{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"This notebook is an element of the [risk-engineering.org courseware](https://risk-engineering.org/). It can be distributed under the terms of the [Creative Commons Attribution-ShareAlike licence](https://creativecommons.org/licenses/by-sa/4.0/).\n",
"\n",
"Author: Eric Marsden \n",
"\n",
"---\n",
"\n",
"In this notebook, we illustrate features of the NumPy, Pandas and statsmodels libraries features for building **linear regression models** in Python. Consult the [accompanying course materials](https://risk-engineering.org/linear-regression-analysis/) for background on linear regression analysis, some notes on when the technique is useful, and to download this content as a Jupyter/Python notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linear regression analysis of combined cycle power plant data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats\n",
"plt.style.use(\"bmh\")\n",
"%config InlineBackend.figure_formats=[\"png\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will analyze data from a combined cycle power plant to attempt to build a predictive model for output power. The data comes from the UCI machine learning repository.\n",
"\n",
"http://archive.ics.uci.edu/ml/datasets/Combined+Cycle+Power+Plant\n",
"\n",
"The dataset contains 9568 data points collected from a combined cycle power plant over 6 years, when power plant was under full load. A combined cycle power plant is composed of gas turbines, steam turbines and heat recovery steam generators. Electricity is generated by gas & steam turbines, which are combined in one cycle. Three ambient variables affect the performance of the gas turbine, and exhaust vacuum affects the performance of the steam turbine. \n",
"\n",
"Data consists of hourly averages taken from various sensors located around the plant that record the ambient variables every second.\n",
"\n",
"Let’s load it into Python and examine it using the `pandas` library. For convenience, we have unzipped the dataset and made it web accessible."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
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\n",
"
\n",
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AT
\n",
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V
\n",
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AP
\n",
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RH
\n",
"
PE
\n",
"
\n",
" \n",
" \n",
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0
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14.96
\n",
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41.76
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1024.07
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73.17
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463.26
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\n",
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1
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25.18
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62.96
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1020.04
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59.08
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444.37
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\n",
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2
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5.11
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39.40
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1012.16
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92.14
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"
488.56
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\n",
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3
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20.86
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57.32
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1010.24
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76.64
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446.48
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\n",
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4
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10.82
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37.50
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1009.23
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96.62
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473.90
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"text/plain": [
" AT V AP RH PE\n",
"0 14.96 41.76 1024.07 73.17 463.26\n",
"1 25.18 62.96 1020.04 59.08 444.37\n",
"2 5.11 39.40 1012.16 92.14 488.56\n",
"3 20.86 57.32 1010.24 76.64 446.48\n",
"4 10.82 37.50 1009.23 96.62 473.90"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pandas.read_csv(\"https://risk-engineering.org/static/data/CCPP.csv\")\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table below provides the meaning of the various columns.\n",
"\n",
"| Meaning | Name | Range |\n",
"| --- | --- | --- |\n",
"| Ambient Temperature | AT | 1.81 – 37.11°C\n",
"| Ambient Pressure | AP | 992.89 – 1033.30 millibar\n",
"| Relative Humidity | RH | 25.56% – 100.16%\n",
"| Exhaust Vacuum | V | 25.36 – 81.56 cm Hg\n",
"| Net hourly electrical energy output | PE | 420.26 – 495.76 MW |\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pandas.plotting import scatter_matrix\n",
"scatter_matrix(data, diagonal=\"kde\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this matrix, the diagonal contains a plot of the distribution of each variable. We observe that:\n",
"\n",
"- there is an approximately linear relationship between PE and the negative of AT\n",
"\n",
"- there is an approximately linear relationship between PE and negative of V"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also generate a 3D plot of the observations, which can sometimes help to interpret the data more easily. Here we plot PE as a function of AT and V."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 8))\n",
"ax = fig.add_subplot(projection=\"3d\")\n",
"fig.add_axes(ax)\n",
"ax.scatter(data[\"AT\"], data[\"V\"], data[\"PE\"])\n",
"ax.set_xlabel(\"AT\")\n",
"ax.set_ylabel(\"V\")\n",
"ax.set_zlabel(\"PE\")\n",
"ax.set_facecolor(\"white\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prediction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will created a fitted linear model using the formula API of the `statsmodels` library. We use all the observations except for PE as predictor variables in the multiple linear regression."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Intercept 454.609274\n",
"AT -1.977513\n",
"V -0.233916\n",
"AP 0.062083\n",
"RH -0.158054\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import statsmodels.formula.api as smf\n",
"\n",
"lm = smf.ols(formula=\"PE ~ AT + V + AP + RH\", data=data).fit()\n",
"lm.params"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This means that the best formula to estimate output power as a function of AT, V, AP and RH is\n",
"\n",
"$$PE = 451 . 067793 − 1 . 974731 AT − 0 . 234992 V + 0 . 065540 AP − 0 . 157598 RH$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For any particular observation (values for the predictor variables), we can use the linear model to estimate the output variable PE."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 478.174482\n",
"dtype: float64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lm.predict(pandas.DataFrame({\"AT\": [9.48], \"V\": [44.71], \"AP\": [1019.12], \"RH\": [66.43]}))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The predicted output power for this combination of inputs is 478 MW (note that we report the result with the same number of significant figures as that in our inputs)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Residuals plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We check the residuals of each predictor variable for any pattern that might indicate that a linear model is not appropriate for this dataset."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Mdi9AsX3YbBfn5dkqz1yao2T7ZOMG7znWw9He1KZucz1ExcW70nGIiv6ViLL+KGsHpT9K+pWnRxESBMGmfXbF8Xnm0hyFukd3yqJQ93jm0ty28jRspv7twmrHIQr6VyPK+qOsHZT+KOlXRo8iZHp6etM+u2h7lGyf3nSMhKnTm45Rsn1Ktrdp21wvm6l/u7DacYiC/tWIsv4oawelP0r6ldGj2BJycZNs3GC24lD3AmYrDtm4QTauIqxbiToOCoUiyuz4K10QBLzwwgtcu3aNYrFIKpXiscce48iRIwD4vs+zzz7LyMgImUyGJ598kq6urjaventy9OjRTfvsdEzmjjxzaY75qktHwuQ9x3pIx4xN2+Z62Uz924XVjkMU9K9GlPVHWTso/VHSv+M9PRcvXuTGjRu8733v46mnnsI0Tf7wD/+QmZkZAL74xS8SBAEf+chHOHToEJ/73OdwXbfNq96ejIyMbOrnH+1N8dSju3jq0SGeenTXtkpihs3Xv11Y6ThERf9KRFl/lLWD0h8l/Tve6Dl58iTvf//7SSQSWJbF6dOnEUJQrVa5efMmw8PDvP3tbwfg9a9/PfV6nRdeeKHNq96e1Ov1Td9GOmYwmI1vKw9Pk63Qv11Y7jhESf9yRFl/lLWD0h8l/Tve6NE0DV2XMgqFAi+++CKPPPII+/bt46WXXmJwcJBUSj7J6rrOwMAAw8PDq36mbduL/nje9km23UySyWS7l9BWlH6lP6pEWTso/VHSv+NzegDK5TKf//znmZ6e5vjx4zz55JNomsbc3By5XG7Re1OpFGNjY6t+3mc+8xl8/3Yp9cGDBzl9+jRDQ0Nh58qBgQGEEGHW+9GjRxkdHaVWq5FIJNi7dy+XL18GoL+/H13XmZycBODw4cNMTk5SqVSIx+McOHAgNMR6e3uJxWKMj4+H256ZmaFcLmNZFkeOHOHChQsAdHd3k0wmQz0HDhxgfn6eYrGIYRgcP36cCxcuIISgs7OTbDYbujH37dtHsVgkn8+jaRonT56kXq9z/vx5crkcXV1d3Lx5E4A9e/ZQrVaZn58H4NSpU1y6dAnP88hms/T29nL9+nUAdu3ahW3bzM3NAXDixAmuXbuG4zik02kGBga4du0aAENDQ3ieF4Yijx07xq1bt6jX6ySTSXbv3s2VK1fC/Q0wNTUFwJEjRxgbGwv39759+7h06RIAfX19mKbJxMQEAIcOHWJqaopKpUIsFuPQoUNcvHgRgJ6eHuLxOOPj4wRBQK1WY3Z2llKphGmaHDt2jPPnz4f7O5VKMTo6CsD+/ftZWFhYcX/ncjlu3boFwN69eymVSov29/DwML7vk8vl6O7uDicd7969m1qtFu7vkydPcuXKFVzXJZPJ0NfXt2h/O47D7OwsAMePH+fGjRvYtk06nWZwcDA8ZwcHBwmCYNE5OzIyEu7vgYGBUGt/fz+apoX7+/Dhw0xMTFCtVonH4+zfv3/V/T09PU25XF52fycSiWXP2aX7u6uri0wms+icLRQKFAoFdF3nxIkTXLx4kSAI6OjooKOjY9H+LpfLLCws3HHOLre/6/U6lUqF8+fPLzpnM5kM/f39q56zN2/exLZtUqnUjr1G+L7P+Pj4Xa8Rrefsg3SN2LdvHzdv3rzrNaK5vx+0a0Tz3L/bNWLPnj2LztntdI0QQrAWNLHWd+4A6vU6f/7nf87169f56Ec/yu///u9z4MAB3v/+94fv+fKXv8zw8DCf+MQn7vh9z/N47rnnOHHiBIZx2+1vGAam+UDYh6ty/vx5Tp061e5ltA2lX+mPqv4oawel/0HQ7/s+586d4/HHH1/1fr3jw1utJBIJ/vbf/tvUajW+973vYVnWHU2Xmk+FqxGPxxf9iYLBo1AoFArFg84DZfSANHwSiQS1Wo2Ojg7K5fKi123bViXrK9Df39/uJbQVpV/pjypR1g5Kf5T073ijpxk7bVIul6nVauzdu5fjx48zPT29KD9nenqaEydObPUydwSaprV7CW1F6Vf6o0qUtYPSHyX9O97o+ZM/+ZMw4cnzPL7xjW+wa9cuXve613HmzBksy+Ls2bOA7OkTi8U4ffp0O5e8bWkmpEUVpV/pjypR1g5Kf5T07/hklSeeeIK/+qu/Qtd1HMdh//79/MzP/AyWZWFZFh/84Af5xje+wauvvkoul+PDH/5wWOK+U6k4PkXbIxc3t2W/G4VCoVAotiMPVPXW/dKs3jpz5syi6q3txOXZKs9cmqNk+2TjcqTARnU2tm2beDy+IZ+1E1H6lf6o6o+ydlD6HwT9kazeetCpOD7PXJqjUPfoTlkU6h7PXJqj4vh3/+U10OyhEFWUfqU/qkRZOyj9UdKvjJ4dRNH2KNk+vekYCVOnNx2jZPuU7I3pGF2tVjfkc3YqSr/SH1WirB2U/ijpV0bPDiIXN8nGDWYrDnUvYLbikI0bZOMbk5q1092b94vSr/RHlShrB6U/SvqV0bODSMdkDk9HwmS+6tKRMHnPsZ4NS2bev3//hnzOTkXpV/qjSpS1g9IfJf3K6NlhHO1N8dSju3jq0SGeenTXhiUxA+GclKii9Cv9USXK2kHpj5L+HV+yHkXSMUOVqisUCoVCsU6Up0cR0tfX1+4ltBWlf3vrrzg+EyV7w6oVl7Ld9W8mUdYOSn+U9CtPjyIk6oNVlf7tq38z+1M12c76N5soawelP0r6ladHERKlXg3LofRvT/2b3Z+qyXbVvxVEWTso/VHSr4wehUKxrdns/lQKhSI6KKNHEXLo0KF2L6GtKP3bU/9m96dqsl313w9rzYN6ELWvB6U/OvqV0aMImZ6ebvcS2orSv7z+zU4gvhub3Z+qyYN2/C/PVvns2XH+4OwEnz07zuXZlbvuPmja14vSHx390cleUtyVcrnc7iW0FaX/Tv1bkUC8Fo72ptiVi1OyPbJxc1NaNjxIx781D6o3HWO24vDMpTl25eLL7rsHSfu9oPRHR7/y9ChCYrFYu5fQVpT+xfq3KoF4raRjBoPZ5W/aG8GDdPzXmwf1IGm/F5T+6OhXRo8iJEpx3eVQ+hfrj1oC8YN0/NebB/Ugab8XlP7o6FdGjyLk4sWL7V5CW1H6F+vfqgTi7cKDdPzXmwf1IGm/F5T+6Oh/MK9eCoXivmneOJ+5NLepCcSKzWEr8qAUip2GMnoUIT09Pe1eQltR+u/UH6Ub54N4/Nc6p+9B1L4elP7o6FdGjyIkkUi0ewltRelfXn9UBtxG+fhHWTso/VHSr3J6FCFjY2PtXkJbUfqV/qgSZe2g9EdJvzJ6FAqFQqFQRAJl9ChCDhw40O4ltBWl/0C7l9BWoqw/ytpB6Y+SfmX0KELm5+fbvYS2ovQr/VElytpB6Y+SfmX0KEKKxWK7l9BWNkJ/u+dU3Q/q+EdXf5S1g9IfJf2qeksRYprRPh3uV/92mVN1r6jjH139UdYOSn+U9CtPjyLk2LFj7V5CW7kf/dttTtW9oI5/dPVHWTso/VHSr4weRcj58+fbvYS2cj/6H4Q5VZt1/HdKyC/K53+UtYPSHyX90fFpKRSbSOucqt50jNmKQ0fCfGDnVK2VnR7yUygUDxbK06MI6erqavcS2sr96F/vgMftyEYf/50W8tuO5/9Wecm2o/atROmPjv5oP4YqFpHJZNq9hLZyv/p3+pyqjT7+y4X85qsuJdvbsH1TcXyKtkduA/b3djv/t9JLtt20bzVKf3T0K0+PImRkZKTdS2grG6E/HTMYzMZ3nMEDG3/8W0N+dS9gtuKQjRsbFvK7PFvls2fH+YOzE3z27DiXZ6v39Xnb6fzfai/ZdtLeDpT+6OhXRo9CodgUNjPkt9NCZ+vlQUiMVyi2Iyq8pQjZt29fu5fQVnay/o0I82yG/s0K+W1G6Gw7Hf+tTozfTtrbgdIfHf3K06MIKRQK7V5CW9mp+jcqzLNZ+jcj5LcZobPtdPy3OjF+O2lvB0p/dPQro0cREqUTfzl2ov6NDPPsJP2bYRRsN/1He1M89egunnp0iKce3bWppf7bTftWo/RHR78KbylCdD3aNvBO1L+RYZ6dpn+jQ2fbUX86ZmxJUvx21L6VKP3R0a+MHkXIiRMn2r2EtrIT9W9k7sdO1L+RRsFO1L9RRFk7KP1R0h8d805xVy5evNjuJbSVnah/I8M8O1H/RhJl/VHWDkp/lPQrT48iJAiCdi+hrexU/RsV5tmp+jeKKOuPsnZQ+qOkXxk9ipCOjo52L6Gt7GT9GxHm2cn6N4Io64+ydlD6o6RfhbcUIVE68ZdD6Vf6o0qUtYPSHyX9yuhRhNy6davdS2grSr/SH1WirB2U/ijpV0aPQqFQKBSKSLDjc3ocx+H73/8+ExMTFAoFent7efzxx+nu7gbA932effZZRkZGyGQyPPnkk3R1dbV51duTvXv3tnsJbWU76N/IqeHrZTvobydR1h9l7aD0R0n/jvf0fPGLX8T3fd73vvfxoQ99iFKpxO///u9Tq9XC14Mg4CMf+QiHDh3ic5/7HK7rtnnV25NyudzuJbSVduvf6Knh66Xd+ttNlPVHWTso/VHSv+ONnte//vU8/vjjxONx4vE473rXu6hUKly5coWbN28yPDzM29/+9vC99XqdF154oc2r3p4sLCy0ewltpZ36t8PUcHX8o6s/ytpB6Y+S/h1v9Jw8eRJN08L/m6aM2AVBwEsvvcTg4CCplJxZo+s6AwMDDA8Pr/qZtm0v+uN53uYJUChYfpxEyfYp2ercUygUio1ix+f0LGVsbAyAAwcOcPbsWXK53KLXU6lU+J6V+MxnPoPv337CPnjwIKdPn2ZoaIirV68CMDAwgBCC6elpAI4ePcro6Ci1Wo1EIsHevXu5fPkyAP39/ei6zuTkJACHDx9mcnKSSqVCPB7nwIEDoSHW29tLLBZjfHw83PbMzAzlchnLsjhy5AgXLlwAoLu7m2QyuUjz/Pw8xWIRwzA4fvw4Fy5cQAhBZ2cn2WyWkZERAPbt20exWCSfz6NpGidPnsQwDM6fP08ul6Orq4ubN28CsGfPHqrVKvPz8wCcOnWKS5cu4Xke2WyW3t5erl+/DsCuXbuwbZu5uTlAtje/du0ajuOQTqcZGBjg2rVrAAwNDeF5HjMzMwAcO3aMW7duUa/XSSaT7N69mytXroT7G2BqagqAI0eOMDY2Fu7vffv2cenSJQD6+vowTZOJiQkADh06xNTUFJVKhVgsxqFDh8IOpD09PcTj8XB/12o1ZmdnKZVKmKbJsWPHOH/+fLi/U6kUo6OjAOzfv5+FhYUV93culwurIvbu3UupVFq0v4eHh/F9n1wuRyLbgVspcDUPe3syTJUcYsJh/HqFgdOnuHLlCq7rkslk6OvrW7S/HcdhdnYWgOPHj3Pjxg1s2yadTjM4OBies4ODgwRBsOicHRkZCff30aNHQ639/f1omhbu78OHDzMxMUG1WiUej7N///5V9/f09DTlcnnZ/Z1IJJY9Z5fu766uLjKZzKJztlAoUCgU0HWdEydOcPHiRYIgoKOjg46OjkX7u1wuh0+wredsLpeju7ubGzduALB7927q9ToA58+fX3TOZjIZ+vv7Vz1nb968iW3bpFKpHXuNABgfH7/rNaL1nH3QrhE3b95c0zXi4MGDbblGLD1na7VauL9Pnjx5X9eI5rl/t2vEnj17Fp2z2+kaIYRgLWhire/cATiOw+/+7u+yb98+3vve9/LpT3+aAwcO8P73vz98z5e//GWGh4f5xCc+ccfve57Hc889x4kTJzCM20mkhmGEHqQHmUuXLnHs2LF2L6NttFv/5dkqz1yao2T7ZONyvMRmTtZeSrv1t5so64+ydlD6HwT9vu9z7tw5Hn/88VXv1w/MnVwIwZ/+6Z/iOA5PPvkkAJZl3dFeu/lUuBrxeHyR0RMVoh7Ga7f+jZ4avl7arb/dRFl/lLWD0h8l/Q+M0fNXf/VXXL58mQ996ENhDk9HR8cdWem2bauS9RVYGgqMGttB/0ZODV8v20F/O4my/ihrB6U/SvrXlch86dIlRkZGKJVKay779n2fubm5MAa3GXz3u9/lu9/9Lj//8z/Pvn37wp8fP36c6enpRfk509PTnDhxYtPWspNp9jaKKkq/0h9VoqwdlP4o6V+X0fOxj32MAwcO0NnZSSKRwDCMu/6JxWL09/fzyCOPLDI+NornnnuOZ555hve+97089NBDi147c+YMlmVx9uxZAC5evEgsFuP06dMbvo4HgWaSXFRR+m+0ewltJcr6o6wdlP4o6V9XeOvNb34z3/nOd+jp6cGyLHRdR9eXt5uEEARBgO/7lEolSqXSmrOr14rruvz3//7f0XWdV155hXPnzhEEAY7jcPjwYZ588kk++MEP8o1vfINXX32VXC7Hhz/84RXXrFAoFDuFdnbvVih2Kuuq3vI8756rmFzXxbKse/rdraJZvXXmzJlIJjIXCoVITdtditKv9O8U/Rtd6beTtG8GSv/O17/W6q11uTzup2x7uxs8CsJeJQ8SFcdnomSvqbPxg6h/PWyU/vXs8+3ETjn+m9G9e6do3yyU/ujo37I4z+/+7u9u1aYU90izWdiDwnpnWT1o+tfLRuhv9/yw+2GnHP/N6N69U7RvFkp/dPRvidEzNTXFJz/5ya3YlEIBbI9ZVlFD7fOtIRc3ycYNZisOdS9gtuKQjRtk4w9MBxKFYtPYsG/JN7/5TT7zmc9w7tw5KpVK+PNmW/+enp6N2pRik3iQSvmXexqer7qUbG/FpM8HSf+9cL/672Wfbyd2yvFPx2QOzzOX5pivunQkTN5zrOe+9vFO0b5ZKP3R0b8hRs9XvvIV3v/+9xMEAbFYDMdxFr2u6zr/x//xf2zEphSbyLVr1zhy5Ei7l7EhtD4N96ZjzFYcOhLmqk/DD5L+e+F+9d/LPt9O7KTjv9Hdu3eS9s1A6Y+O/g0Jb/3Gb/wGH/rQhxgbG6NQKNDf34/neQRBQLFY5Mknn+SJJ57YiE0pNpGlxupOpvk03JEw1/w0/CDpvxfuV/+97PPtxE47/umYwWA2viH7d6dp32iU/ujo35BHsCtXrvDss88Sj8cBOd32+9//Pm9961vJZDJ8+tOf5l/+y3/Jl770pY3YnGKTyGQy7V7ChrLep+EHTf962Qj97Z4fdj9E+fhHWTso/VHSvyGenu7u7kUl6e985zv54he/GP7/1KlTnDt3biM2pdhE+vv7272EDWc9T8MPov71sFH6N9IDsZVE+fhHWTso/VHSvyFGz0MPPcS/+Tf/Jvz/+973Pv7Lf/kvXLx4EYC/+Iu/YHp6eiM2pdhErl271u4ltBWl//7179QePRDt4x9l7aD0R0n/hoS3PvjBD/ILv/ALzM7O8uu//us89thjvPnNb+YNb3hD6OV585vfvBGbUigU25SN7hKsUCgUG82GeHp+7ud+jj/5kz/h4x//ePizz33uc7zxjW/kxRdfpLe3d5EnSLE9GRoaavcS2orSf+/6H4QePVE+/lHWDkp/lPRvWC3pz//8zy/6/8DAAM8///wDMdMjKnjevXd0fRDYCfo3c8jk/ejf6T16YGcc/80iytpB6Y+S/k3vyKwMnp3DzMxMu5fQVra7/s0e8XA/+h+ELsHb/fhvJlHWDkp/lPRv2eyt+fn5rdqUQvHAsd3DR9ulR89OTqRWKBSbz30/hrmuy8GDBxkYGCCTyaDrOrquEwQBlUqFUqnE5OQkpVIpUi60ncixY8favYS2sp31b0X46H71t7tHz/0mUm/n47/ZRFk7KP1R0n/fRo+maYyPjzM+Pr7q+xKJxP1uSrHJ3Lx5k8OHD7d7GW1jO+vfihEPG6E/HTPaksPT6glr7p9nLs2xK7f2fkHb+fhvNlHWDkp/lPTfd3hL0zSeeeYZXnrpJS5fvszVq1e5fv06N27c4IUXXuD06dN8+ctfplrd2PwDxcZj23a7l9BWtrP+rQgfbWf9d2M5T1jJ9inZa/cu72T990uUtYPSHyX99/2YaBgGTz755LKv7du3j+eff55f/MVfpL+/n7e85S33uznFJpJKRbunynbXv9nho+2ufzU2whO2k/XfL1HWDkp/lPRveiJzLpfjt3/7t/nVX/3Vzd6U4j6JUq+G5dgJ+jdzxMNO0L8SG+EJ28n675coawelP0r6t6R66+jRowwPD2/FphT3wdWrV9u9hLai9N+f/nZXTh3tTfHUo7t46tEhnnp017q7QUf5+EdZOyj9UdJ/3+GtIAh45plnGBoaIpvNYhgGuq6Hr83OzvL5z39e9etRKB4AVmqOuF1GULQrkVqhUOwMNqT046d/+qfRNG3V93z605/eiE0pNpGBgYF2L6GtKP2r61/JsNmIyqntQJSPf5S1g9IfJf0b0qdnaGiIwcFBUqlU2KenaQT19/fz/ve/n7/zd/7OfS9WsXlUHJ+psksi6++oG9VGIoRo9xLaymr6VzNsHoQRFBDt4x9l7aD0R0n/fRs98XicsbGxjViLok00n+BHp+fZM+ZGdjr29PQ0vb29W7a9zZyjdS+spn81w6a1cqozYTJRtulNxXbUCArY+uO/nYiydlD6o6R/y8ZQKLYnrU/wOYttN97gQWWz52htNKvN1mpWTgkBZ0eLjOYdyrbPeDE6vT8UCsXOQBk9Eaf1CX6ov+eemro9KBw9enRLtrOeOVpbWRHV1L/cNu9WEi7zd3R2d8R5dE8WTWPHGc9bdfxXop3Vb+3W3m6U/ujoX5f/+XOf+xwAnZ2dJBIJYrFYWKm1lCAIqFarFItFJicnuXr1Kv/hP/yH+1+xYkNpfYKPeVUcM7Xh4w1WYzuFeEZHRzl48OCmb2etOTDrrYi63305OjqKlx1YcZurNUcs2h51T7C3M0nC1LEMfcfl9WzV8V+Odle/tVP7dkDpj47+dd3ZvvrVr/KlL33pnjemjJ7tR/MJXub0eOzp37rp2O2+0C+lVqttyXaW6x6csnSqTkDFkYnk66mIqjg+r0yU+MFIkZob3PO+XChV+e7E4m1+/eIsP3uql4FMPCwHX+7c2IrZYJvNVh3/pWyH6rd2ad8uKP3R0b+uK9K73/1uZmdn6e3txbKssErrhRde4PLly3zgAx8gHo8v+p0rV65w8+ZNPvaxj23owhUbR/MJ/rXLNg8d3bUlF9rtcKFfylYNxW01NOerLkJAxQl4+pWp0GDJxI01e4O+dmGGcxMVEIKT/ekwXLaefVlxfKZdi4WaR39GbtPUNM6Nl5ivuvRnYqsaUks1bcZssM2mXUORt0P1W9QHQiv90dG/LqPnH/2jf8Q/+kf/6I6fP/bYY/z+7/8+H/zgB+94zXVdfuqnfoo3vOEN975KxaaTjhm8/th+LGtrLrLb4UK/lL179675vfcbSmoamtNlm6+en6Xi+HSnrND4+8AjA3f1nDQNx7mqi66BAEYKdU72p1moeVydr3K4O3XX9TU9bvMVg9FinYrjsbcjwYXpCmjQn4mtyZDa7Nlgm816jv9Gsh28ZO3Svl1Q+qOjf0MSma9du8Yv/dIvLfuaZVl8+tOf5td+7dc2YlOKTeTy5ctbtq3VqoHaxVr130/lVWuyajpmkLAMam5wx3RwX4i7zpJqGo6D2TgpywANqm7Albkat/J1vvra7B3rqzg+1+arXJurUXH8RR430ynTnbKYr3qMlWzQNE70p8nGzTUnuG/mbLDNZivP/1Y2Ym7Y/dIu7dsFpT86+jfkDjM4OIjv+1iWtezrZ86c4dq1axuxKcUWsdkJxjs1HHI/Ybnlcph25eIrPuUPZuOrek6ahmOh7rGnM87FaY9AiIYHzaQ/s3h940Wbp89NcWWuhobgcE+Kv3WkK/S4lRyNg11JMjGD9xzr5ts38lTdgLoXMFmySZg6xl06ryvujZ3uJVModgob4uk5ffo0n/zkJ1d8/c///M8j5T7bqfT39wNb10PmfgdEbjRN/auxXFhuLR6QlcrUgVWf8lfznLR6CISAM0MZ3vdQH/1Zi70diUXrmy7bfO3CDFfmqmia7L56ZbbKt28UMDQYydcQVkI2GEyanBrI8DMn++hImNxcqDFWsCnUPZ5+ZWrb9xS6V9Zy/DeTpcd6K0vY26293Sj90dG/IZ6eX/3VX+UNb3gDL774Ih/4wAc4evQosViM0dFRvv71r/P5z39ehbd2ALqu39WTsdEeoLUMiNyqsvaV2i+0cq/5F6vlMN3PU37r706XHb55ZZ7xgsN43uZkfxpPiIZRpLFQ89A1jUxcfn7Z9pks2SRNnbGiza0g4FifFRpdR3tTdCZMPnt2nLipM5iNb4uE881iLcd/s2me6zNlh+ev5++psvFevi/Lad9O7SQ2m+1w7NtJlPRviNHz8MMP8+///b/nn/7Tf8ozzzyz6DUhBL/0S7/EP/tn/2wjNqXYRCYnJ+nam17x5jxetLe8xHwry9onJyfp7u5e9T33Gpa7m7F0P9PBm7/3J69OU3UDTvSnuDhd4eJMhTO7srznWA8D2RhdSZNb+br0SgnwhaBQ98l1mjy6J8fl8TkycYNdudsVmJ4Q+AIGs/Ftk3C+Wazl+G8mzXN9oeYxkq/TnbI42J287xDqWr4vS7Vvt3YSm027j327iZL+Dcsa/cf/+B/ztre9jf/0n/4TL730Eq7rcuLECT70oQ/x4z/+4xu1GcUms9LN2dC0LS8x345l7XBv+RcbkcM0U3aYKNl0JExipr7oCXyqbDNddujPyJlXmZjBdNnhx492h56dnznZR8UJwpyefZ0JghaDpj+pUXODRQbNdqgsigKt53rTo6prYGjJNRuaG/V92a7fO4ViI9jQK9cjjzzCb//2b2/kRyq2kMOHDxNf4ebshQmyW1divtVl7YcPH17ze+/FM3OvYayK4/OXw7P85bB88nYDwd6OOEd7U7znWA8AX784y0i+zq18nRP9afxAEDN0nrk0R90T4dP6xx7bzfWFGhnLoC8T4+lXpkKDxo+n6VpSQbeSsQYwUbIfqNDHeo7/3VhvaKj1XNc1yCZMSnWPou1Rc4P7DqHebQ2t2rdjO4nNZiOP/U4kSvrV45oiZHJykv379y97c644/pY/8Te9DJMlm2yjWV9Pytq0bTb1bybrNZYuz1b5ymszfPtGHl8ITF3D8QNGC3U6EiZfvziLEEKGtfrSXJiucHG6ykMDKWxP/rx5vJ4+N0U6pi8ygloNGtN3eM+xO5tTtp4PhqZxZU42RGz9nJVCHzspL2Sjjv+9hIaWetQ6EwZBIKg6AZ3JjQmhrkar9ih697biu7+diZL+B/csVqybSqUS/nvpzbkdJebpmMGJ/jRPn5ui6vqkLIO3HejcvHBai/4N/+x7uPk3wwzTZRshBLqm4fiCpKnjBRA3NeZrLgjY3ZHA0ODUQJqi7fHOQ11888oC3SmLhKnTmTA5O1pkMBunL2MxV3V55tJco3pul8zZun5l1Y7L40Wbr1+c5dx4CQGcuEv3552WF7IRx/9eQ0NLv197OhL8vdd1huHKzQ6hLv3u78R2EvfDZn73dwJR0r9uo+ejH/0oV65c4W/+5m8A2XH50KFDdHZ2ksvliMfjaI1eHkEQEAQB5XKZmZkZrl27hmkqO2u7snSEyFK2updIxfG5OF1hd0ecbNykZHtcnK7wln0dm7Ltu+m/V+715t8MM+zOJbixUKfu+gQCqo4gZulUnID+TAwhBNfna+RrLiVbNj1EED6tdyZMbizUsH3BXNVhtupiaGB7Mn+nWSZdSa/cir55M5+tOo3vt2A0b3OiPxWW7Lcek3blhdyPZ+l+j3/F8bk6VyVf8+jLrD80dC/fr6ZeU9PwhGBXLh4asev5ji7VvpHf9Z3g7dus7/5OIUr6122B/M3f/A0TExNUKhXS6TSapjE2NsbY2Niqv6dpGoaxPU94heTAgQN3fc/9VBmtl9aOwwlTJx0zNjW3YC3618v93Pxbmw8e603x2lQF3xcIBDowUbR524FO9nTE+e3vjMoQZMKkM2Hww9Ei7zjYyZ+dn+XsaBFPyLW4fkBfJka+5hIIFjUbXEl/6818KBMnX/WoOD5VV5a8D2alUdp6c2tHXsj9epbu5/gvrbwqO35YebWe0NB6vl/NbY4XbWYrLr1pi125+D151JbTvhHf9Z3i7duM7/5OIkr61230PPvssxSLRdLpNCDr+7/+9a8zMDBANptF1/XQuAmCAN/3KZVKTExMbOzKFRvO8PAwp06davcyQrY6t2Al/ffzpHo/N//WMIOuaTy2L8d8xcUOBBUnoOZ6fOW1Gf7e6wbZ25kgHTPIxg0CAfNVt/GEroeeshfHSnhCYHsBuYRFRyNfKtW4uS2n/86buRXO5RJAT0r29VnazuAdBzs3/di1Hhfgvj1L93r+txq2/ZkYFcdjvuqSiRlrzse5123OVV3mqy5lx0PXNQxd409/NM1HHt1FXya25s/bjO/+SgZ/Z8LEE2JbeX6227Vvq4mS/nVfgZZ2VtZ1nZ/8yZ+86++9/vWvX++m1oXruriuSyq1/Z4iFPfGdsgtuN8n1fs13FrDDFXX5w9fmmKsaKMh6ExaFGoe372ZJxPTqboytNXchkBQ9wR7O5MYGnQlpQfmYHeSQs1joebx1fOz4Y15KavdzF+3O8tje3OcHsoC8Nmz44tubs9eXeDMUIZzE+VNOXZLj8sbdme31LO0mlfrYHeKdMzhvQ/1cmgNA1/vheY2s3GDUQGdSYuK7TPu+di+4LNnx/m5h/vb6lUp2h75mkcqpmNo0JuOcXOhxmfPjuM3wq/b1fOjeHDZ8Qk24+PjvPTSS7z66qv83M/9HCdOnAhf832fZ599lpGRETKZDE8++SRdXV1tXO32pre3t91LuIOtyiOqOD5BsjMcBNr82f16DzbCcGu+t+r6GBqU6h4dSRPHC0LPzlv2dfLCWHHRNgYyi+d6dSYtAgGuLyjUPToSJqmYESY1/8z+xc3JmjfWzoSJFwTs7UiQjnl33MwnSvaim76pabw0VmS8aNObsnjiUBenhzIbduyWOy7fv1Ugaen3ZFw2DZhUx9qasy01uJbzanUlzU0zeOC2MT3XyM9aqLo4vsAyoDMZo+YF6zpXe3t7Nzz3ZqbscCtfDys/ZajWv6/u3puVH7Qdr31bSZT0b4jRc/78eebm5njb294WtrN+/vnn+d3f/V2CIODjH/84b3vb2zZiU4v4wQ9+wPj4OOVyGdu2icUWu3O/+MUv0tXVxUc+8hFeeOEFPve5z/GP//E/XnEwatRZuv+2C5udR9S8ic2XanRP+OHT50blpaxkuK10AV/689abrOPLsvVCzSMbN+hMWnQmTU4PZTg9lLljG4srguL8vdcNoAGff2mSgu2Tn65g6Bq2F+CwOJE5FzfxA8EPR4rouobnB+ztTDCYuT2SZKpsU3OC0ODoTJicmyhRdQN0zWG67OD4gtNDmTXvr7vd2FY6Lk8c6uCFsdK6jMvWfRvD42fj1VU9D8sZXM9fz/OOg508fz2/pZWNzWNrewG2LwiET2fS4lhvat35b6MVwXevjC/r0bzXysPnr+fpTpnoukap7mH7gv60dc/dvTczP2i7Xvu2iijp3xCj59d//df5whe+wDe/+U3e+ta3cvHiRd797nfjeXII43/7b/+N559/nre+9a0bsbmQN7/5zQBcu3aNq1evLpofcvPmTYaHh/mVX/kVQIbX/vqv/5oXXniBt7zlLRu6jgeF8fFxOjs7272MLaU1N8KrV5kzzPDp815CU0uraZo3iqWGW+sFPGFqPLavg0eGssvmxjx/Pb/oJnuwO0HM0GX5uqXzjoOdAMvemJYzuGbKDgs1j7Lj0Zm0ZFJzIJidnuLY7r47RWng+AFl2+f6Qo3f+8EYr9uV4aWxctjduVlaPVayqboBmZghG+zZHlfmakyXbQ523/0GtZYb20rH5fRQltND2TV7BZcaMJfG8nfNh1nJ4OrPxO6paup+aD22thfw9Lkpal5AzNAYyddW7Gm1NBdqquTwlVcniGc67vBoLjd6ZlcuflcjqLmfDnan0DUo2T6Fukfc0Bgp1GRCfMPbuFZv3GZWA0bx2tdKlPRviNHz/e9/n9/5nd8JjZrf+Z3fwfM8Pv3pT/Oud72LX/u1X+OTn/wkX//61zdic3ew3LC0l156icHBwTDHR9d1BgYGGB4evqvRY9v2okozwzBUqf0DSrExU2y+5lGtClKBs6iU+27diJufkYub4Q3ibtU0rRdwQ9c4N1HmlYkypwbS2J5Aa+Q/zFYc/nJ4DseXRkXrTfYt+3L8cKSI7Qv+7PwsAIauhYZSXya2osHlCUFv2kLXZKgrFzfpTln4Ili0xqtzVbxAcLQ3xY35OoEQVB2fVybKvDBaJGbqJC0dhLxx9qYtHtvbxc35OkbzKylAQwC3q8RWYq03tqaX42sXZhgr1OlK3jmZfq3HvmnAVB2fubpgarK8aj7MaobwVlY2Nmnd5s893M/T56Y4O1pCQ5AwZW+lVh2tRqUfCACcIOBKUfBITlt0jk2X7TuOx9PnpsjEDWpusKq3xdQ0dI2wuq/m+li6hhsIRvMOY3mbwz2pNXvEotglWrE5bMidfH5+ng9/+MOANBj+63/9r7zuda/jn/7TfwrAb/zGb/Dkk09uxKbWzNzcHLlcbtHPUqnUXUvrAT7zmc/g+374/4MHD3L69GmGhoa4evUqAAMDAwghmJ6eBuDo0aOMjo5Sq9VIJBLs3buXy5cvA9Df34+u60xOTgKy5ffk5CSVSoV4PM6BAwcYHh4GZGw1FosxPj4ebntmZoZyuYxlWRw5coQLFy4A0N3dTTKZDDUdOHCA+fl5isUihmFw/PhxLly4gBCCzs5OstksIyMjAOzbt49isUg+n0fTNE6ePIkQgvPnz5PL5ejq6uLmzZsA7Nmzh2q1yvz8PACnTp3i0qVLeJ5HNpult7eX69evA7Br1y5s22Zubg6AEydOcO3aNRzHIZ1OMzAwwLVr1wAYGhrC8zxmZmYAOHbsGLdu3aJer5NMJtm9ezdXrlwJ9zfA1NQUAEeOHGFsbCzc3/v27ePSpUsA9PX1YZpmWDF46NAhpqamqFQqxGIxDh06xMWLFwHQUh1MFesU6y4ZE/JVh0rd5vzwJYq5OMeOHaM0fp1KAvb0dVGoVPg337tM1YNkKoXjOPieR9zUsJJZ8oUis/WAWqCDCLArZf54fp6P/dgB/HqFfD7PvC0o2WlErcjlosAXGqZhcH1ygbwLj+7O4tWraLUqs46gr6uT65Nz5ExBOTDpyib5m9dGqPkw0JHmpakqvudzslNjpJbi3/7NPH1xQXc6xs+e3oWWl+fS4OAgQRAwMT5FwvMYzKTBlQNIMwQcO7CH8+fPM1IOeLUUZ6LscnXBRhOApuH5Al2HmOZR9sDxAtIaxGMWFVdwdXKB2fkCQugsVD3qtothaBzry3L16lUWRjV2D/SSSCQYGxuj7gm6BnfjVYu41TJ5V6dkJ9BqRUqORjIWZ6Hi8eKPLtKT0Ni3bx+FQoGpuTxXS+AFacrlMlodpqcFQ4lebt26BciCi3K5zMLCwh3nbC6Xo7u7m4nr13ErHiP1BJNFh4oLacul6gZ84YfX+MndGr2dWfr7+xeds6e74BvDBfJ52DfQzalUjZtXhkmlUvd8jch09VL1BNWFWRKmxtDeA1wdm0R3anSkE8teI67dGqPiwakj+6nk5ynlS3i1gD0dSWJOmWKxyJdfdviHr+tnYnyceVvwcjlFvlIjLlwuFgQxK8b+lIsQ8KPxAvFdGSYWymQsqFQzTOdLJIRL2dXoyHbx3Wtz9CVgT2eCubLBH3/vMj+zz+TIgb3hNWKkHHDF62B8rsCCHVAomwx1pplZKAFwujfNZNnGqRQojVcJuk/y2qWr5KsOfR1pDuwevOMaMTExjVvxmPazxP0as1WPzqRJQgs4f/58uL+rbsCN8WnSJjx84uiarxG7d+/m5s2by14jenp6iMfji67Js7OzlEolTNPk2LFj4Rq6u7tJpVKMjo4CsH//fhYWFla8JudyuUXnbKlUWnRNHh4exvf98Jy9ceNGuN5arRZek0+ePMmVK1dwXZdMJkNfX9+ia7LjOMzOyoej48ePc+PGDWzbJp1OMzg4iO/7nD9/PrxGtJ6zIyMj4TV5z549i+5rmqaF1+TDhw8zMTFBtVolHo+zf//+Va/J09PTlMvlZfd38xoBi+9rS/d3V1cXmUyGkZERhJBG/N3QxFrfuQp79uzhpZdeoq+vjz/+4z/m7//9v89/+A//gf/5f/6fAVlZ1d/fH16ANpobN27wB3/wB3z4wx8O+w18+tOf5sCBA7z//e8P3/flL3+Z4eFhPvGJTyz7OZ7n8dxzz3HixIlIenpu3brFvn372r2M+2Y9OQgTJZvf+vaIfGqs2dQDDVPXeePu7B1P+xXHD6uUOhodjhHwpr05Jso2o3mHk/0prszVsAwN1xec7E9jewFPPTrEYDa+6HMmSzbjRQchBOmYwZGeJC9PVNjTGWNvx+0eL80QV2ul0nPX8nSnLDw/4IUxeTM5M5ThwnSFku1zZihD0fHoTcX46Jt3r6lbcrw6S8/gbv7zD8aYKjnMV13may6+EDiewAsEQ9kYmgb5uo/rBXSl5DBaPxDETIO9nXEShs5r0xUEgv2dSRKmHnqhmp6B5ba/Kxfns2fHmWuU25dsj56UxVOP3h6NcXm2ekdXaD8QdCTMRe9b63nyykSJZ68ucGG6QkwLeHhXZ5gP03rMlu63fM0jZmj8xPEeHmlUsN0rS/fFif40FxvHcSVvynL7LxM3+IOzE2EX7roXNHKduvjerTwTJYfJksOpgTTZmBGeN2/ck2VqrshIFfZ2JujPxMLj8Z9/MMZs1WEoE2eiZDNWsHl0T45M3Aw/f7lzu+kdmizZJE2dnz7Ry59dmL1jbU89OkTJ9teUq3O30Of95Pw8KNe+e+VB0O/7PufOnePxxx9f9X69IXfyn/iJn+B/+B/+B971rnfxf//f/zcdHR185CMfCV//q7/6Kzo6OjZiU2vGsiyCIFj0syAI1rSOeDweyUaK5XK53Uu4b9Z74cvFTXbl5AU7X66j6zodCXPZ6pdWF7vnB+iaJqM2Ggxl4ozlbfI1D0ODfM0ll7DCG/fSvIU37M7yres+o8IBAXs7ElTcgCM9STJxY1E47WhvisM9qTBfpNpIEp0s2eTiBo4foIcdln1MQ+PSbBU/EIzlbV6dKPOW/YvP++Vyfc6fLzM2UeLceAk/EJRsj1zCAk3QkTW5UbCpeQGdSYs9OVmJ02RvZwIvkLO4cnGTx/bmmCg5JC0Z1upOWYv6tCwXxnrq0V0tY0eqd4wdWW9X6LWeJ5aucaAzQa1SXlTyv/SYtYbf+jK3S/MzcYOBzL3lliwN6U2WbJ4+N8XujviKFU4rhQE/8MjAoi7cowWbpKXz9YszjBRsNKBY93hlosSb9uQIhAABCKi7Hmd2dfHeU730N7Rcnq1Stv0wHLW/K8nhnhT5uodp6Mvup6VhqMFsnPmqSyqmLxsWNDQtzKlLmDqjhTpfuzDD//jYnlVnwC3Nm7rfnJ8H4dp3P0RJ/4YYPf/6X/9r/tbf+lt87WtfQ9d1fvu3fztsXjgyMsIv//Iv88Y3vnEjNrVmOjo67jiQtm2rkvVV2OlVbfdy4WvO9/rOzQJzDhiaT8zQSBjJO26krfkcHQlz0U0jX/c43JMiHdPRNAgEdCfNsHlfq6eiebNNWjrvOtzB5dkaNS+gN22FT9jTZQeBYCATD9fZWslVqHuMFWy8QC7AR+NGvoZAMF/1wjyahGXwrRsLy5aML81BKfsGz16ZxxfSq1P3BZWSg6lrVGIBaUtnT0ecXMKiK2mGpdqgMVN2+C8/HGe0YIdVZV1Jc9l8pImyvWx+xnTZ5uJ0hcFsjLipUXECXhgt8shghr5MLLyhrtYV+l7Pk4RlYC4xNpfur6U3dFPTODdeYrbskE2Y/OQ9eH2WfmbC1CnZHgkzuWLuykr5Lb4QvOdYD0+fm+I7NwtUHB9T17D9gI64SXfawvUFZcdnpuJypCfV+DyfXNzgp0/0hsnmzX2kafDoniyTJZuOhMHfOtK9apVaLm6SMGUi9WA2HnpF+zPL58d5QjBetJkoORRqHgLBrbzNW/aVeMv+zjv210p5U/eb87PTr333S5T0b4jRMzQ0xPnz53nttdcYHBxcVPO/sLDA3/27fzestNoMmhG61kjd8ePHee655/B9P/TaTE9P88QTT2zaOnY6R44cafcS7ot7ufBVHJ9vXc9TrLkA+AJmqx4vjhV564HORTfSdEwmCf/lsOxQ3HrTaF7EW6tpCrYc29CsBFp6s31tssxo0SZuaMRNnWN9yWUrZpqJyWbjqbhQ99iVizPaeHofyia4NFelUHMBGWoSQCAEtufxw9EiD11b4J2HulbcD5dnq/zVTIwfTZUxDY2qF8hcnsbnVBv9ixZqPj99opc37e1Y5Hn4+sXZReXJgYCff6iPH44W73i6H1rSPyhspig0mVRedam5AWXHw9R1NGRi8a6c/L183Vu2K/R6EpgXavKc0DXoSJhMlx0+8Oh+etLxFauvWo3ezoTJhekKTiCYrjhcX6hzda7G//Rje+5q+LSGX1s/09A1zk9VqLoB5ybKeL6Axvpaz8PVkqmzcZO4qeEFAUIE1D2wfUC45BImmgbZuMnPPdTHqYEMVUcajQOZIfpbQnlLv0uWoS9bpQa3k/rTMZk4XXECxgo2owWHIz3J8NisVEk4XXakfk1+/6qOz7du5Dk9lL1re4e17JO1sNOvffdLlPRvWKKKpmk8/PDDd/z8kUce4Td/8zc3ajPL0kw6bg1nnTlzhu985zucPXuWxx57jIsXLxKLxTh9+vSmrmUnc+HChU1rRb4VQwfv5cI3VXK4PFvBE6ADAdJLU7B9UtbiiqPLs1Wev57H9QXxRj5Ha9ipqWu5Mt/Wvj+dCZNi3WW0WMf2BJmYxVzF4Y9fnuLqbB1NA61xs7s6V+Pl8RK7OxJoCGpuwKGeFDVHtoNAE1xdqCGEaDzVC7yWLD0B5Gs+//XFCS7NVvnpE7135ClNlW3+6OVJLkwUsIWOUw/wBRiAoUHMkGG8rqRFxfH54UiRN+29HS5brjy54vj0ZSzesDvL928VFj3d9zVyRp65NMdM2cEytJYGf9JIdQNB3QtImBqlhrH4gUcGeMPuLD8YKVJzg0VdodcznHNkoc5Io2lezNSxPZ+4ofOFH1znH/zY0TvyeJq09saZqjgIIG5oBAI6kib5msuf/miaoWx8xZL35cKvzUq0cxMVvCAgE9Mp2T4/HC3yul1Z3nGwk6LthWtYreHlRMkmX/ewPYFh6MQ1cIMA24db+RqaptGdtIib+qLz1K0U+KW3HA3PjbVUqS3XpPH56/mGd0jmuWXiRhg+bl1/E08ILEMmyXuArkE6bizysi71jr55b45Hlhzz1geS6bJzR0Xf3djMa99OIEr6N8zoEULwpS99iampKT7+8Y+HP8/n81y6dGlTPT31en3R3wDJZJIPfvCDfOMb3+DVV18ll8vx4Q9/eNnydsXKbISxslVDB1tvBtNlh1jjZrrqujVBgIYQ0uCRmSIgBDx3rUCh7vO2A50c6Undkc/x/PU8h3tSi26Sq4XYWpv9OUFAxQ5IWhplx8cTIHzBq5MlDF1jf2eCq3M15qsuXiCwPYEvAuqeDE+4vgiHhoI0eAxdI3CXr0uoOj435mr80cuTvP90Hwe6UuFNbyRf58J0hbgGPWmL0YKNL8AyQNc06p4gE9fxgoBswsT2xR1hv9aQRs310YCvnp+l5srGhU8c6lhknBztTVFzfb4xPIftC56/nucNu7P0pi18AXMVh4RpkLA0UqbOldkq//E7I8QNnXRMX3eX56UzxBKmDggmSy66Bg/tyVAoFlcMhza/B80p5tNlhz96eZLzUxU6YgZlW45/uDRb5bNnx/mJ4z2L2gasdm584JEBfuxAR6PVgUDTNLJxk3zdo+4FPHt14Y4S8ZXyW3Jxk5Rl4AuB8AFdw9TB8cEPIBnT6EiYfPPKPJqmUXGkEX55TvD1i7Nh0vvdOokvp+VrF2apuD67snEycZO9De/QdNkmYRnhvmi9ppiahu0JdF3D1OR3sN7oNN4cYtvcjqlpvDxW4uXxMmeG0vzMyb7wOrL0geQdBzvVeAvFsmyI0VMul3nnO9/JuXPnyGQyi4yeWCzG//a//W/8t//238Ky443m4Ycf5qGHHrqjZK2vr49/+A//4aZsc7PYCo/ISnR3L27DvxHGymY3FVtK683UadxMk5axYkO1su2jc/u8aXaUiZnS/Dk3Xua1qSpHe5NUHJ/9XSvnWsDqIbbQ46RJD4qmQd0VaLpPEICpS4/pQs1jrlpGb+QG6RqUHTn/yvNdxos2cVMnFzdx/ICS40MAQgQsZ/IIoOYJLs1VCWbhwnSFk/1pDE2j7HhMV1xsT+BqkPYFMQMEGv3pGHXPZz7w0DSNmGnQmTDoSt72njU9P1Nll4miDGkc6ErIrtF1L5wS/8JYKZzT1fy956/ncQOZ89McJdGVtHCDgLpnUKy5OL7Gt2/m8Rr7pytp0Ze2cPwFDvck1+zhaZ6DzZuursGx3jR1r4ShaXQmTZLanXlccOf34E17ciQsnTftyXFlrsZcxcXxAwwdcnGLmYrLf/z2KANZi750LPSuLXduNGdRTZcdLs/VcP2AlKWTMA2SlsFooY5pEFbztX53lstvSccMXrcrww9uFah5Ao1GmwEd+jMx/MbA2dmKi2lopEyDC9MV8q7G3GiRM0MZnjjcHX6XVkocXi6/6fx0mUDAWF72Bqp5Pqauh8bvcpVpg9kYdS/A0DVcP8A0dFIxg7c3EtibI06a4cSmF7Q5OqXpRVrpgWSt15il176oESX9G2L0/It/8S8YGRnhYx/7GH/8x3+86LVUKsX/9X/9X/z6r/86//bf/tuN2NyyaJrWqOjYuWyVR2Q5Ko5PMTDJNnI3NspY2eqmYq030+YF8OlzU6RjOhUnwDK0MOG04vj82flZBBoxU3o0NCBuamRjBo4vSFmyyVrZ9pmruovmBi0NnVUcn/mKSxAEYXJt6/uKtmxGeKQnxa18nY64oGD7+IE0grrTFqW6x9ImEo0ectiNG0fRluEYy9BIxwwycYOKE5CvyRBITAcvkE/NrbiBDOHV3YDhmSq6BinLQEOQjOnUnICFuoeGRiZu8vBgmrmqy0E0UpaOL1gUNrg8W+UPX5rk5fESQeO1rqRJzJAGT6HuMSqktmbDx9WScW8u1NCB6ZJLse4h0NDRcHyZo+QLmKm4zFVdRgtOmOtzt3EJrdvSNWSn6LqHEAK9kfItgKILvVnjjmO6OA+rxDevLmBq4AlIWzo118fzBcmYQW86xljBZq7q4Hg+Y3mbsu3zT96xj1zcJGnpYUfi2arLbMWl7gXcXKjj+AGBgLITUHVlt20/ECQNA0ODpKWTr3ly+KzjM1Gy6UiYxBoGcPN7+9JYWYbtfJ9AQBBAJmFSqHuNcKdHV8qiM2by2mQZLwgo24IAn8+/NEl3ygrzklZKHG6Gv5ol6a9Nl9E1jeO9KV6bKvOD0SLZmIGha/RnYgzlYkyVHV6ZKIeVaZMlm5fHy5gadCUMPKEjBDw8kKY/E2em7FBzZUhroiw7fdM4Zwez8dBAFbDoXOpMmExVZK7Qwe7kmq4byeTa3vegEiX9G2L0PPvss3zhC1/giSee4Ctf+codrz/22GP8i3/xLzZiUw8sW+0RaaVpbI1Oz7Onvxb2/NgIY+V+EwzXy9KbaWejn05n0qLm+pRsn6tzNf5/b9oFmgxHxE2NrmSCyYUatqaRNKUBHTc1dF0jZRns7oijaZA09WXd/Zdnqzx9boorczVsz0dvhA72dSbCLs411wcBF2cqmJpGKmZgGhp+ALrsZYgbSC9T3NDwAoEvwPEErhegJSATM1mo+9S9gLgpDamkpXOgK8G1oErNC/ACQo+PpcubnkAaQalGdZmhgRcIirZHd8oi4wuCRg7Nwe40mZhB3RNhV+qlT/zN5OUrs1UCIb0JJVs2aUzHDGYqLnXPvz3mQoDR8lDSetPMxk0WatIA2N0R59RAmpfGSsRNuW+KIqDuSx3NnCs3kB6ur12Y4b2n+ik73qJeRq0PDEvPwc6EQRAIbF9wpPGeku2juzXec2xxqfRU2Wa67EgvSRAwVnKwPR8MHdsLqLsBSVOGAU1d41a+zlzFwdClwVD3Aq7OVZkuO3iBWFQCvrsjTlfSZLYRwszEDKqOH4YsszGDmhfwo6kyN/PSsE3HDP5ieJbv3SxSqMvcp70dcY72pnjHwU7qns/wTAXXFyQtuf9sX1B1PCxDl8dK00iYGg8Ppnl5okTFCRBC0J22KNY9/vjlSQxN40D3bU/acgZld8rkh6NF6l6A7QacGkijaVDzAnm+xg1KtkfZ8ZmvuSAEZSfgaE8SLwhImjp1z+dId5LZqmwKaXs+VTfgv/xwLOxqnrIMTE1HCGn87umUVWEpS6fqNENh8viamsaF6QpoGl95bXpRCGw1xsbGtrytynYiSvo35M7TWhW1nLdF07SwM6NiedrVZr3V2MpZUKh7d/T8WM5YWWsY7m65ARvN0hvcRNkmEFBxZEVRJi4rRv7jd0YYysYo1j3SMZ1s3MQwwBAavekYdU+GAYS4fZHdlYvzgUcG8IW4Y3Do1y7McGWuiucLaq4vc2LKGu9/uB+Az54dZ7xoc3OhLvMTdDlq4pG+LAVbrm0kX8PUNQIhMHQNT4AmoCOhN3JrAtB8sjGDsuszXXZAAzcQ1Nw6qbiJ7buAQNdkOChpGSQtjbmKhx+A5wcYho6maRzuSTJZspmruHhB0LhRm/zU8R72dMbRkE/preMdKg0PQ82VNzLTkGXxni9Da8W6z+6cRm/aomjrcsxFwqI7aeK3uLCarQKaPXksQycXl0/wugadKYtCzSVpGfi3OwMAMtyXaVRevThe5vp8nbLj05k06U6ZTJf9O8JArUmuA41E6gNdCfobLQGGp8u8fKkok7a53bjw2zfyjOTr3MrXGcjEsN2AWGP/WYZGxRVoHqBpBK5PoebhA5aAuZqHZYClG9Rcj2ev5heVgKcsgxoy6dvSpTfMbCT1diRM4paOGwTM12Q1YGfSQgjBn/5ohpgut2l7AaNFG0PXeGWiTHfKpGj7+EFAOmbiEoSVfKmYTsLQ2dedxPECXhorIQR4QUBKh/mqg+PDS+Nlri9c5+GBDB84I1MSWhOJ+zMWL4+VGW4YvLm4gTDg0mwFx5M5OaYuR5zUvQAN8GIGFcfD9uHliRJx05DnnKah6Ron+9OMFOvMlqVndbbiUnY8dF1WNnYkDD70xiFeHi9R9wRCQMUJePqVqTBs9qPJMufGS6DBif4UVXd9k+Y3knamKShWZ0OMnj179nD16lUOHz68bCvor371q+zevXsjNvXAstUekSatxpaR6sLXjEU9P5YzVtYbhlstN2CjWWpk9aZiiACuL9SwdI2pkovjywsmQmCZMuxl6C52oJGOG5wayDBXdXG9gFzCxBfyc9+wO0uqJTzT3F6zBFqDRqNADYSstPrrK/MkLZ2i7TNf8/CFHAgp3wN1P6A/E8PxAjSS6DpcnatRd2XScFfcYKFxE0taBpmYwUjBxtQFnWmT6bKLCKAzY0pvhabRnTJIWQZ7OhNcmqni+DJRFA18IYhpGvs64nzojUMsVF3+0/fHqLqQihvEDY3Pnh1nf1cy7Bt0tDcVGgHNyilT13C8gEAIrEaibBAIMimDnzzew3du5tE1h+6kRc0LFjVorDg+UyWHVydK7O5olKHXPCZLDqOFOl1Ji2xMJwhMcnGDuYqD1+iJJJAeo7ipc36yIr0IFQc3kFVzcUPDNDTmq3GuzVU51CMTtptJrrYrZ059/1aR81MV3nOshx+MFPjSj2ZwPJ+vjV3mx/bncDzB8EwFTdPYnYszVrAZKdRlwrgGAkHVbc6ugqZJpjcy4V0BZdsjZui8blcaIbTQY5SNm5Qdn4vTVToTMowaBNLzJhpJZbYviDdyXQxN5rtMlezGtqAOmJogYel4XiAH5vqCoz1JUpZOvh5QdTwMXSdpGhi6/GzbFwxPVzB1jSO9KU4NpPnhrQJ5VyzKB6vYHhdnKvzRy5OkLNkA09Q0vn+rQL4uDWgZCtYp277MFbrdqxIvkN+RphdzsuSEhqsQgs6k9Iz1pixMXeaxdSUsdGR+1UTJoTMp+wplG92fT/SnedPeDqbLNl89P0vFkf2FJso2NTfgzXtzzJYdBnNx4g2P7HjRXtOw2/7dexeV3t8P7UxTuFeakwyiwIbcUX/hF36Bf/AP/gFPP/30Ik9PPp/nj/7oj/jf//f/nb//9//+RmzqgWWrPSJNWo2teGBj6/HQ2BrMxkNjxWhMDZ8pO/cUhlspN2CjaH2yWmpkPXdtnvPTFWad24m+BlBxA3Jxk8DQpSfC9znWm6RYd7F0Dd0y+JkTvdzI1zg/VeG5a3m+eUWOUmkd7pmJmWRiBm4gqLpBOMjRMAQTJZukZdCTsvADQSpmUnOlUTldcRnMxXjz3hx/fmFWGlq+nFA+lInx86f7ef56nrmpCp1JC8cLKDs+pgbZmInng45GJq5zsDvJrYU6EyUbXZM3NNuTSbH96RiOH/DadAUvANf2uTIvvRcHuxNk4wZCCMp1hwnPBQG6rlH3pMek5vp888o85yYqIAQDWYuRgo0fgGnIltS5uMm+jjh/58wASUuGYqZKDpMld1GvluYNYbricGtBdlPuScVIx8yw4eL1+Ropy+CnjvfQkTL55uUFNCGYLLtUXY+KI2/ApUYoqNkj0hfyBlt1A67N13n6lWl60xZl20fToDNpcnauGo4Oydc9/uTVKX4wUsTxA+I61Byf/+/SArmE0QgR6cxWXQazMUaLNoPZGNMVVzambNCs+IPb+VcgQ5UpC04PZvirK/Ohx+hIT4orjXUc6EpgezJsljR1AqSequuTMGVSr6a52B4sfZz0Gvk/SVN6iXJxA8vUeWgwzWuTFTxf4AYCQwcv0Kg2co9AhjeP92vs7UhQ7vd4cbzcbC6OrjWMlprLK+MlEpbOyYE0N/O2DL8FtzXXvSBs9dD8O1xf8z9LPHWuL0NsB7qTXJurgQbdSYsnDnXxw9EiU2WHIAiYt31ycYuJYp3ORvfmdMwgYcmBp81QVr7mUXYqjBbq1NyAou1TcnzmKrJz9299e5S/e2aAN+9bPnxzebbKl14cRVjJ+zZS2pmmcD/Mz8+Hw7kfdDbE6Pln/+yf8aUvfSlscHTmzBkKhQLj4+P4vk9fXx+/9mu/thGbeqDZSo9Ik1Zja3S6yJ7+9B0Tq1v7eeiaDIHdrYppKRvt7m39vJX64jTDMdfn6+ztiHN5rhZeiAPA9QJsM+CRwQw/cbSb//db1zg7WsJt3LkycYNCzWW64qIjj8+VlpvmSKHOb39nlF25OF4Q0J0wmavK/JVUTNaEjeTrWDrcXNCxdI18XXbJzcR0/ADSlhyDMVawma+5YYM2N2nRnbQQgjDXI2HqFBv7uSNhkq95BAjKdkDN9RnIxhpl0jIklDB1+jMx+tMxnr+xEGrXkGMyPnt2nOO9aW4u1HGDAN8Hn2ays0++rhM3Xb4xPEfR9tA16Zl6ZbIib3waZOMGR3pS/MM3DLC/S140P3t2HF/IuWP5mhf2apkpO/zpj6apewED6Ri35utcnK4QNzSmyy4Vx2dPh7w5jBXqfO3iLLs7EkyXHbpTFmd2ZRgr2CQsnc6EztUF2aKixcGA7cop9TLEJ7g2X2Oh5vHY3lzjhn57dEhvOsaF6TKOF0gPnu+H3bQ1wPYDam7AfNVjRAdL19jflaArZeEFgpsLVWqOwNIFJXf589TxBS9PlDB1jRN9aV6brvDadAVTh30dCX40VWWm4lBzAwJTozMhDeixgi3DXY2k9OUbEUi8QP4pOz4vj5fwfMHBriQJS6fq+eRiJt+9VcDzRWiUBAJeHC3SmTBlZZ4Gmq7hC0Eg5Dkoj7GgaAecGy9jNl7XGudoE5/bXh/bC8LWDzFDhmqXrl80zr/zkz6OL4sHJksOjh/wpr05XpkoU3YCbE9gey7TZYd0zOB3vz/Gz57qJRM3MHWN1ybLCKRuv+FZzcR0bizUcQNBIAS+L3htusKv/80NPvrm3fz0iV5aaRop8xWHw7ty6zZSll7Xduo0+GKx2O4lbBkbYvSYpsm3vvUt/vk//+f83u/9Hq+++mr42pNPPslv/uZv0tfXtxGbeuBpekSauRNbERNuGlvnLpQ5c3Lx0MbWG1Wz4mK2snoV01LW6+5dzUBqhlm+f6tA3ZNP4s0n+ebsoi+8MsX7TvVxoDsZXoT2dCS4MlcLP0cAdgC9psGZXRm+eW2BiRo4gaDZyalY97kwXcFq9Ia5ma/J+6Wu4QYB+bpPoe4RBIKaJyvD9uTiuL7AR5CvySZxGhDgh0/SMqFTkDQNLs6UeWksJROQGw3aZL6Cz3xNJr+WHI+qI0NJHUmLJw538fz1PLYvyMQNinWPc+Ml+jJxnjzaxSODWVIxnUzM5OlXpri5UKNqL67l8gUsVF1mqjbpmM58NQhvXiCTUYOay2DGwvFlQvNc1WOm4uA1qsB0TU5aHy9Kb1Y6ZnBtrsb1+Rpl2yeAhhEneO7aPC+PlbgwUyVl6TK80pfkR5NlvnurgNmovrS9gNFCndmKgxAag5kYCVNjsmjj+fIpvispmzYuhy9uGy3nJsoIIXAD+NFkmYcHM+HoENcTTNRq9KQsbhiyV5LeCEuBTGyG256LpgFwYaoiE79jBgc6U1yarVL3lzdJTB08X3BxqkIuYTKUk1rseoDQNC7PysRzp9FN0vYEhbqLqcsQT6HugQNxQ/ZIWo6mx6Vc94ibUAEE8lzd05GQjSzdxVqav1NxAm7O1+jLxNid0Sj68rpTb6zH1GUiv+MG5L07PTmtSO9QcHsbGviBWGSQNretI709XuCTisnqt7oneGmshO0JdnfEOdqT5OWJEiUnoDMuq8DOT5e5sVBnd0eciu1h+wGWoaPrsuGiALpTMcaKDjETSnUZgjYa5+kXX5niTXtypBrGSa5RUVmyfboT2rqNlMuzVb52YUaG5pImP3OyL+wavtVpCvdLlGZNbtiRiMfjfOpTn+JTn/oU169fZ2FhgQMHDoT1/wsLC3R0dKjmgGugHTHhdMzgx86cvGMdf/qjaV6dLJOJyeZig9k4thesWMW0lPW4e5caNEu1Lzdhe7bqMJp3eHRPVjbgm68xV/O4OF3heF+anz3VSzZucGOhhq5pYU8eDTB0+Olj3VyfrzNVcdA1DQOBYcibnNe4eQZCNgQ0dNl919Sg6gTMVWxcXzbfa3bkdX0NTQPXD8Kbh9FSQRU3ZaKq78mLvuFpPH99AccL0GW/PFwhR1v84YtT1Dz53NyVNKm6crTAK5Nl6l5Af1qGmfRGSHmh6vLHL0/xtcQcBzoTfODMAO851sNnz44tuvk0b9E+0BEzqbuCou0jfNHIV5Hhko64yU8d7+W7twpMlm0SphbeoAUQa1QDBY1ElMuzVb78o2muztUIhKAvHaPg+EyXXcaLdTRNNoGcLMlyYkPXqTYaGSZMHYHg3ITbSLwFXRO8Min7Fbm+oOpKT1BPyuLGQp24waI8Erh9UxZA1ZU9h6QnQbYQONKTouT4nJsoIdDIxnQ0TccLbn9Q0pQN80KPhS7zdjwfDC1gsjGP7OHBDAe7k1ydq+ILgcFto8nUZRK6YWh4ImCybDNRshstBkwqtku+fmdfpbonk3hjpt7I8ZGz4FpDaK0IZNNBAVQ9aXx0xOXxGyvaxEydgUyMmKGF52Prvio7HmnXpKcjg99I8o6ZOtfna9Rdn5orQq/OcgZPwpRGui/kOloXJpDhRqPRKbxJ01MkBBTqAZYuqwy9AG7ma7xtf2ejl5WGJmSumalpzOVdyraP4/uNhp0yVyxhSqM1l7CwfVnhJrt6y++ehkbCkjPIzo4WuDZfX9RFOhs3KIgsdS9Ys5EyU3b4g7Pjjfw6WbVXcQL+yTv2tSVN4X45fvx4u5ewZdyX0eP7PsVi8Y4hngcPHuTgwYPh/4eHh3nve9/La6+9poyeu9DOmPCFCxc4efLkonXUvYBMXI5NGJ6pMJSLr1jFtBx3c/c2k1pv5mu8MFri/FQ5NGialWStDchaJ2zfXJBhK4EIe6PMVl0MXSYKX5mt8uzVBd51uIuq43NFl56ajoQsBe5IWJwazHD1wix7snGuTFVwkDe35iXaE2Ahy8YdT3ByIE3V8Xl1qkLJltVdmubhB4JMzJT5T2ihIQLyybZ504oZsu9M0Liz65omn0wNDdu/bRwBjJfqJEw5vPNQV5xXp2T+QhDI8vCFqoyp6JpMJLaRyahOxaVQ85gqO/yPb95NOiY7JteW3PQShs5I0eZAd5LpsoOPIG7qGJpGMmbw1KO7SFg6M2WHWwWbYqPqDOQNquYGxEyNA11JMjGDp1+Zomh7pGJ6o6+RNCRlPoeOrsl8G13T8IOAuucjBGTjOo4vcHx5g21eIQJBo8GepFD3sb1ao5rJR6CRMKQnBxaHXJo4DVvGDwQ9KZO/e2aQz780gaVDR9zk2zcLBELQnzaYqfjEDBjIxJkq29ieIGYCQkPXZCKwG0DcoDFoVdCbtoibGSwd6Qkr2xTtgLgBgZAeQlPXqLg+FTsIQ6cJ00Bj+WaSti9wA5mv5MKKnqQmra8GAhbqMs+m7gmuz9ewvYBD3Sk5K8y/nbBsaDBadJiv+pzo8NnbmSNp6nzgzAC/870xXh4vLbtP4bZHsJHPLz1/DeMeWkKOAQhNYGkN44jGd6rR50gg96kbyJtRyQ4Ynq1yvDcFjUaEtUZVXPP8rZdcupMGlqFTdQP60hag0Z00iRs6fWlLPiAge2BZpkDXdFKWwbnxMhXXD4ehPn89zzsOdvKVF64zr+XWZKRcnq3yhVemeHWqgiYE3SkLgeDKXI3pst2WNIX7pfXa/6BzT0bPhQsX+PjHP853v/tdXNelt7eX/+V/+V/45//8n9/x3i984Qt89KMfpVwu7/jmgVtBO2PCrZV3zXU0p1dfmq1Stj2Sph7OT1oLq1WlNXvbXJ6tUqh7YcM9y9QYzcsk16UNyJoTtvM1j3zNZqHRMNALZHM+Q4P+dIyEpVOqe0w0+sB8/Mf2srczzp9dmKPQSMzuS1sNw81gtGATM6AW3A6PaMgLtesJTFPjYHeSD79xiC+8Ms1YwaYrKUcFVN0ATZPN+Vxf58xQFi8IeP56nqp3O6dBR5aQl215U8rEDWzPp+5BX8okX/fDG5JsCC3DaLNVm0JdVog1j40bLE6abdJcsx/IMRV/fmGm0fF2cXjCQOYKub7A8wJetyvDQqGElZA9UzIxgz+7MMtUSZb8xwwNS9foTMgGf7NVF9cXpCyDuKlzZa5KyfZJmAaNdkR4AfgiIG7o1F3Zndf3A5IxHUu3KNRd2URRyITouidDi3FTli1X3NtepebfNU9A1SUZ0wmcgIRlkG1U/6ya+AK8MFbmkaEKZSdgb2eSQt0NG0HajfCNG0Bn0iBpJcNqreYAV02DdEwnYUhvTW/KYqbqEjM0yrZPOqaTN3U6dR1Dk72EKk5Ad8okbekEgbz5Nz/P1AmrsZay3LGF1UNMi36/8bfnC6bLDoPZOL0pk8mSGxokGo0eUL7HlQIcjcveRYGAx/ZleW2qjO8tvxDR8hmm1vBwrbCwZsuBrpRJoebJ2XANI6gVD9CCgNG8bHh4rDdNyfYYK9phpVxz2/M1nz2NB7B3H+3iYFeSQMBXXptG00weHjT54UiBqiuwPRmaPNST5OJ0FYE0UPd3JUKPzxt6Nfp3d3KgK7Xqta3Zn2q26iCENNSnyg4xQycdawhj8ws3Nprlqq4fVNZt9Jw/f543velN1Gq3Y+ozMzP8n//n/0mxWOQ3fuM3AHBdl1/5lV/ht37rtxBC8J73vCdSO/ZeaVfpOkBnZ+eK6xjKxkh2JXjq0V1rNnhg5ao0YFFzu0DIxFFfgKGbVF0/DEk0tTcnbA/mYowW5M04l5ZejLmqh2lo2L5GxfWoOhol28cJBH/y6hSv351jsiQnOactnQPdSSxD5y+H53jLvg5emSiDpjGYsYgZgnxduvZNXd6AOhLyia1ge5Qcj5ipk4nLC9tM2cXSdQayMfoz8qm+Nx1jf1eSGws1GsOyySVMelIWxboPCLxAXiQtXaPiLr5jBAIsU5PJ1j4EeOFrbrD4htEa+ghDV439ebmR+9IMbTQfO3QNFuqurF4T8Ni+DjKezleuy4Ti+arsDYMGAxmrkSsT4AYaDw9ksKfKCCErk9xA8IORIoYGw3NV4oaG60OtkaQaM8DUdUqODEsIN6AzqYOmoWkyPGa7sreQjkz+Xe1S4QmB40ujLQDODGV4/noBTb/t9VlKJqYxX3X48/MzLNQ9ZsoOvWn5hO74MulZ10BoMFl2ecOuDD9xvIdz4yWKdR9NE5i6zmihjkB6C18eL1N1A6qunIXWNGRycZMAaRDWXFmKnzA1YoZB3JShqnqjieRSVgpjNVmLwXP7s2SuWdX1ma+6Ycju9n5s/ENA3oEXxktkYia/891RkjHZ8M/2vBXXo0GYeL8WyrYfGnMrHaeUpcuxGYbGxx7bTSpm8LXz0/zBi5MYgCPkd0MAPgHTZYfnrub5jlHg1ECKshPQlTR5dbKMEBpxXZCOmxg6nJ+qUKr7CGRTzkLd41hvis+9OMmVmQDz1hj7u5K851j3HQNNm7wyUeLceAlfCGm8NtbjNc6PTMvv7KRePa3X/geddd9JP/nJT2LbNr/yK7/CT/7kT9LX18f58+f5vd/7PT71qU/xnve8hyNHjvCLv/iLvPDCCxw+fJj/5//5f/jxH//xzVj/A0e7StcBstnbs5GWrqMnZa3Lw9PKcu7eiZKsVtJ1jYxlyO62XoClG+GTcNLUFw0MDYeJNgzBA91JBjIWr0xWsL2Ao70pLs9WqdhBmPgZBDrnxkv8aLIShsnqXsCFqSpGI9+g7PjEDTl6QdM1gkbqcWfCkAmumqDQGP44lImTjZk4Xo1CIDsRdyRNTvSl+Oibd5Ove3z94ixjxTodCZPjfSk8X9CZNPnJ4730ZSw+9+IkF6YrVBy/0TslQNN0etMmsxUv7J7suIGc/q5DstEID257okA+ZQsIB6bCba9SIGRX6I64Gb5uNKqTXAF6IA2MVybLvDpZJmFplOwgvKk0P2yq7JIwNHwBqZjcXxqyY/W1+RpCQG/a4vFDXVyYrmAaGh0JC8PxcH0ZYnIaCR+7OmKYmk7Z8bEaXpRao+IqZkDclN4n2w8WlUY30QBNyCGaJdvD8eGbV/OLvXPLnINlR8hO1zGdfN5jJG9zdU56lQKhIYQcxXGkJ0XC0nnfQ/14geDybJWqK3skPXmkm6rr89+v57kyW8UN5DqbBk8zVDNX80hbsr9OZ0J6AzON4Zp7OhMMZS3+YnhuWQNmIx8LbR/wlw+htaLRKC8PBHOey0LNZSATI5cwKdalQbfSWldwBN1BgAzb3S25odQYwnsrb3N1rsZb9ncwmEsgBNSXbKs5l+76fI35msv3bxXJJnSyMZPJkhM2e8zGDGw/YKEmuzgLNGzPp2QLinWP2aqLQMf2A14eL3F9vsbrdmXu6OZccXy+f6sgv5+Nc1PTaHjkrXC2GWxs8cZW0Hrtf9BZt9Hzve99j0996lP8k3/yT8KfnT59mg984AP84i/+Iv/yX/5LLl26RD6f5xOf+AT/6l/9KxKJxEau+YGnXTHhkZERTp06tSnrWOruzcVNupMWt+brVByfmCHzOmKmxr7OJAL51P6Xw3MAPDKUDdczXXb4ymvTVF2ZLFxqDLbc25GgPx3jylyNkbwsT3d86VHxA4/DvUnqnuyj4waCoBHSGJ4uY3sCE0FPNkGh0XzNbVzq5cVV3mgnSrKUWEA4wPJkf5pffGSAvkyMfGOm00LF5VahTkzX6cnEiHsBPxwt8u4jXWQsnWqjcZupSy+ILwSeE4TJufJJVl5U46beCCMIaQQ19mHzprNcyMNshLMQsjHhUDbGeNFZ9FQuhEyYbrJS7kgzt8bQoDNh8u7DXXzupUnKjk8QBNQ8wVzV4a37OtjTkeD6gsydkvk7MJSNM1/zwIfTAxkycZMfTZYZnnXD5Fdda+aHyIRUy9XIN9a2KCynyw7U+Zof7oPmXf1uHpIgELw8VsKV81mRDa4FHQmLwWyMjKgSS5h0NMrGn35lismSw3zVoVj3uThdYXdHgtlKM6yqUVvS1K9JxRXUPY+kqdGdMjnYncRxA27m61yZq4Zz0NbjuVkv6zGgWtfhC5itOgzocToSOo4vvTRrNXCW0pxT1lyT2bBOmwnQS9cRNw00Db53K8/hniQvjhVJWoYcrNvCXMVlHrfFYybwawGluh+W1iMEszU3DCvWPXlO+o2WC7cWajiBQAtuV076gVg00LR1XlzdE+zOxRmeqYQ9ovZ2JuhNW2EDzvXmZW6HZoZLr/0PMus2eorFIr/8y798x881TeNXf/VXedOb3sSePXv40pe+xDvf+c4NWWQU2S4x4eXWsRFPJemYwU+f6KVs+1ydq2IaOq/bleTxQ92cmygxVqgzUXOoOnJW1v/0Y3tCl3N/JsZj+zr4/q0C5caA1M6k1bhYu8RaqkXiuhYmyM40qm78loutrGAJZMKjJmctaUBn0sILIBmTJcO7cnEcX/DnF2bQNI237u9grGCTjRt89M276cvEwnj/9fk6IwWbmitwNB+t4uB4st/RNy7NtZQEg6bruIHA0jWcQIRGQNxo9OdxZZVK0pI3AqthBDm+CD0MS0uRm14gN2i265edgbXGXTZlykqf9dzDLF0aJjcW6vyn749Rd/2wckrOWxL84cuTJCzpqdM0+X5T0yg7QeNpWzSequHafC18Wm4aIAA1D0TNQyBCPc11ZmI6cUOjaPvLhoZWovk5bkuSuOzZI7fr+oKelMXsgiCXCHjTnhyekC0Hpkp2OKhzoRYwXXbD6iPbWX0P+gLKrqDsukw1GvnojX4/K+XstIPlluL4MF22OdSdou555OtLi89Xp3kOLvUGNf+fMjQO96Q4P1VpGDrS6NWQ14ZjfTJU9dpUmZmKSy4hE8crzu2y+KUhMlOT8+scRHi+uYH0xCXjBpm4Rs0NwoTohCG9jD6y0q4ZQJ6veezxRZhP2Cy4qLmyx9ZYQVbhmYYumyHWPQ63NOCcKNks1OTv6Y1WGivlZc6UHb5wbpKSI9tqtBZvbIfr/4PIuo2eWCy24kTW06dPk8vleOWVVyIVI3xQ2Ldv313fs5FPJbtycf7e6wapezLHJWGaoAn+YniWawt1PF9gGRr5msc3huc43Bgp0DoH6MkjXaRiBs9fz3NzocZYwabu+WFptaFJD4Vl6szVPNkyf8nFsjnI0tfkF8INBMW67M6saZocDTFfwxcBQmicGkiTjZsc6NbDkR0g4/0vjRXJ133s5swhAQt1n4VlbhpeAEI0wkmGjClpgrDM2vYhaWkU6rKCpSNp8RNHu7g4XWV4tgIQJg3D7REING7mhi5119yg0SlaehcEOjrBurwMfgCBLp+CbX+xFl1Iw6fuCVzfBU1rzMaSycl+4GLoOvu6EvSkLCZKMgk0acnqmybN5bd6nGTytyyVNzXBQm1964Zm2bI8zs2Vh+ksAiwDdnfEuTRjMTlbY7w4zvse6kXTZMKrbDlwO8Sj3YPB0trvx9tOFs8quL58iKjaK3ReXIW7KYxbOkO5GLfydWquTID3ms0hA8G1uRo1z6dUd2XjStcPGx+uRKtxlbd9UpZGstHVui9lMV9zG/l0kkA0mnHqsmKzdfUXpiuc2ZVhrirbKzSH2ZZtOeQ1bur0xg0Gc3KEzHtP9YajLmbKDiP5OmXHI2kZdCct9ncl7sjLvDxb5b++MM4rExUMHWYrHkd6k4uMra1iLdf+B4V1Gz2uu/IXIBaL0dHRoQyeHcBy3ppisUgmk1nRk7OR5fStxlM4tkGX83jGijZ1V45QsD2Bocs+MtPLjMB4YazEU4/uYigb5z//YAyBIGHqxEzZ0dXzA+KW0ZhYHoTJ0DQMnUaRFBaNhMRAEDekaZCve9Q9n/mqTH7Mxk3KtsfZkaI0UDTCJPNmvF/2H5EGzFpuzqHHqZEQqenyZqNrIAjQNZ2kKT2plg4Hu1PcWKjjeDIUGAQivNiHtkIj5NWTtjjSk+Ll8RK2G8iwAo0ZT4233i1xtvm6DysKCoBYozeRg9QfM2SvGwDTkOG7fM3l7QcH0YH/93seCzVXhhpWCU8FQN2VBkfeXr+xoCGb7IlAYFk6dS8IvSxeIyekNxXj+et5aq5PZyrGQtXl6Vem+ZnjPfxwpIgfBATiduXpzjBZ7p8AmKms3+C5G2Yjr+y7NwtU3CAMs8YMDR2YLDth64K5ikvM0MO8tfVge3LSfEfCZK7mUqp7aC2vm7qG5wnZTwlp/Gg0RrD4ggvTVX7zb24RCNma4HBPCqfRl6svHWN3hyx770qaiEb+HMDz1/MkTJ3Ziiy1n6+6PHG4645r6dcvznIrb6Nr0sM7W3Vwpnxevyu75c0Mm9f+KLDuPTs/P8+//tf/mp6enmVfLxaL/Lt/9+8QQhAEAUEQUCqVmJqa4rd+67ewLOu+F624P1by1uTzeSqxzhU9ORtVTt80nuaqLklT58JsFV2DR/fkmCzbCCHDO7XGHCsvgLFCnRsLtRW3Lz0EgcyPCUSYDG0H4DtyfEYyFUNHI9HI62mGkwwg1vCIAKH34cZCnXTMIGnJ9voVxwsbnw3PVDg9mOENu2UC4FRZurSP9KYac4+8NVW1yJuy/NtveHqahkAQCEzfxzINAgHzVY8/eGGCN+7KItCoOGLRRbyJDpiGHLORNHWSlk5P0iITN7g6X8X1BJYhQwHL5Wm05prczShq4jbyk5php/lGzo2lQU/KxPEDCnWfL746zVA2ziNDab57s0hJ3H7EtvTlq3paO0Wvl5ihMdTouyOEbDxYaSl/DgTM11y8QGAQMFN2qHkBBdvnm1cX6ElbTJcdnLWWKCnuii+gavthI0cNeRzqjbyx1tCzCOS/snGTA50JJssOC7WVK8oWIWSTxomSTb0RFls0ssQXYfJ8tXGN6EyazFWlcZQ0ZXJzvuZRauTz7O9K0J+JkYkZTJdlH6qKuD3t/Q27s+H7BRqWoeEFgu/eyPP4oa5F+UHzNdl9uz8TJ1+T1XVCwFv2dW55aCufz7Nr164t3Wa7WLfRo2ka/+pf/asVXxdC8L/+r//rHT/TNI3f+Z3fWf8KFRvKat4a24dnV/Hk3G85fdODVHPk6AJZRhtQrLtk4yYaMJSJM5a3SZgW40Wn0QFZI2UZvDJRJmFq4fYnSzaJRjO9VEy6ka/MVlmoLjY4PAGGgOmSQ0/Kkg3zdEiZGiKQScpuIDvqyt4y8vdk3xb5lG97spy+7nph1VfdC/jL4TmeuTSPpsk5WwLY35ngVr5GoaVEdzkMTXY1brbwB2lgBEIaAL6QHXrrjXCS7Dzr8v3RIv0Zk6mSGxotRuN3DQ0MQydhalQ9wUihTsoyqLo+4yU77BnUHTfY15nkR1NycIGhS6PP0mWFVtWVZeHN5Rtwx0iBpTQnb7dKdgWMFZywcqzW8IhV3QDPD0IDz9DAMnSycY35mr9s1da9mB22L6i4Psf70hRtl+sL9h3vmSy7Lc3ybltdV+flbC9Tu/ftK+6kNU9raTL3UtvSQJ5XlqGRjhu8d18vf/jyJM4aUowaxWt4dnDHedzsZ6Vpcp5YRwyqvs58VRYYGI1qAduTnijXF1Qcn/NTFXblYo0ZbYLxokNX0mAol2Cu6vKDkSK+EGFYVG+UeI0UFk97by3kcIVsbxAzBY8MZTg9tPUelyj10Fu30fPWt76VXC5HZ2cnpmmi6/qyXZaFEPi+H3ZtnpmZwfd9THN7zyBpJ1tRtriat2bwwGFKZydW9OTcTzl9q3cJATcX6nKWVEL2iSnZPq4vn7CzCZOb8zVp8OiyP48vBGXb591HunlhrMjNhRqzFZfetMXTr0zxjoOd7OmI872bt70XzT4iXiMU5QYwXXZJmBqD2Rh7OxPk4gbF5sWsJylnKbW4PxxPkLIWV5+IQI5ScH0ZxlmoyS7ED/VneG2qzJW5KumYTrLhPWq9yDfXdbAzRi5pMVKoU3MFjfFIYWVWa9Jt8x81V3qmyrZD3NBIWTrFRne75j0gENLD4/pS+1zVpTNucquy+Ol4pupj6DY9KYuKI/vQVN3GuIW6IGXJ/kFeEOD4q4fq9Jb9vFzYLMyjEXB5thYaZ02vkKnLfeoHAd3JeFiV18pK21+LMeIL2atGVtYt/x53lQ+516olxco09+ndQsAetwfk1hyfK7MVPF/euLy7/G6T1sPXHKjb/E66vsAXglTCJG1qOJ6s+Kx5gony7dCeG0DZlp3XHT8gYejs705QrEuPzXTFJW7oVByfh/pTvDhWwg8ECcsg1vhSz5Rd+jN+eC1tLeRA0zjRm+J9D/W3JYE5Kt2Y4R6Mnm9961ubsY7Is1Vli0u9Na3ekrGb18jG06t6cu6ljL3Vu2RqGq9OlSnYHjFdNhDsSlq4gWCkYFOoy2RBX8h4fPNmWLQ9YobG6aEMh3uSfPbseDj09Pp8lf/47RHcRpO5eGPUg4BFJd7Nbr99aYuZist81SURM+lOmnKERKWCocsZUHDb29IcGtoMRTW9QYEQxC2DoHp7JEMqZuD4go64SaF+p1cB5MV2tOiwV9OlkdLIrL5bCXOAvCBrmpwrpa1yu2/OCCvWfWpOsKxxMN/oZu14QVhCLRrbKbuCTExb5O1Ziea6W7exnJfGb7zQ7G/S1BSOLvClMfnY3hzfu1UIn+ZX277O3T1Q+ZpPqV6767RyxfZEGieyn1WT1b4nZuOEW8koMhphVJ3G99iHmYpH81KmadodTRcNTYa9s3GDuKGjaTBZtHH8gJor0zhcXzBd1okZOrmEiePJ/B/HDzCAZy7P88PRYnhtP9qb4p+8Yx/TZQeQY2w8IT1KW234DA8PR2b+lhqEtQ1oNQq6U1ZYtlhx/HDaemUt/tw10PTWdCTMsNqpUPd4+pUppipe+Npqnpx0zGAwu/bk5aZ3qTNhMlKoy9lYyCaBZUcaOIe6k/SkLHozJglLxzTkxCrLlBVACdPgJ47LtXhCtsvPxk38xrTzYl1WVRi61vhze/vNJMhs3GAoF8cV0kgp2HJ45KXZKvs6YxRlFu4ib0vc0OjLWI3kaI1kTMdsyG6WZMtERMFUyWGy5FBxfK7n63iN5oXL3WidAEaKNq4vE69Tlhy9cDc0DbpTpiybZuUvcDOfyfaFvCivsIaSE2A3jAELwuGWIIeqrsVI8GjcPFZZy9L/e8Hy7y+7gnMTax9Zs5ZvhS+k1s3siaPYWJoPGXH97g8DS/HEyudF03Pc2usqaPxt+zTm38ncotbf0RsPQAhB1Q0aA3AD3EaIVobJ5ANMytLZnYuRjZsMZmOkLJOhXIz+TGzRtR3ktfRgdxIvgM+/NMHvfHeU3/v+KJdnq+vaX/eL72/M/WUnoGJN24CVQk6vTpR5Yay44d6fo70pOhPmIm/JbMXhZc/g7bk4Tz26a0MbIza9SxNlW86pQjbk0whCP7NoXEyShk7c0MlYOhU3aMzIMvnlx3bzyJBMGm6WhFYcn4RlyMGbmsB1ZVOyIIDOhEHdk/1vbF/gB3LYY1zXGGlWhzSeCP0AvnOzSBCAZcqLbXPyc9wyMHWDwz0W1+fruF4jxyihN6aEB6Qa5dmjRVv2qIHQq6CJlUMwGrLXjqnLjsB3C6PIHCDIxk08X1BYY++UMIdhlfcIwIZFj7drTWZufX0jcl8KdV/O32JtRo3iwaRpuN/r77bS9PJaho5l3K7uXI7WeWga8sHHbiRZJyyDABlqT1rys1IxHR2NqiOHxVycqXCsL0U6ZvL2gx1863qB/szta/tM2eHqfJXD3amwB9DT56a4NFsBNG4siHBi+1Z5fHK53JZsZzugjJ5twHIJwumYwfdu5am6waZMW/caw/KycQOj0UBrpij7Q6zHi7MWmt6lr1+cZSxv4wlBKqZjaAYJU+dkf5qrc1VGG54PU5dVD7m4HOPwMyd7Q4On4vg8fz1Pd8oK50fVvYB0TM7Cmi47jeRhjbSlY5kaPYZBwtS4PFfl8mzttttbtMT2Gxe6oBHKCgLQTZ3OhEFv2uLHj3bz368tULR9BjIx3rAnx48myyzUXIIAyo7HrbxMfG0OWGxsYkWanYHtpdmbKxAI2TTu1kJdepkMDVMTVNeQ3HA/hsjdfne5sFbzSf1e7lkCWckTMzT0QKyab3O/qATl7clGHxNTh8FsjEBouL5PwtRxPH9N27Ebw/P2dyawdI2qG2AmNH7uoX7OTZQYnqkyW230bxcwWXJZqBV54+6czPObrITX9uvzNearLl99bZaupPSkGzqcn65QdX2MRmL1a1Nlzk+WOTWY2RLDp6ura9O3sV1Q4a1tQGvIqRlWevPeHHVPLPL+NJtWbQQzZYdb+TovjJY4O1rk+nyNwK5sWn+Io71yNtXHHtvDI4OZhqcHDnUnmau5jDW6JScs2aHYDwQ/e6KHdx/tYigbDz+n6RU72J3k0T05Tg9kSMdkTtJCzcPUddKNkRQAFdunK2kw0+gEbLRcP3zuvCk33d2GAcf7kvSmY9TcgG9eXUCg0ZOyeHRvjrfs6+Cjb97NE4e6mCjZXJ+vUbLlrKzlbvTNZN9W1mMQxBuVIM3W9zIXRmYfWW3+Fi+nQyBDcbH7KApxfIG4j9+/G03P2XapW1EX483DCWSxxAffMMh7T/WTMPVVv38a8njk4gavG8rQk7KwvYAjPUn6sxaHelIc7UvyrsPdYai5iUCeu3aj4+EbdmdJWTozZYf5qkt3ylwU6lqouFQdX7ao0MHzA/J1jy/9aJrPnh3fklDXzZs3N30b2wXl6dkmLE0QBnhxrLQp09Zve0tMdF2jVPcIBPzYLn3Zp4qNqipLxwxOD2Xoz8Q4M1vhhbESTiN+bmpy9IOpy3ybhZrLl87PArKc8yeP9/DOg13UnGBR2Xqh7uF4geziK6QBkNJN8nWXhbqL68ML42V0cTt2fzc0ZAipYgfcKtSoN9xA2bjMNbowXeHbN/Ic7U1xbrzMQtWh5i0/g6lJgCybNzVpDPjrzDFxW97vA0Yg8wxqG2MDbwr+KrkVa8ULNm9GVSAIR2m00lrds5Uoj9P6WY+nrlD3eO7aArqm0Z2SxQwrOVmbn5uNGxzuSdGZsLg4U2GkYDNbcXH8gE/+VQUhRDhMd9F6BFScgM+eHccXkLR0Xr8ng4BFoa75qkuAaIS5PFlNFsiWGK35nWosxcahjJ5txNI5V5s1bf22tySFrsknoIrjc/LAnXHdZlVZvuZhGRo/ebxnUahpPcZQ87PGi/LC0ZU06UlZ7OtN88pEmZF8vdH/olE15brELJ1C3ecPXpjgq+dnGcrGQsNvutGozNBlvXSAzAHwqh6zjQZjpr7YYFgrubhOvmFQNX+3YAdoBJg6fOtGgeevF9bVS0YgG/WZuiYvnOtY1NK3NnuQRIHNkrnSsQq4bfhsJcroWR+tychrwQtgtCBzAd3GPL6VCJBewK6kSdn2ma06HOpJIgSMF23Kth+OS2n10Alut8oo2h5lx6QzaVKoe1yeqZGJ6Xc8yB7oSnGyP82l2WqYe9ibjtGVshpNSdffABbWd33es2fPuj57J6OMnjaz2om5WdPWl+YQ1VyfrqSJ4S0usW5WlY0WbPI1l5J9e/hn0jLWVWLf2oV5vuZRdjx0TT7RnDs/C0KEoxiaeIDv3q4gmqk4FOseQ1mLwVyCdx3q4htugOMHcrhgo0y9+fDebEC2XgQwknfQtDt7tLTm/yz3e6vRnO58sCfB9D2291c5KFtDROzJHcu95IsJYKJo4/oreyC1lr+FgBt5m0uzNTQN0pZBNm5Qc/1F89Na12Fo8k9n0iLbyDGcKDkYmmx0+LMn+3hhrMh81SUdkx2cUzGDD5wZ4OsXZ5mtuEyWbHrT0uC5Vw//elugVKvVyCQzK6OnjazlxNyMaesrNRmsTd8AbrciL9oe+ZpHvtGmvyNpUqh5fOW1aQxNwxPQk7KYLNl8+UfTvP/0AAPZ2LLrLdqe9MpoGq4f0Jm0qNg+I/k6sxWXmKkRN2XL9lajovUGHwRQCQKuzNvcKjjUXVm9FQSy+mupMRCw2Ihaj8HgNUJRd2Otn2lo0ujJ1z1myw4dcZOS7d3V26M3/ni0x/vwoLFZoTLF1nKv34O7FTzGDQiQM+3cANxG/FMHXM+Tc/vgjk7rcpQNHOxMkk2avPNgF198dZqy49GZtJirOJRtn6rj8cThTmbKLi+Pl3juWp4Xx0q851gPH33zbkq2Fw44nS47xAyNdxxc31iKe5mROD8/z+Dg4Jq3sZNRRs8WsJw3ZyOHd94Ly3mRzk8vfk8uLvvBzFddsnGDuusTM3WGZ6sEgRzYdzGQ5eA1N+DqfJUDnUkeP9zFI0PZRTqaZebyRi8QgeyEaupyirloeHru5nJu4vqC6/N1jvSmGMzFydel52QlIySmy/VWG66btRgrpnb3rq9LP6P1c2MaOI3/GNrtnKKi7dOZNFm4S0KOye0p0DHY8uZ6Mb0xWmIZj1crO8X7pENjYnq7V6LYjmjIHC9t0TASSfh/cefDh6HJmW69aYtU3EAI+OFokbih4Vsm8xWXou3jBz6fev4WmZhBypI9ww52J8Nr/1OP7mIwG2ewUbjxjeE5HF/w/PU8SctYc7uS1r5oXhDQmTAptmFy+3ZFGT2bzErenI0a3nk/NL1IzQaI+48s7sg5XrTl8DzHb/RO0YmbGknLwBcBk+XFIZrr8zY3F2xeGC/x2N4O3vdQH0d7U2HidCamY3s6Fceh8cCEqcskPs+XDb9oeFju1rNGQ5aJX5mrcqArwfHeNMOzFdwlHYR1pIelK2mhaRD3AtlILAioN8Y1rHQPXGMbnJXXqGtojZCbE9y+OHq+YL569/BW0yRq7Sq9VWg0KsW01Q1R2BkGDyzu/qxQwG2D3Wo0LVyo+Xf1BDa9tl5j1pycm6UxWXaZrnhybE4AFcfD1OV4l6DRxkK2t/CpObIX1ZGe5B3X/ub1subJDtBzVXddD8S5uIkfCH44UkTXpdfqSG9q1RDZqVOn1rHXdjbK6NlEVvPm3O/wzo2i1SjzayU+8ObDoaHytQszzFQcMpZB0fZDI2EoE+P6MjdtgbxBFuo+L4wVqDg+v3i6n4rjMzxdYbzk4PpBaPCkYhqOJ/D8QH6ZNXBcQXG5kpolyP42IGyPhapHLmGwpyPBWMEO+95YsqkzactoDAj10TWNvnSMqbK9phEL6yX08izTiVnmLGnYfkAQyGqwkr18t+SlHxqwdWGZZnm9aWhhz5ylaEjjdDN76CgU94sGWC0e16UMZCxKda/heZbf27s1RHSFrMRsGkwlxyct9EYekMD2Amquj9sYV9N8aDA16Wn0A9AMOSKmaHvU3GDRtb9oe+FA5lFBmA+07gdibcnfq3Dp0iWOHTu29s/ewSijZxNZdbhnNr5p1VlrpeL4Mnmu6jCUiXMzH4RGWTMHR7Zb9+WspMbTypW52l09MbYXcHa0yPmpMoauka95oMnupgL5pNQZNylqPrYXsLsjwdv3d/BH56bWpaE3ZVHzAmbnHSxDpyNpUnF8/CBAoKFpGge6khzsSvCNy/O4gTTe6u7aRiyslaYnJkDmBWTjJvONCjJLl54egZymnrZ0HMDQdWJGsKpHydRlvsC9dqa9FzQN2WVWu+3uX7qvBMrgUWx/BCsbPAB1z8cOZJl44Ppr/p4t/cpW3ABTk2NcXF8OENY06EyYTFfkU54n5JwvXYekZZCJG1SdgM7k4mu/qcnqzmY+UL7mEggwVhjNsjR9omjLitZH9+RuG2Z3CW953jbufbHBKKNnE7mbN2ezqrPWyisTJc6Nl9A0jXzVo8M0ma44TJcd+jMxMjFD9sFpvRCIO4dLLke5caWxfX9R74rmbwUC8vX/P3t/Gmvpdd53or+13nHPZz51ap5IVpEiKVKkJVuSLQ+R3LZjO7EjZ+prBekgQYIGuhsXjfvh4n66CHCBvo0GLhwgnXZbTtpOIidRZFuOpcR2ZHkQJUpkkayJNbHqVJ152PM7r3U/rPfdZ5+xTpFVZBVZD1Cs4j777P1Oa61nPc9/SCi0FpNU8SfX1mndo/BMJ68KRami4TtUXUkrTCkcpITW3Fjrc3mlT5IpPNvIxd/vHEIAjm1KyQxZgSo23MTBML86saLm2QghkGLvK5mqjTaXZ+2sK3O/w5FwZMTndjO878nh43gcD0vkhWCqrkU7zN57O1sY9WY3VyF1pBEpdOQG41MDJVvy9FSVv/axSaaqbk4K2TAaTbVmouIgpUmg6r7DWMkm24GKuhN84mDdo+ZZmzoMd+si1Gq193byj1A8TnoeYOzGkhpObu6VnfVehAKHfxfgz240SZTGFtAMEmajjJESfO38Ej97dpKXjtT59jvNbZ/jSCi7Fp0w25f43CYtmxyzozTEqTHqcyxY7MV0oozkHvErnXjDoTxTCs+ySTK9UdEVBpdSiH6pZDtI8V6jSFOKKg6Y85Foo/KsDVC7iG0aO5o8Mdtfy6rqGKZctpUy8oAizOCtxf59ZzrdLVH2LLM4CP3Yc+ujGO83s67A4yAEnfeY8UgMJihKNQcbLp1IGdHUJBvY6ggUcQoN3xBEwkRxYy3glVsterEa6KCdGjebYc+W1HKW53jZ2Za07Aaf+NJLB++5izAxMfGezv9RisdJzwOOd1PN2S2xuVftheHY+rsHai4Xloy8eTfJiFNj/XCg5tKOzGD63KkRQ7fsxttaGVGqKDsCz7GQAlZ66b5UbBNtWltTVZuRksP11YAwgSAx9YyticBeC+VWz6fVfsJSN0FrsPOqiNAglB4wp96Nbs/WGP7OWA0lcZnBwfi2JLpLgrKfa1XE2akKy72E2VZ09zffx3i/Mb9KgW+J3Ibkff7yx/GBx/ttB6KAZpSRZWrPJLvuCsLck2/g0bflPSMli5NjZUZLNr/83DSdKOWbb69xbq5DK0rJMjWomN9uxyx0Y35wp0PZkWbjJyFKNVdW+vz3nz4ySFo6UcZ42dkxadkLPnGv686NGzc+MmDmx0nP+xD3Us3ZLbF5LxT3YWHAmmez2I15fa6L0gpHCrAlQZxgYRKHVpTlSY3N0YZHs58MxAOtnLWQ5D4xrmNsIyxpJq276c4UaqWtSLEWBDu+v2wL4mwDKaj0zgvwME6vADYXUfxbA8OQ6wexlhb4Jp0nWEGiSLP3XlEqYqGbGJzSI95nKqpju51GoiFJ9fu++D2OhyPe7+qeBoJ9tLqlEJwa97EtyWwzJEwVJVvSTxSZNjY6UhoLn1/82BQnxkoAnBov85/fXuXLr85tm+cyBaFSZEoNmF2eLel3Fb9zbpH/x0+c4EsvHdwzabkbfOJBaLx9GOKxx91DFMOJzbDvSlH52ZrV79eAtGADzHdiLi71mGvHdKKUE2MlKq6FFAIF2LbAtSXtMGGll1DNlUKnay5lx6LsSLNgDflHdcKUXmwGbqZMFeduMVKyc4r6zj8PU40QULJE7ia+8/uGcTMPKorT2c9A0ZidYJTp+zqBL3Tie8Y6Payxn7ztEc/tHse7iP3MGw8i9jN3KK2ZbUW8vdwnUybZOFj3aJRs6q7NeNnFAlKlOVjfMEeuuBbPzdSoetY2odOi0htlZs5IFaSpQkqYbUUsdSMqrsWB2u6b2mGj6uWuMWy+VyHDIg4ePHj3N31I4nHS8xDFXonNcFYfpoqVXkzNs/ZFcS/YAO0wwbEE3SglynVxzk5VmK46jJYcRlxJlO9iRnPg3HMzNf77Tx/hh47UOTlewpaCEc/CkWbCiHNfK2EKRvtasdphhtIbTsZbz0AK8CxJ2bOpeHJTq0NgsB8jvsS3H/wCKcWGsOAHFYm6v0nU43gcD1u8T3C1ew5HQjvWdGNjddOJDfvTtQxpwbXBswWZ1lxZ6XFzLdj0+9M1lycmKtiW3FbB3HrKsTIgZ5MA7i8LfGKizGdPjOBaYiBk+G5c2aPo/W2df5DxOOl5iGKvxGY4q79XinvBBqh7Nr0oI1UKSwjm2xG3miEjJYcnJ0p4MkNpTTfOcnxMDMBzMzX+8Y8c4YvPTQ9E/rb6Tym1t3O4m4/hQghMCnIKuwEaD1dUlIYwU0SpYqLs4liCmmv63lZeYcoyPdD7eZCbxEJno0i2JEbL43E8juFwHj8TD0Xcz7nAlpuZl0V0ooxrawGtMGW5l3KrGbGSmxz/5vfn+cubTXqx2aZUXIu//cIBXjhUY6xk41vgSDGo/Mj8ewomGZi2WNW1mO9Eg8/ZLQohw0Rppqrupu7AvcTq6uo9vf9RjseYnoco7sb2uhdw2jAYuijH2lIw14pwLcMKcKQx4BMCHClZCSFSKZaEfqL4j+eXqXoW01VTYn16usqJsRI/uNPZtk0pxPMKzI4QeSJUvCG3UpBC0Cg5aIy9RcmRjNiSTpgSZjr3sBF0YqMPNFGp0AozkkwxWhID93QpJcWnvx+bRAEcHy0x14mJkgzXMsDlx/H+hcXDy+p6DLx+OOJ+zAW+ZTY6u9m+aKAfK/RWlqGGSyt9/vl3bvPCoTo/c2ZiMGf/t584QBgrwjTjaxeWjfBgKyLOtLF7yeUrnpup8vKRBl95Y3FfhJW7Kfu/F7bvhzUeJz0PWdwtsdkPOK0AQzeDdECD/PyT43z1rSXCTOE7FonSLHQS4sL+QWiCTNDwJXXPZrUf873ZFs0g5UDNHVApn5+pcnm5R6YMG2EYmGoBjmVMQyUgZMHIgYpn00syyo7kyYkyidKcGC3hWoKFTsx6kKGVRkvo5xo/cQav3u7gWYIgVXiWoGRLXMuoGu80IfkSwgewAClgPUg4PuKz0DX2HEU37yGtzD+ysRvY+WFNeOCxiemjEK40VeS9hFUrtmC86tKLMtaDdNex7ViCbAvLUAFZpkiU5Ppqn3//xhKfPFbn3FyHMNWUHEnds7i5HmFJkdPRjWP7SMnmZ86M81Onx/nKG4s56eTuFhRbwcwLnQjfllhC7Krhs1MSdObMmXd3UR/BeJz0PITxXlD3BRj6diuiGSSmFLsa8E9+5DB/76WD/Ivv3ubysjEMjXPzmChTJKkiUhhX9TAdVDEuLvW4uR7y1kKXkZLNWj+mmzMeti5Ori0YLzss9ZJcwVkzVrIouzZxpnK6uBmMp8bLfPHj07y10OG7t9skqUKL7eyvRGkSVQgdajxLk2lJtMvMFam9GUJbYz/vzTtxtKOMoyOS6apn1JZzsHUvP5aPmoO3nbcl77cy8+Mk8nHsFcPjzLkHKxQhwJOSdIeeVaG5VfFsZmou15PQ4PnY/vm+LXJLme3fkeZzaDtMubIa8L07LcqOxaGGx8WlmFaQDAQKhdCgFTXX4vhoibW+8RKca0es9GJTBbLENguKrdWbojtwcz1gpZcwUXH4rdfm6cWGXVYkT185t0jVs+hEGW6+GX5uxogSXr9+ndOnT+/vQj7i8Tjp+ZBFO0pN4hIkpErTKNm0gpRvXF7lH//IEX781BhXVwKU0Ehp+slhqgb95G3USg1BktGNMxa7CVaOXdip1y2EqcDM1Fw+eaTOn99sEWcKmYsDjvo2Lx6qsdhNcvaX4vcurpJkmppv0Y8yEnZf9JSGIAW905fnca8L5n7eX7LAc417shTgOWIAHIxy6n5aMNfyDzQtuO3Yp/sRAuMZtNXw9f2OgkLvSii70A3v7kr/OPYXH7UE+l5ieMzeS8KdZFDy2PEhtYGZustiN+HyUo8oM1YsWkM2RGs3RqN603EM44gUeRs2993qRoo4Uaz3E/zcbFgLWBsSQ4yVwVK2wpQ/f6fJbDOkGabY0lTNo1QPLCh2kzQZ8W2+/Oocni05UPOYbQbcWAupuNLY8aDpxYqJskM3yQiSjc3wczM14jje/4V8xOMjkfQsLS3xp3/6p7TbbU6dOsVnP/vZHBPy4Yki+7eFUf/sRBmNkk2cKmq+bZgHUcpzMzWeP1hjqRNjCVjtp2itsS2DuUl26GMPF1XSXIxvp7AlPDVR5qefmuB7t9scqHk0g4RmkBKliifGK0SZZj1MmW2F/MtXM3pRSskWaG2SiXgPo5xNys68fxWBKIMgyLAEvLXQ4+S4z3jFYakTk+Tu6Q3P4ux0mSBWXF7pI4C6Z7HSTwc6HPcrBCaJ/KCjOIJMQTP8QA9lX/EwYYIkgNidtWTt8bOPerzby6LAKB/vsBlJgJvNeGBLYUmjP6b1ltJxrhmmNJRsI6lh7CIUWplKswSUAJljfrLcSmYwt205gUzB5eUenzk+wnI/IVEaSwqEACtPfLpxSjm2dtVqS7UxTD1Q8wy2p+zw1kKPVGnGKw6rPaP1FSRG78uR0FJmM3xqvEylUnmXV/XRiw990rO2tsZv/dZv8Su/8itMTU3x27/92yRJwk/91E990Id2X6IXZ7wx3+GVWy3C1JQyP3agwrXVgFaQUvNtRnyL0ZI9wAj9zJkJvvn2KgiwZEw/zpASlDLMrTjbrow8HLv1xKUQ/OpLB3FtyR9fW+fEWAlLlLi5HvDGQo8rq33S3GZivOwgpPksSwiSNKO3zzJB0W56v9aEYqGUGFbZxaU+ZUcMqmKphlaU8cqtDqV8REUpLKcpig2K5P06XuPnpZHv08J4t2v9sCQSe4UF1Es2zT1wGu9nKAyjcbcc/7GZ64OJ7C4gPA2sB0YnzXMEvci8aGEqPypPLpQyGB2tjQSHLWGsYrPSSzepNkuxN4aoeF83Ulxd7XOo7uNZ0kh2uJaZm3MK+16gZVuYBGyhE3Gg5rESJJRdi6prmUq6Zxvafaoou5aBG6DoJ6Z1Nj09/d4v7iMSH/qk59vf/jYHDx4ciC+9/PLL/Lt/9+/44R/+4V2z2yiKsKwNTI1lWdj2w3OpiqrO7HrIH11d4/JyDyEEZ6YqtMKUG2shf//lg3zr+jpRphkt7c4Cs4Tg2mrA184v8dZCF53r0hQDVYoNWmWi2FMVuB1m/OXNJj95enwwACfKDrNNI7TlWYLlXoJnS06OlWiUHHpxxnIvphNtML92U2Au4oMCDw8vUJ0dVisN9PPEbbg9cT/bFEUCVbKlcYh+HzKO9zPBfFCRwUOT8BRxN/Xyx3H/w7PFoEq624Yh09AOE56cqLDUi1kPEpQyMABLGgCzxGD8srwy7klBLwcUasCSoFWu0s7mVthujLBOlPKTp8eIM83VlT5BYsyaT42Xmaq6gwRokNjkCsxL3Zhv32jSClNWeglRqpiquviWlWN6bJa6Eb04JcqM3YUlDVus7Bgm7/Wrlx/bUHwYIk1T3nzzTT7/+c8PXpuZmUEpxZUrV/j4xz++4+/9xm/8Blm2sZqcOHGCZ599lpmZGa5duwbA9PQ0WmuWlpYAeOKJJ7h9+zZBEOD7PkeOHOHKlSsATE1NIaVkYWEBgFOnTrGwsECv18PzPI4fP87ly5cBY/zmui5zc3OD715eXqbb7eI4DnrkIP/2lass9hVzgXlwk0zhW3BjVTDuKuZWEmZEmy8+f5I3L19jzINKbNHpZMzOzgJw9OhRVKfNWrPJclux0rewhCbTYpDY1GwY9SDQFlor4kTTzRf1neZrBfz7N5e4stBipRvSjDVrlTJhHHO0AuNVD4FNJ0zotJq0+j51WxOIlHWgZEOY7m45sV+Dzncfmvul9LHX4vpekgiFGbS9KHnfMpEPy9p898t1/+7/oxcf/nOXGJsTS5rW0174QSEkcdhjxBKkjmQ9LFTn9YDEMTyOw1Qj0WgMxq1mQ82F2R6D9rZko/KzdQ6QQCvM+Pbb8/S7EVmqENJhys14qdbj9Su3eHUV7qy0aMaaXlhiwhccEV2+9v01rHKdBgGRyHAyxV8/O8mFa7N8dymjm5Wo25ojJc1yqGhqSZQolAUzToStUzqdDhcuXODAgQMopTata7Ozs4RhSKlU4vDhw5vWNSEEi4uLgFnX5ufn6ff7eJ7HsWPHePvttwGYnJzEtm3m5+cBOHnyJEtLS3S7XVzX5eTJk1y6dAmA8fFxfN/nzp07ABw/fpy1tTXa7Ta2bfPkk09y4cIFAEZHR6lWq8zOzqL3aawo9H7f+QjGysoKv/Zrv8av/MqvDCh5SZLwT//pP+VHf/RH+fEf//FN70/TlG9961ucOXPmoaz09OKML786x2o/4VYzyumJYjAYtTaS6QrTly5YAwfr3q5aD70449f+YpZz8x08oVkNFWGq8SwYLTuUXZuGZ1H3Lfqx4lYzMKwApQZVjSIEZlCfnS5zZrLK1ZU+y72YLO9Rn5mq0AxS1voJoyWb1X6Ka8PtZoRSGtsS9Hap63+YgJ3v9VxKtqBRsulF6Y4Vp8dxb+Fbxll+t7gXhtDjeDhDYqovtiURWhFnDFTht956CZwc9zlU9xkp2Zxf7NEKDRNWog2ZYofv8C2Deax6Fo4UBpwcmWqNLQw2UEpjwzPmO6wGEat9lbu9mwqSYxl4wljJ4U47ZKrq8aufmOErbywOsDwLnYiSLfni89O0wpTfu7DCZNW0vLpRymIv5kufOMiJsRK9OBvIn1xb7fNrf3GbTpRSdiRjZZdjoz5feukgca/N6OjoA74LDzayLOPcuXP82I/92J7r9Qe/kj/AaLVaADiOM3ituBh7yW57nrcp6XlYoujpGuuJkJIjSTJN3bNY7hoqpAG/QTcycumOJVBovnZ+mb/+7ORAaHD4M5e7MUGiaKWKTG94SPViRZgkHG14/PzTk5RdydWVgH/12gL9OEOk2abBrzETSc216ScZrTAlyTSnJ0rcXAu5tNTnmekyP3ZyhG9dbxJnGZ1IDRyM06F6c9k2bLB+vtp8WBIeeG/nIgDfkpwYLXGnFdL5CLEuHlSE2d2NUB/Hwx13q56WHcFU1WU9SGiGeQtKgG9L4wNY2OmQz5+xIlWa262QXpzlzE2Rf8/2b7Jy0LElBUGi6GpNzbWoezZRmiGEYKZsU/dtfuR4g3NzHRa7YvC7tpQ0fEMtj1OD7+knipVewvdutzZheQ7UPG6uB3zl3CJRprm5HrLaTxiv2FxdDkAIvnZ+iZ89O8kTE+XBfD9ZdTk64lN2jRZbphlggqz0o8O7/FAnPUWyo9TGMlP8u9FofCDH9F6iEKJa7Sc4lvFosSVGzyEX7VPaUNF7kWkor/QSWkHCW2mXW+sBT01VNlV9ZtdDrq0FhInahKXxLEGYZlhS0okzvnp+mdV+wnI3Mi7iSlN2hHFc3+Io/tpcl6or6cWK8bLNgaqLJyW32yFBkvFnN1pcWupRcuSgr15MOEVk2nxuMb0UQoAPvsX17uL9wr1ooJtk3Fzvs9D56ExUDzoe5zWPdtzt/vUTze12BEOtJa2h4kr6CSSxGiQ8Dd8myRRrvZhuoljrJwPB1d0SYJG/7tmShm3Ys1XPwrMtgtgAoOu5fMjvXlimm2vllGzyhEsTpCmuJbndinAsMcAHnV8wc+VCJ6LmWawHBrvj2RLfkvTjlJVezPW1wuS0Qj9R20QN657NSMmmFaZUXDa5st+cXWZycvK+3IuHPT7USU+9Xgeg2+0OXisqPGNjYx/IMb2XGBaiilKFUgak3PBt+nHGrVZIO8pIUtPqihXYWtHL5VyurYWDhKFwA/7dC8vEqVE3LphGjgW+YxGlGYlSXF/p4zqSpU6CwiREGo1GcHzU53YrJMhnA1sK4lTRz9UhurHilVttVnPdoPV+yrExn1RpenGGJY3YV5BuJDgCo8asMa0FxQaA+mFdnGoOtN8n2ZxEwdzjhOd9iw8DkPtRiQd1rRVmTrEEVDxJLzLaO0GiCNMNHR6ljIyHb8GNKOVww2fUt1kPE9I9WqBSgGtLDjc8unFGO8pY6aU8MeEaQLIQdKOMfpIZfa9UE2dG40srs0kdK9v8+JMjvHKrgxBQdiwOj3hkGqYrLufmOkSZwrMkdd9mouxwcamHYwl8JEmqKDsSz5Y4UgzMqouk5242Rx+V+FAnPSMjI0xPTzM3N8cLL7wAwPLyMr7vc+zYsQ/46N5dbGVeFej8uXbEv359gYtLPYJEUXYFUabJ8lKKnYtq3W5FjJQcOlFKP8m4vhZsCG+xsQPqhClamCSmECcs3hdlGlsYo1DXlthS4tmKimvRyl1AMw2HGy4LnZjlJEPk0LFOnHFlpY8QpkLlAFqLAUOsEPpLldGSqHoW7b0AFw9JdD5YncDH8QDjccLz/sWDutYFLivTEOS0OQk0PJsojak4ppVezHGpNvo5C92YsispO5JmpnbF46U5df1S3GOy7FJxLLpxxkov5pnpCs8cqPCn15usB8lGhV6BzswmU2ljbfHiwTpholjtJxyoebTClFRp/ujaGlGmKDk2Dd+iG2VGdT9M6cYGN6Q1LHRi4qyDFHB6vJxDITZiN5ujsUPHeWO+w0zNY7LqPqC78HDEhzrpAfjMZz7D7//+7/PZz36WWq3Gd77zHT7zmc/g+/4HfWjvOnazqah7FtNVl/V+wohvs9JPWA9SHLkB2gsTxWwzYKkbYwnTfwY2CegNqLTaJEo7cTpSDUIbg1DbEkQZtMN0YNIXZZrra6FpuSk9wAqlmESsUbLpxwrXEjg2dEKF0hsgQYHpcweJ2pMm/27ifu0mC/p4AYR9vDg+jsfxcMYmgVWdV3xci1ApHNtUSYYjU4beHqZGy6Zow+82xlX+wyyDXpwwWvY4PVFCA7/83DRTVZfX73QM3V0YvCKYJCtTJuFpBim/d2GZv/H8NN++0aQTGa/C1X5CkChGSo6poieK0ZJNyZF0o4xMaxqebaj1xVHq3Zl4W9ePP7i0wr/+/m2UtKi6Nl98fpqfPP3odUL2Gx/6pOdjH/sYURTxb/7Nv8G2bZ566ik+/elPf9CHdV+j8NtqRxlRZryqeolivOzQDDOU0gNtG1vCRNnl2zeafO7kKI4lBu2v3WK3ga6Bm80QDcSp3rYDKpKfrZFqcC2BVzKeXE+Ml5hrRdxqxZtaXEKYiSdTekel6Hcbmrzy9R4/UAIlR+DakjB4+KtRH6YoKMOF2/3DiPP6MDEOH/XYOtQ9S3Co7nGzGYJW2+YXQc6EVfd+D/uJppwq3lkLOT1hNHYqrsXPPT3J+aU+a/3EAKPz43KkqagrDbOtkJpn88XnppnvRlgI/uP5ZWqeRZwqXFvSClJOjvr8zJkJFjoxC52IdmSU32u+xccOVKk4Fu0t7a3hKLTeriz3+fXvzRHGmrKnWQ+MR9dzB6of2orPhz7pAfjEJz7BJz7xiQ/6MB5YDLO6rq8GJJliNVGIssOhuksvUbTCBNeSPDNd4chIieVuzGpgXttJU3e/kv2tKBtUPPYbFoCGIEsp2TZhqunmQMKiymM8bhRPj1VRwPXVgPX72ObaSSvjXkIASAgzTSd5nPC832FLU863pKQkNWGq73tF8L3GB53wPMYibY9CKyfKNNfW+hRo4eI6NVxBPzVGx9ldhvVO1zfHHw+YtMNxarzMU5NlLi/3sYQRO+xEGQiBbUkcy+gD3VwPOL/YoxNl+Lnnz0jJoRkktAKTxHzhqXGmqi6p0ni2ZMyxWOzFxKnGkYJmmA5AysNRKPh/d7ZNJ8p4e6VPmGT4FoMCUTdOWehGj5Oex/FwRi/OCGKFbwvWgoRubKjqJceil5hE6P/+o0f4vYurZEpzqOFzYy1grZ/wjcurJGpzslEM4uHxvpcwoM4ZX/cyudrSYHuiTBMkCe0oQ2mF7xj6qNZ5NUgIPntilIMNj3/92gJvLHRJ7sFF3ZPGC2e3sKSpOEWJvmcrBY3BHX245dwe3jgxWmK5l9BPjErth1dt7N5jwE76oA/kAcd+54Hh98k8WVYapIJ0y4PTTzVabfye2MXqpajiDVfz7JyUMeI7PDNdxXcknShjqRvjO5IgVriW5EeONXL/PMUrsy1A4Nlm63h81OPcfJdenA38tQAO1AxdfabGwB19vhMxUrJz6IBmouwSZxnrQcpU1d0GUr6y0ufrF5c5N98DrTk+6pNm5ugTBL4w5tI11+VA1dvHlX0043HS8wjHsONuprQR+JMC3zHChGXXYqxkM1P3+VsfP8A3315luRuz1k8YK9scrHvcWAsA0+4Z7lsXE4UlGOBxdop3M7l6tvGtElrj54A/pcC39YCpJQQ4tuQbV1Y5VPdxbEnDt+lEGWmmtyVlOx3D1klpa/i24JnpGgvtiNutaMBgu5f4sC8sD2u8s26e28dWDtvjo/JMDqrC7F2V3jQ/aFPpcSxhWK5b3rvViHQ349fibQO8pDCt1kwJunHG1dU+IyWHqmvx795YpBtnVF2LKFX04pQDNY9eonhmuoZrmd8ZLdl88miDb11vbvPXen6myvdm20SZ5nu324yWHYIkoxmk9OOUsmsxUbE51Kjy809PUHVtUm0YshXXGkAgVvsGSK2BxW5MzbOJUkWaKoJE4doWv/zc9Ie2ygOPk55HNoqHuBUadc077ZiG5/D8TJUgVYzmDK3xskPNszlQM8rM19b6/O75FePNYkvOTFb4zmxroF9RlGRPT5QYKznMNkMWOvGu+JfhKpDEgJrjPfoMheigUkY4MVVmZyUE1H3jBiwxk00nzLgc9ZlrRTiW5MxkmdfmuttwQsVOv5iIimOypcASele13SDRzLVDwlQx0/BYa0f0PyorxiMej5OdxwFm8b5blXb4UUm1WfQcKdBSk+3xHGk2kiBXGvHBYMtEGCnTrq95cuDKnmmjpRamirGSw0rfgCaTTOW+XIKb6yFHR3y++Pw0p8bLAzYVwA/udFjpxYNKT9mRnJvvkijNVNW89vWLywghGCs7SAGdKKMlMv7ui6OkCr7yxmIOeTA09apn0YkyDtQ8mkFGL0mJMk2jZAEuZR0yOlLnp58c54eONvZ9/R/FeJz0PEJRgM/qnj3A8fTijNfnusSpQoiAn35qnFRpOlHGeNnZVOKsuBanxsqMluzBoLItwZnJCjfWAqJcr0cKYw1xoOYyU/eIMk0rSHZcaCwBJUcSp4pjYz4LuQBYpnaejDzbwnMkvUTlOAwziUgNShtafIb5/WKH1k8yZKpYD1JKzg7A63z3ZuWsCFuA50imKu6gkrVTZNo4Kk/m1+GxtvEHGw7GD+m+fuZjC4nHsSVSbfA0+y2JSYzooCUYJD3D1SMFtEIDEyg5wrTMU0UvSljJJytbGn8uDYz4FkGiub4W8MdX1yg5Fgfr3mBu36ql8+Kh2rbqz51WiBBwYqyEJUq0o5R+rKh5Nn9waYXVfoJvS263Qr5+cZm/88IMNc9Iihwe8bi0lAKaYyMlfvzUKG7S58iBiY+EZs/jpOcRieFWVs2z+OyJESwBFxZ7RoU5L8O+ervD//Mnj+PZcpMOQxE7CVT98LEG/+6NJWabAQiwhSBRmjfnupTyFlmSadIw3VRNqfuSki3JlAHaWUKSaoEQGtfevisCUwnKFJRs09YqQgFLvc1ZlcYkJlkGttBcXw9JMzUA96mc1SUlOJZxbjdCh4p2mBGl+q4YoEwpmkFMJ1bvmc21nyjlXmk7sdo+yiGAI6MuN5vxfQUkP8wJj2+DIwSdh/kgH8GQ+Z+95Du3trH2CoWxpXByxkYxow5v6oo2v9KaJFMkmcK2JVFeSsqyjffHmZF27SeK+XbMV84tUvUsgkQNKjNfeungntWf0ZKNEGLwmqG022g0c+2I+U5MK0jRaG41Iz51tDGY9ztRxvMzVT51dIRnZ6pUXIvV1fgjkfAA90y8eRwfQAy3ssbKDq0w5ds3mpyeKKG0MfP0bYvJikuYmmrQgZq360P8xESZL710kC+9NMNnT4zw/dtt7rSjXLFU5ABdTT9VAwVRS8Jo2ebpqRJ1VzJdc5gseziWhWtb/JXTo6yHKVGqSDLDftgpRkt2Lve+k4PN7qEwGKBMFR5deYUo97w5OWbMAcfKLr5lANFB7g221/cEKayHivRdtkvudQAprZmsOPjWozX4HiRgWwJ1V/LLzx7g7FSFsi3wrI3vlA/4++9nCEzFseZKDtYcvD1ucpjykUp4JAY7KPK/nQc0AIwe2P2LglpeVLoztic8RZQdiyjVWMJo/BQxfDxRqkgzTZwplroxF5d6rPTjwdz+zbdXAQZzeLFRbfj2YKP6s2cn+ZkzE5te+/yT49Rcm6VuzGovRqHIlKYfZ/zZO00O1r3BvP8PPnmYTx1rDNaIwin9oxCPKz2PQBStrK3gtqcmy0xVjbrmSMm0vMqOhUSw3I1Jtaa+Q7UHGLz2799cohWlVFxJmCj6iR6A9yypGSs5Rqo9UVRdiyMjJaLUtM9OjPm0c9zQszM1/vDtNSqOJEjVpp3UQMTPkfz1j03xr36wQDO4tyxDacOsACMVn+a99LIjiJXmxlrAdFXh2ZLlXoxrCcq2xf1vmJgJe6xsMFNRbpZqy/3tHqMMlntGGNK2NMkjImp4t2MUGB+jYemBncK3oOzarAfpAIgqAITgT66tU3UlT06WWe0lLPcTMqVz9e7dv7tsQ/8uq9z7Sd+2RE551lD2LKKPsIbTsPSFZkMbS91tN/IeQtxnNt/dhvUw6WOk5GBbGZ0wI95l41fME2Vb0k9S4gwmShtz+1I35vpqn5PjG2ahuykpb31tvhPR8A18wRIS1zatucKSYq/N8EclHic9j0AURqPD5c2Gb3NstMzf/Pg0Xzln2AGOlIyXHX779QVWegkTFYeDdW+TwehwFMnUTNVjtZvQiUxVxyxC4FqSOFMIaXrgqdJcWe7j2RLP1ix2Y6arLj97dhJLQqxMdUhvmSUUJlE4VPdo5zikd1tZGY4M6CamYhRnmrlOhBCCLDMqq6X32CfZbaEsu9KUryVo28yw9/JVUcYun/zoRpHAlB1hhCr1zotF1bOoe0YUpB1kSGne14szzi10caTg9HiJk+NlpmoZt5sh68HuiasFVD2HOE323N27FgzLKT0oHHRREfCFJkoV2V5I2Yc0NlXY3qOI524VkeLz7/fVcXM21ft51QdsV21sIBwJQY6P3CvZVlrT8F3jph7ElFyLG2t91vopv3thhZGSvWnu3kmJf+trdc/myIjPci9Ba1NxQpgK+1bNnuE4ffr0e7oGj1I8TnoegdjLKO4nT4/x3IEq76wHfOv6et4njujGKVIa/YetbruwWd+nGaZMV11mmyElWzBeNqJXYWo0c9b6KY5lmALdOKMTG22UuXZEK8y41Qx57kB1gCvazbbi+mrAv35tkd6QjxcMeX69i2ujh/4OU42FxrGN6WlwL437HcLaYcIXmPJ09NHdvO8YAkMDnio5LHUT4mz7NTKLqKAdZvQThZNjs7JUowWUbQMAXekl/L2XD+LbFv/n9+YQOTult8P9tC1YD/ZOeDwJ42VnAF7NtKa1l4DTfYgwAyEMDmS/Qp8PSxRVi6orsaWgFWT3tV1UfMeDsMz9oFh9xfy10zO6U9iY8TBadjjm2VQ9i6VuzFrfQBhGSjYLnYivX1zmH3zy8L6rMxXX4mfOTNCNMq6tGtvn0+MlfuL0GO0oHbxna9y5c4cTJ07s72Qf8Xic9DwisVt5E2Cy6pJqTaqg5lnc1qbMmmTGjHSr2+6VlT5/cGmFtSBBIgy125KMejBaK3G47rHci2mFGWMlm1RpTo2XTAstTPn+7Q6+IxmvuDRz2fIDNYfDdY9+lNDfZWOeAethir0lK9pN+PDdhtYbAmTvNnaDG2j40CY8xW2518tWtEN7seJg3eLUuMP1tYA4yzZ9VrHRDFKFRODaxgm6KHylGfiORawUmdZM11wmqw6zrcCA9dn+nKTK4Lp2C88CKQTtyOiVTOaMvvcjEYkzMyYftcfFEjBasugnpo39IPKI/bRLH+Va6N0EIlX+Z8S3+eXnpjlY97i+2ud3L6xgW4JLS336ScbtVsyb8x2enakN2F13S4CemCjzP3z2KEvdGDD3sPDyKoDSWyv/QbA7y/XDFo+TnkcsdhtEthBIYSjYloBmkFD3N2v1gKnw/PZrC1xd6WNbRqXq+FiJ/9snDvBHb4T8xXLGa3MdfMfi589O8PzBKv/y+wu8sxYgc8f1TEPDtw0A1bPpxhn9WHFkxCdIMm6sBbtq48Dm6sndhMX2E1uVpP3cqX2nn+83FO8taXoUo6i4wb1dr0LsLVOaKysBJVuQqJ0rZdMVF10VjPgW5xd7iKGfG+CnYMT3OFD1BrvWlV7MWr+743dn2ihr73aPMwWJ1gi0key3ZA5+Z0+NlrvFfp4pz9obi7RTyPyDP6immMiPoZk76O4Xz3K/437MCx9k3O2aaOD0WIn/7ocODYQADYbHaPKIoazpm1fWeGW2vYndNZy0DEuZDMuTnBgr0YszfvfCHVb6MTNVj2YOlN5a+X+UDbjvNR4nPY9IbKWsDz/4xc9aYcpSN8ntFSQNz9qm1fPd2Ravz3VQuRqyK+HmesDby32+twqdMCFWhnb5ny6bwWFL0xfOcnAmAubbEZY04oKNkk3ZMTT6JFOs9lOSfrIvnMu9TO6ONCBmjQEOF6XsrV/TS/SmSs1HLHd51zFRsenEGWFyb8w6AaSZzq05NHGmB4t38XOBSVAWezGuJVFaUyqYLlqR5pTeWGlGfItmmDJZdTlY9/jFpye51QzpRhlBsl1aINslwYKN1yyMKe6tVvSeFmoJNEoWJ0dLvLXQ3dPmpOLZ9Hu7N3GKBKPhW7iWZD1ISNTmZ/tux3K/kyONGWf9dPdqp5cf336qNYXS+70mMI9ywjMcW5+1AXPNEnz25CjlocSj4lp88miDN+a7CARlVzJT87iyGnB4xOVIo8RKL96UtOy1LgC8Md/h3FwHIQTNfsqRhr+t8g9w9OjRB38xHpJ4lFizH9nYSllf7Sd89a0llrvxpp81PJtenDLfiUmyDEcKPntiZDAIenHGX95s5cwsQZopuvki8ufvNFnuhPRiRZhoerFiPUj4w8srAByounSilCBOSXL9myjVxBk0g5TfeHWOb99o8hOnx/gHP3SIww2PinN/icbJkOPx3RaF/SwGggdHm33UQgBBaNho97qQxsokFwVjptBXKj7HkuaPUtAJDXh+thnSjzM0msmKi2+byshE2cZ3DA7tu7da/NpfzPLVC8tkCmq+jWPJgfWAlQtSas0gwS5+tjUyNo7nXm751vf6tsC1JEu9mJrv0NiDk766R8IDOXZGgmtbrAcJUcbAd26vsATUPYljCRxp6PFbW8bvJQomnLXDqVnCsDD3qgg6wgCKG77Fp441qPnWI7HQ3Osx1l25p5TCbj/zHUm95HB+sce/eOU2f3mzSS82BI/pmsvT01UONlzOTlUI0gyBZqbqDdhdRdIybC3h2YLVfsI3316ll5cXe3HGK7daecHIWFJcXOpRcuQ2UPPbb799j2f/6MbjSs8jEMOU9X6c5UDljC+/OsdnTozQiTJGfJu3FrsEOQdaCovbrYg/ubbOqZz62I5StIbxsk0rNJThLNOMeBaJMklF4T6eaojSjGaY4UrFpeU+GoWUpi9gKMoW/SQjyeD6WogUglSt81NPjPLJo3X+89trBMm7wwTshC8pdo33Y3dbLBKPjSpNaKD9HrbXO+GyJEY4UgqRC7IZkTYhjH6IlzPf1vpGC3vEd6h6hmXyzlrAD+50iFIjlaDRaC14ZrrM+aU+SmmqrqkIFdWJ/VQfYH9VhMLFHaBuM2jXVjyLY6M+76yFSLE3a0+xd/tHAtNlhyBT+FKglCbdgkWTbHyILeETh6okSnCnHWHLbGAw/CDaYVvbfwKT9O0FAheAlIIk00Sp5sZan1aYvavKmrNPGYj7Fff6VZ1Y7QE3MBIOxbUaSDNggPQHqg5CwPfvdPjBXIdDdQ/ftvBsSaY0tpAs5ixd37ZY6SdEmRoo7ddyVf7ZZshKL0EIY7sTpWpQxWlHKWGqOTNV4XYzop+Y+/DJI/WPNG39cdLzCERBWV/oRMy3I9O/9R2CVPHKrRYlRzLfjehFGUoLs5PwbYLEVGuKQVD3bEZKNtM1D8cSrPVTU/cXgrlWaIw+2ZikoxSurfRxHUmYKVzLWDy4thFWizNFps3klCnFnXbErWbAn7/TopMnWO+2l7DTrxTgv/sRZUcyUXFY6yd0YnVPlPO7sc0eRNvhfsWDOLadFGolUHVhoupzpxkOrpXASPlbwrDtsrx6ZwmwEoVjZZyb7xh2lxRMVl3i1Pw7VRohBE9PVeiEKSv9CEeKgUZVpjUW4DuCTqwH3zeoOOXP4m5JT1H5q3oWjjTK4Z0oxXVtDpRsVnspniVZ66fYlmC9n1FyJILdF7+9HitLwnKQkuZGwane/n6Vf4hnQc2zsS2Lm82+MRjWJonUAg7XXW617q+RSpG0edYGYLx3FzFFDUhhtJWCVHG7/e6ftvsha/EgY68rkebVdDun0Fddo1yfaY0rBVrD63c6hKnZAKz0ElwpeflozcAUegkzNQ/bF8yMefzp9Sb9JKPsWHz6+AgV1+L8Qpcrq8Y+qGQLpJSmip8bKBbrRitMOTNVZqETDTTVtsbk5OQDukoPXzwKVcePfBSUdVsKmkGKZ0tOjvocqHmEqeaTR+pMlF1EDmZ2LOjHGUppRksbIObicw43PA7WfXxH4tuSXr5b1NqUph25sViUXEnZsUCbRaoTK8K8/F0I82kMpmO1l9AMMoIkHbQ37icY+H5+VjdRBtNky3v+3OGEZ6f90sM6Vz8o0KkQ7NjCiJXMzW7dTc8UmHuZ5Eazed5NkGb0k4ySY+EIgQLCvFK4HmQITMn+TitiqRfTjTUlR2BJgRRmgfEcSdm1saVpAU1WHcq2WXSeO1DFvssGt/is1SClFabYtmTUswkSjZ0b5AZxRpgohADfllRciSc3tzMqrsC37t5zypRheBW+TLuFLc1YLRTSu7EiKTJ1Dav99J52sIXqtSdNK2r37zV+ea4l9j1ORM7Mux9hCR459fIiupHRTrOEYTYWCU6YwaXlHt3Y3MtUm6pamCreWuhxbTVgpRsz3w6ZbYb86fUm0zWXFw/VOdTweGuhy/nFDn90dQ1bCEqOJFHmWRot2QM/w2El58Js9GfPTu5Y5bHtj07946Nzph+CMIrJGb0k46LuMV3zONzweHamxrMzNd6c7/KNt1e5sRbkNPMyP3Nms4lcQX2/sNjl1/4iwLEFVc8iU4penFF2LRxL0ApSLCmYqLioHXagFmBZgjTTJHoDlCkxA/hhqnbstNgrDTfXAhJ1b6BdtnzWgzjH4tq5+wS07je2nud70Ucqws13s64lqOVOzmCeBd8W3GwGRInaVkWEDfyNZZlkPVWaJybKHKp7nJvvstZP0QhWuwlSwIkxnzcXesSZQuVUcLPwZ2TKJAbPHawy14oACPLvHa+4aARBorCEoO4afzYwiVeRdBmZA00nLj7PLCTz3XjQzu3FCqUVJcfi6amK8QyTnjHszTRBlFH1LcbLLrebe9OA0xyAvZ8ou8bHSeSpVZj3fYrHw5xbrgm0jxt6oOYw10nyVvbuv5Aq6EfZvnXNLdjRc29rSMzmyrEE3R2qR66EqmthWea+hXmv7WGaV+4Wvi2YrrmsByntMDXyBRp0rt46fJ+Kovh6PzXzaL7BbUcZtpScGi/hWYJACM7NdYy/Vjs0RqhS41iS7lDrq4i9pE6GY35+ntHR0Qd4NR6eeJz0PALRizP+4NIKs82QumfRTQxDypKCv/Xx6cGD/KljDcqu5OsXV+jHGQ1/5we84lqMVxyEEGhtPGDiTKPzkqxEMFp2ULlvS5iqbYuVBiqOpKfzRU4KLMyisRdd/d1GoQ7rSJBSEiQ7txQK/ZWipy6FJFMZ7Xj7u3t5peq9xG7T+3upqihyw8R7nN3v9TuL9sV+49Sox1qQ0AoNhsSzoOpJzkxWeHKyzH+6tEo7ygYTeDvHcniWMVoNt/RvCsCzI8yxeLY01UopGSk5pDluJ04zzk5XkAjibLPFicaMj2emq1Q8iyTTLPWSfDEQ9OOMhU7C6XHjRF12LXxb4qWKdmRAoo5tqjthYnzjqq7AsgVKaxxpXtfCCCFOVc0iVnEtfuhInf902ZAIkkwzVXXo2JI0VTTDmCw/94KZtjU0G6DluyWgzSDFtUxVdqzk0E+M+GaBFRH5P8q2oJ/cXSF8pZ9Sti16yd3V0YuE524Jh5ufqx46n91CYa5J2ZJU0JtE/QQm4bQtaew8lMqdzk2lTT0iWU871nhhxnTNw3ckvSijHWW7AtUHlVBDlsXNK3uZ0ryZq5WvByllV1J2JJ1IkaoU17awhWakZPOFp8a3JTY7KTnvN3aiwz/q8TjpeQSiHaVGSFAKxkouDWUEp6arLlO5xgOYB/TbN5po4MhoiYVOxFffWuLvvXRwoAVRxHTVY7rqcHm5T9pXxmw0313VPIuG7wCGzl4sYsUCOWBQpVneHjKj2LMsMq2JMjPFD0lNbAvJ/qm5RdgCJioOkxWPS8t9gnS7z1OxuJRcycGaaeFdXNpZ44Vdju1+xHv93Hczr7+b77RzvZrdvq+4vr4FZ6er2FLwxnyXbpwNkpKXj9S5sRZyeMSnFaYE6eZFN1GmIuRYGpUWyZIB0xfA9NGSww8fqxOlmrV+QtW18G2fRCm6sc1SJ6EbpTsCW5WGn3vamC/+69cWSDPTuhzxbZQydhB1z2K1n+DbkpJjoYEqJhlb6SZkQuNZDFqe3cgsNkli8CmuFNQ8h0wbFd2GZ+jC0zWXTGu6UUonSokzbcgEiUBok8iVHUEr3AD0Dz+zAjPuvNzyRQM6r2KJofe4ObL67ZU+jhRodA5eNb/rWibJ01qTZmleKRQEid5R+bgbK85O+sy1Q6J9Atru9kym2QZuquxKyrZkaQ9TtFQZPaADNZdGSbPSSYj1hpVHP1FkSg3wREneCnpUQmAqhWv9hCA2z8ZelzoDqg5IaaHyzahnCSwpB0riSoNjSRY7Zox0Y3CkoOJa/P2XD/LcDnid/cTJkye3vXY3OvyjGo+Tnkcg6p7NWMnh1lpIJ0xBmElgorK5lDnM8urFGfOdmG6U8uVX5/jFj01te2Brnk3Vk7RCk5q4wlRqglQzJgV/54VpQHC7FfL/+/NZuvkuHp1TkDHVnbpnDCQjFE9OlHPHdkWUmgrS1vaYxJS1kz1mAFsY5k+WJ2OxgkjBYjdhtZ+itcbJ35Mqtn1HlCour/QfilL4e9WFeZDnMFqy6YQpu3liFglvqgxOLM7bgYVCdyfKeGuhR5xpRn3b+JKpDKU2BACFgFQZLR4pYLrmIYQRurSF4EDdZaTk0AwyfFvwqaMNXr3dIgwzZmoecaq5thZgC/NcbFv4cur6t280cWyJZ1tGRFOZhcN3LKaqDitBSidMOdywWV1JiFJT2Um0+f1iTK30IsLcP8y3DTA0w6jnHmr4dKIU35bmnEsOt9ZDwiQjSDd26xKNlBBmCqlM4pNpiPLxUACET46VGK+4xJlmPUhYD2LiFNJMMVJyiLIM27KwhKYdZWRak2VD6tQanp427ByE4KmJEq4teG2uSzMwYjuu2CySWGxg2mGKZ1vYqF0tIe71uXVtg/3JlKn+jvgWvTjLkzuxrfWlgeVubNo+Q68rBWGa0fAl7eDRSnaKsAQINGGS0YvUXVuEAii5Fp3IYH9cy8ALkkzz/EwNIeDNhQ6t0DzbjiWYqbucHC0RZZqjo+9eYHBxcZFjx44N/n9YCqXwe9xJ1PBRjMdJzyMQ2/xUtPFT2QpK28Ty6sS0w4S6ZxOkim++vcqIbw+c19uRaY89e6DGxaWe2aUmCltKOmGKN+ozVfUAo/HwzHSVqyt9M+lqnbNYEqLUaPo4OeDRkoIjIx6LnYR+EqG0WUyK/MYWUHIk/Xh3mm3dFZRcm8WumSaGqbOGWj80A2bmM7fOifeqhPsg473M1/cj4fEtQbhDgimA1SA11HKxO1C8aEO9tdjl+GiJiYrDoYafg3gVy92YKMm4shyaVpA2FQgpBELqwXcJYVhzSaZoRRvK3s0woxsrXjrs0QpTvnF5hdlWhGsJmkHGeMXGzhObnQ6xmuPQOlHG4YaPJQRvLnSJ0gzXkhyqe3iOzYhvkWaKd9ZDw3hxzXOo83JkouDaaoid6wrpzDAYpTCJ3rXVYIA7+uyJEb59o8liN6YTpwTp5qqmwizcngVKKxJtFKulAJEv8I4l+dsvzOA7kq+dX2atnwCCM5OlQYsWjByE70qSLB1cy0L8UeR9rY8fqnGk4XF9LeSthS4CGPEtY35qm7ZIlJpqVqrBkYaR2YkyPEdSRdHcL3BnyzNkFeNbwNGGz0o/oZ8opBA8M10lzRRXVgO68c6p1U4Jjcr/o5V4z2Ngt43DgwL2F5FqaAaZUb7f55ct97LBNZXCJJDHRkv0ksy0axNNnGqi1LRYz0xWjKDnXQxF7xa9Xm/T/w9voAt9oLV+sk3U8FGMx0nPIxJb/VSmqtsz7gKt/9W3lujmfdinJiu4luD6WsC/+O5tpJDUPKOeXCtK/o5FP1FYUtGJU2qu6Q3PtSO++fYq60FKkikmqy7zbbMLbuXO1xsAUFN1udOOePFglVaQMpbvVNPMVF6EMHT6TOkdMQ7FYI8yiHcz8NohHpVdYLHgvd/5mMJUxTYJBuZJhBAGgGxJWOmlOwKOLQyeZbxijBAdS7LSiwc7wKpnkSqNlIKya5GoFKHNTh9t/OBsWTjTG2p2mmlsacDLvdhMpP04I1Gai8smubYxgN31ICFOlakybbnXrjTVkuOjZWpeh5VezEzdM78v4HOnxnhzoctaP+Fww+fzT47zBxdX0MRYQtDK0kE7pTjvwkLDswRBXpmxBCRKsdpL+B8/OzGopv7JtXUsIQYJ2dbcMspMC63sWHQi087zXUnNsTjY8Ki6Fv/qBwtcWenRjVW+m+8yWnJIteZww8eWgm6UYQmBwND9Pdvwmaqexc8/PcHx0RJfeWORVpQghEAITS/R2EKz0NnAv8UZjFfs/AYbLFPVtXDQdJKdx+XWEBiG6ETJphkpkkxRrOu3WhHPHqjyE6dHOTZaYqrq8v3bba7+5ew9ZxhCgJD7Z43tdbw7xfsxbWSAKhTK7xLF8VhyA1Q/XfP4wpNjfOdWi3PzPcAkOL04M63gIOHIiL9Jdf/dhOtuhj8UG+jhcd7w31ti9bDEo38GH6Eo/FT2iicmyvyVJ0ZZ6MS4lnEbf22uRztMWe5ZPD1dZbWf8IeXV/ncyVG+d7tNlCqU0oyM+ExUHL7w1Dinxst8+dU5brdCmmFGO0wI4gzHMqX6KMkXCb2h3DpZdmhFGXc6kSnjo1FKkGmNFIJT4z43mxG9XYA8xcSwX4zBwxCFv9J+jviD8vKKM7OAl20jEuhZkjDLkEgsaRIaW0hmai6r/ZRUbYCFJeb+lhybE6MlwlTzmeN1vn+nw1o/oeJaPDFR4gd3upweL3OrGeJISao0nzhc47W57oD5dGy0QpJpPnW0xm+9tkiUKiquZD3QREHKmwtdWlGGUooR32YtSAkDo4kjhB4cU5GcFN5vJceiE6eD6staP2GsZPPJow2em6nxicP1AXvl2mqfZpgOwMfDt0QP/W2sEzbfMKWgGaa8dqfDnXbEepASp6YFt2JFJCk0d3CjLTkWoyWHqmfRjjJOjfk4OQ7n1783x/nF3sZ3a8N+SvsJh+seJUdycryEI42u1tXVPmmO5PVsyenxMk9PV2lHKc0gpe7arNoJWSzIMk1nC0pZAVprXjzU4KXDNb51vck7awFRJtlfymPCgLMFx0Z81kPTbi47knZotItePtKgH2f81mtzfOt6i06UYVuSmidZDe7ur+7bgsN1j9V+sqvFyH7jgy76Fs/Tfoo9FjkIXBjDWqUUM3WPHzneYLEbs9Y3nzVVM2bPZUfyxeemKbsW850IW4hBNf9ekqCtmJ5iA/3Nt1dZ6yc0fPs9J1YPSzxOej5k8VuvzfMf3lomytU3fdui7Eqqnmk9XV0JkAL6iSmjfuGpcaaqLpYQXHr7Ci9+7CSVfACtBynNMCPNFFXXphWkKDQHSkYKPckxGjrHbSz1EjxLGkCziulFCt8xAE0FXFoO9gby5TvqHXEb9zHuZ1k7ysGbni3p71M+9kGX1bd+hxHckxwfLeFIya1mSBgoFBrfsmgGhktTlprTY2WiTNONDc22nxhbipPjPv1E0fDtTRIJ37nV5LU7XW6uB/QThWfnWlFSsN5PjY9TrPBtSTMw1ZaTYxUO1j3mOzHL3cQsxMpUA7XW2NKwlFxLkArzbCm1neEkhPHBurEW8JuvzjNVdfnsiRH6ccYrs22+db3JD+50BgDMAug/UXGIUs1Sz1DRXWtDcdmTBjum8n8XbdKiAobW/OBOm0Rpgy/rJWg0VdfGknpwjI7YUDd3LMGxMZ+5VsRakHKzGVF2JK4tud0MdwQ4W8JgNEZ8m8VezC8/M8VY2eCHvnp+idlmiC0lthTMtSOCJONWMxxct0Qp01YpLCVyzFKmDBD7l56d5MRYmUMNn6+dX+Y776yZTVJ2dxsSjfmsEd9mpZ/QChJDPY8EDd9CafjG5VX+w/kllrvJRpVJqbuOEQEca7j8N2cnuLoS0AzvniAVv1cc28MYBTbubpFhxkLB4FzrJ/y//+jGQH08SBTjFYc4VdR9Bykl11b7fP+OobGv9BImKg4H6949AY8vXbrE008/vem1/dLdH7V4FDWfHscucXM9MAlPmg2M7II046mJ8oDJstqPaYUpVdciSBXfvtGk5tlMVl3GfTF4sOuejWsJOmGKa5udu5tLpPfizGhoSANOFMKwNUZKDjN1l/GyzS8+M5lLqEscS5LchblQhNrv7PAe4kFMjAerLuV9eo1t/X5b5FR8DEvq3Z6+K7dP/gJD9S3ZxtTy7708w//8uWM8M101wGNHIjEGta407Ynr6wa7MlXzeHKyxETZwbPktt3eK7MtVoOE0RxP0I8ztDa7xNOTJW63Qhq+MyjHr/VNNWa65jJZcciUwncljhSUHEHNs5muusYXTptEw7WNKJ8l5bZrl2m4sRbRzJ/RVpjyx1eNI3UvzgY+db/zxiLnF7q8sxaw1Is50vD54WN1DtZd6p7FMweqAw+2VJvdtiMFtrV5ktcULCujoLvej436cP7Tgw2P42M+B+su4xUzFo6Nejw9VSHNNGGqODXm89LhOmMlh9vN0ADy5cbnC0zCVPNsNJrvzba5tW7azEvdmImqw3jZ5cR4iR86UkcI+PrFZf7k2jpjZZuabxNnmrJj8zefn6LiiMEkb8DFcKS+gdc7WPf4oaM1LAHjZYepqjNoVRlc1sZzVOCqJIa6P1Fx6ISGUddLDO18pWdwH1+/tEKzn9zzWLMlzDQ8LiwaduaxEX9fnzG4dvL+L2rFPWl4kl1UQO7b98CQR5yA262IO62IG+shQWLIIc0gwbYkI75F1ZW8MttmtZ+wFqR045S1frLNh+vdRsW1OFB79MHLw/G40vMhiutrAXGqKDtmgdOOphMplvtmon9zoUumoFGxeGqyQtm1NoHTxsfHB59VcS1++qlxrq0GtILUWFBIQZpL85ddi6cmKhysOyz3UmbqHjXPYr2f8M56yA8dqfPCoRor/Zj1fko72l2oTWLaREHeJnrY5ee3hhSghEYgGCtZOBLWAoOPscU+zFH1Btjy3WocFUDhYdB48XqWi6KNlmymqh7tKKXh2xxpNOglGW8tdOlEGZkl0JmpqhRqslEKz81U+aVnpzbhyLa6N8/UPNb6CZMVh+OjJea7ERrB0RHD1DJMKc1U1d3kJi0tQWqblpvGAGy11ui8JXqs4XJjPSLLk4Nh26eiMuJbkoV2zJmpMkvdGCHgYN2nGSRcXTHtrDcXuljStGWuWwGnxkuM+s4A2+JY5g64liTTmkquRN7OAddFlByJUprFTkySA5MdaZhot9ZDEqUGi5cjJW7Z4dPHRwjSlG6UcWTEo+rZJJlCL4MQEldqlNaDalLFtZBScnGxj2MJzkyVWewm/Npf3Gai4jDfjjgzWaHq2diW5E4rRAg4MVZGKcVqkJBm8JkTo3RjxVffWiZKFVLC6bESv/Sc0fZ6Y77DH15eZb2fEimws4w4xzO5FjwxUTGK7VFGlCmCVLHcM+2mybIzaMt5Q5WyWMHbK32sXCE73UMOYafQwGInNno0joUWplIm9qCrS8ymK0zUA5k7NCYZDhJ117Fsw65MOAkIacbXcCsVNkQqi2dU5d9ZvCFNFK40mMhDdY+yazNZcXjxkGlR1jyb262IkZJDkumBUOh+gcfDc/9ucT80ex4G3Z/HSc+HKE6OlQaCVmAGqWdLJsseCnj+YJVWmBpcjmttA6dl0mG+Ew0eyFPjZf7mx6f5r9fWubrax7Ukz0yXWO4mLHQirq/2ubZm2hkGqGwmPKXg//uns/zYqREmyi4316KBaOBuUezUHmR52hLbgab3IySmjZiqiCRSAzCswPiU7TXxWzlr6r228xxJLuinUBqON3wWekmuhaM5VHc3sf1qnjExLNnSKMUqjSuN4rBvm55Sogyb7zPHRzkxtlEmH3ZvBlP5u7LS5+R4iYZv044yJsouSao5N9/NWSia0+PlwbP23EyN5w+apLhkWVxZNeDlVClOjZcpu6ZttdJPDfg9SjctOAJDJ0+y3HYlyQbeQkIIrq70ubbWpxcrpDDu7pk2poyZMpYpni05WPco2YKjDY9+nJBhkq8oMQu8HkpIBUYrJVYmISNPVArQNGijJZPfe1yTqP2f35szSs9Rxq1WwPMHanSTjLpnkyhFlJoKhyPg2IjP2akKs+2Q282Y52eqAwPWXpxxfNQnUZrzSz2qnml5jJbs/Jx7rPVTgjSj6tr85c0WS92Yp6crZFrzQ4dqvHi4wXTN5Y35Dr/2F7fpxQaDY0nDlCvEkR3INznGfmOxl9KPM2xh2JNv5gmPGPqj8+c5yRSZECTZvbMPlYI7rYhIQSvM8GxBlFt07DaH+LaRv9B64xju9zjXsGMbki3HtVczTgvz3nToMwpjW6032ri7XbN2lOHbEhBINC8frvPMgSo/uNMx2CcpaAaGsTtsTLqf8Dxvz5/fD82eh0X353HS8yGKY6Ml/vrHJvkPby2bVgOC6aqDlPCpo3VePtIYMLIKEOqLh4yY1ZWVPv/mlVmcSoOaZ3FmqsKlpR5z7Yh31kPTQpCCq6sB7VyAziw8ZhG5udYn1mbQGsn8jG9db/I/fvYIK90YSyrutHefEuLswSc9kgcDakw0XF7uG8YFm4Ucu8mGO/zwcSjM5Pz8TIVbzYj1frppYt0tcmPywXkUTJoR3+a5mSqulJyb7+A6kqcmypxf7IIQjJacwWdUXHN/v3JuMcd2aUqORbOfkpAnoFoTSlMdKm8xZ9rNvfnzT4zx7EyNTpRiCcE/+8vbhqVlse3GFjIMxST49FSF6arDmws9JioOY2WHyYrDXDsCDefmO9tAx0kGY2XbJGiZou7Z/OzZSYIk43/7s1mixCQ8tsifL2GSuwJYGmWKxW6EbwuiTFOWKeONOldXA2xpWE3rqRH6KxhsFoJmmPLCoSpvL/dZ6+eMNys3k7QkqsDTaOgmGetBxkjJouJKerHi9YUOFcem4lmsdDPsXBR0tGTMIH1bcqTus9iOWeom9BKzO/Ysi9lmaO5BmHJ9LeDEWInPPznOlZUef3qjSZyajU7JUfxfry3g24K67+BK+M9X17m8ElD1LJa78QD/s9KLiRNNwoZYIsD5xR6OJfBsg8sDk/AMg9zV0K2VeYXI1Dzv3s4upBK2qlJHamMMFbo+Mn/OGVK3lsK0dIMtvmXDDMS9pBiKGCRueyRLNtDwLJpBtm0OkXK7I/1OoTRsFYbX2nxukuvyNPco9ar8u1phylw74057jn/yI4cHgOOCkDJWdhgvO/cEPJ6bm2NkZGTHn90PzZ6HSffncdLzIYu/88IMnzhU419+f55+rIiU5sJij5vrIWXH4sioz8+dneD8YpfzCz2+db3Jn7/TNEq6sebJSYeFTsRXzi1yoGYezk6UohXESrOUbO7TZ0rh2tJQiTPTFvBticQYM7453+FmM2S5tz3hKXACQhjLiCDVxqpgy3vuVyKkBXhS3Hd22FZmhiONsm+UZkRZjhMZmlAHPXtyLx40JVcQJnrXCbr4/K0VITvH8RitJEEvyTg1XsazBRcWe7i25MxUhUTpwSQDcGmpx6GGh9JwYy0gU4qsuD6F6h2C0ZLNt280OTVe3oT32s29uZC8/8ubTd5ZD3EsgWNLjjV8pBSbyu1P5FizV2+3+IubbV6f77AepFjLPSZzxfDDDZ8jDY/XtiQ9xRE2fJs4g4ZvlJQBqq7NdNVBq1wPSBkmodAbbQQNgypXwTha68JK3CdIFGcmy3RjUzVrBmm+oEtOT5SZbUX0Y5NcGN86jSU0vdR8j8Ywb1KlIdBYUlD3bGPVIhOSfJwESWYUm12LqarLYifm8lKPoyM+vSRjquax2I3orSljv5GZeoclzcai7lv83NkJMgWvz3XxLMF42SXJFGt9owA8UfaI04zlyCQ4niW41QyZb0corVkLsgFwFvKkRZvqZII2XmWexULHKHAX7aNBcjTUqhGavLqjBzg12FzpLBIM3wbyFlgn0gM38uL5LznGiTzMN1cVVzJaspnrxNiaHIyuclX2oua4ebyAwcgVWOhiQzL8vgJwrjGL4W4pRwqs7qLguU/+wqYojiHT0IkzzkxWDFW9GdEM0h03PxYG66W0plEyxJJvXF7lH//IEb700sHBZiPT+r4Cj++HZs/DpPvzOOn5EEaj5FB2bdbDiDRTNEo2K92Ef/7KHSYrDqv9lCDJcCzBobrHzfWQdpQxVXFohUnuCpwhJbm/j1nVh3vRsCEXLzJN2RUDF/Z+rAaTxzfeXt8kpz/oYQNTVRtLCpa6CeMVl1v5LnY4NvW89buv1EhM1eJQ3WOll3C7HW/6WcGWKPRW3ku7SWuoeQYLUUSR8BRGiyXXIkw1l5eNrcBE2aMbp6wMyfbL4pgscu0VY75YRLE7HS05KA3rQcpU1eXzT45jSehEhtFU82zCVA0mGQ2D8velpT6WNIahypGUHBtEXrHQMFN3t2EDhumshXvz8K6yF2d8d7ad1+xNu+PKan/QqiniykqfP7i0wmtzHTPRazWYtFe6MZaAv/bMFABlW9Ie6m9JjHN6w7fxHQO2XOnFfOXcIq4lWOgkxGqDRm0J064BTZwxwJu4FsZ/SmtmGiXGcouThU7MExNlVvuG4ZVhNIWurQWMl2wWujGr/RjPlpwaL9OOEsJ2TKq0WbzIxRkxzL5eYgBrUaoIU81qP6EXmzK/AOJUsdyLWe7FgwpO4Yvn2Qbn1E/MeaQKfEdyeTng//juHaQU3FwLcXPCgCWMR5lrGQICQBhneCWbNxe7rPeTbdgxgamKxJm5JsV4k9LYP9jSJA/WUJJQ6BcVAzxRILWpyFQ9i3ao8oRzaGzkfwcp+LZGCgspsk2VEoNDMwlWUa3xHcOOVMpYzIyUbCOM2gqp5HPPcPLh24KKZxHFGYVK0VaRQluAbYkNHZ3iRt/HKK7rXvusVMHF5R4vzNQ4WHcHdivDvzLqW0znuDnXs4hTRc2ziDNNJ0rfM9j4xIkTu/7sfmj2PEy6P4+Tng9hDDOvGiWbMDHy9f0kZblngMhJpqj7Nm+v9PFtgSVhtRfzyi2jixImmvMLPaIkI8jIGT65LURRVs4nCN+WmyatYt5oePlElQPyNvX+JVhSGkCoNkq4u80LpoUjOFB1eKcZ7/Ku7b+z9fMsYTAcYWJwK1GqB5gaS0DFEczUPW41I7hHnx9N7idmGX2UxXZCxobOTTEhlx3JExMl1oKMUmYWwpGyQ5gYLAv0c9CvGjCWUmXE30qOJMnNLz1bkKQmOTky4jNVdfn5pycGYONenDFVdVntJ4OJcbjHXyh39/PFuOJZWDojzBRl16YXp3tiA/ais7YjQ609O1VhthXmNGXNp46ObEqMvvn2Kiv9GK01SmkyLai6glQZwGbNs/nW9XWiTFNyLVN5GbrejmUsJw7UPHxb5lWjNocaHmemylxa6qE1vHykwhMTJW63Yu60Qm6uB4BA5M+gJQ3QerFrkoEjDY877ZggNRWg2JMGXKoV3ShDabNI2tLoYK32Y46M+NR9UyWVQlByJFNlh05icBgLnQSdt78smRvzJmaDUHYlC50YKcirqwnXV/vmubQEkxWbNDMg3faQSGGs4FYz4sWDNa6qPp0wQwhjyOlYkumqSy9OWc9B9au9dED5Hx4fgg3TV+Ncb153bZELhoqcHm/GTar0AGeT6eK5ZzDGXUviSIkUalMbFja3mDMFZcc8q0qbxCZVxhpEYwDSxoBWoLQgSTNEjh+ca0cDz7ggMWO1aMJ6lmnDrfZSY8Sax3DCM9jg5AB5pe4/gaJoa0thvm8HM/nB8WbaVKKNurhxTgeBawlOjZf4G89O0UsUX/7+/AC3M1IyzEhLCK6vBiA000Pj/14AwysrKxw5cmTHn90PzZ6HSffncdLzIYytzCvfNswr49Kb5DtIY4wYp2ayaXg2q70YpRV12ybJMlMWHm7JCKMuq7Sm6tt4mdFtCRLNSj8xiVHukyUxpdheHG/b5VjClOeXuvG21s9OITA7/fU9zAuHo5j8hj9SAc0g4S9vNYlTQz1Osw1mjm+BLTQl28a1jOp1ur+v2/heYZIaryQp2YJ3mvFAg6Y4Ling0nJ/8P6JistTE2XWg5RPn2jg25Kqa3FxqUeYKsLE3AdjvWEsAyxpFtVAGoXjEd/mZ85MbAIbb8bt9Ck7Fp8+vpF0fP7Jcb5+cZnbrRg0HB8pMbsS4UibkZJNM+Cu2IDd3JuLXd1qP+HoiE8zSJmquTw7Ux28pyh3z1Q9lrsJTZGgFPQTo9MjhalGjZQUB2oe7TA1yszZxrUeLTk0/I3dY8EYO1DzjK+ca7HUjfm7Lx7gxJjR6XlzvsMfXFrlnXXDJjzc8LGkoQYncUovzuhGGc8cqPCjJ0b5D28tmeqazlBI0kzRiTTjZYfpqs1SL2Y1SHliQvJLz07xx1fXWO0nlGxjSIoQPDPt8YUnxyk7Ft+8soYEXp/vYEnTElLKtMJmai4lx0LKlDA1ia5S5rlNMp1jkkzbKcw0niVQyrwuMM+ILUFakrGyQ5xpWqGxg6i4gm60ocw8nPAUtHRbGi+9NGelJZkmU1DzbZ6cLPPERJmLSz2D6Uo0s+2AfmQIDIVJKhpkpggTk6zMVCzSTBClKZ1IIyTYeSJgScFU1aEdpWRKM1ExyX8h4LgapKwHMUGs6Wu1kawJ6OQ0vkI2I8uFJn1b5M7s+TnuMK8MEGrCJFUH6x5LnZBkSAS+SArfa3u9GP97fUah9dUNU8YqDi8dqTO7HhLlLU1HCv7D+WVWesYwN1UqF7y0OTHm87+/csfYE2HsiT51rMGlpd49AYY7nc6eP78fmj0Pi+7P46TnQxrPzdT4Jz9ymG9cXqWfKG63QrpxOrCMsKXIfYWMJQCWmVAtW9CN0kFpuQg7X2RGfZvlfopG4dsm4QlTtTGR6I2/1gMj21x4DYFJmjzb0C7vtELCTOPbpgWx20bLtNE0WaYG1aLh9w5PUI40LZ8dhHGNSnSkafg2ni2puJJmkJJqzVjZpRvG3G6FKAS72ARtC0eYVknJtdFa4zmSMxMVbjXDQTI3OHdHUnYlzSDLd6+aTJmEcbzs8MxUlfMLPVphypFRj4uLPaJM53gViyQzBq7HRn0ONzzWg5Saa/Gllw4yWd0sI9+LswFup6CvXlrq8amjjVxFucw/+ORh3pzv8MpsmyBRHKhY/NUXDg/EKt8tNmArULrsWPzEE2M7+sTNtiLiVJHpjbtYcY2QotIMqjgTFQcpjCRAxZGkWtNPFB8/WOf8orGZmCi7+JY1YCi2QtPuKzRpAL5/p4PvSD51tMF8N6JkGzG9M1MVriykaGEQIp85PoLvSJZ7Ceu5grBj6dxTy1Dqi82C0ppfeHqSpw9UKTkWf3BphXNzHRBwZqpMnGnOL/b44nPTjJZsFroRFdfCdyRl22Kq5nJurkMvzvIqq6kO1X2bZpAYPzNMRSKBAY4myYwJaStM6ERGAHKqahKHtX7CsVGPVBl9rl6SUXKgt8XdxVRUJI5UuLZFlGmy2LSbbEtQtg2e5idOjdKOTUvcEoL1MEZqgWdvOLlrcr8wYVpLp2suvmNaMW8t9NAYhlXNkaTaVLuagTFvDRLTCpNS0PBt42kWpcRbGGBWPvgLAVNbCjxLUnaNZcnRhs/NVojMsVU74W2KlhkaTk+Umal7lIlZiixWgwQ3x+RJYbyzlL47wcAA3Y244yChHJr7bHI/th1+t3j/WpBwdLREP8k4OuqzlF8DIQVr3ZhmmJj5RClagUkUr6wE9OMUz5YIoXl7pcc76wFHRvxBy3c/gGHbvnsqsNsm517ifnzGe43HSc+HOJ6bqXFqvEwnSrm01Oc3vz+PLZUxHrTN5PXp4w2+O9umn2T4eW88U5t3gkUEiUIazVAsITnccLm2GhgV3dw13ZgZmnZZqowEv9aabo7HiFKN1hnzuVUF6B01WIZDY1R9LWnYOkmaEaam53+gZtRHT42VuLoaMN+JiTKFCtNB+Xv4c0w1wdBDbCnwHYuqZ3NmosT5JcOM8G1JcJctXoEPUEDFs3Gk4PREmZJj0YpSEqVpeDadOB04jR8Z8VjrG02jQw2POy3TXirZks8/Oc5kjsf5yrlFrq0GIAS+LTk7VaZRsolzLMh42SgKT+fv35rwwEYlpUgaKq7aBhysuBafOjYyYFzVvCP3ZULanHDZ+fO3kXAV3/3ZEyP82l/cJs40h+obyc0vPTtFxbX4t+cWWehEHKh5NAMD0vRtSdU3zvBgEsCXj2zYTAyzE7eW0LeCKY9YkuVujGeZ6sALR8cGoOxT42W+8sYiDd827KZMkynBeMXOn2GjZSSApyYrHMvtYZ6YKPNXn55grZ9sw1NlWhvvr0sr3GlGWEIwXnGYbYb5Dt6Apl3b4nDdY7rqcn6ph0bhSGOOKtBESg3aVFprFjoJMicD+I5FkCiU1hyoemQqphsZmwiQCNSmsS2AQw2XQw2fhU7MbCscAH7RGmnZXF0N+F//7Ba9WFF2JKfGSnSj1ByP2DzGRks2T06UsSzJT50e45XZFufmOpRdC9cStKOMXq4q7EhJkCpOjZWwLYnSmtGSje9I/vDy2sDeZViJW+nNf4s8ubFz37cfPl6nddnYjERD/enh4Wxa9ebsC7mN6dEGzZU+WkFfmVZmybWwLUHJFptIFlVXkCmBY5nnsZ8UliabJ4xMmU1YmieQqdL4lmkfCrFREc8t6gaJ61sLXdZD42DrO6bqmShDcohiwx5TCm42AyxpAN+jZSenrKcDrNi9AIaffPLJfYzsD0c8Tno+5FFk1jXP5vW59mDRLP7+ydPjLHUTyq7kzvIa1zqSQG2uqNgCyq6FZxvgaCtKSTPNldWANK8+FINPSjgzWeYXnpnkv15bo5coLi9tOPgqDFhy0rURIqUXK5JUkejhPvt2vQuFqapI4Ox0lWsrAZYlePlIg1aYEmaa/+lHj7Hci5lrhfwf35tjbQe2RYZJ3sJU5c7EFhMVG9sSdIKYVEGl5NCNUtQuOiMSc54jvk2cKhxLIoXgsydG8WzJn7/T5I6OKLmSp6cbLPViIx9fdolSzVjZ5kDNVB9KttxUqTE7MsmhhsdE2eG7t9u8NtdlpGQPdqZfeungXasw9wIcLJ6RCxcubJOifzexPeGydpx4J6suR0b8/Pk0FZe1fkI7NEaerTBlpZcQpYqpqoOiwmI7ohsZ5efTE+WB2OEwI2y3Errx6ZLMtgJmqh7NMGWkZA88u24vrXF4aozPPzlOmuvqnB4vEaYZnTBFCMHhujlez5Z045TRksPPnJnY9D3TVY+pqjuoOA1f+wM1j//uhw7x5nyXb99Y58JSHzR84lB94KT9uZOjfPtGkyurAY4lONIo84lDdb5+aYXFbmxaRBjsTNWzmK4aiv/tZjhIxBolh3aUMVNzuRKnVFxDGkhUjERQ9y0ERk39r31situ3b3MtdnCkIMKMv0xBM28pF8DvMFV05zokOm9J5+u8aUGblraQhvX37EyVqZrDSjdmqReT5o7pYZLhSsF03cW3BL/60kEmKu6AffTbry9Qcy20VkTZZsr5JhySNHNJpjJ6sUl8/ujqOjXf6BdtqrRIsxmLMgNur+aVtqpnIwW8fnsd13VwbIHOgc2uJVDaIkgzU9mzjdjmLz49yX+5uo5SmvluZHSZhGmxDUfRbvMdi4pjsdw3zzLCgNuz2ODzEMbyRKH53u0WSpu5RefPoLEOMnpYxYZUkLPilCJTsNaP8R0DrKq4prJbcdW+AcP3a+w/CvE46fmIRMW1+Nmzk9sYN9M1l5GSTStMaTiCum/j2spgehIz+Eu2NINUa9qRUZYtdDu8fBekMs1YyWYsl98/3PD5xY9N8dW3lsi0GfxSCMLEJFRTVYdRv8xbiz3iNKMiRA4gjejEGTrV6Lx1hIaya/Ox6Qo31gNurAVIKTgzVaHmGdfvpW7Mq7fbXF7usdCJ6e+AGizwC0WL72DN41een+Y/X1nj3HwvBx1LVgNTRhZbqj0WefJlCSyhQWsmKy7jZQfPFpyb7xIkipIj+bmzk9xqBoSp5uxUhc+eGGGq6rLUjQemmAVeZrhSU2jgHBkp5U7fkq7OBoBIMAno3SoyHyRwcGvCtdCJjJXEMKo0f99o/uxVcrHMimvxnVtN+oni2GjJaM7Ykr/zwgzNMOUPLq2wHiQ7JhvD577T63N5wnS7GXOnGXFqvDzAO5waL/ODt9q8+LGDAyBoLRf/Oz5S4uJSD4TBoPzs2ck9sQlbr33ZkQM9rOLnnzrWYKrq0vvBHFMVl6pn041SFnsxExVjTnp4xB0kZ3faEf/ghw7xO28scjlXPB7xbU5PlLGk4PMnR3hlts16kCAwCtHznRiB5vhoiS88OU6cKf7Fd+/QClP6icGFjPs2//bcIs2eItLxAEibpRsVIcUGyFdpCLcMLTuvmo6WHbqx0Wz67AmDH5uuetR8mxvrIY2SbWj3Ajqxgk7MgZrL719cGdyH+U5EkCiePVDlymqf+Xa0SdumIDW4lsC3BZ3YaNPYUjBWtuknGVGmqft2XkURg7nKkoK4l9CLFRXXYqxsrDSema7y5p0miTLnMVE2mlbTNZe3FnoDY1pHGizkd261ubLco5ts1HYKJpijTbW7YF+FmWakbHR4fMfKSR/GKb3rKNZ6RgJECMGIZ+dVeMNOA4gzA563ci2g4cpXPJRkrQcZNSV4fqY6wPR80IDhhzUeJz0fodhtF1xM0MuRx5MTPmDAk3daEZlWuUR/vr/IB3c3NmJa/VzLBGAtTMnyPn03zpisuJyZqvD6XJckU0hp3qiBpa4BFxxquMw2I1zLJE/PTFfpxCljJYc3FjqEiSbJFE9OlDg+VsKSggtLPZTWvL3cx85VSFd6KVdX+gY3gEBrRdkWOZBQD+T1pWDAqtKYakOxwDTGLOYDwY31gLIjUQiinMoi8zK+L80iLHMw8UTFiOj1YkUvzgZVlflOxN95YWZbReZAzRu0HHdaMIcThpJjfJ4O1DyenipjW/KepOXvFTg4NjZ218/cTwwv+jfXg4EJ4lfeWNwGqnzxUI1XbrUGE3Qhq1+0oA7kNN1Ma56YKPO3P36A+W7ETNXbsa23WxRsMSHgpcM1FjoRFVcOdIsqrsUTBzcWh620/I8fqvHJI/WBFlHxnt2iuPavzrb485st/vjq+ibzUyD3IHNphmYjUSRW//GtJXp50ufbEtuSrPUTjo76/M+fO87/+qc3udUKQcDV1T6nx8sDE9ilbszXzi+ZCtGIz0InouFbnBov8ZU3Fjnc8Ck7Me3Q6PY0o4xMKRq+xXKg6EYpFc9Ga0N5T5Q2m5ot5yeG/sh8Tijn6oFaw7dvNCk5Bjv2uZOjXFrqsd5PaJQcJitGhO9ww8vbahFffWuJv/fSwU0aUB+brhIkGakqpCQMa6ziSjJtWjy+JekrI/BYmJlmmeLEqI9lGYzTa3Nd2qGxXhkt26bVnjPlPv/kuNFLciz6qUnYunHGWMnh5npIqjSOZZK+WME76xGzzWgb8SLVhq5fc03yWuyX4swoTL98uIYWUHEstDbtKkvC9251UBhBwSLxLax+lDJwgJpvcXqixJtzHYIUpNCbMIu+lc9NtuCnnxzjzHSVTx1t3BNg+H6N/UchHic9H7HYaRdcTNDzq01mxke4ttrn6xdNKd3C4viIz431EM8S+LYFGgJb5mDojdGnNKyHGSVbM+qbFtob810O1T3mOxG9nHLsSljpxURpxsG6PxCM6yUp55cSfFsw34mRQnJ20uNmK+JOO2Ki4nBhqUc/zqi4knaYcm6+SyWnN7dCTaI03TDFsy1SpZkuO3TijApGxTZVOYVUGnZQP84IEsWRRgmRJVieYCGX7h8rGUDljbXQqLGGKdNVl8MjPp88UufUeNlIAcSKr7yxyFjZ2dRHz7QetLHudg+Gf1Ysts0gzXekNiXXflfaFvcCHCyXNzM8dqO97ocOWwgPfvnVObw8eRkGVRbYm05kaOGfO9ng2RlTDfnBnc6Obbn3ImO/Fc/j5InEcAK59fzfK9vk2mqf3359cVA16sbOJlBpca+3Ap+j1Bh3Dl+34fte9WxcaVqqaqj3U4Cjw1RvO8/5bkQnyjgxVuL0eIl2lDLXNmaWo2UHB7NqL3WNJIQlJZ4jiXdQCDa2K2aTUohj2lIQpBnTNZeD9Y17HSQZ37vdZqrqstxLqHsW42UH30k51PDpxxnz7YhunPHlV+f4xY9NDZ7/pV6MY1k8PVXK548MWxrwfzc2FeOSK0kjwzirS2N6ioZeqohyC5apipPrJwlqnsvTUy5xpgYSD19+dY6ya9FJUuJUEencYw2Nk2NxhltsuzFNPUswU3O5kAPfCx+uTMNsK+LjMzXWwoQfPznK+cUezSDl6ekKvTijFaa0gpSxso0tDYBeaVOR+tiBKhNlh7mWcVF3LUkSGOJH1THts36c0QxTfuetJY7Mtu/Z4mHrs/9hjsdJz+MAzIQZry/CuME39NMMxzIciNV88e3EKYcbHr3YVDhmWxGwIZJXTAy+LXBsQQ2LfpLx4qE6Rxouf37LCNbN1H3aYUonUsy2Qkq2lQOfNf04Y7TkESQKLTTroXGJv7ra53Yrop87vI9VHGxp9IYmKi5HGh5vLXRz/RBTlbKloJ9mNHybz50a4fcurtDPvZhGfOMoXXbloLIigjaJV6Pq5iq7UuJakpNjPq4lGa+4lB3Jj58a5bmZjXZFsajdL+Gt4cV2uB32oEvVt2/fHvT1d0sw7iXxSHNvqg0GlkkGl7rRNkn679/pDKooO7XlgPckY78fjNPw+RfxbtkmvTjjDy8bl2sDQjfu2FXX2qZK/VefnmClG1PzbcbLDpk24NqSLbfd9/lOhCUFLx+pD9C57aHq327nOVP18G3BbDPgQM2Mr+mqSzNIaQYJrk4JtM1k1eWLz03xnVttrq32QRh9LlsYZlKmDdZFYFq8BaA4zStCI6WNxH+pG/ONy6skSnNyvEzZjSjZki8+P83vX1xhoRMx345MAu07BKni6xeX+fmnp/jic9N044yvnV+inyiONHwuLvWwpOTEqMfbK/1czVrSDlJSbdhb5G3ptSAhzYyg48mxMmXHjPNT4+VNrL52lNIMUvphTMP3cK2MtSBltZcYvRwEsdoKUd7tnis6UYqd63JJCSIvkfXjjFdvt7EtyetzHZ6crHB+oUtiSxa7kUkehamAlxzJ33x+miMNj29eMezblX5CN1YkyrTPCrmDWGl03tLzbMlMjiUbHht326T04oxzV2d58WNnPhJtsMdJz+PYFMP6Kc2+YQJEqcK1IIgVr893sYTg9HiZ46MlenGXuJBoxVRRnFzWuBMZuvJ6kAwUXi0psQSEmaHhlm1JmGVULZuxkkWm4VDdY7YVEiZm0grSjOcP1njxUJVf/+48CKNUi9A4lqTuWeb9qQH+aQQ1x7QuxssOX3hqnFPjZZa6CQvdiLF8gh0vO0xVvY1WTEszUZH8wjMT3FgLB3iMXn56M/kOdqstw4PAzxSL7d3aYQ8idvPJGfHte0o8dluAtRZ7StLvVGGZ7xh5/rJrnp97lbF/vzFO7cjYQNRysLtrS1pBimuJbclwN8pY6iXcWA+peRYjJYfDDY8vPje9rT06uKb9ZCBFMCweudt5NkNDGrjTirjdijk9XuIXnpniVjPkX31/npUe2Jbi+KjPyfEynzkxys21gH//1hJXVwMkZswGsaLqW1hC0I0SgsQw2YLEaMpcWOxRdU17yrUE/URR9y0swaBV6eVsxa++tUQ3zqj7Dk9OlIkzxbn5Hs1wjsmKaT0N4xCLFmPNt/hfvjUL2ggxurZEKsXhhset9chYh/RNIiQFnBjTg+dlPTAGrcP33rEE/RQanmFvFrghKdh3wgN50tJPKbsW3SgbVJWtHEDtO0ZHZ74T8/p8l6MjPkpplroJmTISCKNlhyBRvDHf4TMnRvjZs5N8/eIy5+Z72MJoZ4WJwvcNfqkbG3sQ15J8bLrCaNmlNKS+PlxR3WmTUmxibi+lvBHOfWAmoO9nPE56Hscgjh07Bo49AHAWuyulNTGGPulYAolpTx0fK/HURJnLy32izKgblx2JLSV32pGhko+X+NPrTbqxYaY4lqSXGPDhRNnhzHSF66uB6aOXHSQp5xd7uJYgyhSuZcrhP3NmgoN1j6/XVrm83KfZN+qsT02W+cnTY/z69+aIM8VMzaPsWhyse/zSs5MDhWJgk8HlsOjeExNlgiSjHUTEmebGWjgAHu/Wutq62N4v4a2ddmXvl7bFsWPHgN19cooWyX79c3ZbgKdr7rZkqOKaqmAvzgbnO/yZy92YW81wUFUrEoN7qabd7R4V538vsdsuugBp9+KUZgitvFr6hac2J1q9OOPbN5qMlY03VydMURr+1send8Qs7aSBNCw6udN5Anz51bkcz1RnvhtR9cwYOVj3eO1Om4WWxZHREr1E8c23V42mUMXhF56Z5PcurHBlxdilPDFT5YeP1fnTG00uLJpWmJNrfAl0vojHTFVdToyV+Nr5Za6sbL9nB2oef++lg3z51TmCVOFagjfme6BhKsc5Fcfx35wZRyAGTL1enDFddQYmv6lWCAQrvXRgkVHohikN8+2IFw/VqboWP//MBCfHNm9YfvopY9ja7Ke5hllOM5eaNNNMVGwypXN9rVxpGQZCmWCqX54tyDKYrDgczH3THMtokoWpouJZXF8LWO0lJoFMMuJUk2Q6B4trmv2EiYpLlKuoPzFR5uefnqIZzlFxLK6sBpRsSZQpnj1QMaKmxxrcWA+JM6OZVoyn1X7Mf7myvglruLUCVGxijkzUB9f8gzABfT/jcdLzOAaxvr7O4cOHtwE4n5wo8efvtJjvxFQ9Mxi6UYZG83NnJym7a1xe7iMFPHOgQqYM4+snT4/yuxdWOJAzxObbEeuBsUNwLcFExaXhO8zUjVlm4Y3UDA1FuOzY/N0XpnnpSGOIUWNT960Brrrm2UxUHY6O+MaE0bPJcupzybG2LQYjvr0NCFssPL0g4ujkyKCa86WXDlLz2LUtsnXBe6/JyXvBrNyPWF9fp1Kp7Nkiudc23t3A82v9ZKB585VzSzue916Jwb1e773uUXH++4297tdwwldxU7xRny88Nb6pLQobCeaJsfJAhbqwENkp9qOBtPU85zubk9UZYLEXs9SNc+sHmCkzqBLcXA/48qtzZNo8+y8cqiKF+e6xss2hhp8bX5rvymWvUBhw9i88PcF4xeXfnjM6R8U9SxV84ckNwGzZtfjMiRFeudViqWs8zs5MVah6NrYlNx2Hbws+ebQxuH7FPBClinYIUm54nsFmqYlenA30noYTniKem6nxt54o8efLRrwyTBSupQfCiN0wZbrm4UhJohTPTFV4c7GHQJEq0/JL802fRhCmiqkRj/GKw3MHTPXlN78/z5WVPlmBKcyFDwv6ORjQsnQEjmWuuyUE852ImmcxWTGWMmmmWeybZHOtl1LxLC6vBHz8YHVQnR4eT7PNkDOTFcPCdSzWg3SwSRne3MT9LhOV6gdmAvp+xocm6Wm1WjQajQ/6MB7paLfbwM47xcvLfUMnj4xoltbGJ+b1+Q5KG20IrTUL7ZizUxXutI1T+5XVgKprMVpyOD1RYbkb8/PPTAwYHgV1u2DtbJ38n5qqDAZgO0qxpOCTRxqb8AwCMaDdV1x2XYx3W6SKwV8R6bYKRkHt/+bbqyx3YxxL8NkTI3ctG99r7NZSej93XcX9361CU4gn3muLaC/wfME26ieKsbKz43nfa2LwXs9/P7Gf+7Wf6t/WBDNIMkZLuyeSxbUYLzvG56rs7Mro68UZi92IIDaeWSu9GFuIAUvsa+eX+InTY9Q8i1uLEX455U4rYrkXD0DUC53IkBEaHkdHS4MNwdNTFb5zq0Wqh5o/CmabEf/bn80OqsV1z+bkWIl+nHFjPeBPrq1zfrHHmanKwCqh5BjF59fnu/TijDBVLHSiAZjbsyXn5ru8Md/l+YM1fuhIHUsKXjhY441cJkIKNpnxDkeQK0kXNPqd4oAT8j/96FP88+/M8l+urg+qOLYEhCRMFQrTauzlrbwR3wY0yz3jip4pTdWTTFU9fEdyaanHtbUApaETJAMae2FI3Ao3rDQkue6O1nQixXw74n9/5U4OvrY4MeYbqYE0HdhrKDT9OOX8Ypeb6yF//+WDVD2L//jWEqmGqaoxcT4336Gab9IqrrFmOVDzNj17IgjR2v3ATEDfz3ikzy6KIt566y1ef/11kiThH/2jf7TtPTdv3uQ73/kOvV6PZ599lpdffvkDONJHIyxr550iwM+enaQXK66uBgg0pyfKfPr4CN+63swVczN6icEAXVsNaEcpk1UXzzb9/cvLPWZyjE2x2xrGqsBm1s5Ok38xSJtDC03DtwfO4nstxnstUhuWCDCebhf0Ktpf37i8Si9R/P7FFeOJk1er7keCsltL6f3cdQ3f/90W7Pvpn7MT22in877XxODdxvD53y32e7/uVv27V6xR3TOtlldvtw17S2tOj5d3TPC/cm5xMF6nah5lR3J1rT9gifUTxbdvNHn5cJ2r82t8b7aN0gac7NkS3zbg335iKqzDAOV2mFJ1bQRGqDTRBlhrSZMELPcMHi7JEmOummqkEAMT3K+cW+RQwxuw095a7PHjp0YHG6FCnXu87HBpqZ/7iwlW+jHfnW1jCbjTjkiVRggjjCrQ27yyHAlerlL9h5dXAbZV24bvvRSC8bLRE+pFGUIK3Ny70ELyd1+YoewKfu0v7xAm2SYT3NGSjSWN8OHtZoQQkKaa9Vz3q3BbV0CUaCSmNeg7pmIlMcrkT02WOTffZbET8/KROrMtk3h6uRF02ZYDNXuNoJpXwX/vwjIl1+Licp+qZ8bH6Ykyr862UaSM+MakdBiTWDx7dzqCQx8RTZ9HNunpdrv84R/+IdVqlcXFRQ4cOLDtPbOzs3z1q1/lV3/1VymVSvz6r/86QgheeumlD+CIH/546qmndv3ZExNl/ofPHmWpG0E+0DpxSskxHkeHRzzemE/oxxmx0sSpJs0iEq2IMs16kHJyrLRpUG1dEO42+e+1QNxtMd5rkRpUc2DH7+7FRiF4vhvRCTNaQUqcKV4+Wr9vCcq9KCg/qNh6/3dbsO8nxmg/5/1+gZD3ev7fzXHvN95VIln0RXZA2fbijK9fXObqan8gsLnYjjg5XmImx/EU9hg31wP+6Ooa66lJpk5PlHhnLeTSUi9nmhncUPFsr/RiYycRmrE/XvZZCxKWeykpsNrPBpgaxzIeaa0wxbUlZ6aq1DybONP0k/42q4SpqsuXXjo4UGb+yhvGhqSf266XXclEydh2OFJwpxXRDA093Ms1hawcczNoGwkjirreT5ltRlxbDfgnP3J4kPgULerDJ04b4dVYcWq8zEK7sB4xNiMCYzL70pE6AEcbPq/eaZMLLCOAXpJRcQWXlnvY0jjUSylMBQcjbipFYaFhBAotmbvS566xHztQzbWPzP+nStMMzNyS5pY+UaqNhlimqTqmwlRxjY/dobpH1bVohwlvr/QZ8S0avp2DnJ1B6387aWDqAzUBfT/jkU16qtUqv/zLvwzA3NwcUspt7/mTP/kTzp49y+joKAAvvvgif/Inf8KLL7644/uLiKJo067Psqx9GbI96nHx4kXOnj277fVh7MqJMUNb/sobi3SijCj3wQJjHDpdNSC+P32nSScyDu+Z0pR8hy8+P82x0dKu37+fyX+v9+y1GN9tkXpiokx3/h1mnj217XPfmO/w2p0260FKmqu/xpnmzbkeo75DMxc+Kz5rPzo2W+P9ZhftFLvd/wcZ+z3v98Oh+V7O/37fr/0mkkWLdzfKevGe9SBFCrEJgxdnihHfHthjFC0krSFLYhzXZaWXcHqyxLWVYABI/vTxkU0Kzt5iCAAAK0dJREFUv589McIfX13L1dNTukOmecOYmpprBP9OjpVo+PYAaNuJ0jyR2m6VMHwdPv/kOF+/uMztVgwaGr7N9+90aIWmpezmgogaQ6uvCIfpqstiN6YdGdwXWhOlGUEqaZRsWkHKNy6vcmq8zFw74usXl42hbNjlk08eZDYHy1dci+mq0fPR2jjA/+zZycGxfepYndfnuzhSkypDF9caDtdd5jvJwIvLEgIpjZBi4UJfdSUvHKzxhSfH+ctbLdaDBN+y6MbpwB5IaYPIjlJlEs/8eycrLutBim9DEoIQEse2KNlGM22kZDNSsrm+FtCNUo40XKoTZWPYrHdu/Vdci1vX3ubA+zz2P6j4UKzkO5Wl19fXuXHjBp/61KcGr83MzNDv97l16xbHjx/f9fN+4zd+gyzbgOafOHGCZ599lpmZGa5duwbA9PQ0WmuWlpYAeOKJJ7h9+zZBEOD7PkeOHOHKlSsATE1NIaVkYWEBgFOnTrGwsECv18PzPI4fP87ly5cBmJiYwHVd5ubmBt+9vLxMt9vFcRxOnz7NxYsXAaOiWSqVuHPnDgDHjx9nbW2NdruNZVk89dRTXLx4Ea01IyMj1Go1ZmdnATh69Cjtdptms4kQgrNnz9LpdLhw4QL1ep3R0VFu3rzJbFdxoV+iFcRYWczHxyW39AizS+tIFNe7GJGy/FodrpVJ4xCdC3oJIRBakyQJt+/MMV06xPXr1wf3I01TlpeXAWN6t3j7FmEYEpRKHDp0iKtXrw6udz9RvDO3RMWGj515gjt3bg2u99GjR3n77bcBmJycxLZt5ufnATh58iQri4uctjt8P4I1AVm/zemqRXfdJfE85ubmiPsdGrZiZXGOm50Otm1z6Pgp/vDcO/RDA2wk18awpKHwXl9s0XAynmoYZsk3v3eeVxZTUukwWvE5W+pzpCo5cuQInU5n0/W+fPkyWZZRr9cZGxsjWXqHH65qasensbOYYOkdLizB2bNnuXr1KkmSUK1WmZyc5MaNGwAcPHiQOI5ZWVkBTLXinXfeIYoiKpUKBw4cGDyzBw4cQCm16ZmdnZ0lDENKpRJZlnHhwoXBMyuEYHFxcfDMzs/P0+/38TyPY8eO7Xm9l5aW6Ha7uK7LyZMnuXTpEgDj4+P4vr/pmS2Fa/xwtU1UtXjuzBPcvHqZC0swOjpKtVrd9Mxm7RY3Wy2klJw5c4ZLly6hlKLRaNBoNLh16xYAR44codvtsr6+DsDTTz/N22+/TZqmg+v9zjvvAHDo0CHCMKTdbnPhwgXOnDnD9evXieOYarXK1NTUrs/sf/vxU1y6fgtb9XC6GVHtwc4RYaqxlMNSG7wsoBnDwYk6reV51mb7OI7DzNETEHYIIk2aWgghiJMUy0v43FOH+OO3l7kxb9pjE5UypbSLLRRpZhKYlbWQo77gb5wdwVcBUW+BsRqMnDnOjRvvkC63eXmsTDtwubDQNcaaOaOpEO5zBDSDiLINnzsgmZ5o8NXXbnG1qalXy/zEEY+3lzrc6HY4NDXK2VKfm1cvU6lUmJ6eHlzvv/HUNGdHBN++tsaVpZhQGY+rVmDMTg/WPXpBxIwPvu/y187UmFta4b/e0Qi3zHwnZC1QtIMYtIOlEpbXmly65fC7V7tcWeljYRSVr37/DiOOxkXQizUqSzngC1QiiGO4fv06yZLkxIkTHLJ61G1FLzGs1iBWxj8rSzhSd2h2eywG0MpMhacAemvAQfHxSo/Dts/feqbBfz1/iwtrikR6zLViVpuKKUdQr9dZabawtKIsLCJts9aPKFkwXfU5WrURaYTSIRW/xmIr4NVb61Q9i5Gyy5iV8bnRPv7IJH90vcWN+TZlG37qmZMszG6eI4pn/25zxOHDhzc9s+/XHFGsa7Zt8+STTw7mqeE5Qusdyp47hND7fedDHL/5m78JwK/+6q8OXrt69Sq/9Vu/xT/8h/9w0PpaXl7mn/2zf8bP//zP88ILL2z7nDRN+da3vsWZM2c+kpWeubk5Dh48OPj/Xq6SOoyDKaocoyWb84s95jsRaaaQUhDnvjFPTxlPLQ1M5yVVhOD/9VPHOTG2AfZd7hq7hpna3S0F7hezqRdnu1YLtp4/GObLb746TzdOee1OB5WLjtV9G8+S/JMfOczT09UBu2zr9Wr4Nl966eAjUTbe6fw/SvGonP9+xsJWTM+p8TJffH6aJybKgzFQtJBaYUoUhtzqGpXj5w/W+JkzEzvquQx/58G6x831Pv/+TdNK09psBKJU0/Aszk5V+NmzE4NW0hvzHb5xeZU40wOj16mqS5QqWmG65zxwfqHL/+e/vgNAlGmC2NDTa67FWMVlpmY88L700kHaUcpvvjrPWNmhFST8xa2WAXM7koojeXq6yi9+bIL/5VuzCGHAycudkF4Knz7WGBgyX1jscWTU40ijtG0svzHf4Te+N8c7uVWFLQXHRn1OjJXoRhnd2JjlzrcjEgVTFcfoiknJ0dES/+hThzhQ87bNGQudaGBCXHatTQKlV1b6zLYiHClo+DZffH6aTx1tsNSN+N0LKyx04rwVZipVW9t4S90YjWa6uh17+Kg8+3tFlmWcO3eOH/uxH9tzvf7QruStVgsAx3EGrxUXIoqiPX/X87x7AjV+WKJer2/6/51wMMvdGM8SLOSy8FmmAIEtBMIy/eW3VwKS1Ih6zXVjaq7NczNVpqoblgx/dHVtk9bIF5+f5idP7+z/styN+epbS4Sp2mZncD8py1vPHzbaYnGmBrRRO+/DPzFRHiQ8u12vBwVGfjcttLvFTuf/UYpH5fz32wYexuAVGjfAthbSN99eZT2zeX7G5VNHR3h2prrpM3cjAXzppYM8PV3DsSy+cm6Ra6t9KtLmmSmPLzw5selzCtmBRGkmq+6ABVZo+dxtHii5EktKhNCUHDMedaYpuxZjJXuT7hZsyEw0fBvfFiglGPFN1QsALdBoskznhqUSiaIZpIyUHDpRihTkStabx/K11T6/9he3c/0bYzZ8uO7zKx8/gEbz268t0sztO0ZK9gDYXXIlh+rGq69oLy12jAP9mO+QKsVE2aEdZWQ5I7biGoHSmZqxy6j7NqP58RVSBX4O1D4xVsISxmKkH6tN7Ma7sU0flWf/fsRDm/T8zu/8Drdv397xZ5///Od55pln9vz9ItlRaqPfXPz7MbV957h169YmGf6dcDDFDu2Pr64x24wGzAmF8bYZ9WzWgoSyKxBCGKVWpfgrT4wNJqTlbsxXzi3Sjc0E0wwMm+O5A9VtO70rK32++tYS///2zvS7jfL8+9/RaF8sy7a8xWucELvZICQlTYD8eJ6ctFBa6IGkfdHSUNpDafri6X/RF7zodnqgTwltk7aEpZynpRQ4pWkKnEBISNIAsRPHS7zGq6x9RpqZ58VYE0nWZlvSSDPX5xxOsCSP7+9cM7e+cy/XdWU6CKdZTrNfKjORrh9IXbvBxUWYWPkpq73WuqLKd7kWI5cqn08m/XqimvQnG5dsBthhZlNGVjORMFCffNqPXds2Zryf8pn52waLByClJATNdYwpP4cL435wgpi3H2hyWrCp3obB+bBcZ8tiRIfbgu/fswEWoyHF/CXfszNBHjYji+1NLtTajJAgpzyYDcnrhJai8qiXQZKwsd4Bp4XFbJCX64MZ5Z2iRtag3Mssw6woLyJIDOLL9bpcFiPMrJyXyGmRzYhpuUI6HxcxFeCVfuP6XBh/vzqLG3MR/JeX+zejgUFXnS0lUSdwu6RLm9sKq9EAh5lVYrByd6OI2qTdjYU8NFbTtb9eKtb0HD58uODPZpqhSzjXYDAIr9cL4PYIj54qyq6HbIs1NzfY0VNvx5WpAP7eP49Pp4MQRcBtM8JsZJarl8tPSJGYiCAvwGY2KJ3zmC+CcExQ6vTU2kzwR+OYDnIpnV3iCTMaF+G0GOGPxlK2vpdrZ1PykzXLMCtKA+Q7X8U0ZpWQz4eoHIphgB1mFvVWZs2bABLHaHSa4efiBR8DgGJ4cvUDieMf2dmkLDz22Iz4ap8368aI23mg5KmfEC8o5sVukvP+tNSYAQaYX17MPRuS83DV2034X8ujTW8NyPm5apdLV8QlOYOyy8KmlBexeKxKn/CVLfW4MR/BUkReTM0a5FIZdTYTInEBlycD6PRY8M/ri/BzcrV7vyQhFBNgNRpwYz6C4x/LpTgS04y5YpCp37mvuxa3ghxGF6M4O7qEqzMhZRu7GukwKomKNT2rQZKk28OWy7S3t8Nut2NychLd3d0A5DU9dXV1igkiUmlvb1/xWrahdIeZxd7OWmxvceH8mB9vX5vHZIBDZDkfx0I4Bq/TjCAv5/OI8CJ+d34SAU6A0QCwDANfJKY84TnNRjQ7UyuSJ54Om13yFttrc2EEuThsy7V7in3DZtKfoNDdNaXeZVTKKbRc+vVAtekvpgHOd+3nM/P5zFemY+xpq8Gkn4MvEkONxYjFiHzPpPcDCTY32PGDe9oKvrcSI10P9Tbgzf45TPijqLOZ8MX2GpwZ8qHNbcVSRIBglRCIxsALEpaWd0r97fM5OC0seEGCZTmxYWI9VK3NiCAv91uZyovsaHHh2L42/P3qHD67FUKAA+psJjAMYGFZDMyG8IcLccwGeXR4rDCycp3AaEzO8LwUjWFsUcKEj0OQE/B/7uvIG4P0IsWJ0iFL0ThsJhZWI6NsY0+sf0rebWr2NCO0nJGx2NPmlYYmTE/yFFYClmWxb98+nD9/HnfffTdMJhM+/vhjPPDAAzm3q+uZQCAAl2tl4q5cX/gOM4vd7TW4OOkHa5CLCl6bDWN8uTNzmo14ZKsXH4/7UzrnZpe8PiaR5OzIzpW1htKfblpcZtg8Vhzd3Zp34XMx9a+WYuaxSaeUU2jF0l+tVJv+YhrgfNpzmflCzVemYwR4AScuTGHSz8HAMOjyGOGLxrPe32u9t6TlLeDS8loZl4XFdIADJ8i7wBiDnFxQEOXUG1dnwmirNSuLmDMl9HOa5W3zmcqL7GhxoadeTgx48uIUIjERDjOLcFzOWdTikpM8Di9EYDOyy+k95HpZLMPAYWERjYm4MR/GTJBHd50t7wNV4ueXLk3LC8shQZQkROICbCYTnGZWfmj0WBXDlDCrM74AzBZ5HWwiC7RWi49qwvREo9GMr+/fvx+CIOAPf/gDjEYj9uzZg23btpW5ddWDz+db0wp+PxdHNC6hvdYGq9GArc1O1NlN+J+eWnyh0Ym4JOG/U8GUztnAMHji7hYIkoRmZ+ZdG+lPN4nFiqUwPEB+/aVYPLxaSjmFttb4a4Vq019MA1yI9myGYzXmK/0YezvcOHdzCdMBDm1uK2KiVNTp2kSixvlwDM0uC5aicbw37FPWJY4v8WAYBg52eYTDaoIvEgcDKeMi5tSEfrlHnBxmFgd6PPDYjXh7YB4+Lg5ekNDbaEed3bxciiMMp4VVkikmtvzPh2IwswYYWQMAKaXvaXZlHgkD0nI0mWXjFI3LI0hNTgs22YzKQ2OyWTUKPAbnZWO4p13bxUc1YXqOHTuWklcnmfvvvx/3339/mVtUnaRPERZKps63wWHC7rbkQqErO+dOjy3vDVWOpHQJculXuxhoMqU6J2uNv1aoNv3FNMDr0b4e8/XfqQCuzUVgYICbPg5ttZastcRWS4gXcGZoAZ9MBMAwDObDcXR6rAhwct22H9zThitTAXw05sfQ9AKijBF1NiO8DhMc5pWLmNPXMBXavsSoT3KduWhchCBK2NniwCNbG2FggD9dnIY/GkckLr/PCxLubLVhNhjDK/+dket92Yw5+54aixEemxE3fVGEYgLMrAG8IJfnaHTKCRYTD43JZnUmwihZoMFA0+t+NGF6gNXVzSEys9ZsvPk63/V2zqWcLkomm/5KXDxcinNS7mzMlUY16i+WAV6P9rXe3yFewLkxPyDJ6S1CsTj6Z+LY2eJc93Tt9bkw3uyfw0c3l+CLxsEygJ+TS+bsaXMp5yqxLjHANaVsUkhs8S7WaKq8vsiGr/Z5Vxy3u86GqYC8E/bOVhdGFiMIxURIkojWGgv+77lJRGLyw1aQN+XsexxmNqVOookF7mx14ct31GF7iyvrblOPpw43Qv7liqjZizZrAe0pItbMwMDAquoPJZOv8y3niM1ayaa/EoqBloP1xF8LVLP+9WaYXa/2tdzffi6OSExEX6MDY0tRhGNyzuK9HdmroRdC4iHlVoBHJCaAXR7FEgQRYUk2Aelb+8eHB1P0l6q/ynbchAFZisaxrdmJwYUwliICzgzJ5Xy8DrNSh0uuiZa978mVoyl9il4pODq7iE318rokPyeoUganXJDpIRSyTREWSr7Rh3KN2KyVbPoroRhoOVhv/KudatRfrGnXYmhf7f2d/EXf1+jAVJBDg92M7S3OVf/t5C/zxEOKx2aEgTHAyIowgIHVxMJkMKDTY13x+5n0l6q/ynTclNGySBwhToTbasRiJCYXTI3IBVkDy1vc0/ue9Oz2mXI0ZbtW5DxNfuza1gEAFf1gWgy01WsT60JPWTkzkU1/OfLvVAIU/+rSX8xpVzW0J99Xfk5As9Oypvsq/cv8vu5auCws5sMxuK0s5sMiGANgNDDY3GBHo9OyYsSjEmKfMCBD82H89fM51NqM6J+REBNFhHkRvqjc3uTt8UBh2e3zXSvdje6U5QhahkwPoaD3pI259FfD9Nx6ofhXl/5iTruqpX2991WmL/PE7qz3hn3g4iJYA4MaqxHtbgu+2ufNWJJhQ4XE3mFmsbHejlqbEUvRONpqLQjOxFFjYbDFm1rLDCg8u32+a6Xarv31QKaHUBgZGdFNKvJM5NNf6dNz64XiX136izntqqb29dxX2b7MG51mHN3duiKLOoAVRYHfuTaPLzn92LUjd2mjcpE8AhbgBOxscWasiQbIBZELyW6f71qptmt/PZDpITRDJeTRIYhyoZdp11zkK8+QySRkMkmhlct8VGVzgx21ViOmAxyac1Sfb3FZYDexebPb07VyGzI9hMKGDRvUbsKaybRIr7XGsioTVM36iwHprz79xZp2rUbtwOq/zLOZpE0dlZWUstAF6l6nGUd2NuHly7dyZrcHcl8r1Rr/tUCmh1CIRCJVWYE+07z+y5dvKVWOC93VUq36iwXpr079xZh2rVbtwOqMXzaTxMT9ZWxxbla7QP1/b6rDjmYnpoNc1uz2CbJdK9Uc/9VCRagIhYWFBbWbsCbS5/XdViMG5yOYC/Oos5uwtJxSPVFQLxvVqr9YkH796q927Q4zi2ZXYbvWNjfYcXR3K47ubsHR3a3Y3GCvKP2Z1iklslRnw+s0Y3uzK6fhCfECpgJcxn6wkvSXGhrpIaqe9CHr6QCXs3YOQRD6ppI2JazYPl+CvGCVVEZHbWikh1CoxjT8wO0ha7fVqBQm7am3wxeNIxoXMRfi4bKweTuNatVfLEi/fvXrWTuQqj/XiEixuT4Xxu/OT+L356fwu/OTuD4XVvozh5nFhD+a8vNaSJ4uyzbyraf4k+khFAYHB9VuwppJHrL+wT1tOLKzSTFBhe5UqGb9xYD061e/nrUDt/VnMiGlIp8ZkSS56rkkZS4yUqg5K2S6TE/xp+ktQiEWi6ndhHWRPGS9ll0t1a5/vZB+/erXs3ZA1l/uwsLZcgzNBOXkieGYiA1ua8Z2rGa6qpDpMj3Fn0Z6CAWnc/U1byqZ1SxuBLSnf7WQfv3q17N2QNa/lgXE6yHZjCRPw0sSk7MdhUxXJZM+/Z9p5FtP8aeRHkLB6/Wq3QRVWY9+LSRGpPhXlv5yXlOVpr3ceL1eiGx5Cwtn2z7f5DLnbMdayo/kG/nWU/xppIdQGB4eVrsJqrJW/eVcB1BKKP6Vo7/c11QlaVeD4eHhgkZEik2m7fP52pFthCifOcs18q2n+NNID6ELSvXUXO51AIT2oWtKPdQoLJxp+3yudlBJifVBpodQaG2trFTsxaLQRX9r0Z99MSIPq8lQVdNdWo1/oVSK/mJWTy+UStGuFsn6KyWHT652FNuc6Sn+ZHoIBZ7n1W5C0VnNU/Na9GfaGSFJwP/7bAbRuFRVicC0GP/VUCn6S5GcLh+Vol0tqlF/Mc1ZNepfK7Smh1CYm5tTuwlFZzU7MtL1Z8qDkf5a+vy7mTUgEhPg54RVlcCoBLQY/9VQKfrVWFtSKdrVQkv60/uoQvL5aEl/Pmikh9A0a31qzjQlBiBjJXenhcWRHU24MR/Bv24sYNQXhdMi/w0qgUGsBTXWlhDVT3q/1dvoQP9MiMpPJMFI2dI96pB4PI4zZ85g586dYFn9dTKCIGhSd6FrehL6Q7yA352fTJkSs5sMYBgGIV5ImcZKVHK3GhmEeBGCJGHKz8mLpq0mtLjMqLebcHR3a8V/cWk1/oWiZ/161g6URn+501ik91vTAQ4TSxw2uC1odlmUB75MfZEW4i8IAi5fvowDBw7AaMz+UEvTW4TCyMiI2k0oCZm2hWYioT/TlNhiJI7FSCxrJff5cAw35sNosJuwxetAjcWIIBeHzWiomp0VWo1/oehZv561A8XXr0Yai/R+y2VhEY4JcFmMeaf29RR/Mj2EAsdxajehZBSSnTmhP1MeDI/NCI/NpLyWXsm92WWBBAZTQQ52M4uWGgt2NDtzmqxKQ8vxLwQ969ezdqC4+lebMblYpPdbAU6A3cQiwOUvvKyn+JPpIRQcDofaTVCVhP5MC0m/2ufFQ70NWSu5L0Xj2FRvQ4PdrLz/6LZGeJ1mlVUVDsVfv/r1rB0orv5CN08Uu5p7er9VbzfhyM4m1NtNeRfE6yn+tJCZUGhubla7CaqSrD/bQtLk1yb93IoEYdW8+JTivzb9WihBQrEvnv5CNk+spmDoasjUb+3tcOftk/QUfxrpIRRu3LihdhNUJV1/pimx5NeypZBfTZHTSoLiv3r9WilBQrEvnv58KQdKPf2V3gcV0ifpKf400kMQ66BSsrcS5YfKRRDZyJVyQI2M28RtyPQQCnoa4swE6Sf9q0FLX14U++Lrz/ZAlJj+mg5wcFlYBDgB9XZTSTNu50NP8afpLUJBFEW1m6AqpJ/0r4a1VruuRCj25dPvMMtJAyeWOHwyEcDEEofeRoeqRllP8SfTQyjMzMyo3QRVIf2kPxPZdtmoUS6iVFDsy6c/xAvonwlhg9uCXRtqsMFtQf9MSNVSNXqKf/U9khAEQZSJfLtsqFwEsVoS06LNLjnHl8PMVu20aDVCIz2EwubNm9VugqqQftKfTKG7bKp5x14Cin359FfitKie4k+mh1AYGxtTuwmqQvpJfzKFJpnTAhT78umvxGlRPcWfprcIhWg0qnYTVIX0k/5kCkkypxUo9uXVX2nTonqKP430EAo2m03tJqgK6Sf9yVTiE3mpoNiXX38lTYvqKf7ae2Qh1kxbW5vaTVAV0k/606m0J/JSQbEn/XqBRnoIhevXr6vdBFUh/aQ/E5X0RF4qKPakXy+Q6SEIgiAIQheQ6SEUGhsb1W6CqpB+0q9X9KwdIP160k+mh1BgGEbtJqgK6Sf9ekXP2gHSryf9Vb2QeWRkBJ9++inm5+chSRK2bt2K3bt3pwRwdHQUH374IUKhELZv3449e/ao2OLK5tatW6ivr1e7GapB+km/XvXrWTtA+vWkv2pNz/j4OP7617/im9/8JpqamjAwMIBTp04hGo3ivvvuAyAnXHr99dfx3e9+FzabDS+88AIYhsHu3btVbj1BEARBEOWmaqe3mpqa8OCDD6KpqQkAsGXLFnR3d+PSpUvKZ06fPo2+vj54PB5YrVbs2rULp0+f1lVF2dXQ09OjdhNUhfSTfr2iZ+0A6deT/qo1PSaTaUW9EJPJpBiaxcVFDA8Po7u7W3m/paUF4XAYN2/ezHlsjuNS/ovHtZd2PhNTU1NqN0FVSD/p1yt61g6Qfj3pr9rprXREUcTk5CQ2bdoEAJifnwcA1NTUKJ9xOBwAZEPU1dWV9VgvvvgiBOF2UcHu7m5s374dLS0tuHHjBgB5pEmSJMzMzACQC7aNj48jEonAarWivb1dyX3Q2NgIg8GA6elpALKrnp6eRigUgsViQVdXFwYGBgAADQ0NMJvNmJycVP727OwsgsEgTCYTNm3ahKtXrwIA6urqYLPZMDExAQDo6urCwsIC/H4/WJbFli1bcPXqVUiShNraWrhcLqXGSkdHB/x+P3w+HxiGwebNmzE0NIRQKAS32w2Px4PR0VEAcuKqcDiMhYUFAMAXvvAFXLt2DfF4HC6XCw0NDRgeHgYAtLa2guM45fz39vZiaGgIPM/D4XCgqakJQ0NDAGQTGo/HMTs7CwC44447cPPmTUSjUdhsNmzYsAGDg4PK+QbkuWcA2LRpEyYmJpTz3dHRgWvXrgEAvF4vjEajciNv3LgRt27dQigUgtlsxsaNG9Hf3w8AqK+vh8ViwcTEhDKv7fP5EAgEYDQacccdd+Dzzz9Xzrfdbsf4+DgAoLOzE4uLi1nPd01NjWKw29vbEQgElPPd19eHgYEBCIKAmpoa1NXVYWRkBACwYcMGRCIR5Xz39fVhcHAQsVgMTqcTXq835XzzPI+5uTkA8ojnyMgIOI6Dw+FAc3Ozcs02NzdDFMWUa3ZsbAzRaBQWiwVXr15FKBQCwzBobGwEwzDK+e7p6cHU1BTC4TAsFgs6Oztznu+ZmRkEg8GM59tqtWa8ZtPPt8fjgdPpTLlml5aWsLS0BIPBgN7eXvT390MURbjdbrjd7pTzHQwGsbi4uOKazXS+Q6GQcv339fUp16zT6URjY2POa3Z0dBQcx8Fut1dlH/HZZ5/h1q1bMBqNcLvdWfuI9GtWK32EJEkYHh6GJEmIRCJZ+4jk8z03N6eZPqKhoUG59ltaWrL2ETabDW1tbSnXbCX1EZIkoRAYqdBPVjiffPIJ3nzzTfzoRz9CXV0dLly4gDfeeAM//vGPlQVai4uL+MUvfoEvf/nL2Lt374pjxONxnDlzBr29vWDZ24nIWJaF0agZf5gRjuPw/PPP4+mnn4bFYlG7OWWH9JN+verXs3aA9GtFvyAIuHz5Mg4cOJDz+7piv8lfeeUVxS2nc+jQIWzdulX5eWxsDG+++SYOHDiAuro6APJUF4CU9TuJ/3e73Tn/tsViSTE9BEEQBEFUPxVreg4fPlzQ53w+H06dOoWenh7ce++9yuuJaa1gMAiv1wtAdrQAFGNEEARBEIR+qFjTUwiBQAAnT56Ex+PBY489lpKfp729HXa7HZOTk8pi5tnZWdTV1SkmKJ3ETF/yeh69IAgCWJaFIAikn/Sr3Zyyo2f9etYOkH6t6E+0Pd+Knapd07O4uIgTJ07AbDbj6NGjsFqtKz7zwQcf4Pz583j66adhMpnw4osvYu/evdi2bVvGY0ajUXzwwQelbjpBEARBECVg//79Gf1Agqo1Pe+++y7ef/991NfXw+VyQZIkCIKASCSCo0ePwul0AgD+85//oL+/H0ajEXfffTd27tyZ9ZiiKILnebAsq6u03ARBEARRzSQ8gNlshsGQPRtP1ZoegiAIgiCI1VC1yQkJgiAIgiBWA5kegiAIgiB0AZkegiAIgiB0AZkeIiN6WOoVi8UQDofVboZqFKpfD9cCkR2Kv77RWvyrOk8PURzm5ubw8ssvw+12g+d58DwPu92O73znO2o3rSRMTk7i4sWLuHLlCh599FH09vYq7wmCgNOnT2NsbAxOpxMHDx6Ex+NRsbXFJ5f+kydPwmAwIB6PIxqNQhAEfO1rX0NbW5uKLS4ePM/jo48+wtTUFJaWltDQ0JCSyV3r8c+nX+vxF0URFy5cwNDQEPx+P+x2O+655x6lZqPW459Pv9bjD5DpIQD4/X7s2LEjJaO1Vjl37hwmJycRDAbBcRzMZnPK+6+++io8Hg+efPJJXLhwASdOnMAzzzyjlDWpdvLpF0UR3/72t1VqXel59dVX0draikceeQQAcOrUKRw/fhzHjh2DzWbTfPzz6dd6/Pv7+zEyMoJHHnkELMviL3/5C/70pz/hmWeegdfr1Xz88+nXevwBmt4iIJsel8uldjPKwhe/+EU8+uij2LdvHwCk5HMYHR3FwMCAYv7uuusuRKNRXLhwQZW2loJc+kVR1Hx+qrvuugsHDhyAxWKBxWLBAw88gFAohMHBQV3EP5d+PcS/r68Pjz32GKxWK0wmE7Zv3w5JkhAOh3UR/1z69RB/gEwPAX2ZngSZklddvHgRzc3NsNvtymeampowMDBQ7uaVnEz6g8GgktRTq/T19aV07IlqzKIo6iL+ufTrIf4MwyjX/tLSEj755BPs2LEDHR0duoh/Lv16iD9A01sEZNPz3nvv4b333gPP8+jq6sKBAwdWTH1onfn5eaVQbQK73Y6JiQmVWlRe/H4/JiYmcOLECUQiEdTW1uL+++9Hc3Oz2k0rGYnYdnV14fz587qLf7J+vcQ/GAzij3/8I2ZmZrBlyxYcPHgQDMPo5v7Ppl8v8SfTQ+DOO+9EfX09bDYbFhcX8fvf/x5TU1N44okn1G5aWfH5fKitrU15zWQygeM4dRpUZmpqanDkyBE0NjZCFEX87W9/wwsvvIBnnnlGWeiqJXiex4cffoi77roLbrdbd/FP188wjC7i73Q68fTTTyMajeKNN97Ac889h+9///u6iX82/Xq5/2l6i0BbWxtsNhsAwOPxYO/evRgeHsb09LTKLSsvJpMJoiimvCaKItxut0otKi81NTVobGwEIA/tHzp0CPF4HOfOnVO5ZcVHkiS8/vrr4HkeBw8eBKCv+GfSr6f4A4DVasXDDz+MSCSCDz/8UFfxB1bq10v8yfQQK6ivrwcABAIBlVtSXtxuN4LBYMprHMdpasvqarDZbHA4HJq8Dv75z3/i+vXrePzxx5U1HHqKfyb96Wg5/gmsViusVisikYiu4p8gWX86Wo0/mR4CY2NjKT8nbvyE69ciiYRbyYm3tmzZgpmZGQiCoLw2MzOTksdGK2TSPzU1laJdEAREIhHNXQdnz57F2bNn8Y1vfAMdHR3K63qJfzb9eoj/+Ph4ys/BYBCRSATt7e26iH8u/XqIP0CmR/fEYjGcPHlSmcriOA7nzp1T5vm1SuLmTh7O3rlzJ0wmE86fPw9AzmlhNpuxfft2VdpYSjLpP3v2LP71r38pP7///vuw2WzYs2dP2dtXKs6cOYN33nkHX//617F169aU9/QQ/1z69RD/1157TVmYHI/H8fbbb6O1tRV33nmnLuKfS78e4g8AjKS1HNPEqrly5QouXboESZIQi8WwefNm7N+/HyzLqt20kvHpp5/itddew+OPP57S+c/OzuLtt99GNBpFTU0NHn744azD/9VMJv0LCws4ffo0QqEQBEGAw+HAoUOHVizurFZisRh++tOfAgA6OzshSRJEUQTP8+jp6cHBgwc1Hf98+nft2qXp+APA5cuXcenSJRgMBvA8j87OTtx7772wWq0AtH//59Kv9fs/AZkeQrdIkgRJkjLmrNEDetdPEIT+INNDEARBEIQuoEc8giAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiAIgiB0AZkegiB0A8dxajeBIAgVIdNDEIRmCIVC8Hq9GBkZWfGeKIqwWq1gGAYWiwW1tbWora0FwzBgGAYNDQ2ora2F2WwGwzBob28vvwCCIEoKmR6CIDTDb3/7W8zNzeG5555b8Z7BYMDnn3+OQCAAjuPg8/nwzjvvAAAYhsHU1BR8Ph94noff78e///3vMreeIIhSQ7W3CILQBIIgoKenB6Ojo6ivr8f4+LhSPTsbAwMD6O3thdPpRCAQKFNLCYJQCxrpIQhCE7z88svw+/3Yv38/5ufn8dJLL+X9HZPJBAAwm82lbh5BEBUAmR6CIDTBs88+i6eeego/+clPAAC/+tWv8v6OwWBI+ZcgCG1jVLsBBEEQ6+Xdd9/FxYsX8corr6CjowOtra24cOECPv74Y+zZsyfr7zEMU8ZWEgShNvR4QxBE1fPss8/ioYcewsaNG2E0GvHUU08BAH7961+r3DKCICoJMj0EQVQ1V65cwVtvvYVjx44prz311FMwGAx46aWXsLCwoGLrCIKoJMj0EARR1Tz77LPo6enBV77yFeW1zs5OHDp0CNFoFMePH1exdQRBVBK0ZZ0giKplYmIC3d3dMBgMqKmpURINiqKIYDCISCSCjRs3YnBwMOP6ndHRUXR1daGhoQGzs7MqKCAIopzQQmaCIKqWn/3sZ3C5XJiYmFiRk0cURXR3d2NoaAhvvfUWHnzwwRW/L4oiAICe/QhCH9D0FkEQVYnf78dvfvMbfO9738uYhNBgMODJJ58EkH37esL0JP4lCELbkOkhCKIqef755xEIBPDDH/4w62eeeOIJAMA//vEPXL9+fcX7giAAAOLxeGkaSRBERUGmhyCIqiMWi+HnP/859u3bh56enqyf27hxI770pS9BkiT88pe/XPG+z+cDAASDQTI+BKEDyPQQBFF1/PnPf8bExAS+9a1v5f3s4cOHAQDHjx/H/Px8yntzc3MA5DU9tJCZILQP7d4iCKLq4HkeDMPAYDCAZdmcn43H45AkCaIogmVZGI23928IgqC8ZzKZKEMzQWgcMj0EQRAEQegCmt4iCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIXkOkhCIIgCEIX/H/+eoyzHzHWogAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data.RH, residuals, \".\", alpha=0.5)\n",
"plt.xlabel(\"RH\")\n",
"plt.ylabel(\"Residual\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indeed, except for a minor quadratic shape to the residuals of variable AT (which we will ignore here), the residuals look random, without any systematic feature apparent that might indicate that our linear model is not appropriate for this data. \n",
"\n",
"We also check that the variance of the residuals is normally distributed by plotting a histogram or a QQ plot of the residuals, as shown below."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
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