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"## Custom regression models\n",
"\n",
"Like for univariate models, it is possible to create your own custom parametric survival models. Why might you want to do this? \n",
"\n",
" - Create new / extend AFT models using known probability distributions\n",
" - Create a piecewise model using domain knowledge about subjects\n",
" - Iterate and fit a more accurate parametric model\n",
"\n",
"*lifelines* has a very simple API to create custom parametric regression models. You only need to define the cumulative hazard function. For example, the cumulative hazard for the constant-hazard regression model looks like:\n",
"\n",
"$$ \n",
"H(t, x) = \\frac{t}{\\lambda(x)}\\\\ \\lambda(x) = \\exp{(\\vec{\\beta} \\cdot \\vec{x}^{\\,T})}\n",
"$$ \n",
"\n",
"where $\\beta$ are the unknowns we will optimize over. \n",
"\n",
"\n",
"Below are some example custom models."
]
},
{
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\n",
"\n",
"
\n",
" \n",
" \n",
" model \n",
" lifelines.ExponentialAFTFitter \n",
" \n",
" \n",
" duration col \n",
" 'week' \n",
" \n",
" \n",
" event col \n",
" 'arrest' \n",
" \n",
" \n",
" number of observations \n",
" 432 \n",
" \n",
" \n",
" number of events observed \n",
" 114 \n",
" \n",
" \n",
" log-likelihood \n",
" -686.37 \n",
" \n",
" \n",
" time fit was run \n",
" 2020-01-05 00:14:42 UTC \n",
" \n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" coef \n",
" exp(coef) \n",
" se(coef) \n",
" coef lower 95% \n",
" coef upper 95% \n",
" exp(coef) lower 95% \n",
" exp(coef) upper 95% \n",
" z \n",
" p \n",
" -log2(p) \n",
" \n",
" \n",
" \n",
" \n",
" lambda_ \n",
" fin \n",
" 0.37 \n",
" 1.44 \n",
" 0.19 \n",
" -0.01 \n",
" 0.74 \n",
" 0.99 \n",
" 2.10 \n",
" 1.92 \n",
" 0.06 \n",
" 4.18 \n",
" \n",
" \n",
" age \n",
" 0.06 \n",
" 1.06 \n",
" 0.02 \n",
" 0.01 \n",
" 0.10 \n",
" 1.01 \n",
" 1.10 \n",
" 2.55 \n",
" 0.01 \n",
" 6.52 \n",
" \n",
" \n",
" race \n",
" -0.30 \n",
" 0.74 \n",
" 0.31 \n",
" -0.91 \n",
" 0.30 \n",
" 0.40 \n",
" 1.35 \n",
" -0.99 \n",
" 0.32 \n",
" 1.63 \n",
" \n",
" \n",
" wexp \n",
" 0.15 \n",
" 1.16 \n",
" 0.21 \n",
" -0.27 \n",
" 0.56 \n",
" 0.76 \n",
" 1.75 \n",
" 0.69 \n",
" 0.49 \n",
" 1.03 \n",
" \n",
" \n",
" mar \n",
" 0.43 \n",
" 1.53 \n",
" 0.38 \n",
" -0.32 \n",
" 1.17 \n",
" 0.73 \n",
" 3.24 \n",
" 1.12 \n",
" 0.26 \n",
" 1.93 \n",
" \n",
" \n",
" paro \n",
" 0.08 \n",
" 1.09 \n",
" 0.20 \n",
" -0.30 \n",
" 0.47 \n",
" 0.74 \n",
" 1.59 \n",
" 0.42 \n",
" 0.67 \n",
" 0.57 \n",
" \n",
" \n",
" prio \n",
" -0.09 \n",
" 0.92 \n",
" 0.03 \n",
" -0.14 \n",
" -0.03 \n",
" 0.87 \n",
" 0.97 \n",
" -3.03 \n",
" <0.005 \n",
" 8.65 \n",
" \n",
" \n",
" intercept \n",
" 4.05 \n",
" 57.44 \n",
" 0.59 \n",
" 2.90 \n",
" 5.20 \n",
" 18.21 \n",
" 181.15 \n",
" 6.91 \n",
" <0.005 \n",
" 37.61 \n",
" \n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" Log-likelihood ratio test \n",
" 31.22 on 6 df, -log2(p)=15.41 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
""
]
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"source": [
"from lifelines.fitters import ParametricRegressionFitter\n",
"from autograd import numpy as np\n",
"from lifelines.datasets import load_rossi\n",
"\n",
"\n",
"class ExponentialAFTFitter(ParametricRegressionFitter):\n",
" \n",
" # this class property is necessary, and should always be a non-empty list of strings. \n",
" _fitted_parameter_names = ['lambda_']\n",
" \n",
" def _cumulative_hazard(self, params, t, Xs):\n",
" # params is a dictionary that maps unknown parameters to a numpy vector. \n",
" # Xs is a dictionary that maps unknown parameters to a numpy 2d array \n",
" beta = params['lambda_']\n",
" X = Xs['lambda_']\n",
" lambda_ = np.exp(np.dot(X, beta))\n",
" return t / lambda_\n",
" \n",
"\n",
"rossi = load_rossi()\n",
"rossi['intercept'] = 1.0\n",
"\n",
"# the below variables maps dataframe columns to parameters\n",
"regressors = {\n",
" 'lambda_': rossi.columns\n",
"}\n",
"\n",
"eaf = ExponentialAFTFitter().fit(rossi, 'week', 'arrest', regressors=regressors)\n",
"eaf.print_summary()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
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"\n",
"\n",
"
\n",
" \n",
" \n",
" model \n",
" lifelines.DependentCompetingRisksHazard \n",
" \n",
" \n",
" duration col \n",
" 'week' \n",
" \n",
" \n",
" event col \n",
" 'arrest' \n",
" \n",
" \n",
" penalizer \n",
" 0.1 \n",
" \n",
" \n",
" number of observations \n",
" 432 \n",
" \n",
" \n",
" number of events observed \n",
" 114 \n",
" \n",
" \n",
" log-likelihood \n",
" -227.75 \n",
" \n",
" \n",
" time fit was run \n",
" 2020-01-05 00:14:43 UTC \n",
" \n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" coef \n",
" exp(coef) \n",
" se(coef) \n",
" coef lower 95% \n",
" coef upper 95% \n",
" exp(coef) lower 95% \n",
" exp(coef) upper 95% \n",
" z \n",
" p \n",
" -log2(p) \n",
" \n",
" \n",
" \n",
" \n",
" lambda1 \n",
" fin \n",
" -0.01 \n",
" 0.99 \n",
" 0.22 \n",
" -0.43 \n",
" 0.41 \n",
" 0.65 \n",
" 1.51 \n",
" -0.04 \n",
" 0.97 \n",
" 0.05 \n",
" \n",
" \n",
" age \n",
" 0.00 \n",
" 1.00 \n",
" 0.00 \n",
" -0.01 \n",
" 0.01 \n",
" 0.99 \n",
" 1.01 \n",
" 0.37 \n",
" 0.71 \n",
" 0.49 \n",
" \n",
" \n",
" race \n",
" 0.27 \n",
" 1.31 \n",
" 0.17 \n",
" -0.07 \n",
" 0.61 \n",
" 0.93 \n",
" 1.83 \n",
" 1.54 \n",
" 0.12 \n",
" 3.02 \n",
" \n",
" \n",
" wexp \n",
" 0.04 \n",
" 1.04 \n",
" 0.04 \n",
" -0.04 \n",
" 0.11 \n",
" 0.96 \n",
" 1.12 \n",
" 0.90 \n",
" 0.37 \n",
" 1.45 \n",
" \n",
" \n",
" mar \n",
" -0.32 \n",
" 0.73 \n",
" 0.19 \n",
" -0.69 \n",
" 0.06 \n",
" 0.50 \n",
" 1.06 \n",
" -1.66 \n",
" 0.10 \n",
" 3.38 \n",
" \n",
" \n",
" paro \n",
" 0.12 \n",
" 1.13 \n",
" 0.12 \n",
" -0.10 \n",
" 0.35 \n",
" 0.90 \n",
" 1.42 \n",
" 1.07 \n",
" 0.29 \n",
" 1.80 \n",
" \n",
" \n",
" prio \n",
" 0.00 \n",
" 1.00 \n",
" 0.01 \n",
" -0.01 \n",
" 0.02 \n",
" 0.99 \n",
" 1.02 \n",
" 0.48 \n",
" 0.63 \n",
" 0.67 \n",
" \n",
" \n",
" intercept \n",
" -0.03 \n",
" 0.97 \n",
" 0.03 \n",
" -0.09 \n",
" 0.03 \n",
" 0.91 \n",
" 1.03 \n",
" -1.04 \n",
" 0.30 \n",
" 1.75 \n",
" \n",
" \n",
" lambda2 \n",
" fin \n",
" -0.00 \n",
" 1.00 \n",
" 0.20 \n",
" -0.41 \n",
" 0.40 \n",
" 0.67 \n",
" 1.48 \n",
" -0.02 \n",
" 0.98 \n",
" 0.03 \n",
" \n",
" \n",
" age \n",
" 0.02 \n",
" 1.02 \n",
" 0.01 \n",
" -0.00 \n",
" 0.04 \n",
" 1.00 \n",
" 1.04 \n",
" 1.69 \n",
" 0.09 \n",
" 3.46 \n",
" \n",
" \n",
" race \n",
" 0.39 \n",
" 1.47 \n",
" 0.22 \n",
" -0.04 \n",
" 0.82 \n",
" 0.96 \n",
" 2.26 \n",
" 1.78 \n",
" 0.07 \n",
" 3.74 \n",
" \n",
" \n",
" wexp \n",
" -0.14 \n",
" 0.87 \n",
" 0.13 \n",
" -0.40 \n",
" 0.12 \n",
" 0.67 \n",
" 1.12 \n",
" -1.08 \n",
" 0.28 \n",
" 1.84 \n",
" \n",
" \n",
" mar \n",
" 0.36 \n",
" 1.43 \n",
" 0.21 \n",
" -0.06 \n",
" 0.77 \n",
" 0.94 \n",
" 2.16 \n",
" 1.68 \n",
" 0.09 \n",
" 3.42 \n",
" \n",
" \n",
" paro \n",
" 0.11 \n",
" 1.12 \n",
" 0.14 \n",
" -0.16 \n",
" 0.39 \n",
" 0.85 \n",
" 1.47 \n",
" 0.79 \n",
" 0.43 \n",
" 1.23 \n",
" \n",
" \n",
" prio \n",
" 0.00 \n",
" 1.00 \n",
" 0.02 \n",
" -0.04 \n",
" 0.04 \n",
" 0.96 \n",
" 1.04 \n",
" 0.07 \n",
" 0.95 \n",
" 0.08 \n",
" \n",
" \n",
" intercept \n",
" -0.20 \n",
" 0.82 \n",
" 0.07 \n",
" -0.33 \n",
" -0.07 \n",
" 0.72 \n",
" 0.93 \n",
" -3.00 \n",
" <0.005 \n",
" 8.51 \n",
" \n",
" \n",
" rho1 \n",
" intercept \n",
" 0.61 \n",
" 1.84 \n",
" 0.39 \n",
" -0.15 \n",
" 1.36 \n",
" 0.86 \n",
" 3.91 \n",
" 1.58 \n",
" 0.11 \n",
" 3.13 \n",
" \n",
" \n",
" rho2 \n",
" intercept \n",
" 2.87 \n",
" 17.69 \n",
" 0.66 \n",
" 1.59 \n",
" 4.16 \n",
" 4.88 \n",
" 64.10 \n",
" 4.37 \n",
" <0.005 \n",
" 16.32 \n",
" \n",
" \n",
" alpha \n",
" intercept \n",
" 0.30 \n",
" 1.35 \n",
" 0.14 \n",
" 0.02 \n",
" 0.58 \n",
" 1.02 \n",
" 1.79 \n",
" 2.07 \n",
" 0.04 \n",
" 4.70 \n",
" \n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" Log-likelihood ratio test \n",
" 36.86 on 17 df, -log2(p)=8.15 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
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"data": {
"text/plain": [
"Text(0.5, 1.0, 'Predicted survival functions for selected subjects')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 263,
"width": 454
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 263,
"width": 383
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"\n",
"class DependentCompetingRisksHazard(ParametricRegressionFitter):\n",
" \"\"\"\n",
"\n",
" Reference\n",
" --------------\n",
" Frees and Valdez, UNDERSTANDING RELATIONSHIPS USING COPULAS\n",
" \n",
" \"\"\"\n",
" \n",
" _fitted_parameter_names = [\"lambda1\", \"rho1\", \"lambda2\", \"rho2\", \"alpha\"]\n",
"\n",
" def _cumulative_hazard(self, params, T, Xs):\n",
" lambda1 = np.exp(np.dot(Xs[\"lambda1\"], params[\"lambda1\"]))\n",
" lambda2 = np.exp(np.dot(Xs[\"lambda2\"], params[\"lambda2\"]))\n",
" rho2 = np.exp(np.dot(Xs[\"rho2\"], params[\"rho2\"]))\n",
" rho1 = np.exp(np.dot(Xs[\"rho1\"], params[\"rho1\"]))\n",
" alpha = np.exp(np.dot(Xs[\"alpha\"], params[\"alpha\"]))\n",
"\n",
" return ((T / lambda1) ** rho1 + (T / lambda2) ** rho2) ** alpha\n",
"\n",
"\n",
"swf = DependentCompetingRisksHazard(penalizer=0.1)\n",
"\n",
"rossi = load_rossi()\n",
"rossi[\"intercept\"] = 1.0\n",
"rossi[\"week\"] = rossi[\"week\"] / rossi[\"week\"].max() # scaling often helps with convergence\n",
"\n",
"covariates = {\n",
" \"lambda1\": rossi.columns,\n",
" \"lambda2\": rossi.columns,\n",
" \"rho1\": [\"intercept\"],\n",
" \"rho2\": [\"intercept\"],\n",
" \"alpha\": [\"intercept\"],\n",
"}\n",
"\n",
"swf.fit(rossi, \"week\", event_col=\"arrest\", regressors=covariates, timeline=np.linspace(0, 2))\n",
"swf.print_summary(2)\n",
"\n",
"ax = swf.plot()\n",
"\n",
"ax = swf.predict_survival_function(rossi.loc[::100]).plot()\n",
"ax.set_title(\"Predicted survival functions for selected subjects\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cure models\n",
"\n",
"Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. In this case, the survival function for an individual should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models (i.e. the subject is \"cured\" of death and hence no longer susceptible) or time-lagged conversion models. \n",
"\n",
"It would be nice to be able to use common survival models _and_ have some \"cure\" component. Let's suppose that for individuals that will experience the event of interest, their survival distrubtion is a Weibull, denoted $S_W(t)$. For a random selected individual in the population, thier survival curve, $S(t)$, is:\n",
"\n",
"$$ \n",
"\\begin{align*}\n",
"S(t) = P(T > t) &= P(\\text{cured}) P(T > t\\;|\\;\\text{cured}) + P(\\text{not cured}) P(T > t\\;|\\;\\text{not cured}) \\\\\n",
" &= p + (1-p) S_W(t)\n",
"\\end{align*}\n",
"$$\n",
"\n",
"Even though it's in an unconvential form, we can still determine the cumulative hazard (which is the negative logarithm of the survival function):\n",
"\n",
"$$ H(t) = -\\log{\\left(p + (1-p) S_W(t)\\right)} $$"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" model \n",
" lifelines.CureModel \n",
" \n",
" \n",
" duration col \n",
" 'week' \n",
" \n",
" \n",
" event col \n",
" 'arrest' \n",
" \n",
" \n",
" number of observations \n",
" 432 \n",
" \n",
" \n",
" number of events observed \n",
" 114 \n",
" \n",
" \n",
" log-likelihood \n",
" -679.51 \n",
" \n",
" \n",
" time fit was run \n",
" 2020-01-05 00:14:46 UTC \n",
" \n",
" \n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" coef \n",
" exp(coef) \n",
" se(coef) \n",
" coef lower 95% \n",
" coef upper 95% \n",
" exp(coef) lower 95% \n",
" exp(coef) upper 95% \n",
" z \n",
" p \n",
" -log2(p) \n",
" \n",
" \n",
" \n",
" \n",
" lambda_ \n",
" fin \n",
" -0.41 \n",
" 0.66 \n",
" 1.09 \n",
" -2.55 \n",
" 1.73 \n",
" 0.08 \n",
" 5.64 \n",
" -0.38 \n",
" 0.71 \n",
" 0.50 \n",
" \n",
" \n",
" age \n",
" 0.11 \n",
" 1.12 \n",
" 0.16 \n",
" -0.20 \n",
" 0.43 \n",
" 0.82 \n",
" 1.53 \n",
" 0.72 \n",
" 0.47 \n",
" 1.08 \n",
" \n",
" \n",
" race \n",
" 0.23 \n",
" 1.26 \n",
" 0.58 \n",
" -0.92 \n",
" 1.37 \n",
" 0.40 \n",
" 3.95 \n",
" 0.39 \n",
" 0.69 \n",
" 0.52 \n",
" \n",
" \n",
" wexp \n",
" 0.43 \n",
" 1.53 \n",
" 0.20 \n",
" 0.03 \n",
" 0.82 \n",
" 1.03 \n",
" 2.27 \n",
" 2.10 \n",
" 0.04 \n",
" 4.82 \n",
" \n",
" \n",
" mar \n",
" -0.28 \n",
" 0.75 \n",
" 0.23 \n",
" -0.73 \n",
" 0.16 \n",
" 0.48 \n",
" 1.18 \n",
" -1.25 \n",
" 0.21 \n",
" 2.24 \n",
" \n",
" \n",
" paro \n",
" 0.21 \n",
" 1.23 \n",
" 0.18 \n",
" -0.14 \n",
" 0.56 \n",
" 0.87 \n",
" 1.75 \n",
" 1.16 \n",
" 0.25 \n",
" 2.02 \n",
" \n",
" \n",
" prio \n",
" 0.04 \n",
" 1.04 \n",
" 0.03 \n",
" -0.02 \n",
" 0.10 \n",
" 0.98 \n",
" 1.10 \n",
" 1.30 \n",
" 0.19 \n",
" 2.37 \n",
" \n",
" \n",
" intercept \n",
" 0.02 \n",
" 1.02 \n",
" 0.07 \n",
" -0.13 \n",
" 0.16 \n",
" 0.88 \n",
" 1.18 \n",
" 0.23 \n",
" 0.82 \n",
" 0.29 \n",
" \n",
" \n",
" rho_ \n",
" intercept \n",
" -0.22 \n",
" 0.80 \n",
" 0.07 \n",
" -0.35 \n",
" -0.09 \n",
" 0.70 \n",
" 0.92 \n",
" -3.23 \n",
" <0.005 \n",
" 9.64 \n",
" \n",
" \n",
" beta_ \n",
" fin \n",
" 7.52 \n",
" 1845.51 \n",
" 0.98 \n",
" 5.59 \n",
" 9.45 \n",
" 268.61 \n",
" 12679.51 \n",
" 7.65 \n",
" <0.005 \n",
" 45.48 \n",
" \n",
" \n",
" intercept \n",
" 0.43 \n",
" 1.54 \n",
" 0.12 \n",
" 0.20 \n",
" 0.66 \n",
" 1.22 \n",
" 1.94 \n",
" 3.64 \n",
" <0.005 \n",
" 11.87 \n",
" \n",
" \n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" Log-likelihood ratio test \n",
" 34.22 on 9 df, -log2(p)=13.58 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from autograd.scipy.special import expit\n",
"\n",
"class CureModel(ParametricRegressionFitter):\n",
" _scipy_fit_method = \"SLSQP\"\n",
" _scipy_fit_options = {\"ftol\": 1e-10, \"maxiter\": 200}\n",
"\n",
" _fitted_parameter_names = [\"lambda_\", \"beta_\", \"rho_\"]\n",
"\n",
" def _cumulative_hazard(self, params, T, Xs):\n",
" c = expit(np.dot(Xs[\"beta_\"], params[\"beta_\"]))\n",
"\n",
" lambda_ = np.exp(np.dot(Xs[\"lambda_\"], params[\"lambda_\"]))\n",
" rho_ = np.exp(np.dot(Xs[\"rho_\"], params[\"rho_\"]))\n",
" sf = np.exp(-(T / lambda_) ** rho_)\n",
"\n",
" return -np.log((1 - c) + c * sf)\n",
"\n",
"\n",
"cm = CureModel(penalizer=0.0)\n",
"\n",
"rossi = load_rossi()\n",
"rossi[\"intercept\"] = 1.0\n",
"\n",
"covariates = {\"lambda_\": rossi.columns, \"rho_\": [\"intercept\"], \"beta_\": ['intercept', 'fin']}\n",
"\n",
"cm.fit(rossi, \"week\", event_col=\"arrest\", regressors=covariates, timeline=np.arange(250)) \n",
"cm.print_summary(2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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6Qd+ovpY3TouHITERERER0QzCSt5sBnYmAzuT9dtJOFm/P5mBHfSzGS/szWZh5/OAvYzWoJRliPE4xHgMUjzuhbbxqi2RqNqPhX3Jb4UgDPYDYSESYeBBNAPLsWrC3LkC3HkFvP62GgRhrSZpiMpRaJJWf5Onj80U8gbXm+l8WWT8QauT67iwLAeWYcMyvDDVNPxKWn/M8qtrLcMfM6vmGf6xIJT1z61co+pc04HrrM4q2kslSgJEWYAgiRAkAYIkAKIASAJcEYAowBHgbaIABy5sAbABWAAsuDDhwnQB03VhwIXhODBcF7rjQncclB0HZdtByXZgut75Frxr2ILrt8CQtDDhOf+WJCIiIqJVzzVN2LmcF+jOFPBmJuGEIXBlHJa1pPcuxGKQEgmIySSkZNJvExATydqQN+7Pi8frboKmMdQlmoHruijbZRTMQs1WNIsomAXkzbzXtwp15+TNfM18wzGW+i1dFlmUEZWiiMiRcKvZl/wxORr26+7PcI0g5OXDu2gtcBwXlmHD1O0wrA36ph/GevvVwa13LKiunRrQhvOqjq+16lpJFiEp3ib7fUH2QlpRFgFRgCsJgOiHs6IXpNoC4AAw4cICYLguTH/TXS+gLTsOdMdByfZC2qJto2h5IW3BslGyHS+YBYB6X1I5/rbgb3oRrlkHQ2IiIiIiWlFc2/ZC3IkJ2BMTsMbHYU9Mhvv25ASsiYmaMadQWJJ7FTTNC3WnhLxiMgEpkYSYSnptEPwmU36bhJhIQEom+YAzolkYtoGckUPezCNv5JEzcygYhbphbr3wt2AVUDAKKFpF2O4yqvyfRVSOhltMiXmtHENMjiGqeP2px6rPqQ51NVmr6SuistRvj6hhbNuBpVeFt6YNU/fGTGNKsGv6ga7uwDTtynn+vOqwN+iv1vBWEABJlcKAVlJEyP4mKWIY4gpSUFXrVdY6fmWtLQCWANhwYQnwKmnhwnAdGC6guw50x0XZcVDyK2mLtoOSbaNg2ShbLsqmgZJpQzcdGLoDNOpZukv4s3ZBACKyBE0Rw1aTRUQUCRlVxkL8aJJfcRIRERHRknJKJVhjY7DHxmoD38k6AfDEBOxsFnAb96uOQiQCqakJUioFqakJYnMTpFSTN9aU8tsmiCl/PwyCkxBVtWH3SbTS6LbuBbxGHnkzXxv2+v2pAXDNXCO/bCt2BQg1Qe5Mwe1cx8J9P/xlFS6tNa7rhkGtqVteW7b9fS/MrdmfsllGVeWuXtt3VtGyCbIiQlJFyIoEuboN+sFxVQrDXEEWw/DW8pdFMAXAhAMTXqVt2fXC25Ljomh7lbZFy0bRsFE2vdbrm16/HIxbWEUf3hqqLCIii9AUKQxpq9vavoSIMn2uVnV+OGeGADiYo0jCjL8Rtuff4zh64crfG0NiIiIiIlpQruvCyeVgjY7BHhuFNTYOa2zUC4FHx2CNj8EeHQuDYadYXPybEgRIqdSUgNcLdcWgn2qC1FwVBgfhr6Yt/v0RrTCu66JgFpA1st6mZ5EzcuH+1LC3XshrOuZSv40aqqgirsQRU2KIK3EklETYr9nk2ecEIS+Xd6G1xradMLANKmrrB7h1wt4g8K0TAmOlho0CoKheWKtokhfQqhIUVYSsSeGxYFxWxNqAVxEBSYQluH5463rr1frhrbccgrckQsl0qoJbq6pveP2SjWLGrpmzWkLcoMI2ooiIKhIi4eaFrDOPiVXjlbGoIkFTaq8XtJosQhRX79/tDImJiIiIaE7eA9wKsIaHYQ2PwBoZmTX4dc3FDX/EpibIzc2Q0mlILS2QWpoht7R4/WavldPBfjPEZBKCyOo7omq2YyNv5pHVvWA3Y2QqQa8/ljX88LdqPxhz3KX/VWpJkJBQE0goCSTVJBJKAgk1EYa5cdVvgwBXiSGhJGrC4OC4InGpBVpbgipdo2zBLNswyhaMsg1zShse122YJctrq4/5ga5jrazUURAFL7BVpZrQNgh0L+WYpIhwJQEGXJiCF+KWbAcl00ZB90LZgmEjq3ttMWgNHQXdQiFXmVM5ZsG0V9bHtJoqiYgoImKqjJjqh62qhJgqhdWzYQirSmF1bmVM9MPfSsDrzasEt0HFLX8otzAYEhMRERGtYbXh77AX/oZB8DDMcGwEbqm0ODehKJDTacitrV7om26pDXyr91taIDU1cZ1eoiqmbWJSn0RGz9S2RmW/JuTVK9W+S0kWZSSVZN2QN+jXjAVz/X5cibNil9Yc13Fh6rYX4uoWjJINQ6+EvLVhb22YGwS/pm7DKHltA1dvumyyIkKJSFC0qZtcux/xA9yqMVkV/YC3si+rEkRFRMn2KmvzZQt53UJBt5HXTeR1GxNlMwxqC7qJolFCIVMb4BZ1G4WqdqVV5tYLcWOqF9hGw75c1Zfq9OWa8ZgqIaJKiCkSZIk/nF9p+NU1ERER0SrlFIswB4dgDQ81PPwVYzFIra1e8NvWCjndCrmtNRyTW1shtbZBbk1DTKUY8hABcFwHOSOHSX0yDHeDwHfqfnW/aDVgyZY6onIUKTWFlJZCSk0hqSa9fTVVP/j1Q95gTJM0/tmnNcWxHRglG3rJguFvesnyAtxw3w774fFg85dhWK4EAVAicp0wt84WmSXsDY77lbrBr/fbjouCYaGgW2Gw64W7FobL/riuI1+wURivHM+XLRSM2nOKxvL9OFaTRAFxVUJc84LcsFVlxDQZcT+wjU8Ja+cKcaOKBIUhLk3BkJiIiIhoBXJ0HdbgIMyBQZiDA15/cBDWgNeag4NwMpkFfU0hEoHc0QG5ox1yezvk1jYv+E2nIbe1+cGvFwCL0eiCvjbRSuO6LvJmHhPlCYyXxzFRnsCkPhn2J/QJTJQnkDEqYW9Wz8Jt8OKbSSU5PeT194MtqSZrx7QUkkqSyzPQmmJbTt3QdtpYEPSWpwe9lrH0S7RMFVbpRmSoEQlqRIZS3WoS1KgX4oatP1cJWy/YlWb4tX/LdpArW8iVLWTLJnJlC2N+myvryGcKyPtVvAXdRi4MfCvtSgh2VVlEXPWC2bg2pfUD3tqQ129nDIElqBKXUqDGYUhMczp48CCeffZZvPrqq3jttdeQy+XwZ3/2Z/iP//iPGc957rnn8NBDD+H5559HqVTC9u3b8YlPfAIHDhyAJEl1z/nFL36Bhx9+GK+88gps28a1116Lz3zmM7jnnnsW660REREtS65hwBwegTU4UAmBw/B3ANbgEOzx8QV7verwV+no8ALg6tbvi4kEv1GhNct2bGSMTE3oWx32TpQnMK7XjluO1ZB7kwQJTVoTmrQmNGvNaFKr+v54k9Y0LQBOKAlIYv2vzYlWG9v2Q96CBb1oQS+ZXlu0oBer+xYM/5hRrlT92ubyCXhlzQtvgzC3NrANwl6vQleN+m2kEvJWnyfOUU1qhgGvF+qOlE2vnykhN2TWHKsOgavHSubyDHeD4DYRkZHQvC2uyUj6bdyv1I1NbeuEwDGVlbm08jEkpjk99NBDeO2115BIJLBhwwa89dZbs85//PHHcccddyASieCuu+5COp3Gz3/+czzwwAM4dOgQHn300WnnPPLIIzhw4ABaW1vxsY99DKqq4uDBg7j33ntx/PhxPPzww4v19oiIiBrOKRZhXrwIs78fRn8/zP5+mP3evjk4AHt0DAuxSKCgKJC7uiB3dEDpZPhLVM11XWSNLMbKYxgrjVXa0hgm9clKGBxU/OqZhlT5JpXktIC3WWtGs9aMlJYK+9XHEgr/DNPq57ouLNPxQ14TeskPdIsmykG46we+5aJfwVsV/i6HZRoEAVCjshfQRr0AV4vKUCIytGjtmFq1hft+CBwsvzAXx3HD4DZTMpEtmchOlGoC3LCvm/7c6oDXRHkZheOAF+wmItPD3KA/NfAN+t64hISmIO5X8M7340i0VjAkpjn98z//MzZs2IBt27bh2Wefxe233z7j3Gw2i7/4i7+AJEn4zW9+g7179wIAvvKVr2D//v04ePAgfvKTn+Duu+8Ozzl37hz+5m/+Bul0Gi+//DJ6enoAAA8++CBuuukmfP3rX8cdd9yBffv2Ler7JCIiWiizhsD9/QtTBSxJkDs7oHR2QenugtzVDaWrC3J3F5SubijdXZDSaQgiq1po7QiDXz/0HS2N1gbAU1rTMRf1fqJyFOlIGi1aC1oi3paOpNGsNYdtc6Q5DHtTagqyyG/RaHVzbMcLeAsWygUz3Kr3p1f3en3HXrong4UB79TgNipBi8wQ6k4JfRVNuuQf6JRNG9mSiaGyicxIEdmS5QW+ZROZolkVAHvj4bGSibxuLYsH04kCkNBkJCMKkhEZKb9NRrzwNhlRGOwSLQP8CoTmNFsoPNXBgwcxMjKCj3/842FADACRSAQPPfQQ3ve+9+Hb3/52TUj8ve99D7qu4/Of/3wYEANAS0sLvvjFL+KTn/wkvvOd7zAkJiKiZcN1HFjDwzDOn4d54QKM8xdgXjgPo68fZl/flYfAguBV+3Z1QemqCoG7u/wguBtyWxuEGZZwIlpNXNdFRs94ge8MYW9wbLw8vqhLPKTUlBf6RlrC4DcIe4N+9VhEjizavRAtNcdxYZQslPMmykUT5bwX5E4NffXqINgPfZeEAGhRGVpMhhZTvNbfV/39SEyGGpOhRb396orfywl4Ae/vsIJhY6hgIDPmBbjZUm2wW13p6+1b4b5uLW0lryggDHcrIa9cNSbPcVxBXL28jx0RNRZDYlpQTz/9NADgAx/4wLRjt956K2KxGJ577jnoug5N0+Y854Mf/GDNHCIiokZxDQPmxYswzp+vhMDnL8C4cB7mhT64un75F1cUKN3dUNavg7J+PdT166GsXw9l3Too3d2QOzogKHwgFK1urutiUp/EcHEYo6VRDBeHMVIawUhxxGv9/mhpdNEqfmNyDK3RVrRGWtEabUVbtK0SAkdakNYq/WatmVW+tGqZho1SzvAC37xZVeFrVYW8taGvXrLQ4OcsQpQFaDHFC3OjVWFvsEUVaHG5KgCuHFcjMoQrqEJ1XTes3p0oGpgsmpgsmchU9SeKBjJ+f7JoIFMyMVk0YTlLV86b1GSkooq3+aFtaoZwN1lz3BuLMeAlWjP4Vc7l+L9NS30H8/d/F/ap5nM5efIkAGDHjh3TjsmyjC1btuDEiRM4c+YMdu3aNec53d3diMfj6OvrQ7FYRCwWW8S7JyKitcY1TRgX+mCcOwvj7DkY77zjhcDnL8AcGACcy6zemSkE9je5vZ1VwLRqOa6DSX2yEvb6bRAGV4fAi1H1G1fiYegbttX9iBcGt0ZbEZWjC/76REvNsR2UCxZKeQPlnIlSEPrmDZSq9qtDYavB684GwW0kriASV6CFrT9WVe2rxmRE/L6kiFccWAbr9E6WDEwUa8NcL+w1KkFwyQxD30zJhL0EYa8iCWiKKkhFlDDsbYoqaIp6yzY0VY1V9mU0RRUkIwokLs9ARPPEkJgWVCbjhdJNTfWD9GB8cnLyks4pFArIZDIMiYmI6JK5rgtreATGuXMwzp6tbfv6APvyHmQjNTdD2bQJ6saNUDZthLppM9SNG6Bs2MAQmFYt0zExWhzFUHEIg8VBDBWGMFQcwlBhCMPFYQwVhxYl/I0rcS/YnSX8DaqAGfzSauK6LoxybZVvKW96AXDVfjlv+K3Z0OUc1KiMSNwLdCMJL9ytDn0jcbmqH1T5Kgu2rqztuMiWTIwXDUwUDIwXDEwUDYwXTL/1x/3jQdjb6HV6Y6qE5uowd4ZQNxVR0BSrPRZZgGCciGg+GBITERHRquAUCtDPnqsbBjvF4qVfUBAgd3VVQuCNm6Bu2ugFw5s2QUomF/5NEC2hslUOg97BwiCGin7wGwTBxSGMlcbgLuDvlyeVJNpibeiIdlTaaBs6Yh1oj7WjPdqOtmgbYgoLBWh1cF0Xpm57Fb05A8WsgVLOq/At5oK+FwCXcl7o6zSgelWUBUQTKiIJBdFEEPhWVfbWVPx6Y2pMhiQt3MNRveUcrJpQtyb0rR6vCn0bGfjGVQnNMRXNMcXboiqaYgqaowpaYpV+OCfqhb6azB8cE9Hyx5D4cjR4CYeVJKgGDqqDpwrGm5uba84ZHR1FJpNBa2vrjOfMVGlMRERri53LwTh9GvqlAWjHAAAgAElEQVTp09DfPg397behn34b1sWBy7qe3N0NbUsP1J4eqJs3hyGwsmEDRH/9fKKVznRMDBeHcTF/EYOFQQwUBjBQGAgD4OHiMCb1ybkvNE9JJRmGvO2x9tp+tD0MhVn1S6uBYzteda8f/FbC3/r7i760gwBEYgqiST/sjfvBb1INA+CpgfDlPpRtNrplY7xgYCxvYDSvY3yW0Hei6C390KjlHJKa7AW6MT/cjVZC32a/krelKgxuinpzVHnhQnEiouWGITEtqJ07d+Lll19Gb28v9uzZU3PMsiycPXsWsizjqquuqjlndHQUvb292LdvX805AwMDKBQK2LBhA5eaICJaY+xMxg+C3/ZCYT8QtoaGLvlaYjIJdcuWShi8ZUsYCotRhlS08uWMnBf85gfCADjoXyxcxEhxZEEqgAUIYaVvZ6wTnfHO2jbWifZYO8NfWvFsy0Ex64W7xYweVvwWcyZK1f2cgXLBXNQHuCmaVBXoVoLeYCwMfP1QeCGXc6hmOy4mil7oO5bXMVrw2vGCgVF/bMwfG8sbyOmNWfYiFZGRjqtoiatIx/w27gW81fstfiCciipQFrACmohotWBITAtq//79+NGPfoQnn3wSH/3oR2uO/fa3v0WxWMStt94Kraoya//+/Th06BCefPLJaSHxE088Ec4hIqLVyc4XoJ/qhX6yN6wKNt4+DWtk5NIuJMtQN22qGwZL6TTX86MVy3ZsjJRGMFgYxMX8xUoIXBUG5838Fb+OLMhoj7VPC3074h3oinWhM9aJtlgbFFFZgHdF1Hiu60IvWCj4oa8XABsoZr39QsYfy+rQC4sXcEqKiFhSRTSpIJpSEU2qlf3q1g+CZWVxlioIlneoCXcL00PgsbxXATxeNBZ9aYeEJqMlXhXu1oS8KtJxbymHYL85xsCXiGihMCSmBXXnnXfi85//PH7yk5/gwIED2Lt3LwCgXC7jb//2bwEAn/70p2vOue+++/BP//RPeOSRR3Dfffehp6cHADAxMYG///u/BwB86lOfatybICKiReE6Dsy+PpRPnoT+1knovSdRPtkL8/z5S7qOoCheELxtK9StW6Ft2+71N22CoDC8opXHdV2Ml8fRn+8Pt75cX9gfKAxc8YPgBAhoj7ajK9GF7ng31sXXoTPeia54lxcAxzuRjqQhCgxbaOUxDdsPe/3AN1NbAVy9OfYipJwCvCUdkipiQcCbquonVcRSlfB3MZZ2CDh+te9IXsdIzttG80HrLfsQhL5jBR3mYnw8fJIooNUPeNsSGtJ+v7bqV/HG/PV8uXYvEdHSYUhMc3rsscfw2GOPAQAGBwcBAIcPH8a9994LAGhra8PDDz8MAEilUvjud7+LO++8E7fddhvuvvtupNNp/OxnP8PJkydx55134q677qq5/pYtW/C1r30N999/P/bu3Yu77roLqqri4MGD6Ovrw+c+97lpFcZERLS82fk89N5elN96y6sQPnkSem/vJT1ATlBVqFddBW3rVmjbt3mB8NZtUDdthCDzSxhaWQpmoSb47c/3oz/Xj768N1aySld0fU3S0B3v9rZEd9hfl1iHrrhXBaxK6gK9G6LGsEwv/C1M6shP6mG/kNH91kAho8Ms2wv+2oIAL+hNqYilNMRSCmIpLQx6Y34FcDTpLfkgLmI1q+u6yOlWGPpODX+rA+GxgrGo6/o2xxS0xlW0JjS0JVS0xjW0Jrz91rhacywVWZxlL4iIaHHwOyya06uvvorvf//7NWNnzpzBmTNnAACbN28OQ2IA+MhHPoJnn30WX/3qV/HTn/4U5XIZ27Ztwze+8Q3cf//9dX9qfuDAAfT09ODhhx/GD37wAziOg2uuuQYPPfQQ7rnnnsV9g0REdNlc14U1OIjyiRMov/EGyid7ob/1Fsz+/vlfRJKgXbUF2o6d0LZvh7Z9G7Rt26Bs2ABBYkURrQyWY2EgP4ALuQth8BsEwf35fkzoE1d0/XQkHQa/XfEurEusqwmEW7QWLqlCK4ZjOyjlTOQnvbC3mPFC4ELGQNEPgfOTi7PkgxqV/eBXRaxJRTylIdak1ozFUhoiicUPOMumjeFsVchbp/o3GDesxXnYXVyVvIDXD3zbEl6l7/QQ2FvegUs7EBGtXoK72IsKLSOCIBzZvXv37iNHjsw678033wQA7Nq1qxG3RQuInzsiosXjui6sixdRCgLhE2+gfOIE7PHxeV9DSqcRuXqnFwjv3InIzh1Qt22DqLLCkZY/0zFxMX8R72TfwYXcBZzPnsf53HlcyF1Af64flnv5gVZciWNDYgPWJ9ZjfXI91ifWh/vrEusQU/gAX1r+gjV/89XVvkHFb9jXUcou7Nq2oixUVfyqYegbD8aqQmBZXfwfPgbh73CujKGsjqFsGcM5HcPZMoZyZQz7Y9ny4qx73BRV0J70Qt72ZATtCQ3tSS/sbU/UVv5GFmm9YyIiapw9e/bg6NGjR13X3XMl12ElMREREU3jui7M/n6UXw8C4RNeIDw5Ob8LKAq0q66CtnMHIjt3Qtt5NSI7d0Bqa2O1Iy1rhm2gL9+HC9kLOJ87XxMIDxQGYLuX92vtiqh4AXCwTQmCm7Qm/tmgZc11XehFC/kJHfmJ8pTW6xcmdFjmwlW8CqKAeJOKWJOGRLPm9ZuDvhf+xps1aDG5IX9+yqaNkdz08HcoWwl+h3M6MiVzwV87pkpoT2ph4Nvmt8FYW1ILg2Gu60tERJeDITEREdEaF1YIHz8ehsHlE2/AzmTmdb4YjyNyzTWIXHstItfsgrZzJ7QtWyCwOpiWKcM2aqqAz2fP453cO7iQvYCBwgBcXF6JY0e0AxuSG7wtsSEMgtcn1qMj1sGHwtGyFQTAhUkdufGytwbwhI78eBn5yUoIbBkLFwBHkwriftgb98PecN/vN2LJBwCwHRejeR0DmTIGMyUMZsoYyulV1cBe+DtZXNjwV5GEMPSdFvhWjbclNMQ1futORESLi//SEBERrTFOoYDS6ydQOvYaSq95mz0yOq9zxWSyEghfew2i114LZdMmCCLDL1peXNfFeHkcZzNncS57rqbtz/fDcS8v7OqKd2FTchM2JjdiU2pT2N+Y3MglIWjZMkoWcuNTqn8nvRC4MKkjN6HD0hfm4W9KRPIqfWtCX7UmAI6lVEhyY/7dMCwHw7kyBjNlPwT222wJA5kyhvxAeCEf9iaLAjqSGtpTEXQmNXSmIugI2lRlvyWm8sFuRES0bDAkJiIiWsVcx4Fx7hxKr1YCYb23F3DmDsjEVCoMgr0q4WugbNzIQJiWFdM2cSF3AWezZ70gOHMu7OeM3CVfT4CA7ng3NqY2YnNyMzal/EA4uQkbkhsQkSOL8C6ILp/ruijlTOTGy8iNlb026Pv7Rmlh1r5VNAmJFs3fIjVtvEVDsiUCNdq4bzFLho3BbBkDfvXvYHZ6GDya1xfs9SQ//O1IauhIRdCZ0tCR9NtUBJ1JLwROM/wlIqIViCExERHRKmJNTKB8/HglFD52DE5u7qBMjMcRuf56RK+/zq8SvhbKhg1cI5WWjYnyRG1VsB8G9+X6LnmdYAEC1iXWYVNyU1gNvDm1GRtTG7EhsQGqxKVSaPlwHNer9h0r1w2C8+PlBVkHWNYkJFu8St9EOoJEsx8GB/10BGpEati/C2XTxmCmjIuTJfRPlnBxslL9GwTCC7n8QzquoisVQXdTBJ1NXuDb6Vf9tvtVwOm4ConhLxERrVIMiYmIiFYo13VhnD2H0tEjKB45itIrr8A4d27uEwUB2rZtiN74LkTf5W3qVVdBkPigG1parutitDSKtyffxpnMGbw9+TZOT57GmcwZZPT5rZFdLSpHsaVpC3pSPV7b1IMtqS3YnNrMimBaNmzTqYS+1SGw3xYmdDhXuBSCpIhIpiPTqoDjzVo4rkYb8/A3wPuzPlYwcHGy5IfA5bAf7C9UBbAgAB1JDV1NUXSlNHQ3RdHV5IXBXigcRUdKQ0Thv4FERLS2MSQmIiJaIVzTRPmtt1B8+UgYDNvj43OeJ6XTYRgcvfFdiFx3HaREogF3TFTfTGHw6cnTyBrZS75ed7y7bhjcEetgNTwtOcdxkZ8oIzdaRma0hNxYGZmREnJjJWRHyyhmjSt+DTUqI5mOINkaqdtGk0pD/yyUTRsDNVXAwVYZ060FqH4WBXT61b9h8NsURVeqst+e1KBIXCaJiIhoLgyJiYiIlimnWETp1VdRPHIUxSNHUHrtNbil0uwnKQoiu3ZVQuF33cBlI2jJuK6LsfIYTk2cuuIwOCpH0ZPqCQPgIAzenNqMqBxdpHdANDfXdaEXLWRHvdDXa70tM+otB+HYV1YJHE0qldC3NTotCNYauA6w67rIlEz0TZTQN1FE/2QZ/RN+CJzx2tH8lQffkiigKxXBuuYI1jVH0d0UxbrmSvVvV1MErXGu/UtERLRQGBITEREtE06phNIrr6Dw4osovvgSSsePA+bs6y2KTU2I7d6N2J7diO7ejci110LUtAbdMVFFySrhzOQZ9E70oneiF6cmTuHU5CmMl+eudq8WV+LY2rQVW5urtqat6Ix3QhRYDUhLwzJt5MbKU0LgMrJjJWRHSjDKl7YudjVBgLfsQ2tV8Juu7ctqY5dCyOsWLowXcWG8iL6JEi5M+O14Ef0TJeT0K38QXjIiY31zFOubo1gXbpFwvyOpQWYFMBERUcMwJCYiIloiTqmE0quveqHwCy/OKxRW1q1DdM8exPbsQWzPbqhbt0IQ+U00NY7jOujP9aN3sioMnjiF87nzcNz5//p4vTB4W/M2dMY6WflOS8Ioe9XAmZESMsN+O1JEZriE/KQOXEExcDSlItUaQaotilRb0EaRao0g3qJBanAYWjJs9E1MD4CD/St9IFxQBbzeD36DEDgIgLubI0hFlAV6N0RERLQQGBITERE1iGsYKL32GgqHD6PwwosoHTs2Zyisbd+O2E17vWB4924o3d0NulsiIGfkcHL8ZKU6eNILhEvWHMueVInKUWxv3s4wmJYFvWj64W8QBBfD/pWsDSyrYiX4bYsg1RpFqr3SV7TGVgLrlo2Lk+W6lcB9E6UrfihcVJGwMR3FhpaYVw3cEoTAEb8KOAKJy0AQERGtKAyJiYiIFonrutB7T6Fw+DkUnnsOxZdennNNYW37dsTe/W5vu2kv5HS6QXdLa1nwILk3x9/EW+Nv4a3xt/Dm2Jvoy/fN+xoCBGxObcb2lu3Y3rIdO1p2YEfLDqxPrOcyEdQwruuiXDArlcDDxUooPFJCOX95FbKCACTSkUoVcGsUqXY/DG6LNvzBcK7rYrJo4p3xIt4ZK+DCeBHvjBXxzngR58eKGMqV4V5B5bMqi9jQ4oXAG4M2XdlPx1X+kIeIiGiVYUhMRES0gMzBQRSeO+xVCx8+DHt0dNb52vZtiN1UFQq3tjboTmmtclwHF3IXvEB4zA+Ex9+8pLWDW7QW7GjZURMGX9V8FR8gRw1jGjYyw0VMDpUwOVTA5FAJE0NFZIaL0IuXt16uKAlItUXR1O5vHVE0tcfQ1B5FsjUCSW7sDztsx8Vgtox3xgo4XxUAvzNewDtjReTKl78usCwKWNcc9YLf5qoAOB3FxpYY2hIaHwhHRES0xjAkJiIiugJOuYziiy8i/7v/ReHQIRhnzsw6X9m4EfGbb0b8Pb+P2LvfzVCYFpXpmHh74u0wCH5r/C2cHD+JolWc1/myIOOq5quws2UndqZ3YnvzduxI70BrpJVVhLToHMdFbqyMyaGitw0Xw35+4vKWS5AUMQyBU+1RNLf7QXBHFIkWDWKD1wYum3ZYBXx+3NveGSvgnfEi+sZLMOz5r/NdTRSA7iZvGYiNLTFsaIliY9qvCk7H0JXichBERERUiyExzWpsbAz/9V//hf/+7//G8ePH0d/fD1VVcf311+O+++7DfffdB7HOA5Oee+45PPTQQ3j++edRKpWwfft2fOITn8CBAwcgSfXXZPvFL36Bhx9+GK+88gps28a1116Lz3zmM7jnnnsW+20SEc2b67owzp1D4Xf/i/zvfofiiy/C1WcOK6SmJsT27UP85n2I79sHdePGBt4trSWWY+FM5gxOjJ7AibETeGPsDZwcPwnDmd86q1E5ip0tO3F1+mrsat2Fq9NXY2vzVmiStsh3TmuZ67oo501MDFUCYC8Q9tYLdqxLXzNB1iQ0BQFwVTVwU0cU8SYNQoPDUd3yguCzo0WcGy3g7FjBa0cLGMiUL/u6UUXC5tYYNqVjXtsax+a0t7+uOQq1wZXPREREtLIxJKZZPfroo/j0pz+N7u5u3H777di0aROGhobwn//5n/jzP/9zPPHEE3j00Udrqokef/xx3HHHHYhEIrjrrruQTqfx85//HA888AAOHTqERx99dNrrPPLIIzhw4ABaW1vxsY99DKqq4uDBg7j33ntx/PhxPPzww41820RENZxSCYUXXkDht79D/ne/g3nhwoxzBVVFbO8ePxi+GZFduyDU+WEa0ZVwXAfnsudwYtQLg18ffR1vjb+Fsj2/wCkdSWNX2guCg21TahPXDqZF4zgusqMlTAwUMDFY9Fo/EL6c5SEEUUCqLYKWzhiaOmNo7oihpTOG5s4YYk2NXy/Xsh30TZRwdqyAsyMFnBvzQuBzYwX0T5TgXOb6wG0JFRvTMS/89UNgLxCOoT2hsaKfiIiIFozgXskTDVYYQRCO7N69e/eRI0dmnffmm28CAHbt2tWI21rWnn76aRQKBfzJn/xJTcXw4OAg3v3ud+PChQs4ePAg7rjjDgBANpvFtm3bkMlkcOjQIezduxcAUC6XsX//fhw+fBg//vGPcffdd4fXOnfuHK6++mrE43EcOXIEPT09AICJiQncdNNNOH36NJ577jns27dvzvvl546IForR14f8088g/+yzKL70Elxj5mpMdetWJG65BfE//EPE9u6BGIk08E5ptXNdFxdyF3Bi7ERNlfB8l4xYn1iPa1qvqQmE26PtDJdoUVim7a0PPFioBMKD3prBtnXpSyfEUiqa/fC3uSOG5q4Ymju8pSKkBi8NYTsuLk6WcC6sBC7i7Gge58aKuDBehHUZSbAkCljXHMHmdBybWmOVENjfT2is6SEiIqLZ7dmzB0ePHj3quu6eK7kOv+qgWe3fv7/ueFdXFz71qU/hS1/6En7zm9+EIfHBgwcxMjKCj3/842FADACRSAQPPfQQ3ve+9+Hb3/52TUj8ve99D7qu4/Of/3wYEANAS0sLvvjFL+KTn/wkvvOd78wrJCYiulyu46B87BhyTz+D/DPPQD91asa5QiyG+Hveg8SttyD+h7dA3bC+gXdKq91keRLHR4/j2OgxHBs5huOjx5EzcvM6tzPWiWtbr8W1bdd6beu1aI40L/Id01pklCyMDxYwMeCFwEF1cHa0hEutQVE0yQ+Bo5VA2A+F1Wjjv13JlEycGcnjzEgBp0fyOO333xkvwriMoFsQgHVNUWxpi6OnLYYtbQlsaYuhpzWOjekYlAaH3URERET1MCSmy6YoCgBAliv/Gz399NMAgA984APT5t96662IxWJ47rnnoOs6NE2b85wPfvCDNXOIiBaSUyyicPgwck8/jfxvnoU9NjbjXG37NsRvuRWJW29BdPduiKrawDul1cp0TPRO9OL4yHEcGzmGY6PH8E72nXmd2xppxXVt14Wh8DWt16At2rbId0xrTTlvYnwgj/GLBYwHy0QMFlGYvPQHx8WaVLR0xZHuiqGlO46WrhhauuJLsjxEUBX8dnUYPJzHmdECRnKX91C8zpSGntY4rmqPo6c1jp62OLa0xbEpHUNEqf9MDiIiIqLlgiHxZbj++9cv9S3M2/F7ji/KdS3Lwg9+8AMAteHuyZMnAQA7duyYdo4sy9iyZQtOnDiBM2fOhEtCzHZOd3c34vE4+vr6UCwWEYvFFvy9ENHaYo2MIPfrp5F/5hkUDh+ecRkJQVUR2/ceJG+/HYlbb4Wybl2D75RWo8HCoBcG+xXCJ8ZOQLfnDqSatWZc2+oFwUGVcGesk0tG0IIxyhYmBooYu+gHwhfzGLtYQDEzvwcfhgQg1RrxQ2AvCE77gbAWUxbn5mdR0K0wBD4zksdpv392tAD9MqqC2xJqTQDc0xoPK4RjKr+1IiIiopWLX8nQZfnCF76A119/HR/60Ifwx3/8x+F4JpMBADQ1NdU9LxifnJy8pHMKhQIymQxDYiK6LGZ/P7K/+hVyv/r/UDp6FDP9LrTU2orEbe9F8vbbEb/5Zoj8O4eugGEbeGPsDbwy/EpYJTxcHJ7zPFmUcXXL1bih/QZva7sBG5IbGAjTgrBNBxNDxTAEDgLh7Oj8HnoYECUBzZ0xrxq4O450Vxwt3d4SEbLa2KpZ13UxmjdwajiHt4fzeHs471cGFzCYvbT3BQCqJGJLm1cRvLU9ga0dcVzVlsCW9jhSkcYH3URERESNwJCYLtm3vvUtfP3rX8fVV1+NH/7wh0t9O0REdelnzyL31K+Q+9WvUH799Rnnadu3I3H77Ujuvx2RG26AIHJtSLo8GT2DV4dfxSvDr+CV4Vfw+ujrMJy5qzDXxdfhhvYbcH3b9bih/Qbsat0FTdIacMe0mjmOi+xIKawMHuv3wuDJ4RLcS3jAmqSISHfHvWrgbm95iHR3HKm2CMQGr6Xrui5GcjpODefRO5TDqeE83h7Ko3c4h8miecnXa0uouKrNC4G3tifCUHhDSwySyB/KEBER0drCkPgyLNYSDivBI488gs9+9rO45ppr8Otf/xrpdLrmeFANHFQHTxWMNzc315wzOjqKTCaD1tbWGc+ZqdKYiAjwwgO9txe5/3kKuV89Bf3U2/UniiJie/ci+X/eh8Ttt0PduLGxN0qrguu66Mv34dXhV3F0+CheGXoFpzOn5zwvKkdxXdt1uKHtBlzffj1uaLsB7bH2BtwxrWalnIHRvjxG+/IY68tj7GIeE4NF2Ob8l1MQRK8yuHVdHOl1cbSuSyC9Lo5UexRigwNT13UxlNVxajiH3qE83h7O4dRQHqeG88iULi0MlkUBm1tjuKo94VUFt8f9fhzNMa4tT0RERBRgSEzz9s1vfhMPPPAArrvuOvz6179GR0fHtDk7d+7Eyy+/jN7eXuzZs6fmmGVZOHv2LGRZxlVXXVVzzujoKHp7e7Fv376acwYGBlAoFLBhwwYuNUFEdZV7e5H95S+RfeIJmO+crz9JURB/z3uQfP8fIbl/P+Q6P5Aimo3lWDg5cRKvDL2Co8NH8erwqxgpjcx53qbkJtzYcSNu7LgRN7TdgK3NWyGL/PKLLo/juJgcKmKsL4/RvlwYDF/qusGptgjS6xJeILzeC4SbO2KQlMZXBg9kyugd8paJ8IJgr0I4V7Yu6VoxVcL2jgS2dSSxrSOBbR1eZfCmdAxKgyueiYiIiFYifpdC8/KP//iP+MIXvoAbb7wRv/rVr9DWVv/p6fv378ePfvQjPPnkk/joRz9ac+y3v/0tisUibr31VmiaVnPOoUOH8OSTT04LiZ944olwDhFRwDh3DtknnkD2l7+csWJY0DQkbr0FyT/6IyRuuw1SKtXgu6SVzLANHBs5hpeGXsKRoSM4NnIMJas06zmyIGNX6y7c2HEjdnfsxo0dN6ItWv/fS6K56CXLD4O9QNirEC5cUnVwvElFen3CrwyOI70ugZauGNRI478FmCwaeGswh5ODOb/Noncoj7x+aWFwQpOxrSOB7R0J7OhMYlun11/X1PiKZyIiIqLVRHBneHjPaiQIwpHdu3fvPnLkyKzz3nzzTQDArl27GnFby95XvvIVPPjgg9izZw+eeuqpaUtMVMtms9i6dSuy2SwOHTqEvXv3AgDK5TL279+Pw4cP48c//jHuvvvu8JyzZ89i165diMfjOHLkCHp6egAAExMTuOmmm3D69Gk899xz0wLkevi5I1q9zIsXkX3iSWR/+UuUT5yoO0eMx5G47TYvGL71Fj54juZNt3UcGzmGlwdfxktDL+HYyDHotj7rOQklgXe1vwu/1/F7+L2O38N1bdchpvD/Obo0ruMiO1aeVh2cG5v/A9dkRUR6XRxtG5No25BA63ovEI7EG/+QtbJp4+3hPE4O5nByqBIID2Vn//M0VTIiV4LgjgS2dyaxozOBrlSED3EkIiIiqrJnzx4cPXr0qOu6e+aePTNWEtOsvv/97+PBBx+EJEm45ZZb8K1vfWvanJ6eHtx7770AgFQqhe9+97u48847cdttt+Huu+9GOp3Gz372M5w8eRJ33nkn7rrrrprzt2zZgq997Wu4//77sXfvXtx1111QVRUHDx5EX18fPve5z80rICai1ccaHUX2yf9B9pe/ROno0bpzhEgEyf23I/WhDyF+yy0QNT7wi+YWhMIvDb6Elwa9UHiuh8x1xbvCQHh3x25sa94GSZQadMe0Gti2g4mBIkbOZzFyPo/RCzmM9udhlu15XyPepKJ1QxJtGxNo2+BtTR2xhlfROo6LCxPFsDrYqxDO4txYEfYlPBivKapgR6e3TEQQCm/vTKAjqTEMJiIiImoghsQ0q7NnzwIAbNvGN7/5zbpz3vve94YhMQB85CMfwbPPPouvfvWr+OlPf4pyuYxt27bhG9/4Bu6///66X/AfOHAAPT09ePjhh/GDH/wAjuPgmmuuwUMPPYR77rlnUd4bES1PTrmM/NNPY/Lxx1H430OAPT08ERQF8VtvRepDH0TyttsgxuNLcKe0kpStcrh8RBAKm87sD8DanNqMvZ17sbdrL/Z07EF3ortBd0urgW05GL9YwMj5HIbP5zByPoex/vy8l4sQRQEt3XEvCN6YQKsfCEcTjX/Y2kTBwJuDWS8IHsjhraEcTg3lUDTmH26rsogdnQns7Ezh6q4kdnYlcXVXEu0Mg4mIiIiWBS43UQeXLFi5+LkjWplcx0HpyBFMPv44ck/+D5x8fvokSUJ832m0BWMAACAASURBVD6kPvQhJP/P+7jGMM3KdEwcHzmO5weexwsDL+D46PE5Q+GeVA/2du3FTZ03YW/XXnTEpj+glagey7Qx1u8FwsE2djEPx5rf19mRuBKGwEEo3NIVhyQ39oFrQXXwGxezeGMgG7YDmfkvfSEIwKZ0DDs7k34YnMLOriR6WmOQ+QA5IiIiogXH5SaIiGjFM86dQ+ZnP0Pm8Z/B7O+vOye6Zw+a/p8/QfL974fc2trgO6SVwnVdnJ48jecHnsfzA8/jpcGXULSKs57Tk+rBTV034aaum7C3cy/aY+0NultaySzDxmhfvhIIX8hhvL8AZ55LLCRaNLRvSoZb24Yk4s1qw6tpdcvGqaF8GASfuJjBmwO5S3qQXGtcxc6qquCdXSns6EwgpvJbDCIiIqKVhl/BERFRQ9mTk8g+8QQyjz2O0muv1Z2jbN6Epg9/GE1/+qdQN2xo8B3SSjFUGMILgy/g8MXDeH7geYyWRmedv6VpC27q9ELhPZ17GArTnCzTxuiFPIbfyWLkHW/ZiInBItx5BsKptgjaNybRvjnptZuSiCaXaLmIgdrq4LeH87Dm+T5UWcTOzkoYfLVfHdye5BrwRERERKsFQ2IiIlp0ruOg+OJLmDx4ELmnnoJrTH9AmNjUhNSHPojmD38YkXe9i2tU0jR5I4+XBl8Kq4XPZM7MOn9dfB32rduH3+/+fdzUdRPaom0NulNaiRzHxcRAAUPnshh+J4fhc1mM9eXnXSHc1B6thMF+G4kri3zXtVzXRd9ECScuZvHGxUwYCl+8hOUiWmIKrl3XhGvWpXBNdwrXrEvhqrY4l4ogIiIiWuUYEhMR0aIxh4aReewxTP70pzDPn58+QVGQeO+taPrTP0Xittsgqo2vsKPly3IsHBs5hsMDh/H8xedxfPQ4bHfmB2Wl1BR+v/v38Z7u92Bf9z5sSG7gDxuoLtd1kRsvY/hczguFz2UxfD4HS5/Hg9gEoKUzhraNSXT4YXDbpiS0aGO/rHZdFxfGSzjen8Gx/km83p/B6/1ZZEqzr71drac1VhMGX9PdhM4UHyRHREREtBYxJCYiogXlWhbyv/3d/8/efYc3We7/A38/SZq06UjTdKR7t7SFAi0gW0RxIj8H4jqCuBeiR/3qOY7jOnqO4jiOc1TcW8GFCxdD9mpZhQ66d5umSdu0zXx+fxSCMSmgpA0t79d19erlfd9P8qktTfPOnc8Nw/Ll6Fq7FrC7hy7+OTlQXXQhQs49FzK12gdV0omqtbsV6+vXY339emxq3IROS2e/a+USOcZGjXWGwiPCRkAqkQ5itTRU9HRZ0FLViZbqDmco3NN5bGFqaJQSkUnBiEwIQURiMMLjgiD3H1qBsFwmwQht8G/C4BCMiA5BkIJPBYiIiIioD/8yJCIir7DU1MCw/DMYv/gCttZWt3lJSAhU55+P0LkXwz8rywcV0onI5rBhV+suZzBcrC/ud60AASPCRmBizERMjJ6IsZFjESALGMRqaShw2B1oqzehqcKIpkojmio60NHac0zXBqrkiEwKQVRyCCITQxCZGAyFcvBbRhwKhPs+DH8oEA5V+mEk20UQERER0R/EkJiIiP400WZD15o1aP/wI5g2bvS4RjlhAkIvmYvgWbMg8fcf5ArpRNTS3YIN9Ruwrn4dNjdsRqe1/93CUcooTI2dikkxkzBBOwFqf+48J1cmoxnNlR1oPhgIt1R3wGZxHPU6eYAMkYnBfaFwUl8oHKQe3IPYfh8I7z34+Y8EwqNiVc6PkbEqxKkD2C6CiIiIiP4whsRERPSH2XQ6GJYvR/snn8LW2Og2L40IR+gFFyL04osgT0oa/ALphGJ1WLGzZadzt3Bpe2m/a2WCDHlReZgaOxVTY6ciLTSNgRc52W0O6Oq60FRhRHNlB5oqjOhsO/qhbBKZgIj4YEQmhiAqqS8YDo1UQpAM7s9Wa6cZu2oN2FlrwK46A3bX/fFAeGSsCrkMhImIiIjIyxgSExHRMRFFET2FhWj/8CN0/PADYP1dsCGRIGjaNITOuwRB06dD8Bvct2jTicXQa8C6+nVYXbsamxo2ocva1e9abaDWGQpPjJ6IQL/AQayUTmTdHRY0lhvQVN4XCrfUdMJuPfou4aAwBbTJKmhTVIhKCUFEXDCkfoPbbqHHYsfeBiN21hiws86AnTUG1BuOre2FKsAPuXF9QfChXcIMhImIiIhoIDEkJiKiI3J0d8P49Tdo/+gjmIvd+8VKw8IQOncu1JfOg19srA8qpBNFdUc11tSuwera1ShsKYRD9BzmySQy5EfmO4Ph1NBUhl8EURRhaO5GY7kRjQcMaCw3wthy9FBV6idBZGIwopJV0KaEQJusQmDo4LaNsDtElLd2uQTCJc2dsDvEo16rCjjYMiKOgTARERER+Q5DYiIi8shSUwP9++/D+MWXcHS694wNGDMG6iuvQPBZZ0Eil/ugQvI1u8OO3brdWF27Gmtq16DSWNnvWu4Wpt+zWx1ore1Ew4G+ncKN5Ub0dh299UJIuP/hQDhFBU1sEKSywd0l3NzRi8KavpYRO2sM2FNvRJfZdtTrFDIJRsaqMCY+FGPiQzE6LhTxYQyEiYiIiMj3GBITEZGTKIro2bEDbW+/ja5fVgGi6y44wd8fqvNnQ3355fDPzvZRleRL3dZubGrchNU1q/Fr3a9oN7d7XCdAQG5ELmbEz8CpcaeytzCh12RFU4XRuVO4paoTdtuRW0dIZAKikkIQnao6GAyroAwZ3Belui027K4zYmdtXyC8q86ARuPR+yADQFpkUF8YHB+KsfGhyNQGw086uIE2EREREdGxYEhMREQQrVZ0rPwB+rffRm9Rkdu8PDER6isuh+rCCyENCfFBheRLLd0tWFu3Fmtq12Bzw2ZYHBaP6/yl/pgYMxEz42diWtw0hAeED3KldCIxGcxoKDOgvsyAxgMG6BtMR71GEShDdGooolNViE4LRWTC4PYSFkUR9YYe7KhuR0F1OwpqDNjX2HFMbSPCgxQYEx+KsQl9u4RHxakQ4s/e7EREREQ0NDAkJiI6idmNRrR/+ina3/8AtuZmt/nAadMQNn8+AqdMhiDh7reTSXVHNX6u/hm/1PyCPbo9/a7T+GswI34GZsTPwCnRpyBAFjCIVdKJpKOtB40HQ+GGUgOMrUfvJxwSEYCYg4GwNlUFdZQSgmTwdpybbXYUNXQcDITbsaO6Hc0d5qNeF+AnxahYFcYk9LWMGJMQihiVP3fLExEREdGQ5bWQWBCEOACPAjgbgAZAI4AvATwiiqLn96J6vp2pAO4BMBqAFkALgL0AXhBFcaW36qVjd++992L79u0oLS2FTqdDQEAAEhMTccEFF+C2226DRqNxu2bjxo14/PHHsXnzZvT09CA9PR3XXHMNFi1aBKlU6vF+vvnmGyxZsgSFhYWw2+3IycnBLbfcggULFgz0l0h00rFUVUH/7nswfPEFxB7XIEdQKKCaMwdhC+ZDkZbmowppsImiiDJDGX6u/hk/1/yMsvayftemhabhtPjTMCN+BkaGj4RE4AsIJxtRFGFs7UFDmaHvo9SATv2RWzAIEgER8UGITuvbKaxNVSFQNbgHzLV2mlFQ07dLeEd1O3bXG2E5SssLAEiPDDq4Q1iNMfGhyIgKgoxtI4iIiIhoGPFKSCwIQiqAjQAiAXwFoBjABACLAZwtCMIUURTbjuF2bgbwXwAmAF8AqAMQB+AiAOcIgvCAKIr/9EbNdOyee+455OXlYdasWYiMjITJZMLmzZvx8MMP47XXXsPmzZsRHx/vXP/VV1/h4osvhr+/Py699FKEhYXh66+/xp133okNGzZg2bJlbvfx0ksvYdGiRdBoNPjLX/4CuVyO5cuX4+qrr8aePXuwZMmSwfySiYatnp07oVv6OrpWufcbloaHQ33F5VBfdhlkYWE+qpAGkyiKKGorwk/VP+GXml9Q3VHtcZ1UkGJc1Li+/sLxpyI+ON7jOhq+RFFEe1P3b0LhdpiMntuOHCL1k0CbHIKY9FDEpIciKlkFP4XnF4oHgsMh4kBrF7ZW6rHjYChco+8+6nWBcinGJqiRl6hGXkIoxsaroVKybQQRERERDW+CKB69x9pRb0QQfgBwJoDbRVF88TfjzwK4E8CroijedJTb8APQCkABYIwoiiW/mcsCUAjAAUAtiuLR3wfo+T525OXl5e3YseOI6/bv3w8AyMrK+jN3M+z09vbC39/fbfz+++/HE088gZtvvhn//e9/AQAdHR1IS0uD0WjEhg0bMG7cOOdtzJw5E5s2bcJHH32Eyy67zHk7VVVVGDFiBAIDA7Fjxw4kJSUBANrb2zF+/HiUl5dj48aNmDRp0lFr5feOyJ0oijBt2Ii2115D99atbvOKjAyEXX01QmafB4l8cA+EosHnEB3Y2bLTGQw3mho9rlNIFZgcMxlnJJ6BU+NOhUqhGuRKyZdEUYShuRv1Je2oK2lHQ5kBPZ3WI14jU0gRnRKCmHQ1YjJCEZUYMqj9hC02B/Y2GLGtUo9tVXpsr26HofvINQNAokaJ/AQ1xiaqkZ+gRqY2GNJBbHlBRERERHQ88vPzUVBQUCCKYv7x3M5x7yQ+uIv4TABVAF7+3fQ/ANwA4CpBEO4SRfFIJ5aEAVAB2P3bgBgARFHcLwhCKYBRAIIA/KmQmP4cTwExAMybNw9PPPEEysoOvyV5+fLlaG1txfz5850B8aHbePzxx3H66afjf//7n0tI/Oabb8JsNuPee+91BsQAoFar8fe//x3XXnstXnnllWMKiYnoMNFuR+dPP6Nt6VKPh9EFnjodmgULoJw0iX00hzlRFLGrdRd+qPoBP1b/iJbuFo/rlDIlpsdNxxmJZ2Ba7DQo/ZSDXCn5Uqe+F3XF7c5g2GQ48p9bcn8potP6dgnHZIQiIiEY0kFswdBltqGguh3bq/TYWqXHzloDeq1Hbh0hl0kwOk51cJdw30dE8OC2vCAiIiIiOhF5o93EaQc//yiKostf5qIodgqCsAF9IfJEAL8c4XZa0LeTOEMQhHRRFJ3JoyAIGQDSAew8lrYVNDi+/vprAEBubq5zbNWqVQCAs88+22399OnToVQqsXHjRpjNZigUiqNec84557isIaKjEy0WGL/+Bm2vvw5LZaXrpFQK1ezzoLnuOijS031TIA2KQ60kVlauxI/VP/a7YzhEHoIZ8TMwK3EWJsVMgkLKwOxk0d1hcQbCdSXt6DjKQXOKQBliDobCsRlqaOKCIBnEHbetnWZnILy9qh37Gjtgdxz5HXGaQDnGJakxPikM+Ylq5MSoIJexlzARERER0e95IyTOPPi5tJ/5MvSFxBk4QkgsiqIoCMKtAN4HsEMQhC8ANACIBXAhgCIAl/V3/W8JgtBfP4kRx3L90ewfMXRaGWQV7/fabS1ZsgRdXV0wGo3Yvn071q9fj9zcXNx3333ONSUlfZvAMzIy3K6XyWRITk5GUVERKioqnC0hjnRNdHQ0AgMDUVdXh+7ubiiV3NVG1B9HdzcMy5ej7c23YGtqcpkTFAqEXnwxwq65BvK4WB9VSANNFEXs1+/HyqqV+LHqR9R31Xtcp1aocXri6ZiVOAvjtePhJ2G/1ZOBuduK+lKDMxjWNxzpDV59O4VjMtSIy1QjNlMNTUwghEEMhRuNPdhc0YYtFXpsrdSjQnfkegEgPiwA45PCMCEpDOOTw5ASHsh3ShARERERHQNvhMSHmhQa+5k/NB56tBsSRXGZIAgNAD4CMP83U80A3gJQ8WeLpOO3ZMkSNDc3O//77LPPxttvv42IiAjnmNHY9+1WqTz3rjw0bjAY/tA1JpMJRqORITGRB/auLrS//z70b78D+2/+bQGAJCgI6iuuQNj8qyALD/dRhTTQKgwV+LbyW6ysXImazhqPa0LkITgj8QyclXQWJmgnQCbxytm1dAKzWe1oLDeidp8e9SXtaK3p/P15lS5kfhJEp4c6Q+GI+CBIBrF9RIOhLxTeXNGGLZV6VLcd+ZA5QQAyo4IxITkM45P6PrQqzy2yiIiIiIjoyE6oZ4iCIPwFwFIAnwN4DEA1gEQADwJ4CcCpAOYd7Xb6a9R8cIdxnrfqPdk0HdyZ2NzcjI0bN+K+++7D2LFj8c033yAvj/9biQabvcuE9g8+gP7NN2E3ur5OJ9VoEDZ/PtRXXA5pcLCPKqSB1GRqwsrKlfi28lsU64s9rgn2C8bMhJk4K+ksTIyZyB3Dw5woitA3mFCzT4+6/Xo0lBlgO0KPXolUgDZFhdjMvt3CUUmDe9BcvaEHm8v7QuHNlW2o1R+53YVcKkFunArjk/t2CuclqqEK4M80EREREZE3eCMkPpRM9Hfs+aFxQz/zAJx9h98EsBvAVb/pb1wsCMJV6GtrcYkgCDNEUVxzfCUfH2+2cBiKoqKicOGFFyIvLw8ZGRmYP38+9u7dC+DwbmCj0fPG8kPjoaGHN5arVCrodDoYjUZoNJp+r+lvpzHRycZhMkH/4YfQv/Gm285hv5gYhF17DUIvvhiSfg6dpKHLaDbi5+qf8W3lt9jetB0i3LeFBvoFYmZ8XzA8KWYS5FK5DyqlwWIymlFX3I7afXrU7teju8PS71pBACISghE3om+ncHRqKPwU0kGrtVbfjS2Veudu4br2o/RAlkmQn6jGxBQNTkkOw+j4UPj7DV69REREREQnE2+ExCUHP7s3lO1z6GSk/noWH3ImAD8Aaz0cgOcQBOFXAPkHP9b8uVLJmxITE5GdnY2dO3dCp9MhPDwcmZmZ2L59O0pLS5Gf77qh22azobKyEjKZDCkpKc7xzMxM6HQ6lJaWYtKkSS7XNDY2wmQyIS4ujq0m6KTn6OlB+4cfoe2NN2DX613m/OLiEH7zTVDNmQPBjzvrhpNeWy/W1q3FdxXfYV39OlgdVrc1cokcp8afivOSz8PUuKk8fG4Ys1nsaDhgQO3+vmC4rb7riOtDo5SIzwrrC4YzQqFQDt7vh+aOXmw4oMPG8jZsKm9DveHIobC/nwTjEsNwSnIYJqZqkBungkLGUJiIiIiIaDB4IyReffDzmYIgSH4b8AqCEAxgCoBuAJuPcjuHntFG9DN/aLz/LTI06BoaGgAAUmnfk7iZM2figw8+wMqVK3H55Ze7rP3111/R3d2N6dOnQ6E4HGDMnDkTGzZswMqVK91C4u+//965huhk5ejtRfvHH6Nt6euwt7W5zPnFxEBz800IveAChsPDiEN0oKC5ACvKV+DH6h9hsrof2CURJJignYDzUs7D6QmnI1jOtiLDkSiKaKvvQu2+dtTub0NDmRF2W/8tJBSBMsRlhiEhOwxxWWqEaAIGrVZjtxWbKtqwsVyHDQd0KG898kFzAX5SjEs6vFM4Ny4UctngtbsgIiIiIqLDjjskFkWxXBCEH9G3E/hWAC/+ZvoRAIEAXhVF0flMQRCEEQev/W0TxXUHP88VBGGJKIq7f7N+DIC5AEQAq463Zjp2paWliIqKcmv14HA48OCDD6KlpQWTJ0+GWq0GAMydOxf33nsvPv74YyxatAjjxo0DAPT29uKBBx4AANx8880ut7Vw4UI89dRTeOmll7Bw4UIkJSUBANrb2/HEE08AAG666aaB/DKJTkgOsxmGTz6BbulS2Ft1LnOymGiE33gTQi+8AIKc7QSGi9qOWqyoWIGvy79GfVe9xzU5mhycl3Iezk46GxHK/l5XpaHM3GND3X49qve2oaaoDSZj/6+PSyQCtKkqxGeFIT47DBEJwZBIhEGps8dix7YqPTaU67CpvA17641wHOFgPKVc6mwfMTFFg1GxKobCREREREQnCG8dXHcLgI0AXhAE4XQA+wGcAuA09LWZuP936w819XU+ixFFcasgCG8BWAhgmyAIX6Dv4LokABcAkAN4XhTFIi/VTMfgu+++w9/+9jdMnToVycnJ0Gg0aG5uxtq1a1FRUQGtVoulS5c614eEhGDp0qWYO3cuZsyYgcsuuwxhYWFYsWIFSkpKMHfuXFx66aUu95GcnIynn34at99+O8aNG4dLL70Ucrkcy5cvR11dHe666y63HcZEw5lot8P41Qq0vvgibI2NLnMyrRbhN90I1UUXQcJweFjotHTix6ofsaJ8BQpaCjyuSQhOwHkp5+Hc5HORpEoa3AJpwPXtFjahpqgN1Xvb0FRuhOMIaata29dCIj4rDDEZoZD7D845xFa7A7vrDNhwoA0bDuhQWGOAxd7/rma5TIL8BDWmpGkwKTUcuXEq+EkZChMRERERnYi88qzi4G7icQAeBXA2gHMBNAL4D4BHRFFsP8abuhbArwCuBnAWgGAAHQDWA1gqiuLH3qiXjt0ZZ5yBAwcOYP369SgsLITBYEBgYCAyMjJw1VVX4fbbb0dYWJjLNRdccAHWrl2Lf/7zn/jss8/Q29uLtLQ0PPvss7j99tshCO47nBYtWoSkpCQsWbIE7777LhwOB7Kzs/H4449jwYIFg/XlEvmUKIroWr0Grc89C3PZAZc5WWQkNDfdiNC5cxkODwM2hw2bGzdjxYEVWFW7Cma72W1NiDwE5ySfg/NTz0dueK7H3500dFl6bKgrbkf1Xh2qi/QwGdx/Bg5RKGXOncLxWWEIDhucQylFUURZSxd+LW3FhgM6bK3Uw2Sx97teIgCj4kIxJVWDyanhGJek5kFzRERERERDhCCKR3hf4DAjCMKOvLy8vB07dhxx3f79fRuds7KyBqMs8iJ+72io6i4oRMszz6Dnd7+fpBoNwm+8EaGXzoNEwcPIhrrqjmp8UfYFVpSvQGtPq9u8VJBiauxUzEmdgxnxMyCX8gWB4UIURegbTKguakPN3jY0HjjybuGIhGAkjtQgIUeDqKRgSAZpB67eZMH6AzqsK23FujIdmjp6j7g+PTIIU9LCMTlVg1NSNFAFsDc6EREREdFgys/PR0FBQYEoivnHczuD8/5EIiLyyFxejpbnnkPXz7+4jEuUSoRdew00V18NSWCgj6ojb+ix9eCn6p/wednn2NHs+UXKEWEjMCd1Ds5NPheaAM0gV0gDxWqxo664HVV7dKjZ24au9qPvFk4cqUF8dhgCVYPzopDF5kBBTTvWlfWFwnvqjTjS/oHY0ABMTtU4g+HIkMHZ1UxERERERAOLITERkQ9Ym5rQ+tJLMH7+BeD4TU9PPz+oL70U4TffBJmGYeFQJYoiitqK8HnZ5/i+8nt0Wbvc1mj8NTgv5TzMSZ2DzLBMH1RJA8FkNKNqtw5Ve9pQt18Pm7X/nr3h8UFIzNEgYaQG2uSQQdktLIoiKnUmrCvTYV1ZKzaVtx2xhUSwvwxT08IxNT0cU1LDkahRsvUJEREREdEwxJCYiGgQ2Ts70fbaa9C/+x5Es+uuwpDZsxGx+HbI4+N9VB0dL0OvAd9UfIPPD3yOsvYyt3mpIMW0uGm4KO0iTI2bCj8J35o/1PUdOteFqt06VO7SoaW6s9+18gAZ4rPUzjYSg7Vb2NhjxcYDOvx6MBiua+/pd61UImBMfCimpYdjekYEcmNVkPGwOSIiIiKiYY8hMRHRIBDtdhiWf4bW//wHdr3eZS5wyhRE3vVX+Gdn+6g6Oh6iKGJ783YsK1mGn2t+htVhdVuTGJKIC9MuxJzUOYhQRvigSvImu9WB+tL2vmB4jw5d+v7bSKi1SiTlhiNplAZRKSpIB2m38L7GDqwpacWakhYU1BhgP0L/4zh1AKZnRGB6egQmpbKvMBERERHRyYghMRHRADNt2YrmJ5+EubjYZdw/JweRd/0VgZMn+6gyOh5GsxErylfg05JPUdVR5TbvL/XHmUln4sK0C5Eflc+36A9xPZ0WVO9tQ9VuHWr26WE1e27RIEgExKSrkDQqHEm54QiNVA5KfZ29Vmw4oMPq4lasKW1Bc0f/wXWQQoZJqRpMTw/HtPQItpAgIiIiIiKGxEREA8VSW4uWp55G508/uYzLYqIRedddCDnnHAgSvo17KBFFEbtad2FZ6TL8UPUDzHb3IG6kZiQuTL8Q5ySfg2B5sA+qJG8xtHSjYmcrqnbp0FhhBPrZjKtQypCQo0FSrgYJ2Rr4Bw78TlxRFFHa3IU1JS1YXdKC7VXtsPWzW1gQgNxYFaZnRGBaegTGJoTCjy0kiIiIiIjoNxgSExF5mb3LhLZXX4X+7bchWg+3HhACAqC5/jporrkGEn9/H1ZIf1SXpQvfVnyLT0s/RWl7qdt8oF8gZqfMxiUZl/AQuiHsUH/hisJWVOxsRVu9qd+1IREBSM7t2y0cnTY4bSRMZhs2lrdhdUkL1hS3oMHY2+/aUKUfpqdH4LQRfW0kNEGD0/+YiIiIiIiGJobEREReIjocMH7xJVqefw72Vp3LXMic8xH517/CT6v1UXX0ZxTri/FJySf4tuJb9NjcD/vKCsvCvMx5ODf5XCj9BqetAHmX6BDRVNmBisIWVOxsRYfOc/AqCIA29XAbCbV2cFo0VOpM+GV/M9aUtGJrpR4Wu6PftSNjQ3BaZiRmZEZiTHwopBK2kCAiIiIiomPDkJiIyAu6CwrQ/M8n0FtU5DLuPzoX2r/9DQFjxvioMvqjrA4rfqn+BR8Wf4jClkK3eX+pP85NORfzMuYhJzzHBxXS8bLbHagvaUfFTh0qd7aiu8PicZ1UJkF8dhhSxkQgKVeDgCD5wNfmEFFQ046f9zXj5/3NKG/tfzdzsL8M09MjMCMzAqdmRiAymO9QICIiIiKiP4chMRHRcbDp9Wh56mkYv/zSZVwWGYnIu+9CyOzZ7Ds8ROh6dFhWugzLSpahtafVbT4tNA2XZFyC2amzESIP8UGFdDysFjtqi/R9PYb36GDutnlcJ/eXInFUOFLGRCAhJwxy/4H/U6mz14p1ZTr8vK8Zq0ta0N5t7XftCG0wThsRidMyI9lbmIiIiIiIvIYhMRHRnyA6HDB8ugwtzz0Hh9HoHBcUCmiuvQaa666D/x2RDgAAIABJREFURMn2Ayc6URSxW7cbH+7/ED9W/wibwzU4lAkyzEqahctHXI4xEWMGpb0AeY+l14aq3TqUF7SipqgNNqvnVg0BwX5IHh2BlDERiMtUQ+o38MFrXXs3ftnfgp/3N2NzRRusds+Hzvn7STA1LQKnZ0ViRmYEolUBA14bERERERGdfBgSExH9Qb379qHxkUfQu2u3y3jwmWci6t7/g19srI8qo2NltpuxsnIlPir+CEVtRW7z4QHhmJcxD3Mz5iJCGeGDCunPsvTaULVHhwPbW1BTpIfd5jkYDgpTIHVMJFLGhkObGgrJAPfvdThE7KozOIPh4qbOftdGhSgwc0QUZmVHYnJqOPz9pANaGxEREREREUNiIqJjZO/qQusLL6D9/Q8Ax+HgyS8+HtoHH0DQ9Ok+rI6Oha5Hh4+LP8ay0mXQ9+rd5sdEjMEVWVfgjIQz4Cf180GF9GdYem2o3tuGAztaUL23DfZ+dgyrowORMiYcqWMjER4fNOA7w3utdmw4oMOPRc34pbgFui5zv2tzYkJwelYUzsiKxMgY1YCH1kRERERERL/FkJiI6ChEUUTn99+j+cl/wdZ6uFet4OcHzfXXQXPDDZD488CoE1mJvgTv7XsP31V+B6vDtd+rXCLHuSnn4vIRlyNbk+2jCumPsprtB4PhZlTv6b+VhCYuCGl5kUjNi4BaGzjgdXX2WrG6pBU/FDVhTXELTBa7x3VyqQSTUjU4IzsKp4+IREwo20gQEREREZHvMCSmP+z999/HVVddBQBYunQprrvuOrc133zzDZYsWYLCwkLY7Xbk5OTglltuwYIFC/q93XfeeQcvv/wy9u3bB6lUirFjx+Luu+/G7NmzB+xrIToaS1UVmh57HKYNG1zGlZMmQvvQQ1AkJ/uoMjoah+jA+vr1eG/fe9jcuNltPjowGpdmXoqL0i+C2l/tgwrpj7Ja7Kjec2jHsA42Sz/BcGwQ0vIjkZYfidCoge8Nrusy4+d9zfihqAkbDrTBYvdcV1igHDNHROKMrEhMTY9AkIJ/hhERERER0YmBz07oD6mtrcVtt92GoKAgdHV1eVzz0ksvYdGiRdBoNPjLX/4CuVyO5cuX4+qrr8aePXuwZMkSt2vuvvtuPPPMM4iLi8P1118Pi8WCjz/+GOeffz5efPFF3HbbbQP9pRG5EC0W6F5birbXXoNosTjHpRHhiLrvPoScey4PMTtB9dp68XXF13hv33uoNFa6zY+OGI352fMxM2EmZBI+DJ7obBY7qov6guGq3f0Hw2Exgc5geDB2DNe1d+OHor5geHuVHg7P584hSaPEWTlazMqOwtgENaRsI0FERERERCcgPjumYyaKIhYuXAiNRoOLLrrIY9hbVVWFu+++G2FhYdi+fTuSkpIAAA899BDGjx+PZ555BhdffDEmTZrkvGbjxo145plnkJqaim3btkGt7tvRd8899yA/P9+5m/jQbRENtJ49e9D49/thLis7PCiRQH3FFYhYfDukwcG+K476pevR4aPij/BpyacwmA0ucxJBglmJs3BV9lUYHTHaRxXSsXLYHagraUfp1mZUFLbCavbcskGtVSJtXBTS8iIRFjOwwbAoijjQ0oWVe5vww74m7K3v6HdtdnQIzsrR4uyRWmREDXzvYyIiIiIiouPFkJiO2QsvvIBVq1ZhzZo1WLVqlcc1b775JsxmM+69916XUFetVuPvf/87rr32WrzyyisuIfErr7wCALj//vudATEAJCUl4dZbb8Vjjz2Gt956C4888sjAfGFEBzl6e9H64ovQv/W2y8F0/qNGQfvwPxCQk+O74qhfVcYqvF30NlaUr3DrNxzoF4iL0y/GFVlXIDYo1kcV0rEQRRHNVR0o29qMsh0t6OmweFwXGqVE2ri+HcOamKABr2lPvRHf7WnCj0VNqNCZPK4TBGBcohpn5WhxVo4W8WED3+KCiIiIiIjImxgS0zHZv38/7rvvPixevBjTp0/vNyQ+NH722We7zZ1zzjkua471msceewyrVq1iSEwDqnv7djTe/wAs1dXOMSEgAJF33gH1lVdCkEp9WB15sqd1D97c+yZ+qfkFIlzf6x8TGIMrs67ERekXIUg+sEEiHZ/2JhNKtzWjbGszjK09HteoIgKQPj4Kafl9O4YHcmfuoWD42z2N+G5PI2r1nmvykwqYnBqOs0dqcUZWFCKCFQNWExERERER0UBjSPwnvHyT54D0RHTrKzOP+zZsNhuuuuoqJCQk4Iknnjji2pKSEgBARkaG21x0dDQCAwNRV1eH7u5uKJVKmEwm1NfXIygoCNHR0W7XpKenAwBKS0uP++sg8sTeZULrs8+i/cMPXcaVEyci+rFHIY+P91Fl5IkoitjQsAFv7n0T25q2uc3nRuRiQfYC9hs+wZkMZpRtb0bp1ma01nR6XKMMkSN9XBTSJ0QhMjH4hAiGlXIpTsuMxJk5UThtRCRC/P0GrCYiIiIiIqLBxGfQdFSPPvooCgsLsX79egQEBBxxrdFoBACoVCqP8yqVCiaTCUajEUql8pjWA4DBYPA4T3Q8utZvQONDD8LW0OgckwQFIfL/7kHoJZewj+gJxOaw4YeqH/DW3rdQ0l7iNj8tdhquHXUt8iLz+H07QZl7bKgobEHp1mbUlbQDHg568/OXInVsBDImaBGbqYZkAA95O9ZgONhfhlnZUTh3ZDSmpofD34/vKiAiIiIiouGHITEd0ZYtW/DEE0/grrvucukjTDSU2Y1GNP/7KRg//9xlPOjUU6F95GH4abU+qox+r8fWgy/KvsC7+95FfVe9y5xUkOKc5HOwcORCZKjd371Avme3OVC9pw2lW5tQtacNdpvDbY1EJiAxR4OMCVokjdJAJh+4EFYUReyt78A3exqOGgyfma3FeblaTEkLh0LGYJiIiIiIiIY3hsR/gjdaOAwFNpsN8+fPR0ZGBh577LFjukalUkGn08FoNEKj0bjN/37n8KHPh8b7Wx8aGvqH6yfypHPVajT+4yHYW3XOMalKhagH7kfI7NnchXqCMFlN+Kj4I7y37z3oe/UucwGyAFyUfhHmZ89HTFCMjyqk/oiiiNaaThRvbkLZ1mb0mqzuiwQgNiMUGeO1SBkbAf/AgWvbcCgYPrRjuEbf7XEdg2EiIiIiIjqZMSSmfnV1dTl7Afv7+3tcc/311+P666/H4sWL8fzzzyMzMxM6nQ6lpaVuO48bGxthMpkQFxcHpbLv5PfAwEDExsaivr4ejY2Nbn2Jy8rKAHjucUz0RzhMJjT/698wLFvmMh589tnQPnA/ZOHhPqqMfqvD0oEP9n+A9/e9jw5Lh8ucSqHClSOuxGUjLoPaX+2jCqk/JqMZpVuaUby5EfoGk8c14fFByJigRfq4SASpPT+ueMuBlk6s2NmAr3Y1oLqt/2B4VnYUZudGMxgmIiIiIqKTGkNi6pdCocC1117rca6goACFhYWYOnUqMjMznYHwzJkzsWHDBqxcudItJP7++++da35r5syZeO+997By5UosXLjwmK4h+iO6CwvRcO99sNbUOMek4eHQ/uMhhMya5cPK6JD23na8t+89fFT8EbqsXS5z2kAtrs65GhemXQiln9JHFZInNqsdVbvbULypETX79BAd7o2Gg9QKZJ6iRcYpWoRFBw5oPQ2GHny9qwFf7WzAvsYOj2sYDBMREREREbkTRNHDyTHDlCAIO/Ly8vJ27NhxxHX79+8HAGRlZQ1GWUPSww8/jEceeQRLly7Fdddd5xyvrKxEVlYWAgMDsWPHDiQlJQEA2tvbMX78eJSXl2Pjxo0uAfLGjRsxZcoUpKamYtu2bVCr+3YIVlVVIT8/HyaTCcXFxc7bOhJ+7+i3RKsVrf/9L9pefQ1wHO6FGnzWWdA+/A/I1NyN6mu6Hh3eKXoHn5R8gh6ba3/YuKA4XJ97Pc5POR9+0oFrR0B/jCiKaKnqRPGmRpRtb4a52+a2RiaXIHVsJDInaRGXoYYwgAfQ6U0WfLenESt2NmBrld7jmmCFDLNyonDeqL7D5xgMExERERHRcJGfn4+CgoICURTzj+d2uJOYvCo5ORlPP/00br/9dowbNw6XXnop5HI5li9fjrq6Oo8H4E2ePBl//etf8eyzzyI3Nxdz586FxWLBJ598Ar1ejxdffPGYAmKi3zJXVKLh//4PvXv3OsckQUHQPvgAQubMYe9hH2syNeGtvW/hs7LPYLabXeaSVcm4ftT1OCf5HMgkfJg6UXS1m1G6tQnFmxrR3uS5fUNMeihGTNIiNS8Scv+B+96ZzDb8tK8ZX+2sx7oyHWwedjDLZRKckRWJOaNjMSMzAv5+DIaJiIiIiIj6w2ff5HWLFi1CUlISlixZgnfffRcOhwPZ2dl4/PHHsWDBAo/XPPPMMxg1ahRefvllvPbaa5BIJMjLy8M999yD2bNnD/JXQEOZKIpo//BDtDy9BGJvr3NcOX48Yv71JPxiY31YHTWZmvD6ntfxednnsDpcDzRLV6fjhtwbMCthFqQSBnonApvVjsqdOhRvakTtfj08vfkoJNwfmadokTkxGqqIgAGrxWJzYG1pK77aWY+f9zej1+pwWyOVCJiSFo45o2NwVk4Ugv25A52IiIiIiOhYsN2EB2xZMHTxe3dysza3oPH++2Fav945Jvj5IeKOOxB29QIIUgaPvtLa3YrX97yOZaXL3MLhbE02bsy9ETPiZ0AiSHxUIf1WW0MX9q1vQMmWJphNHtpJKKRIy4/EiIlaxKSFDlg7CYdDxJZKPb7aWY/v9zbB2GP1uC4/UY05o2Nw7qhoRAQrBqQWIiIiIiKiExHbTRAR/UbHDz+i6aGHYDcanWOK9HTELHka/pmZPqzs5NbW04Y3976JT0o+cWsrMTpiNG7MvRFTY6ey/ccJwGq2o2x7M/atb0BzpedD32Iz1ciapEXK2Ej4KQbuRZeK1i58XlCPLwrrUW/o8bgmMyoYc8bEYM7oGMSH8UBDIiIiIiKi48GQmIiGNEdPD5qfeAKGZcsPDwoCwq6+GhF3LIZEwV2FvmDoNeDtorfxYfGHbgfS5Ybn4taxt2JS9CSGwz4miiJaazpRtL4BZduaYe21u60J1vgja3I0MidqEaIZuHYShm4Lvt7diM8L6lBYY/C4JjY0AP9vTAzmjInBCG3IgNVCRERERER0smFITERDlrm8HPV33AlzWZlzTBYdjZgnn0TgxFN8WNnJq8PSgXeL3sX7+9+HyWpymcvWZOPWMbdiWuw0hsM+Zu62onRrM/ZtaICutsttXiIVkDw6AjlTYxA3Qj1g7SQsNgfWlLTg84J6rCpugcXu3mc4VOmH83NjcMHYGOQlqPmzQ0RERERENAAYEhPRkGT44ks0PfooxJ7Du1RDzj0X2of/AWkIdxgONpPVhPf2vYd3i95Fp7XTZS5DnYFbx9yK0+JPY8DnQ6IoovGAEfs2NKB8RwtsHg5+C41SIntqDDJP0UIZIh+wOvbUG/F5QT1W7GqA3mRxW+MnFXBaZiQuyovDzBGRkMvYq5qIiIiIiGggMSQmoiHF0d2Npkcfg/HLL51jgkKBqAfuR+jcuQwhB5nFbsGnJZ/itd2vod3c7jKXqkrFLWNuwRmJZ/BAOh/q6bSgeHMT9m9oQHtTt9u81E+CtPxIZE+JQXSaasD+DTUae/BFYT0+L6jHgRb33csAMDpOhYvz4zA7NwZhgQMTUhMREREREZE7hsQ0bIii6OsSaID1lpSi/s47YamocI7JU1IQ+9xz8M/M8GFlJx+7w45vK7/Fy4Uvo8HU4DKXFJKEm0ffjLOSzoJUMnCHm1H/RFFEU7kRe9bWo7ygBQ67++9HTVwQcqbGIGNCFBRKvwGpo8dix8qiRny2ox4bynXw9Gs6WuWPC8fG4qK8WKRFBg9IHURERERERHRkDIk9EAQBoijC4XBAIuHut6HiUEjMnaTDjyiKMCxfjubH/wnRbHaOqy64ANqHHoREqfRhdScXURTxa92veL7geRwwHHCZiwmMwS1jbsF5KedBJuHDiy9Yem0o3dqMvWvr0VbvvlvXTyFF+oQo5EyNQURC8ID8vjzUTuKTbbVYsbMBnWab2xqlXIqzR2oxNy8OE1M0kAxQz2MiIiIiIiI6NnwW74FCoUBvby9MJhOCg7mraagwmfoOyVIoFD6uhLzJ3mVC08MPo+Obb5xjQkAAtA89hNALL/BhZSefwpZCPL/jeRS0FLiMqxVq3JB7A+ZlzoNcyhYBvqBvNGHv2noUb26EtdfuNh+VHILsqTFIy4+E3H9gHvrbTRZ8ubMen2yrRXFTp9u8IABTUsNxUV4szsrRIlDBP0GIiIiIiIhOFHyG5kFwcDB6e3vR1NQEAAgMDIQgCNyhegISRRGiKMJkMjm/Xwz2h4/e/ftRf8edsFRXO8cU6emIfe5ZKNLSfFjZyaWsvQwvFLyANXVrXMaVMiUW5CzAgpwFCPQL9E1xJzG73YHKnTrs/bUO9SUGt3mZXIKMCVqMnB6LiISB+b3ocIjYUK7DJ9tq8WNRMyx298PwkjRKXDIuHheOjUVMaMCA1EFERERERETHhyGxB2FhYTCZTOju7kZdXZ2vy6E/QKlUIiwszNdlkBcYPvsMTY88CtFicY6FXjIXUX//OyQBDJoGQ5OpCS8Wvoivy7+GiMPNZGUSGeZlzMMNuTdAE6DxYYUnJ5PBjKJ19Sha34Buo8VtPjRKiZHTYzFiknbAeg3XG3qwbHstlm2vQ72hx23e30+Cc0dGY974eJySHMYXWYmIiIiIiE5wDIk9kEgkiI+Ph16vR2dnJ8xmMw9FO4EJggCFQoHg4GCEhYWxj/QQJ1osaHrySRg++tg5JlEqoX3kEajOn+3Dyk4eJqsJb+x5A+/uexdm++Ee0AIEnJdyHm4Zcwvig+N9WOHJRxRF1JcasHdtHSp26iA6XB+TBImA5NHhGHlqLOIy1QMSypptdvy0rxmfbKvF+gOeD6HLjVNh3rh4zBkTgxD/gQmoiYiIiIiIyPsYEvdDIpEgPDwc4eHhvi6F6KRhbWlB/eI70FNY6BxTZGQg9j/PQ5Gc7MPKTg42hw1fHPgCLxW+BH2v3mVuWuw0LM5bjMywTB9Vd3Ky9NhQvLkJe9fWob2p221eGSJH9rQY5EyNQZDaf0BqKGnqxMfbavBlYT3au61u86FKP1wwJhaXjo9HVnTIgNRAREREREREA4shMRGdELoLClG/eDFsra3OsZBzz0X0449BolT6sLKTw/r69Xhm+zM4YDjgMp4VloV7xt+D8drxPqrs5GRo6cae1XXYv8nzQXQx6aEYeWosUsZEQCrz/rsneq12fLenER9sqcGO6na3eUEApqaFY964eJyZEwWFTOr1GoiIiIiIiGjwMCQmIp8SRRGGTz5B0z+fAKwHdylKJIi8+26ELbyavUwHWGl7KZ7Z/gw2Nmx0GY9SRmFx3mKcl3IeJAJbuAwGURRRV9yO3atqUbW3DfhdOwc/hRSZE7UYeWosNDFBA1JDRWsXPtxSg+UFdTB42DUcGxqAuflxuGRcHOLUfPGGiIiIiIhouGBITEQ+4zCb0fToozB+9rlzTBoaitjnnkXgpEk+rGz40/Xo8FLhS/jiwBdwiA7nuFKmxLWjrsVV2VchQMYDAgeD1WJH6ZYm7F5dB32DyW1erVVi1Iw4ZE7UQu7v/Ydti82Bn/Y144Mt1dhY3uY27ycVcGa2FpeOj8eUtHBIJXzhhoiIiIiIaLhhSExEPmFtbETd7YvRu2ePc0yRnYW4F16EPC7Wh5UNb2a7Ge8UvYM39ryBbtvhHrcSQYIL0y7EbWNvQ3gAe7EPhk59L/aurUPR+gaYTTa3+cSRGuTOjEN8VtiA7Kiv1Xfj4201+GRbHXRdZrf5OHUArjglAZfkxyMiWOH1+yciIiIiIqITB0NiIhp0pq1bUX/HnbDrDx+Opvp/c6B95BFI/Afm8K2TnSiKWFW7Ck9vexr1XfUuc1NipuCucXchXZ3uo+pOLk0VRuz6pRblha0QHa49JfwUUoyYFI3c0+IQGuX9dg52h4jVxS34YEs11pS2QvxdSwuJAJyeFYUrT0nA9PQISLhrmIiIiIiI6KTAkJiIBo0oimh/7300//vfgP3gYVxSKaLuuw/qv1zJ/sMDpMJQgX9t/Rc2NW5yGU8LTcNd4+7C1NipPqrs5OFwiKjc1YqdP9WiqcLoNh8S7o9RM+KQNSUGigDvPzQ3GXvxybZafLKtBg3GXrf5qBAFLhufgMsmxCNaxTYjREREREREJxuGxEQ0KESLBU2PPQ7DsmXOMalG09d/eMIEH1Y2fHVaOvG/Xf/DR/s/gk083M5ApVBh0ZhFuDjjYsgkfBgYSFazHfs3NmLXqlp0tPa4zcdmhmL0zHgkjgr3+q5dURSxqbwN72yqws/7W2D/3a5lAJieEYErT0nA6SMiIZPygEIiIiIiIqKTFdMBIhpwtvZ21N++GN3btjnH/HNzEffCf+Cn1fqwsuHJITrw1YGv8HzB89D3Hm7pIREkmJcxD7eNvQ0qhcqHFQ5/JqMZu1fXoejXepi7XfsNS6QCMiZEYfTpCQiPC/L6fXdbbPi8oB7vbqpCaXOX27wmUI554+Nx+fgEJGi839KCiIiIiIiIhh6GxEQ0oMzl5ai9+RZYa2qcYyFzzkf0Y49BouBhWN62q3UXntzyJIrailzGx0WNw30T7kNmWKaPKjs56Oq6sOvnGpRua4bD7rpzV6GUIWd6LHJnxCEw1Ps/+zVt3Xh3UxU+3V6Ljl73g/AmpoThylMScWZOFBQyqdfvn4iIiIiIiIYuhsRENGC61q1H/Z13wtF1eDdjxJ13QnPD9ew/7GW6Hh2e2/EcVpSvcBmPUkbh7vF346zEs/j/fICIooi6knYU/liD2n16t/mQcH+MPj0BWZOj4afwbjgriiLWH9DhnY1V+KW4xe0gOqVcirn5cZg/KRFpkcFevW8iIiIiIiIaPhgSE9GA0H/4IZof/yfgcAAAhIAAxDz1b4TMmuXjyoYXu8OOj0s+xkuFL6HLejiMl0vkWDhyIa4ZeQ2UfmwpMBAcDhEVha0o/LEaLdWdbvPaFBXGzIpH8ugIr/cb7jLb8HlBHd7ZWIXyVpPbfJJGifmTkjB3XBxC/P28et9EREREREQ0/DAkJiKvEu12tDz1NPTvvOMck2m1iP/vy/DPzvZhZcPPXt1ePLrpUezX73cZPz3hdNw97m7EBcf5qLLhzWa1o2RzEwp/qoGxxfUwOkEAUsZGYMwZCdCmeL/vc5XOhHc2VWH59jp0mt1bSpyaEYGrJyfh1AzvB9NEREREREQ0fDEkJiKvcfT0oP6ee9D18y/OMf9RoxD38kvwi4z0YWXDS4elAy8UvIBPSz6FiMP9BZJCkvC3U/6GyTGTfVjd8GXusWHv2jrsXlWH7g6Ly5zUT4KsSdEYMyseqgjv7tx2OET8WtaKdzZWYXVJq9t8kELmbCmREuH9g/CIiIiIiIho+GNITEReYWttRe0tt6J3zx7nWPCsMxDz1FOQBAT4sLLhQxRFfFv5LZZsW4K23jbnuFwixw25N2DhyIWQS+U+rHB4MhnN2PVLLYp+rYel1+4yp1DKMPLUWOSeFg9liHf/33dbbPhsRx3e2lCFCp17S4mUiEAsmJSEi/JiEcyWEkRERERERHQcGBIT0XEzl5Wh9sabYG1ocI6FLVyIyLvvgiD17kFdJ6tKYyX+ufmf2NK0xWV8SuwU3D/hfsSHxPuosuHL2NqDgh+qUby5EQ6b64lwgaEKjD49HjnTYiD39+5DaUtHL97ZVIUPttTA0G11mRME4LTMSCyYnIRpaeFsKUFERERERERewZCYiI5L97ZtqL31Njg6OvoGJBJoH3wA6ssv921hw0SvrRdL9yzFW3vfgtVxODCMDIjEvRPuxazEWRAEBoXepG8wYccPVSjb1gLR4RoOq7VKjD0zARkTtJDKJF693+KmDry+rhIrdjbAYne4zAUrZLhkXDzmT0pEUnigV++XiIiIiIiIiCExEf1pHSt/QMM990C09oWXEqUSsc89i6BTT/VxZcPDxvqNeGzzY6jrqnOOSQQJrsy6EreOuRWBfgwLvam1phM7vq9C+c5WwDUbRlRyCPLOSkRybjgEL+7eFUUR68p0WLquAuvKdG7z8WEBuGZKMi4ZF48gBR+yiYiIiIiIaGDwGScR/Sn6995H8xNPAGJfmiaNCEfCq6/CPzvbx5UNfYZeA57a9hS+rvjaZTw3IhcPTnwQI8JG+Kiy4amx3Igd31ehem+b21zcCDXGnZOEmIxQr+7YNtvs+GpnA95YV4mS5k63+byEUFw/LQVn5mghZUsJIiIiIiIiGmAMiYnoDxEdDrQ++yzaXn/DOSZPSkL860shj4vzYWVDnyiKWFm1Ev/a+i/oe/XO8RB5CO7IvwMXp18MieDdFgcnK1EUUVfSjh3fV6G+xOA2nzRKg/xzkqBNUXn1fttNFnywpRrvbKpGa6fZZU4iAGflaHHdtBTkJ6q9er9ERERERERER8KQmIiOmWixoOGBB9Cx4vAO14DRoxH3yv8gUzPUOh5NpiY8vvlxrK1b6zJ+TtI5uHfCvdAEaHxU2fAiiiJqivTY9m0lmis7XCcFIC0vEvnnJCI8Ltir91ulM+GN9ZVYtqMWvVbXfsNKuRTzxsXjminJSNAovXq/RERERERERMeCITERHRNHdzfqFt8B07p1zrGgmTMR+8wSSAICfFjZ0OYQHfi05FM8X/A8TFaTczxKGYUHJz6IU+PZ39kbDoXDW7+pREuVazgsSARkTohC3tmJUGu92+d5R7Uer66twE/7mw91ZnGKClHg6snJuGJCAlRKP6/eLxEREREREdEfwZCYiI7KbjSi9qab0VNY6BwLvfRSaB98AIKMv0b+rApjBR7e+DAKWwpdxi/LvAyL8xYjSB4q72cpAAAgAElEQVTko8qGjyOFwxKZgKzJMcg7MwEh4d57oUMURawuacH/1pRjW1W723xWdAiun5aM2bkxkMvYPoSIiIiIiIh8j+kOER2RtbkFtdddB3NZmXMs/JZbEL7oNq8e5HUysdqteHPvm3h196uwOqzO8WRVMh6Z/AjGRo71YXXDw5HCYalMguxpMcg7MxFBaoXX7tNmd+Cb3Y14ZW05ipvcD6M7LTMC101LweRUDf/tEBERERER0QmFITER9ctSXY2aa6+Dta7OORb1978jbP5VPqxqaCvSFeHBjQ+irP1w6C4TZLh21LW4Pvd6KKTeCy1PRr4Ih3ssdny6vRav/VqBekOPy5yfVMAFY2Jxw/QUpEd5t88xERERERERkbcwJCYij3qLi1Fz3fWw63R9AzIZYp58Aqrzz/dtYUOU1W7FK7tfwRt73oBdtDvHR4WPwsOTH0aGOsOH1Q19vgiHDd0WvLupGm9vrILeZHGZU8qluGJCAq6dloxoFXt2ExERERER0YmNITERuenZuRM1N9wIR0df2Cb4+yPuP88j6FQeovZnFOuLcf/6+1HaXuocC5AFYNHYRbhixBWQSqQ+rG7oqyvWY8uKCjRVDE443GTsxevrKvDh1hp0W+wuc2qlHxZOScb8SYkIVcq9dp9EREREREREA4khMRG5MG3Zirqbb4ajuxsAIAkORvyrr0CZl+fjyoYeq8OKN/a8gVd3vQqbaHOO50fl47EpjyE+ON6H1Q19TRVGbP6qAvUlrofDDVQ4XKvvxitry7Fsex0sdofLXGxoAK6flox54+OhlPOhlYiIiIiIiIYWPpMlIqeuX39F3aLbIZrNAACpWo2EN9+Af1aWjysbesray/DAhgewr22fc8xf6o/FeYtxRdYVkAgSH1Y3tLXWdGLLigpU721zGZfIBORMjUXeWd4Nh8tbu/Df1eX4cmc97A7RZS4zKhg3zUjB7NwY+En5PSUiIiIiIqKhiSExEQEAOn74EfV33w1YrQAAWWQkEt56E4rUVB9XNrTYHDa8XfQ2/rvzv7A6rM7x0RGj8fiUx5GkSvJdcUOcvsGErd9UoLyg1WVckPx/9u4zvKpq6wLw2Kel90oaIaQACRB6kd5R8dpFP8tVFKVJUwQBEQQpAtJEpIliv2JBUUR674TQEkJCS+89OXV/P4I7RoG0E/ZJMt4/edY87rWHiOFhsphLQMtu3uj4QDM4uFqb7X2XUvLx0Z4r2HYuBWLF3jAi/Z0xrl8w+rXwhCAIZnsnERERERERkRzYJCYi5G3diuSp0wBT2V+hV/v6ImDTp9D4cxxCdSTkJWDmwZmIzoyWahqFBmPbjcXzrZ7n7OEayssowYlfr+Ly8dSKzVoBCO3khU4PNIOzl63Z3hd1Mxerdl/Bzktp//qsW5AbxvYLRvfmbmwOExERERERUYPBJjFRI5e7ZQtSZszEX903TbNmCPh0I9Te3jInqz9MogmbL27GyjMroTVqpXq4Wzjm9ZiH5s48jV0TRblanNh2FZcOpcD0jzEPQe080PnBZnDztTfb+45fzcbK3XE4EJf5r8/6hHlgbN9gdAx0Ndv7iIiIiIiIiCwFm8REjVjOt98hddYsaW0VFoaADeuhcneXMVX9klqUiukHp+N46nGpplKoMKrtKLwU8RJUCn6brS5tsR6nd9xA9K6bMOgrXhAXEO6KLg8FwbOpo9nedywhC8t2xuFIQta/Phsc7oWxfUPQ2s/JbO8jIiIiIiIisjTsXhA1Ujlff43U2XOktXWrVgjYuAFKZ2cZU9Uv269ux5yjc1CgK5BqYS5hmNdjHsJcw2RMVj8Z9Eac25uEU9uvQVtkqPCZT4gzuvwnCD7B5vv5eafmsEIAhrX1weg+wQjzdjDb+4iIiIiIiIgsFZvERI1Q9uYvkDZvnrS2johAwIb1UDrxtGRVFOoK8f6x9/FLwi9STSEoMCJiBEa1HQW1Ui1juvrHZBIRezQVx39JQGGOtsJn7v726PZwc/i3cjXbDOA7NYeVCgGPtvPF6L7BaOZuZ5Z3EREREREREdUHbBITNTJZmzYhfcFCaW3dtg0C1q2D0tF8f32/ITuTfgbTDkxDUmGSVPOx88H7Pd9HB68OMiarf0RRxLVzWTj6Uzyyk4sqfObobo0u/wlCSAcvCIq6bw4/1t4XY/uGIMDNfBfgEREREREREdUXbBITNSL/bBDbtGsH/3VrobQ33+VfDZXepMeas2uw/tx6mMTyObkPBj2It7u8DQcNxxJUR8qVXBz5MR4p8XkV6jYOanS8vxnCe/pAqVKY5V1sDhMRERERERHdHZvERI1E9uYvKjaIO3SA/yefQGnPv1Zfmev51zHtwDScyzwn1Rw0DpjZdSaGNhsqY7L6JzetGId/uIKrZzMr1NVWSkQODEDkAH9orM3zS9Op69lY/MdlNoeJiIiIiIiIKsEmMVEjkPP11xVmENt06ICAtZ9AYccG8d2IoogtcVuw6MQilBhKpHon7054v8f78LbzljFd/VJSoMOJbddwYX8STCZRqiuUAsJ7+aLj0EDYOmrM8q7zSXlYvCMWe2MzKtTZHCYiIiIiIiK6PTaJiRq4nO++Q+rsOdLaJjIS/p+wQVyZPG0eZh2ehV03dkk1lUKF19u9jhfCX4BCMM8ohIbOoDcienciTv1+DbpSY4XPQjp5octDQXDysDHLu2JTC/Dhn5ex/UJqhTqbw0RERERERER3xyYxUQOWu+UHpM56V1pbt2kD//XrOGKiElHpUZiyfwpSilKkWpBTEBb0XICWbi1lTFZ/iCYRcafScPTHBBRkl1b4zCfEGfc9HgzPpua5LPFqZhGW7byMrWeTIZYfUoYgAA9H+mJ8/xAEuvPnPBEREREREdGdsElM1EDlbd2KlBkz8FfXzDo8HAHr1/GSurswiSZsPL8Rq86sglEsP/U6PGw4JnWcBBuVeU68NnTJcbk49H0c0q8XVKg7e9mi+6PNEdjGHYIg1Po9iTnFWLnrCr4/nQjj30ZYAMD9rb0xYUAoQr14oSARERERERFRZdgkJmqA8v/YgeSp06QGsVXLlgjYsB5KR/Oc3GyIMksyMf3gdBxOPizVHDWOmHPfHPQP6C9jsvojN60YR36MR0JUxVnA1vZqdH6wGVr19IFSWfsxHen5pVi15wq+Pn4DemPF5nC/Fp6YNDAUEb5OtX4PERERERERUWPBJjFRA1O4fz+S3ngDMJkAAFahoQjYuAFKZ2eZk1muYynHMPXAVGSWZEq1SI9ILOq1CE3sm8iYrH4oLdLj5LZrOLc3scKldEqVAm37+6H9kEBY2dT+l5u8Ej3W7o/HxoPXUKKvON/4vmA3TBoYhg5NXWr9HiIiIiIiIqLGhk1iogak6PhxJI57HdDrAQCawEAEbNwAlQsbZ7djMBmw5uwarI1eCxHlzc0RESMwpt0YqBVqGdNZPpNJxMWDyTj2cwJKi/QVPgvt7IUu/wmCo1vtR3SU6o34/Mg1rN4bj9ziiu/p0NQFkweFontz91q/h4iIiIiIiKixYpOYqIEoiY5G4mujIGq1AAC1jw8CPt0IlTubZ7eTWpSKt/a/hdPpp6Waq7Ur3u/xPu7zvU/GZPVDYmwODn4Xh6ykwgr1JsFOuO/xEHgF1n60icFowg+nk/DhzstIyat4+V3LJo6YMjgMfcI8zDLfmIiIiIiIiKgxY5OYqAEojY3FjVdGwlRcDABQeXggYNOnUDfhqITb2Z+4H9MPTkeuNleqdfHugvk958PD1kPGZJYvP7MEh7ZcQcKZinOHHVyt0f2xYDRvX/umrSiK+ONCGhbviMWV9IpN6ABXW0weFIphbXygULA5TERERERERGQObBIT1XO6a9dw46URMOXlAQCUzs4I+HQjNAEBMiezPAaTAStOr8CnFz6VagpBgVFtR+GV1q9AqVDKmM6y6UoNOL39OqJ23oTRYJLqKo0CHYY0ReSAAKg0tf/xO5qQhYXbY3DmRm6Furu9Bq/3D8HwTgHQqGp/+R0RERERERERlWOTmKge06el48aIl2HMygIAKOzt4b9hPayCg2VOZnkySzLxxr43cCrtlFTztPHEwl4L0dG7o4zJLJtoEhF7PBVHfoxHcZ6uwmehXbzQ7eFg2LtY1fo9l1LysXB7DPbGVjyhbG+lwsheQRjRoxnsrPhLFhEREREREVFd4O+4ieopY14ebr78MvRJSQAAwdoa/ms/gU14uMzJLM/ptNN4Y98byCgpb0D28O2BeT3mwdXaVcZkli3tWj4OfHsZaVfzK9Q9mzqg51Oh8A5yqvU7UvNKsWRHLL4/nQix/O5AaJQKPNu1Kcb0bQ43+9o3oYmIiIiIiIjoztgkJqqHTCUluPnaKGjj4soKKhX8li+Dbfv28gazMKIoYvPFzVh6aimMohEAIEDAmMgxeKXNK1AIHFtwOyWFOhz9KQEXDyUDf2vc2jpq0O3R5gjr7A2hlvOAC7UGfLIvHusOJKBUXz6+QhCAR9v5YeLAEPi52NbqHURERERERERUNWwSE9Uzol6PxPHjUXLmjFTzmf8+7Hv3ljGV5SnSF2HW4Vn449ofUs3ZyhkLey5Ed9/uMiazXCaTiIsHk3H053hoiwxSXaESEDkgAB2GNIXGuna/bBiMJnxz4iaW7byMzMKK4yv6hHlg6tAWaOHtWKt3EBEREREREVH1sElMVI+IJhOSp72Nov0HpJrX22/DadgwGVNZnoTcBEzcOxEJeQlSLcItAkv7LEUT+yYyJrNcqVfzsP/ry8i4UVCh3rS1G3o+GQInj9qd6hVFEbsupWP+75cQn1FU4bNWTRzx9v0t0SPEvVbvICIiIiIiIqKaYZOYqB5JX7gI+b/+Kq3dR4+C6/PPyZjI8my/th2zDs1CsaFYqj0V9hSmdJoCjVIjYzLLVFKgw5Gf4nHpUEqFuqO7NXo8GYpmbWrfuI1OzMW8bZdw7Gp2hXoTJ2u8MSgMj7TzhaKW4yuIiIiIiIiIqObYJCaqJ7I+3YTszz6T1s7Dn4L7uHEyJrIsepMeS08uxReXvpBq1kprvNPtHQxrzpPW/2QyibiwPwnHtiZAW1w+WkKpVqD94KZoPygAKo2yVu9Izi3Bou0x+CkquULd3kqFUX2aY0SPZrBW1+4dRERERERERFR7bBIT1QN527YhfeFCae0waBC8Z86EIPD0JQBkFGfgjX1v4HT6aakW4BCApX2WIsw1TMZklik1IQ/7vo5F5s3CCvXANu7o+WQIHN1tarV/sc6ANfsSsHZ/fIVL6ZQKAf/XJQCv9w+Bu71Vrd5BRERERERERObDJjGRhSs6egzJU6dJa5uOHeDzwSIISp7ABIBzGecwYc8EpJekS7W+/n0xt8dcOGp4AdrflRbpceTHeFw8WPFkr6OHDXo+GYLA1rUbLWEyifgpKgkLt8cgLV9b4bNBrbzw1tAWaO5hX6t3EBEREREREZH5sUlMZMFKYy8jcexYQK8HAGiaN4f/qlVQWPEUJgBsjd+K2YdnQ2fSAQAUggKvt3sdL0a8CIWgkDmd5RBFEZePpeLQlisoKdBLdZVagQ5DmyJyYABUtRz7cOp6Dub8ehFnb+ZWqIf7OGLmg63QNcitVvsTERERERERUd1hk5jIQumTk3HzlVdgKiwbCaDy9ETAurVQOjvLnEx+BpMBH576EJ9f/FyqOWoc8UHvD9Ddp7uMySxPblox9n4Vi6TYnAp1c42WSM4twYLfY7D1bMXTye72VpgyOAyPdfCDkpfSEREREREREVk0NomJLJCxoAA3X30VhvSyEQoKOzv4r/0Eah8fmZPJL0+bhzf3vYkjKUekWrBzMFb0XQF/R38Zk1kWg96I09uv49Qf12EyiFLd3sUKPZ8KRVCkR632v9PcYY1SgRE9m2FM32DYW/GXGCIiIiIiIqL6gL+DJ7Iwol6PpPHjoY27UlZQq+G3aiWsW7SQN5gFiM+Nx+u7X8eNghtSra9/X8zvOR92ajsZk1mWmzHZ2PdVLPLSS6SaoBDQpp8fOj/YDBrrmn/rF8WyucMLfv/33OH7W3tj2tCW8He1rfH+RERERERERHTvsUlMZEFEUUTK7NkoOlx+StZn3lzYdesmYyrLsOfGHkw9MBXFhmKp9lrb1zCq7SjOH76lOF+HQ9/H4fLxtAp1z0BH9Pm/MHj4O9Rq//NJeZi19QJOXa84uiLcxxHvPNgKXTh3mIiIiIiIiKheYpOYyIJkrV+PvO+3SGv3sWPh9NBDMiaSnyiKWBu9FquiVkk1G5UN5vWYh4FNB8qYzHKIJhEXDyXjyI/x0BYbpLrGWomuDzdHeC9fKGoxFzinSIfFO2Lx1fEbEMsnV8DDwQpvDg7DY+05d5iIiIiIiIioPmOTmMhC5G/fjowlS6W140PD4D5mtIyJ5FesL8bMQzOx4/oOqeZr74vlfZcjzDVMxmSWIzetGHu+iEFyXG6FekhHT9z3RAjsnKxqvLfRJOLr4zeweEcscov1Ul2tFPBSj2YY1y+Ec4eJiIiIiIiIGgD+7p7IAhSfOYPkKW9Ja9uOHdFk7lwIQuM9nZlSmIJxu8chNidWqnX27ozFvRfDxdpFxmSWwWg0IerPGzjx6zUYDeUXxzm6W6P302EICK/d6IeT17Ixa+sFXEjOr1DvHeqBd4a1QnMP+1rtT0RERERERESWg01iIpnpEhOROGYsRJ0OAKAJDITfqpVQaDQyJ5PP+czzGLtrLLJKs6Ta0y2expud3oRaoZYxmWVIv56PPV/EIPNmoVQTFALaDfRHpweaQaVR1nzv/FIs+D0GP5xJqlD3d7XBOw+GY0BLz0b9hxdEREREREREDRGbxEQyMhYWInHUKBizswEAShcX+K/9BEpnZ5mTyefP63/i7QNvo9RYCgBQKVSY0WUGHgt9TOZk8tPrjDjxy1VE7fzHbOAAB/R9tgU8Amp+MZ3OYMKmw1exYtcVFGrL5xpbqRQY0zcYI3sFwVpd8+YzEREREREREVkuNomJZCIajUh+401o464AAAS1Gn4frYImIEDmZPIQRRGfXvgUH576UKo5ahyxrO8ydPLuJGMyy5AYk409X8YiP6NEqinVCnQe1gyR/f2hUCpqvPfRhCzM/Ok84tILK9SHRnhj+gMt4ediW+O9iYiIiIiIiMjysUlMJJP0pUtRuHevtPZ+bw5s27eXL5CM9CY95h6dix/ifpBqAQ4B+Kj/Rwh0CpQvmAUoLdLj8A9XcOlQSoW6b5gz+vxfCzh71ryBm1GgxfzfLv1rtESwpz3eHRaOHiHuNd6biIiIiIiIiOoPNomJZJD7w4/I3rBRWru9PALODz8sYyL55GnzMHnvZBxLPSbV2nu2x/K+y+Fs3XjHbgBAwpkM7Ps6FsX5OqmmsVHhvseD0bJ7kxrPBjaaRHx1/AY+2B6D/NLy0RJ2GiUmDgzFC90Doa7FyWQiIiIiIiIiql/YJCa6x4pPn0bqrFnS2r5vX3hMnChjIvnczL+J0btG41r+Nak2LGgY3u3+LjTKxntxX0mhDge+uYy4k+kV6s3beaDn8FDYOVnVeO9ziXmY8dM5nE3Mq1B/oE0TzHygFbydrGu8NxERERERERHVT2wSE91D+qQkJI4dB1GvBwBYhYbC54MPICgb34VgZ9LPYPzu8cjR5ki1sZFjMbLNyBqfkG0IEs5kYO9XMSgp0Es1WycNeg8PQ1A7jxrvm1eix5Idsdh89HqFS+8C3Wwx5z8R6BVa872JiIiIiIiIqH5jk5joHjGVlODmmLEwZmcDAJSurvBbvRpKezuZk9172xK2YeahmdCbyhqhGoUGc3vMxdBmQ2VOJp87nR5u0c0b9z0eAms7dY32FUURP0clY+62S8gs1Ep1jUqB0X2a47XezWGtbnx/SEFERERERERE5czWJBYEwQ/AHABDALgBSAHwE4DZoijm3O3Z2+zVHsAbAHoB8ACQCyAGwAZRFD83V2aie0UURaRMnwFtTExZQa2G38oV0Pj5yhvsHhNFEWui12B11Gqp5mrtiuV9lyPSM1LGZPK63elhOycN+jzbAoGta355XHxGIWb8eB5HErIq1HuFemDOQ+EIdG98f0BBRERERERERP9mliaxIAjNARwG4AngZ5Q1dDsDGA9giCAI94mimHWXLf6+11gAywHkANgGIAmAK4AIAPcDYJOY6p3sjRuR/9tv0tr7nZmw7dBBxkT3nsFkwNyjc7ElbotUC3IKwqr+q+Dv4C9jMvmUFuqx/9vLiDuRVqHeoqs37nui5qeHdQYT1uyLx6rdV6AzmqS6t6M13hnWCkMjvBv1SA8iIiIiIiIiqshcJ4lXo6xB/Looiiv/KgqCsBTARADzALxW2SaCIAwCsALAnwAeF0Wx4B+f16xjQiSjwgMHkb5kqbR2fno4XJ54QsZE916JoQRv7nsT+xL3SbUuTbpgaZ+lcNQ4yphMPnV1evjktWxM++Ec4tILpZpSIeDF7oGYMDAU9lacMkREREREREREFdW6W3DrFPEgANcAfPSPj2cBGAngOUEQJouiWFTJdh8AKAHwzD8bxAAgiqL+348QWS7d9etImjwZMJWd5rTp0AHe06bJnOreyinNwdjdYxGdES3VhgUNw+zus6FWNr4/96mr08N5JXos3B6Dr47dqFBv6++M+Y+0RiufxtmMJyIiIiIiIqLKmeNIWd9bX3eIomj6+weiKBYIgnAIZU3krgB23WkTQRAiALRB2RzjbEEQ+gLoAEAEEAVgzz/3J7JkpqIiJI4dC1N+PgBA5eUFv+XLIGg0Mie7d5IKk/Dan6/hWv41qTYiYgTGtx/fKMcdXL+Qhd2fX0Jxnk6q1fb0sCiK+P18KmZtvYCMgvKL6ew0Srw5OAzPdQuEUtH4fqyJiIiIiIiIqOrM0SQOu/X18h0+j0NZkzgUd2kSA+h062s6gL0ou7Tu784JgvCoKIpXKgskCMKpO3zUorJnicxBFEUkT3sb2riyn66CRgO/VSuhcq/5GIH6JiY7BqN2jkJmSSYAQICAqZ2n4pmWz8ic7N7Ta404vOUKzu9PqlCv7enh5NwSvPPzeey8lF6hPqClJ+b8JwI+zjY1zkxEREREREREjYc5msROt77m3eHzv+rOlezjeevrCJRdVvcAgIMAvAC8A+BZANsEQWgtiqLu9lsQWYbsjRtRsGOHtPaeMxs2rVvLmOjeOppyFBP2TECRvmzCjFqhxoKeCzAocJDMye691IQ87Nx0EXnpJVLNxkGNvs+1RLM2NftDA6NJxOdHrmHxH7Eo0hmluoeDFeY8FI4hvJiOiIiIiIiIiKrBkm4wUtz6qgQwXBTFI7fW+YIgPI+yU8AdATwG4Ou7bSSKYofb1W+dMG5vnrhEt1d07HiFi+pcnn0Wzg8/LGOie2tbwjbMODQDBpMBAOCgdsDyfsvRybtTJU82LEajCSe3XcOp369BFMvrQZEe6PN/YbBxqNnYkZjUfLy15RzO3sytUP+/LgGYMqQFnGwa35xnIiIiIiIiIqodczSJ/zop7HSHz/+q597hc/zj89S/NYgBAKIoioIg/IyyJnFnVNIkJpKLPi0NSZMmlV9U164dvKa8KXOqe+ezC59h8cnF0trT1hNrBqxBiEuIjKnuvezkIuzcdBEZN8rv31RbK9HrqVCEda3ZKV+dwYTVe6/goz1XoDeWd52DPe0x/9HW6BToapbsRERERERERNT4mKNJHHvra+gdPv+rO3SnmcX/3OdOzeScW185ZJMskqjTIWn8BBizsgAASjc3+C77sFFcVGcSTVh8cjE2X9ws1Zo7NceagWvgbectY7J7SzSJiN6TiCM/xsNoKL9n0yfEGf1faAlH95p9+4pOzMWU76MRk1redNYoFRjbLxiv9g6ClUpZ6+xERERERERE1HiZo0m859bXQYIgKERRlDojgiA4ALgPQDGAo5XscxRAEYBAQRDsRFEs+sfnEbe+XjVDZiKzS1v0AUqiosoWSiV8ly6F2stL3lD3gN6kx4yDM/Db1d+kWnvP9ljRbwWcrO70FwwanoLsUuz67BKSYnOkmkIloOt/miOyvz8ERfVPD5fqjfhw52Ws258A099GVrQPcMaix9sg2NPBHNGJiIiIiIiIqJGrdZNYFMV4QRB2ABgEYAyAlX/7eDYAOwCf/L3pKwhCi1vPxvxtn2JBEDYAeB3AXEEQJoli2SRPQRBaA/gvAAOA72ubmcjc8n7dhpwvvpDWnpMmwq5LZxkT3RulhlJM3jcZ+xP3S7UBAQOwoNcCWCmtZEx2b8WdTMPeL2OhKzFINTc/ewx8sRXcfO1rtOeJa9l46/toJGSW/3mZtVqBNwe3wH+7B0JZg6YzEREREREREdHtmOviutEADgNYIQhCfwCXAHQB0BdlYyam/+Ofv3Tr6z+7HDMB9AIwAUA3QRAOAfAC8CgAawATRFGMN1NmIrPQxsUhZeZMae0wcCBcX3pJxkT3RqGuEON2j8PJtJNS7amwpzCt8zQoFY1j/IGu1IAD315GzJFUqSYIQLtBTdH5wWZQqhV3efr2irQGLNoeg8+PXq9w4V23IDcseKw1mrrZmSM6EREREREREZHELE3iW6eJOwKYA2AIgPsBpABYDmC2KIo5d3v+b/vkC4LQE8A0AE8AGAugBMBBAItFUdxhjrxE5mIqKkLihIkQS0oAAJpmzdBk/vs1upisPskpzcGonaNwIeuCVHul9SsY125cg/93/0va1Xzs2HgB+RklUs3BzRoDX2yFJsHONdrzYFwmpv4QjcSc8j3trVR4+/6WeLqzf6P5sSUiIiIiIiKie8tcJ4khiuJNAC9W8Z+9Y6dDFMVClJ08/ufpYyKLIooiUufMgS6+7HC7YG0N3+XLoLSv2XiB+iK9OB0jd4xEfF75of6JHSbipYiGf3oaAEwmEWd2XMfxrVdh+tug4NAuXug9PAwam+p/Wy0o1R5BVZgAACAASURBVGPetkv45sTNCvW+YR6Y90hr+Djzvk4iIiIiIiIiqjtmaxITNTZ5P/yAvJ+3SmvvWbNgHRoqY6K6d7PgJl7Z8QqSCpMAAAIEzOw2E0+EPiFzsnujMKcUOzddRFJsrlRTWyvR++kwhHXxrtGeh65kYsr30UjKLT897GyrxjsPtsIj7Xx5epiIiIiIiIiI6hybxEQ1UBp7Galz3pPWTo88AudHHpYxUd27knMFI/8ciYySDACASlBhXo95uD/ofpmT3RvxZ9KxZ3MMtMXll9N5NXPEwJfC4eRR/ZO+RVoDFvweg81Hr1eoD43wxpz/RMDDofFc/EdERERERERE8mKTmKiaTEVFSJo4EaJWCwDQBDeH98wZMqeqW+czz+O1na8hT5sHALBSWmFJ7yXo7d9b5mR1T6814uD3cbh4IFmqCQLQYWggOj0QCIWy+pfTHb+ajTf+dxY3soulmoutGu89HIEH2/iYJTcRERERERERUVWxSUxUDaIoImX2bOgSEgAAgo0N/JYtg8LWVuZkdedE6gmM3TUWxYayhqatyhar+q9CJ+9OMierexk3CrBjwwXkppU3c+1drDDwpXD4hFT/crpSvRGL/4jFhkNXIZaPM8aAll54/9EIeDpYmyM2EREREREREVG1sElMVA15W7Ygf+sv0tp71juwCg6WMVHd2ndzHybtnQSdSQcAcLJywpoBaxDhHiFzsroliiLO7U3CoS1xMBnKu7nBHTzR+5kwWNupq71n1M1cTP4uCvEZRVLNwVqFd4eF49H2nD1MRERERERERPJhk5ioirRXriB17jxp7fTYo3B+uOHOId5+dTumHZgGg1g2g9fDxgNrB65FsEvDbYoDgLZYj92bY5BwJkOqqayU6PVUCFp0a1LtZq7WYMSKXXH4eG88TH87PdwzxB2LHm+DJk7Vn2dMRERERERERGRObBITVYFJq0XSpMkQS0sBAFYhwfCe0XDnEP+a8CumH5wOk2gCAPja+2LdoHXwd/CXOVndSruajz/Wn0dBVqlUc/e3x+CXI+DsVf2RIheS8zD5u7OISS2QanYaJaY/0ApPd/bn6WEiIiIiIiIisghsEhNVQfqiD6C9fBkAIFhZwWfJEihsGuYJ0K3xWzHj4AyIKDv2GuQUhHWD1sHT1lPmZHVHFEWc3XUTR36Ih+lvx31b9/FD98eaQ6VWVms/o0nE2v0JWPpnLPTG8v26Brnig8fbwt+14c6wJiIiIiIiIqL6h01iokoU7N6NnC+/lNZeU9+CdWiojInqzo9xP2LW4VlSgzjYORjrB62Hm42bzMnqTmmRHrs+u4Rr0ZlSTWOjQr/nWqB5++o3xhNzijHpu7M4fjVbqlmrFXhrSAu80C0QCgVPDxMRERERERGRZWGTmOgu9GlpSJn2trS2H9AfzsOHy5io7nx/+XvMPjJbWoe6hGLdoHVwtXaVMVXdSonPw47151GYo5Vqnk0dMPiVCDi6V++kuCiK+CkqCe/8dAEFWoNUb+vvjA+fbIsgD3uz5SYiIiIiIiIiMic2iYnuQDQakfzmFBjz8gAAKm9v+Myd2yDnyH4X+x3eO/qetG7h2gLrBq6Ds7WzjKnqjmgScebPGzj6cwLEv42XaNvfH90eaQ6lSlGt/fKK9Zj+0zn8Gp0i1ZQKAWP6BmNcv2ColdXbj4iIiIiIiIjoXmKTmOgOstatQ/Hx42ULhQI+ixZC6dzwmqZfXfoK84/Pl9at3Fph7cC1cLJykjFV3Skp0GHnpou4caF8HISVrQr9X2iJZm09qr3foSuZmPzdWaTml19219TNFh8+FYn2AS5myUxEREREREREVJfYJCa6jZKzZ5GxcpW0dn/tNdh17ixjorqx+eJmLDqxSFq3dm+NNQPXwFHjKGOqupOakIfta8+jKLd8vIR3kCMGvRwBB1frau1Vqjfigz9iseHg1Qr14Z38MfPBVrCz4rdXIiIiIiIiIqof2MUg+gdTURGSpkwBjEYAgE379nAfPUrmVOb32YXPsPjkYmndxqMN1gxYAweNg4yp6oYoiji3NxGH/ncFpr+Nl2g/OACdHwqCsprjIC4m52Pit1GITSuQaq52Gix4tDUGhXubLTcRERERERER0b3AJjHRP6QtWAj99RsAAIWdHXwWLYKgalj/q2w4twHLTi+T1u0822F1/9Ww1zS8y9V0pQbs/SIGcSfTpZqVnQoD/tsKga3dq7WXySRi46GrWLQ9FjqjSar3DfPAwsfbwNOheqeRiYiIiIiIiIgsQcPqfBHVUsHu3cj93/+ktfc7M6Hx85Uxkfmti16HFWdWSOsOXh2wuv9q2KptZUxVN3JSi/D7mnPISS2Wah4BDhgyMgKO7jbV2iujQIs3/ncW+y5nSDVrtQIzHmiF/+sS0CAvNCQiIiIiIiKixoFNYqJbDBkZSJk+Q1o7DBkCx4cekjGR+a0/t75Cg7izd2es7LeyQTaI406mYc/mGOi1RqkW3tMHPZ4MgUqtrNZe+y9nYNJ3Z5FZWD7LuLWvE5YNj0Rzj4Z3+pqIiIiIiIiIGhc2iYlQNrM2ecYMGHNyAAAqT080eXdWgzoduvniZiw/vVxad23SFSv6rYCNqnonai2d0WDC4R+uIHp3olRTqhXo80wYWnRrUq29dAYTFu+Ixdr9CRXqr/YOwuSBYdCoqjfLmIiIiIiIiIjIErFJTAQg99tvUbRvv7T2WTAfSmdnGROZ17cx32LRiUXSuot3F6zstxLWqoY1Q7cwR4s/1p1HakKeVHPysMGQV1vD3a96J36vZhbh9a/P4FxS+V7u9lZY+mRb9Ar1MFtmIiIiIiIiIiK5sUlMjZ424SrSFiyU1q4vvAC77t1lTGReP8b9iLnH5krr9p7tsaLfigbXIE6MycaODRdQUqCXas3auqP/f1vByqbq3+pEUcQPp5Mw8+fzKNaVj6roG+aBD55oC3d7K7PmJiIiIiIiIiKSG5vE1KiJBgOSp06FWFoKALAKCYHHpIkypzKfbQnbMOvwLGnd2r01Pur/UYOaQSyKIs78eQNHf4yHKJbVBAHo+khztBtYvQvlCkr1mPHTefwclSzVNEoFpg5tgRfvC2xQ40eIiIiIiIiIiP7CJjE1alnrN6A0OrpsoVbD54NFUFg1jJOif17/E9MPToeIss5pC9cW+HjAx7DXNJyL1vRaI/ZsvoS4k+lSzcZRg8EjwuEb5lKtvc7cyMH4b6JwI7tYqgV52GHF8HaI8HUyW2YiIiIiIiIiIkvDJjE1WqWxscj46CNp7TF2LKxbtJAxkfnsvbkXU/ZNgVEsG5cQ7ByMtQPXwsmq4TQ78zNL8Nuac8hKLJRqTZo7YfArEbBzrnqj32QSsf5gAhZtj4XBJEr1pzr6Y9ZDrWCr4bdJIiIiIiIiImrY2P2gRknU6ZD81lRAXza/1rptG7iNeEnmVOZxOOkwJu2dBINoAAAEOgZi3aB1cLGu3slaS3bzUjb+WH8e2iKDVIvo5YseT4ZAqVJUeZ+cIh3e+N9Z7IopP4nsYKXC+4+2xrC2PmbNTERERERERERkqdgkpkYp4+OPoY2JAQAIVlbwmb8Agqr+/+9wIvUExu8ZD72prPntZ++H9YPWw93GXeZk5iGKIqJ23sSRH65I84cVKgG9h4ehVY/qNXVPXc/BuK9OIzmvVKq1C3DGiuHt4O/acGY2ExERERERERFVpv53xYiqqeTcOWStXSetPSdNhFVQMxkTmUdUehTG7BqDUmNZ07OJXRNsGLwBXnZeMiczD73OiD2bYxB3Ik2q2TppMPTV1vAOqvoYDVEUsf7AVSzcHlNhvMTIXkF4c3AY1Mqqn0QmIiIiIiIiImoI2CSmRsVUWorkqdMAY9msXttOneDy3HMyp6q9C5kXMGrnKJQYSgAAnjaeWD9oPXzsG8bIhPysEvy+5hwyb5bPH/YOcsSQV1vDzqnq84dzi8vGS+y8VD5ewslGjSVPtMWAVg2jmU5EREREREREVF1sElOjkrF8BXTx8QAAwdYWTea/D0FRv0+OxuXEYeSfI1GoL2ugulq7Yt3gdQhwDJA5mXkkxubgj3XnUVqol2qtevqg15OhUKqr/t/u9I0cjPvqDJJyS6RapL8zVj3TDn4uHC9BRERERERERI0Xm8TUaBSfOYPsTZuktdeUKdD4+ckXyAySCpPw2p+vIV+XDwBwsnLCukHrEOQUJHOy2hNFEdG7E3FoyxWIt8ZCKJQCeg0PRXhP32rtc7vxEq/0bIY3B7eAphoX3RERERERERERNURsElOjYNJqkTJjJv667cyue3c4P/WkzKlqJ7MkEyN3jER6SdnoBDu1HT4Z+AlCXUJlTlZ7Rr0Je7+ORczhFKlm66jBkFdbo0nzqs8fvt14CUdrFZY8GYmBHC9BRERERERERASATWJqJDJXfyyNmVDY2qLJe3MgCILMqWquQFeA0TtH40bBDQCARqHByn4rEe4WLnOy2isp0OH3T84h5UqeVPNq5oihr7aGnXPV5w+fvZmL0V+erjBeoq2/M1Y93Q7+rhwvQURERERERET0FzaJqcEruXABWevXS2uPNyZD7Vv1cQWWptRQinG7x+FS9iUAgEJQYFHvRejk3UnmZLWXlVSIbaujUZBVKtVadPVGn/9rUeX5w6Io4uvjN/Hu1gvQGU1S/eUezTBlCMdLEBERERERERH9E5vE1KCJej1Sps8AjEYAgG3HjnAZPlzmVDVnMBnw5v43cSrtlFR7t9u76B/QX8ZU5nEtOhM7NlyAXlv23woC0O2R5mg3MKDKp75L9UbM+Ok8vj+VKNUcrFVY8kRbDAr3rovYRERERERERET1HpvE1KBlrV8PbUwMAECwskKTue9BUNTPk6SiKOLdw+9i7829Um1Sh0l4JOQR+UKZgSiKiPrzJg7/eAW4da+c2kqJgSPC0ayNe5X3uZFVjNe+OIWLKflSrWUTR6x5tj2autmZOzYRERERERERUYPBJjE1WNq4OGSs/lhae4wfD01goHyBakEURSw5uQQ/x/8s1V6MeBEvRrwoY6raM+pN2PtVDGKOpEo1BzdrPDC6Ddx87au8z+6YNEz4Jgr5pQap9lh7P8x9OAI2GqVZMxMRERERERERNTRsElODJBqNSJ4+A9DrAQDWbdrA9YXnZU5VcxvPb8RnFz+T1o+GPIqJ7SfKmKj2ivN12L624gV1TZo7YcirrWHrqKnSHkaTiOU7L2PF7itSTaNUYNZDrfBM56qPqSAiIiIiIiIiaszYJKYGKeeLL1AaHV22UKvhM28uBGX9PFG65fIWLDu9TFr3D+iPmV1n1usGaFZSIbZ9FI2C7L9dUNfNG32eqfoFddlFOoz/5gwOxGVKNR8na6x+tgMi/Z3NnpmIiIiIiIiIqKFik5gaHH1SEtKXr5DW7qNeg1VIiIyJam7n9Z2Yc3SOtO7s3RkLey2ESlF//9e9Gp2JP/9xQV33R4IROdC/yo3vszdzMfrL00jKLZFqPYLdseLpdnC1q9opZCIiIiIiIiIiKlN/O01EtyGKIlLnvAexuBgAYBUSDPeXX5Y5Vc0cSzmGKfunwCSaAAAtXVtied/lsFJayZys5s7uuomD38dVuKBu0IhwBFbjgrpvjt/AOz9fgM5okmpj+wZj4sBQKBX193Q1EREREREREZFc2CSmBqVg+3YU7ttXthAEeM+ZA0FT/06WxmbHYvye8dCbymYqBzoG4uMBH8NeU/XL3CyJySTi0P/iEL0nUapV94I6ncGE2b9cwJfHbpTvYa3Ch09GYkArL7NnJiIiIiIiIiJqLNgkpgbDmJeH1HnvS2uXp4fDtl07GRPVTGpRKkbvGo0ifREAwNPWE58M/ARuNm4yJ6sZvdaIHRsu4Fp0+exgr2aOuH9UmypfUJdeUIrRX5zGyes5Uq2FtwPWPNsBge52Zs9MRERERERERNSYsElMDUb64iUwZpY1IlWenvCYOFHmRNVXoCvA6F2jkV6cDgCwV9vj4wEfw8feR+ZkNVOUp8W2j6KRcaNAqjVv74EB/20FlaZqFwmevZmLVzefQmp++SV3D7X1wcLH2sCminsQEREREREREdGdsUlMDULxiRPI/d//pLXXzBlQOjjImKj69EY9Ju6diLicOACASqHCh30/RKhLqMzJaiYruRC/rjqLwmytVGs3KADdHm4OoYqzg78/lYi3fzwHnaFs/rBCAN4a0gIjewVV+ZI7IiIiIiIiIiK6OzaJqd4z6XRIeWeWtLYf0B+OAwfKmKj6RFHEu0fexbGUY1JtTvc56Nqkq4ypau7mpWxs/+QcdKVGAICgENBreCgievlW6Xm90YR52y5h0+FrUs3RWoWVz7RH71CPuohMRERERERERNRosUlM9V7WJ2uhu3oVAKCws4P3jBkyJ6q+j6I+wtb4rdJ6bORYDGs+TMZENXfpcDL2fhELk0kEAKitlBj8SgSaRlRtpnJWoRZjvzqDIwlZUi3Uyx5rn+vI+cNERERERERERHWATWKq13TXriFr7Vpp7TFpItTe3jImqr4f4n7AJ9GfSOvHQh7DyDYjZUxUM6Io4vgvV3Hyt2tSzc7ZCg+ObQN3v6qN/jiflIdXN59CUm6JVBsS7o3FT7aFvRW/XRERERERERER1QV2XajeEkURqXPeg6jXAwCs27SBy/DhMqeqnkNJhzDnyBxpfZ/vfZjedXq9m7dr1Juw6/NLiDuRJtXc/Ozx4Jg2sHexrtIeP0cl4a0t0SjVl80fFgRg0oBQjOkbDEUVZxgTEREREREREVH1sUlM9VbB9u0oOny4bKFQwHvWOxCUSnlDVcOlrEuYtHcSjGLZ3N6Wri2xpPcSqBVqmZNVj7ZYj98+PofkuFypFhDuisGvREBjXfm3GJNJxKI/YrFmX7xUc7BS4cOnIjGglVedZCYiIiIiIiIionJsElO9ZCwsRNr786W1yzPPwCY8XMZE1ZNSmIIxu8ag2FAMAGhi1wSr+q+Cnbp+zdwtzNHil5VRyE4ukmrhvXzR66kQKJSKSp8v0how4dso/Hmx/ARykIcd1j7XEcGe9nWSmYiIiIiIiIiIKmKTmOqlzJUrYcjIAAAoPdzhMf51mRNVXb4uH6N3jUZGSVl+B7UDVvdfDU9bT5mTVU92ShF+WRGFwhytVOv2SHO0GxRQpXEZiTnFePmzk4hJLZBq/Vp4YtnwSDha16/T1ERERERERERE9RmbxFTvlF66hOzNX0hrr7emQulQtYvR5KYz6jBhzwRcyb0CAFApVFjebzmCXYJlTlY9KfF52PbRWWiLDQAAhUJAvxdaIqxL1S4NPHU9B69uPonMQp1UG9krCG8NaQEl5w8TEREREREREd1TbBJTvSKaTEidPQcwlV1uZtutKxwfuF/mVFUjiiJmH5mNE6knpNrc++aik3cnGVNV39WzGfhj/QUYb10wp7JSYuirEQho5Val5388k4i3vj8HnbHsebVSwLxHWuPJjv51lpmIiIiIiIiIiO6MTWKqV3K3bEFJVBQAQFCr4T3znSqNNrAEG89vxNb4rdJ6fPvxeCDoARkTVd+FA0nY91UsRLFsbeOgxoNj28KzqWOlz5pMIhbviMXqveUX1LnaabDm2Q7o3My1riITEREREREREVEl2CSmesOQk4OMxUuktevLI2AV1EzGRFW3+8ZuLD+9XFo/GvIoRkSMkDFR9YiiiJO/XcPxX65KNUd3awx7PRLOnraVPl+kNWDit1HY8bcL6kK97LHhhU7wd638eSIiIiIiIiIiqjtsElO9kbF8OYx5eQAAta8v3EeOlDlR1cRmx2LqgakQUXb8toNXB8zoMqPenIA2mUTs/+YyLuxPkmoeAQ54cGxb2DpqKn0+KbcEL392EpdS8qVa3zAPrHi6HRx4QR0RERERERERkezYJKZ6ofTiReR++5209pr+NhQ2NjImqprMkkyM2z0OJYYSAICvvS8+7PMh1Mr60Rw16IzYseECrp7NlGr+LV0w5NXW0FhX/u3j9I0cjPz8FDILtVLt5R7NMO3+lrygjoiIiIiIiIjIQrBJTBZPFEWkzp2Hvwbh2vXsCfu+fWVOVTmtUYsJeyYgpSgFAGCntsOqfqvgYu0ic7KqKS3S47ePo5FyJU+qhXb2Qr/nW0KpUlT6/C9nkzH5f2ehM5RfUDf34Qg81SmgzjITEREREREREVH1sUlMFi//l19Qcvp02UKthtfb0yx+VIMoiph9eDbOZpwFACgEBT7o9QGCXYJlTlY1RXlabF0ehezkIqkWOTAA3R9pDqGSE8CiKGL13nh88EesVHOxVWPNsx3QJcitzjITEREREREREVHNsElMFs1YWIT0DxZLa7cXnodVM8u/rG7D+Q34JeEXaT25w2T09OspY6Kqy88swc/Lo5CfUSLV7ns8GJEDKj8BrDeaMOPH8/j25E2p1tzDDp/+tzMC3HhBHRERERERERGRJWKTmCxa5serYcjIAACoPDzg9toomRNVbteNXVhxeoW0fizkMTzX6jkZE1VddnIRti4/g6I8HQBAUAjo/0JLhHXxrvTZ/FI9xnx5GgfiyucXdwtyw5pnO8DJtn7MYCYiIiIiIiIiaozYJCaLpU24iuzPN0trzzffgNLeTsZElYvNjsW0A9Mgomx+ckevjpjeZbrFj8cAgLRr+fhlZRS0RQYAgFKlwOBXwtGsrUelzyblluClT08gNq1Aqj3a3hcLHm0DTRXmFxMRERERERERkXzYJCaLJIoi0ubPB/R6AIBN+/ZwHDZM5lR3l1mSibG7x6LEUDamwc/eD0v7LIVaafmnaBNjc/Db6mjotUYAgNpKiftHt4FfWOWX7J1PysNLm04gvUAr1SYOCMXr/YPrRXOciIiIiIiIiKixY5OYLFLhnr0oOnCgbCEI8J5h2adxtUYtxu8Zj9SiVACAvdoeq/qvgot15U1WuV09m4E/1l2A0WACAFjZqTBsXCS8Ah0rfXbXpTSM+/oMinW3mstKAQsebYPHOvjVaWYiIiIiIiIiIjIfNonJ4og6HdIWLpDWzk8+CetWrWRMdHeiKOLdw+8iOiMaAKAQFFjUaxGaOzeXOVnlYo+lYtdnlyCaysZj2DlpMGx8JNx87Ct99vMj1/Du1gu49SgcrVX45LmO6NbcrQ4TExERERERERGRubFJTBYn+8uvoL9+AwCgcHCAx4TxMie6u00XNuHXhF+l9Rsd30BPv54yJqqa6D2JOPDtZWnt6G6N/0xoB0d3m7s+ZzSJeP+3S9hw8KpU83OxwaYXOyHY06HO8hIRERERERERUd1gk5gsiiEnB5mrV0tr9zGjoXKx3JENR5KPYNnpZdL6sZDH8GzLZ2VMVDlRFHHq92s4trW8yevqY4eHxkfCzsnqrs+W6o0Y/80Z/HEhTaq19XfG+uc7wsPh7s8SEREREREREZFlYpOYLErmypUwFRQAADRNm8L1mWdkTnRnSYVJmLJ/Ckxi2Szfdp7tML2LZc9OFkURh7ZcwdmdN6WaVzNHPDi2Lazt7n7BXm6xDiM+O4lT13Ok2uBwLyx7qh1sNMo6y0xERERERERERHWLTWKyGNq4OOR886209nxrCgSNRsZEd1ZqKMXEPRORq80FAHjYeGBJ7yVQK+/eaJWTaBKx9+tYXDyQLNX8Wrhg6GutobG++7eCpNwSvLDxOK6kF0q1ET2a4e37W0KpsNymOBERERERERERVY5NYrIIoigibcFCwFR2Kte2W1fY9+0rc6rbE0UR7x19D5eyLwEAVAoVlvZZCg9bD5mT3ZnJJGLP55cQczRVqgVFemDQiHAo1Yq7PhuTmo8XNh5HWr5Wqs18sBVG9GhWZ3mJiIiIiIiIiOjeYZOYLELR/v0oOnSobKFQwGvqVIsd2/B1zNfYGr9VWk/tNBWRnpEyJro7k9GEnZsuIe5E+Rzh0M5e6P9CSyiUd28QH03Iwiufn0RBqQEAoFYKWPJkJB5q61OnmYmIiIiIiIiI6N5hk5hkJ+r1ZaeIb3F+/HFYh4XJmOjOTqedxgcnPpDWDwc/jCfDnpQx0d0ZDSb8ueEC4s9kSLWW3Zugz7MtoKhkTMRv51Iw4Zso6Ixlp7vtrVRY+1wHdA92r9PMRERERERERER0b7FJTLLL+eZb6K5eBQAo7OzgMf51mRPdXnpxOibvmwyDWHaqNtwtHDO6zrDYE89GvQnb153HtehMqRbRyxe9hodCqKRB/Nnha3j3lwsQxbK1h4MVNr3YCeE+TnUZmYiIiIiIiIiIZMAmMcnKmJ+PzFWrpLX7qNegcnOTMdHt6Y16TNo7CZklZQ1XFysXfNjnQ1gprWROdnsGnRG/rzmHGxezpVrbfv6474nguza1RVHEB3/EYvXeeKkW5GGHz17sDH9X2zrNTERERERERERE8mCTmGSVtXYtjHl5AAC1nx9cnn9e5kS3t+D4ApzNOAsAUApKLO69GE3sm8ic6vb0WiO2rT6LpNhcqdZ+cFN0fTjorg1ivdGEqVvOYcvpRKkW6e+Mjf/tBFc7TZ1mJiIiIiIiIiIi+bBJTLLRJycj+/PN0tpj4gQoNJbXjPwx7kd8d/k7aT2xw0R0btJZxkR3pisx4NePziLlSp5U6/RgM3R6IPCuDeJinQGjvzyNvbHls4v7tfDEqmfawVbDbxNERERERERERA0Zuz8km4zlyyHqdAAA69at4Th0qMyJ/u185nm8d/Q9aT00cCieb2WZp521xXr8svIs0q7mS7WuDwehw5DAuz6XU6TDfzedwNmb5SePn+zoh/cfaQ2VUlFXcYmIiIiIiIiIyEKwSUyyKL14EXlbf5HWnm++AUFhWQ3JrJIsTNgzAXqTHgAQ4hKCd7u/a5EX1ZUW6rF1RRQybhRItfseD0bkgIC7PpeaV4rnNhxDXHqhVHu9XzAmDgy1yH9PIiIiIiIiIiIyPzaJSRbpi5cAoggAsO/bF3adAkQdkQAAIABJREFULWt8g8FkwJv730RacRoAwEHjgOV9lsNWbXmXt5UU6vDzh1HISipv9PYaHorWffzu+ty1zCL83/pjSMotAQAIAjDnoXA81y2wLuMSEREREREREZGFYZOY7rnCAwdRdPhw2UKhgOfkSfIGuo2Poj7CidQTAAABAhb2XAh/R3+ZU/1baaG+YoNYAPo+2wKt7vO563MXk/Px/MbjyCzUAgBUCgFLn4rEQ23v/hwRERERERERETU8bBLTPSUajUhfvFhaOz/+OKyCg2VM9G8HEg9g/bn10np05Gj09OspY6LbKy3S4+flZyo0iPu/0BItuja563Mnr2XjxU0nUFBqAABYqxX4+NkO6BvmWdeRiYiIiIiIiIjIArFJTPdU3s9boY2NBQAItrZwHztG5kQVpRal4u2Db0vr7j7dMbLNSBkT3V5pkR4/LzuDzJvVaxDvjU3Ha1+cQqneBABwsFZh4387oVOga11HJiIiIiIiIiIiC8UmMd0zptJSZKxYIa3dXnwRak/LOb2qN+kxZf8U5GpzAQCeNp6Y33M+FIJlXainLdZj6/KoCg3ifs9V3iD+5WwyJn0XBb2xbBa0u70Gn73UGeE+TnUdmYiIiIiIiIiILBibxHTP5Hz5JQypqQAApbs73F56UeZEFa08sxJn0s8AAJSCEot6L4KrtWWdsP2rQZxxo0Cq9X22BVp2v3uD+KtjNzD9p3N/3RUIX2cbfPFyFzRzt6vLuEREREREREREVA+wSUz3hDE/H5lr1/0/e/cdXlWV73/8vc9JTnqnEwi9d1CxAYoKCmIXEBWxjY71zowzc72jc70/naJT7Y4NwYZjGUdRFMUK0nvvJZBQ0ntO2b8/drJPQsJITknj83oenuzvzj5rreOER+eTdb7Lrtve9VMccc0noPw281te3fiqXd89/G5Gth/ZhCuqq6LMw0dPrePIvtoB8Y8dUvfc17v444Ktdt2rXTxzbzmdjkkxYVuriIiIiIiIiIi0HAqJpVHkvPIKvoICACK7diX56qubeEV+WcVZtfoQn9P5HG4edHMTrqiuyjIPHz25lsN7Cu17Y6/ry4BzThwQm6bJHxZs5YVvdtv3hqQnMXvW6aTGucK6XhERERERERERaTkUEkvYeY4eJfe1OXbd9p57MCIjm3BFfm6fmwe+fYCCCivAbh/bnt+d87tm1Ye4stzaQVwrIJ7eh0FjOp/wNT6fyW8+3Miby/bb987skcaLM0cRH6W/9iIiIiIiIiIi4qe0SMLu2PMvYJaVARDVty+Jky5p4hX5/X3V31l3dB1g9SF+YuwTpESnNPGq/CrLPXz89DqydxfY98ZM68OgseknfI3H6+OX763n/dUH7XsXDmjPU9OHEx3pDOt6RURERERERESk5VFILGFVmZlJ3jvv2HXb/7ofw9E8dul+tf8rXtv8ml3fN+I+hrcb3oQrqs1d4WX+M+vJ2ukPiM+5tjeDx504IHZ7fdw/by3z12fZ964c3pnHrx5ChLN5/HMXEREREREREZHmRSGxhNWxp54CtxuAmBEjiB87tolXZDlUfIjfLP6NXY9JH8PMgTObcEW1eSq9zH92HYd25Nv3zrmmN0PP73LC11R4vNz95hoWbj5s35t+elceu3wQDocR1vWKiIiIiIiIiEjLpZBYwqZ8+3YK/v2RXbf7+c8wjKYPK91eN7/45hcUVlo9fjvEdeCxsx9rNn2IvR4fn76wkYPb/AHxWVf1Yuj4EwfE5W4vP5m7im+2H7Xv3XRWN3576YBm8c9cRERERERERESaL4XEEjZH//Z3ME0A4saOIXbkyCZekeWvq//KhmMbAIgwInhizBMkRyc38aosPq+Pha9sYv+mHPvemVf0ZPiFXU/4mpIKD7e+tpIfdvtfc8fYnvxqYl8FxCIiIiIiIiIi8qMUEktYlK5ZQ/GiRXbd7r/+qwlX4/fl/i+Zu3muXd8/8n6GtRvWhCvyM30mi+ZuZddq/27gUZd0Y8SEjBO+prDczc2vrmDlvjz73v0X9Oa+8b0VEIuIiIiIiIiIyElRSCxhcfTvT9rXiZMmEd2vXxOuxpJVnMVDix+y63FdxnHjgBubcEV+pmny7bztbFuabd8ben4XTr+0+wlfk19aycxXlrMu03+w3a8m9uPOcT3DulYREREREREREWldFBJLyJUsW07p0qVW4XTS9t57mnZBgMfn4dff/ZqiyiIAOsZ15NGzH20Wu21N0+SHD3ax8ZuD9r0BZ3fk7Gt6nXB9OcUVXP/ycrZkFdr3Hp48gJvPOXGoLCIiIiIiIiIiUh+FxBJSpmly9Cn/LuKkyy/DlXHidgmN5cX1L7L6yGoAnIaTx8c8TlJUUhOvyrLq072s+Xy/Xfc+rT1jZ/Q7YUB8pLCc615axs4jxQAYBjx2+WCuO+PEfYtFRERERERERERORCGxhFTJkiWUrVxlFZGRtLnzp027IGDV4VU8v/55u75z6J3Npg/xui8PsOzfe+y6+9A2jL+pPw5H/QHxofwyrntxKXtzSgFwGPDE1UO5amR6o6xXRERERERERERaH4XEEjKmaXLsyafsOvmqK3Gld27CFUFBRQG//u7X+EwfAKPaj+LWwbc26ZqqbfruIN//c4ddd+mfwkW3DsTpdNT7/KH8Mqa/uJR9VQGx02Hwt6nDuHRop0ZZr4iIiIiIiIiItE4KiSVkSr79lrJ16wAwIiNp85OfNOl6TNPkkR8eIbvEOgwuKSqJ35/7e5wOZ5OuC2D78my+fnObXXfslcTFdwwhIrL+tWUV1A6II50GT183ggkDOzTKekVEREREREREpPVSSCwhYZomR2vuIp46lciOHZtwRfDejvdYuG+hXT9y1iN0iGv6UHX32qN8MXsLmFbdtmsCk+4aSmTUiQPiaf+oHRA/N2MkFwxo31hLFhERERERERGRVqz+z7WLNFDxokWUb9oEgBEVRdrttzXpenYX7OaPy/9o11P7TmV81/FNuCLLgc25fPbSRkyflRCndopjyr3DiIqp//c1CohFRERERERERCTcFBJL0Eyfj6NPPW3XKdOnE9muXZOtx+118+tvf025txyAXsm9+MWoXzTZeqod3lPIJy9swOexAuKktjFMuW8Y0fGR9T6fVVDG9OMC4mcVEIuIiIiIiIiISIgpJJagFX2+kIqtWwEwYmJIu61pD4Z7Zu0zbMndAoDL4eKPY/5IdER0k64pL7uEj59eh6fCC0B8ShRT7h9GXFJUvc9nF5Qz/R9L2XtcQHyhAmIREREREREREQkxhcQSFNPn49gz/l3EqdfPICItrcnWszJ7Ja9sfMWu7x95P31S+jTZegCK88r599/XUl7iBiA6LpIp9w0jMS2m3uezC8qZ9o8fagXEz1w3QgGxiIiIiIiIiIiEhUJiCUrR5wup2LETAEdsLKk339xkaymsLOTB7x/ErDoRbnTH0czoP6PJ1gNQXuLm30+uozivAoCIKCeT7x5KSoe4ep/PLihn+otL6wTEFw1s+gP3RERERERERESkdVJILAEzfT6OPfecXafccAMRKSlNtp7fLfsdWSVZACRFJfHYOY/hMJruR9xd4WX+M+vIyyoBwOE0uPgng2jfPbHe56sD4j3HrOcjHAqIRUREREREREQk/BQSS8CKv/qKim3bADBiY0m9aWaTreWT3Z8wf/d8u3549MO0i226w/O8Xh8L/rGR7N2F1g0Dxt/Un64D6m/FcbiwbkD87AwFxCIiIiIiIiIiEn4KiSUgpmly7Jln7Tpl+rQm20WcVZzFo0sftevLel7GRd0uapK1AJg+k0VztrB/U45979xre9PntPoD3yOF1iF1tXYQKyAWEREREREREZFGopBYAlL8zTeUb94MgBEdTdqsWU2yDp/p4zeLf0ORuwiA9Ph0/vuM/26StYAVni9+byfblx227426pBtDzutS7/M5xRXMeGkZu2sExE9fN4IJCohFRERERERERKSRKCSWBjNNs3Yv4qnXEtGmTZOs5c0tb7I8ezkADsPB78/9PXGR9R8K1xjWfL6fdV8esOsB53bi9Eu71/tsQambG15ezo4jxQA4HQZPXzeciYMUEIuIiIiIiIiISONRSCwNVrJ4CeXr1gNguFyk3nxLk6xjd/5u/rb6b3Z9y6BbGNZuWJOsBWDz4kP88MEuu+4xvC1jp/fFMIw6zxZXeJj56nI2Z1k9iw0D/jp1GBMHdWy09YqIiIiIiIiIiIBCYmkgqxfxM3adfPXVRLZv/APi3D43D37/IBXeCgD6pfbjzqF3Nvo6qu1ee5SvX99q1537JnPhzQNwOOoGxGWVXm6evYK1B/Lte3+8aghThnZqlLWKiIiIiIiIiIjUpJBYGqR02TLK1qyxishI0m67tUnW8dKGl9iUs8lahiOSx855jEhnZJOs5dDOfD5/aROmadVtusRzyR1DiIh01nm23O3l9rkrWb4n1773/y4byLWj6u9ZLCIiIiIiIiIiEm4hC4kNw0g3DOMVwzAOGYZRYRjGXsMw/mYYRkoQY44xDMNrGIZpGMajoVqrBO7Ys/5exMlXXEFkx8Zvj7Dp2Cb+se4fdn3P8Hvok9Kn0dcBkJddwifPrsfr8QGQ1DaGS+8Zhismos6zbq+Pu99czXc7jtn3HrykHzec2a2xlisiIiIiIiIiIlJH3SQrAIZh9ASWAO2AD4GtwOnAfcBEwzDONk0zp4FjJgCvAaVAfCjWKcEpXbmS0uXWIXFERJB2++2NvoZyTzkPfv8gHtMDwIh2I7hxwI2Nvg6A0sJKPn56HRWl1lpiEl1ceu8wYhNddZ71+kzun7eWL7Ycse/91wV9uH1Mz0Zbr4iIiIiIiIiISH1CtZP4WayA+F7TNC83TfPXpmmeD/wV6As8FsCYfweSgN+HaI0SpGP/8O/eTZoyBVd650Zfw1NrnmJ3wW4AYiJiePTsR3E66rZ1CDd3hZf5z6yj8Fg5ABEuB5PvGkJS25g6z/p8Jr98dz3z12fZ9+4Y25N7x/dqtPWKiIiIiIiIiIicSNAhcdUu4ouAvcAzx337t0AJcINhGHENGPMyYBZwL3Ao2DVK8Mq3bKHk2++swjCapBfxqsOrmLt5rl0/cNoDdEls/F6+Pq+Pz1/ayJF9RQAYBky4dRDtMhLrPGuaJg99uJH3Vmfa9246qxu/mtgXw6h7qJ2IiIiIiIiIiEhjC8VO4vOqvn5umqav5jdM0ywCFgOxwOiTGcwwjHbAi8C/TNN8PQTrkxDIefFF+zphwgSiundv1PlL3aU8tPghTKzT4c7ufDZX9766UdcAVuj73bwd7N3g754yZnpfug1pU++zj87fwhvL9tv3po7qwsOTByggFhERERERERGRZiMUPYn7Vn3dfoLv78DaadwH+PIkxnsRK7y+I9AFGYax6gTf6hfomKeyyn37KFzwmV23uf22Rl/Dk2ue5EDRAQASIhN45MxHmiRoXfP5fjZ+e9CuR0zIYNCY+ttu/GXhdl7+fo9dXzasE7+7cjAOhwJiERERERERERFpPkIREidVfS04wfer7yf/2ECGYdwMTAGmmqZ5OARrkxDIeell8FmbxOPOOYfoAQMadf6V2St5Y8sbdv3L039J+7j2jboGgO0rsvnhg1123fu09oy+rEe9z7703W6eWrTTricO7MCfrxmKUwGxiIiIiIiIiIg0M6EIiUPCMIxuwN+Af5qm+U4wY5mmOfIEc6wCRgQz9qnGffgIBf/6l12nNfIu4uo2E9XGpI/hsp6XNeoaAA5uz+PL17bYdafeyYy/sT9GPaHvu6syeXS+/9lxfdvy5PThRDhDdU6kiIiIiIiIiIhI6IQitareKZx0gu9X38//kXFeAcqAn4ZgTRIiubNnY7rdAMQMG0bsaac16vxPrnmSzGLr0LeEyAQeHv1wo7eZyM0q4dPnN+DzWP2QUzrEcvEdg3FG1v3r8/mmbH713nq7Pq1bCs/NGIkrQgGxiIiIiIiIiIg0T6FIrrZVfe1zgu/3rvp6op7F1UYA7YCjhmGY1X+AV6u+/z9V9/514iEklLz5+eTNm2fXabff1qgB7fFtJn51+q8avc1ESUEFHz+1jopSDwCxiS4m3zOU6LjIOs/+sCuHu99ag9dnhcn9OiTw0szTiHE5G3XNIiIiIiIiIiIiDRGKdhNfVX29yDAMh2mavupvGIaRAJwNlAJLf2ScOUBsPfd7A2OAtcAqYE3QK5aTkvvGG5ilpQBE9e5F/LhxjTZ3fW0mpvSc0mjzA1SWe5j/zHqKcssBiIhyMvnuoSSmxdR5duPBAm6bs5JKj/Xjn5EWy5xbTicppm6YLCIiIiIiIiIi0pwEHRKbprnLMIzPgYuAu4Cnanz7ESAOeME0zZLqm4Zh9Kt67dYa49xb3/iGYdyEFRLPN03zN8GuV06Or7SUvLmv23XabbdhOBqvZcJTa55q0jYTPq+Pz1/axNH9RQAYDoOJtw2ibdeEOs/uPlrMzFeWU1xh7TZulxDF67ecQbuE6EZbr4iIiIiIiIiISKBCdXDdT4ElwJOGYYwHtgBnAOdhtZn4n+Oerz7Vq3Gby8pJy3/3Xbz5VhvpyM6dSbzkkkabe+2RtU3eZuL7d3eyb2OOXY+d3oeMQWl1nssqKOOGl5eTU1IJQGJ0BHNuOZ0uqfVtihcREREREREREWl+QrI11DTNXcAoYDZWOPxzoCfwd2C0aZo5J361NDem203Oq7PtOvWWmzEiQvX7hP+s0lvJb5f8FhOrr+/Znc9u9DYTG7/JZMNXmXY9cmIGA8/tXOe5vJJKbnh5OQfzywCIiXTy6qzT6dchsdHWKiIiIiIiIiIiEqyQJX+maR4AZp3ksye9g9g0zdlY4bM0ksIFn+HJygLAmZpK8pVXNtrcL6x/gd0FuwGIjYht9DYTBzbn8u28HXbdc0RbzpjSo85zJRUebpq9gp1HigGIdBo8d/0IRmakNNpaRUREREREREREQqHxmsxKi2CaJjmvvmLXKTOuwxHdOL11t+Vu45UN/rnvH3k/neI7NcrcAHnZJSx4cSOmz9rF3C4jgfE3DcBw1A6pKzxefjJ3FesOWO04DAP+fO0wxvVt12hrFRERERERERERCRWFxFJL6bJlVGy2WkYb0dGkXHddo8zr8Xl4eMnDeEzr8LcR7UYwte/URpkboLzYzcfPrKeyzJo/LjmKS+4cQqTLWes5r8/kv+at5fudx+x7/3fZIKYMbbwwW0REREREREREJJQUEkstOS/7d/ImX3kFESmN0z5hzuY5bM7ZDIDL4eJ/z/pfHEbj/Hh6PT4+fWEDhUet3sIRLgeTfjqEuOSoWs+ZpslDH27kkw3Z9r2fXdiHG0ZnNMo6RUREREREREREwkEhsdjKt2+n5LvvrMIwSJ05s1Hm3Vuwl2fXPmvXdw67k+5J3RtlbtM0+eatbRzakW/fu2DWANp2Tajz7NOLdvLmsv12Pevsbtxzfq9GWaeIiIiIiIiIiEi4KCQWW+6rs+3rhAsvxJUR/h2yPtPH//7wv1R4KwDon9qfmQMbJ5wGWPvFAbYszrLr0Zf3oOfwur2F/7nyAH9euN2uLx/WiYcmDWjUQ/VERERERERERETCQSGxAOA+fISCjz+267SbZzXKvB/s+IBVh1cB4DSc/N/Z/0ekI7JR5t6z/hhL3t9p131Hd2DEhLrB+Dfbj/Lf72+w67N7pfH41UNxOBQQi4iIiIiIiIhIy6eQWADIe30uuN0AxIwYQcywYWGf81jZMf686s92PXPgTPql9gv7vADHMotZ+PImMK26Y88kzpvRr87O4A2ZBdz5+io8PuvB/h0Tef76kbgi9FdHRERERERERERaByVdgre4hLy359l12i03N8q8jy9/nKLKIgDS49O5Y+gdjTJvaWEl859dh7vCC0BCWjQX3zEYZ2Ttvw4HckuZNXsFpZXWc52TY5g96zQSohtnp7OIiIiIiIiIiEhjUEgsFLz3Lr4iK6x1ZWQQf955YZ/zu8zv+HTvp3b90JkPERMRE/Z5PW4vnzy3nuJcqwdyZLSTSXcNISbBVeu53JJKZr6ynGPF1nOJ0RHMnnUa7ROjw75GERERERERERGRxqSQ+BRnejzkvPaaXafOmoXhCO+PRam7lEeXPmrXk3tM5qxOZ4V1TgDTNPlq7lYO7ykEwDBgwq2DSOsUX+u5skovt762gt3HSgBwRTh4aeZp9G6fEPY1ioiIiIiIiIiINDaFxKe4ooUL8RzKAsCZmkrS5ZeFfc5n1z7LoZJDACRFJfHAaQ+EfU6AtQsPsH35Ybs+++reZAxKq/WM12dy39trWL0/H7CC5L9PHcbp3VMbZY0iIiIiIiIiIiKNTSHxKS53zlz7OmXaNBzR4W2nsDlnM3O3+Od8YNQDpEaHP4A9sDmXHz7YadcDzunEkPPTaz1jmib/++9NfL7ZHyQ/PHkAFw/uGPb1iYiIiIiIiIiINBWFxKewsvXrKVuzxioiI0mZPi2s83l8Hh754RF8pg+AMzqcwZSeU8I6J0DB0TI+e2kjpmnVHXsmMWZaHwzDqPXcs1/vYu7SfXZ9+5gezDq7e9jXJyIiIiIiIiIi0pQUEp/Cau4iTrrkEiLatg3rfPO2zWNzzmYAXA4XD535UJ2gNtQqyz18+vx6Kko9AMQluZhw+yCcEbV/9N9fnckTn22z6ylDO/Hrif3CujYREREREREREZHmQCHxKcp9+DCFCxbYdcqNN4R1viOlR3hqzVN2ffuQ28lIzAjrnKZpsmjOFnIOWgfQOSIMJt4xmLikqFrPfb/jGL98d71dn9kjjSeuGYLDEd4AW0REREREREREpDlQSHyKynvrLfBYu2tjRo0kZuDAsM73+IrHKXFbYW23xG7MGjQrrPMBrP5sH7tWH7Xrcdf1pUP3pFrP7DhcxJ1vrMLjs3pR9OuQwAs3jiQqwhn29YmIiIiIiIiIiDQHColPQb7ycvLfnmfXqTfeGNb5lhxcwmd7P7Prh0Y/hMvpCuuc+zbmsPTD3XY9eFw6/c/qVOuZY8UV3PzaCorKrbC8Q2I0r846jcToyLCuTUREREREREREpDlRSHwKKvjoI7z5+QBEdu5MwvjxYZurwlvBY8ses+vJPSZzesfTwzYfQP7hUj5/eRNUHVTXqXcyZ1/Tq9Yz5W4vt89ZyYHcMgBiXU5evmkUHZNiwro2ERERERERERGR5kYh8SnGNE3yahxYlzJjBoYzfK0VXt7wMvuL9gOQ4Erg56N+Hra5wDqo7pPn1lNZZu0Ojk+JYsJtg3A6/T/qpmnywLvrWb3fCsodBjw1fTgDOyXVO6aIiIiIiIiIiEhrppD4FFO6dCkVO3YAYMTGknz1VWGba1/hPl7a8JJd3zf8PtrEtAnbfKbP5ItXN5OXXQqAM9LBxXcMJjaxdmuLv36xg4/WHbLr30wawPj+7cO2LhERERERERERkeYsoqkXII0r97U59nXyFVfgTEwMyzymafLY0sdw+9wADEobxNV9rg7LXNVWfrqXPeuO2fV5M/rSLqP2+/tgTSZPfrnDrm8YncGss7uFdV0iIiIiIiIiIiJBMU0oy4OCTCg8aH0tyIT8fSEZXiHxKaRy716Kv/7arlOunxG2uT7b+xk/ZP0AgMNw8NCZD+F0hK+txZ51R1n+0R67Hjq+C31Hd6z1zPI9ufzq3Q12PbZPW3576QAMwwjbukRERERERERERH5URbE//LVD4INQWP31ILhL676urDgk0yskPoXkvvGmfR0/dixR3buHZZ4SdwlPrHjCrqf1ncaAtAFhmQsgL7uEha9utuvOfVM468qetZ7Ze6yEn8xdSaXXB0Df9gk8fd1wIpzquCIiIiIiIiIiImHkqYSiQ1bYW5DpD35rBsLl+U26RIXEpwhfSQkFH3xg1yk33BC2uV5Y/wJHyo4AkBadxt3D7w7bXJXlHj59fgPuci8ACWnRTLhtII4a4W9BqZubZ68gr9RqfdEm3sXLN40iIToybOsSEREREREREZFTgM8HxYfr2QVc47r4CGAGP5crHpLSIbEzJHWGxHSY9zxk7Q16aIXEp4iCjz7CV2xtP3d160bcWWeGZZ7dBbuZu2muXf981M9JcCWEZS7TNPn69a32QXURkQ4uuXMwMfH+g+oqPT7ueH0Vu4+VABAV4eDFG0eRnhIbljWJiIiIiIiIiEgrUd0HuE7wW2NHcGEWVJ3JFRSnCxI7WcFvUnpVCNy56roqGI5OguPbpsa+A+wNenqFxKcA0zTJq9FqIuW66RiO0LdZME2T3y/7PR7TA8CIdiOY3GNyyOeptuHrg+xYecSux83oS5t0fyBtmib/88EGftidY9/7y7XDGN41JWxrEhERERERERGRFqKypHbf3/paQdTXB7ihDAfEd6g/+E3qDEldILYNhCGvO1kKiU8BZStXUrFjBwBGTAxJl18elnm+2P8FS7OWAtZhdQ+e8WDYDoXL3l3A4nd32PXAczvVOajuuW928c9VmXb9wIS+TBpS+xkREREREREREWmFvG4oPFS77cPxB8KV5YVmrpjU+oPf6uuEjuBs3m1PFRKfAnLf9O8iTrr0UpyJiSGfo8xTxuMrHrfrqX2n0je1b8jnASgrruSzFzfi81q9XNp2TeCca3vXembBxmweX7DNrq8emc5Px9U+zE5ERERERERERFog04TSXCg44G8DUes60+oTHKo+wPbu36o+wElVdWK61SLC1fLbmiokbuXcR45QtPALu06ZcV1Y5nlx/Ytkl2QDkBqdyl3D7grLPD6fyRevbKY4rwKAqNgIJt4+iIhIp/3M1uxCfvbOWrs+o3sqv7ticNh2NYuIiIiIiIiISAi5y2v3Aa4vBPaUBT9PrT7AnWvsBP6RPsCtkELiVi7/nX+Cx+oRHDNqJNF9Q7+7d3/hfmZvmm3X94+4n6SopJDPA7Dyk73s35xr1xfjNmt9AAAgAElEQVTMGkBimxi7zi2p5LY5Kymt9ALQNTWW568fiSui6Xq6iIiIiIiIiIhIFdOE0hx/6Jt/oG4IXHLkx8f5UYbV5uFEfYAT0yGubZP2AW5OFBK3YqbbTf68eXadel14dhH/ccUfcVed4jikzRAu63VZWObZvymHFfP32PXIiRl0G9zGrt1eHz99YxUHcq3fJMW5nLw0cxQpca6wrEdERERERERERI7jLqvqBfwfWkF4yoOfx5UAyV384W9SutUHuDoITuzU7PsANycKiVuxoi++wHP0KADOtm1IuOCCkM/xbea3fJv5LQAGBg+e8SAOI/S/gSnKLWfhK5vtVjKd+yZz+qXdaz3z/z7ezNLd/l3Gf506jD7tE0K+FhERERERERGRU5LPB6XH6oa+tXYBHw1+HsNphby1AuAaIXBSutUGQkJGIXErlveG/8C6lGuuxXCFdket2+vmiRVP2PWVva9kYJuBIZ0DwOvx8dmLGykvsXYrxya5uOiWQTic/jD6reX7mfPDPrv++YV9uGhgh5CvRURERERERESk1aosreoFfKIQ+CB4K4KfJzqpduB7fAAc3wGcii0bk/5pt1Ll27ZTunKlVTidJE+9NuRzvLn1TfYW7gUgITKBe0fcG/I5ABa/t5PDewoBMBwGE24bRGyiP/BesTeXhz/caNeTBnfk7vN7hWUtIiIiIiIiIiItks9n9fqtr/1DdV2aE/w8joiqXcD/oRVEdGLw80hIKSRupfLe8u8iTrjgAiLbtw/p+DllOTy/7nm7vmPoHaRGp4Z0DoAdKw6z4atMuz7ryp506pVs1wfzy7hj7ircXqsPxYCOiTxxzRCMU+DUSRERERERERERW0XxCXYBV4fAB6HqTKmgxKTU3flbs45vDw5n8PNIo1JI3Ap5i0so/PdHdp0ShgPrnlrzFMXuYgC6JXZjer/pIZ8jN6uERa9vtesew9sydHwXuy6r9HL7nJXklFQCkBbn4h83jiTWpR9rEREREREREWlFTBOKq3cB74f8AzXC4KqvZXnBz+OIhKTO9QTAVSFwYmeIig9+Hml2lKa1QoUff4yvtBQAV8+exJ5+WkjH35Kzhfd3vG/Xvzztl0SG+LTIynIPC17YgKfCC0BS2xjOv7G/vUPYNE0eeHcdmw5ZbSgiHAbPXT+S9JTYkK5DRERERERERCTsvG5rF3B1+GuHwNXXmaHpBRyb9p93Ace1A4fjx8eRVkchcSuU/8479nXK1GtD2nrBNE3+sPwPmFjtHc7tfC7npp8bsvGrfff2dvKyraA7ItLBxJ8MJirG/+P67Ne7+Hh9ll0/ctlATu8e+nYXIiIiIiIiIiJBqyj27/jN3187CM4/AEVZUJW1BMzpqv8QuJq7gF3aXCf1U0jcypRt2Ej55s0AGFFRJE2ZEtLxP9v3GauPrAYgwojggdMeCOn4ANuWZrF1abZdj5nelzbp/o8yfLH5MH/6fJtdXz+6KzPOyAj5OkREREREREREfpRpWge+1Qp/q9pAVN8LRSuI6GRI7gJJXa3gN7mLFf5Wf41to13AEjCFxK1M/jvz7OvEiRNwJif/h6cbpsxTxp9X/tmur+t/Hd2TuodsfID8w6V8/dZ2u+43ugP9z+po1zsOF3H/vLWYVb9cO6N7Kr+9dGBI1yAiIiIiIiIiYvN6oOhQ1S7gA7V7AlcHwp6yICcxIKFD7dC3+mv1dVRCSN6OSH0UErci3uJiCuZ/YtfJU6eGdPzXNr1Gdom1wzc1OpWfDP1JSMf3un189tJGuw9xcvtYzp3Wx/5+QZmbW+espLjCA0B6SgzPzhhBpFO/JRMRERERERGRAFWW1n8gXPV14SEwvcHNYbeC6FJ/EJzYGSJcoXk/IgFQSNyKFH78MWbVgXVRvXsRM3x4yMY+WnqUVza+Ytd3D7+bRFdiyMYHWPLBTo4dKAbAEWFw0S0DcUVbP6I+n8nP5q1lX471/mJdTl68cRRp8VEhXYOIiIiIiIiItCKmabV6yN9fowVEzd3AmVB6LPh5ohLrCX/TrdYQyV10IJw0ewqJWwnTNMmb5z+wLvnaqSE9sO7ptU9TVvXRid4pvbmy15UhGxtgz/pjrF+UaddnX9WLtl39H6N45qudfLn1iF0/cfVQ+ncMbUgtIiIiIiIiIi2MzwtF2bXD35q7gPMPgLsk+Hni2/sPg6vuC2y3g0iHmNC1+xRpCgqJW4nyjRup2LIFqD6w7tKQjb0tdxsf7PjArn8x8hc4Hc6QjV+cV86i17bYdbchbRg8Lt2uv9l+lL984e9TfPuYHkwa0hERERERERERaeU8FVWhb81D4Wp8LTwIPk9wczgirHYPyV2P2wXcxbqX2Bkio0PzfkSaKYXErUTevBoH1l18Mc6kpJCMa5omT6x8AhPrpLhzOp/DWZ3PCsnYYLWRWPjKZspL3ADEp0Qx/sb+9i7oA7ml3Pf2GvugutE9UvnlhL4hm19EREREREREmpC7rCoE3mcFwfkHqr5WhcJF2VCVSQTMFX/cLuAutQPh+PYQws1wIi2RQuJWwFtURGGtA+uuDdnY3x38jmVZywBwGk5+MeoXIRsbYOUnezm0Ix8Aw4ALbx5IdHwkAOVuL3e+sYr8UitAbp8YxVPTRxChg+pEREREREREWobKEn/wW7DfHwBX3ys58uNj/JjYNseFv+m1+wPHpFihg4ickELiVqDw448xy6x+wVG9exMzbFhIxnX73Pxp5Z/s+qreV9EzuWdIxgY4uD2PlfP32PVpk7vTqbfVw8c0TR7+cCMbDxYCEOk0eHbGSNom6KA6ERERERERkWajoui4HcD7qtpBVIXBpTnBjW84rHYPdQ6Fq9EP2BUbmvcicgpTSNzC1TmwbmroDqx7b/t77CmwQty4yDh+OuynIRkXoKy4koWvbLbbSHTqnczIi7vZ3397xQHeWek/yO6hyQMYmZESsvlFRERERERE5CSU5dcOffMP+FtDFByAsrzgxjeckNQZkjNqtIDoWvWnixUQOyND815E5IQUErdw5Rs2ULF1KwBGdHTIDqwrqizi2bXP2vVtg28jLSYtJGObpsmi17ZQkl8BQHRcJBfePBCHwwq31x3I57cfbrKfv2J4Z24YnRGSuUVERERERESkimlaIW/NHsDHt4OoKAhuDkdkVS/gqtD3+DA4oSM4FU+JNDX9LWzh8t99z75OnDgRZ2JiSMZ9ccOL5FVYvw3sFNeJ6wdcH5JxAdYvymTvBv/HTcbf1J/4FKuNRG5JJXe+vopKrw+Afh0S+N0Vg0O2O1pERERERETklGGaVruH/H11D4Srvq4sDm4OZ1TtfsDH/9GhcCItgkLiFsxXVkbh/Pl2nXzN1SEZN6s4izc2v2HX94+8nyhnaHoBH91fxJIPdtr10PO70G1wGwC8PpN731rDoYJyABKiI3j++pHEuPQvExEREREREZE6TBOKj1SFvvuO6w1cFQa7S4ObIyK6duhrh8EZVjgc1w4cOmBepKVTSNyCFX3+Ob6SEgBcGRnEjBgRknGfXvs0lb5KAAalDWJit4khGbey3MNnL23E57EaEbftmsCZV/gPwvvLwm18v/OYXf/12mF0axMXkrlFREREREREWhyfD0qO1GgBsa92O4iCA+ApD26OyLgarSBqBsFVbSHi2oA+3SvS6ikkbsHy33vfvk666qqQtGTYlruNj3Z9ZNc/G/WzkLV6WPzPHRQcKQMgMsrJRbcMxBlp/bbx803ZPPPVLvvZe87vxQUD2odkXhEREREREZFmqbodRN6+qgC4KgTOq3EwXLAhsCvhuBYQNcPgrhCbqhBYRBQSt1SV+/dTuny5VTidJF1+WUjG/dvqv2Fi7fQdkz6G0zqcFpJx96w7yubFWXY9ZnofktvHWt87VsLP31lnf+/c3m24/4I+IZlXREREREREpMmYJpTn+0Pf40Pg/P3gLglujugkf/uHWn2Bq66jkxUCi8iPUkjcQuW/799FHH/uuUS2axf0mMuzlvP9we8BcBgO7h9xf9BjApQWVvLV61vtuueIdvQ9owMA5W4vd76+iqIKDwCdk2N4ctpwnA79C0xERERERERagIqi/xAC74OKwuDGj06GlIwafYBr9gXuYoXEIiJBUkjcApleLwUf/Muuk666MugxfaaPv6z6i11P6TmF3im9gx7XNE2+mruFsiI3AHFJLsbN6Gu3sHjko01szS4CwBXh4LnrR5AS5wp6XhEREREREZGQqCypcRhcVUuImiFwWV5w47sS6obAdt1VIbCINAqFxC1QyZIleA4fBsCZmkrC2LFBj/n53s/ZlLMJgChnFHcNuyvoMQE2f3+IvRty7Hr8zAFEx0UC8OHag7y1/ID9vYcnD2BIenJI5hURERERERE5Ke5yKMiE/L11dwHn74eSo8GNHxl74gA4OQNiUtQOQkSanELiFqjWgXVTpmC4gtt56/a6+fvqv9v1jP4z6BDXIagxAfIPl/L9P3fY9ZDz0ukyIBWA3UeLefD9Dfb3Jg/pyIwzugY9p4iIiIiIiEgtXndVCFxPK4j8/VCU9eNj/CdO1wlC4G7W17g2CoFFpNlTSNzCePLyKPryS7tOuvKKoMd8Z/s7ZBZnWuNFJXHL4FuCHtPn9fHF7M14Kn0ApHSM48wregJWH+K73lxDSaUXgG5psfz+ysF2CwoRERERERGRk+bzQuGhE4fAhQfB9AU+viMCktKPC4Ez/HV8e3A4Qvd+RESagELiFqbwo4/AbfX3jR4yhOg+fYIar7iymBfWvWDXtw2+jURXYlBjAqz8dB+H91jN+R1OgwtnDSDC5QTg0fmb2ZJlfc/ldPD0dSNIiI4Mek4RERERERFphXw+KD58XAi8z18XZILPE/j4hgMSO9ezE7jqa2IncDhD935ERJohhcQtiGma5L/7nl0nXxn8gXVzNs8hr8Jqst8prhPT+00PeszsPQWs/GSvXZ9+aXfadk0A4OP1h3h96X77e7+Z3J9BndWEX0RERERE5JRWXgB5e/0BcPV13l4rCPZWBDd+QscTh8BJ6eDUxiURObUpJG5ByjdtpmL7dgCM6GgSJ10S1Hh55Xm8tuk1u75r+F24nEH2N67w8sWrmzF9JgAdeyUx/KIMAPYeK+HX7/n7EF8yuAM3jM4Iaj4RERERERFpATyVUHAA8vbUCH/3+a/L84MbP67tCULgDCsEjowOxbsQEWm1FBK3IAXv+3cRJ064CGdCQlDjvbThJUo9pQD0TOrJpO6TghoPYPF7Oyk4UgZAZLSTC24agMNhUOHxcvdbqymusD4C1DU1lj9cNUR9iEVERERERFqD6pYQx4e/1buCCw8BZuDjx6ScuCdwcldwxYbmfYiInKIUErcQvspKCud/YtdJVwTXaiK7JJu3t75t1/cMvwdnkD2W9m44xqZvD9r1udf2IbFNDAC/m7+FjQetPsSRToOnrxtOovoQi4iIiIiItBzlBXXDX7s9xL7gWkJERFcFwN2s8Delmz8MTsmAaLUpFBEJJ4XELUTxN9/gLSgAIKJTR2JPPy2o8Z5f9zyVvkoABrcZzPldzw9qvLKiShbN3WrXPYa3pd+ZHQD4dEMWr/2wz/7eg5f0Z0h6clDziYiIiIiISIgd3xLi+N7AQbWEMKzD4WqFv1XXKd0grh04HKF4FyIiEgCFxC1E4b//bV8nTZmCEcS/PPcW7OVfO/9l1/eOuDeotg+mafLV61spK7RC59hEF+Nm9MUwDPbnlPLL99bbz04Y2J6bzuoW8FwiIiIiIiISoOqWEHUOhqvaCVx4kJC0hKgZ/lbXSekQERWKdyEiImGgkLgF8OTlUfT1N3adNOWyoMZ7Zu0zeE0vAGd0OIPRHUcHNd6WJVnsWXfMrs+/sT8x8S4qPT7ueWs1ReVWH+L0lBgev2qo+hCLiIiIiIiES52WEMddqyWEiIjUQyFxC1D46afgdgMQPWQIUT26BzzW1tytLNi7wK7vHXFvcGs7Vsb37+yw60FjO5MxKA2A33+6hXWZVS0yHAZPTR9OUqz6EIuIiIiIiATMbgmxt/7ewGV5QQyulhAiIqcqhcQtQOGHNVpNXDYlqLGeXP2kfX1el/MY0nZIwGOZPpNFc7firrB2JSe3j+Wsq3oB8PmmbF5dvNd+9tcX92N415SA5xIRERERETklmCaUHPOHwHl7alyrJYSIiISHQuJmrmLPHsrWrbOKiAgSL7kk4LFWH17Ndwe/A8DA4J7h9wS1to3fHuTgNuu31IYB42/qT6TLyeHCcn5Vow/xBf3bc8s5ge9+FhERERERaVU8lZC/v54QuOpPZXHgY9dpCZFR+1otIUREpB4KiZu5ghoH1sWPHUtESuC7cZ9e+7R9PbnHZHqn9A58XUdLWfL+TrseflEGHbon4fOZ/PyddeSVWu0xOiZF86drhqgPsYiIiIiInDpM02r7kLunRgi8x98fuCCTwHcDqyWEiIiEnkLiZsz0+Sj890d2HUyrieVZy1mRvQIAp+HkzqF3BrEuky9f24Kn0gdAaqc4Tp9s7RR+ZfEevt9pHWJnGPDna4eSHOsKeC4REREREZFmyeu2egPn7qmnNcQ+qCgMfGxXAqR2g5TuVQFwt6oQuLtaQoiISFgoJG7Gylatwn3wIACOpCTix40LaBzTNHlm7TN2fXmvy+mS2CXgda3/KpOsndaBdIbDYPzM/jgjHWw6VMDjC7bZz/1kTE/O6tkm4HlERERERESaVFmePwA+PgwuyATTF+DAhhX21gx/U7pZX1O7W32D9WlMERFpRAqJm7H8Dz+0rxMvnojDFdiO3B+yfmD1kdUARDgiuH3I7YGv6XApS/+1y65HTsygXUYiZZVe7nt7LZVe6z+SBndO4mcX9gl4HhERERERkbDzeqAw88RBcHlB4GNHxlmBr70TuJs/DE7uot3AIiLSrCgkbqZ85eUULfjMrpMuuyygcUzT5Jk1/l3EV/W+ik7xnQJbU3WbCbcVBKd1jmfUJd0A+P2nW9h5xDpcISbSyd+mDcMVoT5YIiIiIiLSxMoLax8OVzMILjgAPk/gYyd0Oi4IrnEd10a7gUVEpMVQSNxMFS9ahK/YCl0jM7oSM2xYQON8d/A71h9bb43jiOTWwbcGvKb1iw6Qvdv6TbrDYTD+pv44Ixx8ueUwc37YZz/38KUD6Nk2PuB5RERERERETprPC4WHThwEl+UGPnZEjBX41rcjOLkrREYHv34REZFmQCFxM1Wz1UTSlCkYAfwG+vhexNf0uYYOcR0CW8+RUpZ9uNuuR17SjbZdEjhaVMEv311v379oQHumnRZ4v2MREREREZE63GU1wt89tb/m7wefO/Cx4zv4w9/jdwXHt9NuYBEROSUoJG6GPDk5lHy/2K6TpkwJaJyvD3zN5pzNAEQ5o7hl8C0BjWP6TL6au7VWm4mRF2dgmiYPvLuOnJJKANolRPGHq4YEFGiLiIiIiMgprizPCn1zd1cFwHv9QXDRocDHdUbV3gVcMwhOzgBXbChWLyIi0qIpJG6GChcsAK8XgJgRI3B1afjOXJ/pq7WL+Nq+19Iutl1A69n03UEO7cgHwHAYnH9jP5xOB68t2cvX247az/352qGkxgV2uJ6IiIiIiLRyPh8UZ9feBWwHwnugPD/wsePa1u4HXDMIju8ADp2XIiIi8p8oJG6GCud/Yl8nTp4U0BiL9i9iW942AGIiYrh50M0BjVOUW86S93fZ9fCLutIuI5Ft2UU89skW+/6t53Tn3N5tA5pDRERERERaCa/bav9QX1uIvD3gKQ9sXMMJyV2sIDi1O6T2qB0KR+lMFBERkWAoJG5m3IcOUbZ6tVU4nSROnNjgMXymj2fXPWvX0/pNo01MmwaPY5omX7++FXeFtas5pUMsp03qRrnby31vr6HSY7Wf6N8xkQcm9m3w+CIiIiIi0gJVlpx4N3BBJpjewMaNiKnaAdzdvxO4OhBO6gLOyJC+DREREfFTSNzMFH7i30Ucd+aZRKSmNniMRfsXsSNvB2DtIp41cFZAa9n6Qzb7N1edBGzAeTf0JyLSye8+2szW7CIAoiIcPDltGFERzoDmEBERERGRZsY0oTS3dvhbMxAuORL42DEpdXcDVwfDCR10SJyIiEgTUUjczBTUbDUxqeGtJkzT5IX1L9j1tH7TSIlOafA4JQUVLH53h10PPa8LHXsm8c32o7yyeI99/zeT+tO7fUKDxxcRERERkSbk80Hhwfp3A+fthYrCwMdO7FwV/narGwjHJIfqHYiIiEgIKSRuRip27aJii9Xn13C5SLjwggaP8U3mN2zN3QpAtDOamQNmBrSWb9/aTkWpB4DENtGccVkPcksq+cU/19nPnN+vHdePzghofBERERERCTNPRVV/4N11ewPn7QVvZWDjOiIhuasV/NZqD9EdUjIgMiakb0NERETCTyFxM1I4f759HT9uHM74hh2+YJomL6zz7yK+tu+1pMWkNXgdu9YcYffao3Z93vX9iHA5ePCdtRwtqgCgTbyLx68egqGPg4mIiIiINJ3q/sC5u2v/ydtr9QfGDGxcV/xxu4FrBMJJ6eBQuzkREZHWRCFxM2GaJgU1QuJAWk0sPrSYjTkbAXA5XNw08KYGj1FR6ubbt7fb9YCzO5LeL5UP1mSyYFO2ff+Jq4fSJj6qweOLiIiIiEgDVRTVDYGrg+GirMDHjW1T/27g1B4Q10b9gUVERE4hCombifKNm3Dv2w+AIy6O+LFjGvR60zR5ft3zdn11n6tpG9u2wev44YNdlBZYHzuLSXRx5pW9yCoo4+EPN9nPTD+9K+f1a9fgsUVERERE5ATKC/wBcM5xgXCgB8UZDkhMr383cEo3iE4M5TsQERGRFkwhcTNRs9VEwgUX4IiObtDrl2UvY91Rq19wpCOSWYNmNXgNh3bks+m7Q3Y9ZmofomIj+OUrqykqt/oTd02N5TeT+jd4bBERERGRU15pbj2tIXZZX0tzAhvTEWEFvqk9/IfDVV8nd4UIV0jfgoiIiLROCombAdPrpfCTT+w6cfLkBo9RcxfxFb2uoENchwa93uv28fUbW+2625A29BzRlteX7uO7HccA69Nmf7pmKHFR+rEREREREanDNKuC4F1120Pk7ILy/MDGdbpqBME9rd3A1UFwUhdw6r/PRUREJDj6r4lmoHTlKjxHrI+QOVNTiTtzdINevyJ7BasOrwIgwojglsG3NHgNKxfsJS+7FIDIKCdjpvVhX04pv/vEHxzfdm4PTu+e2uCxRURERERaDdOEkqP+4Pf4PsEVBYGNGxFduyVEWk9/EJzYWQfFiYiISFgpJG4GaraaSJw4ASOiYf+zvLD+Bft6Sq8pdIrv1KDX5xwqZvWCfXY9+vKexCZHMfP5JZS5vQD0aR/Pzy7s06BxRURERERaJNOEouz620Lk7oHK4sDGjYz1h8DVAXD17uCEjuBwhPZ9iIiIiJwkhcRNzKyspOizz+w6cdKkBr1+7ZG1LMtaBoDTcHLroFsbNr/P5OvXt+LzmgC0757IoLGdeeHb3azeb30cLsJh8JdrhxEdqd0LIiIiItJK+HxQdKiethC7IW8PuEsDG9cVXyME7lk7DE7oYPVwExEREWlmFBI3seIlS/AWWB9Ji+jYkZjhwxv0+pc3vGxfT+oxiS6JXRr0+k3fHyJ7dyEADqfBedf3Y+fRYv66cLv9zH3jezOoc1KDxhURERERaXI+HxRmHtcaourguLw94CkPbNyoxON2Avfwt4eIa6sgWERERFochcRNrOjTBfZ14iUXYzTgI2Y78nbwdebXABgY3DKoYb2ISwsrWfqvXXY9/KKuJHWIZdZzS6j0+gAYkp7EneN6NmhcEREREZFGY5pQlFUVAu/yh8HVX70VgY0bnVy7L3DNP7FpCoJFRESkVVFI3ITMykqKFi2y68SJFzfo9S9v9O8iPr/r+fRI7tGg1y9+dwcVpR5r7rYxjLq4G//4bjfrM62dzS6ngz9fM5QIp3qjiYiIiEgTqj4srlYQvMtqDZG7G9wlgY0bm1a7L7B93R1idWCziIiInDoUEjehkh9+wFdUBEBk585EDxp40q/NLMpkwR7/LuRbBzesF/GBLblsX37YrsdO78PuvFL+tnCHfe/+C3vTu31Cg8YVEREREQlYaW49QXDVjuCKwsDGjG1TtSO4pz8ATusJKd0hJjm06xcRERFpoRQSN6HCBf4D6xImTMBowEfWZm+ajdf0AnBGxzMY1GbQSb/W4/byzVvb7Lr3qHZ06pvClTXaTAxNT+L2cxu2M1lERERE5EeVF/rD3+MD4bK8wMa0W0P0tL6m9fL3CY7W2RoiIiIiP0YhcRMxKysp+vJLu06cOOGkX3us7Bgf7PjArhu6i3j1Z/spOFIGgCsmgrOv6V2nzcSf1GZCRERERAJVWeLvC5yzs0aP4F1W24hAuBIgrYc/CE6tCoPTeqo1hIiIiEiQFBI3kZJly/AVWh+Zi+jUkejBg0/6tXM3z6XSVwnAoLRBnNHhjJN+bf7hUlYt2GvXoy/rwcHySrWZEBEREZGGcZdD3p4au4F3VvUI3mUdJBeIiBj/YXHH7wyOa6vD4kRERETCRCFxEyn8zN9qIvGik281UVhZyLxt8+z61sG3nvRrTdPkm7e24fOYALTrlkjfsztyzQs/qM2EiIiIiNTlqYT8fbXbQlTvDC7IBMyGj+l0Wf2A03rV3Rmc0BEc+jSbiIiISGNTSNwETLeb4oVf2HVDWk3M2zqPkqrTm3sk9eC8rued9Gt3rDhM5larz5thwLjr+vLqkr2sU5sJERERkVOXz2sFvjk7jusTvBPyD0DVORgN4oiA5Iy6/YFTe0JSOjicoX8fIiIiIhIwhcRNoGT5crwFVjAb0aED0UOGnNTryjxlvL7ldbu+ZfAtOIyTC3QryzwsfnenXQ85vwvFsQ7+snC7fe++C9RmQkRERGQHLp0AACAASURBVKRVMk0ozbGC32M7qlpD7KwKhHeDt6LhYxoOSOpStz9wag9I7grOyNC/DxEREREJC4XETaBoQY1WExMuwjjJj9R9sOMDcstzAegU14mLu1980nMu/3gPpYVWH+O4JBejJnVj5tyVVHisNhMDOyVy+xi1mRARERFp0SpL/C0hcnZV7Q6uCoTLCwIbMzG9dluItF7WdUoGRESFdv0iIiIi0iQUEjcy0+Oh6At/q4mECSfXasLj8zBn8xy7njlwJpGOk9udkXOwmPVfZdr12Vf35r0Nh1i2xwqcnQ6DP141hEi1mRARERFp/rxuyN9fYzdw1Z9jO6HoUGBjxrXz9wiuDoHTekFqd4iMCe36RURERKTZUUjcyEpXrMCbZ/UFjmjfnphhw07qdV/s/4KDxQcBSI5K5oreV5zU66oPqzN91qEinfsmE9c7gd//da39zE/G9GBQ56SGvA0RERERCSfThOLDdVtD5OyEvD3g8zR8zMg4aydwm95VgXAvf6uImOTQvwcRERERaTEUEjeywhqtJhIuOrlWE6ZpMnvjbLue1m8aMREnt6Nj+/LDZO20PlrocBicO7UPD/xrE8UV1v+x6NEmjnvH927AOxARERGRkCkv8B8Wl3NcIFxZ3PDxHBGQ0q1GCFzjT0IH6/RiEREREZHjKCRuRKbXS9HChXadOOGik3rdysMr2ZSzCYAoZxTT+k47qddVlHlY/J7/sLqh47vw/ZECFm09Alj/H+GPVw8hOlKnS4uIiIiEjacC8vbWaAuxw78ruORIYGMmdPL3B67+06a3DowTERERkYAoJG5EpStW4s21+gBHtG1LzIgRJ/W62Ztm29dTek4hLSbtpF63/KPdlFUfVpccRY+xHbnr2cX2928cncFp3VJPcvUiIiIickI+HxQerNsaImeH1T/Y9DV8zKhEf/hb3Rqiul9wVHzo34OIiIiInLIUEjeiws8W2NcJF154Uq0mduXv4tvMbwEwMLhhwA0nNdexzGI21Dqsrhd/+GI7eaVuADonx/DAxH4NWb6IiIiIlOVX7QbeflwgvAs8ZQ0fz+mC1B41QuAa/YLj2qg9hIiIiIg0CoXEjcT0+Sj64gu7Tpgw4aReN2fzHPt6XJdxdE/q/uNzmSbfvr0N0zqrjs59UziUYPCvtf7Trh+7YhDxUfqfX0RERKQOr+f/t3fnUXZe5Z3vv/vUXCWpNM+SNQ+WJdmysWzLeJIxNhgwhEAGaCDpIQOEppPV6Us6JKRv+vZa3aGTQHcnt7MSciE3kMvkkGAM2MY2nm3ZsmXN8zyUxqpSjefs+8d76pxTpZpVk+p8P2vVesf91iN7+fXRr3Y9Gy4cyraF2JNsO/YbzwzigQFqF3TTHmJZcj5l6y9JkiSNLlPCEdL85pukz9QBUDJlCtW33NznmDOXz/D9fd/PHX/qhk/163vtebXzYnUbf24pH/nGq7nrH7hxLvesnDmQ8iVJksafy+cKegQXhMHn9kOmbeDPq5p6ZWuIacuSmcJl/Vt0WJIkSRoNhsQjpP6JJ3P7E+67l1DS94yRv9/597Rl/4KybsY6bpxxY59j2lrSPP/tfbnjdffN52/fPs6Rc8mvP9ZWlfH7D18/0PIlSZKuTen27KJxHSHw7nwwfLlu4M8rqcgHwNOXF7SHWArVrvUgSZKka5Mh8Qipf+KJ3P7Ezff3ef/ltst8c9c3c8efXPNJQj960m15/BCNF1oAqJpYxsQN0/jff/Vi7vrn37OK6RMqBlK6JEnS2Hf5XMGM4N1Ql1007tx+yLQP/HkTZichcEcQ3LFvewhJkiSNQ0MWEocQ5gN/BDwITANOAN8DvhhjPN+P8TXAI8B7gQ3AAiAD7AL+HvhyjLF1qOodSS3799O6fz8AoaqKmjtu73PMd/d+l0utlwBYMHEB9y24r88xl+qaeP1Hh3PHGz+wlM8/toN0JmlOvHHxVD5yy4LB/BEkSZJGX7otmRWcmxG8JwmD63ZD07mBP6+0sqA/cEEYPG0ZVE4a8vIlSZKksWpIQuIQwlLgeWAm8CiwE7gV+CzwYAhhU4zxbB+PeSfwdeAc8BRJwDwFeD/w34APhRA2xxibh6LmkVQ4i3jCnZtIVVb2en97pp2vbf9a7vhfXP8vKOnHjJXnvr2XdHsGgJnXTeRlmtl65AIA5SUp/vOH1vZrNrIkSdKoajxbMCN4T7Y9xO4kIB7MrOCJc5NF4qYth+kr8vu1CyCVGvLyJUmSpGvNUM0k/p8kAfFvxRi/3HEyhPAl4HPAHwO/1sczTgIfA/6/whnDIYTfAX4K3AH8JvAnQ1TziGn4SUFIvHlzn/c/deQpjjUcA6C2opYPLPtAn2OO7jzH/tfzq22ves91/MK3t+SOf+PepSydMWEgZUuSJA2f9tbsrOAuM4LP7oGmPn8J7UqlVdkZwcuSIHja8mwYvAwqJg55+ZIkSdJ4ctUhcXYW8QPAQeB/dLn8B8C/Bj4eQvjtGGNjT8+JMb4BvNHN+foQwp8AfwfcwzUWEredPk3T1q3JQUkJE+6+u88xX9/+9dz+R1Z8hKrS3lfDzqQzPPsPe3LHKzfO5stbD9PYmgZg6Ywafv2epYOoXpIk6So11hXMCO5YPG5PEhDH9MCfN2leNgxekW8NMX05TJrvrGBJkiRpkIZiJvG92e2PYoyZwgvZgPc5khD5NuCJroP7qS277dfvF4YQXuvh0qpBfv9Ba3jqp7n96ltuoXTKlF7v3352O1tOJzOAS0MpH1350T6/x7ZnjnPueJK/l1aU0L5mEj/6zoHc9f/rQ+uoKHWBFUmSNEwyabhwKN8r+Myu/P5gegWXVV/ZJ3j6cpi6FCr8zShJkiRpqA1FSLwyu93dw/U9JCHxCgYfEv9KdvvDQY4fNfVP/CS3P7EfrSb+bsff5fbftehdzKqZ1ev9zQ1tvPz9/bnj9Q8s5Heeyv+r+Mgt87l18dSBlCxJktS91sv5/sAdX2d2J+fSLQN/Xu2C7sPgiXOdFSxJkiSNoKEIiWuz24s9XO84P3kwDw8hfBp4kKQVxV/3Z0yM8eYenvUasGEwdQxGuqGByy+8mDueuPm+Xu+va6rjsQOP5Y4/vvrjfX6Pl//5AC2XkwnWk2ZU8Wxo5uj5JgAmV5fxHx5aPZjSJUlSsYqxoEVElzD44uGBPy83K3hF50Xjpi2F8pqhr1+SJEnSgA3VwnXDIoTwIeBPSRa1+7kYY1sfQ8aUxmefJbYlJVesXk3ZvHm93v8Pu/6Btkxy/7oZ61g7Y22v958/2ci2p4/ljpfcP48/+tG23PH/8dAqptaUD7Z8SZI0nnW0iDiz+8pAeDALx9XMhBkrs7OBO7Yrkh7CzgqWJEmSxrShCIk7ZgrX9nC94/yFgTw0hPAI8A3gNHBvjHF/H0PGnPqf5Ltr9NVqojXdyjd3fTN33J9ZxM9/ey8xEwGYu2IyX9l5jLZ0crxh4WR+/uYFgylbkiSNJ62N2RYRe7K9gjsWkRtEi4iQgimLC8LgFdlAeBlU9b7ugiRJkqSxayhC4l3Z7Yoeri/PbnvqWXyFEMLPA/8vyQzi+2KMewZf3uiIra00PP107nji/b2HxI8deIxzzcnCLjOrZ7L5ut7vP7LjHAffOpscBGhbW8sLT+wEoCQV+OMPriWVClfxJ5AkSdeMXIuIghC4Y/G4QbWIqMmHwDNW5FtFTF0CpRVDX78kSZKkUTUUIfFT2e0DIYRUjDHTcSGEMBHYBFwGXuxucFchhF8G/hY4xjU6gxig8ZVXyDQ0AFA2bx4VK1f2eG+MsdOCdb+46hcpS5X1eH8mE3nuW3tzx0vfMYv/+NKB3PEn71jE6jmTrqZ8SZI0FmXScP5gEv52BMId7SKaB/RLW4kJswp6BRcEwi4cJ0mSJBWVqw6JY4z7Qgg/Ah4AfhP4csHlLwI1wF/GGBs7ToYQVmXH7ix8VgjhEySL0x0iCYgPXW19o6XhiYJWE/dvJoSeZ/W+duo1dpzbAUBlSSUfXv7hXp+984UTnD2WBNCl5SlerGmnriH5ddFZkyr43Lt6mtQtSZKuCW1NSTuIM7uyM4J3FbSIaB3Ys0IJTF2cDYI7+gVn96sGta6wJEmSpHFmqBau+w3geeDPQwibgR3ARuBekjYTv9fl/h3ZbS45DSHcSxIQp0hmJ3+qm2D1QozxT4eo5mETMxnqn3gydzyhj37EhbOIH176MJMre/4LW2tzOy8+mp9cPe/2WfyXN/LHX3h4DRMqxvR6hJIkqUNLfTIT+MzOJAjuCIXPHwTiwJ7V0SKi0+JxK5KA2BYRkiRJknoxJGlidjbxLcAfAQ8C7wFOAH8GfDHG2J8lsq8jCYgBfqWHew4BYz4kbn57O+2nTgFQUltL9YYNPd57rOEYTx7JB8q/vOqXe332lscP0XQpmUFUM7mCr549S8z+HfKuFTN4z9rZV1m9JEkacpfPJUFwRwh8ZmfSIuLSsYE/a8Lsgn7BBYHwpLnQy28uSZIkSVJPhmzKaYzxCPCpft57xd9gYoxfBb46VPWMpsIF6ybcczehtOd/zN/c+U0y2TbOt8+5nWVTlvV4b/25Zt74yZHcccn6Kby6NelFXF6S4ovvX9NrWwtJkjSMYoT6k/kA+MzO/Czhy3UDfFiAKYtgxqpsn+CVSSA8bZktIiRJkiQNOfsSDINOIfHdd/d4X3N7M9/Z+53c8S+t/qVen/vio/tItyWB8tQFE/iTvcdz1371nYtZPL1msCVLkqT+ymTg4uF8ANzRM/jMLmi5NLBnpcpg2tLsjOBsENwRBpdVDU/9kiRJktSFIfEQa6+ro/mtt5KDkhJq7ryzx3sfP/g4F1suAjC3Zi7vnPfOHu89c7ie3S+dyh0fnF9O3Y5ksbrZkyr59L09z0CWJEmDkG6DcweyAXDBrOC6PdDeNLBnlVbl+wXPWJnMEJ6+MukXXFI2PPVLkiRJUj8ZEg+xhmeeze1X33QTJZMm9XjvN3d9M7f/kZUfoSRV0uO9L3x3b25/xsrJfGlXfhbx59+7mhoXq5MkaXDamuHs3i5tInbB2X2QaRvYsyomXTkreMZKqF0IqVTf4yVJkiRpFJgsDrGGZ57J7U+4p+dWE2/Xvc1bdcmM47JUGR9c/sEe7z2y/RxHdiRr/4UAj5c0k84kq9VtXDyV962bMxSlS5I0vrXUZ0PgXfmvul1w/iBk1wfot+rp+X7BM1ZlF5FbBRNnu3icJEmSpGuOIfEQim1tNP7sZ7njmrvu6vHeb+z6Rm7/wUUPMrVyavfPzESeL5hFXLN6Mk8cPwFASSrwxQ+4WJ0kSZ00X0wC4NM7smFwdmbwpaMDf9akefkAOBcIr4SaaUNftyRJkiSNEkPiIXR5y+tkGhoAKJ07h4rly7u970LzBR478Fju+KOrPtrjM3e/coq6I8kzS8pS/D8Xz+euffy261g1u+d2FpIkjWvNl7Ih8A44vTPZntkFl44N8EEBpizKt4aY3tEzeDlU+v9ZSZIkSeOfIfEQanj66dz+hLvv7nGG76P7HqUlnSw6t3rqatZNX9ftfe1taV56dH/uuGVJDftOnQZgWk05n3vXiqEqXZKksSsXBu9Mvk7vSLYDDYNTpTBtWcHM4GwoPG0ZlFUNT+2SJEmSdA0wJB5CXUPi7mRiptOCdb+46hd7DJO3PX2M+nPNAJTXlPIXZ+py1373wVXUVrkauiRpHGmpL2gT0REI7xx4m4hUWTILeMYqmLk6GwavhqmLocT/d0qSJElSV4bEQ6T16FFa9+0DIFRUULNxY7f3PX/8eY7UHwFgUvkkHlz8YLf3tVxu49XHDuaOD88uo/5ssqjO2nm1fPjm+UNYvSRJI6iloaBNxI58z+CLRwb2nFwYnA2BZ64yDJYkSZKkQTAkHiKFs4irN95Kqqr7X1v9xs78gnWPLHuEqtLu79vy+CFaGtsBqJhczt/VnYPshOMvvO96UikXq5MkjXG5MHhnQd/gnYMIg0th2vJsCLwqP0N46hLDYEmSJEkaAobEQ6Q/rSaONRzjmaPP5I4/svIj3T/rfAtbn8z/au1LE9JkkrXreHjdHN6xaOoQVCxJ0hBpaYC6XfkQuKNNxMXDA3tOR8/grm0ipi01DJYkSZKkYWRIPAQyTU1cfunl3PGEu+/p9r5/2PUPRCIAm+Zu4rpJ13V736uPHSTdlrSWKJ1ewY/rL0CA8tIU/+GhVUNbvCRJ/dXamJ8ZXNg3+MIgwuCpS/PtITpmCE9dCqXlw1O7JEmSJKlHhsRDoPHFF4ktLQCUL1tK+fx5V9zTlm7je3u/lzv+6MqPdvusi2cus+Nnx3PHj4WmXJuJf/3OJcyfUj2ElUuS1I22ZqjbnQTBp7dnA+EdAw+DQ0kyCzg3M7ijTYRhsCRJkiSNJYbEQ6A/rSaePPIk55rPATCrehZ3zb+r2/te/qcDZDLJbOP09HLeaL0IAWZOrODX71k6xJVLkopauh3O7c8HwR3bc/sgZvr/nFwY3GUBuWnLDIMlSZIk6RpgSHyVYow0PJPvM9xTSPzt3d/O7X9o+YcoSZVccc/ZYw3sfvlUfkxbQ24W8b9/cBU1Ff7rkiQNQozJYnGFQfDp7XBmN6Rb+v+cUJIsFtcRAs9YmcwMnrYMSiuGr35JkiRJ0rAydbxKLXv20H78BACpiROpvummK+45Wn+UF068AEAg8MFlH+z2WS/9436yLYupn1rKoUwTAOvm1/Khm65sYSFJ0hUazsDpt7sEwjuhtX4ADwkwZRHMvD4JgTtaRUxfbhgsSZIkSeOQIfFVKmw1UbNpE6HsytXXv7PnO7n9TfM2MWfCnCvuOXXgEge21uXHtDbk/u184eHrSaXCEFYtSbrmNV9Mwt+urSIu1/U9ttDEufkguCMUnrESymuGp25JkiRJ0phjSHyVGn/2XG5/wl1X9hluz7R3WrDuw8s/3O1zXnx0X27/1OQUp7NTit+7bg63LJo6VOVKkq41bU35ReROdcwQ3gGXjg7sOZWTYdaagkB4TdI2omrK8NQtSZIkSbpmGBJfhUxTE01btuSOazZtuuKeZ44+w5mmMwBMr5rOXQuuDJKP7jrP0Z3nk4MA309fhhIoKwn87rtXDU/xkqSxJd2eLBh3xSJy+we2iFxZTRL+Fs4Mnnk9TJgFwd9KkSRJkiRdyZD4Klx+9VViWxsAFcuXUTZr5hX3fHtPfsG6R5Y9QlmqczuKGCMvFcwiPjARzqeSWcQfv20RC6dVD0fpkqTREiNcONylZ/AOqNsF6db+PydVBtNXwKzrOwfCtQshlRq++iVJkiRJ444h8VUobDVRc8cdV1w/2XiSnx37We74Q8s+dMU9h946y8n9l5KDFDxOMwATK0v5zH3LhrhiSdKIarqQBMGn3s62itgOp7YPfBG5qUuunBk8bSmUXNkHX5IkSZKkgTIkvgqNzz+f2++u1cR393yXTPZXhDfO2ciCSQs6XY8x8vI/Hcgdb6vKUJ+dRfzpe5cxpaZ8OMqWJA21dBvU7ckGwdlA+NT2gfcNnjT/ykXkpq+Acn+rRJIkSZI0fAyJB6nt1Gla9uwBIJSVUX3LLZ2upzNpvrP3O7nj7hasO/jWWc4cTmaTxZLAMyUtAMybXMUn7lg0TJVLkgYtRrh0PDsjeFsSBJ96O1lYLtPW/+dUTU1C4MJWETNWQdXk4atdkiRJkqQeGBIPUuML+VnEVRs2kKruPMvr+ePPc7LxJABTKqZw38L7Ol2PMfJKwSzi18vaaMy2kPz3D66ksqxkmCqXJPVLS33SK7hTq4i3oflC/59RUg4zVsLMNTBrTTYUXgMTZ7uInCRJkiRpzDAkHqROrSa66Uf8rd3fyu2/f+n7KS/p3Dri4Jt1uVnEmRS8WJ7MQFs7r5b3rZs7HCVLkrqTbodz+zu3iTi1DS4cGthzahcmIfCsNdlZwjfYN1iSJEmSdE0wJB6EGCONz7+QO+4aEtc11fH00adzxx9a0XnBuq69iLcUzCL+/HtWk0o5u0yShkXD6c5tIk6/Dad3Qrql/8+omFQQBGdnCM9cDZW1w1e3JEmSJEnDyJB4EFp27yZdVwdAyeTJVF6/utP1f9r3T6RjGoANMzewpHZJp+sHttZRd6QBgHQKXqpoB2DzqpncvnTacJcvSeNf62U4s7OgTUQ2GL5c1/9npEph2vLObSJmrYHa+baKkCRJkiSNK4bEg9D4XL7VRPXttxFK8v2DY4w8uu/R3PEjyx7pNDbGyCv/3HkW8eVUkjf87kOrhrFqSRqHYkzaQpzclm0VsS0Jhc/uA2L/nzNxbjYIzraJmHU9TF8BpRXDVrokSZIkSWOFIfEgND73XG6/a6uJ7ee2s/fCXgCqSqt4YNEDna53mkUc4OXsLOIP3jSPFbMmDmfZknRta21MFpI7+VY+ED71NrRc6v8zymqS1hAdbSI62kZUTx2+uiVJkiRJGuMMiQco09LC5VdfzR1P6BIS/+Pef8zt37/wfmrKanLHXWcRv1aezCIuKwl87v4Vw1i1JF1DYoSLR5MQ+OS2bBi8bWCzg0MKpi7NLiR3Q3aG8PUweRGkUsNZvSRJkiRJ1xxD4gFqeu01YkuywFH5okWUzZuXu9aWbuMHB36QO37/svd3Gnvgjfws4vYAr2RnEf/SrQtZMLV6uEuXpLGnrSmZHdwxK7gjFG6+0P9nVE1JguDZa/Ozg2esgrKq4atbkiRJkqRxxJB4gBqfz/cj7tpq4pmjz3ChJQk2ZtfM5tbZt+auxRh55QcFvYizs4iry0v49H3Lh7lqSRplMUL9ic4zg09ug7N7IGb694yQgmnLsoHwDTArGwpPmutCcpIkSZIkXQVD4gFqKAyJ79zU6dr39n0vt/++Je8jFfK/0nxo29lOs4g7ehH/yqbFzJjowkiSxpH2Fjizs2AxubeS/aZz/X9GRW02CL4hv52xCsr9rQtJkiRJkoaaIfEAtJ89S8v2HclBSQnVt+ZnCp9tOsvPjv4sd/yBZR/I7ccYee2xQ7njN8rbaUpBbVUZ/+quJcNfuCQNl/pT+RC4YzG5ut2Qae/nAwJMXZKfGdwRCNfOd3awJEmSJEkjxJB4ABpfeDG3X3XjjZRMmJA7/sGBH9Aek1Dkxhk3ct2k63LXju+5wMn9FwFIE3mlog2A37hnKbVVZSNRuiRdnUwa6vbAybfg5JvJ9tQ2aDzT/2eUT0zaQ+RmCK+FmauhvKbvsZIkSZIkadgYEg9A43PP5fZr7ri907V/3PePuf3CWcQArz12MLe/rTxNQwpmTargE3csGpY6JemqtDbCqe1wcms2FH4rOW5v6v8zpiwqWEwu2zKidiGkUn0OlSRJkiRJI8uQuJ9ijDS+8ELuuHDRul3ndrHz3E4AKkoqePeid+eunTp4iSM7zgOQIeZ6Ef/W5uVUlpWMROmS1LOG0/mZwSffghNvwtm9QOzf+LIamHV9l8XkroeKicNatiRJkiRJGjqGxP3Udvgw7SdPApCaMIGqtWtz1x7d92hu/76F9zGxPB+OFM4i3lmW5kJJZOHUaj5yy4LhL1qSOmQycP5AEgifKAiFG072/xkT5yYzg+esy88SnrLY2cGSJEmSJF3jDIn76fIrr+T2q27eQChN/tG1Zdr45/3/nLv2yNJHcvtnjzVwYGtd7vilymQW8WfuW0ZZiaGKpGHS1gxndnQOg09tg9aG/o0PKZi+IgmBc1/roGb68NYtSZIkSZJGhSFxPxWGxDXveEdu/7ljz3Gu+RwAM6tnsnHOxty1LY8fyu3vKU1TVxJZNK2aD940bwQqllQULp/LB8EdbSPO7IKY7t/4sursYnLZIHj2uuxictXDW7ckSZIkSRozDIn7IcZI48v5kLj61ltz+9/f9/3c/vuWvI+SVNJn+OKZy+x55VTu2ouVbUDSi7jUWcSSBipGuHC4cxh88i24eKT/z6iZkQ2Cs7OD56yHqUsgZX90SZIkSZKKmSFxP7QdO0b7iRMApKqrqbz+egAa2xp5+ujTufseXvJwbn/Ljw4Ts+s+HSxNc7I0smR6De9fP3fkCpd0bUq3Q93ubP/grflguPli/58xdWnnMHj2WpgwC0IYvrolSZIkSdI1yZC4Hy4XzCKu2pDvR/zk4SdpSbcAsHzKcpZNWQZA44UWdr5wIjfmxYqkF/Fn73cWsaQu2lvg9I4kDO74OrUN2pv7N76kImkPMWddfpbwrDVQMbHvsZIkSZIkSRgS90thP+Lqgn7Ejx14LLf/nsXvye2/+dQRMu3JNOLjJRmOlGZYNnMCD69zFrFU1Fovw6m34cQb+UD49A7ItPVvfOXkgjA4GwhPXw4lZcNbtyRJkiRJGtcMifuhU0h8axISn28+zwvHX8idf2jxQwC0Nrez7ZnjufMvVbRBSHoRl6T8NW+paDRfTNpE5GYIvwl1uyBm+jd+0rxsm4h1+XYRtfNtFyFJkiRJkoacIXEf2o4fp+3oUQBCVRVVN9wAwI8P/Zj2mLSRWD9jPfMmzANgx3MnaG1Kzp9LZdhXlmHFrAm8d+2cUahe0ohoPAsnt3ZuGXFuf//HT1mcBMFzOgLh9TBhxvDVK0mSJEmSVMCQuA+dZhHfdCOhLPm17h8c+EHufMcs4kw6wxtPHM6df7WinRjgs5tXOItYGg9ihPqT+SC4Y2G5i0f6+YAA01dkA+H1+RnCVZOHtWxJkiRJkqTeGBL3obGbfsQnG0+y5dQWAFIhxbsXvRuAfVvO0HAuWcjucoi8XZ5m5ayJPHTD7BGuWtJVixEuHO48O/jEVmg83b/xqVKYsbpzIDxrDVRMGN66JUmSJEmSBsiQuA+d+xHfCsAPD/yQSLIw3cbZG5leNZ0YI6//OD+L+PWKdtoDfPq+ZaScRSyNbZlM0h6icEG5E1uh+UL/xpdUJAFwYSA883ooqxzeuiVJkiRJkoaAIXEv2k6dou1QEvyGigoq164Fum81nqTTygAAHztJREFUcWz3Bc4crk/GEXm9vJ3F02t4j72IpbElxnwgfPx1OJ4Nhlsu9W98WU1B7+DsdsZKKCkb3rolSZIkSZKGiSFxLy6/nJ9FXHXjjaTKyzl48SA7zu0AoCxVxubrNgPwRsEs4rfL0zSl4NfvXmovYmk0xQgXDmXD4I5A+A1ovti/8ZW1BbODb0y2U5dAqmR465YkSZIkSRpBhsS9uNxNP+LHDjyWO3fX/LuYVD6Js8cbOLTtLACRyCsV7cytreSRm+aNbMFSMYsxWUDu+Bv5UPjEG9B0vn/jq6clQfDcG/PB8OTrIPiDHkmSJEmSNL4ZEveicz/idxBj7LbVxNafHMmd21OW4UJJ5HN3L6W8NDVyxUrFJEa4dLxzGHz8dbh8tn/jq6bA3JuSrzk3Jtva+QbCkiRJkiSpKBkS96D9zBlaDxwAIJSXU7V+PTvO7eDgpYMAVJdWc/f8u2m82MKul0/mxr1S0c70CeV89B0LRqNsaXy6dKKgh3C2bUTj6f6NraztHAbPvQkmLzQQliRJkiRJyjIk7kHhLOKqdetIVVTw2Fv5VhObF26msrSSF3+6j0x7BOBYSZrjpRl+984lVJbZs1QalIbT+SC4IxRuONn3OICKSUmbiI4weO6NMGWxgbAkSZIkSVIvDIl70Nil1UQmZvjhwR/mzj20+CHa29K8/ezx3LlXK9qZVFnKx25bOKK1StespvNJCHxsSz4QvnSsf2PLJ+R7CHeEwlMWQ8o2L5IkSZIkSQNhSNyDzv2Ib+Xturc52ZjMZqytqOW2ubex96XTNDe0AXApZNhTluEzdyxhYmXZqNQsjWltTXDyLTj2WhIKH3sNzu3r39iymuwM4YJAeOpSA2FJkiRJkqQhYEjcjfazZ2ndmw2vysqoWr+en2z/i9z1exfcS2ko5c2njubOvV6RprK8hE9uWjzS5UpjTyYNZ3Z2DoRPb4dMe99jS6tgzrrOC8tNXw4pW7hIkiRJkiQNB0Piblx+7bXcftXatYTKSn5y6Ce5c/cvvJ9TBy5x5nA9AO1E3ipv55c3LmZqTfmI1yuNqhjhwqGCQHhLsshc2+W+x6bKYNYamHczzNsAczfA9BVQ4qtJkiRJkiRppJjEdKNp69bcfvXNG9h7YS+H6w8nx6XV3Db3Np7+6t7cPTvK07SVBn71nc4iVhFoOAPHt3SeJdx0rn9jpy3PB8LzboZZN0BZ5fDWK0mSJEmSpF4ZEnejMCSuWr+e7xx+Inf8zvnvpL0B9m05nTu3pbyd962fy5zaqhGtUxp2LfVwYmvnWcIXD/dv7KR5SbuIjlB4zo1QNXl465UkSZIkSdKAGRJ3Edvbad72du64ct06nnjpL3PH9y+8n7efPU4mHQE4WpLmdGnkXzqLWNe69lY4tS07Szj7dWYnEPseW1mbtIoobBsxac6wlyxJkiRJkqSrZ0jcRcvu3cTmZgBK587hZFULO8/tBKAsVcYdszfx7f+Vn2m8pSLNHUunsWZu7ajUKw1KRx/ho68mX8dehRNvQrql77GllTB7Xee2EVOXQAjDX7ckSZIkSZKGnCFxF01vvpnbr1q3nicOP5k7vmPuHZzc1sjlS60A1IfInrI0/+GdS0a8TmlAWuqTmcFHX8mHwo1n+h4XUjBjdT4MnrcBZl4PJWXDX7MkSZIkSZJGhCFxF01vdO5H/JNDP8kdb164mbe+ezR3vLWinSWzJnD3ihkjWqPUq0w6aRNx9NUkFD72GpzeQb/aRkxZ1LltxJz1UF4z3BVLkiRJkiRpFBkSd1E4k7hl5ULe2PMGACWhhHXcyg/37wIgTeTN8nZ+/87FpFL+mr1GUf2pZGZwRyh8/HVobeh7XEVtEgTPfwfMvyUJhmumD3+9kiRJkiRJGlMMiQukL16kdf/+5KC0lJ/VHM9du3nWzRx87mLueFdZmqpJ5Txy07yRLlPFrK0ZTr6Zbxtx9FW4eLjvcSEFs9bAvFvyofC05ZBKDX/NkiRJkiRJGtMMiQs0vbUtt1+5ciU/PvV07vjemfez5/unc8dbKtr5+G3LqSwrGdEaVURihPMH8mHw0Vfg5FuQaet77MQ52dnB2VB47o22jZAkSZIkSVK3DIkLNG19I7efumE1r5z8fu540an1bG0/CcDJkgznKgMfu23hiNeocaytKWkVceQlOPJy8nW5ru9xpVVJCFwYCtc6w12SJEmSJEn9Y0hcoLAf8b55KdIxDcC6aes4+kp97tqb5e383M3zmTahYsRr1Dhy8WjnQPjkm5Bp73vctOVJINwRCs9aAyVlw1+vJEmSJEmSxiVD4qwYI81b8yHxkxOPQGuyf2/VQ5w91ghAK5Ed5Wm+dOfi0ShT16r21iQEPvJyPhiuP973uMrJ+R7CHYvLVU0Z/nolSZIkSZJUNAyJs9oOHyZ94QIAqUmT+GH71ty1WYdXcZhLAOwqT3P7yhksnTFhVOrUNaLhdD4QPvpK0kaivbnvcTNWwYJbYf6tsGAjTFvm4nKSJEmSJEkaVobEWYWtJi6vmEdLZg8AqyZez4mnG3PX3ipP80e3Xzfi9WkMS7fD6e1w9OV8MHz+YN/jyickM4MXbEy+5jtLWJIkSZIkSSPPkDir6Y38zOG98/IzN+9qfi9tLUlv4rOpDEyr4J6VM0e8Po0hTefh6Kv5thHHXoPWhr7HTVmcDYTfkWxnXg+pkuGvV5IkSZIkSeqFIXFW4Uzip2tP5PZrD1xHPUlI/GZ5mo/dvpiSVBjx+jRKYoQLh+Hwi3D4hWR7Zkff40oqYN6GpHXEgo1JX+EJ/nBBkiRJkiRJY48hMZBpaaF5587c8atTLwKB+W1LqT+SBMRpInuqMvzlLfNHqUqNiEwaTm2Dwy/lQ+H+LDA3cS4s3JjvJTx7LZSWD3+9kiRJkiRJ0lUyJAaat2+HtjYAmuZOpbEqWaTunZcezt2zpyzNfTfOYdqEilGpUcOk9TIcezU/U/jIK9Ba3/uYVCnMXpdtHXFr8lXrDw8kSZIkSZJ0bTIkBpq25vsR75+X9IhNZUqYfHgRMXv+rfI0f3KbC9Zd8xrOwJEX86Hwia2Qae99TPnEJAheeDssvC1ZbK68emTqlSRJkiRJkoaZITHQXNCP+KWp5wFYfG4dsTlZwO5iyFC9oIYNCyePSn0apBjh3P5s24hs64ize/seN3FONhDOhsKz1rjAnCRJkiRJksYtQ2Kg6Y38TOJdcyMQuPnc5ty5tyrSfPyORYTggnVjWiYDp7fDoefh0HPJtvF03+NmrE7C4I5QePJC8N+1JEmSJEmSikTRh8TtZ87QdjxZmCxdVsLhGTCxeSpTzy4AIEPkwAT4wI1zR7NMdSfdDiffzAfCh56H5gu9jykph7kb8qHwgluheurI1CtJkiRJkiSNQUUfEjcVtJo4NLeUdEma5SduyZ07UJrhwVvnU11e9P+oRl97KxzfkoTCB5+DIy9Ba0PvYypr8zOEF94Oc26EssqRqVeSJEmSJEm6BhR98tm0NR8Svz2rFWIJK+ryIfH28jRfccG60dF6GY69mgTCh56Do69Ae3PvY2pmwHV3wHV3JtuZ10MqNTL1SpIkSZIkSdegog+Jm7dty+3vmRuYdnkuk5tmAdBKZPqKWpbNnDBa5RWXlno4/FK+fcSx1yDT1vuYSfPguk1JILzoTpi2zH7CkiRJkiRJ0gAUfUjccuBAbv/QzMCyuptzx3vL0vz8bQtHo6zi0FIPh1+EA8/AwWfhxFaImd7HTFmchMKLssHw5OsMhSVJkiRJkqSrUNQhcaaxkfYTJwBoT8HpWrjv0E256wdr4IHrZ49WeeNPW1PSR/jAM3Dg2aS/cKa99zHTV2YD4WwoPMkFBCVJkiRJkqShVNQhccuBg7n9k1NgetNiJrZMA6ApRNZsmElVeckoVTcOtLcmPYU7QuGjL0O6tZcBAWbfkA2ENyULzU2YMWLlSpIkSZIkScWoqEPi1gP7c/vHpnVuNbG7LM2v3rJgNMq6dqXb4fjrcPCZJBg+/BK0N/U+ZtZaWPxOWPROuO52qJoyMrVKkiRJkiRJAoo8JG7Znw+Jj09LsfRsvtVE3dRS3rFo6miUde3IpOHkW0k/4QPPwKEXoLW+9zHTVyah8OK74Lo7oWbayNQqSZIkSZIkqVtFHRK37s8vWnehdgXXNU8EoCFE7rx9HqmUC6J1EiOc2ZltH/EMHPwZNF/ofcyUxUkgvPguWHQnTLTHsyRJkiRJkjSWFHlInJ9JXFpyS25/Z3maL9xsqwkA6k/C/p/CvqeSbcPJ3u+fND8bCmdbSEz2n6MkSZIkSZI0lhVtSBzTaVoPHgQgnSplRvO6/LWF1SyeXjNKlY2y1kY4+Bzsz4bCp7f3fv+EWUkY3NFCYspiCM7AliRJkiRJkq4VRRsStx07RmxrA+DQ3DWUp6sBOJ/KcP+m+aNZ2sjKpOH4G7D/Sdj3UzjyEmTaer6/cnI2EL47CYWnrzAUliRJkiRJkq5hRRsSFy5ad2J2vtXEnooMn1k3bzRKGjnn9mfbRzyV9BZuvtjzvakyWHgbLLkHlt4Lc26EVMlIVSpJkiRJkiRpmBVtSNyxaF17SQXNNTfQMRd26urJ1FaXjV5hw6G1MQmD9/4k+Tp/sPf7Z65JAuEl98B1d0B5kbbekCRJkiRJkopA8YbEB5KZxHXT1xFCOQBnUhnee+d1o1nW0IgRzuyCvT+GPT+Gwy9AurXn+yfMzobC2WB44qyRqlSSJEmSJEnSKCvakLglO5P49IybcucOTYDfWzljtEq6Os2X4MDT2dnCT8DFIz3fW1YDi+7MB8MzVtpXWJIkSZIkSSpSRRsSt+7fTyRwYfLy3LmlN82grCQ1ilUNQIxw6u3sbOGfwJEXIdPe8/0z18Dy+2HZ/bDgNigtH7laJUmSJEmSJI1ZRRkSt58/T/r8eeonLqS9tBqA+pDhvZsWjnJlfWi+BPueTILhvU9A/Yme762YlLSOWP4uWLoZasf5YnySJEmSJEmSBqUoQ+LW/Uk/4vOTV+TOnaqE9fMnj1ZJPTt/EHb9EHY/Bgefg0xbz/fOXgvL3pUEw/PfASXjbAE+SZIkSZIkSUOuKEPilmxIfKEgJK6eX0MqNQb68mbScPTVJBTe9UM4s6PneytrYel9STC8bDNMnD1ydUqSJEmSJEkaF4oyJG7df4BMSHGhdmnu3PXrZ45eQS31SRuJXT+EPY/D5bM93zt7Lax4MAmG590MJUX5r1CSJEmSJEnSECnKhLFl/37qJ15HurQSgEupNO/fMMKzcBvPwq4fwI7vw/6fQrql+/tKKmDJ3UkwvOLdUDt/RMuUJEmSJEmSNL4VZUjcuG835yevyx2fqylhwdSa4f/GF4/Czn9OguFDz0HMdH9fzcwkEF75ULL4XPkI1CZJkiRJkiSpKBVfSBwj8fhJzt/wc7lTkxdNHL7vV7cXdvxjEgwf39LzfbPWJqHwygdhzk2QSg1fTZIkSZIkSZKUVXQhcWxtJcYSLhb0I15/8xC3mjizG7Z9C7Y/Cmd29nBTgAUbYfX7YPXDMGXR0NYgSZIkSZIkSf1QdCFxpqWFS1NXkikpB+BCaQsfv3EIQuILR2Dbt5Nw+ORb3d+TKoXFd8Gqh2HVe2HiCPdBliRJkiRJkqQuii4kji0tnJ+8InfcMKmUSZVlg3tYw2l4+3tJMHzkpe7vKa2CZZuTGcMr3g1VUwb3vSRJkiRJkiRpGBRdSNze3NQpJJ61dMbAHtB0AXb+E7z1LTjwdPeLz5VUwIoH4Iafg+UPuPCcJEmSJEmSpDGr6ELiTEsLl2oX547fsXFOPwalYd9T8PrXYNcPIN165T2hBJbcA2s/nLSSqKwdspolSZIkSZIkabgUX0icTpFJJe0lLpbWc+vqXmYSn90Hb/wdvPH3UH+8+3sW3p7MGL7+EZgwwFnJkiRJkiRJkjTKii4kTpdU5vYbpgbKSlJdbmhP2km88ldw8NnuHzJ7XTJjeM2HYPKCYaxWkiRJkiRJkobXkIXEIYT5wB8BDwLTgBPA94AvxhjPD+A5U4EvAI8Ac4CzwA+BL8QYj15tnemSitz+whXz8hcazsCWr8KrfwOXjl05sHo6rP8FuPGXYdb1V1uGJEmSJEmSJI0JQxIShxCWAs8DM4FHgZ3ArcBngQdDCJtijGf78Zxp2eesAJ4EvgGsAj4FvDeEcHuMcf/V1JouKc/t37VpSdJS4pn/Ctu+fWWv4VCSLDx308eSbWk5kiRJkiRJkjSeDNVM4v9JEhD/Vozxyx0nQwhfAj4H/DHwa/14zn8mCYi/FGP87YLn/BbwZ9nv8+DVlRoAaIunWb37v8FLfwmZts631MyAmz8Jt/wKTJp7dd9OkiRJkiRJksawVN+39C47i/gB4CDwP7pc/gOgEfh4CKGmj+dMAD6evf8Pu1z+CnAIeHcIYcnV1gxQW7qN8MJXOgfE826BD/7f8Lm34b7/aEAsSZIkSZIkady76pAYuDe7/VGMMVN4IcZYDzwHVAO39fGc24Aq4LnsuMLnZIDHu3y/q7Kw8vX8wYLb4Fd/DP/qCVj/USit6HmgJEmSJEmSJI0jQ9FuYmV2u7uH63tIZhqvAJ64yueQfU6vQgiv9XBpFQAxw4bqrVC7EN71RVjzQQihr8dKkiRJkiRJ0rgzFCFxbXZ7sYfrHecnj9Bz+lTZfIwp7/q3cPtvQlnV1T5OkiRJkiRJkq5ZQ7Vw3ZgSY7y5u/MhhNdSsX5DesoxuOvzI12WJEmSJEmSJI05Q9GTuGOGb20P1zvOXxih5/Rq2nVz+dd/akAsSZIkSZIkSTA0IfGu7LanXsHLs9ueeg0P9XMkSZIkSZIkSf00FCHxU9ntAyGETs8LIUwENgGXgRf7eM6LQBOwKTuu8DkpksXvCr+fJEmSJEmSJOkqXXVIHGPcB/wIWAT8ZpfLXwRqgK/FGBs7ToYQVoUQVnV5TgPwtez9f9jlOZ/OPv/xGOP+q61ZkiRJkiRJkpQYqoXrfgN4HvjzEMJmYAewEbiXpD3E73W5f0d2G7qc/zxwD/DvQgg3Ai8Dq4EPAKe5MoSWJEmSJEmSJF2FoWg30TGb+BbgqyTh8G8DS4E/A26LMZ7t53POArcDfw4syz5nI/A3wM3Z7yNJkiRJkiRJGiJDNZOYGOMR4FP9vLfrDOLCa+eAz2a/JEmSJEmSJEnDaEhmEkuSJEmSJEmSrk2GxJIkSZIkSZJUxAyJJUmSJEmSJKmIGRJLkiRJkiRJUhEzJJYkSZIkSZKkImZILEmSJEmSJElFzJBYkiRJkiRJkoqYIbEkSZIkSZIkFTFDYkmSJEmSJEkqYobEkiRJkiRJklTEDIklSZIkSZIkqYgZEkuSJEmSJElSETMkliRJkiRJkqQiZkgsSZIkSZIkSUXMkFiSJEmSJEmSipghsSRJkiRJkiQVMUNiSZIkSZIkSSpihsSSJEmSJEmSVMQMiSVJkiRJkiSpiBkSS5IkSZIkSVIRCzHG0a5hxIQQzlZVVU1dvXr1aJciSZIkSZIkSVdlx44dNDU1nYsxTrua5xRbSNwClABbR7sWSdeEVdntzlGtQtK1wneGpIHwnSFpIHxnSOrJIuBSjHHx1TykdGhquWZsA4gx3jzahUga+0IIr4HvDEn94ztD0kD4zpA0EL4zJA03exJLkiRJkiRJUhEzJJYkSZIkSZKkImZILEmSJEmSJElFzJBYkiRJkiRJkoqYIbEkSZIkSZIkFbEQYxztGiRJkiRJkiRJo8SZxJIkSZIkSZJUxAyJJUmSJEmSJKmIGRJLkiRJkiRJUhEzJJYkSZIkSZKkImZILEmSJEmSJElFzJBYkiRJkiRJkoqYIbEkSZIkSZIkFbGiCIlDCPNDCH8dQjgeQmgJIRwMIfxpCGHKaNcmaXRk3wOxh6+TPYy5I4TwgxDCuRBCUwjhzRDCvw0hlIx0/ZKGXgjhwyGEL4cQng0hXMq+D77ex5gBvxdCCA+HEH4aQrgYQmgIIbwUQvjE0P+JJA2ngbwzQgiLevncEUMI3+jl+3wihPBy9n1xMfv+eHj4/mSShloIYVoI4V+GEL4bQtib/cxwMYTwsxDCr4YQus1m/JwhaSSVjnYBwy2EsBR4HpgJPArsBG4FPgs8GELYFGM8O4olSho9F4E/7eZ8Q9cTIYQPAN8GmoFvAueA9wH/HdgE/PzwlSlphPxHYD3JO+AosKq3mwfzXgghfBr4MnAW+DrQCnwY+GoIYW2M8XeG6g8jadgN6J2RtRX4Xjfnt3V3cwjhvwG/nX3+/wbKgV8Avh9C+EyM8SuDqFvSyPt54H8BJ4CngMPALOBDwF8BD4UQfj7GGDsG+DlD0kgLBe+gcSmE8DjwAPBbMcYvF5z/EvA54C9jjL82WvVJGh0hhIMAMcZF/bh3ErAXqAU2xRhfzZ6vBJ4Ebgd+McbY4ywgSWNfCOFekiBmL3A3yV/i/i7G+LFu7h3weyGEsIjkh9WNwM0xxoPZ81OAV4ClwB0xxheG508oaSgN8J2xCDgA/G2M8ZP9fP4dwHPAPuAdMcbzBc96DagBVnW8SySNXSGE+0j+m/3nGGOm4Pxs4GVgAfDhGOO3s+f9nCFpxI3rdhPZWcQPAAeB/9Hl8h+QvDw/HkKoGeHSJF1bPgzMAL7R8QENIMbYTDKLCODXR6MwSUMnxvhUjHFP7N9P0AfzXvgVoAL4SmGokw1+/nP20B9cS9eIAb4zBqPjffDHHQFx9vseJPm7TQXwqWH63pKGUIzxyRjj9wsD4uz5k8BfZA/vKbjk5wxJI25ch8TAvdntj7p5GdeT/GS+GrhtpAuTNCZUhBA+FkL4fAjhsyGEe3vo73VfdvvDbq49A1wG7gghVAxbpZLGmsG8F3ob81iXeySNT3NDCP8m+9nj34QQ1vVyr+8MqTi0ZbftBef8nCFpxI33nsQrs9vdPVzfQzLTeAXwxIhUJGksmQ18rcu5AyGET8UYny441+O7JMbYHkI4AKwBlgA7hqVSSWPNYN4LvY05EUJoBOaHEKpjjJeHoWZJo+9d2a+cEMJPgU/EGA8XnKsB5gENMcYT3TxnT3a7YpjqlDQCQgilwL/IHhaGu37OkDTixvtM4trs9mIP1zvOTx6BWiSNLX8DbCYJimuAtcBfAouAx0II6wvu9V0iqavBvBf6O6a2h+uSrl2Xgf8E3AxMyX519DG+B3iiSws8P3tIxeG/ADcAP4gxPl5w3s8ZkkbceA+JJalbMcYvZnuDnYoxXo4xbssuYvkloAr4w9GtUJIkjRcxxtMxxi/EGLfEGC9kv54h+a3Gl4BlwL8c3SoljaQQwm8Bv02y2NzHR7kcSRr3IXFfPynrOH9hBGqRdG3oWDjiroJzvkskdTWY90J/x/Q0A0jSOBNjbAf+KnvoZw+pSIQQPg38GbAduDfGeK7LLX7OkDTixntIvCu77alX1/LstqeexZKKz5nstvBXPnt8l2T7iC0mWWhi//CWJmkMGcx7obcxc0jeO0ftEygVnSs+e8QYG4FjwITs+6Er/x4jXaNCCP8W+DKwjSQgPtnNbX7OkDTixntI/FR2+0AIodOfNYQwEdhE0h/sxZEuTNKYdVt2W/iB68ns9sFu7r8LqAaejzG2DGdhksaUwbwXehvzUJd7JBWP7j57gO8MadwJIfwu8N+BN0gC4tM93OrnDEkjblyHxDHGfcCPSBai+s0ul79I8pO0r2V/Ui+pSIQQVndZHKbj/CLgK9nDrxdc+hZQB/xCCOGWgvsrgf8ze/i/hqVYSWPVYN4LfwO0AJ/Ovm86xkwBPp89/AskjTshhA1dJ61kz28GPpc9/HqXyx3vg9/Lvic6xiwi+btNC8l7RdI1IITw+yQL1b0GbI4x1vVyu58zJI24EGMc7RqGVQhhKfA8MBN4FNgBbATuJfn1rDtijGdHr0JJIy2E8Icki0Q8AxwC6oGlwHuBSuAHwAdjjK0FYx4h+bDWDHwDOAe8H1iZPf+RON5fqNI4l/3v/JHs4Wzg3SQz+57NnquLMf5Ol/sH9F4IIXwG+HPgLPBNoBX4MDAf+JPC50sa2wbyzggh/JSkRcTzwNHs9XXAfdn9348xdgQ/hd/jT4B/lx3zLaAc+CgwDfhMjPErXcdIGntCCJ8AvgqkSVpNdNcX+GCM8asFY/ycIWlEjfuQGCCEsAD4I5Jfu5gGnAC+C3wxxnh+NGuTNPJCCHcDvwbcRPKXuhqSRR/eAL5G8hsGV7wcQwibgN8DbicJk/cCfw38eYwxPTLVSxou2R8g/UEvtxyKMS7qMmbA74UQwvuA3wE2kPxW13bgKzHGv73KP4KkETSQd0YI4VeBDwI3ANOBMuAU8ALJf//P9vSQEMInSWYOXw9kgC3Af40x/tNV/yEkjYh+vC8Ano4x3tNlnJ8zJI2YogiJJUmSJEmSJEndG9c9iSVJkiRJkiRJvTMkliRJkiRJkqQiZkgsSZIkSZIkSUXMkFiSJEmSJEmSipghsSRJkiRJkiQVMUNiSZIkSZIkSSpihsSSJEmSJEmSVMQMiSVJkiRJkiSpiBkSS5IkSZIkSVIRMySWJEmSJEmSpCJmSCxJkiRJkiRJRcyQWJIkSZIkSZKKmCGxJEmSJEmSJBUxQ2JJkiRJkiRJKmKGxJIkSZIkSZJUxAyJJUmSJEmSJKmIGRJLkiRJkiRJUhH7/wHl9l8II5Sc4wAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 708
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cm.predict_cumulative_hazard(rossi.loc[::100]).plot(figsize=(12,6))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 358,
"width": 708
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# what's the effect on the survival curve if I vary \"age\"\n",
"fig, ax = plt.subplots(figsize=(12, 6))\n",
"\n",
"cm.plot_covariate_groups(['age'], values=np.arange(20, 50, 5), cmap='coolwarm', ax=ax)"
]
},
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"cell_type": "markdown",
"metadata": {},
"source": [
"### Spline models\n",
"\n",
"See `royston_parmar_splines.py` in the examples folder: https://github.com/CamDavidsonPilon/lifelines/tree/master/examples"
]
}
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