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@phobson
Last active August 29, 2015 14:05
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faceted plotting with seaborn
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{
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"name": "",
"signature": "sha256:4b4a91e1354388fd2d207d32faf8efbc5e85612ae3e95492e037a63f005836f8"
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Faceted Data Visualization with Pandas and Seaborn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook will demonstrate effective ways to quickly and quantitatively charactize stormwater BMP performance. By comparing the probability distributions of influent/effluent datasets.\n",
"\n",
"Often, this is done with historgrams and some statistical tests. That's well and good. But histograms have a lot of subjectivity built into them (e.g., number of bins, bin width, starting point of the bins)\n",
"\n",
"This is all wonderfully illustrated with this [blog post](http://www.mglerner.com/blog/?p=28) (N.B. that entire post was generated with an IPython Notebook such as this). The post proposes kernel density estimation (KDE) as an alternative to histgrams. KDE is not without it's subjective components, but it is still quite powerful. Luckily, the [`seaborn` package](http://web.stanford.edu/~mwaskom/software/seaborn/tutorial/plotting_distributions.html) provides a convenient KDE plotting function.\n",
"\n",
"Further reading on KDE:\n",
"- http://jakevdp.github.io/blog/2013/12/01/kernel-density-estimation/\n",
"- http://www.mvstat.net/tduong/research/seminars/seminar-2001-05/"
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"So let's look at how we can use KDE and facted plotting to quickly assess BMP performance."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['text.usetex'] = False\n",
"\n",
"import seaborn\n",
"seaborn.set(style='ticks', palette='deep')\n",
"\n",
"import bmp"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Load Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll use my tools for interacting with the International BMP Database to load some metals data. For simplicity, the demo will be limited to Cadmium, Copper, Lead, and Zinc measured at BMPs classified as Bioretention, Detention Basin, Retention Pond, or Wetland Basin.\n",
"\n",
"To simplify further, we will assume that non-detect values are equivalent to their detection limits. Not the best assumption, but this is more of a demo of the power for KDE faceted plotting. So let's just focus on that."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pollutants = ['Cadmium, Total', 'Copper, Total', 'Lead, Total', 'Zinc, Total']\n",
"BMPs = ['Bioretention', 'Detention Basin', 'Retention Pond', 'Wetland Basin']\n",
"\n",
"# load data\n",
"database = bmp.Database(\"bmp/data/everything.csv\", bmpcat_src=\"bmp/data/bmpcats.csv\")\n",
"\n",
"# select the subset of data we care about\n",
"# (data come x-tabbed with influent/effluent in the columns. The `stack`\n",
"# command moves the data back into rows)\n",
"metals = database.selectData(parameter=pollutants, category=BMPs).stack(level=0).reset_index()\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Compute the $\\log$ of the concentrations and show a sample of the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're going to assume that the data are all lognormally distributed, so let's make that easy on ourselves by pre-computing the logs of the data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"metals['Log of Conc'] = np.log(metals['res'])\n",
"metals.head(3)"
],
"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>quantity</th>\n",
" <th>category</th>\n",
" <th>epazone</th>\n",
" <th>state</th>\n",
" <th>siteid</th>\n",
" <th>bmpid</th>\n",
" <th>storm</th>\n",
" <th>sampletype</th>\n",
" <th>paramgroup</th>\n",
" <th>units</th>\n",
" <th>parameter</th>\n",
" <th>wqscreen</th>\n",
" <th>bmpcatscreen</th>\n",
" <th>station</th>\n",
" <th>qual</th>\n",
" <th>res</th>\n",
" <th>DL</th>\n",
" <th>Log of Conc</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> Bioretention</td>\n",
" <td> 1</td>\n",
" <td> NH</td>\n",
" <td>-1212964512</td>\n",
" <td> 955001040</td>\n",
" <td> 7</td>\n",
" <td> Flow Weighted Composite EMCs</td>\n",
" <td> Metals</td>\n",
" <td> ug/L</td>\n",
" <td> Zinc, Total</td>\n",
" <td> yes</td>\n",
" <td> yes</td>\n",
" <td> Inflow</td>\n",
" <td> =</td>\n",
" <td> 105</td>\n",
" <td> 0.01</td>\n",
" <td> 4.653960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> Bioretention</td>\n",
" <td> 1</td>\n",
" <td> NH</td>\n",
" <td>-1212964512</td>\n",
" <td> 955001040</td>\n",
" <td> 7</td>\n",
" <td> Flow Weighted Composite EMCs</td>\n",
" <td> Metals</td>\n",
" <td> ug/L</td>\n",
" <td> Zinc, Total</td>\n",
" <td> yes</td>\n",
" <td> yes</td>\n",
" <td> Outflow</td>\n",
" <td> ND</td>\n",
" <td> 10</td>\n",
" <td> 0.01</td>\n",
" <td> 2.302585</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> Bioretention</td>\n",
" <td> 1</td>\n",
" <td> NH</td>\n",
" <td>-1212964512</td>\n",
" <td> 955001040</td>\n",
" <td> 8</td>\n",
" <td> Flow Weighted Composite EMCs</td>\n",
" <td> Metals</td>\n",
" <td> ug/L</td>\n",
" <td> Zinc, Total</td>\n",
" <td> yes</td>\n",
" <td> yes</td>\n",
" <td> Inflow</td>\n",
" <td> =</td>\n",
" <td> 15</td>\n",
" <td> 0.01</td>\n",
" <td> 2.708050</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"quantity category epazone state siteid bmpid storm \\\n",
"0 Bioretention 1 NH -1212964512 955001040 7 \n",
"1 Bioretention 1 NH -1212964512 955001040 7 \n",
"2 Bioretention 1 NH -1212964512 955001040 8 \n",
"\n",
"quantity sampletype paramgroup units parameter wqscreen \\\n",
"0 Flow Weighted Composite EMCs Metals ug/L Zinc, Total yes \n",
"1 Flow Weighted Composite EMCs Metals ug/L Zinc, Total yes \n",
"2 Flow Weighted Composite EMCs Metals ug/L Zinc, Total yes \n",
"\n",
"quantity bmpcatscreen station qual res DL Log of Conc \n",
"0 yes Inflow = 105 0.01 4.653960 \n",
"1 yes Outflow ND 10 0.01 2.302585 \n",
"2 yes Inflow = 15 0.01 2.708050 "
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Basic KDEPlot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use can use basic `seaborn` functions to make a basic KDEPlot"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"seaborn.kdeplot(metals['Log of Conc'], shade=True)\n",
"seaborn.despine()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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0jGBWl2hUusdWVMZDXP3iktn0SSSySM8e6gTgKs2V7rna8jwcFOIiCnGRRdpz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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xe0cc4e0>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Faceted plotting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The problem with the above plot is that it doesn't tell us anything about the difference between e.g., Copper and Cadmium, or Retention Ponds vs. Detention Basins. Everything is lumped together and it *really* doesn't make any sense to lump influent zinc data at Detention Basins with effluent copper data at bioretentions BMPs.\n",
"\n",
"But also, writing loops to select out all the possible combinations of the data groups is pretty tedious and error-prone. You have to query the data, make a plot, label it correctly, and sync the axes limits with all the other plots. \n",
"\n",
"The `seaborn` package makes this very convenient. The next cells will build a faceted plot that shows what are, in my mind, the most basic components of this data set. "
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Split up the BMPs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we create a `FacetGrid` object, feeding it the dataset, and telling it which column should be split among rows of the grid. That will look like this:\n",
"```python\n",
"fgrid = seaborn.FacetGrid(MyDataset, row='MyColumnName', [other options] )\n",
"```\n",
"\n",
"Then we will `map` the `seaborn.kdeplot` plot to all of the elements of the grid. In general, that looks like this:\n",
"```python\n",
"fgrid.map(SomePlottingFunction, ColumnForXdata, [ColumnForYdata], [other options])\n",
"```\n",
"\n",
"(Function arguments in brackets (`[]`) are optional)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fgrid = seaborn.FacetGrid(metals, col='category',\n",
" sharex=True, sharey=True, \n",
" margin_titles=True, \n",
" legend_out=False)\n",
"fgrid.map(seaborn.kdeplot, 'Log of Conc', shade=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<seaborn.axisgrid.FacetGrid at 0xe0ecd68>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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nM1giSZ1oWHmBi2h2dsQpSRN0HQmwklQwFKatZ5yKkmy8Xk/Mz1+YJzNYIvUY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\nERERERERERlI/gfj0OiiH4D6owAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xe0ec470>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Adding rows"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But we're still lumping all of the parameters together. We're not quite there yet. Let's add rows to the `FacetGrid`. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fgrid = seaborn.FacetGrid(metals, row='parameter', col='category',\n",
" sharex=True, sharey=True, margin_titles=True, \n",
" legend_out=False)\n",
"fgrid.map(seaborn.kdeplot, 'Log of Conc', shade=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<seaborn.axisgrid.FacetGrid at 0xe854668>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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OTJmmL4qIiEjR22WMORlYD5xojIkC8/M1Ck94t2RIvX1J/uYrDzF/Vg1f+uhF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DurL5ahTHd+BPSEUFbVG8rausa9T5IkSdJkF0L4JJAAcr2HEiEEYow3D9bOUFaGujK9oazi5KHs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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xd10cf60>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Qualitatively assessing BMP Performance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we pass the station to the `hue` parameter of the `FacetGrid`. This will split up the data by influent and effluent monitoring stations. Seaborn will plot this as two different translucent shades. So you can, in a sense, get a feel for the difference in distributions of influent and effluent data by how much single-color area is visible. The last row (zinc) demonstrates this well.\n",
"\n",
"Also note that Wetland Basins seem ineffective at treating lower concentrations of Cadmium, but do well will higher values."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fgrid = seaborn.FacetGrid(metals, row='parameter', col='category', hue='station',\n",
" sharex=True, sharey=True, margin_titles=True, \n",
" legend_out=False)\n",
"fgrid.map(seaborn.kdeplot, 'Log of Conc', shade=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<seaborn.axisgrid.FacetGrid at 0xaff5ef0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2soVryrRPmYiIiAy/S6y1txceMMa8Ya29v79GCspEpGzkpy8qUyYiIiIj5Alj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66PxtMXGNvQTrqjstNHAPbWN7MmGue+oR4G81ncrZ3g+5rCKCvOgcJ0q52FSpmTy7PmybBK1v+a\n5auSFd3U0IIDfGf4UqtiZ9M6aG3Cf+moFmXLijWazXBiZJjtTc3ESpp51J/tJT42wdiWtcvSMKcz\nnuBCLkNm83qCi/34gyMVPafIUnnl2El8x2FbsjKzmYqV5JPFbYsiLu6e7TCZwT98oiLnlMpQUlZD\nnu0Nu07tLkwhWff98A57777dy3J+13G4s6WDXBDw1YELuDsLrb1fUrMCWVleGugj5rpTW0e0v3CU\n2ESageu2LXuVDMINPq+ra+TgxBhHJsLNdh3HIbLvWvB88g88tewxiczHc309+MCe1vbLnm9/JtzS\nYXhHZff6K+qMJwmA7m1h+3D/Zbss5xVZrEOF726bWiszzXdLYUrkocJnC4BrtgPgPX+oIueUylBS\nViPGczme7+thc0MjrYkkDacu0Hj6ImMbO5hY317+DZbIrU1t1LsRvth/jrG2RmhuxD90giCTXbYY\nRObSMzHB8dFhdja3EnFd3EwurJLFovS/ZnvV4nrr1PTfS00KnD07oLkB74kX8fuGqhWayKyKNwP3\ntLVTd76PDfc/zfZ/vJcW201qbSvjnR3LEsfGwhStk2ubwHXJP/WSmuTIiheMpTjih9+PttZXZprv\n+liCBjfCi6lL1WOnoxU6WvCPnCRITVbkvLL0lJTViKd6zpMPAm7sWAtBMFUl67lpce1UFyrhRnhH\n61rGPI/P953DvWYr5PIqkcuK8eiFsPXwvo61AKx56iDRiQz9r9mOl1j+KlnRdXWNbIwn+e5w36Vq\nWSRC5NZ94Pvk7vmOvmTKihIEAU/2nCcZiXDT8R52/MO9dDz/Cg1n+0itaeXMm2+s+NTFou2JsPPi\ngdwkzu4t0DuIf+DYspxb5Erln3iRg01xmgKHjuiV70c2F8dx2J1soDeXpTszMfW8a3aA52s2Uw1R\nUlYjvnk6THpet2Y9LQdPUn++n+Gt6yveingmdzR30BKJ8i/95xgotOHPP6YuP7IyfP9C2Jntxo61\nREdTdDxziFxdgr4qVskg/OB8b0cnAfCHZ4+R8b3w+V1bcLZtJDjejffg01WNUaTU/v5eLkykeG28\ngc33P4UXj9P1g6/n0Pvfzsl/cyu5xvpli2VTPEnCcXlxfITI668HxyH3tYcIJtVoSlaeIJ8nd+8j\nHH7iWfoSEa5raLps772ldmND2ITnoeGSZlLXbAXAe+pl3fCrEUrKasDZ8TGe7rnAjqZmtjhRNjz0\nLH7E5eLNe6oST9x1eVfbejKBzx+NXYQtGwi6zuKfUmtvqa6eiQme6+thS2MT7fEEG777DG7eo+em\nawhi0WqHh6lr5LamNo6lU/xO9yukfS9cW3bnG6Ghjvy9j5B/8sVqhylC2svziYPhjIz37z9F4Dic\nfttrGd+0Fr8K15LrOOxK1nMmO8lgYxL3ddfB8CjZv/2yps/LihLk8mQ/+S94DzzFv24M1zXvbWwt\nM2px9tY3E8HhgZG+qQTMaazH2bWF4GyP1mDWiDmTMmOMa4z5K2PME8aYh40xu6Ydv8sY80zh+Acr\nG+rV61OHXyIA7uzcwqZvPEJ0IkPPvmsqui9ZObc2tWGSDTw+NsiXX9MJQO7rDxH4ftViEvn88SP4\nQcCbN2ym9eXjtNhuxte1MbS7churL9T71mxkd7KBR0cH+Y/HXuDbQz0Mx12i77oDkgny99xP7tuP\nEnhetUOVq9T51Dg///37OTI0yNsHM+wbmOTcm/Yysbay+5GVc01duCbnibFB3DfcEH7h7DpL9i//\nGX9guKqxiRTlv/JdcqfO8bUbNvHNtUnWRuNTlaxKqY9EuKG+iZPpCfaXrC2LvHEvuC65L34Hv2eg\nojHI4pWrlL0HiFtr3wR8BPhY8YAxJgb8CfAO4A7g540x6yoV6NXqm6dO8MDZ02xraOKuZ47R1HWB\n0U1r6b9+e1Xjch2Hf79uM02RKH+e6uWevZvxTp8n/83vqUwuVfHyQB/3nDhKeyLJ20eybLzvSfLx\nKGdv37ts617mI+a4/HLndt7S3M6ZzCS/e8byrsNP866eI/zsbZv58L51/I/uV/j9f/wcf/m9h/m8\nPcJzvRcZy6oaIJUVBAH/2nWcn77/mxwdHuJdF1P8xiv9nH/DHoZ3Lk+Xxbm8vrC1xBf6zpEHIu+4\nDefa7QRne8j+0f8l96+PEKhVvlSR99wh9h85ys/fvIE/bYW44/Lv120msgyfQe9oDddR/9n5k2QL\nN8idtmYib3k9TKbJ/tk/4h28tA4z8H38rrN4Lx3F71ejqZWg3ByE24H7AKy1Txtjbi45dh1w3Fo7\nAmCMeQx4C/ClSgR6NQmCgCcunOOBk8e4t/c89Tjc/cJ52ntHmehoWdbF1XNpi8b5lc4d/Pn5k/xF\ni8d3X7eed9oj7PxMD43X7WJj53o6NnXiVLG5gqx+p8dG+fbpk3z+WFgl+7XeLLsefAQ/EqH7ra8j\n17R8617mK+a4vG/NJu5sWcP+8RGOpVMM5rKczWc50RSDpsKC8MHz4Z+CTfEke5pa2dPaxs7GZjqa\nmmiqr8d1HLwgoLO+gairWekyu9Fshsl8nrTnMZhJc2FkmIvDw1wcHePw8ADHghz1eZ+PnBzh9lgD\nZ37ktmXZB3M+2mNxbm1q48mxIf6tfZ6tiTpiu5ppWW/Y1N3L5hdeZPOTz7GmqYnmdR24Lc0QjYSf\nl54Hnh9WoD0ffB8nFsVpa8ZpbYbWJpzWZpxEDFw3HOM64Afg++FY34e8B5lsOGUynQlfF4/hxGNQ\n+OPEY9BYX9E1RLJyBEHA+Ys9nDpk+XrXMb5/Y5gc3dLYxl3t62mtUIOP6bYn63lTUxtPjA3x4a6D\n/Md1W9iWrGfta3ZBxMV7+Flyf/dV8tdsw21vwTtyAkZTU+OdbZ1E3rgXd+cWnJZGnGRiWeKWS8ol\nZc3AaMljzxjjWmv9wrHSW1JjwBX/l/vixYtXOnTVeab3Ir//Qrjgf/NEjl89OUI843Ng+3p6rt9K\nMNRf5h2WTwT4YKyJ+4b7OJJJcbgdYBBeGaT1ZY+/Ppcn8Yvvq3KU1WeMabXWVnR+zdV4DWV9n59+\n4FvkgoCWrMcvnx5l13CGE60NnHvdbjJOBnouVDvMOe0D9rlJSIQtv70gYNLz8cZSxM70kB0Z43TC\n5URjjK66GPfHLnL/LO/1zs1b+c/Xv3bZYl9OuoYW76tdx/msnX3fIicIuHkky7tJ4u7ezNNNdZCf\ngJ6JWccst7f4LqNpjyNDPXRTMiujAWiIEH4qZXlT30l+9enqVc0i+64letdbq3b+megaqoxPPfk4\n3xktfC9zYctQjneu7WRzECE90M9y/i/yFt+ldyLHs0OnefbsaQB+ef02frBlDcEd+/CePUjw0sHw\nxfEozpZOnOYGgov9BEcsHCmsPYu4xH/+p8LW+jKl0tfQnLdxjDEfA56y1t5TeHzGWrul8O+9wB9a\na99VePwnwGPW2q/M8X53Ax+d4dAIi0joRGrA9621b13sm+gakquYriGRxdE1JLI4S3INzaZcUvYT\nwF3W2p8xxtwK/HZJEhYDDgG3ACngicJrF3xb2hgTADsWOq7CulBM86GY5qfLWluxuSy6huZNMc3P\nioxJ19CKoJjmZ0XGpGtoRVBM87MiY6rkNTQnY4xjjPmUMebxwh9jjHm/MebnCsd/tNB98TljzC8t\n4jwrrjOEYpofxTQ/lY7pavyZr4Rimp+rMaar8We+Eoppfq7GmK7Gn/lKKKb5uRpjmnNNmbU2AKYn\nW7bk+LeAb1UgLhERERERkauC2nSJiIiIiIhUkZIyERERERGRKlopSdn/rHYAM1BM86OY5qfSMV2N\nP/OVUEzzczXGdDX+zFdCMc3P1RjT1fgzXwnFND+KSURERERERERERERERERERERERERERERERERE\nRERERERERERERERERERERERERERERERERERERERERERERCrMGHOLMebhGZ6/yxjzjDHmCWPMB6sR\nm4iIiIiISC1zy73AGPObwN8AiWnPx4A/Ad4B3AH8vDFmXSWCFBERERERWa3KJmXAceAnAGfa89cB\nx621I9baHPAY8JYljk9ERERERGRVK5uUWWu/AuRnONQMjJQ8HgNaliguERERERGRq0J0EWNHgKaS\nx03A0FwDjDF3Ax+d/vwb3vAGPvnJT9Lc3LyIcERWLsdxplear4iuIbla6RoSWRxdQyKLs1TX0Kzv\nP58XGWO2A/9srb2t5LkYcAi4BUgBTwB3WWsvLCSAwnt3Pfjgg2zevHkhQ0VqRiUvZF1DcjXQNSSy\nOLqGRBan0knZQiplAYAx5v1Ao7X2b4wxHwa+QzgN8jMLTchERERERESudvNKyqy1p4A3Ff79zyXP\nfwv4VkUiExERERERuQrMp/uiiIiIiIiIVIiSMhERERERkSpSUiYiIiIiIlJFSspERERERESqSEmZ\niIiIiIhIFSkpExERERERqSIlZSIiIiIiIlWkpExERERERKSKlJSJiIiIiIhUkZIyERERERGRKlJS\nJiIiIiIiUkVKykRERERERKpISZmIiIiIiEgVKSkTERERERGpIiVlIiIiIiIiVaSkTEREREREpIqU\nlImIiIiIiFSRkjIREREREZEqUlImIiIiIiJSRUrKREREREREqkhJ2So1nEnzf158hu6x0WqHIiIi\nIiIic1BStkr98UvP8eWTx/isPVTtUEREREREZA5KylapgfQkAN3jY1WORERERERE5qKkbJWKuuGv\nNu/7VY5ERERERETmoqRslQqC8G+numGIiIiIiEgZSspWqYl8DoCgynGIiIiIiMjclJStUmkvf9nf\nIiIiIiKyMikpW6XSngdAJu9VORIREREREZlLdK6DxhgX+CRwI5ABPmitPVFy/MeB/044S+7vrLV/\nVcFYZQEyhaRMlTIRERERkZWtXKXsPUDcWvsm4CPAx6Yd/xPgHcDtwK8bY1qWPkS5EsWkrPi3iIiI\niIisTOWSstuB+wCstU8DN087ngNagTrCRn/qK7FCZItJma+kTERERERkJSuXlDUDoyWPvcKUxqKP\nAc8DB4FvWmtLXytVEgTBVDKW8328QHuViYiIiIisVHOuKSNMyJpKHrvWWh/AGLMV+BVgGzAB/JMx\n5r3W2i/N9mbGmLuBjy4qYikrN23D6KznUxdVT5fVQNeQyOLoGhJZHF1DIpVRLil7HLgLuMcYcyvw\ncsmxJOABGWutb4zpJZzKOCtr7d3A3aXPGWO2A10LilrmND0py3h56qLlftVSC3QNiSyOriGRxdE1\nJFIZ5b6pfxV4hzHm8cLjnzHGvB9otNb+jTHms8ATxpg0cBz4+8qFKvOVnzZdMa1mHyIiIiIiK9ac\nSZm1NgB+afrTJcf/FPjTCsQli5B/VaVMSZmIiIiIyEqlhUar0PSkTHuViYiIiIisXFpotApNn76o\nSpmIiIiISOUYY+4g3CJsRtba7801XknZKpT3L98uLqu9ykREREREKum/ESZlmwp/HibMtd4OPAV8\nb67BSspWody0JCznaZ8yEREREZFKsdb+GwBjzIPAO621FwuPdwF/XW681pStQqqUiYiIiIhUxUag\nt+TxSWBzuUGqlK1CxTVlCTdCxveUlImIiIiILI/7Cfd4/kfCPZ3/PfBMuUFKylah4ubRiUiYlGn6\nooiIiIjIsvh/gQ8CHyDMtR4C/rLcIE1fXIW8kqQMIOsrKRMRERERWQadQCPwu9bau4BvWGuz5QYp\nKVuFpqYvFpKy6Y0/RERERESkIr4C7AG+YIzZBvxvY8zvlRukpGwVKk5fTEbC2amqlImIiIiILIuE\ntfYXgD8Gfsha+17gbeUGKSlbhfLTpi/mtHm0iIiIiMhy6DfGtAAvA9cWnmsvN0iNPlah6dMXVSkT\nEREREVkWzxJuFH0/cJcxZg3QX26QkrJV6FL3xWjhsSplIiIiIiLLYDPwDcJ2+P8IpIDfLDdISdkq\nVNw8WpUyEREREZHlY639D1cyTknZKqQ1ZSIiIiIiy88Y4wHOtKcHrLVr5xqnpNuFl4AAACAASURB\nVGwVKq4pU/dFEREREZHlY62NFP9tjEkAtwC/VW6cui+uQq+qlGlNmYiIiIjIsrLWZqy1jwDry71W\nlbJV6NI+ZVpTJiIiIiKyXIwxNwA/Bzxorf2GMebNwBvLjVOlbBUqVspaeocByObz1QxHRERERORq\n8XngIvA/jTGvAd4HfKrcICVlq1BxTdm2x14GIDuWqmY4IiIiIiJXi4y19g+AjwN3Wms/BFxfbpCS\nslWoWClLemFr/Fw6U81wRERERESuFheNMRuBl4E9xhgHrSm7OhWTslgQEPUDsn6uyhGJiIiIiFwV\nuoFngEeAtwA3AEfLDVJStgrlg7BCFg0CYn5ANlD3RRERERGRZTAA/DbgAd8GUsC95QYpKVuFii3w\noz7Eg4BcoO6LIiIiIiLL4DO8evPoDcCpuQYpKVuF8n5ppQxyBFWOSERERETkqvAwl5KyOGFCdgC4\naa5BSspWoWL3xWgQrivLOg6BH+C405N2ERERERFZKtbanaWPjTH7gN8pN07dF1eh4ubRMT8gCuQc\nYDJd1ZhERERERK5CLwN7y71IlbJVqNh9MRJA1HHJuRCMT+A01FU5MhERERGR1csY8/C0pzYDz5Yb\np6RsFfL84vTFoJCUBaqUiYiIiIhU3kdL/h0FfhA4XW7QnEmZMcYFPgncCGSAD1prT5QcfwPwMcLF\nbOeA/2CtzS44dFlSuZJ9yiKuQ9YFfyKtuaoiIiIiIhVkrX1k2lMPGWOeAD4917hylbL3AHFr7ZuM\nMbcQJmDvASjsTv1p4CettSeNMT8H7GAem6NJZRUbfbgBRF0X8MhPTqosKiIiIiJSQcaYD3Cp+2IA\nbAPayo0r9z39duA+AGvt08aYm0vPSbg52oeNMTcA/2qtVUK2AuR9HycIcKJRIoWkLDORJlntwERE\nREREVrc7uHyfsiHgx8sNKpeUNQOjJY89Y4xrrfWBNcCbgF8GTgDfMsY8Z62dvrhNllnO94kEEEQj\nRB0XAsilM9UOS0RERERkVbPW/qwxJg7sAbzwKZsrN65cUjYKNJU8LiZkEFbJjherY8aY+4CbCTdM\nm5Ex5m4uX/wmFZAPAqIB+NEI0YgLecgqKVsVdA2JLI6uIZHF0TUkMjdjzK3APcAgsBM4aYz5oLV2\nzg6M5ZKyx4G7gHsKJ3i55NhJoNEYs6vQ/OPNwN/O9WbW2ruBu6cFvh3oKhOHLIDn+0SCAC8WJeJG\nAMim1X1xNdA1JLI4uoZEFkfXkEhZfwa831r7mDHmBcJc6p8Jc6VZlWvI91UgbYx5nLDJx68ZY95v\njPm5QpfF/wR83hjzDNBtrf32on8MWbR8ECZlfjRCJBL+ilUpExERERGpuKS19rHiA2vtWaC+3KA5\nK2XW2gD4pelPlxx/GLhlYXFKpeU9n2gAQSxCJBL+irMZ7VQgIiIiIlJhI8aYDwJ/B2CM+SGgv9wg\nbV21Ck1NX4xGwzVlQC6rpExEREREpMI+APw0sIGwN8d/BX6h3CBtXbUK5f1CpSzqEnXCjpzZbNmm\nLyIiIiIisgjW2i7gzsLD3QDGmLcDp+Yap6RsFfICn6Qf4EcKLfGBrCplIiIiIiIVZYz5f4C3c3me\n9W5jzDeBJ6y1n55pnJKyVShf3KcscqlSlsvnqxyViIiIiMiq9/uFP6XT1N5GuG3YrJ33lJStQl4Q\nEA2KlbJCUhb4BLk8Tky/chERERGRCvkNa+1XSp8wxlyw1n53rkH6hr4KeUEQVspK15S5DqQzoKRM\nRERERKRSnjTGfImwOuYDDwC/Wm6Qui+uQvlCUua7l9aU5RyHYFJ7lYmIiIiIVNCngReAncAZ4HPA\nX5cbpKRsFfIIiATBZZWynAtMpqsbmIiIiIjI6rbVWvt71tphAGvtN4HN5QYpKVtlvMAnAKIB+KWN\nPlyHIK1KmYiIiIhIBTnGmOuLD4wxnYTTGOekpGyV8fwAIKyUlTT6yDoOTKhSJiIiIiJSQb8BfN8Y\nswloAx4FfqvcICVlq0w+CBPxqUpZ4Vecc7WmTERERESkkqy13wG2AxeAHwNustY+WG6cWvGtMsVK\nWXRapSznAErKREREREQqxhjzUcABgsJTjjEGa+3dc41TUrbKFCtlkZnWlKnRh4iIiIhIJQUl/04C\ntwDZcoOUlK0yl60pm2mfMhERERERqQhr7f+a/pwx5lC5cVpTtspcVilzS6cvOgRq9CEiIiIistw+\nUe4FSspWmbxfbPRRrJQVG32gNWUiIiIiIsvMWvtX5V6jpGyV8YLi9MXL15RlXVdrykREREREViAl\nZavMVKXMn9Z9MeqCkjIRERERkRVHSdkq403bpyxWTMoirvYpExERERFZJsaY7xT+vq/ca9V9cZXJ\nl3ZfjESmkrJMxFX3RRERERGR5bOu8Pf6ci9UpWyV8Uq6Lwaug+s4xByHyagLeY8gm6tyhCIiIiIi\nUkpJ2Soz1RLfAQpVsoTjMhEJ/61qmYiIiIjIyqKkbJUpbh7t4kw9l3BdJgsPta5MRERERGRZBeVe\noKRslblUKbs8KZso/qbVgVFEREREZDn82rS/Z6WkbJUptsS/rFLmRJgkTNFVKRMRERERqTxr7fcK\nf3+/3GuVlK0yU5tHl1TKkq6L70DWBSZUKRMRERERWUmUlK0yU5WyaUkZwETEJVCjDxERERGRFUX7\nlK0yxaQs4l5KyuJOBIBJ19GaMhERERGRCjHGfABwmLm5h2Ot/fuZxikpW2XyngeA61wqgk5VyqKO\n1pSJiIiIiFTO3wCfm+P438/05JxJmTHGBT4J3AhkgA9aa0/M8LpPAwPW2t+ab7RSGV4+D7x6TRlA\nKuKqUiYiIiIiUjkZa+3PLHRQuTVl7wHi1to3AR8BPjb9BcaYXwBuYB7996Xy8oWkzHEv/WobI2Hu\nPRJzVSkTEREREVlhyiVltwP3AVhrnwZuLj1ojHkT8Ebgr6GkB7tUTT736kpZMSkbirkEE5NViUtE\nRERERGZWLilrBkZLHnuFKY0YYzqB3wF+BSVkK0ZxTdlllTI3bPQxnIiqJb6IiIiISOX83pUMKtfo\nYxRoKnnsWmv9wr/fC6wB7gU2APXGmCPW2n+Y7c2MMXcDH72SQGV+itMXS7svNhUrZckYQY8qZbVM\n15DI4ugaElkcXUMiZf2xMeZXgLcBPvAA8DfWWm+uQeWSsseBu4B7jDG3Ai8XD1hrPwF8AqZaP+6Z\nKyErjLkbuLv0OWPMdqCrTBwyT95MlbLimrJEFCZGZxwntUHXkMji6BoSWRxdQ0vD7xkg96X7cVqb\niP3kO3CSiWqHJEvnY8A1wKeBPwJOF/7+8FyDyk1f/CqQNsY8XjjBrxlj3m+M+bkZXqtGHytAPh8m\nZZGSpKxYKRuMuZDNERSqaSIiIiKyvALfJ/f3XyM4cQb/+cPkv/N4tUOSpfU24N3W2q8B49baXwfu\nKDdozkqZtTYAfmn60zO87rMLCFQqqFgpc0uSsojj0ORG6YsVkrGJNDQ3ViM8ERERkauaf/gEQc8A\nzjXbCM734j35EtEfeTNOPFbt0GRpRIE6YAzAGJMAIuUGlauUSY3Jz5CUAbRGo/RFwnJmkNK6MhER\nEZFq8PYfASBy07W4Zjtkc/j2VFVjkiX1d8Azxpi1QANhJ/u/LzdISdkq4/mvXlMG0BaNk3VgNOqC\nkjIRERGRZRdkc/iHT4Qzlta04WzdAIB/8myVI5OlYq39I+AXCStlfwL8trX24+XGKSlbZXJe2BzT\njby6UgbQl3AJ1BZfREREZNn5x05DNoe7awuO4+Cs6wDHUVK2ihhjbgB+AnintfavAMcYU665opKy\nWjeRz1322JtKyi6futoaDecp98Ujmr4oIiIiUgX+iTNcTET4/1o9fvDg4/zn7kP0dbYRnO0hyObK\nv4HUgs8DF4H/aYy5Hngf8Klyg5SU1bCvdR3nzm98kW93X+pCOzV9cXqlLFJIyhIRbSAtIiIiUgWn\nTp/hF25ayyO5FBEcXkqN8pFt9Xi+T3D2YrXDk6WRsdb+AfBx4K3W2g8B15cbpKSshn216xjAZUlZ\n3i9Uytw5KmUTqpSJiIiILKfcxCR3t/gMxyK8t6OTP9h2HW9obOV4JOChtXX45/qqHaIsjYvGmI2E\n+zvvMcY4wPpyg5SU1TAv8C/7Gy4lZU50eqOPkkqZpi+KiIiILKt7DxzgeGOMOzMub21Zg+M4/Gjb\nehzgyxsbCXr6qx2iLI1u4BngN4AfBx4CjpYbVHbRmaxcmUL7+7Fsduq5qUrZtDVlLRFVykRERESq\n5WsXu3GDgHcnW6ee64jFuTbZwBHg9MU+dlcvPFk6A8DvAB5hO/xx4N5yg1Qpq2GjhWRsNHcpKfOK\nlbJpSVncdYk7DmMxV40+RERERJZR9/goh70MbxjK0NDRetmxNzS1AfCwlyIIgmqEJ0vIWvs7wPNA\nB7AW6LbWlm3ooKSsRgVBwHghGbusUhbMnJQB1LsRRqNq9CEiIiKynJ7pCZt43D6cIdtUf9mxvfXN\nRIKAx5pjMDJejfBkCRljfhH4MrAZ6AT+yRjz6+XGKSmrUWnPI1+4m5LK5/AL//b88G8n+uqZqfWR\nKKOqlImIiIgsq2d6zgNwPXFwnMuO1UciXOdFeKUpTs+Zc9UIT5bWrwGvt9Z+2Fr7X4HXA79QbpCS\nsho1WlIdC4BULtzbolgpc6Ov/tU2uhFSEYf8RFrlcREREZFlEAQB+/t62JDO09rcNONrboqF1bNH\nz3UvZ2hSGSNAaQXEAwbLDVKjjxo1lstMe5ylKR6fqp45kZkqZeGUxnEXGjJZSCYqH6iIiIjIVezC\nRIoxL88bxrJMdqyd8TU3tLTB8DiPjA/xU8scnyy5Y8B3jTFfAiLAvwXOF6YwOtbaP55pkCplNWos\nd/mu78XKmVdMylznVWPqC3uXaQqjiIiIyPI4MhwWScx4jnR784yvaWxt5prxLPud3FTPAKlZRwnb\n4LcDLcC3gBeARqBhtkGqlNWo4nTFmOuS833G8+EFnCcg6oPjvDopa3DDX/do1IWJSZjW/UdERERE\nltYrQwMAXJPKkWlpnPlFrsstKZ9jjQ5PXDjPO7duX74AZUlZa//XlYxTpaxGZbw8AM2xOACT+fBx\nHojNsl4s6Ya/7omIQzCuSpmIiIhIpR0fGQZgG1GCyOxfvW8m/E73yOmuZYlLlpYx5ieMMT9qjPmL\nKxmvpKxGTRaSsqZ4eAFP5MPKWY6A6Cw9PBIlSRnjE5UPUkREROQq1zUyTHvWI94068w1ADY0NrAh\nneeJgYvkfG+ZopMl9C3AB75zJYM1fbFGFStjxUrZREmlbLakLFlYU5aKugRjqYrHKCIiInI1S3t5\nLqYn2DeZJ9Myc+fFokxrM7ef7uPLySjP9/Vy6/rOZYpSloK1Ngvce6XjVSmrUempSlnYQbGYlGWd\nuZKy8Nc9GXGUlImIiIhUWPfYGAGwdWKO9WQFmdZG3jwQLi956NzpZYhOVhIlZTVqMh+WtS+tKcsR\nBEG4pmyWMQmnOH1RlTKRUgPpST5xYD9/fmA/PROa2isiIkvj9PgIANsm8mWTsmxjHTeM51mT83nw\nXDdZT1MYryZKympUsVLWXFhTlsrnwfPIu7PPSZ2avhhxQEmZCADjuSy/8P3v8k/HjvC5Y0f4wEP3\n0j02Wu2wRFasyXyep3rOs7+vh9FspvwAkavYqdHw82TbZJ5My9xrynAcci2NvK1vgvFcjid7zi9D\nhLKc5moCojVlNSpdmK7YVFIpI5cn5zhE/ZnHTHVfjEcIRpSUiQB89ughzqTGeHPnZjoSSb526jj/\n/ZlH+b93/jCxwo0MEQkdHxniQ489xGAmDUDUcXn75q38l72voyNZV+XoRFaeU+NhUtYZuAzFyn/t\nzrQ18o6LfXxxYyPfOXOKOzZuqXSIsrxun+2AkrIaNTmtUjaZz0MuT951iM5S7Z5aUxaPEoyNLUuc\nIitZ2svzpZOW5nicn9xxDfFIhN7JCZ7oOc9njhzgF6+/qdohiqwYed/nI089ymAmzVs3biHuurw8\n0Md9Z07xdO8F/s+td3Bjx9pqhymyonQND1Hn+TTX1zM0j9dPtjdzzYnzbHRjPHrhLJP5PHVRfV2v\nJcaY7bMcCqCw78EMNH2xRk11Xyw0+kjl8/jZHFnXmTXTTjiF6YuxKEykCTRXWa5yj184x0Q+z63r\nNhKPhNfHe3ca2hNJ/sEepmt0pMoRiqwcD57r5kxqjB/YsIn37bqW9+y4hv/x+tv4yR3XMJLJ8suP\nPsCjF85WO0yRFcMLfM6kxtk6kSdbZj1Z0WRHCw5wW9Yh6/s83XOhskFKJTwEPDzDn+8Bu2cbpKSs\nRk3tU1YyfdHLhnuVRR1nxjFTlbJo4dc+FjY08M/3kfnkF/D2H65kyCIrzn1nTgHwxnUbpp5LRqO8\nb9e1eEHAH730LMEsm7GLXG2+0x1uaPuDm7ZOPec6Dj+4eRu/dP0+AH7zqUf4xqnjVYlPZKW5OJEi\nG/hsnc96soLJ9mYCx+EHesPvaI/oRkfNsdbutNbumOkPMOuXbSVlNWoyn8cBkpEIUcdlIp8jNxku\nuJ4tKXMdh7jjkIqGx4PxcF1Z/r7HCI53k7vnfgJvlgVpIqvMWDbLExfPsamhkY0Nl9/B3Nu+huvb\nOni+r4cH1JZYhIl8jqd7L7CpoZH19a/+cnl9+xp+de/rqYtE+b39T/MXB18g77/68yQIArzj3eS+\n/hC5L92P99JR3fiQVetUoWnUtnm0wy8KohHSLQ3c2N1PYzTG070XdI3UKGNMszFmfr94lJTVrLTn\nEXMjOI5DIhJhIp8nW+iCFXFm/7UmnAgTbiEpGxkn8H38493hwUyW4GJfxWMXWQn29/eQDwL2zbAG\nxnEc3rfrWqKOy8df3k8ql6tChCIrx4GBfvJBwPVtHbO+ZkdzC/91382sTdbxj/YwH3rsQcZLrp0g\nkyX3D98g98kv4H3/ObwnXiT32a+T+9svE+Tyy/FjiCyrYlK2dTJPep6VMoDJNa1E8x7XJRvoT0/S\nPa4+ALXEGHOtMeZZ4BRw2hjzjDHGFA5/fLZxSspq1GQ+TzwS/vrCpCxHvkylDMIpjBOFw8HgCMH5\nXkhn+IsdLfzGazrInu+teOwiK8FzfT0A7Gltn/H42rp6fmjLdvrTk3zmlQPLGZrIivNCf/jZsLul\nbc7Xra9v4COvvYV97WvZ39/Lf3vq++R8j2AyQ/YTn8N/6Shs6CDy7juJvPedOJvX4x85Sf5L9y/H\njyGyrE6PheuSN+XBq0vMe1xqQ/i5tC8dVpuf67u49MFJJf0V8PvW2nZrbQfw+8CnAay1n51tkJKy\nGpXO54kX2nVfqpRlAYjMkZQlXJcUYRk8GBjGP97NUMzlnk2NPNOe5NlzmrssV4dnei8Qc122N7XM\n+pp3bN7GmmSSLxx/hZOjw8sYncjKcmioH4Cdc1wvRXXRKD/3mhvZ276G5/p6+PhLz5P9h68TnO/D\n2bOD6I+9DXfzetx17UTe9RZY04b37EG8o12V/jFEllXXyDBuELAmnlzQuPFCUnbThbDSdmhwYMlj\nk4rqsNZ+tfjAWvs1YO47WpRJyowxrjHmr4wxTxhjHjbG7Jp2/P3GmKeMMY8ZYz5ljJk9G5AlNenl\nSUSmJWWZwvRFd/Zfa9J1yRDgUUjKjnVzvCE2dfxISpvmyuo3kJ7k1Ngou5tbic5xvcQjEX5q156w\n6ceLavohV6cgCDg6PEhHIkl9LFZ+AOEa5p/ds5fO+ga+1HWM7/dfxNnaSeStb8CJXNr/z4lEiL7t\njQDkv/l9XWOyagRBQNfoCJsm83it815WBEC+PkmmqZ5rT/YQd10ODykpqzFpY8ytxQfGmFuAshsE\nl6uUvQeIW2vfBHwE+FjJCeqA3wXeaq39AaAF+NErCFyuQNq7VClLRiL4QcDEvJKycMxkfQL/XC/+\nyTP0ttZPHT+bz1YwapGV4fnC1MVrZ5m6WGpv+xr2tq9hf38v3z6jO/ly9emdnGAkm2VLY9OCxiUi\nET7sN5LwfP7QtNPz1tfhzPD55Kxpw9m1heB876U1ziI1rj89yZiXZ8dEft5NPkqNb1xDPJdneyzJ\n6bERJvJa21xD/gvwFWPMC8aY/cC/FJ6bU7mk7HbgPgBr7dPAzSXH0sBt1tp04XEUmFxo1LJwXuCT\n8/2SSlm4M9lIYfriXHf+E4UmIJPr22F4DDI5+tubp46fc7R3max+xfVkprXsbAIAfmrXtcRdlz/c\n/wwHBtQMR64ux0bCqbubF5iUNZ44yxse3M+HusdJRRw+euE4uRk6MgK4N14LgPfo84sLVmSFOFGY\n8r5zIjfvdvilRrauB+Da8Rw+YIfns/W0rATW2qeAbcDPAh8ADEtQKWsGSuezecYYt3DCwFrbB2CM\n+RDQYK194ApilwVK58PEqbjZbbKQlI3mwkqZO59K2bpLX0YH2koqZXGXIKu7MbK6Pdt7kbpIdN53\n/tck6/hPe/aS8z1+5ZHv8sWvfYvU1x8i/+SL+IPaYFpWt9Pj4deAzhla4c+m7mwvW77yPQLXZc/e\n13BzQwuHJ8f5cNdBHh8d4GxmkpR3qeOis6ED1rbhHzqha0pWheLNjF2pHJkFTl8ESK1vIx+Psfdc\nmIwd0RTGmmGMeTPwm8C7gZ8Afgt42BhztzHmrtnGRcu87yhQ+q3FtdZO3eYqJGj/h3B36p+cR5B3\nAx8t9zqZ22Q+/CBLlExfBBjJ5yECkZL5+tMlCglbensnHD6N09RAfzwCGbgmG3AsHmFicIiGDesq\n/FPIldA1tHgXJsY5PzHOje1rpraPiI2M0/HMYRK9QwQRl3xTPdm2ZrxkjEg6R7J3EHOmh42JgP99\nTRsfi47wmewgP/ys5V3feojtO7YRffttuNs3Vvmnk3J0DS1csYPc+rr5JWUNJ8+x5avfw/F8Tt/5\nWtLr2ni/38Kk7/N8aoTnU5eSrt3JBn5z025uaGgmstfgPfQ03lMv4/6bN1fkZ5HF0zU0P8VK2baM\nz2j9whp9AOC6jG5dz/VnL8D2Ro4MDy5xhFJBnwU+B+QABwhK/uyebVC5pOxx4C7gnsKCtZenHf9r\nwmmMP26tLbs611p7N3B36XPGmO2AFmoswGTh7mICWPPkAeraiklZDiLgRuZu9AEwGY8S/XfhEsCB\n4y8Scxy2EuEYHhf6BtitpGxF0jW0eM9PTV0M15PVd19k6z0PEsnOvU9SPhFjX3s7/9tr4ht1Do8x\nwRc2N/HFTY38uzO9fODP/4nYnh3EfugHcLd1VvznkCuja2jhTo2N4hBuEzEn32fNkwdZ9+iLBI5D\n91v2MbY5/CxJuC6/uGEbx9IpTqRT9OdyDOez2HSKD508wKd372P3ri3w2PN4zxwg+sO3z7j+TKpP\n19D8HB8eIuEFtMeTjM7RFXsuQ7s3sfP4Wep9dWCsMR+z1v5l6RPGmNNztcOH8knZV4F3GGMeLzz+\nGWPM+4FG4DnCuZKPAA8V9kT7s0LbR6mgYqWs7cIg658+xdq9G6HFYbiQrEUjs/9ai2vKUr6HU/iP\nxGg+R70boSMaBTwuDA3NnsaL1Lhne8P9Xq5tbSc2PM7WLz2Ek/c4e9v1DO/cBEFAPDVJfHQCN+/h\nxyKkWxrJNdZB4Zq5C/jhwOfl1ChfH7zIP2xt5mJbA7/1UhfBK104u7cSveNm3Ot24bhqSiu17dTY\nCGuSdcTm6lQ6MMKmbz5K/YUBcnUJuu+4iYl1l6/ZdBwHU9eIqbs0levF1Ah/29PNH5w9xt/uvgn3\nmu34h47jv9JF5DW7pp9GpCbkfZ9TYyPsmsiRv4Kpi0UTa1vJNDdw7ViGF1xI5XI0zLMDqlTVgDHm\nJeABa+2vG2N+HfhCuUFzJmWF6tcvTX+65N+zz5OTikkXkq/GkXEAmgdHoaWFwSAPuMSis/9ap9aU\nlSy2HvXyNEWitMUTkE9zQTvHyyoVBAHP9fXQGIuxsb6BznseJJLJcfa2Gxi6ZvPU6zItjWW7ZcUc\nl9c3tvKa+ib+4kIX9zNJ5ztu5D8d7iE4/v+zd+dxcp31ne8/55zae18ktRZr12N5kTe8YRsMtkkC\nwYlJcvElmYSEcRYyuXeGzE1CZiaDk5DtlUAWbiBAwgwQyGTssBgDxmC8y4tsYcuWbB1rl3rfu6q6\nu7Zz5o9T1Wr1Vm11dVe3+vt+vfRSV53zVP36ZR9V/c7veX7PKXJHTkFLA6F3Xo9z45W66y8r0lBm\nnOFslj3NrbOeU//aCTZ8+2mcXJ7BbevpuP5SvOj8vjheVdPANTUN7E8P80xykLdesh0OHqHw3CtK\nymTFOpVKkvN9tqdzZMpsuD4ny2Jw50Z2Dnbzo4Yox0aG2NOypnKBymL5OPCLwO8YY94J9AD/BPzE\nXIP0LWEFKlXKatJBY4+afJBgDRL8HZmr+2Lx2KgXvEbB90l5BWoch6ZYMOe5c3x0cQIXqbJTqSR9\n42OYhmZqTndTd7SdZFszgzs3nvdrxm2HD7dtpSUU5ktj/bx6xzWE3v8TWLu3wVCS/P3fJ/vZ+/DH\nMxX8TUSWRqnJx7pZmnzUHzrOpm88Dr7PqbddyZm3XTnvhKzkxxuDL5n/1teBtaYJmhvwDh7BT5Zt\nViayLB0ZDppzbB/NMX4enRcnG9yxkW1jwXe2N9SBcaXocV33GYJ1Zde4rvtlgq3D5qSkbAUqVcri\nBY9CJES8ECznGyz+14xY5deUjRaCDo6l7lcJO0RD8UO3K6svj3Jher6nE4Ddjc20PHcQgJ6rdk1M\nSzxftU6ID669CIA/PnWYbHMdodtuIPSLd2JtWY//xkmy//hv+Pm5162JLDcnk0FS1jbDerLE6W42\nfuspvHCIYz9xA8Pbzm8t5cZonE2RGPtSQyQLeexLd4DnUdj36oJiF6mWUlOOnekc401vbiuJqQrx\nKGsbGwE4cuLkgmOTJXGwWCF7CdhjjGkAyv4DqaRsBSpVymIFn+HNbSQKFx0djQAAIABJREFUxUpZ\nKPjPGZljDUvMCqYvjnpBUjZSTMpqHIeaRJyw59Pp64ujXJhK68n2EKb+yBnSaxqnrXs5X9tjNbyz\noZXOXIZ/7j0DgJWI47z7bVjbN+EfO0P+e3sr8l4iS+VEcuZKmZXLs+HBp7H8YofFSftdno+raxoo\n4PPUyAC22QrhEPknXtCNDFmRDvT14Pg+ZrwQrEdeoPjOzdi+zxs9PRWITpbANuAR4DHg/cAp4F/K\nDVJStgKVui/GPZ/U+hZixeVhI+FiUjZHpezs9MVzk7KE7WDbNmuzHp1O2UaaIitO3vN4obeblliM\n3QeOAdB36daKvsd7mtZS74T4cs9pOrLjAFi2jXP7DVBXQ+GHz+Gd7qzoe4osplOlpGxKpWzN3gNE\nh5L0795Cuq1lwe9zVU0ws+fR4V6sWCSolo2kKbx4aMGvLbKUxgt5Xh8aYFcqB/V1C56JAeA3N7Ah\n53PM8SjoM2Ql+DOC1ve3ALuB7a7r/n65QUrKVqDxSZWyXG0Mu+bcuzBvZvriSCHYKDpRbACyPu8z\nFLIZzmgKo1xYXh8aIJ3PcUlDM/WvnSAXizByUWW3fojZDu9rWU/W9/m7jmMTz1vhMM47rwffJ3f/\n9/F93fiQleFEaoREKERtODLxXCg1RstzB8kmYnRftasi77MuEmVDOMrzqSEyXgH7yovBtsk/8hx+\nvlCR9xBZCq8NDpD3fS4fyS546uJk62MJUiGbjif3Vew1ZdFsAt4OvBO4DbjTGPPLxpgPGmN+ebZB\nSspWoFKlLOb55OIxnLpzp5XM1ba41BJ/olJWTPASxQ2nLyoEd3SOdndXNmiRKitNXbwyZxEayzCy\npQ0WoSPitTUNbI8meGKknwOTNsm1N63D2nER/ukuvENHK/6+IpWW9zw60qlpVbKWfYewCx69e7bj\nhcvtrDN/lybqyPk+L6VHsGoT2Jduh75BCo89X7H3EFlsr/T3AnD5SIbx5solZevqgynCbxw/idc/\nVLHXlUVx6yx/3lH8e0aV+9dUlkxpTVm84JOPR7EbaoHUxPHIHKXyqD3LmrLi8xdZIcDnaF8v12ze\nvAjRi1THvp4uLOCGE30ADG1dnA2eLcvirpY2PtlxjE91HudzO66c2BPQue5y8kdPk3/oaexLd0w8\nL7IctadTFHz/nPVk9liGpv2vk4tFFtS1dCYXx2v5wXAfzycHuaGuCfuGK/COnSH/8F7sKy7GXttc\n0fcTWQwHiknZnmSWoaaFrbWcbEM0mBV1NO7wth88i333nN3VpYpc1/3Q+YxTpWwFGi9OPQw7Dr5j\nw5SLPjrH9MWIZWFxdvpiclL3RYANoSgAR4fVdlUuHOP5PAcGetmYqGXT66fJJaKMrm1ctPfbHqvh\nykQ9B0eTPDHSP/G81dyAtXMzfns3nnti0d5fpBJOTqwnO5uUNR48hpPN03fpVnynsluV7ojVELYs\nnksFnz9WNIJzyzWQL5D70gP42VxF30+k0jzf5+X+XtbmfVqyHuML2Dh6qo2RYNuiY40JCvtexRsY\nLjNCVholZStQqVIWKu4Fk1/ThDVpicpc0xctyyJq2aSL+5QNl9aUFT9c10VjOL7PkbQ2kJYLx0v9\nveQ8jyusME42F1TJFrlK9VPNbdjApzuPk/fPbtZuX7UbgMIT+xf1/UUWamKPsknTF+sPHccHhrZv\nqPj7RWybHbEajo2P0pfLAmDv3Ix96Q78jh5yX3+k4u8pUkmHhwYYyWW5ZnCcbF0Cv4LTe5tDYaKW\nzbGmeLBlxA+erdhry/KgpGwFGssGH1ahSLDw2rLtczaMnqvRBwQdGEuVsuH8udMXrUSMzaN5jmTH\n8NSMQC4Q+4r7k13fGdxsGF6kqYuTrYtEubm+mdPZcb41cHaNpr22GdY24712VOsCZFmb2nkxNJKm\npr2X9Lom8onYorznJfGgsrAvdXa2hn3LNdDaiPfcAe1dJsvas93BZ80N/WOMtVRu6iIEN9U3RGKc\n8vNkGmop7HsFf3Ckou8h1aWkbAUaGw9abTux6MRzpVb3DhZOmQpA1LYnrSkLKmU1xUpZPhFjZzrH\nGD7t6dSsryGykjzf00XIsrj+cDuZ2njFPyxn8+7GtUQsm893nZzYqB3AucIAUHhK1TJZvk6mRrCA\n1mJS1vD6CWBxb2rsLiZlzyfP3rCwQg6hH78ZImFy9z2M19G7aO8vshDPdndgAW8ZyjDW2lDx198Y\nieEBZ67eBQWP/COqll1IlJStQKVK2TlJWbE6VjOPOf5x25lIyobzeRysifG5eJQd6SBRe0PryuQC\nMJQZxx0eZFcoRk0mH3yhXKIGG/WhMHc0tjJUyPG/+tonnrd2XATxGIXnXsHPZJckFpE362RyhJZY\nfGJKfP3B4/gWDG9et2jvuSESo84OsS81eM7WEVZDHc5tN0A+T/aL38Af17YtsrykcjleGehjh2fT\nkPcYbVmEpCwaVKiPrmuA+loKzx7QjIsLiJKyFWg0lyVa8PAmTR8pVcpK0xDnkrAdcr5PxiswXMiR\ncJyJLnCFaJgdo8EdfXdISZmsfM8VW+G/ZSioMA9vbVvS97+9oZVa2+GrvWcYyAcJmOU42JftgPEM\nhf3aHFeWn5FshqFshrXFKll4KEmiq59UWwuFeLTM6PNnWRa7E7UM5HMcHR8955i9fVOwf1nvIHmt\nL5Nl5sXeLgq+z3UjOXwLxporPyNjQ6nZR2YU54Y94Hnkv/tUxd9HqkNJ2QqUyuepKfjkJiVlpc2f\ny01dnHzuSCHPSCE/8RgAy2KrF7zGEVXK5AKwtyuoUN16pJfx+pqKbuY5H1Hb4d1NaxnzPL7YfXri\nefvSHWBZFJ76kTaTlmXnZCpYf9lWmrr42glgadZjltaVPZ+a/hlk33gltDYF3eeOnp52XKRanunu\nAOCt7cNkGmor2uSjpJSUHRlPY+3cDC2NePsP4XX0VPy9ZOkpKVuBUl6e2rxHfoa7lbVO+X8ESlMc\nB/M5UoU8tVOqa7WhCPU5jxNJLSCVla3ge+zt6qDJctiVzDC8bemmLk52c30zLaEwX+/vpCMbVOys\n2gTW9k34nb34x9vLvILI0irdlFtfEyRI9YeO41sWI5vXLvp7n11XNj0psxwb59ZrAcjd/zB+sWmV\nSDX5vs8z3Z3EbYfLBscWZeoiBMtPmkNhjo6nsSwL561XApD/zpOL8n6ytJSUrUBp3y9Wys4mZT/Z\nvI4a2+GW+vKba5b2JOvIjuMDNVMSuVwiyqaxPB2jKfKeN8MriKwMhwaD9sTXpQtYLP3UxZKQZfPe\n5jby+Hy+6+TE8/bluwDIP62GH7K8HB4aAGBzbR2RgRHiPYMkN7RSiEYW/b3rQ2E2hGO8lB4m401P\nuux1LViXbsfv7qfwxIuLHo9IOadTSbpG0+yxo4RgUZp8lGyIxBjI5xjIZbEuaoP1a/AOHcU7dmbR\n3lOWhpKyFSZTKJCzoCbvkY+d/XDcEavhz7dcwlU15f8hKFXKzmTGznlckk/E2Diep+D7dI2mKxi9\nyNIqTV285dQAY011ZBoqt5Hnm/WWmgY2RmI8PNTDkbHgurI2rIGmeryXXfwRdTuV5eP1oQEcy2J9\nopb6144DS3tT45JELVnf5+X0zDM2nBuvhFiU/Peexh/SvppSXY93BlNprx8J1g2n1zYt2nuVNpGe\nWi3LPfi4psKvcErKVphUcUPNBBZM2STamue0rNIastPFaVSJKdMXS5UyCO7+iKxUT3e24wDXDY4v\nyVqYudiWxU83t+ED/9B1AgiuWXvPrmAj0Gdermp8IiV5z+PI8BDrE7WEbJuGQ8fxbIuRixZ/6mJJ\naQrjUyMDMx63YtHgy2g2R+6bP1yyuERm8lj7aSzgHScGyEdCZBoX7wbg2aQsaIRjt7Vibd2If6Id\n77Vji/a+sviUlK0wqWI7/FiZDaLnUkrCThUv6Knr0PLxKBeVkrK0kjJZmXrGRjk8PMhl4z6Jgs9Q\nlaYuTnZJvJadsRr2Jgd4KT0MgG22QjhE/pmXtD5GloUTyWFynseWujqifUPE+oZJblyDFwkvWQwm\nXku9E+KhwW7GZ5jCCGDt3oa1rgXv5cMUXj++ZLGJTNY7Nsqrg/3sqqlnzUAyqJIt4trlyc0+Spwb\nrwAg/+0n8D1Vy1YqJWUrTGo4mMoRn8d+ZLOpDwVJ2KGxIOFqDJ37QZuLq1ImK98P208BcNuZYdJr\nGsnVJaocUVAZu6s5SA4/3Xkc3/exImHs3dtgJI330utVjlAEDhe3Q7mopp76QyeApV+P6VgWN9U1\nkfIK/GBo5s2iLcvCufU6sCzyX/s+fi4/43kii+nxjmAt141+8F1qdF35tf0LsSYcJWxZvDZ69vuZ\n1dyAdfFW/M5ePG2zsmIpKVthkkOlpOz8W602h4K1aLni3OMmZ0pSloixaTz4cDuVUgdGWZkeOXMK\nC3h7/xiDOzZWO5wJW2MJrkzU8+pokieLU7PsKy8Ovlj+4Fnd5ZSqe7k/SII219bR8NpxPMcmuWnp\npi6W3FzfjAV8pfcMeX/mplNWayPWnl34fUPkH967tAGKAI+0B82b3tYXzD5KL3JS5lgWW6IJTmRG\nGcnnzj5//R5wbHLfeUI3KFYoJWUrzMBwMOWpJnz+00hqbYcQZ0vrTVMqZfl4lJqCT0NBlTJZmXrG\nRjkw0MuedJ4mr3pdF2dzZ/M6LODTXcfJeR5WfS3Wri343f14B49UOzxZ5V7o7SLmOOwczRMdGCG5\naQ3eIuy5VE5TKMJNdc2czIzx1+1Hyc/SxMC5fg/U1VB45Fnyz7+yxFHKanYmlWR/Xw876xvZcryb\nQshhrHnx98LcGUvgA69OrpbV1WDvMTCUpPCUOvquRErKVpiBVNChrSY6fY+y+bIsa2LKogU0hM79\nsC1EwxQiITZl8nSmU2S1zkVWmO+cChY7396ZYuSitUu6FmY+2iIxbqlv5lRmjH/tCzpEOtdcAkD+\noafwtRWFVElHOkV7OsXO+iZaXz0KwFAVm+Tc1dLG+nCUrw908VOHnuX3Thzkiz2n6Co2qgKwImFC\n770VohHy//oQhRcOVi1eWV2+dvwNAN5e10x0MElqfcu0JmyLYXusBoAfFdcml9jXXBpcB99/Bj89\ntuhxSGUpKVth+seC8nhNLLag12kpJmVx2yE0tWmIZTFeX8u2kQweqpbJyuL5Pt84foSoD3f0jtK/\ne0u1Q5rRnU1t1NoO/9R9iu5s5pw1AfpSKdXyeEfQ2vuKphYaXj1GPhquytTFkrjt8JENO3h7fQs+\n8OTIAJ/tOskvuC/yYmpo4jyrqR7nvbdCOETuq98m/8xLVYtZVoe+sTHuP+bSGInyzt4gAVqqa2Vn\nrIYQFs8mz+1OasUiQWI2niH/yLNLEotUjpKyFWZgPLjw47U1C3qdK4r7md1YN/NeGpnGWraOBnOV\njyeHZzxHZDl6rruTztE0t3ensRvrGV3TWO2QZpRwHO5qWU/G9/ir9iP4vo9zwxUQcoIOWuOZaoco\nq9DDZ05iATcNZQiNZRjcsRHfqe5XhYTj8P7WDfzJlkv4+ObdvL9lA1nP5/dPHDqnYmavayF0123B\n/mX3PUz+8X1VjFouJHnPY29XO988foQXers4kRzmvz7/FJlCgfds3kbzkaDZR3Jj65LEE7FtdsZr\nODo+Sm/u3M8Ke88uqE1QeGo//oC+v60kSspWmIHiPmU1ifiCXuft9c38zsYdE53gpso01rBlNFgo\nenxEF7WsDL7v84XXXwXgrs40fZduWdTWxAt1fW0ju2I1PJ0c4FsD3Vi1CeyrdkMyTf6BR6sdnqwy\n7tAAhwb7uayphW0vB1MXB3duqnJU52oMhXl7Qwt3t24g5RX42KnDFCatNbNamwi973ZIxMl/81Hy\nD+/VhrqyIL1jo3zose/xkb2P8ac/eo7/8OQj3P39B3mpv4erWtZwa6KRmlNdpNc0kk8sbBbTm3F5\nIli79thw3znPWyEH54Y9kC+Qe+ipJYtHFk5J2Qri5/L02MGeS1H7/FviQ7CubEs0gT3LF9bxhlq2\nlpIyVcpkhXi6q4MDA73c3D/GllCE4S3Lq8HHVLZl8UtrNxG3bf6m8yinM2PYb7kUmhsoPHuAwqGj\n1Q5RVpHSDY13ReupPdlFsq15UTfBXYi31jVxdU09r4yOTKzLLLGa6oPErK6G/ENPkX/wcSVmcl5S\nuRy/9dQjHB4a4No16/h3uy7hxzZt4do167h7x8Xcc8kVNB08hgVL3uX3mpoGLOChwZ5pxyyzFVoa\n8F44iHeme0njkvOnpGwFyZ3upD0WYoO3+Hf+R1sbac0WqC/4HBzoKz9ApMrSuRyfPPAClu9zz8kR\nOq/dvSQLrheqKRTh7taNjHseHz1xiDQ+oTtuDFobf/lbeJ0z79EkUknPdHXwaMdpttbW8669hwHo\nvWJnlaOanWVZ3N26kVrb4XNdJzg5Pnru8YbaIDFrrKPw6PPkvvJt/LzahMv8+b7Pn+1/lhPJEW5d\nv4lfufhybmrbyF3bdvGh3Xu4dcNFOAWP5v2H8Rx7ybv81ofCXBKv5bWx1Dl7lkFxD7+brgYg96/f\nxc+rYdtKMOc3FmOMbYz5B2PMXmPMo8aYHVOO32mMeb54/J7FDVU6jp0kZ1usC59/58X58qJhMo21\nXD6coWtslJ6x0fKDRKqk4Hv86f5naU+n+L/bU7Q2NZLauKbaYc3btbWNvKO+heOZUT564hDjzfU4\nt90AmSzZz96H16HETBbP4aEB/vu+p3Esi99M2dR09DK0ZR3ptsXdb2mhap0Qd7duJOv7/OkZ95xp\njABWbYLQ+27HWteCt/8Q2b/9Cl53f5WilZXmfx89zA/aT7G9roGf226wZphZ1PTyG4STo/RfvLkq\nXX5vawg+577QfWraMfuiNqzd2/Dbe8h/4xFVi1eAcreR7wIiruveBHwU+ETpgDEmDHwSeBdwK/Br\nxpjqtWhaBQ6dCDYoXFO7NNNJRjav4+qhYBH1U53tZc4WqY5ULssfPP80P2g/xWUjGT7YPU77Wy+v\ndlhv2vta1nNFoo796WH+36Ov0LNlHfbNV8NIiuynvkLhxYP6UJV5GcqMs7+3m8faT/Nsdwft6STe\nDP/veL7Pt04c5Tee+D7JXJbfyMe54amDZGtidNxwWRUif/Ourm0oTmNM8pnO49OuESsew/npdxa/\nnHaT/cv/Qe7+h/G6NANEZvd4x2n+5sCL1IXDfOiSPTgzzLoID46w9rEXKYQcei/bVoUo4eJ4DTti\nCZ5ODvD9oenTGJ1broGWRgp7XyJ/3/fwx5a+gdR4Pk/f2BjjqlSXVW43yJuBhwBc133OGHPtpGOX\nAEdc1x0GMMY8BbwduH8xAl3tvNNdPFkYBRLsbpi5Y2KlDW3fwK2HT/D32+Hfjh7mto0X0RhdukWs\ncmHzfR9GUnjd/fhd/fjdfXhdffjd/TCWAceGaARam8itaWS0qY5UUx3phgTpcIgkHm8MDfKtMycY\n9PLsGc7w8aMjnLn92iVdbF0pjmXx79dt4Z97TrMvPcwvuvv5QNtG3n37dbQ+vp/cV76N9cSLhG65\nBnv3Nqy6hXVglQtHtlDg5f5e9nZ38Fx3B0dnaM4UdRx21Deyq76RRt+iL5lk38gAPYUcMR/+4Ogw\nt3e1k62Nc/yOaynEIlX4Tc7P3a0bac+O89W+doYLef7D+m0Te3ECWKEQodtuwNu6kcLelyb+WGub\nsXduxt6yAWtNM9aaJqyahTXRkpUt73k8cOIInzzwIiHb5jcvu5rmGb73xM/0sOmbT+Bk85y+5QoK\n8cWfwTQTy7L4+dZN/EX7ET5+2mXc83hP0zqcYlWvtIdf/sHHg3XK+1/D2r4Ju7UJq7keq6kBq6UB\nq6kBErEZq4FvVsH3ODw4yPM9nTzb08kr/X3k/WDvzZ31jby1bQM3t21kT3MroRWwxGAplUvK6oGR\nSY8LxhjbdV2veGzyv/xJoOF8A+nq6jrfoRc8v1Ag+3df4bldtbQOFojUjNBrLc3eYfmmBLe4nTy+\nZog7/vmf+N0rr+WmtqVdzHohMMY0uq47VP7M87ccryHf9/H2voQ/MIxfKECuAJks/kiKzswo322J\nkbUtCljkLSjYFqNrHNLhGKMWwR9niNzYMIwBHdPfI5b3+L+60tyWD/PKWwy5/Dj0jE8/cYV4N1HW\nEeXhgV4+29/PZ4HWS2pZP5anNtVD9JHvcuk3styasbEa6rBq4xBysJwQhGxIxHFuuQYrtLBmQMvN\nar2Gpnqmu4Mf9XUzmi8wXsjRMzZGRypFnqBCFPHBFCy2FizqPMjg041Hu+1zqLePVyZ96UrkPd4x\nOM7PtqeoD4c5cFEbA+YivPE0jKer9Suel18I1fHlgdM8MHiYB48dZns0wZpIlBo7RMiyeGdDK7tq\navBvvwb/VBfesTP4Z85AcQbKhFAI4lGsRCz4OxwObhCFHCzHgZATdHS1bZyrL8FaszQ3SStB19Ds\nHu84zSPtpzg+MkwynyNmO9y9czeJVJreVJq6w6eIn+nByWSJDowQHknTC/RetpWB2hD0TK9SLRUb\nuNup4V96z/DxgX38tWWzM15LQyhEzHJwLAvfNMCghT+cgr7jwZ+iiX8RbBsrGsaPRiAUwrcsaKrH\nqqvBxy/+C+Pj++AHP1EqTPtAplCgf3yME8lhMp438drr4zU0x+Kkc1mOnjzJ4ZMn+J9A3HHYXFNH\nUzRGNBRiT3Mrd2xanvuKliz2NTRnSmyM+QTwrOu69xUfn3Zd96Liz3uAP3dd9yeLjz8JPOW67tfm\neL17gY/NcGiYBSR0IivA467rvmOhL6JrSFYxXUMiC6NrSGRhKnINzaZcUvYzwJ2u6/6KMeZG4A8m\nJWFh4CBwA5AG9hbP7XyzQRhjfKA6E3JndxzFNB+KaX6Ou667aG0zdQ3Nm2Kan2UZk66hZUExzc+y\njEnX0LKgmOZnWca0mNfQnIwxljHmM8aYp4t/jDHmA8aYXy0ef2+x++ILxpgPL+B9lt3qdcU0P4pp\nfhY7ptX4O58PxTQ/qzGm1fg7nw/FND+rMabV+DufD8U0P6sxpjnXlLmu6wNTky130vEHgQcXIS4R\nEREREZFVQW1PREREREREqkhJmYiIiIiISBUtl6TsD6sdwAwU0/wopvlZ7JhW4+98PhTT/KzGmFbj\n73w+FNP8rMaYVuPvfD4U0/woJhERERERERERERERERERERERERERERERERERERERERERERERERER\nEREREREREREREREREREREREREREREVlkxpgbjDGPzvD8ncaY540xe40x91QjNhERERERkZXMLneC\nMeZ3gc8D0SnPh4FPAu8CbgV+zRizdjGCFBERERERuVCVTcqAI8DPANaU5y8BjriuO+y6bg54Cnh7\nheMTERERERG5oJVNylzX/RqQn+FQPTA86XESaKhQXCIiIiIiIqtCaAFjh4G6SY/rgMG5Bhhj7gU+\nNvX56667jk9/+tPU19cvIByR5cuyrKmV5vOia0hWK11DIguja0hkYSp1Dc36+vM5yRizFfgX13Xf\nOum5MHAQuAFIA3uBO13X7XwzARRf+/gjjzzCpk2b3sxQkRVjMS9kXUOyGugaElkYXUMiC7PYSdmb\nqZT5AMaYDwC1rut+3hjz28D3CKZB/tObTchERERERERWu3klZa7rngBuKv78L5OefxB4cFEiExER\nERERWQXm031RREREREREFomSMhERERERkSpSUiYiIiIiIlJFSspERERERESqSEmZiIiIiIhIFSkp\nExERERERqSIlZSIiIiIiIlWkpExERERERKSKlJSJiIiIiIhUkZIyERERERGRKlJSJiIiIiIiUkVK\nykRERERERKpISZmIiIiIiEgVKSkTERERERGpIiVlIiIiIiIiVaSkTEREREREpIqUlImIiIiIiFSR\nkjIREREREZEqUlImIiIiIiJSRUrKREREREREqkhJmYiIiIiISBUpKRMREREREakiJWUiIiIiIiJV\npKRMRERERESkipSUiYiIiIiIVJGSMhERERERkSpSUiYiIiIiIlJFSspERERERESqSEmZiIiIiIhI\nFYXmOmiMsYFPA1cAGeAe13WPTjr+PuC/AD7wBdd1/2ERYxUREREREbnglKuU3QVEXNe9Cfgo8Ikp\nxz8JvAu4GfjPxpiGyocoIiIiIiJy4SqXlN0MPATguu5zwLVTjueARiAOWAQVMxEREREREZmncklZ\nPTAy6XGhOKWx5BPAi8CrwLdc1518roiIiIiIiJQx55oygoSsbtJj23VdD8AYsxn4LWALMAr8szHm\n51zXvX+2FzPG3At8bEERi6xiuoZEFkbXkMjC6BoSWRzlkrKngTuB+4wxNwIHJh2LAQUg47quZ4zp\nIZjKOCvXde8F7p38nDFmK3D8TUUtskrpGhJZGF1DIguja0hkcZRLyr4OvMsY83Tx8a8YYz4A1Lqu\n+3ljzBeBvcaYceAI8D8XL1QREREREZELz5xJmeu6PvDhqU9POv7XwF8vQlwiIiIiIiKrgjaPFhER\nERERqSIlZSIiIiIiIlWkpExERERERKSKlJSJiIiIiIhUkZIyERERERGRKlJSJiIiIiIiUkVKykRE\nRERERKpISZmIiIiIiEgVzbl5tIiIiIiIiMzNGHMrYM123HXdx+Yar6RMRERERERkYX6PICnbWPzz\nKEGudQfwLPDYXIOVlImIiIiIiCyA67rvATDGPAL8mOu6XcXHO4DPlhuvNWUiIiIiIiKVsQHomfT4\nGLCp3CBVykRERERERCrjYeA+Y8yXgQLwi8Dz5QYpKRMREREREamM/wTcA3yQINf6IfD35QZp+qKI\niIiIiEhlrAdqgT92XfdO4AHXdbPlBikpExERERERqYyvAbuB/2WM2QL8hTHmT8oNUlImIiIiIiJS\nGVHXdX8d+Cvgx13X/TngtnKDlJSJiIiIiIhURp8xpgE4AFxcfK5Ws6aNAAAgAElEQVS53CA1+hAR\nEREREamMfQQbRT8M3GmMaQX6yg1SUiYiIiIiIlIZm4AHCNrhfxlIA79bbpCSMhERERERkQpwXfeX\nzmeckjIREREREZEKMMYUAGvK0/2u666Za5ySMhERERERkQpwXdcp/WyMiQI3AL9fbpy6L4qIiIiI\niFSY67oZ13WfANaVO1eVMhERERERkQowxlwO/CrwiOu6Dxhj3gZcX26cKmUiIiIiIiKV8VWgC/hD\nY8ylwPuBz5QbpKRMRERERESkMjKu6/4Z8DfAO13X/X+Ay8oNUlImIiIiIiJSGV3GmA3AAWC3McZC\na8pERERERESWzCngeeAJ4O3A5cDhcoPmTMqMMTbwaeAKIAPc47ru0UnHrwM+QdCLvx34Jdd1s+f5\nC4iIiIiIiKxk/cAfAAXgu0Aa+E65QeWmL94FRFzXvQn4KEECBkCxFPc54Jdd130b8Aiw7bxCFxER\nERERWfn+CXiUoFL2JLAfaCs3qNz0xZuBhwBc133OGHPtpGOGIBP87WLrx2+7rlu2NCciIiIiInKB\nepRgFiFAhCAhewW4aq5B5Spl9cDIpMeF4pRGgFbgJuBTwB3A7caYd77JoEVERERERC4Irutud113\nW/HPRuAa4Gi5ceUqZSNA3aTHtuu6XvHnfuBIqTpmjHkIuJYgO5yRMeZe4GPlghKRmekaElkYXUMi\nC6NrSORNOwDsKXdSuaTsaeBO4D5jzI3FFy05BtQaY3YUm3+8DfjHuV7Mdd17gXsnP2eM2QocLxeo\niOgaElkoXUMiC6NrSGRuxpipBapNwL5y48olZV8H3mWMebr4+FeMMR8Aal3X/bwx5t8DXy02/Xja\ndd3vvtnARURERERELhCTK8kh4HbgZLlBcyZlruv6wIenPj3p+KPADfOPUURERERE5MLkuu4TU576\noTFmL0HX+llp82gREREREZEKMMZ8kLPdF31gC9BUbpySMhERERERkcq4lbNJGcAg8L5yg5SUiYiI\niIiIVIDruh8yxkSA3UAheMrNlRtXbp8yERERERERmYdix/qjwJeBZ4EXjDHXlRunpExERERERKQy\n/hb4gOu6VwJHgJ8EPllukJIyERERERGRyoi5rvtU6YHrumeARLlBWlMmIiIiIiJSGcPGmHuALwAY\nY34c6Cs3SJUyERERERGRyvgg8AtAG1AH/H/Ar5cbpEqZiIiIiIhIBbiuexx4Z/HhTgBjzB3AibnG\nKSkTERERERGpAGPM3cAdnJtn/ZQx5lvAXtd1PzfTOCVlIiIiIiIilfGnxT+T9ya7DXgUyMw2SEmZ\niIiIiIhIZfyO67pfm/yEMabTdd3vzzVISZmIiIiIiEhlPGOMuZ+gOuYBPwD+Y7lB6r4oIiIiIiJS\nGZ8DfgRsB04DXwE+W26QkjIREREREZHK2Oy67p+4rjsE4Lrut4BN5QYpKRMREREREakMyxhzWemB\nMWY9wTTGOSkpExERERERqYzfAR43xmwEmoAngd8vN0hJmYiIiIjIBabw0uuM/+GnyT//SrVDWVVc\n1/0esBXoBH4auMp13UfKjVP3RRERERGRC4hf8Mh9/RFIpsl/7Qc4V16MFY1UO6xVwRjzMcAC/OJT\nljEG13XvnWucKmUiIiIiIitEtlDgvzz3JH/0wjOM5fMznuOf6YZkujggh3fo6BJGuOr5nE3IYsDb\ngRvLDVKlTERERERkhfjmiSM80n4KgOZYjN+6/Opp53inOgGwL9+F9+obeEdP41x9yZLGuVq5rvtH\nU58zxhwsN06VMhEREVlW/NFxMp/6KtkvPYCfyVY7HJFl5cnOMwDYlsV9Rw8znMlMO8dv7w7OuXQ7\nOA7esTNLGqNM86lyJygpk7J838cfn37Bi4iILIb8d5/EP34G76XXKTzzUrXDEVk2PN/nlYE+1sTi\nvG/bTsYLBe475k4/r38o+KGpHtY143f14Y+NL3G0UuK67j+UO0dJmczJ93xy//g1Mv/t7yjse7Xa\n4YiIyAXOL3gU9h+CkANA4Xl99oiUdI2mGc3n2VJXz81tG0mEQvzr0dfpHx/D9/2J8/z+IaiJYzkO\ndtsaALyTndUKW+ZBSZnMyTt8HO+1o+D55L75Q/xsrtohiYjIBcw/0Q5jGezd27Auagvu8KfHqh2W\nyLLQnk4BsDaeIOaE+LFNWxnJZnnPd77Ge77zNQ709+LnCzCcwmqoBcBa2wycndIoy5OSMpmT9/Jh\nAKwNa2F0HO/141WOSERELmSltS/WpjasdS3Bc6d0h18E4Ew6CUBrLA7AHZu2cNfWneysb2QgM85f\nvbQPb2AYfB/qagCwWhsB8JSULTljzPeKfz9U7lwlZTKngnsSomHsG68AUEtVERFZVKUvjtaaprN3\n+JWUiQDQUayUlZIy27L4sYu28ttXXsuVzWs4PDzIia7gerHqg0oZdTUQCeOd6alKzKvc2uLf68qd\nqKRMZuUn0zA0gtXWGnwwhkMU1L1HREQqLFso8Jcv7eP+oy6FM90Qi0BtAquleIe/u7/KEYosDz1j\nowA0RmPTjl3SHFSWX+4Jki+rvlgpsyxobYS+QXUzXcbm3KfMGGMDnwauADLAPa7rTiuVGGM+B/S7\nrvv7ixKlVIXX0QuA1dqEZdtY61rwz3Tjp8ewauJVjk5ERC4U3z51jPuLHeTWeeNc39qEZVn4tQlw\nbPzegSpHKLI89I8HHRQbIpFpx7bXNwBwMD3MewBqayaO2a1NeB29+B29WNs2LkWo8iaVq5TdBURc\n170J+CjwiaknGGN+HbicsztXywXC7yzeaSneqbTaWgHwTnZULSYREbnwfOP4kYmfn2yJYTXWAcU7\n/PW1+H1D53SWE1mt+jNjxJ0QYduZdqwtXoMFnMwF2xhZNWeraVZrEwBeh6YwVknZf8DKJWU3Aw8B\nuK77HHDt5IPGmJuA64HPAtb5xSjLld8X7HEx8eFYSspOKCkTEZHKGMvncYcH2VJbT8Ky2dcYg4a6\nieNWYx1kspAarWKUIstD//gY9TNUyQBCtk1LLM5p8sET8elJmX9GzT6W2Eem/D2rcklZPTAy6XGh\nOKURY8x64L8Dv4USsguS1zcY/DClpap3pqtaIYmIyAXm0GA/nu+zq6GJHYToiIcYq0tMHLeKCVrp\nRqHIapX3PIaz2VmTMoB18QRDNiQjDkTCZw801YNtqwPjEnNd97Hi34+XO3fONWUECVndpMe267pe\n8eefA1qB7wBtQMIY85rrul+a7cWMMfcCHysXlCwPft8QxKNY4eCitmJRqE3oLksV6RoSWRhdQ8vP\n60PBerGtdfXEMu28EoET8RCXl04o3hj0+wZBa2GqTtdQ9Qxng2mJdeHZk7KWYlfGnvoEzdbZmonl\n2NDcEOz7VyhgOdOnP0p1lUvKngbuBO4zxtwIHCgdcF33U8CnAIwxHwR2z5WQFcfcC9w7+TljzFZA\nm18tM36hAIMjsK75nOetNU34x9vxR1JnW63KktE1JLIwuoaWn1PJYEJOW6KGWDoLEZvjIX8iKStV\nyry+QfQ1svp0DVVPMhd0TkyEwrOeU2oA0lcbnXbMam3E7xvE7xnAWr9mcYKU81Zu+uLXgXFjzNME\nTT4+Yoz5gDHmV2c4VytwLyD+4Aj4PlZ93TnPT7QnbtdCURERWbhTqREsYE08zraRoBJwKp+ZOG6V\nKmW9g9UIT2TZSOZyAMRDs9dUmqzg1kV/YoakbE1xXZm+wy0qY8xRY8w9sxx7/2zj5qyUua7rAx+e\n+vQM531xPkHKyuH3F5t8NJxbDTt7QXfDJduXPC4REbmwnEyO0BSNEbYd1g2NwpY4XdnxsydMtMVX\nUiarWyobVMrizuxf35sLwd/9sennTHRgbO/GufayygcoJSHgPxlj3gZ82HXdyV2Kfh/43zMN0ubR\nMiO/fxg4u/FgydkLWndZRERkYUbzOfoz46yLJ7DyBdYmx3F8n67cpEqZZUFdDf6AGn3I6pbKF5Oy\nOSplrbmg9UNfZPpXfKs52MfM6+xdhOhkkgGC7vQO8LwxZvd8Bikpkxn5w8ngh9rEuQdqExANq9mH\niIgs2OlU8FmzNp4glBrDIbjT353NnHOeVV8LYxn8sfEZXkVkdUhmg+mLc60pa80EpbK+0PTG6FY0\nEjRs61BStthc1x11XfffAX8PPGWM+UC5MUrKZGYjKQCsRPycpy3Lwmptwu8fwh/PzDRSRERkXk6l\ngiYfQVIWzPBp9W3681nyvjdxXqmxVGkWh8hqlCo2+ojNUSlrSGeIeD599sytHqyWRkiN4mvfvyXh\nuu5ngJ8A/swY87fMsXRMSZnMyB8OkjJq4tOOTWxAqF3hRURkAU4lz62UATTbDj7QW/wCCkBxKr0/\noKRMVq+J7otzrCkLj43Tki3QhzfjcU1hXHqu674AXAXsAGZdzKekTGbkD6cgHMKKTC+Ra12ZiIhU\nQqlSti6eIFy8c9/sBJ873ZPXlZUqZVpXJqtYeh7dF0OpMVozBQa8PAV/erXMag26aPtKyhbTf5/6\nhOu6Q67rvhd422yDyu1TJquUP5KasUoGaqkqIiKVcSqVxLEsmmPxiemLjZEoZMeCdWXFXlOlplOa\nviir2dl9yuZIytLjtIQLeMBgPkfrlI2mS5UyJWWL6meMMT8z5TnLdd1fBn6MYB/oaZSUyTlyXoH+\ndJrG9BjWxrUzn9RYB46Nd6ZraYMTEZELhu/7nEqOsCYWx7Yswslg+mJDLAbZcytl1CkpExmZx5qy\nUGqUxvqgQjaYz05LymisB9vCU7OPxfQoYHHuHs6lzisvzDZISZlM6Ein+PUnvk/P2CjvMk38Nz82\n43mWbUNzI35XP36+gBVyljhSERFZ6YazGVL5HNsbgulUpUpZQyIBI9A9aa8yKxqBaETTF2VVS+Vy\n2FhE7dm/d4XS4zTUBd/fBvO5acctx4amevyuPnzPx7Knd2mUBXucs0lYiQ/guu63ZhukNWUCwHgh\nz+89+wQ9Y6NELIvvr03waMPsLVftNU3gefjdfUsYpYiIXChOTWqHD0FSVoiEaIwFXygn71UGQH0N\n/sAw/gzrZERWg2Q2SzwUCvbum4nvExodp94KkraBGZIyAKu5EXJ5/H7d5Fgkj0768wxwFPhGuUFK\nylahA/29/OuR1+kcDTos+r7PX/zoedzhQW5at4E/bdoMwNei+dlfRM0+RERkAU4kzzb5AAglx8jF\no8Rth5hl0zXTXmX5wsSWLSKrTSqXnbPJhzOWwfJ96ordGQfz2RnPs1rU7GMxua673XXdbcU/64Fr\ngFfKjdP0xVVmb1c7H9n7GAB//+pLfOiSyxnN5fnOqeNsrq3j7p0Xs26/y1uGxnmxMUZPNsPaSHTa\n66jZh4iILMSJZLA+rC1Rg5UvEMpkGWsKuiw2hML0TqmUWQ11+IDXM4DTULfU4YpUXSqfm6gszySU\nDtZl1johwJ9x+iKA1TKp2ccVpuJxyrlc133ZGHN1ufOUlK0ivu/zNwf2Y1sW79q0hb1d7Xzm4MsA\nNEWj/NolVxK2HUKpUW7qD5Ky51KD3NncNu21rOYGsMA7073Uv4aIiFwAjo8ESdn6eA3OaLB+rBAL\nbgI2OSG6cxnGvQKx4voZq7keAL+7H3ZtqULEItWT9zwyhcKce5SF0sF1VBuJAJk5krKgUqa9yhaH\nMeZjkx5awOVA2S/MSspWkdeHBjiZGuEtrev46a07uWPjFp7sPIMP3Ny2gfpiRSycHOO6oeAO5Qup\noZmTsnAIGuvxO7q1UFRERN6048lh6sMREuEwob4gQcvHg05xjaEIkKY3l+WiaLA9i9U0KSkTWWVS\nxc6L5fYoA6iJRoEMA7NMX6QmDpEwfodmOy0Sn7ONPjzgMeAr5QYpKVtFnug8A8Bb1qwDoCYc5ic2\nb5t2XiiZZvNYnrhl89poctbXs1qb8N8YwR8YmthQWkREpJyxfJ7O0TSmIfjsKN3hzxcrZY3FL569\nucxEUkajkjJZvZLz2Th6NEjKQrEoYc+avVJmWdDSiN/Zi5/NYUVmb+wmb57run9kjFkPXAeEgWdd\n1x0sN06NPlaRH/X1YAGmce4EKpQaoxAJcVE0zpnsOMnCzA0/JnaF17oyERF5E0rrydYngv3HSmth\nSpWyhlDwJbE3d/ZOvxUOQV0CT0mZrEJnK2WzJ1ClmxuFeJRaOzRrUgZgl5p9dKmLdqUZY34W2Ad8\nEPh54EVjzM+XG6ekbJXIeQVeHehjQ00tiTkuaIBwapR8PMaWaLCY9PDYzJ2urIkOjFpXJiIi83d8\nIikLGntMq5Q5wedUz9RmH00NkEzjj44jspqkipWyudaUORM3N6LUOg6D+ezsW0gUm314SsoWwx8A\nb3Fd92dd1/1Zgu6L/7XcICVlq8SpZJKc57Gltn7O86xcHieTI5eIsrk4ZeT1WaYwlpIyVcpEROTN\nKDX5aJtSKctNrCmbXikDrSuT1StZvBZic01fnLi5EaHeCZP1fUa9woznWs2TOjBKpTmu605ULFzX\n7aC4efRclJStEseSwQaB62tq5jwvlBoFID8pKZu1UhaPQk1clTKRKXrGRvnYvqf5hR98m///1R8x\nnp9jzz+RVcgdCpZXbKiZOn2xtKaslJRNqZQ1l+7u64ukrC4TlbI5k7IxCiEHLxyatFfZbBtIF68l\nJWWLYa8x5ivGmDUAxpgvEUxnnJMafawSx0bOnSoym3Cxc08uEaM5FCZhO7MmZRBc1P7pLvyxTJCk\niaxyg5lxfvXxh+kaTQNwZGSIQz3d/O21txCqqwkWWIusYp7vc3CwjzWxOLXhoDJWaomfjwWPa20H\nB2v69MXSHpmnu+CtSxi0SJXNt/ti6RqanJRtKjXLmcSKRqAmjt+p6YuL4DeAX+Fsdex+4DvlBqlS\ntkqUkrINZZKyUDKolOXiUSzLoi0cpSM7TtbzZjx/YipJj6aSiAD85Uv76BpN8zOFKN94Y5SbBsZ5\ncaifz3/hy2Q+/lkKLx+udogiVXU6lSSZy7G1rmHiuVBqjHwkDHbwtcSyLBpCoWlJGc0NEHLwTnQs\nZcgiVVeavhh3ZukL4PuERscn1mXWOsH+frO2xae4X1kyjV+sVMvCGGPWFX+83HXdL7iu2wfguu4D\nruuWnTKjpGyVODoyRNwJ0RCJzHleeGL6YgyAtkgUDzidnfmCLSVl6oYlAq/09fJI+ykuTWb5rWeO\n0dA3zH/uzdGS9/nqRXV0ZsbJffGb5J9/pdqhilTNy/3BOuTt9ZOSsvTZO/wljU6YwXyO/KRGBZZt\nw9pm/K4+/DE1+5DVI1WmJb4zlsHy/YkOpvVlpi8CWC1aV1ZhlxhjPgP8+fkMVlK2CmQKBdpTSTbU\nlJ86Vdp4MFecirguHPx9cnx05gFadC0y4QtPPgHAPZ1jtN9yBYfuvp3Od9/Ee9dfRM6y+OotBqIR\n8vc/rBsZsmq92BusQ95V3KOMgkdoPDvxZbKkKRTGA/qmVMvsjcHNaO+NU4seq8hyUZq+ONuasqnr\nMmvnk5Q1B23xPU1hrAjXdR9zXffDruv+5PmMV1K2CpxKjeBRfj0ZnJ2+mE8EF3VbJKiYncjMnJRN\ndO/RF0xZ5ToOujzrjbE7nSf+jusZ3r4BPxRMH3lLbSNrwxG+MzZE8tZrIF8g/+3HqxyxyNLzfZ8X\ne7upCYXP7lFWWk82ZV1yS3G9WWf23IqYtakNAO/w8cUOV2TZSGbnXlM2ufMiTF5TNtf0xeJ3ODXO\nWRaUlK0Cp1NBS/t18UTZc8OlpKw4J7mtWCk7MT7L9MVYFGJRvG7dZZHVy/d8HnjmGTzL4saWtRSm\nTMOyLYtb6lrI+z7fawhBWwveq0e0LkZWnfZ0it7xMUxj08TMjYk7/LFzk7LWUHAdtU9NytY1QyxK\n4YCLX5i53bfIhWaiJf4s+5Q5UyplpaRsYI5KGY31YFnqwLhMKClbBdrTQffE1vj07jtThZKj5GIR\nfCf4X6MpFCZsWbNWyoKT6mFgBD87x4UvcgHLHTrCtxMQ83z2tLXNeM71dY04WDww0IV9wxXBuO89\ntZRhilTd/r5g6qIpTV1k0h3+KdMXW4uVso6pSZltY+/aAukxvNdVLZPVIZXLEXMc7FmWoUytlM1r\n+mLIgYZa/M6+2TeZlooyxuyZ7ZiSslWgPR1UylpjZSplvk84OUqu2OQDgjv8a8NRTmXG8Ga5YO3m\nBvB9/N7BisUsspI8u/8lemIhro/VEbWdGc+pdUJcVVPPycwYBxtjsH4N/uETeB3afF1Wj5f6gjvy\nOyclZc5slbJZkjIA++KtABReOLgYYYosO8lcdu52+FMqZY5lUWM7c05fhGIHxkwWhpKVC1bm8qXZ\nDigpWwUmKmWxuStlzngWu1CY6LxY0haOkvU9uqa2Ji5RW3xZxfzUKA9kRgC4Yc26Oc99a10zAA8P\n9eJcvRuA/GNl95MUuWAc6O8l5jgT68lg8pqy6d0XHSzOZGbosrimCZrq8V59Az+ZXtSYRZaDVC43\nezt8Jk8DPnsd1Tqhuacvok2klxNtHr0KnEklqQtHiDoz38EvmdijLHHu3cq2SBTScGJ8lA2R2LRx\nVmMdAH7PQIUiFlk5el44wN6mKFs8m82RuW987IrXUGM7PDbcx0d2Xx98qdz/Gv673zaxvYTIhWoo\nM87pdJJLGpvPmYI125oy27JoDoXpmGFLFsuysPfswnviRfJP7Sf87rctbvAiVeT5PqP5HG2TbmZM\ndXYa8NnrqNZx6M5lyPseIWvmOozVEnRg9Dv74NIdFYx69TLG/I85Dm+e7YAqZRe4vOfRNTbKmjJV\nMoBw8W5jrmZqpaxMB0btVSar2IPHj1KwLW5sbC275YRjWVxRU89APsehsRTOVbvB88g/+eISRStS\nPa8MBA2hdtQ3nvP81LUwk7WEIwwV8qQL0/ddtS/eBrEIhad+pDXNckEbzefwmb0dPgQ3NzzHxgud\nvQFf2qtsKD/7vsWlDoyeOjBW0qPAY8W/H53yODXboDkrZcYYG/g0cAWQAe5xXffopOMfAP4jkAde\nAX7TdV2tFFxGusfSeL4/7yYfwDlryqBYKWOOvcpqExBy1BZfVp1CeowHI3minsNbmlrnNeaqmnqe\nSQ7y2HAfl5st8NwBCs+8TOhdN2FNaQkuciE50B986ds2adNomLwWZnpStiYc4fUx6Mxm2Bk/9yuL\nFQ5hX74L74WDFPa9SujmqxcpcpHqKnVeLLemLB+LwKSbg3XF6Y6D+ezEGs1p6mrAcbSBdAW5rjvr\nujFjzEdmO1auUnYXEHFd9ybgo8AnJr1oHPhj4B2u694CNADvfTNBy+Kb73oyONsOf2pStiYcwWaO\nSpllQWMdfu8AvqecXFaP5146QEc8xFsLIRJlpgeXmHgtUcvm0eE+sG3sKy6GTJbCMy8tcrQi1XWg\nvw8L2Fo3JSlLjVEIh/BnuIbOtsWfeVsW+/Jd4NjkH9+n7nFywUoWK8HxWdrh4/s4oxlyU27s1RWv\nqTk7MNo2NNfjd/fjF7zKBCwYY37SGPMJY8xfGfN/2rvzOLmu6sDjv/dqr+p9V6sltbar1ZYlL8gY\ns9nYQDBbmAQCmQAJJDBMQpIJ8wlJBsjChGQCCSEDCXHIgCHgGNsBgm2wLW/yIsuSLMtarqSWWt3q\nfa2lu9b35o+qbrVatam7ej/fz6c/7lpevdNyn6667557rnr7lIeyLJJNKzQouwV4GEBr/QJww7QX\nvVlrPfHiTiD7X02xYDrDVz8oS05bU+Y0TOqcbs5Fx3K+6RnVlZBMYY8EZxmxEEvHA13nAbilqr7o\nY1yGyQ5/OT2JGO2xccwdG8HlJPnUS9h5SkyEWMqSlsXx4QFW+cuuuNrvjIyTyDJLBtAwsVdmrouC\nfi/GhhYYGMHu7C1t0EIsEpFMB0W/M3ujD8d4DNOyrtiAvai9ysisK0tZ2APSRbsUlFJ/BPwx0J75\n+hOl1GcBtNY35zqu0KCsApj6KTuVKWlEa21rrfszJ//vQEBr/ejMfwQxF7rG0oOy+kLt8MldvgjQ\n5PYStlI5E9uozjT7kBJGsUL0jkV4xkywOZKgqb72qo7d7k/ny/OhYQyPG3P7RgiGSR06MRehCrHg\nTo0MEbcsNlZevp7MSCRxjsdI+LNfOJxoLnV2PPdemebG9Lr51Cu6RNEKsbhMzpTlKF90Tl5Uv/zz\nW/nkXmUF2uJnOjBKCWPJfAB4k9b6q1rrvwfeCHyw0EGFui8GgfIpt02t9eTcZmaA9lfAJuAXC51M\nKfV54HOFnidKpzOc2aOsiDVlrlCElMuJ5bry16LJ7eHoWPpqZW2WumSjaqIt/hBs2zDLqEUukkOL\nx3dfPoxlGNwZd6bLP67CNl8ZAM+Hhnh//WrMaxXWK5rUvgM4btiJYeZvGCJmTnJoYRzNNPnYMG09\nmSuYvcHUhBqnC49hcjaau+29saYRDANLt8Pbcz5NlIjk0PwLF1hT5srRPbu8iA2k4fK2+I7rts4q\nVgGkx1dTS1+SQKqYg/LZD9wF/LtSai9wdNrj/0i6jPE9xTT40Fp/Hvj81PuUUq3AuULHipm5GAnj\nMk0qci3wnMIZHLuiHnlC00QJSXSM68uqrnjckL3K5oXk0OIwGB3nge4LNEaT3FhRy9VuuVnpdLHa\n7eVwZJSolcJbHsDYtBZbt2OdOItjx6Y5iVtIDi2UiSYf0zsvTn6YzDEoMwyDVW4PF2Lj6VzJsjm7\n4XJBQw12Rw92NIbhlYY5c0lyaP6Fk/nXlLnC2SudKjKNPgYSRWwgDdg9A7OKU0x6GPhhpjW+BXwU\n+Fmhgwpd3n0AiCql9pNu8vG7SqkPKKU+ppTanTnJTuBxpdQ+pdS7Z/UjiJKybZvOSIg6r69gq24j\nkcQZi+d8Y2xy52+LT2V6QlXa4ouV4B59nDg2H+wMEWu8utLFCdt95SRsm0PhUQAc120DILnvQMni\nFGIxsG2bo4P9VLjc1Houf4+5NFOWu5pjvddPCpsTY7kvf+K2KRsAACAASURBVJjN9WDbWB09pQla\niEUkFJ9YU5ajfDGYfVBW7XRhAF3xnL0l0vxe8LilfLF0fg94HPgw8GukB2SfKXRQ3pmyzOzXJ6bf\nPeX74tqNiQUxGo8xlkxecWUym1ydFyc0Tpkpy8ZwOqA8IBtIi2VvKBrlh22nqY+nuD2Yoq288HrN\nbLb5y/j5aD/Ph4Z5bUUNRl0Vxpom7LZOrPYuzHXNJY5ciIXREQ4xEB1nd13DFRcIC5UvAmzyBtg3\nOsjLkSC7s1RqABh11QDYXf2weV2JIhdicZgoX/TmKl8MZy9fdBgGVQ5XwUGZYRhQU4nd048dT2C4\nszcUEcXJLPX6u8wXAEqprwK/ne842Tx6GevIrCdr8BX+0FjojdFjmlQ7XLlnygCjpgLCY9gRacIp\nlq/vnj5OzErxwQshEg3Vl+0JczU2eP14DJPnQ5cuZJh7ZLZMLD9P91wEYGeWvfycocx7T44LggAb\nvAEAjo7l7u47UX5ldfXNOE4hFqvRzExZIEf3xVyNPiC9AftgMk7Myt/u3qytAhvsXilhnC2l1H1K\nqYRSypr4Aj6V+X5fruNkULaMdUTSg7L6IgZl7pH0c+N5rvo3uT0MJhOEUtnbdk82+5CEFsvUcCzK\nfW2aasPk7b0RIk01M34tp2GyxVdGZzxKZyx9IcNoboD6aqyjGmtotFRhC7FgbNvm4QvnMICdNVcO\nylzB/GvKIN2soN7p5mgkSCrXXmRV5eAwsS9KW3yx/AQT+Qdl+Rq11Tnd2EBPoRLG2olmH/IZrgS2\nAF6ttTnxBbyQ+f5NuQ6SQdkyNjlTVkQ7fNfEoKwsd11/k7tACWN9unzEkr1ixDL1vdMniKZSvC9s\n4LEh0jjzQRmkSxgBXgil94YxDAPHNQqA1AvT+yoJsfQc6OtBjw5zXV0D5e4rG065RsOk3Nk/TE61\nyRdgzEpxJkcXxvQGuJWZDXALNjkTYkkJxmMY5C5fdIbGrihdnFDrSg/kuhMFShilLX4p7QXepZRa\nA6CUqsi3P9kEGZQtYxODsvoi2uG7R9L7meWbKVvlSl/JPJdzUJb+gCqDMrEcjcZj3Hv2FBUuN+8+\n3U/C6yZWEZjVa273XdqvbIKxcQ24nKReeAW7QLmJEIvdt/WrANzZ0pr1cVcoQjxP6eIEldlGYn8w\ndzMpo646vQFur6xtFsvLaDyG3+nCzFIubySSOKPxnCXAtc70xZCC68omBmXSgbEUHgA+DjyhlKon\n3YnxU4UOkkHZMtYRDuE0TKo9hd/wXMMhLNO8Yjf4qVZnOjCejoazP6GqHFxObOl+JZahH7ZpoqkU\nd9Y0UhYeT8+SzXA92YRal5tGl5uD4RHimQGY4XJiqlYIhrFOSodpsXQdHxrkYH8vW6pqWFteccXj\nZjSOI57MW7o4Yae/HKdh8PhI7g+Mk229ZV2ZWGaC8XjOzouFGrXVZbZE6ooVGJR53BDwYXXJTFkJ\nNGut3wp8FXhH5utDhQ6SQdkyZds2HeEQtV5v1isr07lHQunSxTzPbXZ7MQE9nn1QZhgG1FVh9w1h\nx/LviSHEUhJNJfnBmVP4HE7eGkmvaYk0Vpfktbf7yonZFkcil9aQGVvXA5A6dKIk5xBiIXzvTPr3\n986W7N0Qi2mHP8FnOtjmK6MtNpa7hL4u0+xDyq/EMmLbNsF4LHeTj3DuJh8ADRPds/M0aptg1FZB\nKCIN22ZvQCnlAV4ClNY6BhQsrZFB2TI1Go8RSSZoLKLJhxmN44zGiZfnf2N0mSaNLg+nxyM5F1ub\njXXpvWLOXZxR3EIsRj9tb2MkHuP1zS3UdaQ/8M2mycdUO/zpGYRnp3RhNBpqoDyAdew0djxRkvMI\nMZ9G4zGe6Oqg0ednS1X2XHEPpbspxiuK21ZiTyBdXvXoSPZBl5RfieVoPJUkadv4XTmafASzt8Of\nUOZwUulwcno8+3rMqYxaWVdWIo8A/wHsAe5USn2B9CbSecmgbJlqD6ff7IrqvDiceWMsYr+lNR4f\nUdua7BY3nbG2CQDrRFuxoQqxqKVsi3tOn8BhGLxxVQuB9m6SHhexyrKSvP4mX7o1/v7glEGZYWBu\nXgvxhOSSWJL2d18kYVnc3Nh8xd5kEzyZDqPFrs28NlCB1zB5cKibRJb1lobXAz4PlgzKxDISzLTD\nL8s1KBvN9ATI06it2e2lPxlnJJn/Ip9Rk5ltlhyarbcBfcB1wGGgGvjlQgflb3cklqwzoyMArA4U\n/uDo6U8/t5gPmWs8Pg6ERzg1HmZdlq6Oxqp6cDmxTpyF99x2lVELsfg82dXJxUiYW5qaqQ/HcIXH\nGVnXNOv1ZBMmWuMfHQvSERtnjSf9xmpuWod16ASpQ8dx7NpSknMJMV9e6OsGYEeWNvgTPIPpC4LF\nDso8poObK6rZNzrI46MD3FndcMVzjJpK7It92LF4eo2MEEtcMB4DwJ+jfLGYLY1aPX5OjId5JRLk\n1sranM+bKAG2pWHbrGitXz+T42RQtkxdGpSVF3yudyD93GhV4UFZS6bZhx4Pc0e2N0SHA6OlCftc\nJ1ZnD2ZL09WELcSiYts23z71KgZw++p1BE6ly3JLVbo4Yae/nKNjQZ4NDvHL9avTd9ZWQnUF1ok2\n7GgsPQsgxBJg2zYH+nood7lp9ucecLkHR7BMI+8V/uneUFHHE6ODfH/gIndU1V8xCzc5KOsZxFi3\nasY/gxCLRaGNo93DIWzyr83c5AvACByKjOYdlFFdAU4HVnvXbEJe8ZRS+bp0GVrr1mwPSPniMnV6\ndBgTg6Y8b4gTPAPFz5St9fgwgaNjwZzPMXdsBCD50DPYuTb6FGIJODzQx4mRIa6trafRHyDQnr76\nX+pB2Q5/+uLJ/lCWEsZkCuvYmZKeT4i51BYcZSgWZWtVTc7SRSwLb99I+n3HLP6jSJ3LzbX+Ck6N\nhy9rjjMps67M6pXyK7E8XJopyz6P4h4JkfB7sR2582iDJ10m/3RwMO/nMsM0ob4mvd9fNDa7wFe2\nN+T5yjmLJjNly5Bl25wNjtDo9+Mq4s3OMzBCwusm5S1c6uExHbS4fZwcCxOzUnhMxxXPMdY0YTQ3\nYJ1oI3n/ozjfczuGWZpSLyHm03f0cQDe0rIObBt/e09J9iebrtLposXt5Uh4lEgqScCR/tNsblqH\ndeAYqcMncNywo6TnFGKuHMiULm6rzn3xwjMwgplKMZ5pLHA1bquq4+WxIN/t72R3WdVlj0mzD7Hc\nTM6UZVlTZiRTOENj6S1a8nCZJjv95bwUGeVwZJQ90/JmKrOxFqu7H6ujB8fm7J1TRX5a6wszOU5m\nypah7rEwY8kkLUWULprxBO7RSFGlixM2+vwksTk+Fsr6uGEYOO68BWoqSe0/TPL+n8uMmVhyzo6O\n8GxvFxsrKtlQUYV7cBTXWDQ9S1ai9WRT7fSXk8TmQHhk8j6jqhzqq7FOnccOF25nLMRiMLGebGuO\nrosAvq70oGm87sr9ywrZ4A2wwePn2dAw56KXd5QzqmVQJpaXYCI9Y5WtfNE1GsaguEZtb6xMr+/8\nStdZzkfH6E/EiKSSVzzPaEo/z5Yu2vNOBmXL0NU0+fD2DAIQrSn+jXGTNz1LcCSSu4TR8HlwvvvN\nUFtF6tkjWEd10a8vxGLwndMTs2StAJS1pzdFDzflqcefhV2Zdt/7pm2Oa25eB5ZF6uVTc3JeIUop\nYaU4NNBHk89PlSf3ptBlbek1K5GGmZUC31aV/uD4/f7LPzgaXjf4vdI9TiwbEzNl2Rp9THQwLbSl\nEcB6r5/XlddwNjrGr+iXeNeJA7z11ef5266zl21zZDTXA5DS7aUIX1wFGZQtQ8eG0m9Ga8oKz5T5\nL6b3ohirzz2VPd2GzKDscLZ6/ikMrwfnW28B0yDx0NMyWyaWjI5wiEc6zrPKH2Bnpntc4Gz6w194\n1dwMylrcXuqcbp4JDhK1UpP3m5vWApA6dHxOzitEKb0yOEAslWJrdZ4Ob/EEZW0XiZX7iVXOrBT4\nGn8FtU4XPx/pZyyVuuwxo6YSRkKyJkYsC0PR9BZEFe4rl5h4e4cBiFYX/rwH8Et1zby/bjU3lVVx\nfaCSGqeLewe6+JfeSwMww+vBqKvGbr8o+2TOMxmULUNHBvowMVhfXrhW39eVGZTVFT8oK3c4We32\nciQymnXqeyqjshxj41roG8LONEkQYrH71sljWLbN29duwDQMjGSKsvZuohV+EkWUicyEYRjsKask\nals8Fxq+dH+ZH6O5AfvcReyh/BdChFhok+vJ8pQu1j3/Ko5EkpENzTMuBTYNg5vKqonaFk+MXj4r\ndmld2eCMXluIxWQgz6DM03d1gzLTMHhdRQ3/tWENH2lcyx+s3kS108W3+zrpjkcnn2esaYSUhXW2\nowQ/gSiWDMqWmbFkguMjQ6wuK8Obo1PPJNvG19lP3O8hGchdZpLNNf4Kkvbl619yMbe0ApA6eOyq\nziHEQrgQCvJQxzmafAF216W3ffB39GImU4RX18/pufdkShgfG+m/7H5TpRdbpw6fmNPzCzFbz/d1\nYxoGmyursz5ec/AEDftfJuF1M7CtdVbnek15+hw/Hb58T6WJQZnV03/FMUIsNYPRKH6nE1eWxmre\nviGSbicJ/9V9hpvgdzh4R3UjKezLSoGN1vTWLNZRKZufTzIoW2Ze7OshaVlsz1M6MmGiccFYffY3\nz3yumWjhHSx8JdJoaQS/l9SRk9iWddXnEmK+2LbNl44cwLJt7mrdiJm5il+WKV0MzfGgbLXbS4Mr\nXcIYTF4qGzE2rgHTlBJGsaj1jEU4MTzE5oqqrBcFy/UFVv38AAmfh3N33ITlnl0D6DqXm41eP4ci\no5df5c+8p9kdPbN6fSEWg4HoOOWuK2fJzHgC93AoPUs2i+ZTN5RVUeVw8aOhnsn3HaOpLv257ehp\n7GnlwWLuyKBsmXmyqxNgch1MPuVn0s8NtVz9B801Hh8VDifPBIdIFBhoGaaJ0doMY1EpYRSL2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"text": [
"<matplotlib.figure.Figure at 0xafd9f28>"
]
}
],
"prompt_number": 7
}
],
"metadata": {}
}
]
}
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