtt4nvjTe4nRTnJczbKmaRK5biZZRL\n/YL7eZ0Y52lSHECoRoNZkgTr7oMtrkHJpDgQ0+LsmPWDZQfRarRk9M0gSqsVIy5l0GE2U2U0Ei+n\njKurQxURwTMXP8OG2zZwtI+BZ9//g1cVlzuYzCbuX3f//8PeeYdFdebt/3NmYIYydEQEAUEQkWKL\nvcXEjTHV6Kaubnpvm2R905tukt1sNs1UN8UUY5qpppjEGgu2WBALIEiV3tvAMOf3xzMDU87MnAGy\n1/W++7uvK3/EKUw5c873uZ+78NnRz9h53U7FRYIkSV7lLlmHvRGhI6gxyX3KJRWWOBCknzm0i5PT\nlogT7jvvKN7vpd0vcefkO/HRiO+iogJCMtrd5i1ZMVoOprzLSFlnJxeOuhBZllmf1zd11nfU896h\n97hn6j3sbG5mmhtyqapKFJesuCyHtqRMDhwQ1yA1GGcwkGd7gUxIEESnyp0grVa4jTxZ4/pDLrWa\nTPyloIDXRo1Cp9HQ2ioWdmPHQk5Vjl0QcUxQDB8ufJd7h8ewsqqRqW9NJbvMobZ1/Xpxle8HRo4U\ngcwfn1ZvibPCKXcpM1MVuZQamcqe5mZG+fsT5njBlGWxfWlRYSWGJXrOXAoIEP8pyFysi9fDVYdJ\nCksSVmLg6bOfZlPRJn4++bPTY5RfuMUSZ3MhSPX390gutbWJ8/C0aTb/6GCLO9DSQo8C81PbXsuV\nhSY2hi7yfAGaNEn8pnfscLrpnntEpMzvEep46JD4jFVkwCuiuLOTKMf8vpwcTsUZiEgu8Uw8OATO\nlDQJNiU+JF79izh8mMmJic4lAF5AlmVeKS/nThuVbmRAZF9bXGgoZr0fWz+p5NVXLRE/J09CWBgT\nhwxRVC5Zg+8VYZO7ZIs/Zf2J9NrH0F17PjfeKDNrlogKUwOXTXHt7aTX1orf9kUXuX2O/iiXBkou\nybLM1oYmxnSH2kUXeLTEOSIlBbZvh/ff56Gm+yk+5eJYUCCXAO6bdh/lzeXsafvEnlzy8xtcWxx9\nTXFotfDqqzyS+TVHbnoZXnlFyAhWrRI73e++K1aza9bA2rV88tgiHr8jndAn/i5qstyQXn3kUt+M\nktPaypG2Nq6IiuKy9Mv4oeAHmjqbvCaXFkREcLitjU8LNlPTXsO4aq0i2fP26dMkHh/G6FSJCy7w\n/LznnCNKKtassflHG3KpF0eOuJTdXJ5+OacaT7GrdJfq91MRms6MwmL2dopNT1mWuWX9LUyv8Wfo\nbKFWlyRR9FdZKdaMtnAV5n3fyZOE+vjwqCQ5vwcrTCbIzqZhzAzVyqWy5jKGB3lPLuk0Gs4ICuKL\n401ER4NBOXXECXvnzsW3vYFkFTNkWhr8eGsM4bOamX1dCy++KMa3hx+2bJDn54uT2vnnOz326xNf\nkxSWROZQ5++2MikJTU8P7eW+ZGcL50h/oNPqODf5XH4p+I4xgYHsaWlhd3MzM23IJZPZxNIvl/LQ\nzIfIGtoXTHX33fDii/Dllwojmyz3kksAk4KCvLLGuWqM21i6j/KwGaTvSOJIe5LHE66fVuTB7rXO\ndgrkUm2tUCpt2OCwcaYSx9raGBMYwPnnSSIaZuJEsVb0lAe7eTPMnUuoUY9PrJFJk1T+QYs17kR7\nO8n+/mgV5qlx0ePIGppF3s5vBk4upaWJ9YbChpVZNvP2b2+T8XoGEf4R5N6Wy83J09jueN9XXhHk\nwHffqf+hKWDECKHF8NALNCD8d5FLDSrIpXb3B3JPj6gTVRnMTnmLsMVZoaY1a+ZMISf25FfPaWsj\n03KAlTeXE2OIUR3mDcrKpSG+vjSbTHTaZC5FG6I9K5c6OxnpxhYnSZLIXTIavQr0VtUUB062uHXH\n1rE4bTGSJLlVLpV2dhKr1+OjpM5oaOj12I4fNp7JZy9lSksI494cx5rDa7zy4HeaOrli3RXk1uSy\n9ZqtbjMNvMldsiWXmtELcqmrS5xwVdRShvn4YPbtoaJBFieuRx5xOuNUtFTwXd53XD++b0ugogL0\nIzvc5i1ZkZwkMbo1nB/r+9RLy7ct7/38Xt3zKgtHL0TWRdBpNrtUwJnNYhM2MBDevTeH4edmehUY\nrNdoyAgM7Nv50etFVoUXW/lqrHH9IZeeLC7mzNBQ5lhW5Pv2iTlXr7colxQGo+Wjp2IIG8sFE+5l\n8aeLWfrlUsqby8X3l5MjTiT9gEYDo6Z2cbC1hXO89JhPc6zjzciAo0fdnsysagyXeUtbt4ptSsvx\nPCJ0hGflEtjlxtnCet5zVLME6YN444I3uGn9TbR2qfj92VjirBgdEMAJD7a4XbsEwW/304mKEou6\nxkaqu7qY/Ntv3KegZKptr+W8Yw28WbPYc56JJPWpl2zw/fdio3LpUq8KWVRjoJY4x6Y4AHJyqE4c\niiG2WB25ZBM4Y7XESZJEY6NwOrkVjViyV4ZkZRHh68sJLxoAbbG5sREZ7JoW7TKXgMqgFK6YmM/C\nhYJbbN6yHyZOZILBoKxcUgrztsIFuSTLUPzljfj6GVnw52M88YQY/n9TEcWklLdUYjQSrNUS+sEH\nYpfNQxNllsHgFbmUmDhwW9zR9nY0Ri2zUu1nEq/JJRDnkW3bmNC8hbQXblI+l7kgl3y1vqw8ZxVV\n4+4lIrbvuprg50fxICuXKru6RCg1gCRhHjueg3qLcmnSJLFYmzBBDIBjx0JWFpWJQ7iz9E3uv/E9\npKVLRavR88+7/BvW0S3TomToNpt5wdKEqNNoiAiIYO6Iuaw7to4pU8R8Uqoc+eIEvUbDwshIHsr5\nmYdnPYxGgexpNpn4sqaWXU8O5aWX1D2vVb30xBNiNAIEY1pdbZ8/kZNjl7dkC1+tL8umL+PvO9Sr\nl34zprP41F62NjUhyzIfHP4AqbIKQ4/WrmVLrxfEwscf25+qDxxwJpc+qKzkh/p6Phg9Gs348a4D\ngg8fhrg4gkZECOVSqGflUmmzClucC8wMCeGHsiavyjW/n3UmqQXZlLeUe74zIh7l/vg49o45xbZt\nQunZ3i4O7eInV4tdeQUlx6t7X1VULQHkxsaSXlHBv/8tsXSpwzXZS1hb46YFB/NaeTkJfn6iTdOC\np7Y9RaAukLun2kcVzJ4tVFpZWQrLooICIc2z3DDZS3LJVWPclx0G5hm0nJ8VwMYidfEQdrlLCuTS\nW28JtZJiAL0KHGtvZ0xgIHfcAa++CmaNj/hwNnloPd20Cc46i9YiP2YuMqoSfQC9NjWlvCVb3D/j\nfhoOZdMzynXGlCr4+IjzrgMhfKT6CHNWz2HVb6vYsGQD/5r/L4L0QZwRFMTRtra+DNNPPxXhshs2\nCLZ8ANBohMIwN3dAT+P+b/x+Tz146G+YNwhyqcFCLAyGcunxx8WXMmaMur/vKDWdlzSPUL9QPj/6\nucvHRESIOdHdF99kMlHX3U2ihdCxUy6pCPMG4ecuLbWX42qsJFBUVJ9yKWjgyiWw5C7V14udNZUh\nw17Z4izkkizLveQS4JZccmyKs0N9vZ3/XpuWzoKeRL6/6nue2f4Miz5dRFWr+xY9gKbOJs798Fwk\nJH7804/Ovm8HjDUY7MIy3cFKLoX5hWHWRRJCl1i9pqSoOgFJkkRAh57C5i5xVVi0SGjIbfD63te5\nKvMqwvz7iIaKCpCHKywCFZCUBFGnwvnBEuBxSdoldHR3sOHkBtq721m5ZyXLpi9jV3Mz04ODXVoW\ncnLEIPbCC+BfoNbcb4+B5i7NmyeUrdYsEiV4Sy4daW1ldWUl/7RZnFjzlkCQSxlRzkOvn1bLsvh4\nDugzOHHHCeKD4xn7xli+eOV2embOEBNLPxF4Ti2jGiNctj+6wnC9Hl9Josi6Kx8cLOw6buyH1swl\nl3lLL74oGAHLcTE0cChtXW00dbS6z1d0kbs0YoQ472UrWKXOTT6X2QmzeXjjw57eql1TnBVqbHFO\nljgQ781i01xTVcWFERH80tDACw4rs+7cHEI6TJTETFU3GCxZIgJHLIRXV5coFnn+eZGLoLaZ1Bvs\n3CnKXvqLvA6FBsqcHNpSk9BGqCCXHBrjbEnE99+HN96A//kfN48vLhbXk7Aw5xIAL7CyvJw7YmPt\nzmcR/hHUddQhyzKyDLvrU7hqcgG+viIu5PS3+2HCBFICAqju7u6dXaw4UXeC1EjvyKWCAjB1S5w3\n+hx+OvkT114Lr70mhK2e8lLdNsWtXu3REgcinPR4ezsmlQFAg2GL29rYSHChfd4SCFup1+QSQEQE\n39/7C/qKIiEvcCSGXJBLAOHtUwmtvIRHt/WFAw16oDdQZVUuWaAmxu2+n+7j+vHXkx5l8TK98AI8\n95xLRsg6bwRqtcTp9WxtbOTL2lputsncWpq1lA8Pf4hWK84x332n/j2ky5WU+43iqrTLxPnVwWP1\nSXU1hvww/nKNzt2Y64TZs8VI9K61sFmrta9FBY+BQdeOv5bssmxyq9WtyH6uSOfMkp2YZJn9DRUs\n+3kZr8XciDRhgpPqdMgQofJatkxkr5nN9hvBINSs9548yRfp6YT6+vaFIyr9rn79FWbOJDra0hgf\nolK51A9bHMCs0FD2dzV5NZJ9nZLCwhMn2F/h3ipki5tjYtjb0sJvLS2MGSMO10/X9uC79j0Ojnc+\nFx2tOcrx2uNcknaJ4vPlhoYyJj+ft98Wor2BYEHyAn4t/pVxATo+r65mlo0oIrssm9f2vcZ7C9/r\nC2W2QJIEmfK3vyk8qY1qCWBScLBX5FJKRAoVLRW0GPsek9vaxOmAdF4YPZazzoKv9w8XlgAPZHdv\n7lJ7u1CE27hPTCZxTbnzTtUvzQlH29sZExDA1Kni8rthA56tcbIMmzfTNPEsqnL0JE3x4pxqUS4d\nc2iKc8SchDkkV5v4ydcLP7kr2IR6t3W18cAvDzD3vblclXEVO6/bybjovoxcP62W8QaDiPL48EPx\n4X7/vVtnkjf4va1x/yvIpTGDoFySZXnAgd5ffSWG0w8/VP/3HU/YtrkzrlqzQJxPdrlR4B5pE5WN\nGstFyilzSQE9PeJgsrZP+PsLYY7jPDpcr6csIED4Nzo6PAZ6N3Z30yXLDPHg/4zV66morFStWgIv\nbHE25NLRmqN0dHf0tpoNcUMuners7CXonGCjXAJ6G+Mmxkxk/037GRM5hrFvjOXjIx+7VDFVtFQw\ne/VsMqIyWLt4LXof97u80D/lkiRJSH5RmDorxFl5/nxVjwcI6dZR2m65sKxYIRhyy9DV0d3Bm/vf\n5K4pd9m/rwrojFRYBCpg5EjQ7g9nY0MD3WYzGknDw7MeZsW2Fbxz4B2mx00nbUiaR0vcL78Icgfw\nIjnSHgNtjAsIgLlzxTneFbwhl8yyzK35+SwfMaJv15m+vKXqtmq6errs1I+2uHHYMLKbmynsgqfO\nfoo9N+4hePNO/ua3h91lu1W/L0fUpNUQdtj73RFJkuxCLQG31rjunm5KmkqIDUlkT3OzU0YBhYXC\nlmLTACNJEnFBIzAML3JqBLSDC3LJz09wxjuLlUOeX5j/grCueqpxt2mKsyLVQi65UzU6hXlbkZyM\nXFDAu5WV3BUby/dZWfyrtJTPbWThw37ayfHZY5g+U6PkdnNGbKwYor76ChBDbGKiaK896yxBdHmR\nD6oKA26Kc6FcIiuT7kCVyiVbcsnSFCfLog3os8+EtfVL514BAZs+baecNpUo7uxkW2MjS23yuAD0\nPnr8fPxoNjazcSOU+yWTgnit8+aBef9vMHEiWklibGAgBxyuAy4zl8CpMc6Kn38Wor/5IwW5BKKZ\nZ+1a+OMf3S/+FZvi2tpIr68XvkcV29SBWi0xOp2qoHsQIr72dhhIlvrWxkZatjuTS9Vt1UQF9INc\nAmJSg7g/4zuxoLngAtFOZYUbcunYMZjZ+TTf53/Pr8UitX2oTkeTyUSH2jo1Fah0IJc8Xdo2Fm5k\nR8kOHp1t48dKShKd4H/9q+JjbEXnYw0G7iwo4MqoKCJsZr/zR53PoapDlDaVem2NW7/3b+gD4yg6\nnmdhsexn/+ePn8a8fph7ctgFVqwQC/heTs/WGtfVJQ52W++iAwJ8A7hr8l08u/NZj3/LbIZPc5IJ\nqikkVWrjxm0rWZK5hJTiFpdZeWlpwrp36aVihAsP79vbrO/uZnFuLiuTk3vdCoSGigRqpS95+3Y7\ncklNW1xpc2m/yaVpwcGUBbaQlqmOQD7R3k6zXs8F+ZXsP62eXPLXark/Pp4nbKSNc7t/IjA5hnPu\nzbAtAAPgtb2vceOEG1024OVqtaTlFzBpTNuA85pD/EKYOnwqXZV7MEsSsy3HVouxhSVfLOH1818X\nazQFzJzpYkNm5047cinF35+G7m7Vmaw+Gh/Sh6STU93HItxx7DBDG7aSZIhgxgw4kOODOWa4RwW/\nVZVuzs8XQ4TN8PX110KM5ykG0h2OWta0kiR4lJUr8Uwu5eeDRsOHu0YyZoieeq0XatC0NDh9muON\njW7JJam9nSFt8ETRO/1uge6FRS21o2QHGa9nUNJUQs6tOdw66Va0GudhdmZwMNs/+0yoWjZuxCtp\noAf83o1x/yvIpWBvvC8OsJJL1W3V6LV6O/WFI9yRSydOiKyXzz8Xw49alLeUC0WRDc5LOQ+dVsfX\nx137a9SQS5k2F15rW5w75VJBgdghsV2/KeYu6XSUdXWJBpjyco+B3oWWpjhPIZkxOh0VDQ2q85ag\nf21xXxz7gkVpi3pfT4iPD+1mM10KOzyumuIAJ+USo0eLSRGxSHjq7Kf49spvWbFtBZd+dqnTsXOi\n9gQz3pnB5emXs3LBSsWThxLGBARQ0NGhqtLcSi61mkyg8aWhuUR13pIV4bKeCqPlYhURAcuXiwFT\nllmTs4bJsZOdFjQVFdBgaFdli0tKgvIjOkb6+/eSDpelX0Ztey0Pb3qY+2eIHd1dTU1um+J6ySWT\nSXFXUw2mOGYCealcAtFA484a5w259H5lJZ1mMzfZ7PzKsmi+mzJFSGYzozJd/rYCtFruGz6cv1l+\nxEmhiczLM5Fy1Z08vuVx1e/JFrVdXZQammnYEO75zgqY5vgZu2mMK2osIjY4lgNtnaQHBjqf6195\nRRj5HRYZw/wSCYw95f6FuGmMi02p53RbBelDnI+hcP9wXl7wMtd/cz2dJjc7YQq2uDBfXwI1Gipc\nDH8dHWI9o0i+jBzJgcpKWnp6mB0aSryfH99mZnJbfn5vU0vKlhzK/zCVmTPF+kEVrrkGVq+mpkZk\nEz//fF/+c1ycx4xJr1BSIjZAXayzVcGxKY6eHjh6lMDxU2jVemeL6+7p5mDlQSbFTmLnTvFUF10k\nLCg33+zCfnX4cC9xPSUoqF/KpdfKy/lzdDQGhWtXZEAkte21vPoqpF6QglQgyKU/zJOJqRTkEsDE\noCA7a1x9Rz1Gk5FhBheWahfKpZ9+gj/8Ac5KPItfS37FaBID+Nlni2bx6693yKOxgUvl0o4dqlRL\nVmR6YY2TpIE1xsmyzOb6Rrr2hji99n7Z4ixISICTZXrRtpKQIC5G1kw3D+RSVmoIL537Ejetvwmj\nyYhGkhiu11M6iNY4JXLJVUeA0WTktu9vY+WClQTqHDZv779f7G4o2FFsyaVxBgPH29v5i8NmoZ+P\nH4vTFrMmZw3z5wt1nBpn6faS7RQ3FLIkOo6PS0qcNo8ONLSR32TkzRvC+iXKnTxZLH7feMPyD7bk\nUl6ekPJ72Cy7ffLtrM9b30vUyLJMeXM5W05tYdX+VSz7aRkXf3wxKS+OofaOCApDzXQf/Y4uQxpP\nzn3SdZCSBX/4g7DvLVrUd7ceWeaqo0dZFBnJFQ5kNePGOecuybK4OMya1UsuhfuH09XTJWrVXaCs\nuYy44P7Z4oJ9fNBWBkCqOkb469paLtbrSajq8IpcArhp2DB+a2lhn/W8/M47hNxzHW+/LThfq1Ow\nxdjCRzkfcfPEm10+15G2NqJLO7nr4oEV9VixcPRCSra+x6S8POY8/zz09HD3j3czJ2EOi9IWef+E\nlqY4KzSSxMT+WOMsjXE7mpo41NbB+f5irvH3F3tP9SGJHufgYXo9IT4+5BUWOlniXn55YKol6FMu\ngRCH7tsHBboxYmhy9doslri33pa4YLKXJQlaLYwbx7HGRpJFUzgAACAASURBVNLcCVjy8tCMSqXZ\n1MbmU5u9eEcKmDiRrr3ZLP50MS+d+xIfLf6IaEO08n2bmpj50kts9/EROTkuLLv9x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ZK3Lp55+FasnVpdNqjVONNWvIXbyYdDe7454wVKdDkiQqVV7/ExPhg/wXmBE/g6nD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VuyJP77iJPRKIo7BgZSWLk0gy+f1ebXoiy7LKXBQTqKVLmUtHCpv1+8DyR5qeylpUuxr2Pf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\nl4itIwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x4205550>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in ('bson', 'json', 'msgpack', 'raw', ) :\n",
" print i, df.loc[:,'%s(z)' % i].sub(df.loc[:,'%s(g)' % i],axis='index', ).max()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"bson 84\n",
"json 93\n",
"msgpack 78\n",
"raw 76\n"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conclusion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I compared which serializing method and tool shows the best compaction result with or without compressing. As the result is shown above, I could not find any meaningful differences between the methods. At first, I have expected the `bson` will show the best compaction result because it can serialize as binaries, but on the contrary, `bson` makes the input to be oversized."
]
}
],
"metadata": {}
}
]
}
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