{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"
\n",
"Unclock \n",
"show code \n"
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%run ../initscript.py\n",
"HTML(\"\"\"\n",
"\n",
"Unclock \n",
"show code \n",
"\"\"\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%run loadregfuncs.py\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"%matplotlib inline\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Regression Estimation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We consider a simple example to illustrate how to use python package `statsmodels` to perform regression analysis and predictions. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Case: Manufacture Costs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A manufacturer wants to get a better understanding of its costs. We consider two variables: machine hours and production runs. A production run can produce a large batch of products. Once a production run is completed, the factory must set up for the next production run. Therefore, the costs include fixed costs associated with each production run and variable costs based on machine hours.\n",
"\n",
"Scatterplot (with regression line and mean CI) and time series plot are presented:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e66231bcb51646f0938dfe7f5cdc7df5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(Dropdown(description='X:', options=('machine_hours', 'production_runs', 'cost'), value='…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'costs.csv', header=0, index_col='month')\n",
"def draw_scatterplot(x, y):\n",
" fig, axes = plt.subplots(1, 2, figsize = (12,6))\n",
" sns.regplot(x=df[x], y=df[y], data=df, ax=axes[0])\n",
" axes[0].set_title('Scatterplot: X={} Y={}'.format(x,y))\n",
" df[y].plot(ax=axes[1], xlim=(0,40))\n",
" axes[1].set_title('Time series plot: {}'.format(y))\n",
" plt.show()\n",
"\n",
"interact(draw_scatterplot,\n",
" x=widgets.Dropdown(options=df.columns,value=df.columns[0],\n",
" description='X:',disabled=False),\n",
" y=widgets.Dropdown(options=df.columns,value=df.columns[2],\n",
" description='Y:',disabled=False));\n",
"\n",
"g=sns.pairplot(df, height=3);\n",
"for i, j in zip(*np.triu_indices_from(g.axes, 1)):\n",
" g.axes[i, j].set_visible(False)\n",
"\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We regress costs against production runs with formula:\n",
"\n",
"$$\\text{cost} \\sim \\text{production runs}$$\n",
"\n",
"which is a simple regression because of only one explanatory variable."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"OLS Regression Results \n",
"\n",
" Dep. Variable: cost R-squared: 0.271 \n",
" \n",
"\n",
" Model: OLS Adj. R-squared: 0.250 \n",
" \n",
"\n",
" Method: Least Squares F-statistic: 12.64 \n",
" \n",
"\n",
" Date: Fri, 24 May 2019 Prob (F-statistic): 0.00114 \n",
" \n",
"\n",
" Time: 16:23:25 Log-Likelihood: -379.62 \n",
" \n",
"\n",
" No. Observations: 36 AIC: 763.2 \n",
" \n",
"\n",
" Df Residuals: 34 BIC: 766.4 \n",
" \n",
"\n",
" Df Model: 1 \n",
" \n",
"\n",
" Covariance Type: nonrobust \n",
" \n",
"
\n",
"\n",
"\n",
" coef std err t P>|t| [0.025 0.975] \n",
" \n",
"\n",
" Intercept 7.561e+04 6808.611 11.104 0.000 6.18e+04 8.94e+04 \n",
" \n",
"\n",
" production_runs 655.0707 184.275 3.555 0.001 280.579 1029.562 \n",
" \n",
"
\n",
"\n",
"\n",
" Omnibus: 0.597 Durbin-Watson: 2.090 \n",
" \n",
"\n",
" Prob(Omnibus): 0.742 Jarque-Bera (JB): 0.683 \n",
" \n",
"\n",
" Skew: -0.264 Prob(JB): 0.711 \n",
" \n",
"\n",
" Kurtosis: 2.580 Cond. No. 160. \n",
" \n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: cost R-squared: 0.271\n",
"Model: OLS Adj. R-squared: 0.250\n",
"Method: Least Squares F-statistic: 12.64\n",
"Date: Fri, 24 May 2019 Prob (F-statistic): 0.00114\n",
"Time: 16:23:25 Log-Likelihood: -379.62\n",
"No. Observations: 36 AIC: 763.2\n",
"Df Residuals: 34 BIC: 766.4\n",
"Df Model: 1 \n",
"Covariance Type: nonrobust \n",
"===================================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"-----------------------------------------------------------------------------------\n",
"Intercept 7.561e+04 6808.611 11.104 0.000 6.18e+04 8.94e+04\n",
"production_runs 655.0707 184.275 3.555 0.001 280.579 1029.562\n",
"==============================================================================\n",
"Omnibus: 0.597 Durbin-Watson: 2.090\n",
"Prob(Omnibus): 0.742 Jarque-Bera (JB): 0.683\n",
"Skew: -0.264 Prob(JB): 0.711\n",
"Kurtosis: 2.580 Cond. No. 160.\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"\"\"\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"standard error of estimate:9457.23946\n",
"\n",
"\n",
"ANOVA Table:\n",
"\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" sum_sq \n",
" df \n",
" F \n",
" PR(>F) \n",
" \n",
" \n",
" \n",
" \n",
" production_runs \n",
" 1.130248e+09 \n",
" 1.0 \n",
" 12.637029 \n",
" 0.001135 \n",
" \n",
" \n",
" Residual \n",
" 3.040939e+09 \n",
" 34.0 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sum_sq df F PR(>F)\n",
"production_runs 1.130248e+09 1.0 12.637029 0.001135\n",
"Residual 3.040939e+09 34.0 NaN NaN"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.5, pvalue=7.573316153566455e-09)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'costs.csv', header=0, index_col='month')\n",
"result = analysis(df, 'cost', ['production_runs'], printlvl=5)\n",
"\n",
"fig = plt.figure(figsize=(15,8))\n",
"fig = sm.graphics.plot_regress_exog(result, \"production_runs\", fig=fig);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We perform a multiple regression on costs against both explanatory variables (production runs and machine hours) by using formula:\n",
"\n",
"$$\\text{cost} \\sim \\text{production runs} + \\text{machine hours}$$"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"OLS Regression Results \n",
"\n",
" Dep. Variable: cost R-squared: 0.866 \n",
" \n",
"\n",
" Model: OLS Adj. R-squared: 0.858 \n",
" \n",
"\n",
" Method: Least Squares F-statistic: 107.0 \n",
" \n",
"\n",
" Date: Fri, 24 May 2019 Prob (F-statistic): 3.75e-15 \n",
" \n",
"\n",
" Time: 16:23:26 Log-Likelihood: -349.07 \n",
" \n",
"\n",
" No. Observations: 36 AIC: 704.1 \n",
" \n",
"\n",
" Df Residuals: 33 BIC: 708.9 \n",
" \n",
"\n",
" Df Model: 2 \n",
" \n",
"\n",
" Covariance Type: nonrobust \n",
" \n",
"
\n",
"\n",
"\n",
" coef std err t P>|t| [0.025 0.975] \n",
" \n",
"\n",
" Intercept 3996.6782 6603.651 0.605 0.549 -9438.551 1.74e+04 \n",
" \n",
"\n",
" production_runs 883.6179 82.251 10.743 0.000 716.276 1050.960 \n",
" \n",
"\n",
" machine_hours 43.5364 3.589 12.129 0.000 36.234 50.839 \n",
" \n",
"
\n",
"\n",
"\n",
" Omnibus: 3.142 Durbin-Watson: 1.313 \n",
" \n",
"\n",
" Prob(Omnibus): 0.208 Jarque-Bera (JB): 2.259 \n",
" \n",
"\n",
" Skew: -0.609 Prob(JB): 0.323 \n",
" \n",
"\n",
" Kurtosis: 3.155 Cond. No. 1.42e+04 \n",
" \n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. [2] The condition number is large, 1.42e+04. This might indicate that there are strong multicollinearity or other numerical problems."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: cost R-squared: 0.866\n",
"Model: OLS Adj. R-squared: 0.858\n",
"Method: Least Squares F-statistic: 107.0\n",
"Date: Fri, 24 May 2019 Prob (F-statistic): 3.75e-15\n",
"Time: 16:23:26 Log-Likelihood: -349.07\n",
"No. Observations: 36 AIC: 704.1\n",
"Df Residuals: 33 BIC: 708.9\n",
"Df Model: 2 \n",
"Covariance Type: nonrobust \n",
"===================================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"-----------------------------------------------------------------------------------\n",
"Intercept 3996.6782 6603.651 0.605 0.549 -9438.551 1.74e+04\n",
"production_runs 883.6179 82.251 10.743 0.000 716.276 1050.960\n",
"machine_hours 43.5364 3.589 12.129 0.000 36.234 50.839\n",
"==============================================================================\n",
"Omnibus: 3.142 Durbin-Watson: 1.313\n",
"Prob(Omnibus): 0.208 Jarque-Bera (JB): 2.259\n",
"Skew: -0.609 Prob(JB): 0.323\n",
"Kurtosis: 3.155 Cond. No. 1.42e+04\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 1.42e+04. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"standard error of estimate:4108.99309\n",
"\n",
"\n",
"ANOVA Table:\n",
"\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" sum_sq \n",
" df \n",
" F \n",
" PR(>F) \n",
" \n",
" \n",
" \n",
" \n",
" production_runs \n",
" 1.948557e+09 \n",
" 1.0 \n",
" 115.409712 \n",
" 2.611395e-12 \n",
" \n",
" \n",
" machine_hours \n",
" 2.483773e+09 \n",
" 1.0 \n",
" 147.109602 \n",
" 1.046454e-13 \n",
" \n",
" \n",
" Residual \n",
" 5.571662e+08 \n",
" 33.0 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sum_sq df F PR(>F)\n",
"production_runs 1.948557e+09 1.0 115.409712 2.611395e-12\n",
"machine_hours 2.483773e+09 1.0 147.109602 1.046454e-13\n",
"Residual 5.571662e+08 33.0 NaN NaN"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.5833333333333333, pvalue=3.6048681911998855e-12)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'costs.csv', header=0, index_col='month')\n",
"result = analysis(df, 'cost', ['production_runs','machine_hours'], printlvl=5)\n",
"\n",
"fig = plt.figure(figsize=(12,8))\n",
"fig = sm.graphics.plot_partregress_grid(result, fig=fig);\n",
"\n",
"fig = plt.figure(figsize=(10,8))\n",
"fig = sm.graphics.influence_plot(result,criterion=\"cook\", fig=fig);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Statistical Inferences"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The regression output includes statistics for the regression model:\n",
"\n",
"$R^2$ (coefficient of determination) is an important measure of the goodness of fit of the least squares line. Formula for $R^2$ is $$R^2 = 1 - \\frac{\\sum e^2}{ \\sum (Y_i - \\overline{Y})^2} = 1 - \\frac{\\sum (Y_i - \\hat{Y}_i)}{ \\sum (Y_i - \\overline{Y})^2}$$ where $\\overline{Y}$ is the mean of the observed data with $\\overline{Y} = 1/n \\sum Y_i$ and $\\hat{Y}_i = a+b X$ is the fitted value.\n",
" \n",
"- It is the percentage of variation of the dependent variable explained by the regression.\n",
"- It always ranges between 0 and 1. The better the linear fit is, the closer $R^2$ is to 1.\n",
"- $R^2$ is the square of the multiple R, i.e., the correlation between the actual $Y$ values and the fitted $\\hat{Y}$ values.\n",
"- $R^2$ can only increase when extra explanatory variables are added to an equation.\n",
"- If $R^2$ = 1, all of the data points fall perfectly on the regression line. The predictor $X$ accounts for all of the variation in $Y$.\n",
"- If $R^2$ = 0, the estimated regression line is perfectly horizontal. The predictor $X$ accounts for none of the variation in $Y$.\n",
" \n",
" \n",
"Adjusted $R^2$ is an alternative measure that adjusts $R^2$ for the number of explanatory variables in the equation. It is used primarily to monitor whether extra explanatory variables really belong in the equation.\n",
"\n",
"Standard error of estimate ($s_e$), also known as the regression standard error or the residual standard error, provide a good indication of how useful the regression line is for predicting $Y$ values from $X$ values.\n",
"\n",
"$F$ statistics reports the result of $F$-test for the overall fit where the null hypothesis is that all coefficients of the explanatory variables are zero and the alternative is that at least one of these coefficients is not zero. It is possible, because of multicollinearity, to have all small $t$-values even though the variables as a whole have significant explanatory power.\n",
"\n",
"Also, for each explanatory variable:\n",
"\n",
"- std err: reflects the level of accuracy of the coefficients. The lower it is, the higher is the level of accuracy\n",
"\n",
"- $t$-values for the individual regression coefficients, which is $t$-$\\text{value} = \\text{coefficient}/\\text{std err}$.\n",
"\n",
"- $P >|t|$ is p-value. A p-value of less than 0.05 is considered to be statistically significant\n",
"\n",
" - When the p-value of a coefficient is greater or equal than 0.05, we don't reject the null hypothesis $H_0$: the coefficient is zero. The following two realities are possible:\n",
" - We committed a Type II error. That is, in reality the coefficient is nonzero and our sample data just didn't provide enough evidence.\n",
" - There is not much of a linear relationship between explanatory and dependent variables, but they could have nonlinear relationship.\n",
"\n",
" - When the p-value of a coefficient is less than 0.05, we reject the null hypothesis $H_0$: the coefficient is zero. The following two realities are possible:\n",
" - We committed a Type II error. That is, in reality the coefficient is zero and we have a bad sample.\n",
" - There is indeed a linear relationship, but a nonlinear function would fit the data even better.\n",
"\n",
"- Confidence Interval $[0.025, 0.975]$ represents the range in which our coefficients are likely to fall (with a likelihood of 95%)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## R-squared"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Since $R^2$ is the square of a correlation, it quantify the strength of a linear relationship. In other words, it is possible that $R^2 = 0\\%$ suggesting there is no linear relation between $X$ and $Y$, and yet a perfect curved (or \"curvilinear\" relationship) exists."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.linspace(-5, 5, 10)\n",
"y = x*x\n",
"df = pd.DataFrame({'X':x,'Y':y})\n",
"result = ols(formula=\"Y ~ X\", data=df).fit()\n",
"\n",
"fig, axes = plt.subplots(1,1,figsize=(5,4))\n",
"_ = sns.regplot(x=df.X, y=df.Y, data=df, ci=None, ax=axes)\n",
"\n",
"plt.ylim(-5, 30)\n",
"axes.text(0.6, 28, 'R-squared = %0.2f' % result.rsquared)\n",
"axes.text(0.6, 25, 'Correlation = %0.2f' % np.sqrt(result.rsquared))\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- $R^2$ can be greatly affected by just one data point (or a few data points)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.linspace(-5, 5, 5)\n",
"y = -1.5*x + 1*np.random.normal(size=5)\n",
"y[4] = 50\n",
"df = pd.DataFrame({'X':x,'Y':y})\n",
"res = ols(formula=\"Y ~ X\", data=df).fit()\n",
"\n",
"fig, axes = plt.subplots(1,2,figsize=(12,6))\n",
"_ = sns.regplot(x=df.X, y=df.Y, data=df, ci=None, ax=axes[0])\n",
"axes[0].text(-4, 48, 'R-squared = %0.2f' % res.rsquared)\n",
"axes[0].text(-4, 45, 'Correlation = %0.2f' % np.sqrt(res.rsquared))\n",
"\n",
"xx = x[:4]\n",
"yy = y[:4]\n",
"df = pd.DataFrame({'X':xx,'Y':yy})\n",
"res = ols(formula=\"Y ~ X\", data=df).fit()\n",
"_ = sns.regplot(x=df.X, y=df.Y, data=df, ci=None, ax=axes[1])\n",
"axes[1].text(-4, 48, 'R-squared = %0.2f' % res.rsquared)\n",
"axes[1].text(-4, 45, 'Correlation = %0.2f' % np.sqrt(res.rsquared))\n",
"axes[1].plot(x[4], y[4], 'bo')\n",
"\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- A large $R^2$ value should not be interpreted as meaning that the estimated regression line fits the data well. Another function might better describe the trend in the data."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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EDz54Dz6fj1//+tchHzdSVFdoVFdoVBe4jl42CSdjzDbgEmvttsDrLsAS4BVr7W+MMRcAf7DWXhR4vy+w0FrbP4jd9wC2FhaW4vPV77M05iNr8+a9SmFhIXfffV+D9xXpR+mCpbpCo7pCo7pCU9+63G7X0V+2ewLbgt4u5CM1kDGmP/4b489Za38TWLwL6FRrtY7AnkjXJiIipxbRR26NManAW8BD1tqj9zmw1m43xlQYYy6w1n4C3Ia/JdLsTJx4XbRLEBEJm0j307gH6AD81Bjz08CyBdbaXwO3AM8EHtFdCTxxkn2IiEiURCQ0rLU9An/9a+BPXet8A3y7Y4SIiDQZGkZERESCptAQEZGgKTRERCRoCg0REQmaQkNERIKm0BARkaApNEREJGgKDRERCZpCQ0REgqbQEBGRoCk0REQkaJEesFBERIDVmwtYunwHBcUVZKYnMGZEN4b0zox2Wael0BARibDVmwuYsywPj8dNUkIMh8qqmLMsD6DJB4cuT4mIRNjS5TvweNzEx3pwuVzEx3rweNwsXb4j2qWdlkJDRCTCCooriIs5/us3LsZNQXFFlCoKnkJDRCTCMtMTqKrxHbesqsZHZnpClCoKnkJDRCTCxozohtfro7Lai+M4VFZ78Xp9jBnRLdqlnZZuhIuIRNjRm916ekpERIIypHdmswiJE+nylIiIBE2hISIiQVNoiIi0Ml6fjw+/2VOvbRUaIiKtSHFZFX95aRWLPt1Wr+11I1xEpJXI23mI6fNzKS6ton3bxHrtQ6EhItLCOY7Dsi938sr7m/H6HBLiPNw22tRrXwoNEZEW7EhlDX9fvJ4VNh+ALlnJTMkZTOfM5HrtT6EhItJC7covZercXPYfLAfgO4M68v0rDfFxnnrvU6EhItICfZa7j+fe3EBVtY8Yj4vvjerHxcM643K5GrRfhYaISAtSXePjxXc28v7XuwHISEtgck42PTulNcr+FRoiIi1EQfERps3NZdu+wwAM7pXBveMGkpIY22jHCHtoGGPSgE+BsdbabcaYUcDjQCLwsrX2l4H1hgEzgTTgQ+B+a21NuOsTEWkJ1mwp5OkFaymrqMEFTLyoJ9ec3wN3Ay9HnSisnfuMMSOAj4F+gdeJwLPABGAAcI4x5qrA6rOBB621/QAXcG84axMRaQm8Pod5H23hf/75DWUVNaQkxvKTG4cx7oKejR4YEP4e4fcCU4Cj/dXPBTZaa7cGWhGzgeuNMd2BRGvt54H1ZgHXh7k2EZFm7XB5FY8+8xkLPtmGA/TunMYjd57DoJ7twnbMsF6estbeA2DMsU4knYG9tVbZC3Q9xfKgZWSk1LtOgKys1AZtHy6qKzSqKzSqKzRNqS67/SB/eP4rCg4dAWDshT25a1w2sTHhbQtE+ka4G3BqvXYBvlMsD1phYSk+n3P6FeuQlZVKfv7hem0bTqorNKorNKorNE2lLsdxeHflbl56Z+Ox3t23j+nPiIEdOFRUFvR+3G5XvX7ZjnRo7AI61XrdEf+lq5MtFxGRgIqqGp5balm+bj8AnTKS+NXd55EQwaFnIz3K7XLAGGP6GGM8wPeAJdba7UCFMeaCwHq3AUsiXJuISJO1p6CM3z7/1bHAOHdAe351+3DO6BDZS2YRbWlYayuMMXcArwEJwGLg1cDbtwDPBB7RXQk8EcnaRESaqi/W7+fvizdQWe3F43Zx42V9uPzsrg3u3V0fEQkNa22PWn9/Bxhaxzrf4H+6SkSkyVu9uYCly3dQUFxBZnoCY0Z0a/Q5v2u8Pv757ibe/moXAG1T45k8MZveXdIb9TihUI9wEZEQrd5cwJxleXg8bpISYjhUVsWcZXkAjRYcB0sqmD4/l827SwAY1KMt944fRFpSXKPsv74UGiIiIVq6fAcej5v4WP9osfGxHioDyxsjNNZuO8iM+WspPVINwLjzezDhwp643ZG/HHUihYaISIgKiitISjj+6zMuxk1BcUWD9utzHN74bDvzPtyCAyQnxHDvuEEM6Z3RoP02JoWGiEiIMtMTOFRWdaylAVBV4yMzPaHe+yw9Us3MRetYvbkQgB4dU5k8MZvMNvWbljVcFBoiIiEaM6Ibc5blUYm/hVFV48Pr9TFmRLd67W/r3hKmz8s91lK55Mwu3Hx537D37q4PhYaISIiO3rdo6NNTjuPwwao9vPB2HjVeh7gYN98fYzg/u9PpN44ShYaISD0M6Z3ZoJveldVe/vGm5dPcfQB0aJvIlJzBdG3fsHH0wk2hISISYfsPljN17hp25fvHijq7XxZ3XTOAxPim/5Xc9CsUEWlBvrIH+Nsb66mo8uJ2ubj+0t6MPueMqPTurg+FhohIBNR4fbz2wWbe/GInAOkpcTwwIZt+Z7SJcmWhUWiIiIRZ0eFKnpqfy8ZdxQD079aG+yZkk54c3d7d9aHQEBEJow3bi3hqwVpKyqoAuPq87uSM7InH3fQepw2GQkNEJAx8jsPS5Tt47YPNOA4kxsdwz9gBnNk3K9qlNYhCQ0SkkZVXVDNz0XpWbSoAoFv7FCbnZNO+bVKUK2s4hYaISCPasf8wU+euIf+Qv3f3RUM6ccsV/YirNeRIc6bQEBFpJB99s4fZy/KorvERG+Pm1iv6cdHQztEuq1EpNEREGqiq2sucZXl8tHovAFltEpiSM5huEZ6KNRIUGiIiDXDg0BGmvb6GHQdKATizbyZ3XzOApITYKFcWHgoNEZF6WrWxgGcWreNIZQ0uF1x3cW/GjOjWbHp314dCQ0QkRF6fj7kfbmXx59sBSEuO4/7xg+jfvW2UKws/hYaISAiKy6qYMT+XDTsOAdCvazr3T8ymTUp8lCuLDIWGiEiQNu46xLR5uRSX+nt3X3nuGVx7cW9iPM2zd3d9KDRERE7DcRzmfbCZvy9ci89xSIjzcPc1AzjbtI92aRGn0BAROYUjlTU8u3g9X9l8ALpmJTM5ZzAd2zX/3t31odAQkVZp9eaC007Xuiu/lKlzc9l/sByA87M7ctuVhvgW0ru7PhQaItLqrN5cwJxleXg8bpISYjhUVsWcZXnAv+b//ix3H8+9uYGqah8xHhf35QzhrN7tWvTjtMFQaIhIq7N0+Q48HvexFkN8rIfKwPIB3dvx4jsbef/r3QBkpCUwOSebc4d0IT//cBSrbhoUGiLS6hQUV5CUcPzXX1yMm/1F5fx+9lds2+cPh8G9Mrh33EBSEltm7+76UGiISKuTmZ7AobKq4+5NHC6vprismqLDVbiAiRf15Jrze+Bu5ZejTtR6Hi4WEQkYM6IbXq+PymovPp+PguIjFB2uxOdzSEmM5Sc3DmPcBT0VGHVQS0NEWp2jN7sXfbqN7ftLqa7xAdC7SxoPTMimXVpCNMtr0qISGsaYW4H/DLxcYq39mTFmGDATSAM+BO631tZEoz4RafmSE2IpLKk8Fhijzu7KDZf1aVW9u+sj4mfHGJMEPAFcDAwFLjLGjAJmAw9aa/sBLuDeSNcmIi2f4zi889Uu/jBnJUWHK4mP9XD/hEF874p+CowgRKOl4cEfVslAGRALVAOJ1trPA+vMAh4FpkehPhFpoSqqapi1ZANfrD8AQKeMJKbkDKZzZnKUK2s+Ih4a1trDxphfARuAcuADoArYW2u1vUDXUPabkZHSoLqysprmDFuqKzSqKzStqa6d+w/z+zkr2bnfP1nSyDO78OD1w0iMD/5rsDWdr5OJeGgYY4YAdwHdgWL8l6VGA06t1VyAL5T9FhaW4vM5p1+xDllZqU2y047qCo3qCk1rqmv5uv3MWrKBymovHreLmy7vy2VndaG05AilUayrMdS3LrfbVa9ftqNxeepK4B1r7QEAY8ws4GdAp1rrdAT2RL40EWlJarw+Xn53E+98tQuAdmnxPDAhm95d0qNcWfMVjdD4BviTMSYZ/+WpcfgvUV1njLnAWvsJcBuwJAq1iUgLcbCkgunzctm8pwSAQT3bMWncQFKT4qJcWfMWjXsabxljzgS+wn8D/AvgD8Bc4BljTBqwEv8TViIiIVu77SAz5q+l9Eg1LmDcBT0Yf0FP3G511muoqPTTsNb+EfjjCYu/Ac6NQjki0kL4HIc3Pt3GvI+24gDJCTHcO24QQ3pnRLu0FkM9wkWkRSg9Us3MRetYvbkQgB4dU5mck01memKUK2tZFBoi0uxt3VvCtLm5FJZUAHDpmV246fK+xMaos15jU2iISLPlOA4frNrDC2/nUeN1iIt1c/uY/nxnUMdol9ZiKTREpFmqrPLy/JuWz9buA6BDuySm5GTTNathHX3l1BQaItLs7DtYztS5a9idXwbAcJPFnVcPCKl3t9SPzrCINCsrNhzg2cXrqajy9+6+/tI+XDG8a6ufuztSFBoi0izUeH289sFm3vxiJwBtUuJ4YGI2fbu2iXJlrYtCQ0SavEOllTw1L5e8XcUA9O/WhpFDOzP3wy0UFFeQmZ7AmBHdjk2uJOGj0BCRJm3D9iKeWrCWkrIqAK75Tnd6d07jxXc24vG4SUqI4VBZFXOW5QEoOMJMDzGLSJPkcxwWf76d/37pa0rKqkiMj+EH1w7h2ot789aXO/F43MTHenC5XMTHevB43CxdviPaZbd4ammISJNTXlHNzEXrWbWpAIBuHVKYnDOY9m38vbsLiitISjj+6ysuxk1BcUXEa21tFBoi0qRs2V3Mb2d9Sf4hfwCMHNqJW67oR2yM59g6mekJHCqrIj72X8uqanxkpidEvN7WRqEhIk3GR9/sYc6yPKpqfMTGuLl1dD8uGtL5W+uNGdGNOcvyqMTfwqiq8eH1+hgzolvki25lFBoiEnVV1V5mL8vj49X+WZ/bt0lkck423TrUPY3p0ZvdS5fv0NNTEabQEJGoOlBUzrS5uew44J94dcSgjtx2RV+SEmJPud2Q3pkKiShQaIhI1Hy9MZ+Zi9ZzpLIGlwuuu7g3t40dREFBsDN3S6QpNEQk4rw+H69/uIUln/sfkU1LjuP+8YPo372thgNp4hQaIhJRxWVVzJify4YdhwDo1zWd+yZk0zY1PsqVSTAUGiISMXk7D/HU/FwOlfp7d485txvfvbgXMR71M24uFBoiEnaO4/DWlzt55b3N+ByHhDgPd18zgLNN+2iXJiFSaIhIWB2prOHZxev5yuYD0DUrmSk5g+nQLinKlUl9KDREJGx2HShl6tw17C86AsAF2R259UpzXE9uaV4UGiISFp/m7uX5pZaqGh8xHjffu6IvFw/trKejmjmFhog0quoaLy++vZH3V+0B/ONETc7JpkfHtChXJo1BoSEijabg0BGmzstl+77DAAzpncE9YweSknjq3t3SfCg0RKRRrN5cyDML11JWUYMLmHhRT645vwduXY5qURQaItIgPp/D/I+3svDTbQCkJMZy34RBDOrRLrqFSVgoNESk3krKq3hmwVrWbisCoHeXNB6YkE27tNPPa7F6c4FGqW2GFBoiUi+bdxczbV4uRYcrARg1vCs3XNonqN7dqzcXMGdZXp1zfF+eVfdw6NI0KDREJCSO4/DOV7t4+d1NeH0O8XEe7ryqP+cO6BD0PpYu33Fsjm+A+FgPlYHll5/XM0yVS2OISmgYY8YBDwPJwFvW2h8aY0YBjwOJwMvW2l9GozYRObmKqhpmLdnAF+sPANA5M5kpOdl0ykgOaT+a47v5inhoGGN6AU8BI4D9wLvGmKuAGcDFwE7gDWPMVdbaJZGuT0TqtqegjKlz17C3sByA8wZ24PtjDAlxoX+NaI7v5isaQ0vm4G9J7LLWVgM3AuXARmvtVmttDTAbuD4KtYlIHT5ft4/fPLeCvYXleNwubh3dj3vHDaxXYIB/jm+v10dltRfHcais9mqO72YiGpen+gBVxpgFQDdgEbAW2Ftrnb1A11B2mpGR0qCisprozTfVFRrVFZrT1VVd4+PZBbks+mQrAJltEvnP28+hX7e2DTru5VmppKcn8fr7mzhwsJz27ZL47iV9GB64L9Jcz1e0RLKuaIRGDDASuAQoBRYARwCn1jouwBfKTgsLS/H5nNOvWIesrFTy8w/Xa9twUl2hUV2hOV1dB0sqmDYvly17SgAY1LMdk8YNJDUxplE+T/fMJH583ZDjluXnH2625yta6luX2+1Yu3FcAAAgAElEQVSq1y/b0QiNfcDb1vrHSTbGzMV/Kcpba52OwJ4o1CYiQO7WQp5esI7SI9W4gHEX9GD8BT1xu9W7u7WLRmgsAp4zxrQBDgNXAa8C/2GM6QNsBb4HPBuF2kRaNZ/jsOjTbcz/aCsOkJwQw6TxgxjcKyPapUkTEfHQsNYuN8b8CfgYiAWWAdOBDcBrQAKwGH+QiEiElB6p5pmF61izpRCAnp1SeWBiNpnpiVGuTJqSqPTTsNY+y7dbEu8AQ6NQjkirt3VvCdPmrqGwxN+7+9KzunDTZX2JjdHc3XI89QgXacUcx+H9VXt48e08arwOcbFu7hjTn/MGdYx2adJEKTREWqmKyhpmLlrHZ2v3A9ChXRIP5mTTJathj69Ly6bQEGmF9h0s59FZXx6bLGl4//bceVV/EuP1lSCnpv9DRFqZFRsO8Ozi9VRUefG4XVx/aR+uGN5Vc3dLUBQaIq1EjdfHq+9v5q0vdwLQLi2B+8YPpG/XNlGuTJoThYZIK1B0uJLp83PZtKsYgAHd2/KLO0dQXVEV5cqkuVFoiLRw67cXMWN+LiXl1QBc853u5FzUizap8eQrNCRECg2RFsrnOCz5fDuvf7gFx4Gk+BjuGTeQYX0aZ0pVTdfaOik0RFqgsopqZi5cxzeb/b27u3dIZXJONlltGqd396mma1VwtGwKDZEWZvu+w0ydu+bYLHgjh3biliv6ERvjOc2WwTvVdK0KjZZNoSHSgnz4zR5mv5VHjddHbIyb20YbLhzSqdGPo+laWy+FhkgLUFXtZfayPD5e7Z/LrH3bRCZPzKZbh/BMzqPpWluvk45GZoz5L2OMevuINHEHisp57B9fHQuMM/tm8uvbzwlbYICma23NTtXSuAwYaYy5yVq7L1IFiUjwvt6Yz8xF6zlSWYPb5eLaS3ox5txuYe/dffS+hZ6ean1OFRojgV8AK4wxd1lr34pQTSJyGl6fj9c/3MKSz3cAkJYcxwMTBmEaOHd3KIb0zlRItEInDQ1rrQ/4rTHmDWCmMWYCsLnW+49HoD4ROUFxaSUzFqxlw45DAPTrms79E7NpkxIf5cqkNQjmRrgX8AGDgKTAMidsFYnISeXtPMT0+bkUl/p7co85txvfvbgXMR5NliSRcdLQCNwE/wXwc+Aha+3UiFUlIsdxHIc3v9jJq+9vxuc4JMZ7uOvqgZxtsqJdmrQyp2ppfIq/ZXGhtTY3QvWIyAnKK2r4++L1fJWXD0DXrBSm5GTToV3SabYUaXynCo2vgJ9aaysjVYyIHG/ngVKmzl3DgaIjAFyQ3ZFbrzTH9Y8QiaRT3Qh/MJKFiMjxPlmzl3+8aamq8RHjcXPLFX0ZObSzJkuSqFKPcJEmprrGywtvb+SDVXsAf+/ryTnZ9OiYFuXKRBQaIk1KwaEjTJ2Xe2zu7iG9M7hn7EBSEmOjXJmIn0JDpIlYvbmAZxauo6yiBpcLci7qxdXf6Y47TJejVqzfz8tvbVCPbgmJQkMkynw+h3kfb2XRp9sASE2K5b7xgxjYo13Yjrl6cwEvvbMJXGg+DAmJQkMkikrKq3h6wVrWbSsCoHeXNB6YkE27tPCOFrt0+Q5iYlx43P5OgZoPQ4Kl0BCJkk27i5k+L5eiw/6n2kcN78oNl/aJSO/uguIK0lPiqPH+a3AHzYchwVBoiESY4zi8/dUu/vnuJrw+h/g4D3de1Z9zB3SIWA2Z6QmUVlQfa2mA5sOQ4Cg0RCKooqqGWUs28MX6AwB0zkxmSk42nTKSI1rHmBHdeOmdTdS4vMTFuKmq8Wk+DAmKQkMkQnYXlDFt7hr2FpYDcN7ADnx/jCEhLvL/DIf0ziQ9PUlPT0nIFBoiEbB83X5mLdlAZbUXj9vFTZf35bKzukS1d/fwAR3onqnxqyQ0UQ0NY8yfgUxr7R3GmGHATCAN+BC431pbE836RBqqxutjxuurWfTJVgDapcXzwMRsendOj3JlIvUTtUH4jTGXA7fXWjQbeNBa2w9wAfdGpTCRRnKwpII/zFl5LDCye7bj4TvOUWBIsxaVloYxph3wO+AxYKgxpjuQaK39PLDKLOBRYHo06hNpqLVbDzJjwVpKj1TjcsH4C3oy7vweuN0abFCat2hdnpoBPAScEXjdGdhb6/29QNdQdpiRkdKggrKyUhu0fbiortBEuy6fz+Hlt/N48a0NOI6/d/fPbhnOWf3bR7Wuk4n2+ToZ1RWaSNYV8dAwxtwD7LTWvmOMuSOw2M3xU8i68E8xG7TCwlJ8vvrNQpuVlUp+/uF6bRtOqis00a6r9Eg1Ty9cS+6WgwD07JTKAxOzGdCnvc5XCFRXaOpbl9vtqtcv29FoadwIdDLGrALaASn4A6NTrXU6AnuiUJtIvWzdW8K0uWsoLPH37r70rC7cdFlfYmM0d7e0LBEPDWvtFUf/HmhpXGKtvdMYk2uMucBa+wlwG7Ak0rWJhMpxHN7/ejcvvrORGq9DXKybO8b057xBHaNdmkhYNKV+GrcAzxhj0oCVwBNRrkfklCqrvDz/5gY+W7sfgI7tkpiSk02XrIbdXwvW6s0FLF2+Q53zJKKiGhrW2ln4n5TCWvsNcG406xEJ1t7CMqbNy2V3fhkA5/Rvzx1X9ScxPjL/pFZvLmDOsjw8HreGNpeIakotDZFmYcWGAzy7eD0VVf7e3Tdc2odRw7tGtHf30uU78HjcxMd6AA1tLpGj0BAJUo3Xx6vvb+atL3cC0CYljgcmZtO3a5uI11JQXEFSwvH/fDW0uUSCQkMkCEWHK5k+P5dNu4oBGNC9LfeNH0RaclxU6slMT+BQWdWxlgZoaHOJDIWGyGms317EjPm5lJRXAzD2/O5MvLBXVHt3jxnRjTnL8qgEDW0uEaXQEDkJn+Ow5PPtvP7hFhwHkuJjuGfcQIb1if49g6P3LfT0lESaQkOkDmUV1fxt0XpWbSoAoHuHVCbnZJPVJjHKlf3LkN6ZCgmJOIWGyAm27zvM1Llrjt1UHjm0M7dc0ZfYGM9pthRp+RQaIgGO4/DR6r3MfiuPGq+P2Bg3t402XDik0+k3FmklFBoiQGW1l9lvWT5Zsw+A9m0SmZyTTbcOTXNUU5FoUWhIq7e/qJxpc3PZeaAUgDP7ZnL3NQNISoiNcmUiTY9CQ1q1r/PymfnGOo5UenG7XFx7SS/GnNstqnN3izRlCg1plbw+H69/sIUly3cAkJ4cx/0TBmG6tY1YDRpwUJojhYa0OsWllTw1fy125yEA+p3RhvsnDKJNSnzEatCAg9JcKTSkVcnbeYjp83IpLqsC/D2rr724Fx53ZCdL0oCD0lwpNKRVcByHN7/Yyavvb8bnOCTGe7j7moGc1S8rKvVowEFprhQa0uKVV9Tw98Xr+SovH4CuWSlM+W42HdomRa0mDTgozZVCQ1q0nQdKmTp3DQeKjgBwweCO3DraHPdlHQ0acFCaK4WGtFifrNnLP960VNX4iPG4uXV0Py4a0qlJPE6rAQeluVJoSItTXePlhbc38sGqPYD/UtCUnMF079i0endrwEFpjhQa0qLkHzrCtLm5bN9/GIAhvTO4Z+xAUhLVu1ukMSg0pMX4ct0+/jLnK8oqanC5IOeiXlz9ne64m8DlKJGWQqEhzZ7P5zDv4y0s+nQ7AKlJsdw3fhADe7SLcmUiLY9CQ5q1krIqZixYy/rtRQD06ZLOAxOzaZsa/t7dGgZEWiOFhjRbm3YVM31+LkWHKwEYP7IXY0d0I8YT/t7dGgZEWiuFhjQ7juPw9opd/PO9TXh9DvFxHu66egBXX9Sb/PzDEalBw4BIa6XQkGblSGUNs5Zs4MsNBwDonJnMlJxsOmUkR7QODQMirZVCQ5qN3fmlTJ2by76D5QCcN7AD3x9jSIiL/P/GGgZEWiuFhjQLn6/dx6ylG6iq9uFxu7h5VF8uPbNL1Hp3axgQaa0UGtKkVdf4ePndjby7cjcAGWnxPDBxML06p0W1Lg0DIq2VQkOarMLiCqbNy2Xr3hIAsnu1Y9K4QU2md7eGAZHWKCqhYYx5GLgh8PINa+2/G2NGAY8DicDL1tpfRqM2aRpytxTy9MJ1lB6pxgVMuLAnYy/ood7dIlEW8dAIhMNo4EzAAZYaY24G/ghcDOwE3jDGXGWtXRLp+iS6fI7Dwk+2seDjrThASmIsk8YNJLtXRrRLExGi09LYC/zUWlsFYIxZD/QDNlprtwaWzQauBxQarUjpkWqeXriW3C0HAejZKY3JE7PJCNMTSerRLRK6iIeGtXbt0b8bY/riv0z1f/jD5Ki9QNdQ9puRkdKgurKymtaw2Ue1lrrydhTxh+dXkB+YLOmaC3py9/hBxMaENllSsHWtWL+fl97ZREyMi/SUOEorqnnpnU2kpycxfECHkOtvrLoiTXWFRnVF8Ua4MWYQ8Abwc6AGf2vjKBfgC2V/hYWl+HxOvWrJykqNWE/iULSGuhzH4b2vd/Pi2xvx+hziYt3cMaY/5w3qyKGi8rDV9fJbG8AFHrebGq/j/6/Ly8tvbaB7ZuNOA9safo6NSXWFpr51ud2uev2yHa0b4RcArwE/sta+ZIy5GOhUa5WOwJ5o1CaRU1nl5bk3N/D52v0AdGyXxJScbLpkNazVGAz16Bapn2jcCD8DmAfcaK19N7B4uf8t0wfYCnwPeDbStUnk7C0sY9rcXHYXlAFwTv/23HFVfxLjI/O/pHp0i9RPNFoaPwMSgMeNMUeXPQXcgb/1kQAsBl6NQm0SASs2HOBvi9dTWeXF43Zxw6V9GDW8a0R7d6tHt0j9RONG+A+BH57k7aGRrEUiq8br45X3NrNsxU4A2qTEMXniYPp0TY94LerRLVI/6hEuEVF0uJLp83PZtKsYgAHd23Lf+EGkJcdFrSb16BYJnUJDwm79toPMWLCWkvJqAMae352JF/bC7W7Y5agT+1ncOLp/oz/5JCLHU2hI2PgchyWfb+f1D7fgOJAUH8M94wYyrE/Df7uva+a8Ga+v5qbL+6j1IBJGCg0Ji7KKamYuXMc3mwsB6N4hlck52WS1SWyU/dc1c57X59PMeSJhptCQRrd932Gmzl1zrM/DxcM6871RfUPu3X0qdfWziI/1qJ+FSJgpNKTROI7DR6v3MvutPGq8PuJi3Nx2peGCwZ1Ov3GI6upnUVntVT8LkTBTaEijqKz2Mvstyydr9gHQvm0iU3IGc0b78PTurqufBQ7qZyESZgoNabD9ReVMm5vLzgOlAJzVL4u7rh7wrctHjamufhZ6ekok/BQa0iBf5+Uz8411HKn04na5uO6S3lx57hlB9e5u6NDkJ/azaKoDyom0JAoNqRevz8drH2xh6fIdAKQnx3H/hEGYbm2D2r6uR2bnLMsD0NNPIk2YQkNCdrCkgv9+cRV5Ow8BYM5ow/0TBpGeEh/0Pup6ZLYysFyhIdJ0KTQkJHZHEU8vXEfR4UoArhrRje9e3AuP2x3SfjQ0uUjzpNCQoDiOw5tf7OTV9zfjcxwS4z3cc81AzuyXVa/9aWhykeZJoSGnVV5Rw7OL17MyLx+Anp3TuG/cQNq3rf+TShqaXKR5UmjIKe08UMrUuWs4EJi7+8LBnfjRLWdTcqi8QU8/aWhykeZJoSEn9cmavfzjTUtVjY8Yj5tbR/dj5NDOxMd6GuXpJw1NLtL8KDTkW6prvLzw9kY+WOWfpj0zPYEpOYPp3jH12Dp6+kmkdVJoyHHyDx1h2txctu/3d5Ib2juDe8YNJDkh9rj19PSTSOuk0JBjvtlUwMxF6yirqMHlgu+O7MVV53XHXUfvbj39JNI6KTRasaM3svMP+W9yF5b4+16kJsVy//hBDOjR7qTb6uknkdZJodFKHb2RjctFaUUNlVVeADplJPGzm86kbeqpe3fr6SeR1kmh0UotXb4Dr8+huLQSr88BICkhhrSk2NMGxlF6+kmk9VFoNGP17SfhOA47D5RSVlEDgMsFGekJJMXHHLtEJSJSF4VGM1XffhJHKmuYtWTDscCIjXGT1SaR2Bi3Zr4TkdNSaDRT9eknsTu/lKlzc9l3sDywjZv01HhiPC4qq726kS0ip6XQiKKGDMMRaj+Jz9fuY9bSDVRV+4jxuLh5VD/apcbx5hc7dSNbRIKm0IiShg7DEWw/ieoaHy+9u5H3Vu4GICMtnsk5g+nZKQ2AoX3qN0qtiLROCo0GaEhLoaHDcATTT6KwuIJp83LZurcEgOxe7Zg0bhApibEn2auIyKkpNOqpoS2Fhg7Dcbp+ErlbCnl64TpKj1TjAiZc1JOx5/eos3e3iEiwWnVoHG0pHCytol1KXERbCo0xDEdd/SR8PocFn2xl4SfbcICUxFgmjR9Ids+MoPcrInIyrTY0arcUUhMj31IIxzAch8ureGbhOnK3HgSgV+c0HpiQTYYeoxWRRtKkQsMY8z3gl0As8D/W2qnhOlbtloLL5Yp4S6Gxh+HYsqeEafPWcDDQOe/ys7py4+V9iPGENne3iMipNJnQMMZ0AX4HnA1UAp8aY96z1q4Lx/GaQkuhMYbhcByH977ezYtvb8Trc4iLdXPHmP6cN6hjg/YrIlKXJhMawCjgXWvtQQBjzKvAdcB/heNgTa2lUB+VVV6ee3MDn6/dD/gHG5ycM5gumckRq0FEWpemFBqdgb21Xu8Fzg1244yMlJAOduPo/sx4fTVen48Yx4XX5wPHvzwrK/X0OwAuz0rl8vN6hnTcUJ2sll0HDvP7F1ayY59/sqQLh3bm324YRlJCZB6nDfYcRZrqCo3qCo3qalqh4QacWq9dgC/YjQsLS/H5nNOvGNA9M4mbLu/D0uU7KCqtom3g6anumUnk5x8OvuowyspKrbOWLzcc4NnF66ms8uJxu7jxsj5cfnZXyg5XUHY4/DPnnayuaFNdoVFdoWlpdbndrpB/2YamFRq7gItqve4I7AnnAY/eU2iq/zOcqMbr45/vbeLtFbsAaJsazwMTs+nTJT3KlYlIa9GUQuNt4BFjTBZQBlwLTIpuSU3HwZIKps/PZfNuf+/ugT3aMmn8INKS4qJcmYi0Jk0mNKy1u40xDwHvAXHATGvtF1Euq0lYt+0gMxas5XB5NQBjz+/BxAt74nard7eIRFaTCQ0Aa+0LwAvRrqOp8PkcFn66jXkfbcFxIDkhhnvGDmRoH41EKyLR0aRCQ/6lrKKaac8uZ8V6/+O03TukMjknm6w2iVGuTERaM4VGE7RtXwnT5uYe62h4ybDO3DyqL7ExntNsKSISXgqNJsRxHD78Zg9zlm2kxusjLtbDbaP7ccHgTtEuTUQEUGg0GZXVXma/ZflkzT4AOrRN5KG7RpASq7GjRKTpUGg0AfuLypn6ei678ksBOLtfFndePYDundObRf8REWk9FBpR9pXN59nF6zhS6cXtcnHdJb258twzcGmyJBFpghQaUeL1+Xjt/S0s/WIHAOkpcTwwIZt+Z7SJcmUiIien0IiCQ6WVPDV/LXk7DwHQv1sb7hs/iPSU+ChXJiJyagqNCLM7inhq/lqKy6oAuOq8bnx3ZC88bt3wFpGmT6ERIY7jsPSLHbz2/hZ8jkNifAz3XDOAM/tlRbs0EZGgKTQioLyihr+9sY6vNxYAcEb7FCbnZNOhbVKUKxMRCY1CI8x27D/MtHm5HCg6AsCFgztx6+h+xMWqd7eIND8KjTD6ePVe/vGWpbrGR4zHza2j+zFyaOdolyUiUm8KjTCorvEyZ9lGPvzGP4dUZnoCU3IG071j05wqUkQkWAqNRpZ/6AjT5uayfb+/J/ewPpncPXYAyRGau1tEJJwUGo1o1aYCZi5cR3llDS4XfHdkL646rztu9e4WkRZCodEIfD6HuR9t4Y3PtgOQlhTLfROyGdC9bZQrExFpXAqNBiopq2LGgrWs314EQJ+u6TwwIZu2qerdLSItj0KjATbuOsT0ebkcKvX37h59zhlcd0lvYjzq3S0iLZNCox4cx2HZil288t4mvD6HhDgPd109gOH920e7NBGRsFJohOhIZQ1/X7KBFRsOANAlK5kpOYPp2E69u0Wk5VNohGB3filPzs1l/8FyAL4zqAPfv7I/8XHq3S0irYNCI0ifrd3Hc0s3UFXtI8bj4uZR/bhkWGdNliQirYpC4zSqa3y89M5G3vt6NwAZafFMzhlMz05pUa5MRCTyFBqnUFB8hOnz1rJ1bwkA2b3aMWncIFIS1btbRFonhcZJrNlSyNML1lJWUYMLmHBRT8ae30O9u0WkVVNonMDnOCz8ZBsLPt6KA6QkxjJp/ECye2ZEuzQRkahTaNRyuLyKpxeuY+3WgwD06pzG5InZtEtLiHJlIiJNg0IjYMueEqbNW8PBkkoALj+rKzde3ke9u0VEamn1oeE4Dm98vIVn5ufi9TnEx3q446r+jBjYIdqliYg0OREPDWPMBcBfgTigELjLWrvdGNMGmAP0AvKBG6y1+8JZS0VVDc8ttSxftx+AThlJTM4ZTJfM5HAeVkSk2YrGtZc5wD3W2mGBvz8RWP5b4CNr7QDgGeB/w1nEnoIyfvv8V8cC49wB7fnl94crMERETiGiLQ1jTDzwS2vt6sCi1cC/Bf5+DTAy8PcXganGmFhrbXVj1/HF+v38fckGKqu8eNwu7h6fzQiTqd7dIiKn4XIcJyoHNsa4gQXAl9baR40xlUCytbYm8P4u4Fxr7Z7T7KoHsDWYY1bX+Pj7orUs/GgL4J+7+//dfg79u7er78cQEWnuegLbgl05bC0NY8z1+O9d1LbBWjvKGBMHPBc4/mOB9078Nd8F+II9XmFhKT7fyQPwYEkF0+fnsnm3v3f3wB5tmTR+EGlJ/t7d+fmHgz1UxGRlpaquEKiu0Kiu0LS0utxuFxkZKSFvF7bQsNa+Arxy4nJjTAr+FkYhMKHW5afdQEdglzEmBkgNrNNga7cd5OkFazlc7j/UuPN7MOHCnrjduhwlIhKKaDxyOxvYBNxvra3dklgMfB9/y+NG/DfFG3Q/w+c4vPHZduZ9uAUHSE6I4d5xAxnSO7MhuxURabUifSP8TGACsA5YaYwB2GOtvRr4FTDLGLMWOATc0pBjlR6pZuaidaze7G+sdO+YypSJ2WS2SWzIbkVEWrWIhoa19mu+fe/i6HsHgfGNcZxt+0qYNjeXguIKAC4Z1pmbR/UlNkaTJYmINESL6hHuOA4ffLOHF5blUeN1iItx8/0xhvOzO0W7NBGRFqHFhEZVjY/nFq/nk1x/J/IObROZkjOYru1DfzpARETq1mJC48nX17B6UwEAZ/fL4q5rBpAY32I+nohIk9BivlX3FZbhdrm4/tLejD7nDPXuFhEJgxYTGqnJcdx19QD6ndEm2qWIiLRYLSY0fnTdEJITNHe3iEg4tZgZhlKT4qJdgohIi9diQkNERMJPoSEiIkFTaIiISNAUGiIiEjSFhoiIBE2hISIiQVNoiIhI0BQaIiISNIWGiIgETaEhIiJBU2iIiEjQWsKAhR4At7thQ6E3dPtwUV2hUV2hUV2haUl11dompHmwXY7jhHywJuZC4KNoFyEi0kxdBHwc7MotITTigXOAvYA3yrWIiDQXHqAT8CVQGexGLSE0REQkQnQjXEREgqbQEBGRoCk0REQkaAoNEREJmkJDRESCptAQEZGgKTRERCRoCg0REQlaSxh7KmjGmDTgU2CstXbbCe8NA2YCacCHwP3W2pomUNfDwF1AUWDRM9baqRGo6WHghsDLN6y1/37C+1E5X0HUFZXzFTj2fwHXAQ7wN2vt4ye8H61zdrq6onnO/gxkWmvvOGF5N2A20B6wwC3W2tJI1HSaum4H/gDsDyx6w1r7UATqeQ//uagOLLrPWru81vujgMeBROBla+0vw1VLq2lpGGNG4B9fpd9JVpkNPGit7Qe4gHubSF3DgZustcMCfyIRGKOA0cCZwDDgbGNMzgmrRfx8BVlXxM9XoLaLgcuAIYEa/s0YY05YLRrnLJi6onXOLgduP8nb04Bp1tr+wArgV5GoKYi6hgM/qXWuIhEYLvzfD0NrHbd2YCQCzwITgAHAOcaYq8JVT6sJDfz/QKcAe058wxjTHUi01n4eWDQLuD7adQUMB35hjFltjHnSGJMQgZr2Aj+11lZZa6uB9UC3o29G8Xydsq6AaJwvrLUfAJcGWg7t8bfiy46+H61zdrq6AiJ+zowx7YDfAY/V8V4sMBJ4NbBoFhH693iqugLOAW43xqwxxsw2xrSNRFmB/75ljPnGGPPgCe+fC2y01m4N/JxnE8bz1WpCw1p7j7X2ZKPhdsb/hXTUXqBr+Ks6dV3GmBTga+DnwFlAGyLwG5e1du3RLzdjTF/8l4MW11olKufrdHVF63zVqq/aGPMosA54B9hd6+1o/j920rqieM5mAA/xr0titWUCJbUu3UXsXJ2mrqO1/AZ/y20n8GQEamqL/+eWA1wO3G+MuaLW+xH9f6vVhMZpuPFf7z3KBfiiVMsx1tpSa+3V1toNgX9AfwGujtTxjTGDgGXAz621G2u9FdXzdbK6on2+AjX8//buJ0SrKg7j+HcW1YANE2GQgUEhPC5caLbLVVCbYEBaCBOJRKQ4tZBCbGMQ6MIBhTYt+ke4cdMf+mMguCxpEczKfBYuJBeSbcQoIUIX547eGZh3bsx772nw+cC7eO99h/Pjdw/ze+895z3nPeAxYDNLHz9VzdlKcdXImaTXgd9sn1/hI8tzBQPkqkNc2N5t+0fbt4ETQG+PgVptXrC91/YN238An7D0Gg3at1I0iquUJYIXPc7Kj4sGI+lJSa+1Dk1wbyCs77afo3y7OWL782Wnq+VrVFyV87W1GejG9l/Al5Rvo4uq5Gy1uCrlbA/woqQF4H1gRtKp1vnfgWlJi5sDbWKY/jUyLknTkg61Pj8BDDGRYVczztJut32NBu1bKRqA7SvAreYfEsCrwA8VQ1r0N3BC0lPNYNgc8FXfjUraDHwNzNo+s/x8rXytFheV8hgFdOoAAAHtSURBVNV4GvhI0kOSHqQMSt7d2KZiHxsZFxVyZvsF29tsbweOAt/YPtQ6/w9lY7U9zaG9DJCr1eIC/gQON5NXAN5kmP71CDAvaVLSFGWQvt3uz4AkbWkK7Sw95uu+LhqSzkp6tnn7CnBK0iXgYeCD2nHZvg7sB76lTDucoDw+6Ns7wCRwUtJC8zrwP8jXyLgq5gvbZ4HvKeMDvwA/2T5TO2erxVUzZ8tJ+ljSTPP2IPCGpIuUneV6m0LaNS7b/1LG0T6U9CuwEzg8+q/XzvZ3LL2Gn9q+0PT/J2zfAvYBX1DGrS5xbxLB2GUTpoiI6Oy+vtOIiIj/JkUjIiI6S9GIiIjOUjQiIqKzFI2IiOgsRSNizCQ9I+lGa6otkjZKuizppZqxRaxVptxG9EDSfuAIZT2nm8A54LztY1UDi1ijFI2Inkg6TfkR32XKL7NfbtYsili3UjQieiJpA7AAPABsG3IToYi+ZEwjoj8CpihrB+2sHEvEWOROI6IHkjZSdpx7l7Je1nFgh+1rVQOLWKMUjYgxa1YaPQdctP1Wc+wzyrjG883CdxHrUh5PRYzfPLABeLt1bA54lJW3EY1YF3KnERERneVOIyIiOkvRiIiIzlI0IiKisxSNiIjoLEUjIiI6S9GIiIjOUjQiIqKzOzlEtlQo14WCAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" show code \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.linspace(1, 5, 20)\n",
"y = np.power(x,3)\n",
"df = pd.DataFrame({'X':x,'Y':y})\n",
"res = ols(formula=\"Y ~ X\", data=df).fit()\n",
"\n",
"fig, axes = plt.subplots(1,1,figsize=(6,6))\n",
"_ = sns.regplot(x=df.X, y=df.Y, data=df, ci=None, ax=axes)\n",
"axes.text(1, 120, 'R-squared = %0.2f' % res.rsquared)\n",
"plt.title('Data generated by equation $Y = X^3$')\n",
"plt.show()\n",
"toggle()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Because statistical significance does not imply practical significance, large $R^2$ value does not imply that the regression coefficient meaningfully different from 0. And a large $R^2$ value does not necessarily mean the regression model can provide good predictions. It is still possible to get prediction intervals or confidence intervals that are too wide to be useful."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Residual Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Residual plot** checks whether the regression model is appropriate for a dataset. It fits and removes a simple linear regression and then plots the residual values for each observation. Ideally, these values should be randomly scattered around $y = 0$."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A \"Good\" Plot\n",
"\n",
"**Example**: The dataset includes measurements of the total lifetime consumption of alcohol on a random sample of n = 50 alcoholic men. We are interested in determining whether or not alcohol consumption was linearly related to muscle strength."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'alcoholarm.txt', delim_whitespace=True, header=0)\n",
"result = analysis(df, 'strength', ['alcohol'], printlvl=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The scatter plot (on the left) suggests a decreasing linear relationship between alcohol and arm strength. It also suggests that there are no unusual data points in the data set. \n",
"\n",
"This residual (residuals vs. fits) plot is a good example of suggesting about the appropriateness of the simple linear regression model\n",
"\n",
"- The residuals \"bounce randomly\" around the 0 line. This suggests that the assumption that the relationship is linear is reasonable.\n",
"- The residuals roughly form a \"horizontal band\" around the 0 line. This suggests that the variances of the error terms are equal.\n",
"- No one residual \"stands out\" from the basic random pattern of residuals. This suggests that there are no outliers.\n",
"\n",
"In general, you expect your residual vs. fits plots to look something like the above plot. Interpreting these plots is subjective and many first time users tend to over-interpret these plots by looking at every twist and turn as something potentially troublesome. We should not put too much weight on residual plots based on small data sets because the size would be too small to make interpretation of a residuals plot worthwhile."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Nonlinear Relationship\n",
"\n",
"**Example**: Is tire tread wear linearly related to mileage? As a result of the experiment, the researchers obtained a data set containing the mileage (in 1000 miles) driven and the depth of the remaining groove (in mils). "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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SqXS6TEld4KDBkJn/CRARj8/MVZM2/WVEfHlWK+syG7eMsH7TNvr6avRN2kMYqzdYv2kbAGtWLutQdZK6yUxPVz0xIgbHGxGxDHBZz6Nk72idDZuH6eur0VMrvyU9tSp9fTU2bB5m72i9QxVK6iYzPSvpLcCWiPg0xemqTweGZq2qLrP1rp3UG83SnsJkPbUqe8bGyOGdrHzUSW2uTlK3mdEeQ2b+C/BrwH8BXwfOzcyrZ7OwbrL7wdFppwyvN5rsemC0TRVJ6mYHDYaIeGrrv78NPArY1vr32NZtOgoWL+ylWj34wHKtWmFgUW+bKpLUzaY7lPQ84Gbgz6bY1gQ+dtQr6kKnnbKEWrXCWL3xkDEGKAagq9UKsXxJB6qT1G2mOyvpD1v/fcrk2yOiNzM9rnGU9PfWWLtqeXH2UR+lcBirN9i3r87555zq9QyS2mKmcyWtBn4FeCPwRWBFRLwwM6+dxdq6yuoVxcqmGzYPs2dsjHqjSa1aoVqtcP45p05sl6TZNtOzkt4EXAL8JsW8ST8PfAQwGI6SSqXCmpXLOPv0h5HDO9n1wCgDi3qJ5V75LKm9ZnodQy0zPws8DbghM7cBflvNgv7eGisfdRLnrDiZlY86yVCQ1HYzDoaIOBt4JnBTRDwe8BQZSZqHZhoMfwdcA7w7M+8E/gO4eNaqkiR1zEyn3f4Y5VNTH52Zzs8gSfPQTM9KejjwbuAxwBrg6oi4KDNHZrM4SVL7zfRQ0j8DNwAPAvdSTIvxrtkqSpLUOTMNhlMz80qgkZmjmfkqYPks1iVJ6pCZBkMjIibuGxEDh/BYSdIxZKZf7h8DPgicEBF/RDF/0kdmrSpJUsfMdNrt1wE3Al+huMjt3zLzstksTJLUGTOdEoPMfD/w/vF2RDwtM2+alaokSR1z0GCIiCcCb6OYH+mFmfnDiFhOsaLbecDC2S9RktRO0x1K+mfgo8B3gYsj4gLgduA44IxZrk2S1AHTHUo6ITPfHBE14L+B5wB/nJkfnv3SJEmdMN0ewwMArekvFgDPNBQkaX6bLhgmL0T8w8z82mwWI0nqvOkOJVUjYgmtgJj8M0Bm3juLtUmSOmC6YFgB/JCfhMGOSduauFiPJM07Bw2GzHTaC0nqMn7xS5JKDAZJUonBIEkqMRgkSSUGgySpxGCQJJUYDJKkEoNBklRiMEiSSgwGSVKJwSBJKjEYJEkl082u2lYRcSFwMdALvCUz39HhkiSp68yZPYaI+Bng74DVwJnAiyPi5ztblSR1nzkTDMC5wM2ZeW9m3g9cDzyrwzVJUteZS8GwDBiZ1B4BHjHTB2/ceAsAY2NjDA2t4+abbwJgz549DA2t45Zbbgbg/vt3MzS0jk2bvgDAfffdx9DQOm699UsA3HvvvQwNreO2274MwPbtP2BoaB1f+9p/FkWN3MPQ0Dpuv/3rANx99zBDQ+u4445vALBt250MDa0jcysA3/nO/zA0tI7vfOd/AMjcyotf/GK2bbsTgDvu+AZDQ+u4++5hAG6//esMDa1jZOQeAL72tf9kaGgd27f/AIDbbvsyQ0PruPfeYvG8W2/9EkND67jvvvsA2LTpCwwNreP++3cDcMstNzM0tI49e/YAcPPNNzE0tI6xsTEAbrppA0ND6yZ+j5/61Hpe/eqXT7TXr7+BSy551UT7hhuu59JLXzPRvv76a3nta/96ov2Rj1zD619/+UT7mmuu5o1v/LuJ9tVXX8Vll1020X7Pe67krW/9h4n2lVf+C+94x1sm2u9859t55zvfPtF+xzvewpVX/stE+61v/Qfe854rJ9pXXPEGrr76qon2G9/4d1xzzdUT7de//nI+8pFrJtqvfe1fc/311060L730Ndxww/UT7UsueRXr198w0X71q1/Opz61fqI9NLSOm27aAMz8s3fzzUW7E5+9oaF1Xf3Zu+KKN0y0u+mzd6jm0hhDlWJVuHEVoDHTBx93XD+DgwOMjY3R21tjYGABg4MD7NnTS29vjeOPX8jg4AALF1ZK7d7eOr29NU44oWhXKntL7Xr9/lJ7797j6O2tceKJixgcHOD++8vt++5bRG9vjSVLiva995bbP/jBIoCJ9oknjm8/rtT+qZ8q2iecsHDK9tKlx3HSST9pn3TSYk48cYDjjx9vD7B48eKJ9uDgAAsWLGBgYMFEu6enp9QGGBhYQF9fz0R78eKp2rVJ7f7S9uOO66e/v9xesKC31N69m4n2okV9jI72ldq1WrPUhp/cf+HCPvr7+0rtRYt+0l6woHfiszBVu7+/p9Tu6+th8eLJ7RqLFy/Yb3u5Pf7ZAkqftZl+9sb704nP3uR2pz574/3vzGfvJ+1OffbGn7Ndn72lSxdzqCrNZnP6e7VBRLwAWJOZL2q1LwEqmXn5wR/JqcCdO3bsptGYG32ZzuDgANu37+p0GR1j/+2//W9f/6vVyng4/BywbSaPmUt7DJ8FLo2IQeB+4HeAF3e2JEnqPnNmjCEzvwe8Bvg88HXgmsz8cmerkqTuM5f2GMjMa4Brpr2jJGnWzJk9BknS3DCn9hgkqVP2jtbZetdOdj84yuKFvZx2yhL6W2dRdRuDQVJXazabbNwywobNw9QbTRqNJtVqhVq1wtpVy1m94mQqlUqny2wrg0FSV9u4ZYT1m7bR11ejb9Iewli9wfpN2wBYs3JZh6rrDMcYJHWtvaN1Nmwepq+vRk+t/HXYU6vS11djw+Zh9o7WO1RhZxgMkrrW1rt2Um80HxIK43pqVRqNJjm8s82VdZbBIKlr7X5wdNoZE+qNJrseGG1TRXODwSCpay1e2Eu1evCB5Vq1wsCi3jZVNDcYDJK61mmnLKFWrTBWn3q+zrF6g2q1Qixf0ubKOstgkNS1+ntrrF21nH376g8Jh7F6g3376qxdtbzrrmfwdFVJXW31ipMB2LB5mD1jY9QbTWrVCtVqhfPPOXViezcxGCR1tUqlwpqVyzj79IeRwzvZ9cAoA4t6ieVe+SxJXa2/t8bKR53U6TLmBMcYJEklBoMkqcRgkCSVGAySpBKDQZJUYjBIkkoMBklSicEgSSoxGCRJJQaDJKnEYJAklRgMkqQSg0GSVGIwSJJKDAZJUonBIEkqcaEeTWvvaJ2td+1k94OjLF7Yy2mndO/KVlI3MBh0QM1mk41bRtiweZh6o0mj0aRarVCrVli7ajmrV5xMpVLpdJmSjjKDQQe0ccsI6zdto6+vRt+kPYSxeoP1m7YBsGblsg5VJ2m2OMagKe0drbNh8zB9fTV6auWPSU+tSl9fjQ2bh9k7Wu9QhZJmi8GgKW29ayf1RvMhoTCup1al0WiSwzvbXJmk2WYwaEq7Hxyl0Wge9D71RpNdD4y2qSJJ7WIwaEqLF/ZSrR58YLlWrTCwqLdNFUlqF4NBUzrtlCXUqhXG6o0pt4/VG1SrFWL5kjZXJmm2GQyaUn9vjbWrlrNvX/0h4TBWb7BvX521q5Z7PYM0D3m6qg5o9YqTAdiweZg9Y2PUG01q1QrVaoXzzzl1Yruk+cVg0AFVKhXWrFzG2ac/jBzeya4HRhlY1Ess98pnaT4zGDSt/t4aKx91UqfLkNQmjjFIkkoMBklSicEgSSoxGCRJJQaDJKnEYJAklRgMkqSSjl3HEBF/C9Qz89JW+0Tgg8Ajge3AczLz+52qT3Oby41Ks6ftwRARJwBXAM8D3jhp02uBL2bmMyPid4G3As9td32a21xuVJp9nTiUdAHwbeDN+93+TIo9BoAPAedFhHM6q2R8udFqtcLC/h6OW9jLwv4eqtUK6zdtY+OWkU6XKB3z2h4MmXl1Zv49sP+akMuAkdZ9xoAfA4NtLk9zmMuNSu0xa4eSIuLZwD/ud/PWzDz3AA/Zf/+/Aky9GMAUli5dfAjVdd7g4ECnS+iow+n/V+74PlSKPYWp9PZUeWDPGN+/by9POv1hR1rirPL9t/9z2awFQ2ZeB1x3CA/5HvBw4O6I6AEGgB0zffCOHbunXYpyrhgcHGD79l2dLqNjDrf/3/v+jxkdrTPac+Ad3X2jde4euY9TTlp0JCXOKt9/+9/O/lerlUP+w3kuna56I/B7rZ+fSzEQ7YLCmuByo1J7zKVpty8B3hsR3wR+BDy/w/Vojpm83Oj+YwzgcqPHEk83nts6Fgzj1y9Mat8L/EZnqtGxYHy50fWbtkEfpXAYX270/HNO9QtmDms2m9z05bu47rP/7enGc9hc2mOQpuVyo8e2jVtGuPHWYXpqFfomBfhYvVEEPrBm5bIOVadxBoOOKS43euwaP914YX+N5n7nifTUqtBXBP7Zpz/M97LDDAYdk1xu9Niz9a6d1BtNempVRsceeiZ6T63KnrExcnin722HzaWzkiTNY7sfHJ32lPJ6o8muBzwZsdMMBklt4enGxw6DQVJbTD7deCqebjx3GAyS2mL8dOMH99YfEg7jpxuvXbXcgec5wMFnSW2zesXJDAws4LrP/renG89hBoOktqlUKjzt7FM4/REneLrxHGYwSGo7Tzee2xxjkCSVGAySpBKDQZJUYjBIkkoMBklSicEgSSoxGCRJJQaDJKnEC9yko8R1jDVfGAzSEWo2m2zcMsKGzcOuY6x5wWCQjtDGLSOs37SNvr6a6xhrXnCMQToC4+sY9/XVinWLJ+mpVenrq7Fh8zB7R+sdqlA6dAaDdAQmr2M8lZ5alUajSQ7vbHNl0uEzGKQj4DrGmo8MBukIuI6x5iODQToCrmOs+chgkI7A+DrG+/a5jrHmD09XlY7Q+DrFGzYPu46x5gWDQTpClUqFNSuXcfbpD3MdY80LBoN0lLiOseYLxxgkSSUGgySpxGCQJJUYDJKkEoNBklRiMEiSSjxdVZrnXFlOh8pgkOYpV5bT4TIYpHnKleV0uBxjkOYhV5bTkTAYpHnIleV0JAwGaR5yZTkdCYNBmodcWU5HwmCQ5iFXltORMBikeciV5XQkPF1VmqdcWU6Hy2CQ5ilXltPhMhikec6V5XSo2h4MEXEO8I9AH7AD+P3MvCsiTgQ+CDwS2A48JzO/3+76JKnbdWLw+YPAizLzzNbP/9S6/bXAFzPzdOBK4K0dqE2Sul5bgyEi+oGLM/P21k23A8tbPz+TIigAPgScFxGeZC1JbdbWYMjMvZn5AYCIqAKXAje0Ni8DRlr3GwN+DAy2sz5J0iyOMUTEsynGEibbmpnnRkQf8L7W67+utW3/yzQrwNRX50xh6dLFh1tqRwwODnS6hI6y//a/m831/s9aMGTmdcB1+98eEYuBT1AMPF+QmeOTtXwPeDhwd0T0AAOt+8zIjh27p50bZq4YHBxg+/ZdnS6jY+y//bf/7et/tVo55D+cOzH4/AHgf4DnZubeSbffCPxe6+fnUgxEO8OXJLVZW09XjYgnABcAdwBfjQiAezLzGcAlwHsj4pvAj4Dnz/Bpa8C0E4bNNcdavUeb/bf/3ayd/Z/0WjO+qrHSbB4bh18OYjXwxU4XIUlz3Bpg40zuOB+CoR84i+KMJpejkqSyGnAy8BVg7zT3BeZHMEiSjiKn3ZYklRgMkqQSg0GSVGIwSJJKDAZJUonBIEkqMRgkSSUu7TlLIuJ44EvA+Zm5LSLeQ3GV9v2tu1yWmR+PiHOBK4CFwLWZeXFnKj56IuJvgOe0mp/MzKED9TMizgTeBRwPfAH449a068esA/S/m97/y4FnAU3g3Zl5RZe9/1P1/5h6/91jmAURsYri0vPHTrr5ScAvZeaZrX8fj4iFwFUU80edDpwVEee1v+Kjp/VBfzrwBOBM4IkR8TwO3M8PAC/NzMdSTLX+h+2v+ug5QP9/i+55/38ZeCqwkqLPfxYRZ9A97/9U/Q+OsfffYJgdfwj8KXAPQEQsolip7qqIuD0iLmstVHQ28O3MvLP1V9IHgGd3quijZAR4eWbua82O+y2KgHxIPyPiFGBhZt7aeux7mZ/9X06XvP+ZeQvwlFZ/fpriqMSJdMn7f4D+P8gx9v57KGkWZOaLAFqzx0KxzsTNwEuA+4D1wB8Au2mtWtcyAjyibYXOgsz85vjPEfEYikMqb2Pqfi47wO3HrAP0fw3wK3TB+w+QmaMRcRnwCoo1WQ70Ps+79x+m7H8vx9j//+4xtEFmfjczfyszRzJkvbbcAAAEgklEQVTzAYovymdQ/P4nT1Z1SKvWzWUR8TjgJuCVwHeZup9d0f8sdNX7n5l/Q7E0789S7DF21fu/X/9/9Vh7/w2GNoiIFRHxO5NuqgCjwN0Usx6Oezitw0/Hsog4B/gc8FeZ+T4O3M+u6H83vf8RcVprQJnWl+DHKPaWuuL9P0D/n3usvf8GQ3tUgLdExJKI6AVeDHwc2AxERDw6ImrAhcCnOljnEYuInwVuAC7MzA+3bp6yn5l5F7Cn9UUK8LvMz/53zfsPPBK4MiL6W2u7XwD8K13y/jN1/2/hGHv/HWNog8y8PSJeD2yiON740cz8EEBEXAR8FFhAsbzp9Z2q8yh5BUVfrpg0xvJO4CKm7ufzKf5HOh74KvBP7Sx2Fhyo/13x/mfmjRFxNvA1ivVRPpqZH46I7XTB+3+A/l8eET/kGHr/XY9BklTioSRJUonBIEkqMRgkSSUGgySpxGCQJJV4uqrmlYhoAt+gOFVw3G2Z+aKI+DrFxVZN4OOZ+dTWY/4a+K/M/PdDfK3dwOMzc9sR1vwrwNsz8/FH8jzS0WIwaD56Smb+cP8bM/NMgIg4lWICs3FPBe5oT2nS3GcwqGu09iYGgfcAC1t7EFdSTIn8poioA58E3gD8MlCjuFDpzzPzxxGxhmKemybwFaY4FBsRTwfenJkrWu0TgTsprog9B/jfQB/FzJvvy8xL9nv8e4FvZOY/7N+OiJ8B3k4xU2cv8OHMfF1E9LTqOodiqoXvAi/MzN1H/EtTV3KMQfPR5yPi65P+/fR+218IPNiaF/8dwG0Uk919HPgrYAx4YmaeQTF3zd+3pje4jmJK7ScAn6dYXGV/NwGLI+JJrfbzKMLmR8DLgRdk5pOAJwOvjoiTDqFf7weuyswnUuzxnBsRzwF+geIQ2Rmtbd+lWA9AOizuMWg+mvJQ0gydT7F+wNNaU1r0AT8AVgCjmfk5gMz8UET86/4PzsxmRFxFMQXIbRQh9MrW7b8OnB8RF1IszFIBjptJURFxHMVezE9FxN+2bl5MsRjQZyjGVDZHxKcpplz48uF0XgL3GKT91YCXja+0RfGX+bNa2yr73fdAS1BeRbEQzZnAiZl5S+uL/WvA/6KYE+iVFId99n/O5n639U2qqwL84qTangy8LjN/BJxBMU9THbg2Il5yKJ2WJjMY1I3GgFpEVCa1e1s/fxp4aUT0tVbZupJiArzbgUpEPAMgIn4DWDLVk2fm94AvU8wq+q7WzY+hWNf44sz8D4pDP/0UX/iTbacY8yAillHsJZCZPwZuBf6yte1EiknZLoiI8ymm+f5SZl4KXA2cdai/FGmcwaBuNELxxf3NiFgKfAJ4fUS8APhbYBvFX/d3UPyV/vLWMp2/Cfxta9D6tykOMR3IlRTrPr+v1b6dYuWurRHxLeDXW8//6P0e9zbg5IhIikHymydtuxB4ckRsoZiy+UOZ+UGKqZq/CXwjIm4DfhG47JB+I9Ikzq4qSSpxj0GSVGIwSJJKDAZJUonBIEkqMRgkSSUGgySpxGCQJJUYDJKkkv8PLZ9ToQGoAG8AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'treadwear.txt', sep='\\s+', header=0)\n",
"result = analysis(df, 'groove', ['mileage'], printlvl=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non-constant Error Variance\n",
"\n",
"**Example**: How is plutonium activity related to alpha particle counts? Plutonium emits subatomic particles — called alpha particles. Devices used to detect plutonium record the intensity of alpha particle strikes in counts per second. The dataset contains 23 samples of plutonium"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'alphapluto.txt', sep='\\s+', header=0)\n",
"result = analysis(df, 'alpha', ['pluto'], printlvl=2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'realestate.txt', sep='\\s+', header=0)\n",
"result = analysis(df, 'SalePrice', ['SqFeet'], printlvl=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Outliers"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EEQW7iIhIHFGwi4iIxBEFu4iISBxRsIuIiMQRBbuIiEgcUbCLiIjEEQW7iIhIHFGwi4iI9ECBYKBD+ynYRUREepCy3ZYH3r2fqxdN69D+iV1cj4iIiLTTvroqnl+7CJ+/kI93fAjAmIFjOnQsBbuIiIgDgqEg7259m+LSAl5a/yIHGw9Gto0eMJZvTb6rQ8dVsIuIiHSjzdXlLPAXU2KLKd+3MTLeN7Ev1467ntycfM4bcQGJCQkdOr6CXUREJMoONh7k5fV/xecv4q0tKwgRimw7a+g55Obkc/2EG0hLHtDpc0U12I0xA4B3gWuttRuNMdOAR4G+wAJr7U+ieX4RERGnhEIhVu38hGJ/Ic+tWci++qrItpP6DWW28TLXzCN7iOnS80Yt2I0xU4AngOymr/sCTwIXA5uBl4wxV1lrX4lWDSIiIt2t4kAFC8sW4PMX4N9dGhlPdCdyxZiryM3J49LRl5Pojk4ER/Md+x3Ad4CCpq/PAdZYazcAGGMKgZsBBbuIiMS0hkADr5UvY9HrJSwuW0xjsDGyLWfIqXhz5jFr4hwy+2VGvZaoBbu19nYAYyKXGEYA21q8ZBswMlrnFxERiTa724/PX8gztoSKgzsj4wP7DOKGCbPIzclncuaZuFyubqupO2+ec0OLuwXABQTbe5D09NQuK6hZZmZalx+zt9Ecdp7msPM0h52nOTyxqtoqFvxjAU9++iQrv1wZGXfhYtq4aXz9zK8z0zOTlMQUR+rrzmDfAgxv8fUwYGt7D7JrVw3BYOjEL2yjzMw0Kiqqu+x4vZHmsPM0h52nOew8zeGxBUNB3vnyLXz+wiN6zscMGMtczzzmmFzOHHcKFRXVVO9poJqGTp3T7XZ16M1sdwb7SsAYYyYAG4BcwjfTiYiI9Ejl+zaxwBazwF9MefWmyHi/xH5cO/56cj35nDvifNyunrNCe7cFu7W21hhzK/AskAK8DCzsrvOLiIi0xcHGg7y0/kV8pYW89eUbrbadPWwKXk9el/WcR0PUg91aO7bFn18DJkf7nCIiIu0RCoX4dOfHFJcW8vzaZ4/ac+715DFxcLaDVbaNVp4TEZFea+eBnSwsW0CJv7BVz3mSO4krxl6F1zMvqj3n0RA7lYqIiHSBhkADy8uX4vMXsnzTq616zk9JPw2vZx6zsueQ0TfDwSo7TsEuIiK9gn93Kb7SQp4pK6HyYEVkfGCfQcyaeDO5OfmcnjG5W3vOo0HBLiIicWtfXRXPrX0WX2kBn+z8ODLuwsXFoy4h15PP9KxrHOs5jwYFu4iIxJXmnvPm55zXBmoj28YOyMLryWO28XJyWnwufqpgFxGRuFC+bxMl/iIW2GI2V5dHxvsl9mPG+Jl4PXmcN+KCmL/UfiIKdhERiVkHGg7w0voXKfEXHbXnPNcTfs55anLvWSpXwS4iIjElFArxyc6PIj3n1fX7ItuG9hvGHJPLXM88Jgye6GCVzlGwi4hITNh5YCfP2BJK/IXYPf7IeHPPea4nj0tGT4upnvNo6N3fvYiI9GgNgQaWbXqVEn8hyza9SiAUiGw7Jf00cj15zMqeQ3rfdAer7FkU7CIi0uOU7voCn7+QhWUlVB6sjIwP6jOIGyfejNeTx6TMM+L+RriOULCLiEiPUFW3l+fWPIvPX8CnOz+JjLtwMXXUpXg9eXHXcx4NCnYREXFMMBTkrS1v4PMX8PL6xb2u5zwaFOwiItLtNu3bGO459xezpWZzZLy553xezj8xZfh5utTeAQp2ERHpFs095z5/IW9/+WarbecMO5fcnHyuGz+zV/WcR4OCXUREoiYUCvHxjg/x+YuO6Dkf1n84s7O9eHPmMX5Q7+w5jwYFu4iIdLkdB3aw0C7A5y+gbI+NjCe5k5iedQ1ezzymjrqs1/ecR4NmVEREukRzz7nPX8DyTUtb9Zyfmn46uTl53DhxtnrOo0zBLiIinVK66wuK/QU8W7bgiJ7zm7Ln4PXkcXrmZAcr7F0U7CIi0m5VdXtZtGYhJf7CVj3nbpebqaMuJdeTz5VZV9MnoY+DVfZOCnYREWmT4/WcZw0cF+k5H5F6soNVioJdRESOa2PVBkpsEU/7fYf1nPfn+gk34PXkqee8B3Ek2I0x9wG3AXXAAmvtL52oQ0REjm5/w34Wr3uBEn8R72x9q9W2KcPPw+vJ47oJN5CalOpQhXIs3R7sxphpQC5wNrAfeM4Yc6O1dlF31yIiIoeEQiE+3L6SEn8Rz615lpqG6si24f1HND3nPJdxgyY4WKWciBPv2M8EXrXW7gMwxiwBZgIKdhERB+zYv52ny0p4Zk0x/spDzzlPdiczPesacnPyuHjkpSS4ExysUtrKiWD/BHjMGPMwcAC4DnA7UIeISK9VH6gP95yXFvBa+bJWPeenZUzC65nHrOzZDElRz3mscYVCoW4/qTHmbuBWYDewHDjXWnvtCXYbC2yIbmUiIvHt8x2fM3/VfApWF1B54FDP+ZC+Q8g7PY/bzryNM4ad4WCFchRZwMa2vtiJz9jTgGettY82fX0PsK6t++/aVUMw2HW/jGRmplFRUX3iF8oxaQ47T3PYeZrDY9tbu4dFaxdSUlrIqopPI+Nul5tLRl1Gbk4+V4y9ipHDMqioqNY8dkJX/hy63S7S09t/c6ITl+KzgP8zxpwF9Ae+0fSfiIh0kUAwwJtbVlDiL+TlDYupC9RFto0bOD7Scz48dYSDVcaP1esqWbKynN019QxJTWb6lNFMGp/hSC3tCnZjzGBr7Z7OnNBau9oY8yywGkgAHrPWvtOZY4qISNiGqvUs8BdR4i9m6/4vI+P9Evszc8KNzM3JY8qwc9Vz3oVWr6ukaFkZCQlu0vomsnd/PUXLygAcCfdjBrsxJgN4ENgFzAeWAmOMMZ8DM621mzp6Umvtg03HFhGRTmruOff5C3l369uttk0Zfh65nnxmTJipnvMoWbKynIQEN32SEnC5XPRJSqCuabxHBTvwBLAWGAesAB4AngTygD8AJ7rZTUREoiTcc/4BJf5Cnl+7SD3nDqqsqqVfSus4TU50U1lVe4w9out4wT7eWnuDMSYF2Gyt/VPT+P8ZY/6lG2oTEZHD7Ni/nQXWR4m/kLV710TGk93JXJV1Ld6ceeo572YZA1PYu7+ePkmH5ry+MUjGwBRH6jlesLuNManW2hpjzO3Ng8aYIUBS9EsTEREI95wv3bgEn7+A18uXt+o5Pz1jctNzzm9mcMoQB6vsvaZPGU3RsjLqgMQEF3UNAQKBINOnjHaknuMF+/8Aq40xE6y1LwAYYy4ASoCHuqM4EZHe7B+Vf6fEX8jCsgXsqt0VGR+SMoSbsucw15PHaRmnO1ihwKEb5JasLGdPTT2De+pd8dba/zLGvAc8Y4z5b2vtcmA74LXWvn2s/UREpOOae859pYV8dljP+aWjpuHNyeeKsdP1nPMeZtL4DCaNz+gR6ykct93NWvuxMWYRcL8x5nHgfwnfQCciIl2kuefc5y/glQ0vteo5Hz9oAl5PHjdnz1XPubTJCfvYrbVFQJExxgN8HfjQGPMu8Htr7QfRLlBEJF6tr1rHAn8RC/y+o/ace3PyOWfYFPWcS7u0aYEaY4wbmAhkN+2zE3jcGPOStfZnUaxPRCSu7G/Yz1/XPY/PX8h7W1uvzXXeiAvwevK4dvz16jmXDjthsBtjHgJuA9YDjwM3W2sbjDH9gXJAwS4ichyhUIgPtq+kxF/IC2ufa9VzPqL/yczxeJnrySNr4DgHq5R40ZZ37CcBV1trP2s5aK3db4zxRqcsEZHYt33/Np62Pnz+QtbtXRsZT3Ync/W4a5nryePikZeo51y6VFs+Y//mcbYt7dpyRERiW32gnlc3voKvtIDXNy8nGApGtk3KPAOvZ556ziWqnHi6m4hI3PlH5d/x+Qt4tuxp9ZyLoxTsIiIdtKd2N4vWLMTnL2R1xarIuNvl5rLRl+P1hHvOkxOSHaxSehsFu4hIOwSCAd7Y8rfwc87XL6Y+WB/ZNmHQROZ68pht5jKs/3AHq5TeTMEuItIGx+o575+Uyg0TZjHXk8fZw85Rz7k4TsEuInIMNQ01keecH95zfv6ICyM95/2T+jtUociRFOwiIi2EQiFWbn+fktLwc84PNO6PbDs5dSRzjJc5nnnqOZceS8EuIgJsq9ka6TlfX7UuMt4noQ9XZ4V7zr82cqp6zqXHU7CLSK9VF6hj6cZX8JUWHtFzPjnzTLw5edw44SYGpQx2sMroW72ukiUry9ldU88Qhx85Kp2nYBeRXufzytWUlIafc76nbk9kPD0lPdJzfmrGaQ5W2H1Wr6ukaFkZCQlu0vomsnd/PUXLygAU7jFKwS4ivcLu2l0sKnsGn7+IzysPrZDd23vOl6wsJyHBTZ+kBFwuF32SEqhrGlewxyYFu4jErXDP+esUlxayZMNLR/Sce3PymZ09l6H9hzlYpbMqq2rpl9I6CpIT3VRW1TpUkXSWI8FujMkDftT05SvW2h86UYeIxKf1e9dS4i9mgS1m2/6tkfHUpDRmTrhRPectZAxMYe/+evokHbopsL4xSMbAFAerks7o9mA3xvQDfkf42e57gXeMMdOstcu7uxYRiR819TX4Sgvx+Qt5f9u7rbZdMOIivDl5XDPuOvWcH2b6lNEULSujDkhMcFHXECAQCDJ9yminS5MOcuIdewLgBvoD+4Ek4KADdYhIjAuFQqzc9h4+fyEvrnuO/Q2H9Zx7cplr5jF2YJaDVfZszZ+jL1lZzp6aegbrrviY1+3Bbq2tNsbcD/iBA8AbwLvH30tE5JAT9Zx7c/K56OSL1XPeRpPGZzBpfAaZmWlUVFQ7XY50kisUCnXrCY0xk4C/AFcCVUAh8IG19jcn2HUssCG61YlIT1XXWMeL9kXmr5rPq+tebdVzftaIs/j6GV9n7mlzGdw3vnvOpVfKAja29cVOXIq/EnjNWrsTwBjzFHAXcKJgB2DXrhqCwa77ZUS/oXae5rDzNIfH9nnFZ/j8hTxb9nSrnvOMvhnMyp6D15PHKemnRuawokbz2FH6Oey8rpxDt9tFenpqu/dzItg/Ax4xxvQnfCl+BvChA3WISA+1u3YXz5Y9jc9fxN8rV0fGE1wJTBtzBXM9eVw+5sqY6DlvXtWtsqqWjIEp+vxaos6Jz9iXGmPOBD4GGoAPgH/v7jpEpGcJBAOs2Pwaxf5CXt3wcque84mDsvHm5HNz9pyY6jlvuapbvxSt6ibdw5E+dmvtr4FfO3FuEelZ1u1dQ4m/mKet74ie8xsmzmKuZx5nDY3NnvOWq7oBWtVNuoVWnhORbldTX82L656nuLSAD7a/32rbhSd/jbmeeXHRc65V3cQJCnYR6RahUIj3t70b7jlf+3yr55yPTB3FbI837nrOtaqbOEHBLiJRtbXmy0jP+Yaq9ZHxPgl9uGbcDLyefC4aeTFul9vBKqOj5apuyYlu6huDWtVNok7BLiJdri5Qx5INL+HzF7Ji8+utes7PPOkrzPXkccOEWXH/nPOWq7rprnjpLgp2EekSoVCIzysP9Zzvrdsb2ZbRN4Obsufi9eSRk36Kg1V2v+ZV3US6i4JdRDpl18FdPFu2AJ+/iH/s+jwynuBK4PIxV0Z6zpMSkhysUqT3ULCLSLs1Bhv5W/lyfP4iXt34Mg3Bhsi2SM+5mcvQfkMdrFKkd1Kwi0ibrd2zBp+/kKetjx0HtkfG05IHMHPCLHJz8vjKSWfFZM+5SLxQsIvIcdXUV/PC2uco9hfw4faVrbZddPLFkZ7zfkn9HKmvecnW3TX1DNEjR0UU7CJypOae8+LSAv667nkONB6IbBuZOoq5nnnM8eQyZsBY54qk9ZKtaX21ZKsIKNhFpIUvq7dEes437jv0lOSUhBSuHjcDryevR/Wct1yy1eVyaclWERTsIr1ebWNtq57zEIcei/yVk76KNyefmRNuZGCfQQ5WeXRaslXkSAp2kV4oFAqxumIVPn8hi9Y8c1jPeSY3Z8/Fm5OHZ0iOg1WemJZsFTmSgl2kF6k8WBnpOf9i198j4809596cfKaNviJmes5bLtmamOCiriGgJVul11Owi8S55p7zYn8hSze+0qrn3Az24M3J56bsOZzU7yQHq+yYlku27qkexHzkAAAUMUlEQVSpZ7DuihdRsIvEq+P1nN8w4Sa8OfPioue8ecnWzMw0KiqqnS5HxHEKdpE4Ul2/L9xzXlrARzs+aLXtopFT8XrmcXXWDMd6zkUk+hTsIjEuFArx3tZ3KPYXsHjdC616zkeljQ73nJtcRg8Y42CVItJdFOwiMerL6i0ssMWU+IuO2nM+L+efuODki3pMz7mIdA8Fu0gMqW2s5ZUNi/H5C3lj899a9Zx/dehZzPXkdWnPefNyrXqWuEjsULCL9HDNPefF/gIWrVlI1VF6znNz8jFDPF163pbLtfZL0XKtIrFCwS7SQ1UerGRhWQm+0iJKd/8jMp7oTmTamCvxevKi2nPecrlWQMu1isSIbg92Y8ztwHdbDGUBBdba7x5jF5FeozHYyOvlyyguLWTZpiWtes49Q3LwesI955n9MqNei5ZrFYlN3R7s1to/AX8CMMacCjwP/Ly76xDpSfyVfv7w3h952vrYeWBHZHxA8kBumHgTuZ48zjjpK93ac67lWkVik9OX4v8b+DdrbaXDdYh0u+r6fTy/dhG+0sJWPecuXId6zsfNoG9iX0fqa7lca3Kim/rGoJZrFYkBrlAodOJXRYExZhrwsLX27DbuMhbYcKIXifRkwVCQNze9yZOfPsnCLxZysPFgZNvYQWO57YzbuGXyLYwZ1DN6zj8q3cGiFWvZufsAJw3px41TJ3BWzlCnyxLpbbKAjW19sZPB/gywyFrra+MuY4ENu3bVEAx2Xc1ahrLzNIcntqV6MwtsMT5/EeX7NkbG+yb25Zpx13HXuXdySv+vqOe8E/Rz2Hmaw87ryjl0u12kp6dCO4PdkUvxxphk4GLgVifOL9IdDjYeDPeclxby5pYVh/Wcn423qed8QJ+B+gdVRLqMU5+xTwLKrLX7HTq/SFSEQiFW7fwEn7+Q59Y+26rnPLPvScw2XryePLKHGAerFJF45lSwjwO2OHRukS53qOe8kNLdX0TGE92JXD5mOrk5+Vw6atoRPefNK7vtrqlniB45KiJdwJFgt9Y+DTztxLlFukpjsJHXypdRXFrAsk1LaAw2RrblDDkFb04esyYeu+e85cpuaX21spuIdA2n291EYk7Zbht5znnFwZ2R8QHJA7lx4k3k5uQzOfPME/act1zZzeVyaWU3EekSCnaRNjhRz3luTh5XZV3brp5zrewmItGgYBc5hmAoyLtb38ZXWsji9S+06jkfnTYm/JxzTy6j0jq2YItWdhORaFCwixxmc3U5C/zFlNjiI3rOrx13Pd6cPM4fcWGne85bruyWmOCiriGgld1EpNMU7CIc6jkvLi3krRP0nHeV5s/Rl6wsZ09NPYN1V7yIdAEFu/RaLXvOF61ZyL76qsi27uo5nzQ+g0njM7RAjYh0GQW79DoVBypYWLaAEv+RPedXjLmK3Jw8Lh19OYlu/fUQkdijf7mkV2gINPBa+TJ8/sKj9JyfijdnHjdlzyWjry6Di0hsU7BLXLO7/fj8hTxjS1r1nA/sM4gbJ96E15PXpp5zEZFYoWCXuLOvrorn1y7iT6vm469aFRl34eJrI6fizcnj6qwZpCSqrUxE4o+CXeJCMBTknS/fwucv5KX1L7bqOR/gGs5E1+WMC03jzlMv1F3nIhLXFOwS08r3bWKBLWaBv5jy6k2R8URSyHJdyKnJVzHCPQmXy01dQ0DLtYpI3FOwS8w52HiQl9f/lWJ/uOe8pbOHTcHryeOjFSMYlDKw1WfnWq5VRHoDBbvEhFAoxKc7P8bnL+K5w3rOT+o3NNJzPnFwNgBbV32i5VpFpFdSsEuPtvPAThaWLcBXWoDd44+MJ7oTuXLs1Xg9847ac95yudbkRDf1jUEt1yoivYKCXXqchkADy8uX4vMXsnzTq0f0nOfm5DEre85xe85bLtdaWVVLxsAULdcqIr2Cgl16DP/uUnylhTxTVkLlwYrI+MA+g5g18Wa8njwmZZ7R5p7z5uVaRUR6EwW7OGpfXRXPrX0WX2kBn+z8ODLuwsXFoy4h15PP9Kxr1HMuItJGCnbpds0958WlBby0/kVqA4fuVB87ICv8nHOTy8lpIx2sUkQkNinYpduU79tEib+IBbaYzdXlkfF+if2YMX4muTn5nDv8fC3vKiLSCQp26bDV6ypZsrKc3TX1DDnGs8QPNBzg5Q1/xVdayFtfvtFq2znDzsXryeP6CTeQmpzWnaWLiMQtBbt0yOp1lRQtKyMhwU1a30T27q+naFkZAKePS+eTnR/hKy3iubULqa7fF9lvaL9hkZ7zCYMnOlW+iEjcciTYjTEzgJ8B/YGl1trvOVGHdNySleUkJLjpk5SAy+WiT1ICe0K7efCNR9j+wYpWPedJ7iSuHHs1uTl5TB11mZ5zLiISRd3+L6wxZhzwP8AUYAfwujHmKmvtK91di3RcZVUt/VISCYQa2dTwAX+vf4VNgfcJNQah6V64U9JPI9cT7jlP75vubMEiIr2EE2+dbgAWWGu3ABhj5hCJAokZqdt4c/9i1gVf4yB7I8MprjRyT51Lbk4+p2dM1o1wIiLdzBUKhbr1hMaY/wbqgSxgNLAYuN9ae6JCxgIboludHM/e2r2U/L2EJz99kg+3fthii4tR7q8ygSt48IZvcsFpYxyrUUQkDmUBG9v6YifesScCXwOmAjXAi8AtwFNt2XnXrhqCwa77ZSQzM42KiuouO168CYaCvLXlDXz+Ql5e/9dWPecj+o5hXGgaJzdcwqi0kUyfMprsoUM0nx2gn8PO0xx2nuaw87pyDt1uF+npqe3ez4lg3w4st9ZWABhjngPOoY3BLt1j076N4Z5zfzFbajZHxvsl9uO6CTfg9eRFes71j4GISM/hRLAvBv5ijBkEVANXAc87UIcc5kDDAV5a/yI+fyFvf/lmq21nD5vCvJx/4rrxM9VzLiLSg3V7sFtrVxpjHgHeBpKAZcD87q5DwkKhEB/v+BCfv5Dn1y5q1XM+rP9wZmd7meuZp55zEZEY4UhDsbX2SeBJJ84tYTsO7OAZW0KJv5CyPTYynuROYnrWNXg989RzLiISg/Svdg/VvFxrVz5LvD5Qz7JNr1LiL2T5pqUEQoHItlPTTyc3J48bJ85Wz7mISAxTsPdALZdr7ZfSernWjoR76a4vKPYX8GzZAioPVkbGB/UZxKzs2ZHnnIuISOxTsPdALZdrBeiTlEBd03hbg72qbi+L1iykxF/Ipzs/iYy7XW6mjrqUXE8+V2ZdTZ+EPtH4FkRExCEK9h6oebnWlpIT3VRWHX+BvmAoyJtbVlDiL+Sl9X+lLlAX2ZY1cBxeTx6zjZcRqSdHpW4REXGegr0HyhiYwt799ZF37AD1jUEyBqYc9fUbqzZQYot42u87rOe8P9dNmEmuJ58pw8/T8q4iIr2Agr0Hmj5lNEXLyqgj/E69vjFIIBBk+pTRkdccaDjA4vUv4Cst5J2tb7Xaf8rw88j15DNjwkxSk9q/apGIiMQuBXsP1Pw5+uF3xZ8+Lp2Ptn9wzJ7zOSYXr2ce4wZNcKp0ERFxmIK9h5o0PiMS8Dv2b+fpskK+7Stkzd6yyGuS3cmtes4T3AnHOpyIiPQSCvYe6ng956dlTMLrmces7NkMSVHPuYiIHKJg72G+2PUPfP5CFtoSdtXuiowP7jM40nN+euZkBysUEZGerNcGe/PKbrtr6hmSmtwlK7t11N7aPSxau5CS0kJWVXwaGXe73Fwy6jJyc/K5YuxV6jkXEZET6pXB3nJlt7S+nV/ZrSMCwUCk5/zlDYtb9ZyPGzg+0nM+PHVEt9QjIiLxoVcGe8uV3VwuV4dWduuoDVXrWeAvYoH18WXNlsh4v8T+zJxwI3Nz8pgy7Fz1nIuISIf0ymDv6MpuHbW/YT+L172Az1/Iu1vfbrXt3OHnk5uTz7Xjr1fPuYiIdFqvDPb2ruzWEaFQiA+3f4DPX8ALa5+jpqE6sm14/xHMMbnM9eSq51xERLpUrwz2liu7JSa4qGsIHLGyW0ft2L+dBdZHib+QtXvXRMaT3clclXUt3px5XDzyUvWci4hIVPTKYG+5stuemnoGd/Ku+PpAPUs3LqHEX8hr5cta9ZyfnjG56TnnNzM4ZUiX1C8iInIsvTLY4dDKbpmZaVRUVJ94h6P4R+XfKfEXsrBsQaue8yEpQ5g1cTZzc/I4PWNSV5UsIiJyQr022DtqT+3upuecF/HZYT3nl46ahjcnTz3nIiLiGAV7GzT3nPv8Bbyy4aUjes5zc/K5OXuues5FRMRxCvbjWF+1Ltxz7vexdf+XkfH+SanhnnNPHucMm6KecxER6TEU7IepaaiJ9Jy/t/WdVtvOH3Ehcz3zmDF+Jv2T+jtUoYiIyLE5EuzGmL8BJwENTUN3WmtXOlELhHvOP9i+El9pAS+se479DTWRbSP6n8wcj5c5nnmMGzjeqRJFRETapNuD3RjjArKBMdbaxu4+f0vb92/jz/YP/OnjP7Nu79rI+KGe8zwuHnmJes5FRCRmOPGO3TT9f6kxJh14wlr7X9118vpAPa9ufAVfaQGvb15OMBSMbJuUeQZeTx43TrxJPeciIhKTXKFQqFtPaIw5D/g28P+AJGAF8H1r7bIT7DoW2NDR8362/TPmr5pP0edFVB6ojIyn900nb1Iet51xG5OH6TnnIiLS42QBG9v64m4P9sMZY74PjLbWfv8ELx0LbNi1q4ZgsG01h3vOn8HnL2J1xarIuNvl5rLRlzPXk0fe2bOp2l13nKPIiXRmkR8J0xx2nuaw8zSHndeVc+h2u0hPT4V2BrsTn7FfCPSx1r7WNOTi0E10nRYIBnhjy+v4Sot4ZcNi6oP1kW3jB03A68lntpnLsP7DAUhOSAYU7CIiEh+c+Ix9EPALY8z5hC/F3wJ8q7MHPVHPudeTz9nDzlHPuYiIxLVuD3Zr7WJjzBTgUyAB+IO19r2OHKu557y4tID3t73bapt6zkVEpDdypI/dWns/cH9H9g2FQry/7T1KSguP6Dk/OXUkc0y45zxr4LiuKldERCRmxNzKcze+eC1vbX4z8nWfhD5cnXUtcz15fG3kVPWci4hIrxZzwV6+bxMAkzPPZK5nnnrORUREWoi5YJ+Xk8/lo6/m1IzTnC5FRESkx4m5YL/7rHvb3McuIiLS27idLkBERES6joJdREQkjijYRURE4oiCXUREJI4o2EVEROKIgl1ERCSOKNhFRETiiIJdREQkjijYRURE4kgsrTyXAOB2d/3z1KNxzN5Gc9h5msPO0xx2nuaw87pqDlscp11PN3OFQjGzPOuFwFtOFyEiItLNLgLebuuLYynY+wBnA9uAgMO1iIiIRFsCMBz4EKhr606xFOwiIiJyArp5TkREJI4o2EVEROKIgl1ERCSOKNhFRETiiIJdREQkjijYRURE4oiCXUREJI7E0pKyUWGM+S2QYa291elaYo0xZgbwM6A/sNRa+z2HS4o5xpg84EdNX75irf2hk/XEEmPMAOBd4Fpr7UZjzDTgUaAvsMBa+xNHC4wBR5nDbwL/DISAj4A7rbX1TtbY0x0+hy3GvwvcZK2d2t019ep37MaYy4BbnK4jFhljxgH/A8wEJgFfMcZc5WxVscUY0w/4HXAxMBm4qCmc5ASMMVMIL7GZ3fR1X+BJ4HogBzhbP4/Hd5Q5zAbuAc4n/HfaDXzHsQJjwOFz2GL8FOA+R4qiFwe7MWYI8EvgV07XEqNuIPyuaIu1tgGYA6x0uKZYk0D472B/IKnpv4OOVhQ77iAcOlubvj4HWGOt3WCtbQQKgZudKi5GHD6HdcBd1tp91toQ8Dkw2qniYsThc4gxpg/wR+CnThXVmy/F/xH4MTDK6UJi1ASg3hjzIuG//IuB+50tKbZYa6uNMfcDfuAA8AbhS3pyAtba2wGMMc1DIwg/R6LZNmBkN5cVUw6fQ2vtJmBT01gm8F3gVofKiwlH+TkEeJjw1aMNTtQEvfQduzHmdmCztfY1p2uJYYnANOAbwHnAFPSxRrsYYyYBXwfGEA6mAKDP2DvGTfhz4WYuIOhQLTHNGHMy8BrwZ2vtCofLiSnGmMuB0dba+U7W0SuDnfBl4yuMMauAXwDXGWMec7imWLMdWG6trbDWHgSeI3w5VNruSuA1a+1Oa20d8BQw1dGKYtcWwk/BajaMFpdHpW2MMR7CV43+Yq190Ol6YpAXOLUpW/4EnGWMWdDdRfTKS/HW2sub/2yMuRWYaq39vnMVxaTFwF+MMYOAauAq4HlnS4o5nwGPGGP6E74UP4Pw4xml/VYCxhgzgfAl0FzCl0OljYwxacBS4MfW2gKn64lF1tqvN//ZGDMV+Lm1dk5319Fb37FLJ1lrVwKPEL4j9AvCn805evkp1lhrlwI+4GNgNeGb5/7d0aJilLW2lvDnwc8S/nn0AwudrCkG3Q4MBX5gjFnV9N8vnC5K2k/PYxcREYkjescuIiISRxTsIiIicUTBLiIiEkcU7CIiInFEwS4iIhJHemUfu4i0T9OTqr5NeHW3dcAd1tqdzlYlIkejd+wiclzGmK8SXur2fGvtacAaQKuSifRQescuIhHGmFsIP5VqMoeeyf0wMNFa22CMSQFOxsEHXIjI8WmBGhFpxRhTBFQBfYCAtfabTeMzCa9/XUd4GeY1zlUpIseiYBeRVprWDP+M8LPhv9q0XGvL7XcAPwImWGv1BDWRHkafsYvI4YYCKcAgYIQxZoIx5sIW258k/KjZwU4UJyLHp2AXkQhjTBLhB9P8FHgAKCH8ONQSY0xG08vmAX+31u5ypkoROR7dPCciLf0K2GGt/RNEPlefAfwSWGGMaST8nPOZzpUoIsejz9hFRETiiC7Fi4iIxBEFu4iISBxRsIuIiMQRBbuIiEgcUbCLiIjEEQW7iIhIHFGwi4iIxBEFu4iISBz5/6Gx7CN54FezAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'anscombe.txt', sep='\\s+', header=0)\n",
"result = analysis(df, 'y3', ['x3'], printlvl=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An alternative to the residuals vs. fits plot is a residuals vs. predictor plot. It is a scatter plot of residuals on the y axis and the predictor values on the $x$-axis. The interpretation of a residuals vs. predictor plot is identical to that for a residuals vs. fits plot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Normal Q-Q Plot of Residuals"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Normal Q-Q plot shows if residuals are normally distributed by checking if residuals follow a straight line well or deviate severely.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A \"Good\" Plot"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.3217352865304308, pvalue=4.179928356341629e-05)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'alcoholarm.txt', sep='\\s+', header=0)\n",
"result = analysis(df, 'strength', ['alcohol'], printlvl=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### More Examples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example 1**: A Q-Q plot of the residuals after a simple regression model is used for fitting 'time to next eruption' and 'duration of last eruption for eruptions' of Old Faithful geyser which was named for its frequent and somewhat predictable eruptions. Old Faithful is located in Yellowstone's Upper Geyser Basin in the southwest section of the park."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.3748566542043297, pvalue=7.87278404247441e-35)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'oldfaithful.txt', delim_whitespace=True, header=0)\n",
"result = analysis(df, 'waiting', ['eruption'], printlvl=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How to interpret?"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show answer \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_answer()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The histogram is roughly bell-shaped so it is an indication that it is reasonable to assume that the errors have a normal distribution. The pattern of the normal probability plot is straight, so this plot also provides evidence that it is reasonable to assume that the errors have a normal distribution."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example 2**: The data contains 'infection risk in a hospital' and 'average length of stay in the hospital'."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.11353657481026463, pvalue=0.39524100803555084)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'infection12.txt', delim_whitespace=True, header=0)\n",
"result = analysis(df, 'InfctRsk', ['Stay'], printlvl=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How to interpret?"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show answer \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_answer()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot shows some deviation from the straight-line pattern indicating a distribution with heavier tails than a normal distribution. Also, the residual plot shows two possible outliers."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Example**: A stopping distance data with stopping distance of a car and speed of the car when the brakes were applied."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"KstestResult(statistic=0.49181308907235927, pvalue=1.3918967453080744e-14)"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df = pd.read_csv(dataurl+'carstopping.txt', delim_whitespace=True, header=0)\n",
"result = analysis(df, 'StopDist', ['Speed'], printlvl=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How to interpret?"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" show answer \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hide_answer()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fitting a simple linear regression model to these data leads to problems with both curvature and nonconstant variance. The nonlinearity is reasonable due to physical laws. One possible remedy is to transform variable(s)."
]
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"0caf59d16c6f4196b6adb1ed9f11dc2d": {
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"model_module_version": "1.4.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
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],
"children": [
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"IPY_MODEL_b4aef0ef64a84837972d1e63498e389a",
"IPY_MODEL_6e789cf452af424da766cd7f07d3b366"
],
"layout": "IPY_MODEL_eef2d134a34d4befa40e71bfe08cbb1f"
}
},
"0d0f5505d7ad4ba88c0ae0579096c8ef": {
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"model_module_version": "1.1.0",
"model_name": "LayoutModel",
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},
"0d5b9f8514244a13945df9af535f935d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "FloatSliderModel",
"state": {
"description": "Randomness:",
"layout": "IPY_MODEL_35eb5ad4bf734a3598b0559d9abd965c",
"max": 50,
"step": 3,
"style": "IPY_MODEL_819842efb62249ffb8abb758ea51fe62",
"value": 3
}
},
"0daa045d98aa414ca174cf1fd12479ac": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"0e36427438f74a48af1b7bb31897c239": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "Y:",
"index": 2,
"layout": "IPY_MODEL_bd14fc61ef9b4b5e888164c6cade0f2e",
"style": "IPY_MODEL_908ad7eb086f43409f741f903e2d9116"
}
},
"0e513481b5894583a75585c6b5d6065a": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"0fa11ab0ead145e196291d7e364494e4": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_e8cf8089015d4b3dbce03b02db11a1a9",
"style": "IPY_MODEL_133d2c2b1f974778802805708c778bd1",
"value": "\n show/hide code \n "
}
},
"0fc16c3e7a6e4734a9f0334ed5d09192": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_d6c4bed529f8441eb50f81c5fa5038f9",
"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"1c89152245314c14a181e849fb0dfe74": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"1c91934450a5421babfc2d99a8583ac9": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"1c98e2cab5814885bd1fea2048d08cb4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"1d0bca59505c4c29a5745e10beb6691c": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"1d9331340f5249ad94bc1a3594fd7ba1": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"1df1f0b1293941e7af42334e535db1b5": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_de3e9b7e24214d7fbfb5bab1913b40d1",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"1f482c69d8564ddb8549d549e08c907a": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_82fcac5a9a804a5294c925b40efd837c",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"2089f73b0d054a3e98a83392f97afedd": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_588f7f67738d403eb23d165d354a218d",
"style": "IPY_MODEL_9159342ce2234979ace85d00e9c13c78",
"value": "\n show/hide code \n "
}
},
"20e93b6509b348b4a773e8d863f85cb4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"23232f23e40c44e099dc9be9dc4a2957": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_49c2a72738004a268e2e5eeb8ff79f61",
"outputs": [
{
"data": {
"image/png": 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DTSzMTSsV84+rL+6biElJgpEQYhDb8fxSEEVOfLrlvQ5++sx2bMejIRHlliuWclxzbVHfQ0xeEoyEEAMc16WrBKUg/qAP8qsXduB6fl2kW65YRnN9rKjvISY3CUZCCAAc16MzmS16KYgNm/ay7hW/NPnc1gQ3rVpKXU2kqO8hJj8JRkIIcra/WcG2ixeIPM/jiVd38cKb+wBYNKeBGy9XxKKS3kccTYKRENOch0dnTwariKUgHNfjsQ07eE0fAuDkBc184ZKTiIQlvY8YngQjIaa57qRFbV3xgkTOdvn5s9t5+71OAD68dCafOn8hpln9WRUiIVOyP1SIBCMhpikPPwtCxnIo1p62jGXz4JPb2LG3B4CLzpjD5WcfX/Uf8IYBtfEI9bKWVTESjISYloqfgTvZl2P1uq3sbU8BcMVHTuD85bOLdv1SCZkGDYko8Wio6M9VicJJMBJi2vHo7StuBu7O3gz3rN3K4e4MpgGfuWgxH1rSVrTrl0o8GqKhNoppGhKIKqwiwUgp9SXgvwUv12mt/4tS6gzgLqABeAH4mtbaVkrNBx4EZgIauEFrnVRKNQEPAYuAQ8C1Wuv9SqkocDfwYaAPuF5rvbWc9ydEtfIzcNukipiB+0BHmnvXbqEnnSMcMrju0iUsO6G5aNcvBcOAupoItfEI1T2BOH2UfWuLUqoW+AFwEXA6cIFS6lL8gPNNrfUSwABuC065A7hDa70UeA24PWj/DrBBa70MuBP4ftD+l0AqaP8rYHXJb0qISSKV8TNwF8uuA738+PHN9KRzxCIhbrliWdUHopAJzfVxEhKIqkol9lmGgvdNAJHgvxxQo7V+JThmNfB5pVQEuBB4JL89+PpK/JERwE+BVcHxA+1a6xeAtmB0JcS0lsk59KaLl4F72wdd3P2bLfRlHepqItx21cksnN1QnIuXSE0sTGtTLVHZYl51yj5Np7XuVUrdDmwF0sDzgAXsyztsHzAPaAV6tNb2kHaAOf3nBNN5PUBbfvuQc3YV0r8ZM+omcFfQ1jZ9kj3KvU4+qT6LXNKiuXnkf/ItLYmCr/fq5v3c/4TGdT1aG+P85y+eSVsV55kzDKiviVBXG8UwjCnz5zqVlD0YKaWWA7cCJwDd+NNzl8Og2l0G4OKPoIb+HufmHZNvpHOMvHPGdPhwctwJItva6jl0qHdc50xWcq+Tj2X7+ebcUYZELS0JOjpSBV3v5bf28+uX3wNgVkstN1+xlJDnFXx+uUXDJg11MTJpi0zaKvqfqwS24qjEWPUTwDNa64Na6yz+1NvFQP4e0FnAXuAg0KiU6s8fMjtoB9gTHIdSKgzUA4eB3SNcS4hpJ+e4dCVHD0SF8jyPp1/7YCAQnTCrntuuOpmG2ugxX7sU/GeHwrQ0xAlPggdup7tKBKM3gUuVUgmllAFchT9Vl1FKnRcccyP+LrscsAH4QtD+ZWBd8PXa4DXB9zcExw+0K6XOBzJa64Km6ISYSmzX80dERUh86noea156j2df3wPA0vlN3HLFUmpi1fl0SMg0aKyL0ZiozkApjlaJNaMnlVJnAn/A37jwKvA/gV8BdyqlGoDX8XfcAXwduE8p9W38dZ/rgvbbgdVKqc1AF3BD0P6vwI+C9ix+YBNiWnGLWArCdlx+8dt3+dOOwwCceVIrn7loESGzOjcBxCIhGhMRTNOUZ4cmEcOTP61+C4CdsmY0OrnX6ud6Hp29WXLjSHw60ppRNufwk6e2sX13NwDnnTqLVeeegFmF6X0MAxI1kTG3bJdgzaj6fhiTUHWOsYUQE+J6Hl1Ja1yBaCTpTI771ms+OJgE4LIPH8/FZ86pyjxz4ZBBQ22MaKQ6R2tibBKMhJgiPDy6kxZWzjnma3Uns9yzdiuHuvowgGsuWMg5y4479k6WQDwWpPSpwiApCifBSIgpwPOgO22RLUIgOtTVx71rt9CVtAiZBtdeciKnLZpRhF4Wl2kY1NVGqI2FOPpJDzHZSDASYpLzgJ60RSZ77IFo96Ekq9dtJZ2xiUZMvnS54sS5jcfeySKLhA0aEjEiIZmWmyokGAkxqRWvFMS7e7p54EmNlXOpjYW5edVS5s2cWEaSUjGAmniY+toIhoyGphQJRkJMUoZB0UpB/FEfZPW6rTiuR2Miyi1XLmNmU00Relk8ZlB3qEbqDk1JEoyEmKSSGZtU+tgzcP9+ywH+48WdeB60NdVwyxVLaaqLFaGHxRMNnh0KybNDU5YEIyEmobRlk0xbRyVuHA/P83j+jb08+fsPAJjXluDmVUupjVdP6e3+cuB18QiyWW5qk2AkxCSTyTn0po6tFITreax75X1e+tN+AJYtaOHajy0mFgmNcWb5hINpuWgV9UmUjgQjISYRK+fSncweUyByXJdfPr+DP25vB+C0RS185TOn09vTV6ReHrt4NER9bZSQJDidNiQYCTFJWLZLV+rYAlHOdvnp09vYuqsLgBUnH8dVH11ApEqKzRkG1NVGSVRpAlZROvInLsQkYDse3cljy8Ddl7W5/wnN+/v9vGwf+9BcLj1rXtWk9wmHg5Q+VRIYRXlJMBKiyjlFyMDdm7a4d+1W9nekAfjkRxfw0VNnFauLx8QA4jH/2SFJ6TN9STASooq5rkdnMot9DIHocE+Ge3+zhY7eLKZh8LmLF3PGSa1F7OXE9T87FI+YFCulz6Z321m/cRft3RlaG+OsXDGf5Yur437FyCQYCVGl/AzcWWx74oFo3+EU967dSrIvRyRkcv1lJ6HmNxexlxMXi4RoCJ4dKpZN77bz0FPbCIVMauNhulIWDz21DUACUpWTyVkhqpCHXwrCOoZSEO/t7+HOx98m2ZcjHg1x65XLqiIQGQbU10Zoqo8VvUDf+o27CIVMYpEQhmEQi4QIhUzWb5Riz9VORkZCVKFjLQWx9f1OfvL0NmzHo742wi1XLGNWS20RezgxkbBJQyJasgSn7d0ZauODP9aiYZP27kxJ3k8UjwQjIaqIB/SkLDLWxAPR69sO8cvn38X1YEZDnFuuWEpLQ7x4nZyAgUwKNeGSJjhtbYzTlbIGPbxr2S6tjZW9fzE2maYTomp49KatY8rA/eKmfTzynB+I5syo5StXn1zxQBQ2DZrrYjSUIdP2yhXzcRyXbM7B8zyyOQfHcVm5Yn5J31ccOxkZCVEVvGPKwO15Hk/+/gOef2MvAAtn13PjJxTxaGX/idfkbdkuR4LT/k0Ksptu8pFgJESFGQYk+2xSfRPLwO26Ho+9uJPfbz0IwMkLmvnCJSdVNKuCaRrU10aoiZa/Cuvyxa0SfCYhCUZCVFgqY5OcYCDK2S4PP/sOm9/rAOAs1canLlhU0ZxupdiyLaY+CUZCVFCfZdObnlgG7qzl8MCTmh17ewC4YPlsVq6YX7H0PoYBiZoIiXhEarCKcZNgJESFZHMOPRMsBZHsy3Hfuq3saU8B/sL9hafPKXIPCxcOGTQkJK+cmDgJRkJUgGW7dCcnFog6e7Pcu3YL7d0ZDAM+c+EizlIzi9/JAsVjIRpqo5JXThwTCUZClNlABu4JRKIDnWnuXbuVnpRFOGTwxY+fxMkLWkrQy7GZhkFdIkJtBTYpiKlHgpEQZXQsGbg/ONjL6nWavqxNLBLixk8oFs1pKEEvxxYNmzTUxQhL8TtRJGUPRkqpPwe+mde0EHgA+A/gn4Aa4Oda628Hx58B3AU0AC8AX9Na20qp+cCDwExAAzdorZNKqSbgIWARcAi4Vmu9vyw3J8QonGPIwL19dxcPPbkNy3ZJ1ES4ZdVS5rQmStDL0fVnUqiviZT9vcXUVvbVRq31XVrrM7TWZwA3AAeB/wXcA1wDLAPOVkqtCk55EPim1noJ/lzAbUH7HcAdWuulwGvA7UH7d4ANWutlwJ3A98twW0KMyvU8ulPWhDJwb3q3nfvXayzbpbk+xlevPrkigShkGjQFmRSEKLZKb335d+D/wB/FbNda79Ra2/gB6PNKqROAGq31K8Hxq4P2CHAh8Eh+e/D1lfgjI4CfAquC44WoiIEM3BNIfPrK5v38/Jl3cFyP45pr+OrVp9DaWFOCXo4uHg3R0hAnFgmVJZOCmH4qtmaklLoUP9D8Qil1HbAv79v7gHnAnBHaW4GeIHDlt5N/TjCd1wO0AXsL6deMGXUTup+2tvoJnTcZyb0WznFcOnqy1NWP7/c+z/P4zUs7+fVL7wGwaG4j3/jc6SRKOD3W0nL0aMvAf3aoIRGtmvLkxTCd/g5PFpXcwPBV/DUi8Edo+b9vGYA7jnaC9v5j8hl53xvT4cNJ3HHO6be11XPoUO+4zpms5F4L53nQnc6SyY5vROR6Hr9++T1e2XwAgCXHN3H9ZSeR7bPI9lkT7s9oWloSdHSkBrVFwv6zQ1afR3uJ3rcSiv13WAJbcVRkmk4pFQUuAtYETbuB2XmHzMIfyYzUfhBoVEr154mfzZGRz57gOJRSYaAeOFz8uxBiZB7Qk7bGHYhsx0/v0x+IzjixlRs/sYRoODTGmcVjALXxMC0N8ZLVHRJiqEr9TVsObNNa9/8qthFQSqkTgwBzPbBOa/0+kFFKnRccd2PQngM2AF8I2r8MrAu+Xhu8Jvj+huB4IcpkYqUgrJzDg09qNr3r/+507qmz+NzHFpc1x5tpGjTWx2hMREte7kGIfJWapluEP+oBQGudUUrdDDwKxPEDSv/mhBuAO5VSDcDrwA+C9q8D9ymlvg3sAq4L2m8HViulNgNdwflClIVhQE96/KUg0hmb+5/Yyq4DSQAu/fA8Pnbm3LKu0+QnOJVNCqLcDE/+1vVbAOyUNaPRyb2OLpXJkUznjlrQHE13yuLetVs42NmHAVx1/gI+cvKscb3vsTAMmDe7CStjTYuxUAnWjKbDj63kJAODEEWStvxSEOMJRO3dfdzzmy10JS1CpsHnP3YiyxfPKFkfh+pPcNpUH+NQZupsUhCTT0GT0Uqpf1RKnVjqzggxWWVyDr3jzMC9pz3Fjx7bTFfSIho2+fJKVdZAFI/5zw5Jpm1RDQodGXUATyqldgA/BH6ltR7/E3xCTEFWzqE7mR1XINqxt5sHnthGNudQGwtz06qlHD9zYs+4jZckOBXVqKBfibTW3wUWA/8vcC2glVL/Qyk1t5SdE6LaWbZL1zhLQbz9Xger120lm3NoTET5ytWnlC0QRSMhWhrj1EbDSCAS1aTg8bnW2sN/hmcvEAFOBl5QSn21RH0ToqpNpBTEa1sP8tBT27Adj9bGOF+95hRmNpc+vU9/FdaWesm0LapTQdN0Qabt2/AzZP8I+LDW+pBSqhXYHLQJMW04rkdXb2ZcpSBeeGMv61/dBcDctgQ3rVxKXRmyX4dNg/pElHhU8sqJ6lXomtG1wN8Dj2utB1LraK3blVJ/W5KeCVGlXNcdVykIz/NYv3EXGzb5aRYXz23gS5cpYtHSZ1WIR0PU10YJmYYEIlHVCg1GIa31Y8N9Q2t9VxH7I0RVcz2PzmThpSAc1+NXL+zg9W2HADh1YQvXXnIi4RKn2TEMqKuNkojJ0xticij0b2qjUiqRl75HiClr07vtrN+4i46kRUtdlJUr5rN8cSuu55eCyNmF5d3N2S4/e2Y7W97vBOCcZTO5+ryFmCVes+lPcCp55UQ+pVQd8JbWekGl+zKcQoNRGnhfKbUJSPY3aq2vLkmvhKiQTe+289BT2wiFTOprwnSlLB56ahvhkMnsGYmCaxJlLJv7n9C8t89/0v/iM+dy2YfnlTS9jwHUxMPU10Ykr5yYdAoNRneXtBdCVIn1G3cRCpnEIiEMwyAWCRGtjfDM67v5/MWFPffdm7ZYvW4r+w6nAbjy3BM477TZY5x1bELBJoUa2aQwpSilTPxnOy8A3gLOBc4B7sKvTnAAuBWI4RclPQicAqzRWn9LKZUAfgIsxK+I3X/dOSNc4zHABp7VWn+rDLc4oKBgpLW+L/+1UsoAJCODmHLauzPUxo/8s0jUhDGA9/f1FHR+R0+Ge9du5XBPBtOAz160mDOXtJWot75YJERjXQTTkASnU9BngBn4j9J8Avgc8H3gdq31H5RSnwb+J/B/AWcBCj8gbVNK/Qt+pYNtWutrlFI3AZcE1x3pGkuAuVrrjrLdYaDQrd1fBb4H5JeCPERQN0jH9gNeAAAgAElEQVSIqaK1MU5XyiIWCVEbD+N6HgcOp2mqi4157v6ONPeu3UJvOkc4ZHD9ZUtYOr+5ZH3tf3YoEY/IpNzUdRHwi+A5z/VKqc6g7SSlFPjPinYFx76jtd4FoJTaCTQB5wPfDb7/c+C/5113uGvsrEQg6u9EIf4GuAz4DXAm8H8CvypVp4SolJUr5uM4LuGQgWkYHOhIYzsuF5w+Z9Tz3t/fy4/XbKY3nSMeDXHrlctKGojCIYPm+jh1EoimOofBqTK84PVZWusz8EdDnw2+lx3muHwuRypkj3SNdPG6Pj6FBqMOrfVG4A3guCA90EWl65YQlbF8cSs3rVQ018XYfShJfTzC1ectRI0SWPSuTu75zRYylkN9TYTbrjqZBbMaStbHmlhYEpxOHxuATwEopS4EWoBXgZuC738N+KdRzn+BI0VIP8ORz/zxXKMsCt3AkFNKNQPb8RfPngLKVwdZiDKaN7Oez1y0mJaWBB0doz/N8Mb2dh557l1cz6OlIcatVyyjpSFekn6ZpkF9bYQaSXA6nfwKuDTYyfwn/Om0bwJ3K6X+Cj+J9XX4mw+G86/4RUjfAl7C35zAOK9RFoUGox8DvwauAt4IFry2lqxXQlSER086V3CV1pff2sevX34fgNkzarl51VLqa6Ml6Vl+FVYxrXwEWKu1/k9KqeXAqVrrnRzZiJDvw/1faK0vzmu/duiBhVyj3ArN2n0PcHmwsHUu8D84MvQTYgrw6O0rrFy453k89fsPBgLRgtn13HbVySUJRIYB9bURmupjEoimp3eA/6KU2gzcB3y9wv0pmVFHRkqp/23I6/yXX6cK5hmFOFaGAb19Nqm+3JjHuq7Hmpd28uqWgwAsnd/MdZeeRKQE6zeRsElDIiqZFKYxrfVBpsn6/FjTdKeVpRdCVFAyY5NKjx2IbMfl4Wff4a2d/s7XDy1p5dMXLiZU5PQ+hgG18Qj1ZcjoLUS1GDUYaa1vKVdHxNSS27WJ3KZ1uL2HMOvbiCxfRWT+8kp36yhpyyaZthjrWdFszuGhJ7fxzp5uAM4/bTYrPzIfs8jpfSSTgpiuCn3o9Vz8Z43q8LfxhICFWuv5JeybmKRyuzaRef5usPrAdXDSPTjP3w0X/VlVBaRMzqE3NXaV1lQmx33rtrL7kL+z7hPnHM+Fp88pep45yaQgprNCJ6PvAl4GGoCHgB7g0VJ1Skxu1qu/gEwS8MAM+f/PJP32KmHlHLqT2TE/9LuSWX68ZjO7D6UwDPj0hYu46Iy5RQ1E/ZkUmupimIasD4npqdC/+Z7W+n8Bz+Fv6b4WuLxUnRKTm9u93/+ENQx/HB187Xbvr3TXALBsl67k2COi/YdT/OixzRzqyhAyDa67dAlnL51Z1L6ETIOmuhj1NRFKmNBbTDNKqQVKKU8p9aMh7WcE7TePcu57SqkFpe7jUIUGo97g/+/i73Pvw09TIcSkknNcupNZ3DEi0QcHk3zvwT/QnbKIRkxuvmIppy5sKWpfYpEQMxpixCLy/LgoicPASqVU/l+wL+DnFa06hT70+qpS6ufA7cBvlFJLOPIkrxCDGI3H4XXuA8/FHxp54HkYTZXNq2u7Hl29WZwxyoW/s7ubB5/UWLZLIh7m5lVLmdtWV7R+SIJTAXDVXz+2EvgWfnmHncD3Hv/Ha9YX8S2S+CncLgR+G7RdDjwNoJT6Jn5W7wRgAddprXX/yUEQ+x5wMf4+gdVa638uYv8GKTQY/RVwntZ6m1Lqr/FTVHx0om+qlLoKP115AnhSa/2flVKX4j+3VAP8XGv97eDYM/DXrBrw8yx9TWttK6Xm49fvmAlo4AatdVIp1YS/rrUI/zeAa7XW1TE/NE3EzrmW5DM/xstlMDwHzzAxIjXUnXPtQBXV9u4MrY3xgSqqI7UXi+u5BQWiP+04zMPPvoPjerQ0xLl5paK1qQbwc9BteHMvnb1ZmutjXHD6nFFz1g0nHPKrsEpeuektCET/hp/ctAOYDfzbVX/92DeKHJAexi878Vul1NnAJvzfEBuAq4GLtdZ9Sqm/w08R9Bd5594GoLX+kFIqBjyhlHpNa72hiP0bUOi/iB8CNyqllgH/DtwP/NeJvKFSalFwvU8By4EPKaVWAfcA1wDLgLODNvADzje11kvwf4i3Be13AHdorZfiF426PWj/DrBBa70MuBO/bocooy25OTycPZ89zCRlJNjDTB7Ons+6XXU89NQ2ulIWtfEjVVTXvLhj2PZN77YXpT+O69HZm8V2Rg9EG98+wM+e3o7jesxsruFbN541KBCteWknPX054rEwPX051ry0E72rs+B+SIJTkedb+IGoP0t2Onhd7IJ2a4BVQZG+L+CXkQB/E9r1wBeVUv+An+pt6PD/UuBqpdQbwEZgHiV89rTQfxVnAf8J+DRwf/D80QkTfM9P4498dmutc/g/oDSwXWu9U2tt4wegzyulTgBqtNavBOeuDtoj+EPPR/Lbg6+vxB8ZAfwU/w9Cnh4so/Ubd/F+aAG/jH6au6Nf5pfRT/N+aAFP/n73UVVUQyFzxPb1G3cdc19cz6M7mSVnjxyIPM/j2dd389iLO/GA42fW8ZWrTqG5/kjC0w1v7iUUMomG/T5Gw34fN7y5d8w+mKZBQ12UxkSk6M8liUlrIUeXa0gH7UWjtU4Cb+LXNbqEYIoOOB74HX7No3X4n6FD/3KGgP+qtT4jKDXxEfxBQ0kUOk1naq1dpdRlwN8HbbUTfM8TAUsptQaYj5+AdTOwL++YffhReM4I7a1ATxC48tvJPyeYzusB2oCxPzWAGTMmtjbQ1lY/ofMmo7HutSNpUV8THrT9ORwyONjZx+x44e2dSeuYfq6O43K4O0Ndw8i/c7mexyPPbOfZ13YDcPLCFr766eXEov6ab0uLX0+yK50jEQsN6mPIDNGdzg0cM5xIyKSxLkosWug/tcqRv8NltRN/ai4/INUG7cX2MH4l19eCz0SAFH4xvn9WStUAfwd8MOS8Z4HblFKP42f0fhG/3MRzJehjwcHoHaXUWvx1mOeUUg/hR9uJvueF+ItiSfxhZB8MegjewC8EZRbYTtDef0w+I+97Yzp8OIk7xrrCUG1t9Rw61Dv2gVNAIffaUhcdqJbaL5tziEdCpDJ2we3NddEJ/1w9D7pTWTLWyJs+t7zXwa827CDZ5/9Os3B2PV+85ERSyQwpGFRCoqk2Qk9fjmj4SB8t26GxNjJsmYn+lD7Rmgg93X0Tuodykr/Dx3a9Cfge/poR+AGpFv8D/3tF6la+x4G7ObKUAf6GBVMp9Tb+Z+TzwKlDzvshcBLwR/zP7Xu11s+VoH9A4cHoFvzptRe11jml1Ab8daOJ2A88rbU+BKCU+hX+FFv+p8Ys/JHMbvzfHoa2HwQalVIhrbUTHNM/8tkTHLdbKRUG6vG3OIoCFCONz8oV83noqW1kgWjYxLJdHMfl8rPn8dJb+wtuX7li4gk+etLWqIFo887D/PzZdwbWkeLREJ29Gd7d0z3spoQLTp/Dmpd2YuGPdnKO38fhKsCGTYOGRJSobNkWI3j8H69Zf9VfP/YNSrSbTmv9HrAg+DpJ3kyW1vrm4Mv/b4RzF+S9/Mti9KcQBQUjrXUKfx2n//UPj+E9f41f7KkJ//mlVfhrP3+jlDoR/w/leuAerfX7SqmMUuo8rfVL+NsQ1+UFxC8APwG+jD/vCbA2eP33wfc3BGtTYgy5XZvIvvQAmGGIJnBTXf5rbhxXQOrfBTfc7rgFsxvG1T5+fimIvuzITx70ZW0eeW7HQCCqr41QVxMh57hseHPvsMFIzW/mahhzN108GqK+Nlr05Kli6gkCTzF3zk1qZZ/I1lpvVEr9P/jzjxH8qrH/jp/Z4VEgjh9Q+jcn3ADcqZRqAF4HfhC0fx0/qH0b2IVfqRD8oejqoP5HV3C+KEBu0zowwxiRoOBjJIaX89vHOzpavrh12GAy3vbxKKQURE/K4t61W8jm/FFTYyJKIsiOHQmZdPZmRzxXzW8eNlDpXZ1sfHs/YFATC3HRGXOLui1diOmgIquqQbG+obsyngFOH+bYN/FLnQ9tfx9/3Wloewf+/nkxTm7vIYgOWYwPR/32SSCVGT0QHe7OcM/aLQMBp742MhCIwM/O0Fw/vsrLelcnz/1xD4lElGzWpqvD35YOSEASYhzkgQcxwKxvA9sa3GhbfnuV67NsetMj55vb257ih2s209mbJRI2ufSseYRDBpbt4Hkelu2MuAY0EgPYvLODWCxMui+H7XhF3ZYuxHQiwUgMiCxfBa6Nl8vieR5eLguu7bdXsUzOoWeUUhA79/Vw5+Nvk+rLURML8WdXLuOSs+Zx9XkLaaiJkMnaNNREuPq8hQVnVOh/duhAR5pM1h703tGwSXt3pgh3JsT0Uf0PP4iy8deFbpwURfH6ZYeUghiasueE2Q1seHMvtuPRkIhyy6qlHNfibywaaQ1oLNGwSUNdjLBpkKiJHLWN3bJdWhvjI55f6tRHQkxGEozEIJH5y6s6+OSzbJfuvFIQ/Sl7QiGTeCzMwa4+duzznydpbYxzyxXLxr0mlM8w/JQ+DbXRgbaRtrGPtC1907vtPPTUNkIhc1DqI5A1JjG9STASk5LteEeVgshP2ZNM5wYeZo1GTL5y9SnU1Uw8K1QoeHYoPqQc+Gjb2IezfuOugdRH4JeRyAbtEoxEsQT1iLYBbw/51lVa66GZForxXs8NeT5p3CQYiUnHcYfPwN3ZmyUWDdGTskgGu+qiYZPaaOiYAlE8EqIhEcE0hy8HPp5t6e3dGWrjg//ZyRrT9LTju589qoTEor99tJjPHe0NcspNChKMxKTiuh6dySz2MCmbmuqi7O3oIxtkXohHQyRqwjTmTauNhwHUJ6LUxsJFqzvU2hgf9xqTmHqCQHRUCYkd3/3sN4ockAZRSh0H/Ag/UaoL/Det9dNKqf+Onyt0CX4uz+8CHwdW4Kd++yJ+4tR/x08bdBx+OYrrCrl+IX2TYCQmDdcLAtEwGbhztovtMhCIamIhauNhXNcb13btfuGwQXNDjGTP+PIUjmW8a0xiyhquhER/e7GC0Zyg/EO/h/ArMNyjtV6jlJoNvBjUjAO/PMS5wHn4SVJPw5/q24Jf7qcRsLTW5wYlKZ4FrgD+kPce3x/u+lrrMZMBSjASk4KHR1fSImcfnfM2Y9k88MQ2PjiYBKApEQU8Gmuj4y6AZwA18TD1tRFqYhGSFHf6bLxrTGLKWog/IspX7BISR03TKaXagaVBMT3ws+AsDr5+Ksjq/T6wT2v9dnDOHqBZa/2cUuqwUuobwFL8JKrD1UAa7vpvMAYJRmJS6E5aWLkjiU/7t3Af7s7QZzlYQZC64iMncP7y2SNdZlRmsEmhZsgmhWIrRuojMemVs4REvhBwSZCphmD0chC/2Gn+E+9HJXdUSl2NX2ri+8C9+KV8hquBNNz1xyQPvYqq5gHdqcEZuPu3cHcmsyQz9kAgOv+0WRMORLFIiBkNMeKR0gYiIQLfwy8Z0Z9Nu5QlJPI9i5/XE6XUycBbFF6b7lLgYa31vfh5Pz+GH3yKcn0JRqKKefSmraMycG94c28QpHIDO+rqExH2th9dV2g0oX1vEX/+X0isu53Y8/+Cu/utYnVciFEFmxS+gV8ItCX4f0k3LwT+AviIUmoTfgnyLxWynhO4E7hOKfUn4BfASxw9rTjh6xue/BrYbwGwU4rrja5c9+pn4M6RTB+d+PQfHniNZMZPwWMY0NIQJxo2yWRtvnX9hwq6fmjfW0TfeBgzHMYIx/ycfK5N7Lwj5TLkz3VqKkFxPakXUgQyMhJVKZmxSQ0TiLZ90EWyzw9EpmHQ2hgnFgmNO+N29J1nCIUjmJE4hmH4ZTPMsF9GQwhRdhKMRNVJWzbJtHVUXfk33mnn/vUaDzANaKyLEA6Z48q4bRr+JoVQ+jCEhzx/NInKZYhq4ZHr3L+g0r2YCiQYiarSZ9n0DpOB+3dv7efhZ9/B9TxmtdTy2YsW01wXG1fG7XDYoKk+Rm0sPKnLZYjKMQwwcDHtDPR14/UcIte+R7ZGFoFs7RZVY7hSEJ7n8cwfdvPs63sAOOG4er68UlETC3PmksIDRzwWoqE2imn40/uR5avIvvQAXg5/hBSsGVV7uQxRfoYBuDaGk8PNZfFyFp579PNu4thIMBJVITOkFAT4qX8ef/k9Nr59AAA1v4nrLj2JaHjobtKRGQbU1UZJxELkPxIxGctliPIy3Bw4Fp6VxbNzyGav0pJgJCpuaE0iANtx+cVv3+VPOw4DcOZJrXzmokWETH9mObTvLcLbnsZMHcZNzMBecinO7FMHXTdsGjTUxYiGh5+NnkzlMkQ5eBiOhWdn8awsrusiD52VjwQjUVFWzqFrSCDK5hx+8tQ2tu/uBuC8U2ex6twTBqbY+rdle2YIL1qLkekm+sbDWDAQkGKRkL9RwZRdt2J4w02/uTL9VjESjETFWDmXruTgNaJ0Jsd96/VAnrnLzz6ei86Yg2EcCSrhbU/jmSEIB1u5wzE8O0t429O4c06lNh6hriYy4Uzb/ZVYO5IWLXVRyR03xbhWBiOXwrMyeLYt029VQoKRqAjLdukaUhyvO5nlnrVbOdTVhwFcc8FCzll23FHnmqnDeNEhGUZCUczUYZrqYkcVwBuP/Eqs9TVSiXUqMHD90Y+dxbMy2GYNTmp82TpE6UkwEmWV27WJ7JtrcboPEclb6znU1ce9a7fQlbQImQbXXnIipy2aMew13MQMjEz3kZERYLoWocY2YseYWy6/EqthGFKJdRIyDMCxMVx/+s2V3W+TggQjUTa5XZvIvPQALuagtZ4dXQ53/z5HOmMTjZh86XLFiXMbR7yOveRSf83IzkIoSsjNYXgu0dOvOOY+SiXWyctwLbAtvFxWpt8mIQlGomyyb671A1HeWo/uTXDvi0myXojaWJibVy1l3syhJVIGc2afigVEtj1NqK+DUEPxtmVLJdbJwTAAz8WwLVzbwstl/JySEoAmLQlGoixyjovTfWjQWs+byVYePHgyDiaNiSi3XLmMmU01BV3PmHsaterDI27bnqj8SqzhkEE250gl1ipiuDlwc0ee/ZHptymjIsFIKfVbYCbQnwnzq/jVAL+NXxnwX7TW/xYceynwT0AN8HOt9beD9jOAu4AG4AXga0GVwvnAg8H1NXCD1jpZrnsTR7Mdj67eLOG8tZ7f9czmkUNL8DA4LprmpmvOpKmusESn0UiIpkQE0yx+Nqv8SqydSYtm2U1XMf7ox8Gwc8HoR579mcrKHoyUUgawBDhBa20HbXOBn+HXZ88CLwcBaydwD3AR8AHwG6XUKq31OvyA8+da61eUUncDtwH/DtwB3KG1/plS6nbgduB/L+tNTmK5XZuKmpXAdj26ejN+3aEllxL548M83T2HtV1LADgh2slNH5tHvMBAVBML05CIYEx44/bY+iuxTqeyCtXDCzIfBKMfx5bRzzRRiZGRCv7/pFJqBn7Bpl7g2bxStY8AnwOeB7ZrrXcG7Q8Cn1dKvQ3UaK1fCa61Gvi/lVJ3ARfil9Dtb38eCUYFye3aRPalB8AMQzSBm+ryX3PjhAKS47p09Waxg/pQuVmn8Hj0Gl7s8gfES2q7+NJF8wgff9qY1zINg7raCLVD0vqIyW3wg6d+9gNZ+5meKhGMmoFn8CsCRoDn8CsC7ss7Zh9wDjBnmPZ5o7S3Aj39I668dlGA3KZ1YIb92j4AkRhezm8fbzByXJfO3iy24w28/uXzO/jjDj8Qnbaohc9/7BzCobGn2iJhk8ZEjHBIgtDU4KfdwbH8pKOy801QgWCktf4d8Lv+18EU2z8B38k7zABc/BIX3jG0E7QXbMaM0XdyjaStrX5C51XSa1sO8Mvn3uFAR5rjWmq5JXOQeH3joGwHXqgGL3V40P2Nda9WzqGjp4+GxtqB13f+x1v86d12AC48cy5fvExhFpCqpzYWpqEuVrG0PpPxz3WiSnWvnufh2Raebflpd+wcmJ7/q2g8CkTHukTRNbckinYtu6OnaNeaziqxZnQ+ENNaPxM0GcB7wOy8w2YBe4Hd42w/CDQqpUJaayc4Zu94+jddyo7nZxqIR0wOdabZ5caYS5J47ZEdb14ui5mYMXB/Y92r67l09Gaxbf9n2Je1eeAJzXv7/XMu+dBcPn7WPLq60qP2L2T6RfAcw6Pj8NEVX8thMv65TlQx73Vg44FjB1kPsv66T5WMfppbEnR2FC8Dw/T5daW0KjFN1wT8nVLqo/i/G90EfAl4UCnVBqSAzwJfATYBSil1Iv5mhuuBe7TW7yulMkqp87TWLwE3Auu01jml1AbgC8BPgC8DUkd6GOs37iJnu/Skc9i2Szhs8mLsNK7u+53/jM0Eavy4nktHz5Gpud60xb1rt7K/ww88n/zoAj566qxhz83Pwk1dKzVnXkG06fRq+fwSY/IwXDuYegseOpWNB2IcKjFN92ul1Argj0AI+Det9UtKqb8Ffos/Zr9La/0qgFLqZuBRIA6sBR4JLnUDcKdSqgF4HfhB0P514D6l1LeBXcB1ZbmxSWZPe4p01sbAL+HtOC5/TM/C9T7CrYkPxr2bbmgg6ujJcM9vttDRm8U0DD538WLOOGn47dH5WbjNeAIj24P18oMYhiElHqqUv/HAOZLxWjYeiGNUkeeMtNb9W67z236CP5oZeuwzwOnDtL+Jv8lhaPv7wMXF6utU0J+Fur07Q2tjnJUr5uM4HngMrNsYgON6bM3No/aT14/r+kMD0b7DKVb/+i16sx4Rw+GmOds5qS6Bw/DBKLztaTBDhKNxf73KnPjGCVE6/TnfcK0jGa9l9COKRDIwTCHDBR2Ae9ZuJZO1cVyXnpTFPWu34nku4OF6BqYB/jKZN+4da0MD0c59PTyw7m0yNtSYOf581iYWhtsx3tgxqN5QvlD6sD8iyts4QTiK23toYj8IUUR5029SckGUkASjKSJ/Q0Jt/EjpA8+DVJ+FYZiETBM3eB0OmTQkYvRlbWzHJRwyqYnFOK65sHQ8kLdZIQhEW97v5KdPb8N2oCGU4auz/8TsWAo4Um8oPxgZBtTGI4QaZ+KmuiCS9+CrbWHWtxXrxyPGyU866me8dm1bpt9EyUkwmiLWb9xFX9YmnbFxPX8dqDYeJtVnY5r+6AeC9SHPwHY8HNfDdT08z/+/43oF52BzXZeOZJbNOzrY8OZe9nekSWcdAFrDKb46exMzotkjJwT1hvqFg91ysWgIa/kqsi89gJdjQhsnxLHzXAfDyQYltyXpqCg/CUZTxK4DvQPBwMCfdkv2+c/+GkNm3gwj+JwZ+LAJDijww8d1PTqDQLTmpZ1YOXfgvUOmwZ/NeosZZg+QN9JxLNyEX58oHg1RX+uXBPc8gnWhG4uahkiMzSDIep3LYncncXolhaOoHAlGU0TG8heS++OOwZGnfz0PXLyBNs/zg4ZpGhjBgpERvB6riFzOduhMZsnZHi+8sYeM5dAXBKJo2KQuEWGjdRLXxF4ZqDeEY2G4Dra6jIZEdNiUPpH5yyX4lNiRHXDWUUXnvETxHgIVYiIkGE0R/eW7hxvbJOJhMpaD43qETIN4LETOdujtyw3a2t3b5+K0j/wwoOt5dHRnyNkuruuxpz2NZfsfZvFoiOZ6fyT0ZnoWq1ZcO/DckJuYgXfyJ2g66UOEK5RJYTrzE49akni0CDzPxUt14vYcwO0+iNdzkPoVKyvdrSlBgtEUURsL05e1IZiCM4JhUE0szK1XLjtql92P17wNnnPU1m7HGX6qzvX8MhB1DTXYjsvPn31nIBDVxsI01kUxDAPLdmiuj+HMPgVn9qkDmxTq4pGjpgtFqbiY/c//SNG5CfE8Fy/dhdt9ELfnAF73AT8A9RwEZ0hGEAlGRSHBqIqNp5zD5WfPY83L72FgYJr+mpFneFx+9ryBkgj5/MJxhW3t7g9Elu2SydqsXreVHXv9fFyxiElN3K+Katl+IboLTp/jv0ewSSGaVzVVFN+guj+5DF7OwpbRT0E8z8Pr68btPoDXcwC32w84bs8BfyPNSMwQZn0bRuNx5evsFCfBqEqNt5zD1ecvAuDJ3+8mY9nEo2EuP3veQPtQc1oTHOjsG3Nrt+N6dCWz5GyXZF+OH67ZzK4gz9zKFfM5rrmGDW/upbM3S3N9jAtOn4Oa30w8EqI+ES1ZgtPxBOpi12gq1HDPfRWrSN+g0gtWRqqejsHzPLxML273fno/6CS7/4MjQSeXHflEM4RR34rZcJz/X6P/f6OuBcPs/yVLEqUWgwSjKjWRcg7LIns4qeFJEnY3qXAj4cgngOGD0coV8/ndU0/z0bpNNNNLJ/W87C7n3BWXDhzjem4QiPyAdM9vttDencEw4DMXLuIsNRMANb954BzDgERNhEQ8UrKqQ+MJ1MWu0VSokZ77AiYUkI4EHxvXsXDtHMgDqEfxPA+yyWCEcyCYZtuP230AchnAr955FMPMCzoz/aDTOAujbkZe0BGlJMGoSrm9hyA6ZIfTKFkJtm/cQPSNhwkbIbJGjLiTxHzjYbYDJ6244Kjjl0X2Mq/2VXqzHik3SoPZx+drX6U+cjLQiuN6A/WIDnSmuXftVnpS/sOyX/z4iZy8oOWoa5qmQWMi6idaLaHxBOpi1mgaj/UbdxEKmQM/i1gkRDZoLzwY+XV/7N1vY235LU7PQYxYgvCSC4nMVmOfPsV5mWRewOkPPgfAGiUjvGEQbmzDS7QNjHLMxuMw6loxQvJxWEny069SZn3biFkJ1ry446jpuJP0E4SNELYR8Q8lQhiw33oChglGuU3riISgJdzn5xsLhSFUS27TOoy5p9HVm8F2PT442MvqdZq+rE0sEuIbnz+d1roj9Wf6s22H0ocJNbRhnn4FFPFDfrgptvEE6vEG9WJp785QGx/8zysaNmnvzox6Xv6zP56dJbtHY/3hl2CEIRzBS/VgvRKeak8AACAASURBVP4f8KFPTZuA5GXTA4FmUNDJjlYGwsCoawlGObP8qbXGmZj1bbS0NRW1hIQoDglGVSoyQlaC10NnDmxUCJkG2ZzDmpff4/aGLiwzPugaNmESdvew13c690AmBaYJhgmuA+luHNemszeD43ps393FQ09uw7JdEjURblm1lCXzm+kI/iH3Z9s2QiHMeB1euruoU2AjTbEZkRo82yoofdBoQb2UWhvjdKWsQaNEy3ZpbRz8Z3Rk88HRz/4A2Ft/C0YYIxL8AhCJ4uXA1s9PuWDkWZnBQSfYVOBlRq+zZCRaBqbWjP51nfqZGOFImXouikGCURUYeYH96KwEP3u0CwNnYGPA/9/em0fJcdV5vp8bS+61SVXabMu7roVsWXg3svGGV9xtaBrTjdssw9LM9Ly1+z3eeQ2vh349nMObPvQyr+nXgBkGMNDAsA0gG7CxLS/Y3TbyrpCRF9naq0q15hYR974/bmRWZlVmqUoqVUrl+zlHpyojIyLjZpbim7/f/d3vzxUQKxiKC3TrEhU99ZGmRcRkqofykz8ifPZekzP3M/jn3WiiIUGDPYMAASoKiZXmmZ2DfPdXO4mVpq8rzYdvOYf+nubiBn/HLxGuh5tKbrALnAJrl2LTaFDRnOyD2on6sbYauunStdz9ix1UMBFRNVLEseLmy9bW3a+FClHV0qzu12ryEPjT/AI932w/QdFh2RQPJKJTK5vWpdkLAUSudyqtVo94ViC8xe8Ua1l4rBh1mHDXM5QfvAuqJVAxcXGM+MG74KqPtHQlKFfvn1Gh5gi4r7yB3889Tgqo4pIixiXmkM4RPvUjIzrChahiHjvJR68VtcVJGkC4/Pr5ffz3R15FAyv7snz4lvV055v/wwsBbmkIkZ7Wpn0BU2Bq/CA6DNFj+811CgfSXQjfJ735A3OqkOuU1VBtXuiex3cxNlnlpOU5brhgFevWpNETQ3N2v3byfajiOPgN738U4uT72h90nKCjakOE0yA+xZFZjxPZ7iStNq2CrTG6tSw5rBh1mOoT34XyhEmXOS6goTxB9YnvtrxhZlIelTCmcTmQ0vBieBLfK17KtZnnWe6MM6S6uL+0gQ/kt4InknMDuCYlpyLI9kBYgjhEOR7KzfDz6gXc+8irAKxdWeCDN51DNt38Z+I6gp58mqj72Lptaw2UG9KMWkF5FO31z8s+qBNWQ0LA+Wf0sunUQn3+RytNXGw/VxHuDYiCB1GTh3DyfXjyKjx5FdWnfphEdj5EIegIT161eIM5DDoKUeNGbHTDvI4+TPQmMl1TglMXnRWI1Nyd4y1LBytGHUaN7kuilsZ0mUCN7muZvqstbo0V9cWqSUzDi+FJbA9Pqp9bA2kRMvNjdkCHCNdD+73EwkdFVX40LNk6cQoA607p5f3vOHvGglXPESzrTuM6DuJYp8Ca5goa3PbK421Tm51aUwQNzefiirHeicI5l16HewNTmCA88LOo4jjVp35I6oJ3kbrgXTNEqhPzRToOTbRaq16rRToTw7Q2okpIF3B6Vsxcq5POLdq1W45/rBgdr2jVcvL+5s13AqfNqKb78SOv1f3pGqlonxwxpsN7DQWpHOqiPyB+7l7UxDDfHLuE30yY1NKms/p5z9Vn4DpO07kyaZflvdl6JdIxT4HFoUktoho8jhyIKi3fm/jgFUQ7Hl70NUVT3m/lI+79EwUPti1UyF798UUVHx1H6PHBGRVsemJo9rGlclPl0jXR6VmJSFsTVsvhsWLUYUTPSvShvVNzNyQ+Yo7bdn3M+oG3zVjcun/9AI+9cGDG99OXChdzfukxk5rDoXZjV/I6SsvXU33bOr75yx3sGDfpsCtWl3j32D/i/qCC9tJEZ11LtOGd5LI+hayP5zYL1DFNgfkZiCrgNFRF1cbR6r159l5EtueYrykSKik+CKvoqLIg3m+dKFTQKq6LzujOQ5T3v2FEZ3ww+Xtsg59pWqNT+0m60Nyt12KZB1aMOkz6ktspP/BlU+mmYxMJpDOANqmvRrwUlYOvk9o9c3Hr+rW/w1N+iko4dRNJ+w7dl78bf2RFUzVdLK+jLG+mWI742r3b2bXf9LG5cW2Rmya+b24owkFEVfztW0ilPbovffeie236591oii2mCSl+Bl0tNhc2ZLrM+KbPVy1AQcWxEJ/pHMtCBa1i9MTwzLLpicHkvW3jSuCnZ6bWelaauR4rOpYFxopRh/HXbiTecF0iFhF4Hv6G61B7t7csDojCECWyMxa3Fl75FbnMrQjR6DXnmRX/77+NzIW3obRmdKJKJYwZnazyX372IgcOlRDA715xOle/9P+Ym0yt2EGA0DG88Av0Je9e9Pcmc+FtADPK0qMdW8239xpaQWkUXN/MWx1FQUVj2XU0HqHHhxfF9XohChW0UujJZtHRo/tR44OmYKXti6fwl61G5/pNWq22SDTbbUXHsmhYMeow4a5niHY8jMj2mG/1UZVox8N4666g/PyDjI+VKSuHjKPoSgsi7RCJ5o8twqNXjDE2UUEIB0eYtuJjkxXi2ERKsZrymRscKfGVn73IyEQV1xG895qz2HjmcsSLFRNlJJgFmU7d06sTZC68rS5KNcaf+nHrneNozuuPmjG2O8RVdFitl12rVB4dL475qL9awhwLFab31JkSnQPmPWiH65vFobWy6Vq0k+th2fIu60pg6ShWjDpMu4WdYy8/w3fHLuZtztP0iXGG4y5+Ujmfq1LP0ssoGV3FJSbGpUyKA6oLMO0gIGmYpwUgqEaK0YkKsdLsHpzkqz97kclyRMpzuOOGdZx9ci8A2ksjomqtoC9Bmbmbdtffieo1Hbd7gvTmuRZUJD1/quVjlnqbL/5q2SQ+WmtUXXRqLQ4Sp+npPXUacT3jQFCfz0kEKN+HEE774yyWDmLFqMO0806rDB1gW3EzT4ubpkq4teJkd5CrnL1oIdAIXGIKushj6mzjoKCn2ounUy79fRlGxisorXl5zyhfv3cHlTAml/b44M3ncMqKqUWr0VnXktq+xdzs9dQcjX/ejS2vvVOO2FNl3o0pJPO4XUHFVMvt46/nj+mpM4Ya3WcWhzak2ebaU6dpXie/DOFY0bGcWFgx6jDtvNMOhnmku5trGhax/qq8gVPUblS2G10t4ugYJVxEOse53iCPCZ9SNSaKFIWcz0BvFjcRqBdeHebb971EFGt68ik+fMt6VjT0LhICspe+GyeXmjFHMz1NVqNTjtiia3kyZ1QTJF3f3oxJv+la+i2OO9rzp9ZTRzcUEdTKpg/bU6fQX18Uan6umtZTx2I5sbFi1GHaeae9FK3hPbnHibTLpE7TLUq8J/c4KUJSXasQYqrKSmvNyslx/NAhk/boyvn4nsvBQ0VuuexU/nX7AX6w9WW0Ngae/+ad6+ktTIlfzVEh5TvQYo6mHZ1yxE5v/gDl+/8/Y6FUE6R0nsyVH0bopOFcWEGHVVQHxKd1T51EdKqlWY4Uxj0dIJ3HW7sJ/9S3Irr6rehYljxWjDpMu4Wj637yTSLtUk0+oioeaMg5VXRpDJ3Y+OD64GfJLFvFHZvX8aun3qAcKsJqxC2Xncr+4RL3PLELgFP8ET7a/1sy4x5x4VwAPE/QW8jgHUFH1k45YvtrN8K1nyB64Zeo0ihuzyr8sy7H7VuNGhs6Zg3nWtr1LDu5qVx6rj11RGF5U9l0XC0SbX/QrKlKqumi15/GGTgd37a2trwJ6JgYSSn/GugPguBDUspNwJeBbuAh4BNBEERSyrXAN4AVQADcEQTBhJSyF7gb08b0IHB7EAT7pJQp4C7gIqAEvD8Igu2LPrh50mqeY5nzRSZU8zqjKq6Z+yiNTrkRxKERgPVXs97fw+mpLajKIHF+OT9+6Uoe2mkmus/ODPHhVc+TiUqIbd+hCvhrz6e7kMI5wvLdzjhia4SKSa85G39gLTqqopPiAxXOMr9ylFR3PUO47ccmENMaNfQ61a1fpTqbDU5jT53upHNo0lNHuM3tDcIHvgiO/6ZoFWGxtKIjYiSlvA74IPDTZNM3gI8GQfBrKeVdwMeAfwS+AHwhCIJvSyk/DXwa+CTwV8DWIAjeKaW8E/g74H3A/whMBkGwXkr5duCrwGWLOLQFo+j3kg3HqWiv7oSTFrFZ95HKmW/eOjSl2Kkc0Sv/QjXYihIusZ/nO7tP4V8mjRCdn9vHHasCPKGBNDqqkP7tfXRvuOSorvFI7IDmW303vd22rlZM6u0YRT+NPXVGXhymdOAN9Ohceur0NbQ3SOZ25tHeYCm2irBY5sOii5GUchnwH4HPAudLKU8FskEQ/DrZ5avAZ6SUXwbeDryrYfuDGDF6Z/IcwLeAf5BS+sn2/wsgCIKHpJQDUsq1QRDsOuYDW2C8c28ks+1uepxJHBQKh4r28B1Q1RJKC5R2cQC3WkJXS6hCP1Uny9f3v4Xni8Zn7vLMS7xn5RtN0Y/jpXGKQwtynfOxA5p79Z02fm9RFR1W5txuYT7osNK8ODRpcaBLUy7hLeOsxKYJ1zc/dUzu5j876vYGJ3KrCItlIehEZPRPwJ8DpySP1wB7G57fC5wM9ANjQRBE07Y3HZOk88aAgVnONWcxWr68cPidWjAw0HVEx7Ujt34Ve7eniCshoBFo8pkUhCWU1mgchDBZo1grXDRVN8+X9p7LzpJZN3R932u80/1XBP0I19wsHUcg4ireslVHfM1Hetyee3+Om0rh1NYtpdNorRCvPEK2N8vE078iOrQfkclT2HAF2VPWQyYFHHnzNBVWiA7tJzy0l3B4L9HwXsJDe4knZo843HwvXt8q/GWr8ftWM/78VlRYwm2IXlRUwc31sGzlsiO+vhqZi25gZOt3Ezf1FDquglD0XnQD2WWLYzTat0ivczwwt7GKph+1B6Lmsu84COEQHopmWfRlmSuLKkZSyo8CrwdBcJ+U8kPJZodm/3kBqBbbSbbX9mmk3TGi4Zg5MTQ0YRZAzoOBgS4OHpw9jTMbLz2+lei5e6eMT8+9kZMOPoqbyeN1Td3odFghqkwgUDioelGz1jCic3zp9Y3sDrsBuG35b7mqsBMlBhCRaWXt+mlUGIKK8NbfcETXfDRjrQzvR+R60W4Kx/MBjQrLlPfspLRnJ2hhJu8nxqg88C1SF7xrzvMltZ46u195mX2vvkouHGbAGaegJ2Y9TmS6klbVU/M6tZ46fcvyHBqepAo4Kk301A9RcbnJrsc984qFcS4onIa76XeJggeJGwokyoXTKC+CM0JtrEuGJBMgGn5HAI5LX1+ekZGSSXELgXASL0bhAAKdeDPWVn9rIZKDBY3Tq7VgfWDt+hcXa1hLmcWOjN4HrJZSbgOWAQXM/XR1wz6rgD3AAaBHSukGQRAn++xJ9tmd7PeGlNIDuoAh4I1kv53TznXc8tLjW0ltm2l8Wklp/O5p62a8FFrrJOU2JZhDqosvjF/PIVXAQfEHA9u5KPc6QsVUN70HBGR/ex9MDi16jx+DRqgIf9WZxBPDEFeIyhOJdU8VKhNJB9fDT94frqfOcmA5NLU/ApLWtH5yA3LwzrmK1OkXz7mnznzseo6U6Q4Mb2paiQmA6yJqFiF1MUl+HkZMaj57fk8XVKe+UOlpP2ejTbb42FXOvIlYVDEKguD62u9JZHR1EAQfllI+J6XcHATBI8CdwJYgCEIp5VaMgH0T+ACwJTn8Z8njzybPb032r21/WEp5BVA+3ueLoufuxRPuDOPTKCzhtzD9VMJDEGESc4K9UQ9fGr+GcZ3Dc+CDq3dwrngFlVlOuO4d6JPOozefIvWWoytWmCtCgFYaoUOIQ9NgLqyaXkur1hPXGsg1RBcI1zxuxPVQ44OUn9lCvOtpqCTf2uOI2W4bJVKMiF5GRA8j9HCW+i0pInp7e+r76LCK2hcgzplft1QrFvNgXmLSKjJJqkUFIBx0g5hAsyjMVUw67PZkOQzHyzqjO4AvSSm7gaeAv0+2/zvgv0opP4WZ9/nDZPunga9KKZ8HRpLjAf4z8E/J9gpG2I5r8tEoWkCfnqx7zU2SIdSCTLVoGpqp2Eycp7I4fprJqkeBMq9E/Xxp4lpKOk1WVLnz1k2ctuoyassqXUfQW0iT8lpbwyyEr5wJ0pQpMY9DU2odRUZ8pv3vbxVduGdfSfTifejimOlYG4d1w1OAePuDrV+4RU+dL9x/gDXuCBv1dk7We+hhlDxFxvW06MdWqR2edmJSj0ScKUFxTFTSXkxEMsdpxcTSHnGsFgiegJwGvLLYc0Yvf+lPWaYPJSUKtcy0ZpwcvRmnqc+R9tJoNwXFQzxXPYmvTVxJiEeXKPHHa55h2Tv/p/p5PU/QV8jgtlnM2lTZ1rBGKL25va+cEKbAY+jACEJFKBVCGJrOoIdxOmjZU6fWyE21Mz6FuiuB65t/GkS+h+y1/3ZGe4Of/ODnXBA+ToxDjIdLRBeTVEjT1dc491bFyXWRvfrjs17zcTuP0jDuGWJR2+jUIhCaUla14+uT8EIgEPT25Rk5VExSWo3HcFgxOdE42jneFuezfTYWgOMlMnrT0p1Pocd1Pa+tk06vXV4VkV6OKCwDNJHS6LCCmBzmyerpfHPichQO/c44n+i+n2V+nlqjh5Tv0pNP1YWoVQTU1lfuuZ/jr91YNxZFxwgVo1WEjiIid4J4fLLt3ai5p07S3mBsP2rs4Ow9dRwv6aOkEZkC7qkXEr38BKRyTaafNX+3Vn12Ls++RLEqiISHwLTWKOk0Bcd40x1pn6BjQssJdmFsf+oRh4NwpkUcMCUUtWMFaJzk4cy6n1YflZ72u5vJo7zDfKE4gQXIcvxjxajDZERImCrghhMIbURJpQq40aSJJkb3oeMQ4XiQ6uKh4ln8oHgxAGvcYf64dytdWR8RGaPNTMqlp5Ay34ppv7ZHqwiRLkDFvK5IZaCrD+IqFA+h4hCUNjethruQVh5onfTUGZnW3mC/8aWbrb0BTK3TSVI9/sab8U9764z2BurgTrP2xpnb2ptMPIGTzzFeioiUxnMEmVwXTjyJk+tauMKDdpFJw2R6rVCiMQppl8bSwoGkVB9mprDmowE202E5UbFi1GGEn8UZH06KtU1tuhNOguvCxFC9MkjHMVuGTuHnpfMAOCMzwkdWPU/W7YGogsr0kMt4dGVTTXXv0Yv342S7IZWpf8vWcQzFQ+iwhFYxKo7QlUkY3ovoWYGqTjlIa63RxZGkgdsBhitDlA/uRo0dOGx7AxzXpNUyedxTLyDevwNdLiFSU0UZOqwSv/YkqdMvnHGK+XY/dfJ9pIrj9PdOrQXSYRWnsNKk5GZLb00XEgROOo+bS9aTkHwO9eOSf/VqLafpdHZOxGKZH1aMOkypEuJqPXXD0ma5TRzHddcEpQTfm7yIR8tnA3BuZj93rnqBdDoNWiNEBnfTreQzjlk0qZRJq8UxujiCdn0IyyaFphQ6jmBkDyBMFz6EKUJAo8MyYbC1bU+dGfLjuIiugalCgp6VqMok4Qv3100/dRQSvfYUhFXI9TQfP0sxwZzKqWvpLiHwN7yD8Nl7EZ4PXsa0TNea1KZb8Lr6EiFpX/JboyYKXqELXTLR2lGU/VosljlgxajDlCYnQaXocqo4aJRwKbpZCq6CfD9xtcTXB89nW3kNAJf0HODqTWuYeO114uIhiuRwTr+EU5evJB5PLH4a02rCQY3sh6hsqtQcF7y0uYl7aYgqzZ1TiyNUn/4pMxAOoqufTP9JRNnlU43cCstntDcotTH9RJdMdDOb5Y0QTVFLeu25pE87P5k/cesT7jPWkzgOqe4VOLkewmd/biK3wnL8827APXnjrCufrYhYLJ3HitEi0zwvoAgzyxjwJ8Fx0Y6LqxRdKiSKNFEUc9eBi9hRMS0Zri7s5B09b3DPE2Nc5B3AdYpU3Jinnn6DYtdazjmleS5Flycg1wsHXp7aGKupOZ2wdW8d0TUwo2xaFJYjXG9OFWYzTD8dJ1lcqhCpFLgpI1RKQTpLetOteIUekwZLUl66ZrXy+vOEz91LPHYAJ78M/7ybZi0/907agHfShlmvz2KxHH9YMTpCpjI7Aq3iekoIdJLywhQkoEDFps2Bis3Ev4qn8j6VInE4Zvzm4jj5zq8YjPLcXbyMXbExPL01+xTX+c+zffRkrkttI9YOoZsmExe5kn/lhYdHOPPiMxrKpg9MLRRtOwhnqrQ7Sdn5F7yL1ElvmfebIZKqLuF4+CvOQFcmEamsmVpRGhVWcHpW4K2/muj5XxKPH8TJL8PbcD3uKee1jFyqrzWWn6dRE4cWqa25xWJZbKwYzUA3CItpVSC0Qmvzu1YKksdaKVCK0Mmhxian5hXmkffJ6CLjsU9Wl3HRxNphd7ycb01ewQHVg0Bxe/4JLs+9gnbynFHZQ6g9Ml6Mq8t4TowrNJt5lupTz87ySrUKLkGtJ0Xqig/M2d4m2v9b4p2Psb8yAfnl+Oe8HX+NJNy/k3D7g6ZsPLcM7y3X4a2/hvKjd0NxzFTNNfQ50nGMqpbR1TI6Hc76XnWqrbnFYll8rBhNZ/IQqlqdn7BofUQltRrQ2V7C8VGKGCfsobjAj4oXknervM0PuKawkwFnDFSME0+QcSBDMsczfa1jradO90rTxK17JeX7/tE82bBWB6VMSXULe5tw30vEOx9FVyZwu1bgyyvB8YiCB9AavEyBaHyI6LFvE551OdGOh+vRlTq0l2jrV0lvvpP0ZX84Y20TMMcWEslljh9E46BH95n5LteDTPcxb2vejoVwrLBYLK2xYjQNfYTCMl+U1kxMTPBidSXnO/vwRUxF++ScCp/q+1HDBQHx9GOpuzXEWlDWPkOqi3UXGNfn8I1ncA6ZSIfufhg9mKQOE/dQrc32JL0mXBdcn3jwVdRLW005dqpAPDZI9Oi3EF4KHUcmQgl1PcIKn73XFEGUx5taoIfPbOG36z/CPWPXMzhapl9nuClcw1kv3jWvSEf4WfShPUZIhWMW4U4MIfrWLMhnMB9xmXsvJovFciRYMVoEdFRFjSVuBKP7iZN/bmmES4Fk8Tw5EZJjasGoTqxwtOODEDjCYXuxm7Od3WgEMaYyOyeqvBpnqdZMSP0sqjhO9akf4p12IdHkw6AjhOsjPB+RLpC+/H24XX3m5ioctIbKtntQxfEpsUiq1dToPsj1oUf3UVWROSbTDdWSqcarVbWpCMpjVA6G3P3GDlzXIZfxGJmscvcvdvDJ3D5S+e7mN8dLtY109IwVOnra9iNnvuJiU4YWy7HFitECUuupY7qG7kuKCQ6gJw8xfaVKY4Yt1C6vRAPsjXsZVVnelgpwPI/8BbfivvIoTmnELOh8y1X0PrKFyShDmhBXKGLtUMFnXWo/iF5EOoNwPEQmD2jE2H685SdDZRIdVdBao8IqSgl0zdkguTQ1fgBS05qOeSkTVU0M1ZuJ6SRCqQ+i7pwgQMdEYYjrOqR9U/Kd9l0qwP4wzyktnMidroGWUQphGfLLoNIQeWW7zPajZL7iosYPtnxvOpUytFiWGlaMjoDpPXUGS4NUBvegJ4dnn2NK5YkLA6jCALqwAlUY4DcPPcw/Fy9HI1jpjPDRrvvpcUo4CF7dEbBmbDcpJ6RcmuT1515glVdiInYRwvi8OV4KvAJZP8ZZvgaBg9axMS+NI8J9LyFyfeam6yU33rBC+MwWqr99DLXzcSM2woFMAeH4M8QC4SZrkTRaNzQKalypW08BQqQdznZe55JwGz16jFHRzRNiEw9Wz+WP1JOJo8KUOauz+hzKD3y5bgobF8eIH/gyTq7HOEMAdeXTMU73ynl9Xq2Ebr7i4nQNoCZHWgqpxWI5eqwYzYKOI/TE4FS5dC3SmRiql28DzHBiS+VwulckXUNNF9FSejklGmxwtOaBF0b5efFtAKx1D/KRwq/IOYnHgVacNv6ksTfTkCJkzfATqHQ3fTkHPNMxVaiIVFQxXRzGBhHuVF8gHVbMPIs3rW23lyI+8LJJsdV3VlAaQ1eKxistcQrHz5gbsJdJIpSkkCDbBaURyHRBtdhQYNBFuSi4Tj1EjEuJNDk9yXX6IR7JXUN6850zhKHyxHdMGbpTW8SqoDKJ0sqcu+bjFodQHMGZRx+ituk4P2PEcI7i4m+82Xj6TRPSWmGGxWI5OqwYTSMMHqa696Wp9gZ6lrX7SU+d7MDJhOllOD0rEd0rTCvrmpWPVowVI8JoqgpBac1Pnxrm0R1jAEhvNx8oPERKRPUWEmDuzVq4iFQaxzf/VBwhohAdlkzpNMqsYcr31tuLN94sRc9KdHkc3SgYqVyzEDWiInBTUxUSQiCy3RDHiJ5VeJ5LFMVG6HpWQliBXF/Ta3blXMYmIiLhIwSE2kdrzXW55/HX/t6MNFj5F/+5wRMO88LCCBK5XrM4t6FAQu3dTrjr9DkVH7RLxwmEsUyao7iYc88UUjtfZLEsDFaMphHu2Eo8Oi1V46UTJ4IVSdl0Uj6d7UYI0daVoBrFTJRC4ob+SLHSfO/xg2x71ey/yp/gD7MPkyLGAZQWVN0cXdkkKkGgwwqqWiaeHEVohegagEpi45PMowihW0Yd8cFXCJ/60YzoYjachmo1HVaabtzazSYRV0T6ctPrcMZczyNfw8l66PIIjopRwkVku0lFo/P8NLR5jxv87LTWxMNvoOZYfNAuHaerk6Q3f2Be4uKv3WjFx2I5RlgxmobTuwavb+2U6PSsRGR7WvbPaYcGitWQUjlqmkKqRopvPnKAYI+x4bns7C5GDpb5ZfViLi/sojcVMe728YyQ3Fj5Obo03NQDqF4v4HqInlVTrxdWcPK9vLp3lGj/OPmowmRxHG/vKCcd3A7ZnhnRBcU5djqdduPWk0M4+eVNN+7pN+jqE1n88TeSi01cKcrDiNzJLV/C6VmFOrRn2tyTTrzzZqbSTOfbuRUfzDbXY8XFYjl+sGI0jcyVHySuztIa4TAorZkohVTC5sVBpWrMf31wP68NmvTY06knAwAAFGtJREFUO87r44a3ruCbv6pSoEIc7iWqTFLVo4zpMmNxRJeY2YyuKtKkW7QjP7jsPFLbvoMnXCoibXr7bPsOlZTC7+6fEV3o4ggtvain9RSafuOeS5dMVS1OO7du2D6T1CXvpfzgXaZUvDamTAH/LdcS7Xh4RioN12s5D6bGD84oVnBWn4NqcQ4712OxHF9YMVpAQqWYKFaJ4uab/Fgx4r88sJ99o1UE8K7Np3D5eWtQOPRVf82l1QdQwiVyU3TpSd6htxJqFy2aS8A1UMYnXQu3ak9qjXr1SRAukTAFDBE+HhCFVfwW0YVYdhJ6dH9zIzzHhVTepOGO5sZdGjPFD4mdUj1FWBprubu/diNc9ZGWKbNwYObcUPjMFuKRfWberCHaE5n8jGIFteNhvHVXoPZut3M9FstxjBWjBaIcRkyWIlQiFEIIHMdluKT54v27GR6v4jiC2685k41n9hMpAM21mecpVxyU8ImqMRqHtHDoc4qMiC7ylHGJiXGZJEOXLoLTbVwJ4tj8dFx61AhDotm1O8Ij0mYx6vTIwDvrMsLn76O2NqhWOedvuG5hbtxCmH5GNdTsLa3bpcxabY8PvkK8N2ieB4uqaMc1C3unpe/U3u3kbv3k/MdgsVgWDStGC8DoRIXJUgSOg+f5CC+Ndl1eH6rylZ9tZ6IU4nsOd1y/jnWn9DYdm64couT4xErXp0xCPBCgcDkkpvb3dIgjFJTHZrgeCKHJUiSjw7p4lfEZ8ZbTv/n2ltGFSOcRhWX18+uwsiA37nZzQE7v6qM6bw21d7upsqtXCPqmQrA0Cr3TrILswlSL5YTAitFRIByHYqRJ+zmcLh8lfGItUFrz8u4xvn5vQCWMyaZdPnjTOaxd2dV8vIBDFPAYR7s+rmvybp4OGaYHX4cm1YaHR4RTq54jnuF6IICCLqGFQCNwiSnoiHjtW1pGF5VHvtayyiw+tJviTz4358io1YLSdnNAqUvee3RveIIaP2jK57NT1kJaa3R5fF5rhywWy/GDc/hdLHWEQLgOTiaLV+jF6e4nSveh/Dyh9omVKWB44dVhvrrlRSphTHc+xcd/Z0NLIerKpXiouhEPhadNOwVPh3gofhlfQnXT7ZTdAmldoewWqG66HTedQSnTeK8axkRRjFIa1xHoTDcKF6E1Ched6Wag8nrLoThdA+iJIdTQLtTgq6ihXeix/VCZJN6/Ez1xiHj/TsoP3kW465mW56gtKFWTI9NKrCFz1UdwV56JKPThrjyTzFUfWbB5GqdroKkVOmBEp2dVkpI0tke1EnRbrGCxHP/YyOhwCIHwPBzfdCjVrmlEV5sBme7w/WRwgO8/9DJaQ39Phg/fsp6+rvT0U1LIpcilPYYKZ/L48B6u8J4nI0LK2ufhaANjy9Zx9qUXwKVXNh17YNcDVIoxWVHFFSYdN6FTdFPBL/QiuqbmjbTW7U1Ic72w58WGDWrK880181CmJHuC6hPfnbd5aO7WTx6zIoF2bgipNuuebLGCxXL8Y8WoFULgeB4ilTFuBK4/p7ZGW5/ew5bHdwFwUn+eD958DoWs37RPTYgKGQ+tYb23m3PdlxhXWYYokCLmQvcl0t4ZwAUzXuO+4gY2iwOMk6+n71wRM6x7GJhHikrterr9QFTUUAUnjGt3q906ZB56ODcEKz4Wy4mHFaNpOJkcZDzTumF6B4M2aK255/HXeOjpvQCcsaabP7phHZlU89vr7n2OzM770JNDTCY30JMHH8ERil6njCcUkXYo6hQnDz4C/M6M1/pNcRVl/+1coptNSCth3NKEtG2KKiwlv0wvHmeq8KDeRr31gt/ZFpQe60Z0dsGqxbK06IgYSSn/Evh9zN3vriAIPi+lfAfweSAL/HMQBJ9K9t0EfBnoBh4CPhEEQSSlXAt8A1gBBMAdQRBMSCl7gbuBM4CDwO1BELT+at8C7WWN19scW+bESvONLdt55BkjRBtOW8bt156F7zVPx7l7nyPz9HeMkWnD/MpqZ4SUiACHGIErNF2ihNfGE6+/J8NLk6ewyz+tvq0SxvT2pEhvfss8BKDBfbv1O9Gwq9tyj3bpMmf1ObYRncVimReLLkZSyquAa4GNgA+8IKW8D/gKcBXwOvBTKeXNQRBswQjOR4Mg+LWU8i7gY8A/Al8AvhAEwbellJ8GPg18EvgrYGsQBO+UUt4J/B3wvmMxljCK+do923n25WEALpIDvOvKM3Cc5khCAJmd91HVDiPjMVE8iec69GYEaRFB0igPQAEuAhdF+ckfmW6qYdmsATrvRm66dDN3/2IHFSDlOVQjRRwrbrp0Lf7a/pY3+2d2DnLP47tM19WeDDddupbTvVQyRzQH1U1l6pHOrskhdJMd0Mx0mW1E9+bDtmS3HC2LXk0XBMGDwDVBEESYqMYDeoGXgiB4Jdn+DeC9UspTgWwQBL9ODv9qst0H3g58r3F78vs7MZERwLeAm5P9F5RqGPM333m6LkRXbVrDu98+U4gA8jmfaOQggxMxsdI4jiBWmsHJGCfpW2qcujUieezqiPDJH5i1NEkrhfDJH7Bu5BHuuH4dvfkUxXJEbz7FHdevY+OZ/S2v85mdg9z9ix2MTFabuq6WCieZrrBzQHipetWcyBTqkU67Kjs1frCtXY9l6dGuqrLd34fF0oqOpOmCIAillJ8B/gz4LrAG2Nuwy17g5Fm29wNjiXA1bqfxmCSdNwYMAHsWcgzPvjzE9l3G/fo915zFhWe3FoN81qeQ8XgxzJERE0TJ+iAhwCemrFKUtUdWVPGFItQOJZ2ix2nt4xY+9WM2fuy2tuIznXse39Wy6+proy7n6Jned63Q48OInpUIP40QApFEOtUnvosOyzPSccLPohdovY/9xn38YyNhy0LQsQKGIAj+Qkr5OeC/A+tozhcJTMbKmeN2ku21fRoRDc8dluXLC3Pab3M+zWsHJjl9TQ8bzlzecp9c2qO3y9zAvxhv5BYeRhDVq+A8FA9U13OJv5NRlaeKS4oYT8S0CLAMOmZgoKvNkzMZnqiywd/NhdFTdOsxxkQ3T3oXcGr4arJwVk9VzrUtGVR4mWzdudzzXLSbJRx8Ha93BY6fMbv5HiosIxzH9FXSoXGjiCogFMvf/nvk53HtkzufYujXdyNcDy/Xja6MEf36bnp6s+TPnFlpeCyYz3t9onOkY901OYSXKTQ522s3i54cOm7fv+P1ut7MdGLO6BwgEwTBtiAIilLK72OKGRptrldhIpk3gNUtth8AeqSUbhAEcbJPLfLZnez3hpTSA7qAoble39DQBErNrXrh9648nZEJ48I9PK2fUS7jkUIxWDFGpCOFs9gyAW/j6XoV3KOczxPlAXaF/VybeZ7lzjhDqov7Sxv448J9M2U14XCu2Y2cn97DVZVfkqaKgyKri1ynfkma0KTpGlWvvpB0ZoVdVC4h/HRzcz0gxkM1NA7UeFCeajkRN0Q0xe6zKc7j2osPfR+lHYTwIVYgfLRWDD70fYrdZ8/5PEfKXBzKlwpHM1adX048OTIVGVFra7L8uHz/FvpztcK2MHQiMjoD+IyU8grMne424J+A/ySlPAt4BXg/8JUgCF6TUpallJuDIHgEuBPYkqT5tmIKE74JfADYkpz/Z8njzybPbw2CYEZn8GNJNu3RlWueM7np0rU89osdKCdpp6A1SilcR7AjPpmdpVPq+8ZKEyHw27R4mE/q6nr/X3DLZbRw0LgINFldTvTGlEvMpMFTDkzLhhbN9UTPyrb2OwtRet2pdUyW+WFbslsWgk4UMPwM+CnwG+BJ4NEgCL4NfAj4b8ALwHamihPuAP5GSrkdKAB/n2z/d8DHpZQvAFcCn0q2fxq4TEr5fLLPnxzrMTWSTXt051Mzgpr1/h7em3uCblFiUqfoFiXem3uCczN7jCmq1sYxQWsQMKbzLc9PpjCvyeJ0aRDHcQCRZOEEjuOYD15r4x2nkp9N1IRQ4G/6HdKb78TJ96LLEzj5XtKb7yR9ye3H1H6nre2P9Zo7rvDXbqz/fVCdrP992Pkiy3wQ0+1s3sScBrwynzQdwMhEhVwhw/DwJJm0S08uTaumsMWffM5Uo01LZbw+4fKl0k2UqjFRpPA8h2zK5U/T36E7I6A8bqrphAOZLqgWEYX+FimR3pZu2+N3fcyIjtPwvUMpEAJ/060zSseBGdsyF95WP3R6iuNYFhjUqrRwvKZv3It1o7NpuqXJMUjTzb0NtKUt1oFhgZhNiKB9ymmlP44fOmTSXtO6Ib93AKGKiHyD11xYQVeL8yqbFj0r0Yf2GkFraOcgeleRufC2JqGpj6XFtnYcSyeEw9n+WCyWpYMVowUg5bmk8ulZ92lnnZNZtpI7Nq+bsSi1zy+0zMPPNk/TivQlt1N+4Msm0qk10UtnTIrtBMDa/lgsbw6sGB0lnuewrDvN8PDsa3Zmm+TduLa/xbqhflpFBUDb87RNmV390ZbbWzkzzHX9ksVisSwkVoyOkkLGx3UPXwcyW8qpnSi0jwrai1Q7P7jp56k5M7iu0+TMkB18kZMOPmrTYhaLZVGxYrSIzEcUgLZRSqvzFH/yuXmtgm/lzLBG7yL7zMOo7rw1OLVYLIuK7fTaYRpFQQhB2ndxXYd7kr5Ic2W+fnCDo2VS05zF3yaepqpEk+0PjmfsXiwWi+UYYsWow7QShZTnMDhantd55rsmp78nQzVqdknq1mNoxxqcWiyWxceKUYdpJQrVSNHfk5nXefyNN89rAepNl64ljhWVMEZrTSWMOaS76M1Oq023i0wtFssiYMWow7QShVp/ovkw31XwG8/sn9GKIrvpZtKuPmaOChaLxdIOW8DQYWpFCgtRYj3fNTkbz5xZUh6u7rGLTC0Wy6Jjxeg4oJUodAq7yNRisXQCm6azWCwWS8exYmSxWCyWjmPFyGKxWCwdx4qRxWKxWDqOFSOLxWKxdBwrRhaLxWLpOFaMLBaLxdJxrBhZLBaLpeNYMbJYLBZLx7FiZLFYLJaOY+2ApnABHEccbr+WHOlxJyJ2rEsTO9Yj5jTgDSBayJO+2RBa605fw/HCFcDWTl+ExWI5ITkdeLXTF3EiY8VoijRwMbAXiDt8LRaL5cTCRkZHiRUji8VisXQcW8BgsVgslo5jxchisVgsHceKkcVisVg6jhUji8VisXQcK0YWi8Vi6ThWjCwWi8XScawYWSwWi6XjWDGyWCwWS8ex3nRHiZTy/cCnAB/42yAI/qHDl7SgSCm7gUeBW4MgeFVK+Q7g80AW+OcgCD7V0QtcIKSUfwHcnjz8aRAE//tSHSuAlPIvgd8HNHBXEASfX+Lj/WugPwiCD0kpNwFfBrqBh4BPBEFg3RM6jI2MjgIp5UnAf8T42m0CPi6lfEtnr2rhkFJeCjwMrEseZ4GvALcB64GLpZQ3d+4KF4bkJnwD8FbM53ihlPIPWYJjBZBSXgVcC2wELgL+Bynl+Szd8V4HfLBh0zeAfx8EwTpAAB/ryIVZmrBidHS8A7g/CILhIAgmge9hvm0uFT4G/AmwJ3l8CfBSEASvJN8kvwG8t1MXt4DsBf40CIJqEAQh8CJGgJfiWAmC4EHgmmRcKzAZkl6W4HillMswXxg/mzw+FcgGQfDrZJevsgTGuRSwYnR0rMHcyGrsBU7u0LUsOEEQfDQIgkYn8yU53iAInq/dnKSUZ2PSdYolONYaQRCEUsrPAC8A97FEP1vgn4A/Bw4lj5fqOE94rBgdHQ4m515DYG5iS5UlPV4p5QbgF8D/BrzMEh4rQBAEfwEMAKdgIsElNV4p5UeB14MguK9h85L+Gz6RsQUMR8cbwJUNj1cxldJairwBrG54vGTGK6XcDPw34H8OguDbybzKUh3rOUAmCIJtQRAUpZTfx6SXG1unLIXxvg9YLaXcBiwDChghWpKf64mOFaOj45fAf5BSDgCTwHuAj3f2ko4pjwNSSnkW8Arwfsyk9wmNlPIU4IfA+4IguD/ZvCTHmnAG8Bkp5RWYm/NtmHTWf1pK4w2C4Pra71LKDwFXB0HwYSnlc1LKzUEQPALcCWzp1DVaprBpuqMgCILdmHz0r4BtwDeDIHiis1d17AiCoAx8CBNBvABsxxRtnOj8GZABPi+l3JZ8k/4QS3OsBEHwM+CnwG+AJ4FHgyD4Nkt0vC24A/gbKeV2TLT09x2+Hgu2uZ7FYrFYjgNsZGSxWCyWjmPFyGKxWCwdx4qRxWKxWDqOFSOLxWKxdBwrRhaLxWLpOFaMLJZjhJTyhqRM3GKxHAa76NViWWASd/M/x5jM7u7w5VgsJwRWjCxLGinll4ADQRD8efL4jzBOGV/B9KFKAUXgz4IgeExKuRLjRrASYxXzGnB7EAQHpJSvYpwZNgL/Z/L8J4AqUAb+OAiCF4AbgTymbcFnF2ekFsuJjU3TWZY6/wB8WEpZ++L1ceAejEjcEgTBW5Nt35dS5oE/AB4LguByjG1OEWMZU+O5IAjWAz8G/ha4KQiCi4EvYvpaEQTBD4Mg+F+AsWM+OotliWDFyLKkCYJgG8Zr7Z1SyvWYFgIexizzvmRO526Mc/NZQRD8HfColPJ/Bb4AnIuxjKmxNTlvDHw32ff/BUaAuxZnVBbL0sOm6SxvBv4B+DfADkwE4wD3BUHwvtoOiVnqHinl5zBNBL+C8Rz0MW0GakzUfgmC4I+klOdimiz+H5gI6nYsFsu8sZGR5c3A9zAtxX8fIzL3ATckrRSQUt4CPANkMfM9fxsEwdeBA8D1gDv9hFLKfinl68BQEAR/i5l/ungRxmKxLElsZGRZ8gRBUJVSfg9YGQTBIDAopfw48G0ppQAi4HeDIJiQUv4l8NdSyv8bCIGHgbNanHNQSvlXmFRfKTnHxxZrTBbLUsO6dluWPElhwkPAn9Tai1ssluMLm6azLGmklDcCrwNbrBBZLMcvNjKyWCwWS8exkZHFYrFYOo4VI4vFYrF0HCtGFovFYuk4VowsFovF0nGsGFksFoul4/z/qLiHhoYFgYcAAAAASUVORK5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}
},
"299dd1028ffd4b4eb747c13b01dccc79": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"29c1813fd11d496f8eb082f1f5d9d507": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_7bcb211b2d534c61be5635286e9462e4",
"outputs": [
{
"data": {
"image/png": 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9nlZKJYBRbNvfeKxDy8ZqhADg9OkcYdh7p50dO0Y5dWph/R03kH6bU7/NB2ROjSJzaoxm5uS6Dtu2jUCHJSOybrdGP36eQObVLDKv5pB5NU6ra/aGZdyjTpJfAd5ft/jHj2JLSqnro00/A9wedc7cD/xEtP1nsV3AAP45+pno9/uj/WvblVKvAkoN6iQFQRCEZci6LQiC0F9sZMb9F4FzgX+nlIrbs9+mtf4dbLvej0U2ZA+z2Jb814C/Vkq9H6t3/Klo+28Dn1RKfQeYjY4H+DDw0Wh7GXsxEQRBEFpD1m1BEIQ+QhowLXIJcKRfHrn242OdfptTv80HZE6NInNqjBalMruBo12cVj9xCX20btfTj58nkHk1i8yrOWRejdPqmr3hxamCIAiCIAiCIDSPBO6CIAiCIAiCMABI4C4IgiAIgiAIA4AE7oIgCIIgCIIwAEjgLgiCIAiCIAgDgATugiAIgiAIgjAAbGjnVEHYTBw8NMUdByaZmiuxfTzDTdfs4kd2jPZ6WoIgCIIgbFIkcBeEFjh4aIpb7nwSz3MZyiSYzVe45c4nGR8f4uLtQ72eniAIgiAImxCRyghCC9xxYBLPc0knPRzHIZ308DyXW7/xg15PTRAEQRCEBjBBleK/fJRw/lSvp9IwErgLQgtMzZVIJZZ+fVIJl+emCz2akSAIgiAIzRDOn8L/wbcInjvU66k0jATugtAC28czVPxwybaKH3LOVpHJCIIgCMJAEFTs/xOp3s6jCUTjLggtcNM1u7jlzicpYzPtFT8kCELe9urn9XpqwjJWKiK+cu/2rh0nCIIgDAbGt4G7I4G7IGxu4gBueWB39eXncurUQo9nJ8SsVkQMrBmEt3qcILSLqRTA8XCS6V5PRRA2P75k3AXhrOHKvdsliOtz6ouIAdJJj3K0fa2/XavHCUK7FL/8IZzRbWRf/Uu9noog9A3+UwdxJy7EHdna4YGrADje4ATuonEXBGHTsloR8dRcqSvHCUK7hNNPY/KzvZ6GIPQNxhiKX/4QlYO3d35sv2z/MUAZdwncBUHYtKxWRLx9PNOV4wShHUy1jCnnIPR7PRVB6B+qRQh9TO5058cOoox7Itn5sbuEBO6CIGxabrpmF0EQUq4GGGMoVwOCIOSma3Z15ThBaIcwbwMTEwUTgiCAKeUACLsQuMfFqQyQVEY07oIgbFpWKyJeT6fe6nGC0A4mN23/EUjGXRBi4sC99v3oJOIqIwiC0F+0WkQsxcfCRlPLKIpURhBqmHIUuJcWMH4ZJ9E5xyUzgD7uIpURBEEYcAyQL4q8YtCJM4pGMu6CUCPOuEMXsu5+xdqvul5nx+0iErgLgiAMOHP5MsWKBHuDTi3jLoG7INQw5Xzt353WuRu/MlDZdpDAXRAEYWAJjWE2V6ZUDno9FaED1FwzpDhVEGp0N+NeHShHGZDAXRAEYSAJw5DZXIVSRYL2zUIoUhlBOANTykEyAzhdyLiXBy7jLsWpgiAIA4Yf2Ey7H5heT0XoEMYYTD4uTpWMuyDEmHIOJzsOyXLt5rZjBNWBcpQBCdwFQRAGiko1YC5fIQglaN9MmNKC1banhqBSwBiD4zi9npYg9BxTyuFkhoGRxZvbTo3tVwbKwx1EKiMIgjAgGPJln5lcWYL2TUisb3fHz7UbQpFACQJEGff0CO7Its43YfIrA5dxl8BdEAShzzEG5gtVFvIVjMTsm5JweeAuBaqCAMQZ9xGcka2Y3GlMBxdBE4irjCAIgtBBYueYQkkKFjcztYz7mA3cjTRhEgTA2kHGGXcC38rKOoVfxfHEVUYQBEHoAOWyz/RCiXJVZBObnTA3DV4KZ3jCbhBnGUGwDkvVUpRx32a3dVAuIz7ugiAIQts4DpSqAacXSvi+aGPOBkzuNO7IVhwv8oyQwF0QMGXr4e5koow7HW7CFIjGXRAEQWiDWM8+lyuLnv0sIsydthlF1wbuRiwhBQFTsl1TnbTVuENnmzCJq4wgCILQMrapUpl8sSpB+1mGyU3bjGKst5WMuyAsybg76RHwUp3NuA+gVEZ83AVBEPoA8Wc/ezFBFVOcwxnZJlIZQajDlKLAPT2M4zi4kbNMR8Y2RhowCYIgCM2TL1XJSZb9rMXkZwBwR7bWMu5G7CAFYUnGHcAZ2da57qnxdywhrjKCIAhCA4TGMJsvs1CQoP1sJn70bzXunt0oGXdBqMu428DdHdnWOVcZv2LHTqQ7M94GIYG7IAhCD6gGIdPzJUplsXo826l5uI9sXfSUluJUQbCBu5eo6dCdkW2Y4lxHnkiZKHBHfNwFQRCE1XAcKFZ8ZubL+IGk2YW6jPvwVhukEPlXC8LZTjlnHWUcB4jkZCzKy9oiiDPug6Vxl8BdEARhgzBYq8f5fIVQtDFChMlN42THbAAhxamCUMOUcjV9O1BrwtQJZ5laxn3AAncpThUEQdgAQmOYz1coVUQaIyyl5uEOOG5sBylSGUEw5XxN3w7UmjB1xMs91rgPmI+7BO6C0CMOHprijgOTTM2V2D6e4aZrdnHl3u29npbQBapByFy+LF1QhRUxuWncLefbH0QqIwg1TCmHO7Gz9rMzPAF0KOMurjKCIDTKwUNT3HLnk8zmKwxlEszmK9xy55McPDTV66kJHcVQiPXsErQLK2CMWZpxrxWnSuAuCCbSuMc4iRROdqwzzjJ+ORpTXGUEQViHOw5M4nku6aSH4zikkx6e53LHgcleT03oEKExzOWrzOdEzy6sQTkPfrlWdCcad6GbmEqhcz7oXcYYgynll2jcIfZy74TGXTLugiA0yNRciVRi6dcvlXCZmiv1aEZCJ6n4IdMLJYplCb6EtVni4Q51UhnRuAudp/zgZyne/j97PY3GqBbBBDiZ4SWb3eGtZ7XGXQJ3QegB28czVPxwybaKH7J9PNOjGQmdwZAv+8wslEQaIzREHIDERXc4HuCIVEboCqY4jynM93oaDbG8+VJMnHE3bT7JHFRXGQncBaEH3HTNLoIgpFwNMMZQrgYEQchN1+zq9dSEFomlMQv5inRBFRomzMcZdyuVcRzHZt1FKiN0g8DHRNrufseU8wBnSGXckW1Wnx79vmUG1MddXGUEoQfE7jHiKrM58APDXL5EVbLsQpOY3DS4CZzs2OJGLyFSGaErmKAKQRVjQhynv3O3q2fc7U1umDuNtyyob2r8WOM+YJ1TJXAXhB5x5d7tEqhvAsrVgLl8hTCUoF1oHusos3VJEOW4knEXukR8Q+hXIdnfbiqmHAXuK2XciW56t1/c+gn8MuAMXODe37dbgiAIfYshX6oymytL0C60TJg7vahvj/GS4uMudIfoczUIcpk4484ZrjJRxj3fnrOMCaqQSFp52gAhgbsgCEILzBeqLBSqPdezG2M4eGiKj3/xid5ORGgJk5vGGd66dKOXgFCkMkLnqUmw4sLMPqYmlUkNLdnuZMfATbTvLONXBs5RBkQqIwiC0BShMczlKpSrQa+nwnyhwuf3H+G7x2Y4ZyLb6+kITWLCAFOYWfRwj3CkOFXoFrWM+wAE7uUcpIZwXG/JdsdxcUa2tu3lbvzKwDnKgATugiAIDeOHhtlc760ejTE8/OQpvvStY5Qq9gZi786xdY4S+g1TmAVjFj3cY9ykFKcKXWGwMu5nNl+KcTvRhEkCd0EQhM1LpRow2wdFqLO5Mp+9+zDff3oOgKF0gjddfwkvv+ycns5LaJ448DhT4y4Zd6FLRIH7QGjcy7kzHGVinJGthM98t73x/QrOgHVNBQncBUEQ1sRxIF/yWSj01p89NIb7v/ssdxyYpFK1zbtetGcrb75+NyPZJANWXyUAZnnX1AjHS0gDJqE7xJ+rQQjcS7mlNql1uCPb8AszmNC3LkytEFQh0d/OOishgbsgCMIqGGChUKVQrNLLPPvpuRKfufsQR08sADCaTXLzq3bzwt1b1zlS6GcWM+7Li1OTmEqxBzMSNjuxd/mgaNzdLeev+DtnZBsYg8nP4oy2aKvsV3AGzAoSJHAXBEFYkdAY5vOVmoa8J3MIDfsPHuerDzxNNbBZ9pdeup03XHsJQxlZvgcdk5uG9DBOMrP0F+LjLnSLcJA07rk1Ne4Q2am2GLgbv4KTHlp/xz5DVn5BEIRlBGHIbK5C1Q97Nodnpwt87ItPcOT4PADjwyneesMeLr1oS8/mJHSWFT3csVIZI3aQQocxxgyMq4wJfKiWVg3cYy93k2/DEjKo4EhxqiAIwmBTiTqhBj0qQg3CkLseOc7XH36mNodXXH4ON12zi0xKluzNhMmdxhlZIVsoDZiEblBfN9HnGvda19RVilPd4cWMe8vn8CsgPu6CIAiDiTG2E2qu2LumSsen8nzmrkOcOF0AYPuWLG951SXs2TnemwkJXSXMTZM8T535C5HKCN2g7jNlqn0euJfyAKtn3JNpSA+314RJXGUEQRAGE4Ph9FyJhUJv5AlVP+TrDz/NXY8er900jA8nefsP7eXiHStfuITBxlSKUCmc6eFO3IBJpDJCZ1nSG6DfpTLrZNyhfS93M6CuMm6vJyAIgtBLwjBkZqF3nVAnn13gz259jG88YoN2z3XYNpYmmfT4zL/8AD0505N5Cd0ljDKFZzjKAHgJkcr0ASb0MaZ3dS4dpy5w73uNexy4r5JxBxu4mxYDd2OMuMqshFJqDLgXeJPW+mi0LQncAfy+1vob0bYXAx8HxoC7gXdrrX2l1C7gb4BzAA28S2udU0ptAW4B9gCngHdorU8qpVLAJ4CrgSLwTq3197r5GgVBGFyqQcjcQhm/B3r2SjXgzgef4t7HTtasJrNpjy0jaZzIlD0IQ/Y/ehy1a2LD5iXr9sZgVmu+BDaYkOLUnlP4/AeYef6L4Yqbez2VzjBIGffS+oG7M7KV8ESLS0UYgAkHsnNq1zLuSqlrgG8Cl9ZtU8A3gOuW7f43wHu01pcCDvBL0faPAB/RWl8GPAj8drT9D4D9WuvLgY8Bfxptfy+Qj7b/G+CTnX1VgiBsDgyFis/M/MYF7Xpyho9/4Tt88G8f5sP/9Cj/8+8e4Z4oaD9/2xCj2cSSoB0glXCZWdg4Laqs2xtHuErzJaDWOdX0suPXWY4xhnB6ksqpp3o9lY5R/xSn3zun1jTu6eFV93FHtkGliKkUmj9BYG9cBtFVpptSmV8Cfh04XrftF4APAgfiDUqpi4Gs1vq+aNMngf8nyvDcAPxT/fbo32/EZm4APg28Ptq/tl1rfTewI8r+CIIgABCEhtl8hflchXCDAiM9OcNt9xxhtlChXA05MV0kV6ziOg6vufpCfu2tV7BjS7bm1R5T8UMmRjdUgynr9gZhcqfBcXGGVrD3jDtBhr3rIXDWUylA4BMU53s9k85RL7/q84w75Zz9HqyhQXdqXu7NF6jWpEISuC+itf5FrfX+Zdv+o9b6c8t23QmcqPv5BHAhsB2Y11r7y7YvOSb6/TywY42xBEE4y3EcKFcDZuZLlMobGxDtf/Q4QWiYW6hQKNslLeE57NyW5YdfeiGe67Lvqp0EQUjFDzDGUPEDgsCw76qdGzZPWbc3jjB3Gmd4Asc98zJc091Kgeq6VA5+mfIjX+r4uCYK2MPC5gnc64tTTdDfgXvcfKn+CeRyYplZSzp3f3Az7v3gKuPCkm7iDhCusJ1oe7xPPasd49Qd0xDbtvWPg8OOHaO9nsIZ9Nuc+m0+IHNqlI2cUxCEzOUqOMZhbMvqy97Wras/lm2VfLHK01N5KlW7FDnA+EiKkWyCYiWsnfOVW4cZHc3wlQOTnJ4rsm08y2uv2cUVexvrCui5q1/guoCs2w2w1mf8eGWexMQ5K+4zNz5CGdg2kcUb6vz3pB/XA2h+XtXp4zx1/z+Q3HYBO370Jzs6l2JhkjwQFBY2zftVzCcpAjguSfyuva5OjHvSlGB4bM2x/PQuJoFhp8BYA+esH6vCDHlgbGKMkT79+65GPwTuTwPn1/18HvYx7XPAuFLK01oH0T7x49tnov2eVkolgFHgdN1Yh5aN1TCnT+cIe9R4pZ4dO0Y5dWqh19NYQr/Nqd/mAzKnRtnIOVX8kPlCGd9f+3u9desw09P5jp77O0em+fw3j9SC9lTCZctomoTnUqoGjA8ll5xz50SWn79p0ddaFF54AAAgAElEQVS7mTmlki7nbev8jccqyLq9Dut9xsszz+Gdu3fFfSpF+0Ro6rkZ3A7/SftxPYDW5lW8868hDPALuY6/puqJkwCEpRzPPTuD4/ZDuLRIK++Xf3oOACc1RKVY7MrnoFOfr/L8LCSya45lwgQ4LvMnnqG8zjmXzys4NQvAQiGg2KPvg+s6LSUdem4HqbU+BpSUUtdHm34GuF1rXQX2Az8Rbf9Z4Pbo3/8c/Uz0+/3R/rXtSqlXASWt9WT3X4UgCP2GAfKlKjMLpXWD9k6TK1b59Fef5JY7nyRXrJLwHIbSHqPDSTzXiWQw4YbKYDqJrNvtYcIQk59e0VEGIh93kCZMaxA8+wP8Iw9CMtNaceI6mOLc4r9Lnb2h7xW14tTMcN9r3E05t6aHO4DjujjDEy15uS9q3AfPx71fbiHfBXwssiF7GPhQtP3XgL9WSr0fmAR+Ktr+28AnlVLfAWaj4wE+DHw02l7GXkwEQTjLCELDQr5CaYO92Y0xPPqD03zx3qM1LfvzLxznLfv28NxMgf2PHmdmoczEaJp9V+3cUJvHLiDrdouY4hyEwcqOMlArTjViCbkixhjKB/4BJztG4vnXUT14ByYMV6wXaPkchfrAfQGGNkH34kjj7qSHl7y+fsSUcjjnrp+Ndke2YfItdE+NNe7i434mWutLVtj26mU/Pwq8YoX9jgGvXmH7NHCGsarWugT8XMuTFQRh4Kn4IfO5jfdmn8tX+Pz+w3xv0j6CzaQ83vjKi3nppTtwHIeJ0fTABOqybneXRQ/3FZovAdSKUyXjvhL+sW8TnHyS9Kt+rmbrR7UIa1gHNsvSjHv/SYtaoj5wnz/V48msjjEGU8qv6eEe44xsI3j2+82fIxhcV5l+ybgLgiC0heNAvuyzkK+wkfbXxhge0qf40reO1bqvXn7xBD+2bzdjQ4N3URC6T2xft1rG3fE8+w8J3M/AhAGVA/+AO34eyctuwP/+vXZ7pbCm53ezhIW5RT/9TRK4x1IZJzXc351TqyUwwbpSGbAZd//Q/c0/cRFXGUEQhN5hMMznqxRL/hmWJt1ker7E5/Yf4QfP2OzcUCbBzddfwov2bFvTxkw4uzH5KOM+vErG3bUZdyN2kGdQ/d7dhHMnybz2vTiuB6ksAKZS7Oh5THEed8tOwtOTtS6eA09dxh2/gjGmL9epRrqmxjgjW8EEmOIcznDjTzQH2cddAndBEAaaahAyny9T3cAC1NAY7vvOs3zl/kkqvnWMuXLvNt503SWMZAdPMylsLGFuGpIZSA2tvIMUp66IqZaoPPRZvPMuJXHxSwDrkAJgyp0tUDXFObzzL7OBe3GTZdzTQ4CxgXwfBq6mHAXuDWbcIZKfNRG440c3xaJxFwRB2CgMhXJArlDdsA6oAFOzRT5z92GOnbQX89GhJG951W4uv2SV7KkgLMPkTuOOrP5UplYwJ8WpS6g8ejumOE/6de+rvXdx4E4HM+7GhJjCPO7IVtz00KaRysSfp5qkyK/0Z+AeP+FoUOMOtqGZd+7zGj9HTSojrjKCIAhdJzSG+UJlQzugBqHhnoMn+OpDT+EH9kbharWD1197Mdm0LKVC44S506s7ykAt424k414jLMxSOXgHiT0vxztnb227zR7TWUvIcsFqrLPjuENjmydw96vguIvyIr+MQ/81L6tl3DPr1yzEBd4m16SzTK04VTLugiAIXaXiW2lMHDxvBCenC3zmrkM8c8r6OW8ZSfHWG/bw/Au3bNgchM2DyU3j7di9+g4ilTmDykOfg8An/fIfX/qLmsa9c4F7GFklOtkxvKEx/E2icTehD15iMcvcpwWqsW9+I1IZJzUEyWzzXu5+BdwEjtPzdkZNI4G7IAgDgpXGLBTWdo3RkzMd80v3g5C7HjnON779DEFkL3ntC87lda/YRTrltTSmcHZj/DKmtLBmxt1xYztIkcoABDPHqX7vbpIv+GHc8XOX/M7pQnFqbAXpDNmMe3X62Y6N3VP8qtV0R/KYfnWWWdS4N+YS5I5sq1msNnyOPpUJNYIE7oIg9D2hMSwUqhTLa2cg9eQMt91zBM9zyaQTzBer3HbPEW6GpoP3p0/luPWuw5yctpm8hOeQSXk8N1Pg6Mn5tjzZO3lzIQwW8SP91bqmAotSmXBjG4j1K5X7/xESKVIvPaMNAI6bgESqoxn3JYF7dgxTOtSxsXtKWMXxkjULxL4N3Es5SGWta1ADOCNbaxarDRNUBtIKEmDwnhEIgnBW4YeGmYXSukE7wP5Hj+N5LqmEh+M4pBIenuey/9HjDZ+v6ofcceAYf/G5xzk5XcAB0kmX8ZEUo0Op2s2Anpxp6fXENxfzxeqSm4tWxxMGi5qH+2pWkNQVp0rGneC5w/jHvk3qxW/EzY6tuI+TGoJOBu6RVMbNjuMNW4272cjmEF3C1DLusVSm3NsJrYIp5xqSycS0lnGvDqSjDEjGXRCEPqZcDZjLVwgb7II6s1Ams6xQNOm5zCw0doE6enKeW+86zNRcCYBzJrIkXIdKEJJK2OxPKuFRwd4ktJIlr7+56MR4wuBgjMGffARoLOMuGnfwjz8BQOryH1p1HyeV7bBUZh7cBKSG8LKj9u9QLdX09ANL6ON4ibqMe58G7qVcQx7uMc7INkw5h6mWcZINusT4lYF0lAHJuAuC0KfkSlVmc+WGg3aAidE01SBcsq0ahEyMrr1Al6sBf3+n5mO3PcHUXAnXcfjhl17Ae972Iopln6S3dKls5mZgOTML5Y6OJwwGJvQp7/8/VB+/k8Sl1+OMbl9955qrjGTcw1NHcUZ3rB3IpYY66uMeFuZwhsZxHAdvyGb5N0UTpiAuTo0kIv0qlSnnmwrc3ci/3eQbf2ppgspAOsqAZNwFQegzKn7IQqFC1Q/X33kZ+67ayW33HKGCDYarQUgQhOy7aueqx/zgmTk+e/fhWuC8c/swb79xD+dvs4VRE6Np5ovVWoYcGrsZWI1Ojyf0P6ZSpPi1jxA89Ripl7yZ1NVvW7tjpRN9NkLJuAdTR9d24CHKuHcwcDfFOZxIluPWAvcFGNvRsXP0AhMMSHFqKYc7fl7D+9csQatNPHXxReMuCILQFgabZZ9ZKLUUtIMtQL35+t2MZZOUyj5j2SQ3X797RQlKqeJz692H+asvfZeZhTIJz+V1r7iIX33LFbWgHezNQBCEVPwAYwwVP1j3ZmAtOj2e0N+EhVkKX/hvBE9/h/S+nyf98rev22becRybdT/LpTKmlMMsTOFuXy9wH+p4caqTHQeoy7hvAi/3IC5O7Xc7yOakMiSbdxYSVxlBEPqOg4emuOPAJNO5CltHUtx0zS6u3LvG4/keEoQh8/kq5Wr7Lhpq18S6WvHvHZvhc988wnzeXrh2nTvCv775ClIrxFNq1wQ3Q8dcYDo9ntC/BDPPULz9jzGlHNnXvY/ErqsaP9hNnvVSmWDqKADejkvW3K8bxalxln8zBe4mqNr3qo817ib0oVpsqji1ZgnaVMa9iuNJ4C4IQp9w8NAUt9z5JJ7nMppNMJuvcMudTwL0VfDuOFCsBCzkKzWf9G6SL1X50r3HeOQHUwAkEzbLfu0LzmP7tmGmp/MrHtfIzUAzdHo8of8oHnucwuf/G46XYujm/4S3/ZKmjnck405w6igA3vaL196xg8WpJgytz/6mzLj7tujWSwJOX2bca82XGuiaGhMH7jSVcS+Lxl0QhP7hjgOTeJ5LOmltEdNJj3K0vV8Cd4NhPm+92TfCae2xw6e57Z6j5Is2i7ln5xhvu2EPW8cy3T+5cFZR/cF9nLjr47ij55B9/b/FHW1BG+0lMWd54B5OHcUZO2fdRjxOegiCqs0ot2nxZ0oLYAzOkA3cnVQWXA9T3ByBu5NIWilWIoWp9mHGvdZ8qQmpTCtNuILqwGrcJXAXhE3I1FyJoczSr3cq4dZsDntNuewzPV9uWcveDAuFCrd98yjfOWr9s9NJj9dfu4uXX3bOulrjQcF1HbLpwcwebTZM6FO66xOkz9tL8jXvbbj74xl4CQjPcqnMqSN45+xdd7/67qlOts3APW6+FGXcHcfByYxuClcZE1Rtxh1s0NqXGfcocG/GDjJpky9Na9xFKiMIQr+wfTzDbL5COrnoXFLxQ7aP9zq7bChUAqptFKA2fCZjeOT7U3zxW0cplq12Xl20hR/bt5stI5vDwSXhOmSzSbIpj4QnXgN9QbUMQZWRF1xHpdWgHZHKmFIOkzuN98IfWXdfJ2VdRSgXYJUmTQ2ftzhvx4wy7kAUuG+GjHvdE4lEqi9dZWoZ92YCdy9pb3SrTSSmBthVRgJ3QdiE3HTNLm6580nKQMJzKFetc8lN1+zq2ZxCY1goWGnM1lR3s8OzuTKf23+EJ5+aBSCbTvCm6y7mxc/bPvBZdseBZMJjKJMgk2ysJbiwccTyg4YbwazGWV6cGhemug3UBsSBeyecZRa7pi7eADjZUcJNELjX7CCJPp/9WJxaakEqAzjJxuscTBhaq1UJ3AVB6BdiHfsdByaZyVWY6KGrjONAuRIyXyjjB90Vs4fG8MB3n+OOA5M1h5ordm/lzddfwujQYC7SMa7rkEl5ZFIJUgkHGOwbkM2K8W3Wz021+XTLS0DYvsvSoBKcOgI0UJgKrWmcV2G5VAZsEBnmjrU9ds+JGjABkEj3Zcadclyc2lzgTirbuKtMfEMsUhlB2BzENopTcyW2j2f62kZxLa7cu50r925nx45RTp3qTbYoNIZcYWMKUE/Pl7j1rsMcOWEfdQ9nk9x8/SW8aM8areUHgITnkM0kySQ9PFeC9b6naoOhWHfbKlYqc/Zm3MNTR3HGzm2oRqDWgKcDGfewMGczsXV/v82icSfwa1KZvta4ux4kmnti1VTGPXrS4IirjCAMPvU2ikOZ/rVRHAQq1ZD5fBm/SZtHPTnTlMd5GBruffwkdz7wFNXA6uZf/LztvOm6ixnKDObC7DiQTnhsGU2TxEhufYCIgwK3XamMl+yYxeEgEkwdbagwFToslYmaL9VL6pzsKJTzmNDHcQczbDJhCCaoSWVIpPryZsSUczjpkaYljU4q07jGPb4hFqmMIAw+9TaKQMdsFDdLFr8RjLEdUAulatNZdj05w233HMHzXDLpBPPFKrfdc4SbYcXg/bmZIp+56xBPPWcvQGPDKd6ybzeXDahHunWHSZBNeyQ9l+FMksJCfzgBCQ0SBQ9Ou1IZt/ni1GDmOOHsCZK7X9beuXtMWFqIClNf09D+teLUjkhl5pcUpsKibMOU8mf8bmCIHYoiqYzj9WlxainfvEwGIJnF5Kcb2zd63VKcKgibgG7YKJ5NWfwgDJnLV6m02AF1/6PH8TyXVMLeOKUSHpVoe33gHoQh+x89wdceerrWuOnll53D66/dRSY1WMua40Ai+mykkx5ulGnaCG97ofMsZtzbl8qYJu0gq4/fSfXQgZYCdxP6BM8dIXHe85s+ttOEUeMld52OqTWSacDpWHGqO37ekm1Opq4J06AG7r79LA2Cq0wrgbuTyhLONCqViV73gAbu4h8mCHVsH89QWWZT2K6N4krNkDzP5Y4Dk+1Ot48wFCs+p+fLLQftADMLZZLLbA2TnsvMwqL7wfGpPH/x2cf5ygNPEYSGidE0v/DGy3nrDXsGKmh3XYehTIKJ0QzbxtJkU4la0C4MMLGrTKpdqUyi6QZMplqCSsHKIprEP/wgxdv+kHBhquljO01ThamA47iQynSoOHUeZ5ml5GLGfWNqhYLnDlP82l+29HdcDRNGn6U4457oX1eZZh1lIPLyb/TvH2fcB7Q4VQJ3Qajjpmt2EQQh5WqAMaYjNopTcyVSiaVftX5qhtQuoTHM5avM5yqETerZlzMxmq7p1GOqQcjEaBo/CLnzgaf4yGcf5/jpAg5w3RXn8b4fv5K9FwxOFizhOYwOp9g2lmFsKBV9NiRg3yzEdpDtZtxxk837uMfa3UbdNeqIbRBjH/NeEk4dwxk/d1EC0wBOaghTbi/jbkIfU1o4UyqTHbW/36DA3Z98BP/QfTWHm44QLMu4J/vTVcaUcjiZ5vsfOJGrjGngUaURjbsgbB7qbRQ7pUfv32ZI7VPxI5tHvzO6jn1X7eS2e45QwWbaq0FIEIRcdvEEf3brYzwXPQrdPp7h7Tfu5eLzRjty3m4TF5sOZRIkk56E6ZuYmmNFKgOF1gOjVlxl4kDMlAtNd2yNZSadkJu0S3DqCF6Tkh0nNQRtzt0UbWB+ZsY9Dtw3ppjTFGaj+czDcGfqdWrB6jJXGWNM3/S2MMbUilObJpm19qlBdf2AvOYqI4G7IGwKYhvFTlHfDCmVcKn4Yc+bIbWLAQqlKrli8wWoa6F2TXAz1FxlxkdSDGWS3H5gEmPAdeBVV+7kR152IclE/z8wdB2HTNojm06QSriiWz8b8MuAEwUFbWQ0W5DKxBKAVoLvWuDeZta6XcLiPCY/jdeovj3CSQ+1LZWpebivVpxa3JiMe9iNpx/BUqkMiRSY0Aa7Xp+EgtUShEGLGnebCDPV0roBufHFx10QhDXoRha/l4QmZC5XrTU46jRq1wRq1wRHTsxz612HOXrSZrnO2zrE22/cwwU7WsjGbDCe65DNJMimPDzX3mBI0H52YKplSKbbzmI6XnLRCaTRc7cTuEeNb+L/94qwiY6pS2jGVWQVFrumLgvc3YRt8LNBUpklGfdOsUwqUwtu/XLfBO6m3FrXVLA+7oDVuS97YnIGQewqM5h2wf3x1xKETU6ns/i9wVCsBCwUqm1r2deiXAm44/5JDjzxLGCD4Fe/5AJufPFOEl5/Z9kTrsPQUJJsysMRQczZSbXcmUfwnrWDbErKECxKZZolPqbXUpkgcpTxmgzcm3EVWY04UHayZ9bMOJmxDQzcO59xrz29qbnK2OJp41eallV1C1OKbhpbsYOMu+c2UN8x6K4yErgLgrAuoTEsFKqUyj7dTBx//+lZPnv3YWZzdmG9cMcwb7txL+dtbbxIrRfEDjFDaXGGOdsxfrnpro8rEjf6MQE4jV2qawFJK1nzOGDvceAeTh3FGT/PuoQ0gZXKtDf3WKLiDJ2ZsXUyIxuicTdhWJPshF3IuLNSxr1PqGXcW7SDBBqTS4mPuyAImxXHsRnw+Xyl6Q6ozVAs+/zzt47x0JOnAOu88pqrL+L6F52P5/ZvIBw3TBpKL0pihLMcv4zTbtdU6tw/An8xiF/33O1IZWKNe2+lMsGpo3jnXdr0cbY4tdhWsaUpzkEyY60Sl4+fGcXkT7c0blNzKM3XdHXdkcrEGvfFjHu/EN8YtWwHCVBZ362t9ppF4y4IwmYiNIZcoUqx7HdVn/3E0Wk+/80jLBTsheXi80Z5+w172L6luYzbRhJn2LOpRF/fWAgbj9W4d8AxKg6wAh8alOK2pXHvg+LUVgtTIQrcTGgzyC2+/6Ywt2pnVCczSnj6WEvjNjuH2r9L3ZDKxD7ucca9DwP3VjLuyTjj3sDn16+A44Lrrb9vHyKBuyAISzBAseKTL1RrXUm7Qa5Y5Yv3HuXgIZvFSiVcXnfNLq55wbl9Kzfx4oBdJDHCKhi/vGLGtmmijLsJqo1XS/jtaNyj4tQeSmVqHVObLUwFiDzfTbmA02rgXpw7ozA1xs2O4hcXum6fGBemkh7uanFqrO/uq4x7rTi1Bc19Mxr3yDKyX2wwm0UCd0EQgFgWE5IrVdvqfroexhgeeOIkn/6KplCyWaDnXTDOW2/YzcRof3rbJ1yHbNYWnUrALqxJtVzz/W4HJ84GNmgJacIQou6YzQbfJvRrWudeZtyDqSOA03DH1HriZk3tWEKa4jzuxAUrj58Zse9vtVQLErtBGAXu3rZdhHMnOzbumT7u0c1lX2nc85DMLn72myC+WTMNSGXwK4s3MAOIBO6CIOCHhlyhEnWM7d555vMVPv/NI3z32AwAmZTHG669mJepHX2Z/fBch+FskmxaXGKExjDVUoekMlHGvVFLyGAxc9qsTr0+2O11xt0dP7fpwlSwxalAW8W1YWEO74IXrDx+XROmVubXKDVLyq0XEZx8snMZ/mWBey3jXu2jwL2Ua0kmA9jX5XoNdQ02fmVgHWVAAndBOKuJGynliz5hFyN2YwwPP3mKL33rGKWKzeZftmuCt+zbzdhw/y2grmN92IczIokRmqRjUpk6jXsDLJE8NJt1jgP9RKqnrjLB1FG881VLxy66irQ2f+NXoFJY0QoS6gP3BRjb0dI5GppHYRbSw7gj22xzpEoBOmHXGH2OnH7WuJdbD9wdx8FJZht74hJUBtZRBiRwF4SzFj8wzBcqXZXFAMwslPnc/sN8/2mbSRpKJ/jJ1yr2njfSd1n2uNPpUCZBQlxihBYwfgU64irTXOBeH4A1K3eJ93dHdxDOney6jnsl/NwsJj+Dt313awM0Ywe4ArFH+6rFqdnRJft1C1OYwx0aXzxfcb4jPuu14lS3rnMqfaZxL+Xae62pxgJ341cG1lEGJHAXhLMOx4FC2WchX+1qlj00hvufeJY77p+kUg0BeNGebbz5+kvYdcEWpqd7aztXT2zr6I2nxdZRaBljjNW4dyBwx10sTm3o3HUWd01r3KP9ndHtMPOMld104qlBE1ROHgLAbcFRBuo17i1m3FfpmlobP7MxgXtYmMUZ2oITdf8Mi/O4W85vf+DlGvdkf9pBuuPntny8k8rYGoT18CXjLgjCADGXr1AsdbeR0tRckVvvPszRE/YiN5pNcvOrdvPC3Vu7eNbmqbd13DqW4VS5uRbzgrCEoAKYzgS9zWbc4zbuw1uadiNZzLhvJ4h+7ojcpwnKJw4BDt62XS0d33bgHjU9igPmM8bfoMDdFGZxz7u0JtnpmLNMUAU3sfgkJda691Vxaq4lD/eYRqUyJqhu+Oe7k0jgLghnCRshjQlDwz2PneDOB5/CD+ytwUsv3cEbX3kx2XT/LDeu6zAsto5Ch4kL/ToRFNRcLxosTo0zp+7QFoL55zChj9Ng46Y42HVHrXbblAswPNHkjNujfOIw7pbmO6bW8JJWBtKiVGaxa+rKGXeSGXA9TLF7gbsxJvKS39JxaY4JqovBOuA4rn060ycZdxMGUCm2XpwKVioT22muhV+BNm4Qek3/XEkFQegKYWjIl60vezelMc9OF/jMXYd4+pSVwIwPp3jrDXu49KItXTtnszgOZNO26FQkMULHiQP3Tkhlooy7aVLj7gzZ75upFBu2pYwz7k4cuPegQLV84hDuea0VpkJUnJjKtmxnuW7G3XFs99SoSVBXKOch9HGHtixm+OsaMrVF4C/WTUQ4iVTfZNxjJ6S2Mu6pLOHsifXP5VdwRSojCEK/4ThQroZMzRZZyHcvqxKEIXc9cpyvP/xMrWHTNS84l5tesYt0qj8609UXnSY9t6uWl8LZi4mDoA4G7s26ysSBO+UCNOonX8mD4+EOb1n8eQMJC7MEuWnSLerba6SGWi9OLcxDenhNf28buHcv416f9XdcDyc90sGMu78k4w5Aoo8y7m10TY1xktnGnriIHaQgCP1GGIbkSj7Fss9EonvB8zNTeW696xAnTtss17axDG+9YQ97dq6ctdpoEq5DJpMgm/JqGXYJ2oWu4XdQKuPGUpnmMu5x8N1M1tyUCzjpIZzUcO3njSScOgq02DG1Dic91JbGfbXC1Nr42VHCLgbuscwjvvlyhsY6q3FfFrjbjHufBO7lDgTuqWxDnVOlOFUQhL7hiWPT7H/0OE89myOT8th31U5eOdEBD+BlVP2Qf3n4afY/epzQ2Oz+9Vecz2tefiGpLt4oNILjQDoRZdcTHiJhFzaKWjObjjRgalMq00TwbSoFSA/Z/5o8thMEp47SasfUepxUti1XmdVkMrXx0yOEuWMtjd/YHGzg7saBe6azgftyqQzJ9OJToh5Ty7i3oz1PZiDwbfHpGk9OTCAZd0EQeozjwONHTvNP3zhEoeyTcF3mi1Vuu+cIo6MZdk40XvClJ2fY/+hxZhbKTIym2XfVTtSuxUK1yWcX+Mxdhzg1a223dmzJ8vYb97Dr3PbbvLeD40A66TGUSZJOihxG6AHdKE5t0g5yUePeTMY9j5MaatuZpVWCU0dJbr+g1ra+VZzUUMua8LA4j7eOVKfbGvflBbJOdozg9GRHxl5enArR57RPMu7UpDKtJ5pqTbiqpVUDd2MM+GsH9v2OBO6CMOAYDPP5Kl/45lHyJb+W8U4lPCrAVw5M8vM3NVb0pSdnuO2eI3ieSyadqAX/NwO7zx/jzgee4t7HT2IA14EbX3wBP/TSC0h4vS30TCYcRofStYBdgnahFyxq3DuQzXOjJ1fNatxjqUy5cZ26qRRw0sM2I5tINXVsuxhjCE8dIbv3qrbHaivjXpxbtWtqbfzsKJTzTTn2NDWHwiwk0rUA1Ml2MOMe+ot1EzGJVMs1AZ2mJpVpszgVsDr31eo7girWslUy7oIg9IBqEDKfr1D1Q07NFskss1xMei6n5xpfmPc/ehzPc88M/u+fpFwNmV6wgcn524Z4+4172bm98zKcZnAcGMokGc1GzWokYBd6iImavziJTkhlmmvAFPu4xzILmglgywWcke0AtnPlBmbcw+mnMcU5MhdfQduijRaLU021DNUSztA6UplIf21K+dVtI9vARM2XaufLjkGlsK70oyEC/4wxnESqc641bWJKOXuz2s5Tl2QD3XOj75No3AVB2FBCY8iXfAqlai1YnRhNM1+sLtGYV4OQbeONy2RmFspLgv8wNBSKPoWyzfp5rsOPvOxC9l11fk/tFGNZzHA2SbLH2X5BqOF30A4yzrg3U5zqJWzw4rhNa9xjmYyTGtpQjbv/1KMADO19KeUGml6uhZMagmoJEwY4buO1NrEV5LrFqRkb2JvSAnQjcC/O4daNG2vuTXEBZ6S95nUmqJ4pRUqk+kfjXs7Zpz5tFCXVS2VWPU9dh+FBRQJ3QWYS1gEAACAASURBVBggDFCs+BQKVfxwaXp531U7ue2eIyxUAkqVAD8I8VyHa69ovF12ffBfqvjM5iqE0XkuOmeEt924h3Mnhjr5kpqiPmBPJUTHLvQXteLUTmjcHccG4s1IZRLpyM+8cXcVY0zNVQZo6thOEEwexN1+MYnRCWjTsWWpVKJxyYVZr/lSPH4t494dZ5mwMIu3bbFAtxa4l+ahzcB9peLUvnKVKeVrN0atsvj3X+PzG0vKBjjjLqkqQRgIDOVqwPR8kflc5YygHUDtmuBll+6gWPIJgpCE5zCUSXDfYyfQkzMNnWXfVTup+gGn54pMz5drQfvVl+3gV25+Yc+Cdtexr2XbWJaJ0bR4sQv9iV8BxzvTvaNV3GTjUhm/siiFaMYWMajarH4UuJPeuIy7KecJnv0+iYuu7Mh4tYxrk3KZMNKRN6Rxp3uBu+2aujgHNw7cC+3r3FcqTiXRT64yC+11TSXycWftv7+JJGWicRcEoWtUg5BcoUqlGrBerHr4+DxbxtJL5DJBGLL/0eNLnGFWP5ehXAkpV0MAMimP11+zi5dffm47L6FlHAcyqQQj2YT4sAt9j6mWOtN8KcJpIeMOzcldah0r66Qy4czxFmbbPP7Tj4MxJHa1X5gKLNpZNvnEoNY1dd2Mexy4d95ZxlRLkc5+mcadKOPeLsGZxamddpUJ8zMEQyGt5IRNKYc7sbO9CaSsFGgtqQx+rHEXVxlBELpArlQlX6w2HKwu16gDpBIuMwtrZ1UWChW+cM9RHj8ybY9Jutx0zS5ecfm5uD0wQneAVCSJEWtHYWDwy53Rt8d4ycZ93INKLRhpphFRvJ+THl48doNcZfzJgzjpEdwdezoyXqt2llYq49QC81XHj6Uyxc5n3Jd7uNvzRTcKnXCWWanANZGCMOiIS44xhuKXPsipcy/Cu/FXmz++tLDu+78ejTxxqT1h6ICcrVdI4C4IfYYBKtWAXLFC1W8uYl2pQLXih0yMrrxIGWN45AdTfPHeYxSjAtRLLxrnLfv2sGVk4xc2B0gmPUYyCVJJF3AkaBcGBlMtdzYg8BIQNuHjHj3+d1JDmPxsY+eIMvO1jHt6GCpFjAlxnO6paY0JCZ46iHfRi3A6VOi+GLg3J5UxxTmczMi6Ba2Om4BUtitSmeUe7oB1WPFSNSlPO6zs4x7JRfwqpNoLB8Pppwlnj+NnsjTbgs+Y0BantimVwUuB49oah9WIM+7i4y4IQrsYA6WqdYppNmCPiQtUK1gryGoQgrHblzOXK/O5bx5BT9oLfCbl8abrLuElz9/eVmV/qyQSDqPZFOkoYBeEQcN0OOPejFTGtnGPpDJNZdzztWMgDn6NDX7S3bN7DU8dxZQWSOzqjL4dGixOXIHl2vI1z5EZ60rgHmfcl0hlHAcnO9qhjLsPy7PqUeBu/PLie9ci/uH7gcUbkKYoF8CY9jPujmNvrKqicRcEoctU/JCFgvVjbwe1a4KbYUnn0ze8as+SzqnGGB783nP8832TlKsBAC+4ZIKbX7WbsaGNX8xc12E4k2A4M7gZEEEAoFruSNfUGm7jUhnjV2qaaJrSuMcZ90gqUyc3cboYuPuTjwIOiQtf1LExW824h8X5dQtTa+fIjHRH476CVAY604TJGGOlMokVOqdC2zp3Ywz+4QcACFoopDW1rqltZtwBJ5nBVNbSuA++q4wE7oLQQ1byY28XtWtiSSHq1q3DTE/brNr0fInP7j/MoWfs4jqcSfDm63fzoj1bNzzLvlLhqSAMMsYvdyT4qOElmvJxd+qkMgSVhhr31AL8mqvM8OL29hKga+I/dRD33L2dfb9ijXOTrjimOIc7dk5D+zqZUUz+dNNTW3cOhTmbEV92s+RkxxqXPa1GaBM0a2Xc2xp+5hnCuZM4ozswC6fs96CJG9j4CUZHAvdUFtbKuIuPuyAIrWCAUsUnv4IfezcIjeG+75zky/c/VcvqX/W8bbzpukt6kulOei4ToxkpPBU2F9Uyzsi2jg1npTINatyDOo177K5SLqwrAakVp9Y07q0VeDZDWJgjPHWE1NVv6+i4jutZi8Mm5m6MwRTmm5DKjBKePtbqFFclLMziDI2fkUBxs2P4U22eL1jZSaVTGXebbXdIXnYDlQc+YxtGrVJXtRKLGff27xSd9brnSudUQehfDh6a4o4Dk0zNldg+nuGma3Zx5d7tPZ2T40C5GpIrWnvHjeDk6Tx/ddt3mHzWLo5jQ0l+bN8eLr94fXvITpNwHUaGU+yYyDI1FUjQLmwqjF/uqB0kbmJta7t66jPucda2Uli3w6epFCCRqnnP1+QmXfRyD55+DKBzNpB1OOmhtYsTl1MtQVBZt2tqjJsdxS8uYIzp6FPK1XT2VirT3vlqvQDcFVxlqMtCt4h/5AG88y/Fm7jQjldagNHGr7Wm3DmpDMnMmtKiRVcZCdwFoa84eGiKW+58Es9zGcokmM1XuOXOJwF6Frz7gSFXrFCubkzAGoSGbx48ztceegY/sFn2q9UOXn/txWTTG/vVdxwYyiQZziRwHacnxa+C0HU6rXH3ElBqzccdGsyal/O1/WEx4950gWcYrOvKEuNPHsQZ2oK7bVdT52gEJ5VtLuPeYNfU2viZEStfqpZq0pxOYAqzuONn9stwsmNgAvv3aLXmIK6TWKlzKkAbUplg5hnCmeOkr//pxQZVTdplLkplOpFxzxLOP7v6DpGrzBnNqAYICdyFTckdBybxPJd00l5I0kmPcrR9owP3IDTkS1WKZX/DMswnTue59a7DPDNlte0To2neum8Pz7uwsYtTJ0knPUaGkiQ90bELmxvjl3CSmY6N53hJTAN2kMaYJZ1Tm8mam3JhMVhfcmzjXu5hcZ78p/8DmX0/R/L51619vjDAf/oxkruv7s4N/HpSiWWEcfOluLB3HRabMC207cRSjynM4ZyvzjxfNK+wOIfXcuC+igVidKPXTsbdP/wg4JDYfTVU7Q1As647ppSzNxUduOl1ktk1n7gYvwJecqCTR10N3JVSY8C9wJu01keVUq8B/hjIAn+vtX5/tN+LgY8DY8DdwLu11r5SahfwN8A5gAbepbXOKaW2ALcAe4BTwDu01ieVUingE8DVQBF4p9b6e918jUJ/MjVXYihzZiOiqbkGHzt3iELZJ1esEm6Ajh3AD0K+8e1n+Ma3jxMagwPc+NILufGq82s3MRtFwnUYHkqSbdMfWNhYZN1uDROGNrPZ4Yx7Q64yYQAmXHz8n248+DaVQs1RBoiyyE5zWeu5Z8Ev///svWmUJNd5nvnciNyrsrKqu3pBo7vQ6AYQAAliIYmFAAGQ5gZSJEiCoqwhbck+WrxK8pkZz4zPWL8kzzken2NZ0lg+OrZk6sjwIgsgCUkkKJASgQZIgIBIogkCSBDdDVRv6O7al1xiu/PjRuRSlUtkVa5V9/nT1VGRETerMrO+eOP93o/yd/4r5pF3YbRQTr1Lb4BdxOyBTQYCj3MHhWPUqamV49dOT43Y0Np2DZ6rcswbWWVSwfTU4ipMbvp25OMDzXPcna0r7u7pFzAPXo+Rmay83jov3NXwpa4U04kIqTIjbJOBrcyljYhlWXcBzwA3BP9PA38IfBq4CbjDsqyPB7v/F+Cf5vP5G1ABzr8UbP894Pfy+fyNwIvArwfbfxM4kc/nbwL+I/DbwfZfBdaD7f8M+FKvnp9muJnOpbA3RCvars90rntqWCuKtsvcSpGVdbtvRfu5y2v8+8d+xF99/zy+lEznUvzSQ+/gZz9q9bVoN4RgLB1nTy6li/YRQ39ub4PAbiDiXSwKjHi0HHevPuKuE6uMLBeqiTKghi4l0h153MMBQbK8Rvm5P2m91NmXQJjErn5n5ON3QudWGbX2yHGQ6ari3i2qFw+bK3ORCQv3bURC+s0U9+153L2lC/iL54gdu0NtSGRUX8YWFPdupQuJRFolKjVLY/LskW5MhR4W7qgP8X8CXAj+fyfwk3w+fyafz7uoD/3PW5Z1DZDO5/PPBft9KdgeB+4H/rR2e/D1T6GUG4D/Bnw82L+yPZ/PPw3sC9QfzS7jwbtm8Dw/8JNLyo6H5/k8eFcvXw6S1fUyc8tFltds3C0OUeoUx/V54vm3+A9ffZlLi0WEgPtuuYpf+dwtHD0Y7fbvRvKzi/ynP/sx/+a/fp//9Gc/Jj+7GOlxqbjJnlyKbDqOMcK3Incx+nN7i1SaSGPdtMpES5WpFF4bmlMjFe52oc7jrh6f6cgqExaesRvuxX39BO7FfNN93bMnMa+6oas2k1pEorPmVFlcBmFELhxrrTLdoprh3kpx38Jgo5CKr7uZx31rhbuyyaBsMqgBSGYm27HH3Q8U924g4uEQrsaqu3SdkY6ChB4W7vl8/hfz+fyJmk2HgIs1/78IHG6xfRpYCf5Y1G6vO1bw/RVgX4tjaXYZtxyf5osfuYHJsQSFksvkWIIvfuSGnvnbfV+ytGazUnBwvf5Fpbz59gq/8+hJnn7pIlLCgak0/+jTN/Pxu68hHtva2zs/u8jjz55hpeiQSsZYKTo8/uyZlsV7zBBMZpNMZhPEDF2wjyr6c3sbVBT3AVhlKkNlgnObcZXZHcXjbtd73EENY+q8wVOQuufvILLTlJ/5o4br9tfm8RfOETvSvWmpGxEd3i2QhWVEekLdaYhy/B4U7n6DqanV840DouNiuJaK+mxuzHHfnsfdPf0CxoHrMMaqCWVmpvPJsrK0hkh2UXGH5tNT3fLIK+79vI9toOKrQwTgd7CdYHu4Ty3tjhWZvXu7OAxim+zb18PpF1tk2NbUaj0f2pflQ3df29PzS6kaT1fXbTLjSmnbs2fr0wZfPjXHXz4/y9xykelcmo/eNcPNDS42SrbLV759iqe+fw6Jmj768fcd5eP3HCXWoAm0kzV994k8ibhZsdfEYwZlx+O7r1zmfbdtrqdSiRgTY4mOLxSG7bUEek0NGNnPbd8p4y5dJrHvSCeH2jJlb451ILdnkrHgd7bd3918dowV3217HFsusg5M7JlgPNi3mB4jaTR+bLhNSp/VcoGxySn21OznjGfBtyOv/4os4o1NsP/q/RQ+/su8/Sf/D/FTf83UvfU57Stnv8s6sO/W95Fosa7tsDg1he277J1KYkQo0N721hHZqZbnrv2elOOsGTFSoszeLr03V2ZLlIDpw4eJZTcfs5DJkqS4aY1Rf16F5RhFYGp6ktSGx6ybcdIJ2fFzsecvsLpwlr0f+fvkah57MTOBcAod/S7X7TUyU3uY7sLPc21+ihIwOWaQbPDzumj6+KnUoD9Xt0U/C/dzwFU1/z+Iuh3bbPtlIGdZlpnP571gn/D27flgv3OWZcVQ893ma451asOxIjM/v9Y3T3Ir9u3LcuVK967ou8GwrWmQ62mWx147pbRTQqXbNA2SMYOFlSKPPPEqD917bd0k1J+cW+LLT59maU2pJFdPj/HwA8e4au8YK8ubVYZO13RlYZ1UMlZ358AQgisL63XHiccE2XQSKSRLi9GGxIQM22sJRn9NhiF6ITyM7Oe2/dpTlJ/5Y8Z/7nd7Zsuoxb2yAMBK0adwZbUrr6dy2Ud6Lpcvr7Rs3POuqLthqwWPYnBOP5amuLy0aQ2161KquqToxer2c0USf+3tyOsvLlxBJoPjTt5A7Oh7WDzxJ9gHb62bSFp85XuI7DRLModosa7tYLtKcLhy/hJGAwV7I6XlBURqvOm5G61LpMYpLCzgd+nzonz5EgjBQsFANFKrk1mKC/N16+jk5+UsKn/80oqNmah/jIwlKKysdfxcyj/4NgClfTdj1zzWyExQOv9G5LVJ38MvrlOSya78/t2iep8sXJ4nZlSHoYU/L7tQBGEOxWf9Vj+z+5nP9jxgWZZ1nWVZJvAF4Ov5fP4toGRZ1r3Bfn832O4AJ4C/HWz/OeDrwddfC/5P8P0Twf6V7ZZlvR8o5fP52R4/L80uQghwPJ/F1TKLq6WuDlE68dIFTNMgETMRQpCImZimwYmXVA1TLLs89tQp/vPXXmNpzSZmCj525xH+4Wdu5qq9W1f5NzKVTeJ49YKn4/lMBZPwDEOQzcTZO5EmoSef7nRG9nNbGDHw3UpOd88Jkjm6muNuxACpcrxb0GiMu5og2doyElpKGnrcO7DK+MWVuubO5D1fBMOk9Ox/UVGVqCFA7vkfEztyS0+j+CoXaRF97soq01lMrkhl29pByj/8C0on/ijiGpYQqQmE0bgkU0OYttGc2iK7XMQSW/K4u6dfxNh/HGPDpGAzM9GRrUf1UsjuNqdC0zkEUqfKRCefz5eAvwc8CrwCvEa1gemLwG9ZlvUaMA78TrD9HwO/bFnWK8B9wL8Mtv86cLdlWT8O9vknwfbfBZLB9t9B/THRaLqCG/jYF1ZKlOzuD1FaXC1vyjqPmwaLq2VefWuR3/6fL/Fi/goA1xzI8iufu4UHbrsas8ue8vtuPYTn+diuauy1XdXY+8BtV5NKmuydSDKWGt3hFZrojPLndhit52+nqa8DKhMZu+hxr6SAtPO5u/WpMhA2mLYr3IM7aBs87iTaP7buOMXluhx0Y3wPyfd8Fu/sSdwzqoHRu5gH1yY20zt/O9Qm6rQv3KWUyOIyRsQM98o5UuP4LQp36ZSwf/BnOPkT1amlLfALyw397dXzZfFL20mVUa8fsdHjDhBLVF+7UQ+3chl//i3iYZpMDWZmAuxC81SXDVSnpnbJupJQltWmkZA7IFWm51aZfD5/tObrbwGbwlvz+fxLqPSCjdvfAj7QYPsC8FCD7SXg57e1YI1mA/0aoDSVTbJSdEjEqtGNZcfDcX3++BsqpSEeM/jYnUe4+50He5baYs1M8RDqDsDiapk92SQfuuMI775+H8mEqRX2XcBO+NwOC8ltKZWdECruXRzAVGkm9Fxoca0svfpUGVAFrL861/LwoaouNgz2EckMuGWk76o7F62OISWysLIpgzx+84dxfvIs5e88QuzwzbizJ8GMYx66qeXxtk2HU2PxvcgZ7iEilcWff6vp951Tz6vJqoA/fxZz/7GWx5OFpZZrEJkc8tzWX8fNctxha4q7c/p7QDVNphYzjK8srbW8GKmsrRQW7l1S3INUmWYXbipVZrSFJx2yvMs5eWqOJ56fZW65xHQuxYN3zfR9suiw4ktJseyyXnL70vdw362HePzZM9iolJb1khreFBbKxw5N8PD9x9gz0fssemtmCmtmKshkj1UUdl20a0aF0P6wrRi9Dqiolt1U84KiWXrOps7eOpoo7s3sAiGVwn2jVSYYyCTLhfYTRZ0SeDbGBruJMExS9/08ha/8JuUXH8M9+yPMQzd110rUgEqqSITCPcyf35pVZq3p951Xv40Y24NcX8C7fCpC4b6MufealufDLiLdLarFzSanAsSSHafKuKdfxNh3DCO7uVYIIy1lcRUiFe7qzkXX4iBDq0zLVJnevgZ7jS7cdzEnT83xyJOvY5oGmVSMpXWbR558HVBxihuL+r/90Ru5ZjrT5qijj0RSLHsUig5uHxuVQ6X7r79/jovzBZygOTQZN/nE3TO898b9fRvTLIBkwiSbiWM28V1qNMOMSGVBiJH2uItaxb0F1Rz36rlFYHeRUjb/3GjhcQdU4d+mcG81edTcf5z4Oz6I8/I3AUnsnR9ueaxu0JFVpsOpqZVzpLNQXm94R8KbexP/yhmS93wR+6Wv4V0+BXyk+Rp8X1mNWinu4d2j0ipig6c8El7jHHdQr9dOrDL+ymX8uTdJ3vUzDb9fVdwjNqd2WXFX7wHRWnGPacVdM6I88fysSjAJYv+ScZNysB3YVNT//mMn+dkPXbdjFXkpoeS4rBf7m8VePb9kveRyealUKdqtmUk+8/5ryY33TyGImYJsJkEybrA5wS86+m6OZpAIw1DKaJ+sMlXFvZs57sGdLr+NTzpU3GsV1WRGeZs9u+maKs2pm3LcM3Xfb4UfXBg1U+aTd3wO98yLyOJKz/3tUKO4Rsmwr6y9U8VdFZmytL6p4HZe+TaYCeLX34N34TW8S6caHKFmDaUVkLKlrcRI16jYWyjcKz77JlaZTnLXw56F2LWb/e0AZqaznPuq4t4lq4wQkEhVB6JtRHvcNaPM3HKJTKr+JZCIGcwtlxoW9Z7v88Tzszuu+JIoL/lasX/TTjeytFbmKydO8/pZ9YcknYzxqXuOcut1e/uqsqdTMca7MPW03d0cjaYfbDuNowOkUwIz0TQZZEt0rLjXe9whsLs0K9ztAiBgY1xmJ5NXQ7tJE8VYJMdIffCXcc+9XBcN2TPiKXWnJdLa1edt582pNapyzfOWdhHn1HPEjt+JSI5hHjiO++bf4BdXmp6jcvHQqjk1na1bb8d4LgiBMMzN34slOrLKOKdfwNh3LcbEvobfN2utMhGQpTWIJbp7pyqebqi4S98D3xv5VBlduO9ipnMpltbtSnEOYLs+07lUw6I+GTeZW25yFTuiqILdwXE7mvfSNXwpeeHVy3z9+bewHbWGm4/t4VP3HCWb6d+Hi2kIsmMJ0l1qPm11N0cX7pp+IdK5iiLcc1y7u1NTiW6VwbMBUaeoitriu2ayZS2yvA6J1KapoZ0o7lFU69jhm4kdvrntsbqBUlyjxVn6q3PqbkSyszjdquJeX5w6bzwHTonEOz4IgLH/uDrP5dMY19zW8FgymJpqRLHKbPEiVHoOGI3tIZ00p/qrc/hXzpC48/NN9zHSwaTXDhT3bk1NDRGJdOM40MqdqdEu3LV5dRfz4F0zeJ5P2VGxf2VHxf49eNcM07kU9oZitux4TOd63xjZa0KFfWG1zOJqeWBF+/xKiT/481f56jNnsB2f8XScL3zkBr7w4Rv6VrQLodT9vRNJUvHuJcbMLZdIbJikGt7N0Wj6hVLc+9Sc6pS7r+QFxVa7SEGVTR2vuztX8a23KL6lXdiUKANV60wlLrLVuYvLIIyuF1/bQSQaK64b8ZcuYkxe1fFdzYoCXlOcSilxXv02xt4jGPtUM6o5fRSEEfjcm6whKNxbK+5htOkWhwZ5LXzdHcRBuudeBiB+9N1N9xGGiUiOdeRx71oUZEgijWzQnFq9M6U97poRJVQ+m/mQH3nydcqogst2fZCq2B9VJJKi7VEoOQOzxAD4vuQ7L7/Nky+crQw6uv36aX7qfUc33eXoJbGYYCKd6EnEY6u7ORpNvxCZHLK40rpBs1s4pe5GQUJkqwyuvclqUCm+WyjPsry+qTE16mMrxyguI1LZ7lqEtolIZCINYPIXL2BeZXV+/FRYuFeTZfwrZ/Dn3yL5/p+rvNZEPImx5wje5dNNj1W1yrRQ3ONJVWBvwyrTLNZTxJIQsXCvrDXb2CZTOWY6em+JLK12rzE1PH8i3Tj1xwvTl3SqjGaEueX4dEPrQqOifpRTZQq2S6HQ35SYRlxaLPDYU6c5e1l9qOTGEnzmvmuxZhrfyu4FQsBYOs54DyMeH7xrZtOFX3g3R6PpF0Y6p9RGp1jJ9+4V0i13tzGVmmbTNsNspGtvajys2l1aqOZ2sWHhjpkAw2wbJwngN8hwHzRKcW8XhVlEri9gTB3q/PihVaZGAXde/WuIJYlf9766fc39x3DeeA4p/U2WJAisMsmxxlGNtefcRr+GbKm4J8Fzkb7f9uJLFleCtbYuHdvFZdYds7SGke1u74OIp5ErVzafq8UE2VFCF+6apmws6vfty3LlyhZv1Q2AYWg6DfF8n6d/eJG/+v45vODi4c6b9vPgXTOkEv17GybiKuJx44TWbtPubo5G0w8q3uDCSuMCtZv0wOMeKu4ykuK+waYTYRCRLBcwcgc2bRdCBHGS0awybbPe+4xIZPDXWg+f8pcuAmBMbqFwN2LKjhHYQaRdwDn1PPHr7q6m2gSYB47jvPrX+EsXMaeu3nQsWVjGiJB3LlITHaW/1NFScQ9eN54NRus7Rkodb29rEaks/vLbkZamrDLdVtybpMo0aOIeRSJVDJZl/UE+n/+FDdv+NJ/P/3RvlqXRbI+S47FetHEGXLADXJhb59GnTnFxXv0B3ZNN8tkHjnH8UP9UqnhMMJZOkIyb2wh47Ixmd3M0mn4RKsF+cRlj8mBPzyWdEmJsT3cPWrHKRPG41xcjVZ96K4/7evM7EcmxaM2pxZUtqdY9Jciwb0WlcJ+6akunqC2knZ98B1yb+E0f3LSfEQxf8i+dali4+4WlSBNGRXoCuT6/pbXitZgWGrxupGu3tXrJFuk4tYhUFnnpJ233k74LdqH7HvdmqTLe5kFlo0jLwt2yrP8AXA3cZ1lWrakpDrQeBabR9BnPVw22hfJgPewhrufzV98/z9M/PI8vVdziPe86yEfee4REvEEsVw+IGYKJsQRxZN8Kdo1mWKhOT+19JKR0yxjdTpUJVdI2VhmV1b6hcDfjYCbaKu4bM9wrj4+QzCKlVIpxhznovSZKc6q/dAGEueWISpEaR5bWqk2p00cx9127aT8jdxASGbzLp4jfeP+m78vCEkYEn72RnsCde3NLa5UtCvdKERvB5y5LKxi59hc6Ip0NfjaN7UHV46k7Or3wuOOWN9t/doni/gfAzcCtwKM1213guV4tSqPpBM+XrJccSraHP2APe8jspVUefeo0V5bUH499kyk+98BxZg50WVloghCQScUZS8XIZhKU1qNPxtNodgpVq0wfkmWcHoxSDwcwRchxb3Rukcw09alL31Xj35sV7sn2qjV2AXy34wFGvUYkM+AUWxaO/uIFjNyBphaStudIZZHr8/iXT+EvnCN5399rvJ8wMPcfa9igWrnwiaq4F1fbFsMN8dzmvvTgdSOd9pGQsriKOHhD2/1EKgvSV4lGLYry6tTU7v5dFPHAruQU66I+w1SZHa245/P5F4EXLcv6Zj6fPwdgWVYCOJjP52f7sUCNphme57NeVpNOh6Vgtx2Pr333LZ790UUkYAi4/9ZDfPDdh4nH+pO6kIyb8VG9ZgAAIABJREFUZDMJYqbW2DW7G5HKqmE8fYiElE4ZeuRxb2eVwbWhQRyjaGEZqUxNbWKVEYmMyjlvgV8ME1GGzeOeVl33TnnzcKkAr4nnPPI5Uln8+bewX/1riKeIX3d3033N/cexf/C4slPV2lHK6+rCJ0Jzr0hPgPTaFsONkJ7T1AYTVXGXvq/86JGsMtWc+1ZqerenplZIqOcqnVJ93GmouO+SHPc7LMv6XcuyssDrwEuWZf1aD9el0bRAUnI8riwVWF23h6ZoP31hhd/4g+d5Jijar9qb4R999l189M6ZvhTthiGYGE8wmU3qol2jAYRhKGW0x1YZKaVSr7udKmNEn5zaUEVMtrC72G0K9xZqfeW8hWBq6pAp7u0ac6XnIlcub8ubbwSRh+6p7xG/7n0t/eHm/mMgJd6VM3Xb/QhTU0PCgtnfymvZc6sXgRsJLjbbTU+V5TVAVqbGtqKy1jbNtNXCvcuKe3CxtskuFVwAi12S4/4vgF8APgd8F/gHwF8Bv92jdWk0mxACyo7PetGh7Hjsifc3FCk/u8iJly6wuFpmKpvkvlsPYc1MUbJdnnh+lu+9ehlQU0g/+O6reeC2Q5h9yjZOJUwmMnGMIcpS1miGgb5MT/VdZQ3ouuIebQATDZpTIVDcmxR6FcW9ydTQMFWmVQZ+eCdj2Ar3ShRmE5+7v3wJpL+twl2kxsH3AI/4TR9oua8ZTFD1Lp8iduimynYZYfhS5Xy101M7XbfvNI2brCrubQr3YniRFq05VT2mXeEeWmW67XFv/PuvDJraJTnuIp/P/8iyrP8T+Ho+n1+xLEtXCJo+IbEdSaHkUHa9nuSOtyM/u8jjz57BNA1SyRgrRYfHnz3De66s88Jrl1leVx96R6+a4NP3HuXAnv7k3ZuGIDuWIBU3QLefajSb2E7+dWQcVRB0fQCTETSxt2tObaK4i2SmaSxfRY1u4nEnOaYKU89uWuiEP1djCHPcobni7i9dALYWBVk5R1CcGvuOYU5f02bfcUTuAP4Gn3tYuEf5+VUK91Lnr2XpRkmVaWOVCdXxdLQ4yNrHtD1mk4vHrVJ5H268cAty3Ntl5g87UQt337KsnwEeBP53y7I+AQxmTrxm1yCRlB2fQsnFcTwGaYg58dIFTNMgEVN/SGOGweq6zTf/5pz6vyn4yB1H+NT917G01D5CrRukEsrLbhq6YNdomiHSE5EzpbdKVcnrrndWCKEsDu2sMg1SZSBQHtt63Jsr7uF+zSxAsrAMwmxe/A+Iiv2nWeG+eAEQ24oIDe8yJNqo7SHmvmN451+pu4NRscpEuGNRO5OgY/zmzamV321UxT2KVaYyoKr1WmVpDeKp7jeLhhduzgbF3dsZqTJRVfP/Dfhl4F/k8/m3gf8b+NWerUqzq/GlZK3kMLdUYmm1jD3goh1gcbVcGVpULLtcXixSdtS169GDWX71p2/hvlsOYfShiBYCsmMJJseTumjXaNogMjlkcVn50HuEDBX3XtyCN+ItrTLKX99EcQ8iHRs991CNbpUqA21y4IvLiMxE5yknPab2oqMR/tIFRHbvtn5f5tXvIPXALxC74Z5o+x84rl6Ha9UsdllYglhy09CmRojkuGq03oLiTiTFPapVJoLiHktAPNV2emq75tWtEqbKbLJKuTYYJsLoTxxzr4ikuOfz+WeAD1uWdY1lWdfl8/l7e7wuzS7El5Ji2WW95A5Nw2nIVDbJ0rpNoeRSsj1AGVP2TCT5xU+9A6OJB7TbxGKCiUySRJ8SajSaUcdI55Ri7RSbDxvaLm6PrDKglNJWintY1DexyiB9cEqb0lXCqajNm1OVEt8qy90vDN/UVKCquDbzuC9d2JZNBtTvJW7dF3n/qs/9NEZWDaaTEYcvwfYaraXvbjvHXdlahLqAiIBIZdtbZcrr3R++RNUqxUbF3bVHPlEGIirulmVdb1nWj4EfAn9jWdYpy7Ju7O3SNLuJQtllYbnEamF4oh1DpJRcvW+cxdVypWiPxwyyY3E+ec/RvhTtQsBYOs7eiZQu2jWaDtiWxSAilfHq3W5OBVVwtfK4h9nUjQqSVukqdkF56JvYBqp2k/Wmp5bFlaFrTIUWqSKoWEN/6W2Mya1NTN0qxp4jYMbxLp+qrqW43FF/gEhtsV/Da96c2oniLlLj9QONWhCpcO+R4l5JyrFL9dtdZ+QTZSC6VeZ3gf83n89P5fP5HPCbwO/1blma3YAEirbL3HKRlXUbd8gKdoDldZs//sbrnDh5ESlVLnsmaXJ4OsNn7zuGNTPV8zUk4iZ7JlJk03GEbkDVaDoizMj2e5nl7vbQKmPGWg5gki2mQbZSzWW5gEhkmibGtLObQGCVGcbCPZZQvQGNnvfaHHjOthJltrQmM4YxfU1d4e53oLiDsql0Ggcppa+ajJt53I2YuoBrW7ivdnR3RaSzkVJloir4nSCEoaw6jVJlRjxRBqI3px7I5/N/FP4nn8//Z8uy/tcerUmz41FNp2tFG8cdvmIdlMr+N/krfO25tyoq+03XTPHp91/LxFh/brWFKvt4avQVAo1mUISFZS+HMFWmTvagKFBWmRZxkF7zaZCtim9ZXm/dVNrG4y6ljyyuDF2iTEjo799INxJltoq5/zjOK99CBpNMZWEZcaQDxT09gX/lzc5OGl70NctxB4glIqXKdGJrUQOqznb1mJ0gEulNVhm8naG4Ry3cY5Zl7cnn8wsAlmVNw8D7BTUjRm1KjO14g15OUxZXS3z56TO8cV79oc+kYjx071HedWxvU3Wq28Rjgqz2sms026YfVhkCq4zohVXG2I7i3jxdRdqFpokyUJuF3URxLxfA94bT4w7QZGqsv3gRALPPVhlQDarOj76Bv3BWWXWcUoeK+0TnF6Be+whEEUu2Vdz94grm3pnIpxWpcWRptekcAOk56vn3wiqDKtw3K+47w+MetXD/XeA5y7L+B6pg/1ngt3q2Ks2OwnZ9yo5HsTx8Tae1+FLy/I8v8Y3vzWK7KjHmXcf28ql7jzKe7s9VuhCQTsbIZrQtRqPpBiKVVWkcvVTcQ7WyJx73WDSPe6eKu11omigDgdIfS1SaWDcSWo/E0Cru6U1xgBAkyqQnelYwtqLSoHrpVMWHb3RYuOOU2vrRa6kkErXKLo8lonncIyTKhIjUhLpocMvQoGm7V8OXKsQ3F+7N0pdGjaiF+9dQkZAJ4DhwNfDlXi1KM9oIAa7nU3J8imUHz5MDGZrUCXNLRR57+jRvvq08edlMnM+8/1puOrqnb2uIhcOUEubQ/7w0mlGhmsbR+8K9Fx53YcZbWmUqBVcjJTHZXDWX5QLG+HTrcyfHmmahy0oG+XAq7soqs7lw95YuDsQmAyDG9iAyk3iXT2HsPaK2ddKcWhnCtArsjfagSIp7omWqjPRcsAuRMtxDjHR1emqjtKVq4d47q8zG17307KYpSqNE1ML9S8C/z+fzv2NZVgr4h8AfAp/o1cI0o4eUYLsexZI7sAmnneL5kmd/dJFvvngW11MLfo+1j0/cfQ3pZNS3x/YQAlIJpbIbQozEz02jGSVEOoffU6tMWb2RezGR0YhVU2sasUXFnTaKe/j4ph73MNd7mBX39cW6bVJK/MXzxK9732DWJATm/mN4l08Tu+Y2ta0Dxd0IC/dOGlQje9ybK+6dTE0NqZueOrGv+TF7ZZWJp5BrC/UbXQfRp7vnvSRqZTKdz+d/ByCfz5eAf2dZ1s/3blmaUaNou6yXHNwhbTZtxNsLBR596hTnr6hbwZPjCT57/zGuPxz9g3S7aJVdo+k9yhvcyzhIlVbRkx4YMwalFh73FtMghWEG6RoblEcpVYZ2G/WxWYMnVBV3YwhTZaDx2mVxGexi36MgazH2H8d98/v4C2rqdsdWGTprtK70RxjNy712Hvfq8KXOUmWApgOj+qK4N8px30WpMjHLsg7l8/kLAJZlHQBtwN3tSCRF26NQdCpq9Sjgej5P/fAC3/7BebzAc3/3Ow7wsTtnSCb6M1FNAKmkVtk1mn4gMjn85bd7dwK33JsoSJTFQfotUmVaKO7QRDX3bBUR2EZxJ5lBri81/JYsLqticFitB8nNhbu/OLhEmRBz/zEA3Dd/oH5+yeYNwhsJrSrtYhbrCK0yrdJUYgk1xbUJVXV8K4p74+mpvVbcG3rcPXtXpcr8W+CHlmU9gWpO/TDwz3u2Ks1QI5EUy0HBPsTNpo04f2WNR586zdsL6gN970SKz95/jGOH+ufTNEOVPW6gr381mt4TpnE0S7jYLtJp3IDXFbaR4w6BXWaj8hwU8q1SZcLHhsXuRvyimprar6StThGJNLg20ndVVjk1UZB9znCvxdx3LQiBv3gOMd5ZUlmoeHeS5V5pTjVap8q0tMoE5zM6UdxTVY97w2OWe9ucquIgS0jpq1x3dlmqTD6f/0PLsl4EPgS4wL/J5/Mv93RlmqHD9XzWyy7FESzYHdfnr75/jhMvXcCXyo5677uu4sPvPUwi1h+VHdQwpcnxOIbQMY8aTb8w0jnl9XWKvVGI3TIi3qOCwIhXfcoNz91GcU9mNiXDVAr3dh735FjTVBlZXBlafzvUTn4tQVAc+osXIZ7qyFfe9XXFUxh7DuPPn+345yfiSYglO/S4B4V7O8W9ZeEeetw7ELjiKdWf0WR6qiytQSJduajqNiIRXEg7ZQgSfHDtphe4o0Tkn1g+nz8JnOzhWjRDii8lxbKLu1hgdT16DNWw8Nbbqzz61CnmllWD1/6pNJ974DhH9vcvDkwIyKTiZAfQGPPiq5f4H3/5GnPLJaZzKR68a4ZbjrdOk9BodhJhgSQLyz1JlejlRMZ2A5jaKe40atK0Q8W9XeGeAbtYp1pWjlFYRoz1fnL0VqnNoQ9VXX/pAsbkoYHfJTD3HcefP9uRvz2k436N4KKvVYGsUmXaNKcKs6OLXiFEMOm1WeHeu+FLAMRVsS7tovK7SxkMYNpFhbtm9+FLSaHsUiip/PV4arRe8Lbj8Y0XzvLcy28jAUMIHrj9EB+8/WpiZv8U79Aakx5AA+rJU3P892+9AUINklpat3nkydcBdPGu2TXUWgx60ZgonVLvYubMGLJdjrswmhZmIjmGv3i+fqO9XvleK9RzkmrA1IbnJ4srmNNH261+cCTCwq1qE/KXLmIefuegVlTBPHAc57Vvb0n577Rwj5zj7rSIgwwy3Du94BGpbMvm1F5m6Vcv3JTPvXqBu3s87ppdhOergn3YBya14o3zy3z56dMsrqoPo0N7Mzz8wHEOTUdvBNouAkgmTbLpBKYxmAbUJ56fJRYTmIa6UEnGTcrBdl24a3YLIkg+6VmWu2MjMr1Rn1WOexuPewsVsVFzatXj3t4qo/avT6CR0h8Zq0ylcLMLyMLSQBtTQ4ygQXUrPz8jPYG/Ohf9AVEnp3p2wzsroC54O4mCrBw3lW3ZnNpLy1LVKhP8/p3QUrZ7UmU0OxwhwPF8iuXhn3DaipLt8vXnZnnhtcuAUrs/9J7D3HfrVZXitR8MSwPq3HKJ3HiiLvUnETMqtiGNZjdQa5XpBcoq0yuPuwme27yx1ms9DbKR3aVSyLdLlanNga+p22RpDaQ/tMOXgMpk0vC5hk225jAU7pOHSLz3YeLX3d3xY0U6i7x8OvoDIuW4B8Ws5zS0fClbS+e/a5HK4q9eafg9WVrDmDrc8TEjn7vGKgO1g8q04q4ZcSTgOD6FskPZGY2hSc14bXaRr5w4w0rgw585MM7D9x9n/1S6r+tI1ajsg2Y6l2Kt5NRdtNiuz3SuRwkYGs0QIpLjIETvstydUsPpkF3BjAMSpAdi85/sKIo7SLCLlejBjjzu0DgPneEdvgQ1jbd2feE+yESZECEEyXc/tLXHpiaQpVWk9CPtH8UqE174SdduqEjL4gpGgyFKbdeazjZPlSmt9tQqU7FKBYq774TTjUfL8tsIXbjvQoRQCTElx6dYdvBcyQjX6xRKDn/+nbf44Rvq9mE8ZvDRO47wvncexOhj8SwETGTiJPAZlpjHB++a4b9/6w1c4ZGIGdiuj+f5PHjXzKCXptH0DWEY6rZ9j6wy0i1DvIfNqaCU00Y+dreN4l7bpFljfSGWqB673WM3Wm0K4UCeIS7cE/UXHd7SBTBjiGznBegwITI5kD5+cY1If2fC5tQWv+vK66dJg+p2FHecItJz6qw60i2r120Pm1Mrd1w2edx14a4ZIZS67lEou9iOjz/K8nrAj07P8/izb7JeVKrCsUMTPHz/MfZM9FdRNg1BbixJdixJqTC45J2Tp+Z44vnZugSZf/DwLTpVRrPrEZkcfqH7iruUflA898g7GxY8ngsNRNO22dSVYr3G7lJTxLdio2pdOWdxuKemAnWpIqAaU43cQUQfLZO9ICx2vfVloL1HvDK8q01zKgQF9cbHu7a6o7QFW1TtEKbaBKLq1NQeNqeGd8BsZQsNC3exW3LcNaONLyUl26NQGq0Jp61YLdj8z6dO8YO88s8l4yYfv3uGO27c3/eor5gpmBxPETMHq7KfPDXHI0++jmkadQky//inb+P/+MK7B7o2jWbQiHSuN4q7GzT/9UhxD1V26TmN9dV2insDu4ssFyKl4DRV3CtWmSH2uBsGxFPVwn3xghp+NOKEBbRXWIYozZ1uWLi3UtyD124Dxb0y4XQrzanpcAjTCjQs3PsQB1lpTg0uSnZAqsxoX3pqmiIEeL7PWslhbrnEyrq9I4p2KSU/eP0K/+5/nqwU7daRSX7t87dw500H+l60pxIme7KDL9pBJcWYpkEybioPZdzENA0e+/Ybg16aRjNwOonRk3aR0jN/vMnb3XBfJ2j07mWOOzRNlpFeFI/7hsLdjla4K5+wQNr1Q5j8wrJScOP97R/qlDBRR7o2cnWuJ1Gg/Sa0JynFPQK+C4bZMC2mQqi4N4iErExN3apVBjYly/RFcTcMNazK1qkymiGnttl0p9hhQpbWynz1xBnyZ5cAlUv+ibuv4fbrp/tesBuGYDwTJ5MwGYSfvZElZm65RCZV/5ZOxAwuL7QvPjSanY4q3Jebp7PU4J77Ec4r38I8/E7iR9vcrQrsBT1T3AOLQ8XysOn8dstYvUqBXt6guI+1V2uFMNQAp02K+woiPTHwQUbtEIk02AX85bcBORSNqdslVLG99WWIYNeXrtM2SaWVxz0s3LcaBwlsmp5aUfF7qbgT/P7D5lSd464ZNhzPp2R7lG0XzxvtZtON+FLywquXeeL5WcqOB8A7j+7h5z75Djy7xWCSHpGIm+TG4n2Nl6ylmSUmFVfNp8m4WdnXdn327+nRYBiNZoQwMjmlWtuFiu+7Gf7cLACysNT2uBVfcM887m0U93apMsnNdhdpFyIXsSKZ2ZwqU1ge6kSZEJFQa68kygxBFOR2CROSOlHcW2W4A5XGatnSKrMFxT3drHDvveIOqnCvKu5hqoxW3DUDIsxdL9sexbBY30nVesDCSonHnj7N6Qvqqn8sFeOh91/Lu47tJTeeZGGhf4W7ANKpGBOZwTa31FpioDpUCSHwXI8y1CXIPPyB6wa5XI1mKKgOYVpp25jpzYeFe4TiyOmt4t7OKoNrt264q9hdahX39WrjabvzJ8ZUCk0NsriCkR2BBvdEGllcwV+6CEJg5A4MekXbJkxI8qLOJPCc1hnu1Cruza0yW1HHRXKsYQyrKuRFpAbpbRFP6xx3zeCRSMqOT6Hk4rijnbveCt+XfPfHb/OXL5zFcVVe7W3XTfPJe64hk+r/G88QguxYnEwyNvCfeTNLTKHk8nc+esMmC817bzrAlSuNs3Q1mt1CqBj6xZW2Xmd/4SwQrXCvNr31qjk1tMpsUXEXBiRSlcJdSh/sYuSiKRzgVHfO4jJi//FIjx8kIpnBX76Ev3QBkd23IzK8gaBwX8Fsv6vKcW9XrMaaK+5+cSXoZ+g8qU0IA5Ecb6y4JzMII8oz2Doika70oFRSZXbAa0AX7iOBxPFUMswoTzWNyuWlIo89dYrZS+p22sRYgs/cdy03zvRmpHg7TEOQG0+SiBkDL9pBDVVaWrc3WWKmcyluOT6tox41mgZEnZ7ql1aR64tq3wgpNLLnHvc2inubyalQbdIEkOUiIKM1pwaPVR5xhfT9YFz98CbKhIhERnncFy/siMbUEJHI4JcLkQp3PLd9Xn8rj3tpFZHKbrmfQaSyDZpTezx8KTx3PFWxu/mVC2xduGt6TMnxWC85uK4/FEVjL/F8yTMnL/CtvzlXScC548b9fPzuGVKJwbxU4zGDyfHEwPzsjXjwrhkeefL1TZYYPVRJo2lO1SrTpnCfV2o7sQR+BI87gaInYr2ZHVHxJ3ubm1Ol76uCvl3hnsxUsti9krK9RC7cN3jcZWkFpBzq4UshImislXaRxMytg15O90hm8EvR7qJGU9xb5LgXV7fkbw8R6exmxb281vPGVEBZpepSZUTjIWYjxug/gx2ILyXLa2Xmloq4O1xdD7k4v86jT53mwpz6ozKVTfLZ+49x3dWD++OQTsbIZuIYQ5acECrqGy0xWmnXaJoTNvW1i4T0598CwDx0U7WIb0HFXtCzHHelq8pGirsX7fa/UtzVZ6sfFO7tGnQr1Kj1UJsyMvyKO4kMSA8kO09xX3m7/Y6gLuzaFe5GLBip3jhVZluFeypbaQ6uHLO0ihjbu+VjRj53Il3NcXdtiMWHPgkpCrpwHyI836dQVnaYSWHsiqLd9Xz++gfneeoHF/ClRAB333yQj95xpM4K0k8MQ5DNxEkPKOoxCtoSo9F0hmrqm2iruHvzZxGZScw9h/HOvdw+PrKSVtGjW/CtFPdKw137wt1fVXMv/KCAj9ycmsyAW0b6LsKIVaxGrSIoh4Vw7D2wI6IgQ0QijVeOGPPrOW1TZYQQKvO8iVXGmLp6K8tUx041UNxLaxh7j275mJHPHU+BXUJKiXTKOyJRBnThPnDCdJhCyaVU9nZU7no7zl5e49GnTnF5UV0RT+dSfO6B41xzsA+30Jow6KhHjUbTO0RmQg0PaoE/P4uxd0ZZQXwPyuvQwo8r3WAAU69TZRo1p0ZtuEuOIefUnQS/2KFVJqGUeVku1A2xMkZAca99jjtOcS+tR5pJID0nUv+FiCU2pcpIKQPFfet/k5VVZg3p+wjDUMfsl8c9kQYkuGWV474DEmVAF+4DRGK7kmLZpWS7O96/Xovj+nzzxbM886OLSAmGgPtuPcTfevdh4rHBFMxCwFg6zlgyzg64k6bRaBog0rmWVhnpOfiLF0nM3FZRlP3CEmarIsMpgxFD9Mo7Gw5gamCVkV44VCaCVSbwqW9JcQflkU9XL3xGJccd1N2BqBcqo4BIZkD6qtBul/biudFem40Ud6cEnrOtizTlZZdIe1197dpqTf3wuAeTfaVdVOfdAY2poAv3vuNLSdnxKJRcXK9xw2l+dpHvPpHnysI6U9kk9916CGtAiSrd5szFFR57+jTzy0qlOrgnw8MPHOPwvt5ffTcjZggmxpIk4lpl12h2MiI9oTK9m+AvXgDpKcW9NoVmz+Gmj5FuuXf+dqhJlWkwOdWNWLgnM+CUkL6HFw6/6SBVBqoDnGRxGWIJZUMYckKrzE6yyQDKu48qSNv9HiI1pxIq7vWF+3aGL1WOG05PLa5CjW3G6JviHhTuTnlHREGCLtz7hudLirZLodQ6zjE/u8jjz54hETdJJWOsFB0ef/YMD8FIF+9l2+Mb35vluVcuASpi8QO3X80Dtx0iZg6uYE7ETSbH4hjaGqPR7HhEOocsLDe1GPjB4CVzbzWhqd301F57ZytqaSPFPaJVplKk28WgOVUEg5kiEDSxVnLgi8sjkSgDQHC3YCfZZGDDxdRYm7ogYuFOLLFJcd/O8KWQSuEeFOzVqam9V9wrPQ5Ose28g1FCF+49xvMlhbIbOX/9xEsXKlMxXU+SiJnYwfZRLdx/cm6JLz99mqU19aFweN8YDz9wnIN7BnvrMpU0yY0lEEPagKrRaLqLkZlQXnG70DBVxZufVWryxP6K37dtlrtb7l2GO9RYZbapuKOKb79UgERaDWaKwGbFfWUkbDIARjoHwsScPjropXSV2t9nWyI0p0ITj3uxC4p7OlTc1UVARcXvg+JOjeLuO3akn8MooAv3HtFpwR6yuFomlaz/tcRNg8XVzfmqw06x7PK1597ib/IqzSBmCj78niPce8tVmMbgimUBZNJxxtNxXbJrNLuIapb7SsPJof78LMaeI6qJLp4KstxbF+7SKfduaipU4iAbNadGV9yrDaZ+aS2yvx1qisTAGy8Lyxi5g5EfP0hEapyxz/8rdSG2g6goyREKd+m5VbtVK2LJTekvfmn70Z+bFff+Fe6ixuMunTIkh7+hOgq6cO8yWy3YQ6aySVaKTl2TpuP5TGVHK8bo1TcX+MozZ1gtKJXomoNZPnf/MaYnI96e7RFCQHYswVgytqsagjUaTbVw9wvLm+wTUkq8+bPEj9+p9hUCkZlsO2m114q7EEIVXo1y3CMq7tQp7usdNWpuVHdlcQVx8IbIjx80xuRoXGR0QuUuSCTFPVrhLmKJTQOYKor7tqwyqkAPLTL9tcoE/n+nhHRtxJi2ymhqqM1g30rBHnLfrYd4/NkzlB0PQwgcT03FvO/W0WiuWSs6/Pl33uTkqXlATfb82J0z3PXOAwMfZGQagtx4kkTM0EW7RrMLERmluDVKlpFr82AXMGr87UY619YqI51y74cRGfHGA5hCxT1Cjjso1VyWCw3vNjTFTCjV3y4gfVdF+Y2IVWbHssG+1AwpZWSrTKNUGVlcgXhqW02dwoxDPF2vuAtReQ69pE5xd+228w5GBV24b4O6DHbb21bBHmLNTPEQ8N1XLo9UqoyUkh+dnufxZ9+kUFJ/YK67Osdn77+Wqezg0wfiMcHkeGqgFh2NRjNYqlaZzcV4OCW1tjFVZHL4i+dbH7TXHneCLPcWVpnOPO6vqaEkAAAgAElEQVRriLHo1hEhRGXyajc8z5rtU5eW0grpAXIbqTIrXVHGRTpbee3I0hoiOY7oRyBEoLhLp4jvlDF1c+ruxfV8yq5P2fZwXK/r6q01M8X7bjvMwsJ6dw/cI1bWbb76zBlefWsRgFTC5BN3X8N7rH1DMV44GTfJjScGrvhrNJrBIpLjIIyG9hdvfhYQGDXRjyKTwz//SstjKo97j8UJM9Y4DtLrMFWmrKwyRqfBAMkxZLlQueDRivtgEbGEUrLbWWVc9ZqJprg3SpVZ3dbwpZDa6an9Gr4EQSKTmagq7rpw3z0IoYYGlR2Pou3ieVJbLVAq+/dfv8JffPctSrYHwI0zU3z6vmvJDYmXTCfHaDSaEGEYqohoYJXx52cRuQN1udgiM6ksIq7dtDiWbhkR7/HnnRFrPIApLLTaWQDiKRCikipjdGhTCAc4hRc8xqjEQe5gjNRYe6tMeJcmoscdt1wXlSpLK4ixvdteq0hlkevzwTHX+jN8KTx3Ig12EalTZXYPri9ZK9iUne4r66PM4mqZr5w4zU/OqQ/yTDLGJ+89yq3H9w6Fyq6TYzQaTSNEZgK/gVXGm5/F3He0bptRY60R2X2ND9jjHHcIFNNmcZBGrK3tQASeYllcRTqljlJlQFltlOIepozown3QGMlM++bU8GIvosedwBMfKtOyuIo5fe02V6oKd3/+LXXM8hpGP1N+EmnVECt9rbjvdMJ0mELJ0QV7Db6UfO+VSzzxvVlsxwfgXcf28ql7jzKeHo6rWZ0co9FomiHSuU2Ku7SLyNUrGDfeX79vZlJ9v7AMDQp36bvKe97rKaJmC8U9YjEiEhn8tbng6w6aU8PHrs5VojHDJl/N4DBSY7htC/foVplKn0bwmpJSds0qY6SzuMVVdczSGmL/sW0fMyoika5cqOvJqTsU35esFp1tp8PsRC4tFPjPf/4Kb15UXrVsOs5D77+Wd167Z8Arq2IagtxYkkRcJ8doNJrNiHQOf/FC3TZvIWxMPVK/b6YaH2k2Opij4vN6rbjTpDmVFhaejYikKr7DrztBJDPKMlRcDlJGRiueeCdipDLItdWW+1SGdkXKcQ9UdtdWd6ntAkgPkdr+RZpIZdXr1ykFHvc+WmXiKfw1ZdPRivs2sCzr/wL+PlAG/kc+n/9XlmXdBvwnYAJ4GviH+XzetSxrBvgvwH4gD3wxn8+vWZY1CTwCHAOuAD+Tz+fftiwrAfwB8F6gCHwhn8+/FnVty+s2xXKDD8hdjO9Lnn35It988RyOq1T2d9+wj5963zWkk8Nz7RePGUyOJzD70a2u0ewihvkzu1NEegJZXKnz8vpzswAYe6+p3zco3GVhqeGxKh7znqfKNLbKSK9DxX3hfOXrjs4fpsoUlrVNZkgwkhmYv9R6p0rhHjFVBirJMlVbVHdSZQD8lcvge31rTgWluIe9GTtFce97hWNZ1oeBLwB3ALcDd1mW9TDqg/6f5vP5G1AW5V8KHvJ7wO/l8/kbgReBXw+2/yZwIp/P3wT8R+C3g+2/CqwH2/8Z8KVO1udrmbaOSwsFfv/xH/P152ZxXJ/cWIKff9Dipz9wfKiK9lTSZCqb1EW7RtNlhv0zu1OMzIRS/2psBv7CLCKVrVhjQkRqQjV1Nstyryjug2lO7UxxH6uq9p3kuIf7+x7+6hyGTpQZCozkWPs4yOA1IzpS3NVr2i91L/ozVNj9JXWnSyT7V7gTT0M4WGqH5LgPosq5HfhGPp9fyefzHvAE8CtAOp/PPxfs8yXg85ZlxYH7gT+t3R58/VMo9QbgvwEfD/avbM/n808D+wIFSNMBnu/zV98/x//32I84e1lNOrv/9qv5tc/fMlSZ8kLAeCZObiyp4x41mt6woz6zK9NTa4pxb/4sxt4jmxrrVQrNRAvFvaS+6IPHvdHk1E6GytSq7FtR3AH8pYs6w31IMFJjbZtTZUeKe43HnRrFvRs57pXC/WLXjhn53ImalKjYcPThbZdBFO7fBz5mWdYey7JSwEOAC1ys2ecicBiYBlby+by7YTvAofAxwfdXgH212xs8RhOB83Pr/N6XX+abL57D8yV7JpL84idv4gsfu5FUYnhUdiEgN55kPKWTYzSaHrKjPrMrQ5gKqjCRvoe/cK5uYmrd/plcpSlzI7JPHndhxsFvnCoTWe2v8bVvyeMO4BS1VWZIMFJj4DnV4rwRHTSnblTcq1aZLiruQW9JX60ywfRUQCXn7AD6XoXl8/lvWZb1JeDbwALwTeBDQK1HRQA+6sJio3fFr9mnlmaPETWPaUsul8b1hsMus2dPh7czt4njevzFs2f4y+dm8aVEAB+6Y4aH7j9GIm4OZE3NiBmCyfEkySGy64Ts29c/NSEqek3R0GvazLB/ZgPs3Ru9ELDlVZwDsnGb8X1Z7CtnWfMcJo9eT7bBz9rN7cUrrDT8PRRWTIrA1L4pUg2+363f3eVMmtKSv+l454WHkRmPdJ7FqSkWw3VdfQCjA19+YXWat4Ovx6f3MdWj1+SgX+vNGMZ1Lb+lLqb2Zk3MscbrW1+Iq9fn3hzJNs+h7E5xHpjImIzty7Jo2JSB/Ueu6jj/fOPPy8/FWAfEmvLk7z10kPie/vxMl6YmWQi+nprONXyfjhp9r3osy8oCj+bz+X8b/P+fA28C99XsdhC4AFwGcpZlmcEt2quC7QDng/3OWZYVA7LAPHAu2O/UhmNFYnm5SDkYJjRI9uwZ6+vk1NlLqzz61GmuLCnP3L7JNJ974BgzB7KsrZYGsqZmpJMxJsbiJJMxrlxp3VXfb/bty+o1RUCvKRqdrMkwREcFbFSG/TMbYH5+LXIKmF9Sf/aWL12iuG8V541XAVhP7KfU4GftxMbxVt9s+Htw5lQpvLTuYW74fjdfTyUHPNvedDynVMRITUU6j+0EuThGjLnFMkLYrR9Qg1esXnMVZAq3B++TYXz/wfCuK5VSItrchcsYk43NE86iUs0XV23MWOvn4K+pm2TLC8sUrqxSmr8CiQxzCyWgFHldjX5eUkow4zjz6sbaYkEgvP78TG2n+rNZWnU3vU8HyVY/swdhlbkW+KplWTHLsnLAL6CSCUqWZd0b7PN3ga/n83kHOAH87WD7zwFfD77+WvB/gu+fCPavbLcs6/1AKZ/Pz/b4OY0stuPxF995k9//6o+5slTEEPCB26/mVz73LmYODNeVqRAwMZ4gNxbXk1A1mv6xoz6zRWochFFJmvDnz4IRw5i8quH+RiaHLKwgZYObAG6/rDKN4yA7ynEP7C5GKtPxkLxaT7yemjocmEGDcUufe6U5dStWmdWu9TMIIaqRkMKADnsstnXuRNUqs1NSZQZhlTlpWdajwEnABH4rn88/a1nWF4H/aFnWBMpT+TvBQ/4x8EeWZf1LYBb4X4Ltvw58ybKsHwNLwBeD7b8L/H6wvYz6g6JpwKkLy3z5qdMsrKo36lV7Mzz8wHGunh4OO0wttfnsGo2mf+y0z2whDDWCPfDwevOzGFNXI4zGfw5FJgfSU4NjNhQyoce9595ZM9bYy+zaiKjNqUHhbm7FX1zrj9epMkOBkVK/k1aFe+U10+S1Xcum5tTSKkYXG5FFOotcX0Ckxvs6Xb3e464L9y2Tz+d/A/iNDdteAu5ssO9bwAcabF9ANUlt3F4Cfr5ba92JlGyXJ56f5XuvXgZUUfy33n2Y+2+7aijjFGMxweR4ipihVXaNZhDstM9skclVUmX8+VnMI7e23BeC6alNCnfR61QZo0WqTNRiJJiWaqQ6F2Zqm1l1qsxwYERS3IPCPUqaSs0AJlDNqUbu4LbWWEvYoNrPRBkAErpw14w4+dlFvnLiDMvr6s15ZP84Dz9wjANT/bt11QmphMnEWEJHPWo0mq4RDmHyC0vI4sqmial1+wbZ7irLfcN+YT50j2PmRBAHWTs0Sp3fiZ7jnqhaZTo+vxFTdxXcsi7ch4TwAkyWI1hlIijulcjImsJdHLx+W2uspVq49zHDnfqL6qh3p4YdXbjvEgoll7/47pv84Cdq5HXcNPjIHUe45+aDGEOoZAsBY+k4Y0MS9Xjy1BxPPD/L3HKJ6VyKB++a4Zbj04Ne1pbYSc9Fo9kKIp3DX7yg/O3QNAoSqp5u2SASUrpliCUQosd3Ks04IEF6INSfbem76v8de9y3VjiJZAZpGDvGJzzqGOFdkBZDmGQHirsQAmIJpFtG+j6yvNkath0GpbiLOsV9Z+S468J9F/DymQUef+YMa0X1Jr72qiwP33+cvbke397dIsrPnqhEUA6ak6fmeOTJ1zFNg0wqxtK6zSNPvg4wcgXvTnouGs1WCRV3b/4tgDaKezCwqdEQJqfUe5sMNZMvPbfqVw6U0Y4V906nptY8vtdNuJroiERKTfVta5URIKL9LRWxJLg2srwGUna1yBbpoHDv59RUqFhlhBnv/QV2n9CF+4iRn13kxEsXWFwtM5VNct+th5pOMl0t2PzZd97k5dMqxTQRN/j4Xddwx037h9Z6Eo8JckPmZ3/i+VlM0yAZXEgk4yblYPuoFbs76bloNFvFyOTAd/Eu5hHjexEtilkRT0E81Vhxd8r9GeoS2hg8F4IvQy9yZN9uLIFIjhPL7WOzW749YmxK3QrVDAVCCEhkWlplpOeCGYveDBoq7kUVmdgbxX0wVhkR3zl3inThPkLkZxd5/NkzmKZBKhljpejw+LNneAjqincpJS+9Mc+ff+dNCmX1EX394Ryfvf8Yk+PDq5gMq599brlEJlX/VknEDOaWo2fbDgs76bloNFslLEi8C3lih9/Zfv9MDtlIcXft/qjQgcouPadqHexUcReCzE//BrnDB5lfLHe8hNQHfrHjx2h6i0hk2ivuHQxPqijupe5NTa0ce1BWGTOuLl52kMVLF+4jxImXLmCaBomYUksTMRM72B4W7svrNl89cZrXZtUfmVTC5JP3HOX266f7GsHUCUJAJhVnPD0cfvaNTOdSLK3bFZUawHZ9pttYjYbRS77V56LR7CREmEXu2S397SFGOhc0p9Yj3TJ0MIF0q9RZZSrnDv3L0QsSY2wKI5ZApW52hhE06WqGh/aFu1t97UQhlkC6dlVx74VVps+KOwQ2rz68T/vFzjD87BIWV8vEzfpfWdw0WFwtI6XkhVcv8e/+5KVK0f6Oo1P8s5+5lXffsG9oi3ZDCHLjSSYyw1m0Azx41wye51N2PKSUlB0Pz/N58K7mf/BDL/nSul3nJT95aq6PK9/MVp6LRrPTqM0ij1K4i8wkfkOrTKk/BUGgmkq/Jss9HP60Q5IyNJ0jkpn2zakdKe4JpbgXu6+4m3uOEDv6bsxDN3btmJGJp7XirhkMU9kkK0WnorgDOJ7PeDrOH37tVU6dV2+2TCrGQ/dey7uO7Rnagh2CfPaxFDFTIJtMKx8G1To8XyfrGFYv+Vaei0az06gtSFo1plb2z+SQZzcX7rjl/tz6ryjuXmVTxx53zY5DJNL4y5eb79Bh4U4sgbQLgVVGdLWRVCTSpD/6q107XmfnTmHskEQZ0IX7SHHfrYd4/Nkz2Cil3XY9CiWXpdUyrqcq31uv28sn7znKWGq4X6SppMlEprWffZgSUG45Pt3ROYfZS97pc9FodhoiNa5Gr8eSiGz794LI5MApIt1ynaddOnafrTI1irvXmcddswOJ4HEXHXrc5foSsriqJpwO4UDGrWBM7CeW2Dnl7s55JrsAa2aKh1Ce9rnlEmVHWR4AJjJxPn3fMW66pnHCzLDQST77sKrWUdBeco1meBHCQKQnMCb2R4qIq81yFxP7q99wSv1tTvVrPe5acd/ttPO4S9+t3q2JQiVVZqXiSd8JpD7wS0zvy26pKXsY2RmXU7uI6w5PcsORKQplt1K0v9fax699/tahL9pNQzA5nmQ84lClueUSiVj9S3RYVOt2aC+5RjPcxG/+KPGbPxxp32qWe71dRg1g6nMcZEiHqTKanYdIpMEpIX2/8Q6e27HirlJlVhGpnTMhV8QSQVP2zkAr7iPE2wsFHv32Kc7PrQMwOZ7gs/cf4/rDw9/tn4gZ5MaTmB3ks4+yaq295BrNcJO87ROR9xVBokptJKSUUnncB2SVqSjuujl11xJOw8UpQoNZBNJzOrsjVEmVWcGI0PuhGQy6cB8BXM/nqR9e4Ns/OI/nKy/73e88wMfunKkraoeVdDLGxFgc0WFuzIN3zfDIk69TRhX+tuuPlGqtveQazc5A1FhlKngOSNkXj3s1x10r7poq4TRcWS40HiLmOQ0L+qbHC1Jl/NIq5g5S3HcaunAfcs5dWeOxp07z9oLyse3NpXj4/mNce9Xwv6mEgPFMgrGkCVsIe9SqtUajGQZEKgvCqMtyl2EcY1+tMjWKu6c97ruesHBv5nPvsDmVWAKkB+X1rkZBarqLLtyHFNvxeOL5WU6cvICUqgh+/7uu4sPvPUI8NvytCTFDMDGWJBHf3lq1aq3RaAaNMFQza930VKd/hXvFKuNvVtw7ivvT7ChCq0yzwl16nTWn1r6Wd1Jz6k5DF+5DyJtvr/DVPz3JpUBl3z+V5qcfOM7h/f2fOLYVEnGTybE4xg6JktJoNBqRydU1p8qgcCfeh56bcACTtyFVxkwM9awOTW8RbRV3F4wOLuxqbF99mU+g2RK6cB8iyo7HX37vLM/9+G0kaqroB24/xAduv5qYORpFcCYVYyKjb91qNJqdhUjn6j3uoVUm3ofPu0Y57q6t/e27nLBwp9zCKtPB4KHa15O2ygwvunAfEt44t8yXT5xmcVX9MZg5mOXT9x7lqr3RG0sGSb2fXaPRaHYWRmYSd3628v/Q496POEhhhIX7BsVdF+67GpFIAyDtYsPvS8+pNDZHoub1ZOjCfWjRhfuAKdkuX3tulhdfU2OLY6bgQ+85zEMfuI7lpcZvxmHDMAS5scRIJNxoNBrNVhCZHLK4gvR9NVHSUfMkRF+tMvWKuy7cdzmVwr0Hiru2ygwtunAfIK+9tchXTpxmpaA+jGcOjPO5B46zbzKNOSL+8JgpmBxPETO1z1Kj0excRCYH0lfDaTK5qse9L5NTA1HE9yqbpLbK7HqEYUI8hWxglZHSV6+XjhT34LUsTAgz4jVDhy7cB8B6yeEvvvMWP3xjDoB4zOCjdxzhfe88iNHBgKJBo5pQEyO1Zo1Go9kKlSz34jJkctU4yH4MYBJC+dxrFXfP0Yq7BpHINLbKhLaqjianqteTSGcRYjTEw92ILtz7iJSSl88s8PgzZ1gvqTfVsUMTPHz/MfZMDP800FpSSZPcWKLjoUoajUYzihi101P3zvQ1DlItILYhVaasFXeNalBtZJUJLvI6znFH22SGHV2494mVgs3jz5zhlTcXAUjGTT5x9wzvvXH/yMV5ZVIxspmELtk1bTl5ak4P0NLsCESmfnpqpTm1H5NTCQqwjTnuydGICNb0DpHMNPS4Vy7ytpDjrhNlhhtduPcYKSU/+Mkcf/6dNynZyp9ozUzymfdfS268T0pNF8lm4oyl9MtG056Tp+Z45MnXMU2DTCrG0rrNI0++DsCH9mlFRzNahIV7JcvdKYMwOvMQb4eNVhntcdcAJNL1g8FCtqO46+FLQ42uwHrI0lqZr5w4zetn1Qd9Ohnjk/dcw23XTY+cym4IwcRYghJy0EvRjAhPPD+LaRqVtKFk3KQcbP/Q3dcOdnEaTYeIWBLiaeVxJ1Dc48n+fZZvssroVBmNssr4ixc2f2M7iru2ygw1unDvAb6UvPDqZb7+/FvYjg/Azcf28Kl7jpIdweFEpiHIjSfJZhKU1suDXo5mRJhbLpHZcHcmETOYWy4NaEUazfYQmVxV3XTK/fO3EyinG5pTteKuUc2pDawyfvBa6UhxjyMmDmBOH+3O4jQ9QRfuXWZ+pcRjT53mzMUVAMbTcR669yg3H9s74JVtjVgsiHvUyTGaDpnOpVhat+vy/W3XZzo3Wo3YGk2IkcnVe9z75G8HwNzcnKoVd41IpMEuIqWsv/vjdm6VEcJg/Gf/dbeXqOkyunDvEr4v+c7Lb/PkC2dxPKWy3379ND/1vmvIpDq44h0iknGT3HgCY8RsPZrh4MG7Znjkydcpo5R22/XxPJ8H75oZ9NI0mi0h0jm8ubcAkE4ZEevjRagZqzSnSim1x10DqOZUpA9uGWqGgUm/c6uMZjTQv9EucHmxyKNPneLs5TUAcmMJPnPftVgzUwNe2dZJJ2PkxvQfBc3WCdNjdKqMZqcgMpPI4kn1H7fclwz3yrlrrTLhv6b+jN71JNSgJFku1E/xdbdgldH8/+3deZxkdXnv8c+ptbu6p3tmnFEQGBUijywCkU1FFhUIRqIRURQTIWExF9G4EF/6ipirWcRLriheTbxEAzcS9UbRa2S5IsoSFxAUBlAfEuCKwBgYlB6YpZfqun/8ftVdU1M9vUx3nTqnv+/Xa15TdfpUnadPnf7VU0/9lkxQ4r4L6pOT3HLXBm6442Hqk2HQ5hH7PZOTjlxHXyWbpzYBav1lVvTrj1123UH7rFGiLrmR1IZhfBuN8W2h4t7N1SULJRrjcXzIxFiIRxX3ZS9pJu5jW4DV0z+YXMCsMpIJ2cwue8CjGzdz1U338+gTYVDIqhVVTjlmb/bZYzjlyBYuSWBFrcJAX4mGJo8REdnO9CJMI6HiPrh6lkcsomIJ4sJ9jWbFXYn7stf88Ni+eupC5nGXbNArOk8T9Um+8+NHuPnOR5lsNEiAlx64GyccvheVlkF4WVMoJAwPVKiWi0raRUQ6mJ7L/clQ/e7yrDJT/ZYnmqu2KnFf7poVd8Y2b/+DhczjLpmgxH0efvnYU3z1pgd47Dfhk+3alX2ccsw+PGe3bM95WiokDK+oUi4W0g5FRKRnTa2eunUkDA7t5qwyLfO4NyZUcZcgqfQDoY/7dlRxzy29onMwNlHn27c/zPfu3kCjAYUEjj742bziRXtSLmU72a2WiwwPlCkUsv17iIgstaQ/Ju5bRmiMd3k6xtaVU5sVdw1OlcpMXWU0ODWvlLjP4sENm7jqpgd4YlMYFLTb6hqvP3Zv9lg7mHJkuyZJoNZXZrCvjGZ7FBGZXdI3CEmRxubfQH1s+1k8lvrYrdNBxsGpqrjLVMW9fREmdZXJLSXuMxgdq3PdbQ9x60//Ewirh778RXtwzMHPppTxLiWFJGFosEJ/Rf3ZRUTmKkkKJLUhJjc9Fu53sY87xfJ0FbWuWWUkSEqVsDhXW1eZ6Yq70ry80SvawX2/fJKv3/IATz4dGsc91w5wyrH7sNvqLk79tURKxYThwdCfXUm7iMj8JLWVU4l7V1dOLZSm+i2r4i6tkkoN2rrKTPVxL6jinjdK3Ntc84NfcMMdDwMhyT3hsL146Qt3p1jIfn+SSrnI8EAlF7+LiEgakv4h6hs83O7qrDIhcQ+rpsZuEErchZC479hVZgKSIonGr+WOEvc2dz/wBADP3W0FpxyzN2tW9qcc0a5LgP6+EkM1NfIiIruiUFtJvbkQUjcr7sUy0IBGnUYcnKqKuwBQ3TFxb9THoaRqex4pcW9TLhV4zVHP5Yj9n0UhB6M2C0nC4ECZWiW7c8yLiPSK5pSQkELFHUIlVSunSovOFfdxkoJSvDzSq9rmrJP3py/DCym1KhUShgarVDI+ZaWISK9oTgkJQBdnlZma1q8+Md3HXdNBCjFxf2rj9hvr4xqYmlPK6NoMD+SjIayUi6weUtIuIrKYktrK6dvdrHjH6mmjPh4q7kkBCvkoMsmu6VRxb9QnNId7TunjWA71VcMg1ITsd/UREeklhdauMl3s497aVSb0X66Q5KA7pyyCSv8OCzBRH9cc7jmlcmyOJMBAf5nhgaqSdhGRJdDaxz2VrjKTEzAxqv7tMiWp1qA+Pt2FivjNjBL3XFLinhNJAisGKgzVykrZRUSWSGsf964uwBS7xTSafdyVuEuUVMIaM9tV3esT6uOeU0rcc6BQSFg5WKVWLWlRJRGRJZSUKhATJbo6q0xzcGro455oYKpESSVOW71d4q6uMnmlj2MZ17oSqizc+vs3ct2tD7FxZBtrhvs46ch1HLTPmrTDEpEeVKgNM1kf7+7iNrF62phUxV22l1SbFffpAaqN+sTUdskXJe4ZVikXWTlQoaCVUHfJ+vs3cuX191EsFqj1lXhy8xhXXn8fgJJ3EdlBUltJsvWp7h60ZTpI6uPq4y7TKgPA9ok7k6q455XKtBnVVy2yaoWS9sVw3a0PUSwWqJaLJElCtVykWCxw3a0PpR2aiPSgZHA19A1295hTs8qMh5VTlbhL1Owqs13iPqHBqXmlinvGJECtv8xgvwahLpaNI9uo9W3/p1ApFdg4si2liESkl1UPP5XG6ObuHnRqHvewcmrrfPKyvE0NTh1t6SozqcGpeaWKe4Zo5pilsWa4j7GJye22jU1Msma4i1O9iUhmFAZWUVy9Z3cP2jI4tTExrlVTZcpUX/a2iru6yuSTEveMKBQSVmnmmCVx0pHrqNcnGR2v02g0GB2vU69PctKR69IOTUQEaOkqo3ncpV2pCklBFfdlQq9qBpSKCSsH+ygVVWdfCs0BqJpVRkR6VqyeNqZWTlU1VYIkSXZcPVULMOWWEvceVykXGR6oUNQg1CV10D5rlKiLSO9qGZwaKu5dXPxJel5SqW0/OFXzuOeWEvce1lcNSXuiHu0iIsta0hycOjEepoRUVxlp0Zq4Nybr0Gioq0xO6VXtQQlQq5YoU1XKLiIi00lYs6qqwanSIqnWpldOrY+Hbaq455IGp/aYJIEVgxVWDfUpaRcRkaBZcY+JuwanSqukUpsenFqfCP8rcc8lVdx7SLGQMDxQpVLW5ykREZmWJAkUStPJmQanSqtK/3RXmVhxb37Yk3zRq9ojSqU4c4wGoYqISCfFEo2xsPCTBqdKq+0Gpza7yujDXS4pce8BmjlGRERmkxTLLRV3dZWRaUm1BuPbaEzWw91m5GYAABVrSURBVOq6oIp7TulVTZlmjhERkTkplmC0WXFX4i7Tkkp/uDG2dariru5U+ZRK4m5mfwB8IN691t0vMLNDgH8AhoCbgT9x9wkzWwd8AXgm4MBb3P1pM1sJXAnsDTwOvNHdf2VmFeBzwGHAVuB0d/95N3+/uUiAWn+Zwf6yUnYR6Wlqs3tEoTTdHUKJu7RIKjWAsAhTs6tMQYl7HnV9FKSZ1YBLgWOBg4Gjzex4QkN/vrvvS8hrz4kP+QzwGXd/AXA7cGHc/lfALe6+H3AZ8Mm4/Z3A5rj9XcDlS/5LzVNz5pihmpJ2EeltarN7R2tXmUTTQUqrajNx3zI9OFXzuOdSGtOXFONxB4By/DcO9Lv7D+M+lwNvMLMycAzwldbt8farCdUbgC8Cr4r7T21395uBtbEC1BOKhYRVg33UKiUajbSjERGZ1bJus3tKsQSTsf+yKu7SYrrivmVqOkjN455PXf845u5PmdmFwM+BLcBNwBiwoWW3DcCewBpgk7tPtG0HeHbzMfHr2U3A2tbtbY95aC7xDQ/3M1Ffmoy6WEhYtaJKtTK307527YoliWNX9FpMvRYPKKa5Ukxzk3ZMvd5mAzzjGYPz/K26Y7Ffu7FqldF4+xnPWkV5eGHPn/Y1NRPFNT+tcY3W1/AIMNTXgKTMVmDVmmGqKcSehfOVZV1P3M3sIOCPgecAI4SvW08EWrPlBJgkVHnas+jJln1azfSYpOUxsxoZ2croWH2uu89ZtVxkeLDCppGtc9p/7doVPP74U4sex67otZh6LR5QTHOlmOZmPjEVCsmSJLC93mYDPPHE00xO9tZXmEtxPU00pr8k//XIOIWx+T9/L17noLjmqz2uyTBmmZHHn4A4VehvNo1TLHU39qycr16w0DY7ja4yvwPc4O6Pufso4avU44DdW/bZDXgUeAwYNrNi3L573A7wSNwPMysBK4AngIdneK7U1PpKrFpRpZCoR7uIZM6ya7N7Vsv0fppVRlol1dauMnFwqvq451IaiftdwPFmNmBmCfB7hK9et5nZUXGfPyTMXDAO3AKcFre/Fbg23r4m3if+/Ja4/9R2M3sZsM3d5/yV62JKEhislRmqqZ+ZiGTWsmmze15rIqbBqdKqHKaDbIxt1eDUnOt64u7u3yIMTLoDWE8Y6HQR8BbgEjP7OTBImMUA4DzgXDP7KXA08MG4/ULgxWZ2b9zn7XH7p4Bq3H4p4Q2l6wpJwvBglcG+Mjt+Qywikg3Lpc3OgqRZcS+USApp1N2kVyWFApT7wqxDzQWYNDg1l1L5OObuHwM+1rb5LuCIDvv+gvC1bPv2XwOv6bB9G3DGogS6QMVCSNorJTWsIpJ9eW+zM6OZiKmbjHSQVGqhq8xks6uMEvc80vcoi6xcKrBysEJR1RAREVlMseuD+rdLJ0mlBmNbaUw0u8oocc8jJe6LqK9cZGiwokGoIiKy6KYGGypxlw6SarPiHrvKFIo7f4BkksrCi6TWV2KlZo4REZGlEiuoWjVVOqr00xjdEiruxRKJ8pFcUuK+i5IEVmjmGBERWWoFVdxlZtN93CfUTSbH1FVmFxSShKHBCn1lfR0lIiJLK1Efd9mJqcS9Pq6BqTmmxH2BSoWEIc0cIyIi3aJZZWQnkmoNxppdZZS455US9wXQzDEiItJtqrjLziSVfmg0aIw+rcWXckyv7Dz1VYoMDWjmGBER6bJmFVXVVOmkUgOgsXWTusrkmErG81DrKzE8qJljREQkBXF6v6RUTTkQ6UVJNSbuW0b04S7HlLjPQZLAioEKQ7UyStlFRCQNU1XUkpIy2VHSWnEvqENFXumVnYVmjhERkZ4w1cddFXfZUTNxZ3JCH+5yTIn7TpQKCcMrqpSL+mJCRERSpnncZSemEneYvlYkd/TKzqBSLrJyoExBM8eIiEgPaHaVSVRNlU4q/VM3NTg1v5S4t0mSMAh1qDZ7RWP9/Ru57taH2DiyjTXDfZx05DoO2mdNF6IUEZFlpznFn7rKSAdJS+Kuwan5pcS9TX+1TLU0+xDU9fdv5Mrr76NYLFDrK/Hk5jGuvP4+ACXvIiKy+JoVdyVl0kFSqoRrpD6uedxzTP1A2vRXijCHuWOuu/UhisUC1XKRJEmolosUiwWuu/WhpQ9SRESWnUQVd5lFs5+7PtzllxL3Bdo4so1KafvTVykV2DiyLaWIREQkz5IVa0mGn0Vh9Z5phyI9aqq7jCruuaVXdoHWDPfx5OYxqi3TRI5NTLJmuC/FqEREJK8K/UMMnvaxtMOQXlZVxT3vVHFfoJOOXEe9PsnoeJ1Go8HoeJ16fZKTjlyXdmgiIiKyDE1NCanEPbdUcV+g5gBUzSojIiIivWA6cVd6l1d6ZXfBQfusUaIuIiIiPUGDU/NPXWVEREREciCpquKed0rcRURERPJgalYZVdzzSh/JMkKrtIqIiMjOqKtM/ilxzwCt0ioiIiKzUVeZ/FNXmQzQKq0iIiIym+YCTKq455cS9wzQKq0iIiIym2Rwbfi/tjLlSGSpKHHPgDXDfYxNTG63Tau0ioiISKvi6j0YOP3jFNc+L+1QZIkocc8ArdIqIiIic1EYXJ12CLKENHohA7RKq4iIiIgocc8IrdIqIiIisrypq4yIiIiISAYocRcRERERyQAl7iIiIiIiGaDEXUREREQkA5S4i4iIiIhkgBJ3EREREZEMUOIuIiIiIpIBStxFRERERDJAibuIiIiISAZo5dRpRYBCIUk7jim9FEtTr8XUa/GAYporxTQ3c42pZb/ikgXTe3qu3W6luOZHcc2P4pqfXotroW120mg0Fj+abHoZcEvaQYiI7KKjgX9LO4guUbstIlk3rzZbifu0KnA4sAGopxyLiMh8FYHdgR8BoynH0i1qt0UkqxbUZitxFxERERHJAA1OFRERERHJACXuIiIiIiIZoMRdRERERCQDlLiLiIiIiGSAEncRERERkQxQ4i4iIiIikgFK3EVEREREMqCUdgDLjZkNAd8HTnb3/xe3lYHrgL909xvjtkOAfwCGgJuBP3H3CTNbB3wBeCbgwFvc/enFisfMzgXeCTSA24G3uftYt+KZIab/ApwPJMDVwPvcvZFmTC3bzwdOdffj4v2OxzazlcCVwN7A48Ab3f1XixmTmf0jYSXJzXGXD7v718zseODjQD/wZXf/YHx8x/O3yDG9BLgEWAGsB85I83oC9gf+puXHewC3uvvJKV/jJwIXExbk+DFwdjxPXbuessbMTgc+CJSBT7j7p1MOCQAz+y7h9RqPm97m7remGE/7tdaxPeiBuDq2X12O6S+AN8a7V7v7+3rhfM0QVy+cr48ApxLyhc+5+8d75Hx1iiv189US398Ca9z9zIW8D6vi3kVmdiRhWdt9W7YZcCPw0rbdvwCc7+77EhLWc+L2zwCfcfcXEBLrCxcrHjPbF/izGMtBhOvj7d2KZ4aYnge8BzgCeGGM7YQ0Y2rZvj/w/rbdZzr2XwG3uPt+wGXAJ5cgpsOAY9z9kPjva2bWD3weeC2wH3C4mb0q7j/T+VuUmOIb81XAue5+QNztrFmOvaSvnbtf0zw/wEnAJuDdacYUfQ54k7sfCNSAt85y7EW9nrLGzPYA/prwRnwIcG78e0yVmSWE1/Xglr/DNJP29r/JnbUHqcUV7dB+dTmm44ETgd8mXFOHmtmbSfl8zRDX60j/fB0LvIKQKxwGvMPMDib989UpLiPl89US3yuBM1o2zft9WIl7d51DSIQfbdl2FqHSNtW4m9lzgH53/2HcdDnwhliZPwb4Suv2RYxnFDjP3Te5ewO4G1jXxXh2iMndHwT2d/fNwEpgGHgyzZgAzKwKfBb4UMu2nR371YQKKcAXgVfF/RclJjOrAeuAz5vZejP7sJkVCB94/t3dH4yf4r9AOE8dz98uxLNDTIQPWD9w9/Xx/juAr6X92rW4GPh7d//3HoipCAyZWRHoA7Z2+XrKmuOB77j7r2Pb8BVChS1tFv//lpndFb+RS1P7tdaxPUg7rp20X920AXivu4+5+zjwM8IHi7TPV6e41pHy+XL3m4CXx/PyTEIPjpWkfL5miGsr6V9fmNlqQsHhb+L9Bb0Pq6tMF7n72QDhw9/UtvfFbe9q2fXZhD/Wpg3AnsAaYFPL1yjN7YsSj7v/AvhF3LaW0D3lzG7F0ymmuG3czM4B/ha4DbgTODTNmICPEioLD7Zs29mxp85h7H6xCVhL54RyITHtBnwHOA8YAb5J+FD4NJ3P00yv6YJ1iOm3gKfN7EvAC4DvAe8lVI7SfO0ws+cDxwFnx02pXuOE1+1GwjcADxIS0a5dTxnU6fU6IqVYWq0CbiB8SC0DN5qZu/v1aQTT4Vpb9L/7hZhH+3VZF2O6t3k7tg9vBD5FyudrhriOJrRfqZ2vGNu4mX0YuAD4F3rn+mqPq0zK11f0WeDPgb3i/QWdL1Xce1OB0DerKQEmO2wnbl9U8WvoGwh9w25MOx4Ad78MeAbwK+C/phmTmZ0ArHP3f2z70c6OnbRtT1jEuNz9AXd/nbtvcPcthDec3+0Q00znaVHjiUrA7wAfIHzQGiB0LUr9egLOJXRBGY3307yedgMuAg4Edgd+SOgjmtr1lAHduH7nzd1/4O5vdfcRd99I6AL1u2nH1aJXz9tM7VfXmdkBwPWEbqMP0CPnqzUuD3rifLn7XxCKBnsRvqHoifPVFtcr0z5fZnY28Et3v6Fl84L+HpW496aHCW/gTbsRKmmPAcPx63TiPotaYTOzFxAGDF3h7n/ZA/HsZWZHQagsAl8i9F1LLSbgzcABZnYnYVDJYWb25VmO/UiMETMrEQZrPrFYAZnZC83s9S2bEsLguJnO00zbF9OvgB/Gr03rwP8mVEXTfO2afp9wLTWlGdPRwD3ufr+7TxKqQMfNcuwlvZ4yoBvX77yZ2ctiH9am5t9hr+jV8zZT+9XtOI4iFK3e7+5X0CPnqz2uXjhfZvaCOLCSmAxfRWi3Uj1fM8R1WtrnCzgNODHmDR8BXkP4xnfe50uJew+KXVa2NRNW4A+Ba2P/tlsIFwCEAWzXLtZxzWwF8C3gg+7+39OOJxoGrjSzlXHg16nAv6UZk7v/sbvvFwc4ng3c7u6nzXLsa5gecHgaYWDhYjYcCfAJM1sV+zqfC3yNMHbCzOy3YgJ4OuE8dTx/ixgPhGvpUDNrfi14MnBHytcTZraG0K9wqptTyjHdAxxhZs+K918L/Cjl66nXfRt4pZmtjf2jX0+YmSttK4GLzawvtqdnEP4Oe0XH9iDlmGDm9qtrYjv1deB0d29+qE/9fM0QV+rnizCj1WVmVjWzCqHd+izpX1+d4rqJlM+Xu5/g7gfGvOFDwDfc/Y9YwPuwEvfe9RbgEjP7OTAIXBq3n0eYQeGnhErdYk61dDbwLOC9ZnZn/PeRFOPB3e8h9Cf/PnAXsAVofqhIJaZZzHTsC4EXm9m9cZ+3z/D4BYkDQD9K6Ef+U+BOd/+iu28jjFP4atz+c6YHO850/hYrpl8CbwP+NR5jdYxxZ8fuxmu3N6GS1i6ta/xnhOvju2a2njD7wQWzHHtJr6de5+6PEPqKfpcw5uWf3f22dKMCd/8mYcranwB3AJ939x+kG9W0WdqD1MzUfnU5jAsIA8M/3nz/I5yrM0n3fHWK66WkfL7c/Rq2v9a/Hz9YnEmK52uGuD5C+tfXTOb9Ppw0Gu1dKEVEREREpNeo4i4iIiIikgFK3EVEREREMkCJu4iIiIhIBihxFxERERHJACXuIiIiIiIZoMRdREREZJ7M7ENm9tp4+3Izu2C2x4jsKiXuIrPYWYMc59VduQTHPNPMvrnYzysiIovmFUA57SBkeSmlHYBIlsVV0EREpAeZ2XGExXceAgzYDFwEvDPe/6q7v9vMzo3b6sB/Aue7+31mdjmwCXghsBewnrBq8RmExdIuNrN6PNxLzez7hIUM7yGsdrq5G7+nLB9K3CU35tJAA+8FLgFeDKwgLB19trt/z8wGgU8BRwEThGWm/zw+fccG2cwawFrgZOB1wCTwfMIKr2e4+8/MbBj4JKHhLwM3AH/m7hOz/Eq7m9nVwLoYz+nx+fYE/g54boz/Cne/2MyeC9zj7oPxfEzdN7MzgbOAAWAEeDPwv4A18VhXu/uFczjNIiJZczhwnrv/xMyuBT4AHAcMAY+a2Y+A9wEvcffHY3v5dTM7ID7+UEJ1fRK4FXiDu3/azN4A/A93/1rsMrMH8HJgFLgNOAX4p279krI8qKuM5M3hwEWxEr6J0EC/GngRYVn4lwDPJjTQ+wNXAO+Pj/0IYWnp/YBDCAn8sfFnewDHA/sCexIa5HbHAu9w9wMJjXvzeS8B7nD3Q4HfJiTL75nD77I38Kfu/kLgZsLS1wBXAt+N248C/sDM3jSH5zsAOM7dXw6cAzzg7i8CjgaeHz9giIjkzYPu/pN4+35C+znm7hsJ7xOnAl9298cB3P1yQpv/3PiY69x91N3HgbuB1TMc5+vuvsXd64QCzzOX5LeRZU0Vd8mb9gZ6xN3HgI1mtolQbf4g8DYz24dQdXkq7n888J7Y6NaJSXuz+uLuW+L9mRrkO9z94Xj7x0wn9ycDR5jZWfF+/xx/l9vc/T/i7TuBU8xsgJCsnwjg7iPxq9xXAT+c5fnWu/umePs64BozWwd8G3i/u4/MMS4RkSwZbbs/3na/Ef+1Spjuv761bd9khuOMz3E/kQVTxV3yZrYG+pXA1fH2/wH+nunGdYKWxtvM9jKzZ3R4npka5Jka9yLhq9VD4jcBRwLnz/6rdDxmocOxC4Q3mPa4Km37Pd284e4/Ap4H/E9CVek2Mzt0DjGJiOTNjcCbzGwtgJn9EfAE8B87exDhPUODU6WrlLjLcvN7wL+6+98BtwO/T0isIVSezzCzgplVga8w3VVmV/xf4N1mlsTn/QZzS9x34O5PESrrbweI3VveClwPPAlUzGz/uPubZ3oeM7sIuNDdvw78KXAvcOBCYhIRybjvEro0fsfM7iUMPD3Z3Sdnedw3gI+a2RlLHaBIk7rKyHLzLuCfzOxuwvX/LeD1ZlYAPkwYRHoXIZn/srtfZWav2cVjvjM+792E6sy3gf+2C8/3FuDTsSpUAf4ZuNzdG2b2PuBaM3sM+JedPMcngCtit59Rwu/8pV2ISUSk57j7jbQUJdz9/LafNwfo3wN8usPjz5zpvrtfClwa716xs8eJLJak0Wjv1iUiIiIiIr1GFXeRlJjZLYQpKTs5OnaLEREREQFUcRcRERERyQQNThURERERyQAl7iIiIiIiGaDEXUREREQkA5S4i4iIiIhkgBJ3EREREZEM+P8AG89lAu8BNAAAAABJRU5ErkJggg==\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"29f3147c6dad488c8b70b66fad6ca183": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"2a8e1531791548398572a50fa1385030": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "Y:",
"index": 2,
"layout": "IPY_MODEL_e0df1561e02647b3975f7f0e3da522e2",
"style": "IPY_MODEL_abf8ef301d664269b6011fdafbf6ab85"
}
},
"2aea1ad380334da4800c5469ed4b3b74": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_a4b3c5f54aef4ca381b474faef520965",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"4209ec296cf84e48b9e8db5ebb7b6ac4": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_b36221b7ff7549a58da44ad08660f12f",
"IPY_MODEL_4ecd63b42fac4d0db8f5b88bc77da48b",
"IPY_MODEL_bdae851bbf5c4fe0be021b56f4de7bc6"
],
"layout": "IPY_MODEL_32fe932b75b5430f8dff0da41bc34f81"
}
},
"421e2a025dea4eb1924771846c6f6783": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"education",
"grade",
"years1",
"years2",
"age",
"gender",
"pcjob"
],
"description": "Column:",
"index": 0,
"layout": "IPY_MODEL_932f9c71ba674cd185cd407c26fcff30",
"style": "IPY_MODEL_3af431e77f6642f4ad98cfa49356cc26"
}
},
"42645719c2004a62a178f3b757be29b2": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"426ad1fec9e74fabb1143a46997700fc": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_861f284a197346a9bc0a7fabd3648864",
"outputs": [
{
"data": {
"image/png": 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\n",
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\n",
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"6ad73d96c4d6460ba24238ec7248497d": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_73c1c8d69a2747ae8ab6483bfd507f55",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {},
"output_type": "display_data"
}
]
}
},
"6bf2c820fcb9446180b09820d1f1aa52": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_6544b7b4cf1e4256be136ba6ed3d2cec",
"IPY_MODEL_9af0bff465ae42a0a06b2a9c7bb44921"
],
"layout": "IPY_MODEL_841461d0732443bcbc1e6a44f1ee5021"
}
},
"6c96a9e89ea64e92826e6e5ce8e8a48d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"6d486ea3d7af47afbe6558ec9afcfe21": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"6e789cf452af424da766cd7f07d3b366": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_b80a86debe20426989f35ec6bcf8d02d",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"6ea010828c23452da871de4f5ee9b989": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"6f7f3e1319064dadb8683e716f3e3669": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "Y:",
"index": 2,
"layout": "IPY_MODEL_4b13a81340524bbfb011560c9501f6f3",
"style": "IPY_MODEL_71645bf61e60414c9045d8311d776400"
}
},
"6f96c581c90d4facaa1d81a86dc92880": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_a767deb2b3df4234be1bc5057507a333",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {},
"output_type": "display_data"
}
]
}
},
"6f9952d7c87f44c9b6e2794e15461e17": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_9da0ab07b54d402abaadfd0ac5a70211",
"IPY_MODEL_c2fd724922bf4fbc942a8d414bfa5511"
],
"layout": "IPY_MODEL_b44d1d807be043d1a19350aac90091dc"
}
},
"70c513a76a654dbbba3f8d06f03c5172": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "FloatSliderModel",
"state": {
"description": "Randomness:",
"layout": "IPY_MODEL_3abbd70fcf444580b0d38281525ab9d3",
"max": 50,
"step": 3,
"style": "IPY_MODEL_cf387e8ad1c54fea8fc5fb850b426485",
"value": 3
}
},
"70d6c17a5d284940b910ed90ba7677ea": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_299dd1028ffd4b4eb747c13b01dccc79",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
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},
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}
]
}
},
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"description": "X:",
"index": 0,
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},
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}
},
"71645bf61e60414c9045d8311d776400": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
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}
},
"72218bde40074115a87358f52db11b80": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_7b1c0b7382bc4de1967106b579fe285a",
"style": "IPY_MODEL_7d109c70017b4a658e70b1dfe107ab46",
"value": "Unlock "
}
},
"7278766d9042473c86da1458b0f14ca5": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "FloatSliderModel",
"state": {
"description": "Slope:",
"layout": "IPY_MODEL_7f69cd6fc36640f28236f95ed408ed5d",
"max": 5,
"min": -1,
"step": 0.1,
"style": "IPY_MODEL_0a90d11a122741c69611f7bca8f3ed17",
"value": 1
}
},
"72a1e1a450e741c090c0a25a9b3bca0a": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "X:",
"index": 0,
"layout": "IPY_MODEL_a8a6a44225634a098cbb1d024e576e48",
"style": "IPY_MODEL_aeae3f06d87940c692d65ded8c5d627f"
}
},
"73c1c8d69a2747ae8ab6483bfd507f55": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
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},
"73fd36211cbf4385ba313d34d1cd8a05": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_347ca8896fea4834afb9e23571bd942b",
"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {},
"output_type": "display_data"
}
]
}
},
"7474b79f21ae4bceabb9b01966eaa67f": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_c81fbdd0232d4b388ce0c5e62267c938",
"style": "IPY_MODEL_38b063100da64a7e8ec065d2c0fee671",
"value": "\n show/hide code \n "
}
},
"77f419c161dc41a2b536ec7ba314b4a2": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"780b56f22da84ea69d6a22030cad820d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"781072b6d2a6494cb53270c78ab6ec00": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"78af87ede57940e6a374ffea3f39d4ac": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"7ab3cb91db7d4ee99dd213a47125263d": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_dec2e9f236cd451d8ccdcf203dd54be6",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"7b1c0b7382bc4de1967106b579fe285a": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"7bcb211b2d534c61be5635286e9462e4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"7c82ca8527a84388a11efbbba41e3116": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_f3e36f7e0d5f4c6fb94d158b30a05c03",
"style": "IPY_MODEL_03e77bba3d7242d8a0b50f6b040ade31",
"value": "\n show/hide answer \n "
}
},
"7cb1edb6b17d4040b10fb2e65d6c91c4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"7d109c70017b4a658e70b1dfe107ab46": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"7e6019566314474c941b7ba683474006": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_3a68e8a00d0349388bdc1a0079eba420",
"outputs": [
{
"data": {
"image/png": 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{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"8ace35ebedcd42658f31780b1488b0dc": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_8e4cc36ee4914667a1d2bde73224b632",
"style": "IPY_MODEL_aa2a47ee372041c9a04dc0bc93bb9716",
"value": "\n show/hide code \n "
}
},
"8b60c0a237ba473b8f0ce3b22cc6714a": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_238ba2857d0f4249979266535c5cf4b4",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"8b85c1df327d4086a31e67a29178e9cf": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "SliderStyleModel",
"state": {
"description_width": ""
}
},
"8c4f58d2b9b14aafb2e21d896e2387f9": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_42915de811114673bd9162e87bce0d30",
"outputs": [
{
"data": {
"image/png": 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\n",
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],
"description": "X:",
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},
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"state": {
"layout": "IPY_MODEL_7cb1edb6b17d4040b10fb2e65d6c91c4",
"outputs": [
{
"data": {
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QFkKIMRgGDAxapIayJT92Z/dhHn56B1nLoTYW4o41KzhpXn3J+yEqj4S2EEKMYhiQHMoyWIbA/o0+yE9feBfHheaGKF/oWEHrnJqS90NUJgltIYQYJZm2SA5lKeVySq7r8vwb+3nq1+8BftGUjhU01krRFHGEhLYQQuQYNC2SgyalXADRcVx+/qs9vPL2hwAsWdjI56+SoiniWPITIYQQviHTIpEqbWBbtsOjz+7krXf7APi9JXP57CeWEgpK7StxLAltIYQA0lmbgRIHdtq0ePDJLnYf8IqmXHDGfDo+JkVTxPgktIUQs146a9OfzJQ0sAdSJus2dvJBn1c0Zc3qdi5atUCKpogJSWgLIWa1TBkC+2B8iHUb3iGeNAkYBjdcsoSzl7eVrgOiakloCyFmLTNr058s7S3x7g8T3L9JM5SxiIQC3HLlcpafNKd0HRBVTUJbCDErmVmHeNLEKWFid+71i6bYDnWxEHd0rGBRmxRNEfmT0BZCzDqm5RBPZUoa2K91HuQ/tnhFU1oaoqy9ZgWtTVI0RUyOhLYQYlYxLYd4MoPjlCawXdfl2d++z9Ov7QNgYWsdd6xRNEjRFDEFEtpCiFnDsl36SxjYjuPyxMt72LrdK5py6olN3HrlcqKRYEmOL2YeCW0hxKxgOS7xRBq7RIGdtRwefWYnb+/xiqaceepcbrhEiqaI6ZHQFkLMeI7rEE9ksEoU2EMZiwef0uw5kADgwlULWLO6XYqmiGmT0BZCzGi24xJPZrDs0gR2f8pk3YZ3+PDwEAAd57dz0aqFJTm2mPkktIUQM5bjes+ws1ZpAvvg4SHu2/AO/SmTYMDghkuXctaprSU5tpgdJLSFEDOSbTv0J01MyynJ8fZ+kOCBJzsZythEwgFuvXI5yxZJ0RRRWBLaQogZqW8gQyZrl+RY7+zp4+Ff7sCyXepqwqztWMGJrXUlOXYphAIGkZCMeK8EEtpCiBnFBfpTGWrrSjPo69d+0RTXhbmNMdZes4K5jbGSHLsUYtEgjbURGURXISS0hRAzhou3elY6Y1Nb5Atd13V55vX3+eVvvKIpJ7bVcceaFdTXhIt74BIJGAb1tWFqo0FAArtSSGgLIWYIl8RglqGMVfQjOY7L4y/t5tV3DgKwbFETt1y5nGh4ZtxCDocMGuuihGVOecWR0BZCzAAuiSGLwXTxAztrOTzyzA627zkMwNnLWvn9S5YQDFR/wBlATSxEQ20YQ66uK5KEthCiqhkGJIYsUkPZoh9rMG3x4JOavR96RVMuPnMBV310ZhRNCQQMGusi1ESCJV2qVEyOhLYQoqol0xapweIHdjyZYd3GTg76RVOuOf9kLly1oOjHLYVwMMDcxijBQEACu8KVJbSVUp8H/ov/6Uat9V8qpc4C7gUagReAL2utLaVUO/AQMA/QwK1a66RSag6wHlgCHAJu1Fp/oJSKAN8HzgWGgFu01p2l/P6EEKUxaFokB02KnTMf9g2ybmPnSNGUP7h0KWfOgKIphgF1NWFa59TQ21ua6XFiekr+EEYpVQt8F7gEOBO4SCl1BV4wf01rvRzv0cqd/kvuBu7WWq8AXgPu8tu/CWzRWq8E7gG+47f/GZDy2/8cWFf0b0oIUXLprE0iZRb9ynDvBwm+9/jb9KdMouEgaztWzIjADgUMmutj1MfCBALVf3t/tijHyImgf9w6IOz/lwVqtNav+NusAz6rlAoDFwOP5bb7H38S70ob4GGgw99+pF1r/QLQ5l+tCyFmCDNr05/MFD2wt+/p4/u/2E7atGmoCXPntaex9MSm4h60BGLRIC1NMSLh6h88N9uU/P+Y1jqBd7XcCewD9gAmcCBnswPAIqAVGNBaW6PaARYOv8b/+gDQlts+xmuEEFXOtBziyeJfYW/d/iHrN3dh2S5zm2J86frTWVjlVc4ChjfYbE6dFEupViV/pq2UWgX8IXAy0I93W/wqOOqxlAE4eG8qRv9qOjnb5BrvNUbOa45r7tz6fDedUFtbQ0H2MxvIucrfbD9X6YzF4USaOc21eW3f0jL5kHVdl5+/uJtfvLQbgJMXNPK1z55JQ21k0vuqJKGAQVN9lFh07D/7s/1nq1qUYyDa1cAvtdYHAZRS64C/BHKHYc4H9gMHgSalVFBrbfvb7Pe3ed/fbp9SKgQ0AL14V+8LgF2j9pWX3t4kzjTX3G1ra+DQocS09jFbyLnK32w/V5btcjiRxs7z97OlpY6+vtSkjmE7Lo+/uJtfd3pFU5afNIdbrlhGNp2lL138EerFkDv3OjEwxFg/QaX42ZI3BYVRjgcabwJXKKXqlFIGcC3wPJBWSl3gb3Mb3qjyLLAFuMlvvx3Y6H+8wf8c/+tb/O1H2pVSFwJprXV3kb8nIUQR2Y5DfBKBPRWmZfPDzV0jgf2R5a3cdvVyIlVc5SwQMGhqiNJUF5FiKTNEya+0tdZPKaXOBn6DNwDtVeBvgZ8C9yilGoHX8UaYA3wFuF8p9Q2gG7jZb78LWKeUehuIA7f67f8EfM9vz+C9ARBCVCnHdTiczGAVMbAH0xYPPNlJ94dJAC45ayFXnXcSRhU/942EgzTVhWXu9QxjuPJ/c9hiYLfcHi8tOVf5m43nynEc+pIZLGvyv5P53h6PJzPct6GTQ/EhDOCTH1/Mx8+YP4XeVgbDgNpYmPpYmHzfc5To9nj1vgOqIFIRTQhRkRzH9a6wpxDY+frAL5oy4BdN+ewnTmXV0rlFO16xhQLeQh8ylWvmktAWQlQc23GJJzNkixjYuw8M8OCTmrRpEw0H+fzVy1m6sHrnYMu617ODhLYQoqIcCey8Z2pO2lu7+3j0mR1YtktDbZi1HStYMLc652DLutezi4S2EKJiOG7xA/uV7R/wxIt7cIHWphhfuGYFzQ2xoh2vmGTd69lHQlsIUREc1yWeKF5gu67L06/t49nfvg/ASfPquX2Noi4WLsrxiknWvZ69JLSFEGXnXWGbmEUKbNtx+Y8t7/IbfQgA1T6Hmy9fVpVzsGXd69lNQlsIUVYjgZ0tztKQpmXzo6d30NkdB+Ac1canL1pCsApXtpK510JCWwhRNsUO7FQ6ywObNO8d9IqmXHrWQq6swqIpU5l7LWYmCW0hRFkUO7B7+4f43s/epqc/jQFce8Fizj+9+oqmyNxrkUtCWwhRci4u/UUM7AO9KR54UtOfNAkFDW78xKmcsaT6iqbEIkEaaiNVeStfFIeEthCipFxc4gmTTJEC+939XtGUTNYmFgny+asUSxY2FuVYxWIYUF8boU7mXotRJLSFECVT7MD+3bu9PPrMTmzHpak+yh1rFPNb8lt7u1LI3GsxEQltIUTJ9CeLF9i/eusDfv6yVzSlbU6MP7/5Ixh28Yq0FJrMvRb5kNAWQhSd60L/YIa0WfjAdl2Xzb9+j+fe2A9A+wn13H61Ym5TTV6rfFUCmXst8iWhLYQoKhcYGDRJZwof2Lbj8NMXdvN6l1c0ZUV7M5+74lQioeopmiJzr8VkSGgLIYrIJTGYZShjFXzPZtbm4ad3oN/ziqacu2Ie1194StWMtJa512IqJLSFEEXikhiyGEwXPrBHF0257CMncvk5i6qmaErIvx1ejWVURXlJaAshCs4wIDFokRrKFnzffQNp1m3sHCmact2Fp7D6tBMKfpxikbnXYjoktIUQBWUYkBzKFiWw9/ekuH9jJ4mhrFc05bJlnHFKS8GPUwxH5l6X9s/utl09bNraTU9/mtamGGtWt7NqaWtJ+yAKR0JbCFFQqbRFcihLocdU7drfz0NPdo0UTbntasUpC6qjaEooZNBYGyUSKu3c6227eli/uYtgMEBtLEQ8ZbJ+cxeABHeVktn7QoiCGTItEoNmwUdBb9vVy7oNnWSyNo11Ef74utOrIrANoDYWYm5jrOSBDbBpazfBYIBoOIhhGETDQYLBAJu2dpe8L6Iw5EpbCFEQ6azNQKrwgf3yWwf4xct7cYF5zTWs7VjBnPpoYQ9SBJUw97qnP01t7Og/85FQgJ7+dHk6JKZNQlsIMW2ZrE1/MlPQcHJdl6d+/R7P+0VTTj6hgduuVseEUCWqlLnXrU0x4imTaM4oddNyaG2Kla9TYlrk9rgQYlrMrEN/srBX2Lbj8Nhzu0YCe+XJzfzhJ1dWfGAbBtTVhGmujxIMlP/P65rV7di2QyZr47oumayNbTusWd1e7q6JKars3wAhREUzLYd4KoNTwMTOZG0efrqLrvf6AThvxTyuq4KiKZU493p4sJmMHp85JLSFEFNi2S79yQyOU7jATg5leWBTJ/sOeTXDLz9nEZd95MSKL5pSyXOvVy1tlZCeQSS0hRCTZjku8UQau4CB3TeQ5r4NnfQOpDEMuO6Cyi+aUq6512L2kp80IcSkOK5DPJHBKmBg7+9JsW5jJ0m/aMrnLl/GaYsru2hKueZei9lNQlsIkTfbcYknM1h24QJ7575+1m/2iqbURIPcfvUKTp7fULD9F5oBxKLeuteBCr9tL2YeCW0hRF4c16U/ZZK1ChfYb+7s4bHndmE7Lk11EdZ2rOCEltqC7b/QAgGDhtowNZEgXnwLUVoS2kKI43Jx6U+amNnCrYn94rYDbHhlL+AVTflCxwqaKrhoSiQcpLEuQqgCB5uJ2UNCWwhxXP1Jk0yBAttxXTZt7ebFbQcAOHl+A7dfraip0MFcw+teN9SEy90VISS0hRDjc13oH8yQNgsT2Jbt8O/Pv8sbO3sAOG1xMzddtoxwhQ7mqsS512J2k9AWQozJBQYGTdKZwgR2xrT54dNd7NjnFU1ZfdoJXPvxxQQq9HZzJc+9FrOXhLYQ4hgukBg0GcpYBdlfYtDk/k2a/T1e0ZQrzz2JS89eWJFFU2Tutahk8lMphBjFJTGYZTBdmMDu7U9z34Z36EtkCBjw6YuWcO6KeQXZd6HJ3GtR6Uoe2kqpLwJfy2k6BXgQ+A/g74Ea4BGt9Tf87c8C7gUagReAL2utLaVUO/AQMA/QwK1a66RSag6wHlgCHAJu1Fp/UJJvToiq55IYsgoW2O8fSrJukyY1lCUcDHDzFctYcXJzQfZdSDL3WlSLkr+d1Frfq7U+S2t9FnArcBD438APgOuBlcB5SqkO/yUPAV/TWi/H+92602+/G7hba70CeA24y2//JrBFa70SuAf4Tgm+LSFmAC+wU0PZguxtx7449zyxndRQlppoiD/61MqKDOxAwKCxPkJTnQS2qHzlvgf0L8D/g3dVvENrvVtrbeEF9WeVUicDNVrrV/zt1/ntYeBi4LHcdv/jT+JdaQM8DHT42wshxuWSLGBgv7Gjh/s3akzLYU59hC9ddzrtJ1RelbNIOEhLY4yaSAgpliKqQdmeaSulrsAL5B8rpW4GDuR8+QCwCFg4TnsrMOAHfG47ua/xb6MPAG3A/nz6NXdu/dS+oVHa2irvD1SlknOVv2Kdq3giQ4QALTWRae9r89a9/OTZnQCc2FbPn954FnMaylM0paWlbtyv1UZDNNZHZXS4T34Pq0M5B6J9Ce8ZNnhX/Lm1EQ3AmUQ7fvvwNrmMnK8dV29vctpLDba1NXDoUGJa+5gt5FzlrxjnyjC85TCTg9ljfqEmy3FdNr3SzYu/895nn7Kggc9fpXCyFn19hXlGPhktLXX09aWOaR+ee20bLn29hbmzUO1K8XsobwoKoyy3x5VSEeAS4HG/aR+wIGeT+XhXxuO1HwSalFLDFQ8WcORK+n1/O5RSIaAB6C38dyFEdStkYFu2w4+f3TkS2Gec0sLajpUVV+UsFgnS3BgjEg7iFq6EuhAlU65n2quALq318NvgrYBSSp3qB/EtwEat9V4grZS6wN/uNr89C2wBbvLbbwc2+h9v8D/H//oWf3shRI5k2iI5NP3ATpsWD2zSvLnTe298/mkn8LnLK6vKmWFAQ12EJrkdLqpcud4GL8G7igZAa51WSq0FfgLE8IJ3eJDZrcA9SqlG4HXgu377V4D7lVLfALqBm/32u4B1Sqm3gbj/eiFEjsGMRXLQnPbVZmLQ5P6NnezvHQTgqvNO4pKzKqtoisy9FjOJ4co9omGLgd3yTLu05Fzlr1DnatC0SKSmH9g9/UPct6GTw37RlM9cvIRzVOUUTWlpqWMolZG513ko0TPqcRVJAAAgAElEQVRt+Z9QAJX1wEkIUVSFCux9B5Os29TJYNoiHApwyxXLUO2VMwc7EDBorA0TwUGmcomZREJbiFliqECB3fVenB9u7sK0HGqjIe7oUJw0r3JGBg+ve91QFyU9aJa7O0IUlIS2ELNAOmszUIDA/m3XIX7y/Ls4rktzQ5S1HStom1NTmE5Ok6x7LWYDCW0hZrh01qY/mZlWYLuuy5Y3D7Dp1W4AFsyt5Y6OFTTWTr8YSyEE/bnXsYhM5RIzm4S2EDNYpgCB7bguG361l5ff8tbdWbKwkc9ftZxYpDL+fMQiQRprIwQChgS2mPEq47dOCFFwZtYmPs3A9oqm7OJ373pzsH9vSQuf/cSphILlnz5lGFBfE6Y2FpahZmLWkNAWYgYysw7x5PSeYadNi4ee6uLd/QMAfOz0+Xzy4ydXxPQpmXstZqu8fuKVUn+nlDq12J0RQkyfaTnEUxmcaST2wKDJPU9sHwnsqz96Ep+qkMCuiYZoaYhJYItZKd8r7T7gKaXUu8C/Aj/VWtvF65YQYiqytkM8mZlWgaCe+BD3bTxSNOX3L1nKR5a3FbCXUxMIGDTUhqmJBJG512K2yuutqtb6W8BS4P8FbgS0UupvlFInFrNzQoj8WY5LPDG9wH7vYIJ//dnbHE5kCIcC3Ha1qojAlnWvhfDkfX9Ja+3iraC1HwgDpwEvKKW+VKS+CSHy5LgO8UQaexqBrbsPc+/P32EwY1EbC/HFT51W9ipnhgF1NWFaGqKEZKEPIfK7Pa6U+iJwJzAP+B5wrtb6kFKqFXjbbxNClIHtuBxOZrDsqQf2b/RBfvrCuzguNDdE+cI1K2htKm/RFJl7LcSx8n2mfSPwP4EntNbOcKPWukcp9ddF6ZkQ4rgc16U/ZWJZU0s113V5/o39PPXr9wCvaMrajhU0lLloSswvRSpzr4U4Wr6hHdRa/2ysL2it7y1gf4QQo2zb1cOmrd30JU1a6iOsWd3OqqWtuLjEkyZmdmpjQh3H5ee/2sMrb38IwNITG7n1yvIWTZG510JMLN9n2k1Kqbqi9kQIcYxtu3pYv7mLeMqkoSZEPGWyfnMX2/f20T+NwM5aDj/65Y6RwF61dC53rFlR1sAOBQ2aG2LUSWCLMlNK1Sul9pS7H2PJ9zd0ENirlNoGJIcbtdbXFaVXQggANm3tJhgMEA0HMQyDaDhIuCbMs6+/zw2XLJ3SPocyFg89pdl9wFs/+YIz5tPxsfLOwY5F/VKkFTAPXIhKlm9of7+ovRBCjKmnP01t7MivaV0shBEw2L2/f0r7G0iZrNvYyQd9gwB0rG7nwlULMMoUloYBDbURaqMy91pMj1IqgFdH5CLgLeBjwEeBe4H5wIfAHwJR4CHgIHA68LjW+uv+3eQfAqcAr+Xsd+E4+/gZYAHPaK2/XoJvEcgztLXW9+d+rpQyAKmQJkSRtTbFiKdMouEgNX6wfdCXYk59dNL7OhgfYt2Gd4gnTQKGwQ2XLOHsMs7BllKkosB+H5iLNx35auAPgO8Ad2mtf6OU+gzwt8B/Bc4BFF5wdyml/hG4DejSWl+vlLoDuMzf73j7WA6cqLXuK9l3SP5Tvr4EfBvIfa59CO+dhxCiSNasbmf95i6C0SChYIB9h5JYlsNFZy6c1H66P0xw/ybNUMYiEgpw61XLWbZoTpF6fXw10RANtWG5HS4K6RLgx35NkU1KqcN+2zKlFHhjuOL+tju11t0ASqndwBzgQuBb/tcfAf5bzn7H2sfuUgc25H97/D8DVwJ/DXwDuBZYVKxOCSE8q5a2EgwYvPDmAfZ8kKChJsxFZy6cVNGTzr2HefjpHWRth7pYiDs6VrCorb6IvR5fIGBQXxumVkqRisKzOfqHyvU/P0drbSulwnjhXAdkxtgul+O3M8E+Bgv/LRxfvvel+rTWW4E3gBP8sqaXFK9bQgjwnvmevKCRz1y8hL/58sf54rWnTyqwX+s8yENPabK2Q0tDlC9ff0bZAnu4FGmtlCIVxbEF+DSAUupioAV4FbjD//qXgb+f4PUvADf5H/8+R/JxMvsounxDO6uUagZ24D3YBwgWp0tCCPACOzmUJTWYnfRrXdflmdf38e9+lbOFrXV86frTmdsUK0JPJ+YNNgvTLKVIRXH9FOjzZzl9Ce829teAz/ttNwB/NcHr/wlYqJR6C/gE3iAzJrmPosv39vi/AT/Huy3+hv8wvrNovRJiljMMSKYtkkNZJlsQzHFcnnh5D1u3e3OwTz2xiVuvXE40Uvr32TLYTJTQ+cAGrfWfKKVWAWdorXdzZEBZrnOHP9BaX5rTfuPoDfPZRynlu8rXD4Cr/IfuHwP+hiO3EYQQBZZMWyQHzUmX8MxaDg8/vWMksM86tZXb16iSB7ZhQG0sxNxGWfdalMxO4C+VUm8D9wNfKXN/imLCK22l1P896vPcT79Cme/tCzETDWamFthDGYsHn9Ls8YumXLRqAVevbi/5CO1gwKChLkKNLPQhSkhrfZBZMNbqeLfHf68kvRBCAF5gJ6YQ2P0pk3Ub3uHDw0MAXHP+yVy4akERejixWCRIQ22EoCz0IURRTBjaWusvlKojQsx2g+bUAvvDw4Os29BJf8okGDC44dKlnHVqa3E6OY6AYVBfJ1O5hCi2fIurfAxvrnY93m9kEDhFa91exL4JMaZs9zay2zbiJA4RaGgjvKqDcPuqcndrWoZMi0Rq8oG994MEDzzZyVDGJhIOcOuVpS+aEvGX0ZSR4UIUX74jRO4FXgYagfXAAPCTYnVKiPFku7eReelBnFQcInU4qTiZlx4k272t3F2bsnTWZmAKgb19Tx/f/8V2hjI2dTVh7rz29JIGtmFAXU2YFpnKJUTJ5Bvartb6fwPP4U31uhG4qlidEmI82W0bcR0bd/Aw7uH3vX8dm+y2jeXu2pRksjb9ycykA/vX73zI+s1dWLbL3MYYf3L96ZzYWrrVc0NBg+b6GA014ZIdU4hCU0otVkq5SqnvjWo/y29fO8Fr9yilFhe7j6PlG9oJ/99deHPfhvBKxglRUvbh92GwHxwbjID372C/115lzKxNfJKB7bouv/zNPn66ZTeuCye2eUVTWhpLUzTFwJvK1dIYIxKWqVxiRugF1iilcudF3oS3vkbFybe4yqtKqUeAu4BfKKWWc6RajBClY1tecoxMYzK8z+3q+nE0LYd4cnK3xB3H5Wcv7ubVdw4CsGxRE7dcuZxouDRzsAMBg0aZyiVK7Nq/+Nka4Ot4S2buBr79xN9dv6mAh0jilei+GHjWb7sKeBpAKfU1vBXA6gATuFlrrYdf7If9t4FL8cZ7rdNa/0MB+3eUfN8q/znwT1rrLuAv/M//pFidEmJcAT+gXAdc1/s3t70KeIGdwZlE8mUth+/99HcjgX32Mr9oSokCOxIOMrcxSiwsgS1Kxw/sfwYWAH3+v//stxfSo3hLeaKUOg/YhhfQjXj1zC/VWp+BVxn0a6NeeyeA1vojeGW+r1dKXVTg/o3IN7T/FbhNKbUS+BfgAcpcf1XMTsGWRRBrhEDIC+xACGKNXnsVsGyX/mQGx8k/+YYyFj/Y8A5v7vDu1l185gJuuHQpwUDxb08PDzZrro+W5HhCjPJ1vBW5hlfUGvQ//3qBj/M40KGUCuDdGn/Ebx8AbgE+p5T6X3ilvEevuHMFcJ1S6g1gK94KmEWrcZLvb+E5eFfWnwEe8Odvn1ysTgkxnvCqDoxgCKO2GaN5kfdvMER4VUe5u3ZcluNyOJHGnkRgx5MZvvf42+z9wBtW8smPncya1SeXpMpZKGDQXB+loSaMLHstyuQUjl0Cc9BvLxitdRJ4E29N7cvwb40DJwG/wluOcyOwjmMLEQSBv9Jan6W1PguvBvoPCtm/XPk+0w5orR2l1JXA//Tbaqd6UKXUtcB/xXtG8JTW+v9SSl2BVxa1BnhEa/0Nf9uz8KacNeItnfZlrbWllGoHHgLmARq4VWudVErNwZuWtgRvIMGNWusPptpXUVnC7avYc+A6rLeepM7qIxVqInTGNSzLmae9bVcPm7Z209OfprUpxprV7axa2nrcrxWT7bjEByYX2B/2DbJu45GiKWs/dRpL5zccs53uPsyWN/dzOJGhuSE66fW2x5Jb2UyIMtqNd0s8N7hr/fZCexT4W+A1P2MAUsBOrfU/KKVqgP8BvDfqdc8AdyqlngCiwIt4S3g+V4Q+5n2lvVMptQEvCJ9TSq3He1cyaUqpJXi32z8NrAI+opTqwHtncj2wEjjPbwMvmL+mtV6O9w7nTr/9buBurfUK4DW8QXIA3wS2aK1XAvcA35lKP0Vl2rarh3t/G+RB51P8IHIbDzqf4t7fBtm2q2fk6+s3dxFPmdTGQsRTJus3d7FtV8+EXysm23E4nEhjTSKw93wwwPcef5v+lEk0HGRtxwrOO23+Mdvp7sM8/tJuBoayxKIhBoayPP7SbnT34Sn1NWB4dcPn1Etgi4rwbbwgHL5IrPU//3YRjvUEcBZHbo2D91w7oJTaDryON+V59FX+v+ItW/1bvCy6T2v9XBH6B+R/pf0FvFvjL2qts0qpLXjPtafiM3hX0vsAlFI3AcuAHf4SaCilHgI+65+oGq31K/5r1wH/XSl1L95Iv0/ntD8P/Cfgk/7XAB4G/lkpFdZaT35RYlFxNm3tJhgMjAzAioaDZPz2VUtbJ/w6MOFri8FxHA4nM1h2/oG9fU8fP/rlDizbpaEmzB0dK1g4zhzsLW/uJxgMEAl531MkFMT02yd7tR0OGTTWRQkH5dm1qAxP/N31m679i599lSKNHtda7wEW+x8nybmDrLVe63/4/43z2sU5n/5ZIfqTj7xCW2udwrviHf78X6dxzFMBUyn1ONCONxrvbeBAzjYH8B7mLxynvRUY0Fpbo9rJfY1/i2MAaAP259O5uXNHjzGYmra2Y29jirFN5lz1JU0aakIYOQ9ZQ0GDw0mTtraGCb/uwoSvLbSsZdPXn6axMf8R3i/8dh8Pb+7CdWFecw1/dtPZtM6pGfl6S8vR4R0fzFIXDR71PQUDQfoHs8dsO5FYJORdXc+wwJbfw/xV6rnyA7qQU7yqWr5X2oU+5sV4c9qSeKP2hoDcSxEDcPBu3+fTjt8+vE0uI+drx9Xbm5zUyN6xtLU1cOhQ4vgbikmfq5b6CHH/lvGwTNamuT7CoUOJCb8OTPjaQrIdl3gyQ9bK70dvuGjKM697RWIWtdVx+5oVBByHvr4U4AX28MfD5tSGGRjKjlxpA5iWTVNt+JhtxzI899o1XPr6ZtbNKPk9zF8pzlWlvimoNuV4W/0B8LTW+pBfWe2neEPmc9cRnI93ZbxvnPaDQFNOBZsFHLmSft/fDqVUCGjAq3gjZoA1q9uxbYdM1sZ1XTJZG9t2WLO6/bhfP95rC8VxJxfYtuOybmPnSGDXRINcfOZC6vMoEXrRmQuxbQfT8r4n0/K+p4vOXHjc18rcayGqTzlC++fA1UqpOX7odgCPAUopdarfdguwUWu9F0grpS7wX3ub354FtuDNpwO4HW84PsAG/3P8r2+R59kzx6qlrdx65XLm1EUYTFvMqYtw65XLR55JT/T14722EBzXJZ7IP7BNy+bfHn+bHfv6AS+wa2MhNm7dm9dgMtXezHUXnEJjTZh0xqKxJsx1F5wy4fNsmXstRPUq+e1xrfVWpdT/wRsWHwY24xVs6cRbOSyGF7yP+S+5FbhHKdWIN3rvu377V4D7lVLfALqBm/32u4B1Sqm3gbj/elFixVw+cziAp/L14712OrwrbBMzz8AeTFs88GQn7x1MAlBfE6ahNoxhGJiWnfdgMtXenPegs1DAG2wmdcOFqE6GK/fFhi0Gdssz7ekbXj6TQAhCEbBMcCyiF9x2THDPlHM1EtjZ/NbRiScz3Lehk0PxIQAaa8PU10ZGvu66LumMxddv+chI21jPtCcjFg3SWBspSWGWSjBTfrZKoUTPtGfHD16RlWMgmpjhsts2QiCEEY56DeEobtZrL9TVdiWZbGB/4BdNGfCLpsxtjB4zUjJrOzQ3RKfdN919mFff+RDX9QqmXHr2iSUpJiOEKA4JbVFwTuIQREZNNwpFvPYZZrKBvfvAAA8+qUmbNtFwkNuuXk7Wcnj8pd2YQDgYIGs7eQ8mm4juPswLb+6nJhYik7FGiskAEtxC4K2nDXQB20d96Vqt9ejKZ4U41nOj5ndPmoS2KLhAQxtOKg7hnCtFyyTQ0Fa+ThWBi0v/JAL7rXd7efTZnV7RlNowaztWsGCu9+bmOihoKVLDgO17DhMMBkgNeeUMSlFMRohCe/dbNxyzNOeSv/5JIedt7/drhlcFCW1RcOFVHWReehA3y1HPtKthUY98ubjEEyaZPAP7le0f8MSLe3CB1qYYX7hm5VG3vyczmOx4hgeb7e9JEQwaRxVeiYQC9PSnC3IcIYrND+x/xlvZa2Rpzne/dcNXCxzcR1FKnQB8D2/BEAf4L1rrp5VS/w2vKNhyvKJd3wIuB1bjlfb+HN4CIv8CnAGcgLfM58357D+fvkloi4LznlvfVrTR45WgP5lfYLuuy9Ov7ePZ33pzsE+aV88daxS1sePPwZ6K3MFmDbXhY4rJmJZDa1OsKMcWogjGWppzuL1Qob3QX1Zz2Hq8lS1/oLV+XCm1AHjRX7wKvGU3PwZcgLdYyO/h3WJ/B289jSbA1Fp/zF/q8xngGuA3Ocf4zlj711ofdzSghLYoinD7qhkV0rniyQxp89jAHr3a1gW/t4B39h7mNe09y1ftc7j58mVEwvmXNc1XIGBQXxumNhJkuCjgmtXtrN/cRQbvCtu0nEkVkynXimhC5DgF7wo7V6GX5jzm9rhSqgdYoZT6H35TGFjqf7zZL5G9Fzigtd7uv+Z9oFlr/ZxSqlcp9VVgBd7aGmOtwT3W/t/gOCS0hciT60L/4PiB/fhLuwkGA8SiIfoHTX70yx1k/YVCzlFtfPqiJUVZOSsSDtJYFyE0at/DATuV4B1eES0YDBy1IlrufoUogVIuzZkrCFymte4D8K+GD+ItUmXmbGeNfqFS6jq8JTy/A9yHt1bGWGtwj7X/45LQFiJPA4Mm6czYt8RzV9uyHZeBVHYksC89+0SuPHfRUc+WC8EwoDYWpj4WZrxdT7WYzPFWUxOiRL6N90wbvOAu5tKcuZ7BK+D1TaXUaXgVOBfn+dorgEe11vf5S1F/Ahj9vHq8/R/39riURRIiD/FUhqHMMW+qRxxOZAgHA1i2Q2//0EgZ05pIkKvOO6nggR0KGDTXx2ioGT+wp6OnP00kdPSfBxnEJkrNH2z2VbyVG1v8f4s6CM33p8D5SqlteOtrfz6f582+e4CblVK/A34MvMSxt/OnvH+piHbEYqQiWslV+rkantY11i3xXPc+8TZ9yQwDqezIz09DbZi2phhfvPb0gvRluCJaKSqb/Z8fvj7mimhz6iL8VU6VtkpW6T9blUQqolUPudIWYhzD07qOF9gAyxbNIZ4wcRwXw4Cm+gihoDHtAim5DKChLsKcuuKXIi3VimhCiMmRZ9pCjCPfaV2/e7eXp3+zD4BgwKAuGmRuAQqk5AqFDJoboyQHSnNnbDqD2IQQxSOhLcQoLtCfGnuU+Gi/eusDfv6yVzSlbY5XNGVO/fRrhueqiYZoqA1TEw2TpHTPlIu5IpoQYmoktIXI4QIDqfFHiY9s57o89ev3eP6N/QC0n1DP7VcXtmhKwPDnXkePzL0WQsxuEtpCjHBJDGbHHSU+XDylbyCN5bgk/ZreK9qb+dwVpxIJFa5oSjjklSINB2XYiRDiCAltIQBwSQxZDKbHD+zHX9pNIGAwZNpkst6UrmWLmrj1quUFK5piADUx73a4IVfXQohRJLTFrGcYkBiySA1lx91my5v7MQzDK5oyPAc7GsSy7IIFdiBg0FgXoSYSRGZiCiHGIqEtZr1k2iI1OH5gg1dsJJW2sP052E11Ea+8Z9Kc8HX5ih16h3DXZqxkD6kZuMCKEKIw5IGZmNUGTYvkoMlEF7b7e1JHBXZzQ5S6mjBZ2zlqec2pMAyoO9xJ6PUf4Q72Q6QOJxUn89KDZLu3TWvfQoiZR0JbzFpDpkUiZU54K3rX+/3c88R2bMfFwCuaEosEMS2v2Mh0iqeEQgbNDTGC72yGQAgjHMUwDIxwFAIhsts2TnnfQlQWFyczOKfcvZgJ5Pa4mJXSWZuB4wT2tl09/PjZXdiOS1NdhEvOWshb7/aOLL051eIphnFk7rWBgZk4BJG6ozcKRXAShya9byEqh4thm7hWBrImZjrdFjtpZbzcvap2Etpi1slkbfqTmQkD+6XfHeAXv9oLwLzmGtZ2rGBOfZTzT58/rWOHAgYNdd7V+vDxAw1tOKk4hHNutVsmgYa2aR1LiFIyDMC2MJwsTjaDmzVxHOfIFyVtCkJOo5hVzKxNfILAdl2XJ199jxfe9IqmnDy/gduuUtTGpverYgAx/+o6YBhHHT+8qoPMSw/iZoFQBCwTHIvwqo5pHVOI4vOuprFN3KyJa1nIIlTFJaEtZg0z6xBPjn9L3HYc/v35d/ntjh4ATlvczE2XLSMcmt7Qj+Dw1XU4wFiVzbxR4reR3bYRJ3GIgIweFxXqmKtpy1skR+Yolo6EtpgVTMshnszgjPPHJZO1+eHmLnbs6wfgoyvncd0FpxCY5hzsWMRfRvM4+wm3r5KQFhVKrqYriYS2mPGy9sSBnRzKcv+mTt4/lALg8nMWcdlHTsQYtfxl8MBbhLqeJpDqxambi7X8CuwFZ4y5z0DArxsekbrhorpM+GxalJ2EtpjRLNslnsh4t/DG0DeQ5r4NnfQOpDEM+PSFp3DeyhOO2S544C0ibzyKGwjiRmox0v1E3ngUE44J7kg4SGNdhFCBKqUJUWyuY2PYGbmargIS2mLGsmyXw4n0SFGU0d7vSXH/xk6SQ1lCQYObL1/GysUtY24b6noaNxCEkD/COxTFtTKEup4eCW3DgNpYmPpYGKOAeb1tVw+btnbTlzRpqY/IutZi2kZfTWfjSexEstzdEnmQ0BYz0vECe+e+fh7arDGzDjXRILdfvYKT5zeMu79Aqhc3Unt0YzBCINULQCho0FgbJRIubL2ibbt6WL+5i2AwQENNiHjKZP3mLgAJbjE5rovhjPNsuq5u4teKiiGhLWacrO0QT2TGDew3d/bw2HNHiqZ84ZqVzGuumXCfTt1cjHT/kSttANvEqZs7UiglUMjLa9+mrd0EgwGi4SCGYRANB8n47RLaYiKGATgWhp3zbNqVkd7VTkJbzCim5ZDY8RtCnZuJjDFg7MVtB9jwilc05QS/aEpT/fHrh1vLr/CeaVsZCEbANjEcm/CZHdTVhSnWYLOe/vQxc8QjoQA9/emiHE9UOxnpPdNJaIsZw7QcBnb8hvDrjxwzYCztumzobmTLtgMALJ7fwG1XK2qi+f0K2AvOwISR0ePUtxI9+xpiJ59ZxO8IWptixFMm0XBwpM20HFqbYkU9rqgOx1xNy7zpGU9CW8wIZtYhnsoQ7tx8zICxbNbkx8/v4fWEVxb09MUt3HjZqZMummIvOANn4RnUxcLUFXiw2XjWrG5n/eYuMnjPzTNZb6GSNavbi39wUaFcDCcLlombzcjV9CwjoS2qnlfpzJuHPXrAWNoJsu7QuXQNeaPCV592Atd+fPGUiqYUa7DZRIafW2/a2s3hpEmzjB6fdeRqWuSS0BZVzaslbo4UTskdMJawwtxzYBX7TG9U+JXnnsSlZy88pmhKPmJRv7JZKS6vR1m1tJVVS1tpa2vg0KFEyY8vykGupsXYyhLaSqlngXlA1m/6ErAU+AYQBv5Ra/3P/rZXAH8P1ACPaK2/4befBdwLNAIvAF/WWltKqXbgIX//GrhVay0TEGcgb7Uu86hKZ8MDxg4OBfm3gx+h16ohgMNnzqzhnI+cOOljGAbU13i3w4UoFu9q2s65ms7I1bQYU8lDWyllAMuBk7XWlt92IvAj4BwgA7zsB/tu4AfAJcB7wC+UUh1a6414wfxFrfUrSqnvA3cC/wLcDdyttf6RUuou4C7gP5X0mxRku7cVdQGMzDirddkLzuDduM19Lw+QtMOEDZtbzq1DnX3WpI8RChg01keJTHPBECHGYzhZb6S3mcG1LVwpFyqOoxxX2sr/9yml1FzgHiABPKO17gNQSj0G/AHwPLBDa73bb38I+KxSajtQo7V+xd/XOuC/K6XuBS4GPp3T/jwS2iWV7d5G5qUHIRCCSB1OKu59zm0FCe6JltfcsS/O+l9lMO0wNdEQd6w5nfYTxi+aMp5izr0Ws5NcTYtCKEdoNwO/BP4U71b4c8AjwIGcbQ4AHwUWjtG+aIL2VmBg+Ao+p12UUHbbRgiEMML+CO5wFDfrtU83tIefYY/1d+6NHV7RFMd1mVMfYe01K5k3Z+KiKaMFAgYNtWFqZKEPUSByNS0KqeShrbX+FfCr4c/9W9t/D3wzZzMDcIAA4E6jHb89b3Pn1k9m83G1tU3+6m6m6E71EorVHzXgyw3W4KZ6xzwv+Z6rVDpLNpFhTvPRP7au67L51W7+/dmdAJzYVs+f3ngWcxqOXzQlVzgYoKk+QjRSueMzZ/PP1VSU43y5toVj+SFtZbyQDgHRMN51SmVqbiluKVNnsL+o+58tyvFM+0IgqrX+pd9kAHuABTmbzQf2A/sm2X4QaFJKBbXWtr/N/sn0r7c3Oe6KUPmaLaN8hxey6OlP09oUG5mK5NbNxU7Fj1xpA242Q6Bu7jHnJd9zNdagMwDHddn4yl5e+t0HAJyyoIHPX6VwshZ9fdZYuzqGYUBdTZhwNMxA/1BerymH2fJzVSilPF8jV9PDI72r7Gq6uaWOw32p4h3AMGia3HtoMY5yjLCZA3xbKRVTSjUAdwCfBy5XSrUppWqBG4BNwFZAKaVOVUoFgVuAjVrrvUBaKXWBv8/b/PYssD4b8CgAACAASURBVAW4yW+/HdhYsu9sFhleyCKeMqmNHVnIYtuuHsKrOsCxvD9groubzYBjee1TMDzobHRgW7bDo8/sHAns009pYW3HyryrnIE397q5IVbwlbnEzGUYYOAQsNKQHsBNHMJO9GGnEjimWXWBLapLOW6P/1wptRr4LfD/s/fmUXKV993n57lLLV1dvalbG0IIhHQlwM1mkDGrwRjwgu04tmMTvMTYWWYmM3Pmnbx/xJkk73mTc/LOezIT5yTvOIEEBxMneInt2BZ7ALEJMBYyGF2JVQht3eqt9rrLM388t7ZeqlqqbnW19HzO4ajr6bq3b91u6lu/3/P7/b4m8Deu6z7lOM4fAv8BxIA7Xdd9DsBxnC8B3wcSwM+A70Wnug34e8dxeoAXgW9E678HfMtxnK8D+4HPnZQXdppx/879eH7IVN7D90MsyyAZM5WRxecvAW5fkOrxuarEi2Wfex/ay+vvTgHwvvNW8dF5DE0xD71cHUUq0oMkLv4wsd7FHUWqOTVY7tG05tRA6Ib9KhuAN3V6fH78r9/YQb7kI1D7GzL6rytu8Ve/f/W8z9PsXs0l2Jl8mbu37+HQsTwAH7rsTK69qPXQFPPQy8R23QeGiWHHEYEHoU/8yoWpal9sToe/q4WknfslBCBDVentl9T+dBiespXeJyc97m1OnLl13+L9kNODzq240XQ0QSBBUo1sBRCEUq0vAHMJ9uhkgX/82R7GMyUMAZ+85hwudVbO65zW3ofBMDHjSVUXbixcVbvmVEAiwgDCShGZp6NpTcehRVszJ3MVmkHFvEISSoEhQCUnJJbZ/sbwXIJ94GiWu+/fQ77oExMBXxz4OVsOP4vfU7PenAsBmPljGInuxkYuK0aYGWn7mjXLFRVNS7+MLBcJT+FoWnNqoEVbMyuVQjPTNBoKzUDNwl47mOLIeIFCyccPQizTIBmPs6r/+Pqip1P0AiZnEey970xw70N78fyQlFHmjpUvclZXAYplYrvuowxzCrdpCNKpGGHvSsLcBNRVteOXMdJDbV2zZvkgBBD4DdF0qKNpzTJCi/ZpzlzR9P079+MHkky+VCfKlio02zhYtYzsS6sxn2U/bNsyMl/2yeRmDk55ce8IP3j8DUIp6bdK/PbK51iZDAABVhzpl7D2PjyraMdtk96UjWEYeMO3UHrqHqQHWDHwy21VtWuWCxIRlJFBmdArI31fR9OaZYsW7dOYZtH0wdEcuaKHEAaGEPiBZCpXIghUVFJvGTlb+vx4yZV8svlGwZZSsuOlQ9z/3H4A1qzo4rdjD9OTmDatzIxh5I41nE8IlO910q4+U+1bL0xVu6ZzqVhZBsUsFCaQXllH05pTBi3apzH379xPoeSTL/qEEgwBXQmrGmWD2q8G9b1Aimh9YZlNsPe8PcYPd7zJVF4Zwa0e6OKrHzuP9DOPQmS9WSUoE6ZWVB+ahqAnFSNumzN+lr1+WIv0KUptXGgR6fsEZhdhqbjUl6XRLCjavug0Zv+RDNmCEmyBKibLFnz2H8lgmgKEmjgmpVSDTQRqnebDVY6HqWxphmD/6q1jfOeR16qCHbMNimWPtw9n8Dd/UFX4+iWV4vRLiDDA3/xB9VzLYKAnPqtga041JCIoQWnagBPP097TmlMWHWmfxhTLKmVYSR9X+q2L5ZDNZ6Y5PJanUA4ahqesHugCWgxXmWeKPF/2KSMaBLtY9vneY2/g+eraUgmLnlQMLwjZ8dJBnI9dQBmqA1LC1Aq8zap6PBm36EnZCG30cUpSKSITYeSSpdPemtMQLdqnMZWxoDMcVqSsFpol4tashWbvjuaqw1UMAUEQkimEBKPzG9BQKTrrj9UMFKbyZb61fQ/FcgBAusumO2kjhMA2DcYzJUBVidcXnQkB6a4Yqbh25joVEaEHfqk2iUxH0csC6ZcJp44STh1B5sbh0uuW+pJOCbRon8Z0xS0KJR+EyjSLKNROxq2WhWbtDFeZrUp8ZKLA3dv3VIW5u8sm3RWrft8LQvpnce2yLEFPl6pg15wiSIkIVbW3LOne6U5HesVInI8iI5EOp44qoa5Hi/aCoEX7FMDbv/uEKqI/dNk6fvz0WwgEhqH2tKWQfOgyZUE+vHFwzlT3iQ5XmU2w3zma4VvbXfIlH9syuObCNby4d4SyH2CbBl6govyrL1xbPUYAyYRFd9LG0E4fyxpV7R0ggrJOe3cwslyoRs71Ai1bWW7GUxg985taqGmNFu1ljrd/N6Wn7gHDgliKMDehHtN6nvatV50DwIPPH6BY9knELD502brqejOOd7iKEJAr+mSmFZ398rVR7vzJq3h+SFfC4os3b+HMld2sG+pmx0sHGc+U6E/HufrCtTjr+wEV3fekYiRjpg7Ali0SEfpRtXcJGWgDjk5BlvIN4hxOHUFOHUUWppoeJxJpRM8QRs+q6L+VGD0rEYnu6JOZd3JewCmOFu1ljrd7OxhWzbvaPr552rdedc68RHo6xzNcRQjIFjyyBa9BZH/uHuXfnnhTDU1Jx/nyh7cw2KtE31nfXxXpemK2SU8qhmWIky7YJ5rR6GSajapdcOrT3uUSYRDotPcSIovZqjCPl8YojLyrxLmYbXqcSPYg6kTZ6F2FkV6JiHedpCs/vdGivcwJMyMQSzUunoR52vMfriLJFHxyea9a8Cal5PFdB3nw+XcAWLuiiy/esqVhD3s6QkBXwiadtOd8zmLSTkajcnynCX6rUbXtUkt7e4ReURUmBTqaPplIKZHFTMNec+U/SrWi0fIsx4quPhUp96xsjJxj7Y0q1rSHFu1ljpEeamue9r6dO/BffoCUP0nO6sW64CY2bZufteZW+yDn9jxEKCIhsm8Bam/2EsjkPfJFv7oWhpKfPPMWz75yBIAtZ/XzmQ9sJBGb+0+xE9Lh7WQ02hX8xeL+nfsxTaPa0x63TUrRejuirX2nTz5SSmRhqprKrk9vUy40PVakBoivWE2QHET0RuKcXln7W9d0FFq0lzl2G/O09+3cQWzXfVjCpCTiJIIsxq772ActhbuVEEkkk7kyxVJQO8YP+e5jr/HyG2MADG9cwdd+bZipybnfVJYyHV5POxmNdrcwFovRySJdica3gJhlMDo5/ylilZGhIvBVEZlfUn70UuIdcvHdxwlz4xipfiznWuw1zgK/itMLKUNkfjIqBKuPnI+AV2pypEB0D0TR8qooeo4iZyu2+H7amgVDi/Yyp9U87R8/+cachWb+yw9gCRNfqJSzj40VrdNKtHdvR4YBFDPKNcm0INaFt3s7xrr3MJkrU/Zqgl0s+9zzwF7ePKSKWa58z2pued9ZWObsrVrm4ZdJ7HsEkT9GOT2EXOJ0cjsZjaXawmjFYG+CiVy5YXpc2Q8Z7E3MeYwQKqoTQTmKpsuz9k57h1zKL/4QhAV2kjCfUY8v+YQW7nkgZYjMTdQVgtUEGn+2ZHaEMBDdK2r7zT0r1f5zeghhLc3WkmZh0aJ9CjDXPO0fP/lGtaXLNAQlL+DHT78FqAK0lD9JSTSmwHwsUn6LFg4gGH8XijkwDBAGhAHkJwlCn/FsEd+vvYlP5crcvX0Ph8fyANzyvvVcPbx2rlNjH32F2EvfRSxBOnmuved2MhrtbmEsFpViwhK0LiYMPQi9edtZ+u7jICyEHdUp2DGkp9a1aNeQYYjMjTXsN1fS2wRNqq2FgUgPRnvNtYptkR5EmPpt/VRG/3aXASdaxPTg8weqgg1gCghCtX7rVeeQs3qxyxlKsvZnEBc+uVhv658bqKEsiLohqAJC32sQ7KMTBe7+2atMZMsYQvDr123kok1z75cm4ib2vkeQS5BObr33fGIOYe0I/mLStJiwUuntl1Sl93EOOAlz42BPK1iybLV+GiLDAJmtiHN9n/MIhP7cBxomIj1UFzmrPWfRvUKL82mK/q13OO0UMRXLflWwKxhCrQPssi7mfeX/IAaUMYkRYBLwvHUx5+7fTfHxu1QRSxgQ5KcIHr8Lrv2K+rlGlFKVIZWRahJA1FKt+49k+Kf71dCUmG1w242b2bSub9ZrFQK6kzaphE02O7ok6WRv93Zk4Ecpfw9MG+xk9cPCiTqEdbIlaGWATkOl9wLYWRqpfsJ8Buy6jgDfw0jNbOM7lZCBj8wem9nnnBlV2ai5MCyMnqEZrVQiNYAwtPmNpoYW7Q6n2d5xqzf9RMyi5AXUDykLJdVK7UcOD3DA2sb1iVdYYWQ4FqZ5tHA+7tQAtz73XShmVfrbMAEJxSzl576LvX4Yc2AdwcRh8AoQeEjDIrQSyPQqAPa8Pc53Ht6HF4SkEhZfvGUL64a6Z73O6VaaS5VODsYOqDYYGYlVGIBfJmgWCc2TTrQErRhwEJQWvNLbcq6l/OIPo+yCDb4H0sdyrl2Q8y81MvCRmdGGyDmcOqrEWTa5h6Zdt9dcFzmnBhCGHsWraY0W7Q6n2d5xKypjSoOQ6qhRSW1MaSglr3pnsMc7o3pMxUIknDys3tUb0t9CraNSvuFT9yDtPgJhQ1BGhAHe5g/ywp6j/HDHG4QSBnrifPmWrayYo7jJNg1W9MQx6t6wliyd7JdrmYMKMmxe+LPskHUGHGVC3z/hASfNqsPtNQ5c8ollXz0ufY8wMzKjz1lmjzUXZys2rVK7Is59CKHFWXPiaNHudObYOyaoifZce8+txpQaQlSdvuqZzyzv2FnDFL3PE+zejogsMsubbuDhQ308/MIbgBp1+sWbnVmHplSGpazoSzJ2rDFtuGTp5OoHIUnNqJTme451dOIAFQBBGA04KSlzh6glqx3mUx1ur3GWjUg3OFLVDSCR2TFm+uDVYcfrBo/UWqlEV68WZ82ioEW705m+d1x5A4nWW+15NxtTum3rEM/86uiMt6RtW4cQ5VXI8UONP1dKRN9qKlPO8v0O8lr1phyGkn9/+i12/uoAAOee0cttN24mHpu5H1dJhydi5ow99wpLkk4WRhRkh3W2Z1GGg+ai3EkDVKb7TodeecEHnCzX6nDplWYR5yMzHammE0s2FoJVRDrZg9CGNZqTiBbtDmf63nGlOMrsWw20N7jjq7deALzMzldHCKXEEIJtW4f46q0X4O3/DMXH7gSvCDJQBWbxBPHLP6PGkhZq7SieH3Lfo6/xyltqaMpF5w7yaadA4pm/xoiicH/zBwnWXEDMNulN2ZiG0XFjp0Vv9EHFqPhySwglondVS1FeygEqylI1VH8fTXqnF5JOrw6X5QKlw0fxDrxdJ9DzcKSKdalZ2nXV2qJnFSLRrcVZ0xFo0e5wKnvH2P2z7u+2GtzRakzptvNXM54tV1t+tp2vPgzY64fhujsaIktr+BYKg1vI1wl2oeRzzwMubx3OAHDV8Bo+sn6KxM/vRfiq8twsTWG88G244ov0br50MW9XW8Qvn/uDSquCwJM/QCXamw68JRkX2inV4c0cqfJNjhOJ7rpK7WmOVBpNB6NFu8Nptb/brNK61ZjSVoYR9Snq6ljSujnik9kS/7h9D0fH1RjSytCU+EN/hijnVAhomCAlRjmHsfvfoINFe7YPKpV7XXz8TihkUdsTUhUEerXK8pNR8R56JYSfV5G0V1b1CEuUrjjZ1eHKkapxpracOjI/R6r0SozeldQsI4cQ8VTT4zSaTkWL9jKnWaW1/9B9TceU3r9zP34gyeRLdZ7Y1gzDiFBKJrNlSnVjSY+M57n7Z3uYzJUxDcGnrtvIReeqY4yMMgOp7AWrtGJIOHnkZNyStphzL90rAfWRbCTe0bznRal4bxhwUsQ3ugiyzUXqZLEY1eFSSihlCSePTIueGx2pZkMke1Vfc13kPHDWBiZzHbYHo9G0iRbtDqfVXqq9fpi3Dt0apcDHohT4h9m0fpiU//dNx5QeHM2RK3oIYWAIgR9IpnIlgjr7xCCUM+aIv304wz89sIdCKSBmG/zmjQ7nruttvHBR909d/dyyxZ/DjCFaX4iK9xlWljMGnHTWTTzR6vCKI9WsdpHlZklt5Ug1s895CGHPbCk04l2Q0yYYmlMLLdodTqsCp92vj/IPzwmKpQ8ShCGmYZB4TvBbg6PYVi+JIItPzSjAwidnKYH1A9XaVCngNgQEUkTrqiJ8IlvC82vC8epbY3znkX34gaQ7afOlW7awdrAx1Rh2r8TIHEGI2rS0WuX5cmWuTx614qTjrXhvNN/wkH75lLKylFJGjlRHZgg0XjMnsXpHqpUNU8KENbfnukZzOqBFu8NpVeD0vcdeJ1coI4SBaRiEEnKFMt977HVuv+Am4rv+mR4yGISEGJRkDP+CTwFgmgJ8lf6uSpIAyxKEMmQsW2qYI/78q0f44ZNvIiWs6Enw5Q9vYaCnMcIRAszLfh2eunvWgq750nE9z4ZRN4ayvvXueHtxJSL066q8vSXdm14IZjpS1dlFNnWkEnWOVKtqfc7pQS3OGs0caNHucFoVOB0ZyzNbtHxkLM+GNSvI/spEegKkQAhBMmYytEZF2mcMpjg8lqdQDvD9EMsy6E5abDqjj7GpUjXillLy6Ivv8sjPVQ/2uqEUX7h5C93JRqu/6jjS/kvwbOuERbeTep4rGH1rCccORI8qw1fUeiuqDlleWQ3xWIDhJktBzZHqaLUQrBo5t3Kk6l5R10oV9Tqnh7TphUZznOj/Yzqc1gVOgi3WO1wXr80Pf6x0PnuDM1UKvSuNsGtFZdIrVVPrFWvGRNwiZhlK1OMm55890JAi/9GTb/L8nqMAbFrXy+dv3NzgwQxgWwa93XGs6NNDO8NRlrLneS5il3+6wUAFw4RYktjln254ntqX9hGBryaQ+aVlJ9IyDGriPFnn55wZaZjENwPDrLOLrOtz1o5UGs2Cof9P6nBaFThdnDrETWInvjTJyTg9osCvJXfygLRaptbrrRnzJZ/VA0nO2zDAxjMia04/5F8f3cev3lIDMy7eNMivXXsO5rSUcMI26emOzWv86Xw4+T3PrbHXD8O1X5nxe4idNYwMVZV3Q8/0MhBpZRd5LKrWrje9GJmXIxV2EpkfR/plRKof67wbiK3devJegEZzGqJFexnQLGq9yvolvm9Sjn6VZSyQan0+vcPDGwe54JwVTOXLFEu1N+p8UQ1NefuIGppyzYVruenyM2dMhepKWPTMMlu8HZbK5asVtd9D3b50brzj96WVXeRoFDlPs4uchyOVSA81pLZFagD/yL7a7PFkElku4f3ixwhhdPQYU41muaNFe5nTIzMUzBhG3bjs0LDokRns4d+g+NidkSNRVBBmJ7Cv+Fz1eD+QTOSKDQVnE9kSd0dDUwSSj/f+iquLz+IfVqNIQf2cVNKmO7Hwf0JL5vI1B42tWJ2X8q66bWXHEPEUxsqNGIZ5fI5U0QCS+ilhzRypluvscY1mubNkou04zn8HBl3X/ZLjOBcBdwI9wBPA77iu6zuOsx74NrAScIHbXNfNOo7TB9wLnAOMAJ9xXfew4zgx4C7gvUAB+LzruntO+os7ieQqbV1WXVuX9MiZUd90JTKu1E7VRcpFLyC770VM9yHsaEb4gTUf4K7nA6ZyZUwCPj/4Mhf3jEGxTGzXfZQBufY99HTHSNgzzUAWgiVz+ZqGGhNaRpZLKlrtkFYs6ZcJMyOEk0fwD75KeGgPhCHIAJmfIBh/l1mT21a8Ya521fTiBBypOn32uEZzqrIkou04zg3AF4GfRkvfBu5wXfdZx3HuAr4K/A/gb4G/dV33XxzH+SPgj4D/DPxXYIfruh9xHOd24K+AzwK/D+Rc193qOM41wN3A+07iSzvpWBfchLHrPjXpDAsLH0MGWBfcpAq6hKHakmRQ9eT2dv+M8sqt5N/4BbFf3Ic0TGSsizcnBHftnaIgbeKGz28N/oJN6RyqDyyO9EvY+x4mteW92Obi2g62Vch2Au1iDdG0X14wC8t2kF6JMBNFy5NHGS2MUjp2KHKkanZdAuwY1rrhhilhC+lI1SmzxzWa042TLtqO4wwAfwb8OXCh4zhnAUnXdZ+NnnI38KeO49wJXAN8om79cZRofyT6HsB3gL9xHMeO1v8vANd1n3AcZ8hxnPWu6+5f9Be2RGzadjVvT71D95uPY8synoiRP+daNm27msw/3UdYyhMqsyqM0MPwPWTgkc97xN2HkYYJVpxf5ga55+hWfGmSNsv89oqdrO32qR8eIqwYZn5s0QW7HebbLlYRaep7poNgSaJpWS4qcY4Kwip9zjI/0fC8GU1VsS61dWDFlPubaal/EeAXiV/2qUW75pM9e1zT4UQfBkXd1whUR4EQqu0vZjWpbtTMl6WItL8J/CFwZvR4LXCo7vuHgHXAIDDluq4/bb3hmCiNPgUMNTnXvEV7xYqFcfkZGkovyHlakXv9RVaOvwQrBhFWnLhfonv8JbqmLmMy8AmlRGKo6VtAKENEEDAwkKJUHINYiqcn13Lf0XORCIbsPL87tJPBgW5kbgJhqWIwIQRGWMZasXrBX9tCnu/gAw9ixmIYlbGWtkXolxD7HmPwom0qii6XkIGnXLukBBtILP4wj7CUxxs7jDd+CH/8MN74YfzxwwS5iabHGck0dv9qrP7VtX8H1mAm0xz98TcI8pMYVq1oL/RLmL2D9A8soinGwCUU0nEyux4hmDqG2bOC9EU3kFx//uL9zBNgUe/BKYa6V6L+c7raNjEMNQhHmEqQhYjWIzFG1NajbB7CmC2r885JfDmnLCdVtB3HuQN4x3XdRxzH+VK0bNCY61PuEjPXoebYMP2vYa5jBI0uDy05diyr0qJtMDSUZmQk09Y56mlmr5l/4geE0kAIG4IQhI2UIaNP/ICiB3FCDMLqDC8poehDcSxHLD7Ag0cGeXDyXADWx6e4Y+gFUqkuCmd/gNiu+5BhiGHFMUKPIPSxtn5oQV/bQt+r0thhiKWQUoBpIywb4mnKmXFG3nqb8rt78N3HFszkYjZkKadaqCbrHamOIovNX6dIpBGVPef0yur+c8WRqn8gxfhYDg8oFIBCDjZeRfDiDwl82RDxmhuvYnxskedud2/Avuor1SG5RdTfVadQuV+nDXNEu8KoiG0kqEYkukIgMJBCMDDQzdh4viq+UhqIysSmYK5dIqm+OU+GhtJNJvBo5svJjrQ/C6xxHGcXMAB0o37za+qesxo4CBwFeh3HMV3XDaLnHIye8270vAOO41hAGjgGHIie9/q0cy1bWtlrNutpngqTDBlFGj7HCMFUmCAVSv61eBXPT6pExtbkMb4w+AsSlClvvpVgzQWUgcRrjyDyxzpjlOg8sFaejSwXEMIg9EqEhSnCQg6jK0353VdrbUp2kjCfUY8v+cRxC3fVkapuAEl25F2YOkqCOcxFKhgmonc15uCGSJgjcY4lmx83C4vhtqVZImYTXQDTVNGsYajvGlEUW4l4EciKKEdRr4y+rj9NvfDKaf8asQTSqNNU0THNEZppnFTRdl33xsrXUaR9neu6X3Yc52XHca50Xfcp4HZgu+u6nuM4O1BC/8/AF4Dt0eE/ix7/efT9HdHzK+tPOo5zFVBc7vvZ/ssPNLXXbNbTbOVGIIQQkxCBQCJkSGhY3PvgXvbsV4J9Wc9RPpt+AdE1QHmzausSApIbL6b7/MuYmdhYeoRADTWRXmS2oQw3jHUXUvr5DwBzxl7ribQpSSmRxYyaCDbZ6Oc83ZFqus/UlOzC7l9NKpUkHHkTzBjEEhAEyHIeY/XmBRHXE3Xb0iwCFeGtV8uGtLFoiHYbRVcARtTlYSARDedpJrpzoYX31KNT+rRvA/7ecZwe4EXgG9H67wHfchzn66h96UqD8R8BdzuO8wowER0P8NfAN6P1EuoDwLIm5U82tdecu6f5ZnrH7mai0E03RUwREEiTo2Ef381v4+0x1Zpz3UVrufGybZTFrdXzCwHprhiphNUx/9NXx4OGATIoRyLtzxhqYq06F3nxx2eNPMsv/nDONiVlFzkZVWo3Tghr6UiV6udAIclImGbK7GeCXiZEDwXfIF22+c3YUxBL1T4sGKbuae5U5ptiFpGgGpU9XSMy3KlEwyrFrJ6nTjP9/6XIkb0pnfL/n6ZzWDLRdl33blRFOK7rvgRcPstz3gaum2V9DLh1lvUiqpXslCHXwl5zrp7mwuAWRHqILjnGRDlBEEiyJLkvexkjQTcC+Oj7N3DFBY12mUJAb3echG0u2RtG1bIyrEXRoe9BGM5rPOhckaeR6ifMTSFNM6oa98ArA5L8v/3J3J7Z0UU1OlJFfc7pIYQV44ffeZFk3GpIa9qWZDxTIhS6p/mkMU10RWXkrmFU93GrolstsJorxSygnWh3DrHWaNqhUyJtzRxYF9xEfNe99JCts9e0qvaa05FSkit4FIs+5uYPEn/h26w0Chz003w7s43JsAvTgM9cv4n3nLOi4VjDEPSlYsTmOTRloewzBaHqkQ59wsBXUXQwM4o+HmQYIvPj1YIwOXUUmZ+E3LF5XFCUWkelMa3zP0js7PciTHvOQ/rTcXrzb3Mxe0iTI0OKX7CFyfRZuqd5PtQJ44w93ar41qqUm6eY1b92bxoR5HWKWXNKoUW7w9mwppfsqzay7IGUCCFJxu2qvWZ9X7KMpQiy44gXvoN5UcW7WrKvPMRdU9dQlDESwuML29JsmCbYpiHo7Y4Ts+bXg30i9pm1CNpXAu17eBMFwqmMiqBP4N1xdkeqo5EjVYtiVdPG6D8Dc9W5GD0rKbtPIEtFRKy2HSG9MuGBXyLOvaLpqW5cX8B+9eeEwqBIjAQFrpQ/x1u/EmvoNOlpni21PD3Cra9cnhHhRkc3RLmNDSHHk2JWzmJCi67mlEKLdofj7d6OnexG9NREtt5es2JjiRUjDCXSioNfwtr7MAC7vLO5d2oYXxr0mCW+tvIF1oyZlLioej7LFPSlE1VbzerPbhJJt7LPrAl0FEGHHtKbGUHLrtS8BppUHammt1K1cqQCRFc/xor1GL11qe3uFWqfso7S7u0nnMZes1WNygAAIABJREFUNfYixWScTEnZmRqGTVcCEmMvYg9/bXlUeM+3elmoPdtKf64QhqpWrhZSCTUbwGgvwlXHacXVaOrRot3hhJkRJAZy8rDyMjYtSPRUbSrDzAhSCmRuTEWwhoWMpRG5YzyZPYsfTJyPRLDSzvO1NS8xYJURuVrVs20Z9HfHMGYR7GaRdJgZBTOGLEyqqnQ7gZHqBSGhOKVmdZ9Aint2R6qjyOxoc3E2LYz0SrAThBMHVaW2nVD74ASYGy5pKZLtpLHD3DixRJLBZL1Qyargn7QK7zZ6detTy62ql6G1+Gq91WgWHi3aHY6wkwRj7xIiaqNIvVGsgTMIpSQw44jJw7U35DCA/Dg/Dd7Pw5NnA3BWfJI71vySlOmDXyZMqag9Zpv0zeGD3RBJG6b6V4YEe3cQO8PBGlhLOH5IvbmHAWEhg5waQ6QHCIv5Geebjgw8wswI+WOTlA++U4ucWzlSmTYi2Yv0ixAEiK4erE1XY2+4BGEYFB77O4ina5XaqBT3fCq12xnNuaD71rMKr0CYFkYs3mJPd3ohlTHvXt3Z0MKr0XQWWrQ7nELJw5QSGbWOqD08SaHkU5gqYoWy1kUtIZCC+3KXs7OkBPu8xFFuH9pN3DDBLyPCAG/zB0nETHq7YyrFGSGigQqCQE3V6lulUpxhoNqrAg9//ABBdgJv4jBMjapRhpV5a6FETpOAiiOVnO7lnBsDKZmzmcqKV92ojJ5ViF71tT95FO8XPwIrCQkb6Xt4rz6CSKax1zhtuU+1M6ikKvi+AXYMEQQI08A+74ZaBbMQ0yJeoe5vNeIVM9PMdUMy7L40ws/MEF5dSKXRnD5o0e5wSvk8noh6rQkIMcmQwsjnMAOJ7ZcIk/2IcgYvkNyduYZfldcCcKkzxKc2dRN/Yz9GYQLZs4rg3OtIrNtCT9JABGWkDNQM7kD9K4MgEgGBP3YIYdX+RKRXxuhKKxXwy9DVC+WcStsbJsQTUMhQfml7LXJu4UglYklE/cjOim1ksndWR6rg+e81HZDSbsTbkMaeK+I1zBnTqcxNl2Gl+/H3PU2YPYbo6sdyrsFet7VxJCSzR7vTv55O5RgtwBrN6Y0W7Q7nWNBNv5hQBTkCpAAIOUY/qwTI3jUY5QzZrtXc+c5m3iorw5MPrR7lxqsvYv+hCXZ5VzNVKNKDyfv8Lhw/Q5ChqQKY515JsPM+ZK6sbD2FCVYM8z0fIji2H2GYyGJk2ymEqtSOqrU99/GZJ4x1NfQ4G70rET2rGFi7monx1un0Cq0i6Rkp7iAAA+yt19dFvHPv8c431Tyb8JrrhjHXNVbOy+jnabHVaDQLgRbtDqMWXAqkDDnWs4lzxMtI0Y00DGwESULeCjewrpxBnn0FEy8/zt++u4WjXhcCyaf6f8XlFzjs2/cOj754AMMUxC0Tz7d5cOd+ZCjZcmbzyFN6JSXCYdQ2JUMoe3jP3DvTIrIeO4HRt7Ym0FHFNvHUrJHz8fo7VyPpWByEiTAMRBBgDKzDsG3iGy7E6urGf/05wuIkRrIPa9OVWGu3qilVNLoPTRffcovecy2+Go1mKdGivcg0RmZq9rd6ECKkBBkiZajansJAfS2lihCBM8tvMBV6xIMshvQph1CUNoOGi1e8nkP+IHe/+16mPAuLgNt7nuG8jWfiD23ihUdfY234LpeylwGjwMRUFy8Em9nxklkV7UZHqqhSe+rIvBypiHcjo/S46OrF2nIdsfUXLujNqwisME0wTBIXf5Tyyw9F0bGpPlyIMvbwLYjuFUgJ5lmXYp51acOpGtLQcwjvifSeazQazclEi/Y8aYiAw1BN8ZKVMiDZIMB+NoRCplGQK33Jsq5Uq1XYJiBVHqOATTZIqh+lWmRJk+WNIwXuefwQxcAiITy+snIXG2OTiEPjyL4z6Jp6kw/EXgLToBgY9JDhJus5Dmdep/AfT6m52qXsfF59XZWaQdetf4iId53AXZz93MJQnr1qr9hEmCZCmMho71hiVn+8edYlWMJS0fDkERUNX/JJrDPOazsKbtV7rtFoNEuNFu1pGEFJFWVFgksYiXFYeazakZQ3dX1utfZ1GA8JS4W2ryVb8MiIFLEgT/2vysLnRW8j//7YYYJQ0GsW+NqqX7DGzoI0kdLDevV+bo7lSZgepgwxzNr1beQw4UjjzxJdfapKOyoEK//8h5FK1g0gCUMV/R6vYFciZgHCsMC0CEbexH/tGY5mjxEmerDPux7rjPOB1mlqe/1wUxE90fGqzWxONRqNphPQoj2NoJAlKJeX9hpkSCbv4/kBRwYuZf3Rx7Gkj4+JJQOeK23g2fImNpnvcm7iKFen3iTulaDoI+oSwemK3tal6AMMQiC15SpExcs5PVSLLiPK+56EyZGoZzpq6ZISegZnv+iqMKt+4mDkTfw3niPMjSGSfaqS+swL1Ln3v0zpqXtBmFiJJMHYQYIn7iZ+pUpDt5OmbudYIz1EMHkEWc7XBtnEujB7VzU9bqlZqBnwGo2m89Gi3WGU/YBswSMIlUi+NhnDlivYbLyLKUImwhQfSLrc0vVy7aBpg8IkKqLNBwZISUnaeNIgwMQiICcTnH/hhwHwDrmUd/9sRl9ybPjDlHfep1q7KtXjsTixiz6qir9MU6WSLUtNYYvS2UIIvHdepvjsfYBQdqG5d/CPfgtZEeWXfqqKyOw4QgjEtDS0t3s7MvChmFHFcKYNdnJeaep2UtzGmi0Eh9xan3TgQX4CY8vizwg/UeHV+/AazemFFu0OQMoQmRujcOwQ3vhhzOwoVnYEIzfCrwdew29pwMzVjhNCjSz1CkjTUmNFAVMI4pd9ku8+uIeb7RdIiSKGIQmloCRNHvPfw/lEgv3iD0FYYCcJ8xn1+JJPYK9xEFd8juCNZ5DFHGbPEJZzNdbarUjDQghlxDB9uIeUUN71U0DMKZyt0tDB2AEo5+umvPlQnCIY8wHY/foo9+/cz+hkkcHeBDdvW8/wRpUBaCfFHR7aA8le8AoNHxbCQ3uAj7c8/kRpK7Og9+E1mtMKLdonERmGkSPVkeps7emOVLOZP0oJ42EXbwdDHA56SYkSTnyU9I2/A4aFObIP882nMQoTmN39xM+7Dmu1w2D6bUTJQIXiqopNCIPBtOpz9t3Hq4NKhGlFe9USDr6CtWkbYbaPwIojgwmCUgEjBGnY1Wuai1bCWZ+GLod+JFZ1aejKjPF65ycZQBiw+/VR7n1oL6Zp0JWwmMiVufehvQAMbxzESA8R5iagPt3vlzHSQy1/P2FmBJHsQXT11t17ueh72u0Ir96H12hOL7RoLwIyCKrtUzU/5yPKZCP05z5OmMjUCsLuIcLUELJ7iMKu7fzD1JW8HShBuzGxm/fFXaSRIDDUry8Y2kQwtImuhEUqruwIAa5I7iNftsmLLrUrLcCSHu9PvaFS3DLA6l+FsGwIw6qXtTf6NsbBvbXoz4ohM8eOa2+4mXA2pKHFLGlo0wKvFH0yqOynq/X7d+7HNA3iked33DYpAffv3M/wxkHs4VsoPXVPNFwlptL7oY89fAvQPA3djuC3QzvCu1TXrNFolgYt2m2gHKkqdpE1R6rcPB2pZHqIcnIFYdcQYfcgMjkQjcdUjGU9/nHSYzTsQRDyya7nuSK+DwNBIGvnF0BymmADJIIsZtyCsIhpqRS40bUSy5CInkFEVz9h5pgaQVp5TV4JIzXQVvTXSjgb09D+jDS02X8GweQRlSKvOpulMXtXMfpOka5E459tzDIYnVRTzNW13T6rMHv7d1N87E7wiiADgvwUwWN3wnV3qIr0Fte9WLQjvEt1zRqNZmnQoj0PZOAhM6O1yLkyhCQz2tKRqmJ6IarjO1chuvrJewGFkj9nmvngeIm7HztCJuzBIuC27ie5IPZOVZI9CdGQTbJPfYdYZi9ZIATGerZw9kd+C6t3NVZhEinjysvayyNHxgj71gAG1tbrG6Lp+jf80lP/1DL6yz36TcLXd6p7IAyMjdtIXf/bTYUTGtPQlmXi+0FDGtoevoXwqXugq3/GdQ1O+fRnX+P94iV65RSTooen5YWM955bva65WsJKz90HpZxqdBeGululHKXn7qseE4xchffLB5Sw2wns99y0IHvDzSL8doS31b3WaDSnFlq0pxFOHsY/+najl3PuWPNNXCtWnaktelbSc8ZZ5I0eRFdfNMu67vwyZDJq55qL1w8XuGfHEUq+JC48bu/egWMfxkASYlKQFjnRQ5+A7JPfYTD3hjLesGNYVozVxjhvPfp9VlIinDiq1L2ubasy3qVpVLq7efSXe/SbhK89U/ueDAlfe4YckLr+t5ve41aRZbPr+uTGHcR27VD3gThdMseH5A7KG9c0/ZkAcvJILSVPdE9EqNZRwurvfRKR7IX0EPhl/L1P4g2d3ZYItio0a1d4W/WtazSaUwct2tMoPvGP+JNz7CXaiWl2katmdaRKDqQojuVmHF72Q7KFsmrnmoPdb2e579kRghB6kiYf35Bl3aFxJv0EPia2AXbMQm68nnRfDylrCtEzQOiXlW90MQ+BRz9HkT0rINUPpbrWqWRaRZGVlzTHG749fAvFx+9S/tZhoFLosST2FZ8DaBTsOsLXnsE794rmIlUXWUozqUaRToss57quM0aeppBKMlGEMAgJzRg9CUiOPA1cPed9nQ+ttgROuC1rHlsNWng1Gs180KI9G7FkzY0qMr0QPasQifRxG1woJPmyT744dzoc4Cl3kp+8OAbAyh6bL1+3mompPp48cjmXJN+mN+YzJbt50tvEJWddTlfvAJMTR9WktmkYyGpEK3pX167EK2Gk+uZ52dHFimmPW9BKpOojS5k7hpFacVxTy2KmwUpzCoj2u82e+RVt9a4mHD84rcBNYvStqZ57ri2BdtqydIW3RqNZKLRoTyP5od8nwDpBcZ5JKCXZokepPHc6PJSSB14a54lXJwHYMJTgS9evpbu7iyf3ZjjadR5vhOdTLoQYArpTMR5+/h3O3zBAKCXGbOdEzGuvdN/OHfgvP0DKnyRn9WJdcBObtl2Nt3s7Ip5CdA9Unyu90oK1IVXEe2gozchIc3OSeoSdRI4dqFyRygJ4I4iBdS2PjV3+aYqP3wXlQi17kOgmdvmngeZp+7aGtugKb41Gs0DM9n5/WiPmsJA8EcpByGSu1FSwg1DyvWdHq4J9wVm9fPXW80n2rcSzuvnVgTzZQkCxHGAIGOhJ4HkB746q9PtR64xZz3vUOgN7/TDxK29XkXU5h5Hqq44KBSXYsV33kQiylEScRJAltus+9u3coQTWijWetF54kz2zv6BkjxIjf9oo2AUSqbCcp3Gki/parTfHXj9M4tqvYK7aiOjux1y1kcS1X2koCCP0kV5JGbvUpe1b3g/U3nX+J39B9jv/ifxP/gJv/+6W59VoNJrjQUfai4GUFKJ0eDhHStkwDbzQ5J6nDuEeUE5bl29dya1Xno0wBEF0WH86zmDhda42f0l/kGFivIenwmHMqFo6AIrSIi78SsKXkrSmTzadFf/lB7CEiS/UwBQfGytaN1Y1jw4T195B8aG/rg6FAcC0SVx7B8DitSEVptRI1YrLWmXkaGFqXoc32ztuVZgXTBxGTpuWZvaprYfW6XNd4a3RaNpHi/YCE0rJeLZEtuA1rBvRvG7DjoEVZ6oo+YcHXA6MqIj5hkvXcf0lZ8yI8j98VoZB9ykQFgUZJymzDdXSKX+SSaOv3jsUpCTlT7YUkpQ/SUk0GoX4WKT8Sezhz7QWXjtJdVqZMMFOqOXFFikhwKibHRc2abs7TuYS9VnnkvtljK3XAfPbx9cirdFo2kWL9gLiS0kmVyIlDIQQGIahRNqOEwobKUw8KTk2WeQff7aHY1NFhIBPXHU2l22d3UnqnPFnCVJJJkvgByHWtGrpnNVLIsji1w1AtfDJWb0thaTZsa2Et9We92KJVKtissUiPLQHuvrqBr7YEOuqDoTRxWYajeZkoEV7AZFSIg0LqyuFGSYJDQsvcrSMDLh5dzTHt7bvIVvwsEzBb9ywifM2DMx6PkMIzMIYvhFHylrkLg27KgbWBTdh7LpPpbWxsPAxZIB1wU2Eb/wIKQUyP15L6cbTDcfGd91LD1kMQkIMStLCv+BTQPNU8lKJVKtissUizIyo7oG6vfz6gTC62Eyj0ZwMtGi3iTAMhB3DsOME0iQ0AsJYFx45NZ6sjtcOTPLth1zKXkgybvKFm7Zw1ur0rOc1DEFfKs6E3Ud2bIRAxDAMQRBKpjJZwoFBuoFN265mH8xaAZ595wEYP1SbABb6kBuDfhWVbljTS/ZVG1n2QEqEkCTjNkNreme9pobrayFSi+XxbK8fhmu/ctL3h1sOhNHjRDUazUlAi/bxIoQS6ngCYcaQZgwQhEDoB4RzGILsem2U7z/2OkEo6U3F+PKHt7KyPznrcw1D0NcdJ2YZPJI/jyvFfyDw8KWFjY8pQh7Jn8/noudv2nY1bJs5WEQgohprQV2zNSL62tu9HTvZjehZUT1mvm1dzURqITyem479XIL94VairIvNNBrNyUCL9nyIhNqIJ8CKIw3V+jO/USPw5O5D/OzZtwFY1Z/kS7dsobc7PutzDVETbIBf5FdTtK/hcrmrOmv7OXERr+ZXV0V7LqRXwIv3IYtTGNInFCYi0UfMKwDtpbjt9cOUXzt3xuxxe/0w+Z/8BTIMoJipGX7Euubt8bwQor/QzEeUdbGZRqNZbLRoz4EwDOUxHYuDGUMaFpLj698OpeSBnfvZsfsQABtWp7n9JodkfPbbrgQ7VhVsgMHeBJnRMkUzIGWEFMOATFBmcDDR8ufnrV6yU6P4og9hqL11q1CmO6lS6+3swxZ//iMl2EKAsIGQ8PWdFHtXE4y/C8WcciwThtp7zk8SNLElraedQSaLiRZljUaz1OjhKtMw7DhWdx9GegWiewBpp5CGDccp2H4Q8r3/eL0q2OdvGODLH946p2ALAb3dMWK22bC+1XqXj9nP0CMK5GScHlHgY/YzbLXebXkNj+TPxxIhNmrP2sbDilLr0N7QD++XD0StV6baMzdMEEKtBz5qWpkPQTnyEJfRemvmM8hEo9FoTkd0pD0NGe8mrBh6zDf/PY1iyeef7nd57V015Wzbeav42Ps3YBizC78hBOmJPQRPPUh2Wup13ehTGCKkzyhiiRBfGuRljHWjTwEfa3odrVLrbe3DekVAqKr0+iEnXlEJbv089Er5fDMb0/r7sURFbhqNRtPpaNFeYDL5Mv/fj19h/2E1T/vG957JdRevnXM0qmEI0hMuwbP/POse7kpjgqQoAQYBAlNI0qKANQ8BHOxNsC93JvvtDdW1khcw2FuLYk845Wva4JeoFrlJgACseGR9KaI26kjQJXWWmM1Z7CI3jUajWa4siWg7jvNfgF9HvZXf5bruXzqO80HgL4Ek8K+u6349eu5FwJ1AD/AE8Duu6/qO46wHvg2sBFzgNtd1s47j9AH3AucAI8BnXNc9fDJe18hEgW/++BXGpkoIAZ+8+hzeu2XlnM83DUFvdxz/yQcoBYKJXIAf5LBMg76EwNi9HZMQgaiOJQ0BE4FZ109W/PmPVFraK4KdwH7PTSQu/Tg3b1vPvQ/tpQTELIOyHxIEITdvW9/+i010Q7bEjHREoltF38JQe9qVAShhqArS5kGzDED+J3/RkfvdmlMfneHRdAInXbQdx7kWuB4YBmzgV47jPAL8A3At8A7wU8dxbnFddztKmO9wXfdZx3HuAr4K/A/gb4G/dV33XxzH+SPgj4D/DPxXYIfruh9xHOd24K+Azy7263rr8BT/z30vkcl72JbBb9ywia1n9c/5fNMQ9KXj2KZBduwwowUDIYxqL/ZoLmQoPEIgBVKAQFI3A4xAqsi9+PMf4b34o6ggzAS/pB4Dw5d+HID7d+5ndLLIYG+Cm7etZ3jj4Lxe0+7XR+c8VgiBjPdAOVutHifWrSbB9Z9BcOwdNT2s+r0uzP6auUnlDXB/7hhyFmvOuTIAevKYZinQGR5Np3DSC9Fc130c+IDruj4qSraAPmCf67pvRuvfBj7tOM5ZQNJ13Wejw++O1m3gGuB79evR1x9BRdoA3wFuiZ6/aARhyDe+t5tM3iMZt/jfP3fJvAUb4IiXIiaC6vhwISAmAo54XYybK8iECQJpYAKBNMiECcZN1Vvt/fIBlYKWIYSe+ldKtQ4MbxzkDz5/Cf/td9/PH3z+kuMS7Hsf2stErkxXwmIiV+beh/ay+/VRQO07I6fZksgAIz2EsWYLlHK1PWwZQimn1qm9AYa5CUSiu/oGWHHFasZiOohpNHNR39EghFCZHsNS6xrNSWRJ0uOu63qO4/wp8J+A7wJrgUN1TzkErGuyPghMRQJfv079MVEafQoYAg7O59pWrOg+7tcjpWTT+n5GJwp88SPnsXpFas7nGgIG0gnidVXkfxcM82GeROBXR5FahDwUDPPR92+g/OQ9TIYpypjECLCNkIH3f4KhoTSZiiVl1aky+qKcZ2ho9mlr8+GR7+0mHjNJxNR1xmyTYtnnkV8c5Ib3nc3hgSHyB1+tuwkhlHPEB4bw9r/IzCo+CftfZOjm3+TgAw9ixmIYFYORZBehV4RXH2To0isByL3+IpPP/Ah/4ihW30p6r/g4qY2XkLvm1zh2/50gPYQVR/olECErrvk1Um283uVCO7/T05GFul/7c8ewEt0NtSnSTCJzx06Z38mp8jpOdZasEM113T92HOcvgH8HNtP4Li9Q27fGPNehNjR0esWXYMZA0bk5dixbqx4/Dn731vMp+QHjUyUAxsZyM55jGoL+dIKpqULD+kT3uWzPwvt5qVrl/TQXMtF9LqPJ9ezwr+D9xm76RZZx2c3T/jBXJ89hZCTT9Jpafb8Zh0aybLXf5fLCtMrzkTMYGcmQ3/tCVFgm66rHhVr3S9FZ6n8VEu/YAUZGMpTGDqsUox9gWSa+HyCxCMYOMzKSaUxFWkmCiWMc/enfVb3Arffdhrd7O0Hd3mK+ZxP5Nl5vhU7etxwaSrf1Oz3dWMj7JVMrCHITtVoK1PRAI7XilPidnIy/Lf2hYGFYij3tLUDCdd1druvmHcf5AaoorT7XuhoVGR8A1syyfhTodRzHdF03iJ5TiaTfjZ53wHEcC0gDxxbzNc2HSkrcMmdWkauCsSJvmuuJ2VHBWBhy27b13L9zP0fEWbxSPCNy+TJIxi1yO/erVLcwZm+lmmel9lxc3HWYK0tPEGBSIE6XzHGDfIJE1wfUE7yi2kOvb2MLpVqfw0O8YqHZsqVriWwu9b6lZi70bHlNp7AUw1XOAf7ecZy44zgx4OPANwHHcZxzHccxgc8D213XfRsoOo5zZXTs7dG6B+ygVmD2BaCyufSz6DHR93dEz18yjKhKvLKHPZ3hjYPcduNm+lIx8kWfvlSM227czPDGQQ6O5pjKlfADiSEEfiCZypU4OBpF8obJrMkFw5z+Y46LG7peQciQNDkGGSNNDiFDbuh6RT3BTjAzgRGqdaPyOmXjv9F6q6EuSzVcRe9baubCXj9M/MrbMVJ9UM5hpPqqmR+N5mRy0iNt13V/5jjO5cAvUNH196MK8BHg+0ACJbyVIrPbUCLfA7wIfCNa/z3gW47jfB3YD9VR3H8E3O04zivARHT8klFv/tGMrfZBzu15iFBEaVn7FmAQP1A145WA1hCqclytR/7SYweo1ZWL6jqceLo3WRwhLgqECEIpMEVIjyhgFJVw2u+5SVWphwHqs58qgLPfcxP+m88jxw9GGYBIsIWBiDyv61u6ZO4YxrTq8aWyudSV6Zpm6DG2mk5gqQrR/gT4k2lrjwAXzvLcl4DLZ1l/G7hulvUx4NaFudL2MISy12wl2M3SsqYpwFdzzCuyjECtA+bZ741Euz6qFZhnv7e9dG/gYxgCoz5iD4PqKNJE1E42W3+4N3Q2xcfujFLlgUqj2wnil3+meqrKG+Bse2lLlYrUntgajabT0RPRFomq+Yfdegei2R7uGYM3cngsT6Ec4PshlmWQjJmsHugCIDy0B1L9qie6zlErPLRHfe9EB5FUxFqG1KJ4GtLuiUs/XhXveuz1w3DdHSdc0LVUNpd631Kj0XQ6WrQXAcHs5h9z0SwtW5lqlohbs041CzMjiEQakeypHiqlrKV0TzDdaw6sI5g4DF5BTTgzbbCTmH2r5/Wa2k0lLolntvbE1mg0HY4W7QXGEILe7hj57PzbxpqlZSvDUOaaTNYqpXui6V57+BbCp+4Bu/+0ijr1vqVGo+lktGgvMD3dMVLJGPlsqfWTI1qlZYc3Ds45yazVsSea7tVRp0aj0XQeWrQXkLh1Ym1W7Qhk62NPXHh11KnRaDSdhRbtDqEdgWx2bKvztjMBrJmhiEaj0WgWHi3ay4DFEsd2WsIqhiKmaTQYioBK53fyOFCNRqNZrizFRDTNcdDKbasd2pkAdv/O/ZimQdw2EUIQt01M0+D+nfsbXLzqPwzMx8VLo9FoNHOjRbvDaSaO7dLOuNDRyeKMoTExy2B0sqjHgWo0Gs0ioUW7w2kmju3Sjjf1YG+Cst84e7zshwz2JpZsdrhGo9Gc6mjR7nCaiWO7tDLuaMbN29YTBCElL0BKSckLqkNf2vkwoNFoNJq50aLd4TQTx3Zpx7momTNZOx8GNBqNRjM3unq8w2k1Ea1d2mk1m2voix7MotFoNIuDFu1lQLOJaJ2KHsyi0Wg0C49Oj2s0Go1Gs0zQoq3RaDQazTJBi7ZGo9FoNMsELdoajUaj0SwTtGhrNBqNRrNM0KKt0Wg0Gs0yQYu2RqPRaDTLBC3aGo1Go9EsE7RoazQajUazTNCirdFoNBrNMkGLtkaj0Wg0ywQt2hqNRqPRLBO0aGs0Go1Gs0zQLl81TADDEAtysoU6z+mAvlfzR9+r40Pfr/lzEu7VBuAA4C/2DzqVEVLKpb6GTuEqYMdSX4RGo9HcbRgiAAAFxElEQVScwpwNvLXUF7Gc0aJdIw5cBhwCgiW+Fo1GozkV0ZF2m2jR1mg0Go1mmaAL0TQajUajWSZo0dZoNBqNZpmgRVuj0Wg0mmWCFm2NRqPRaJYJWrQ1Go1Go1kmaNHWaDQajWaZoEVbo9FoNJplghZtjUaj0WiWCXr2+ALiOM7nga8DNvD/uq77N0t8SR2H4zg9wNPAR13XfctxnA8CfwkkgX91XffrS3qBHYTjOH8MfCZ6+FPXdf9A36/ZcRznvwC/DkjgLtd1/1Lfq+Y4jvPfgUHXdb/kOM5FwJ1AD/AE8Duu6+rJZR2IjrQXCMdxzgD+DDXD/CLga47jnLe0V9VZOI6zDXgS2Bw9TgL/AHwc2Apc5jjOLUt3hZ1DJDgfAi5G/T1d6jjO59D3awaO41wLXA8MA+8F/hfHcS5E36s5cRznBuCLdUvfBv5n13U3AwL46pJcmKYlWrQXjg8Cj7quO+a6bg74HuqTv6bGV4H/CTgYPb4c2Oe67pvRp/pvA59eqovrMA4B/4frumXXdT3gVdSHHX2/puG67uPAB6J7shKVQexD36tZcRxnABVg/Hn0+Cwg6brus9FT7kbfq45Fi/bCsRb1RlvhELBuia6lI3Fd9w7Xdeud1PQ9mwPXdV+pvIk6jrMJlSYP0fdrVlzX9RzH+VPgV8Aj6L+tZnwT+ENgPHqs79UyQov2wmGg9tMqCNSbrGZu9D1rgeM45wMPAf8n8Ab6fs2J67p/DAwBZ6KyEvpeTcNxnDuAd1zXfaRuWf9/uIzQhWgLxwHg6rrHq6mlgTWzcwBYU/dY37M6HMe5Evg+8L+5rvsv0d6tvl/TcBxnC5BwXXeX67p5x3F+gNqaqrfY1fdK8VlgjeM4u4ABoBsl2PrvapmgRXvheBj4E8dxhoAc8Cnga0t7SR3PTsBxHOdc4E3g86jiodMex3HOBH4IfNZ13UejZX2/Zucc4E8dx7kKJUAfR6WA/299rxpxXffGyteO43wJuM513S87jvOy4zhXuq77FHA7/P/t3c+rVlUUh/HHtDCcBvcfEBaCCA4MnJeGQUMTdGBBGjgyHETOSoIg6hbZINGJKIISIpRNLoKKihBdRMSvo0J0cLlBhJhYcRvs804qDcN7jgefz+j9cdjsfSbrXXufdy1ODzVHPZzb449Jklu0c6IzwCxwNMnlYWf1ZEtyD9hOyyavAddpD/AJ9gDLgU+qarbLjLbj/fqHJN8C3wA/AN8DF5Icw3v1KLYCn1bVdVr2/fnA89EDLFlYWPjvqyRJ0uDMtCVJGgmDtiRJI2HQliRpJAzakiSNhEFbkqSRMGhLT5Gq2tD9fUzSCFlcRXoKdB3V9tIattwaeDqS/ieDttSzqjoAzCXZ273fRqugd4jWj/054C6wJ8nFqpqiVfiaopWY/AnYnGSuqn6kVUpbA7zXff82cB+4B+xMcg3YCKygtWP8sJ+VSnrc3B6X+rcfeKOqJj+adwDf0YLppiRru8++rqoVwBbgYpL1tJKdd2mlJieuJlkFnAKmgVeSrAO+ovV3J8nJJLuBXxd9dZIWjUFb6lmSWVo97FerahWtNeIyWtOGme7M+Qit09LKJJ8BF6rqHeBLYDWt1OTEuW7cP4Hj3bVfAL8AB/tZlaQ+uD0uDWM/8CZwg5YRPwPMJHl9ckHXNOR2VX0EvEjbPj8DPEtrnzhxZ/IiybaqWg28BLxLy8g3L+5SJPXFTFsaxglgLa2F5CFgBtjQtZmkqjYBV4DnaefR00kOA3PAy8DSvw9YVS9U1U3g5yTTtPPxdT2sRVJPzLSlASS5X1UngKkk88B8Ve0AjlXVEuAP4LUkd6rqfeDjqvoA+B04D6z8lzHnq2ofbYv9t26Mt/pak6TFZ5cvaQDdA2ZngV1JLg09H0nj4Pa41LOq2gjcBE4bsCU9CjNtSZJGwkxbkqSRMGhLkjQSBm1JkkbCoC1J0kgYtCVJGom/AGkQCQFpM/WLAAAAAElFTkSuQmCC\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
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"description": "Distribution:",
"index": 1,
"layout": "IPY_MODEL_e4d86ff947244790bcb8486b17999248",
"style": "IPY_MODEL_e9526fe5e9e54dfda59c0789b1065e1f"
}
},
"bbd67deebb2348108d95c00b8862a29c": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
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}
},
"bc2462bac835474ab4af2954ae30c51e": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
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}
},
"bcbcc1c676024d3e8388cbb1374e126a": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "VBoxModel",
"state": {
"_dom_classes": [
"widget-interact"
],
"children": [
"IPY_MODEL_421e2a025dea4eb1924771846c6f6783",
"IPY_MODEL_f0c59d11f887402bad6d9d413f15077a"
],
"layout": "IPY_MODEL_b96f78f2a3ea49ae8adf30890c6da396"
}
},
"bcf48ba05bd445389f4b437883867003": {
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}
},
"bcf660e16744445ba8a12f93949be5b3": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
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},
"bd14fc61ef9b4b5e888164c6cade0f2e": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
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},
"bdae851bbf5c4fe0be021b56f4de7bc6": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_39c3054daa29443283ce414dc10c158a",
"outputs": [
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"bea331881c824420b8dd0472081cec70": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"bf09902e0d454bf1ab2a9778a07c9fbb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"years1",
"years2",
"age",
"education"
],
"description": "Column:",
"index": 0,
"layout": "IPY_MODEL_06e5fd5d6668418db4b266b183afb82f",
"style": "IPY_MODEL_490b1fdc96854aa7abca60d49776185d"
}
},
"bff14ae8ef07478c9e65e6cc2d549601": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"c11bc4258f684a9e93e2d5db8231550d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"c135d5682ce9416abcfbebb0c5f3fe12": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"c2186a64ba2a490ebe214ec25f9c9cdb": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_b8cb59cab9d249a389a2d26ba1b9fcba",
"style": "IPY_MODEL_9d62f85c82da4a60b16dd14f4615cd09",
"value": "\n show/hide code \n "
}
},
"c2fd724922bf4fbc942a8d414bfa5511": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_aa87d73b169544e5abdc9ec4864af818",
"outputs": [
{
"data": {
"image/png": 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cWq1ZzUU1SWgLIURg9fLWUXuK246/JvZ053CYih273uGhp/fjeTC/Kc6tGzpoaYxPvKOYlSS0hRBiHLbrkRrM4VQ4sD3P41cvHODx378FwCltSW5a30F93dQnOBG1T0JbCCHG4HouqcE8doUD23E9fr79NZ7XRwBYuaSZ69etIDqik5yYmyS0hRBiFI7rkUrnsZ3KBrZlO/zLY3vo7EoB8N6VbXz8wtMwQ9JvWEhoCyHECVzPf4ZdsCsb2JlcgXu3at48nAbgojWLuez9SzAMmbZb+CS0hRBiBNfzSKUtLNut6Hn7BnPcvbmT7v4cBvDR85dy3pkLK1oHMfNJaAshRMDDoz9tYRWcip73UE+GjVs6GcwWMEMG115yOu9ZNr+idRC1QUJbCCEC/WmLfIUDe9/Bfu5/ZDf5gkM8avK5yxXLFjdWtA6idkhoCyHmPA/oz+TJWZUN7J37evjRE3txXI/GZJRbNnSwsCVR0TqI2iKhLYSY4zwGswVy+coG9jMvH+KXz7yBB7Q113HrlR0018cqWgdReyS0hRBzmMfgkE02Z1fujJ7HI8+9yVMvHQTg1JMauPEKdcIKY0KMRn5LhBBzkmHA4JBNZqhQsXM6rsu//vo1/rCnG4BVp87js5euIBKWMdiiOBLaQog5KZ2zyWQrF9j5gsMD23az50A/AB9YtYCrzj8NMyRjsEXxJLSFEHPOkGWTzlpUauqUwazFvVs1b3VnAFh37ilcfM7JMmmKmDQJbSHEnJIrOAxkKrcmds9Ajrs3v0rvQB7DgI9dsIz3dyyozMnFrCOhLYSYM6yCy0C6coF94Eiae7Z0ksnZRMwQn123glWnzqvMycWsJKEthJgTLNsllcnjViix9xxIsenR3Vi2S10szM3rFe0nNVTk3GL2ktAWQsx6tuMvAOJWaInNP+w+wk9+/Rqu59FcH+WWK1exoLmuIucWs5uEthBiVnNcf01spwKB7Xke2186xNbnugBY2JLg5g0dNCWjZT93OZkhg6gpa3nPBBLaQohZy3Fd+gbz2BUIbNfz2PzbN3jm5bcBOG1RIzdesZJ4tLb/mY1FTJqSEUKynveMUNu/TUIIMQar4PiB7ZQ/sG3H5UdP7OXfXusF4KxlLVx78emEzdoNOsOA+roIiXgEGZg2c0hoCyFmHddz6R0Yqkhg5yyb+x7Zzf5DAwCcd9ZCPnLeqYRqeAx2OGzQmIgRlZnaZhwJbSHErOK6Hr3pPI2N5V8tayBjsXFLJ2/3ZgG44gNLuPDsxTU7aYoB1MXD1NdFavpLx2wmoS2EmDUc1yOVzmPb5b/DPpIa4u7Nr5JKW4QMg09+eBnnrGwr+3nLJRQyaExGqYuaFRvHLiZPQlsIMSu4nj+sq2C7ZT9X1zuD3LtVk83bRMMhrr9sJSuXNJf9vOUSMUO0NsUIGSEJ7BlOQlsIUfNczyOVtrAqENidb/Txg8f2UHBckvEwN2/o4JS2+rKftxyGO5u1NtfR01PZ9cTF1EhoCyFqmodHf9rCKpQ/dJ7vPMzPtr+G60FLQ4xbr1zF/KZ42c9bDiM7m4VkpbGaIaEthKhp/WmLfJkD2/M8nvjDWzz2/AEATm5NctN6RUOi9iZNkc5mta0qoa2U+hzwX4KXW7TW/0kptQa4C2gEngK+qLW2lVLtwP3AAkADN2it00qpZmATsAw4AlyrtX5bKRUFvgecCwwB12utOyv5+YQQ5ecB/Zk8Oau8ge26Hg89vZ/nXj0MwIpTmrh+3Upi0dqbIUw6m9W+ig/CU0olgG8DHwbOBi5QSq3DD+avaK1X4n8Z/EKwyx3AHVrrDuB54Pag/OvAdq31KuBO4FtB+Z8CmaD8z4CNZf9QQoiK8vCHW+Xy5Q3sgu3ywGO7jwb2OStaufEKVZOBHYuYzG+MEY9IYNeyaoycN4PzJoFI8L8CUKe1fjbYZiPwaaVUBLgQ+PHI8uDnj+DfaQP8ANgQbH+0XGv9FNAW3K0LIWYFj8GsxVDeLutZsjmb7//yVXa93gfAhWcv4pMXLa+5Wc4MAxoSEZobYpgyFWnNq3jzuNZ6UCl1O9AJZIFfAxZwaMRmh4BTgFZgQGttH1cOsHh4n6AZfQBoG1l+3D5dxdRv/vzS9AJta5Ml+Iol16p4c/1aeZ5HajBPnBDxRGzC7VtaklM6T29/jrt+uZO3e7IYwKcuXcGl76+97/5mCJrqY9TFIhNuO9d/t2pFxUNbKbUa+GPgVKAfv1n8cvwWr2EG4OLfkR/fkOOO2GaksfYxRuwzoZ6e9LSX72tra+DIkcFpHWOukGtVvLl+rQwDBocKpLOForZvaUnS25uZ9Hne7s2ycUsnAxkLM2Tw6YuXs3r5/Ckdq1oMIB4L05CIkB7IkSY37vaV+N2SLwWlUY22kiuAX2mtD2ut8/hN3hcBi0ZssxA4CBwGmpRSww+QFgXlAG8F26GUCgMNQA9wYIxjCSFqlGFAeqhApsjAnqr9hwb47kOvMJCxiEVMbrmyg9XLW8t6zlILhQyaGmI010eld/gsVI3QfglYp5RKKqUM4Cr8JvKcUur8YJsb8XuVF4DtwGeC8puALcHPm4PXBO9vD7Y/Wq6U+hCQ01oX1TQuhJiZMjmb9FDhhGa3Unr5tR7u3vwqOcuhIRHhT64+g+WLm8p4xtKTzmazXzWeaT+qlDoHeAG/A9pzwF8DPwXuVEo1Ar/H72EO8CXgHqXU1/CfS18XlN8ObFRKvQKkgBuC8n8A/jkoz+N/ARBC1Kghy2Ywa5U1hH77ytv84unX8YDWpji3XtnBvIbamTTFMCBZFyEpy2jOeoYnX8eGLQX2yzPtypJrVby5eK1yBYf+dH5KgV3MM23P89j2uzd58kX/CdqSBfXcvF6RiE/ccWumKMUymhV6pi3fJ0pAZkQTQsxI1jQCuxiO6/Kzp/bzwu4jAHS0N/PZdSuIhmtjDPbIzmby7HrukNAWQsw4lu2SSpevSdwqOPzgsT3oN1MAnKvauOaCZZg1Mgf38Mxm8UiIEwfSiNlMQlsIMaP4gZ3HLVNip4cK3Lu1kwNH/KbzS957Mpe+7xSMGrlbjUVMGpMRmShljpLQFkLMGLbjr4k93X4lY+kdyHH3lk56+nMYwFUfWsoHz1hYlnOVmnQ2EyChLYSYIWzXIzWYwylTYB/sznDPlk4GhwqETYPPXLKCM09rKcu5Si1sGjQmp9fZTMwOEtpCiKpzPZfUYB67TIG990A/m7btJl9wiEdNblqvWLqwsSznKrV4zKQxIROlCJ+EthCiqlzXozedx3bKE9gv7e3mx0/uw3E9mpJRbtnQwUktibKcq5RChkF9MkIiaiKdzcQwCW0hRNW4nkdfOo9tlyewf7PzEJuffQOABfPquHVDB031Ey80Um2RcIimZIywKWEtjiWhLYSoCtfzSKUtCnbR6/lM6tg/fnwPjz3nz2B86sIGbrpCUReb2f/kGUBd3B97bcjdtRjFzP4NFkLMSh4e/WkLq+CU/Ni24/LjJ/exc18PAGcubeHaS04nMsM7cYUMg4ZkhEQsLPOGizFJaAshKq4/bZEvQ2DnLJsHtu1h71v9AKw94ySu+qOlhGb4pCkjm8MlsMV4JLSFEBWVyuTJWaUP7MGsxcYtnRzqyQJwzYXL+YBqnfGTpiSkOVxMgoS2EKIiPA/6s3ly+dIHdndqiLu3dNI3mCdkwMcuWMblf7R0wgVDqkl6h4upkNAWQpSdBwxkrbIE9puHB7lnqyabs4mEQ1y3bgUd7fNKfp5SCocNmpIxIubMfs4uZh4JbSFEWXnAQMZiKG+X/Ni6q48HHttDwXZJxMLcvEGxZEFDyc9TSnWyMpeYBgltIUTZePjPmssR2C/ow/z0qddwPZjXEOPWDR20NteV/DylYhjQkIiSiElzuJg6CW0hRNkMZi2yudIGtud5/PrFgzz6uzcBWDQ/wc0bOmhMREt6nlKSucNFqUhoCyHKwGMgWyh5YLuuxy+eeZ1nd70DwLLFjXzu8pXEozP3nzKZO1yU0sz9TRdC1CiPwSG75IFdsF0efGIvr+zvBWD18vl86qLlhGdoZy7DgPpElGSVZ2Hbua+brTu66O7P0doUZ/3adlYvb61qncTUSWgLIUrID+zMUKGkRx3K29z3qOb1Q4MAfGj1ItavbZ+xd68zpTl8575uNm3bjWmGSMTDpDIWm7btBpDgrlEz8yuqEKIGlSew+9N5vvvQK0cDe8MH27nyg6fO2MCOx0xaGuNVD2yArTu6MM0QsYiJYRjEIiamGWLrjq5qV01MkdxpCyGmzTAoS2C/05dl4+ZO+jMWZsjgkxctZ83pM/MOMRQyqE/MrMlSuvtzJOLH/jMfDYfo7s9VqUZiuiS0hRDTls7ZZLKlDew33h7k3kc6Gco7RCMhPneZ4vRTmkp6jlKJRkwak1HCM2yO89amOKmMRSxiHi2zbJfWpngVayWmo/rtN0KImpa1bNJZi1Kuc7Hr9V6+98tdDOUd6usi/MlVZ87IwPY7m0WYVx+bcYENsH5tO47jki84eJ5HvuDgOC7r17ZXu2piiuROWwgxZbmCw2DGKunKVDt2vcNDT+/H82B+U5xbN3TQ0jjz7gzDYYPGRPU7m41nuLOZ9B6fPSS0hRBTkis49KfzJQtsz/P41QsHePz3bwFwSluSm9Z3UF8XKc0JSsQA6uJh6utqYyrS1ctbJaRnEQltIcSkWSUObMf1+Plv9vN852EAVi5p5rp1K455FjsTmCGDhmSUuqgp616LqpDQFkJMilVwSaVL1yRu2Q7/8theOrv6AHjvyjY+fuFpmKGZ1ewci5g0JSOEQiEJbFE1EtpCiKJZtksqncctUWplcgXu3ap583AagIvOOZnLzj0FYwY1Ow/PbJaIhWfIQC4xl0loCyGKUurA7hvMcffmTrr7cxjAR89fynlnLizJsUslEvZnNpN1r8VMIaEthJjQ0cB2SxPYh3oybNzSyWC2gBkyuPaS03nPsvklOXYpDHc2a0hEMOT+WswgEtpCiHEVHJf+Egb2voP93P/IbvIFh3jU5HOXK5YtbizJsUshFDJoSESom0EzmwkxTEJbCDEm2/FIDeZxShTYO/f18KMn9uK4Ho2JCLdcuYqFLYmSHLsUouEQjTN0ohQhQEJbCDEG2/HoG8yVLLCfefkQv3zmDTygrbmOW6/soLk+VpJjT5dhQF0sTGMiWu2qCDEuCW0hxAls1yNVosB2PY9Hn+viqZcOAdB+Uj03XdFxwkIW1SJjr0UtqfhfjVLq88BXRhSdBtwH/Az4W6AO+KHW+mvB9muAu4BG4Cngi1prWynVDtwPLAA0cIPWOq2UagY2AcuAI8C1Wuu3K/LhhJgFbNcjNZDDLkFgO67Lv/76Nf6wpxuAVafO47OXriAyQ6b+jAZjr00Zey1qRMX/crTWd2mt12it1wA3AIeB/w18H7gGWAW8Xym1IdjlfuArWuuV+L1CvhCU3wHcobXuAJ4Hbg/Kvw5s11qvAu4EvlWBjyXErFDKwM4XHO7dqo8G9vs7FnD9ZStnRGAbBiTr/IU+ZtokLkKMp9q/rf8E/D/4d8V7tNb7tdY2flB/Wil1KlCntX422H5jUB4BLgR+PLI8+Pkj+HfaAD8ANgTbCyHG4ZQwsNNDBe76xS72HOgH4NL3ncLHLjgNcwZ08DJDBvPqYzTURZhBc7gIUZSqPVRSSq3DD+QfKaWuAw6NePsQcAqweIzyVmAgCPiR5YzcJ2hGHwDagIPF1Gv+/PqpfaDjtLU1lOQ4c4Fcq+KV61rlCw59A0M0Nk+/J/eRvix3PryLI6khDANuWN/Bh84+uQS1nLyWluQxryPhEPMaYkTCM2tO85lA/g5rQzV7gtyG/wwb/Dv+kV/vDcCdRDlB+fA2Ixkj3ptQT0962uNR29oaOHJkcFrHmCvkWhWvXNfKcV36BvPYzvTvsN86kmbjVk1mqEDEDPHZdStYtaSZ3t5MCWo6OS0tyaPnHW4Oj8QjpPqyFa/LTFeJv0P5UlAaVWkeV0pFgQ8DDwVFB4BFIzZZiH9nPFb5YaBJKTX8dXkR795JvxVsh1IqDDQAPaX/FELUPtcrXWDvOZDizod3kRkqUBcL8+8+uopVp84rQS2nJxwymFcfpz4worlDAAAgAElEQVQekalSRM2r1jPt1cBurfXw1+8dgFJKnR4E8fXAFq31G0BOKXV+sN2NQXkB2A58Jii/CdgS/Lw5eE3w/vZgeyHECK7r0luiwP7DniPcs0Vj2S7N9VFuu+ZM2k+q/p1VPGbS0hQnGql29x0hSqNazePL8O+iAdBa55RStwA/AeL4wTvcyewG4E6lVCPwe+DbQfmXgHuUUl8DuoDrgvLbgY1KqVeAVLC/EGIE13XpTeex7ekFtud5bH/pEFuf6wJgYUuCWzZ00Jis7iQlhgH1dRGiuMhUpGI2MTwZnDhsKbBfnmlXllyr4pXqWrmuR186R2Gage16Hpt/+wbPvOxPg3DaokZuvGIl8Wh1J00Jhw0aEzFOXtQkv1tFqtAzbfn2VAIzY0oiIURFlCqwbcflR0/s5d9e6wXgPcta+PTFpxOu8hKWdTF/Za6QjOUSs5SEthBzhON6pNL5aQd2zrK575Hd7D80AMB5Zy3kI+edWtWgDBkG9ckICVmZS8xyEtpCzAHvBnbRox9HNZCx2Lilk7d7/WFTV3xgCReevRijioEdCYdoSsYImxLWYvaT0BZilnM9j/4SBPbh1BAbN79KKm0RMgw+8eFlvHdlW4lqOXkGUBf3m8MNubsWc4SEthCzmOv562Fb0wzsrncGuWerZihvEw2HuP6ylaxc0lyiWk5eKGTQKCtziTlIQluIWcr1PFJpa9qB3flGHz94bA8FxyUZD3Pzhg5OaSvNdL9TEY2YNCajhEOGBLaYcyS0hZiFjgZ2wZnWcZ7vPMzPtr+G60FLQ4xbr1zF/KZ4iWo5OYYBiXiEhjpZ/0fMXUWNz1BK/Y1S6vRyV0YIMX2lCGzP83j89wf416f8wD65Nclt15xZtcA2QwbN9TEaExLYYm4r9k67F3hUKfUa8B3gp1rr6X2FF0KUXCkC23U9Hnp6P8+9ehiAFac0cf26lcSi1VkZKxYxaUpGCIVC0hwu5ryi7rS11t8AlgP/H3AtoJVS/0MpVZ319oQQJ/B7iU8vsAu2ywOP7T4a2GtOb+XGK1RVAnt4KtLmhhihkMwdLgRMYsEQrbWHv4LWQSACnAE8pZS6rUx1E0IUycMP7Pw0Ajubs/n+L19l1+t9AFx49iI+dfHyqsxy5q/MFaO+TlbmEmKkoprHlVKfB74ALAD+GThXa31EKdUKvBKUCSGqoBSBnUrn2bilk8N9QwB85LxTOf89iybYqzziUZOGRBQzJHEtxPGKfaZ9LfA/gYe11kfHj2itu5VSf1mWmgkhitKftshZUw/st3uzbNzSyUDGwgwZfPri5axe3lrCGhZnuDk8IeteCzGmYkPb1Fr/fLQ3tNZ3lbA+QogiefjTik4nsPcfGuC+RzQ5yyEWMfnc5StZfnJT6SpZpLBp0JiMEQ3Ls2shxlNsaDcppZJa60xZayOEOMHOfd1s3dFFb9qipT7K+rXtrF4+n8FsgaG8PeXjvvxaDw8+sRfb8Wioi3Dzhg4WtyZLWPPixGMmjYmorMwlZgylVD3wstZ6abXrcrxiQzsLvKGU2gmkhwu11leXpVZCCMAP7E3bdmOaIRrqwqQyFv/61D5cz2Nhy9QD9revvM0vnn4dD2htinPrlR3Ma6jsGOyQYVCfiJCIycpcQhSr2ND+XllrIYQY1dYdXZhmiFjExDAMmpJRQqbB5t++wR9/5IxJH8/zPLb97k2efPEgAEsW1HPTekUyXtlJSyJhvzk8UuX1t8XsoZQK4c8jcgHwMnAe8AHgLmAh8A7wx0AMuB84DJwJPKS1/qpSKgk8AJwGPD/iuIvHOMbPARt4XGv91Qp8RKDI0NZa3zPytVLKAGSGNCHKrLs/RyLu/5nGoyahkEFvf47MUGHSx3Jcl589tZ8Xdh8BQLU3c92lK4hGKjcG2wDiMX9lLmkOFyX2CWA+/nDkK4BPAd8Cbtdav6CU+jjw18B/Bd4HKPzg3q2U+nvgRmC31voapdTNwCXBccc6xkrgZK11b8U+IcUP+boN+CYwsj3uCP43DyFEmbQ2xUllLBoTEWJRk3d6h8gVHOY1xCZ1HKvg8MBje9j9ZgqA96k2PnbBsooOqwqFDBoSEeqi0hwuyuLDwI+COUW2KqX6grIVSinw5yVJBdvu1Vp3ASil9gPNwIeAbwTv/xD4byOOO9ox9lc6sIcrUIz/DFwG/BI4B/gr4KflqpQQwrd+bTsR0yAcDtGdGiJn2TiOywVnLy76GOmhAnf9YtfRwL74vSfziQsrG9jRcIiWxjh10TAS2KJMHI795fKC1+/TWq/Bv7v+ZPBefpTtRnKDcsY5RrZ0VS9esaHdq7XeAbwInBRMa/rh8lVLCAGwevl8Pn7hcizLIT1k01gX4erzT0O1zytq/96BHP/80CscOJLBMOCaD53GZecuwahQ07S/MleYeY0xwjJZiiiv7cDHAJRSFwItwHPAzcH7XwT+dpz9nwI+E/z8Cd7Nx8kco+yK7YhWUErNA/bgP9jfBlRn9QAh5gyP9JDNwpYEf/yRM2hpSdLbW/yoy4PdGTZu6SQ9VCBsGnzmkhWceVpLGet7rFDIoDEZpS5qykIfohJ+CqwLRjn9G34z9leA7yml/gx/4avr8DuRjeYfgHuUUi8DT+N3MmOSxyi7YkP7u8AvgKuAF4OH8Z1lq5UQc54f2OkpdDgD2Hugn03bdpMvOMSjJjetVyxd2FjiOo4tGqzMZcrKXKJyPghs1lr/e6XUauAsrfV+3u1QNtK5wz9orS8aUX7t8RsWc4xKKnaVr+8DlwcP3c8D/gfvNiMIIUpqeoH90t5u7tnaSb7g0JSMctvVZ1YssA0DknUR5tXHMGVlLlFZe4H/pJR6BbgH+FKV61MW495pK6X+43GvR778ElVu2xdi9pleYP9m5yE2P/sGAAvm1XHrhg6a6ivTkmcGzeGxCg4hE2KY1vowc6Cv1UTN4++pSC2EEBgGDE4xsF3PY+uOLn6z8xAASxc2cOMVirpYsU/ApicWNIfLutdClNe4f9Fa61srVREh5jI/sAtkspMPbNtx+cmv9/HS3h4AzlzawrWXnE6kAotvDDeHJ2VlLiEqotjJVc7DH6tdjz9mzQRO01q3l7FuQswJhuGPpc5kC0y2z1bOsnlg2x72vtUPwNozTuKqP1pKqALDq8KhYGWuiNxdC1Epxbad3QXciz8t3Hfwx8L9pFyVEmI8ha6dFHZuwR08QqihjcjqDUTaV1e7WlOWztmkpxDYg1mLe7Z0crDHn+PhsnOXcNE5iysyBltW5hKiOor9iuxprf838CT+UK9rgcvLVSkhxlLo2knu19/DeWcfXroP55195H79PQpdO6tdtSnJWjbprDXpwO7uH+I7P3+Fgz1ZQgZ84sJlXPzek8se2CHD72zWnJTAFrVPKbVUKeUppf75uPI1Qfkt4+z7ulJqabnreLxiQ3sw+O8+/LFvQ/hTxglRUdZzP4JcGvAgZPr/zaX98hozZNkMZqxJj2N+83Ca7/z8FfoG80TMEJ+7QnFux4LyVHKESNhgXmOMREymIhWzSg+wXik1ctjDZ/DX15hxim0ef04p9UPgduCXSqmVvDtbjBAV4/a/7T8EPnqX5//s9r9d1XpNVr7gMDCFwNZdfTzw2B4KtksiFubmDYolCxrKU8mAYUBdsDKXIWEtKuyqP//5euCr+Etm7ge++fDfXLO1hKdI40/RfSHwRFB2OfAYgFLqK/grgCUBC7hOa62Hdw7C/pvARfj9vTZqrf+uhPU7RrF32n8G/IPWejfw58Hrf1+uSgkxm1kFh/705AP7mZ0Hue8RTcF2mdcQ47Zrzix7YJshg6b6GE3JqAS2qLggsP8RWIQ/hegi4B+D8lJ6EL/PFkqp9wM78QO6Eb8P10Va67PwZwb9ynH7fgFAa/1e/Gm+r1FKXVDi+h1VbGh/B7hRKbUK+Cf8Tml/Ua5KCTEWo+kk8Dzw3GP+azSdVO2qFcWyXVJpC3cSie15Hk/+4S3u3fwqrgeL5ie47ZozaWuuK2NN/bHX8xtjxCMyd7iomq/ir8g1vKJWNnj91RKf5yFgg1IqhN80/sOgfAC4HvisUup/4U/lXX/cvuuAq5VSLwI7gFMo4xwnxYb2+/DvrD8O3BuM3z61XJUSYiyxD1wLsSQQ8gObEMSSfvkMV3BcUun8pALbdT0efuZ1Hv3dmwAsW9zIF646g8ZEtFzVxDCgIRGhuSEmk6WIajuNE5fAzAblJaO1TgMv4a+pfQlB0ziwBPgt/nrbW4CNnNihwwT+Qmu9Jli+84PA90tZv5GKfaYd0lq7SqnLgP8ZlCWmelKl1FXAf8V/RvCo1vr/Ukqtw58WtQ74odb6a8G2a/CHnDXiL532Ra21rZRqB+4HFgAauEFrnVZKNQObgGX4HQmu1VrX1gNPMaZI+2q46PM1N+TLdj1Sg3lct/jALtguDz6xl1f29wJw7qqTuPqPTiVsli9Iw2GDxkSMaAUmZhGiCPvxm8RHBnciKC+1B4G/Bp4PMgYgA+zVWv+dUqoO+O/Am8ft9zjwBaXUw/irf/0GfwnPJ8tQx6JDe69SajN+ED6plNqE/61k0pRSy/Cb29cC7wCPK6U2AP+MP2/sm/id3TZorbfgB/PntdbPKqW+h//84J+AO4A7tNb/opS6Hb+T3P8NfB3YrrX+iFLqRuBbyOIms8qrhcVsHbiM7v4crV6c9YXFjIzsnfu62bqjy3+/Kc76te2sXt464Xvl4rguqYE8ziQCeyhvc9+jmtcP+QM3zn/PQm648gxSfcffdPid07a/dJC+wTzzGmJccPbiotfbHmYAdfEw9XURGcolZpJv4j/TBj+4E/jB+M0ynOth4Hv4WTLMAkJKqV34fya/Bs46br/vACuAP+Bn6t1a6yfLUD8ADK+IpjqlVBK/afw3WuvXlVJfxG8mP/FfkImP9efAyVrr/xi8Xoz/gf9Ka31pUHYjcDHw/wKPa62XB+UXBGVX4HfTbwm+ES0Bfq21XqaU2g9cqLV+UykVxu+8MF9rPdH8kEuB/T096UndDY2mra2BI0cGJ95QTPpa7dzXzaZtuzHNENFwCMt2cRyXGy5byerlreO+D4y7bzm4rktvOo9tF/871Z+x2Lj5Vd7pGwJgwwfbuWD14lHX09ZdfTz09H5MM0TEDFFw/M909fmnFR3cs3Xda/k7LF4lrlVbW8OUvg1WoPd4TSnqTltrncG/4x1+/Z1pnPN0wFJKPQS04/fGewU4NGKbQ/gP8xePUd4KDGit7ePKGblPEOgDQBtwcBp1FjPE1h1dmGbo6EpSsYhJPihfvbx13PeBcfctNdfz6Etbkwrsd/qybNzcSX/GImQYfOqi5axZMXbdtr90MPgS4n+maNjECsqLCe1YxKRR1r0WM1gQ0HM2pI9XmSWATjznhfhj2tL4vfaG4JhJoQwg6GVUVDlB+fA2Ixkj3pvQ/PnHdwycmra28g7FmU0mc6160xYNdeFjZv4KmwZ9aYu2toZx3/dg3H1LyXZcevtzNDQW/2x474EUdz68i2zOJhY1ue3j7+GM0+Yfs01LS/KY16lsgWTMPOYzmSGT/mzhhG1HMoBEPEJjMlqRecqrRf4OiyfXqjZUI7TfBh7TWh8BUEr9FPg0x86wthD/zvgAfieE48sPA01KKVNr7QTbDN9JvxVsdyBoHm/Ab0ovijSPV9Zkr1VLfZRUxjpmzeZ8wWFefZQjRwbHfR8Yd99S8fBIDVrkC8VPGrjtd108+YeDePhjoy973yksbIof0xw+WvN4cyLCwFDh6J02gGU7NCUiJ2w7LGz6C30Uch49OWtyH66GyN9h8SrUPF7W488V1egi+gvgCqVUczCTzAbgx4BSSp0elF0PbNFavwHklFLnB/veGJQXgO2828HsJvzu+ACbg9cE728v4nm2qBHr17bjOC75goPneeQLDo7jsn5t+4TvT7RvqfSnJxfYD/1mP0+MCOzGZISnXz6E7uqbcN8Lzl6M47hYtv+ZLNv/TBecvXjU7eMxk5bGuPQOF6JGVfxOW2u9Qyn1f/C7xUeAbfi9wTvxVw6L4wfvj4NdbgDuVEo1Ar8Hvh2Ufwm4Ryn1NaALuC4ovx3YqJR6BUgF+4sKK9dKXMPPnsfqAT7R+xO9N12pTJ6cVVxge57Hr144wLO73gEgEg7R0hjHDBlYtlPUc2nVPo+rYcLe4yHDoD4ZIRE1kXnDhahdRfUenyOWIr3HS6LQtZP80/dBKAzhKNgWuDax8288Ibhny7XyPOjP5snliwtsx/V46Df7+V3nYQBikRDzGuNHh1t5nkcub/PV6997dJ/RmseLEQ4bNCVjRMo4vnsmmi2/W5Uwk3uPi2PNrb9iURGFnVsgFMaIxDAMAyMSg1DYL5+FPGAgaxUd2JbtsOnR3UcDu74uTH3i2PHRBcefX3y66mJhWhricy6whZitqtERTcxy7uARiB7Xczkc9ctnGQ8YzFoM5Ytb9C6bK3DvI5qud9IAXHTOybQvSPLwM69j2c4xY63Hei5dDH8q0ij7D/bzy9++UdHJZISoFcF62LuBXce9dZXW+viZz0pxrie11kuncxwJbVFyoYY23EwKIiPuFG2LUENb9SpVJoNZi2yuuMDuG8yzccurHEnlMICPnr+U885cCIBhGNOe1WzYcHO4fqOP+x7VmGaIRDxMKmOxadtuAAluUTNe+8YnT5hcZdlf/qSU47YPBnOG1wQJbVFykdUbyD99H16BY55pR1ZvqHbVSshjIFsoOrAP9WTYuKWTwWyBsGlw7cWnc9ayd8dgq/Z5Uw7pYQYQD9a9DhkGm599o6KTyQhRakFg/yP+yl5Hl+Z87Ruf/HKJg/sYSqmT8KfWXoI/z8d/0Vo/ppT6b/iTgq3En7TrG8Cl+NNyvwR8Fn8BkX/Cn+70JPxlPq8r5vjF1E1CW5Sc39nsxppb1KN4HoNDdtGB/drBfu57ZDf5gkM8anLjFYrTFjWWtEahkEFDIkLdiN7h3f05EvFj/8Sj4RDd/bmSnluIMhptac7h8lKF9uJgWc1hm/BXtvy+1vohpdQi4DfB4lXgL7t5HnA+/mIh78FvYn8VWA00AZbW+rxgqc/HgSuBF0ac41ujHV9rPWFvQAltURaR9tWzKKRH8gM7M3Ti0P/RFu6wbJcHH9+L43o0JqPcsqGDhS1TXiBvVNGISWMySvi4mc1am+InTCZj2S6tTfGijluNxVWEOM5p+HfYI5V6ac4TmseVUt1Ah1LqvwdFEWB58PO2YIrsN4BDWutdwT5vAfO01k8qpXqUUl8GOvDX1hhtDe7Rjv8iE5DQFqJo4wf28MId8ViYgaECDz6xl6GgR3lbcx23XtlBc/30e4QPMwx/KtL6eITRFuZav7adTdt2k4djFkgpZjKZkQuvyPNwUUWVXJpzJBO4RGvdCxDcDR8GPoa/8tewE5rblFJX4y/h+S3gbvy1MkZbg3u0409IxoEIUZSxAxtOXLgjl3eOBvapJzVw29VnljSwwyGDefVxGupGD2zww/WGy1bSnIySzdk0J6NFr2g2cuEVwzCIRUxMM3R04RUhKuSb+EtxDjdPlXNpzpEex5/AC6XUGcDLI+owkXXAg1rru/En+LoYP6RLcny50xZiAobBuIENfs/weCyM53mk0u8OAYuYBn/8kVVESjhtaDxm0piIFrXu9erlrVO6M5bn4WImWPaXP9n62jc++WXK23t8NP8B+K5Saif+XfLntNaDSqli9r0TeEApdR3+XfnTnNicP+rxizm4zIj2rqXIjGgVN9OvlWFAeqhAOls4YVm5ke56+BX6sxbprH103vF41GRRSx1fuPqsktRlfkuSQr5AIlb+qUj/zwO/H3VxleZklL8YMUvbTDbTf7dmEpkRrXZI87gQ48jkbNJD4wc2wLkdC45Z2SsRDxOPhrhwzcklqUckHGJ+Y5xELEwl5g6v1OIqQojJkeZxIcaQtWwGsxYTNUb1DOR47IUDOEELTSJmsnBe3bQmSBk23NmsoS5CLFa5P9diFl4RQlSehLYQoxiybAYzEwf2W0fSbNyqyQwViJghPrtuBatOnV5QDwuHDBqTUWJRc8J6lMNUn4cLIcpHQluI4+QKDgNFBPaeAyk2bduNVXCpi4W5eb2i/aSGktRhZGcz6XYihBgmoS3ECLmCQ386P2pQjpw8JWyG6B7I4XnQXB/llitXsaC5btrnH21mMyGEGCahLUQgP0FgP/T0fkIhA9v16Ev7Q5/mNcS47eozaUxGp33+aMSkKRnBDEn/UCHE6CS0hcAP7NQYgQ3+5CmhkEEu75AJ5hyPhEM0JSLTDmzDgGRdhGQ8IvfWQohxSWiLOc8quPSnx3+G3TuQI1dwyVnvjsFuro/Sn7HG3qkI4bBBYyKGcfBlhmbtAitCiFKRdjgxp1kFl1Q6jztOYucs+5jATsbDzGuIYbse8xqmNjWpP5QrzPzGOMbBl8k/fZ+/Bnk0iZtJkX/6PgpdO6d0bCHE7CWhLeYsy544sAcyFt99aNfRwE7E/fWqC46/+MYFZy+e9HnNkEFTfYymZBQDg8LOLRAKY0RiGIaBEYlBKOyXCyHECNI8LuakYgL7SGqIuze/SiptETIM/uiskzjYnTlm6c3JTp4Sj5g0JiOEQqGjzfHu4BGIJo/dMBz1y4UQYgQJbTHnFByX/nR+3Dnmu94Z5N6tmmzeJhoOcf1lK1m5pHnK5zQMqE9EScTCJ3Q2CzW0+U3jkRFN7bZFqKFtyucTQsxO0jwu5hTb8UgN5o9OOTqazjf6+N4vXiWbt0nGw3z+qjOmFdjhkMG8hjjJUQIbILJ6A7g2XiGP53l4hTy4tl8uxCxhp/vmV7sOs4HcaYs5w3Y8+gZz4wb27zoP87Ptr+F50NIY49YNq5jfFJ/yOaMRk+agOXwsfi/xGylI73ExSxgG4DoYTgG3kAfHws7lW8L183qqXbdaJ6Et5oSJAtvzPB7//Vv86oUDAJzcmuSm9YqGxNTGYBsG1MXCNBa5f6R9tYS0qHEehlsA28IrWHiOjee6/luGIWlTInIZxaw3UWC7rsdDT+/nuVcPA7DilCauX7eSWNQ8Zjvz0MuEdz9GKNODm5yPvXIdzqIT18o2QwYNySh1VVroQ4hK8O+m7aN3055t+f1E5Je+rCS0xaxWcNxxn2EXbJcfPr6HXa/3AbDm9FY+8eFlhM1jm7PNQy8TffFBvJCJF01g5PqJvvggFhwT3LGISVN9hJARkn+7xOzjeRiuBU5wN23bePKLXlES2mLWmqjTWTZnc98jmjfeGQTgwrMXcfkH2gkZJ3YXC+9+DC9kQjjo4R2O4dl5wrsfw1l0VlmnIt25r5utO7roTVu01EdlXWtRMYYBODaGG9xNFyx/mKQEddVIaItZyXY9UuM0iafSee7e3MmR1BAGcOV5p3L+exaNebxQpgcvmji20IwSyvQQNg0akzGi4dIPxti5r5tN23ZjmiEa6sKkMhabtu0GkOAWZeJhOBae3E3PSBLaYtZxXJfUQB57jMB+uzfLxi2dDGQszJDBpy9ePmEAusn5GLn+d++0ARwLo6GVlsb4qHfnpbB1RxemGSIWMTEMg1jEJB+US2iLUjAMcAt5DDvrh3TBwh3uQCZmHAltMas4rkvf4NiB/drBAe5/VJOzHGIRk89dvpLlJzdNeFx75Tr/mbadBzOK4ViEPIf4OVeWLbABuvtzJOLH/plGwyG6+3NlO6eY3QwD8FxwCn7nsUIe24jjpNPVrpoogoS2mDWGA9s78G/ERunl/fJrPTz4xF5sx6OhLsLNGzpY3Jqc+MD4nc0s/GfbZrYHs7GN6NlXln2YVmtTnFTGIhZ5tye7Zbu0TmPsuJibDLcAbgHPyuPZhXeHYwEgzd+1QkJbzAojA3u0Xt5P7rd46GULDz8Ib72yg3kNkws+d/FZhJedQ0NdpDwfYhTr17azadtu8kDYNMgXHBzHZf3a9orVQdQe/27awbALuI6FZ+X9Jm95Nl3zJLRFzTvaJO54xI7r5e2ZMTb3LeGxN/11r5csqOem9YpkfHLBa4YMGpNR4hUeez383Hrrji760hbzpPe4GIfhFoLhWHm/A5k8m551JLRFTRsZ2HBsL2/HM/jRkZU8N+j3Cu9ob+az61YQDZtjHm80sYhJ03Erc1XS6uWtrF7eSltbA0eODFa+AmJGOmaqUNvCK+RkcpM5QEJb1KzjAxve7eWdD9Vx7ztn8mrWX6PgA02HuerytZih4juNGQYk4hHq60o/9lqIqQmmCnWCZ9OO3E3PNVUJbaXUE8ACoBAU3QYsB74GRIC/11r/Y7DtOuBvgTrgh1rrrwXla4C7gEbgKeCLWmtbKdUO3B8cXwM3aK2lW2SFFbp2lnUBjNECG/xe3tYLP+PO7tV0Wf7KXJc37uGSC9bgTiKww0FzeDQyubtyIUrp3alC7WCq0LzcTc9xFV+aUyllACuBs7XWa7TWa4ADwDeADwFrgD9RSp2hlKoDvg9cA6wC3q+UGl6v8H7gK1rrlYABfCEovwO4Q2vdATwP3F6hjyYCha6d5J++z18jOprEzaTIP30fha6dJTm+640e2ABHkqfzrf7L6LKaMfD45EmvcemHz8Fd/J6ijx+PmbQ0xSWwRZV4GE4ew0rjpXtwB3qw0ync/BCeI53J5rpq3Gmr4L+PKqXmA3cCg8DjWuteAKX+f/bePDiu677z/Zy79IJGNxYCXEQaWrhcUgu02BJta7UWS/Iiy3Eijy3LsceOk5eqzPtnavLHxPMmU3lTlfem8l4ylWTsyLG8yLFlx7H8bImSLEsytVG2JIra2KJWSFyxoxd03+Wc98e93egG0N0gdpDnU8UCcHDvxe0G2N8+v+X7c34C/D7wGHAom82+Fa1/H/gDx3FeAZLZbPbp6Fp3AX/pOM6dwFXArTXrjwF/vtQPSjOFd+B+MCyEHRmR2HGUFyj/1hgAACAASURBVK4vdLctpWQkP7tgHxkqcNf9B8lPKixT8Nlrd3De2R8imOO1hYD2thipuAk6IK5ZJrRVqOZkWAnR7gIeBv6MMBT+KPAj4GjNMUeBy4AzZlnf0mS9B5jIZrP+tPU5s25d+8kc3pDe3vSiXGctMlAYxkq0I2pMR5SZRBWGZ31e5vpcuV7AyESJTGbmDvjVt0e48xevUHID2hIWf/qZC9n2vs4537MhINMeP+mq8uXmdP67mg+r9flSMkB5HtIvh5XeIgAUxEzCTODy09U9N8+C+SKL40t6/dOFZRftbDb7FPBU5WvHcb5FmLP+q5rDBCAJw/dqAetE63NmeDgf5owWwOlS5VsZZDE0XqKnI1FtRVKpdQSFsamdNqC8MkZq3YznZa7PlZSK0XwJz5/5u9n/+hD/+ugbBFLRkYrxpY/tpDtlMzJSmNPjiEXV4cVciWJu9TqNnS5/V4vFanq+ZttNr6YCsq7uFKNz/P8yL4SgI976ME1rll20Hce5Aohns9mHoyUBvA3UTmvYCBwhzHWfzPoJoMNxHDObzQbRMUeW4GGc9tQOsmhL1A+y2NV/M+UnvofyACsGvgvSx+6/uflFGxBIxVi+PKtgP37gKPc9/Q4AG7qSfOnmnXS0z+3VQQDJhEWmLTav+9JoGlFnFRq4yGjwhg55axbKsheiAZ3A/+04TsJxnDTwh8AXgOscx+l1HKcN+AywB9gHOI7jbHMcxwQ+D9yfzWbfAUqO41weXfOOaN0D9gKfjda/CNy/bI/sNGK2QRamabBn3wB2Xz/xy+/ASHWCW8BIdRK//I555bOnBLt+VyKV4r6n3qkK9lkb03ztlvPmLNiGIehIx+lIacHWLBZhO5bwi6jCKHJiiCA3iiwWUJ6nBVuzKKxEePwXjuPsBp4HTODvs9nsE47j/GfgESAG3JnNZp8BcBznS8C/AgngPuAn0aVuB/7JcZwM8Bzwd9H6nwLfcRznL4AB4HPL8sBOM8KBFSqs4vYllhWOjqwMsrD7+heh6Gx2wfYDyU8efYMDbwwDcN5Z3dx27TbsOYzGNI++ROzQw5jFYWSmF3eRW9E0pw9Vq9DAD3PT2ipUswwIPSe1ylnAWzqnPTf+y51Pc3RkEiHCMLMifK3a1J3kv331g3O+TqPnqlEOu+T6/OChQ7x+OCxq2X3uBj754bMw5tCDbR57icT+exCmXRe2n28UYLk5Hf6uFpOleb5qzE1OIavQ5clpezsS79t1aOl+yOmBdkTTNKRRoRlQ2WYABkJUNhcyWl8Y1bauaYKdK7p85/6DHBkuAvCxTJZr/acJjodTvJphGYLE678G016SVjTNqUt1OlZl1rRux9KsIFq0NbPSrNCsf2sPJTegO5MgV/TwA4llGqTbEpTcuXZFz04gJaOzCPbQ+CTfvu8go7kyBpLb1r3MZR1DUHYx99+DCw2FO26bZFIxJgtDEJvW1mLFkLnBBd2z5tShvsrb1Q5kmlWHFu3TnEa76T37BvADRa5YropyMm6xZ98A/Vt7qnOeN3S3Va9V9gI6F1DY5QeKsVwZf1p64t0Teb6z5yDFkk9MBHyxZz/nZnKAACuO8stYr/1qhmhP9w430r2hS1tNKxq+i5Hunfc9a9Y200dYSt8D30enDTWrFS3apzHNdtNHhgoUSh5CGBhC4AeKiUKZIAjzd7VznmOWgevLBc15dn3JeL5MME2wswOj/OBXh/B8SVvc4muZJ+hLu9Q5lpkxjMJw3XmVUZrxGitSe5Fb0TRrFYWQfjjCUg/d0KwxtGifxuzZN8Bk2adY8pEqdAVrS1jVXTYIKvVdhghHXVbsQ/u39vD20Qke/O17lFyfRMzio5dumdecZ9eXjOXLdQWA2YFR7nvqHQajavT2pM3XPnkum194HEpudV42AIGLTK2rfhmzTTrbbQxRX00e5q3vWNJBJprVR90ISz10Q7PG0aJ9GjNwPEexHOagBSAV5Cd9Bo7nME0D/LAfulJyhgDTDFX8wBtDPPHSMTLtMXqsBK4veeKlY5y1KXNSwl0q+4xPE+yD74xwzyNvVPPjpikwDRieKLFhx/XE9t+D8stgxiBwETLA23H9nMxSFqMVTbMWUEi3FA7dqFR5a5HWnAKshLmKZpVQcsOQYCXQLGrWN/ekSCdtTNNAKjBNg3TSZnNPWMi1Z98Anh9O2zo8WGA0F/ZT79k3MOef7wWS0VypLiQupeJne9+qCnbMNujtSGLbJntfOEKw6Xzci25DJToQbhGV6Ai/PuMCMu0xbZZymiIECOVj+JMwOYbKDeLnRgiKeaTnacHWnDLonfZpjIxeyGaYtStVzVkn4tasOevDQwWKZT8s8BIQBJLcpCQYmluvZ6XorKNzqpDN8yX3PPI6E8VwzHoybtLZHkcIgS0MRnNlIKwSry06syxBVyqBZQod8TydUAoh3TA3HdmEanFeXajAQ+WGkMVROGfHSt/OKYEW7dOYtrjFZNmHqM+60nqdjFvVEHejPu0gUKCompoIQsvRYJaRmdPxAslYrr7obLLs870Hs7x9NDTDSNQIduWcrvRMi9JE3CTTFsNYhP5wzepGj7BcvSjfReYGURMnkOPHkRMnkBMnUIXhqd/POX/V/CKaOaFF+xTAGzgwr+Kqj166hZ8/+TYCgWGEOW0lFB+9NJxm2r+1p2F+2jIFZU8hVVisFupvOMe66b3OItjj+TJ33X+Q46OTAHzA6eWNI+N4gcQ2Dbwg3OVfeeEZ1XOEgFTSpn2Vj9LUzJ+6ArLK0I0g0CK9giivjMxFgjx+AjlxPBLnUWbG7GqwE8t2j6c6WrTXON7AAcpPfA8MC2IpZGEs/JrW1py3XHEOwIwK8Mp6M87oSXF8dJLJsl/Txx1nQ1fjWcCztXUdGcrzv+59mfGCi2kIPnP1Vi7a3kN2YJS9LxxhNFemKx3nygvPwOnrAkJ3s0wqRsyeOVdbs3apnYylQ94ri3JLoTiPH0dOHA930BMnUMWx5ifG2jAy6zEyG8KPHesRmQ2IZAbwl+XeT3W0aK9xvAP3g2HN25rzlivOmZNIT6eS8+5Mx+fUp132AsbzbjWPDvDOsRzfezAbmqbYBl+4wWHblg4AnL6uqkjXkrBN0qkY5hy8xheb+UY0VjNNrWqXg2peOrIJ1T3Ty4oqF5ETJ8gfG6N89N1QmCeOoyYnmp4nEu2IzHqM9HqMjg1VoSaeqqa06k/Q6avFQov2GkfmBlfEmrNVzruWouuTK7h1Uc1X3h7hhw8fwg8U7UmbP7x5Z7UyfTYq4fBUwmYl/vsvJKJROX+1CX4rq9qlIhy4UdlJezovvQyoUr6aZ66GtCeOo0p5AEoNzhPJDCId7piru+fMekS88f9VzdKiRXuNs1BrzkP79uK/9AApf5yC1YF1/o1s333lnM7dZR9hW+YhpIiEyL4ZmHqxFwLyJZ98sV6wn3n1OPc+/hZKQW9Xkj+80aE70zjnZRqCjhUOhy8korFQwV8qameiQ+jRXo7WF0u0ZxSP+a42NlkilFKoUi4KZR+vEekTUG7e1WG2d0F7b7h7rhXnWON0l2Zl0KK9xlmINeehfXuJ7b8HS5iURZxEkMfYfw+HoKVwtxYiRW7Sp1D0quUpSikefvY9fv3cYQC29Kb4D//uEvyy1/DnxG2TjpSNYayspcBCIhoLTWEsFUPjJdoS9S8BMcuozkSfPwoRuPjvvYJ78FGC8eOIWArLuQp7k7PAa2uUUqjJ8agY7HjdDhqv+e9OpLqnBLlGoLs3dC/taE7NoqFFe43Typrz54+/2bDQzH/pASxh4ouwAtvHxorWaSXaB+5HyQBKOQh8MC2ItUVCdEEo2JNTYhxIxb2Pv8XvDp4AwHlfJ5+7fjuZVIyRWUTbPPYSiUMPIwrDlDIrH05eSERjpVIYragMfan1Z3d9SU/HyVf6CiTCd5F+GeWVKR/O4j77UxAWWDaqOIH73M/gklu1cM8RpSSqODajUltOnAC/3PhEIaaJ84Yw75zuRVjafGito0X7FKCRNefPH3+z2tJlGoKyF/DzJ98GwgK0lD9OWdT3PvtYpPzxlj8zGD0MpQIYBggDZADFcQLpM1H0KJamKkVdP+CHv3qdgwOjAFyyo5dPX3U2ZoPds3XsZeL770GYNsSXN5zcKPe8kIjGap0utpChL2E7ll/185aeW1dA5h98BISFsCORsGMoD/zsY1q0p6GkRBVGpnqba8U5aByFQhiI9nVT1dod68P8c7oXYelWyFMVLdprgPkWMT342/eqgg1gCghkuH7LFedQsDqw3RxlNfVnEBc+hVhH658bhKYsU1WhIjRp8esFu1jy+O4DWQaOhwUvV190Bh+99H2zV5gCtiVIvPEwyrSXPZzcOuQ/v2Ejq3W62MkUE8JUfpqgHE7H8hvbg8rCKNjT8qGWHa6fpigZoPIjdTtmNXE8jLgETdqhDDMS56lcs9GxAdHegzD1S/jphv6Nr3IWUsRUcv0ZrVGGCNcB9lsX80H3EWKAi0mMAJOA31oXs23gAKXHvgXuJMiAoDhB8Ni34OqvhD/XiEKqSkI0UkQBSkyFWkdzZb5936sMjZcQwCcuP4sPnbex4f0m4xbpNptifmhFwsnegftRgR+F/D0wbbCT1TcL8x02spqnizUz0AlRYbW3H+2mfX9ORWRGqgtZzIFdE471PYzUzDa+Uw0V+Kj88LRisOOo3FAYkWqEYYa75GqPc/hRtK9DGNqTQBOiRXuV0zx33PxFPxGzKHsBtSZlUoXrAA8f6+Y9azfXJl5mnZFjWKb59eR5ZCe6ueWZH0MpH4a/DRNQUMrjPvNj7L5+zO4tBGPHwJsMe2wNC2knUOkNABwdLnDX/QfJFT1MQ3Dbtdu44Jx1s9xluINLt8Voi5uAWLFwcjDyXlhlq6IwrwzAdwnkwk0h1sp0scWq9racq3Gf+1kUXbDB90D5WM7VS3LfK0HVV3tatbbKDU39Dc2Gac8oBDMy6xGpLi3OmpZo0V7lNMsdt6JiUxpIqlajiimbUqkUr3qbOehtrp5TGSEix49Fo5Nqw98iXCcM+convgd2F9KwkP7UiMw3jozz/Qdeo+wFJGImX/iowzlnZGa9R0NAVzpBzJrKb69YONl3ayIHEUqG66codVahvov0XQiCObmQeUez+NnHkIVRjFQXlnN1NV9tb3Lgklsbfn8tUeerXRHo8Wm+2rNhxSJRruyeo51zqhMh9IBFzfzQor3aaZA7rs2BNco9t7IpNYSocyirMJfhG3ZfP4ovMPncfZAfQqXW4e24nueLm/jxIwcJpCLTZvOlj+1iY3fbrNeI2yY9nUnGRoszrr0i4eTqGyEFU1PEa9absxoNVGalzoWsjAqCk3Yh845mw2pwYYGdRBZzM6rD7U3OmhLphfhq11p3ikrOOdnRsHZDo5kvWrRXO7PkjmvXW+W8m9mU7t7Vy1OvnJjxcrR7Vy/C3YAaPVr/c5VCdIY5aakU+a6duFdtr5735EtH+eWTh1BAb2eSL39sJ53tMydzCaAtadOetLGt2cOBKxJOFka0yZY1Y8+iCAfNRXm1GqjA0kzH8rOPrdnqcOVO1uea5+Wr3RsKc2YDIpHW4qxZNrRor3Km544rxVFmJJ4LMe74o1vOB15i36uDSKUwhGD3rl7+6Jbz8QZuo/TonaFZgwpAmBBPEL/sNqRSjOVdXC8sqlFK8cAz7/KbF44AcOaGNF+6SJJ59h8xCsPI1Dr8HdcTbDofQwjSKZu2uLXqTLFER/RGxQhz66BAKkTHhpaivJoMVJZj8MZaqA6XpQLB4NvRjrli3Xmipa828fa6Ku2WvtoazTKiRXuVU5s7ni2/28q4o5VN6e7zNjKad6stP7uj6m67rx+u+eqMnaWx5QJGc2U8PwynBlLy08fe5PlDQwCce1YXnz/XJfX83Qg/rDw3yxMYv/s+/mV3kN7+fmKWseoEGyB+WeM3Kq1EeSUNVIQI3ziJYPkGb6yW6nClFJQLMyu1J05QiHy1G6F9tTVrES3aq5xW+d1mldatbEpbDYyYHqIOpGIsX8LzQ8UtewE/eOg1Dr0XmrFcunM9t1xxNm0P/3eEWwjVxDDDsLpbIP7yvcR2Xbosz9t8aPRGxe7rp/zEd8O+5Inj4S5WGJBII2VofrH8Fe9RK1ZFpJd58MZyV4fP6qsdWXjiFpueK5IdUSh7/dQOOrMeEZu91kKjWc1o0V7jNKu09h+6p6lN6Z59A/iBIlcs18zEtmYdGDF9FnZ+0uM7ew5yeDD0K77u/Vu49pLNCCEwcsfDkyoVskIgkKjx48vxlCyIprn0yRqnOCXDr9Ph87TUFe9ChP2/hl9CeqVFyUsvhKWqDg99tSfC3fJJ+2p3VUPZIrOezi1nkieNsE/ellWjWa1o0V7ltMql2n39vH30ligEPhKFwD/G9r5+Uv4/NbUpPTJUoFDyEMLAEAI/UEwUygRBfVi15AVM1MzCHp4o8e37XmVkoowQcOuV53DpzvX1Ny5qPtTUz61VVH72XG1lfSkq3usKyNwSnpHHzzcP+S4nC6kOX1Rf7crn03y1Y90phB6CoTnF0KK9ymmVSz3wxhB3P29imp8gFov8o5+X3N4zhG11kAjy+Ez5EFv4FKzQptQPwtamimmaISBQIloPmT4L+/Bgnrv2ZClMelim4HPXbWfXWd119yzb12PkjiOQlYRrXeX5mkQ1cLKqWV+civeKA5kbtmPVFpCptfffVUmJKo5O9TbXhLdP2lc7E/lqm9pXW3P6svZeBU4zWhU4NQtxf/r8G4nv/wEZchhIJAZlFcM//zMAmKYAP2zfqm6GRbg+2yzsQ++NcfeDr+H6kmTc4os3Opy5MT3jnv0LP038t98FrzyjoGuurL6e58ozVFs9PP3reVz1FJk3vTBf7Z6aKu1o16x9tTWaWdH/K1Y5rQqcmoW4z7qig/wrJsoToARCCJIxk95N4U57c0+KYyNFJt0A35dYlkEyZnLWxjS5Sa9uFvbzhwb510ffRCpFZ3uML31sF+s7p7X8AJYl6NzxAVQqPm/RXY09zyK9LrSnnGa8ItKzW7M2vE5NO5YKXKTnwiK3Yy0lU77a0607B1v4aluRM1htMdgG7aut0ZwkWrRXOa0KnPxA4ZiH+UiNf/gjpfN4OzgzDKG3pRH2VFGZ8srV0HplNGMiblVHMyZjJldeuIl8MQxdKqXYe+Aoe/YNALCxu40v3byTTGrmXN5EzCSTioWOagsIFa+mnucK8cu/SOnX/yscoFIR7liS+OVfnMPZCiH9qGc6CnkvYTvWYrA4vto1LmGpbkSDUawajWbuaNFe5bQqcNpmDPCpxD58ZVJQcTJiks+07eNeV7QMrdeOZhweL3HWpjSX7trApnXtQBg2v/+pd3jipdBv/OxNGe64cUd14EgFIaAtETqcLYb1xEr2PDfC7uuHa/9kTtGDOj/vwEW5ZaSUqzLkXeerXVOtPRdfbZHMoLwSBAGirQNr+xXYZ1+ifbU1miVEi/YaoFmB0zX2y/jKxI1+lS4WqHB9Lr3DldGMUknGci5uZJriB5IfP/IGL745DMD553Rz20e2YZn1L8hCQDoVI7WIDmcrNeWrFY1+D1WRln4o0p47Lz/vpWThvtpTrVRGxwb8sWN4z98LVhISNsr38F59GJFMr3obU41mLaNFe43TZeQoyFhda5WHSZeRw+7/HKVH70Tlh6cKwuwE9oc+V3cN15OMF6Z6sEuuz/cffI03j4R2j1e2v8Ut1tPIE6EVaQXTEHSk4sTsxXU4W7EpX3NkqngsEmnfW1GRrp22JZIdmJvPw7ATJ+mrnYxC2XPz1Q6euWfNeo9rNGuZFRNtx3H+B9CTzWa/5DjORcCdQAb4DfAn2WzWdxynD/g+sB7IArdns9m84zidwN3AOcAgcFs2mz3mOE4M+BbwAWAS+Hw2mz247A9uGSnanSS8HGVlVWdcxEVA0e4MD6i84Fbqp0R99XP+jf34B+4nFnmEj/Rdy7eehWMjocvUxztf49quw4iyi7X/Hlwg2HQ+linobE9gmYsREK9nxaZ8NSAsHgsQgY/0y0jfW/HiMVUuIidO4L17gODtZ8M8swxQhVH8obcbn1jrq13jrU28/aR8tdeC97hGcyqyIqLtOM51wB8Cv4yWvg98NZvNPu04zreAPwL+EfgH4B+y2ewPHcf5OvB14M+BvwL2ZrPZjzuOcwfwt8Bngf8AFLLZ7C7Hca4C7gI+uIwPbdmxzr8Rc/89JIwAHwsLH0NJrPNvDAu6hBHO4lZBdSa3d+B+rL5+coeeQz3zL2CYqFgbgzmPb/x6iNGgDQPJZ9e9zKWdw4AAI47yy1iv/Qqz70I6UzEMY/EFu8JCep4X2i62El7ejVClfDXPPFoeZnLwcDj0ooWvNoaJ0Xs2Rnp9XTvVYvlqrxbvcc3aQI9ZWTyWXbQdx+kG/k/gvwMXOo5zJpDMZrNPR4fcBfyl4zh3AlcBt9asP0Yo2h+PvgfwL8DfO45jR+v/BSCbzf7GcZxex3H6stnswJI/sBVi++4reWfiXdrfegxbuXgiRvGcq9m++0py370HWS4iw2FVGNLD8D2QPuOFMuqlB8J2GyvO26UM3zp2AQVpExMBX1r3LDszBer+u5kxzOIw6XQMsUr/G86nXayykybwQ5H2w6lYy2UTOquvdsUdrDzl6OXOevNGOPnNtMG0wn/CgqBM8uqvLtk9L7f3uGaVEEVjRM3nCMLXESGi8bYGGCIsSBThR4XAaiO3Yvd9CrESO+1vAP8ZeF/09RnA0ZrvHwW2AD3ARDab9aet150ThdEngN4m15qzaK+LKqcXSm/vTNORpaDwxnOsH30B1vUgrDhxv0z76Au0TVzKeBAKj8IId4+AVBLl+7SlEpRLIxBL8XJhHd8+ugtPmbSbLl/r/S1n9cRQBR9hTRWDicAl1rOJ9b2ZRX0Mi/lcHXngQcxYDKPiN21bSK8Erz5I7/svrx6nfA8ZeCjPQ/lllAzAUITmcXb0b3FRShEUxvBHj+GNHqt+9EaPocrNh16Y6W7srk1YXRuxo39W10aG9nyToDiOUfN7kn4Zs72Hru4lnFbVfQmT6Ti5/Q8TTAxjZtaRvug6kn3nLd3PnAdL+hysaUTd+3EhDLrXd0YiOyXAQojQKlEY4Rt1Ef4TUdSueszcOLYUj+R0Y1lF23GcrwLvZrPZhx3H+VK0bFBfvioAOcs60XrlmFoanSNqzpkTw8P50JFqAfT2phkcXJ43lcXf/BSpDISwIZAgbJSSDP3mp5Q8iCMxkFU7EAWUfCiNFIgnutk32M5PRs5DIlhnTfK19b+jJ20zefZHiO2/JwwJmzFM5YXmGbs+uqiPbbGfq/LIsXCH7UdGH4aJiKXxSkWGjw7iHX4F9+BjBOPHEfF2rB1XLnrh1OL4am+YmkyV7kVYMbq6U4yOFHCJdt35ALZeQfDczwh8VbfjNbdewehS+263n4V9xVeqb29KhH9Xq4XK83XKUCOOYtrXs+52q+I6tdsNjzWq4quUgTAEPT1phoZyDQJLCmhinDNHlmsjc6qz3DvtzwKbHMfZD3QD7YR/EZtqjtkIHAFOAB2O45jZbDaIjjkSHXM4Ou49x3EsIA0MA+9Fx70x7VprmmYzsZv1NE/IJL1GienvYyZkgrRSPMBVPDgSBl23xCb4o/XPkhGTuDtuI9h0Pi5gv/YrzMkRzMxqsBJtjdl5BqpcQCRS4YuYDJClPNhxJg89g/vcv4XhY8tGFcZxn/sZXHLrvIRbSYkqjFQFeezou5RGjpIJxrFFixe5ZAdm95Z6X+32XoR1cjv8pZq2pVlkagW3TmynhLVObIUAo7K7NSKL4Uq7ZWXHC0pVjp+6ZK3wqmkfZ97X1PGr0EZAMwvLKtrZbPaGyufRTvuabDb7ZcdxXnIc5/JsNvsEcAdwfzab9RzH2Uso9D8AvgjcH51+X/T1f4++vzc6vrL+uOM4VwCltZ7PbjUTu1lPs5U/Ec7qwKTiLi6URBgG9z7+Fs9kQ8He0TbGlzufJpbqxN3xyam2rs0X0OZ8gJi1+s0yhPRAesR2XU3puXuRuREUCjwXlE/sklvxs4/Oq02poa/2xCDIKV/tVPSvsqEJlIFs6yaWakeNHwPDhlgiLDAgwDznskUR14VM29LMkdlyudHnU6FiMTOfi4ESNTvcSHAVCxTb6s+fea7m1Ga19GnfDvyT4zgZ4Dng76L1PwW+4zjOXxDmpSsNxl8H7nIc52VgLDof4H8C34jWy4RvANY0/ksPNJ2J3aynuXPkLvKlNEkmMQkIlMmoaufnxUt4+dUTAFy0rYffu/oylHkTtYFby4paupawQnw+VCu7pY+QQTRko1wdsiE6N2Ptug4/+xhq2s7Tfe5nTduUpny16+c4q9xQS1/tUZVmSKWZMDoZEx2MiQ5G/DZSIs4XjCdQ8fTUmwVAea7uaV5OGomuadbkaish5Uo+NxRZFYWSqcnpVsLKFaaL5lxFV4ut5mRZMdHOZrN3EVaEk81mXwAum+WYd4BrZlkfAW6ZZb1E2Ep2ypDyx5vOxG7U02z1XYDR0UtcDTPmxgkChSti/LRwCe944SjNK/s3cePuvtArvIaYbdKRimGuAsGe6TbmoYLmld2Ndp6VNiVl2WGluPTALYMhKO75m5Pz1U6vx+iIXMJSXfz9j14gGbfqBMG0FKO5MlLonuZFoSK8M3a6ZtjOSBRSjoTVTLVjuXYkujW73EiAa69z0rtcoQVXszKslp22pgEFq4N0MEJCeeFuGZMSNjmru+E5UklGcy7BtuuI/+77rDcmGQ3ifGfico4F4YSvj3/oTC6/YNOMcxPxULDn0tK1FOMzhfLDXa30o8Ea/rzdxqb7aqvAh8LwrMKsytMKlky7mmO0tl+OfdbFiFRXQ1/trnScjuI7XMxB0hTIkeJ5djKePlP3NNfSTHhnCy9HV3LOEwAAIABJREFUv4OpnG5YzRzudKfqTmcTXTPRjrQaK6sWXc1aRIv2Kqet71za33wIJQQKgUlAu/IJ+s4FZvYlB4VRvMe/T3BRZXa14ojfwTcmrmFctmEiue2SJBfMIthtCYt0W2xOHdgLGZ8pBCipEMonKBUQbi4U6MBDSXXSTmPz9tUWBqJ9HWbPmRiZDXhvP4vyXIglqqKiPBc59CbG+dc3vYcb+iaxX30WKQxKxEgwyeXqWby+9Vi9p1BPc6swszG1o509zDxdeOe5243SJBrN6YYW7VVOb/ldyokMslzEUAFSmBiJNnrL7wL1YyylUgRGDAyF9dqvAHhdbuafxy9mUtrEhc+/732ebYWAMhdXf4YAUkmb9mT9n0OznfTJjs8UKsxBq4pXd2ReElhtBMW5teUotxSKczSNSlXEuZWvthXH6NxUHRNpZNYjOmb6aruvPwmxZP0ucI5h7A0jz1FKxsmVQUqFYdi0JSAx8hx2/9dWX4X39B1vE4OMprldjPmHmXWIWaM5abRor3JkbhArFgdZhkCBaUIsXh1TKXODKARybASkj2FYqFgaURjmwORGvjdyEb4ySZtlvrbpRTbH8ojClJGHAFJtNumkXfcC2monHf5cI6yKljIU77ZOlFuMisR8lPTmtYNW5WKdOFcEWk1OND8x3o5ItIc7bMMOK+oVQIC16yMtRXIhYWxZGCWWSNKTrBUwVRX8JanwFmLmjreyPj3PazTZ8bYQXl1MpdGsHrRor3KEnSQYOYxETFmRekNY3ZvDA+wEavTo1A5JBojJUX7DB/i34R0oBL12kT/edIBuuwS+i0ytC68toD0ZzsGe/sJbt5M2TIQdQ/k+wcFHsfsuwOzYALlhyPSAUijpg1uEVCdBrsUs5ghVylM+cgTvvYGpkPbECVSphdlKrC28vpKIZBrz7EuJnf0BRDzF5KPfRAXBvCq1F2LNuSh56+kiXNn9GiYIAyORwmw3p9qIatqMlBItW4ia/Ua08Go0awMt2qucybKHqRQqekEOrUgVk2Uf2wvwA0m1NCoqqL6veCEPTYYCdWZslK+sf552S4DvImSAt+P6ULDbYrQnpqaDQejmJaREKB+zc0OYc5RRIZhhEeQHURODBJMTqNwIoVNS5LcmVeh9XaMArXy1m5l3irYOjHQYyq6EtYPiBN6L908ZpPge/htPY3RsxN7kLGj61EKMSqYEX0AshggkwjKxz70u3OWa5jSnqgb53lnCzpWn00qlUUVjdvHV/boazWmBFu1VTrlYxBPttFOqVo8XRRv2ZIHRfJmEV0YmuxBuDhkE/KjwQZ4pnQPAzr5O7riwg7Z3BjAnx1CZzfhnX465fhvphKLN8lDlSYiqs5X0I+1V4ZCRkSN1Dl3KczHa0uGxpTwkUuAWwvYpw4REG5QKeNm9dX3OeKWmj1Gkuqr5ZlGx8Mz0Iir+4TW4j36zqUHKQne8DcPYs1Q91wpxfOslWOlO/NefRuaHEclOrJ1XYZ1xXrXY6mTbirQAazSa6WjRXuUMB2m6rRxgIwwbQ1jEzTjDqoNeAWJdH4abxzU38+2Bs3mlFA7z2N09yqev2YmBxOv4DC4qUghF0s8Rc62mNtjW9iuineM0T+sdVyELIwgrjprMhTlvpaIJWWHvuPvCL2e5okC0T/lqi0wvRmYD3WeexXjOn+X42Wm1kz7pEHdtSFqISIhNMMNdsDAiN7kGVc+1wmpuuRBzy4UzfoQWX41Gs1ho0V4F1OchJULJ0N1LBhTWOZwTvIiSNhKwpMRWZQ7SSW9+CH/TBZRe+jXfPLGLATcU7BvSr3H9xecgvTKvH5ngdwdPMFFw6crEuPriLezs62pZXWRt2I6b2QhHX51ajCXxnrobL/CaPRpEuqcazq4OvWjgq23YcWDuot1wJ92+DoQgdsZOhPn7BG88jSpNYHRuwN5xBebG7WE1dKUwa1peWAkTIQTeuy/jvbiHYOIERmoddv9NM6vhddWzRqNZIbRoLxGi+sJeI8JKgpKhl7WSIMN1pdTU10R54PATukZfYkzmSBo+hgoIlEFJ2aw3BpBBwJC9hW8PXsmQayNQfKb9WXY7vfjrt/PWkQleeWYfV1mv0WkVKZTaeXavA1d+mJ3vC8PFDX21x4/PNCFxJ6c+N0xEIo0KwulfIpnB3PYhYmdfijCX4M8q2hHb512P9+IehGmDnUAoBUIRu/BjmOluEAaxzHqEc3n0XNZfpllY2n2npmLeSiALo3PuPddoNJrlQIt2A+p3vwqBjCqWoVKLK6QEQsFVsvJ9iTdeQk7kqopRK8InS5oCnpFkVIb9v1GEljR5joyUueuRw+RcG4uAL/S+SH/iOOLoUVTnZl5/boDrYvuRGHhGjFSQ51qxj8NPvEPpzM5QoHODzX21a58QBZgWyRv+DNG+LqxsXgzElKVkNU9smGEI2ojC1VHuONaxHqOtA+/FB5G5E9DWjX3+TZibL6gT4vnshE+291yj0WiWGy3a03Hz4HlhsRUKglDQKqJbpwUNlEH5JipY+PxZBZStNKaXR6qpX5WFzyt+H//28FHKviApPL6yYT/nJMZA2Sg5iZV9kKuMAm2GiykUppKISGN3MkDw7rThZ5GvdqUYzHvxAcAM3yFU3sHIMHdtZNaf3AOpiLIg3CEbJsHQW/iHnuZEcQSVyGA512BtOa8mQtE4gm9tPg9r83kNf9x87VWbjTnVaDSa1YAW7Wkot4x03ZW+DaRS5Cc9jnRczPtOPIalfHxMLBXwkruZX05eTI85xDnxQW7MvEa7nIR86NtdCRJ01W6Ea3RXIkicfTEis2GqajvVWeer7R18LJwYVue1LetHgNZSFWaBsGyCE2/hv7UPmR9BtHVi7bga+32h0LoDL1J+/G4wTKxEEn/oPfwTdxG/fCoMPV/hXYi9qpHuJRg/jnKLYWGdaUGsLexJX8UshQe8RqNZnWjRXoV4UpIvuviB4qXxNKj17DLexRIBwzLNebHDXJnIUrVtnmVTr4TAVSZSgqssfEx8ZWIQkFdJzr8s9Cb3jmYp/+4nM/qSrR1X4L/8cBQ6NyBKD1g7rqgKtDBNMG2EZYUiaVggDLx3X6L09I8AEY4LLbyLf/wuVCTK3gv3RYYt8fA608LQ3sABSo/eGbaKqYCgOEHw6J1wzVdbitFCQtzGpp0ER7NRZMGAwIPiGMbOpfcIX4k3KRqNZu2hRXuVEPpqH6c8cgxv9BhmfhArP8jt/njdb6nXrHcLU2YsLG4zTDBjKAECA/uSW/npI4f4qPVbksLFEAqpBGVl8qjfz/mEgu0+97PQqMROIou58OtLbiV+3vWAIHhzH0IGiGQ71o4rSZx/HcqwUIaJEMZUmr96Q+Du/yUgGgpnqzB0+Zl7oFyIQvPRG4ZygfIz92D39XPgjSH27BtgaLxET0eCm3b30b+1B1hYiFsePQjJDvAmQ8E27fB5OXoQ+FTL8+fLQoRX5+E1mtMLLdrLjCoXq6YjjXy1Z/ulTEqb94JujgWdCBQ74oO0f+TfQyyFOfQ65ltPYkyOQVsnsXOvIX7GTrrb30WUDcKtuCKcIWzQkw77nP3sY1NGJUIgku1h3v69A5jbPkDszH680jgydwKR7ESsOxNpTfVINyr2aiWctWFoV/qRWE2FodX48SlbViBMhkvU+HEOvDHE3Q+9hmkatCUsxgoudz/0GgD9W3sw0r3Iwlh9GN93MdK9LX83MjeISGYQbR01j1EteU57IcKr8/AazemFFu0lQpXyda5gcuJ45Kudb3qejLejUr3I9h5U+3rcl3/ND/OX8qJ3FgAfjme5NfkMGHGCeDsAQe92gt7tWKagIxXDiMTuQ8lDFF2bomgLjUYFWMrjQ22vg7gRfBcz04Nh2yBMlPSRnkcwdhT36Bs17U8xGDtO8Ph34fK55YabCWddGFqcXBh6z74BTNMgbocJ+7htUo7W+7f2YPffTPmJ70XmKrEwLy997P6bgeZh6IUI/kJYiPCu1D1rNJqVQYv2Amjkqz2ZG0S2EGfR1oGRWY9sX4+b6CZo60G299a5feUmfe6aEBwJugG4KfE81yZexhQQqPpEtm0apFMxjJpetUSQx4xbIEuYpgl2EqOtB8s2MNPrMDrWI3OjBL5bbftSXhkj1bmg3V8r4awPQ/szwtBGx0bk6JFoKx/5miuF0bmJocESbYn6P9uYZTA0Hlqlhvd2x6zC3CpX3uq+l4qFCO9K3bNGo1kZtGjPAaUUanKiulueGhk5B1/ttk6MjrBKW6R7o8/XI+wEhbLHZNmfNcw8lPP450eOMRp0YyD5/dTTXBp/s1oZ7imqg0Jye39AT/EQkwqkMBjtPJezbv4iVudGrOI4qATS91BBCTX8DrJjA8qwsJxr6nfTNS/45Se+23L3V/j1N5Bv7AtNWISBsXU3qWv/uKlwQn0Y2rJMfD+oC0PHLvsDSo99KzRzkUHka95O7LI/oOdxn67863xYvECHmmBcZHhSXchox7bqfdl9/bO+sWiVK7f7+gkGrwjb3bwS2AnsC25clNxwsx3+QoS31XOt0WhOLbRoT0MVxvCHBlDj9bvnpkbdQiBSU77a7We8j0kj3EkLKzbj8EBJcgUXz5+9l/vd4TLfeewYhbLEIuDftT/JhbF3MVBITCaVRUFk6ADyT/6Ijf5hRFsn2DEsYbDeP8JbD/2YDUYJOXYiUvepSVyVbvOmu9IDzXd/hV9/A/n6UzVPnES+/hQFIHXtHzd9jlvtLO2+frj6K7Pe16e37iW2f2/4PBCnTRX4qNqLu3VT058JzXPlEAqr/9rjiGQHpHvBd/Ffexyv9+wFiWCrQrOFCm+jNykajebUQ4v2NCZ//Y/44w1yicJAtK9r6aud6k7hjhRmvYTrB+QnPQI5exVX9kiRux8/gRco2mIGt5xdYNvxE4z7CXxMbNMgFrdQ224gmcmQMoYRVgzpu8jJPEgfAXTnRlGZdZDqgnJuqho6ma6LDjR6wbf7b6b02LdQ+eGp3W4sif2hzwHUC3YN8vWn8LZ9qLlI1ewslZlEeeUZO8tG97V58EkmU0nGSiADiTRjZBKQHHwSuHLWe5orrVIC827LmkOqQQuvRqOZC1q0Z8MwEe31Qy+MzHpEe8+8fbUVUGwSDgd49s0cP31mCKmgK2Xx5Ws2UiyWeHL4g1wcH6DD9hj1EzxS3k5/bz/bO7rJjw3OcA5TgIGq7mhFx8ap70U567nddHRlMe3rFrQSqdqdpSoMR4M55u5aFjMN1psTQGSAYmbmVrTVJFdeuXajlMBC2rJ0hbdGo1kstGhPI/mRrxFYbYvnqw0ESpEvergNwuFKKR57ZZwHDoTjJc/oivGVG/royKT4yW/e4XjM4ZDchVsIUAriMRM3O8gHnA3IcF7VjGtKxJxypYf27cV/6QFS/jgFqwPr/BvZvvtKvAP3I+IpRHv31H165UVrQ6qId29vmsHBHHNF2EnUyHuVOwqjAN4gontLy3Ob5cqhedh+QaYtusJbo9EsEkbrQ04vFnUQBuAGkol8uaFgS6X4xXMjVcHetjnNn9x6AanuXlwjSfZIkVJZUvZCwW5P2qSTFm8dDvu6T1ibZ73uCWszdl8/8cvvCHfWbgEj1VlnFXpo315i++8hEeQpiziJIE9s/z0c2rc3FNjp+fha4U1mZn/AyUwoRv40K9hFEinpFqkMbAkJPw/Xm2P39ZO4+iuYG7Yi2rswN2wlcfVX6grCkD7KK4fFhzVh+5bPB2HuuviLvyb/L/+R4i/+Gm/gQMvrajQazcmgd9pLhYCS61OY9JHTwsqGYWCYNr5h8aPH3uPAW6EA929dx+9fsxXLNMKJXkBXOk7P5BtcYRygS+TJlzPsLfSzLqqWDoCSsogLvxLwpays2ZxNZ+C/9ACWMPFFmI/3sbGidWND891h4uqvUnrof4a58gqmTeLqrwIsXRvS5EQ49asyda1iOVpjTtOMZrnjVoV5wdgx1DS3NLMzTD20Dp/rCm+NRrNwtGgvAVKGwz5KZT/MLxsGwjQx7Hi4OxMW+bLku3sO8tbRMDR8xQWbuOmDfXV91gAfOzPHuuwTKExcESfm57mhplo65Y8zbnROnyVKyh9vKSQpf5yyqB8A4mOR8sex+29rLbx2EhCgglBI7US4vNQiJQQYU4V/lTnki0EjUZ/Vl9x3MXZdA8wtj69FWqPRLBQt2otMoCTj+TKuBCuZikTaRAqLQCmUgvG8y133vcrx0UkAbv5gH1f2nzHr9c4efRq/LUHBM3C9AGtatXTB6iAR5PGZEjELn4LV0VJImp3bSnhb5byXSqRaFZMtFfLoQWjrhOoEMBtibVVDGF1sptFolgMt2ouAEAIMA2XGKLiKVCqN9N2qSIdp1zDcfWJ0km/f9yrjBRfTEHzm6q1ctL2n4bWN4jCGlSAoT4WhlWFXxcA6/0aM/feEYW0sLHwMFWCdfyPyzXtRSqCKo1Mh3Xi67tz4/rvJkMdAIjEoKwv//M8AzUPJKyVSrYrJlgqZG0Qk0oiaXH6tIYwuNtNoNMuBFu15IKJwN5aNYcZQhgWmRckLKJXKtAkLKWeasbxzLMd3HzjIZDkgZhvcfsMOtm9p3H5lGQI33kV+eJBAxDAMQSAVE7k8sruHdmD77is5BLNWgOfffQBGj045gEkfCiPQFe5Kz9rUQf5VG+V6oBRCKJJxm95NHQ3vqUIrkVqqGc/NjFeWkpaGMNpOVKPRLANatFtRmR1tWaG7mWmHvcHCRCmoZlNbtDC/8vYIP3z4EH6gaE/a/OHNO9nck2p4vGUIOjMJflw8l8vFI4CHryxsfEwhebh4Hp+Ljt2++0rYPdNYRCCi2xLUNFsjos+9A/djJ9sRmXXVc+ba1tVMpBZjxnNT288VyA+3EmVdbKbRaJYDLdrTEEIgTANhxcKRlYaFEjbCEPXeInPzGQHgmVePc+/jb6EUrMsk+PLHdtKdSTQ83owE2zIEzxc2UrKv4jK1v+q1/Yy4iFeLG6ui3QjlTeLFO1GlCQzlI4WJSHQS88Jc+kJC3HZfP+7r22Z4j9t9/RR/8dcoGUApF+V/w9Gbc53xvBiiv9jMRZR1sZlGo1lqtGhPQyQ7EFH7ep1Gn4RIT52jePjZ9/j1c4cB2NKb4os37aQ9aTc8xzQEXelQsAF6OhLkhlxKZkDKkJRkQC5w6elpLPoVilYH+YkhfNGJMMLHYE26tCfD0PpC8rClZ+8NBVsIEDYgkW/so9SxkWD0MJQKYBhRWD6A4jiB9FteFxY2X3op0aKs0WhWGm2uMg21SMYqgVT8bO9bVcHe8b5OvvKJc+cm2OZU+9Yu6zCftJ8iIyYpqDgZMckn7afYZR1ueQ8PF8/DEhKbMGdt42FFoXVYmOmH9+IDUeuVGebMDROECNcDn9CtzIcgDCODitZbMxcjE41Gozkd0TvtJcD1An7w0Gu8+k7ocnbJjl4+fdXZmEbj90j28ZdJvP4wpfxQXeh1y9ATGELSaZSwhMRXBkUVY8vQE8Anm97H88XmofUF5WG9EiDCqvRakxOvFAququmdrpTQq7n1U69UkZtGo9GsdrRoLzLFksedv3yVNw+PA3DNxZu54QNbwrawBtjHXya2/56wCn1aDne9MUZSlAGDAIEpFGkxiTUHAezpSHCo8D4G7LOqa2UvoKdjahc775CvaUfjSqMiNwUQgBWPRl+KqI06EnRFzUjM5ix1kZtGo9GsVVZEtB3H+W/A7xO+lH8rm83+jeM41wN/AySBH2Wz2b+Ijr0IuBPIAL8B/iSbzfqO4/QB3wfWA1ng9mw2m3ccpxO4GzgHGARuy2azx5bjcQ2Pl/jGz19mcKyEAD5x+Vl86LyNTc8xDUH89YcpB4KxQoAfFLBMg86EwDhwPyYSgajakkrARGBO1a1TevbeMCztlcBOYF9wI4n3f4qbdvdx90OvUQZiloHrS4JActPuvoU/2EQ75MvMqMhLtIe7b2GEOe3qHG8ZFqTNgWYRgOIv/npV5rs1pz46wqNZDSy7aDuOczVwLdAP2MArjuM8DPwzcDXwLvBLx3Fuzmaz9xMK81ez2ezTjuN8C/gj4B+BfwD+IZvN/tBxnK8DXwf+HPgrYG82m/244zh3AH8LfHapH9fA8Rz/zz0vMF5wsUyDP/jIVi44Z13TcwxD0NEeJz96nKFJAyGMai/2UEHSK48TKIESIFDUeIARqHDnXnr2Xrzn7o0Kwkzwy+HXQP/7PwXAnn0DDI2X6OlIcNPuPvq3NjZzqeXAG0MNzxVCoOIZcPPV6nFi7QghMLo2Ewy/G7qHVb/Xhtk1Ndyk8gI4UBhGzTKas1EEQDuPaVYCHeHRrBaWvRAtm80+Bnwkm836hLtkC+gEDmWz2bei9e8Df+A4zplAMpvNPh2dfle0bgNXAT+pXY8+/zjhThvgX4Cbo+OXjEBK/vYnBxgvuCRiJv/7Zy+ak2B3tseJWQbHvRQxEVTtw4WAmAg47rUxaq4jJxMEysAEAmWQkwlGzfD63osPhCFoJUF64UelwnWgf2sP/+nzl/B//W8f5j99/pKTEuy7H3qNsYJLW8JirOBy90OvceCNofD+072h53gtKsBI92Js2gnlwlQOW0koF8J1pl4AZWEMkWivvgBWpmI1fd6WcIKYRtOI2o4GIUQY6TGscF2jWUZWJDyezWY9x3H+EviPwI+BM4CjNYccBbY0We8BJiKBr12n9pwojD4B9AJH5nJv69a1n/TjUUpx5sYMqeQkX/7EeWxe3/waQoTTu5Lx8L3EN4N+PsbjCPyqFamF5KGgn098+Czcx7/HuEzhYhIjwDYk3R++ld7eNLnKSMrqpMroE7dIb2/6pB9LhYd/coB4zCQRC/9EYrZJyfV5+PkjXPfBsznW3UvxyKs1T4IEt0C8uxdv4DlmhM1RMPAcvTd9gSMPPIgZi2FUBowk25BeCV59kN73Xw5A4Y3nGH/qXvyxE1id6+n40KdIbb2EwlW/x/CeO0F5CCuO8ssgJOuu+j1SC3i8a4WF/E5PRxbr+RooDGMl2utqU5SZRBWGT5nfyanyOE51VqwQLZvN/h+O4/w18P8BO6h/lReE6VtjjuswZU42veJL1HyvJcPD+epYzJPhz37vfMp+wFgu3AWOjBRmPc4Q4Q47P1EiTwmAsfZt3J+HD/NCtcr7SS5krH0bQ8k+9vof4sPRaM5R1c6Tfj9XJs9hcDDX9J5afb8ZRwfz7LIPc9nktMrzwc0MDuYovva7qLBM1VSPi3Ddr1i41v4qFN7wewwO5iiPHAtDjH6AZZn4foDCIhg5xuBgrj4UaSUJxoY58ctvVmeBWx+8He/A/QQ1ucViZjvFBTzeCqs5b9nbm17Q7/R0YzGfL5VaR1AYm6qlIHQPNFLrTonfyXL8bek3BYvDSuS0dwKJbDa7P5vNFh3H+SlhUVptrHUj4c74PWDTLOsngA7HccxsNhtEx1R20oej495zHMcC0sDwUj4miJzUmlSIw5Rgx+z6rERYMFbiLbOPmB0VjEnJ7bv72LNvgOPiTF4ubcYPJJZpkIxbFPYNhKFuYczeSjXHSu1GXNx2jMvLvyHAZJI4barAdeo3JNo+Eh7glcIculHzmKUK1xs50UQjNFu2dK3QmEudt9Q0QnvLa1YLK2Gucg7wT47jxB3HiQGfAr4BOI7jbHMcxwQ+D9yfzWbfAUqO41wenXtHtO4Be5kqMPsiUEku3Rd9TfT9vdHxK4phCDrTMwUbwrzz7TfsoDMVo1jy6UzFuP2GHfRv7eHIUIGJQhk/UBhC4AeKiUKZI0PRTt4wmTW4sECTmOvaXkYoSZoCPYyQpoBQkuvaXg4PsBPMDGDIcL3aj67qP0brrUxdVspcRectNY2w+/qJX34HRqoT3AJGqrMa+dFolpNl32lns9n7HMe5DHiecHf9r1EF+CDwr0CCUHgrRWa3E4p8BngO+Lto/U+B7ziO8xfAAFStuL8O3OU4zsvAWHT+ilJbdNaIXfYRtmUeQoooLGvfDPTgB2HNeGVDa4iwcjxcj+ZLj7zHVF25qK7D/MO9ydIgcTGJRCCVwBSSjJjEKIXCaV9wY1ilLgPC935hAZx9wY34b/0WNXokigBEgi0MRDTzuralSxWGMaZVj6/UmEtdma5phrax1awGVqoQ7b8C/3Xa2sPAhbMc+wJw2Szr7wDXzLI+AtyyOHe6cMyorauZYDcLy5qmAB+kUlVZRhCuA+bZH4hEu3ZXKzDP/sDCwr2Bj2EIjNoduwyqVqSJqJ1stv5wr/dsSo/eGYXKgzCMbieIX3Zb9VKVF8DZcmkrFYrUM7E1Gs1qRzuiLSGzeYnPRrMc7uaeGzg2UmTSDfB9iWUZJGMmG7vbAJBHD0KqK+yJrpmoJY8eDL83XyOSilgrydQunrqwe+L9n6qKdy12Xz9c89V5F3St1JhLnbfUaDSrHS3aS4RlCjprpnU1o1lYtuJqlohbs7qaydwgIpFGJDPVU5VSUyHdeYZ7ze4tBGPHwJsMHc5MG+wkZmdzh7cKCw0lrsjMbD0TW6PRrHK0aC8BphH2YZtzEGxoHpatmKE0ciZrFdKdb7jX7r8Z+cT3wO46rXadOm+p0WhWM1q0F5mYZbCuI8nYaHHO57QKy/Zv7WnoZNbq3PmGe/WuU6PRaFYfWrQXEYOwrcu2Tq7daiEC2frc+Quv3nVqNBrN6kKL9iJiN6kQb3nuAgSy2bmtrrsQB7BmA0U0Go1Gs/ho0V4DLJU4LqQlrDJQxDSNuoEiEIbzV7MdqEaj0axVVsIRTXMStJq2tRAW4gC2Z98ApmkQt02EEMRtE9M02LNvoG6KV+2bgblM8dJoNBpNY7Ror3KaieNCWYhd6NB4aYZhTMwyGBovaTtQjUajWSK0aK9ymonjQlnIbOqejgSuX+897vqSno7EinmHazQazamOFu1VTjNxXCitBnc046bdfQSBpOwFKKUoe0HvK5HYAAAGhklEQVTV9GUhbwY0Go1G0xgt2qucZuK4UBYyuajZZLKFvBnQaDQaTWN09fgqp5Uj2kJZSKtZI9MXbcyi0Wg0S4MW7TVAM0e01Yo2ZtFoNJrFR4fHNRqNRqNZI2jR1mg0Go1mjaBFW6PRaDSaNYIWbY1Go9Fo1ghatDUajUajWSNo0dZoNBqNZo2gRVuj0Wg0mjWCFm2NRqPRaNYIWrQ1Go1Go1kjaNHWaDQajWaNoEVbo9FoNJo1ghZtjUaj0WjWCFq0NRqNRqNZI+gpX1OYAIYhFuVii3Wd0wH9XM0d/VydHPr5mjvL8FydBbwH+Ev9g05lhFJqpe9htXAFsHelb0Kj0WhOYc4G3l7pm1jLaNGeIg5cChwFghW+F41GozkV0TvtBaJFW6PRaDSaNYIuRNNoNBqNZo2gRVuj0Wg0mjWCFm2NRqPRaNYIWrQ1Go1Go1kjaNHWaDQajWaNoEVbo9FoNJo1ghZtjUaj0WjWCFq0NRqNRqNZI2jv8UXEcZzPA38B2MD/m81m/36Fb2nV4ThOBngS+EQ2m33bcZzrgb/5/9u71xCrqjCM43/tgmJEhGVXgrCeLLGkLMKiu5ZBfqi0K1mkCRZ0JzKwO0RRFhl0UYIsjCwiKIMaJbMrREOU9RRkYRcQuxBqotX0Ye2Dk80oxZmzz8Hn92nWns1m7Zcz591rrT3rBYYCz9u+rdYOthFJc4ApVfNV2zcnXn2TdCdwHtADzLf9YGK1bZIeAIbbnibpKOApYHdgOTDTdnYua0MZaTeJpP2Beyh7mB8FzJB0eL29ai+SjgNWAIdW7aHAAmAyMAoYJ+ms+nrYPqqEMwEYS/k8HS3pQhKvf5F0EnAqMAY4BrhG0pEkVv2SdBpwWa9DC4GrbR8KDAKm19Kx2K4k7eY5HVhq+2fb64HFlCf/2GI6MAv4oWofC3xle1X1VL8QOL+uzrWZH4EbbG+yvRn4nPKwk3htxfZbwClVTPamzCDuQWLVJ0l7UgYY91btg4Chtt+vTnmaxKptJWk3z36UL9qGH4EDaupLW7J9pe3eldQSs37Y/qzxJSrpEMo0+V8kXn2yvVnSHcBKoIt8trblcWA28EvVTqw6SJJ28wymrKc1DKJ8yUb/ErPtkHQE8AZwE/A1iVe/bM8B9gIOpMxKJFZbkXQlsNp2V6/D+TvsIHkRrXm+A07s1d6HLdPA0bfvgH17tROzXiSNB14ErrW9qFq7Tby2IukwYIjtbtsbJL1EWZrqXWI3sSqmAvtK6gb2BHajJOx8rjpEknbzvAncLmkvYD1wLjCj3i61vQ8ASRoJrAIuorw8tMOTdCDwMjDV9tLqcOLVt4OBOySdQElAkylTwPcnVv9k+4zGz5KmASfbvlzSp5LG234HuBRYUlcfY9syPd4ktr+nrBMtA7qB52x/WG+v2pvtjcA0ymhyJfAF5QW+gBuBIcCDkrqrkdE0Eq9/sf0a8CrwMfAR8K7tRSRW/8XFwEOSvqCMvh+puT/Rj0E9PT3bPysiIiJql5F2REREh0jSjoiI6BBJ2hERER0iSTsiIqJDJGlHRER0iCTtiB2IpAnVv49FRAfK5ioRO4CqotpsSsGW72vuTkT8T0naES0m6Ulgje3ZVfsSyg56Cyj12HcFNgA32n5P0gjKDl8jKFtMfgtMsb1G0jeUndLGALdWv58JbAI2AlfZXglMBIZRyjHe25o7jYhmy/R4ROvNAy6X1HhongG8Tkmmk2yPrY69JGkYcAHwnu3jKVt2bqBsNdnwqe1RwCvAXOBM2+OAJyj13bH9su3rgN8G/O4iYsAkaUe0mO1uyn7YZ0saRSmNuDOlaENXteb8LKXS0kjbDwPvSroeeAwYTdlqsuHt6rp/Ai9U5z4K/ArMb81dRUQrZHo8oh7zgCuALykj4sFAl+2pjROqoiE/SLoPOJYyfb4M2IVSPrFhXeMH25dIGg2cDtxCGZFPGdhbiYhWyUg7oh6LgbGUEpILgC5gQlVmEkmTgE+AoZT16Lm2nwHWAGcAO219QUnDJa0GfrI9l7I+Pq4F9xIRLZKRdkQNbG+StBgYYXstsFbSDGCRpEHAH8A5ttdJuhN4QNJdwGZgBTCyj2uulXQ3ZYr99+oa01t1TxEx8FLlK6IG1Qtmy4FZtt+vuz8R0RkyPR7RYpImAquBJUnYEfFfZKQdERHRITLSjoiI6BBJ2hERER0iSTsiIqJDJGlHRER0iCTtiIiIDvE3YuLuVEH7rQ0AAAAASUVORK5CYII=\n",
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{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"c941a9212262422999f035a4398b287d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_69240a762ef3431fafc0b52e9e270192",
"style": "IPY_MODEL_961b39a8eae94681ba4ab65cbdcf439b",
"value": "\n show/hide code \n "
}
},
"c9eb0ef6ee5143b386b606a7e10e2d7d": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "X:",
"index": 0,
"layout": "IPY_MODEL_5d121ba99624478e9c52e52be9100a35",
"style": "IPY_MODEL_6c96a9e89ea64e92826e6e5ce8e8a48d"
}
},
"ca0e85c5a8e54c30ba894397fc38bc0d": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"ca87caa26e9e4a25a48fbdee4454d027": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"caa2c346c4e54fa7b074df8d3a05dd94": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"caf01d12564b49d58bba568f2b8f71a7": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_0a61519eb30d43708202a6e0d859e465",
"style": "IPY_MODEL_0e513481b5894583a75585c6b5d6065a",
"value": "\n show/hide code \n "
}
},
"cb8000ebdba242b3afcb06c247bb0aab": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_cf4e226388fc4034b3ac6fb711ef7f80",
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"cd46aaf880794c8e806fa00f4a367ffb": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"ce866dfdf44b46bab6cb9964d7bc3d94": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_87f28c4bd1af41bdac79fa10c63dbd3f",
"outputs": [
{
"data": {
"image/png": 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\n",
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"outputs": [
{
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"d24f0128160c41c894d54c96414d22f3": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "HTMLModel",
"state": {
"layout": "IPY_MODEL_82e9f1b4ac1f4ccfb31946a1ea76b074",
"style": "IPY_MODEL_eb721d2a0f30492a8642dacadbd080ba",
"value": "\n show/hide code \n "
}
},
"d28ab885bee446a4a5312025e29d7fdc": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"d2b872015a704688b75bdcd3a337e0bd": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "SliderStyleModel",
"state": {
"description_width": "initial"
}
},
"d3174e8b8736477ca8ba07d2fb13fb31": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DescriptionStyleModel",
"state": {
"description_width": ""
}
},
"d45b295b3a984a6cbf1335843113f9c7": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"1",
"2",
"3"
],
"description": "Sample ID:",
"index": 0,
"layout": "IPY_MODEL_0a954a52aa764e23ba793954aec5b8bf",
"style": "IPY_MODEL_8d7aae25d5fc4063ade83bd5f17b654f"
}
},
"d511b2216672425bab0b8ba330157f26": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "DropdownModel",
"state": {
"_options_labels": [
"machine_hours",
"production_runs",
"cost"
],
"description": "X:",
"index": 0,
"layout": "IPY_MODEL_9d7cfd555be843e7a3fb2350474a1168",
"style": "IPY_MODEL_b6c0d506e61d4e0d82c00406aaea0bb7"
}
},
"d572f88ab7904b33abfd54518d0c3bf0": {
"model_module": "@jupyter-widgets/controls",
"model_module_version": "1.4.0",
"model_name": "IntSliderModel",
"state": {
"description": "Number of points:",
"layout": "IPY_MODEL_f5e60f40f8cf4fbeb56baaf156612ef5",
"max": 50,
"min": 10,
"step": 5,
"style": "IPY_MODEL_dc15de56d2fc4762a4b5f470cca9dbb4",
"value": 36
}
},
"d57c79b700514dd19f1a33946579909a": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_ad1b7948667e48fe9cc018f5c90ed8d7",
"outputs": [
{
"data": {
"image/png": 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{
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\n",
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"description": "Y:",
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"f4d23a33da8d464088451e727d4d84fd": {
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"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "C:\\Users\\mzhao\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\axes\\_base.py:3610: MatplotlibDeprecationWarning: \nThe `ymax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `top` instead.\n alternative='`top`', obj_type='argument')\nC:\\Users\\mzhao\\AppData\\Local\\Continuum\\anaconda3\\envs\\bzan\\lib\\site-packages\\matplotlib\\axes\\_base.py:3221: MatplotlibDeprecationWarning: \nThe `xmax` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `right` instead.\n alternative='`right`', obj_type='argument')\n"
},
{
"data": {
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\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
},
"f5e60f40f8cf4fbeb56baaf156612ef5": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.1.0",
"model_name": "LayoutModel",
"state": {}
},
"f88c12c27d35404b90647006f8fb7bf9": {
"model_module": "@jupyter-widgets/output",
"model_module_version": "1.0.0",
"model_name": "OutputModel",
"state": {
"layout": "IPY_MODEL_0ffb7ee807d346a9b87759f8a8d33d63",
"outputs": [
{
"data": {
"image/png": 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lVAIYxbb9jcc6tGSsRggAzpzJEYa9d9rZsWOUU6fm199xA+m3OfXbfEDm1Cgyp8ZoZk6u67Bt2wh0WDIi63Zr9OPnCWRezSLzag6ZV+O0umZvWMY96iT5FeBDdYt//Ci2pJS6Ptr0E8AdUefM/cCPRNt/EtsFDOCfop+Jfr8/2r+2XSn1OqDUoE5SEARBWIKs24IgCP3FRmbcfx44F/i3Sqm4PfvtWuvfwrbr/XhkQ/YIC23JfwX4G6XUh7B6xx+Ltv8m8Cml1JPATHQ8wJ8BH4u2l7EXE0EQBKE1ZN0WBEHoI6QB0wKXAEf65ZFrPz7W6bc59dt8QObUKDKnxmhRKrMbONrFafUTl9BH63Y9/fh5AplXs8i8mkPm1TitrtkbXpwqCIIgCIIgCELzSOAuCIIgCIIgCAOABO6CIAiCIAiCMABI4C4IgiAIgiAIA4AE7oIgCIIgCIIwAEjgLgiCIAiCIAgDwIZ2ThWEzcTBQ6e588Akp2dLbB/PcNM1u/iBHaO9npYgCIIgCJsUCdwFoQUOHjrNLXc9jee5DGUSzOQr3HLX04yPD3Hx9qFeT08QBEEQhE2ISGUEoQXuPDCJ57mkkx6O45BOeniey23f+F6vpyYIgiAIQgOYoErxnz9GOHeq11NpGAncBaEFTs+WSCUWf31SCZcXpgo9mpEgCIIgCM0Qzp3C/963CF441OupNIwE7oLQAtvHM1T8cNG2ih9yzlaRyQiCIAjCQBBU7P8Tqd7OowlE4y4ILXDTNbu45a6nKWMz7RU/JAhC3vn6F/V6asISVioivnLv9q4dJwiCIAwGxreBuyOBuyBsbuIAbmlgd/Xl53Lq1HyPZyfErFZEDKwZhLd6nCC0i6kUwPFwkuleT0UQNj++ZNwF4azhyr3bJYjrc+qLiAHSSY9ytH2tv12rxwlCuxS//BGc0W1kX/8LvZ6KIPQN/jMHcScuxB3Z2uGBqwA43uAE7qJxFwRh07JaEfHp2VJXjhOEdgmnnsXkZ3o9DUHoG4wxFL/8ESoH7+j82H7Z/mOAMu4SuAuCsGlZrYh4+3imK8cJQjuYahlTzkHo93oqgtA/VIsQ+pjcmc6PHUQZ90Sy82N3CQncBUHYtNx0zS6CIKRcDTDGUK4GBEHITdfs6spxgtAOYd4GJiYKJgRBAFPKARB2IXCPi1MZIKmMaNwFQdi0rFZEvJ5OvdXjekkYml5PQWgTk5uy/wgk4y4IMXHgXvt+dBJxlREEQegvWi0iHqTi42oQUiz77Oj1RIS2qGUURSojCDVMOQrcS/MYv4yT6JzjkhlAH3eRygiCIAwojgOlasD0XBk/CNc/QOhr4oyikYy7INSIM+7Qhay7X7H2q67X2XG7iATugiAIA4gB5gpVZnNlQiMymc1ALeMugbsg1DDlfO3fnda5G78yUNl2EKmMIAjCwBEaw1y+QqkS9HoqQgepuWZIcaog1Ohuxr06UI4yIIG7IAjCQOEHhpl8Cd+XLPtmIxSpjCAsw5RykMxAtdyFjHtZMu6CIAhCdyhVA+byFXGQ2YQYYzD5uDhVMu6CEGPKOZzsOCTLtZvbjhFUB8pRBiRwFwRBGAAMuZJPvlhF5OybE1Oat9r21BBUChhjcByn19MShJ5jSjmczDAwsnBz26mx/cpAebiDFKcKgiD0NQbDTL5CriBB+2Ym1re74+faDaHULwgCRBn39AjuyLbON2HyKwOXcZfAXRAEoU8pR1aPpbIEcZudcGngLgWqggDEGfcRnJGtmNwZTAczGCYYPFcZCdwFQRD6kEo1ZGq2SMUXf/azgVrGfcwG7kaaMAkCYO0g44w7gW9lZZ3Cr+J4g+UqI4G7IAhCX2HIl32mcyWkBvXsIcxNgZfCGZ6wG8RZRhCsw1K1FGXct9ltHZTLDKKPuwTugiAIfcRcocp8viJ69rMMkzuDO7IVx4s8IyRwFwRM2Xq4O5ko406HmzAFg6dxF1cZQRCEPiAMQ2byVSpV0bOfjYS5Mzaj6NrLshFLSEHAlGzXVCdtNe7Q2SZM4iojCIIgNE3FD5maK0vQfhZjclM2oxjrbSXjLgiLMu5OegS8VGcz7gMolZGMuyAIQo9wHMiXfZHGnOWYoIopzuKMbBOpjCDUYUpR4J4exnEc3MhZpiNjGyMNmARBEITGMAbmChWKJR+J2c9uTH4aAHdkay3jbsQOUhAWZdwBnJFtneueGn/HEuIqIwiCIKxBaAwzuTIFCdoFFortrMbdsxsl4y4IdRl3G7i7I9s65yrjV+zYiXRnxtsgJHAXBEHYQKpByNRcibLo2YWImof7yNYFT2kpThUEG7h7iZoO3RnZhinOduSJlIkCd8THXRAEQViJUtQJ1Q8kzy4sUMu4D2+1QQqRf7UgnO2Uc9ZRxnGASE7GgrysLYI44z5YGncJ3AVBELqM40C+VGU2VyaUKlRhCSY3hZMdswGEFKcKQg1TytX07UCtCVMnnGVqGfcBC9ylOFUQBKGrGOYKPoViVfTsworUPNwBx43tIEUqIwimnK/p24FaE6aOeLnHGvcB83GXwF0QesTBQ6e588Akp2dLbB/PcNM1u7hy7/ZeT0voMHOFKoWSZE+F1TG5Kdwt59sfRCojCDVMKYc7sbP2szM8AXQo4y6uMoIgNMrBQ6e55a6nmclXGMokmMlXuOWupzl46HSvpyZ0kNl8RYJ2YU2MMYsz7rXiVPncCIKJNO4xTiKFkx3rjLOMX47GFFcZQRDW4c4Dk3ieSzrp4TgO6aSH57nceWCy11MTOkBoDNPzZYplCb6EdSjnwS/Xiu5E4y50E1MpdM4HvcsYYzCl/CKNO8Re7p3QuEvGXRCEBjk9WyKVWPz1SyVcTs+WejQjoVP4oWFqXuwehcZY5OEOdVIZ0bgLnaf80Gcp3vHfez2NxqgWwQQ4meFFm93hrWe1xl0Cd0HoAdvHM1T8cNG2ih+yfTzToxkJnaDih0zPlfB9KUMVGiMOQOKiOxwPcEQqI3QFU5zDFOZ6PY2GWNp8KSbOuJs2HboG1VVGAndB6AE3XbOLIAgpVwOMMZSrAUEQctM1u3o9NaFFKtWQmVyZIJSgXWicMB9n3K1UxnEcm3UXqYzQDQIfE2m7+x1TzgMsk8q4I9usPj36fcsMqI+7uMoIQg+I3WPEVWbwcRwoVgJmc2XEol1oFpObAjeBkx1b2OglRCojdAUTVCGoYkyI4/R37nb1jLu9yQ1zZ/CWBPVNjR9r3Aesc6oE7oLQI67cu10C9QEnNIZcoUqx7EvQLrSEdZTZuiiIclzJuAtdIr4h9KuQ7G83FVOOAveVMu5EN73bL279BH4ZcCRwFwRBOBuoVEPmCmX8QCJ2oXXC3JkFfXuMlxQfd6E7RJ8r45dx+j1wjzLuLHOViTLu+facZUxQhUTSytMGiP5+TiIIgtBnGAzzxSrTuVJfBO3GGA4eOs0nvvhUr6citIDJTeEMb1280UtAKFIZofPUJFhxYWYfU5PKpIYWbXeyY+Am2neW8SsD5ygDknEXBEFomIofMl8oU+0T15i5QoXP7z/Ct49Nc85EttfTEZrEhAGmML3g4R7hSHGq0C1qGfcBCNzLOUgN4bjeou2O4+KMbG3by934lYFzlAEJ3AVBEBrAkC8H5AqVvtCyG2N45OlTfOlbxyhVrF/83p1j6xwl9BumMAPGLHi4x7hJKU4VusJgZdyXN1+KcTvRhEkCd0EQhM1HaAxzhQqlcn80VJrJlfnsPYf57rOzAAylE7z1+kt49WXn9HhmQrPEgcdyjbtk3IUuEQXug2AJacq5ZY4yMc7IVsLnvt3e+H4FZ8C6poIE7oIgCKsShCHTuXJfNFQKjeGBbz/PnQcmqVRt866X7dnK267fzUg2yYDVVwmAWdo1NcLxEtKASegO8edqEAL3Um6xTWod7sg2/MI0JvStC1MrBFVI9HeB7kpI4C4IgrAC1SBkdr6M3wcNlc7Mlrj1nkMcPTEPwGg2yc2v281Ld29d50ihn1nIuC8tTk1iKsUezEjY7MTe5YOicXe3nL/i75yRbWAMJj+DM9qirbJfwRkwK0iQwF0QBGEZFd92QQ17HLSHoWH/weN89cFnqQY2y/7KS7fz5msvYSgjy/egY3JTkB7GSWYW/0J83IVuEQ6Sxj23psYdIjvVFgN341dw0kPr79hnyMovCIJQw1AoB8z3QRHq81MFPv7FpzhyfA6A8eEU77hhD5detKW3ExM6xooe7lipjBE7SKHDGGMGxlXGBD5US6sG7rGXu8m3YQkZVHCkOFUQBGEwqfohM/neF6EGYcjdjx7n6488RxBl/F9z+TncdM0uMilZsjcTJncGZ2SFbKE0YBK6QX3dRJ9r3GtdU1cpTnWHFzLuLZ/Dr4D4uAuCIAweFT/kzGyh50H78dN5br37ECfOFADYviXL2193CXt2jvd0XkJ3CHNTJM9Ty38hUhmhG9R9pky1zwP3Uh5g9Yx7Mg3p4faaMImrjCAIwmBhgEKpSq5YZWJiuGfzqPohX3/kWe5+7HhNojM+nORd37eXi3esfOESBhtTKUKlsNzDnbgBk0hlhM6yqDdAv0tl1sm4Q/te7kZcZQRBEAaH0Bjm8pVaA6NeMfn8PLfefZhTM9ZFxHMdtoykcFyHW//5e7zltRejdk30dI5C5wmjTOEyRxkALyFSmT7AhD7GhL2eRueoC9z7XuMeB+6rZNwhCtznT7U2vjHiKrMSSqkx4D7grVrro9G2JHAn8Lta629E214OfAIYA+4B3qe19pVSu4C/Bc4BNPBerXVOKbUFuAXYA5wC3q21PqmUSgGfBK4GisB7tNbf6eZrFARh8PADw0y+1FN/9ko14K6HnuG+x08SzyKb9tgyksaJTNmDMGT/Y8c3NHCXdXtjMKs1XwIbTEhxas8pfP4PmH7xy+GKm3s9lc4wSBn30vqBuzOylfBEi0tFGIAJB7JzqtutgZVS1wDfBC6t26aAbwDXLdn9b4H3a60vBRzgF6LtHwU+qrW+DHgI+M1o++8B+7XWlwMfB/402v4BIB9t/9fApzr7qgRBGHQq1YCp+Y0P2vXkNJ/4wpN8+P88wp/938f473/3KPdGQfv524YYzSYWBe0AqYTL9PzGaVFl3d44wlWaLwG1zqmm19ZGZzHGGMKpSSqnnun1VDpG/VOcfu+cWtO4p1eXMLoj26BSxFQKzZ8gsDcug+gq07XAHbuI/ypwvG7bzwEfBg7EG5RSFwNZrfX90aZPAf9PlOG5Afi/9dujf78Fm7kB+Azwpmj/2nat9T3Ajij7IwjCWY8hX6oy3QN/dj05ze33HmGmUKFcDTkxVSRXrOI6Dm+4+kJ+5R1XsGNLtubVHlPxQyZGN1SDKev2BmFyZ8BxcYZWsPeMO0GGvZVxndVUChD4BMW5Xs+kc9TLr/o84045Z78Ha2jQnZqXe/MFqjWpkATuC2itf15rvX/Jtv+gtf7ckl13Aifqfj4BXAhsB+a01v6S7YuOiX4/B+xYYyxBEM5iQmOYyVeYL1R74s++/7HjBKFhdr5CoWyXtITnsHNblu9/5YV4rsu+q3YSBCEVP8AYQ8UPCALDvqt2btg8Zd3eOMLcGZzhCRx3+WW4pruVAtV1qRz8MuVHv9TxcU0UsIeFzRO41xenmqC/A/e4+VL9E8ilxDIz00qBqj+4Gfd+KE51gfpLqQOEK2wn2h7vU89qxzh1xzTEtm394+CwY8dor6ewjH6bU7/NB2ROjbJRcyqVfWZyZYaGMwytYxyzdWvnnWXyxSrPns5TqdqlyAHGR1KMZBMUK2HtnK/dOszoaIavHJjkzGyRbeNZ3njNLq7Y21hXQM9d/QLXBWTdboC1PuPHK3MkJs5ZcZ/Z8RHKwLaJLN5Q578n/bgeQPPzqk4d55kH/oHktgvY8YM/2tG5FAuT5IGgML9p3q9iPkkRwHFJ4nftdXVi3JOmBMNja47lp3cxCQw7BcYaOGf9WBWmyQNjE2OM9OnfdzX6IXB/Fji/7ufzsI9pXwDGlVKe1jqI9okf3z4X7fesUioBjAJn6sY6tGSshjlzJtfzNudgP2CnTs33ehqL6Lc59dt8QObUKBszJ9sFNVeoEjaQZt+6dZipqXxHZ/DkkSk+/80jtaA9lXCd6vAmAAAgAElEQVTZMpom4bmUqgHjQ8lF59w5keWnb1rw9W5mTqmky3nbNszSUtbtdVjvM16efgHv3L0r7lMpWonM6RemcTv8J+3H9QBam1fxrr+BMMAv5Dr+mqonTgIQlnK88Pw0jtsP4dICrbxf/plZAJzUEJVisSufg059vspzM5DIrjmWCRPguMydeI7yOudcOq/g1AwA84WAYo++D67rtJR06KbGvSG01seAklLq+mjTTwB3aK2rwH7gR6LtPwncEf37n6KfiX6/P9q/tl0p9TqgpLWe7P6rEAShnwiNYTZfZS5faSho7zS5YpXPfPVpbrnraXLFKgnPYSjtMTqcxHOdSAYTbqgMppPIut0eJgwx+akVHWUg8nEHacK0BsHz38M/8hAkM60VJ66DKc4u/LvU2Rv6XlErTs0M973G3ZRza3q4AziuizM80ZKX+4LGXXzcW+W9wMcjG7JHgI9E238F+Bul1IeASeDHou2/CXxKKfUkMBMdD/BnwMei7WXsxUQQhLOIih8yVyj3xOrRGMNj3zvDF+87WtOyv/jCcd6+bw8vTBfY/9hxpufLTIym2XfVzkH3Z5d1u0VMcRbCYGVHGagVpxqxhFwRYwzlA/+Akx0j8eLrqB68ExOGK9YLtHyOQn3gPg9Dm6B7caRxd9LDi15fP2JKOZxz189GuyPbMPkWuqfGGnfxcV+O1vqSFba9fsnPjwGvWWG/Y8DrV9g+BSwzVtVal4CfanmygiAMMIZ8OSBXqPSkAHU2X+Hz+w/znUn7CDaT8njLay/mlZfuwHEcJkbTAxOoy7rdXRY83FdovgRQK06VjPtK+Mf+heDk06Rf91M1Wz+qRVjDOrBZFmfc+09a1BL1gftca42LNgJjDKaUX9PDPcYZ2Ubw/HebP0cwuK4y/ZJxFwRBaJnQGOYKFUrljbfPM8bwsD7Fl751jHLVnv/yiyf44X27GRsavIuC0H1i+7rVMu6O59l/SOC+DBMGVA78A+74eSQvuwH/u/fZ7ZXCmp7fzRIWZhf89DdJ4B5LZZzUcH93Tq2WwATrSmXAZtz9Qw80/8RFXGUEQRB6Q8UPmcuV8XtQnDg1V+Jz+4/wvedsdm4ok+Dm6y/hZXu2rWljJpzdmHyUcR9eJePu2oy7ETvIZVS/cw/h7Ekyb/wAjutBKguAqRQ7eh5TnMPdspPwzGSti+fAU5dxx69gjOnLdaqRrqkxzshWMAGmOIsz3PgTzUH2cZfAXRCEAaV30pjQGO5/8nm+8sAkFd86xly5dxtvve4SRrKDp5kUNpYwNwXJDKSGVt5BilNXxFRLVB7+LN55l5K4+BWAdUgBMOXOFqia4ize+ZfZwL24yTLu6SHA2EC+DwNXU44C9wYz7hDJz5oI3PGjm2LRuAuCIHQfA8wXqhRKGx/YnJ4pcus9hzl20l7MR4eSvP11u7n8klWyp4KwBJM7gzuy+lOZWsGcFKcuovLYHZjiHOkf+mDtvYsDdzqYcTcmxBTmcEe24qaHNo1UJv481SRFfqU/A/f4CUeDGnewDc28c1/U+DlqUhlxlREEQegqBsNsfuP17EFouPfgCb768DP4gU3xX6128KZrLyablqVUaJwwd2Z1RxmoZdyNZNxrhIUZKgfvJLHn1Xjn7K1tt9ljOmsJWS5YjXV2HHdobPME7n4VHHdBXuSXcei/5mW1jHtm/ZqFuMDb5Jp0lqkVp0rGXRAEoWuEYchMvkqlurFB+8mpArfefYjnTlk/5y0jKd5xwx5efOGWDZ2HsDkwuSm8HbtX30GkMsuoPPw5CHzSr/5Xi39R07h3LnAPI6tEJzuGNzSGv0k07ib0wUssZJn7tEA19s1vRCrjpIYgmW3ey92vgJvAcXrezqhpJHAXBGEgaLQIVU9Od8wv3Q9C7n70ON/4l+cIovNe+5Jz+aHX7CKd8loaUzi7MX4ZU5pfM+PuuLEdpEhlAILp41S/cw/Jl3w/7vi5i37ndKE4NbaCdIZsxr069XzHxu4pftVquiN5TL86yyxo3BtzCXJHttUsVhs+R5/KhBpBAndBEPoax4FC2Wc+X123C6qenOb2e4/geS6ZdIK5YpXb7z3CzdB08P7sqRy33X2Yk1M2k5fwHDIpjxemCxw9OdeWJ3snby6EwSJ+pL9a11RgQSoTbry9aT9SeeAfIZEi9cplbQBw3AQkUh3NuC8K3LNjmNKhjo3dU8IqjpesWSD2beBeykEqa12DGsAZ2VqzWG2YoDKQVpAAg/eMQBCEs4rZfIW5XGXdoB1g/2PH8TyXVMLDcRxSCQ/Pc9n/2PGGz1f1Q+48cIy//NwTnJwq4ADppMv4SIrRoVTtZkBPTrf0euKbi7liddHNRavjCYNFzcN9NStI6opTJeNO8MJh/GP/Qurlb8HNjq24j5Magk4G7pFUxs2O4w1bjbvpRVe3DmNqGfdYKlPu7YRWwZRzDclkYlrLuFcH0lEGJOMuCEKfEpqQmVxzevbp+TKZJYWiSc9ler6xC9TRk3PcdvdhTs+WADhnIkvCdagEIamEzf6kEh4V7E1CK1ny+puLTownDA7GGPzJR4HGMu6icQf/+FMApC7/vlX3cVLZDktl5sBNQGoILztq/w7VUk1PP7CEPo6XqMu492ngXso15OEe44xsw5RzmGoZJ9mgS4xfGUhHGZCMuyAIfUilGnBmttx0EerEaJpqEC7aVg1CJkbXXqDL1YC/v0vz8duf4vRsCddx+P5XXsD73/kyimWfpLd4qWzmZmAp0/Pljo4nDAYm9Cnv/19Un7iLxKXX44xuX33nmquMZNzDU0dxRnesHcilhjrq4x4WZnGGxnEcB2/IZvk3RROmIC5OjSQi/SqVKeebCtzdyL/d5Bt/ammCykA6yoBk3AVB6CMMkC9VyRerLTVV2nfVTm6/9wgVbDBcDUKCIGTfVTtXPeZ7z83y2XsO1wLnnduHedeNezh/my2MmhhNM1es1jLk0NjNwGp0ejyh/zGVIsWvfZTgmcdJveJtpK5+59odK53osxFKxj04fXRtBx6ijHsHA3dTnMWJZDluLXCfh7EdHTtHLzDBgBSnlnK44+c1vH/NErTaxFMXXzTugiAIbREaw2yuTK7QWtAOtgD15ut3M5ZNUir7jGWT3Hz97hUlKKWKz233HOavv/RtpufLJDyXH3rNRfzy26+oBe1gbwaCIKTiBxhjqPjBujcDa9Hp8YT+JizMUPjCfyF49knS+36a9KvftW6becdxbNb9LJfKmFIOM38ad/t6gftQx4tTnew4QF3GfRN4uQdxcWq/20E2J5Uh2byzkLjKCILQdxw8dJo7D0wylauwdSTFTdfs4sq9azye7yEVP2QuX641NmoHtWtiXa34d45N87lvHmEuby9cu84d4WdvvoLUCvGU2jXBzdAxF5hOjyf0L8H0cxTv+GNMKUf2hz5IYtdVjR/sJs96qUxw+igA3o5L1tyvG8WpcZZ/MwXuJqja96qPNe4m9KFabKo4tWYJ2lTGvYrjSeAuCEKfcPDQaW6562k8z2U0m2AmX+GWu54G6Kvg3XEgX/bJNWD12AnypSpfuu8Yj37vNADJhM2yX/uS89i+bZipqfyKxzVyM9AMnR5P6D+Kx56g8Pn/guOlGLr5P+Jtv6Sp4x3JuBOcOgqAt/3itXfsYHGqCUPrs78pM+6+Lbr1koDTlxn3WvOlBrqmxsSBO01l3MuicRcEoX+488AknueSTlpbxHTSoxxt75/A3TBX8CkUq2yE0drjh89w+71HyRdtFnPPzjHeecMeto5lNuDswtlE9Xv3c+LuT+COnkP2Tf8Gd7QFbbSXxJzlgXt4+ijO2DnrNuJx0kMQVG1GuU2LP1OaB2Nwhmzg7qSy4HqY4uYI3J1E0kqxEilMtQ8z7rXmS01IZVppwhVUB1bjLoG7IGxCTs+WGMos/nqnEm7N5rDXBKFhrlClUOp+YDJfqHD7N4/y5FHrn51Oerzp2l28+rJz1tUaDxKeu3leyyBjQp/S3Z8kfd5ekm/4QMPdH5fhJSA8y6Uyp47gnbN33f3qu6c62TYD97j5UpRxdxwHJzO6KVxlTFC1GXewQWtfZtyjwL0ZO8ikTb40rXEXqYwgCP3C9vEMM/kK6eSCc0nFD9k+3vvschCGTM2Wuh60G2N49Lun+eK3jlIsW1tJddEWfnjfbraMbB4Hl4TrkM0mGcnKct4XVMsQVBl5yXVUWg3aEamMKeUwuTN4L/2Bdfd1UtZVhHIBVmnS1PB5i3N2zCjjDkSB+2bIuNc9kUik+tJVppZxbyZw95L2RrfaRGJqgF1lZKUXhE3ITdfs4pa7nqYMJDyHctU6l9x0za6ezckAxbJPrlhly5bGWlm3ykyuzOf2H+HpZ2YAyKYTvPW6i3n5i7Zvmix7wnUYyibJpDxcx8Fhc7yuQSeWHzTcCGY1zvLi1Lgw1W2gNiAO3DvhLLPQNXXhBsDJjhJugsC9ZgdJ9Pnsx+LUUgtSGcBJNl7nYMLQWq1K4C4IQr8Q69jvPDDJdK7CRI9dZYIwZDbfXBfUVgiN4cFvv8CdByYpR+e6YvdW3nb9JYwODeYivZREwmEokySb8iRY70OMb7N+bqrNp1teAsLufl/6meDUEaCBwlRoTeO8CkulMmCDyDB3rO2xe07UgAmARLovM+6U4+LU5gJ3UtnGXWXiG2KRygjC5iC2UTw9W2L7eKavbRTX4sq927ly73Z27Bjl1KneZIscB4qVgPl8hSDsbgnqmbkSt919mCMn7KPu4WySm6+/hJftWaO1/IDgAMmkx1AmYQuOez0hYXWqNhiKdbetYqUyZ2/GPTx1FGfs3IZqBGoNeDqQcQ8LszYTW/f32ywadwK/JpXpa42760GiuSdWTWXcoycNjrjKCMLgU2+jOJTpXxvFQcAA84UqhVJzDZX05HRTHudhaLjviZPc9eAzVIMQgJe/aDtvve5ihjKDuTDXk0l6DGWSpJIOSMje98RBgduuVMZLdszicBAJTh9tqDAVOiyViZov1UvqnOwolPOY0MdxBzNsMmEIJqhJZUik+vJmxJRzOOmRpiWNTirTuMY9viEWqYwgDD71NopAx2wUN0sWv1HCSBpTblIaoyenuf3eI3ieSyadYK5Y5fZ7j3AzrBi8vzBd5Na7D/HMC/YCNDac4u37dnPZgHukOw5kUgm2jWVIO6blTrJCD4iCB6ddqYzbfHFqMH2ccOYEyd2vau/cPSYszUeFqW9oaP9acWpHpDJziwpTYUG2YUr5Zb8bGGKHokgq43h9WpxayjcvkwFIZjH5qcb2jV63FKcKwiagGzaKZ1sWv1INmG1RGrP/seN4nksqYW+cUgmPSrS9PnAPwpD9j53gaw8/WzvPqy87hzddu4tManCXNddxyKStJCYZ3bzMz/V6VkIzLGTc25fKmCbtIKtP3EX10IGWAncT+gQvHCFx3oubPrbThFHjJXedjqk1kmnA6Vhxqjt+3qJtTqauCdOgBu6+/SwNgqtMK4G7k8oSTjcqlYle94AG7m6vJyAI/cT28QwVP1y0rV0bxZWaIXmey50HJtudbl9hDMwXq0znyi3r2afnyyS9xctS0nOZnl9wPzh+Os9ffvYJvvLgMwShYWI0zc+95XLeccOegQ3aHcc632wdTzM2lCLhupJlH1RiV5lUu1KZRNMNmEy1BJWClUU0iX/4IYq3/z7h/Ommj+00TRWmAo7jQirToeLUOZwllpILGfeNqRUKXjhM8Wt/1dLfcTVMGH2W4ox7on9dZZp1lIHIy7/Rv3+ccR/Q4lQJ3AWhjpuu2UUQhJSrAcaYjtgonp4tkUos/qr1UzOkThCEIdO5Mvlic3r2pUyMpms69ZhqEDIxmsYPQu568Bk++tknOH6mgANcd8V5fPBfXcneCwYzC+a6DkOZBFvHMmwZsQG7MNjEdpDtZtxxk837uMfa3UbdNeqIbRBjH/NeEp4+hjN+7oIEpgGc1BCm3F7G3YQ+pjS/XCqTHbW/36DA3Z98FP/Q/TWHm44QLMm4J/vTVcaUcjiZ5vsfOJGrjGngAmRE4y4Im4d6G8VO6dH7uRlSuxigWPHJFaqEHXCN2XfVTm6/9wgVbKa9GoQEQchlF0/w57c9zgvRo9Dt4xnedeNeLj5vtO1zbjSOA8mERzbtkU5aD3ZAMuybhJpjRSoDhdYDo1ZcZeJAzJQLTXdsjWUmnZCbtEtw6ghek5IdJzUEbc7dFG1gvjzjHgfuG1PMaQoz0XzmYLgz9Tq1YHWJq4wxpm96WxhjasWpTZPMWvvUoLp+QF5zlZHAXRA2BbGNYqeob4aUSrhU/LDnzZDaxXGgXA3JFSrLpEXtoHZNcDPUXGXGR1IMZZLccWASY8B14HVX7uQHXnUhycRgZadd1yGbTpBNJUgmHAnUNyt+GXCioKCNjGYLUplYAtBK8F0L3NvMWrdLWJzD5KfwGtW3RzjpobalMjUP99WKU4sbk3EPu/H0I1gslSGRAhPaYNfrk1CwWoIwaFHjbhNhplpaNyA3vvi4C4KwBt3I4veauRZsHhtF7ZpA7ZrgyIk5brv7MEdP2izXeVuHeNeNe7hgRwvZmB7gOOC5DulUgnTCI5VcuNGQoH3zYqplSKbbzmI6XnLBCaTRc7cTuEeNb+L/94qwiY6pi2jGVWQVFrqmLgnc3YRt8LNBUplFGfdOsUQqUwtu/XLfBO6m3FrXVLA+7oDVuS95YrKMIHaVGUy74P74awnCJqfTWfxeEZqQmVx3O6CWKwF3PjDJgaeeB2zw+/pXXMCNL99JwuvvLLvjQMJzyaQ8UklvWaGtcBZQLXfmEbxn7SCbkjIEC1KZZomP6bVUJogcZbwmA/dmXEVWIw6UnezymhknM7aBgXvnM+61pzc1VxlbPG38StOyqm5hStFNYyt2kHH33AbqOwbdVUYCd0EQGsBQqoZd74D63Wdn+Ow9h5nJ2YX1wh3DvPPGvZy3tfEitY2mFqynE6STLglXGiWdzRi/3HTXxxWJG/2YAJzGLtW1gKSVrHkcsPc4cA9PH8UZP8+6hDSBlcq0N/dYouIMLc/YOpmRDdG4mzCsSXbCLmTcWSnj3ifUMu4t2kECjcmlxMddEITNTBiGzBWrlMsB3QrZi2Wff/rWMR5++hQACc/hDVdfxPUvOx/P7c8gOPZcz6QSpBISrAsRfhmn3a6p1Ll/BP5CEL/uuduRysQa995KZYJTR/HOu7Tp42xxarGtYktTnIVkxlolLh0/M4rJn2lp3KbmUJqraem6I5WJNe4LGfd+Ib4xatkOEqCyvltb7TWLxl0QhM1Epx1jVuOpo1N8/ptHmC/YC8vF543yrhv2sH1Lcxm3jSIuMh1Ke3hi3ygswWrcO+AYFQdYgQ8NSnHb0rj3QXFqq4WpEAVuJrQZ5Bbff1OYXbUzqpMZJTxzrKVxm51D7d+lbkhlYh/3OOPeh4F7Kxn3ZJxxb+Dz61fAccH11t+3D5HAXRCEZfiBYa5Q6aqWPVes8sX7jnLwkM1ipRIuP3TNLq55ybk1i8R+IuE6ZDLWFaZfnwIIvcf45RUztk0TZdxNUG38WY7fjsY9Kk7toVSm1jG12cJUgMjz3ZQLOK0G7sXZZYWpMW52FL8433X7xLgwlfRwV4tTY313X2Xca8WpLWjum9G4R5aR/WKD2SwSuAuCUMNgyJf8thsprXkOY3jwqZN85iuaQslmgV50wTjvuGE3E6P95W0fdzTNJBMkEy4Dus4LG0m1XPP9bgcnzgY2aAlpwhCi7pjNBt8m9Gta515m3IPTRwCn4Y6p9cTNmtqxhDTFOdyJC1YePzNi399qqRYkdoMwCty9bbsIZ092bNzlPu7RzWVfadzzkMwufPabIL5ZMw1IZfArCzcwA4gE7oIgWF/2SshcsYzvd08WM5ev8PlvHuHbx6YByKQ83nztxbxK7ei77Ecy4TA6lF7W9VYQ1sJUSx2SykQZ90YtIYOFzGmzOvX6YLfXGXd3/NymC1PBFqcCbRXXhoVZvAtesvL4dU2YWplfo9QsKbdeRHDy6c5l+JcE7rWMe7WPAvdSriWZDGBfl+s11DXY+JWBdZQBCdwF4awnCA35UpVi2e9qlv2Rp0/xpW8do1Sx8pvLdk3w9n27GRvurwXUdRyymQQj2QSOFJwKzdIxqUydxr0BFkkems06x4F+ItVTV5ng9FG881VLxy64irQ2f+NXoFJY0QoS6gP3eRjb0dI5GppHYQbSw7gj22xzpEoBOmHXGH2OnH7WuJdbD9wdx8FJZht74hJUBtZRBiRwF4Szlrj4NF+odtXicXq+zOf2H+a7z9pM0lA6wY++UbH3vJG+ybI7gOfC6HCKTNITDbvQMsavQEdcZZoL3OsDsGblLvH+7ugOwtmTXddxr4Sfm8Hkp/G2725tgGbsAFcg9mhftTg1O7pov25hCrO4Q+ML5yvOdcRnvVac6tZ1TqXPNO6lXHuvNdVY4G78ysA6yoAE7oJwVlINQuYL3W2kFBrDA089z50PTFKphgC8bM823nb9Jey6YAtTU721nQPrEJNJemTSCc6ZGOZM2H2fZmHzYoyxGvcOBO64C8WpDZ27zuKuaY17tL8zuh2mn7Oym048NWiCyslDALgtOMpAvca9xYz7Kl1Ta+NnNiZwDwszOENbcKLun2FxDnfL+e0PvFTjnuxPO0h3/NyWj3dSGVuDsB6+ZNwFQRgQDIZc0adQ6l7xKcDp2SK33XOYoyfsRW40m+Tm1+3mpbu3du+kDRI3TMpmEmSSXs3BxpUsu9AuQQUwnQl6m824x23ch7c07UaykHHfThD93BG5TxOUTxwCHLxtu1o6vu3APWp6FAfMy8bfoMDdFGZwz7u0JtnpmLNMUAU3sfAkJda691Vxaq4lD/eYRqUyJqhu+Oe7k0jgLghnAY4DpUrAfKGCH3QvYg9Dw72Pn+Cuh56pneeVl+7gLa+9mGy6t8uN40AmlSCbTkjBqdAV4kK/TgQFNdeLBotT48ypO7SFYO4FTOjjNNi4KQ523VGr3TblAgxPNDnj9iifOIy7pfmOqTW8pJWBtCiVWeiaunLGnWQGXA9T7F7gboyJvOS3dFyaY4LqQrAOOI5rn870ScbdhAFUiq0Xp4KVysR2mmvhV6CNG4ReI4G7IGxyqn7ATK5CqdK94lOA56cK3Hr3IZ49ZSUw48Mp3nHDHi69aEv3TtoAjgPppMdwNkkq4Xb1PRDOcuLAvRNSmSjjbprUuDtD9vtmKsWGbSnjjLsTB+49KFAtnziEe15rhakQFSemsi3bWa6bcXcc2z211EU5XTkPoY87tGUhw1/XkKktAn+hbiLCSaT6JuMeOyG1lXFPZQlnTqx/Lr+CK1IZQRD6kWLFx58pUiw3ePFvgSAMufvR43z9kedqRa7XvORcbnrNLtKp3nWmcxxIJzyGsknSSRuwS9AudBMTB0EdDNybdZWJA3fKBWjUT76SB8fDHd6y8PMGEhZmCHJTpFvUt9dIDbVenFqYg/Twmv7eNnDvXsa9PuvvuB5OeqSDGXd/UcYdgEQfZdzb6Joa4ySzjT1xETtIQRD6DT80zOcrlKsBW1PdazTx3Ok8t919iBNnbJZr21iGd9ywhz07V85abRRxhl0CdmFD8TsolXFjqUxzGfc4+G4ma27KBZz0EE5quPbzRhKePgq02DG1Dic91JbGfbXC1Nr42VHCLgbuscwjvvlyhsY6q3FfErjbjHufBO7lDgTuqWxDnVOlOFUQhL7hqWNT7H/sOMdOzjOUTrDvqp28dmsHPICXUPVD/vmRZ9n/2HFCY7Pb119xPm949YWkEr3Lsic8h5GhFJmkCzgSsAsbSq2ZTUcaMLUplWki+DaVAqSH7H9NHtsJglNHabVjaj1OKtuWq8xqMpna+OkRwtyxlsZvbA42cHfjwD3T2cB9qVSGZHrhKVGPqWXc29GeJzMQ+Lb4dI0nJyaQjLsgCH3Ak0fPcOs3DpEv+SQ8l7lildvvPcLoaIadE40XfOnJafY/dpzp+TITo2n2XbUTtWuhUG3y+XluvfsQp2as7daOLVnedeMedp3bfpv3VvFch6FskqG0J02ThN7RjeLUJu0gFzTuzWTc8zipobadWVolOHWU5PYLam3rW8VJDbWsCQ+Lc3jrSHW6rXFfWiDrZMcIzkx2ZOylxakQfU77JONOTSrTeqKp1oSrWlo1cDfGgL92YN/vSOAuCANOaAz5ks8X7z1KruTXMt6phEcF+MqBSX76psaKvvTkNLffewTPc8mkE7Xg/2Zg9/lj3PXgM9z3xEkM4Dpw48sv4PteeQEJrzcuLXHAnk0t2DoKQq9Y0Lh3IJvnRk+umtW4x1KZcuM6dVMp4KSHbUY2kWrq2HYxxhCeOkJ271Vtj9VWxr04u2rX1Nr42VEo55ty7GlqDoUZSKRrAaiT7WDGPfQX6iZiEqmWawI6TU0q02ZxKmB17qvVdwRVrGWrZNwFQdhwDKVqSC5fwQ8NL0wXySyxXEx6LmdmG1+Y9z92HM9zlwf/D0xSroZMzdvA5PxtQ7zrxr3s3N55GU4jOA5k0wlGskkJ2IW+wUTNX5xEJ6QyzTVgin3cY5kFzQSw5QLOyHYA27lyAzPu4dSzmOIsmYuvoG3RRovFqaZahmoJZ2gdqUykvzal/Oq2kW1gouZLtfNlx6BSWFf60RCBv2wMJ5HqnGtNm5hSzt6stvPUJdlA99zo+yQad0EQNhQ/NOTyFUp1nU8nRtPMFauLNObVIGTbeOMymen58qLgPwwNhaJPIXKl8VyHH3jVhey76nw8tzdZ9lTSYySydhSEvsLvoB1knHFvpjjVS9jgxXGb1rjHMhknNbShGnf/mccAGNr7SsoNNL1cCyc1BNUSJgxw3MZrbWIryHWLUzM2sDeleehG4F6cxa0bN9bcm+I8zkh7zetMUF0uRUqk+kfjXs7Zpz5tJGLqpTKrnqeuw+XRfO0AACAASURBVPCgIoG7IAwQcefTYsknXFJ5ue+qndx+7xHmKwGlSoAfhHiuw7VXNN4uuz74L1V8ZnIVwsji8aJzRnjnjXs4d2Koo6+pUTzXYWQoSSaVEBW70JfUilM7oXF3HBuINyOVSaQjP/PG3VWMMTVXGaCpYztBMHkQd/vFJEYnoE3HlsVSicYlF2a95kvx+LWMe3ecZcLCDN62hQLdWuBemoM2A/eVilP7ylWmlK/dGLXKwt9/jc9vLCkb4Iy7pKwEYQBwHKhUA87MlcgXq8uCdgC1a4JXXbqDYsknCEISnsNQJsH9j59AT043dJ59V+2k6gecmS0yNVeuBe1XX7aDX7r5pT0J2l3HYTibZNt4hqwE7UI/41fA8Za7d7SKm2xcKuNXFqQQzdgiBlWb1Y8Cd9Ibl3E35TzB898lcdGVHRmvlnFtUi4TRjryhjTudC9wt11TF+bgxoF7oX2d+0rFqST6yVVmvr2uqUQ+7qz99zeRpEw07oIgdI3QGHKFKsXy+p1PDx+fY8tYepFcJghD9j92fJEzzGpUA0O5ElKuhgBkUh5vumYXr7783LZeQys4DmRSCYazCRI9kuUIQjOYaqkzzZcinBYy7tCc3KXWsbJOKhNOH29hts3jP/sEGENiV/uFqcCCnWWTTwxqXVPXzbjHgXvnnWVMtRTp7Jdo3Iky7u0SLC9O7bSrTJifJhgKaSUnbEo53Imd7U0gZaVAa0ll8GONu7jKCILQYRwHipWgVnzaCEs16gCphMv0/NpZlflChS/ce5QnjkzZY5IuN12zi9dcfm5Pij9jHXvcQEkQBgK/3Bl9e4yXbNzHPajUgpFmGhHF+znp4YVjN8hVxp88iJMewd2xpyPjtWpnaaUyTi0wX3X8WCpT7HzGfamHuz1fdKPQCWeZlQpcEykIg4645BhjKH7pw5w69yK8G3+5+eNL8+u+/+vRyBOX2hOGDsjZeoUE7oLQhwShIVesUir7NBO3rlSgWvFDJkZXXqSMMTz6vdN88b5jFKMC1EsvGuft+/awZWTjF7alOnYJ2oVBwlTLnQ0IvASETfi4R4//ndQQJj/T2DmizHwt454ehkoRY0Icp3tPuowJCZ45iHfRy3A69ERtIXBvTipjirM4mZF1C1odNwGpbFekMks93AHrsOKlalKedljZxz2Si/hVSLUXDoZTzxLOHMfPZGm2BZ8xoS1ObVMqg5cCx7U1DqsRZ9zFx10QhE6RL/tWx95glr2euEC1grWCrAYhGLt9KbO5Mp/75hH0pL3AZ1Ieb73uEl7x4u1tVfa3guPAUCbJcCYh9o7CwGI6nHFvRipj27hHUpmmMu752jEQB7/GBj/p7tm9hqeOYkrzJHZ1Rt8ODRYnrsBSbfma58iMdSVwjzPui6QyjoOTHe1Qxt2HpVn1KHA3fnnhvWsR//ADwMINSFOUC2BM+xl3x7E3VlXRuAuC0HUM5WrIfLGC77eeZla7JrgZFnU+ffPr9izqnGqM4aHvvMA/3T9JObKTfMklE9z8ut2MDW3sYuY4kE56jGRTJDwJ2IUBp1ruSNfUGm7jUhnjV2qaaJrSuMcZ90gqUyc3cboYuPuTjwEOiQtf1rExW824h8W5dQtTa+fIjHRH476CVAY604TJGGOlMokVOqdC2zp3Ywz+4QcBCFoopDW1rqltZtwBJ5nBVNbSuA++q4wE7oLQY8IwZK5YpVwOmpLFrIbaNbGoEHXr1mGmpmxWbWquxGf3H+bQc3ZxHc4keNv1u3nZnq0bnmVPJlxGs0lSSRfEK0bYBBi/3JHgo4aXaMrH3amTyhBUGmrcUwvwa64ywwvb20uAron/zEHcc/d29v2KNc5NuuKY4izu2DkN7etkRjH5M01Pbd05FGZtRnzJzZKTHWtc9rQaYdTvY42Me1vDTz9HOHsSZ3QHZv6U/R40cQMbP8HoSOCeysJaGXfxcRcEoVVCYyiWffIlvyVZTLPnuv/Jk3z5gWeo+tYx5qoXbeOt113CcGZjtX6e6zA2lCSJkXBd2FxUyzgj2zo2nJXKNKhxD+o07rG7SrmwrgSkVpxa07i3VuDZDGFhlvDUEVJXv7Oj4zquZy0Om5i7MQZTmGtCKjNKeOZYq1NclbAwgzM0viyB4mbH8E+3eb5gZSeVTmXcbbbdIXnZDVQevNU2jFqlrmolFjLu7d8pOut1z5XOqYLQvxw8dJo7D0xyerbE9vEMN12ziyv3bu/1tAhCQ6HsUyx3P2AHOHkmz1/f/iSTz9vFcWwoyQ/v28PlF69vD9lJHAey6QTDmSSjw2lKhf5o/CEIncL45Y7aQeIm1ra2q6c+4x5nbSuFdTt8mkoBEqma93xNbtJFL/fg2ccBOmcDWYeTHlq7OHEp1RIElXW7psa42VH84jzGmI4+pVxNZ2+lMu2dr9YLwF3BVYa6LHSL+EcexDv/UryJC+14pXkYbfxaa8qdk8qQzKwpLVpwlZHAXRD6ioOHTnPLXU/jeS5DmQQz+Qq33PU0QM+Cd4OhUNqYDDvYG4RvHjzO1x5+Dj+wWfar1Q7edO3FZNMb+9W3spgU6ZTYOwqbmE5r3L0ElFrzcYcGs+blfG1/WMi4N13gGQbrurLE+JMHcYa24G7b1dQ5GsFJZZvLuDfYNbU2fmbEypeqpZo0pxOYwgzu+PJ+GU52DExg/x6t1hzEdRIrdU4FaEMqE0w/Rzh9nPT1P77QoKpJu8wFqUwnMu5ZwrnnV98hcpVZ1oxqgJDAXdiU3HlgEs9zSSfthSSd9ChH2zc6cDcGyn5ArlDBDzYmaj1xJs9tdx/mudNW2z4xmuYd+/bwogsbuzh1imTCYTibIp30xN5R2PQYv4STzHRsPMdLYhqwgzTGLOqc2kzW3JQLC8H6omMb93IPi3PkP/Pvyez7KZIvvm7t84UB/rOPk9x9dXfqataTSiwhjJsvxYW967DQhGm+bSeWekxhFud8tfx80bzC4ixey4H7KhaI0Y1eOxl3//BDgENi99VQtTcAzbrumFLO3lR04KbXSWbXfOJi/Ap4yQ2v6eokXQ3clVJjwH3AW7XWR5VSbwD+GMgCf6+1/lC038uBTwBjwD3A+7TWvlJqF/C3wDmABt6rtc4ppbYAtwB7gFPAu7XWJ5VSKeCTwNVAEXiP1vo73XyNQn9yerbEUGZ5I6LTsw0+du4ABkOx8v+z96ZBkpznfefvzay7u7qmZ7pnBoOZwWAGRAIkiIMkCBAgDpoXSJGgCIqyl7QlO3TYa1uyY3e9u961IjbCsj+sI2xLWsuhsCVRIcGHLIAkJJGgSEoABiABEiIIEARQIGYG6LkwM30fdeT17oc3M6u6u46s7qrqqur392kmOyvzre46nvzn//k/HqWy07eC3fV8nnjhPE+8cAFfKg/5fe85zH23XBVdxPQDwxCMZ5Nk0wntYx8y9Of21pC+r5TNLivusVJlfA+kX7v9n45ffEu7FCXKAIGKLDpTrZcugVul+p3/gnnk3RgtlFPv0htglzF7YJOBwOPcQeEYd2pqdPz66akxG1rbrsFzVY55I6tMJpieWl6BPZt+HPv4QPMcd2frirt7+vuYB9+BkdsTvd46L9zV8KWuFNOpGKkyQ2yTga3MpY2JZVl3AE8D1wf/zwK/B3wGuBG43bKsTwS7/xHwj4vF4vWoeIlfCrb/NvDbxWLxBuB54NeC7b8OnCwWizcC/wn4jWD7rwJrwfZ/CnypV89PM9hMFTLYQRNmiO36TBW6p4Y1Q6I87HOLFZZX+6eyn7u8yn949Ef85Q/O40vJVCHDLz34Tv7Wx6y+Fe0CyKRNpibS5HTRPnToz+1tENgNRLKLRYGRjJfj7q2PuOvEKiOrpVqiDKihS6lsRx73cECQrK5SffaPWy915kUQJomr3xX7+J3QuVVGrT12HGS2prh3i9rFw+bKXOTCwn0bkZB+M8V9ex53b/EC/sI5EsdvVxtSOdWXsQXFvVvpQiKVVYlKzdKYPHuoG1Ohh4U76kP8HwEXgv+/H/hJsVg8UywWXdSH/ucty7oGyBaLxWeD/b4UbE8C9wJ/Ur89+PdPoZQbgP8KfCLYP9peLBafAqYD9Uezy3jgjqN4nk/V8ZBSUnU8PM/ngTt6+3JYXq2qgn3Nxu2Djx3AcX0ef+4t/uNXX+bSQhkh4J6br+JXPnczxw7Gu/27keLMAv/5T3/Mv/kvP+A//+mPKc4stH1MwhTsyafZM5bC6NIkRE3f0Z/bWyRqIk100yoTL1UmKrw2NKfGKtzt0jqPu3p8riOrTFh4Jq6/G/f1k7gXi033dc++hHnV9V21mdQjUp01p8ryEggjduFYb5XpFrUM91aK+xYGG4VEvu5mHvetFe7KJoOyyaAGIJm5fMcedz9Q3LuBSIZDuBqr7tJ1hjoKEnpYuBeLxV8sFosn6zYdAi7W/f8icLjF9ilgOfiyqN++7ljBz5eB6RbH0uwybj4xxRc/ej17xlKUKi57xlJ88aPX98zfXnE8ZpfKrJSdvhXsAG++vcxvPvIST714ESnhwGSW//kzN/GJO68hmdja27s4s8Bjz5xhueyQSSdYLjs89syZpsW7EDCWTbKvkAmUfa2zDyv6c3sbRIr7DlhloqEywbnNpMrsjuNxt9d73EENY+q8wVOQuetvI/JTVJ/+g4br9lfn8OfPkTjSvWmpGxEd3i2QpSVEdkLdaYhz/B4U7n6Dqam1840DouNiuJ5IfTY35rhvz+Punv4+xoHrMMZqCWVmrvPJsrKyikh3UXGH5tNT3erQK+79bE41YN18GQH4HWwn2B7uU0+7Y8Vm374uDoPYJtPTPZx+sUUGbU2t1vPh6TwfvvPanp6/UnVZXrMxEEwU1Ntp796tTxt8+dQsf/HcDLNLZaYKWT52x1FuanCxUbFdvvLEKZ78wTkkylP+iQ8c4xN3HSNhbv4C6mRN3328SCppRvaaZMKg6nh895XLfODW9fVUwhAUxtNktpBSM2ivJdBrasDQfm77ThV38TKp6SOdHGrLVL1Z1oDC3j2MBX+z7f7t5vJjLPtu2+PYcoE1YGLvBOPBvuXsGGmj8WPDbVL6rFRLjO2ZZG/dfs54Hnw79vqvyDLe2AT7r95P6RO/zNt//K9JnvorJu9en9O+fPa7rAHTt3yAVIt1bYeFyUls32XfZBojRoH2treGyE+2PHf9z6QcZ9VIkBFV9nXpvbk8U6ECTB0+TCK/+ZilXJ405U1rjPv7Ki0lKAOTU3vIbHjMmpkkm5IdPxd77gIr82fZ99G/R6HusRdzEwin1NHfcs1eJTe5l6ku/D5X5yapAHvGDNINfl8XTR8/k9npz9Vt0c/C/RxwVd3/D6JuxzbbfhkoWJZlFotFL9gnvH17PtjvnGVZCdR8t7m6Y53acKzYzM2t9iWqrx3T03muXOneFX03GLQ17eR6fClZq7iUKs66pJT6KaWdEirdpmmQThjML5d5+PFXefDua9dNQv3JuUW+/NRpFleVSnL11BgP3Xecq/aNsby0WWXodE1X5tfIpBPrvPmGEFyZX4uOE2ay53NJVpbLdPpXGLTXEgz/mgxD9EJ4GNrPbfu1J6k+/YeM/9xv9cyWUY97ZR6A5bJP6cpKV15P1aqP9FwuX15u2bjnXVF3w1ZKHuXgnH4iS3lpcdMa6telVHVJ2Uus288VafzVt2Ovvzx/BZkOjrvnehLH3svCyT/GPnjLuomk5Ve+h8hPsSgLiBbr2g62qwSHK+cvYTRQsDdSWZpHZMabnrvRukRmnNL8PH6XPi+qly+BEMyXDEQjtTqdpzw/t24dnfy+nAXlj19ctjFT6x8jEylKy6sdP5fqC08AUJm+CbvusUZugsr5N2KvTfoefnmNikx35e/vltX7ZP7yHAmjNgwt/H3ZpTIIcyA+67f6md1PI+pzgGVZ1nWWZZnAF4CvF4vFt4CKZVl3B/v9nWC7A5wE/maw/eeArwf//lrwf4Kfnwz2j7ZblvVBoFIsFmd6/Lw0uwpJxfGYX6qwVna6Gm948sULmKZBKmEihCCVMDFNg5MvqhqmXHV59MlT/P7XXmNx1SZhCj7+/iP8g5++iav2bV3l38hkPo3jrRc8Hc9nMpiEl0gIJsfTFMZSCG2LGXWG9nNbGAnw3Sinu+cEyRxdzXE3EoBUOd4taDTGXU2QbG0ZCS0lDT3uHVhl/PLyuubO9F1fBMOk8swfqahK1BAg9/yPSRy5uadRfNFFWkyfu7LKdBaTKzL5tnaQ6g//nMrJP4i5hkVEZgLRpDdIDWHaRnNqi+xykUhtyePunn4eY/8JjA2Tgs3cREe2HtVLIbvbnApN5xBInSoTn2KxWAH+LvAI8ArwGrUGpi8C/86yrNeAceA3g+3/EPhly7JeAe4B/kWw/deAOy3L+nGwzz8Ktv8WkA62/ybqy0Sj6Qqe77O4arO0Uu2Jj31hpUpyg80laRosrFR59a0FfuN/vMjzxSsAXHMgz6987mbuu/VqTKO7X4L33HIIz/OxXdXYa7uqsff+265WXvaJDKmkqTPZdwHD/LkdRuv522nq64BoImMXPe5RCkg7n7u7PlUGwgbTdoV7cCdug8edVPvHrjtOeWldDroxvpf0ez+Ld/Yl3DOqgdG7WATXJnG0d/52qE/UaV+4SymR5SWMmBnu0Tky4/gtCnfpVLBf+FOc4sna1NIW+KWlhv722vny+JXtpMqo14/Y6HEHSKRqr924h1u+jD/3FskwTaYOMzcBdql5qssGalNTu2RdSanm8KaRkCOQKtNzq0yxWDxW9+9vA5vCW4vF4ouo9IKN298C7m+wfR54sMH2CvDz21qwRrMBSWCLKbv4PaxWJ/NplssOqUQturHqeDiuzx9+Q6U0JBMGH3//Ee5810GMHqlW1tFJHkTdAVhYqXJgb5aPvO8IN183RUKnxewKRuFzOywkt6VUdkKouHdxAFPUTOi50GLQo/TWp8qAKmD9ldmWhw9VdbFhsI9I58CtIn1X3blodQwpkaXlTRnkyZs+gvOTZ6h+52ESh2/CnXkJzCTmoRtbHm/bdDg1Ft+LneEeIjJ5/Lm3mv7cOfWcmqwK+HNnMfcfb3k8WVpsuQaRKyDPbf113CzHHbamuDunvwfU0mTqMcP4yspqy4uRaG2VsHDvkuIepMo0u3BTqTLDOzUV9OTUXc9Lp2Z5/LkZZpcqTBUyPHDH0b5PFh1UJKpwXu1TtOM9txzisWfOYKOaPtcqLqt1dpzjhyZ46N7j7J3ofRa9dXSSG66ZJJNKMJZN6IJdM3SE9odtxeh1QKRadlPNC4pm6TmtTWlNFPdmdoGQqHDfaJUJBjLJaqn9RFGnAp6NscFuIgyTzD0/T+krv071+Udxz/4I89CN3bUSNSBKFYlRuIf581uzyqw2/bnz6hOIsb3ItXm8y6diFO5LmPuuaXk+7DLS3aJa3GxyKkAi3XGqjHv6eYzp4xj5zbVCGGkpyysQq3BXdy66FgcZWmVapsr09jXYa3Thvot56dQsD3/zdUzTIJdJsLhm8/A3XwdUnOLGov5vfuwGrpnKtTnqaFB1PFbLDo7bUbjFtgiV7r/6wTkuzpVwgubQdNLkk3ce5X037O/bmOZ00mQsmySdNLQlRjOUiEwehBhqj7uoV9xbUMtxr51bBHYXKWXzz40WHndAFf5tCvdWk0fN/SdIvvNDOC9/C5Ak3vWRlsfqBh1ZZTqcmhqdI5uH6lrDOxLe7Jv4V86QvuuL2C9+De/yKeCjzdfg+8pq1EpxD+8eVVYQGzzlsfAa57iDer12YpXxly/jz75J+o6fbfjzmuIeszm1y4q7eg+I1op7QivumiHl8edmVIJJEPuXTppUg+3ApqL+dx59ib/14etGVpEXAqq2z2rFwXZaN4P1Ahkk1VxerERFu3V0Dz/9wWspjPdHITANQX4sRSZpAGJbRbu+m6PZSYRhKGW0T1aZmuLezRx3VWBIv41POlTc6xXVdE55mz276Zqi5tRNOe65dT9vhR9cGDVT5tO3fw73zPPI8nLP/e1Qp7jGybCP1t6p4q6KTFlZ21RwO688AWaK5DvuwrvwGt6lUw2OULeGyjJI2dJWYmTrVOwtFO6Rz76JVaaT3PWwZyFx7WZ/O4CZ6yznvqa4d8kqIwSkMrWBaBvRHnfNMDO7VCGXWf8SSCUMZpcqDYt6z/d5/LmZkSy+XE+yWraDSav9P//iapWvnDzN62fVF0k2neDTdx3jluv29VVlL4wluzL1tN3dHI2mH2w7jaMDpFMBM9U0GWRLdKy4r/e4Q2B3aVa42yVAwMa4zE4mr4Z2kyaKsUiPkfnQL+Oee3ldNGTPSGbUnZZYa1eft503p9apynXPW9plnFPPkjjxfkR6DPPACdw3/xq/vNz0HNHFQ6vm1Gx+3Xo7xnNBCIRhbv5ZItWRVcY5/X2M6WsxJqYb/tyst8rEQFZWIZHq7p2qZLah4i59D3xv6FNldOG+i5kqZFhcs6PiHMB2faYKmYZFfTppMrvU5Cp2SPF8yVrFoVx1d6Rg96Xk+69e5uvPvYXtKFvOTcf38um7jpHP9efDxRCCsWyCXCbZtXDHVndzdOGu6RciW4gU4Z7j2t2dmkp8qwyeDYh1iqqoL77rJlvWI6trkMpsmhraieIeR7VOHL6JxOGb2h6rGyjFNV6cpb8yq+5GpDuL060p7uuLU+eNZ8GpkHrnhwAw9p9Q57l8GuOaWxseSwZTU404VpktXoRKzwGjsT2kk+ZUf2UW/8oZUu//fNN9jGww6bUDxb1bU1NDRCrbOA40ujM13IW77jjbxTxwx1E8zw9UZknVUbF/D9xxlKlCBnuDv7vqeEwVet8Y2Q8kkrWqy9xyhVJlZ4r2ueUKv/tnr/LVp89gOz7j2SRf+Oj1fOEj1/etaE8nTfYWMox1sWgHdTcnlVj/8RLezdFo+oVS3PvUnOpUu6/kBcVWu0hBlU2dXHd3LvKttyi+pV3alCgDNetMFBfZ6tzlJRBG14uv7SBSjRXXjfiLFzH2XNXxXc1IAa8rTqWUOK8+gbHvCMa0akY1p46BMAKfe5M1BIV7a8U9jDbd4tAgr4Wvu4M4SPfcywAkj72n6T7CMBHpsY487l2LggxJZZENmlNrd6a0x10zpITKZzMf8sPffJ0qquCyXR+kKvaHGc/3Kdse5YqLt0MTcn1f8p2X3+ab3z8bDTq67R1T/NQHjm26y9ErTEMwlkuSS/XmfK3u5mg0/ULkCsjycusGzW7hVLobBQmxrTK49iarQVR8t1CeZXVtU2Nq3MdGxygvITL57lqEtolI5WINYPIXLmBeZXV+/ExYuNeSZfwrZ/Dn3iL9wZ+LXmsimcbYewTv8ummx6pZZVoo7sm0KrC3YZVpFuspEmmIWbhHa803tslEx8zG7y2RlZXuNaaG509lG6f+eGH6kk6V0QwxN5+YamhdaFTUD2uqjBDguJJS1aFS9Xqaxd6OSwslHn3yNGcvqw+VwliKn77nWqyjjW9ldxshlH9+PJvsWQ48qAu8jRd+4d0cjaZfGNmCUhudcpTv3SukW+1uYyp1zaZthtlI197UeFizu7RQze1yw8IdMwWG2TZOEsBvkOG+0yjFvV0UZhm5No8xeajz44dWmToF3Hn1ryCRJnndB9bta+4/jvPGs0jpb7IkQWCVSY81jmqsP+c2+jVkS8U9DZ6L9P22F1+yvBystXXp2C4uc90xK6sY+e72PohkFrl8ZfO5WkyQHSZ04a5pysaifno6z5UrW7xVtyNIbFdSqjg71nQa4vk+T/3wIn/5g3OR0v/+G/fzwB1HyfRI9d5IKmky3qeIx3Z3czSafhB5g0vLjQvUbtIDj3uouMtYivsGm06MQUSyWsIoHNi0XQgRxEnGs8q0zXrvMyKVw19tPXzKX7wIgLFnC4W7kVB2jMAOIu0SzqnnSF53Zy3VJsA8cALn1b/CX7yIOXn1pmPJ0hJGjLxzkZnoKP1lHS0V9+B149lgtL5jpNTx9rYWkcnjL70da2nKKtNtxb1JqkyDJu5hJFbFYFnW7xaLxV/YsO1PisXiz/RmWRrN1pESqq5HqeLiuDtbsANcmF3jkSdPcXFOfYHuzaf57H3HOXGoPyqVEDAxliKbTiCgb7+PZndzNJp+ESrBfnkJY8/Bnp5LOhXE2N7uHjSyysTxuK8vRmo+9VYe97XmdyLSY/GaU8vLW1Kte0qQYd+KqHCfvGpLp6gvpJ2ffAdcm+SNH9q0nxEMX/IvnWpYuPulxVgTRkV2Ark2t6W14rWYFhq8bqRrt7V6yRbpOPWITB556Sdt95O+C3ap+x73Zqky3uZBZcNIy8Ldsqz/CFwN3GNZVr2pKQm0HgWm0fQZKaHiuKxVHFx356cGuZ7PX/7gPE/98Dy+BAHc9e6DfPR9R0glG8Ry9YBMymSqkGVpp69eNJodoDY9tfeRkNKtYnQ7VSZUSdtYZVRW+4bC3UyCmWqruG/McI8eHyOZRUqpFOMOc9B7TZzmVH/xAghzyxGVIjOOrKzWmlKnjmFOX7tpP6NwEFI5vMunSN5w76afy9IiRgyfvZGdwJ19c0trlS0K96iIjeFzl5VljEL7Cx2RzQe/m8b2oNrx1B2dXnjccaub7T+7RHH/XeAm4BbgkbrtLvBsrxal0XSCRFKxvYEp2AFmLq3wyJOnubKovjym92T43H0nOHqgy8pCE4SA8WySXCbZt4sEjWbQqFll+pAs4/RglHo4gClGjnujc4t0rqlPXfquGv/erHBPt1etsUvgux0PMOo1Ip0Dp9yycPQXLmAUDjS1kLQ9RyaPXJvDv3wKf/4c6Xv+buP9hIG5/3jDBtXowieu4l5eaVsMN8Rzm/vSg9eNdNpHQsryCuLg9W33E5k8SF8lGrUoymtTU7v7vSiSgV3JKa+L+gxTZUZacS8Wi88Dz1uW9a1isXgOwLKsFHCwWCzO9GOBGk0jhADbueD7QgAAIABJREFUUcV6ueLi7lBCzEZsx+Nr332LZ350EQkYAu695RAfes9hkon+pC4kEwb5XGpTHKNGs9sQmbwaxtOHSEjpVKFHHvd2VhlcGxrEMYoWlpFoamoTq4xI5VTOeQv8cpiIMmge96y6BetUNw+XCvCaeM5jnyOTx597C/vVv4JkhuR1dzbd19x/AvuFx5Sdqt6OUl1TFz4xmntFdgKk17YYboT0nKY2mLiKu/R95UePZZWp5dy3UtO7PTU1IqWeq3Qq6+NOQ8V9yHPc415q3m5Z1v8B/F/Aj4CCZVn/T7FY/I3eLU2jWY8Q4Hg+VcenanvYUrBSavOF1kdOX1jmq0+/GKnsV+3L8dB9J7h6qrPhHlvFMATj2STZVII+DVvVaAYaYRhKGe2xVUZKqdTrbqfKGPEnpxqNVMR0C7uL3aZwb6HWR+ctBVNTB0xxr2/M3dgsCuoOhly+jHH89i2fwsjmccvLuKe+R/L6D7b0h5v7j4OUeFfOkDh0Y7TdjzE1NSQsmP3yMmanha7nQrOo4eBis930VFldBWQ0NbYV0VorKxg0t9bUCvcuK+7B33yTXSq4ABa7JMf9nwO/AHwO+C7w94G/BHThruk5QqgM8LWKQ9WuNZv2W2Mvzixw8sULLKxUmcynueeWQ1hHJ6nYLo8/N8P3Xr0MqIz0D73nau679RBmn7KNM2mTfDaFaeiKXaOppy/TU31XWQO6rrjHG8BEg+ZUCBT3JhctkeLeZGpomCrTKgM/vJMxaIV7FIXZxOfuL10C6W+rqVZkxsH3AI/kjfe33NcMJqh6l0+tK9xljOFL0fnqp6d2um7faRo3WVPc2xTu5fAiLV5zqnpM6xScmlWm2x73xn//aNDULslxF8Vi8UeB6v71YrG4bFmWvg+v6SlRwV7e+TjH4swCjz1zBtM0yKQTLJcdHnvmDO+9ssb3X7vM0pr60Dt21QSfufsYB/b2J+/eMAT5XJJsyoSuzj7VaEaD7eRfx8ZRBUHXBzAZQX9Ku+bURnGQKNW8WSxfpMQ38biTHlOFqWc3LXTC36sxgDnu0DwK01+8AGwtCjI6R1CcGtPHMaeuabPvOKJwAH+Dzz0s3OP8/qLCvdL5a1m6cVJl2lhlQnU8Gy8Osv4xbY/Z5OJxq0Tvw40XbkGOe7vM/EEnbuHuW5b1s8ADwP9mWdYnAb93y9LsZsKBSWsVh4rt7nicI8DJFy9gmgaphPoiTRgGK2s23/rrc+r/puCjtx/h0/dex+Ji+wi1bpBJmkyMJTEGaGKhRjNoiOxE7EzprVJT8rrrnRVCKJ97O6tMg1QZCJTHth735op7uF8zC5AsLYEwmxf/O0Rk/2lWuC9cAMS2IkLDuwypNmp7iDl9HO/8K+vuYERWmRh3LOpnEnSM37w5NfrbxlXc41hlogFVrdcqK6uQzHS/WTS8cHM2KO7eaKTKxP3G/1+BXwb+ebFYfBv4v4Ff7dmqNLuS0MO+uGozt1ymXB2Moh1gYaVK0lRvl3LV5fJCmaqjrl2PHczzqz9zM/fcfAijD1YVQwjyYykK+bQu2jWaNohcAVleUj70HiFDxb0Xt+CNZEurjPLXN1Hcg0jHRs89VKNbpcpAmxz48hIiN9F5ykmPqb/oaIS/eAGR37etv5d59TvJ3PcLJK6/K97+B06o1+FqLYtdlhYhkW7ow9+ISI+rRustKO7EUtzjWmViKO6JFCQzbaentmte3Sphqswmq5Rrg2EijOFOWouluBeLxaeBj1iWdY1lWdcVi8W7e7wuzS5ikCwxzZjMp1lcsylVXCq2Byhjyt6JNL/46Xdi9KkbNJU0mcilSJjaFqPRxMHIFpRi7ZSbDxvaLm6PrDKglNJWintY1DexyiB9cCqb0lXCqajNm1OVEt8qy90vDd7UVKCmuDbzuC9e2JZNBtTfJWndE3v/ms/9NEZeDaaTMYcvwfYaraXvbjvHXdlahLqAiIHI5NtbZapr3R++RM0qxUbF3bWHPlEGYirulmW9w7KsHwM/BP7asqxTlmXd0NulaXYDridZWK0yv1yhYg9m0S6l5OrpcRZWqlHRnkwY5MeSfOquY30p2kOVfTKf1kW7RtMB27IYxCQar97t5lRQBVcrj3uYTd2oIKlLV9mEXVIe+ia2gZrdZK3pqWV5eeAaU6FFqggq1tBffBtjz9Ympm4VY+8RMJN4l0/V1lJe6qg/QGS22K/hNW9O7URxF5nx9QONWhCrcO+R4h4l5diV9dtdZ+gTZSC+Vea3gP+3WCxOFovFAvDrwG/3blmaUcfzfZZLyhJTqQ5mwQ6wtGbzh994nZMvXURKlcueS5scnsrx2XuOYx2d7Pka0kmTvYU0Y+mEbj/VaDokzMj2e5nl7vbQKmMmWg5gki2mQbZSzWW1hEjlmibGtLObQGCVGcTCPZFSvQGNnvfqLHjOthJltrQmM4Exdc26wt3vQHEHZVPxOyzcpfRVk3Ezj7uRUBdwbQv3lY7urohsPlaqTFwFvxOEMJRVp1GqzJAnykD85tQDxWLxD8L/FIvF37cs63/p0Zo0I4znS8q2S6ni4g/I0KRGSCn56+IVvvbsW5HKfuM1k3zmg9cyMdafW21hLnsuvbXJfhqNptb418shTNHUyR4UBcoq0yIO0ms+DbJV8S2ra62bStt43KX0keXlgUuUCQn9/RvpRqLMVjH3n8B55dvIYJKpLC0hjnSguGcn8K+82dlJw4u+ZpNTARKpWKkyndha1ICqs109ZieIVHaTVQZvNBT3uBVBwrKsvcVicR7Asqwp+h+jrRlibNenXHWpOt5AF+wACysVvvzUGd44r77oc5kED959jHcf39dUneo26SAxpl858BrNqNIPqwyBVUb0wipjbEdxb56uooYTNY/hE61sNqDSanxvMD3uAE2mxvoLFwEw+2yVAdWg6vzoG/jzZ5VVx6l0qLhPdH4B6rWPQBSJdFvF3S8vY+47Gvu0IjOOrKw0nQMgPUc9/15YZVCF+2bFfTQ87nEL998CnrUs67+jCva/Bfy7nq1KMxL4UlJxPMoVB9eTA2uHCfGl5LkfX+Ib35vBdlVizLuP7+PTdx9jPNufq3RDCMZySmXXthiNZvuITF6lcfRScQ/Vyp543BPxPO6dKu52qWmiDARKfyIVNbFuJLQeiYFV3LOb4gAhSJTJTvSsYGxF1KB66VTkwzc6LNxxKm396PVEiUStsssTqXge9xiJMiEiM6EuGtwqNGja7tXwpYjk5sK9WfrSsBG3cP8aKhIyBZwArga+3KtFaYYZie1KKrZKXxl0dT1kdrHMo0+d5s23lScvn0vy0x+8lhuP7e3bGlIJg4kx3Xyq0XSTWhpH7wv3XnjchZlsaZWJCq5GSmK6uWouqyWM8anW506PNc1Cl1EG+WAq7soqs7lw9xYv7ohNBkCM7UXk9uBdPoWx74ja1klzajSEaQXYF+9BsRT3VMtUGem5YJdiZbiHGNna9NRGaUu1wr13VpmNr3vp2U1TlIaJuIX7l4D/UCwWf9OyrAzwD4DfAz7Zq4VphgtfSqqOR6ni4nr+wKvrIZ4veeZHF/nW82dxPbXo91rTfPLOa8j2yVsuBGTTCSZyw68EaDSDiMgW8HtqlamqN3IvJjIaiVpqTSO2qLjTRnEPH9/U4x7meg+y4r62sG6blBJ/4TzJ6z6wM2sSAnP/cbzLp0lcc6va1oHiboSFeycNqrE97s0V906mpoasm546Md38mL2yyiQzyNX59RtdB9Gnu+e9JG5lMlUsFn8ToFgsVoB/b1nWz/duWZpBRwhV9LquT8XxhkpdD3l7vsQjT57i/BV1K3jPeIrP3nucdxyO/0G6XUxDMDGWIpMyh+ZiR6MZNpQ3uJdxkCqtoic9MGYCKi087i2mQQrDDNI1NiiPUqoM7TbqY7MGT6gp7sYApspA47XL8hLY5b5HQdZj7D+B++YP8OfV1O2OrTJ01mgd9UcYzcu9dh732vClzlJlgKYDo/qiuDfKcd9FqTIJy7IOFYvFCwCWZR0AbcHdjYS+9WrVw/H8oSvWAVzP58kfXuCJF87jBeu/850H+Pj7j5JO9W+iWippsmcsiWEYumjXaHqIyBXwl97u3Qncam+iIFEWB+m3SJVpobhDE9Xcs1VEYBvFnXQOubbY8EeyvKSKwUG1HqQ3F+7+ws4lyoSY+48D4L75gvr9pZs3CG8ktKq0i1lcR2iVaZWmkkipKa5NqKnjW1HcG09P7bXi3tDj7tm7KlXm3wI/tCzrcVRz6keAf9azVWkGCiHAcSXzSxVmlypDWayHnL+yyiNPnubtefWBvm8iw2fvPc7xQ/3zaQoBuUyS8UySPoXUaDS7mjCNo1nCxXaRTuMGvK6wjRx3COwyG5XnoJBvlSoTPjYsdjfil9XU1H4lbXWKSGXBtZG+q7LKqYuC7HOGez3m9LUgBP7COcR4Z0lloeLdSZZ71JxqtE6VaWmVCc5ndKK4Z2oe94bHrPa2OVXFQVaQ0le57uyyVJlisfh7lmU9D3wYcIF/UywWX+7pyjQ7jhBQdXxKFYeq4zFpGkNbtDuuz1/+4BwnX7yAL9Vzu/vdV/GR9x0mleifym4IwcR4iqy2xmg0fcPIFpTX1yn3RiF2q4hkjwoCI1nzKTc8dxvFPZ3blAwTFe7tPO7psaapMrK8PLD+dqif/FqBoDj0Fy5CMtORr7zr60pmMPYexp872/HvTyTTkEh36HEPCvd2invLwj30uHcgcCUzqj+jyfRUWVmFVDa6qOo2IhVcSDtVCBJ8cO2mF7jDROzfWLFYfAl4qYdr0QwIUoLtqkZT2x3cqaZxeevtFR558hSzS6rBa/9kls/dd4Ij+/sbB5YwBIV8mqTZX2vM869e4r//xWvMLlWYKmR44I6j3HyidZqERjNKhAWSLC31JFWilxMZ2w1gaqe406hJ0w4V93aFew7s8jrVMjpGaQkx1vvJ0VulPoc+VHX9xQsYew7t+F0Cc/oE/tzZjvztIR33awQXfa0KZJUq06Y5VZgdXfQKIYJJr80K994NXwIgqYp1aZeV313KYADTLircNaONEMr7XXH8KHd92LEdj298/yzPvvw2EqV233fbIT5029UkzP4ONqr3s/eTl07N8t++/QYINUhqcc3m4W++DqCLd82uod5i0IvGROlUehczZyaQ7XLchdG0MBPpMfyF8+s32mvRz1qhnpNUA6Y2PD9ZXsacOtZu9TtHKizcajYhf/Ei5uF37dSKIswDJ3Bee2JLyn+nhXvsHHenRRxkkOHe6QWPyORbNqf2Mku/duGmfO61C9zd43HXjDC241OqOtiOjz/s8nrAG+eX+PJTp1lYUR9Gh/bleOi+Exyait8I1C0yaZPCWAqxA/3cjz83QyIhogms6aRJNdiuC3fNbkEEySc9y3J3bESuN+qzynFv43FvoSI2ak6tedzbW2XU/usTaKT0h8YqExVudglZWtzRxtQQI2hQ3crvz8hO4K/Mxn9A3Mmpnt3wzgqoC95OoiCj42byLZtTe2lZqlllgr+/E1rKdk+qjGbEkEDV8VgrO7iuz2iU61CxXb7+7Azff+0yoOIWP/zew9xzy1VR8dovBJDLJhnPJncsgml2qUJhPLXuDkoqYUS2IY1mN1BvlekFyirTK4+7CZ7bvLHWaz0NspHdJSrk26XK1OfA19VtsrIK0h/Y4UtANJk0fK5hk605CIX7nkOk3vcQyevu7PixIptHXj4d/wGxctyDYtZzGlq+lK2l87+1yOTxV640/JmsrGJMHu74mLHPXWeVgfpBZVpx1wwZnq/iHEfFDlPPazMLfOXkGZbX1Bv06IFxHrr3BPsns31fi2EI8rkkuXRiR3sEpgoZVivOuosW2/WZKvQoAUOjGUBEehyE6F2Wu1NpOB2yK5hJQIL0QGz+yo6juIMEuxxFD3bkcYfGeegM7vAlqGu8tdcX7juZKBMihCD9nge39tjMBLKygpR+rP3jWGXCCz/p2g0VaVlexmgwRKntWrP55qkylZWeWmUiq1SguPtOON1Ye9w1Q4Lt+pSrLlXbGxk7TEip4vBn33mLH76hbh8mEwYfu/0IH3jXQQyj/1p3JmkyMZ7EEDufz/7AHUf5b99+A1d4pBIGtuvjeT4P3HF0Zxem0fQRYRjqtn2PrDLSrUKyh82poJTTRj52t43iXt+kWWd9IZGqHbvdYzdabUrhQJ4BLtxT6y86vMULYCYQ+c4L0EFC5AogffzyKrHG6YTNqS3+1tHrp0mD6nYUd5wy0nPWWXWkW1Wv2x42p0Z3XDZ53HXhrhlgwmFJpYqD58qRscPU86PTczz2zJuslZWqcPzQBA/de5y9E/1XlIWAiVySFD47NZ/spVOzPP7czLoEmb//0M06VUaz6xG5An6p+4q7lH5QPPfIOxsWPJ4LDUTTttnUUbFeZ3epK+JbsVG1js5ZHuypqcC6VBFQjalG4SCiz5bJbhMWu97aEtDeIx4N72rTnApBQb3x8a6t7ihtwRZVP4SpPoGoNjW1h82p4R0wW9lCw8Jd7JYcd80wIbFdScV2qdje0Oaut2OlZPM/njzFC0Xln0snTT5x51Fuv2H/jkR9JQzBxHia/FiaSql5rFYveenULA9/83VM01iXIPMPf+ZW/vcvvGdH1qTRDAoiW+iN4u4GzX89UtxDlV16TmM5oJ3i3sDuIqulWCk4TRX3yCozwB53w4Bkpla4L1xQw4+GnLCA9kpLEKe50w0L91aKe/DabaC4RxNOt9Kcmg2HMC1Dw8K9D3GQUXNqcFEyAqkyw33pqYnwpaRku8wtV1lYqVCquCNZtEspeeH1K/z7//FSVLRbR/bwTz5/M++/8cCOFO2ppMneiQypxM6+nR5/bgbTNEgnTeWhTJqYpsGjT7yxo+vSaAaBTmL0pF2m8vQfbvJ2N9zXCRq9e5njDk2TZaQXx+O+oXC34xXuyicskPb6IUx+aUkpuMn+9w91QpioI10buTLbkyjQfhPak5TiHgPfBcNsmBYTESruDSIho6mpW7XKwKZkmb4o7oahhlXZOlVGM2DYjkfF9qg4o6uuhyyuVvnqyTMUzy4CKpf8k3dew23vmNqxgRq5TIKJXP9vvTWyxMwuVchl1r+lUwmDy/Ptiw+NZtRRhftS83SWOtxzP8J55duYh99F8libu1WBvaBnintgcYgsD5vOb7eM1YsK9OoGxX2svVorhKEGOG1S3JcR2YkdH2TUDpHKgl3CX3obkAPRmLpdQhXbW1uCGHZ96Tptk1RaedzDwn2rcZDApumpkYrfS8Wd4O8fNqfqHHfNTiEBx/WpOh7Vqos74sU6qLsJ33/1Mo8/N0PV8QB417G9/Nyn3olntxhM0kOEgPxYilzK7Pu5m1liMknVfJpO1tZkuz779/ZoMIxGM0QYuYJSre1S5Ptuhj87A4AsLbY9buQL7pnHvY3i3i5VJr3Z7iLtUuwiVqRzm1NlSksDnSgTIlJq7VGizABEQW6XMCGpE8W9VYY7EDVWy5ZWmS0o7tlmhXvvFXdQhXtNcQ9TZbTirukDQoDjSiqOS6Xi4vmj2WjaiPnlCo8+dZrTF9RV/1gmwYMfvJZ3H99HYTzN/Hz/C/eEKZgYS++YNabeEgO1oUoIged6VGFdgsxD91+3I+vUaAaJ2hCm5baNmd5cWLjHKI6c3iru7awyuHbrhrvI7lKvuK/VGk/bnT81plJo6pDlZYz8EDS4p7LI8jL+4kUQAqNwYKdXtG3ChCQv7kwCz2md4U694t7cKrMVdVykxxrGsKpCXsRqkN4WyazOcdf0H5UK4+K43o5HC/YT35d898dv8xffP4vjqrzaW6+b4lN3XUMus3NvvEzaZCKXwtjBW8TNLDGlisvf/tj1myw077vxAFeuNM7S1Wh2C6Fi6JeX23qd/fmzQLzCvdb01qvm1NAqs0XFXRiQykSFu5Q+2OXYRVM4wGndOctLiP0nYj1+JxHpHP7SJfzFC4j89EhkeANB4b5MnPu90mtvlQlfu40Ud7+8HPQzdJ7UJoSBSI83VtzTOYTR2zvWIpWNelCiVJkReA3own0AEQLKVYf5lSp2YA3ZTVxeLPPok6eYuaRup02Mpfjpe67lhqO9GSkeByFgPJdiLL3zb5mpQobFNXuTJWaqkOHmE1M66lGjaUDc6al+ZQW5tqD2jZFCI3vucW+juLeZnAq1Jk0AWS0DMl5zavBY5RFXSN8PxtUPbqJMiEjllMd94cJINKaGiFQOv1qKVbjjue3z+lt53CsriEx+y/0MIpNv0Jza4+FL4bmTmcju5kcX2Lpw13QRKcF2PcoVl6oUu65o93zJ0y9d4Nt/fS6a6nr7Dfv5xJ1HyaR27qVqGII9YylSyf772RvxwB1Hefibr2+yxOihShpNc2pWmTaF+5xS20mk8GN43AkUPZHozeyIyJ/sbW5Olb6vCvp2hXs6F2WxexVle4lduG/wuMvKMkg50MOXQkTQWCvtMqmjt+z0crpHOodfiXcXNZ7i3iLHvbyyJX97iMjmNyvu1dWeN6YCyiq1LlVGNB5iNmQM/zMYcoQA1/Op2KpgD5tNd1s74cW5NR558jQXZtWXymQ+zWfvPc51V+/sl0MiIdgzliFhDk56Qqiob7TEaKVdo2lO2NTXLhLSn3sLAPPQjbUivgWRvaBnOe5KMJCNFHcv3u1/pbirz1Y/KNzbNehG1Kn1UJ8yMviKO6kcSA8ko6e4L7/dfkdQF3btCncjERQjjVNltlW4Z/JRc3B0zMoKYmzflo8Z+9ypbC3H3bUhkRz4JKQ46MJ9h5CA43iUqi624+PvJgN7Ha7n81cvnOfJFy7gS4kA7rzpIB+7/cg6K8hOkE6aFMZ31s/eDG2J0Wg6QzX1TbRV3L25s4jcHsy9h/HOvdw+PjJKq+jRLfhWinvUcNe+cPdX1NwLPyjgYzenpnPgVpG+izASkdWoVQTloBCOvQdGIgoyRKSyeNWYMb+e0zZVRgihMs+bWGWMyau3skx17EwDxb2yirHv2JaPGfvcyQzYFaSUSKc6EokyoAv3vuP5korjUa44kR1kt3L28iqPPHmKywvqiniqkOFz953gmoN9uIXWAiEgl0kynk02nlSo0WiGEpGbUMODWuDPzWDsO6qsIL4H1TVo4ceVbjCAqdepMo2aU+M23KXHkLPqToJf7tAqk1LKvKyW1g2xMoZAca9/jiOnuFfWYs0kkJ4Tq/9CJFKbUmWklIHivvXvZGWVWUX6PsIw1DH75XFPZQEJblXluI9Aogzowr0vCKGaB8tVl4o9+oOS2uG4Pt96/ixP/+giUoIh4J5bDvE33nOY5A5PHzUMwcRYimzK3FUpPhrNbkBkCy2tMtJz8Bcukjp6a6Qo+6VFzFZFhlMFI4HolXc2HMDUwCojvXCoTAyrTOBT35LiDsojn61d+AxLjjuouwNxL1SGAZHOgfRVod0u7cVz4702GynuTgU8Z1sXacrLLpH2mvq3a6s19cPjHkz2lXZZnXcEGlNBF+49RmI7krWKg91BnGNxZoHvPl7kyvwak/k099xyCGsHE1W6yZmLyzz61GnmlpRKdXBvjofuO87h6d5ffbcjmTAojKdJGEIX7RrNCCKyEyrTuwn+wgWQnlLc61No9h5u+hjpVnvnb4e6VJkGk1PdmIV7OgdOBel7eOHwmw5SZaA2wEmWlyCRUjaEASe0yoySTQZQ3n1UQdru7xCrOZVQcV9fuG9n+FJ03HB6ankF6mwzRt8U96Bwd6ojEQUJunDvEVsr2EEV7Y89c4ZU0iSTTrBcdnjsmTM8CENdvFdtj298b4ZnX7kEgGkI7r/tau679RAJc2dVdoBsOsHEWBKhzTEazcgisgVkaampxcAPBi+Z+2oJTe2mp/baOxuppY0U95hWmahIt8tBc6oIBjPFIGhijXLgy0tDkSgDQHC3YJRsMrDhYmqsTV0Qs3AnkdqkuG9n+FJIVLgHBXttamrvFfeox8Ept513MEzowr2rbL1gDzn54oVoKqbrSVIJEzvYPqyF+0/OLfLlp06zuKo+FA5Pj/HQfSc4uHfnb10KAflcilzaBF20azQjjZGbUF5xu9QwVcWbm1Fq8sT+yO/bNsvdrfYuwx3qrDLbVNxRxbdfKUEqqwYzxWCz4r48FDYZACNbAGFiTh3b6aV0lfq/Z1tiNKdCE497uQuKezZU3NVFQKTi90Fxp05x9x071u9hGNCFe1eQ2K5krbz1gj1kYaVKZsOQn6RpsLCyOV910ClXXb727Fv8dVGlGSRMwUfee4S7b74K09j5IjlhCibG0qR22Fev0Wj6Qy3Lfbnh5FB/bgZj7xHVRJfMBFnurQt36VR7NzUVojjIRs2p8RX3WoOpX1mN7W+HuiIx8MbL0hJG4WDsx+8kIjPO2Of/lboQGyEiJTlG4S49t2a3akUivSn9xa9sP/pzs+Lev8Jd1HncpVOF9OA3VMdBF+7bQAioOn5XCvaQyXya5bKzrknT8Xwm88MVY/Tqm/N85ekzrJSUSnTNwTyfu/c4U3ti3p7tMZm0yURuMKMeNRpNbwgLd7+0tMk+IaXEmztL8sT71b5CIHJ72k5a7bXiLoRQhVejHPeYijvrFPe1jho1N6q7sryMOHh97MfvNMae4bjI6IToLkgsxT1e4S4SqU0DmCLFfVtWGVWghxaZ/lplAv+/U0G6NmJMW2V2Lb0o2EPuueUQjz1zhqrjYQiB46mpmPfcMhzNNatlhz/7zpu8dGoOUJM9P/7+o9zxrgMDUSQbQjCeS2prjEazCxE5pbg1SpaRq3NglzDq/O1GttDWKiOdau+HERnJxgOYQsU9Ro47KNVcVksN7zY0xUwp1d8uIX1XRfkNiVVmZNlgX2qGlDK2VaZRqowsL0Mys62mTmEmIZldr7gLET2HXrJOcXfttvMOhgVduHdAWLCXyg7VLhfsIdbRSR4EvvspIzJmAAAgAElEQVTK5aFKlZFS8qPTczz2zJuUKuoL5rqrC3z23muZzA9G+kAyYVAYSw/UFFSNRtM/alaZzcV4OCW1vjFV5Ar4C+dbH7TXHneCLPcWVpnOPO6riLH41hEhRDR5tRueZ832WZeW0grpAXIbqTLLXVHGRTYfvXZkZRWRHkcYfbCoBoq7dMr4ThVTN6fuHvpRsNdjHZ3kA7ceZn5+rbcn6hLLazZfffoMr761AEAmZfLJO6/hvdb0wIwX1qkxGo1GpMdBGA3tL97cDCAw6qIfRa6Af/6VlsdUHvceixNmonEcpNdhqkxVWWWMToMB0mPIaim64NGK+84iEimlZLezyrjqNRNPcW+UKrOyreFLIfXTU/s1fAmCRCYzVVPcdeE++vS7YB82pJT84PUr/Pl336JiewDccHSSz9xzLYUB8ZIJAeO5FGPaGqPR7HqEYagiooFVxp+bQRQOrMvFFrk9yiLi2k2LY+lWEckef94ZicYDmMJCq50FIJkBIaJUGaNDm0I4wCm84DGGJQ5yhDEyY+2tMuFdmpged9zquqhUWVlGjO3b9lpFJo9cmwuOudqf4UvhuVNZsMtInSoz2uiCvT0LK1W+cvI0PzmnPshz6QSfuvsYt5zYNzAqe8IUTOTSpJI6NUaj0ShEbgK/gVXGm5vBnD62bptRZ60R+enGB+xxjjsEimmzOEgj0dZ2IAJPsSyvIJ1KR6kyoKw2SnEPU0Z04b7TGOlc++bU8GIvpsedwBMfKtOyvII5de02V6oKd3/uLXXM6ipGP1N+UlnVECt9rbiPKo7ns7Jq64K9Cb6UfO+VSzz+vRlsxwfg3cf38em7jzGeHYyrWQFk0gnyueRANMRqNJrBQWQLmxR3aZeRK1cwbrh3/b65PernpSVoULhL31Xe815PETVbKO4xixGRyuGvzgb/7qA5NXzsymwUjRk2+Wp2DiMzhtu2cI9vlYn6NILXlJSya1YZI5vHLa+oY1ZWEfuPb/uYcRGpbHShrienjigrJZuK4+30MgaSS/Mlfv/PXuHNi8qrls8mefCD1/Kua/fu8MpqGIYgn0uSTWlrjEaj2YzIFvAXLqzb5s2HjalH1u+bq8VHmo0O5qj4vF4r7jRpTqWFhWcjIq2K7/DfnSDSOWUZKi8FKSPDFU88ihiZHHJ1peU+0dCuWDnugcru2uqb0y6B9BCZ7V+kiUxevX6dSuBx76NVJpnBX1U2Ha24bwPLsv5P4O8BVeC/F4vFf2VZ1q3AfwYmgKeAf1AsFl3Lso4CfwTsB4rAF4vF4qplWXuAh4HjwBXgZ4vF4tuWZaWA3wXeB5SBLxSLxdfirk2r7JvxfckzL1/kW8+fw3GVyv6e66f5qQ9cQzY9ONd+6aTJxFgSsx/d6hrNLmKQP7M7RWQnkOXldV5ef3YGAGPfNev3DQp3WVpseKzIY97zVJnGVhnpdai4z5+P/t3R+cNUmdKStskMCEY6B3OXWu8UFe4xU2UgSpap2aK6kyoD4C9fBt/rW3MqKMU97M0YFcW97xWOZVkfAb4A3A7cBtxhWdZDqA/6f1wsFq9HSaW/FDzkt4HfLhaLNwDPA78WbP914GSxWLwR+E/AbwTbfxVYC7b/U+BLPX9SI8yl+RK/89iP+fqzMziuT2Esxc8/YPEz958YmKJdCMjnkuzJp3XRrtF0mVH7zDZyE0r9q7MZ+PMziEw+ssaEiMyEaupsluUeKe4705zameI+VlPtO8lxD/f3PfyVWQydKDMQGOmx9nGQwWtGdKS4q9e0X+le9GeosPuL6k6XSPevcCeZhXCw1IjkuO9ElXMb8I1isbhcLBY94HHgV4BssVh8NtjnS8DnLctKAvcCf1K/Pfj3T6HUG4D/Cnwi2D/aXiwWnwKmAwVI0wGe7/OXPzjH//fojzh7WU06u/e2q/knn795oDLlE4ZgMp9hLJPUxhiNpjeM1Gd2ND21rhj35s5i7DuyqbFepdBMtFDcK+offfC4N5qc2slQmXqVfSuKO4C/eFFnuA8IRmasbXOq7Ehxr/O4U6e4dyPHPSrcL3btmLHPnapLiUoMRh/edtmJwv0HwMcty9prWVYGeBBwgYt1+1wEDgNTwHKxWHQ3bAc4FD4m+PkyMF2/vcFjNDE4P7vGb3/5Zb71/Dk8X7J3Is0vfupGvvDxG8ikBkNlB0glTPYWMqQSWmXXaHrISH1mR0OYSqowkb6HP39u3cTUdfvnClFT5kZknzzuwkyC3zhVJrbaX+dr35LHHcApa6vMgGBkxsBzasV5IzpoTt2ouNesMl1U3IPekr5aZYLpqYBKzhkB+l6FFYvFb1uW9SXgCWAe+BbwYaDeXS4AH3VhsdF17tftU0+zx4i6x7SlUMjieoNhdN+7t8PbmdvEcT3+/Jkz/MWzM/hSIoAP336UB+89Tipp7siampFLJyiMpzGMbPud+8z0dP/UhLjoNcVDr2kzg/6ZDbBvX/xCwJZXcQ7IJ23Gp/PYV86y6jnsOfYO8g1+125hH15pueHfobRsUgYmpyfJNPh5t/52l3NZKov+puOdFx5GbjzWeRYmJ1kI13X1AYwOfPmllSneDv49PjXNZI9ekzv9Wm/GIK5r6S11MbUvb2KONV7f2nxSvT73FUi3eQ5Vd5LzwETOZGw6z4JhUwX2H7mq4/zzjb8vv5BgDRCrypO/79BBknv78ztdnNzDfPDvyalCw/fpsNH3wt2yrDzwSLFY/LfB//8Z8CZwT91uB4ELwGWgYFmWGdyivSrYDnA+2O+cZVkJIA/MAeeC/U5tOFYslpbKVO2dT5XZu3esr5NTZy6t8MiTp7myqDxz03uyfO6+4xw9kGd1pbIja2qE8rOn8ITEMDJcudK6q77fTE/n9ZpioNcUj07WZBiiowI2LoP+mQ0wN7eK78cTXPyK+tpbunSJ8vQKzhuvArCW2k+lwe/aSYzjrbzZ8O/gzKpSeHHNw9zw826+nioOeLa96XhOpYyRmYx1HtsJcnGMBLMLVYSwWz+gDq9cu+YqyQxuD94ng/j+g8FdVyajRLTZC5cx9jS+6+wsKNV8YcXGTLR+Dv6qukm2NL9E6coKlbkrkMoxO18BKrHX1ej3JaUEM4kzp26sLZQEwuvP79R2ar+bxRV30/t0J9nqZ/ZOeAyuBb5qWVbCsqwC8AuoZIKKZVl3B/v8HeDrxWLRAU4CfzPY/nPA14N/fy34P8HPTwb7R9sty/ogUCkWizM9fk5Di+14/Pl33uR3vvpjriyWMQTcf9vV/Mrn3s3RA4N1ZWoIwZ7xNLl0Qqf/aDT9Y6Q+s0VmHIQRJU34c2fBSGDsuarh/kaugCwtI2WDmwBuv6wyjeMgO8pxD+wuRibX8ZC8ek+8npo6GJhBg3FLn3vUnLoVq8xK1/oZhBC1SEhhQIc9Fts6d6p2V35UUmV2wirzkmVZjwAvASbw74rF4jOWZX0R+E+WZU2gPJW/GTzkHwJ/YFnWvwBmgP8p2P5rwJcsy/oxsAh8Mdj+W8DvBNurqC8UTQNOXVjiy0+eZn5FvVGv2pfjoftOcPXUYNhh6lFFeyqy7Gg0mv4wap/ZQhhqBHvg4fXmZjAmr0YYjb8ORa4A0lODYzYUMqHHvefeWTPR2Mvs2oi4zalB4W5uxV9c74/XqTIDgZFRf5NWhXv0mmny2q5nU3NqZQWji43IIptHrs0jMuN9na6+3uOuC/ctUywW/yXwLzdsexF4f4N93wLub7B9HtUktXF7Bfj5bq11FKnYLo8/N8P3Xr0MgGkI/sZ7DnPvrVcNZJxiqLSnkoO3No1mNzBqn9kiV4hSZfy5Gcwjt7TcF4LpqU0Kd9HrVBmjRapM3GIkmJZqZDoXZuqbWXWqzGBgxFLcg8I9TppK3QAmUM2pRuHgttZYT9ig2s9EGQBSunDXDDnFmQW+cvIMS2vqzXlk/zgP3XecA5P9u3XVCbpo12g03SYcwuSXFpHl5U0TU9ftG2S7qyz3DfuF+dA9jpkTQRxk/dAodX4nfo57qmaV6fj8RkLdVXCrunAfEMILMFmNYZWJobhHkZF1hbs4+I5trbGeWuHexwx31l9Ux707Nejown2XUKq4/Pl33+SFn6iR10nT4KO3H+Gumw5iGIOZgG4YQdE+AHGPL52a5fHnZphdqjBVyPDAHUe5+cTUTi9rS4zSc9FotoLIFvAXLih/OzSNgoSap1s2iISUbhUSKYTo8WeUmQQkSA+E+tqWvqv+37HHfWuFk0jnkIYxMj7hYccI74K0GMIkO1DchRCQSCHdKtL3kdXN1rDtsFOKu1inuI9Gjrsu3HcBL5+Z57Gnz7BaVm/ia6/K89C9J9hX6PHt3W0waEX7w998HdM0yGUSLK7ZPPzN1wGGruAdpeei0WyVUHH35t4CaKO4BwObGg1hciq9t8lQN/nSc2t+5UAZ7Vhx73Rqat3je92Eq4mPSGXUVN+2VhkBIl5vmEikwbWR1VWQsqtFtsgGhXs/p6ZCZJURZrL3F9h9QhfuQ0ZxZoGTL15gYaXKZD7NPbccajrJdKVk86ffeZOXT6sU01TS4BN3XMPtN+7H6GNzSKeYhqAwIEU7wOPPzWCaBumgMTadNKkG24et2B2l56LRbBUjVwDfxbtYRIzvQ7QoZkUyA8lMY8XdqfZnqEtoY/BcCP4ZepFj+3YTKUR6nERhms1u+faIsUmVx6sZCIQQkMq1tMpIzwUzEb8ZNFTcyyoysTeK+85YZURydO4U6cJ9iCjOLPDYM2cwTYNMOsFy2eGxZ87wIKwr3qWUvPjGHH/2nTcpVdVH9DsOF/jsvcfZMz7YiknCEOzJZ0iYg/MFMbtUIZdZ/1ZJJQxml+Jn2w4Ko/RcNJqtEhYk3oUiicPvar9/roBspLi7dn9U6EBll55Tm2LVqeIuBLmf+ZcUDh9kbqHa8RIy9/9ix4/R9BaRyrVX3DsYnhQp7pXuTU2Njr1TVhkzqS5eRsjipQv3IeLkixcwTYNUQqmlqYSJHWwPC/elNZuvnjzNazPqSyaTMvnUXce47R1TfY1g2grJhGAynx64uwFThQyLa3akUgPYrs9UG6vRIHrJt/pcNJpRQoRZ5J7d0t8eYmQLQXPqeqRbhQ4mkG6VdVaZ6Nyhfzl+QWKMTWIkUqjUzc4wgiZdzeDQvnB3a6+dOCRSSNeuKe69sMr0WXGHwObVh/dpvxgML4ImFgsrVZLm+j9Z0jRYWKkipeT7r17i3//xi1HR/s5jk/zTn72F91w/PfBFeyppMpnPYAygB+2BO47ieT5Vx0NKSdXx8DyfB+5o/oUfeskX1+x1XvKXTs32ceWb2cpz0WhGjfos8jiFu8jtwW9olan0pyAIVFPp12W5h8OfRiQpQ9M5Ip1r35zakeKeUop7ufuKu7n3CIlj78E8dEPXjhmbZFYr7pqdYTKfZrnsRIo7gOP5jGeT/N7XXuXUefVmy2USPHj3tbz7+N6BL9gBMmmTwlgKwea1DoJqHZ6vk3UMqpd8K89Foxk16guSVo2p0f65AvLs5sIdt9qfW/+R4u5Fmzr2uGtGDpHK4i9dbr5Dh4U7iRTSLgVWGdHVRlKRypL92K927XidnTuDMSKJMqAL96HinlsO8dgzZ7BRSrvtepQqLosrVVxPAnDLdfv41F3HGMsM/otUANlMgnwu1aBkH6wElJtPTHV0zkH2knf6XDSaUUNkxtXo9UQakW//XhC5AjhlpFtd52mXjt1nq0yd4u515nHXjCAxPO6iQ4+7XFtEllfUhNMBHMi4FYyJ/SRSo1Pujs4z2QVYRyd5EOVpn12qUHWU5QFgIpfkM/cc58ZrGifMDBqGEOTHkmRTzWOqBlW1joP2kms0g4sQBiI7gTGxP1ZEXH2Wu5jYX/uBU+lvc6pf73HXivtup53HXfpu7W5NHKJUmeXIkz4KZO7/Jaam81tqyh5ERuNyahdx3eE9XH9kklLVjYr291nT/JPP3zI0RXsyYbC3kCGbSkBDrV0xu1TZFAk5KKp1O7SXXKMZbJI3fYzkTR+JtW8ty329XUYNYOpzHGRIh6kymtFDpLLgVJC+33gHz+1YcVepMiuIzOhMyBWJVNCUPRpoxX2IeHu+xCNPnOL87BoAe8ZTfPbe47zj8HB0+wsB2XSCfC7Z0M++kWFWrbWXXKMZbNK3fjL2viJIVKmPhJRSKo/7DlllIsVdN6fuWsJpuDhlaDCLQHpOZ3eEolSZZYwYvR+anUEX7kOA6/k8+cMLPPHCeTxfednvfNcBPv7+o+uK2kHGNAT5sRTZlImU8R7zwB1Hefibr1NFKe226w+Vaq295BrNaCDqrDIRngNS9sXjXstx14q7pkY4DVdWS42HiHlOw4K+6fGCVBm/soI5Qor7qKEL9wHn3JVVHn3yNG/PKx/bvkKGh+49zrVXDc+bKpU0KYwlMQ0jdtEOWrXWaDSDgcjkQRjrstxlGMfYV6tMneLuaY/7rics3Jv53DtsTiWRAulBda2rUZCa7qIL9wHFdjwef26Gky9dQEplM/ngu6/iI+87QjIxHK0JYWrMRG7rXyxatdZoNDuNMFQz67rpqU7/CvfIKuNvVtw7ivvTjBShVaZZ4S69zppT61/Lo9ScOmrown0AefPtZb76Jy9xKVDZ909m+Zn7TnB4f/8njm2VMDUml050pLJrNBrNICJyhXXNqTIo3En2oecmHMDkbUiVMVNDMatD0xtEW8XdBaODC7s621df5hNotoQu3AeIquPxF987y7M/fhuJKn7vv+0Q9992NQlzOFR2AMMQ7BlPk0p0Zo3RaDSaQUVkC+s97qFVJtkHq0qjHHfX1v72XU5YuFNtYZXpYPBQ/etJW2UGF124DwhvnFviyydPs7CivgyOHszzmbuPcdW++I0lg4BpCApB0a7RaDSjgpHbgzs3E/0/9Lj3Iw5SGGHhvkFx14X7rkaksgBIu9zw59JzosbmWNS9ngxduA8sunDfYSq2y9eeneH519TY4oQp+PB7D/Pg/dextNj4zTioJAzBnnyGhKlv3Wo0mtFC5ArI8jLS99VESUfNkxB9tcqsV9x14b7LiQr3Hiju2iozsOjCfQd57a0FvnLyNMsl9WF89MA4n7vvBNN7sphDNmo4kRBMjqcxDV20azSa0UPkCiB9NZwmV6h53PsyOTWI/fW9aJPUVpldjzBMSGaQDawyUvrq9dKR4h68loUJYUa8ZuDQhfsOsFZx+PPvvMUP35gF1CTRj91+hA+86yDGEBa+Ku4xpYt2jUYzskRZ7uUlyBVqcZD9GMAkhPK51yvunqMVdw0ilWtslQltVR1NTlWvJ5HNI8RwiYe7CV249xEpJS+fmeexp8+wVlFvquOHJnjo3uPsnRj8aaCNyKRMJsZSGDrZQKPRjDBG/fTUfUf7GgepFpDYkCpT1Yq7RjWoNrLKBBd5Hee4o20yg44u3PvEcsnmsafP8MqbCwCkkyafvPMo77th/1DGeQkBuUyS8WyS4Vu9pl+8dGpWD9DSjAQit356atSc2o/JqQQF2MYc9/TwRARreoNI5xp63KOLvC3kuOtEmcFGF+49RkrJCz+Z5c++8yYVW/kTraN7+OkPXkthvE9KTZcxDMHEWIpsytRxj5qmvHRqloe/+TqmaZDLJFhcs3n4m68D8OFprehohouwcI+y3J0qCKMzD/F22GiV0R53DUAqu34wWMh2FHc9fGmg0YV7D1lcrfKVk6d5/az6oM+mE3zqrmu49bqpoVTZAZIJQWFMJcfool3Tisefm8E0DdJJ1ViXTppUg+0fvvPanV2cRtMhIpGGZFZ53AkU92S6f5/lm6wyOlVGo6wy/sKFzT/YjuKurTIDjS7ce4AvJd9/9TJff+4tbMcH4Kbje/n0XcfI54b3gzadNEnkM9rPronF7FKFXGb9R0wqYTC7VNmhFWk020PkCjV106n2z99OoJxuaE7VirtGNac2sMr4wWulI8U9iZg4gDl1rDuL0/QEXbh3mbnlCo8+eZozF5cBGM8mefDuY9x0fN8Or2zrCAFj2ST7ChlmZ932D9BogKlChsU1O1Lc+f/bu/cwyary3uPfXdfu6u7pmbFHQWBUiL6CiCjCqMhFBYKReMELiomQCJijaLzFR5+IOZqLeMgRxaOJx2jgRKKeeDtGgSOiIPHCTWEA9SUBjoBgYFB6mFtfqur8sVZ119RUX6e6dtXu3+d55pmq3VW13961e9W7V71rLWByusbYaH8OxBbJVUZ3r3HvUn07APk9B6eqx12S0iBM7qRer+/+7c/00ktlkiTH8Gs/0ukQpcOUuHdIrVbnh7f9mitvuJepauhlf+aTx3jJc59AZWAJV7w9Jh/r2cvFfN+W90g6Tt60kUuvvIMJQk/75HSNarXGyZs2ph2ayLIkg6NUt/wSgPrUBEmhixeh+cLM4NR6va4adwHC4FTqNZiegKbFwOq1pZfKSH/QO9oBD/52J1+55k7ufXAbAKNDJV5+zJOwjetSjmzvlAo5RodLfbcYlPSGxuwxmlVGsiKprKW+c3O4Mz3RlTncZ/bdXCrT+D+vxH3VK4WFkuoTO3ZfxXd6GaUy0heUuO+Faq3Gtbc8wFU33Ue1FkZqHnXwYzl500YGSv19aAfLBdYMFUk02aPshcMOGlOiLpmRVEZhahf1qV2hx72bq0vmCtSn4viQ6ckQj3rcV72kkbhP7gDWz/6gtoxZZaQv9Hd2maL7t2znq9fcyf0Ph0Eh60bKnHrsgRy032jKke2dJIHhSomhch6UtIuIzJhdhGk89LgPr1/gGR2UL0BcuK/e6HFX4r7qNS4eW1dPXc487tIf9I4u0XS1xnd/8iu+f/P91Op1EuB5h+7DiUceQKlpEF4/yucSRofKlIoqjRERaTU7l/sjofe7y7PKzNQtTzdWbVXivto1etyZ3L77D5Yzj7v0BSXuS3Dvg4/ylWvu4sHfhivbDWsHOPXYg3jCPv0/52khn7B2OMzPLiIie5pZPXXneBgc2s1ZZZrmca9Pq8ddgqQ0CIQa992oxz2z9I4uwuR0le/ceB8/uPUB6nXIJXDMMx7PC5+1P8VC//dOl4p51g6VyOWUtIuIzCUZjIn7jnHqU12ejrF55dRGj7sGp0pprlIZDU7NKiXuC7j7ga189Zq7eHhrGBS0z/oKrzzuQPbbMJxyZJ0xUMozOlzSIFQRkQUkA8OQ5Klv/y1UJ3efxWOl9908HWQcnKoed5npcW9dhEmlMpmlxH0OE5NVrrj+Hq772X8Cof77Bc/aj2Of8XgK+f7vZQeoDBQYqZSUsouILEKS5Egqa6htfTDc72KNO/nibC9qVbPKSJAUSmFxrpZSmdked6V5WaN3tI077n2Er197F49sC43j/huGOPW4g9hnfRen/lpBSRJWdB0a0NsvIrIUSWXtTOLe1ZVTc4WZumX1uEuzpFSBllKZmRr3nHrcs0aZW4vLfvRLrrrpPiAM2Dzx2QfwvKfvSz4j9d9JAmuGSgz2+TzzIiJpSAbXUH3Aw+2uzioTEvewamosg1DiLoTEfc9SmWlI8iRaQDFzlL21uPWuhwF44j4jnHrsgYytHUw5os7RdI8iInsnV1lLtbEQUjd73PNFoA71KvU4OFU97gJAec/EvV6dgoJ627NIiXuLYiHHS49+Ikcd8jhySTZ62UHTPYqIdEJjSkhIoccdQk+qVk6VJu173KdIckrxskjvaos3nnIIA32+kFIrTfcoItIZjSkhAejirDIz0/pVp2dr3DUdpBAT90e37L6xOqWBqRmlmokWo0PZaggHSnnWDitpFxHphKSydvZ2N3u8Y+9pvToVetyTHOSy1ckky9Oux71endYc7hmly7EMqwwUGBkskaGKHxGRVOWaS2W6WOPeXCoT6pdLJGrcBaA0uMcCTFSnNId7RqnHPYOSBIYrRdZUikraRUQ6qLnGPZVSmdo0TE+ovl1mJOUKVKdmS6iI38wocc8kJe4ZkyQwMlRiZLAIWlpJRKSjmmvcu7oAUyyLqTdq3JW4S5SUwhozu/W6V6dV455RStwzJJdLWDdcplIqUK+nHY2ISPYkhRLERImuzirTGJwaatwTDUyVKCnFaat3S9xVKpNVuhzLCE33uHc237mFK667hy3juxgbHeDkTRs57KCxtMMSkR6Uq4xSq051d3Gb2Htar6nHXXaXlBs97rMDVOvV6Zntki1K3DOgVMwzOlTKzOqu3bb5zi1ceuUd5PM5KgMFHtk+yaVX3gGg5F1E9pBU1pLsfLS7O22aDpLqlGrcZVZpCNg9caemHvesUqlMnxssF1g/UlbSvheuuO4e8vkc5WKeJEkoF/Pk8zmuuO6etEMTkR6UDK+HgeHu7nNmVpmpsHKqEneJGqUyuyXu0xqcmlXqce9TSQLDg0WGBvQW7q0t47uotBzHUiHHlvFdKUUkIr2sfOSrqE9s7+5OZ+ZxDyunNs8nL6vbzODUiaZSmZoGp2aVetz7UC5JGB0uMzSgmWM6YWx0gMnp2m7bJqdrjI12cao3EekbuaF15Nfv392dNg1OrU9PadVUmTFTy97S465SmWxS4t5n8rmEtSNlBopaMa9TTt60kWq1xsRUlXq9zsRUlWq1xsmbNqYdmogI0FQqo3ncpVWhDElOPe6rhN7VPlIoxJljVM/eUY0BqJpVRkR6Vuw9rc+snKreVAmSJNlz9VQtwJRZStz7RLmYZ3S4RE5Loa6Iww4aU6IuIr2raXBq6HHv4uJP0vOSUmX3wamaxz2zlLj3gcFygdEhfS0qIrJaJY3BqdNTYUpIlcpIk+bEvV6rQr2uUpmM0rvawxKgMlhkeFBXzSIiq1ojCWv0qmpwqjRJypXZlVOrU2GbetwzSYNTe1QCjAyVWFMpat4YEZHVrtHjHhN3DU6VZkmpMjs4tTod/lfinknqce9BuVzC6EiZHdSp19OORkRE0pYkCeQKs8mZBqdKs9LgbKlM7HFvXOWuOhwAABXdSURBVOxJtqjHvccUcgnrRhpztIuIiET5AvXJsPCTBqdKs90GpzZKZXRxl0m6HOshxUKOdSMlcomup0REZHdJvtjU465SGZmVlCswtYt6rRpW1wX1uGeU3tUeoekeRURkXvkCTDR63JW4y6ykNBhuTO6c6XFXOVU2pZK4m9kfAO+Ldy9393eb2eHAPwBrgO8Df+Lu02a2Efg88FjAgde7+zYzWwtcChwIPAS8xt1/bWYl4LPAs4GdwOnu/otu/n5LpekeRaSXqc3uEbnCbDmEEndpkpQqAGERpkapTE6JexZ1vSbDzCrARcBxwDOAY8zsBEJDf667P4UwqcrZ8SmfAj7l7k8FbgTOi9v/CrjW3Q8GPgN8PG5/G7A9bn87cPGK/1LLlABDg0XWKGkXkR6lNrt3NJfKJJoOUpqVG4n7jtnBqZrHPZPSKKbOx/0OAcX4bwoYdPcfx8dcDLzazIrAscCXm7fH2y8h9N4AfAF4cXz8zHZ3/z6wIfYA9ZQkgWFN9ygivU9tdq/IF6AW65fV4y5NZnvcd8xMB6l53LOp65dj7v6omZ0H/ALYAVwDTAIPND3sAWB/YAzY6u7TLdsBHt94Tvx6diuwoXl7y3PuWUx8o6ODTFdXdg7GBFgzXGJ4cP6Gd8OGkRWNYzl6LaZeiwcU02IppsVJO6Zeb7MBHvOY4SX+Vt3R6fduslxmIt5+zOPWURxd3uunfU7NRXEtTXNcE9UxfgWsGahDUmQnsG5slHIKsffD8epnXU/czeww4I+BJwDjhK9bTwKas+UEqBF6eVqz6FrTY5rN9Zyk6TkLGh/fycRkdbEPX7J8LmF0uMzObRPs3DYx5+M2bBjhoYceXbE4lqPXYuq1eEAxLZZiWpylxJTLJSuSwPZ6mw3w8MPbqNV6a9GLlTifpuuzX5L/ZnyK3OTSX78Xz3NQXEvVGlctjFlm/KGHIU4V+tutU+QL3Y29X45XL1hum51GqczvAle5+4PuPkH4KvV4YN+mx+wD3A88CIyaWT5u3zduB/hVfBxmVgBGgIeB++Z4rdQVCgnr1gxQKmi6RxHpG6u2ze45TdP7aVYZaZaUm0tl4uBU1bhnUhoZ5C3ACWY2ZGYJ8PuEr153mdnR8TF/SJi5YAq4Fjgtbn8DcHm8fVm8T/z5tfHxM9vN7PnALndf9FeuK6VUzLNueIBCThXtItJXVmWb3ZOaEzENTpVmxTAdZH1ypwanZlzXE3d3/zZhYNJNwGbCQKfzgdcDF5rZL4BhwiwGAG8GzjGznwHHAO+P288DnmNmt8fHvCVu/wRQjtsvInygpGqgnGfdSIm8knYR6TOrsc3uVUmjxz1XIMnpm1uZleRyUBwIsw41FmDS4NRMSuVyzN0/AnykZfMtwFFtHvtLwteyrdt/A7y0zfZdwBkdCbQDKgMFRiolzRwjIn1rNbXZPa2RiKlMRtpISpVQKlNrlMoocc8ifY+yQpIEhgeLDA3oEIuISAfE0gfVt0s7SakCkzupTzdKZZS4Z5GyyhWQJLBmqMRgSYdXREQ6Y2awoRJ3aSMpN3rcY6lMLj//E6QvqUiuw3K5hHXDA0raRUSks2IPqlZNlbZKg9QndoQe93yBJFGRbhYpce+gQi5h/cgApaIOq4iIdFhOPe4yt9ka92mVyWSYuoU7pFjIsW64RE4zx4iIyApIVOMu85hJ3KtTGpiaYUrcO2CgmGfNcImcvpYSEZGVolllZB5JuQKTjVIZJe5ZpcR9Lw2WC4wOqREVEZGVpR53mU9SGoR6nfrENi2+lGF6Z5cpASqDRUYGdQhFRKQLGr2o6k2VdkoVAOo7t6pUJsM0inIZkgRGhkusqRRBSyuJiEg3xOn9kkI55UCkFyXlmLjvGNfFXYYpcV+iXC5h7XCZSqlAvZ52NCIislrM9KIWlJTJnpLmHvecqgGySu/sEhRyCaMjZYp5Xe+IiEiXzdS4q8dd9tRI3KlN6+Iuw5S4L1KxkGPdSIlcoqRdRERSoHncZR4ziTvMniuSOXpnF6FczDOq6R5FRCRFjVKZRL2p0k5pcOamBqdmlxL3Bcw33ePmO7dwxXX3sGV8F2OjA5y8aSOHHTTW5QhFRGRVaEzxp1IZaSNpStw1ODW7lLjPY2iwyPBg+5N/851buPTKO8jnc1QGCjyyfZJLr7wDQMm7iIh0XqPHXUmZtJEUSuEcqU5pHvcMU8F2G0kCI5UwR/tcxTFXXHcP+XyOcjFPkiSUi3ny+RxXXHdPV2MVEZHVIVGPuyygUeeui7vsUuLeIpdLWDNUYmhg/jnat4zvolTY/fCVCjm2jO9a4QhFRGQ1SkY2kIw+jtz6/dMORXrUTLmMetwzS+9si+GBIvncwoNQx0YHeGT7JOVifmbb5HSNsdGBlQxPRERWqdzgGoZP+0jaYUgvK6vHPevU496iWFjcITl500aq1RoTU1Xq9ToTU1Wq1Ronb9q4whGKiIiI7GlmSkgl7pmlHvdlagxA1awyIiIi0gtmE3eld1mld3YvHHbQmBJ1ERER6QkanJp9KpURERERyYCkrB73rFPiLiIiIpIFM7PKqMc9q3RJ1ie0SquIiIjMR6Uy2afEvQ9olVYRERFZiEplsk+lMn1Aq7SKiIjIQhoLMKnHPbuUuPcBrdIqIiIiC0mGN4T/K2tTjkRWihL3PjA2OsDkdG23bVqlVURERJrl1+/H0OkfJb/hSWmHIitEiXsf0CqtIiIishi54fVphyArSKMX+oBWaRURERERJe59Qqu0ioiIiKxuKpUREREREekDStxFRERERPqAEncRERERkT6gxF1EREREpA8ocRcRERER6QNK3EVERERE+oASdxERERGRPqDEXURERESkDyhxFxERERHpA1o5dVYeIJdL0o5jRi/F0tBrMfVaPKCYFksxLc5iY2p6XH7Fguk9PdduN1NcS6O4lkZxLU2vxbXcNjup1+udj6Y/PR+4Nu0gRET20jHAv6UdRJeo3RaRfrekNluJ+6wycCTwAFBNORYRkaXKA/sCNwATKcfSLWq3RaRfLavNVuIuIiIiItIHNDhVRERERKQPKHEXEREREekDStxFRERERPqAEncRERERkT6gxF1EREREpA8ocRcRERER6QNK3EVERERE+kAh7QBWGzNbA/wQOMXd/1/cVgSuAP7S3a+O2w4H/gFYA3wf+BN3nzazjcDngccCDrze3bd1Kh4zOwd4G1AHbgTe5O6T3Ypnjpj+C3AukADfAt7j7vU0Y2rafi7wKnc/Pt5vu28zWwtcChwIPAS8xt1/3cmYzOwfCStJbo8P+aC7f83MTgA+CgwCX3L398fntz1+HY7pucCFwAiwGTgjzfMJOAT4m6Yf7wdc5+6npHyOnwRcQFiQ4yfAWfE4de186jdmdjrwfqAIfMzdP5lySACY2fcI79dU3PQmd78uxXhaz7W27UEPxNW2/epyTH8BvCbe/Za7v6cXjtcccfXC8foQ8CpCvvBZd/9ojxyvdnGlfrya4vtbYMzdz1zO57B63LvIzDYRlrV9StM2A64Gntfy8M8D57r7UwgJ69lx+6eAT7n7UwmJ9XmdisfMngL8WYzlMML58ZZuxTNHTE8C3gkcBTw9xnZimjE1bT8EeG/Lw+fa918B17r7wcBngI+vQEzPBo5198Pjv6+Z2SDwOeBlwMHAkWb24vj4uY5fR2KKH8xfBc5x96fFh71xgX2v6Hvn7pc1jg9wMrAVeEeaMUWfBV7r7ocCFeANC+y7o+dTvzGz/YC/JnwQHw6cE/8eU2VmCeF9fUbT32GaSXvr3+R87UFqcUV7tF9djukE4CTgmYRz6ggzex0pH6854noF6R+v44AXEnKFZwNvNbNnkP7xaheXkfLxaorvRcAZTZuW/DmsxL27ziYkwvc3bXsjoadtpnE3sycAg+7+47jpYuDVsWf+WODLzds7GM8E8GZ33+rudeBWYGMX49kjJne/GzjE3bcDa4FR4JE0YwIwszLwaeADTdvm2/dLCD2kAF8AXhwf35GYzKwCbAQ+Z2abzeyDZpYjXPD8u7vfHa/iP084Tm2P317Es0dMhAusH7n75nj/rcDX0n7vmlwA/L27/3sPxJQH1phZHhgAdnb5fOo3JwDfdfffxLbhy4QetrRZ/P/bZnZL/EYuTa3nWtv2IO245mm/uukB4F3uPunuU8DPCRcWaR+vdnFtJOXj5e7XAC+Ix+WxhAqOtaR8vOaIayfpn1+Y2XpCh8PfxPvL+hxWqUwXuftZAOHib2bbe+K2tzc99PGEP9aGB4D9gTFga9PXKI3tHYnH3X8J/DJu20AoTzmzW/G0iylumzKzs4G/Ba4HbgaOSDMm4MOEnoW7m7bNt++ZYxjLL7YCG2ifUC4npn2A7wJvBsaBbxIuCrfR/jjN9Z4uW5uYfgfYZmZfBJ4K/AB4F6HnKM33DjN7MnA8cFbclOo5TnjfriZ8A3A3IRHt2vnUh9q9X0elFEuzdcBVhIvUInC1mbm7X5lGMG3OtY7/3S/HEtqvz3Qxptsbt2P78BrgE6R8vOaI6xhC+5Xa8YqxTZnZB4F3A/9C75xfrXEVSfn8ij4N/DlwQLy/rOOlHvfelCPUZjUkQK3NduL2jopfQ19FqA27Ou14ANz9M8BjgF8D/zXNmMzsRGCju/9jy4/m23fSsj2hg3G5+13u/gp3f8DddxA+cH6vTUxzHaeOxhMVgN8F3ke40BoilBalfj4B5xBKUCbi/TTPp32A84FDgX2BHxNqRFM7n/pAN87fJXP3H7n7G9x93N23EEqgfi/tuJr06nGbq/3qOjN7GnAloWz0LnrkeDXH5UFPHC93/wtCp8EBhG8oeuJ4tcT1orSPl5mdBdzr7lc1bV7W36MS9950H+EDvGEfQk/ag8Bo/Dqd+JiO9rCZ2VMJA4Yucfe/7IF4DjCzoyH0LAJfJNSupRYT8DrgaWZ2M2FQybPN7EsL7PtXMUbMrEAYrPlwpwIys6eb2SubNiWEwXFzHae5tnfSr4Efx69Nq8D/JvSKpvneNbyccC41pBnTMcBt7n6nu9cIvUDHL7DvFT2f+kA3zt8lM7PnxxrWhsbfYa/o1eM2V/vV7TiOJnRavdfdL6FHjldrXL1wvMzsqXFgJTEZ/iqh3Ur1eM0R12lpHy/gNOCkmDd8CHgp4RvfJR8vJe49KJas7GokrMAfApfH+rZrCScAhAFsl3dqv2Y2AnwbeL+7//e044lGgUvNbG0c+PUq4N/SjMnd/9jdD44DHM8CbnT30xbY92XMDjg8jTCwsJMNRwJ8zMzWxVrnc4CvEcZOmJn9TkwATyccp7bHr4PxQDiXjjCzxteCpwA3pXw+YWZjhLrCmTKnlGO6DTjKzB4X778MuCHl86nXfQd4kZltiPXRryTMzJW2tcAFZjYQ29MzCH+HvaJte5ByTDB3+9U1sZ36OnC6uzcu6lM/XnPElfrxIsxo9RkzK5tZidBufZr0z692cV1DysfL3U9090Nj3vAB4Bvu/kcs43NYiXvvej1woZn9AhgGLorb30yYQeFnhJ66Tk61dBbwOOBdZnZz/PehFOPB3W8j1JP/ELgF2AE0LipSiWkBc+37POA5ZnZ7fMxb5nj+ssQBoB8m1JH/DLjZ3b/g7rsI4xS+Erf/gtnBjnMdv07FdC/wJuBf4z7Wxxjn23c33rsDCT1prdI6x39OOD++Z2abCbMfvHuBfa/o+dTr3P1XhFrR7xHGvPyzu1+fblTg7t8kTFn7U+Am4HPu/qN0o5q1QHuQmrnary6H8W7CwPCPNj7/CMfqTNI9Xu3ieh4pHy93v4zdz/UfxguLM0nxeM0R14dI//yay5I/h5N6vbWEUkREREREeo163EVERERE+oASdxERERGRPqDEXURERESkDyhxFxERERHpA0rcRURERET6gBJ3ERERkSUysw+Y2cvi7YvN7N0LPUdkbylxF1nAfA1ynFd37Qrs80wz+2anX1dERDrmhUAx7SBkdSmkHYBIP4uroImISA8ys+MJi+/cAxiwHTgfeFu8/xV3f4eZnRO3VYH/BM519zvM7GJgK/B04ABgM2HV4jMIi6VdYGbVuLvnmdkPCQsZ3kZY7XR7N35PWT2UuEtmLKaBBt4FXAg8BxghLB19lrv/wMyGgU8ARwPThGWm/zy+fNsG2czqwAbgFOAVQA14MmGF1zPc/edmNgp8nNDwF4GrgD9z9+kFfqV9zexbwMYYz+nx9fYH/g54Yoz/Ene/wMyeCNzm7sPxeMzcN7MzgTcCQ8A48DrgfwFjcV/fcvfzFnGYRUT6zZHAm939p2Z2OfA+4HhgDXC/md0AvAd4rrs/FNvLr5vZ0+LzjyD0rteA64BXu/snzezVwP9w96/Fkpn9gBcAE8D1wKnAP3Xrl5TVQaUykjVHAufHnvCthAb6JcCzCMvCPxd4PKGBPgS4BHhvfO6HCEtLHwwcTkjgj4s/2w84AXgKsD+hQW51HPBWdz+U0Lg3XvdC4CZ3PwJ4JiFZfucifpcDgT9196cD3ycsfQ1wKfC9uP1o4A/M7LWLeL2nAce7+wuAs4G73P1ZwDHAk+MFhohI1tzt7j+Nt+8ktJ+T7r6F8DnxKuBL7v4QgLtfTGjznxifc4W7T7j7FHArsH6O/Xzd3Xe4e5XQwfPYFfltZFVTj7tkTWsDPe7uk8AWM9tK6G1+P/AmMzuI0OvyaHz8CcA7Y6NbJSbtjd4Xd98R78/VIN/k7vfF2z9hNrk/BTjKzN4Y7w8u8ne53t3/I96+GTjVzIYIyfpJAO4+Hr/KfTHw4wVeb7O7b423rwAuM7ONwHeA97r7+CLjEhHpJxMt96da7tfjv2YJs/XrO1sem8yxn6lFPk5k2dTjLlmzUAP9IuBb8fb/Af6e2cZ1mqbG28wOMLPHtHmduRrkuRr3POGr1cPjNwGbgHMX/lXa7jPXZt85wgdMa1yllsdta9xw9xuAJwH/k9CrdL2ZHbGImEREsuZq4LVmtgHAzP4IeBj4j/meRPjM0OBU6Sol7rLa/D7wr+7+d8CNwMsJiTWEnuczzCxnZmXgy8yWyuyN/wu8w8yS+LrfYHGJ+x7c/VFCz/pbAGJ5yxuAK4FHgJKZHRIf/rq5XsfMzgfOc/evA38K3A4cupyYRET63PcIJY3fNbPbCQNPT3H32gLP+wbwYTM7Y6UDFGlQqYysNm8H/snMbiWc/98GXmlmOeCDhEGktxCS+S+5+1fN7KV7uc+3xde9ldA78x3gv+3F670e+GTsFSoB/wxc7O51M3sPcLmZPQj8yzyv8THgklj2M0H4nb+4FzGJiPQcd7+apk4Jdz+35eeNAfq3AZ9s8/wz57rv7hcBF8W7l8z3PJFOSer11rIuERERERHpNepxF0mJmV1LmJKynWNiWYyIiIgIoB53EREREZG+oMGpIiIiIiJ9QIm7iIiIiEgfUOIuIiIiItIHlLiLiIiIiPQBJe4iIiIiIn3g/wP/HMMnYVbnOQAAAABJRU5ErkJggg==\n",
"text/plain": ""
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
}
}
},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
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}