{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", "\n", "show code\n", "\"\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Applied Regression Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regression Assumptions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As one of the most important types of data analysis, regression analysis is a way of mathematically sorting out factors that may have an impact. It focuses on questions:\n", "\n", "- Which factors matter most?\n", "- Which can we ignore? \n", "- How do those factors interact with each other? \n", "- Perhaps most importantly, how certain are we about all of these factors?\n", "\n", "Those factors are called variables, and we have\n", "\n", "- **Dependent** (or **response** or **target**) variable: the main factor that you're trying to understand or predict\n", "- **Independent** (or **explanatory** or **predictor**) variables: the factors you suspect have an impact on your dependent variable\n", "\n", "\n", "\n", "Generally, regression model finds a line that fits the data \"best\" such that $n$ residuals — one for each observed data point —\n", "are as small as possible in some overall sense. One way to achieve this goal is to use the \"ordinary least squares (OLS) criterion,\" which says to \"minimize the sum of the squared prediction errors.\" \n", "\n", "**What does the line estimate?**\n", "\n", "When looking to summarize the relationship between predictors $X$ and a response $Y$, we are interested in knowing the relationship in the population. The only way we could ever know it, though, is to be able to collect data on everybody in the population — most often an impossible task. We have to rely on taking and using a sample of data from the population to estimate the population regression line.\n", "\n", "Therefore, several assumptions about the population are required to use sample regression line to estimate population regression line — statistical inference in a regression context.\n", "\n", "Regression assumptions:\n", "1. There is a population regression line. It joints the means of the dependent variable for all values of the explanatory variables, the mean of the errors is zero.\n", "2. For any values of the explanatory variables, the variance (or standard deviation) of the dependent variable is a constant, the same for all such values.\n", "3. For any values of the explanatory variables, the dependent variable is normally distributed.\n", "4. The errors are probabilistically independent.\n", "\n", "These assumptions represent an idealization of reality. From a practical point of view, if they represent a close approximate to reality, then the analysis is valid. But if the assumptions are grossly violated, statistical inferences that are based on these assumptions should be viewed with suspicion." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First Assumption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let $Y$ be the dependent variable and there are $k$ explanatory variables $X_1$ through $X_k$. The assumption implies that there is an exact linear relationship between the **mean** of all $Y$'s for any fixed values of $X$'s and the $X$'s." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "30c4352c4ad342299c12f6454c5b6070", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=False, description='Show Sample'), Dropdown(description='Sample ID:', opt…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(draw_sample,\n", " flag=widgets.Checkbox(value=False,description='Show Sample',disabled=False),\n", " id=widgets.Dropdown(options=range(1,4),value=1,description='Sample ID:',disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose we have population as shown in the plot. For example, $X$ is the years of college education and $Y$ is the annual salary. Given years of education, there is a range of possible salaries for different individuals.\n", "\n", "The first assumption says, for each $X$, the mean of $Y$s ($=\\overline{Y}$) lies on the maroon line $\\overline{Y} = 3.08 X + 9.87$, which is the population regression line joining means. For each data point, its $Y$ value is expressed by the population regression line with error $Y = 3.08 X + 9.87 + \\epsilon$ where $\\epsilon$ is the deviation of the data point to the maroon line.\n", "\n", "Note that since the population is not accessible, the population regression (maroon) line is not observable in reality." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6c8ebddf87fe4ffc899255ad5dfd4fd6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=True, description='Show Sample'), Dropdown(description='Sample ID:', opti…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(draw_sample,\n", " flag=widgets.Checkbox(value=True,description='Show Sample',disabled=False),\n", " id=widgets.Dropdown(options=range(1,4),value=1,description='Sample ID:',disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated regression line as shown in orange is based on the sample data, which is usually different from the population regression line. The regression lines derived from the first two samples are largely deviated from the population regression line.\n", "\n", "Note that an error $\\epsilon$ is not quite the same as a residual $e$. An error is the vertical distance from a point to the (unobservable) population regression line. A residual is the vertical distance from a point to the *estimated* regression line." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Second Assumption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second assumption requires constant error variance, technical term is **homoscedasticity**. This assumption is often questionable because the variation in $Y$ often increases as $X$ increases. For example, the variation of spending increases as salary increases. We say the data exhibit **heteroscedasticity** (nonconstant error variance) if the variability of $Y$ values is larger for some $X$ values than for others. The easiest way to detect nonconstant error variance is through a visual inspection of a scatterplot. \n", "\n", "It is usually sufficient to \"visually\" interpret a residuals versus fitted values plot. However, there are several hypothesis tests on the residuals for checking constant variance. \n", "\n", "- Brown-Forsythe test (Modified Levene Test)\n", "- Cook-Weisberg score test (Breusch-Pagan Test)\n", "- Bartlett's Test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Third Assumption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The third assumption is equivalent to stating that the errors are normally distributed. We can check this by forming a histogram (or a Q-Q plot) of the residuals.\n", "- If the assumption holds, the histogram should be approximately symmetric and bell-shaped, and the points of a Q-Q plot should be close to a 45 degree line.\n", "- If there is an obvious skewness or some other nonnormal property, this indicates a violation of assumption 3." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "73048adc10e74ca890c4c3626116c34f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='Distribution:', index=1, options=('normal', 'student_t', 'uniform'…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(draw_qq,\n", " dist=widgets.Dropdown(options=['normal','student_t','uniform','triangular'],\n", " value='student_t',description='Distribution:',disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot shows the Q-Q plot and histogram of four distributions including normal, student t, uniform and triangular.\n", "\n", "Besides graphical method for assessing residual normality, there are several hypothesis tests in which the null hypothesis is that the errors have a normal distribution, such as\n", "\n", "- Kolmogorov-Smirnov Test\n", "- Anderson-Darling Test\n", "- Shapiro-Wilk Test\n", "- Ryan-Joiner Test\n", "\n", "If those tests are available in software, then a large p-value indicates failure to reject this null hypothesis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fourth Assumption" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fourth assumption requires probabilistic independence of the errors.\n", "- This assumption means that information on some of the errors provides no information on the values of the other errors. However, when the sample data have been collected over time and the regression model fails to effectively capture any time trends, the random errors in the model are often positively correlated over time. This phenomenon is known as **autocorrelation** (or serial correlation) and can sometimes be detected by plotting the model residuals versus time.\n", "- For cross-sectional data, this assumption is usually taken for granted.\n", "- For time-series data, this assumption is often violated.\n", " - This is because of a property called autocorrelation.\n", " - The Durbin-Watson statistic is one measure of autocorrelation and thus measures the extent to which assumption 4 is violated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now summarize the four assumptions that underlie the linear regression model:\n", "\n", "- The mean of the response is a **L**inear function of the explanatory variables.\n", "- The errors are **I**ndependent.\n", "- The errors are **N**ormally distributed.\n", "- The errors have **E**qual variances.\n", "\n", "The first letters that are highlighted spell **\"LINE\"**. " ] }, { "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": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "80bf20e1d6584111a22e4d0a03a052e0", "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": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"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": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: cost R-squared: 0.271
Model: OLS Adj. R-squared: 0.250
Method: Least Squares F-statistic: 12.64
Date: Wed, 14 Aug 2019 Prob (F-statistic): 0.00114
Time: 08:54:41 Log-Likelihood: -379.62
No. Observations: 36 AIC: 763.2
Df Residuals: 34 BIC: 766.4
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 7.561e+04 6808.611 11.104 0.000 6.18e+04 8.94e+04
production_runs 655.0707 184.275 3.555 0.001 280.579 1029.562
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Omnibus: 0.597 Durbin-Watson: 2.090
Prob(Omnibus): 0.742 Jarque-Bera (JB): 0.683
Skew: -0.264 Prob(JB): 0.711
Kurtosis: 2.580 Cond. No. 160.


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: Wed, 14 Aug 2019 Prob (F-statistic): 0.00114\n", "Time: 08:54:41 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": [ "
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sum_sqdfFPR(>F)
production_runs1.130248e+091.012.6370290.001135
Residual3.040939e+0934.0NaNNaN
\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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H/8K3vvVdxow5svb6ggXz+fznb+mpFEVEpAeEQiE+3r2WSn8FXn8Fm/dvjImfmX9Wp89XkZCEfD4fubm5PPPM8wA8/PD9PPnk//Dww3845nM6O5MwdOgwPvzw/ejjPXt2k59f8Knt1qz5gLvvvovvfOf7TJt2fbS9tbWVDz54j5/+9N9PMCMREelJ1Xv9eP0VVPoqsPXrYmKnDz6DIncpRZ5SJg7qfDE0FQlJaP36dZx++pnRxzff/AVKS2dRX18fs/xyV11wwUU8+eT/UF9fT25uDq+99go//OFPYrbZuXMHP/nJD7j33l9x/vkXxsSqqnyMGVNIdnb2iSUkIiInbduBrSyo8uL1lfNh7fsxsXEDxlPsKaXIXcbpQ87o8j5VJCQhn8/GFAn5+QWceeZneOut15k1q6jb+ysoGMrXvnYH3/nO7bS1tTFr1hzOOCN8CupLX7qF//zPB3n22Wdobm7h4YcfiD6vqKiEoqIytm3bxtChQ08+MRER6Zbag7UsrK6k0lfBOzVvx8RG9BvJje5iStxlnDP0vJjLyl2lpaKPGIeWilZuSaivLxWdrJRb8kmUvPY172VJ9SK8/nJWbn2dQCgQjQ3JGsLsiUWUeG7iohEX43R0PtOBlooWERFJco2tjby0cSlefwWvbFpOS7AlGsvNGMDMCbMpcpdyxegrSXP23E+7igQREZEE1Bxo5pXNL1PpK2fphiU0BQ5FY5nOLKaPn0Gxp4yrC6eRlZbVK31QkSAiIpIg2oJtvLntDby+chZXL2R/y75ozEkahc4LGe+4klHBi/iS+2wmT8jvZG8nT0WCiIhIHAVDQf66YxWVvnJeqKqk7lBtNOZ0OBnjOpfC0BVMyphKliMXgObWAMtWbWbyRBUJCSEUCp3QyFCRUy0UCgL6rIokslAoxEd1HzLfV84C/3y2NWyNiV84fAolnjJmTSzid3+sIicrLeY3KCPNSd2+pl7vp4qELkhLy6CxcT/9+g1QoSAJKxQKEQi0ceBAPRkZvXN9UkROzvo9lvn+56n0VVC9ryomNrngHIrcpcxxFzMm98iMtvl529jb2EJmuiva1tIWJD+v9/8/V5HQBYMGFVBfX0tDw14AnE4nwWDq3UoHyi0Ztc/L6XSRnd2f/v3z4twrETls0/6NLPDPx+urYO3uj2JinoGTKPKUUuwuwz3I0+Hzp08pZN7y9TQTPoPQ0hYkEAgyfUphh9v3JBUJXeBypZGfPyL6OFHule0Nyi35pGpeIslsR2MNL/i9eP0V/G3nuzGxMbmFFLlLKfaUceaQs457hvrwuINlqzZTt6+J/Lwspk8p7PXxCKAiQUREpEfsadrNoqoXqPRX8Na2lYQ4MjHf0JxhzJlYTJGnlAuGXdTtS9eTJ+afkqLgaCoSRERETlBDywGWbliM11fOa1tfoS3YFo0NzBzIrAlzKPaUccnIy3A5XZ3sKTGpSBAREemGQ22HeHnTS1T6K1i+cRlNgSN3GfRL788N42dS7C5l6piryXBlxLGnJ09FgoiIyHG0BlpZ4lvC3NVPs3TDYhpaj4wDynRlcu3Y6RS5S5g29npy0nPi2NOepSJBRESkA4FggL/UvIXXV8Giqkrqm+ujsTRnGlNHX0Wxp4wbxs8kN2NAHHvae1QkiIiIRIRCId7btRqvr5wFfi87D+6Ixhw4uGTkZRR5Spk1YQ5DsofEsaenhooEERHp00KhEB/vXovXV06lv4LNBzbFxM8fdgFF7lK+fNEXyGhOzTMGx6IiQURE+qTqvX68/gq8vnLW19uY2OmDz6TEU8Ycdwnj8sYDUDCg781JoiJBktKaqrq4TCwiIslt24GtVPrnU+mv4MPa92Ni4/MmUOwpo9hdhhl8Wpx6mFhUJEjSWVNVx7zl63G5nORkpbG3sYV5y9cDqFAQkU+pPVjLwupKvL5yVtX8JSY2st8obnQXU+Ip4+yCc7U+z1FUJEjSWbZqMy6XM7rYSWa6i+ZIu4oEEQHY17yXJdWLmO97npXbXicYOrJuy5CsIdzoLqbYXcZFIy7G6XDGsaeJrVeLBGPMAOBtYJa1dmOkLR1YBvzCWvtapO0c4HFgAPAG8A1rbZsxphB4BhgKWOBWa22DMWYgMA+YANQCn7PW7jDGZABPABcAh4BbrLXrejNHOfXq9jWRkxX70T1Vy6b2Nl1GETlxja2NvLRxKV5/Ba9sWk5LsCUay80YwMwJsyl2l3H56KmkOfU3clf0WvlkjJkCvAlMatdmgNeAS47a/Bng29baSYAD+Fqk/VHgUWvtacBq4J5I+33ASmvt6cBjwIOR9u8AjZH2fwHm9mxWkgjy87JoaYtdzfFULZvamw5fRtnb2BJzGWVNVV28uyaSsJoDzSzdsJjbX/oyZz41kduXf4VlGxbTEmwhOy2bIncJc6f/ibVf8vPQ1b/nqsJrVCB0Q2++U18DvgU83a7tq8BvCf+AA2CMGQtkW2vfiTTNBe41xjwOXAEUtWt/HbgLmBmJATwLPBI5QzET+BmAtfYNY0yBMabQWru5x7OTuInnsqm9SZdRRLqmLdjGm9vewOsrZ3H1Qva37IvG0p3pXFN4LUWeUq4bdwP90/vHsafJr9eKBGvtbQDhkwfRth9G2v6l3aYjgZp2j2uA0UA+sN9a23ZUe8xzIpcl9gMFneyry0XCkCFd+0AVFOR2dZdJJ9Fzu6Ygl7y8HOa/5mfXnoMMHZxDyZVuLjh92HGfm8i57WloITc7LWbgVJrLQX1Dy3H7nch5nSzllpx6OrdgKMjbW97m2Y+e5fmPn6f2YG005nQ4uWb8NfzDWf9A8WnFDMoe1KOv3V4qH7OOJMI5Fye0W08zfLkh2EE7kfbD27R3rOc42j2nS3bvbiAYPPplYxUUpO69ssmS29j8HL5XNjmm7Xj9TvTcBvfPYG9jS/RMAkBza4BB/TM67Xei53UylFty6qncQqEQa2o/wOuvYIF/PtsatsbELxp+McWeMmZPLGJozlAA2hqgtqF33tdUPGZOp6PTP44ToUjYCoxo93g4sB3YBeQZY1zW2kBkm+2RbbZFtttqjEkDcoHd7fZVddS+RBJeql5GEekuu2cdXn85lb4KqvdVxcQmF5xDkbuUIncJo3PHxKmHfUfciwRr7SZjTJMx5lJr7VvAF4Cl1tpWY8xK4PPAn4AvAksjT1sSefzLSHxlZPvD7W8aYy4DmjQeQZLF4XEHurtB+qJN+zdS6atgvq+cT/asjYl5Bk4KT3LkKWXiQE+cetg3xb1IiLgVeCxyy+R7wEOR9juAPxpj7iY8ruDmSPs9wFxjzFpgb+T5AA8Df4i0NxMuOESSxuSJ+SoKpM/Y0VjDC34vXn85f9u5OiY2JreQIncpxZ4yzhxyliY5ihNHKNT59fc+ZBywQWMSlFuySdW8QLklq85y29O0m0VVL+D1lfP29jcJtRtGNjRnGHMmFlPsKeP8YRcmXGGQises3ZiE8cDGo+OJciZBRERS1IGW/SzdsBivr5zXt75KW7AtGhuYOZDZE4socpdyycjLcDldnexJTjUVCSIi0uMOtR3i5U0vMt9XzsubXqQ50ByN9Uvvzw3jZ1LsLmXqmKvJcGXEsafSGRUJIiLSI1oDrby+9RWWvLkA7yeVNLY2RGOZrkyuHTudYk8p1xReR056Thx7Kl2lIkFS3uH1EPY0tDC4f4buGEgxWu8ivgLBAH+peQuvr4JFVZXUN9dHY2nONKaOvooidykzJswiN2NAHHsqJ0JFgqS09stK52an1rLSKn60bHi8hEIh/rbzXSr9FSzwe9l5cEc05sDBFWOvYNa4YmZNmMOQ7CFx7KmcLBUJktLar4fgcDhSZj2EVC5+ukPrXZw6oVCIj3evxesrp9JfweYDm2Li5w+7gCJ3KXPcJXxm3KSUuwugr1KRICktVZeVTtXip7tS9fgmkuq9fuZHCoP19TYmdsaQsyhyl1DkLmVc3vg49VB6k4oESWn5eVmfWg8hFZaV1o9jWKoe33jbdmArlf75eP3lrKn9ICY2Pm9CePZDdxlm8Glx6qGcKioSJKW1Xw8hzeWguTWQEush6McxTOtd9JxdB3exsKqSSn8Fq2r+EhMb2W8URZ7weglnF5ybcJMcSe9RkSAprf16CPUNLQxKkQF+06cU8uSSdezZ10QgGMLldJCVmcY/XO2Od9dOKa13cXL2NtWzZMMi5vvKeXPb6wRDRxbNzc/OZ/bEIoo9N3HR8Ck4Hc449lTiRUWCpLzD6yGk3JSqkSnVo3/U9dEp1rXeRfc0tjby4sYlVPoqWLF5Oa3B1mhsQEYeMyfMpshdyuWjp5Lm1E9EX6dPgEgSWrZqMznZ6QwakEV6mpPWtiDNrYE+N3BRuqY50MyKTcup9Jfz0sZlHGw7GI3lpOVw/bgbKPKUcXXhNDJdmXHsqSQaFQkiSUgDF+V42oJtrNz6Ol5/OUuqF7G/ZV80lu5M55rCayn2lHHduBvol94vjj2VRKYiQSQJaeCidCQYCvLXmneY73ueRdULqDtUF405HU4uHzWVEs9N3DB+JgOzBsWxp5IsVCSIJKFUvWtDui8UCvFh7fs8tvoZlm1awIFQbUx8yojPUuQuYfbEYobmDI1TLyVZqUgQSUK9edeG1kJIDnbPOry+5/H6K9iwrzomNgQ34x1X8r3L/4lrzzo7Tj2UVKAiQSRJ9cZdG6m+FkKyF0Cb9m+k0lfBfF85n+xZGxMbSCGT0q/G47qSgc4xNLcGeH9NgGvPilNnJSWoSBCRqFReCyFZC6AdjTUs8M+n0l/B33aujokV5o6lyF3KxvfdjMry4HQemctAA1mlJ6hIEJGoVL5rIpkKoN2HdrOoegGVvgre3v4mIY7MgTE0ZxhF7hKKPWWcN/QCHA4Hv9nwXngga7v5jjSQVXqCigQRiUrluyYSvQA60LKfJdWLqPRX8PrWV2kLtkVjgzIHMWtiEcWeUj474lJcTlfMczU9tfQWFQkiEpXKPzaJWAAdajvEy5teZL6vnJc3vUhzoDka65fen+njZlDiKWPqmKvJcGUccz+anlp6i4oEEYlK5R+bRCmAWgItvL7lFZa++QLeTyppbG2IxjJdmVw7djrFnlKmjb2e7LTsLu9X01NLb1CRICIxUvXHJp4FUCAY4O3tb1Lpr2BR1QLqm+ujsTRnGleOvppiTxnTx88gN2NAr/dHpKtUJIhIn3EqC6BQKMTfdr6L11fOgiovuw7ujMYcOJg6biqzxhYza+KNDM4ackr6JNJdKhJERHpIKBRi7e6/4/WVU+mvYMuBzTHx84ddQLG7jBvdxXxm3KTUWpVUUpKKBBGRk1S114fXV4HXV45v7/qY2BlDzqLYXcocdwnj8sbHqYciJ0ZFgojICdh6YAuV/vl4feV8VPdhTGx83gSKPWUUu8swg0+LUw9FTp6KBBGRLtp1cBcLq7x4fRX8dcc7MbFR/Uczx11CsbuUyQXn4HA44tRLkZ6jIkFEpBN7m+pZXL0Qr7+CN7e9TjAUjMbyswu4cWIRRZ4yLho+BafD2cmeRJKPigQRkaM0tDbw0saleH3lvLL5ZVqDrdHYgIw8Zk6YTbGnjMtGXUGaU1+jkrr06RYRAZoDzazYtByvr5yXNi3lUNuhaCwnLYfrx91Asecmriq8hkxXZhx7KnLqqEgQkT6rLdjGG1tfo9JfwZLqRexv2ReNZTgzuHrstRS7S7lu3A30S+8Xx56KxIeKBBHpU4KhIH+teYf5vudZVL2AukN10ZjT4eSK0VdS7C5jxoRZ5GUOjGNPReJPRYKIpLxQKMSHte8z31fOAv98ahq3x8SnjPgsxZ4yZk8ooiCnIE69FEk8KhJEJMaaqrqUWeBp3Z5PqPSV4/VXsGFfdUxscsE5FLvLKHKXMCp3dJx6KJLYVCRIwkilH6dktaaqjnnL1+NyOcnJSmNvYwvzlodnEEyWY7FhXzULIpMcfbLn45jYpEEmMslRKRMGuuPUQ5HkoSJBEkIq/DilgmWrNuNyOclMdwGQme6iOdKeyMehpmE7C6rmU+mr4L1df4uJFQ4YR7G7lCJ3KWcMOVOTHIl0g4oESQjJ+uOUaur2NZGTFfu1kJHmpG5fU5x6dGy7D+1mUfUCvL5y/qMR4UsAACAASURBVLL9LUKEorFhOcMpcpdQ5CnlvKEXqDAQOUEqEiQhJNOPUyrLz8tib2NLtFgDaGkLkp+XFcdeHXGgZT9LqhdR6a/g9a2v0hZsi8YGZw1m1oQiij2lXDziElxOVyd7EpGuUJEgCSHRf5xORjKNtZg+pZB5y9fTTLhIa2kLEggEmT6lMG59Oth6kJc3vch8XzkrNr9Ec6A5GuufnssN42dS7Cll6uirSXelx62fIqlIRYIkhET8ceoJyTbW4nCf4l3UtARaeG3LCpaufIHKdQtobG2IxrJcWUwbez3FnjKmjb2O7LTsU9o3kb5ERYIkhET5ceppyTjWYvLE/Lj0LRAM8Pb2N/H6yllUvYC9zXujsTRnGleNuYYidynTx88gN2PAKe+fSF+kIkESRrx+nHqTxlp0LhQKsXrnX6n0VbCgysuugzujMQcOrhx3JTPHFjFr4o0MzhoSx56K9E0qEkR6USqPtThRoVCItbv/jtdXTqW/gi0HNsfEzx92AcXuMua4SzhrnIfa2gNx6qmIqEgQ6UWpOtbiRFTt9THfV06lrwLf3vUxsTOHfIZiTylz3CWMHTAuPh0UkU9RkSDSi1J1rEVXbTmwmUp/eJKjj+o+jIlNyJtIkaeUYncZZvBpceqhiHRGRYJIL0vFsRad2XVwFwurvMz3lfPujlUxsVH9RzPHXUKJp4zP5J+tSY6SQDLdwis9T0WCiJy0vU31LK5eyHx/OW9te4NgKBiN5WcXcOPEIoo8ZVw0fApOhzOOPZXuSLZbeKXnqUgQkRPS0NrAixuWUOmv4JXNL9MabI3GBmTkMXPCbIo9ZVw26grSnPqqSUbJeAuv9Kxe/T/XGDMAeBuYZa3daIyZBtwPZAN/ttbeHdnuHOBxYADwBvANa22bMaYQeAYYCljgVmttgzFmIDAPmADUAp+z1u4wxmQATwAXAIeAW6y163ozR5G+pKmtiRWbl1Ppq+ClTUs51HYoGstJy2H6+BkUe27iyjFXk+nKjGNPpSfoFl7ptSLBGDMFeAyYFHmcDTwJTAW2AIuNMTdYa5cSLgRus9a+Y4x5Avga8HvgUeBRa+1zxph7gHuAu4D7gJXW2pnGmC8ADwKfB74DNFprTzfGXAHMBS7urRwl9ej666e1BlpZue01vL4KlmxYxIGW/dFYhjODa8ZeR7G7lGvHTadfer849lR6mm7hld48k/A14FvA05HHFwE+a+0GAGPMM8BNxpiPgWxr7TuR7eYC9xpjHgeuAIratb9OuEiYGYkBPAs8YoxJj7T/DMBa+4YxpsAYU2itjb0RW6QD3b3+msoFRTAUZFXNX/D6yllYVcnupt3RmMvh4vLRUynx3MQN42eSlzkwjj2V3qRbeKXXigRr7W0AxpjDTSOBmnab1ACjO2nPB/Zba9uOao/ZV+SyxH6goJN9dblIGDKkf5e2KyjI7eouk05fzW1F+RoyM1xkZYT/t8hId9HU0saK97dzzcXjY7Zd/clOnlvhJy3NQV7/DBqaWnluhZ+8vBwuOH1Yr+bQkZ44ZqFQiNXbV/Pc35/jz2v/zLYD22LilxVexs1n3UzZGWUM7Tf0pF+vq/rq5zERXFOQS15eDvNf87Nrz0GGDs6h5Ep3lz7jiZ7biUrVvI7lVI4mckK7Bd/BAQS70U6k/fA27R1vX122e3cDweDRLxuroCA3ZWeB68u51dQ2kJOVRmvbkY+M0+GgprbhU8/780vrwAEup5O2QCj8b0eAP7+0jrH5Ob2WQ0dO9pit2/MJlb5yvP4KNuyrjomdXXAuxZ4y5kwsZlRupEY/CLUHT81npC9/HhPF2Pwcvlc2OabteP1Olty6KxXzcjodnf5xfCqLhK3AiHaPhwPbO2nfBeQZY1zW2kBkm+2RbbZFtttqjEkDcoHd7fZVddS+RI6rO9dfk31A14Z91Szwz8frK+eTPR/HxCYNMhR7yih2lzJhoDtOPRSRRHAqi4RVgDHGuIENwC3Ak9baTcaYJmPMpdbat4AvAEutta3GmJWEByT+CfgisDSyryWRx7+MxFdGtj/c/qYx5jKgSeMRpKu6c/01GQd01TRsZ0FVuDB4f9d7MbGxA8ZR7C6jyFPK6YPP0CRHIgKcwiLBWttkjPkSUAFkEf6hL4+EbwUei9wy+R7wUKT9DuCPxpi7CY8ruDnSfg8w1xizFtgbeT7Aw8AfIu3NhAsOkS7pzhTKyTKgq+5QHYuqFlDpr+Av298i1O5q3PB+I5jjLqHIXcJ5Qy9QYSAn7fBg3j0NLQzun5FSg3n7Kkco1Pn19z5kHLBBYxKUW1clyt0NR+e1v3kfSzcsxusv5/UtrxIIBaKxwVmDmTWhiBJPGVNGfBaX09XRLhNGX/88JspnrCva3x3ULyuNxqY2AoEgt147KWH73F2p+HlsNyZhPLDx6LimQRNJAQdbD/LypheZ7ytnxeaXaA40R2P903OZMWEWxe5Srhh9Femu9Dj2VLoq2aZEbj87o8Ph0OyMKUJFgsgJSIQv8JZAC69tWcHSlS9QuW4Bja0N0ViWK4vrxt3AHHcJ08ZeR3Za9inpk/ScZJsSOdkH80rHVCSInIB4fYEHggHe2r6SSl8Fi6oXsLd5bzSW5kzjqjHXUOwpY/q4GfTP6Fv3c6eaZPvRTcbBvHJ8KhJETsCp/AIPhUK8u+OvVPrLWeD3UntoVzTmwMFV469i5tgiZk24kUFZg3v89SU+ku1Ht/1g3jSXg+bWQEIO5pXuUZEgcgJ6+ws8FArx990f4fWVs8A/ny0HYu/kPX/YhRS7S5njLuGscZ6UG0wlyXMHzWHt7w6qb2hhkO5uSAldKhKMMU9Ya796VFu5tbasd7olkth66wvcX+/D6y/H6yvHv9cXEztjyFmUeMqY4y5h7IBxJ/U6kvi6c0tuopg8MZ/JE/NT8i6AvqrTIsEY83tgFHC5MaagXSid8DLNIn1ST36BbzmwmcrI7Id/r1sTE5uQNzEy+2EZkwabY+xBUtXhH12ReDnemYQngLOAswlPgnRYG/BOh88Q6SNO5gt858GdLPR78foreHfHqpjYqP6jKXKXUuIp46z8yZrkSETiptMiwVq7GlhtjHnZWrsVwBiTAQzXdMci3VPftIfF1Qvx+it4a9sbBENHFpLKzy5gjruYIncZFw6/CKfDGceeioiEdXXg4oXGmLuAnwAfEV546d+ttQ/2XtdEkl9DawPLNiym0lfBq1tW0BpsjcbyMgcyc/xsij1lXDrqctKcyTeOOJlmBBSR7uvqt9KPga8CpcBfgNuBVwAVCSJHaWprYsXm5Xh95SzftIxDbYeisZy0HK4fdwPFnpu4qvAaMl2ZcezpyUmECaVEpHd1tUhwWGs/ipxNWGqt3W+M0flQkYjWQCsrt72O11fOkg2LONCyPxrLcGZwzdjrKPGUMW3s9fRL7xfHnvacZJsRUES6r6tFQtAY8zlgOvADY8wMIHic54iktGAoyKqavzDfV86iqkp2N+2OxlwOF1eMvpJiTxkzxs9iQGZeHHvaO5JtRkAR6b6uFgn/Cvw78GNr7Q5jzE+B7/Rar0QSVCgU4oNd7zHfX84Lfi81jdtj4hePuIRiTxmzJsyhIKfgGHtJDck2I6CIdF+XigRr7ZvANGPMWGOM21p7aS/3SyShfLL7Y7y+crz+cjbt3xgTO6fgXIo8ZcyZWMyo3NHx6WAcJNuMgCLSfV2dcdEDVAIjAacxpg6Yaa1d15udE4mn6n1VLPDNp9JfwSd7Po6JmUGnUewpo8hdwoSB7jj1ML6ScUZAEemerl5ueBj4jbX2jwDGmC8DjwJX91bHROKhpmE7lf75VPrLeX/XezGxwgHjKHGXUeQp5YwhZ8aph4lFMwKKpLauFgnDDhcIANbap4wx3++lPomcUnWH6lhYVUmlv4J3tr9NiFA0NrzfCOa4Syh2l3Lu0PM1+6GI9CldLRLSjDGDrbV7AIwx+dDum1Qkyexv3seSDYvw+sp5Y+trBEKBaGxw1mBmTSiixFPGlBGfxeV0dbInEZHU1Z3LDe8YY/5MuDj4B+CBXuuVSC842HqQBf75zPeVs2LTS7QEW6Kx/um5zJgwixJPGZePupJ0V3oceyoikhi6WiQsIXwbZAYwkfDKkN7e6pRIT2kJtPDqlhV4feW8uHEJja2N0ViWK4vrxt1AkbuUaWOvIytNt+6JiLTX1SJhLvCItfYhY0wW8A3gSWBGb3VM5EQFggHe2r6SSl8Fi6oXsLd5bzSW7kznyjFXU+wpY/q4GfTPyI1jT0VEEltXi4R8a+1DANbaJuC/jDH/1HvdEumeYCjI6h3vUukvZ4HfS+2hXdGY0+Hk0lFX8MVzb+WKgmsZlDU4jj0VEUke3Rm4ONJaux3AGDMM0DBviatQKMTf69bg9VdQ6atga8OWmPiFw6dQ7C5l9sQihvUbTkFBLrW1B3rs9bUCooikuq4WCfcDHxhjlhEeuDgNuLPXeiXSCV/9ery+cir9Ffj3+mJiZ+VPpjgy+2HhgLG91getgCgifUFXp2V+0hizGrgGaAN+a639e6/2TKSdzfs3Uemfj9dXztrdH8XEJg50U+wuo9hThmfQpFPSH62AKCJ9QVfPJGCtXQOs6cW+iMTYeXAnL/jn4/VVsHrnX2Nio/qPpshdSomnjLPyJ5/ySY60AqKI9AVdLhJEToX6pj0srl6I11fOW9tXEgwdWZE8P7uAOe5iitxlXDj8IpwOZ9z6qRUQRaQvUJEgvaorg/saWg6wbOMSKn0VvLplBa3B1mgsL3MgsybcSJG7lEtHXU6aMzE+sloBUUT6gsT4xpWU1Nngvklj+/Pyppeo9FewfNMyDrUdij4vJ60f08fPoNhTxlVjriHDlRGvFI5JKyCKSF+gIkF6zbJVm2ltC7L/YCttbUGcaUH2ZXzEd155gM28TUPrkdsRM12ZXFN4HcWeUq4dO52c9Jw49rxrtAKiiKQ6FQnSa7bVNdLY3Mxu58dsy1zJ9rS3aXEcgMjVBJfDxdQxV1HkLmXG+FkMyMyLb4dFRCSGigTpcaFQiPd3/Y3V/A9bslfS5NzTLuigIHQmP7jyK8yeWER+tv4SFxFJVCoSpMd8vHstlb4KvP5yNu3fGPPpGhTwMKrtcka2XUJ+5gi+fNblceuniIh0jYoEOSnV+6qo9FVQ6a9g3Z5PYmJDnOMYE7iC4S2XktU2nDSXk+ycNIYNyo5Tb0VEpDtUJEi3bW/YxgK/F6/veT6ofT8mNnbAuOjsh617h4bvbujv1G2CIiJJSEWCdEndoToWVlVS6a/gne1vEyIUjY3oN5I57hKK3aWcM/S8I7MfDgn/S7cJiogkJxUJckz7m/exZMMivL5y3tj6GoFQIBobnDWY2ROLKXaXcvHIS445+6FuExQRSV4qEiTGwdaDLPDPZ76vnBWbXqIl2BKN5WYMYMb4WRR7Srl81JWku9Lj2FORxKFlwyVVqUgQWgItvLplBV5fOS9uXEJja2M0lp2WzXVjb6DIU8o1hdeSlaa1CUTa07LhkspUJPRRbcE23tq2kkp/BYuqX2Bf895oLN2ZztWF0yhyl3L9+Bn0T+8fx56KJDYtGy6pTEVCHxIMBXl3x1+p9JezwO+l7lBtNOZ0OLl01BX807n/yOUF0xiUNTiOPRVJHlo2XFKZioQUFwqF+KjuQ7y+Chb457O1YUtM/IJhF1HiKWO2u5hhOcMoKMiltvbAMfYmIkfTsuGSylQkpChf/Xrm+56n0l9B1V5/TOys/MkUuUspcpdQOGBsnHookhq0bLikMhUJKWTz/k1U+ufj9ZWzdvdHMbGJA93RSY48gybFqYciqUfLhksqU5GQ5HY27uCFKi9eXwWrd/41Jja6/xiKPKUUe8o4a8hnjkxyJCI9SvOBSKpSkZCE9jTtZnH1Qip9Fby1fSXBUDAaK8geyo3uIordN3Hh8ItUGIiIyAlTkZAkGloOsHTDYir9Fby6ZQVtwbZobGDmQGZNmEORp5RLR16Oy+nqZE8iIiJdE5ciwRjzI+DLQDPwZ2vtfxhjpgH3A9mRtrsj254DPA4MAN4AvmGtbTPGFALPAEMBC9xqrW0wxgwE5gETgFrgc9baHac2w57R1NbEy5tewusvZ/nGZTQFjtxSlZPWjxvGz6TIU8pVY64hw5URx56KiEgq6njC/V4UKQZuAS4EzgWmGGNuBZ4E5gCnAxcaY26IPOUZ4NvW2kmAA/hapP1R4FFr7WnAauCeSPt9wEpr7enAY8CDvZ9Vz2kNtLJi00t8e8XtnPHURL7y4j+ysKqSpkATma5MZoyfzePX/ZGPv1zF7699nOvH3aACQUREekU8ziScC7xord0PYIxZBtwG+Ky1GyJtzwA3GWM+BrKtte9EnjsXuNcY8zhwBVDUrv114C5gZiQG8CzwiDEm3Vrb2tuJnahAMMA7NW/j9VWwqLqSPU17ojGXw8XUMVdR5C5lxvhZDMjMi2NPRUSkL4lHkfAe8IAx5lfAQeBG4DLgz+22qQFGAyMj/310ez6w31rbdlQ77Z8TuSyxHygAtvdKNicoFArx/q6/4fWVs6DKy47GI2k6cHDxyEsodpcxa+Ic8rM1alpERE69U14kWGtXGGPmAq8Be4CXgeuBULvNHECQ8OWQrrQTaT+8TXuOdrHjGjKka+sUFBTkdnWXUaFQiL/v+jvP/f05nlv7HNX11THxC0ZewM1n3cznzvwcoweMPsZeet+J5JYsUjW3VM0LlFuyStXcUjWvYznlRYIxJheosNbeH3l8J+GCYUS7zYYT/st/6zHadwF5xhiXtTYQ2ebwmYJtke22GmPSgFxgd1f7t3t3A8Hg0fVHrO5OXVy91x+d5MjWr4uJnT74TIo9pcxxlzA+b0K4sZm4TY2cytMyp2puqZoXKLdklaq5pWJeTqej0z+O43G5YTzw/4wxFwD9gK9G/nnOGOMGNhAe2PiktXaTMabJGHOptfYt4AvAUmttqzFmJfB54E/AF4Glkf0viTz+ZSS+Mh7jEbYd2MqCKi9eXzkf1r4fExs3YDwlnjLmuEs5fcgZp7prIiIiXRKPyw1rjDEVwBrABTxgrX3LGPMloALIIvxDXx55yq3AY8aYAYTHMzwUab8D+KMx5m5gM3BzpP0eYK4xZi2wN/L8U6L2YC0Lqyvx+spZVfOXmNiIfiOZ4y6h2F3KOUPP0yRHIiKS8ByhUOen1vuQccCG7l5u2Ne8lyXVi/D6y1m59XUCoUB0u2xHHoWhyzmn/7V89ZKZnOMe2ovd7xmpeDrtsFTNrafzWlNVlzDrEKTqMQPlloxSMa92lxvGAxuPjmvGxRPQ2NJIpa8Cr7+CFZteoiXYEo3lZgzgkvxrCdacyxjXeWSlZ9DSHOTZl/04HU7N7y4JbU1VHfOWr8flcpKTlcbexhbmLV8PoM+uSB+kIqGLmgPNvLp5BV7f87y4aSkHWw9GY9lp2Vw39gaKPWVcXTiNh/73Y/amHVlfPjPdRTPhVeL0RSvx0NWzA8tWbcblcuqzKyKAioROtQXbeHPbG3h95SyuXsj+ln3RWLoznasLp1HkLuX68TPon35kdGjdviZysmLf2ow0J3X7mhA51bpzdkCfXRFpT0XCUYKhIO/UvEOlr5wXqiqpO1QbjTkdTi4ddQVfPPdWrii4lkFZgzvcR35eFnsbj5xJAGhpC5Kfl9Xr/ZdPO/xX9J6GFgb3z4jrNfZ46M7ZAX12RaQ9FQlHme29nlXb34lpu3D4FEo8ZcyaWMSwnGHHHbwyfUoh85avp5nwX2EtbUECgSDTpxT2cu/laO3/is7N7pvX2LtzdkCfXRFpT0XCUQ5Pj/yZ/LMp8pRS5C5hTG73viAP//gkygjxVHQi19gdDkefvMbenbMD+uyKSHsqEo5y+9l3cOWoabgHeU5qP5Mn5uuLtZfoGnv3dPfsgD67InKYioSjfH3yHcedJ0HiS9fYu0dnB0TkRKlIkKRzotfY01wOmlsDffIau84OiMiJUJEgSedEr7HXN7QwqA/e3SAicqJUJEjSOdFr7Kk4paqISG9SkSBJR9fYRURODRUJkpR0jV1EpPc5490BERERSUwqEkRERKRDKhJERESkQyoSREREpEMauCjd1tV1E0REJLmpSJBu6c66CSIiktx0uUG6paNVFV0uJ8tWbY5310REpIepSJBuqdvXREZa7Memr62qKCLSV6hIkG7Jz8uipS0Y09bXVlUUEekrVCRIt0yfUkggEKS5NUAoFOqzqyqKiPQFGrgo3aJ1E0RE+g4VCdJtWjdBRKRv0OUGERER6ZCKBBEREemQigQRERHpkIoEERER6ZCKBBEREemQigQRERHpkIoEERER6ZCKBBEREemQigQRERHpkIoEERER6ZCKBBEREemQigQRERHpkBZ4SgBrquq0qqKIiCQcFQlxtqaqjnnL1+NyOcnJSmNvYwvzlq8HUKEgIiJxpcsNcbZs1WZcLieZ6S4cDgeZ6S5cLifLVm2Od9dERKSPU5EQZ3X7mshIiz0MGWlO6vY1xalHIiIiYSoS4iw/L4uWtmBMW0tbkPy8rDj1SEREJExFQpxNn1JIIBCkuTVAKBSiuTVAIBBk+pTCeHdNRET6OA1cjLPDgxN1d4OIiCQaFQkJYPLEfBUFIiKScHS5QURERDqkIkFEREQ6pCJBREREOqQiQURERDoUl4GLxph/BH4cebjUWvsDY8w04H4gG/iztfbuyLbnAI8DA4A3gG9Ya9uMMYXAM8BQwAK3WmsbjDEDgXnABKAW+Jy1dscpTE9ERCQlnPIzCcaYHOAhYCpwNnC5MWY28CQwBzgduNAYc0PkKc8A37bWTgIcwNci7Y8Cj1prTwNWA/dE2u8DVlprTwceAx7s/axERERSTzwuN7gir9sPSI/8sx/wWWs3WGvbCBcGNxljxgLZ1tp3Is+dG2lPB64Aytu3R/57JuEzCQDPAjdEthcREZFuOOVFgrX2AOG/+tcBW4GNwEigpt1mNcDoTtrzgf2RgqJ9O+2fE4nvBwp6IRUREZGUdsrHJBhjJgNfAcYC+wifNZgEhNpt5gCChIuYrrQTaT+8TXuOdrHjGjKkf5e2KyjI7eouk45ySz6pmhcot2SVqrmlal7HEo+Bi9cDK6y1uwCMMXOBHwCBdtsMB7YTPtMwooP2XUCeMcZlrQ1Ettke2WZbZLutxpg0IBfY3dXO7d7dQDB4dP0Rq6Agl9raA13dZVJRbsknVfMC5ZasUjW3VMzL6XR0+sdxPMYkfAhMM8b0M8Y4gNnAKsAYY9zGGBdwC+G7HjYBTcaYSyPP/UKkvRVYCXw+0v5FYGnkv5dEHhOJr4xsLyIiIt0QjzEJLxEeUPg3YA3hgYv/DnwJqAA+Jjxe4fCgxFuBB4wx64D+hO+MALgD+Lox5mPgcuDuSPs9wMXGmLWRbb7VuxmJiIikprjMk2Ct/TXw66OaVxC+JfLobT8ELuqgfRNwZQfte4Abe6SjIiIifZhmXBQREZEOqUgQERGRDqlIEBERkQ6pSBAREZEOqUgQERGRDqlIEBERkQ6pSBAREZEOqUgQERGRDqlIEBERkQ6pSBAREZEOxWVaZpGTtaaqjmWrNlO3r4n8vCymTylk8sT8eHdLRCSlqEiQpLOmqo55y9fjcjnJyUpjb2ML85avB1ChICLSg3S5QZLOslWbcbmcZKa7cDgcZKa7cLmcLFu1Od5dExFJKSoSJOnU7WsiIy32o5uR5qRuX1OceiQikppUJEjSyc/LoqUtGNPW0hYkPy8rTj0SEUlNKhIk6UyfUkggEKS5NUAoFKK5NUAgEGT6lMJ4d01EJKVo4KIkncODE3V3g4hI71KRIElp8sR8FQUiIr1MRYJIAtH8DyKSSFQkiCQIzf8gIolGAxdFEoTmfxCRRKMiQSRBaP4HEUk0KhJEEoTmfxCRRKMiQSRBaP4HEUk0GrgokiA0/4OIJBoVCSIJRPM/iEgi0eUGERER6ZCKBBEREemQigQRERHpkIoEERER6ZCKBBEREemQigQRERHpkIoEERER6ZDmSTjCBeB0Orq0cVe3S0bKLfmkal6g3JJVquaWanm1y8fVUdwRCoVOXW8S22XAynh3QkREJA4uB948ulFFwhGZwIVADRCIc19EREROBRcwAngXaD46qCJBREREOqSBiyIiItIhFQkiIiLSIRUJIiIi0iEVCSIiItIhFQkiIiLSIRUJIiIi0iEVCSIiItIhTct8HMaYfwM+F3m42Fr7Q2PMNOB+IBv4s7X27rh18CQcI7enCM8+2Rhpv9da641LB0+CMebnQBkQAp6w1t6fQseto9xS4rgBGGP+E8i31n4pVY7ZYUfllhLHzBjzKjAUaI003Q7kkgLH7Ri5fYMUOG5dpcmUOhH5groXuIrwF/Iy4HHg18BUYAuwGPgva+3SePXzRBwjt/8Gfg5cZ62tiWP3TooxZirwH8CVQDrwMVAELCT5j1tHuU0Hykny4wZgjLkGeI7w8fkmYEnyY3ZY+9wiRcJHJPkxM8Y4gK3AWGttW6QtmxQ4bh3lFmlP+uPWHbrc0Lka4F+ttS3W2lbgE2AS4LPWboh8cJ4BbopnJ09QR7kVRv550hizxhhzrzEm6T4j1trXgasix2co4TNmA0mB43aM3A6RAsfNGDOYcAH0y0jTRaTAMYNP52aMySEFjhlgIv9+yRjzoTHm26TOcftUbil03LospZM7WdbatdbadwCMMR7Cp+aDhH9gD6sBRseheyflGLktA14BvgJcTHjBj6/GrZMnwVrbaoy5l/Bf2iuAkaTAcYMOc0snNY7bH4CfAvWRxylzzPh0bsNJjWM2iPBnsBi4hvCp+EJS47h1lNsXSI3j1mUqErrAGHMmsBy4E6gmfHr+MAfhwiEptc/NhhVba2ustQeBh4EZ8e3hibPW/htQAIwhfAYoZY7bUbldk+zHzRhz75UFuQAABRdJREFUG7DFWruiXbOTFDhmHeVmra1O9mMGYK39i7X2i9bafdbaOuAJwpcsk/64HSO301LhuHWHioTjMP+/vXsLsaqK4zj+HaGUCoySsgfDrPiZd9JeHKGCGgiiIgMhCEco6SHsgmAEBkqSFKikYfUwYheSsMlA7SaWTtlFM00L/whZLxXYFSKmGLGHtcaOh30uM4rj2f4+cJg9s9dZe635z3D+e+2915LaSdnk4xGxnnSN6oqKIqOBH4eibaequm+SJkuaXVGkjf9v2GkZksZLmgaQ/5G7SdfwWz5uNfo2pwRxmwN0SNpH+pC5A7ifEsSMgr5JeqsEMUPSrHyvRb824HtKELcafRtbhrgNhJ9uqEPSGGATMCcitucff5526RrgCHAv0DVETRy0Gn1rA1ZJ2g78BcwH1g9RE0/FOGCJpFmkM5o7ScO9z7Z63Cju2w5aPG4RcWv/tqROUlL3IHC41WNWo28rgC2tHLPsYmCppJmky15zSXF7o9XjRnHfFgCvliBuTfNIQn0LgRHACkn78plAZ369SbomfIh0Z3mrKerbTOBp4BNS3/ZFxOtD2MZBiYitpDuqvwK+BHZFxAZKELcafVtKCeJWLSJ6KUHMikTE15QgZhGxmZP/Hrsi4lNKELcafdtBCeI2EH4E0szMzAp5JMHMzMwKOUkwMzOzQk4SzMzMrJCTBDMzMyvkJMHMzMwKOUkws6ZJGiVp0I9ESbpB0gt5e4aklns0zuxc4smUzOxMmkiexz8i9pCWvDazs5STBLMSk3QTaWnzH4DxpBUjO4FFwCXA1cBm0uqEzwPTSDM5vgM8ERF9ku4mrWD4N7C7ou5O4J6IuL36e0kXkea1bwf6SLN7riVNSzxS0jrSTHVrImKSpJF1jt8LLAc6SNP9PhMRaxv0+yPgt9zntcDsfKyNFfvXRMTGWvVLGg28DIzK1W6JiMUNf+lmJeLLDWblNwNYHRFTgHXAK/nnF0TExIhYBDwH/ApMzuWnAgslXU6aUnd2REwnJRvNWEqa0fM60gd/OykheRLoiYh5VeULj5/3DQd+iYiZpJGHlZJGNNGG3yNiQkSsblCuVv0PAN9FxPWk1f6uzcmM2TnDIwlm5bc/InrydhfpjP0n4OOKMrcB7RFxHPgn3zfwCHAYOBAR3+ZyL5JGHRq5BXgsIo4Bx4Ab4cRoQ5Fax1+e97+dv+4lfahfCPQ2aENPg/2Viup/F9gq6UpgG2khtD8HUKdZy/NIgln59VVst+Wvx0gL1PSrXpZ5GGlRm8r3VNd1vGrf+VXlTtQnaYykS+u0sd7xIV0mIScR1W2qpbJ/9dpaWH9E7AauAl4CxgJfSJrexHHNSsNJgln5TZM0JW/PB3YBf1SVeQ94SFKbpOG53AfATmCipKm5XGfFe44CkySNkHQeJ9+EuA2YK2lYrm8jaTShj5M//Bsd/3Q5SrqMgaQJwJT6xUHScmBxRGwCHga+ASadxjaZnfWcJJiV38/AMkkHgLuA+wrKLAAuAw7kVwDLIuIoaanf1yTtJZ1Z93uftEz1IVIysadi3xLgX2A/aRW9rRHRDXwGjJPU3czxB9vhAk8BHZIOku6X2NnEe1aREqyDpL4dATacxjaZnfW8CqRZieWnG9ZEhM+AzWzAfOOimbUcSTcDK2vs/jAiHj2T7TErK48kmJmZWSHfk2BmZmaFnCSYmZlZIScJZmZmVshJgpmZmRVykmBmZmaFnCSYmZlZof8AntX09SBmfZ0AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
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"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": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: cost R-squared: 0.866
Model: OLS Adj. R-squared: 0.858
Method: Least Squares F-statistic: 107.0
Date: Wed, 14 Aug 2019 Prob (F-statistic): 3.75e-15
Time: 08:54:44 Log-Likelihood: -349.07
No. Observations: 36 AIC: 704.1
Df Residuals: 33 BIC: 708.9
Df Model: 2
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 3996.6782 6603.651 0.605 0.549 -9438.551 1.74e+04
production_runs 883.6179 82.251 10.743 0.000 716.276 1050.960
machine_hours 43.5364 3.589 12.129 0.000 36.234 50.839
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.142 Durbin-Watson: 1.313
Prob(Omnibus): 0.208 Jarque-Bera (JB): 2.259
Skew: -0.609 Prob(JB): 0.323
Kurtosis: 3.155 Cond. No. 1.42e+04


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: Wed, 14 Aug 2019 Prob (F-statistic): 3.75e-15\n", "Time: 08:54:44 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": [ "
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sum_sqdfFPR(>F)
production_runs1.948557e+091.0115.4097122.611395e-12
machine_hours2.483773e+091.0147.1096021.046454e-13
Residual5.571662e+0833.0NaNNaN
\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", 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\n", 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" ] }, "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": 8, "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": 8, "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": 9, "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": 9, "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": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "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": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "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": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "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": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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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": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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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": 18, "metadata": { "scrolled": true }, "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 histogram is roughly bell-shaped so it is an indication that it is reasonable to assume that the errors have a normal distribution. \n", "\n", "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.\n", "\n", " $\\blacksquare$ " ] }, { "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": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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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": 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": [ "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.\n", "\n", " $\\blacksquare$ " ] }, { "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": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "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": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 22, "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).\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advice to Managers\n", "\n", "**An old statistics joke**\n", "\n", "A physicist, an engineer, and a statistician are on a hunting trip. They are walking through the woods when they spot a deer in the clearing. \n", "\n", "The physicist calculates the distance to the target, the velocity and drop of the bullet, adjusts, and fires, missing the deer by **five feet to the left**. \n", "\n", "The engineer looks frustrated. \"You forgot to account for the wind. Give it here.\" After licking a finger to determine the wind speed and direction, the engineer snatches the rifle and fires, missing the deer by **five feet to the right**. \n", "\n", "Suddenly, without firing a shot, the statistician cheers, \"Woo hoo! We got it!\"" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Being precisely perfect on average can mean being actually wrong each time. Regression can keep missing several feet to the left or several feet to the right. Even if it averages out to the correct answer, regression can mean never actually hitting the target. \n", "\n", "Unlike regression, machine learning predictions might be wrong on average, but when the predictions miss, they often don't miss by much. Statisticians describe this as allowing some bias in exchange for reducing variance.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Correlation vs Causation**\n", "\n", "- Correlation is not causation. Recall the sales prediction case. It's easy to say that there is a correlation between rain and monthly sales as shown by the regression. However, unless you are selling umbrellas, it might be difficult to prove that there is cause and effect.\n", "\n", "- Petabytes allow us to say: \"Correlation is enough.\" and causality is dead - [Chris Anderson](https://en.wikipedia.org/wiki/Chris_Anderson_(entrepreneur)). Given enough statistical evidence, it's no longer necessary to understand why things happen – we need only know what things happen together. \n", "\n", "What do you think?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Correlation is not causation**. \n", "When you see a correlation from a regression analysis, you cannot make assumptions. You have to go out and see what's happening in the real world. What is the physical mechanism causing the relationship. \n", "\n", "For example, go out and observe consumers buying your product in the rain, talk to them and find out what is actually causing them to make the purchase. The goal is NOT to figure out what is going on in the data but to figure out what is going on in the world.\n", "\n", "**Correlation is enough**. The beer and diapers. Some time ago, Wal-Mart runs queries on its point of sale systems with 1.2 million baskets worth in all. Many correlations appeared. Some of these were obvious. \n", "\n", "
![beer](https://bigdatabigworld.files.wordpress.com/2014/11/e595a4e98592.jpeg)
\n", "\n", "However, one correlation stood out like a sore thumb because it was so unexpected. Those queries revealed that, between 5pm and 7pm, customers tended to co-purchase beer and diapers. By moving these two items closer together, Wal-Mart reportedly saw the sales of both items increase geometrically.\n", "\n", "The key question is \"Can we take action on the basis of a correlation finding?\" The answer depends primarily on two factors:\n", "\n", "1. **Confidence that the correlation will reliably recur in the future**. The higher that confidence level, the more reasonable it is to take action in response.\n", "\n", "2. **The tradeoff between the risk and reward of acting**. If the risk of acting and being wrong is extremely high, for example, acting on even a strong correlation may be a mistake.\n", "\n", "![correlation](https://hbr.org/resources/images/article_assets/2014/03/correlation1.png)\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How do managers use it?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regression analysis is the go-to method in analytics. It helps us figure out what we can do. Mangers often uses it to\n", "\n", "- explain a phenomenon they want to understand (e.g. why did customer service calls drop last month?)\n", "\n", "- predict things about the future (e.g. what will sales look like over the next six months?)\n", "\n", "- decide what to do (e.g. should we go with this promotion or a different one?)\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What mistakes do managers make?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Managers need to scope the problem. It's managers' job to identify the factors that may have an impact and ask your analyst to look at those. If you ask a data analyst to tell you something you don't know, then you deserve what you get, which is bad analysis. It's the same principle as flipping a coin. If someone do it enough times, you will eventually think you see something interesting, like a bunch of heads all in a row.\n", "\n", "Regression analysis is very sensitive to bad data so be careful about data collecting and whether to act on the data.\n", "\n", "Don't make the mistake of ignoring the error term. If the regression explains 90% of the relationship, that is great. But if it explains 10%, and you act like it is 90%, that is not good.\n", "\n", "Don't let data replace your intuition and judgment.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regression Analysis" ] }, { "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": [ "### Influential Points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An influential point is an outlier that greatly affects the slope of the regression line.\n", "- An outlier is a data point whose response y does not follow the general trend of the rest of the data.\n", "- A data point has high leverage if it has \"extreme\" predictor x values. The lack of neighboring observations means that the fitted regression model will pass close to that particular observation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 1**:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'influence1.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'y', ['x'], printlvl=1)\n", "\n", "fig, ax = plt.subplots(figsize=(10,6), dpi=80)\n", "fig = sm.graphics.influence_plot(result, alpha = 0.05, ax = ax, criterion=\"cooks\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 2**:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'influence2.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'y', ['x'], printlvl=1)\n", "\n", "fig, ax = plt.subplots(figsize=(10,6), dpi=80)\n", "fig = sm.graphics.influence_plot(result, alpha = 0.05, ax = ax, criterion=\"cooks\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 3**:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'influence3.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'y', ['x'], printlvl=1)\n", "\n", "fig, ax = plt.subplots(figsize=(10,6), dpi=80)\n", "fig = sm.graphics.influence_plot(result, alpha = 0.05, ax = ax, criterion=\"cooks\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 4**:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'influence4.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'y', ['x'], printlvl=1)\n", "\n", "fig, ax = plt.subplots(figsize=(10,6), dpi=80)\n", "fig = sm.graphics.influence_plot(result, alpha = 0.05, ax = ax, criterion=\"cooks\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In all examples above, do they contain outliers or high leverage data points? Are identified data points influential?" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If an observation has a studentized residual that is larger than 3 (in absolute value) we can call it an outlier. \n", "\n", "**Example 1**:\n", "\n", "All of the data points follow the general trend of the rest of the data, so there are no outliers (in the $Y$ direction). And, none of the data points are extreme with respect to $X$, so there are no high leverage points. Overall, none of the data points would appear to be influential with respect to the location of the best fitting line.\n", "\n", "**Example 2**: \n", "\n", "There is one outlier, but no high leverage points. An easy way to determine if the data point is influential is to find the best fitting line twice — once with the red data point included and once with the red data point excluded. The data point is not influential.\n", "\n", "**Example 3**: \n", "\n", "The data point is not influential, nor is it an outlier, but it does have high leverage.\n", "\n", "**Example 4**: \n", "\n", "The data point is deemed both high leverage and an outlier, and it turned out to be influential too.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial Regression Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a particular independent variable $X_i$, a **partial regression** plot shows: \n", "\n", "- residuals from regressing $Y$ (the response variable) against all the independent variables except $X_i$\n", "- residuals from regressing $X_i$ against the remaining independent variables.\n", "\n", "It has a slope that is the same as the multiple regression coefficient for that predictor and also has the\n", "same residuals as the full multiple regression. So we can spot any outliers or influential points and tell whether they've affected the estimation of this particular coefficient. For the same reasons that we always look at a scatterplot before interpreting a simple regression coefficient, it's a good idea to make a partial regression plot for any multiple regression coefficient that we hope to understand or interpret." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ANOVA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider the heart attacks in rabbits study with variables:\n", "\n", "- the infarcted area (in grams) of a rabbit\n", "\n", "- the region at risk (in grams) of a rabbit\n", "\n", "- $X2$ =1 if early cooling of a rabbit, 0 if not\n", "\n", "- $X3$ =1 if late cooling of a rabbit, 0 if not\n", "\n", "The regress formula is\n", "\n", "\\begin{equation*}\n", "\\text{Infarc} = \\beta_0 + \\beta_1 \\times \\text{Area} + \\beta_2 \\times \\text{X2} + \\beta_3 \\times \\text{X3}\n", "\\end{equation*}" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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sum_sqdfFPR(>F)
Area0.6374201.032.7536010.000004
X20.2973271.015.2780500.000536
X30.0198141.01.0181380.321602
Residual0.54491028.0NaNNaN
\n", "
" ], "text/plain": [ " sum_sq df F PR(>F)\n", "Area 0.637420 1.0 32.753601 0.000004\n", "X2 0.297327 1.0 15.278050 0.000536\n", "X3 0.019814 1.0 1.018138 0.321602\n", "Residual 0.544910 28.0 NaN NaN" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(dataurl+'coolhearts.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'Infarc', ['Area','X2','X3'], printlvl=0)\n", "sm.stats.anova_lm(result, typ=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `sum_sq[Residual]` is sum of squared residuals;\n", "- `sum_sq[Area]` is `sum_sq[Residual]` - `sum_sq[Residual]` for regression `Infarc ~ X2 + X3`, i.e., regression without `Area`;\n", "- `df[Residual]` is degree of freedom $=$ total number of observations (`result.nobs`) $-$ the number of explanatory variables (`3` or `result.df_model`) $- 1 =$ `result.df_resid`;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ANOVA (analysis of variance) table for regression can be used to test hypothesis:\n", "\n", "\\begin{align}\n", "H_0:& \\text{ a subset of explanatory variables have $0$ slope} \\nonumber\\\\\n", "H_a:& \\text{ at least one variable in the subset of explanatory variables have nonzero slope} \\nonumber\n", "\\end{align}\n", "\n", "**Example 1**:\n", "\\begin{align}\n", "H_0:& \\quad \\beta_i = 0 ~ \\forall i \\in \\{1\\} \\nonumber\\\\\n", "H_a:& \\quad \\beta_i \\neq 0 \\text{ for at least one } i \\in \\{1\\}. \\nonumber\n", "\\end{align}" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The F-value is 32.754 and p-value is 0.000. Reject null hypothesis. \n", "At least one variable in {'Area'} has nonzero slope.\n" ] } ], "source": [ "df = pd.read_csv(dataurl+'coolhearts.txt', delim_whitespace=True, header=0)\n", "_ = GL_Ftest(df, 'Infarc', ['Area','X2','X3'], ['X2','X3'], 0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It shows the size of the infarct is significantly related to the size of the area at risk. The result of such F-test is always equivalent to the t-test result." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 2**:\n", "\\begin{align}\n", "H_0:& \\quad \\beta_i = 0 ~ \\forall i \\in \\{1,2,3\\} \\nonumber\\\\\n", "H_a:& \\quad \\beta_i \\neq 0 \\text{ for at least one } i \\in \\{1,2,3\\}. \\nonumber\n", "\\end{align}" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The F-value is 16.431 and p-value is 0.000. Reject null hypothesis. \n", "At least one variable in {'Area', 'X3', 'X2'} has nonzero slope.\n" ] } ], "source": [ "df = pd.read_csv(dataurl+'coolhearts.txt', delim_whitespace=True, header=0)\n", "_ = GL_Ftest(df, 'Infarc', ['Area','X2','X3'], [], 0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is also called a test for the overall fit. The F-statistics and its p value are also available from the `fvalue` and `f_pvalue` properties of the regression result in `statsmodels`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example 3**:\n", "\\begin{align}\n", "H_0:& \\quad \\beta_i = 0 ~ \\forall i \\in \\{2,3\\} \\nonumber\\\\\n", "H_a:& \\quad \\beta_i \\neq 0 \\text{ for at least one } i \\in \\{2,3\\}. \\nonumber\n", "\\end{align}" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The F-value is 8.590 and p-value is 0.001. Reject null hypothesis. \n", "At least one variable in {'X3', 'X2'} has nonzero slope.\n" ] } ], "source": [ "df = pd.read_csv(dataurl+'coolhearts.txt', delim_whitespace=True, header=0)\n", "_ = GL_Ftest(df, 'Infarc', ['Area','X2','X3'], ['Area'], 0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let $K \\subseteq N$, we have two hypothesis\n", "\\begin{align}\n", "H_0:& \\quad \\beta_i = 0 ~ \\forall i \\in K \\nonumber\\\\\n", "H_a:& \\quad \\beta_i \\neq 0 \\text{ for at least one } i \\in K. \\nonumber\n", "\\end{align}\n", "\n", "We consider two models\n", "\\begin{align}\n", "\\text{full model:} & \\quad Y = \\beta_0 + \\sum_{i \\in N} \\beta_i X_i \\nonumber\\\\\n", "\\text{reduced model:} & \\quad Y = \\beta_0 + \\sum_{i \\in K} \\beta_i X_i. \\nonumber\\\\\n", "\\end{align}\n", "\n", "Let $SSE(F)$ and $SSE(R)$ be the sum of squared errors for the full and reduced models respectively where\n", "\n", "\\begin{equation*}\n", "SSE = \\text{sum of squared residuals} = \\sum e^2_i = \\sum (Y_i - \\hat{Y}_i)^2.\n", "\\end{equation*}\n", "\n", "The general linear statistic:\n", "\n", "\\begin{equation*}\n", "F^\\ast = \\frac{SSE(R) - SSE(F)}{df_R - df_F} \\div \\frac{SSE(F)}{df_F}\n", "\\end{equation*}\n", "\n", "and $p$-value is\n", "\\begin{equation*}\n", "1 - \\text{F-dist}(F^\\ast, df_R - df_F, df_F).\n", "\\end{equation*}\n", "\n", "\n", "Why don't we perform a series of individual t-tests? For example, for the rabbit heart attacks study, we could have done the following in Example 3:\n", "\n", "- Fit the model InfSize ~ Area $+$ x2 $+$ x3 and use an individual t-test for x3.\n", "- If the test results indicate that we can drop x3 then fit the model oInfSize ~ Area $+$ x2 and use an individual t-test for x2." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we're using two individual t-tests instead of one F-test in the suggested method. It means the chance of drawing an incorrect conclusion in our testing procedure is higher. Recall that every time we do a hypothesis test, we can draw an incorrect conclusion by:\n", "\n", "- rejecting a true null hypothesis, i.e., make a type 1 error by concluding the tested predictor(s) should be retained in the model, when in truth it/they should be dropped; or\n", "- failing to reject a false null hypothesis, i.e., make a type 2 error by concluding the tested predictor(s) should be dropped from the model, when in truth it/they should be retained.\n", "\n", "Thus, in general, the fewer tests we perform the better. In this case, this means that wherever possible using one F-test in place of multiple individual t-tests is preferable.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After we have estimated a regression equation from a dataset, we can use this equation to predict the value of the dependent variable for new observations." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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meanmean_semean_ci_lowermean_ci_upperobs_ci_lowerobs_ci_upper
097180.354898697.96131195760.34193298600.36786388700.800172105659.909623
1111676.2659051135.822591109365.417468113987.114342103002.948661120349.583149
2105516.720354817.257185103853.998110107179.44259896993.161428114040.279281
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" ], "text/plain": [ " mean mean_se mean_ci_lower mean_ci_upper obs_ci_lower \\\n", "0 97180.354898 697.961311 95760.341932 98600.367863 88700.800172 \n", "1 111676.265905 1135.822591 109365.417468 113987.114342 103002.948661 \n", "2 105516.720354 817.257185 103853.998110 107179.442598 96993.161428 \n", "\n", " obs_ci_upper \n", "0 105659.909623 \n", "1 120349.583149 \n", "2 114040.279281 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(dataurl+'costs.csv', header=0, index_col='month')\n", "result = analysis(df, 'cost', ['production_runs','machine_hours'], printlvl=0)\n", "\n", "df_pred = pd.DataFrame({'machine_hours':[1430, 1560, 1520],'production_runs': [35,45,40]})\n", "predict = result.get_prediction(df_pred)\n", "predict.summary_frame(alpha=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- mean is the value calculated based on the (sample) regression line\n", "- mean (or confidence) lower and upper limits offer the confidence interval of the average of predictor with given values of explanatory variables. In other words, if we run experiments many times with given values of explanatory variables, we have 95% confidence that the mean of the dependent variable will be in this interval.\n", "- obs (or prediction) lower and upper limits offer the confidence interval of a single prediction. In other words, if we run one experiment with given values of explanatory variables, we have 95% confidence that the value of the dependent variable will be in this interval." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross Validation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fit from a regression analysis is often overly optimistic (over-fitted). There is no guarantee that the fit will be as good when th estimated regression equation is applied to new data.\n", "\n", "To validate the fit, we can gather new data, predict the dependent variable and compare with known values of the dependent variable. However, most of the time we cannot obtain new independent data to validate our model. An alternative is to partition the sample data into a training set and testing (validation) set.\n", "\n", "The simplest approach to cross-validation is to partition the sample observations randomly with 50% of the sample in each set or 60%/40% or 70%/30%. " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation R-squared:\t\t0.773\n", "Validation StErr of Est:\t5032.718\n" ] } ], "source": [ "df = pd.read_csv(dataurl+'costs.csv', header=0, index_col='month')\n", "result = analysis(df, 'cost', ['production_runs','machine_hours'], printlvl=0)\n", "\n", "df_validate = pd.read_csv(dataurl+'validation.csv', header=0)\n", "predict = result.get_prediction(df_validate)\n", "df_validate['predict'] = predict.predicted_mean\n", "r2 = np.corrcoef(df_validate.cost,df_validate.predict)[0,1]**2\n", "stderr = np.sqrt(((df_validate.cost - df_validate.predict)**2).sum()/df_validate.shape[0]-3)\n", "print('Validation R-squared:\\t\\t{:.3f}'.format(r2))\n", "print('Validation StErr of Est:\\t{:.3f}'.format(stderr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$K$-fold cross-validation can also be used. This partitions the sample dataset into $K$ subsets with equal size. For each subset, we use it as testing set and the remaining $K-1$ subsets as training set. We then calculate the sum of squared prediction errors, and combine the $K$ estimates of prediction error to produce a $K$-fold cross-validation estimate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multicollinearity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Multicollinearity exists when two or more of the predictors in a regression model are moderately or highly correlated with one another. The exact linear relationship is fairly simple to spot because regression packages will typically respond with an error message. A more common and serious problem is multicollinearity, where explanatory variables are highly, but not exactly, correlated.\n", "\n", "There are two types of multicollinearity:\n", "\n", "- Structural multicollinearity is a mathematical artifact caused by creating new predictors from other predictors — such as, creating the predictor $X^2$ from the predictor $X$.\n", "- Data-based multicollinearity, on the other hand, is a result of a poorly designed experiment, reliance on purely observational data, or the inability to manipulate the system on which the data are collected.\n", "\n", "Variance inflation factor (VIF) can be used to identify multicollinearity. The VIF for $X$ is defined as 1/(1 - R-square for $X$), where R-square for $X$ variable is the usual R-square value from a regression with that $X$ as the dependent variable and the other $X$'s as the explanatory variables." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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VIF FactorFeatures
01.001383gender[T.Male]
131.503655age
238.153090experience
35.594549seniority
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" ], "text/plain": [ " VIF Factor Features\n", "0 1.001383 gender[T.Male]\n", "1 31.503655 age\n", "2 38.153090 experience\n", "3 5.594549 seniority" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "dropping 'experience' at index: 2\n", "dropping 'age' at index: 1\n", "Remaining variables:\n", "Index(['gender[T.Male]', 'seniority'], dtype='object')\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.stats.outliers_influence import variance_inflation_factor \n", "from patsy import dmatrices\n", "\n", "df = pd.read_csv(dataurl+'multicollinearity.csv',header=0, index_col='person')\n", "features = \"+\".join(df.drop(columns=['salary']).columns)\n", "y, X = dmatrices('salary ~' + features, df, return_type='dataframe')\n", "VIF = pd.DataFrame()\n", "VIF[\"VIF Factor\"] = [variance_inflation_factor(X.values, i) for i in range(1,X.shape[1])]\n", "VIF[\"Features\"] = X.drop(columns=['Intercept']).columns\n", "display(VIF)\n", "\n", "def calculate_vif_(X, thresh=5.0):\n", " cols = X.columns\n", " variables = np.arange(X.shape[1])\n", " dropped=True\n", " while dropped:\n", " dropped=False\n", " c = X[cols[variables]].values\n", " vif = [variance_inflation_factor(c, ix) for ix in np.arange(c.shape[1])]\n", "\n", " maxloc = vif.index(max(vif))\n", " if max(vif) > thresh:\n", " print('dropping \\'' + X[cols[variables]].columns[maxloc] + '\\' at index: ' + str(maxloc))\n", " variables = np.delete(variables, maxloc)\n", " dropped=True\n", "\n", " print('Remaining variables:')\n", " print(X.columns[variables])\n", "\n", "calculate_vif_(X.drop(columns=['Intercept']))\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regression Modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Categorical Variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The only meaningful way to summarize categorical data is with counts of observations in the categories. We consider a bank's employee data." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "84aa2fe7f1144c378895cf7d832ccf13", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='Column:', options=('education', 'grade', 'years1', 'years2', 'age'…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_salary = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n", "interact(plot_hist,\n", " column=widgets.Dropdown(options=df_salary.columns[:-1],value=df_salary.columns[0],\n", " description='Column:',disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To analyze whether the bank discriminates against females in terms of salary, we consider regression model:\n", "\n", "$$\\text{salary} \\sim \\text{years of experience with this bank (year1)} + \\text{years of work experience prior to this bank (year2)} + \\text{gender}$$" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: salary R-squared: 0.492
Model: OLS Adj. R-squared: 0.485
Method: Least Squares F-statistic: 65.93
Date: Wed, 14 Aug 2019 Prob (F-statistic): 7.61e-30
Time: 08:55:10 Log-Likelihood: -2164.5
No. Observations: 208 AIC: 4337.
Df Residuals: 204 BIC: 4350.
Df Model: 3
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 3.549e+04 1341.022 26.466 0.000 3.28e+04 3.81e+04
C(gender, Treatment('Male'))[T.Female] -8080.2121 1198.170 -6.744 0.000 -1.04e+04 -5717.827
years1 987.9937 80.928 12.208 0.000 828.431 1147.557
years2 131.3379 180.923 0.726 0.469 -225.381 488.057
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Omnibus: 15.654 Durbin-Watson: 1.286
Prob(Omnibus): 0.000 Jarque-Bera (JB): 25.154
Skew: 0.434 Prob(JB): 3.45e-06
Kurtosis: 4.465 Cond. No. 34.6


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: salary R-squared: 0.492\n", "Model: OLS Adj. R-squared: 0.485\n", "Method: Least Squares F-statistic: 65.93\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 7.61e-30\n", "Time: 08:55:10 Log-Likelihood: -2164.5\n", "No. Observations: 208 AIC: 4337.\n", "Df Residuals: 204 BIC: 4350.\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "==========================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------------------\n", "Intercept 3.549e+04 1341.022 26.466 0.000 3.28e+04 3.81e+04\n", "C(gender, Treatment('Male'))[T.Female] -8080.2121 1198.170 -6.744 0.000 -1.04e+04 -5717.827\n", "years1 987.9937 80.928 12.208 0.000 828.431 1147.557\n", "years2 131.3379 180.923 0.726 0.469 -225.381 488.057\n", "==============================================================================\n", "Omnibus: 15.654 Durbin-Watson: 1.286\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 25.154\n", "Skew: 0.434 Prob(JB): 3.45e-06\n", "Kurtosis: 4.465 Cond. No. 34.6\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:8079.39743\n", "\n", "\n", "ANOVA Table:\n", "\n" ] }, { "data": { "text/html": [ "
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sum_sqdfFPR(>F)
C(gender, Treatment('Male'))2.968701e+091.045.4787531.556196e-10
years19.728975e+091.0149.0421704.314965e-26
years23.439940e+071.00.5269794.687119e-01
Residual1.331644e+10204.0NaNNaN
\n", "
" ], "text/plain": [ " sum_sq df F PR(>F)\n", "C(gender, Treatment('Male')) 2.968701e+09 1.0 45.478753 1.556196e-10\n", "years1 9.728975e+09 1.0 149.042170 4.314965e-26\n", "years2 3.439940e+07 1.0 0.526979 4.687119e-01\n", "Residual 1.331644e+10 204.0 NaN NaN" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.5240384615384616, pvalue=1.0087139661949263e-53)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n", "result = analysis(df, 'salary', ['years1', 'years2', 'C(gender, Treatment(\\'Male\\'))'], printlvl=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The regression is equivalent to fit data into two separate regression functions. However, it is usually easier and more efficient to answer research questions concerning the binary predictor variable by using one combined regression function." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5dd4186de02b45b4a3c66474ab2334c6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='Column:', options=('years1', 'years2', 'age', 'education'), value=…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def update(column):\n", " df = pd.read_csv(dataurl+'salaries.csv', header=0, index_col='employee')\n", " sns.lmplot(x=column, y='salary', data=df, fit_reg=True, hue='gender', legend=True, height=6);\n", "\n", "interact(update,\n", " column=widgets.Dropdown(options=['years1', 'years2', 'age', 'education'],value='years1',\n", " description='Column:',disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interaction Variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interaction with Categorical Variable**\n", "\n", "**Example**: consider salary data with interaction `gender*year1`" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: salary R-squared: 0.639
Model: OLS Adj. R-squared: 0.633
Method: Least Squares F-statistic: 120.2
Date: Wed, 14 Aug 2019 Prob (F-statistic): 7.51e-45
Time: 08:55:12 Log-Likelihood: -2129.2
No. Observations: 208 AIC: 4266.
Df Residuals: 204 BIC: 4280.
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 3.043e+04 1216.574 25.013 0.000 2.8e+04 3.28e+04
C(gender, Treatment('Male'))[T.Female] 4098.2519 1665.842 2.460 0.015 813.776 7382.727
years1 1527.7617 90.460 16.889 0.000 1349.405 1706.119
C(gender, Treatment('Male'))[T.Female]:years1 -1247.7984 136.676 -9.130 0.000 -1517.277 -978.320
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 11.523 Durbin-Watson: 1.188
Prob(Omnibus): 0.003 Jarque-Bera (JB): 15.614
Skew: 0.379 Prob(JB): 0.000407
Kurtosis: 4.108 Cond. No. 58.3


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: salary R-squared: 0.639\n", "Model: OLS Adj. R-squared: 0.633\n", "Method: Least Squares F-statistic: 120.2\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 7.51e-45\n", "Time: 08:55:12 Log-Likelihood: -2129.2\n", "No. Observations: 208 AIC: 4266.\n", "Df Residuals: 204 BIC: 4280.\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "=================================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------------------------\n", "Intercept 3.043e+04 1216.574 25.013 0.000 2.8e+04 3.28e+04\n", "C(gender, Treatment('Male'))[T.Female] 4098.2519 1665.842 2.460 0.015 813.776 7382.727\n", "years1 1527.7617 90.460 16.889 0.000 1349.405 1706.119\n", "C(gender, Treatment('Male'))[T.Female]:years1 -1247.7984 136.676 -9.130 0.000 -1517.277 -978.320\n", "==============================================================================\n", "Omnibus: 11.523 Durbin-Watson: 1.188\n", "Prob(Omnibus): 0.003 Jarque-Bera (JB): 15.614\n", "Skew: 0.379 Prob(JB): 0.000407\n", "Kurtosis: 4.108 Cond. No. 58.3\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", "ANOVA Table:\n", "\n" ] }, { "data": { "text/html": [ "
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dfsum_sqmean_sqFPR(>F)
C(gender, Treatment('Male'))1.03.149634e+093.149634e+0967.7895722.150454e-14
years11.09.726635e+099.726635e+09209.3463704.078705e-33
C(gender, Treatment('Male')):years11.03.872606e+093.872606e+0983.3501126.833545e-17
Residual204.09.478232e+094.646192e+07NaNNaN
\n", "
" ], "text/plain": [ " df sum_sq mean_sq \\\n", "C(gender, Treatment('Male')) 1.0 3.149634e+09 3.149634e+09 \n", "years1 1.0 9.726635e+09 9.726635e+09 \n", "C(gender, Treatment('Male')):years1 1.0 3.872606e+09 3.872606e+09 \n", "Residual 204.0 9.478232e+09 4.646192e+07 \n", "\n", " F PR(>F) \n", "C(gender, Treatment('Male')) 67.789572 2.150454e-14 \n", "years1 209.346370 4.078705e-33 \n", "C(gender, Treatment('Male')):years1 83.350112 6.833545e-17 \n", "Residual NaN NaN " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = ols(formula=\"salary ~ years1 + C(gender, Treatment('Male'))*years1\", data=df_salary).fit()\n", "display(result.summary())\n", "print(\"\\nANOVA Table:\\n\")\n", "display(sm.stats.anova_lm(result, typ=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: Let's consider some contrived data" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: y R-squared: 0.004
Model: OLS Adj. R-squared: -0.113
Method: Least Squares F-statistic: 0.03659
Date: Wed, 14 Aug 2019 Prob (F-statistic): 0.964
Time: 08:55:13 Log-Likelihood: -72.898
No. Observations: 20 AIC: 151.8
Df Residuals: 17 BIC: 154.8
Df Model: 2
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 3.1116 3.075 1.012 0.326 -3.377 9.600
x1 0.1969 0.765 0.257 0.800 -1.417 1.811
group 0.0733 4.667 0.016 0.988 -9.773 9.920
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 0.957 Durbin-Watson: 2.131
Prob(Omnibus): 0.620 Jarque-Bera (JB): 0.741
Skew: 0.008 Prob(JB): 0.690
Kurtosis: 2.057 Cond. No. 7.06


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: y R-squared: 0.004\n", "Model: OLS Adj. R-squared: -0.113\n", "Method: Least Squares F-statistic: 0.03659\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 0.964\n", "Time: 08:55:13 Log-Likelihood: -72.898\n", "No. Observations: 20 AIC: 151.8\n", "Df Residuals: 17 BIC: 154.8\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 3.1116 3.075 1.012 0.326 -3.377 9.600\n", "x1 0.1969 0.765 0.257 0.800 -1.417 1.811\n", "group 0.0733 4.667 0.016 0.988 -9.773 9.920\n", "==============================================================================\n", "Omnibus: 0.957 Durbin-Watson: 2.131\n", "Prob(Omnibus): 0.620 Jarque-Bera (JB): 0.741\n", "Skew: 0.008 Prob(JB): 0.690\n", "Kurtosis: 2.057 Cond. No. 7.06\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:10.04661\n", "\n" ] }, { "data": { "image/png": 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\n", 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UZds5GbdXA3N7OYeTcXsX8LEBjikiIj1QoSQiIiIiEjItf7Ns+f7tRMvLOerG/CqTREQkP6hQEhEREREJkc4yqaB8JONv/CrRESOCjiQiInIAFUoiIiIiIiHRYqtTZdLICsbf9FWiw1UmiYhIOKlQEhEREREJgZbqN9hy5/coGDWK8Td8lejw4UFHEhEROSgVSiIiIiIiAWt5Yz1b7rpDZZKIiOQMFUoiIiIiIgH6e5lUmVozqaws6EgiIiK9UqEkIiIiIhKQvevXsfWuOyg4cjTjb/wK0VKVSSIikhtUKImIiIiIBGDvutfZ+oPvq0wSEZGcpEJJRERERCTL9q57PTUyacxYjrrhK0RKS4OOJCIi0i8qlEREREREsmjv62vZ+oPvExs7lvE3fJVISUnQkURERPpNhZKIiIiISJbsXbuGrXffSWxsFeNv+IrKJBERyVkqlEREREREsqB5zWrqfngXsapxjP/yTSqTREQkp6lQEhGRUDLGlAHPA+daazcaY+4DFgB704d8y1r7u8ACioj0Q/Oa16j74Q9UJomISN4IrFDSCwURETkYY8w84B7gmIzNJwKnWWvrgkklInJoml9bxdYf/YDC8UelyqQjjgg6koiIyGELpFDSCwUREenFFcDngV8CGGOKgQnAz40x44DfkXrjwQsuoohI7/aVSUdNYPyXbyRSrDJJRETygxvQx+18obAVDnihsMYY8y1jTFDZREQkYNbay621z2VsGgM8BVwGnAycCnw2iGwiIn1Vv/JFlUkiIpK3AhmhZK29HMAY07mp84XCNcAe4HFSLxTuCSKfiIiEi7X2beD8zvvGmLuAi+jn80RlZekAJxt4ynj4wp4PlHGghDlj/YqV2Ftuo2TKZGZ88xtENc1NRETyTCgW5R6IFwoVFeFa2DCMf+AoU9+FMVcYM0E4cylT/jHGzASOsdb+Nr3JAeL9Pc+OHU0DmmugVVaWKuNhCns+UMaBEuaMTa+8TN1Pf0Tp1Ckc+fnraWjxoCV8WV3XCd3f0CIikjtCUSgNxAuF+vpmPM8f8GyHIox/4ChT34UxVxgzQThzKdP+8ujFggPcYYx5CmgGrgQeCDaSiMiBml55ibqf/phhk47m2G9+g4a9yaAjiYiIDIqwrFPU+UKh3BhTQOqFgq7wJiIiAFhr1wD/BSwH1gOvWWt/HWwqEZH9Nb38InU/+RHDJh3NuOtvIFpcHHQkERGRQROKEUrW2jXGmM4XCgXAb/VCQURErLWTMm7/EPhhcGlERA6u6aUXqbvnxwybPIXx138Zd1hR0JFEREQGVaCFkl4oiIiIiEiua3pxJXX3/oSiKVMZd92XVCaJiMiQEIoRSiIiIiIiuahx5Qtsu/cnFE19D+Ou+zLusGFBRxIREckKFUoiIiIiIoegceUKtt37U4recwzjvvgllUkiIjKkqFASEREREemnxheeZ9vP7kmVSdd9GbewMOhIIiIiWaVCSURERESkHxpXLGfbz++l6BiTGpmkMklERIYgFUoiIiIiIn3U+Pxytt13L0VmGuO+cL3KJBERGbJUKImIiIiI9MGe5cvYfv/PKJ42naprr1OZJCIiQ5oKJRERERGRXuxZ9hzbH/g5xdOOperaL6pMEhGRIU+FkoiIiIhID/Yse5btD9xH8fRjUyOTYrGgI+U8Y8ynga8DBcAd1tq7u+yfDdwLlAHPAldbaxPGmFOBO4AY8A5wsbW2wRizEFgEbE6fYpW19tLsfDYiIkOTG3QAEREREZGw2vPsUrbf/3OKj52hMmmAGGPGAd8BFgCzgSuNMcd2OexB4Fpr7TGAA1yR3n4fcKG1diawHrgpvf1E4FZr7ez0P5VJIiKDTIWSiIiIiEg3dj/7DNt/cR/Fx81MTXNTmTRQzgCestbustbuBR4FPtG50xgzESiy1r6Q3nQ/8Mn07enW2vXGmAJgHNCQ3n4S8CFjzBpjzGPGmKOy8YmIiAxlKpRERERERLrYvfQZ3v3F/RQfN4uqz38Bt0Bl0gCqAuoy7tcB4/uy31obN8bMBGqB9wMPp4/ZDdxlrZ0FPJGxXUREBonWUBIRERERybD7mad498FfcMTMWYy95lqVSQPPBfyM+w7g9XW/tXYtMNoYcxXwCPA+a+3VGft/bIy52Rgz3Fq7p6+hKipK+vdZDIDKytKsf8zDkW9547tbcUrCs8B+aTpLUXGM4SPC/7XOt5+HsMmFvCqURERERETSdj/9V9791S85YtZ7Gfu5a3ELCoKOlI9qgVMz7o8BtnbZP7brfmPMMOAsa+3v09sfBG4zxrjAvwI3W2uTGY9L9CdUfX0znuf3fuAAqawsZceOpqx9vMOVj3lj8Q6am9uzlKhnpSWFNKWz+C0ddMTD/bXOx5+HMAlLXtd1eizbNeVNRERERATY/dSTKpOy40ngg8aYSmNMMfBxYEnnTmvtJqDNGDM/velCYDEQB+42xpyQ3v6PwDJrrQecnz4PxpiLgJXp9ZlERGSQaISSiIiIiAx5DU89yY6HHuSI2XMYe9U1KpMGkbV2izHma8DTQAy411r7ojHmCeDfrLUvA58B7jHGlAGvAndaa5PGmE8BPzXGRIAtwOXp016cPv7fgXeBi7L8aYkMmIgLsXifZ2tmT8EwOgjPFEEJngolERERERnSGp78Czse/hVHzJ5D1dWfx4nqT+TBZq19CHioy7ZzMm6vBuZ287hlwAndbF8HvG/gk4oEINFO89vrg05xgJKpc6BAhZL8nZ4tRURERGTIavjLn9jxyK85Ys7xVF11jcokERGRPtIzpshBtMeTVG9qoLk1TklRAdMmllNYEAk6loiIiAyQhj//iR2/+TUlc05g7FWfU5kkIiLSD3rWFOnC932eW7OVJStrSHo+nufjug4R1+GseRNYMHMsjuMEHVNEREQOQ8Ofl7DjNw9TcsKJjL3i6j6XSSvWbWPR0g3UN7ZTUVbIBQuncMqMMYOcVkREJHxUKIl08eRLNTy+fCOxWIRYxoikRNLj8eUbATh1VlVA6WSo0Ag5EZHD01Pxs+tPi9n5P48cUpn0wOJqOhIeAPWN7TywuBpApZKIiAw5KpREMrTHk/zumbeIxSJEI+5++6IRF2KwZGUNc6eP1ot7GRS+77NsbZ1GyImIHIaeih+z+VV2PvobSk48ibGXX9WvaW6Llm7Yd85OHQmPRUs3qFASEZEhR4WSSIbqTQ0kkj6xqNvt/mjEpS2RwNY0MGvKqCynk6Fg2do6jZATETlMByt+NjzyWyq2vkTpSXMZc/lVOJH+vTlU39jer+0iIiL5rPtXzSJDVHNrHC/p93hM0vNpaolnKZEMJe3xJEtW1hx0hFwsFmHJyhra48mAEoqI5IbuCp6TG9Yyd+tLlM6dd0hlEkBFWfeXyz7YdhERkXymQkkkQ0lRAW6k5+lEEdehtLggS4lkKKne1EDS8w8okzpFIy6e52NrGrKcTEQkt3QteE7ZtZbT61fxVvkUxnz2ykMqkwAuWDjlgFHMsajLBQunHHJWERGRXKVCSSTDtInlRCMOiaTX7f5E0sN1HcyE8iwnk6GguTWO52mEnIjI4cosft63aw0Ld63ijbLJlF902SGXSZBaePvis6ftK6wqygq5+OxpWj9JRESGJK2hJJKhsCDC+adP5ddLqiHGfiNFEkmPjo4k586fpAW5ZVCUFBXguhohJyJyuDoLnnce/h9O3PUab46cypEXXsYpMw9/DbpTZoxRgSQiIoIKJZEDnHHSBJqa2liysoa2RIKk5xNxHVzX4dz5k1gwc2zQESVPTZtYTsRNjZDrbtqbRsiJiPTdMRteoKLuFUpPeR/nXHo5jquB+SIiIgNJhZJIF47jcOqsKuZOH42taaCpJU5pcQFmQrlGJsmgKiyIcNa8CamruWmEnIjIIdv5h9+x649/oOx98xl9yWdVJomIiAwCFUoiB1FYEGHWlFFBx5AhpnMEnEbIiYj0n+/71D/2+3SZtIDRl1ymMklERGSQqFASEQkRjZATETk0vu9T/4dF7Hr8j5QtOJXRF12qMklERGQQqVASEQkhjZATEek73/ep//0idv3vHylbcBqjL7pEZZKIiMggU6EkIiKhZIwpA54HzrXWbjTGnAHcDhQBj1hrvx5oQBEJBd/3qf/db9n1xOOUnXoaoy9UmSQiIpINerYVEZHQMcbMA5YBx6TvFwE/B84DpgMnGWPODi6hiISB7/vs/O3/sOuJxxl+2ukqk0RERLJIz7giIhJGVwCfB7am788F3rTWvmOtTQAPAp8MKpyIBK+zTGpY8gTDF76fI//5IpVJIiIiWRTYlDdNZRARkYOx1l4OYIzp3FQF1GUcUgeMz3IsEQkJ3/fZeP8vUmXS6R/gyM9ciOM4QccSEREZUgIplNJTGe7hwKkMC4HNwP8aY8621i4OIp+IiISOC/gZ9x3A6+9JKitLByzQYFHGwxf2fKCMh6OzTNr6+8cYc85ZTL7y8lCXSWH9OopI7vJ9H9r34jXvxG/Zg9/aiN/RAsk4eEmIFuIUDMM5YiTuiLE4pRU4jkZwysALaoRS51SGX6bv75vKAGCM6ZzKoEJJREQAaoGxGffH8PfpcH22Y0fTgAUaDJWVpcp4mMKeD5TxcPi+z47fPMzuv/yJsR85h5J/+CQ7dzYHHeugwvp17OS6DhUVJUHHEJFe+B0teM31+E31+M078Zp2Qrzt7wfEinEKj4BIDKcggp9ox2+ux9u5keQmoKCIyPgZRMYanEhBYJ+H5J9ACqXBmMoQtifDML4bpUx9F8ZcYcwE4cylTHlpJWCMMVOBd4BPkxrZKiJDhO/77HjkIXY/+RdGfPBMjr7islCXSSIytPjJOH77XkjEwUukNrqRff+cjNu4UXDcfaMrfd/D62jFa2mCjhZa39xLYnM1XvMu/Ob6/cojp2g4bvk43NJKnNJROMXDD1oS+R1teHvqSG77G8l3Xia5eS3RqScTqTx60L8eMjQEtoZSF4c9laG+vhnP83s/MAvC+G6UMvVdGHOFMROEM5cy7S9f3n221rYZYy4BfgsMA54AHg00lIhkje/77Hj4IXb/9S+MOONMKj/16VBPcxOR/Oe3NuLt2oK3Z2tqxFBHa/9P4rjgp1727srYHAdwHJziEbjl43BKKnBLRuIcMRInGuv76WPDiFQeTaTyaLzGHSTefpFE9VK83XVEJ8/FiYSlDpBcFZafoAGZyiAiIvnFWjsp4/ZfgfcGl0ZEguD7Pjt+/St2P/UkI878MJX/+E8qk0QkEL7v4zVsIbn1DfyGLamNw0pxR1ThFJXhDCuFaAzHjaaHSCTxvWRqXSMvsf/9ZBL8JDgRcF2GFRfT7rk4BUWUHTOHpu1bU6OaBohbVknBrLNJblpFsnYt8b0NFBz3IZyopsDJoQtLoaSpDCIiIiKyH9/3efehB9nz9F8p/9BZjPrkp1QmiUggvJY9JDa8gL+7DmJFRCbMJnLkFJyigVnWoKikkERzOwCR0gqcHdsH5LyZHNclevQJOCUVJKqXEl/3JAXHnaF1leSQhaJQ0lQGEREREcnke16qTHrmKco/fBajPqEySUSyz/d9klvWkdz4KrgRolPm4Y45ZkBHD2VbpHIS+B4J+xzx9U9RcNyZugqcHJJACyVNZRARERGRrnzP491f/ZI9S5+m/KxzGPXxT6pMEpGs870EiTdX4L27AbdiAtGpJ+PEioOONSAiR04GL0nizeUkN60iOumEoCNJDgrFCCUREREREegsk37BnqXPqEwSkcD4yTjx1/+C3/gukYlziBw1K+9+F0XGvAev6V2Sm9fiDh+DWz4u6EiSYzSuTURERERCwfc83n3wAfYsfYaR55yrMklEAuF7CeLrn8Jv3EHUnEZ0wnvz9ndRdPI8nOJy4tXP4re3BB1HcowKJREREREJnO95bP/l/ex5dikjP/JRKs7/eN6+gBOR8PJ9j0T1s/i764geMz81NSyPOZEo0ekLwUuQePvFoONIjtGUNxEREREJlO95bP/FfTQue46R536UivMuUJmU54wxnwa+DhQAd1hr7+6yfzZwL1AGPAtcba1NGGNOBe4AYqSuDn2xtbbBGDMC+BUwGdgB/KO1dlvWPiHJG8mNr+LV1xomjkMAACAASURBVBCdPI/I6KlBx8kKt3gEkfEzSda8htewFbe8KuhIkiM0QklEREREAuN7HtsfSJdJHz1PZdIQYIwZB3wHWADMBq40xhzb5bAHgWuttccADnBFevt9wIXW2pnAeuCm9Pb/AJ6z1k4H7gG+P7ifheSjZP1mkrWv4445hsi46UHHyarIUcfBsFISG1bie8mg40iOUKEkIiIiIoHwPY/t9/+cxuWpMmnUeeerTBoazgCestbustbuBR4FPtG50xgzESiy1r6Q3nQ/8Mn07enW2vXGmAJgHNCQ3v4RUiOUAH4NnJ0+RqRP/LYmEn97DqekguiUuUHHyTrHjRKdMhe/dQ/JLeuDjiM5QoWSiIiIiGSd73lsv+9nND6/jIqP/QOjzjs/6EiSPVVAXcb9OmB8X/Zba+PGmJlALfB+4OGuj7HWJoBGoHIwwkv+8X2fuF0Gvk/BtNNx3KG5Mkxk5FG45eNJ1q7FT3QEHUdywND8P0VEREREAuN7Htvuu5emFc9Tcd75VHz0vP32r1i3jUVLN1Df2E5FWSEXLJzCKTPGBJRWBoEL+Bn3HcDr635r7VpgtDHmKuAR4H3pYzjYY/qioqKkP4cPiMrK0qx/zMORb3nju1txSgpp2/wGHY3bKTluIcMqR2Up3YFKSwoBKCiI7LudbYnpc9n9/CKiO9+keOrx++0rKo4xfMTfv6b59vMQNrmQV4WSyBDQHk9SvamB5tY4JUUFTJtYTmFBJOhYIiKSQw6l5OnuMSdPP5JtP7uHppUrqPiHC6g492MHPOaBxdV0JFJdQH1jOw8srgZQqZQ/aoFTM+6PAbZ22T+2635jzDDgLGvt79PbHwRuS9/ekj6u1hgTBUqB+v6Eqq9vxvP83g8cIJWVpezY0ZS1j3e48jFvLN5B064GOt5YgTN8DB0jJhFvbs9Swv2VlhTSlP7Ybjy573bWRcpwRx5FyzurSYx6D040tm+X39JBRzz1Nc3Hn4cwCUte13V6LNtVKIn0Q64VM77vs2xtHUtW1pD0fDzPx3UdIq7DWfMmsGDm2LxeqyLXvl8iImF1KCVPd4/5xRPrKVn8MIXVr1Fx/sep+MhHD3jcoqUb9j2mU0fCY9HSDSqU8seTwDeNMZXAXuDjwJWdO621m4wxbcaY+dba5cCFwGIgDtxtjNlsrX0F+EdgWfphTwAXAf8JfIrUAt3xrH1GkrMSG14EL0l06il5/Xdxf0QmzsZb9UeSW98gOuG9QceREFOhJNIHuVrMLFtbx+PLNxKLRYhlFCmJpMfjyzcCcOqs/LssaK5+v0REwupQSp6uj3F8jw9vWUZh80ZGXfAJRp5zbrePq2/s/l35g22X3GOt3WKM+RrwNBAD7rXWvmiMeQL4N2vty8BngHuMMWXAq8Cd1tqkMeZTwE+NMRFSo5IuT5/2G8D9xph1wO7040V6FN/2Ft7OjUQmzMYtHh50nNBwSypwRx5Fcss6IuOOxYlofXvpngolkT7IxWKmPZ5kycoaYrEI0cj+6+9HIy7EYMnKGuZOH513o3Zy8fslIhJmh1LyZO5zfI+Pbl/Gsc0bebrieK46SJkEUFFW2O15K8qCWU9EBoe19iHgoS7bzsm4vRo44FJb1tplwAndbN8FfKzrdpGD8X2f1pcfg1gxkfHHBR0ndCJHzcRbvRlv+wYiVdOCjiMhpau8ifSit2ImFouwZGUN7fFkQAm7V72pgaTnH5C5UzTi4nk+tqah2/25qq0jkZPfLxGRMDtYmdNTydO5z/U9Prb9OY5t3shTFcfz1sQDuoD9XLBwCrHo/r+/Y1GXCxZO6WdqEZGDS7zzMokdm4hOnI0T0TiLrpzSSpySCpJb38D3s7e2mOQWFUoivcjVYqa5Nd7rwpJJz6epJb+WF1j71s6c/H6JiITZoZQ8FyycwrAIfHT7c0xv3sRTFSfwWuWsXouhU2aM4eKzp+0rpCrKCrn47GlaP0lEBozvJWh/8VEiI8bgjp4adJxQchyHSNWx+K178HfXBR1HQkpVrEgvcrWYKSkqwHV7Xico4jqUFufXnOimlo6c/H6JiIRZZ5nTn6u8nWxGUfLHVyls3sRfK07k7YlzuLgPV4br/HgqkERksMTtMvzG7RSfcQUd7fqb8GDcyknwzkskt67HLddyEXIgFUoivcjVYmbaxHIirkMi6XU7WieR9HBdBzOhPIB0g6e0OJaT3y8RkbDrT8njJxLU/fRHFL71OpWf+j987swPD3I6EZG+8b0kHaufwK08moLxM+jY8FrQkULLcSNExhqSNavxWxuDjiMhpClvIr3ILGa6E9ZiprAgwlnzJtDRkTwgeyLp0dGR5Kx5E/JuQe6ZU0fl5PdLRCRf+IkEdT/5Ec2vvkLlP32acpVJIhIiibdfwm98l9jsc3XV3z6IjDGAQ3Lbm0FHkRBSoSTSi1wuZhbMHMu58yfheT5t7Qn2tsZpa0/geT7nzp/Egpljg4444IbFojn7/RIRyXV+IsHWH99N86pXqPw/n6H8jA8FHUlEZB/f9+hY9TjuiCqik+YEHScnOIXFuCPHkXx3A77X/Ru2MnRpyptIH3QWL0tW1tCWSJD0fCKug+s6oS5mHMfh1FlVzJ0+GlvTQFNLnNLiAsyE8rwuVHL1+yUikss6y6S9r63iyE//MyM+cEbQkURE9pOsWY3XUMuw06/AcTS2oq/c0e/B2/U08a3VcPQpQceREFGhJNIHuV7MFBZEmDVlVNAxsibXv18iIrnGi8ep+/Hd7F39Gkd+5kJGvP+DQUcSETlAx+rFOKWjiE49OegoOcUdOR6ihbS/+SKFKpQkgwolkX4YasVMrtP3S0Rk8HnxOHU/+gF716zmyH++iBGnfyDoSCIiB0ju3ERy298oPPmfcFy9wdgfjhshcuRkOmrWEGtrxhlWEnQkCQmN8xMRERGRQ+LFO6j74V2pMunCi1UmiUhoxdc9CdEYBebUoKPkJHf0VPCSxDe8EHQUCRGNUBIREREZolas28aipRuob2ynoqyQCxZO4ZQZY/r0WC/ewda7f0DL62s48qJLGHHa6YMbVkTkEPltzcTfeoGCY+bjFB4RdJyc5JZUEBk5jvibzxOboTXyJEUjlCSvtceTrH5rJ8vX1rH6rZ20x5NBRxIREQmFFeu28cDiauob2wGob2zngcXVrFi3rdfHpsqku2h5fQ2jL7pUZZKIhFpH9VJIximYcWbQUXJa4dHH4737Nl7TjqCjSEhohJLkJd/3Wba2jiUra0h6Pp7n47oOEdfhrHkTWDBzLI7jBB1TRERkwPV11NGipRvoSOx/CeiOhMeipRv42OnvOej5vY4Ott59Jy3r1zH6kssYvuC0Af8cREQGiu95xNc/RaRqOpGR44KOk9NiR8+h5ZU/Et/wEkyeHHQcCQGNUJK8tGxtHY8v34jrOhQVRjmiqICiwiiu6/D48o0sW1sXdEQREZEB159RR53H9HU7pMukH3w/VSZdrDJJRMIvWfs6fnM9BcdqjbfDFSmtwK2cTOLtlUFHkZBQoSR5pz2eZMnKGmKxCNHI/j/i0YhLLBZhycoaTX/LEk07FBHJnp5GHXVVUVbY7TkOtt1rb2frXd+n5Y31jL7kswxfoIVtRST84tVLcYaVEp04J+goeaFgyly8nZuI79Ib9KIpb5KHqjc1kPR8YgXdXw40GnFpSySwNQ26pPwg0rRDEZHs68+oowsWTuGBxdX7FVCxqMsFC6cccKzX3p4amVT9BmMuvZyy980fuNAiIoPEa20ksek1CmaeiRPRS9+BEJ18Eu0vPEzz+uVgPhx0HAmYRihJ3mlujeN5fo/HJD2fppZ4lhINTZp2KCKSff0ZdXTKjDFcfPa0ffsqygq5+OxpB6y35LW3s+WuO1Jl0mUqk0QkdyT+thz8JAVG03MHiltSQWT0e9j7xvKgo0gIqKaVvFNSVIDr9jzyJeI6lBYXZCnR0NPbtENisGRlDXOnj6bwICPJRLpjjHkaOBLobISvstZqIr9IWn9GHUGqVOpuwe5OnWVSq61mzGVXUHbK+wY8s4jIYPB9n7h9Fnf0VCLlVUHHySvRKXNpf/5XFOyuwx0xNug4EiAVSpJ3pk0sJ+I6JJLeAWUGQCLp4boOZkJ5AOmGBk07lMFgjHGAY4CJ1tpE0HlEwqizHOrLVd5647W3s+X7t9P65t8Yc/mVlM07ZaDjiogMmvYtFm93HcNOuyzoKHknOul42p//FfGNqyicrUJpKFOhJHmnsCDCWfMm8PjyjRBjv1IpkfTo6Ehy7vxJGhkziDTtUAaJSf/3z8aYCuAea+0PggwkEka9jTrqi2Rra0aZdBVl804eoHQiItnRtGYpRGNEJ58UdJS845ZUEBt9NIlNr1I4+5yg40iAtIaS5KUFM8dy7vxJeJ5PW3uCva1x2toTeJ7PufMnsWCmmvTBpGmHMkjKgb8C5wMfBK42xpwZbCSR/OO1tbH+29+h9a03GXvF1SqTRCTn+MkEe994nuik43FiRUHHyUtHmLl42zfgtewJOooEKFQjlLQ2hgwUx3E4dVYVc6ePxtY00NQSp7S4ADOhXCOTskDTDocWY8xoYJ619jFjzHeBE4EvW2tXD+THsdauAFZkfNyfAecAf+nrOSorSwcy0qBQxsMX9nwQ3oyJllbeuP37NFZbzA3XM2pBuBfgDuvXMVMuZBTJN4nNa/Damimcqqm6g6X4mLk0PPsIiZrXiE1bGHQcCUhoCiWtjSGDobAgojV6AqBph0PO/aSmoX0AOAv4HnAnMKB/XRhjFgCF1tq/pjc5/P0NiD7ZsaNpICMNuMrKUmU8TGHPB+HN6LW1UnvH7bS9vQFz45fwj5kZypydwvp1zBT2jK7rUFFREnQMkQGXeGsFbnEZkfEzgo6St2JHTsQpHUVi46sqlIawME15y1wbY7Ux5tpA04jIYdG0wyGlwlr7PeBs4CFr7f1A8SB8nBHALcaYYcaYUuBi4HeD8HFEhpxkayu137uNtnfeZuxVn2PUfF3NTURyk9/RQmLTKkqOXYDjhmb8RN5xHIfoxDkkt6zDj7cFHUcCEqb/wzrXxvgCUAA8Y4yx1to+T2UQkfDQtMMhJWaMKSBVKF1sjCkGBvwtb2vt48aYecAqIALcnZ4GJyKHIdnSwpY7bqNt00bGXvk5Sk84MehIIiKHLPHOK5BMUHLcqYR3fGB+iE46nvjrfyGxeS0FWvx8SApNoXS4a2OEbbhuGOfLK1PfhTFXGDNB33KNrxqRhSR/F8avVRgzDaA/ADuA16y1rxhjXgceGowPZK39BvCNwTi3yFC0X5l01TWUHn9C0JFERA5L/K0XcMpGU1j1Hpp2NgcdJ69FxhwDsWISNWtUKA1RoSmUDndtjPr65l4vU54tYZwvr0x9F8ZcYcwE4cylTPvLxvoY1tp/N8bcY62tTW/6tLV2zaB+UBE5bMmWvWz53m201Wyi6uprKJmjMklEcpvX2khy63pis8/FcXq+4rAcPseNEB1/HMnNa/B9D8cJ04o6kg1h+o5rbQwRkRxkjHGBfzLG3J/+/f0RY4zmNYqEWLJlL7W335oukz6vMklE8kLinVfA94lOnht0lCEjOuG9+K178Oprgo4iAQhNoWStfRz4X1JrY7wC/FxrY4iI5IRbgFnAPFKjSzuv9CYiIZTcmyqT2jfXUPW5aymZc3zQkUREBkTi7Rdxho/BHTk+6ChDRmT8cQAkajQ4fSgKzZQ30NoYIiI56oPA8cAr1tpGY8yHgNcCziSSd1as28aipRuob2ynoqyQCxZO4ZQZY/p1jlSZdAsdW2qpuuYLlLx39iClFemZMebTwNdJXYznDmvt3V32zwbuBcqAZ4GrrbUJY8x8Um9axIB64DJr7SZjzEJgEbA5fYpV1tpLs/PZSBh4rY0k66o13S3L3OLhuJVHk9i8hsLjPxZ0HMmy0IxQEhGRnBW31nqdd6y17UAiwDwieWfFum08sLia+sZ2AOob23lgcTUr1m3r8zmSzc3U3vbfdGypZew116pMksAYY8YB3wEWALOBK40xx3Y57EHgWmvtMaRGv16R3v4r4HJr7ez07TvT208EbrXWzk7/U5k0xCTeeVnT3QISPWoW3rsb8Nu0CPpQo0JJJITa40lWv7WT5WvrWP3WTto69NpcQu11Y8zngYhJ+QkaoSQyoBYt3UBHwttvW0fCY9HSDX16fLK5OTUyaesWxl7zBUpmqUySQJ0BPGWt3WWt3Qs8Cnyic6cxZiJQZK19Ib3pfuCTxphC4OsZF35YA0xI3z4J+JAxZo0x5jFjzFHZ+EQkPBJvv4Sr6W6BiE6YBb5Povb1oKNIloVqypvIUOf7PsvW1rFkZQ1Jz8fzfFzXYdFzb3PGCeNZMHOshvBKGF1HavrBaGA58Cfgi4EmEskznSOT+ro9076RSXVbqbr2ixxx3KyBjifSX1VAXcb9OmBuL/vHp0fAPgj7LgjxTeD36WN2A7+x1i4yxlwNPAzMH5T0Ejqa7hYsd9TROMNKSdSspmDqyUHHkSxSoSQSIsvW1vH48o3EYhFiBX+/SJbjwOPLNwJw6qyqgNKJdM9a2wh8NugcIvmsoqyw2/Kooqywx8clm5qovf2/6airo+ra6zjiuJmDFVGkP1zAz7jvAF5f9xtjYsADpF7L/CeAtfbqzv3W2h8bY242xgy31u7pa6iKipL+fA4DorKyNOsf83CENW/jay+y1/epPP40CjMy9pY3vrsVp6Tn36PZVJrOUlAQ2Xc7TIqKYwwf0f3X990ps2nduIZRo47AccI5ESqsP78Hkwt5VSiJhER7PMmSlTXEYhGikf1/CUcjLrFYhCUra5g7fTSFBboiu4SHMebO7rZbazVKSWSAXLBwCg8srt5v2lss6nLBwikHfUyyqYnNt/038e3bqPrC9Rwx47hsRBXpi1rg1Iz7Y4CtXfaP7W6/MaYEeIzUgtznWWvj6dFK/wrcbK1NZjyuX2sG1Nc343l+7wcOkMrKUnbsaMraxztcYc7b+voKnJIK9rijcNIZ+5I3Fu+gubn3kZ7ZUFpSSFM6ixtP7rsdJn5LBx3x7r++iVHHkFz3HNttNZGK8M04DfPPb3fCktd1nR7L9nBWhyJDUPWmBpKef0CZ1CkacfE8H1vTkOVkIr2qz/jXBCxk/3eWReQwnTJjDBefPW3fiKSKskIuPnvaQa/ylmhqZPOt302VSddepzJJwuZJ4IPGmEpjTDHwcWBJ505r7SagLX1FN4ALgcXp2w8CbwGfSk+BI31hiPPT58EYcxGwMr0+k+Q5P9FOonYd0YmzNd0tQJFxMwBIbtE6SkOJRiiJhERza7zXd8WSnk9TSzxLiUT6xlr7rcz7xpibSb17LCID6JQZYw5aIGVKNDZSe9t/E393e2pk0rEzspBOpO+stVuMMV8DngZiwL3W2heNMU8A/2atfRn4DHCPMaYMeBW40xgzBzgPWA+8aowB2GqtPQe4OH38vwPvAhdl/ROTQCRq10Gyg+jE44OOMqS5JSNxR4wlsWU9sVlnBx1HskSFkkhIlBQV4Lo9v6sScR1KiwuylEjk0Fhrm9KXhBaRLEs0NlJ763eJ79zBuC9+ieLpXa/ELhIO1tqHgIe6bDsn4/Zq9l+oG2AVqfWUujvfOuB9AxxTckBi4yqIFRGpMkFHGfIi42YQr34WPxnHieg1y1DQ70LJGFMFTLHWPjcIeUSGrGkTy4m4Domk1+20t0TSw3UdzITyANKJHFyXNZQc4ATgjYDiiAxZiT17qL3tu8R37mTcF65XmSQiec/3PJI1rxGd8F4cV2MlghYdN4P4uidJbn+LaNX0oONIFvRpDSVjzOeMMQ8ZY0aRGnJ6rzHmvwY3msjQUlgQ4ax5E+joSJJIevvtSyQ9OjqSnDVvghbkljDKXENpB/BLUutdiEiWJPbsTo9M2qmRSSIyZCS3v4nf1qTpbiERqZoGjkuydl3QUSRL+lrjfhb4CPBJ4A/A54EXSF1NQUQGyIKZqQuaLFlZQ1siQdLzibgOsViEc+dP2rdfJEy6rqEkItmV2J0uk3bVM+66L1NspgUdSUQkKxKbVoEbIXrUzKCjCODEinCPnExiyzoK+UTQcSQL+loo+dba7caYM4BHrLUJY4yGSYgMMMdxOHVWFXOnj8bWNNDUEqe0uID5xx9F057WoOOJ7McY00T3V3NzSD1vlGU5ksiQk9i9m8233kyioYFx199A8TFaQ0REhgbf90lsXEWkajpOrCjoOJIWHTeDjlcfw2/fi1N4RNBxZJD1tVBqN8Z8hdSloC83xnwO0GU4RQZJYUGEWVNG7bs/LBalKcA8Igeh65CLBCixu4HNt3yXxO6G1MgklUkiMoR4u7fiN24nOuvDQUeRDJHxM+DVP5DYsp6CyScFHUcGWZ/WUAIuB44BLrbWNgAL0ttERGSIstZu6vwHjAQmABOBycCHAg0nkufiDQ1svuVmErt3M14jk0RkCEpsXAVAdOKcgJNIpsiRk6FgGMkt64OOIlnQpxFK1tpqMgoka+1nBi2RiIjkFGPMPcB5wDBgKzAVWAbcE2QukXwVb2ig9tabSezew/jrb6DoPe8JOpKISNYlNr6KW3k07hG6AnKYOG6UyFhDYosW5h4KeiyUelgfAwCtjyEiIsCZwNHAD4FvA0cBXwk0kUieiu/aRe2t3yXZuIfxX7qBoqkqk0Rk6PH2NuDteJvYiRcEHUW6ER1/HO01q/Ead+CWVQYdRwZRb1PejgNm9vBPRESkzlq7F6gGZlprnwHGBxtJJP/Ed+2i9pabSTbuYdyXblSZJCJDVmLTawBEJx0fcBLpTmTcsQAapTQE9DhCKb0uBgDGmDlACamr90RITWnQdAYREekwxpwGrAfONsY8Ter5QkQGSLy+ntpbbybZ3Jwqk6ZMDTqSiEhgEptW4ZRW4paPCzqKdMMdUYVTPCK1jtL004OOI4OoT2soaX0MERHpwVeBLwCXAP8K7AT+K8hAIvkkXr+T2lu+S3JvM+O+dBNFkycHHUlEpF9itEO8bUDO5Sc6SG59g2HmfRQmGg96XHx3K7F4R4/nipAckEyyP8dxiIybQbJmNb7v4Th9vRaY5Jo+FUpofQwREenCGPNea+1qa+0LwAvpzScbY4Zba/cEmU0kX8Trd7L5lpvx9u5l/JdvYtjRKpNEJAfF22h+a9WAnCq5qxaScZJurMdzOiWFNDe393iu4ZOPHZBMcqDo+Bkk3lyOV19DZNSkoOPIIOlrVaj1MUREpKsnjTHLjDGfMsbse4NCZZLIwIjv3JEqk1paGH/DV1QmiYgA3q5acKM4w0cHHUV6sG8dpdr1ASeRwdTXQilzfYyzjDHD0foYIiJD3TjgbuAqYJMx5lvGmKqAM4nkhfiOzjKplfFf/grDJh0ddCQRkcD5vo/XsAV3xBgct6+TbSQIbvEI3BFVJOveCDqKDKK+FkpfJfWC4QlgNqn1MR4crFAiIhJ+1toOa+2vrbUfAE4HioCXjDG/Sb8JISKHoGPHu6kyqbWN8TfcxLBJk4KOJCISCn5rI7Q14ZZrskwuiFRNI7ntTXwvEXQUGSR9qnW1PoaIiPTEWvsm8BVjzDdILcj9FH1fp09E0jp2vEvtLTfjtbcz/savMGzCxKAjiYiEhtdQC4A7Uld3ywWRqmnE1z+Ft3MTkSOnBB1HBkFfr/J2ZzfbsNZ+ceAjiYhIrjHGTAQuJXWlt7eBfwo0kEgO6ng3XSZ1tKfWTFKZJCKyH29XLU7xCJxhpUFHkT6IjJ0GQGJrtQqlPNXXd4/rM27HgHOBZwY8jYiI5AxjTCFwAfBZ4ARSU6HPsdZq9UWRfurYvp3aW2/Gi8c56savUnjUhKAjiYj8f/buPT7K8s7//+u+55ADSSBAOAQEFPUCKVTrARUoPdgutra2bA/b9qu2u611W9tltza2v7b7dbvt1rqe2mpraw9qu3Srlra7VGj1q6Kg4gkRgVwqAiEkyClAznO4798fk2ASQw4wM/fM5P18PPIg133fM/NOmJw+c32uK6f4yTj+4dcJVc8OOooMkVtSgVtZTbJhK5z5/qDjSAYMteXt33qOjTHXA/+TkUQiIpIvGoF64CfAh6y1LQHnEclLsdf3UH/j9/HjCU76yrUUnXRS0JFERHKOd6gRfA93rNZPyiehybOIv7wO30toIfUCdFz/o9baZmOMGldFREa2D1lrHws6hEg+i+3Zw64br4dEkqnX1FA0VcUkEZH+eAfrIRTGqZgQdBQZhlD17NQ6Svt2EJp4atBxJM2OZw0lh1Rrg/b/ExEZwYIoJhljPgl8E4gAt1prb892BpF0ie1pZNd/fh+8JFO/ei1FU/Squ4hIf3zfx2vajTumGscNBR1HhiE02QBd6yipoFRw3CFed6DH2z7g18BlmQolIiLSV9fM2O8CC4EzgSuNMWcEm0rk+MQaG9j1n9eD5zH1mq+pmCQiMgC/7RB0tuJW6ntlvkmtozSFZGNt0FEkA45rDSUREZEAXAQ8bK09CGCMuR/4CPDtQFOJDFPbrnp23fh98P3UzKRqrSIgIjIQr2k3AO5Yfb/MR6l1lB7XOkoFaMD/TWPMdsA/1nlr7SlpTyQiInnBGPP2gc5noCWumtRC4N0agfPS/BgiGdXZsJvtN/9nqph0zdcoqq4OOpKISM7zDtbjjKrEKRoVdBQ5DqHqWcS3/D+to1SABisPfqTr3y8AMeBnQAL4DBDNYC4REcl93esXlQLTgc2kfkbMBbaQaktLJ5feL3I4gDecO6iqKk9roExQxhOXq/na6urYftMN4DrM+96/Uzp1Ko8+t4t7Vm1lf1M74ytLuPzi2bzj7NxYmDtXP489KaNI4fMTMfwjrxOa8pago8hxemMdpa0qKBWYAQtK1trnAIwxb7HWzu9x6l+MMU9nNJmIiOQ0a+1cAGPM74DLrLVPdI3fBnwjY9MwfgAAIABJREFUAw9ZDyzqMZ4ENAznDvbta05roHSrqipXxhOUq/k6d9dTf+P3wQ0x7zvfprWogocefYW7V9USS6Tqovua2vnRvS9wpLmDC+ZMCjRvrn4ee1LGE+e6DuPGlQUdQ2RA3qEG8H21u+Wx1DpKU0k21MJZHwg6jqTRUBflHmOMqeoeGGOqgYp0hzHGfNIYs8UY84ox5ovpvn8REckI011MArDWPg9k4uWnh4B3G2OqjDGlwN8CqzPwOCJp1Vm/62gx6aSvXkvp1NQfRSvWbDtaTOoWS3isWLMtiJgiIjnJa9oNoQhO+YSgo8gJCFUbkq+/gp9MBB1F0mioK2LdCmwyxvyFVIvBe4GadAbpsXvP2UAn8IQx5hFr7ZZ0Po6IiKRduzHm06R2AHWAzwKH0v0g1trdxphvAI+Qarv+ubVWs2Ulp3Xu2kX9TTdAOMRJ13yN6KQ3Zh4dONLZ722OdVxEZKTxfR+vqQF3zGQcd6hzISQXhapnE9/8//D2bSc06bSg40iaDHWXt58YY54A3t116AZr7UtpzqLde0TSpDOepHZnEy3tccpKIsyaXklRJBR0LClcfw/8F/BzUmscPQd8MhMPZK1dDizPxH2LpFvnrl3suun7uJEIU6+5lujE3m1s4yqK+i0ejasoylZEEZGc5rcfhs5W3JPmBR1FTlCvdZRUUCoYA5Z5jTHv6vp3KTAT2NH1dnrXsXTqb/eeqUO98dq1awBIJBLU1Czj4YcfBKCjo4OammWsWfMwAK2tLdTULGPdutTmQ4cPH6amZhlPPZXq1jh48CA1Nct49tnUi9779u2lpmYZGzY8lwrV2EBNzTJefPEFAOrr66ipWcaWLan62o4d27nyyiuxthaAbdtepaZmGdu2vQqAtbXU1Cxjx47tAGzZ8hI1Ncuor68D4MUXX6CmZhmNjallQTZseI6ammXs27cXgGeffZqammUcPHgQgKeeeoKammUcPnwYgHXrHqOmZhmtrS0ArFnzMDU1y+jo6ADg4YcfpKZmGYlEaqrhgw+upqZm2dHP46pVK/n6179ydLxy5R/51reuPTr+4x/v57rr3lga5f77f8d3vvOvR8f33ruc733vjRrg8uX3cMMN3z06vueeX3Lzzd8/Ov7Vr+7kBz+48ej4zjt/wu2333p0fMcdt3HHHbcdHd9++63ceedPjo5/8IMb+dWv7jw6vvnm73PPPb88Or7hhu+yfPk9R8ff+963uffeN/4W/c53/pX77//d0fF1132D3/72t0fH3/rWtaxc+cej469//SusWrXy6LimZhkPPpjquMmF515NzTJ+9+fH+fZdz/DL36/hlu9/g1/+fg3fvusZfvfnx9P+3Lvyyiv13OuSjufeH/94/9FxOp97mWat3WqtfRswAZhorT3fWvtaVh5cJEd11O3sUUz62puKSQBLF88kGu79q1g07LJ08cxsxRQRyWleU+r3UrdSO2LmO7e4HHfsVJKNNugokkaDzVD6BPAw8KV+zvnAijRmOaHde0aNKqKqqpxEIkEkEqK8vJiqqnI6OiJEIiEqKkqoqiqnpMTpNY5EkkQiIUaPTo0dp7PXOJls7TXu7BxFJBJizJhSqqrKaW3tPT58uBSAysrU+ODBUiKR0NHx3r29x2PGdI9H9RqPHZsajx5d0u943LhRjB//xnj8+DLGjCmnoqJ7XE5ZWdnRMaQWhiwvLyYSCVFVVU44HO41BigvLyYaDR8dl5X1Nw71GBf1Oj9qVBFFRb3HxcWRXuOWljfGpaVR4vFor3Eo5Pcad2cHKCmJUlQU7TUuLX1jXFwcOfpc6G9cVBTuNY5Gw5SV9RyHej1e6nxxr3H3cwvo9VzL5HMPYOzYwZ97LR0JnnhpD+MmzcAviRAOOYwqiVAUDfHES7uIdyTS+twDBn3uVVWVU1xcnLXnXvf/Xz4+9/o+19Lx3MvGYqvGmEnAL4DTgIVd7dGfttY2DnxLkcLUUbeT+ptuwC0qShWTJvS/7kf3wtsr1mzjwJFOxlUUsXTxzMAX5BbJBmPMJ4FvAhHgVmvt7X3On0lq5msF8BhwlbU2YYxZANxCqvX5APD31tqdxpgxpGbLngLsAz5mrd2TtQ9IMsJv2o1TUoFTrN0SC0Fo8izitY/hJxM4oaGuviO5zPF9f/Cr+jDGRKy18XQGMcZcASyy1n62a/wtwLHWDtbyNgPYfuBAC543/I8lE3JxRw9lGrpczDWUTJ3xJN++6xlc1yEcevPkw0TSw/N8/vXT56at/S1fP1fZFmSmHjv4nExqhmnaGWNWAKuAq4FzgO8Ab7HWvj8Tj3ccZgDbQbu8pUOuZww6X0fdTupvvAG3uIipX/0a0ao3F5OCzjgUypgeuZ4xGz8j+tO1dupaeqydCnyi59qpxpiXgM9aa58yxvwCeLZrGY4dwAettS8aY/4euNRae6kx5jag3lp7vTHmMuASa+3HhxhpBgH8PZHrz4++TiRvNH6Yllc3DOs2vpcg9uRvcSeeRuTU84f9mOVlRTS3DLwm3ehTzuDwa7mxZG/PvLmUq6eyU88iFhkNHN/zIb79OToe/BElH/wG4Sy3vY2kr7d0GuznxJBWNjPGLDTGfNMYEzXGrAcOG2OG+g16qLR7j8gJqN3ZRNLz+y0mAYRDLp7nY+uaspxMRoAZ1to7Ac9aG7fWXgtMCzqUSLZ17NzRVUwqPmYxSUSAHmunWmtbge61UwEwxkwHSqy1T3Udugv4qDGmCPimtfbFruMv8sbPm/eTmqEE8FvgYmNMJLMfhmSSf3gveEncyilBR5E0CXeto5Rs2BpwEkmXoc4z+0/gW8CHSE0tPQO4F/jdQDcaDu3eI3JiWtrjg76qlvR8mtvSOrlQBMAzxhytZBpjyhniCxYihaJjxw7qb74Bt6SEk675Gs/uTbLivnVqZRPpX39rp543yPmp1tpO4DcAXT93rgP+2Pc2Xa1xR4AqoGGoobLRJt5Xdyt7vjjevPFD7Thlw9twoLV+D3HHZfSU6Tjh46sNlg/ymJFIaNBrsqk7S67l6lZSGmX0mDeeA8N/PpQTmzCd0P5XAnnuj5Svt2waakEpZK19yBhzJ/BHa+0OY0zat4zS7j0ix6+sJILrOgNeE3Idykv1Yp2k3QpSrwqPNsZ8HvgsqRcdREaEjh3bqb/5P1PFpK9+jWdfT3L3qlpiidRSkAeOdHL3qtRmHSoqiQCDr5064HljTBS4m9TfMv/R4xqOdZuhUMvbwE6s5S1GyyDtZ33F9u7CqZhAS4dHqjNyeIbS8ubGk4Neky098+ZSrp78thixeOo5cLzPB3/C6bRvXcPePQdxQtn7u2Qkfb2lU4+Wt/7PD/F+QsaY80hNJX3QGPMWUgvoiUiOmDW9kpDrkEj2/7tTIunhug5mWmWWk0mhs9b+B/AA8AzwHuBnwGDr34kUhI7tr6UW4C4t5aSarxMZX8WKNduOFpO6xRIeK9ZsCyilSM6pByb3GE+i90yiY543xpSRWhYjTGr9pO6p17u7rsMYEwbKSXVWSB7yY234rU1qdytAoepZkIyR3KsNgQvBUGcofZfUzKFfWGu3G2O2A/+UuVgiMlxFkRBL5k9j5bodEKXXWkqJpEcsluSSBTPStiC3SDdjzD3W2suBXwedRSTTnty85+iubLNCh/ngjr9QVF7O1K9eS2TceCA1I6k/xzouMgI9BFxnjKkCWkmtnXpl98muXds6jDELrLXrgMtIbf4AqZa3V0nt+tazcvsAcDmpGUsfBx5P9yZCkj1eU6q+6FZWB5xE0i08yQAOycbao2sqSf4aUkHJWruCVEtDt1OttcnMRBKR47VwburFvNXr6+hIJEh6PiHXwXUdLlkw4+j5TOqMJ6nd2URLe5yykgizpleqiFX4zjTGONba3NhqUyRDnty852gr2+SOfSxpeIgjoWL8S/+Bk7uKSQDjKor6LR6Nq8i99TBEgnCstVONMQ8A/2qtfRb4FHCnMaYCeB74oTHmLOBSYAvwvDEGoMFa+z5S673eZYzZDBzqur3kKa9pN0SKcUaNDTqKpJlTXIY7birJhlp426VBx5ETNKSCkjFmEvAL4DRgEXCPMebT1trGgW8pItnkOA6L5lVz3uyJ2LommtvilJdGMNMyX9TxfZ+1mxpZvb6OpOfjeT6u6xByHZbMn8bCuZNxnIHXeJK81QBsNsY8BbR0H7TWfjm4SCLp193KVt2xj481PER7qJjl1e8luuEA8y9447qli2f2WkMJIBp2Wbp4ZgCpRXJTf2undhWGut/fSO+FugE28Oa1krqvPwh8MM0xJQC+7+M1NeCOnaLfHQtUaPJs4lsfwU/Gs7qOkqTfUFvefkxqB4WrgYPAC8DPSa2pJCI5pigSYt7M8YNfmEZrNzWyct0OotEQ0R7Fq0TSS7XhAYvmadpygXqy602koB040kl1+z4+3vAQbeFilk95L83hUdBnNlL3wtvdrXHa5U1EZOj8lgOQ6NT6SQUsVD2L+Et/Jbn3NbW95bmhFpRmWGvvNMZ8oasX+VpjzKZMBpPMUluSpFNnPMnq9XVEo6FeazdB11pO0VQb3nmzJ+p5VoCstf9mjCkBTgU2A8XW2raAY4mk3Wz3EEsaHqQ1XMLyKX9DS7gU6L+V7YI5k1RAEhE5DkfXTxqjFyILVaqI5JBs2KqCUp4bakHJM8Yc/SvRGFPO0HeIkxyitiTJhNqdTSQ9v9fMpJ7CIZeORAJb15T1mVOSecaY+cAfgARwIbDRGPMBa+0TwSYTSZ/2V17hg9tXcyhcyvIp7z1aTFIrm4hIenlNu3FGjcWJlgQdRTLEKRqFO+6k1DpKZwedRk7EUItCK4D/AkYbYz4PPAzcm7FUkjHdbUmu61BSFGZUSYSSojCu67By3Q7WbtKyWDJ8Le1xPG/g9ZiTnk9zmzZbKVA3AhcBB6y19aR24/lBsJFE0qftZUv9rTcSHTsW/9NXUzS2EkjNTLri4lmaiSQikiZ+IobfvFftbiNAqHo2yb2v4idiQUeREzDUXd7+wxhzGakC1HuAn1lr78xoMkk7tSVJppSVRHDdgWe2hVyH8lItulegSq21W7p228Fa+4Ax5rsBZxJJi7aXLbt/cDPhykpOuuZrnDxmDOfPPz3oWCIiBck7vAd8H7dS7W6FLlw9i/imv5Dcu41w9eyg48hxGmrLG9baXwO/7h4bY95jrX0wI6kkI9SWJJkya3olIdchkfTeVKyE1MLcrutgplUGkE6yIG6MqQR8ANNdWRLJc222lt0/vIVI5VimfvVawqPHBB1JRKSgeU27wQ3jVEwIOopkWGiyAcch2VCrglIeG7DlzRhztjHmCWPM/xpjxncdm2aMWQH8T1YSStqoLUkypSgSYsn8acRiSRJJr9e5RNIjFkuyZP40zXwrXN8B1gBTjTG/BZ7oOiaSt9pqt7L7BzcTGTuOqV/9mopJIiJZ4DU14I6ZhOPqd8ZC50RLccfPINmwNegocgIGW0Ppx8DvgdeAbxpjLgVeBEYBb81wNkkztSVJJi2cO5lLFszA83w6OhO0tsfp6EzgeT6XLJjBwrmTg44oGWKtXQksBf4vsA5YaK39fbCpRI5fW+3W1Myk8eOZes21hEePDjqSiEjB89uPQEez1k8aQUKTDcm92/ATnUFHkeM0WMvbaGvtTcaYEPAy8DHgKmvtf2c+mqSb2pIkkxzHYdG8as6bPRFb10RzW5zy0ghmWqVmJhUoY8y0HsMY8Oee56y1ddlPJXJi2rZuYfePbiUyvipVTKqoCDqSiMiI4DU1AOCooDRihKtnE39xNck9rxKeOifoOHIcBisotQFYa5PGmGLg/dbaDZmPJZnQ3Za0ct0OiNKrqNTdlnTJghn6419OSFEkpDW4Ro7NpNZNcoESoBlIAmOAvYCmpUleadu6JTUzacJEpl5TQ7hcxSQRkWzxmnZDcRlOcXnQUSRLQpNOB8cl2bBVBaU8NVhBqWd/1H4Vk/Jfd9vR6vV1dCQSJD2fkOvguo7akkRkWKy15QDGmJ8Cj3TPXjXGfBD4UJDZRIardctmGn50q4pJIiIB8L0k3uFG3KpTcJyBl+iQwuFES3CrZpBorKUo6DByXAYrKLldO/c4AD3fB7DWHsxgNskAtSWJSAacY639fPfAWvs/xpjrAswjMiytm1+i4bYfEJk4iZO+UkOoXK+Oi4hkk39kHyQTWj9pBApXzya2cTV+vAMnUhx0HBmmwRblngvs73qbCxzoMd6X2WiSSd1tSQvmTmbezPEqJonIiXCNMe/oHhhjlgDesS8XyR2tL22i4Ue3Ep00iZOuuVbFJBGRAHiHdgMO7hh1S4w0ocmzwE+S3PNK0FHkOAw4Q8laO1jBSURE5EvAfcaYGKlZrA5qeZM80PrSizTc9kOik6uZ+pUaQmVlQUcSERmRvKYGnIoqnHA06CiSZaFJp4ETSq2jdNLcoOPIMA3W8iYiIjKYccA0UjNZAV601iYCzCMyqJYXN9L44x8RrZ7C1H/5qopJIiIB8WPt+C0HCE0/K+goEgAnUow74WQSDVpHKR+poCQiIifqP6y1fwKeDzqIyFC0vPgCjT++TcUkEZEc4B1qAND6SXkg5EI0fhiA+KF2ovFYWu43MfEU2jc9RLj1ddzocayjFCkmpnJUIFRQEhGRE7XJGPMN4HGgpfugtVYFJsk5LRtfoPEntxGdMjVVTBo1KuhIIiIjmtfUAOEinLJxQUeRwSQ6aXltCwBOWREtLZ1puVvPA3yP5hceJDR26rBvX3bqWRBRQSkIKiiJiMiJmt/19tkex3zglGDiiPSv5YUNNPzkNopOmsbUf7mGUKmKSSIiQfJ9H69pN25lNY7jDH4DKUhOxQRwXPxDjXAcBSUJjgpKIiJyQqy1JwedQWQwLRuep+GO21VMEhHJIX7rQYh3qN1thHNCYZzyKrzDe4KOIsOkgpKIiBw3Y0w18HVgIalZSeuA71tr6wMNJtJDy4bnaLjjxxRPn86UZdcQKi0NOpKIiABe024A3MrqgJNI0Nwxk0jWvYif6MQJq30tX6igJCIix8UYcxLwJHA/8C2gCHgn8LQx5gJr7c4g84kAND//HI0//THF02cwZdlXjllMenLzHlas2caBI52Mqyhi6eKZXDBnUpbTioiMLF5TA86oSpyoCv0jnTt6Ekk24h3eS2jcSUHHkSFSQUlERI7Xd4CvW2t/3ePY740xz3WduyyYWCIpzc89Q+PP7kgVk/75GkIlJf1e9+TmPdy9qpZYwgPgwJFO7l5VC6CikohIhvjJOP6RvYSmnBF0FMkBTkVVah2lw42gglLecIMOICIieettfYpJAFhrfwWcl+4HM8ZcYYxpNMa80PX23XQ/hhSO5mefofGnP6F4xskDFpMAVqzZdrSY1C2W8FixZlumY4qIjFjeoT3ge1o/SQBw3DBOxYTU80LyhmYoiYjI8RpoO5b07CPb2znAv1hrf5uB+5YC0vzs06mZSafMZOqyf8EtPnYxCVIzkoZzXERETpzXtBu6iggi0NX2VvcCfrwTJ6J1lPKBZiiJiMjxSnQtyt1L17FM/CV+LnCFMWaTMeY3xpjKDDyG5Ll9j6+j8Wd3UDLz1CEVkwDGVfT/S+uxjouIyInzmnbjjpmE44aCjiI5wh0zGUC7veURFZQk6zrjSTa+up+Hn61j46v76Ywng44kIsfnDuBXxpiK7gPGmAnAr4EfZ+DxGoF/B+YBu4DbMvAYkseOPP0UL998KyUzT2XKP/3zkIpJAEsXzyQa7v0rUTTssnTxzEzEFBEZ8fz2I9DRjDtG7W7yBqd8PLghfBWU8oZa3iRrfN9n7aZGVq+vI+n5ODj4+IRchyXzp7Fw7mQcZ6AOGhHJJdbaO4wxpwK7jTFbgAhwGvDDrnWUjosx5qPALX0O11prL+pxzQ3AsBe4qaoqP95YWaOMx2ffmsfZ8/OfUTF7Fmd86/8bcM2kvj74jnIqyou5Z9VW9je1M76yhMsvns07zs7coqC5+DnsSxnTIx8yimSb19QAgFP5ponOMoI5bkjrKOUZFZQka9ZuamTluh1EoyGikRCRsEs84ZFIeqxctwOARfP0Q0Ukn1hrrzHG3ALM7zr0lLW24QTv8z7gvp7HjDGjjTH/bK3tLjQ5QGK4971vX/OJRMu4qqpyZTwOR556gj2/uJOS007njH/9Bgeb49AyvIxzpo3h+5+/oNexTH2cufg57EsZ0yPXM7quw7hxZUHHkBHIa9oNxWU4JRWDXywjijt6Msmdz+PHOnCixUHHkUGooCRZ0RlPsnp9HdFoiHCod1tBOORCFFavr+O82RMpiqiPWiSfWGt3Aysy/DAtQI0x5glr7XrgauAPGX5MyQNHnnyCPb+8k5LTDVO+/M+EiouhOR50LBEROQbfS+IdbsStmqnuBHkTd8wkkjtT6yiFqmYEHUcGoYKSZEXtziaSnk/0GMWicMilI5HA1jUxb+b4LKcTkVxnrU0aYz4G/MQYUwK8DFwecCwJ2JEn1rHnVz+nxMxiypeW4RZpEW2RfGGM+STwTVLt0rdaa2/vc/5M4OdABfAYcJW1NtHj/L8DSWvtdV3jxaRe3NjVdckGa+1nMv1xyPD5R/ZCMoGrdjfph1M2Htww3uFGFZTyQM4UlIwxVwDXA693HfqztfYbAUaSNGppj+N5/oDXJD2f5ja9qiwi/bPWPg68LegckhsOr1vL63f9QsUkkTxkjJkCfBc4m9SuoE8YYx6x1m7pcdlvgM9aa58yxvwC+BypFxVGAzcDnwBu6HH9OcCN1trvZeWDkOPmNTWA4xzd0UukJ8d1cUdPwj/UGHQUGYKcKSiR+iHwL9ba3wYdRNKvrCSC6w48pTXkOpSXRrKUSERE8tXhdY/z+l2/pHTWGVRf/WUVk0Tyz0XAw9bagwDGmPuBjwDf7hpPB0qstU91XX8X8G/AT4BLgVeAm/rc57nARGPMJ4AdwBettbuQnOM17cYpn4ATjgYdRXKUUzkZ77V6/I4WnGKt85bL3MEvyZpzgSuMMZuMMb8xxlQGHUjSZ9b0SkKuQyLp9Xs+kfRwXQczTf/tIiJybIfXPpYqJs0+g+ov/ZOKSSL5qRroOf2gEZg6lPPW2nustdcDyT73eQj4kbV2HvAA8N/pDi0nzo+147cexK2cEnQUyWHumFQ7pHfohPZ5kSzIpRlKjcCNwBPAfwC3AZ8KNJGkTVEkxJL501K7uUXptTB3IukRiyW5ZMEMLcgtIiLHdPjxNbx+968onfMWqr/4ZdyoXt0WyVMu0HMtBAfwhnH+Tay1V/V4/w5jzPXGmNHW2sNDDRXEjndVVeVZf8wTcbx544faccqK6Ni9kxhQPmUG4bLMvyBQPshjRCKhQa/Jpu4suZarW99cmcroj5pIU1EpbvMeyk+dO+j1JaVRRo8Z/Lk5Ur7esinrBSVjzEeBW/ocrrXWXtTjmhuAbcO531zb8jQX//ODzvThd51OeXkxf3j0VeIJj45YkpDrEAo5fGLJLC46d1rO7PQQ9OeqP7mYCXIzlzKJFJ5Djz3K3nvuShWTrv4ybkTFJJE8Vg8s6jGeBDT0OT95gPO9GGNc4OvA9dbanjOXEse4Sb8OHGgZdM3PdKqqKmffvuasPd6JOpG80XiMlpZO4o07IVJMm1uO09KZ5oS9lZcV0TzIY7jx5KDXZEvPvLmUq6eeuYby+T0hoycT21/PkeZ2HGfgxiq/LUYsPvBzcyR9vaWT6zoD1lqyXlCy1t4H3NfzmDFmtDHmn6213YUmhxz/ATCQXPnP7ylXMp158lhmTz0bW9eEEw7hJ5KYaZUURULs398SdDwgdz5XPeViJsjNXMrU22A/BETywaE1j7L313dR+pa5VH/xSyomieS/h4DrjDFVQCvwt8CV3SettTuNMR3GmAXW2nXAZcCqY92ZtdYzxnyY1NpK9xpjLgfWW2tbM/pRyLD4vo93qAF3THXOvIgsucutrMbbuw2/5SBOuXYBz1W5soZSC1BjjJnfNb4a+EOAeSSDiiIh5s0cz7vOmca8mePV5iYiIsd06NGH2fvruxg1d56KSSIFwlq7G/gG8AjwArDcWvu0MeYBY8w5XZd9CrjFGFMLlAE/HORurwCWGWM2A58BPpuZ9HK8/NaDEO/ArawOOorkAa2jlB9yYg0la23SGPMxUluBlgAvA5cHHEtEREQCdOiRh9n7X/cwat5bmfyPV+NGhrcT6JOb97BizTYOHOlkXEURSxfP5II5kzKUVkSGw1q7HFje59j7ery/EThvgNtf12e8GbgwvSklnbym3QAqKMmQONESnFGVeE0NcNK8oOPIMeREQQnAWvs48Lagc4iIiEjwDj38EHuX/6ZXMWk4BaInN+/h7lW1xBKpdXwPHOnk7lW1ACoqiYgEwDtYjzNqLE60NOgokifcMdUkG7biJxM4oZwpXUgPudLyJiIiIgJAU3cx6a1n9iom3b2qlgNHUguAdheInty8p9/7WLFm29FiUrdYwmPFmmHt+SEiImngdbbhH9mHO3Zq0FEkj7iV1eB7+If7/1kvwVNBSURERHJG00MPsm/5bxh15llU92hzG26BqLvwNNTjIiKSOfHdtYCvgpIMi1MxERwX71Bj0FHkGFRQEhERkZzQ9NBf2fff/8Wos95G9VVfxAm/Mb19uAWicRVFwzouIiKZE6/fAuEi7dYlw+KEwjgVE1PrKElOUkFJREREAtf017+w77+XU3bW2VR//gu9ikkw/ALR0sUziYZ7/5oTDbssXTwzPYFFRGRIfN8jtnsrbuUUHEd/fsrwuJWT8dua8GNtQUeRfugrWo5LZzzJxlf3s25TIxtf3U9nPBl0JBERyVNNf13Nvnt/S9nZ5zD58//4pmISDL9AdMGcSVxx8ayjBadxFUVccfEsLcgtIpJl3r4d+B0tuGOnBB1F8pA7JrUroNrecpOyr1DfAAAgAElEQVSWSpdh8X2ftZsaWb2+jqTn43k+rusQch2WzJ/GwrmTcRwn6JgyQnXGkzyzZQ+79xyhrCTCrOmVFEVCQccSkQEc/Msq9t/3u1Qx6XNX9VtMgjd2ZhvqLm/dt1EBSUQkWIm6jYCDW6mCkgyfUzYOwkV4TQ2EJmiWca5RQUmGZe2mRlau20E0GiLa4w/1RNJj5bodACyaVx1QOhmpehY6cRzi8aQKnSJ54ODqB9h//72UnXMukz/7+WMWk7qpQCQikn8Su14kXDUdJ1IcdBTJQ47j4I6ZjHeoAd/39Tt9jlHLmwxZZzzJ6vV1RKMhwqHeT51wyCUaDbF6fZ3a3yTrugudruswqjjMqJIIJUVhXNdh5bodrN2kKbIiuebgqj+z//57KT/3vAFnJomISP7y2g7j7dtOZOoZQUeRPOZWVkOsHb/tUNBRpA8VlGTIanc2kfT8NxWTuoVDLp7nY+uaspxMRjIVOkXyz8EHVrL/9/dRft58Jn328zghtaaKiBSiZP0mAKIqKMkJ6G6X9Jp2B5xE+tLLgTJkLe1xPM8f8Jqk59PcFs9SIpE3Cp3RY6yVFA65dCQS2Lom5s3UVrUiQTvw5//lwB9+T/l557Pjgg9w80+fGvKaSCIikl8SdS/ilIwmNG4KHNofdBzJU07RKJxRlXgHd8HUtwQdR3rQDCUZsrKSCK47cM9qyHUoL41kKZGICp0i+eTAyv9JFZPmX8COCz7A3X95hQNHOlPnjnRy96panty8J+CUIiKSDr6XJFG/ifC0eTiO/uyUE+OOnYp/eC9+ojPoKNKDvrJlyGZNryTkOiSSXr/nE0kP13Uw0yqznExGMhU6RfLDgf/9Ewf+uILy8y9g0j98jhWP7yCW6P3zJJbwWLFmW0AJRUQknZKvvwqxdkInzQs6ihQAt3Iq4OM1NQQdRXpQy5sMWVEkxJL501K7uUXptV5NIukRiyW5ZMEMbdMuWdWz0Nnf+l4qdIpk3pOb97BizbZjtq4d+N8/ceBPf6D8gguZ9JnP4rju0ZlJfR3ruIiI5JfkrhfBCRGeOgfQTHE5MU5FFYSL8A7WE6o6Oeg40kUzlGRYFs6dzCULZuB5Ph2dCVrb43R0JvA8n0sWzGDh3MlBR5QRprvQGYsl3zR7rrvQuWT+NBU6RTLkyc17uHtV7TFb1/b/6Q8c+NMfqLhwwdFiEsC4iqJ+7+9Yx0VEJL8k6jYSmnQaTrQ06ChSABzHxa2cgte0G98feLkLyR7NUJJhcRyHRfOqOW/2RGxdE81tccpLI5hplfqDXQLTXchcvb6Oto4EsXiSkOvguo4KnSIZtmLNtv5b1x59ldNefZKD//snKhYsYuIVnzlaTAJYungmd6+q7XXbaNhl6eKZWcsuIiKZ4bUcwDtYT9H8jwcdRQqIO3Yq3r7X8Jv3p2YsSeBUUMpjnfEktTubaGmPU1YSYdb07BV1iiIh7ZglOaNnoXPP4U7qGw+r0CmSJf22qPk+Z+x4moMbXqRi4SImXt67mAQcbYkbqFVORETyU6JuIwChaVo/SdLHrZwCOHgH63FVUMoJKijlId/3WbupkdXr60h6Pp7n47oOIddhyfxpLJw7GccZeJFikUJUFAlxzuyJTB+vqdUi2TKuoqh3Ucn3WXTwBRY0baJi0duZeNmn31RM6nbBnEkqIImIFKDEjudxKibijqkOOooUECdShFNRhXdwF8w4K+g4gtZQyktrNzWyct0OXNehpCjMqJIIJUVhXNdh5bodrN3UGHREEREZIZYunkk03PXrhO/z9q5iUsdbzhuwmCQiIoXJj7WTbNhKeMZZepFb0s4dOxW/9SB+Z1vQUQQVlOiMJ9n46n7WbWpk46v76Ywng440oM54ktXr64hGQ2/a0SoccolGQ6xeX5fzH4eIiBSGC+ZM4oqLZzGuPMriAxu4sGkTHXPnM/fLV6mYJCIyAiXqN4GXJDxdM0gk/dyxUwHwmuoDTiIwglve8rVtrHZnE0nPJ3qMdWHCIZeORAJb16Q1jkREJCvOP2Mip259jKYNLzF68Ts57VOXqZgkIjJCJXZswCkqIzTx1KCjSAFySishWop3sJ7QpNODjjPijdiCUnfbWDQa6lWcSSQ9Vq7bAcCiebnX89vSHsfzBt4mMen5NLfFs5RIRERGMt/32X//vTT9ZRWj3/kuJnzyspx8QUZERDLP9xIk6jam2t1cbYwi6ec4Tmq3t72v4XtJPc8CNiJfPszntrGykgiuO/Av6iHXobw0kqVEIiIyUvm+z/77ftdVTHq3ikkiIiNccs8rEGsjPP1tQUeRAuaOPQm8BP7h14OOMuKNyIJSd9tY32JSt3DIxfN8bF1TlpMNbtb0SkKuQyLp9Xs+kfRwXQczrTLLyUREZCTxfZ/99/43TX9dzZh3XcSET/4fFZNEREa4xI7nIRQmPHVO0FGkgLljJoHjpnZ7k0CNyIJSPreNFUVCLJk/jVgs+aaiUiLpEYslWTJ/GkXHWGNJRETkRPm+z77f/ZamB//CmIveQ9UnPqVikojICOf7PomdGwhNmYMTKQ46jhQwJxTBGTMZ72A9vj/w3/WSWSNyDaV8bxtbOHcyAKvX19GRSJD0fEKug+s6XLJgxtHzIiL5zBjz70DSWntd13gM8F/AKcA+4GPW2j3BJRyZUsWk5Rx66EHGXPReqj7+CRWTREQEr6kev3k/4TMvCTqKjAChsSeR2PYUftvhoKOMaCOyoNSzbay/trdcbxtzHIdF86o5b/ZEbF0TzW1xyksjmGmVmpkkInnPGDMauBn4BHBDj1PfAR631r7fGHMZ8APg4wFEHLF832f7nb9MFZPe8zdUfezvVEwSEREgtbsbQHj6mQEnkZHAHXcSbHsK78DOoKOMaCOy5a1Q2saKIiHmzRzPgrmTmTdzfM7nFREZokuBV4Cb+hx/P6kZSgC/BS42xuTmVNIC5Ps+e5f/hsY/P0Dle5eomCQiIr0kdm7AnXAKbumYoKPICOAUjcIpH493oC7oKCPaiCwoQapt7JIFM/A8n47OBK3tcTo6E3ier7YxEZEAWWvvsdZeD/TdarMaaOy6JgEcAaqyHG9EShWTfs3hR/4f1R/6IOM/+nEVk0RE5CivtQlv33bt7iZZ5Y6bjt9ygGTLwaCjjFgjsuUN1DYmIhI0Y8xHgVv6HK611l50jJv0rWA4QP9bXh5DVVX5cC4PRK5l9D2P1372cw4/8jBTln6I6Zfn/m5uufY57I8ypocyiuSGxM6udrcZZwWcREYSd9w0kjueI1a3iVDlyUHHGZFGbEGpW3fbmIiIZJe19j7gvmHcZDcwCag3xoSBcuDAcB5z377m4VyedVVV5TmV0fc89v7XPRxe8yiVF7+f0osvxXGcnMrYV659DvujjOmhjCfOdR3GjSsL5LGNMZ8EvglEgFuttbf3OX8m8HOgAngMuKprdmr3eW3ckEMSOzfgVEzAHVMddBQZQdzS0TilY4jtfJGSt34w6Dgj0ohteRMRkbzzAHB51/sfJ7VAdzzAPAXN9zz2/uZuDq95lLHvu4TxSz+S8zOTRCQ/GGOmAN8FFgJnAlcaY87oc9lvgKuttaeTmpH6ua7bjjbG/AL4Sp/ruzdumA3cSWrjBskCP9ZGcvdWwtPP0s8JyTp33DQSr2/D68jd4n0hU0FJRETyxbeA840xm4EvAF8MOE/B8j2P1399F4cfW8PY93+AcR/+W/2RICLpdBHwsLX2oLW2Fbgf+Ej3SWPMdKDEWvtU16G7gI92va+NG3JMYscG8BJETjk36CgyArnjp4Pvk9jxfNBRRqQR3/ImIiK5qbuNocf4IKD5zBnmex6v3/Mrjqx9nLGXfIBxly5VMUlE0u3oJgtdGoHzBjk/FVIbNwAYY6471n1aaxPGmO6NGxqGGiqI9r98W2Orv7x7HtlAqGI8E+e8Fcfpf75C/FA7TllRpuO9SfkgjxmJhAa9Jpu6s+Rarm59c+VCRn/UZA5VjMet30DVoksGvLYQvt5yTWAFJfU9i4iI5Bbf83j97l9xZN3jjP3ApYz74IdUTBKRTHABv8e47yYLg53vzwlv3HDgQAue5w9+YZrk+hpbffWX14+10bbtBSJz3s3+/a3HvG00HqOlpTPTEXspLyuieZDHdOPJQa/Jlp55cylXTz1zDeXzmy2R6WfS/tLD7N3ViFPcf2G4EL7egjDYWntZb3lT37OIiEju8T2P1+/65dFi0vhLP6xikohkSj0wucd4Er1nEg12vj/dGzdwvBs3yPCp3U1yQdGMM8H3iO94LugoI04Qayip71lERCRHPLl5DzW3P86Kr3yHI0+spe38ixh/6YeDjiUihe0h4N3GmCpjTCnwt8Dq7pPW2p1AhzFmQdehy4BVg9ynNm4IQPy1Z3BGjcWdcErQUWQEC42bilMxgcRrzwQdZcTJekHJWnuPtfZ6INnnVK++Z6C771lEREQy4MnNe7jngS2c/+ojzG1+jcfGnskdh6by5GZ1nItI5lhrdwPfAB4BXgCWW2ufNsY8YIw5p+uyTwG3GGNqgTLgh4PcrTZuyDI/1kay/iXCp5x7zLWTRLLBcRwip5xHcvcW7faWZRlbQ8kY81Hglj6Ha621Fx3jJifU9xzEInoDycUFtJRp6HIxVy5mgtzMpUwiQ/OHR1/hPbsf5y0t21kz9kyeHDsPEh4r1mzjgjmTgo4nIgXMWrscWN7n2Pt6vL+R3gt19739dX3G2rghy9TuJrkkfMq5xF5YSWL7c0RnvyPoOCNGxgpK1tr7gPuGcZPuvuf64+l7zvYiegPJlQW0elKmocvFXLmYCXIzlzL1NthCejJy+ckkF7zyMHNatrNm7Fk8OXbu0XMHjuTGIpsiIpK71O4mucQdNw1n9EQS29aroJRFuTQ3UX3PIiIiWeAnk+z5xc+Y07KdR8f1LiYBjKsIfhtgERHJXWp3k1zjOA6RmeeTbKjFa20KOs6IkUtf/ep7FhERyTA/mWTPz39K89PraV24hOer3trrfDTssnTxzIDSiYhIPlC7m+SiyKkXAD6JbU8FHWXEyFjL22DU9ywiIpJdfjJJ450/peXZpxn/kY9x+pL3ccXmPaxYs40DRzoZV1HE0sUztX6SiIgMSO1ukovcMZNwq04m/spTROddHHScESGwgpKIiIhkj59I0Pjzn9Ly7DOM/+jHGfs3qV+0LpgzSQUkEREZsu52t8icd6vdTXJO5NTz6XzytySbGghVVgcdp+DpO0CAOuNJNr66n3WbGtn46n4648mgI4mISAHyEwka77yDlmefoepjf3e0mCQiIjJcaneTXBaeOR8ch8SrTwYdZUTQDKUA+L7P2k2NrF5fR9Lz8Twf13UIuQ5L5k9j4dzJOI4TdEwRESkAfiJB489+Qsvzz1H18U9Q+Z6/CTqSiIjksfhrT6vdTXKWWzqGUPUZxF99iug5S/V3dYZphlIA1m5qZOW6HbiuQ0lRmFElEUqKwriuw8p1O1i7qTHoiCIiUgD8RILGn3YVk/7ukyomiYjICfHaj5Dc9RKRU89Xu5vkrMhpF+I37yO55+WgoxQ8fRfIss54ktXr64hGQ4RDvT/94ZBLNBpi9fo6tb+JiMgJ8RMJGu64nZYNz1H1iU9RedF7g44kIiJ5LvHa0+AnCZ92QdBRRI4pfPI5ECkmbh8LOkrBU0Epy2p3NpH0/DcVk7qFQy6e52PrmrKcTERECkV3Man1hQ1M+OT/ofLd7wk6koiIFID4K0/ijj2J0NiTgo4ickxOpIjIzPNIvPYMfqw96DgFTQWlLGtpj+N5/oDXJD2f5rZ4lhKJiEgh8eJxGn5yW6qY9KnLGPOui4KOJCIiBSB+sBFv7zYimp0keSBy+iJIxEi89kzQUQqaCkpZVlYSwXUHXhgs5DqUl0aylEhERAqFF4/T+JPbaN34AhM+dTlj3vnuoCOJiEiBaHnpccAhPPP8oKOIDMqdeCru6EnEX14bdJSCpoJSls2aXknIdUgkvX7PJ5IerutgplVmOZmIiOQzLx6j8cc/ovXFjUy47ArGvPNdQUcSEZEC4fs+zS+tIVQ9C7dsbNBxRAblOA5hs5DknpfxDu8JOk7BUkEpy4oiIZbMn0YslnxTUSmR9IjFkiyZP42iSCighCIikm+8eIyG22+jddOLTLjs04xZ/M6gI4mISAFJvv4qiaY9RE67MOgoIkMWOW0BOC7xWi3OnSkqKAVg4dzJXLJgBp7n09GZoLU9TkdnAs/zuWTBDBbOnRx0RBERyRNePEbDbT+k7aUXmXj5Zxiz+B1BRxIRkQKTsI/jRIoJn3Ju0FFEhswdVUl4+lnE7eP4Ca1RnAnhoAOMRI7jsGheNefNnoita6K5LU55aQQzrVIzk0REZMi8WIyG239I25bNTLziM4xetDjoSCIiUmD8eCfx156m/IwLIVIcdByRYYmc8U4SO56j1a6HCW8NOk7BUUEpQEWREPNmjg86hoiI5CEvFqPhth/QtnVLqpi08O1BRxIRkQKU2P4MxDsof+u7aA46jMgwhaacgVNexZHn/0pkiQpK6aaWNxERkTzjdXbS8KOuYtKn/17FJBERyZi4fRxn9ESKps4KOorIsDmOS2T2O+mo20yyqSHoOAVHBSUREZE84nV2svtHt9JWu4WJn/4HRi9YFHQkEREpUN6RvSQbLZHTF+E4TtBxRI5LxCwEN0x86yNBRyk4KiiJiIjkie5iUrutZdLff5bRCxYGHUlERApYvHYNOC6R0xcEHUXkuLklFZSdcWFqce5Ye9BxCooKSiIiInnA6+xk9w9v6SomfY6KC/TLvYiIZI6fTBCvfYzw9DNxR1UGHUfkhFSc+36IdxB/eW3QUQqKCkoiIiI5zuvsZPcPbqb9Zcukf/gcFRdcGHQkEREpcIkdz+F3NBOZ/c6go4icsOLqU3EnnkrspQfxPS/oOAVDBSUREZEc5nV0sPsHN9P2yss8PP0dLHu0g6/+eB1Pbt4TdDQRESlg8S2P4JRXEZo6J+goImkRnfte/CN7SdZtDDpKwVBBSUREJEe9UUx6hT9PfjtPh08C4MCRTu5eVauikoiIZETyUAPJxlois9+B4+hPRikM4Rln44waS+ylvwYdpWDou4OIiEgO8jraU21u217l4Rnv4KXS6b3OxxIeK9ZsCyidiIgUsviWR8ANETHaSVQKh+OGiMy5iGTDVpL7dwQdpyCooCQiIpJjku3t1N9yE+3bXmXylVfxTGhqv9cdONKZ5WQiIlLo/Fg7cbuW8Mnn4pZUBB1HJK2iZ7wDIiXEXngg6CgFQQUlERGRHJJsb2f3rTfRsf01Jl/5j5Sfcx7jKor6vfZYx0VERI5X/OW1EG8nOve9QUcRSTsnWkp0zrtIbH8G77CWDjhRKiiJiEhOMsb8uzHmuh7jxcaYA8aYF7refhVgvIxItLay+5Yb6dixncmf/0fKzzkXgKWLZxIN9/6RHQ27LF08M4iYIiJSoHzfI/bSQ7gTZhKacErQcUQyIvKW94AbIrZxVdBR8l446AAiIiI9GWNGAzcDnwBu6HHqHOBGa+33AgmWYcm2NjbfcAsdO3cw+fNfoPxtZx89d8GcSQCsWLONA0c6GVdRxNLFM48eFxERSYdk3Yv4R16n6NylQUcRyRi3dAwR83bitY8RPftDuKMqg46Ut1RQEhGRXHMp8ApwU5/j5wITjTGfAHYAX7TW7spytoxItrWy+5ab6KzbSfVVX6DsrLPfdM0FcyapgCQiBcMY80ngm0AEuNVae3uf82cCPwcqgMeAq6y1CWPMNOA3wATAAp+y1rYYYxYDK4DunwsbrLWfyc5HUzhiL/0VZ1Ql4ZPf/HNIpJBE5y0hvvVRYhsfoPjCTwUdJ2+p5U1ERHKKtfYea+31QLLPqUPAj6y184AHgP/OergMSLa1Un/zjXTU7cRce02/xSQRkUJijJkCfBdYCJwJXGmMOaPPZb8BrrbWng44wOe6jv8Y+LG1dhbwLPCtruPds1jP7HpTMWmYkvt3kty9hcicd+O4mncghc2tmEDk9AXEtz6C19oUdJy8pe8UIiIB64wnqd3ZREt7nLKSCLOmV1IUCQUdK+OMMR8FbulzuNZae1F/11trr+rx/h3GmOuNMaOttYeH+phVVeXHFzZDEi0tbL7+ZmL1u5j9ta8y9rxzg440JLn2eewr1/OBMqaLMuati4CHrbUHAYwx9wMfAb7dNZ4OlFhrn+q6/i7g34wxPwfeDnyox/E1wLUU8CzWbIm98GeIFBOd/c6go4hkRfSsDxJ/+QliG1ZSvPCyoOPkJRWUREQC4vs+azc1snp9HUnPx/N8XNch5DosmT+NhXMn4zhO0DEzxlp7H3DfUK41xrjA14HrrbU9Zy4lhvOY+/Y1D+fyjEq2tlJ/838S213P5H+8muTJs4DcytifqqrynM6Y6/lAGdNFGU+c6zqMG1cWxENXA409xo3AeYOcnwqMB45YaxN9jkNqFuu91toVxpirSM1iXZCB7AXJO/w6ie3PEJ13MU7RqKDjiGSFW1FFxCwiXruG6Jnvwy0bF3SkvKOCkohIQNZuamTluh1EoyGiPWYkJZIeK9ftAGDRvOqA0uUWa61njPkwqbWV7jXGXA6st9a2BhztuCRbWlLFpIbdTP7C1ZTNOzPoSCIi2eQCfo+xA3hDON/3ON23S8cs1iCKa7kyg23f07/BccNMesdSwmXHznS8eeOH2nHKio433nErH+QxI5HQoNdkU3eWXMvVrW+uXMlYUhpl9JjBn5v9PX8TF/0ddS+vxd2yiqr3/2Mm4h23XPn+MBAVlEREAtAZT7J6fR3RaIhwqPdyduGQC1FYvb6O82ZPHBHtb0N0BXCnMeb/AnuBywPOc1x6F5O+RNm8twYdSUQk2+qBRT3Gk4CGPucn93N+LzDaGBPqmq06GWhI1yzWAwda8Ly+9arMyZUZbF5rE60vPkrELKKpPQzt/Wc6kbzReIyWls4TiTls5WVFNA/ymG48Oeg12dIzby7l6qlnrqF8frPFb4sRiw/83Dz287eYyOzFNG98mORp7yJUmRsv5ubK94fBZrJqUW4RkQDU7mwi6flvKiZ1C4dcPM/H1o3cRQKttddZa6/rMd5srb3QWjvHWvvOfFwbI9nSQv1NNxBr2E311V9WMUlERqqHgHcbY6qMMaXA3wKru09aa3cCHcaY7pa1y4BV1to48Djw8a7jl3cd94APd90P+T6LNdtiGx8A3yP61ouDjiISiOjbLoVwlM719wYdJe+ooCQiEoCW9vigr4ImPZ/mtniWEkmmJZubqb/p+8QaG6i++p8Y9ZZ5QUcSEQmEtXY38A3gEeAFYLm19mljzAPGmHO6LvsUcIsxphYoA37YdfwLpHaF20JqltM3u45fASwzxmwGPgN8NjsfTX7zWg4S3/oI4dMW4FZMCDqOSCDckgqiZ15Csu4FEg21QcfJK2p5ExEJQFlJBNcdeMHtkOtQXhrJUiLJpGRzM7tuuoH463uo/tIyRs15S9CRREQCZa1dDizvc+x9Pd7fSO+FuruP7wTe0c/xzcCFaQ9a4GIvrATfp+jsDwYdRSRQ0bnvJb7lYTrX/47Qh76F42juzVAEVlAyxvw7kOxuZzDGLAZWAN0tDBustZ8JKJ6ISEbNml5JyHVIJL1+294SSQ/XdTDTKgNIJ+mUaD5C/Y03EN/7empmkopJIiKSA7zm/7+9Ow+ToyrfPv7t7tmzJySQACEkwBP2AGENyBYVBEUQUEBAFJFXFFkEF0BBfirI5gIIggiIguwiqywREyAgYkgI5EHWkBAkTBKGLDPT2/tH1SSdZnqmJ5npqpncn+vKlek61d33nKk+p+rUqeqFpOc8SbV9guSA4VHHEYlUoqqG2p2/QPM/riPz6lNU216dP0kqP6BkZoOAy4GjgF8UFE0ELnX3n1c6k4hIpdVWpzhg19HBt7nVsNqgUiabo7U1y8GTxuiG3L1cpqmJeZeFg0nfPo1+W20ddSQREREAWv59HyQS1Ozw2aijiMRC1ea7k3xlCi3P3k7VmB1J1PaLOlLsRTGP6xCCr32+rGj5zsCnzGymmd1nZhtXPpqISOXsue1IDp40hlwuT3NLhmUr0jS3ZMjl8hw8aQx7bjuy8xeR2Mo0NTHv0otJL3yfDU89XYNJIiISG9nGuWRenUb1VvuT7D806jgisZBIJKmbdCz5lqW0/OuuqOP0ChWfoeTuNwOY2flFRUuA2939bjM7GbgNmISISB+VSCTYa7tR7LLl+vjcxXy0PM2Ahmps9BDNTOrlMh9+yLzLLib9wQds+O3TaNhyq6gjiYiIAJDP52l55laobaB2R907SaRQar1NqN5qf9IvP061fYLU8DFRR4q1HhtQMrMjgCuKFs9x98ntre/uJxf8fI2ZXWRmg9z9w3Leb9iw/msetgcMHz4g6ggfo0zli2OuOGaCeObqjZk2GjW4QkmkXM/Mfo+7n3ydxqYWhg2s5bC9x7H71ht0+rzMh0uCeyY1fsCGp55Ow/gtK5BWRESkPNm5L5J99xVq9zhGl/SItKN24qFk3niO5n/eQMOhPyKR1HeZldJjNePudwB3lLOumSWBHwAXuXu2oChT7vs1Ni7t9Cu4K2X48AEsXPhR1DFWo0zli2OuOGaCeOZSptUlk4nYDbj3Bs/Mfo+bHppDayYHQGNTCzc9FHyNbEeDSpklS4LL3BY1suF3zqDBxlckr4iISDnyuQwt028jMWgDqrfaN+o4IrGUqO1H7Z7H0/zob2id8aBm8nUgFt+F5+454FDgCwBmdhzwrLsvizSYiIisk+5+8vWVg0ltWjM57n7y9ZLPySxZwjuXXkR68SI2PO1MDSaJiEjstM58mNyH71G325c060KkA9Wb7kTV2F1ofeE+sovmRx0ntmIxoBQ6HjjNzGYDJwAnRpxHRETWUY1NLV1anlWXy6MAAB0KSURBVFmymHcuuYjM4sXBzKQtrCfjiYiIdFmuaSGt/76PqjE7UbXJhKjjiMRe7aQvk6ipp/nJ68lny754ap0S2bC0u59f9Hg2sEc0aURERFYZNrC23cGjYQNrP7YsvXgx8y69iMySD9notDOp33yLSkQUEREpWz6fp/mpP0IySe0ex0QdR6RXSNYPpHav42l+9Epan7+b2l2PjDpS7MRphpKIiEgsHLb3OGqqVu8ia6qSHLb3uNWWpRctYt4lGkwSEZF4y7zxHNl3ZlI78VCS/YdGHUek16jedCLV4/eh9cUHycx7Keo4saMBJRERkSK7b70Bxx84fuWMpGEDazn+wPGr3ZC7bTAp2/QhG51+JvWbbx5VXBERkZJyyxbTPO1mksPHUr11u1+4LSIdqN3jKJKDR9E85Tpyy5dEHSdWdCc2ERGRduy+9QYlv9EtvaiReZdcTPajJjY8/bvUj9uswulEREQ6l8/naX7y95BJU7/vSSSSqagjifQ6iapa6vb/fyy/90KaH7ua+oPOJpHSUApohpKIiEiXpBsbg5lJSz/SYJKIiMRa+pUpZOe9RO1uR5Ic3P5JEhHpXGrYxtTt/VWy771Ky/Rbo44TGxpWExHpBi3pLHPeXszSFWn611czfpMh1FbrLGBfk278IJiZtGwpG55+FvVjx0YdSUREpF3ZD96i5Zk/k9poG6q32j/qOCK9XvVmu5H94C3SMx8mOWw0NeP3jjpS5DSgJCKyFvL5PNNmLeDhZ+eSzeXJ5fIkkwlSyQQH7DqaPbcdGXVE6SbpDxbyzqUXk1u2jI3OOIu6TTWYJCIi8ZRvXsqKR68kUTeQun1PIpFIRB1JpE+o3eUIcovm0TL1JpINQ6gavV3UkSKlS95ERNbCtFkLuP+pt0gmE9TXVtGvvpr62iqSyQT3P/UW02YtiDqidIP0Bwt555KLyC1fzkZnnq3BJBERia18LseKKb8jv2wx9Z88hWT9wKgjifQZiWSK+smnkBy6MSseu4rswjejjhQpDSiJiKyhlnSWh5+dS01NiqrU6s1pVSpJTU2Kh5+dS3NrJqKE0h3SC8PBpBUr2OiMs6kbs2nUkURERNqVz+dpmX4r2XdmUrvHMaRGjIs6kkifk6ipp/7A00nU9WfFQ5eTXTQ/6kiR0YCSiMgamvP2YrK5/McGk9pUpZLkcnleer2xwsmku6waTGoOZiaNGRN1JBERkZLSsx4h/dKjVG/zKWq22i/qOCJ9VrJhMA0HnQXJFCseuJjs4nVzUEkDSiIia2jpijS5XL7DdbK5PE3LWiqUSLpb03PTybU0s9GZZ1G3yZio44iIiJSUfm06LdNvo2rTidTu/qWo44j0eclBG9Bw8PeABCvuv5hs4ztRR6o4DSiJiKyh/vXVJJMd3+QylUwwsF9thRJJdxv66QMZe8kVGkwSEZFYS782neYp15IaaeFNuHWYJ1IJycEjqf/s9yCZYvnffkbm3TlRR6ootTQiImto/CZDSCUTZLK5dssz2RzJZIJtxg2rcDLpLomqKpI1NVHHEBERKSn936eDwaQNjPoDziBRpX5LpJJSg0fRcMi5JBuGsOLBS0m/Nj3qSBWjASURkTVUW53igF1H09qa/digUiabo7U1ywG7jqaupiqihCIiItJX5fN5WmY8QPOU35EaOZ76A04nUa1Z0SJRSPYfRsPnfkhqxFian7iG5um3kc9lo47V43SUIyKyFvbcdiRA8G1umQzZXJ5UMkEymeDgSWNWlouIiIh0l3w2Q8tTt5Ce8w+qxu1K3d5f08wkkYgl6vpTf9DZtDxzK+mZD5P74G3q9vk6yf5Do47WYzSgJCKyFhKJBHttN4pdtlwfn7uYj5anGdBQjY0eQm11Kup4IiIi0sfkmhay4vGryS18k5oJB1Oz82G6Z5JITCRSVdTteSypEZvSPO2PLLvzXOr2PI7qzXaLOlqP0ICSiEg3qK1Osd249aKOISIiIn1UPp8n89ozND/1RwDqJp9C9didI04lIu2p3mJPUutvzoop19L8xDWkX5tO3aRjSA4YHnW0bqUBJRERERERkRjLNS2k+ambyb4zi+SIcdTvdzLJgX3rwFSkr0kOWp+Gz51Detbfafn3vSy7/Rxqtj+Qmu0OIFFTH3W8bqEBJRERERERkRjKNy+lZcb9pGc/Bskqavc4huqt9ieR1CVuIr1BIpmiZvsDqRq3Cy3Tb6P1hb+Snv04NRMOonrLfXr9wJIGlERERERERGIkt3QR6dmP0fryFMg0U7X5JGonHkqy/7Coo4nIGkj2H0b95FPILnyTlufupOXZv9Dywn1Ub7kPNVvtS3LgiKgjrhENKImIiIiIiEQsn8uQfecl0q9OI/PWf4AcVZvuTM2Oh5AaumHU8USkG6SGb0rDQWeRff8NWmc+THrWw6RnPkRq5HiqNt+dqjE7kqwbEHXMsmlASUREREREKsrMjgbOBaqBX7r7VUXlE4DrgYHAP4GT3T1jZqOBW4ARgAPHuPtSMxsM/AkYCywEjnT39yr2C62hfMsyMu++QubtGWTnvki++SMSdQOo3mYyNdtM7nM38BWRQGrEWOonf5PcssWkX51G2qfR8s8/0DL1JlIbbM7izSaQGTSG1IhxJKpqoo5bkgaURERERESkYsxsQ+CnwE5AC/C0mU1x95cLVrsFONHdp5vZ74GvA78FrgaudvfbzOw84Dzge8D/AVPd/SAzOxb4FfDFyv1Wncs3LyW7aB658N+8xW/T+r+3gDzUNFA1enuqxu5M1cbbkUjpME1kXZDsN4TaHT5LzYSDyTXOJfPm82TmzmTx1NuBPCSrSI0YS3LEWFKDR5EcEvxL1DREHR3QgJKIiIiIiFTWZOAJd18EYGZ3AocDPwkfbwLUu/v0cP0bgQvM7HrgE8DnC5Y/STCgdFBYBnArcJWZVbt7uid/kXw2TW7RfPKZFkg3B/+3NpNb0UR++WLyy5aQW76E/NJG8suXrHpibT/qRo6lZqfPkxo1ntT640gkdWgmsq5KJBKk1tuE1HqbULvzFxg6IMn7L71AZsEcsguc9OzHSGczq9ZvGEyi/1CSDYODnxsGkagfRKK6jkR1HVTXBv+nqiCRJFE3gGT9wG7P3RdarRRAMpmIOsdq4pYHlKkr4pgrjpkgnrmUqd33TUUSIB5W/u5x3DaKKePai3s+UMbuooxrJ8I+YhSwoODxAmCXTso3AtYDmtw9U7R8teeEl8Y1AcOBd8vIs8bHEy3P/5XM68+2X1hdT7JhIMkhG5AYZaQGjSA5eCSJwSNJ1A1kvfUG0Ni4tMvvGaU13Z4TqRSp2sp+m1WipoZUbcffhpdIVVU8VymFeeOUq1BhrnLqt1ISqVRZ22ac2+Niqbp+1Gy6AzWb7gBAPpcjv2wR+ab/kf3wfXJN75Nf8SGsaCK38HXyrcs7ecEqGg77SZcvn+usn+gLA0ojAYYM6Rd1jtUMG9Y/6ggfo0zli2OuOGaCeOZSpnaNBF6POkRERrb9EIO/Q6eUce3FPR8oY3dRxm5T6T4iCeQLHieAXBnlxcspeF7xkWLxa3ZkzY8nDjwBOKHrzwv1ku1jpTXP25+B64/sfLVuVs6tjfuN3KTHc5SrMG+cchUqzNV7bh0d6PWft+EDgTFRRIES/URfGFD6F7AXwRmJbMRZRETiJkXQAfwr6iARUj8hItK+qPqIeQTtcpsNWH0m0TwKTgYUlL8PDDKzlLtnw3Xanjc/XG+emVURHOs2lplH/YSISPs67Cf6woBSCzAt6hAiIjG2rs5MaqN+QkSktCj6iMeA881sOLAM+AJwUluhu79tZs1mNsndnwKOBR5y97SZTSW42fafgeOAh8KnPRg+/llYPrUL909SPyEiUlrJfiIeFz2KiIiIiMg6wd3nA+cAU4AZwJ/d/Tkze9DMJoarHQNcYWZzgP7Ar8Pl3wROMrOXCWYVnRsuPw/Yzcxmh+ucUpnfRkRk3ZXI54svQxYRERERERERESlNM5RERERERERERKRLNKAkIiIiIiIiIiJdogElERERERERERHpEg0oiYiIiIiIiIhIl2hASUREREREREREuqQq6gC9iZn9GDgyfPiAu59dVH4IcAGQAN4ETnD3xWZ2PHAR8L+C555TwVw/Br4KLA4XXefuV5nZaOAWYATgwDHuvrSnM5nZBODGgtWHA4vdfZuerCsz+wlwOJAHfu/ulxeVTwCuBwYC/wROdvdMT9ZTmbkqvl2Vkani21RnuaLargre/1JgPXf/StHySLardZ2ZTQKuAGqARuCr7v520To1wO+BicAK4Gh3nxNB1guBrLuf307ZJsBLwOvhov+5+6crGK8tR0cZI63Hcj5LUdWjmR1N8JXm1cAv3f2qovJ224eeztXFjO2295XMGOYYCDwNHOzubxWVRV6PZWSMvB7L2F+MRT2uC8xsL+CXBH3Um8Dx4b7dYOBPwFhgIXCku78XXdJAqT41rnnbFPddcc7bWVscB8VtnJlNBi4H6oG/uPu5kQYs0F57F+e80P5xTtwzg2YolS38Y34K2AGYAOxkZocWlA8Efgsc5O7bAzOB88PiicAZ7j4h/Nedg0kd5ip4/y8VvH9bA3U1cLW7jweeB86rRCZ3n9GWBdiDYOfq5IKs3V5XZrY3sB+wXfge3zYzK1rtFuBb7r4FweDN18PlPVJP5eSKYrsqs64quk2VkyuK7aog2/7A8SWKK75dCRDsMJ4Ybg9/An7dzjqnAsvcfUvgNFYfkOxxZjbIzH4PnNnBahOBPxdsuxUdTCozY6T1SHmfpYrXo5ltCPwU2JOgLzzJzLYqWq1U+1ARZWYs1d5XMueuwDRgixKrRFqPUFbGSOuxzP3FyOtxHfIH4Fh33xZ4GTgrXP5/wNSwPb0O+FVE+YqV6lNjmbeDviuuectpiyNV3MaZWT1wA3AIsCWws5kdGF3CVUq0d0cR07xQ8jhne2KcuY0GlMq3ADjT3VvdPQ28AowuKK8GTnH3+eHjmQXlOwPHm9ksM7vFzIZUMBcEG+UPzWymmV1pZnVmVg18ArgzXOdG4IgKZmrzA+BJd58WPu6RunL3J4F9wzNtIwhm5y1rKw/PXte7+/Rw0Y3AET1cT53mIoLtqoxMUPltqtxcbSqyXQGY2VCCnYCftVMWyXa1rjOzWuBcd58ZLir83BQ6iGDHGHf/JzA8nO1SKYcA/wUu62CdnYFtzGyGmT1hZttWJtpK5WSMrB678FmKoh4nA0+4+yJ3XxZmPLytsFT7UIFcZWcMfay9r3BGCAY2TgHeLS6IST1CBxlDUddjh/tmMarHdcWW7v5y2IZtyKqZayvbU+BW4MBwnch00qfGLm+oVN8V17zltMVRK27jdgH+6+5vhvvmtxCfNqO99m4L4pu31HHOYGKcuY0GlMrk7rPbOlkz25xgCt2DBeWN7n5PWF4PfB+4NyxeAFxIMOL4DnBlpXKZWX/gPwRnPnYk2DDPA9YDmgqmMi8ANqpEpoJsg4CTCC7natOTdZU2swsIzgQ9DswvKB4Vvndhjo3owXoqJ1eE21XJTFFsU+XkKshX0e0KuBY4h1U7g4Ui267WZe7e4u63AJhZkmBW373trFrq71MR7n6zu18EZDtYrZlgB2JH4FLgXgsuMauIMjNGWY/lfpaiqMfO6iXS7a+cDB209xXl7ie6+9QSxXGoxw4zxqEey9g3i0U9rivC/ZltgXnAvsBtYdHKv0PYrjURXMIfmU761NjlDbOU6rtimZde8Plrp42LbeYS7V2OmOZt085xTmzruJDuodRFZrY18ABwlrv/t53yQcA9wIvufhOAuxdeGvcLVt3DocdzeXAfic8UrHcZwdS5qwmuzyyUq0SmAl8G7nX39wvy9mhdufuPzexi4G8EI+2/C4uSrF4fCYL6KF4O3VxPneQCotmuSmWKcpvqKFeBim1XZnYi8I67P25mX2lnlUi3q3WBmR1BcF+HQnPcfXI4YHATQV/3sRlklP77VCxjZ8/11e9Z9KCZ/Zxg2vOL3Zdw7TISbT3+lzI+S5WqxyKd1UtF6q0THWbooL3v1suG11Ic6rFDcarHDvbNYl+PvVFHbau7zwLWN7NvAH8huFw/UbRuRf8Oa9CnxjZviadEmrcDvfHzF/vMhe0dkGH1S5Jjlxc+dpyzBTGvY9CAUpdYcEO6u4DT3P22dspHAo8ATwCnh8sGEdy4rq2xSxBs0BXJFV52MNndbyh4/zTwPjDIzFLungVGUnqadrdmKvB5Cg7yerKuzGw8UOfBfXaWm9ndBLNV2swjqIM2GxDUR0/XU2e5Kr5ddZYpwm2q07oKVWy7Ar4IjDSzGcBQoL+ZXeHup4flkWxX6xJ3vwO4o3h5OCPgPoKbhx4STnku1vb3aRtgbPv7VCRjOczs2wT3/mkMF7V93rrV2mQkwnoML1Vo7OyzVKl6LDIP2KvgcXG9lGofKqnDjB2093ESh3rsUFzqsZN9s9jXY29Uot2qM7PPu3vbLJ9bWHVp1nyCup9nZlXAAIJ+LLK80GGfGsu8HYg0bwc66y/iKNZtRnF7Z8E9iuKct73jnMNZfZZdrDK30SVvZTKzjQmmdx5dYjApRTCSeLu7n+bubaOJS4GzLbiRGcC3CGaaVCQXwTfu/MLMNjWzBMG1r/eEHcFUggNigOOAhyqUiTDLTsAzBYt7sq7GAteZWW14huUQghvLAeDBtz81h40PwLHAQz1ZT+Xkimi76jATEWxTZeaq+Hbl7p909208uEnlj4D7CgaTotyuJNhBfw34oru3lFjnQYK6x8z2BJrdfW6F8pVrb+BrsPKGjSmg4t9E14nI6rELn6Uo6vExYH8zG25mDcAXgIfbCku1Dz2cqUsZKdHeVzhjh2JSj52JvB472zfrJfXYV6SBq8xsp/Dxkazan1nZnhK0a1NLnBCptFJ9alzzlhLXvJ21xXH0LGBmtll4vHI0MWkzSrR3sc0bau8451rinRnQDKWu+C5QB1xuq75Y6hrgcwQHkhsTXBdfZWZtN1F73t1PNLMjgd9acA+cV1nVkPV4Lnd/PpxK+zeCr/qcxqqzIN8EbjKzc4G5wFGVykRwvXKruze3reDu2Z6qK3d/0Mx2IbiHQRa4KxytfrAg0zEEH+SBwAus+gaLnqqnTnMRwXZVTl1FsE2V+zes6HZVStTb1brOzHYg6IhfBl4I26F33f0zZnYyMMrdfwT8BrjWzGYDLQQHUJEryvgd4EYzO47goPQod498unPM6rHdz1LU9eju883sHGAKQVt5vbs/V2b7UBHlZOygvY9UnOqxlJjVYzn7ZrGsx74m3C/5IvC78CBxPnBiWHweQVs1G1hC8DeJVEd9KjHM24lY5i3VFkccq0Pu3mzB7R7uImhbHmTVF2RErVR79xXimbej45yFxDRzm0Q+X3zrARERERERERERkdJ0yZuIiIiIiIiIiHSJBpRERERERERERKRLNKAkIiIiIiIiIiJdogElERERERERERHpEg0oiYiIiIiIiIhIl1RFHUCkO5lZHniJ4OsW2zzv7iea2QxgHyAP3OPu+4XP+RHworv/tYvvtRTYxt3fWsvM+wBXuvs2a/M6IiJ9iZn9GvhE+HAr4E1gRfh4d2A5MNzdP4gg29+Bo939g/Cr4b/r7i+vwevcCLzk7pd2d8YuZFjZB5rZT4DX3P3msD+NpH5FRESkd9CAkvRF+7a3A+zuEwDMbAywS0HRfkCXDwRERKTnuPupbT+b2VvAMe7+fMGyCFKt9Mm2H9z9M1EG6QYr+0B3/1HEWURERKQX0YCSrDPazrYCfwDqwxlL1wETgUvMLAs8AFwM7A2kgP8Ap7p7k5ntBfyGYIbTv2jnklEz+xRwmbtvGz4eTHBWfSwwCfghUAOMAG5y9/OKnn8jBWerCx+b2YbAlcBooBq4zd1/ZmZVYa5JQBp4AzjB3ZeudaWJiMTbBWa2GzAMuMTdrwIws68B3yRopxuBb7n7HDMbBFwFTCBoyx8CfujuGTNrAf4KbA8cAywDfhW+dgr4tbvfYGZ/CN97ipl9BpgKHO7uz5vZV4EzCWbJfgAcD8wHrgB2AwYACeBEd3+q1C8Vtvc3AqOAt8PXu8vdbyyeOVTQty0q9T5hX9IEbAtsDMwEjgvzFfaBh9DOjKkO6nNP4PKwfvLAz939rpJ/LREREelTdA8l6YummNmMgn8jispPAFa4+4Tw4ON54Cx3vwf4PpABdnL37YF3gYvMrAa4AzjT3XcApgD17bz3o0B/M5sYPj6KYJBqCcFBxvHuPpFgh/8HZrZeF36vPwI3uPtOBDOsJpvZkQSXfuwDbB+WvQFs14XXFRHprd4I271DgcvMrNrM9iYYKNkrbK9/AdwTrv9rggGRbQkGUrYHvhuW1QB/c3cDZgB3At8PX39v4Ltmtpu7nxCuv6+7v9MWxMy2JzghcYC7bwfcB5wD7EowMLS7u28F3ETQ13Tkt8B0d98aOI1gFlFnOnufnYADgC2BMcAR7fSBH9NJfV4AXB7W0VfLzCkiIiJ9hGYoSV/U7iVvZToYGAx8MrycogZ4n+DgI+3ujwO4+61mdm3xk909b2Y3AF8h2Ek/gWBHPW9mnwUONrOjCXboE0C/ckKZWT+CA5qhZnZhuLg/wVn2vxOcvX7WzB4hOIv93Jr88iIivcyfw/9nALXAQOAgYDPg6YLL4oaY2VDgQGCSu+eBFjO7hmDA5qJwvanh/1sA44AbCl6jHtgBmF4iy/7AI22DTO7+y7YCMzsX+IaZjSM4AfBRJ7/XfsDp4eu8amaPdrI+7v5MJ+/zsLu3hHlmAUM7e81QR/V5O3BV2L89RjALV0RERNYRmqEksroU8J1w9tIEgplAh4dliaJ1MyVe4wbgCDObAAx29yfDAaH/ADsCLwBnEVyeVvya+aJlNQW5EsAeBdl2A37m7ktYdZY9C/zFzL7ZlV9aRKSXSkMwmB8+ThC0l38saCt3JJiNtJhgvydf8PwkwSXEbdouFU4BH7a9RkGb+wdKyxS+tpnVm9l4MzuIYKYqBJfUXcPH2/5iK4rWaS0qT4Tv0dZHUMb7rCj4ubiv6UjJ+nT3awlOuDwKfBqYaWZ1Zb6uiIiI9HIaUJJ1UQZImVmi4HHbAcUjwLfMrMbMkgT3WPo5wf0mEuH9MjCzzwFD2ntxd58PPAdcC1wfLt6c4Mz5ue7+N4Izx7UEO+qFFhLsqGNmowhmJeHuTQRnxc8IywYDTwGHmNnBwOPA0+5+PnAzsHNXK0VEpI94BDjKzEaGj08maCPbyr5lZgkzqwVOIhgMKebACjP7MoCZbUzwDaI7heVZVh+IguBS6MkF7/sNgsvDPklwKd1vCWaufp6Pt/3FHghzY2YbAZMLylb2E8DRBcvX5H1g9T6wPSXr08yeBnZw9xsJ6nIwsEEZ7ykiIiJ9gAaUZF20gGDAZ7aZDSO4z8XPzex44ELgLYLZRC8TnME9093TBDvnF4Y38z6M4FK4Uq4juDTipvDxTOB+YI6ZvQJ8Nnz9zYqe9xtgpJk5wZnwJwrKjgZ2Cy9VeBa41d3/RHBT2dnAS2b2PLAHwX0tRETWOe7+d4J7GT1qZjMJ2s7DwllMpxJ8KcKs8J8DP23nNVoJblB9YvgafwfOK7iR9h3Ak2a2TcFzZhHMPn3YzF4kuF/RyQQzhfYJ2+4XgNeBTcOTFqWcDmwcPudGYG5B2akEl5m9QHD59IJw+Zq8D6zeB35MJ/V5NvATM/sP8A/gAnd/q5P3ExERkT4ikc/nO19LRERERCJhZvcDd4YzgURERERiQTOURERERERERESkSzRDSUREREREREREukQzlEREREREREREpEs0oCQiIiIiIiIiIl2iASUREREREREREekSDSiJiIiIiIiIiEiXaEBJRERERERERES6RANKIiIiIiIiIiLSJf8fPr4E+ciB7NEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.44990149282919256, pvalue=0.0003257504098859564)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "size = 20\n", "x1 = np.linspace(-5,5,size)\n", "group = np.random.randint(0, 2, size=size)\n", "y = 5 + (3-7*group)*x1 + 3*np.random.normal(size=size)\n", "df = pd.DataFrame({'y':y, 'x1':x1, 'group':group})\n", "sns.lmplot(x='x1', y='y', data=df, fit_reg=True, hue='group', legend=True);\n", "result = analysis(df, 'y', ['x1', 'group'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatterplot shows that both explanatory variables x and group are related to y. However, the regression results show that there is insufficient evidence to conclude that x and group are related to y. The example shows that if we leave an important interaction term out of our model, our analysis can lead us to make erroneous conclusions.\n", "\n", "Without interaction variables, we assume the effect of each $X$ on $Y$ is independent of the value of the other $X$'s, which is not the case in this contrived data as shown in the scatterplot.\n", "\n", "Now, consider a regression model contains an interaction term between the two predictors." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: y R-squared: 0.897
Model: OLS Adj. R-squared: 0.878
Method: Least Squares F-statistic: 46.57
Date: Wed, 14 Aug 2019 Prob (F-statistic): 3.95e-08
Time: 08:55:14 Log-Likelihood: -50.187
No. Observations: 20 AIC: 108.4
Df Residuals: 16 BIC: 112.4
Df Model: 3
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 4.7029 1.027 4.578 0.000 2.525 6.881
C(group)[T.1] 1.7810 1.552 1.147 0.268 -1.509 5.071
x1 2.4905 0.319 7.798 0.000 1.813 3.168
x1:C(group)[T.1] -6.1842 0.524 -11.792 0.000 -7.296 -5.072
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.739 Durbin-Watson: 1.433
Prob(Omnibus): 0.419 Jarque-Bera (JB): 1.403
Skew: 0.607 Prob(JB): 0.496
Kurtosis: 2.541 Cond. No. 7.68


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: y R-squared: 0.897\n", "Model: OLS Adj. R-squared: 0.878\n", "Method: Least Squares F-statistic: 46.57\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 3.95e-08\n", "Time: 08:55:14 Log-Likelihood: -50.187\n", "No. Observations: 20 AIC: 108.4\n", "Df Residuals: 16 BIC: 112.4\n", "Df Model: 3 \n", "Covariance Type: nonrobust \n", "====================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------------\n", "Intercept 4.7029 1.027 4.578 0.000 2.525 6.881\n", "C(group)[T.1] 1.7810 1.552 1.147 0.268 -1.509 5.071\n", "x1 2.4905 0.319 7.798 0.000 1.813 3.168\n", "x1:C(group)[T.1] -6.1842 0.524 -11.792 0.000 -7.296 -5.072\n", "==============================================================================\n", "Omnibus: 1.739 Durbin-Watson: 1.433\n", "Prob(Omnibus): 0.419 Jarque-Bera (JB): 1.403\n", "Skew: 0.607 Prob(JB): 0.496\n", "Kurtosis: 2.541 Cond. No. 7.68\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:3.32671\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.40384330620002296, pvalue=0.0018511879743272586)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = analysis(df, 'y', ['x1', 'x1*C(group)'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The non-significance for the coefficients of `group` indicates no observed difference between the mean values of x1 in different groups." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: Researchers are interested in comparing the effectiveness of three treatments (A,B,C) for severe depression. They collect the data on a random sample of $n = 36$ severely depressed individuals including following variables:\n", "\n", "- measure of the effectiveness of the treatment for each individual\n", "- age (in years) of each individual i\n", "- x2 = 1 if an individual is received treatment A and 0, if not\n", "- x3 = 1 if an individual is received treatment B and 0, if not\n", "\n", "The regression model:\n", "\n", "\\begin{align}\n", "\\text{y} = \\beta_0 + \\beta_1 \\times \\text{age} + \\beta_2 \\times \\text{x2} + \\beta_3 \\times \\text{x3} + \\beta_{12} \\times \\text{age} \\times \\text{x2} + \\beta_{13} \\times \\text{age} \\times \\text{x3}\n", "\\end{align}" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'depression.txt', delim_whitespace=True, header=0)\n", "sns.lmplot(x='age', y='y', data=df, fit_reg=True, hue='TRT', legend=True);" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: y R-squared: 0.914
Model: OLS Adj. R-squared: 0.900
Method: Least Squares F-statistic: 64.04
Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.26e-15
Time: 08:55:16 Log-Likelihood: -97.024
No. Observations: 36 AIC: 206.0
Df Residuals: 30 BIC: 215.5
Df Model: 5
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 6.2114 3.350 1.854 0.074 -0.630 13.052
age 1.0334 0.072 14.288 0.000 0.886 1.181
x2 41.3042 5.085 8.124 0.000 30.920 51.688
age:x2 -0.7029 0.109 -6.451 0.000 -0.925 -0.480
x3 22.7068 5.091 4.460 0.000 12.310 33.104
age:x3 -0.5097 0.110 -4.617 0.000 -0.735 -0.284
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 2.593 Durbin-Watson: 1.633
Prob(Omnibus): 0.273 Jarque-Bera (JB): 1.475
Skew: -0.183 Prob(JB): 0.478
Kurtosis: 2.079 Cond. No. 529.


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: y R-squared: 0.914\n", "Model: OLS Adj. R-squared: 0.900\n", "Method: Least Squares F-statistic: 64.04\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.26e-15\n", "Time: 08:55:16 Log-Likelihood: -97.024\n", "No. Observations: 36 AIC: 206.0\n", "Df Residuals: 30 BIC: 215.5\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 6.2114 3.350 1.854 0.074 -0.630 13.052\n", "age 1.0334 0.072 14.288 0.000 0.886 1.181\n", "x2 41.3042 5.085 8.124 0.000 30.920 51.688\n", "age:x2 -0.7029 0.109 -6.451 0.000 -0.925 -0.480\n", "x3 22.7068 5.091 4.460 0.000 12.310 33.104\n", "age:x3 -0.5097 0.110 -4.617 0.000 -0.735 -0.284\n", "==============================================================================\n", "Omnibus: 2.593 Durbin-Watson: 1.633\n", "Prob(Omnibus): 0.273 Jarque-Bera (JB): 1.475\n", "Skew: -0.183 Prob(JB): 0.478\n", "Kurtosis: 2.079 Cond. No. 529.\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:3.92491\n", "\n" ] }, { "data": { "image/png": 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dfsum_sqmean_sqFPR(>F)
age1.03424.4317863424.431786222.2946152.058902e-15
x21.0803.804498803.80449852.1784124.856763e-08
age:x21.0375.254832375.25483224.3594072.794727e-05
x31.00.9366710.9366710.0608038.069102e-01
age:x31.0328.424475328.42447521.3194476.849515e-05
Residual30.0462.14773815.404925NaNNaN
\n", "
" ], "text/plain": [ " df sum_sq mean_sq F PR(>F)\n", "age 1.0 3424.431786 3424.431786 222.294615 2.058902e-15\n", "x2 1.0 803.804498 803.804498 52.178412 4.856763e-08\n", "age:x2 1.0 375.254832 375.254832 24.359407 2.794727e-05\n", "x3 1.0 0.936671 0.936671 0.060803 8.069102e-01\n", "age:x3 1.0 328.424475 328.424475 21.319447 6.849515e-05\n", "Residual 30.0 462.147738 15.404925 NaN NaN" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = analysis(df, 'y', ['age', 'age*x2', 'age*x3'], printlvl=4)\n", "sm.stats.anova_lm(result, typ=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each age, is there a difference in the mean effectiveness for the three treatments?" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{align*}\n", "\\text{Treatment A:} & \\quad \\mu_Y = (\\beta_0 + \\beta_2) + (\\beta_1 + \\beta_{12}) \\times \\text{age} \\\\\n", "\\text{Treatment B:} & \\quad \\mu_Y = (\\beta_0 + \\beta_3) + (\\beta_1 + \\beta_{13}) \\times \\text{age} \\\\\n", "\\text{Treatment C:} & \\quad \\mu_Y = \\beta_0 + \\beta_1 \\times \\text{age} \n", "\\end{align*}\n", "\n", "The research question is equivalent to ask\n", "\\begin{align*}\n", "\\text{Treatment A} - \\text{Treatment C} &= 0 = \\beta_2 + \\beta_{12} \\times \\text{age} \\\\\n", "\\text{Treatment B} - \\text{Treatment C} &= 0 = \\beta_3 + \\beta_{13} \\times \\text{age}\n", "\\end{align*}\n", "\n", "Thus, we test hypothesis\n", "\\begin{align}\n", "H_0:& \\quad \\beta_2 = \\beta_3 = \\beta_{12} = \\beta_{13} = 0 \\nonumber\\\\\n", "H_a:& \\quad \\text{at least one is nonzero} \\nonumber\n", "\\end{align}\n", "\n", "The python code is:\n", "```python\n", "_ =GL_Ftest(df, 'y', ['age', 'x2', 'x3', 'age:x2', 'age:x3'], ['age'], 0.05, typ=1)\n", "```\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Does the effect of age on the treatment's effectiveness depend on treatment?" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The question asks if the two interaction parameters $\\beta_{12}$ and $\\beta_{13}$ are significant.\n", "\n", "The python code is:\n", "```python\n", "_ =GL_Ftest(df, 'y', ['age', 'x2', 'x3', 'age:x2', 'age:x3'], ['age', 'x2', 'x3'], 0.05, typ=1)\n", "```\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interactions Between Continuous Variables**\n", "\n", "Typically, regression models that include interactions between quantitative predictors adhere to the hierarchy principle, which says that if your model includes an interaction term, $X_1 X_2$, and $X_1 X_2$ is shown to be a statistically significant predictor of Y, then your model should also include the \"main effects,\" $X_1$ and $X_2$, whether or not the coefficients for these main effects are significant. Depending on the subject area, there may be circumstances where a main effect could be excluded, but this tends to be the exception." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Log-transform**\n", "\n", "- Transformation is used widely in regression analysis because they have a meaningful interpretation.\n", " - $Y = a \\log(X) + \\cdots$: 1% increase by X, Y is expected to increase by 0.01*a amount\n", " - $\\log(Y) = a X + \\cdots$: 1unit increase by X, Y is expected to increase by (100*a)%\n", " - $\\log(Y) = a \\log(X) + \\cdots$: 1% increase by X, Y is expected to increase by a%\n", " \n", "- Transforming the $X$ values is appropriate when non-linearity is the only problem (i.e., the independence, normality, and equal variance conditions are met)\n", "- Transforming the $Y$ values should be considered when non-normality and/or unequal variances are the problems with the model." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: Vol R-squared: 0.893
Model: OLS Adj. R-squared: 0.891
Method: Least Squares F-statistic: 564.9
Date: Wed, 14 Aug 2019 Prob (F-statistic): 1.17e-34
Time: 08:55:18 Log-Likelihood: -258.61
No. Observations: 70 AIC: 521.2
Df Residuals: 68 BIC: 525.7
Df Model: 1
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept -41.5681 3.427 -12.130 0.000 -48.406 -34.730
Diam 6.8367 0.288 23.767 0.000 6.263 7.411
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Omnibus: 29.509 Durbin-Watson: 0.562
Prob(Omnibus): 0.000 Jarque-Bera (JB): 85.141
Skew: 1.240 Prob(JB): 3.25e-19
Kurtosis: 7.800 Cond. No. 34.8


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: Vol R-squared: 0.893\n", "Model: OLS Adj. R-squared: 0.891\n", "Method: Least Squares F-statistic: 564.9\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 1.17e-34\n", "Time: 08:55:18 Log-Likelihood: -258.61\n", "No. Observations: 70 AIC: 521.2\n", "Df Residuals: 68 BIC: 525.7\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -41.5681 3.427 -12.130 0.000 -48.406 -34.730\n", "Diam 6.8367 0.288 23.767 0.000 6.263 7.411\n", "==============================================================================\n", "Omnibus: 29.509 Durbin-Watson: 0.562\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 85.141\n", "Skew: 1.240 Prob(JB): 3.25e-19\n", "Kurtosis: 7.800 Cond. No. 34.8\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:9.87485\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.4372892531717568, pvalue=1.0701622883725878e-12)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'shortleaf.txt', delim_whitespace=True, header=0)\n", "result = analysis(df, 'Vol', ['Diam'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Q-Q plot suggests that the error terms are not normal. We can log-transform $X$ (Diam)." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: Vol R-squared: 0.746
Model: OLS Adj. R-squared: 0.743
Method: Least Squares F-statistic: 200.2
Date: Wed, 14 Aug 2019 Prob (F-statistic): 6.10e-22
Time: 08:55:20 Log-Likelihood: -288.66
No. Observations: 70 AIC: 581.3
Df Residuals: 68 BIC: 585.8
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept -116.1618 10.830 -10.726 0.000 -137.773 -94.551
logdiam 64.5358 4.562 14.148 0.000 55.433 73.638
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 50.047 Durbin-Watson: 0.324
Prob(Omnibus): 0.000 Jarque-Bera (JB): 219.500
Skew: 2.099 Prob(JB): 2.17e-48
Kurtosis: 10.591 Cond. No. 16.6


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: Vol R-squared: 0.746\n", "Model: OLS Adj. R-squared: 0.743\n", "Method: Least Squares F-statistic: 200.2\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 6.10e-22\n", "Time: 08:55:20 Log-Likelihood: -288.66\n", "No. Observations: 70 AIC: 581.3\n", "Df Residuals: 68 BIC: 585.8\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -116.1618 10.830 -10.726 0.000 -137.773 -94.551\n", "logdiam 64.5358 4.562 14.148 0.000 55.433 73.638\n", "==============================================================================\n", "Omnibus: 50.047 Durbin-Watson: 0.324\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 219.500\n", "Skew: 2.099 Prob(JB): 2.17e-48\n", "Kurtosis: 10.591 Cond. No. 16.6\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:15.17022\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.5855934039207538, pvalue=2.338971194588551e-23)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'shortleaf.txt', delim_whitespace=True, header=0)\n", "df['logvol'] = np.log(df.Vol)\n", "df['logdiam'] = np.log(df.Diam)\n", "result = analysis(df, 'Vol', ['logdiam'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transforming only the x values doesn't change the non-linearity at all and improve the normality of the error terms either. We perform log-transform on both $X$ and $Y$." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: logvol R-squared: 0.974
Model: OLS Adj. R-squared: 0.973
Method: Least Squares F-statistic: 2509.
Date: Wed, 14 Aug 2019 Prob (F-statistic): 2.08e-55
Time: 08:55:21 Log-Likelihood: 25.618
No. Observations: 70 AIC: -47.24
Df Residuals: 68 BIC: -42.74
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept -2.8718 0.122 -23.626 0.000 -3.114 -2.629
logdiam 2.5644 0.051 50.090 0.000 2.462 2.667
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.405 Durbin-Watson: 1.359
Prob(Omnibus): 0.495 Jarque-Bera (JB): 1.119
Skew: -0.051 Prob(JB): 0.572
Kurtosis: 2.389 Cond. No. 16.6


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: logvol R-squared: 0.974\n", "Model: OLS Adj. R-squared: 0.973\n", "Method: Least Squares F-statistic: 2509.\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 2.08e-55\n", "Time: 08:55:21 Log-Likelihood: 25.618\n", "No. Observations: 70 AIC: -47.24\n", "Df Residuals: 68 BIC: -42.74\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept -2.8718 0.122 -23.626 0.000 -3.114 -2.629\n", "logdiam 2.5644 0.051 50.090 0.000 2.462 2.667\n", "==============================================================================\n", "Omnibus: 1.405 Durbin-Watson: 1.359\n", "Prob(Omnibus): 0.495 Jarque-Bera (JB): 1.119\n", "Skew: -0.051 Prob(JB): 0.572\n", "Kurtosis: 2.389 Cond. No. 16.6\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:0.17026\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.3711075900985334, pvalue=3.691529639884377e-09)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = analysis(df, 'logvol', ['logdiam'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The residual and Q-Q plot has improved substantially" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Polynomial Transformations**" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: cost R-squared: 0.736
Model: OLS Adj. R-squared: 0.728
Method: Least Squares F-statistic: 94.75
Date: Wed, 14 Aug 2019 Prob (F-statistic): 2.32e-11
Time: 08:55:23 Log-Likelihood: -334.94
No. Observations: 36 AIC: 673.9
Df Residuals: 34 BIC: 677.0
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 2.365e+04 1917.137 12.337 0.000 1.98e+04 2.75e+04
units 30.5331 3.137 9.734 0.000 24.158 36.908
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 4.527 Durbin-Watson: 2.144
Prob(Omnibus): 0.104 Jarque-Bera (JB): 1.765
Skew: -0.042 Prob(JB): 0.414
Kurtosis: 1.918 Cond. No. 2.57e+03


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.57e+03. 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: 0.736\n", "Model: OLS Adj. R-squared: 0.728\n", "Method: Least Squares F-statistic: 94.75\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 2.32e-11\n", "Time: 08:55:23 Log-Likelihood: -334.94\n", "No. Observations: 36 AIC: 673.9\n", "Df Residuals: 34 BIC: 677.0\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 2.365e+04 1917.137 12.337 0.000 1.98e+04 2.75e+04\n", "units 30.5331 3.137 9.734 0.000 24.158 36.908\n", "==============================================================================\n", "Omnibus: 4.527 Durbin-Watson: 2.144\n", "Prob(Omnibus): 0.104 Jarque-Bera (JB): 1.765\n", "Skew: -0.042 Prob(JB): 0.414\n", "Kurtosis: 1.918 Cond. No. 2.57e+03\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, 2.57e+03. 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:2733.74240\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.5555555555555556, pvalue=5.544489818114514e-11)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n", "result = analysis(df, 'cost', ['units'], printlvl=4)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n", "fit2 = np.poly1d(np.polyfit(df.units, df.cost, 2))\n", "xp = np.linspace(np.min(df.units), np.max(df.units), 100)\n", "fig = plt.figure(figsize=(8,6))\n", "plt.plot(df.units, df.cost, '.', xp, fit2(xp), '-')\n", "plt.title('cost vs units')\n", "plt.xlabel('units')\n", "plt.ylabel('cost')\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: cost R-squared: 0.822
Model: OLS Adj. R-squared: 0.811
Method: Least Squares F-statistic: 75.98
Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.45e-13
Time: 08:55:25 Log-Likelihood: -327.88
No. Observations: 36 AIC: 661.8
Df Residuals: 33 BIC: 666.5
Df Model: 2
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 5792.7983 4763.058 1.216 0.233 -3897.717 1.55e+04
units 98.3504 17.237 5.706 0.000 63.282 133.419
units2 -0.0600 0.015 -3.981 0.000 -0.091 -0.029
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 2.245 Durbin-Watson: 2.123
Prob(Omnibus): 0.326 Jarque-Bera (JB): 2.021
Skew: -0.553 Prob(JB): 0.364
Kurtosis: 2.651 Cond. No. 5.12e+06


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 5.12e+06. 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: 0.822\n", "Model: OLS Adj. R-squared: 0.811\n", "Method: Least Squares F-statistic: 75.98\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.45e-13\n", "Time: 08:55:25 Log-Likelihood: -327.88\n", "No. Observations: 36 AIC: 661.8\n", "Df Residuals: 33 BIC: 666.5\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 5792.7983 4763.058 1.216 0.233 -3897.717 1.55e+04\n", "units 98.3504 17.237 5.706 0.000 63.282 133.419\n", "units2 -0.0600 0.015 -3.981 0.000 -0.091 -0.029\n", "==============================================================================\n", "Omnibus: 2.245 Durbin-Watson: 2.123\n", "Prob(Omnibus): 0.326 Jarque-Bera (JB): 2.021\n", "Skew: -0.553 Prob(JB): 0.364\n", "Kurtosis: 2.651 Cond. No. 5.12e+06\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, 5.12e+06. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n", "\"\"\"" ] }, "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/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(dataurl+'costunits.csv', header=0, index_col='month')\n", "df['units2'] = np.power(df.units,2)\n", "result = ols(formula='cost ~ units + units2', data=df).fit()\n", "display(result.summary())\n", "fig, axes = plt.subplots(1,3,figsize=(18,6))\n", "sns.residplot(result.fittedvalues, result.resid , lowess=False, scatter_kws={\"s\": 80},\n", " line_kws={'color':'r', 'lw':1}, ax=axes[0])\n", "axes[0].set_title('Residual plot')\n", "axes[0].set_xlabel('Fitted values')\n", "axes[0].set_ylabel('Residuals')\n", "\n", "axes[1].relim()\n", "stats.probplot(result.resid, dist='norm', plot=axes[1])\n", "axes[1].set_title('Normal Q-Q plot')\n", "axes[2].relim()\n", "sns.distplot(result.resid, ax=axes[2]);\n", "plt.show()\n", "toggle()" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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uHU60gthFN+Zk3zI5FU2CwhhzD/AZa+0TxpgPAL8CosBG4IuBBieBiSfT7NjTTldvksryCAvm1appo0iOaNyziBQLL5mg5d+/QfczTzPtjW+i7sY3D3kXtq46NmQyoq56fHeCRUpZ+tAeUi9uxJk6K6fJiX6O4xC79N34iV4ST9yFO3UWkTOW5fQYMnkEmqCw1s4f8PX1A77+KfDTIGKS4uD7Phu3trBuSzNpz8fzfFzXIeQ6rF7RyGWLZmn5mMg4aNyziBSLdE8P+7/2FXpftNS/893UXnn1sM9du6rpuB4UANGwy9pVTYUIVWTC8braMj0nquqInHtlzpMT/RzHoezy99Bz9AB9D30Tt3oGoenz8nIsKW3uyZ8iUngbt7Zw96bduK5DeSzMlPII5bEwrutw96bdbNzaEnSIIhNd/7jn/cNs7x/3/Jwx5mvGmLLChSYik0Xq6FH2/tM/0rtrJw3v/8CIyQnINMK85boFx1ZM1FXHuOW6Beo/ITIEP95DctsDEIllkhOhSF6P54SjlF/7RzixKfQ+8K/4yb68Hk9KU9GUeIj0iyfTrNvSTDQaIhw6PocWDrkQzYzFXH7OTJV7iIxRIcY9B9UUdDJNdtG5lp7Jcp4AVV4v2/7p70m2HebcT3+S2iUXndLrbryiihuvOCvP0YlMbL7nkdzxEKQSRM6/HidaUZDjuhVTKXv9bfTe/QXij95J2arfL8hxpXQoQSFFZ8eedtKeT3SY5EM45NKXSmGb21ncNL3A0YmUvlyMe4bxTVQaq4k02WW8dK6lZ7KcJ0BFTztbP/M5/ESCOR//BKnGs/J+7pqmJJNJes9T+B2vETavw62cVtBjh2efQ/SCG0g8czeh0xapH4WMiko8pOh09SZP+qEm7fl09oxq+qyInCJjTKMxZuAtj1GPexYRGU7vrp08/6m/Ah9O+/NPUX6mVkOI5JJ3eC/pvc/jNpxNaMYZgcQQXfpm3OnziW/6Hn5fVyAxyMSkBIUUncryCK47cgPMkOtQVZHfOjqRSax/3PPpxhgHjXsWkRzpfv459n7xC4SrKmn85KeJzZkbdEgiJcVP9pF8cSNOxVTCZywPLA7HDVP2ulvx+7qIP/7jwOKQiUcJCik6C+bVEnIdUmlvyO2ptIfrOpjG2gJHJlLajDH3GGOWWmsPAv3jni2ZFRQa9ywi49Kx5TH2/ctXiM5sYNE/fJ5IfX3QIYmUnNSuxyEVJ2wuxwkFW80fmj6PyKJrSe7YQKrFBhqLTBzqQSFFJxYJsXpFI3dv2g1RjmuUmUp7JBJp1qycrwaZIjmgcc8ikk+bt7Vy14ZdzGt+lmsOPU5qzuk0feITRKdOhUnSb0OkUNKH9uAdfJlQ4wW4lXVBhwNAbMlbSL3yBPGN3yN00+dwXL1/l5EpQSFF6bJFs4DMtI6+VIq05xNyHVzXYc3K+ce2i4iISHHavK2VO+55geWvPc1l7c/x0pS53DtlJe96pYMb580MOjyRvIgShwKN1wyRPva1n0qQ2vkYzpRphE5bXJDjnwonEiO24u303f91kvYRoudcEXRIUuSUoJCi5DgOly+ezfJzZmKb2+nsSVJVEcE01mrlhIiIyARw10M7WdX6GEuOWp6rauLeGZfgey53bdilMaFSupJ9dO18uiCHqjnj3GNfp/c8DclewguvwnGLq4o/fPpSQg1nk3jiLiJNK3Ci5UGHJEWsuH57RQaJRUIsbprOykWzWNw0XckJERGRCcBPpVj50v0sOWrZMvVc7plxKb6TedvZ1hEPODqR0uJ1tZHevwN3lsGtmh50OCdwHIfYxe/A7+0g8ew9QYcjRU4JChERERHJGS8eZ9+/fJlzu3azvu4i1k9fCs7/Teeqq44FGJ1IafF9n9SuLRCJEZ53UdDhDCs04wzCTReTeO7XeD1Hgw5HipgSFCIiIiKSE+muLvZ+8Qv0bN9G1zU38XT98bXw0bDL2lVNAUUnUnq8Q7vxO14jPP8inEhxJ/9iS94MXlKrKGRESlCIiIiIyLgl29t59Qt/T7x5D7M++GEuevsbueW6BcdWTNRVx7jlugVcsrAh4EhFSoOfTpHa/RRORS3uzDODDuek3KkNhM+8lOT29Xg9R4IOR4qUmmSKiIiIyLgkWlvZ+6Xb8bq7mfOxP6FiwTkAXLKwQQkJkTzp3fEo9HUSPu8aHGdi3HeOXXQjqZ2bSTxzD2WXvjPocKQIKUEhk1Y8mWbHnna6epNUlkdYME8TQkREREarb89u9n35iwDM/dNPUjZ/frABiUwCfipB93MP4EydjVs7J+hwTplbM5PwWZeSfGE90QvX4JZXBx2SFBklKGTS8X2fjVtbWLelmbTn43k+rusQch1Wr2jkskWzcAY08xIREZGh9ex4gf1f+wpuxRTmfvwTRBu0WkKkENL7tuMneoksvDroUEYtdsENpF7cRHLb/cSWrg06HCkySlDIpLNxawt3b9pNNBoiOmDFRCrtcfem3QBcvnh2QNGNXf+KEHdPO14yrRUhIiKSV11PP0nLv3+DyIwZzPnYnxKZNi3okEQmBT8VJ71vG9HTFuJU1gUdzqi5U2cRnncBiW0PED3/hqJv7imFpQSFTCrxZJp1W5qJRkOEQ8fX6oVDLkRh3ZZmlp8zc8J8uB+8IsTBwcfXihAREcmboxsf5sAd36Hs9NOZ85GPE6qsDDokkUkjvW87pJNMueAaeo5MzGaTkfOvJ7XnaZL2EaLnTbxVIJI/E6ObikiO7NjTTtrzT0hO9AuHXDzPxza3FziysetfEeK6DuWxMFVTIpTHwriuw92bdrNxa0vQIYqISAk5vO4eDnz321Scu5C5H/8zJSdECiizemI7bt08ItMm3orffuGGs3Bnnkli6zp8Lx10OFJElKCQSaWrN4nn+SM+J+35dPYkCxTR+JxsRUg0GmLdlmbiSV34RURkfHzf5+CP/4dDP/kRVcuWM+ePPoZbVhZ0WCKTSnq/hXSSUOPioEMZt+ji1fidh0jteSboUKSIKEEhk0pleQTXHbncIeQ6VFVEChTR+JTiihARESk+fjrNge9+m/Zfr6Pm9VfS8P4/wAmrUlikkHwvRXr/dpza2bgTsPfEYOF5F+JMmUZy+wNBhyJFRP+yyKSyYF4tIdchlfaG/FCfSnu4roNprA0gutErtRUhIiJSfLxkgpZ//wbdzzxNz4qr+OaR02n7wkPUVcdYu6qJSxZqcodIIXgHdkGyj/DcRUGHkhOOGyJy7pUkfvsT0u37CdVO3JIVyR0lKGRSiUVCrF7RmJnWEeW4JEUq7ZFIpFmzcn5RNsjsn9LR1ZuksjzCgnm1JbciREREgrN5Wyt3bdhFW0f8WPJh+enV7P/aV+h90dJ9xRv599Y6EqkEAG0dce64dweAkhQieeb7Hum9z+NU1uHUlM7ft8iC15F48ucktz1A6LLfDTocKQJKUMikc9miWUBmWkdfKkXay0y8cF2HNSvnH9teLAZP6fA8H9d1CLkOVy+dW1IrQkREJBibt7Vyx707SKQ8IJN8+PGvnqam4xHCbQdoeP8H+NsnPRKp+HGvS6Q87tqwSwkKkTzz2l7F7+skvOCKkprO5pZXE25aTvKlTcSW34wTLQ86JAmYEhQy6TiOw+WLZ7P8nJnY5nY6e5JUVUQwjbVFuXKif0pHNBoiOiC+VNpj3WPNnN04lRebj0y4FSEiIlI87tqw61hyAqAm2cXb9t8HqR7mfOSjTFm0mLb1Dw752raO+JCPi0jupPe/ALEpuNMbAzl+yIVo8mhe9u2cvYKOlx7Ff/EhYuZSiJSRIJaXY0nxU4JCJq1YJMTipulBhzGik03pIAq79h1l9cWN3P/EXvpSKfoSDvh+0a4IERGR4jMwyTA93s7b999PxE/zg9nX8LeLMtMC6qpjQyYj6qr1QWKsjDHvBP4SiABfttZ+fZjn3QB8zVp7eiHjk+LgdbfjH20lNP8iHCegGQepOF0vb8/Lrn3fx6mYSs9zD5AKlVN55oUQ0XVlslKCQqSI9U/piA6zAiIcckmlPOqqy/jMe5Zhm9txwiH8VLpoV4SIiEjx6U8+zO49yFtbHiDlhPjvOW/Aq/+/0o21q5qOKwMBiIZd1q5qCiLkCc8YMwf4PLAEiAOPGmPWW2u3D3reTOCfgNJZ1y+jkt7/AjguoYazgw4lLxzHwW04m/TLj+N1Hw46HAmYxoyKFLHRTOnoXxFy5dJGFjdNV3JCRERO2dpVTZzdt5937L+P3lCM789dzdEpdcclHy5Z2MAt1y04tmKirjrGLdctUP+JsbsaeNBae9ha2w38BLh5iOd9C/hcQSOTouEn43ivvYw74wycSFnQ4eRNaMYZ4Lh4rS8FHYoETCsoRIqYpnSIiEiuDDWloz+5sLBrN9P2P0hbWS13zryS8mlTuWWIEaKXLGxQQiJ3ZgMtA75vAZYPfIIx5iPAU8BjYzlAXV3lmIPLt/r6qqBDyIuKiihOZe7KE3p3v0jCS1HdtJjwoP1GIiGqcnis4VRVxgpwrBgdDaeTPPgy5VGHmun5//0oxd/BUjgnJShEitiCebWa0iEiIuM21JSO/hGhCw48z8Ef/DcVZ53NmR/+KJdWVAQZ6mTiAgOXSTrAsfoZY8x5wE3AVcDcsRygra3rpCsxg1BfX8XBg51Bh5Fz9fVV9PQk6OrKTeNY3/dJ7tmOUzmd3lA1DNqvm0zTmaNjDaeqMkZnV7wgx/LrmvBbdnFkx5M4pjqvxyrF38GJck6u64yYPFWJhxwTT6Z5duchNm1t4dmdh4gn00GHNOnFIiFWr2gkkUiTSnvHbeuf0rF6RaPKOUREZESDp3QAJJJpdv/gRxy88/tMOf8C5nzsTwgpOVFIe4GBnawbgP0Dvn9rdvsTwD3AbGPMI4ULT4Lmdx7C7zlCqOGsoEMpCGfqLIhNIb7rt0GHIgEKbAWFMaYaeBRYY63dPWjbBWTq7aqBh4E/sNamCh7kJOH7Phu3trBuSzNpz8fzMhMgQq7D6hWNXLZoVknNW55o+qdwrNvSTF8qRdrzCbmOpnTkSTyZZseedrp6k1SWR1gwT81GRWTiO2H6hu9zzaHHWXLUUn3pZcy85VackK51BXY/8NfGmHqgm8xqidv6N1prPwt8FsAYMx94yFp7eQBxSkDSrS+CG8atPyPoUArCcRxC9WeQ3LeNaM9R3IqaoEOSAASSoDDGrAC+CQzXivb7wPustY8ZY/4TeD/wjULFN9ls3NrC3Zt2E42GjpsWkUp73L1pNwCXL54dUHTiOA6XL57N8nNmYpvb6exJUlUR0ZSOHFOiTkRK2cARoa6fZs2BTZzbtZtnZyzm5lvfq+tbAKy1+4wxnwbWA1HgW9bax40x9wCfsdY+EWyEEiQ/lcQ7+Apu/ek44cnTa8yd0UR671ZSux4juugNQYcjAQhqBcX7gQ8B3xu8wRgzDyi31vY3A/oumc7FSlDkQTyZZt2WZqLR0Ak9DsIhF6KZO/fLz5k54T4MD7wTPqehm1lTyybcOQzUP6VD8kOJOhEpZf0jQv1EnLe0buCMnv08XL+Ehe96q5ITAbLW3gncOeix64d43m5gfmGikmLgHXoFvNSkKe/o506ZSqjuNJIvPaoExSQVSILCWvs+AGPMUJuH6mg8psZAcnI79rST9vzjPpANFA659KVS2Ob2CfPheKg74ZFICHxfd8JlSKWcqBMRgcz0Daevh+R//Rv1PQd5uPFyFt50gyZyiBSp9IGdOOU1OFX1QYdScLGmpfQ8/jPS7fsI1c4JOhwpsGKc4jFiR+NTMd6RSqUwnuVUuZEQDg6R8PD9UvsSDk44NGH+XO57fA/3PNZMeez4D5uptMc9jzVTVVXGNcvnBRhh/k2Un1Uu5OJcf7u9FRyH8tjQl8RI2KWnL0Xr0ThLz5k57uMVC/UCEpk8ku3tNPziP0nGD9Pwhx/mfRctCTokERmG39eJ3/EaofkXTcqbarEzltDz21+QemkzoeU3Bx2OFFgxJihO1tH4pMYzUmmijGfJhfr6KrxkGh+fZGqEHJDv46fSE+LPJZ5M8+P7XyQccvB9jp1XJOzi+xAOOfz4/hc5Z25Nyd4Jn2y/w7k4132tHSSTaZIjJOoSyTR7W44yb9q6Xv0AACAASURBVPrYOtyfbKRSoakXkEjp2rytlbs27KKtI05ddYybF9dQ/6vv4HV3M+djf0LFgnOCDlFERpB+7WUAQpOkOeZgbnkVodnnkHzlt0SX3TQpkzSTWdElKKy1e4wxfcaYldbaTcDvAvcGHVepWjCvlpDrkEp7Jyxth8yqA9d1MI21AUQ3eqVYsiL5V1kewXVH/scv5DpUVZRUkyr1AhIpAYOTEYub6ti0tfXYSNHwa/uJfe97JKIh5v/pJymbPz/YgEVkRL7v4722C6emAaeseG5sFFr4jGXEH/kuXlszoemlvfJZjlc0CYpBHYvfBXwzu/z4KeCrgQZXwmKREKtXNGaaAEY5oSQikUizZuX8CbPaoKs3edLVM2nPp7MnWaCIZCIotUTdqShEL6CgVoyoxKk0TZZzHek8H3ryVf7r3hc41N7L9Npyli2YwQNP7CWeTAOZUaLrn/6/RaeNPa3c1LKevlCU/z1zDV9etijv8Y/GZPmZioyG33kIv7eD8Nzzgg4lUOHTlxDf+F+kXv6tEhSTTKAJCmvt/AFfXz/g62eB5UHENBldtihTUbNuSzN9qRRpzyfkOriuw5qV849tnwgm6Z1wGadSS9TlwLh7AcH4yu3GSiVOpWmynOtI57l5Wyt33Lvj2MqIg+293LN5z7D7OqurmTcdeJj2SBU/mn01nb2xovozDOJnWmyldiJDSb+2C9wQ7vT5QYcSKLcsW+bxsso8JpuiWUEhwXEch8sXz2b5OTOxze109iSpqohgGmtz9oFs4MjPyvIIC+blbt8DTcY74ZIbpZSoy4Fx9wISkdy6a8OuY8mJk1nUsZPrXttMS6yOH8++kr5QGXXVsTxHKCLj5fse3qHduLVzccLRoMMJXLhpOfGHv6Myj0lGCQo5JhYJ5bwvw1AjP13XIeQ6eRn5qTvhMlaFSNRNFOoFJFJ82jrip/S85e3Pc2XbU7xcMZufNawi6UaIhl3WrmrKc4QiMl7+0QOQ7MOtPz3oUIpCZP4S4o/cQerlx5WgmESUoJC82ri1hbs37SYaDR3XuDKV9jJJBODyxbNzesyh7oRHIyF835+Md8JllPKRqJso1AtIpHjVVcdGTlL4Ple0PcXFR7bRdto5rK+7hGRXirrqGGtXNXHJwobCBSsiY5I++Aq4Ydxpo277VJKcskpCc84luetxostuVpnHJKEEheRNPJlm3ZZmotHQCeUW4ZAL0UwSYfk5M3N6h3qoO+FzZ9XQUBObdHfCRU5GvYBEJoa1q5qO60EBEA27rFzUwNadB1m2cwPnd+6k7/yLufhDt3GJO/zYZBEpPpnyjj24dafhhPQRrV/4jGXZMo89hCZ5X47JQr/9kjdBj/wceCd8sjRYExGR0tS/AmLgSNG1q5pYcfY0Wnb+hu7OnUx745uou/HNussoMgH5R1ogFZ/0zTEHy5R5/BepXY8rQTFJKEEheaORnyIiImO3eVvrCQmJ2/9w5bHt6d5e9n35n+m1O6j/nXdRe9U1AUYrIuORPrgbQhHcaXOCDqWoZMo8stM8lr9VCdhJQOv/JG808lNERGRs+seK9vedaOuIc8e9O9i8rRWAVEcHe2//B3p3vkTD+z+g5ITIBOb7Hl5bM+6003Bc3T8eLHLGcvzOg3iHhh+tLKVDCQrJm4EjP4eikZ8iIiJDG2qsaCLlcdeGXSQPHeTVf/w8idYW5nz4o1SvuCSgKEUkF/yjB7LlHZpUMZTw/IvACZHctSXoUKQAlKCQvOkf+ZlIpE9IUvSP/Fy9olGNK0VERAYZbmKHc/AAzf/wedKdncz9+CeYsmhxgSMTkVzz2prBDeHW5nayXanoL/NI7XkK3x+5fFwmPiUoJK8uWzSLNSvn43k+ffEU3b1J+uIpPE8jP0VERIZTVx074bHZvQd59/5fgw+n/dlfUH7mWQFEJiK55Ps+6UN7cGvn4IRU9jyc8LwL8Y8ewDvSEnQokmcqcpK8GmrkZ1VFBNNYq5UTIiIiwxg8VvT07n2sbd2AW1ND459/kkh9fcARikgu+F1tkOjBrWsMOpSiFp53IfFN3yO15ylCWmlS0pSgkIIYOPJTRERERjZwrOiMfTt444GNePUNnPXJTxKuqQk4OhHJFe/QHnAc3GmnBR1KUXMrp+FOn0dqzzPELlgTdDiSR0pQiIiIiBShSxY2cM6B53nt6Y2Un302sz/8UUIVFUGHJSI55LU149Q04EROLOuS44XnXUTiyZ/j9RzFrVCitlSpB4WIiIhIkfF9n0O/+Bmv3fl9ppx/AXM+9idKToiUGL+3A7/3qFZPnKLw/AsBn1TzM0GHInmkBIWIiIhIEfE9j9fu/D6Hf/ULqi+9jNkf/DBuNBp0WCKSY+nDewEITZsbcCQTgzvtNJzKOlK7nw46FMkjlXhMQPFkmh172unqTVJZHmHBPDWcFBERKQV+KkXrt79F5+OPUfuG1Uy/+e04jhN0WCKSB97hvTjlNTjl1UGHMiE4jkN43oUkd2zAT8ZVFlOilKAIyFiSDL7vs3FrC+u2NJP2fDzPx3UdQq7D6hWNXLZolt7EiIiITFDpvj72fe0r9Dy/lek3vY1p110fdEgikid+Ool/tJXQ7HOCDmVCCc+/iOS2+0nte57I/CVBhyN5oARFgY0nybBxawt3b9pNNBoiOiCZkUp73L1pNwCXL9bYHRERkYkm3dXFttv/hZ4XX2TmLbdSc/mqoEMSkTzy2veD7+GqvGNUQrPOhmgFqd3PKEFRopSgOInOngQPPLmXI11xplbGuGrJXKoqxl4HOtYkQzyZZt2WZqLREOHQ8a1DwiEXorBuSzPLz5mpcg8REZEJJNnezr4v/RPJ1w4w6w8+RNWSpUGHJCJ55rXvhVAEp3pm0KEUnZAL0eTRYbcn5p5DsvlpIvF2HHdsLRWTR3qJJhMQKSOBSkWKiRIUw/A8j+/cu4PHth8A38f3wXHgfx/bw8XnzuTW6xbgjvIvxHiSDDv2tJP2/OOSGoNf35dKYZvbWdw0fcQY+ktL5jR0M2tqmRIaIiIiAUkcaGXvP9+O191N8nc+wN9sidN234PUVcdYu6qJSxY2BB2iiOSY7/t4h/fi1s4e8wfskpaK0/Xy9mE3e9FK/L4uOp/+DW7N2BI8TmWMrq44lWdeCOplUVSUoBjGd+7dwebnD+C6HJeI8Hyfzc8fAOC9N5w7qn2OJ8nQ1ZvE8/wR95/2fDp7kkNuG6q0JBIJge+rf4WIiEgAHl//JNEffgs8j1+efi17H+8ilc78W9/WEeeOe3cAKEkhUmL87sOQ6FV5xxi5tXPAcfHamsecoJDipQTFEDp7Ejy2PZucGPSh3XUccH0e236At73+zFGVe4wnyVBZHsF1R04ghFyHqorIkNuGKi2JhF164yn1rxAREcmTzdtauWvDLto64kwpC+E4Dl29Kc5OvcYNzQ/Q50b54dxrOezUQPr49wiJlMddG3YpQSFSYrzseFG3VgmKsXDCUZyaBrzDr8IZy4IOR3JMCYohPPDkXvD9YUs4XMch7Xk8+NRe3nTZGae83/EkGRbMqyXkOqTS3gnlIZDpYeG6Dqax9oRt6l8hIiJSOAOTEgN196UBOKurmRsPPEx7pIofzb6azvCUYfc1eB8iMvF5h1/FqZqOEy0POpQJKzTtNFIvb8Hv7dCY1hKjoqchHOmK44+80AHfh/bO0b1pGJhkGMpISYZYJMTqFY0kEukTXp9KeyQSaVavaBwywdBfWjJUYgMySQrP87HN7aM6H5F8iifTPLvzEJu2tvDszkPEk+mgQxIROanN21q5494dwyYWFnXs5C2tGzgQncZ/z3nDiMkJgLpq1UaLlBI/0YvfeUirJ8apvzwmnV2NIqVDKyiGMLUyxsnaMTgO1FaN7k1Df5Lh7k27IcpxCYP+JMOalfOHXcVw2aJZQGa1Q18qRdrzCbkOruuwZuX8Y9sHG2//CpFCGs8oXhGRoN21YReJ1NA3Ipa3P8+VbU/xcvksfjbrCpLu0GWZ/aJhl7WrmvIRpogExGvfB6D+E+PklFfhlFdnpqHMGV1fQCluSlAM4aolc/nfx/bg+f4JPSgg0ygTx+HKi0Z/YRlrkgHAcRwuXzyb5efMxDa309mTpKoigmmsHbE0Y7z9K0QKaayjeAth4BScyvIIC+aN/HdPRCafIVdO+D5XtD3FxUe2sb1yPnfPXInnnHjtCLkO5bEQXb0pTfEQKVHe4b0QKceprAs6lAnPnXYa6f0v4KeTOCF9jikVSlAMoaoiysXnzsxM63CPT1J4vo/nwSXnzRxVg8x+Y00yDBSLhEYcJTrYePpXiBRSsfZL0aoOETmZ/r4Tgzm+x+qDj3F+x06erDHcP30ZvpO5voUcKC8LH0tIvGfNQhY2Ti106CJSIL7n4bXvw50+X+8bcsCtnUN63za8I62E6k4LOhzJESUohnHrdQsAeGz7AdKeR3bRBDgOl5w389j2sRptkmG8xxpPaYlIoYxnFG8+FfOqDhEJXn/ficGlHSEvzY0HHsF0N7OpdjFPzb6IKa477AqJ+voqDh7sLHT4IlIgfudBSCczYzJl3JyamRAK4x1+VQmKEqIExTBc1+W9N5zL215/Jg8+tZf2zji1VTGuvGjumFZOBG2o0pJoJITv+yctLREplGLsl1KsqzpEJHjDTesAiHoJbmp5iHm9rXRf8UZuffdN3BpAjCJSPLwj+wEHd6red+eC44Zwp87Ga9+H7/talVIilKA4iaqK6KhGiRaroUpL5s6qoaEmpg9VUjSKsV9Ksa7qEJFgDbdqAqAi1cvbWh6gPt5Ow/tuo/riSwOIUESKjde+H6eqDiei6Ty54k6bi9fWjN9zBGeKytVLgRIUk8zA0hItJc0PNVIcu2Lsl1KMqzpEJHjDTeuoSXbx9v33UZXq4b6ma/mIkhMiAvipOH7nIUKnLQo6lJLSXy7jHd6LqwRFSVCCQiRH1Ehx/IqxX0oxruoQkeANVdYxPX6Et++/j4if5ienvYFrb3xdAJGJSDHyjrQCPm6telblkhObgjNlWmY6ipI/JSGQBIUx5p3AXwIR4MvW2q8P2v5Z4PeB9uxD3xz8HJFio0aKuTGeUbz5UCyrOowxM4EV1tpfGmP+EVgKfNxa++w49qlrscgoDTetY3bfQd66/wFSToi7zRu5dvUyjQgVkWO89v0QCuNU1QcdSslxp80l/epW/FQcJ6zymYmu4AkKY8wc4PPAEiAOPGqMWW+t3T7gaUuBd1hrNxc6PpGxUCPF3MnFKN5cKqJVHd8FfmOMuRJYDXwJ+Cqwaiw707VYZPSG6ztxevc+3tK6gZ5wOf7vfpBPXXpuQBGKSLHyjuzHrWnAcfU+MNcyCYrn8Nr3E6o/PehwZJxOvB2Yf1cDD1prD1tru4GfADcPes5S4FPGmOeMMV8zxpQVPEqRUehvpDjUHXbIfKj1PJ/nX27j2Z2H2LS1hWd3HiKeTBc40omjv1/KykWzWNw0PdDEzmWLZrFm5Xw8z6cvnqK7N0lfPIXnFXQKTp219kvAdcCd1trvAhXj2J+uxSKjNFTfiXM6X+HmlvV0llXj3foRVig5ISKD+L2d0NeJO1XjRfPBqZoO4VimzEMmvCBKPGYDLQO+bwGW939jjKkEngY+Aewkc9fwr4BPn+oB6uoqxxVgfX3VuF4/kehcc8Pd046DQyQ8dILC93164il+8MBLxKJhvLSPG3IIhxzecsWZXL2sMaf9KfRzzb21V1Vz/eVNPL+rjY7uONVTYpzXVEdZtGCX0agxJkImQXGLMaYCGM/FruivxWOl3//SVAznenhQ34kLj+7g2oOP82rZTN76n7cTnjJl3McohvMslMl0rjK5ZcaLglOr8aL54Dgubq3GjZaKIBIULjCwJb4DHLsdYa3tAq7v/94Y80Xg24ziTXFbW9dJu+4PZzJNttC55o6XTOPjkxyioztAV0+Cnr4UU6tiRMPusb95qbTHD9btoLOzL2f9KfRzza950ytgembhQufRXk716K7rjPcD+y+Ag8Az1tonjTHPA3eOY39FfS0eK/3+l6agz7W/78Sx32bfZ2X7c1x++FlemjKXR866hqt7POgZX4xBn2chBXGuObgOi4yJ174fohU45TVBh1Ky3Glz8Q6+gt/VlllRIRNWECUee4GB6cMGYH//N8aYRmPM7w/Y7gCTan5fPJnOWxnAwH3/dnurSgxyZGAjxcE83+dodwIHmFJ2fE4wHHKJRkOs29Ksn4WMyFr7WeA8a+0V2Yfeaa3923HsUtdikVPQ33fi2NQO3+eaQ49z+eFn2VrVxN1zr+RNrzfBBikiRcv3PbyjLbi1c3RnP48GjhuViS2IFRT3A39tjKkHuoGbgNsGbO8FvmCMWQ/sBj4E/KzQQQYhn2Mqh9p3JBIC39cIzBwYqZFiT28Sz/OprSob8s84HHLpS6Wwze0sblLGV4ZmjHGBdxhjzgP+CLjBGLPNWjvWzJauxSKnYGDfCddPc8OBTSzs2s2Wqefy3OmX8ntXnKlpHSIyLL+rDVIJ3Kkq78gnJ1KGU1WfSVDMuyDocGQcCp6gsNbuM8Z8GlgPRIFvWWsfN8bcA3zGWvuEMeYDwK+y2zcCXyx0nEHI55jKofYdCbv0xlMagZkjw43HTHk+FWURKisiw7427fl09ujmtIzodqAeWEZmNcNqMisgPjKWnelaLDK0/nKOto44rgP9VUoRL8mbWx+mqWcf6+suYsvUhXz7Q5cFG6yIFD2vPbM40Z2q99n55k6bS3rP0/iJXpxoedDhyBgFsYICa+2dDKqdttZeP+DrnwI/LXRchRRPptmxp52u3iSV5RHOmF2dtzGVGoFZGMONx0ykPH7y0K4RXxtyHapGSGCIAFcBFwFPWms7jDHXAs+MZ4e6Foscb/AY0f7kRFk6zs0tDzK77xD31F/CczVnUVcdCzBSKRXGmHcCfwlEgC9ba78+aPtbgM8BIeC3wG3W2kTBA5Ux89r341TW4UQ1CCvf+hMUXvs+QjPPDDocGaNAEhST2XBlHMmURyrtMa166IvXeMoA+kdgRodJPhRzicHgRM6CebVFn0TpH4/ZL55M87OHXyaV9oYcQ5pKe7iug2msLWSYMvEkrbWeMZlad2tt3BiTCjgmkZIwcNXEYJWpHt6+/35qEx38vOF1vFg5j2jYZe2qpgAilVJijJkDfB5YAsSBR40x662127PbpwBfAy6y1h4wxvwP8B7gPwIKWUbJTyXxOw8SmqPxw4XgTJkG0XK8w3uVoJjAlKAosOHKOJKpON29SaLh0LClAGMtA+jK9kAYSbGVGOSzH0ehjdSfIpX2SCTSrFk5v+gTLxK4540xHwJCJpOl+DjjXEEhMpmNlJToV5vo4O3776c8HedHs6+muaKBuuoYa1c1qe+E5MLVwIPW2sMAxpifADcDfwNgre02xsy31iazo6VnAO2BRSuj5nW0gu+pvKNAHMfBrZ2Ld2g3vu/hOEHMg5DxUoKigEYutQjhOA4d3QmmlIeH/PA91jKAyvIIrjvyh/liKzHIZz+OIAzXn8J1HdasnH9su8gIPgp8CZgJbAJ+zRj7T4hMdoNLOYYyM97G2/Y/gOP73DnnWg6U1VFXHeP2P1xZwEilxM0GWgZ83wIsH/iEbHLiOuD7wD7gN6M5QDGPVa2vrwo6hLyoqIjiVGZKwLpePUjKDVE9+zScUO4/dkUiIaoq819uVlUZK9ixYHznFZ89n84DL1GebCcybeTPClWVMcorotRMLZ3fxVL4e6UERQGNVGpRFsskKDzfoy+Rpjx2/I9mPGUAA0dgToQSg1LsmTFcfwrTWPwlK1IcrLUdwHuDjkOkFAyczDGUxp5WbmpZT18oyg/nXM3haI3KOiQfXGDgElcHOOEX01p7L1BnjPk74BvAO0/1AG1tXSddRRuE+voqDh7sDDqMnKuvr6KnJ0FXV2ZlVuLgXpyqerp600Dux8m7yTSdXcOvAsuFqsoYnV3xghyr33iO5ZfVg+PQtW834WjdsM/rPy+/J0EiWRq/ixPl75XrOiMmT5WgKKCRSi1cx6FmSoT2zgTJlEf5gKTheMsAJlqJwUTumXEyg/tTiJwqY8xXh3rcWqtVFCKjNFJZx1ldzbzpwMMcCVfxozlX0xGeorIOyZe9wOUDvm8A9vd/Y4yZBiy11vavmvhv4IeFC0/Gw0/G8bsPE2rUyMtCcsJRnOqZeO174fQlQYcjY6AERQGdrNRiSnlm4oMD9MWHLwMYS+PIoUoMopEQvu8XXYnBROyZIVIAbQO+jgJrgIeCCUVkYqurjg2ZpFjUsZPrXtvMgbI6Yu/5IF9eqhUTklf3A39tjKkHuoGbgNsGbHeA7xtjllprm4G3khn5LBOAd7QVAHdq8bzHnizc2jmkdz+JH+/GiU0JOhwZJSUoCuhkpRZpz6eyPMIn33URr7R0nFAG4Ps+jzy3f0yNI4cqMZg7q4aGmljRrJzoNxF7Zojkm7X2cwO/N8b8A/DLgMIRmbA2b2ulL3HiAJzl7du4su1J9lbNofz3buPiC+cFEJ1MJtbafcaYTwPrySSev2WtfdwYcw/wGWvtE8aY24C7jTE+sB34gwBDllHwj7aCG8Kp0srZQnOnzSW9+8nMuNGGs4MOR0ZJCYoCOtVSi6qK6JBlALloHDmwxKBY65QmWs8MkSBYazuzI+pE5BQN2RzT97nm6DMsadtK5dLlvP59t+GE9fZICsNaeydw56DHrh/w9c+Bnxc6Lhk/70grTvUMHLe4bgROBk7FVIhNwTusBMVENOp/gY0xs4Ema+0jeYin5I11mkMpNo4cTqF6ZoylVEYkKIN6UDjAEuCFgMIRmZAGN8d0fI/VBx/j/I6d1FxxJTPe+W4cV2PpRGR8/EQffk87ofqLgg5lUsqMG52Dd/AVfC+tJNEEc0oJCmPMB8k08fkI8BRw1Bhzl7X2L/IZXCka6zSHUm4cOZR8juX0fZ+NW1vGVCozXkqKyDgM7EHhA98j0zBNRE7B5m2tx/WdCHlp3nTgYc7ufpWNtYu59V2/m7drv4hMLv/Xf0KNdYPiTpuL1/oifsdrOOoDMqGc6gqK9wI3kGnO8wvgQ8BjgBIUYzTaaQ6TrXFkPsdy5qJUZrSCTIpIaRjcg0JETm7ztlbu2rDrhIaYUS/BTS3rmdd7gPumL2N34wW6BotIznhHW8EN41RO/JuGE5VbMwscF699nxqVTjCnmqDwrbUHjDFXAz+01qaMMbrtW0CTtXFkrsdyBlUqE0RSREqDMaaTzIqJwRwy1+bqAockMiEM2W8CqEj18raWB6iPt/PLmZexs/ZMblmlaR0ikjv+kRacmpkqGQuQE47g1MzEO7wXTl8adDgyCqf6tyZujPkzYBVwX7bkozt/YclgAxtHDkWNI09Nf6nMUM03IZOk8Dwf29yes2OeLCkSjYZYt6WZeDKds2NKSTkPWDTEf/2Pi8gQBvebAKhJdvHufeuoSxzlp7Nez/aqM7jlugVcslDLsEUkN7yeo/i9R3XXvgi4tXPwe47g93UFHYqMwqkmKN4HnA3cYq1tBy7LPiYF0t84MpFIn5Ck6G8cuXpFo/oZnEQQpTJBJEWkdFhr9/T/B0wDGoF5wBnAtYEGJ1LEBpd1TI8f4d1776UiHed/Zl/Dy1PmUlcdU3JCRHIq2boTALdG15agudPmAuC17ws4EhmNUyrxsNbuYEBCwlr7rrxFJMPKZ+PIySKIUpnJ1j9E8sMY803gTUAZsB84E9gIfDPIuESKVV117FiSYnbvQd7a8gApJ8R/z3kDB2O1RMMua1XaISI5lmx5CUIRnMppQYcy6TnlNZlxo+17Cc0yQYcjp2jEBMUItc8AqPa5sPLZODJIhZxsMbBUZqgVDfkolZms/UMk564BTgf+Ffgb4DTgzwKNSKSIrV3VxB337mDO0Vd5S+sGusPl/M/sqzkaqaKuOsbaVU1aPSEiOZdseQm3pgHHUf+JoDmOk5nmcWCXxo1OICdbQXFeQaKQUcl148igBDHZor9U5u5NuyHKcUmK/lKZNSvn5zRBEkRSREpSi7W22xizA1hkrf25MearQQclUoz6p3c0te9izYFNHIrWcJ+5nrddvUhJCRHJm1RHG17nIUJnLAs6FMlya+fitVj8owdwatWQfiIYMbWn2mfJp/7JFq7rUB4LM6U8QnksjOs63L1pNxu3tuTluJctmsWalfPxPJ++eIru3iR98RSe5+elVEb9QyRHEsaY1wHbgdXGmBqgMuCYRIpO//SOxlef5cYDj7CvrJ4fz7uO65ScEJE8692zFVD/iWLiTm04Nm5UJoZT6kGh2mfJtaDGfUIwpTLqHyI58OfAHwHvAf4COAT8fZABiRSjux7aybLXnubyw8/yUsVcftHwOlJ+mLs27FKCQkTyqnf3NpxYBc4U9Z8oFk4oglPTkBk3qpUtE8IpJShQ7bPkWP9ki+gwCYFwyKUvlcI2t+etnKWQpTKl2j9E8s8Yc7619llr7WPAY9mHLzbG1FhrjwYZm0ix8T2Pi15+hCVHLVurmrhnxiX42TrwwVM9RERyrW/P80RmnpnzEmUZH3faHNIv/xa/rxOnrCrocOQkTrV7S4u1thvor31+CJibt6ik5E3WyRb9SZGVi2axuGm6khNyKu43xmw0xrzdGHMsqazkhMjx/FSK1v/8D5YctWyZei7/O+PSY8kJyEz1EBHJF6/zIKmjrxGedVbQocggbm123OhhlXlMBKeaoFDts+SUJluInLI5wNeBDwB7jDGfM8aoy5PIAF48zr6vfYXOLY/RvXI1m2YugwF3MDVSVETyLb1/BwCRWWcGHIkM5pRXQ1kVXvveoEORU3CqCYo/J/Pm+B7gAjK1z9/PV1BS+gZOthiKJluIZFhrE9baH1hrrwSuAMqB3xpjfpRNHItMaumuLvb+8+30bHuemb93AAO24AAAIABJREFUKxfe+g5uuf6cYysm6qpj3HLdAvWfEJG8Su1/AbeimtBU9RUrNo7j4NbOwTvSgu+lgg5HTuKUelCUcu1zPJlmx552unqTVJZHuKymPOiQJoUgxn2KTHTW2peAPzPG/BWZBpkPcuq9hERKTrK9nX1f/iLJA6103vAuvvl8mLZHH6SuOsbaVU1KSohIQfi+T3r/DirmLVT/iSLlTpuL17IjO250TtDhyAhOdYrHV4d4DGvtR3IfUmH4vs/GrS2s29JM2vPxPB/XdbjrkZe5eslcLls0K68XmMGJkQXzJl+zRE22EBkdY8w84FYykzxeBt4RaEAiAUocaGXvl/6J5NEOfj73KuwOF8g0wmzriHPHvZnl1kpSiEi++R0H/j97dx4nRX0n/v9VVX3MDcMwHAMMI6gfUMEbVFA8MGJijiXRbJJvrs1mk3U3idlkSbI5fubaTdTExGyM0SRGkxijLjEJERIVJYIcUURxYD7CCIxz4TAMzMH0VVW/P3p6mGHuo7u6e97Px8OHVHf19Lt6imHqXZ/3+43bcZTcuecweIc14RVz0gwwLZyjtZiSoEhrw73z1tzjzwHgBuDZcY8mhTbvbmDdloMEAlavSRKGQfyuPnD54vEv8x4oMWKZBquWlic9MZJOZLKFEENTSgWB1cDHgAuJl9e9VWu9x9PAhPBQqOYQB++4nXA4yu9mrqTR13ciUyTmyGhRIURKxLr6T+RULKIzLCmKdGRYPsxJM3BapFFmuhtuicfXe24rpb4D/DEpEaVAOGqzYXsNgYDVq7QA4qUGgYDFhu01LFk4fdwvlAdKjMRsJ6mJkeHwalVHKsd9CpGBGoBa4CfAu7TW7R7HI4RntlY28vy6zbxl/18IWQF+N2sVRwOTBtxfRosKIVLBrt+LkTcZ/5QyOhvkAjhdmcWzib2+HbezFQpKvQ5HDGBUtcta6zalVMaujak61ILtuL0SBD35LJNQLIauaRnXC+ehEiMESFpiZDATdVWHlNkMj3xOnnuX1vpvXgchhJeeffEN7ln7MmVHDvDOw3/jmK+Q381aSZsvf9DXyWhRIUSyxftP7MWadVZW/r6cTcwps+B14qsoSiVBka5G04PCIL7MeG9SIkqB9s4ojjP48ivbcWk7ER3X9/UqMTKUdF7VkQzZmpBJJBLMQy04UXvMiYRs/ZwyTTKTE0qp9wNfAfzAD7TWPz7l+fOAnwFFwN+AT2qtpf21SKqtlY2s3VRNc2uY/ByLmO0Qjrosat3P9W9upTFYwiNlVxOycgb9OjJaVAiRCs6xBtzOVqyyhV6HIoZg5BZh5BbhHK0lPphSpKPR9KBwgV8Bvxn/cFKjINePaQ5+YWWZBoV5/nF9X68SI4NJ11UdyZRtCZlTEwkGBi5ur0RCJOaMeBVEtn1OoreuVXDfJp5wDgPPK6WeOaW3xa+Bf9Zab1NK/Rz4OPFSEyGSYmtlIw+sryISi4+g7gjZACxpqeTq5hc5kDuTtTOvJGoO/u9zQa6P9608U/pPCCGSzq6P37P1SYIiI5jFs7AbX8O15X5LuhpVD4pMt2BuMZZpELOdPhflEL8AM00DVV48ru/rVWJkMOm6qiNZsjEhc2oiwe8zicYcYrbDnzYf4LU3jvF6feuIVkFk4+ck+lgJbNRaHwVQSj0GvAf4Rtf2XCC3a8w0wC+BryMJCpFEazdVdycnAHBdVjTv5NJjlewtmMu66cuxjYF/5khiQgiRanb9Xoz8KRiFUjKQCcwps7Hr9xI9Wg+5070OR/Rj0ASFUuoADDwtR2s9bzRv6vWy4qDfYtXS8vhd4AC9LsBitkMkYnPDsopxv/DyKjEymHRc1ZFM2ZaQGSqR0OG4bKs8zPQpueQGT/51H2oVRLZ9TplMKXXFYM+PoQSkjHgDzoQGYMkQz88eyRuUlBSMMrSxKS0t9OR9vZBNx/rsi2/0amppuA6rmrZxbut+dhadyZOlS3CNvv92ApQW5/Kh6xdy5YVzUhVu0mTT93QoE+lYRXZyXQe7QWPNWSxlrxnCmDQdTItI0xtQLgmKdDTUCor3dP3/ZiAC3AvEgI8SHzc6YumyrHj5oplA/C5wKBbDduJL4gMBixuWVXQ/Pxb9NRf0IjEymHRc1ZFM2ZaQGSyR4Lgu7Z0xwCVmu/h7/G0fahVEtn1OGS6RwM0D5gKVxH8OLwL2MPoiSpPeCWgDcEbw/JCam9uHPI/GW2lpIU1NbSl9T69k07EmSjsSLMfmHYefQ3XUsLl4MZunnBufA95Df6slMv3zyKbv6VC8OFbTNDxLnIrs5LTU4Yba8JUt8DoUMUyG6cOcPJPImzX45lzodTiiH/3fiuiitX5Ra/0icI7W+l+11i9prXdrrf+D3nfaRqJ7WbHWugNILCsGBlxWfONI3mDz5k0AxGIx1qy5hY0bnwQgFAqxZs0tbNq0EcMwuGB+EeHXfsuiqUd55/LTeMcl04nsexj/iYMYhsHRo0dZs+YWXnhhBwBNTW+yZs0tvPTSiwA0NNSzZs0tvPLKLgBqa2tYs+YWKit389wr9Xzph3/im7eu4bd/eo7fPr2PL/7gD/z6nm9ycQU4jsvRxoPsfuontDTV4jgu582K8Kdf30ZtbQ0Ar7yyizVrbqGhoR6Al156kTVrbqGp6U0AXnhhB2vW3MLRo0cB2LbtedasuYXjx48DsGXL31iz5hY6OuJTCTdt2siaNbcQCoUAeOKJJ/jVT7+JSbwc4M0DL1C58Z7uz/Fw9XYqn7m3e1XHunWP89WvfqH7+ccff4xbb/1y9/Zjj/2Ob33ra93bjzzyEP/zP9/o3n7ooQe57bZvd28/+OAv+P73v9u9ff/99/HDH97RvX3ffT/hxz/+Qff2Pff8L/fc87/d2z/+8Q+4776Teasf/vAO7r//vu7t73//uzz44C+6t2+77dts3/SH7oTMvud/Q93eZ7qff23Lg9RXbepOyNx665d5/PHHup//6le/wLp1j3dvf+lLn2P9+nXd22vW3MKTT24ABj/3ADo62lmz5ha2bInf/D5+/Dhr1tzCtm3PAwz73Kt89RUcx6Wz9U0qN95D25GDAJw41kjl0/cQbq3FMAw6Wuqo3HgPHS3xc6m9+Q30pnvpONaArmlhz55XWbPmlu5z783a13h9y88Itcfbzxxv3EflxnsInzgGwLEGzetbfgax+Lk10nNv48YnWbPmFmKx+MKoJ5/cwJo1t3R/luvXr+NLX/pc93Y2nHt/+MNaRkNrvUhrvQh4AbhCa32u1vpC4BKgelRfNK4W6JmJnQHUj+B5IcZNz9KOgBPhpoanUR01PDn1YjaXnNcrOVGQ6+Pjbz+Luz5zhZRyCCE8ZdfHE6vSIDOzmMWzcTpb4+NGRdoZbpPMyUqpUq11E4BSqox4+cVoJH1ZcX5+kNLSQmKxGH6/RWFhDqWlhYRCfvx+i6KiXEpLC8nNNQgGfCw6cxpXX30mx44dY90jBpMmxZ83jDB+v9W9bdsdvbbD4Xz8fovJk/MoLS2koyO+vb+hjW2vdxDwW/gsg8J8P4X5AY53WrzRFiYvP8hdn1/Ouie38kj9Jm5aqbjuygvReyt5dbtFcXE+paWFTJ6ch99vMWVKfHvSpNx+t0tK8pk69eT21KkFTJ5cSFFRYruQgoKC7u3S0kJycuLdz4MBH6uvOYPHNr6OAZgG+H3xvJVhxBsw3rjyTGaXTaagIIdAwNe9JDO+bfXYDvZ6Pj8/SDDYezsnx99ru7395HZeXoBoNNBr27LcXttwcklobm6AYDDQazsv7+R2To6/+1xIbM8qm8Tx4xaGAUZXL4aTx2tgGBAIWCy7YA7rfmdRUJDT/fpAwNdnO3FuAb3OteGcez23/X6717k13HNvakke/iMGhmtiGidX5fh8J3+ZNwwDn8/qej5+vD6fgWnEv8mGz2JybvxcS5x7i9Q0TDP+efh9JpYV399vmfHPy4jfibp40axe5+Jwz73CwpzubZ/P12sboLCwv3Ot77mXOB8y4dxLfI0xUFrr5xMbWuudSqnTx/D1ngJuVUqVAh3Au4F/6fH1DymlQkqpZVrrLcAHgfVjeD8h+rW1srG7tCMv1slNDU9TGm7hT9OXU1k4j4JcHx2dMaYUBVm9Yr4kJYQQacOu34tRWIpZKOWumcScMguqu8aNirRjuO7Qy2+VUv8K/H/AX4gv830LsEZr/eBI31Ap9WUgR2v91a7tjwMXaq0/2bW9DPiO1vryru0zgD9prYezdqoCODCWZcVjXXIYjtp845d/xzSNAftMOI7L1z5ysefNBRPH2nMKhOO43eUuZhqMk+yvTGY0n1vP7+tzr9R3N5UcqMwmU6ZT9He+JZpkngjFONoawjQMZk7N6/d7GArHeN/KM/rtI5EJn1MmLYfusbT4NODgSF+vlNoK/JT4FCUD+GfgfVrrFaONqasf0H8RL9n7mdb6NqXUE8DXtNYvKKXOBe4jnpDeCXxUax0e+Ct2q2CMP4tHK5POibHKhmPtObWjKNrOe+ufoijWwe9nrOD1/NmUFAW5/eZlWXGswzFRjhM8L/EY1c/hDFOBRz+HhyMbznXXcWh/8N/xn3YhOSs+BsSP63h9Le37X0pJDJPmncXx1/cMveMYFBYEaWsPp+S9ElLxXrGdj+P485jyD18g4p+U1PdKlUz5ezXUz+LhTvH4iVLqeeCarodu01q/OsqYaoHLe2xn1bLiTGwuaBgGly8uY8nC6eiaFtpORCnM86PKR5cMGA+njs4c7vSJ4Rio/4hpGuPWfyRVBmv4mlhFUZDr7/ezGqopazZ9Tlnin4iPd/4Z8d4QLwLvH8sX1Fo/BDx0ymNv7fHnlxl9OZ8QQ0qUdkwNH+Om+qcIuDEeLruWutxpBHwmq1fM9zpEIYTol3O0BiInpLwjQ/lLywkdehU3Go6PbRBpY6gpHldrrTcqpVZ3PXSw6/9nKqXO1FqPpqg6q5cVZ3JzwaDfSpukyamjMxOGmj4xHOmYkBmLUxMJoYgBbjyhc8nZ09E1x/pMjhlOU9Zs+5wyndZ6L3CBUmpK1/ZRj0MSYtS2VjaydlM1za1hykJN3Fj/NDHD4jezrqMpGE+afvj6BVLOIYRIW3b9XkD6T2SqQOkcQgdfIdq4D+ZN8zoc0cNQKyjeB2wEPtXPcy4w4gSF1rquq8zjGU4uK97Rc1kx8AHgPqVUYlnxXSN9H68MdypGTsDi5f1Hxly6kI2GGp052PSJkUinhMxYnJpIMHwWbsxGlRcT8JndK1FGuwoiWz6nTKeUmgH8HDgDWK6U+gvwEa11w+CvFCK99CzrOK2jjn9o3ESHL5eHy1Zy3B/v21JSFJTkhBAircXqqzAmzcDM738lqkhv/uKZYPqI1O4lMG+Z1+GIHgZNUGitP971/6t6Pq6U8mutR70EIJuXFS+YW4xlGn3uWCdEYzahSIz/2/Q6jju+pQvZIhPLZNJBIpFwav2ZrILIGncDjwP/DrQAu4iXe7zNy6CEGKlEWceCtgO8/fAWjgQm8UjZSjp8uQBS2iGESHuuY2M3aPynX+J1KGKUDMvCLJ5JtHYPfted8Ndf6WTQMaMJSqnlSqmvKKUCSqntwHGl1HuTHFtGSvQEiERsYrbT67mY7dDaHsF2wLIMcoM+8nP95AZ9mKbBui0H2bxbboZmcplMukokL5Ytmsni+VMlOZGZKrTW9wGO1jqqtf4CUO51UEKMVHNrmPOPV/HOw89RnzOVh2Zd152cKCkKSmmHECLtOUcOQTQk5R0Zziyeg9N+VKZ5pJlhJSiA24FtwLuAZuAs4HPJCirTLV80kxuWVeA4LqFwjI7OKKFwDNt2sHwmkwoC/ZYuBAIWG7bXEI7aHkWeHoZbJlOYJx1txITiKKW6f3AopQoZ/s9wIdKC67qs7KjkuqYd7M+bze/KVhK24iN4ExM7JDkhhEh3sUT/iZnDGTIo0pVZMhuA2KFdHkciehrWFA/A0lo/pZS6D3hca31QKSW3YAcwUHPBSMzhsWer+y39ACldSBiqTGao6RNCZKm1xKd4TFJKfYL4mNFHvA1JiOHZWtnI2mf3c/7rm7noeBW7C+exftplOEb8Z7yUdQghMoldvxezuAwzLzvGU05URiAPa+ocYjW7CJ5/g9fhiC7DvftmKaWWEK91flIpdQ4ykGVIpy6rD0dsKV0YhqHKZCIRm1VLy6VMQUwoWuv/Bp4A/g5cC9wLfMPToIQYhq2VjfzqiUou2/c0Fx2vYsfks/jztGXdyYmCXJ+UdQghMoZrx7Ab92HNlPKObBCYfTbO4WqczlavQxFdhruC4tvEm1r+XGt9QCl1APhM8sJKH+GoTdWhlnGZtiGlC8N36ujM0UyfyDbjeS6KzKOUelBr/SHgV17HIsRI/HFjFW9/42nmn6jn2Snns634HOjRjCzotyQ5IYTIGHbTAYiFsWZJgiIbBOacQ+euDdhv7MY8U6Z5pINhJSi01mvpPVL0dK11VjdKcF23ezyj7YzPtA0pXRi+gcpkJuL0iWSciyIjnaeUMrTWgy/DEiKN2B0dXKv/TFnoCOtLL+HlSWf22ae5NexBZEIIMTp2/R7AwCf9J7KCVTIbI28ysUMv4ZcERVoYVoJCKTUD+DlwBnA58KBS6iNa66wdObF5dwPrthwkELB6jbuM2Q7rthwE4uMbRyJRurBuy0EI0CtJkShduGFZxYS7AB9MokxmIkvGuSgyUj1QqZTaBrQnHtRaf9q7kIToa2tlI2s3VRM+2sJ7659iRqSVx2dcwWsFc/vdv6QomOIIhRBi9Oy6vZgl5Rg5BV6HIsaBYRj4ys8jWr0N145hWMMtMBDJMtweFHcDjwOdwFFgF/CzZAXltXDUZsP2GgIBa9ynbQw04cNx3AlbuiAGlsxzUWScrcDvgEPEpykl/hMibWytbOSB9VXYR5r4f7UbKIq282jZNQMmJ6Q5phAik7ixCPbh/VLekWV8c8+FaAi7QXsdimD4PSgqtNb3KaVu1lpHgS8opXYnMzAvVR1qwXbcXnerexrutI2BegZI6cL4yfa+DON1LorMp7X+ulIqFzgdqARytNYnPA5LiF7WbqpmcscR3lv/FIbr8ttZb6Exp/fPJtMAx42vnFi9Yr70nxBCZAz78H5wYvjKJEGRTaxZZ4HlJ1azC9/ss70OZ8IbboLCUUp1375VShUy/NUXGae9MzqmaRvD6RkgpQtjM1H6Moz1XBTZQym1FPg9EAMuA15WSr1da/28t5EJcVLe4Rre3bCRsOnnd7Ou5Wig7wi+n33hag8iE0KIsbPr94JhYs3o209HZC7DF8SadRaxQ7twL31/VlxDZLLhJhnWAr8BJimlPgFsBB5JWlQeG+u0jUTPANM0yA36yM/1kxv0YZoG67YcZPPurG3dkTIT5TOWyS+ihzuAlUCz1roW+CDwQ29DEuKk9l0v8d76p2i38vj1rOv7TU5IvwkhRCaL1e/FnDYPI5DrdShinPnKz8Nta8I5Vu91KBPesBIUWuv/Bp4A/g5cC9yrtf56MgPzUs9pG/0ZbNqG9AxIvon0GY/lXBRZJ09rvSexobV+guGvghMiKbZWNvKfd2/hzv+6l9r/vYs3A5P5zezraPPn99lX+k0IITKZG+nEefN1Ke/IUr7ycwGIHXrZ40jEsMs0tNa/0lq/V2v9nq5+FNcmMzAvJaZtRCJ2nwvDxLSNVUvL++11kOgZ0N8YUYhfQDuOi65pSUrsE8FE+ozHci6KrBNVShUDLoBSSnkcj5jgEg0x5x16ibe9+TyHcmfw21lvodPK6d4nsQCspCjIh69fIP0mhBAZy258DVwHSxIUWcksmIJZMhe7ZpfXoUx4g959U0pdCPyIeKf4j2qtjyilyoEfANcDWbu+KTFNY8P2GkKxGLbjYpkGpmkMOm1DegYkXyZ/xqNp6jnac1FknW8Bm4AZSqnfAm8B/sXbkMRElBgj2nw8xIrmnVx6rJK9BXNZN305tnHy51lJUZDbb5aZ8kKI7BCr3wumD2v66V6HIpLEN/dcIi/9CTfULmNkPTTU8uC7ifeaKAe+opR6BngA2A6cm+TYPGUYxqimbUjPgOTLxM94LE09R3sujkS2T0PJBlrrdUqpKuJldhbwDa31Xo/DEhNMYtVENBrj+qZtnNu6n51FZ/Jk6RJco/eqtubWsEdRCpE5lFLvB74C+IEfaK1/fMrz7wS+DhjAAeI3DDN/iWgGsuv2Yk0/HcMX8DoUkSS+8vOI7PwjsTdewX/GZV6HM2ENlaCYpLX+nlLKAl4DbgI+qbV+OPmhpYeRTtvo2TOgvxKEdO4ZkCkXqZn4GSeaegYCVq+RoTHbYd2WgwBcvrhs0K+RjMkvE2UaSibrWrWWEAH+3PM5rXVN6qMSE9XaTdXYkSjvOvwcqqOGLcWLeW7KudDPzwlpiCnE4JRSs4BvAxcCYeB5pdQziX5DSqki4CfAxVrrOqXUN4Bbgc94FPKE5YbacZprCFz0Lq9DEUlkllZg5E4idmiXJCg8NFSC4gSA1tpWSuUAb9Nav5T8sDJXomfAui0HIUCvC+hEz4AbllWk1YV/pl2kZtpnPFRTTwLx8o0lC6enPObxSJyIpKsk3nfCJF5W1wbYwGTgTUBqfETKtB1r46aGZ5nb2ciTUy/mxcn912JLQ0whhmUlsFFrfRRAKfUY8B7gG13P+4F/01rXdW2/Anwg5VEKYg1VgItVdpbXoYgkMgwTX/m5RA/8HdeJYZjSi9wLQ33qPa9Kj0hyYngyrWdAJl6kZtJnnGjqGRgg+eCzTEKxGLqmZdxXSAwmnRMn4iStdSGAUuqnwDOJFWxKqXcAcitHpEystZUPNj7FlM5m/jh9OXsK5/V63jTAceMrJ1avmC8NMYUYWhnQcy56A7AksaG1bgZ+D6CUygW+SLw33LCVlKRvHX1paaHXIQzbkZ3VhP05zDhrEYY1eAlxXl4AoyA1K8j8fovCFLxXYUEwZe8FqT2u3LwAkyafPBc7Fl3CYf03Cjtrya1YlPQYxlsm/b0ayFAJCrOra7wB0PPPAImMr+gtFT0DxkumXqRm0mecrk090zVxIgZ0kdb6E4kNrfUflVK3ehiPmECizUeo/f4dTI0c5/HZV6NzZnU/F/CZMqFDiNEx6ZrM1MUA+swVV0pNIp6oeFlr/cBI3qC5uX3I30G8UFpaSFNTm9dhDFtH9cuYM87gyNEQEBpwv9LSQk6ciNDenpoePGbUpi3J71VYEKStPZyS90pI5XG5JyJEoifPRbdwHlg+jryylZz8iqTGMN4y5e+VaRqDJk+HSlAsAo5wMinR3OM5l3ijNjGAZPQMGG+ZfpGaCZ9xujb1TNfEiRiQqZS6Umv9LIBSahX9/CIrxHgL19dRd+cdOOEw5Z9bwxWRQo5sqqa5NSyrJYQYm1rg8h7bM4D6njsopWYCfwE2Ap9NXWgiwTlxDKelnuCZy70ORaSA4c/BKltIrGYXXPo+r8OZkAZNUGit+3YgFFlFLlKTL12beqZr4kQM6FPAo0qpCPGksYGUeIgk66zeT91dd2L4fMxZ8yWCs+dwKUhCQojx8RRwq1KqFOgA3k2P8dFdTer/BDyitf6WNyEKu74KQPpPTCC+8vMIb/kV9rF6rMnpVeY+EUgCYoKTi9TkSzT1jERsYnbvG96Jpp6rlpanvDSlZ+KkP+k4DWWCKyE+8vkfiCcmTtNav+htSCKbdby6m9rv3YaVl8+cL36Z4Ow5XockRFbpan75ZeAZYBfwkNZ6h1LqCaXURcA7gAuA9yildnX99zMPQ56Q7Po9EMjDLCkfemeRFXxzzwMgdlDaL3pBWpNOcOl6dz/bpGNTz0ybhiL4b631H4CdXgcisl/bju00/PxegmVlzLrlc/gmTWZrZSNrpbRDiHGltX4IeOiUx97a9ccXkJuJnovV7cU3U2GY8q2YKMyCEszS04gd3EnwvLd5Hc6EIwmKCU4uUlMjXZt6pmPiRAxot1Lqy8BzQHviQa21JCzEuDr2zNO8+dCvyT39DMo+9RmsvHy2VjbywPoqIrH4iqvm1jAPrI8ve5YkhRAiWzltTbhtTViL3uJ1KCLFfHPPJ/LCWpyOFsx8uVGbSpKgEHKRmkLp1tQzXRMnol9Lu/775x6PucC8/ncXYmRc1+Xouj/S/Iffk3/uecz8xM2YgQAAazdVdycnEiIxh7WbqiVBIYTIWif7Tyz0OBKRar6KC4m8sJbYoZcInHW11+FMKJKgEHKRKtIucSL60lqfNl5fSylVDvwamAZo4ANa6/ZT9pkLvApUdz10WGt93XjFINKL6zg0PfwQxzY+RdFly5j+4X/CsE7+/G9u7X/c20CPCyFENojV78XIKcQsnjX0ziKrmMVlGJOmEzu4UxIUKSYJCtFtqIvUcNSm6lAL7Z1RCnL9LJgrCQwhUkEpVQZ8CVhOfNXEFuC7WuvaUX7Ju4G7tdYPK6W+CnwV+MIp+1xEvGHbJ0b5HiJDuLEYjff/jLbt2yi+9jqm3vjePrXWJUXBfpMRJUXBVIUphBAp5boudv1erLKFGMbgDeVF9jEMA9/cC4i++lfcyAmMQJ7XIU0YkqAQQ3Jdl827G9iwvQbbcXEcF9M0sEyDVUvLWb5opvzgFiJJlFJzgK3AY8QTCUHgKmCHUupSrfWhEX49P3AFJ0eU/hLYRN8ExcXAOUqpXcBR4DNa692jPQ6RnpxwmIZ7fkzH7leYuvo9FF//tl4/z3s2xjxVwGeyesX8VIYrhBAp4x4/jNvRgjVLxotOVP6KC4i+sp5YzSv4T7/E63AmDElQiCFt3t3Aui0HCQQsAj1WTMRsJ95cE7h8scwIFiJJvgV8SWv9qx6P/Z9S6sWu5z44wq83FWjVWse6thuA2f3sFyJeBvJTYBXwuFJqodY6Mtw3KikpGGFo46O0tNCT9/XCWI412tbG3ju+T8dr+5h/8yeomrqikx5/AAAgAElEQVSQ7967jaaWTkzTwHHcgd+3OJcPXb+QKy9M3ejRifJ9nSjHCRPrWEXmidW9CoBPEhQTljltPkZuEbGDOyVBkUKSoBCDCkdtNmyvIRCw+owh9VkmBOLNNZcsnC7lHkIkxwVa6w+f+qDW+n6l1BcHe6FS6kbgzlMe3ke8TKQn55RttNa39th8Qin1P8BC4OXhBA3Q3Nw+6EVuMpSWFtLU1JbS9/TKWI41dqyF2ju/R/RwIzM/8a/sCM7hgUd2dTfCHOz7VlIU5LufuBQgZZ/1RPm+TpTjBG+O1TQNzxKnIvPYtZUYhaWYRdO8DkV4xDBNfHPPJ1q9HdeOYlh+r0OaECRBIQZVdagF23F7rZzoyWeZhGIxdE2LNFkUIjkGq58atEOh1vpR4NGej3WVeDQrpSyttQ3MBOpPfa1S6lPEe1A094gjOpLARXqKHD5M7Z23Y7e1c+ydH+He7RGaW/cM+/XSGFMIke1cJ0asfq/cNRf4Ki4kWrUJu24vvvLFXoczIaQ8QSHd4zNLe2d0yDugtuPSdmL01y3SfFOIQcWUUmVa615JhK7GmSO+UtRaR5VSzwHvBR4CPgSs72fXFUAucJtSagVgAVUjfT+RXkI1h6i783vgurSs/hi/eKmjz/jQoUhjTCFEtrPfPADRENass70ORXjMmrUQ/DnEDu6UBEWKeLGCQrrHZ5CCXD+mOXgDTMs0KMwb+ZInab4pBpOOiSuPYroHuF8pdaPWuhVAKTUN+BXxn6ejcTPwgFLqK0AN8L6ur/tJoExr/TXgM8AvlVIfAjqB92mtR3YlK9LKidc09T/6AWZuLrM/+3nu+f2BEScnpDGmEGIisGtfBcOQ/hMCw/Ljm7OY2KGduM6H+ky5EuMvpQkK6R6feRbMLcYyDWK206cHBcQbZZqmgSovHvHXluaboj/pmLjyMiat9T1KqdOBOqXUHsAPnAHcpbW+f5Rf8xBwZX/v1ePPdcC1owpapJ32XS/R8NO78U8t5fDbPsRPfn9gxKUaJUVBVq+Yz6Vnz0hSlEIIkR5idZWYpadhBPO9DkWkAV/FBcRe34HzZjXWjDO8DifrpXoFRUq6x4+1AdJE6io9nGO9ceWZ/O7J1/D76JWkiNkOtu1y07VnMrts8ojeNxSJ8dSLteTn+fskPvw+E7/P5KkXa3nr5fPJCYzPaTqS72soEmP3/iO0nYhQmBdg0elTxy2OVMjkc/jJHYd4YlsNuUGrz/n2xLYaCgtzuHbJ3O7HU3GsI41pvGmtP6+UuhNY2vXQtlNLPoQYyPEtz9H4y/tpyi3htznL6Xx26FPHNMBxJSkhhJh43HAHzpvVBM67wetQRJrwlS8G0yJ6cKckKFIgaVdcXnaPH0vneOmg3de5FcW0XVLOhu01dDoxbMfFMg1M0+D6S8o5t6J4xJ/Zy/uPEI7Y5AZ9RAdYYhyJ2GzZ+ca4NN8c7rGm4937kcrkczgctXn0qdfwWQauS59zw2cZPPrUayycPYmg30rJsY40poGMtXt814qGtaP+AmJC2VrZyNpN1cw/tJOrm1/kUN5M/m/GlUTNwcvxAj6TD1+/QBISQogJK1ZfBa6LNfscr0MRacII5GGVLSR2cCfu0pvS/log0yUtQSHd47OHYRhcvriMJQuno2taaDsRpTDPjyofff19KppvjoaUnXgrHafGpGNMQgxma2UjDzyxl0sPv8ClxyrZWzCXddOXYxuD/7yW1RJCCNHVf8KfgzVd+u2Ik3wVFxDe/CDOsXqs4lleh5PVUrpmXbrHZ7ag3xr1BdipzQWDAStpzTdHKxy12bC9hkDA6lN24rNMCMCG7TUsWTjd82aN2SodE1fpGJMQg/n9s/u4pmEL57bu56WiM/lr6RJcY/CmXiVFQW6/eVmKIhRCiPQVq6vEmrkAw8yc0l6RfL655xPe/CCxAy9KgiLJvPibJ93jxygdpxsMZKCSCdOIH4ffZ457883Rkjvl3kvm1JjRSseYhBiIE41w+WtPojpq2FK8iOemnAdDLEWVyRxCCBHntL6J2/omvnOkR7Tozcwvxpw2j9ihlwhe8A6vw8lqKU9QSPf40cvE/giDlUzYsSjH2yNMKgj0aTwYidjcsKwipYkXuVPuvWROjcmmmIToj93ZSf2P70J11PDU1It5YfLCIV8jZR1CCHFSrLYSAGv22R5HItKRr+ICIjsew2lvxiwo8TqcrCVrlzLIePRH6Ln6YtaMDmZOzklaEmCokomiggAdnVFs2yUW691884ZlFSxfNDMpcQ1E7pR7L+i3WLW0PH4+B/pOjfEicZWOMQlxqlhrK3U//D7hN2pou+4mXjmUBz0auloG5Ob4aO+MSVJCCCEGYNdVYuRPwZyU2t9BRWbwV1xIZMdjxA6+ROCclV6Hk7UkQZEhxtofob/VF36/Ba6btNUXQ5VM+H0WOQGXd6+Yh99njkvzzbGQO+XpIZGY2rC9hlAaJK7SNSYhnn3xDX65rpJoczPvb3yawlgHT552Lbuqc8jPMQj4JSEhhBAAAcIQDQ26j+s4tNdVEpi7mGCsdVTvEz3WiYU9qtcKb1gmBKLHh7dzfh6hSdOxX99GQF088jfz5xAhOPLXTTCSoMgQY+2P0N/qC7/PpDMcS9p0iuGWTIQiNheqaeP63qMhd8rTQzKmxmRjTGJi21rZyIMbNAUdzfy/uqcIuDEemrmSOiP+s7QjZBPwmXz87WdJYkIIIaIh2ve/NOguTmsTbqQT2wwOue9AjIIg5jTp6ZNRYmHaX98z/P0nzSBW8zJte57HCOSO6K0KTj8f/JKgGIokKDLEWPojeDWdIhNLJuROefoYy9SYZEnHmMTEtHZTNVPaGrmp/mlsw+I3s66jKdh7dVck5rB2U7UkKIQQYhicY/UAmJNlnLwYmDm1ArvmZZwjh7DKFngdTlaSBEWGGMvFvlfTKTKxZELulAsh0tnWykbWbqqmsPEAqxuepcOXy8NlKznuL+x3/+bWcIojFEKIzOQcrcUonIoRyPE6FJHGjLzJGLlF2EcOSoIiSSRBkSHGcrHv1XSKTC6ZkDvlQoh0kEhINLeGyc+xCEcdTj92gLcf3syRwCQeKVtJh2/gJaYlRbKUVAghhuJGQ7htTVjl53kdikhzhmHEV1G8sRs30jniMg8xNElQZIixXOyPV6lFzwkgBbl+Fsw9uapgoOekZEIIIUZna2UjD6yvItI1jaMjZHPecc11TdupzZnGYzOvJmwFBnx9wGeyeoXUQgshxFCcljoAzCmzPY5EZAKztAL7jVdwmmuwZiqvw8k6kqDIIKO92B9rqUV/E0BM08AyDa5bMgcDgw07+j6XmA4iJRNCCDFyazdVdycncF0ua9nNFUd3sS9vNn+YcQUx8+Q/4SVFQRbPL+GV6maaW8MyuUMIIUbAOVoL/hyMghKvQxEZwMgrPlnmIQmKcScJigwy2v4IYy216G8CSOK1jz1TDYbBpIJAn+d6TgeRkgkhhBiZ7v4RrsvKI3/nouNV7C6cx/ppl+EYJ3+OlxQFuf3mZR5FKYQQmc11HZyWOswpczCMwVccCwGnlnmEpG/JOJMERQYazcV+f6svAn4L13UHXX0x2AQQ0zQIRW1wYcopdc7JnA4ixt9g5TtCCG+UFAVpOd7JWw9v4Zz2A+yYtJCNUy+CHr9ASxmHEEKMjdt2BGIRKe8QI2JOndujzONMr8PJKpKgmCD6W30xe+YkZkwKDnohOtgEkFDY7vriEIrY5AZ7n07Jmg4ixs9g5TuJEh25myCEN1ZfNofj99/LvI5aNk05n63F52CZBrk5Pto7Y5QW5/Ku5adJGYcQQoyBc7QWMDCLZbyoGD4jfwrkFHaVeUiCYjxJgmII2XZnuefqi9LSQpqa2gbdf7AJII7r4rrxm3kD7ZOM6SBi/AxWvtOzREcIkVp2Rwez1j/IlI46nitfztbAvD59JYbzM1wIIcTgnKO1GEXTMHwy9UgMn2EYWFMrsGtfxY2GMPxS5jFeJEExALmzHDfYBBDTMLpXGg+0z3CmgwhvDFa+IyU6QngndqyF2ju/R/RwI2WfvJmPXXQxH/M6KCGEyEJu+ARux1Gsigu9DkVkIHPqXOza3fEyjxmyimK89B3pIICTd5ZN0yA36CM/109u0IdpGqzbcpDNuxu8DjElek4AOVVOsOui1YWcQN8L2KGmgwhvJcp3+pvsAvEkheO46JqWFEcmxMQVOXyYN77z30SPNFH26c9SeNHFXockhBBZS8aLirEwCkriZR5NB70OJatIgqIfQ91ZDgQsNmyvIRy1PYowdRITQCIRu0+SwnFccvwWOUEf9iklHonpIKuWlsvd9zQ1WPlOgpToCJE6oZpDvPHdb2OHOpn9uS+Qf9bZXockhBBZzTlaC4E8jLzJXociMpBhGFilFbjHGnAjnV6HkzUkQdEPubPc2/JFM7lhWQWO4xIKx+jojBIKx3Acl/dcNZ8br5zf73ODTQcR3husfCdBSnSESI0Tr2kOfue/Od5pc8+Ua/jahga2VjZ6HZYQQmQt17FxjtVjTpk9Icq2RXKYpfMAF+fIQa9DyRrSg6Ifcme5t/4mgBTm+VHlJxuGLjlr4OdEeupZvtNfMk5KdIRIjfZdL1H3kx/TYuXzcNlK2vz50BrmgfVVADKlQwghksBtfRPsqJR3iDEx84sx8iZjNx3AKlvodThZQRIU/ZA7y/3rOQFkJM+J9JQo31m35SAE6JWkSJTo3LCsQhJNQiRR6/NbaPzlz2nKKeG306+i0zrZBTwSc1i7qVoSFEIIkQTO0VowTMzJstpXjI05bR72wZ24oTaMnEKvw8l4UuLRj8EaQ4LcWRbZY7DyHSnRESK5Wv76Fxp/cR95aiG/nrGyV3Iiobk17EFkQgiR3VzXxTn6BsakGRjWxLrhKMafVXoaAHbTAY8jyQ6ygqIfcmdZTBTDKd8RQozN1spG1m6qprk1TElRkNVXzCN3y1/I+/uzVOXPZUtwKQEfRDpjfV5bUhT0IGIhhMhu7oljuJ2t+Gad5XUoIgsYOYUYhaU4bx6AOYu9DifjSYJiAIk7xxu21xCKxbAdF8s0ME1D7iyLrCMlOkIkx9bKRh5YX0UkFl+Rd/R4J7W/+AXntu7jpaIz+WvpEtz2GJYBPssgZp/sfxTwmaxeMd+r0IUQIms5zTUAmCXlHkcisoU1bR6x6u04HS2Y+bLKfiwkQTEAubMsskk4alN1qIX2zigFuX4WzJXzWIhUWLupujs5YTk27zj8HKqjhi3Fi3huynnQ1TnediHfbzIp33dypcWK+dJ/QgghksBprsEoLMUI5HkdisgS5tQKqN6B03RAEhRjJAmKIcidZZHJXNdl8+4GNmyvwXZcHMfFNA0s02DV0nKWL5opo7UmMKXUNwFba31rP88FgJ8DFwGdwPu11lWpjTDzJXpIBJwoqxueoaKzkaemXswLk/t2+u4I2fzolhWpDlEIISYUN9SO296MddpFXocisogRyMWYPBO76XWsuefL79djIE0yhchim3c3sG7LQUzTIDfoIz/XT27Qh2karNtykM27G7wOUXhAKTVJKfVz4HOD7PZpoENrvRC4BfhlKmLLNiVFQXLtEO+r+yvlnYf50/Tl/SYnEvsKIYRILrurvMOS8g4xzqxp8yDUjtvW5HUoGU0SFEJkqXDUZsP2GgIBq1ejV4g3fg0ELDZsryEctT2KUHjoncA+4HuD7PM24DcAWuu/AaVKKfltboTec34JH6zbwNTIMf5v5lVUFs7r7jfRk/SbEEKI1HCaD2HkTcbILfI6FJFlzJJyMEwcmeYxJpKgECJLVR1qwXbcPsmJBJ9l4jguuqYlxZEJr2mtH9RafwcYLDtVBvRcYtMAzE5qYFkmXF9H6dqfMtmIsP6Mt1KdP5uSoiD/dMNZfPStC7tXTJQUBfnw9Quk34QQQiSZGwnhHn8Ts2Su16GILGT4Apglc7CbDuA6jtfhZCzpQZGG2k5EePrFWo61h5lcEOSaC2dTmBfwOiyRYdo7oziOO+g+tuPSdiKaoohEqimlbgTuPOXhKq31ymG83AR6nkAGMKJ/bUtKCkay+7gpLS305H17atOv8frt/4Ph83HBbd/m8oqKPvu848ozxvw+6XCsqTJRjnWiHCdMrGMV6cE5WgO4mFNlQaBIDnPafJwjh3Ba6rBK5ngdTkaSBEUacRyH+9dXsW3PYXBdXDfe4P3P2w5xyVnT+ej1CzBNWfQihqcg149pDt6gxzINCvP8KYpIpJrW+lHg0VG+vBaYCVR3bc8A6kfyBZqb24dMko230tJCmpraUvqep+qofJX6u3+Er6iIWf/xn5zIL+FEEmJKh2NNlYlyrBPlOMGbYzVNw7PEqUgPTnMNBPMx8qd4HYrIUmbxbPDn4BzeJwmKUZKr3TRy//oqtr56GAOwTBOfZWKZJgaw9dXD3L9eGuiL4VswtxjLNIjZ/d/0jtkOpmmgymUUkujXE8CHAJRSy4GQ1rrG25DSX9uO7dTddSeBadOY88UvEyid5nVIQgghADcWxWmpxyqZKxMWRNIYpok1bT7O0TdwIyGvw8lIkqBIE20nImzbcxjTBPOUH5qmYWCasG3PYdpORDyKUGSaoN9i1dJyIhG7T5IiZjtEIjarlpYT9FseRSjSjVLqk0qpb3Rt/ggIKqUqgbuAD3oXWWbY+dDj1N/7E97wl3Bv8VX8vVZ+MRFCDE4p9X6l1B6l1D6l1L8Nst+DSqmPpDC0rOO01ILrSHmHSDpz+unguthN1UPvLPqQEo808fSLteC6A5ZwmIaB7Ths3FnLO5fPS3F0IlMtXzQTgA3bawjFYtiOi2UamKbBDcsqup8XE5PW+tZTtu/p8ecQ8OFUx5SJXNfl5V88RMHWJ9mfN5vHZ1xB7AQ80LXqTZpfCiH6o5SaBXwbuBAIA88rpZ7RWu/psU8Z8FPgGmCjJ4FmCae5Bvw5GEWysk0kl5lfjFFQgnN4P8w62+twMo5nCQql1DcB+9RfkLueCwA/By4COoH3a62zur7hWHsYd4hSbdeFlrZwagISWcEwDC5fXMaShdPRNS20nYhSmOdHlRfLygkhxoHrODT97rfkbX2S3YXzWD/tMhwjnmiOxBzWbqqWBIUQYiArgY1a66MASqnHgPcA3+ixzweAPwDNqQ8ve7ixCM7RWsypFRiGLCAXyWdNP4NY9Tac9mbMghKvw8koKU9QKKUmAd8H3gfcNsBunwY6tNYLlVJXAL8ELklNhN6YXBBkqHI4w4DiwmBqAhJZJei3WDx/qtdhCJHxtlY2snZTNc2tYaYW+vlg54sEq3axY9JCNk69iFN/kDe3SlJZCDGg/sY5L+m5g9b6dujuBTRi6dwUNJVTXI6/+DzYUQrKzyRQkNzfpf1+i8Ikv0eq36uwICjHNULOaQs4+voOrKMHKJhRBkBuXoBJk5N73mfDdCQvVlC8E9gHfG+Qfd4GfA1Aa/03pVSpUqo8mxu0XXPhbP687RCO6/bpQQHgdI30uPqC2R5EJ4QQYmtlIw+sryISc/A5Ma7UTxM8UUfHsut4+cQcaOvbI6ikSJLKQogBjXmc81C8mKY0HKme4hKu2gH+HELBEsLtyUscFxYEiUZt2pL4Hj2ZKXivwoIgbe3hlLxXQrYcl1lSTqhuH87s8zFMC/dEhEg0eed9pkyCGmqiUsoTFFrrBwGUUrcOslt/GeXZwLASFGPNFnuReSoFrrpgNs+8WItruJg9lp85roPrwlUXzmbe3PFdIpQNWbbhkmPNThPpWIW31m6qJhJzCNph3tOwkdmhJtaXXkJtZzmrr5zfnbxICPhMVq+Y72HEQog0Vwtc3mN7xOOcxdDcSCeRNyoxp82X8g6RUtb003GOHMRpfgOrtMLrcDJG0hIUSqkbgTtPebhKa71yGC8fU0Z5LNliLzNP/3jVfDpDUbbtOYzj2HQtmgDD4JKzp/OPV80f19gyJcs2HuRYs1MmHetQ2WKR/ppbw+THTvDe+qeYEmnl8Rkr0AVzoTXc3WciUf5RUhRk9Yr50n9CCDGYp4BblVKlQAfwbuBfvA0p+8RqdoEdxSo9zetQxARjFJdBIA/n8H5JUIxA0hIUWutHgUdH+fJaYCaQmM0yITLKpmnysbedxU1Xnc7GnbW0tIUpLgxy9QWzKcwLeB2eSIFw1KbqUAvtnVEKcv0smCvNLIVIF6cFQlx3cAN5dohHy67mUF68pjRRxnHp2TMkISGEGDatdZ1S6svAM0AA+JnWeodS6gnga1rrF7yNMDtE92/HzJss0ztEyhmGiTV9PvYbr+KGT3gdTsZI1zGjTwAfAjZ3NQUKZXP/iVMV5gVklOgE47oum3c3sGF7Dbbj4jgupmlgmQarlpazfNFMjKG6qAohkiZUc4gbDz5B2I3y21lvoSEn3nRWyjiEEGOhtX4IeOiUx97az34fSVVM2cQNtWPX7iZn4eW48nuU8IA1/QzsN3ZjN74GZy/zOpyMkDaFWEqpTyqlEmOVfgQElVKVwF3AB72LTIjk27y7gXVbDmKaBrlBH/m5fnKDPkzTYN2Wg2ze3TD0FxFCJMWJ1zS1t3+HQDBA+AP/RmTaLCC+cuLD1y+QVRNCCJGmoq/vAMcmOP9ir0MRE5SRW4RRPAu7UeM6ttfhZATPVlBorW89ZfueHn8OAR9OdUxCeCEctdmwvYZAwMJn9c4Z+iwTArBhew1LFk6Xco8uiVIY81ALTtSWUhgxLnqOEE30kFgUbaDhp3fjL5nKrP/4PPOmlLDkCq8jFUIIMRzR17ZgFs/GmjILWpq8DkdMUNbMBcT2PE3k0CsYZ17pdThpL11LPISYMKoOtWA7LoEBLrB9lkkoFkPXtLB4/tQUR5deTi2FMTBwcaUURvTRX7JhsJUOPUeIQrwh5t8fXseUxufJmTuX2Z/5D6xCmRgjhBCZwjnWiPNmNcGlN8nvBsJT5pRZEMwnVLWZXElQDCltSjyEmKjaO6NDTp2xHZe2E9EURZS+Ti2FKcyXUhjRVyLZ0Nwan2ve3BrmgfVVbK1sHPA1iRGiCRe37GFVw2bqC2Yw5/NrJDkhhBAZJrpvCxgGvtMv9ToUMcEZhhlfRdG4H/tondfhpD1JUAjhsYJcP6Y5eGbfMg0K8/wpiig9DVUKEwhYbNheQzgq9X0T3anJBoBIzGHtpuoBXkF3MgPX5YrmnVzT/AJV+XN5aNpVmDm5yQxXCCHEOHNdh+i+57FmnY2ZX+x1OEJgzTgDLB/RPU97HUrakwSFEB5bMLcYyzSI2U6/z8dsB9M0UOUT+x/YRCnMqcmJBJ9l4jguuqYlxZGJdNOdbBjm4xBveGm4DquatnFZy6u8VHQmf5hxOZMn5SUrTCGEEEli11fhtjfjP+Myr0MRAgDDn0Ow4nyi+57HjXR6HU5akwSFEB4L+i1WLS0nErH7JClitkMkYrNqafmEbwIppTBiuEqKgiN6HGD1snJWH36O81r38XzxIv5SuhS/3ycjRIUQIgNFq/4GgTx8p13kdShCdAsuvByioXj5kRiQJCiESAPLF83khmUVOI5LKByjozNKKBzDcVxuWFbB8kUzvQ7Rc1IKI4Zr9Yr5BHy9/3kL+MwBkw1OqJPZTz7EGe2H2Dr7Ev5Wcj4lk3JkhKgQQmQgN9RO7MAL+M+4DMMX8DocIbr5S+dilp5GtHIjrjv4TbeJTKZ4CJEGDMPg8sVlLFk4HV3TQtuJKIV5flS5jM9M6FkK01+Zh5TCiIREUmE4Uzxiba3U/fBOwjWHmPGxj/PhS5fJjGshhMhg0X1bwInhX7DC61CE6CNw1tWENv0cu6EKX9lCr8NJS5KgECkRjtpUHWqhvTNKQa6fBXPlwrs/Qb814UeJDiRRCrNuy0EI0CtJkSiFuWFZhZxXAognKYZa/RBtbqb2ztuJNTdT9m+fpuDc81IUnRBCiGRwXZdo1SbM0nlYJXO8DkeIPnzzl2Jsf4TIKxskQTEASVCIpHJdl827G9iwvQbbcXEcF9M0sEyDVUvLWb5opsymFsOWKHXZsL2GUCxGKGKAGz+npBRGjES4vo66O+/ACYWY9dnPk3em8jokIYQQY2Qf3o/TUk/wio96HYoQ/TJ8AfxnX0PkxcexW+qwimd5HVLakQSFSKrNuxtYt+UggYBFoMed7ZjtxO+EA5cvLvMouvQjK00Gd2opjOGzcGO2lMKIEel8vZq6H34fw+djzpovEZxT7nVIQgghxkG08ikI5OKfv9TrUIQYkP/sa4jseoLoKxuwVnzM63DSjiQoRNKEozYbttcQCFh9egb4LBMC8TvhSxZOn/AXl7LSZGQSpTClpYU0NbV5HY7IIB2Vr1J/94/wFRUx67P/SWDaNK9DEkIIMQ6cjhZir7+A/5yVGP4cr8MRYkBmTiF+tZxo1d8IXPxuzLzJXoeUVmSKh0iaqkMt2I7bb0NDiCcpHMdF17SkOLL0k1hpYpoGuUEf+bl+coM+TNNg3ZaDbN7d4HWIQmS8tr/voO6uO/GXTmPOF74syQkhhMgi0b3PgOsQOPsar0MRYkiBxavAtYnu/qvXoaQdSVCIpGnvjOI4g4/QsR2XthPRFEWUnoZaaRIIWGzYXkM4ansUoRCZ79gzG2m49yfkzpvPnDVfxDdZ7lYIIUS2cO0o0b3PYpUvxiyS5LNIf2bRNHzzlhCpfBo31O51OGlFEhQiaQpy/Zjm4GUJlmlQmOdPUUTpSVaaCJE8ruvSvO6PvPmbB8lftJhZt3wOKy/f67CEEEKMo1j1DtzOVgJnr/Q6FCGGLXD+OyAWJrL7L16HklYkQSGSZsHcYizTIGY7/T4fsx1M00CVF6c4svQiK02ESA7XcWh6+CGaH19L4aWXUXbzpzCDQa/DEkIIMY5c1yHy8hOYxbOxZp/jdThCDJs1ZRa+0y4i8upTuOEOr8NJG5KgEEkT9FusWlpOJGL3Se69dtsAABs6SURBVFLEbIdIxGbV0vIJ3yBTVpoIMf7cWIzGn9/HsaefZPLKtzDjo/+M4ZO+0EIIkW3smldwWuoInHu9NBQXGSdw/tsh2knk1Se9DiVtSIJCJNXyRTO5YVkFjuMSCsfo6IwSCsdwHJcbllWwfNFMr0P0nKw0EWJ8OeEw9T++i7btWyn5h3dT+t73YZjyz50QQmSjyMtPYBSU4DtdRouKzGNNnYuv4gIir/wFJyST6UDGjIokMwyDyxeXsWThdHRNC20nohTm+VHlxRN+5URCYqXJui0HIUCvXhSJlSY3LKuQz0uIYYi1t1N75x2Eqvcz7YMfYfKKK70OSQghRJLEGvdhN75G8LIPYJhyWSMyU+CidxM7+BUiu/5MziX/6HU4npO/ySIlgn6LxfOneh1G2kqsJNmwvYZQLIbtuFimgWkastJEiGGKHWth9zfvJFxXz8xP3EzhRRd7HZIQQogkiuz8A0ZOIX51hdehCDFq1pRZ+M68jGjlUwTOeQtmwRSvQ/KUJCiESAOy0kR4QSn1TcDWWt/az3NzgVeB6q6HDmutr0tGHFsrG1m7qZrm1jAlRUFWr5jPpWfPGNHXiBw+TN2dd2C3t1H26c+Sf9bZyQhVCCFEmog1voZd+yrBpe/F8EsDZJHZghe+i9j+7URefJycFf/kdTiekgSFEGlEVpqIVFBKTQK+D7wPuG2A3S4CHtJafyKZsWytbOSB9VVEYvEeLM2tYR5YXwUw7CRFqOYQdT/4Hq7jcM63vk5o8vSkxSuEEMJ7rusS+fv/YeROwn/21V6HI8SYmYWl+M++hujuv+I/+xqsqXO9Dskz0jVMCCEmnncC+4DvDbLPxcA5SqldSqmNSqlFyQhk7abq7uREQiTmsHZT9QCv6O3Ea5ra27+DYfko/8J/UXjG6ckIUwghRBqx6/diN2gC59+A4ZPVEyI7BC94B0ZOAeGtD+G6rtfheEYSFEIIMcForR/UWn8HsAfZLQT8GrgAuAN4XCkVGO9YmlvDI3q8p/ZdL1F35x34Jk1mzpe+TGBm2XiHJ4QQIs24rkN4+yMY+VPwL1jhdThCjBsjmE/gon/AbtDEDrzgdTiekRIPIYTIUkqpG4E7T3m4Smu9cqjXntKX4gml1P8AC4GXh/v+JSUFQ+5TWpxLU0tnv4+XlhYO+Lo3Nz5D/d13UzB/Hmd97cv4i4pOvnaQ12UbOdbsM1GOEybWsYrxE9v3PM6Rg+Rc9S8YvnHPmwvhKf+CK4nueYbwtofxzVmE4c/xOqSUkwSFEEJkKa31o8Cjo3mtUupTxHtQNHc9ZADRkXyN5uZ2HGfwJYrvWn5arx4UAAGfybuWn0ZTU//zwFv+uoGmRx4mb+HZzPi3f+dY2ICufUtLCwd8XbaRY80+E+U4wZtjNU1jWIlTkb7caIjwjscwS+fhO/0Sr8P5/9u78ygp6quN49/qnn3YkVVwSdDrBoI7AoEYiLigMWoSMXELiZ4sxkTN4pK4vC5xIzHxqIlRTMzm8hoVDYqKGvUVxYiIyI3GlUWDCIowS093v39UjWnHGQaG6a6enudzDoeuru6qp3pmblff+lW1SKcLEgkqx3+NursvpmHBnVSNPSbuSAWnUzxERKQ1E4GvA5jZRCAJLO3slYzddTDHH7QT/XuF5xD371XJ8Qft1OoFMrPZLO/+7+2suvUv9NhzL4aeehqJqurOjiQiIkWqceG9ZDespWr/6QSBPsZIaSobvCPlO08itfgB0qtejztOwWkEhYiIAGBmpwBD3f2nwPeAWWZ2HFAHHOPumY0uoIPG7jq43W/syGYy/OeWm3n/sUfpPXESA489jiChnVMRke4ivWY5jc/fR9mIsSQH6YLIUtoq9zmaptefo/6xm6g54lyCRPf52N59tlRERD6mxXUmcPfrcm4vB6YUOlNrMqkUb99wPR8+u4B+h0yj/xe+SBAEcccSEZECyWYz1D92E5RXUdkNh7xL9xNU1lI5/jjq5/6KxmfvonLvI+OOVDA6/CQiIkUrU1/H8l9exYfPLmDAl49hqyOOVHNCRKSbSS2ZR+adV6gaO51Eda/2nyBSAsq335OyHSfQuHA26bdfjjtOwahBIVJADak0z7/yLk+8sJLnX3mXhtTGvuVRpHtrWvcBb11xGXX/cgZ//Rv0nXJg3JFERKTAMmvfpmH+rSS33pWyHfaPO45IQVXtP52gx1bUzfsN2Yb1cccpCJ3iIVIA2WyWx19YyZz5b5LOZMlksiQSAclEwNR9t2H8yCE6KiySI7V6NctmXk7T6tUM/fap9Nh9dNyRRESkwLLpFHUPXwvJMqomzdC+knQ7QUU11QeczIa7L6H+kRuo+vx3S/4CsbE1KMzsQiDd8hzoaN62wGLg39Fd77i7Dp1Jl/X4CyuZ/cTrVFQkqShPfnR/UzrD7CdeB2DCqKExpRMpLg0rVrB85hVk6usY9oMzqd5hx7gjiYhIDBqeuYPMu29Q9flTSdT2jTuOSCySg0ZQOfYrNDz5Rxqfm03lHofFHSmvCt6gMLPewFXAMcBlbTxsL+BP7n5ywYKJ5ElDKs2c+W9SUZGkLPnxjmdZMgEVMGf+m+yz8yAqc5oXIt1R3auvsvzqqwiSSYb/8Cwqhw+PO5KIiMQg9e/5pBbNoXyXAyjfbo+444jEqnzXyaT/8yqNC+4k0W9YSf9NxDE+5HDgZeDKjTxmb2A3M1toZg+b2cjCRBPpfEvfWEM6k/1Ec6JZWTJBJpPF31xT4GQixWX9i4tZduXPSVZXM/xHZ6s5ISLSTaVXvUb9IzeQHLyjvrVDBAiCgKrPnEBiwPbUP3Qt6XdeiTtS3hS8QeHuv3f3S4GNXR2wHrgF2AO4AvibmVUUIp9IZ/uwLkUmk93oY9KZLOs2pAqUSKT4NCxfzvKrZ1I+YCDDf3Q2FQMHxh1JRERikFm3irr7f0lQ3YuqKd8hSJbHHUmkKARllVRPPY2gth91c35Bes2KuCPlRd5O8TCzo4GZLe5e6u6T23tui+tS3GdmlwA7A89vyrr79++xqTFbNWBAzy16fleibc2/rQevp7w8SXlZ2/3AivIkw4b07rSM+rlKV5PsUUu/qQfT98CpJGtq444jIiIxyKxfw4bZl5FNp6g5+HR9pahIC4nqXtQc9AM23H0RdbMvpfrQH5Hsu3XcsTpV3hoU7n4bcFtHnmtm3yW8BsXq6K4A2OTDy6tXf9juEeu2DBjQk1Wr1nXouV2NtrUwhvSpgmyWuoamVk/zaEpnyGazDO5d2SkZ9XMtTolEsMXN01JW1rsPWx1xZNwxREQkJpkNa6m793Ky9euoOeSHJPvpND+R1iR6D6J62o+pu+fn1N1zKdWHnEmy/zZxx+o0xfodJROBrwOY2UQgCSyNNZFIB1WWJ5m67zY0NqZpSmc+Nq8pnaGxMc3UfbfRBTJFRESkW8qsXcmGv11I5sPVVB94GsmBn4o7kkhRS/YZSs20H0OyjA13X0zTW4vijtRpiqZBYWanmNkF0eT3gClmtpjwGhTHuHum7WeLFLfxI4dw6LjtyGSy1Dc0sb4uRX1DE5lMlkPHbcf4kUPijigiIiJScE0rXmLDXRdBOkXNtJ9QNnSnuCOJdAmJPkOo+cJPSfQaSN2cmaydfw/ZbMfOIigmBf+a0WYtrjOBu1+Xc3s5MKXQmUTyJQgCJowayj47D8LfXMO6DSl61pRj2/TVyAkRERHpdrLZDI3Pzabx2TtJ9B5M9dTvk+ilCySLbI5EbV9qDjuL+nm/4b0HZ5Hc5jmqJs0gUdV1r9EWW4NCpDuqLE8y6tNbxR1DREREJDaN7y6j7u5fk37nZcpG7EfVhBMIyqvijiXSJQXlVVRN+S6VbzzO6gdvZsOtZ1E59hjKRowlCIK44202NShERERERCTvsg3raVx4L8sWPwBllVRNmkHZDuO65IcokWISBAG99z6Yup7bUf+Pm6if9xuSSx+jcp+jSA4aEXe8zaIGhYiIiIiI5E1mw/ukljxM4+K50FhHj90mkB19JIma3nFHEykpyf7DqTnsHFJLH6Hx2b+x4a7/ITl8FBWjppIcunOXaAaqQSEiIiIiIp0qm2kivWwxqZefoum1BZBpomzbMVTs9UUG7rRLl/macJGuJkgkqNjlAMp32J/GxXNJLZ5L3b2XkegzlLId9qd8xL4keg6IO2ab1KAQEREREYmBmU0HzgHKgV+4+zUt5o8GbgB6AY8Bp7h7U8GDboJsNkNmzQrS77xCetlimpa/CI11UFlL+c6TqNh1Mok+g+OOKdJtBOVVVI6ZRsXIA2l69WlSLz1K4zO30/jM7ST6DiM5fDeSg0aQHLA9QW2/ohldoQaFiIiIiEiBmdnWwEXAnkAD8KSZzXP3JTkPuwWY4e5PmdnvgG8A1xY+bdiAoGEDmfoPyNatI7t+DZn33yHz/koya98ms3YlNDUAENT2pXz7vSnbbgzJYSMJkvrIIRKXoKyC8h3HU77jeDIfrKLptQU0vbWI1OK5pBbNCR9T1ZPEgO1J9B5EosdWBD37h//X9CaorIFkRcEaGKVWLZIAicSWvXhb+vyuRNtamrStxScnZ3f4XtlOqcUd1VV+JzqDtrX0dJfthMJvaxHW4cnAw+7+HoCZ3Q4cBVwQTW8LVLv7U9HjZwHns2kNig7V4cYXHya9YgmkU5BuIptOQTpFNt0ETY2QTbd4RkBQ04ey/sNIbD+GZL9hJPpvS9Bzq3Y/zBTy5x8kkyQrq/O/nooKgmRZQdYFFGRdQUUFycqEtqsz1plM5v33vr3lJ/oMpGzMwTDmYLLpFNm1K0m/9xbp1cvIrllGZsUS0unGVp5YRlBRBWVVBMkkJMogkSSo7Uvlfl8hSJZ3JGOrtbjUGhRDAPr2rd2ihfTv36NTwnQF2tbSpG0takOAf8cdIs86pRZ3VBf8negwbWvp6S7bCbFua7HU4aHAypzplcA+7cwftonL7lgd/sxhwGGb95wOKuzPvwe9Bg0p2Npqh2xbUuvqWcB1NSvV7cq3zf67GtgX2CUvWTZBq7W41BoUzwATCAt4yxaviEickoSF+Jm4gxSAarGIFKNiq8MJIJszHQCZzZi/MarDIlKsNlqLS61B0QA8HncIEZE2FMMRu0JQLRaRYlVMdXgZYROh2WBgRYv5QzYyf2NUh0WkmLVZixOFTCEiIiIiIgA8CHzOzAaYWQ1wJDCneaa7vwHUm9m46K6vAX8vfEwRkcJRg0JEREREpMDcfTlwNjAPWAj8yd2fNrP7zGyv6GHHAjPNbCnQA7g6nrQiIoURZLPZ9h8lIiIiIiIiIpJHGkEhIiIiIiIiIrFTg0JEREREREREYqcGhYiIiIiIiIjETg0KEREREREREYmdGhQiIiIiIiIiEruyuAMUEzP7GfClaPJed/9hnHnyzcyuALZy9xPizpIvZjYN+BlQCzzg7t+LOVLemNlXgZ9Ek3939zPizJMPZtYLeBI41N1fN7PJwFVANfBXdz8n1oBSFMxsHDATqABWAye5+xvxpsofM7sQSLv7eXFn6WxmNh04BygHfuHu18QcKW9a1reY4+RNd9vXkraVcq0ulbpcqjW4FOttKdVWjaCIRB90Pg+MAUYDe5rZEfGmyh8z+xxwfNw58snMPgVcB3wBGAXsYWYHxZsqP8yshvC70ScCuwMTot/pkmFm+wKPAztG09XAjcDhwM7A3qX685XN9kdghruPjm5fHXOevDCz3mb2O+D0uLPkg5ltDVwEjCd8X/6mme0Sb6r8aFnfSlV329eSdpVcrS6lulyqNbgU622p1VY1KP5rJXC6uze6ewp4Cdgm5kx5YWb9CAvOxXFnybMjCI+qL4t+pl8G5secKV+ShH/PtYRd7nKgLtZEne8bwLeBFdH0PsDL7v6auzcBtwBHxxVOioOZVQLnuPui6K5FlGgtJ2zOvQxcGXeQPJkMPOzu77n7euB24KiYM+VLy/pWqrrNvpZsXAnX6lKqy6Vag0ux3pZUbdUpHhF3f7H5tpntQDhEZlx8ifLqeuBsYHjcQfJsBNBoZncT/pHOBs6NN1J+uPs6MzsXWApsAB4lHLpWMtx9BoCZNd81lLAgN1sJDCtwLCky7t5A2KzCzBLAecDf4syUL+7+ewAzOy/mKPnS2t/4PjFlyatW6ltJ6mb7WrIRpVqrS6wul2QNLsV6W2q1VQ2KFsxsV+Be4Ex3fznuPJ3NzGYAb7n7Q2Z2Qtx58qwM+AwwCfgQuJvwtJZZ8UXKDzMbBZwEbAu8T/imfwZweZy58iwBZHOmAyATUxaJgZkdTXj+cq6l7j7ZzCqAmwnrQJceLbax7YwjTwHpb7xElfq+lnxcKdbqblKXVYO7mFKprWpQ5Igu1nMHcJq7/yXuPHnyZWCImS0E+gE9zGymu38/5lz58DbwoLuvAjCzOwk7v7PiDJUnBwIPuft/AMxsFvAtSrtBsQwYkjM9mNIariftcPfbgNta3m9mPQgbkquBw6Phjl1WW9vZDSwDJuRM62+8BHSTfS3JUYq1upvUZdXgLqSUaqsaFBEzG044tOzL7v5w3Hnyxd2nNN+ORlBMKtHmBISndNxsZn2AdcBBlMDwwTY8D1xmZrWEp3hMA56JN1LezQfMzEYArwHTCS+aKXIL8ApwirvraE/X9SBwnpkNANYDRwLfjDeSbInusq8lm0y1uripBncRpVZbdZHM/zoDqAKuMrOF0b9T4g4lHefu84HLCK/UuwR4A7gp1lB54u4PAH8GniW80FQ5cGmsofLM3euBEwi7xUsIr79xe5yZJH5mNobwImXjgH9Gtfy+mGNJB7j7csLrJc0DFgJ/cven400lW0j7WgKoVncFqsFdSknV1iCbzbb/KBERERERERGRPNIIChERERERERGJnRoUIiIiIiIiIhI7NShEREREREREJHZqUIiIiIiIiIhI7NSgEBEREREREZHYlcUdQKQtZpYFFgPpnLsXuPsMM1sITAKywJ3ufkD0nJ8Cz7v7XZu5rg+B3dz99S3MPAn4tbvvtiXLERHZHGZ2NfCZaHIX4DWgLpoeC2wABrj7uzFkewCY7u7vRl8jeIa7L+nAcmYBi939is7OuBkZPnqPMbMLgFfc/ffR+1Usr6+IiEgpUYNCit1nW9vhc/fRAGa2HbBPzqwDgM3e8RUR6crc/dTm22b2OnCsuy/IuS+GVB+Z0nzD3Q+OM0gn+Og9xt1/GnMWERGRkqMGhXRJzUergJuA6mhExW+BvYDLzSwN3Av8HJgIJIHngFPd/QMzmwD8inAExjO0crqTmX0euNLdR0bTfQiPSn4KGAecBVQAA4Gb3f3cFs+fRc7RvtxpM9sa+DWwDVAO/MXdLzazsijXOCAFvAqc6O4fbvGLJiLd3flmth/QH7jc3a8BMLOvA98irIOrge+4+1Iz6w1cA4wmrJV/B85y9yYzawDuAnYHjgXWA7+Mlp0Ernb3G83spmjd88zsYOAfwFHuvsDMTgJOJxwl9y5wPLAcmAnsB/QEAmCGuz/R1kZF9XQWMBR4I1reHe4+q+XIhpz3jvfaWk9Uqz8ARgLDgUXAcVG+3PeYw2llRMdGXs/xwFXR65MFLnH3O9r8aYmIiHRDugaFFLt5ZrYw59/AFvNPBOrcfXS0s70AONPd7wR+DDQBe7r77sAK4FIzqwBuA0539zHAPKC6lXXPBXqY2V7R9DGETY+1hDvVx7v7XoQ7uD8xs602Y7v+ANzo7nsSjgCZbGZfIhyKPQnYPZr3KjBqM5YrItKWV6O6cgRwpZmVm9lEwg/eE6J6eBlwZ/T4qwk/YI8k/GC+O3BGNK8CuMfdDVgI3A78OFr+ROAMM9vP3U+MHv9Zd3+rOYiZ7U7YQJ7q7qOAu4GzgX0JGw1j3X0X4GbCWr4x1wJPufuuwGmEoxza09569gSmAjsD2wFHt/Ie8wntvJ7nA1dFr9FJm5hTRESkW9EICil2rZ7isYkOBfoAU6LhzRXAfwh3tlPu/hCAu//ZzK5v+WR3z5rZjcAJhDulJxLumGbNbBpwqJlNJ9yBDYDaTQllZrWEO/D9zOzC6O4ehEcpHyA8+jffzO4nPAr4dEc2XkSkhT9F/y8EKoFewCHACODJnNNA+ppZP+AgYJy7Z4EGM7uOsAFwafS4f0T/7wh8GrgxZxnVwBjgqTayfA64v7lp4e6/aJ5hZucAJ5vZpwkbtuva2a4DgO9Hy/mXmc1t5/G4+/+1s5457t4Q5XkB6NfeMiMbez1vBa6J3j8eJByFJyIiIjk0gkJKWRL4XjS6YjThSIWjonlBi8c2tbGMG4GjzWw00MfdH40aDM8BewD/BM4kPB2j5TKzLe6ryMkVAPvnZNsPuNjd1/Lfo5Rp4K9m9q3N2WgRkTakIGy+RtMBYT36Q04t2oNwtMQawn2EbM7zE4SnpDVrPvUsCbzfvIycmnYTbWvKXbaZVZvZTmZ2COFINQhPIbmOT9bWlupaPKaxxfwgWkdzDWYT1lOXc7tlLd+YNl9Pd7+esEE+FzgQWGRmVZu4XBERkW5BDQrp6pqApJkFOdPNO9D3A98xswozSxBeo+ISwvOJg+h8aMzsMKBvawt39+XA08D1wA3R3TsQHnk8x93vITzyVkm4Y5prFeGOKWY2lHDUBO7+AeFRxR9E8/oATwCHm9mhwEPAk+5+HvB7YO/NfVFERDbR/cAxZjYkmj6FsAY1z/uOmQVmVgl8k/DDdUsO1JnZVwHMbDjhNzDtGc1P8/HGBoSn1k3OWe/JhKdDTCE8deRawpFrX+CTtbWle6PcmNkwYHLOvI/qMDA95/6OrAc+/h7TmjZfTzN7Ehjj7rMIX8s+wOBNWKeIiEi3oQaFdHUrCRsIL5pZf8LzmC8xs+OBC4HXCUc7LCE8Ana6u6cId0YvjC6u+UXCUz/a8lvCoco3R9OLgNnAUjN7CZgWLX9Ei+f9ChhiZk54JPHhnHnTgf2iocPzgT+7+x8JL0L3IrDYzBYA+xOetywi0unc/QHCa0HMNbNFhLXpi9Eoi1MJLwL8QvTPgYtaWUYj4QUjZ0TLeAA4N+fClrcBj5rZbjnPeYFw9NkcM3ue8HoPpxCOZJgU1cZ/Av8Gto+azG35PjA8es4s4M2ceacSnlbxT8LT8VZG93dkPfDx95hPaOf1/CFwgZk9BzwCnL+lX20tIiJSaoJsNtv+o0RERES6ADObDdwejVQQERGRLkQjKEREREREREQkdhpBISIiIiIiIiKx0wgKEREREREREYmdGhQiIiIiIiIiEjs1KEREREREREQkdmpQiIiIiIiIiEjs1KAQERERERERkdj9PwIr+1jRkBmxAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(dataurl+'carstopping.txt', delim_whitespace=True, header=0)\n", "df['sqrtdist'] = np.sqrt(df.StopDist)\n", "result = ols(formula='sqrtdist ~ Speed', data=df).fit()\n", "fig, axes = plt.subplots(1,3,figsize=(18,5))\n", "sns.residplot(result.fittedvalues, result.resid , lowess=False, scatter_kws={\"s\": 80},\n", " line_kws={'color':'r', 'lw':1}, ax=axes[0])\n", "axes[0].set_title('Residual plot')\n", "axes[0].set_xlabel('Fitted values')\n", "axes[0].set_ylabel('Residuals')\n", "\n", "axes[1].relim()\n", "stats.probplot(result.resid, dist='norm', plot=axes[1])\n", "axes[1].set_title('Normal Q-Q plot')\n", "axes[2].relim()\n", "sns.distplot(result.resid, ax=axes[2]);\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Heteroscedasticity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excessive nonconstant variance can create technical difficulties with a multiple linear regression model. For example, if the residual variance increases with the fitted values, then prediction intervals will tend to be wider than they should be at low fitted values and narrower than they should be at high fitted values. Some remedies for refining a model exhibiting excessive nonconstant variance includes the following:\n", "\n", "- Apply a variance-stabilizing transformation to the response variable, for example a logarithmic transformation (or a square root transformation if a logarithmic transformation is \"too strong\" or a reciprocal transformation if a logarithmic transformation is \"too weak\").\n", "- Weight the variances so that they can be different for each set of predictor values. This leads to weighted least squares, in which the data observations are given different weights when estimating the model – see below.\n", "- A generalization of weighted least squares is to allow the regression errors to be correlated with one another in addition to having different variances. This leads to generalized least squares, in which various forms of nonconstant variance can be modeled.\n", "- For some applications we can explicitly model the variance as a function of the mean, E(Y). This approach uses the framework of generalized linear models." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: cost R-squared: 0.889
Model: OLS Adj. R-squared: 0.878
Method: Least Squares F-statistic: 80.19
Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.33e-06
Time: 08:55:27 Log-Likelihood: -34.242
No. Observations: 12 AIC: 72.48
Df Residuals: 10 BIC: 73.45
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 19.4727 5.516 3.530 0.005 7.182 31.764
responses 3.2689 0.365 8.955 0.000 2.456 4.082
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 2.739 Durbin-Watson: 1.783
Prob(Omnibus): 0.254 Jarque-Bera (JB): 1.001
Skew: 0.038 Prob(JB): 0.606
Kurtosis: 1.587 Cond. No. 63.1


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: 0.889\n", "Model: OLS Adj. R-squared: 0.878\n", "Method: Least Squares F-statistic: 80.19\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 4.33e-06\n", "Time: 08:55:27 Log-Likelihood: -34.242\n", "No. Observations: 12 AIC: 72.48\n", "Df Residuals: 10 BIC: 73.45\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 19.4727 5.516 3.530 0.005 7.182 31.764\n", "responses 3.2689 0.365 8.955 0.000 2.456 4.082\n", "==============================================================================\n", "Omnibus: 2.739 Durbin-Watson: 1.783\n", "Prob(Omnibus): 0.254 Jarque-Bera (JB): 1.001\n", "Skew: 0.038 Prob(JB): 0.606\n", "Kurtosis: 1.587 Cond. No. 63.1\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:4.59830\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.4553950067071834, pvalue=0.008567457152187175)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'ca_learning.txt', sep='\\s+', header=0)\n", "result = analysis(df, 'cost', ['responses'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A plot of the residuals versus the predictor values indicates possible nonconstant variance since there is a very slight \"megaphone\" pattern. We therefore fit a simple linear regression model of the absolute residuals on the predictor and calculate weights as 1 over the squared fitted values from this model." ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
WLS Regression Results
Dep. Variable: cost R-squared: 0.895
Model: WLS Adj. R-squared: 0.885
Method: Least Squares F-statistic: 85.35
Date: Wed, 14 Aug 2019 Prob (F-statistic): 3.27e-06
Time: 08:55:28 Log-Likelihood: -33.248
No. Observations: 12 AIC: 70.50
Df Residuals: 10 BIC: 71.47
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
const 17.3006 4.828 3.584 0.005 6.544 28.058
responses 3.4211 0.370 9.238 0.000 2.596 4.246
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 4.602 Durbin-Watson: 1.706
Prob(Omnibus): 0.100 Jarque-Bera (JB): 1.241
Skew: 0.062 Prob(JB): 0.538
Kurtosis: 1.429 Cond. No. 56.7


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " WLS Regression Results \n", "==============================================================================\n", "Dep. Variable: cost R-squared: 0.895\n", "Model: WLS Adj. R-squared: 0.885\n", "Method: Least Squares F-statistic: 85.35\n", "Date: Wed, 14 Aug 2019 Prob (F-statistic): 3.27e-06\n", "Time: 08:55:28 Log-Likelihood: -33.248\n", "No. Observations: 12 AIC: 70.50\n", "Df Residuals: 10 BIC: 71.47\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 17.3006 4.828 3.584 0.005 6.544 28.058\n", "responses 3.4211 0.370 9.238 0.000 2.596 4.246\n", "==============================================================================\n", "Omnibus: 4.602 Durbin-Watson: 1.706\n", "Prob(Omnibus): 0.100 Jarque-Bera (JB): 1.241\n", "Skew: 0.062 Prob(JB): 0.538\n", "Kurtosis: 1.429 Cond. No. 56.7\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" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_ols = ols(formula='cost ~ responses', data=df).fit()\n", "df['resid'] = abs(result_ols.resid)\n", "result = ols(formula='resid ~ responses', data=df).fit()\n", "X = sm.add_constant(df.responses)\n", "w = 1./(result.fittedvalues ** 2)\n", "result_wls = sm.WLS(df.cost, X, weights=w).fit()\n", "display(result_wls.summary())\n", "fig, axes = plt.subplots(1,3,figsize=(18,5))\n", "sns.residplot(result_wls.fittedvalues, result_wls.wresid, lowess=False, scatter_kws={\"s\": 80},\n", " line_kws={'color':'r', 'lw':1}, ax=axes[0])\n", "axes[0].set_title('Residual plot')\n", "axes[0].set_xlabel('Fitted values')\n", "axes[0].set_ylabel('Residuals')\n", "\n", "axes[1].relim()\n", "stats.probplot(result_wls.resid, dist='norm', plot=axes[1])\n", "axes[1].set_title('Normal Q-Q plot')\n", "axes[2].relim()\n", "sns.distplot(result_wls.resid, ax=axes[2]);\n", "plt.show()\n", "\n", "x = np.linspace(np.min(df.responses), np.max(df.responses), 20)\n", "y_wls = result_wls.params[0] + result_wls.params[1] * x\n", "y_ols = result_ols.params[0] + result_ols.params[1] * x\n", "plt.plot(df.responses, df.cost, 'o', label='data')\n", "plt.plot(x, y_ols, '-', label='ols method')\n", "plt.plot(x, y_wls, '-', label='wls method')\n", "plt.legend()\n", "plt.show()\n", "\n", "toggle()" ] } ], "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" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": true, "autocomplete": false, "bibliofile": 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\n", "text/plain": "
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\n", 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\n", 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\n", 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\n", 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\n", 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OtgM8H+33nFIqBYxj2/7GY+1fMlYrBAAnThQIw/477WzfPs6xY/Nr77iODNqcBm0+IHNqFZlTa7QzJ9d12Lp1DBKWjMi63RmD+H0CmVe7yLzaQ+bVOp2u2euWcY86SX4V+FDT4h8/iq0opa6NNv0McHvUOXMv8BPR9p/FdgED+HL0M9Hre6P9G9uVUq8DKi3qJAVBEIQlyLotCIIwWKxnxv0XgTOBf62Uituz36a1/h1su96PRzZkj7DQlvzXgL9WSn0Iq3f8qWj7bwOfUkp9FzgZHQ/wp8DHou1V7MVEEARB6AxZtwVBEAYIacC0wAXAwUF55DqIj3UGbU6DNh+QObWKzKk1OpTK7AIO9XBag8QFDNC63cwgfp9A5tUuMq/2kHm1Tqdr9roXpwqCIAiCIAiC0D4SuAuCIAiCIAjCECCBuyAIgiAIgiAMARK4C4IgCIIgCMIQIIG7IAiCIAiCIAwBErgLgiAIgiAIwhCwrp1TBWEjsW//ce64f4rjsxW2TeS48aqd/Mj28X5PSxAEQRCEDYoE7oLQAfv2H+fmO5/C81xGcilOFmvcfOdTTEyMcP62kX5PTxAEQRCEDYhIZQShA+64fwrPc8mmPRzHIZv28DyXW7/5dL+nJgiCIAhCC5igTvmfPkY4d6zfU2kZCdwFoQOOz1bIpBb/+WRSLi9Ol/o0I0EQBEEQ2iGcO4b/9LcJXtzf76m0jATugtAB2yZy1Pxw0baaH3LGFpHJCIIgCMJQENTs/1OZ/s6jDUTjLggdcONVO7n5zqeoYjPtNT8kCELe+fqX9HtqwhKWKyK+bM+2nh0nCIIgDAfGt4G7I4G7IGxs4gBuaWB35cVncuzYfJ9nJ8SsVEQMrBqEd3qcIHSLqZXA8XDS2X5PRRA2Pr5k3AXhtOGyPdskiBtwmouIAbJpj2q0fbXfXafHCUK3lL/yEZzxreRf/0v9noogDAz+s/twJ8/FHduS8MB1ABxveAJ30bgLgrBhWamI+PhspSfHCUK3hNPPYYon+z0NQRgYjDGUv/IRavtuT35sv2r/MUQZdwncBUHYsKxURLxtIteT4/qL6fcEhC4x9SqmWoDQ7/dUBGFwqJch9DGFE8mPHUQZ91Q6+bF7hATugiBsWG68aidBEFKtBxhjqNYDgiDkxqt29uS4fmEwFMoS7A07YdEGJiYKJgRBAFMpABD2IHCPi1MZIqmMaNwFQdiwrFREvJZOvdPj+kEYhpws1pGM+/BjCtP2H4HchAlCTBy4N/4+kkRcZQRBEAaLTouIh6H4uOaHzBWq+KEhk5YHqMNOI6MoUhlBaGCqUeBemcf4VZxUco5LZgh93GWlFwRBGEIq9YCT8zZoFzYGcUbRSMZdEBrEGXfoQdbdr1n7VddLdtweIoG7IAjCEGGAQqXObKFKaCRo30g0Mu4SuAtCA1MtNv6dtM7d+LWhyraDSGUEQRCGhjAMmS3WqdaDfk9F6AEN1wwpThWEBr3NuNeHylEGJHAXBEEYeBwHyrWA+WKNQKQxG5ZQpDKCcAqmUoB0DurVHmTcq5JxFwRBEJLEMF/2KZbriDJm42KMwRTj4lTJuAtCjKkWcPITkK42bm4TI6gPlaMMSOAuCIIwsAShYa5Up1SRDOxGx1TmrbY9MwK1EsYYHMfp97QEoe+YSgEnNwqMLdzcJjW2XxsqD3eQ4lRBEISBJDSG6dmKBO2nCbG+3Z04024IpY5BECDKuGfHcMe2Jt+Eya8NXcZdAndBEIQBww8M0/MVar4Eb6cL4dLAXQpUBQGIM+5jOGNbMIUTmAQ1gyYYPlcZCdwFQRAGBMex/uzT8xV8XwTtpxONjPsmG7gbacIkCIC1g4wz7gS+lZUlhV/H8YbLVUYCd0EQhAHAAHOlyJ9dnGNOO8LCNHgZnNFJu0GcZQTBOizVK1HGfavdlqBcZhh93CVwFwRB6DOhMcwWquIccxpjCidwx7bgeJFnhATugoCpWg93Jxdl3Em4CVMwfBp3cZURBEHoI/UgZLZYFWnMaU5YOGEziq69LBuxhBQETMV2TXWyVuMOyTZhElcZQRAEoSViPfvMnATtgg1G3LGtEOttJeMuCIsy7k52DLxMshn3IZTKSMZdEARhnTHAfKlOqSLSGAFMUMeUZ3HGtopURhCaMJUocM+O4jgObuQsk8jYxkgDJkEQBGF1DIbZYo1KVaweBYspzgDgjm1pZNyN2EEKwqKMO4AztjW57qnx31hKXGUEQRCEZQiNYWZegnZhMfGjf6tx9+xGybgLQlPG3Qbu7tjW5Fxl/JodO5VNZrx1QgJ3QRCEdSAIQ2bmK9TqErQLi2l4uI9tWfCUluJUQbCBu5dq6NCdsa2Y8mwiT6RMFLgjPu6CIAhCM/UgZGauSl2KUIVlaGTcR7fYIIXIv1oQTneqBeso4zhAJCdjQV7WFUGccR8ujbsE7oIgCD2kWg+Yma/iS1MlYQVMYRonv8kGEFKcKggNTKXQ0LcDjSZMSTjLNDLuQxa4S3GqIAhCTzCUqgHzpZo4xwir0vBwBxw3toMUqYwgmGqxoW8HGk2YEvFyjzXuQ+bjLoG7IPSJffuPc8f9UxyfrbBtIseNV+3ksj3b+j0tISHmSnVKFcmaCmtjCtO4m8+2P4hURhAamEoBd3JH42dndBJIKOMurjKCILTKvv3HufnOpzhZrDGSS3GyWOPmO59i3/7j/Z6a0CVhGDI9X5WgXWgJY8zijHujOFW+P4JgIo17jJPK4OQ3JeMs41ejMcVVRhCENbjj/ik8zyWb9nAch2zaw/Nc7rh/qt9TE7qgVg85MVcV5xihdapF8KuNojvRuAu9xNRKyfmg9xhjDKZSXKRxh9jLPQmNu2TcBUFokeOzFTKpxX9+mZTL8dlKn2YkdIehWPWZKVQIpAhVaINFHu7QJJURjbuQPNWHPkv59v/R72m0Rr0MJsDJjS7a7I5uOa017hK4C0If2DaRo+aHi7bV/JBtE7k+zUjoFNsJtc58UYpQhfaJA5C46A7HAxyRygg9wZTnMKW5fk+jJZY2X4qJM+6mywV3WF1lJHAXhD5w41U7CYKQaj3AGEO1HhAEITdetbPfUxPaIDQhM/M1ylUJsoTOCItxxt1KZRzHsVl3kcoIvSDwMZG2e9Ax1SLAKVIZd2yr1adHr3fMkPq4i6uMIPSB2D1GXGWGl1o9ZLZYFWmM0BWmMA1uCie/aWGjlxKpjNATTFCHoI4xIY4z2LnblTPu9iY3LJzAWxLUtzV+rHEfss6pErgLQp+4bM82CdSHEvFnF5LDOspsWRREOa5k3IUeEd8Q+nVID7abiqlGgftyGXeim95t53d+Ar8KOEMXuA/27ZYgCMKAMVeqMyd6diEhwsKJBX17jJcWH3ehN0Tfq2GQy8QZd05xlYky7sXunGVMUIdU2srThggJ3AVBEFpgUP3ZjTHs23+cT3zxyX5PRegAU5jGGd2yeKOXglCkMkLyNCRYcWHmANOQymRGFm138pvATXXvLOPXhs5RBkQqIwiCsCaDqmefK9X4/N6DfO+ZGc6YzPd7OkKbmDDAlGYWPNwjHClOFXpFI+M+BIF7tQCZERzXW7TdcVycsS1de7kbvzZ0jjIggbsgCMIqDKae3RjDI08d40vffoZKzTZ72rNj0xpHCYOGKZ0EYxY83GPctBSnCj1huDLupzZfinGTaMIkgbsgCMLGwWCYL9UHThpzslDls3cf4AfPzQIwkk3x1msv4NUXndHnmQntEgcep2rcJeMu9IgocB8KjXu1cIqjTIwztoXw+e91N75fwxmyrqkggbsgCMIphCbkZKFOrR70eyoNQmN44HsvcMf9U9TqtnnXpbu38LZrdzGWTzNk9VUCYJZ2TY1wvJQ0YBJ6Q/y9GobAvVJYbJPahDu2Fb80gwl968LUCUEdUoPtrLMcErgLgiA0MYh69hOzFW65ez+HjswDMJ5Pc9PrdvHyXVvWOFIYZBYy7kuLU9OYWrkPMxI2OrF3+bBo3N3NZy/7mjO2FYzBFE/ijHdoq+zXcIbMChIkcBcEQQCsbrxY9SkMkJ49DA179x3maw8+Rz2wWfZXXriNN199ASM5Wb6HHVOYhuwoTjq3+AXxcRd6RThMGvfCqhp3iOxUOwzcjV/DyY6sveOAISu/IAinPQbD9FyV+eLgXMxemC7x8S8+ycHDcwBMjGZ4x/W7ufC8zX2emZAUy3q4Y6UyRuwghYQxxgyNq4wJfKhXVgzcYy93U+zCEjKo4UhxqiAIwnARhiEni3XGxgejrUUQhtz16GG+8cjzDbnOay4+gxuv2kkuI0v2RsIUTuCMLZMtlAZMQi9orpsYcI17o2vqCsWp7uhCxr3jc/g1EB93QRCE4aHmh8wVqvgDomc/fLzILXft58iJEgDbNud5++suYPeOiT7PTOgFYWGa9Fnq1BdEKiP0gqbvlKkPeOBeKQKsnHFPZyE72l0TJnGVEQRBGB7KNZ+54mDo2et+yDceeY67HjvcmM/EaJp3/dAezt++/IVLGG5MrQy10qke7sQNmEQqIyTLot4Agy6VWSPjDt17uRtxlREEQRgGDMWKT6FcH4igfeqFeW656wDHTloXEc912DyWwXEdbvmnp3nLa89H7Zzs8yyFpAmjTOEpjjIAXkqkMgOACX2MCfs9jeRoCtwHXuMeB+4rZNwhCtznj3U2vjHiKrMcSqlNwL3AW7XWh6JtaeAO4Pe01t+Mtl0BfALYBNwNvE9r7SuldgJ/A5wBaOC9WuuCUmozcDOwGzgGvFtrfVQplQE+CVwJlIH3aK2/38v3KAjC8GBgYJoq1eoBdz70LPc+fpT4/iGf9dg8lsWJTNmDMGTvY4fXNXCXdXt9MCs1XwIbTEhxat8pff4PmHnpFXDJTf2eSjIMU8a9snbg7oxtITzS4VIRBmDCoeyc2rNqLKXUVcC3gAubtingm8A1S3b/G+D9WusLAQf4pWj7R4GPaq0vAh4Cfjva/vvAXq31xcDHgT+Jtn8AKEbb/yXwqWTflSAIw0poDLPz1b4F7Xpqhk984bt8+G8f4U//72P8j797lHuioP3srSOM51OLgnaATMplZn79tKiybq8f4QrNl4BG51QzCI+ETlOMMYTTU9SOPdvvqSRG81OcQe+c2tC4Z0dX3Mcd2wq1MqZWav8Egb1xGUZXmV7aKPwS8OvA4aZtvwB8GLg/3qCUOh/Ia63vizZ9Cvh/ogzP9cD/bd4e/fst2MwNwGeAN0X7N7Zrre8GtkfZH0EQTmP8wDA9X6HSp06oemqG2+45yMlSjWo95Mh0mUK5jus4vOHKc/m1d1zC9s35hld7TM0PmRxfVw2mrNvrhCmcAMfFGVnG3jPuBBkOTufe045aCQKfoDzX75kkR7P8asAz7lQL9u9gFQ260/Byb79AtSEVksB9Aa31L2qt9y7Z9u+01p9bsusO4EjTz0eAc4FtwJzW2l+yfdEx0etzwPZVxhIE4TTEcaBSD5ier+D7/cte7n3sMEFomJ2vUaraJS3lOezYmueHX3kunuty3eU7CIKQmh9gjKHmBwSB4brLd6zbPGXdXj/Cwgmc0Ukc99TLcEN3KwWqa1Lb9xWqj34p8XFNFLCHpY0TuDcXp5pgsAP3uPlS8xPIpcQyM9NJgao/vBn3QShOdYHmK6oDhMtsJ9oe79PMSsc4Tce0xNatg+PgsH37eL+ncAqDNqdBmw/InFql13MKQ8NsoYprHDZvbm2p27Jl5ceynVIs13nueJFa3S5FDjAxlmEsn6JcCxvnfO2WUcbHc3z1/ilOzJbZOpHnjVft5JI9rXUF9NyVL3A9QNbtFljtO364Nkdq8oxl95mdGKMKbJ3M440k/3cyiOsBtD+v+vRhnn3gH0hvPYftP/qTic6lXJqiCASl+Q3zeZWLacoAjksav2fvK4lxj5oKjG5adSw/u5MpYNQpsamFczaPVWOGIrBpchNjA/r7XYlBCNyfA85u+vks7GPaF4EJpZSntQ6ifeLHt89H+z2nlEoB48CJprH2LxmrZU6cKBAOgKfz9u3jHDs23+9pLGLQ5jRo8wGZU6v0ek6hMcwVa1RqrUsNtmwZZXq6mOg8vntwms9/62AjaM+kXDaPZ0l5LpV6wMRIetE5d0zcEwDlAAAgAElEQVTm+fkbF3y925lTJu1y1tbkbzxWQNbtNVjrO16deRHvzD3L7lMr2+/t8RdncBP+lQ7iegCdzat8519DGOCXCom/p/qRowCElQIvvjCD4w5CuLRAJ5+Xf2IWACczQq1c7sn3IKnvV3XuJKTyq45lwhQ4LnNHnqe6xjmXzis4dhKA+VJAuU9/D67rdJR06HurQK31M0BFKXVttOlngNu11nVgL/AT0fafBW6P/v3l6Gei1/dG+ze2K6VeB1S01lO9fxeCIAwKQRgyM19tK2hPmkK5zme+9hQ33/kUhXKdlOcwkvUYH03juU4kgwnXVQaTJLJud4cJQ0xxellHGYh83EGaMK1C8MLT+AcfgnSus+LENTDl2YV/V5K9oe8XjeLU3OjAa9xNtbCqhzuA47o4o5MdebkvaNzFx71T3gt8PLIhewT4SLT914C/Vkp9CJgCfira/tvAp5RS3wVORscD/CnwsWh7FXsxEQThNKHmh8wWqgR9yr4aY3js6RN88d5DDS37S8+d4O3X7ebFmRJ7HzvMzHyVyfEs112+Y9j92WXd7hBTnoUwWN5RBhrFqUYsIZfFGEP1/n/AyW8i9dJrqO+7AxOGy9YLdHyOUnPgPg8jG6B7caRxd7Kji97fIGIqBZwz185Gu2NbMcUOuqfGGnfxcT8VrfUFy2x7/ZKfHwNes8x+zwCvX2b7NHCKsarWugL8XMeTFQRhKHEcKNcC5go1wj5Z6M0Wa3x+7wG+P2UfweYyHm957fm88sLtOI7D5Hh2aAJ1Wbd7y4KH+zLNlwAaxamScV8O/5nvEBx9iuzrfq5h60e9DKtYB7bL4oz74EmLOqI5cJ/rrHHRemCMwVSKq3q4xzhjWwle+EH75wiG11VmUDLugiAIHbHQVKk/nVCNMTysj/Glbz9DNbKbvPj8SX78ul1sGhm+i4LQe2L7upUy7o7n2X9I4H4KJgyo3f8PuBNnkb7oevwf3Gu310qren63S1iaXfDT3yCBeyyVcTKjg905tV4BE6wplQGbcff3P9D+ExdxlREEQVh/OilCTZLpuQqf23uQp5+32bmRXIqbrr2AS3dvXdXGTDi9McUo4z66QsbdtRl3I3aQp1D//t2Es0fJvfEDOK4HmTwAplZO9DymPIe7eQfhialGF8+hpynjjl/DGDOQ61QrXVNjnLEtYAJMeRZntPUnmsPs4y6BuyAIQ4kfGE4W++PPHhrDfd99ga8+MEXNt44xl+3ZyluvuYCx/PBpJoX1JSxMQzoHmZHld5Di1GUx9Qq1hz+Ld9aFpM5/BWAdUgBMNdkCVVOexTv7Ihu4lzdYxj07AhgbyA9g4GqqUeDeYsYdIvlZG4E7fnRTLBp3QRCE3tJvPfvxk2VuufsAzxy1F/PxkTRvf90uLr5gheypICzBFE7gjq38VKZRMCfFqYuoPXY7pjxH9sc+2Pjs4sCdBDPuxoSY0hzu2Bbc7MiGkcrE36eGpMivDWbgHj/haFHjDrahmXfmS1o/R0MqI64ygiAIPaOfevYgNNyz7whfe/hZ/MCe/Eq1nTddfT75rCylQuuEhRMrO8pAI+NuJOPeICydpLbvDlK7X413xp7Gdps9JllLyGrJaqzzE7gjmzZO4O7XwXEX5EV+FYfBa17WyLjn1q5ZiAu8TaFNZ5lGcapk3AVBEHpCEFo9e1wAup4cnS5xy137ef6Y9XPePJbhHdfv5qXnbl73uQjDjylM423ftfIOIpU5hdrDn4PAJ/vqf7b4hYbGPbnAPYysEp38JryRTfgbRONuQh+81EKWeUALVGPf/FakMk5mBNL59r3c/Rq4KRyn7+2M2kYCd0EQBp6aHzJXqOK34M+up2YS80v3g5C7Hj3MN7/zfMMb/uqXncmPvWYn2YzX0ZjC6Y3xq5jK/KoZd8eN7SBFKgMQzBym/v27Sb/sh3Enzlz0mtOD4tTYCtIZsRn3+vQLiY3dV/y61XRH8phBdZZZ0Li35hLkjm1tWKy2fI4BlQm1ggTugiAMLI4DxarPfLHWkjRGT81w2z0H8TyXXDbFXLnObfcc5CZoO3h/7liBW+86wNFpm8lLeQ65jMeLMyUOHZ3rypM9yZsLYbiIH+mv1DUVWJDKhP3r/jtI1B74R0hlyLzylDYAOG4KUplEM+6LAvf8Jkxlf2Jj95WwjuOlGxaIAxu4VwqQyVvXoBZwxrY0LFZbJqgNpRUkwPA9IxAE4bTAAHOlestBO8Dexw7jeS6ZlIfjOGRSHp7nsvexwy2ft+6H3HH/M/zF557g6HQJB8imXSbGMoyPZBo3A3pqpqP3Fd9czJXri24uOh1PGC4aHu4rWUHSVJwqGXeCFw/gP/MdMle8BTe/adl9nMwIJBm4R1IZNz+BN2o17qZPjd2SxDQy7rFUptrfCa2AqRZaksnEdJZxrw+lowxIxl0QhAEkCEPmS/W2/dln5qvklhSKpj2XmfnWLlCHjs5x610HOD5bAeCMyTwp16EWhGRSNvuTSXnUsDcJnWTJm28ukhhPGB6MMfhTjwKtZdxF4w7+4ScByFz8Qyvu42TyCUtl5sBNQWYELz9ufw/1SkNPP7SEPo6Xasq4D2jgXim05OEe44xtxVQLmHoVJ92iS4xfG0pHGZCMuyAIA0axUufEbLWjpkqT41nqQbhoWz0ImRxffYGu1gP+/k7Nx297kuOzFVzH4YdfeQ7vf+ellKs+aW/xUtnOzcBSZuariY4nDAcm9Knu/d/Un7iT1IXX4oxvW3nnhquMZNzDY4dwxrevHshlRhL1cQ9LszgjEziOgzdis/wboglTEBenRhKRQZXKVIttBe5u5N9uiq0/tTRBbSgdZUAy7oIgDAh+aJgtVKn74do7r8B1l+/gtnsOUsMGw/UgJAhCrrt8x4rHPP38LJ+9+0AjcN6xbZR33bCbs7fawqjJ8Sxz5XojQw6t3QysRNLjCYOPqZUpf/2jBM8+TuYVbyNz5TtX71jpRN+NUDLuwfFDqzvwEGXcEwzcTXkWJ5LluI3AfR42bU/sHP3ABENSnFop4E6c1fL+DUvQehtPXXzRuAuCIHRMtR4wPVfpKmgHW4B607W72JRPU6n6bMqnuenaXctKUCo1n1vvPsBffel7zMxXSXkuP/aa8/jVt1/SCNrB3gwEQUjNDzDGUPODNW8GViPp8YTBJiydpPSF/0rw3HfJXvfzZF/9rjXbzDuOY7Pup7lUxlQKmPnjuNvWCtxHEi9OdfITAE0Z9w3g5R7ExamDbgfZnlSGdPvOQuIqIwjCwLFv/3HuuH+K6UKNLWMZbrxqJ5ftWeXxfF8wFCs+hXJyDZXUzsk1teLff2aGz33rIHNFe+HaeeYY/+KmS8gsE0+pnZPcBIm5wCQ9njC4BDPPU779jzCVAvkf+yCpnZe3frCbPu2lMsHxQwB42y9Ydb9eFKfGWf6NFLiboG4/qwHWuJvQh3q5reLUhiVoWxn3Oo4ngbsgCAPCvv3HufnOp/A8l/F8ipPFGjff+RTAwATvoTHMlWpUqutneVes1PnSvc/w6NPHAUinbJb96pedxbato0xPF5c9rpWbgXZIejxh8Cg/8wSlz/9XHC/DyE3/Hm/bBW0d70jGneDYIQC8beevvmOCxakmDK3P/obMuPu26NZLA85AZtwbzZda6JoaEwfutJVxr4rGXRCEweGO+6fwPJds2toiZtMe1Wj7IATu1arPzHyFur9+FmuPHzjBbfccoli2WczdOzbxzut3s2VTbt3mIJwe1J++jyN3fQJ3/Azyb/pXuOMdaKO9NOY0D9zD44dwNp2xZiMeJzsCQd1mlLu0+DOVeTAGZ8QG7k4mD66HKW+MwN1Jpa0UK5XB1Acw495ovtSGVKaTJlxBfWg17hK4C8IG5PhshZHc4j/vTMpt2Bz2C8eBci2gvo5B+3ypxm3fOsR3D1n/7Gza401X7+TVF52xptZ4mNhI72WYMaFP5a5Pkj1rD+k3fKDl7o+n4KUgPM2lMscO4p2xZ839mrunOvkuA/e4+VKUcXccByc3viFcZUxQtxl3sEHrQGbco8C9HTvItE2+tK1xF6mMIAiDwraJHCeLNbLpBeeSmh+ybaJ/2WUDzJfqlCp1Jid7v/QYY3j0B8f54rcPUY7kOOq8zfz4dbvYPLZxHFxc1yGfTTGel+V8IKhXIagz9rJrqHUatCNSGVMpYAon8F7+I2vu62SsqwjVEqzQpKnl85bn7JhRxh2IAveNkHFveiKRygykq0wj495O4O6l7Y1uvY3E1BC7yshKLwgbkBuv2snNdz5FFUh5DtW6dS658aqdfZlPaAxzxVpH3uydcLJQ5XN7D/LUsycByGdTvPWa87niJds2TGY6lXIYyaXJpT1cx8F1N8b7GnZi+UHLjWBW4jQvTo0LU90WagPiwD0JZ5mFrqkLNwBOfpxwAwTuDTtIou/nIBanVjqQygBOuvU6BxOG1mpVAndBEAaFWMd+x/1TzBRqTPbRVcYPDCeLFfx1kMaExvDg917kjvunqNbtTcIlu7bwtmsvYHxkOBfpZhwgnfYYzaXIpD0kVB88jG+zfm6my6dbXgrC9SvcHjSCYweBFgpToTON8woslcqADSLDwjNdj913ogZMAKSyA5lxpxoXp7YXuJPJt+4qE98Qi1RGEDYGsY3i8dkK2yZyA2qjuDaX7dnGZXu2sX37OMeOrX+2KNazzxVqhEl5Pa7CibkKt951gINH7KPu0Xyam669gEt3r9JafkhwHMikPEZzaTJpByRkH1zqNhiKdbedYqUyp2/GPTx2CGfTmS3VCDQa8CSQcQ9LszYT2/T72ygadwK/IZUZaI2760GqvSdWbWXcoycNjrjKCMLw02yjOJIbTBvFYWG2WKNc9dv2Z9dTM215nIeh4d4njnLng89SD2wDpyteso23XnM+I7nhXJibyaYlYB8m4qDA7VYq46UTszgcRoLjh1oqTIWEpTJR86VmSZ2TH4dqERP6OO5whk0mDMEEDakMqcxA3oyYagEnO9a2pNHJ5FrXuMc3xCKVEYThp9lGEUjMRnGjZPFbwQ+tnr1Wb/8xv56a4bZ7DuJ5LrlsirlyndvuOchNsGzw/uJMmVvu2s+zL9oL0KbRDG+/bhcXDblHepxh37IpS4YQCdiHiCh4cLqVyrjtF6cGM4cJTx4hvetV3Z27z4SV+agw9Q0t7d8oTk1EKjO3qDAVFmQbplI85bWhIXYoiqQyjjegxamVYvsyGYB0HlOcbm3f6H1LcaogbAB6YaN4umTxG9KYYo0w7Ewas/exw3ieSyZlb5wyKY9atL05cA/CkL2PHeHrDz9HEJ3r1RedwZuu3kkuM7zLWkMSk0+TSTnks2kK9NfCU2iPhYx791IZ06YdZP2JO6nvv7+jwN2EPsGLB0md9dK2j02aMGq85K7RMbVBOgs4iRWnuhNnLdrm5JqaMA1r4O7b79IwuMp0Erg7mTzhTKtSmeh9D2ng7vZ7AoIwSGybyFHzw0XburVRXK4Zkue53HH/VLfTHRgMhtlijdn5asdBO8DMfJW0t3hZSnsuM/ML7geHjxf5i88+wVcffJYgNEyOZ/mFt1zMO67fPbRBu+PYpzuT4zkmxzNkUi6SZR9SYleZTLdSmVTbDZhMvQK1kpVFtIl/4CHKt/1nwvnjbR+bNG0VpgKO40Iml1Bx6hzOEkvJhYz7+tQKBS8eoPz1v+zo97gSJoy+S3HGPTW4rjLtOspA5OXf6u8/zrgPaXGqBO6C0MSNV+0kCEKq9QBjTCI2isdnK1EgtsAgNENKipofMj1XoVTx6bYEdXI829Cpx9SDkMnxLH4QcueDz/LRzz7B4RMlHOCaS87ig//sMvacM5xZMAnYNx6xHWS3GXfcdPs+7rF2t1V3jSZiG8TYx7yfhMefwZk4c0EC0wJOZgRT7S7jbkIfU5k/VSqTH7evr1Pg7k89ir//vobDTSIESzLu6cF0lTGVAk6u/f4HTuQqY1ooqjKicReEjUOzjWJSevRBbIaUFPNl21ApKdOY6y7fwW33HKSGzbTXg5AgCLno/En+7NbHeTF6FLptIse7btjD+WeNJ3PidWapJEaC9Y1Dw7Eik4NS54FRJ64ycSBmqqW2O7bGMpMk5CbdEhw7iNemZMfJjECXczdlG5ifmnGPA/f1KeY0pZPRfOZgNJl6nUawusRVxhgzML0tjDGN4tS2SeetfWpQXzsgb7jKSOAuCBuC2EYxKZqbIWVSLjU/7GszpCSoByFzxRp1P7lHuWALUG+ChqvMxFiGkVya2++fwhhwHXjdZTv4kVedSzo1nA8M0ymH8XxWXGI2Kn4VcKKgoIuMZgdSmVgC0Enw3Qjcu8xad0tYnsMUp/Fa1bdHONmRrqUyDQ/3lYpTy+uTcQ978fQjWCyVIZUBE9pg1xuQULBegTDoUONuE2GmXlkzIDe++LgLgrAKvcji9w9DqRpQKNV75s2udk6idk5y8Mgct951gENHbZbrrC0jvOuG3ZyzvYNszADgug6j+TSjWVl2NzKmXoV0tusspuOlF5xAWj13N4F71Pgm/n+/CNvomLqIdlxFVmCha+qSwN1N2QY/6ySVWZRxT4olUplGcOtXByZwN9XOuqaC9XEHrM59yROTUwhiV5nhtAsejN+WIGxwks7i94PQGOZLdcrVNrOAbVKtBdzxwBT3P/kCAJ7r8PpXnMMNV+wg5Q1Xlt1xIOW55HMpcmkPd0AeSQs9pF5N5hG8Z+0g25IyBAtSmXaJj+m3VCaIHGW8NgP3dlxFViIOlJ38qTUzTm7TOgbuyWfcG09vGq4ytnja+LW2ZVW9wlSim8ZO7CDj7rkt1HcMu6uMBO6CIKxJzQ+ZK1bxg952QP3Bcyf57N0HOFmwC+u520d55w17OGtL60Vqg0BcdDqSEw376Ybxq213fVyWuNGPCcBp7VLdCEg6yZrHAXufA/fw+CGcibOsS0gbWKlMd3OPJSrOyKkZWyc3ti4adxOGDclO2IOMO8tl3AeERsa9QztIoDW5lPi4C4KwUTFAsVKnWE6uAHU5ylWfL3/7GR5+6hgAKc/hDVeex7WXno3nDk/Q67rW7jOfTZFNuz39zIQBxa/idNs1lSb3j8BfCOLXPHc3UplY495fqUxw7BDeWRe2fZwtTi13VWxpyrOQzlmrxKXj58YxxRMdjdvWHCpzxAtHb6QyscZ9IeM+KMQ3Rh3bQQLU1nZra7xn0bgLgrCRCMKQ2WK9ow6o7fDkoWk+/62DzJfsheX8s8Z51/W72ba5vYxbv3AcyKY8crkUmZSL5zoYgwTtpylW456AY1QcYAU+tCjF7UrjPgDFqZ0WpkIUuJnQZpA7/PxNaXbFzqhObpzwxDMdjdvuHBr/rvRCKhP7uMcZ9wEM3DvJuKfjjHsL31+/Bo4Lrrf2vgOIBO6CICzBUK4FzJfqXTVTWotCuc4X7z3Evv02i5VJufzYVTu56mVnDoUWvFkO05xdl4D99Mb41WUztm0TZdxNUG9daOV3o3GPilP7KJVpdExttzAVIPJ8N9USTqeBe3n2lMLUGDc/jl+e77l9YlyYSna0p8Wpsb57oDLujeLUDjT37WjcI8vIQbHBbBcJ3AVBaBAXoFaq3TdTWgljDA8+eZTPfFVTqtgs0EvOmeAd1+9icnzwve3jDPtIfiFgl2BdaFCvNny/u8GJs4EtWkKaMISoO2a7wbcJ/YbWuZ8Z9+D4QcBpuWNqM3Gzpm4sIU15DnfynOXHz43Zz7deaQSJvSCMAndv607C2aOJjXuqj3t0czlQGvcipPML3/02iG/WTAtSGfzawg3MECKBuyAIwPoUoM4Va3z+Wwf53jMzAOQyHm+++nxepbYPfPajuWmSBOzCSph6JSGpTJRxb9USMljInLarU28OdvudcXcnzmy7MBVscSrQVXFtWJrFO+dly4/f1ISpk/m1SsOScst5BEefSi7DvyRwb2Tc6wMUuFcKHclkAPu+XK+lrsHGrw2towxI4C4Ipz3rUYBqjOGRp47xpW8/Q6VmNfMX7Zzk7dftYtPoYC+gDpBOe4zl0o2mSRKwCyuSmFSmSePeAoskD+1mneNAP5Xpq6tMcPwQ3tmqo2MXXEU6m7/xa1ArLWsFCc2B+zxs2t7ROVqaR+kkZEdxx7ba5ki1EiRh1xh9j5xB1rhXOw/cHcfBSedbe+IS1IbWUQYkcBeE05ogNMyXao1guhfMzFf53N4D/OA5m0kayab4yTcq9pw1NtBZ9oWAPUUm7SKWjkIrGL8GibjKtBe4Nwdg7cpd4v3d8e2Es0d7ruNeDr9wElOcwdu2q7MB2rEDXIbYo33F4tT8+KL9eoUpzeKOTCycrzyXiM96ozjVbeqcyoBp3CuF7t5rprXA3fi1oXWUAQncBeG0peaHzBWq+D0qQA2N4YEnX+COB6ao1UMALt29lbddewE7z9nM9HR/bedWI5P2GM1ZS0cJ2IVWMcZYjXsCgTvuQnFqS+dusrhrW+Me7e+Mb4OZ563sJomnBm1QO7ofALcDRxlo1rh3mHFfoWtqY/zc+gTuYekkzshmnKj7Z1iew918dvcDL9W4pwfTDtKdOLPj451MztYgrIUvGXdBEIYIg6FQ9ilVeieNOT5b5ta7D3DoiL3IjefT3PS6Xbx815benDAh0imXsXyabHo4bcKEPhPUAJNM0Ntuxj1u4z66uW03koWM+zaC6OdE5D5tUD2yH3Dwtu7s6PiuA/eo6VEcMJ8y/joF7qZ0EvesCxuSncScZYI6uKmFJymx1n2gilMLHXm4x7QqlTFBfd2/30kigbsgnCY4DlRrIXPlKr7foyx7aLjn8SPc+dCzjSLXV164nbe89nzy2cFcbhwglXKZGMuQxkh+XeiYuNAviaCg4XrRYnFqnDl1RzYTzL2ICX2cFhs3xcGuO26126ZagtHJNmfcHdUjB3A3t98xtYGXtjKQDqUyC11Tl8+4k86B62HKvQvcjTGRl/zmxKU5JqgvBOuA47j26cyAZNxNGECt3HlxKlipTGynuRp+Dbq4Qeg3g3klFQQhUfzAUCjXqNaDnmXZX5gucctd+3numJXATIxmeMf1u7nwvM29OWGXNFxicikyaY+xfIZyYXCyT8IQEgfuSUhlooy7aVPj7ozYvzdTK7dsSxln3J04cO9DgWr1yH7cszorTIWoODGT79jOcs2Mu+PY7qlRk6CeUC1C6OOObF7I8Dc1ZOqKwF+om4hwUpmBybjHTkhdZdwzecKTR9Y+l1/DFamMIAiDSGgMJ2YrnJgr9yxgD8KQux49zDceeZ4g0stf9bIzufE1O8lmBkty4jg2u57LWP162nPFIUZIDBMHQQkG7u26ysSBO9UStOonXyuC4+GObl74eR0JSycJCtNkO9S3N8iMdF6cWpqD7Oiq/t42cO9dxr056++4Hk52LMGMu78o4w5AaoAy7l10TY1x0vnWnriIHaQgCIOHoVIPmS/WmNjcu+D0+eNFbr1rP0dO2CzX1k053nH9bnbvWD5r1Q/izHo265H1XFIp6XIq9Ag/QamMG0tl2su4x8F3O1lzUy3hZEdwMqONn9eT8PghoMOOqU042ZGuNO4rFaY2xs+PE/YwcI9lHvHNlzOyKVmN+5LA3WbcByRwryYQuGfyLXVOleJUQRAGhicOnOCex49wbK6CC1x76dm89oqRxM9T90P+6ZHn2PvYYUJjg+NrLzmbN7z6XDKpwciyu65DPptiJOuR8iRYF3pPo5lNIg2YupTKtBF8m1oJsiP2vzaPTYLg2CE67ZjajJPJd+Uqs5JMpjF+doyw8ExH47c2Bxu4u3Hgnks2cF8qlSGdXXhK1GcaGfdutOfpHAS+LT5d5cmJCSTjLgjCAPDkM9N8+b5nKFTqBIGhHoTcds9Bxsdz7JhsveBLT82w97HDzMxXmRzPct3lO1A7FwrVpl6Y55a79nPspLXd2r45z7tu2M3OM7tv854EruswmkuRz6ZwIwcFCdaFdaEXxalt2kEuaNzbybgXcTIjXTuzdEpw7BDpbec02tZ3ipMZ6VgTHpbn8NaQ6vRa4760QNbJbyI4MZXI2EuLUyH6ng5Ixp2GVKZzH/dGE656ZcXA3RgD/uqB/aAjgbsgbABqfshXH5jixFyFdMrDcRwyKY8a8NX7p/j5G1sr+tJTM9x2z0E8zyWXTTFXrnPbPQe5Cdh19ibufPBZ7n3iKAZwHbjhinP4oVeeQ8pze/n2WsIBslmP8Xwaz+3/fITTjwWNewLZPDd6ctWuxj2WylRb16mbWgknO2ozsqlMW8d2izGG8NhB8nsu73qsrjLu5dkVu6Y2xs+PQ7XYlmNPW3MonYRUthGAOvkEM+6hv1A3EZPKdFwTkDQNqUyXxamA1bmvVN8R1LGWrZJxFwShD4TGUCjXKVd9nn2hQG6J5WLaczkx2/rCvPexw3ie25C7NIL/B6ao1kOm521gcvbWEd51wx52bEugFXcCpFIO4/kMuYwn2XWhb5io+YuTSkIq014DptjHPZZZ0E4AWy3hjG0DsJ0r1zHjHk4/hynPkjv/EroWbXRYnGrqVahXcEbWkMpE+mtTKa5sG9kFJmq+1DhffhPUSmtKP1oi8E8Zw0llknOt6RJTKdib1W6euqRb6J4b/T2Jxl0QhHXGFp8WSrWGX/rkeJa5cn2RxrwehGydaF0mMzNfXRT8h6GhVPYpVW3Wz3MdfuRV53Ld5WcPRFbbdRxG8ylGcikcHAnahf7iJ2gHGWfc2ylO9VI2eHHctjXusUzGyYysq8bdf/YxAEb2vJJqC00vV8PJjEC9ggkDHLf1WpvYCnLN4tScDexNZR56EbiXZ3Gbxo0196Y8jzPWXfM6E9RPlSKlMoOjca8W7FMfp/NOGs1SmRXP09RheFiRwF0QhoyaH1Is16nWg0Xbr7t8B7fdc5D5WkClFuAHIZ7rcPUlrbfLbg7+KzWfk4UaYRhwa8YAACAASURBVGTxeN4ZY7zzht2cOZl8sWu7OEA24zE+IrIYYXBoFKcmoXF3HBuItyOVSWUjP/PW3VWMMQ1XGaCtY5MgmNqHu+18UuOT0KVjy2KpROuSC7NW86V4/EbGvTfOMmHpJN7WhQLdRuBemYMuA/flilMHylWmUmzcGHXKwu9/le9vLCkb4oy7XPEEYYiYL9eZma+cErQDqJ2TvOrC7ZQrPkEQkvIcRnIp7nv8CHpqpqXxr7t8B3U/4MRsmem5aiNov/Ki7fzKTS8fiKA9lXLYPJ5l81hGgnZhsPBr4Hinund0iptuXSrj1xakEO3YIgZ1m9WPAney65dxN9UiwQs/IHXeZYmM18i4timXCSMdeUsad3oXuNuuqQtzcOPAvdS9zn254lRSg+QqM99d11QiH3dW//2bSFImGndBEHpKPQiZK9ao++Gq+x04PMfmTdlFcpkgDNn72OFFzjArn8dQrYVU6/Y8uYzHm67ayasvPrO7N9AljgPplMdILkU25dHF01RB6BmmXkmm+VKE00HGHdqTuzQ6VjZJZcKZwx3Mtn38554AY0jt7L4wFViws2zziUGja+qaGfc4cE/eWcbUK5HOfonGnSjj3i3BqcWpSbvKhMUZgpGQTnLCplLAndzR3QQyVgq0mlQGP9a4i6uMIAg9wAClSp1i2SdsQcC9VKMOkEm5zMyvnlWZL9X4wj2HeOLgtD0m7XLjVTt5zcVnNiwV+0HcPGk0nyaTcrAiGUEYUPxqMvr2GC/duo97UGsEI+00Ior3c7KjC8euk6uMP7UPJzuGu313IuN1amdppTJOIzBfcfxYKlNOPuO+1MPdni+6UUjCWWa5AtdUBsIgEZccYwzlL32YY2eeh3fDr7Z/fGV+zc9/LVp54tJ4wpCAnK1fSOAuCAOKHxjmSjVqy8hiVmK5AtWaHzI5vvwiZYzh0aeP88V7n6EcFaBeeN4Eb79uN5vH+rewOUAmLQG7MFyYejXZgMBLQdiGj3v0+N/JjGCKJ1s7R5SZb2Tcs6NQK2NMiOP0TopmTEjw7D688y7FSUjythC4tyeVMeVZnNzYmgWtjpuCTL4nUpmlHu6AdVjxMg0pTzcs7+MeyUX8OmS6CwfD6ecITx7Gz+VptwWfMaEtTu1SKoOXAce1NQ4rEWfcxcddEISkCEJDqepTrrSWZW8mLlCtYa0g60EIxm5fymyhyue+dRA9ZS/wuYzHW6+5gFe8dFtXlf3dkk65jOfTZNIuErALw4RJOOPejlTGtnGPpDJtZdyLjWMgDn6NDX6yvbN7DY8dwlTmSe1MRt8OLRYnLsNSbfmq58ht6kngHmfcF0llHAcnP55Qxt2HpVn1KHA3fnXhs+sQ/8ADwMINSFtUS2BM9xl3x7E3VnXRuAuCsA6ExgbspYrfKAptF7VzkptgUefTN79u96LOqcYYHvr+i3z5vqlGkevLLpjkptftYtNI/xYzz3UYG0mTy6QkXBeGk3o1ka6pDdzWpTLGrzU00bSlcY8z7pFUpklu4vQwcPenHgMcUudemtiYnWbcw/LcmoWpjXPkxnqjcV9GKgPJNGEyxlipTGqZzqnQtc7dGIN/4EEAgg4KaU2ja2qXGXfASecwtdU07sPvKiOBuyAMADU/ZK5YbXiyd4PaObmoEHXLllGmp21WbXquwmf3HmD/83ZxHc2leNu1u7h095a+ZtlzWY/xfAbPlZBdGF6MX00k+GjgpdrycXeapDIEtZYa9zQC/IarzOjC9u4SoKviP7sP98w9yX5esca5TVccU57F3XRGS/s6uXFM8UTbU1tzDqVZmxFfcrPk5De1LntaiTCSW66Sce9q+JnnCWeP4oxvx8wfs38HbdzAxk8wEgncM3lYLeMuPu6CIHRDXHxaKNd72jwoNIb7vnuUrzzwbMOZ5vKXbOWt11zAaK5/Wr+U6zA6kiaf8RBZjDD01Ks4Y1sTG85KZVrUuAdNGvfYXaVaWlMC0ihObWjcOyvwbIewNEt47CCZK9+Z6LiO61mLwzbmbozBlObakMqME554ptMprkhYOokzMnFKAsXNb8I/3uX5guWdVJLKuNtsu0P6ouupPXiLbRi1Ql3Vcixk3Lu/U3TW6p4rnVMFYXDZt/84d9w/xfHZCtsmctx41U4u27Ot39MCrFtKtR5SKNfbKj7thKMnivzVbd9l6gW7OG4aSfPj1+3m4vPXtofsFY4D46MZRrIejgTswgbB+NVE7SBxU6tb2zXTnHGPs7a10podPk2tBKlMw3u+ITfpoZd78NzjAMnZQDbhZEdWL05cSr0CQW3Nrqkxbn4cvzyPMSbRp5Qr6eytVKa78zV6AbjLuMrQlIXuEP/gg3hnX4g3ea4drzIP461fa001OakM6dyq0qIFVxkJ3AVhoNi3/zg33/kUnucykktxsljj5jufAuh78B4aQ6FUp1z1e5plD0LDt/Yd5usPP48f2Cz7lWo7b7r6fPLZ/vzpu65tCrV98wgnZ9bHck4Q1o2kNe5eCiqd+bhDi1nzarGxPyxk3Nsu8AyDNV1ZYvypfTgjm3G37mzrHK3gZPLtZdxb7JraGD83ZuVL9UpDmpMEpnQSd+LUfhlOfhOYwP4+Oq05iOskluucCtCFVCaYeZ5w5jDZa396oUFVm3aZC1KZJDLuecK5F1beIXKVOaUZ1RAhgbuwIbnj/ik8zyWbtheSbNqjGm3vV+BuMJSqAcVyvePi01Y5cqLIrXcd4PnjNjieHM/yjut285JzW7s4JU0csI9kU7iOQzolHU+FjYfxKzjpXGLjOV4a04IdpDFmUefUdrLmplpaCNYXHdv6jXVYnqP4mX9L7rqfI/3Sa1Y/XxjgP/c46V1X9qauZi2pxBLCuPlSXNi7BgtNmOa7dmJpxpRmcc5Wp54vmldYnsXrOHBfwQIxutHrJuPuH3gIcEjtuhLq9gagXdcdUynYm4oEbnqddH7VJy7Gr4GX7mtNV7f0NHBXSm0C7gXeqrU+pJR6A/BHQB74e631h6L9rgA+AWwC7gbep7X2lVI7gb8BzgA08F6tdUEptRm4GdgNHAPerbU+qpTKAJ8ErgTKwHu01t/v5XsUBpPjsxVGcqc2Ijo+2+Jj5wQxBqp+QKFUS6T4dDX8IOSb33meb37nMKExOMANrzyXGy4/u3ETs54sDdiFwUfW7c4wYWgzmwln3FtylQkDMOHC4/9s68G3qZUajjJAlEV22staz74AfpXqvX+Ld96luKtkToMXnoZaGa8HMhmINM5tBI6tdk1tjN/cPbXFgtY15xD41sd8OalMLuqeWp6Hzae83PL4wMo+7v8/e28aJcl1nmc+NyL3qqzs6q7qbjS6G41uAAGQIAAuWAgQAGluIEWCIijKGtKW7KPFqySfmfHM+Iz1S/KcM+NzbEsay0fHlkwdGWNbFkASkkhQICUCDZAAAZEECAJIEN0NVK/orn3JJbY7P25EZGZVLpFVmVmZVff5VRUVGXGzKivzizfe7/2czSvu7unnMQ9ej5HbE73eui/c1fClnhTTqRipMiNsk4HNzKWNiWVZdwJPAzcE32eBPwQ+A9wE3G5Z1ieC3f8L8E+LxeINqA61Xw62/x7we8Vi8UbgBeA3gu2/BZwsFos3Af8R+O1g+68Ba8H2fwZ8qV/PTzPcTBUy2EETZojt+kwVeqeGdUIiKdkuc8tlFld6kxjTjnOXV/n3j/6Iv/r+eXwpmSpk+OUH38HPfcwaeNEuBIxlk0wVMoxnkrpoHxH0+/YWCOwGItnDosBIxstx9xoj7rqxyshqqZYoA2roUirblcc9HBAkq6tUn/2T9kudeRGESeLqd8Y+fjd0b5VRa48dB5mtKe69onbxsLEyF7mwcN9CJKTfSnHfmsfdW7yAv3COxPHb1YZUTvVlbEJx71W6kEhlVaJSqzQmzx7pxlToY+GOehP/J8CF4Ps7gJ8Ui8UzxWLRRb3pf96yrGuAbLFYfDbY70vB9iRwH/Cn9duDr38KpdwA/FfgE8H+0fZisfgUMB2oP5pdxgN3HsXzfKqOh5SSquPheT4P3Nn/l4MEyrbL3FKF5dX+q+yO6/P4c2/xH776Mm8vlBEC7r3lKn71c7dw7GC827/rKc4s8J/+7Mf86//v+/ynP/sxxZmF2I9NJ032TmTIZ3XBPoLo9+1NEjWRJnpplYmXKhMVXuuaU2MV7napweOuHp/ryioTFp6JG+7Bff0k7sViy33dsy9hXnVDT20m9YhUd82psrwEwohdONZbZXpFLcO9neK+icFGIZGvu5XHfXOFu7LJoGwyqAFIZi7ftcfdDxT3XiCS4RCu5qq7dJ2RjoKEPhbuxWLxl4rF4sm6TYeAi3XfXwQOt9k+BSwHHxb12xuOFfx8GZhucyzNLuOWE1N88aM3sGcsRanismcsxRc/ekPf/e1rZZv55QpLAyjYAd68tMzvPPIST714ESnhwGSWf/SZm/nEXdds2kdenFngsWfOsFx2yKQTLJcdHnvmTMfiPZkQ7MmnmcynSZrawz6K6PftLRAp7ttglYmGygTnNpMqszuOx91u9LiDGsbUfYOnIHP330Hkp6g+/UdN1+2vzuHPnyNxpHfTUtcjurxbIEtLiOyEutMQ5/h9KNz9JlNTa+cbB0TXxXA9kfpsrs9x35rH3T39PMaB6zDGagllZq77ybKysopI91Bxh9bTU93qyCvug2xONVBiZIgA/C62E2wP96mn07Fis29fD4dBbJHp6T5Ov9gkw7amduv58HSeD991bd/XIKWkVHFYKzssrtrkJzavJL18apa/fG6G2aUyU4UsH7vzKDc3udio2C5f+fYpnvz+OSTKS/6J9x/jE3cfI9GkaN67N35T03cfL5JKmpG9JpkwqDoe333lMu+/bWM9ZRowlk0xlklidDFAadheS6DX1ISRfd/2nSru4mVS00e6OdSmqXqzrAGFvXsYC/5mW/3bzeXHWPbdjsex5QJrwMTeCcaDfcvZMdJG88eG26T0WamWGNszyd66/ZzxPPh27PVfkWW8sQn2X72f0id+hUt/8n+RPPXXTN7TmNO+fPa7rAHTt76fVJt1bYWFyUls32XfZBojRoF2yVtD5Cfbnrv+Z1KOs2okyIgq+3r0v7k8U6ECTB0+TCK/8ZilXJ405Q1rjPv7Ki0lKAOTU3vIrHvMmpkkm5JdPxd77gIr82fZ99G/T6HusRdzEwin1NXfcs1eJTe5l6ke/D5X5yapAHvGDNJNfl8XTR8/k9nu99UtMcjC/RxwVd33B1G3Y1ttvwwULMsyi8WiF+wT3r49H+x3zrKsBGq+21zdsU6tO1Zs5uZW+574EYfp6TxXrvTuir4XDNuatns9URZ7yY789PVTSrslVLpN0yCdMJhfLvPw46/y4D3XNkxC/cm5Rb781GkWV5VKcvXUGA/df5yr9o2xvLRRZeh2TVfm18ikEw13DAwhuDK/1nCchCHIZZOk0gkqa1Uqa/EbnLb7b9eMUV+TYYh+CA8j+75tv/Yk1af/mPGf/92+2TLqca/MA7Bc9ildWenJ66la9ZGey+XLy20b97wr6m7YSsmjHJzTT2QpLy1uWEP9upSqLil7iYb9XJHGX70Ue/3l+SvIdHDcPTeQOPZeFk7+CfbBWxsmkpZf+R4iP8WiLCDarGsr2K4SHK6cfxujiYK9nsrSPCIz3vLczdYlMuOU5ufxe/R+Ub38NgjBfMlANFOr03nK83MN6+jm9+UsKH/84rKNmWp8jEykKC2vdv1cqj/4NgCV6Zux6x5r5CaonH8j9tqk7+GX16jIdE/+/m5Z/Z/MX54jYdSGoYW/L7tUBmEOxXv9Zt+zB3k/+znAsizrOsuyTOALwNeLxeJbQMWyrHuC/f5usN0BTgJ/O9j+88DXg6+/FnxP8POTwf7RdsuyPgBUisXiTJ+fl2YX4vs+i6s2CyuVDU2wm+XkixcwTYNUwkQIQSphYpoGJ19UNUy56vLok6f4z197jcVVm4Qp+PgdR/iHP30zV+3bZExYEybzaRyv8Tk5ns9kMAkvbDzdW8iQ26Y8eM3AGNn3bWEkwHejnO6+EyRz9DTH3UgAUuV4t6HZGHc1QbK9ZSS0lDT1uHdhlfHLyw3Nnem7vwiGSeWZ/6KiKlFDgNzzPyZx5Ja+RvFFF2kxfe7KKtNdTK7I5DvaQao//AsqJ/8o5hoWEZkJhNG8JFNDmLbQnNomu1wkUpvyuLunX8DYfwJj3aRgMzfRla1H9VLI3janQss5BFKnysSnWCxWgL8HPAK8ArxGrYHpi8C/tSzrNWAc+J1g+z8GfsWyrFeAe4F/GWz/DeAuy7J+HOzzT4Ltvwukg+2/g/ow0Wh6hudLVsoOs8vVng9QWlipbvCGJ02DhZUqr761wG//jxd5oXgFgGsO5PnVz93C/bddjdmFPSUO9956CM/zsV3V2Gu7qrH33lsPkdKNp7uKUX7fDqP1/K009XVBNJGxhx73KAWkk8/dbUyVgbDBtFPhHtxBW+dxJ9X5sQ3HKS815KAb43tJv/ezeGdfwj2jGhi9i0VwbRJH++dvh/pEnc6Fu5QSWV7CiJnhHp0jM47fpnCXTgX7B3+GUzxZm1raBr+01NTfXjtfHr+ylVQZ9foR6z3uAIlU7bUb93DLl/Hn3iIZpsnUYeYmwC61TnVZR21qao+sKynVHN4yEnIHpMr0XS4rFovH6r7+FrAhvLVYLL6ISi9Yv/0t4INNts8DDzbZXgF+YUsL1mia4EvJWsWlXHX7ZqWazKdZLjukErXoxqrj4bg+f/wNldKQTBh8/I4j3PXOg30rnK2jkzyIugOwsFJlbz7N33rfYW69fppsKrHBqKzZeeyE9+2wkNySUtkNoeLewwFMUTOh50KbQY/Sa0yVAVXA+iuzbQ8fqupi3WAfkc6BW0X6rrpz0e4YUiJLyxsyyJM3fwTnJ89Q/c7DJA7fjDvzEphJzEM3tT3elulyaiy+FzvDPURk8vhzb7X8uXPqOTVZFfDnzmLuP972eLK02HYNIldAntv867hVjjtsTnF3Tn8PqKXJ1GOG8ZWV1bYXI9HaKmHh3iPFPUiVaXXhplJlRndqKujJqbuel07N8vhzM8wuVZgqZHjgzqPbNll0GBECKrbHygCGJ9176yEee+YMNso/vlZxWS07kap//NAED913nL0T/c+it45OYh2dxAx87Lm0idAlu2aECO0PW4rR64JIteylmhcUzdJz2v/3tVDcW9kFQqLCfb1VJhjIJKulzhNFnQp4NsY6u4kwTDL3/gKlr/wW1RcexT37I8xDN/XWStSEKFUkRuEe5s9vziqz2vLnzqvfRoztRa7N410+FaNwX8Lcd03b82GXke4m1eJWk1MBEumuU2Xc0y9gTB/HyG+sFcJIS1legViFu7pz0bM4yNAq0zZVpr+vwX6jC/ddzEunZnn4idcxTYNcJsHims3DT7wOqDjF9UX93/7YjVwzletw1J2BEMrXvVZ2qdi9tcS0IlS6//r757g4V8IJLhTSSZNP3nWU9924f2BjmoWAXCbJWEZPPNWMJiKTByFG2uMu6hX3NtRy3GvnFoHdRUrZ+n2jjccdUIV/h8K93eRRc/8Jku/4EM7L3wQkiXd+pO2xekFXVpkup6ZG58jmobrW9I6EN/sm/pUzpO/+IvaLX8O7fAr4aOs1+L6yGrVT3MO7R5UVxDpPeSy85jnuoF6v3Vhl/OXL+LNvkr7zZ5v+vKa4x2xO7bHirv4HRHvFPaEVd82I8vhzMyrBJIj9SydNqsF2YENR//uPvsTPffi6Ha3IC6EmrJYqgyvYQ2Rgx7m8WImKduvoHn76A9dSGB+cQpBOmuRzKRLm1gp2fTdHs50Iw1DK6ICsMjXFvZc57qrAkH4Hn3SouNcrqumc8jZ7dss1Rc2pG3Lccw0/b4cfXBi1UubTt38O98wLyPJy3/3tUKe4xsmwj9bereKuikxZWdtQcDuvfBvMFMnr78a78Bre26eaHKFuDZVlkLKtrcTI1qnYmyjcI599C6tMN7nrYc9C4tqN/nYAM9ddzn1Nce+RVUYISGVqA9HWoz3umlFmdqlCLtP4EkglDGaXKk2Les/3efy5mR1XfAkBrudTdXzKVRfX8wdasAMsrlb5ysnTvH5WfZBk0wk+ffcxbr1u38BUdsMQjOeS5FJbf1vodDdHoxkEW07j6ALpVMBMtUwG2RRdK+6NHncI7C6tCne7BAhYH5fZzeTV0G7SQjEW6TEyH/oV3HMvN0RD9o1kRt1pibV29X7bfXNqnapc97ylXcY59SyJE3cg0mOYB07gvvk3+OXllueILh7aNadm8w3r7RrPBSEQhrnxZ4lUV1YZ5/TzGNPXYkxMN/25WW+ViYGsrEIi1ds7VclsU8Vd+h743sinyujCfRczVciwuGZHxTkotXmqkGla1KeTJrNLLa5iRxTb8ShVXKquN/BiHVTT6/OvXubrz72F7agIxpuP7+XTdx8jnxvMm4sQ6m87kUti9KjoaHc3RxfumkEhsoVIEe47rt3bqanEt8rg2YBoUFRFffFdN9myHlldg1Rmw9TQbhT3OKp14vDNJA7f3PFYvUAprvHiLP2VWXU3It1dnG5NcW8sTp03ngWnQuodHwLA2H9CnefyaYxrbmt6LBlMTTXiWGU2eREqPQeM5vaQbppT/ZVZ/CtnSN3x+Zb7GNlg0msXinuvpqaGiFS2eRxodGdqtAt3PZd8F/PAnUfxPJ+qo2L/qo6K/XvgzqNMFTIb8smrjsdUof+Nkf1HPde55TILK1UqzvYU7XPLFf7gz1/lq0+fwXZ8xrNJvvDRG/jCR24YWNGeTBhMjqfZM57qWdEO6m5OKtF4vPBujkYzKJTiPqDmVKfaeyUvKLY6RQqqbOpkw925yLfepviWdmlDogzUrDNRXGS7c5eXQBg9L762gkg1V1zX4y9exNhzVdd3NSMFvK44lVLivPptjH1HMKZVM6o5dQyEEfjcW6whKNzbK+5htOkmhwZ5bXzdXcRBuudeBiB57D0t9xGGiUiPdeVx71kUZEgqi2zSnFq7M6U97poRJVQ+W/mQH37idaqogst2fZCq2B9lPN9npeRQtb0Nc9kHhe9LvvPyJZ54/mw06Ojd10/xU+8/tuEuR78wDMF4Nkk23Z94x3Z3czSaQSFyBWR5uX2DZq9wKr2NgoTYVhlce4PVICq+2yjPsrq2oTE17mOjY5SXEJl8by1CW0SkcrEGMPkLFzCvsro/fiYs3GvJMv6VM/hzb5H+wM9HrzWRTGPsPYJ3+XTLY9WsMm0U92RaFdhbsMq0ivUUiTTELNyjteab22SiY2bj95bIykrvGlPD86eyzVN/vDB9SafKaEaYW05MNbUuNCvqRzlVxvMlZdulVOlfDnsc3l4o8eiTpzl7Wb2pFMZS/PS912IdbX4rux+kkiYTYykSPR7cVM8Ddx7dcOEX3s3RaAaFkS0otdEpR/ne/UK61d42plLXbNphmI107Q2NhzW7SxvV3C43LdwxU2CYHeMkAfwmGe7bjVLcO0VhlpFr8xiTh7o/fmiVqVPAnVf/GhJpkte9v2Ffc/9xnDeeRUp/gyUJAqtMeqx5VGP9ObfQryHbKu5p8Fyk73e8+JLl5WCt7UvHTnGZDcesrGLke9v7IJJZ5PKVjedqM0F2lNCFu6Yl64v66ek8V65s8lbdNhA2nZaqXl8HJ8XB832e+uFF/ur75/CCddxx034euPMomR40g8bBEIJcNsFYJtn3RPZOd3M0mkEQeYNLy80L1F7SB497qLjLWIr7OptOjEFEslrCKBzYsF0IEcRJxrPKdMx6HzAilcNfbT98yl+8CICxZxOFu5FQdozADiLtEs6p50hed1ct1SbAPHAC59W/xl+8iDl59YZjydISRoy8c5GZ6Cr9pYG2invwuvFsMNrfMVLqeGdbi8jk8ZcuxVqassr0WnFvkSrTpIl7FIlVMViW9QfFYvEX123702Kx+DP9WZZGs3nqIx2rtoe/HQb2Oi7MrvHIk6e4OKc+QPfm03z2/uOcODQ4lapXEY/d0OpujkYzKEIl2C8vYew52NdzSaeCGNvb24NGVpk4HvfGYqTmU2/ncV9rfSciPRavObW8vCnVuq8EGfbtiAr3yas2dYr6Qtr5yXfAtUne9KEN+xnB8CX/7VNNC3e/tBhrwqjITiDX5ja1Vrw200KD14107Y5WL9kmHacekckj3/5Jx/2k74Jd6r3HvVWqjLdxUNko0rZwtyzrPwBXA/dallVvakoC7UeBaTQDR2I7klLF2baUmHpcz+evvn+ep354Hl+CAO5+10E++r4jpJJNYrn6gGkIJnJJUtvm6Ndoto/a9NT+R0JKt4rR61SZUCXtYJVRWe3rCnczCWaqo+K+PsM9enyMZBYppVKMu8xB7zdxmlP9xQsgzE1HVIrMOLKyWmtKnTqGOX3thv2MwkFI5fAunyJ5430bfi5LixgxfPZGdgJ39s1NrVW2KdyjIjaGz11WljEKnS90RDYf/G6a24Nqx1N3dPrhccetbrT/7BLF/Q+Am4FbgUfqtrvAs/1alEbTDRIV67hWcXGGoGAHmHl7hUeePM2VRfXhMb0nw+fuP8HRAz1WFtqQSamIx/xYmkqpu5HWGs1OoGaVGUCyjNOHUerhAKYYOe7Nzi3SuZY+dem7avx7q8I93Vm1xi6B73Y9wKjfiHQOnHLbwtFfuIBRONDSQtLxHJk8cm0O//Ip/PlzpO/9e833Ewbm/uNNG1SjC5+4int5pWMx3BTPbe1LD1430un8GSHLK4iDN3TcT2TyIH2VaNSmKK9NTe3t56JIBnYlp9wQ9Rmmyuxoxb1YLL4AvGBZ1jeLxeI5AMuyUsDBYrE4M4gFajStqDWcOjjuEFTrqAuIr333LZ750UUkYAi479ZDfOg9h0kmBpO6YBiCfC5JNmVC393sGs3wIjJ5NYxnIuAgCgAAIABJREFUAJGQ0qlCnzzunawyuDY0iWMUbSwj0dTUFlYZkcqpnPM2+OUwEWXYPO5ZkBKc6sbhUgFeC8957HNk8vhzb2G/+teQzJC87q6W+5r7T2D/4DFlp6q3o1TX1IVPjOZekZ0A6XUshpshPaelDSau4i59X/nRY1llajn37dT0Xk9NjUip5yqdSmPcaai475Ic99sty/pdy7LywOvAi5Zl/Xof16XRtEHlsF9ZWGNp1R6aov30hWV+8w+e4+mgaL9qX45/9Nl38bE7jg6saE8lTfZNZMimEuiiXbPbEYahlNE+W2WklEq97nWqjBF/cmpTFTHdxu5idyjc26j10XlLwdTUIVPcOzXmSs9FLl/ekjffCCIP3VPfI3nd+9v6w839x0FKvCtnGrb7MaamhoQFs7+Z17Ln1i4C1xNcbHaaniqrq4CMpsa2I1prh2baWuHeY8U9uFjbYJcKLoDFLslx/xfALwKfA74L/APgr4Df7tO6NJqmuL5ktWRTtT0mk4MNRSrOLHDyxQssrFSZzKe599ZDWEcnqdgujz83w/devQwoX/mH3nM19992CHNA2cZCwFg2yVg6Sb/jqjWaUWIg01N9V1kDeq64xxvARJPmVAgU9xaFXqS4t5gaGqbKtMvAD+9kDFvhHkVhtvC5+0tvg/S3VLiLzDj4HuCRvOmDbfc1gwmq3uVTJA7dFG2XMYYvReern57a7bp9p2XcZE1x71C4l8OLtHjNqeoxnQr30CrTa497879/NGhql+S4i2Kx+CPLsv534OvFYnHZsqzhmbag2fFIJGsVl1LZ3ZaUmOLMAo89cwbTNMikEyyXHR575gzvvbLG869dZmlNvekdu2qCz9xzjAN7B5d3n0gIJnLpDZNKNRrN1vKvY+OogqDnA5iMoIm9U3NqC8VdpHMtY/kiNbqFx530mCpMPbtloRP+Xo0hzHGH1oq7v3gB2FwUZHSOoDg1po9jTl3TYd9xROEA/jqfe1i4x/n9RYV7pfvXsnTjpMp0sMqE6ng2Xhxk/WM6HrPFxeNmif4P11+4BTnunTLzh524hbtvWdbPAg8A/6tlWZ8E/P4tS6NRhI2nK2UbdxstMSdfvIBpGqQS6oM0YRisrNl882/Oqe9NwUdvP8Kn77uOxcXOEWq9QAjIphPkc0mEtsVoNE0R2YnYmdKbpabk9dY7K4RQFodOVpkmqTIQKI8dPe6tFfdwv1YWIFlaAmG2Lv63icj+06pwX7gAiC1FhIZ3GVId1PYQc/o43vlXGu5gRFaZGHcs6mcSdI3fujk1+tvGVdzjWGWiAVXt1yorq5DM9L5ZNLxwc9Yp7t7OSJWJK9H9L8CvAP+iWCxeAv5P4Nf6tirNrkYI1Xi6VnWZWyqzsFLd1qIdYGGlStJU/y7lqsvlhTJVR127HjuY59d+5hbuveUQRh+nkdaTMAWT42kKYyldtGs0bRC5ArK8pHzofUKGins/bsEbybZWGeWvb6G4B5GOzZ57qEa3S5WBDjnw5SVEbqL7lJM+U3/R0Qx/8QIiv29Lfy/z6neQuf8XSdxwd7z9D5xQr8PVWha7LC1CIr1haFMzRHpcNVpvQnEnluIe1yoTQ3FPpCCZ6Tg9tVPz6mYJU2U2WKVcGwwTYQwmjrlfxFLci8Xi08BHLMu6xrKs64rF4j19XpdmFyKRVB2fStXFdv1tnXS6nsl8msU1m1LFpWJ7gGr93DuR5pc+/Q6MARnLQ5V9PJvEEGIooi81mmHGyBaUYu2UWw8b2ipun6wyoJTSdop7WNS3sMogfXAqG9JVwqmorZtTlRLfLsvdLw3f1FSgpri28rgvXtiSTQbU3yVp3Rt7/5rP/TRGXg2mkzGHL8HWGq2l7245x13ZWoS6gIiByOQ7W2Wqa70fvkTNKsV6xd21Rz5RBuJPTr0e+ApwCDAsy5oFfqpYLL7Wz8Vpdge+77NW9ShX3aEq1kOklFw9Pc6ZSxejQjmZMMimTT5197GBFe0JQ5AfS5FJmbpg12hiUm8xaFWkbpVovHqvm1NBFVztPO5hNnWzgqQuXWWDqmuXlIe+hW2gZjdZa3lqWV4eusZUaJMqgoo19BcvkTz0joGuydh7BMykGsR04g61lvJSV/0BIrPJfg2vdXNqN4q7yIw3DjRqQ6zCvU+Ke5SUY1cat7vOyCfKQHyrzO8C/0+xWJwsFosF4LeA3+vfsjS7Adf3WS7ZzC5VWSs7Q1m0L63Z/PE3XufkS6poNwTk0iaHp3J89t7jWEcnB7KOTNpkbyFDOqmLdo2mG8KMbL+fWe5uH60yZqLtACbZZhpkO9VcVkuIVK5lYkwnuwkEVplhLNwTKdUb0Ox5r86C52wpUWZTazITGFPX4F0+FW3zu1DcQdlUuo2DlNJXTcatPO5GQl3AdSzcV7q6uyKy+VipMnEV/G4QwlBWnWapMiOeKAPxm1MPFIvFPwq/KRaL/9myrP+5T2vS7HA8X1KqupQr25MQEwcpJX9TvMLXnn0rssbcdM0kn/nAtUyMDe5WmxCQz6XIpfUwJY1mM4SFZT+HMEVTJ/tQFCirTJs4SK/1NMh2xbesrrVvKu3gcZfSR5aXhy5RJiT096+nF4kym8XcfwLnlW8hg0mmsrSEONKF4p6dwL/yZncnDS/6WuW4AyRSsVJlurG1qAFVZ3t6zG4QqewGqwzezlDc4xbuCcuy9haLxXkAy7KmUIEfGk1sfCkpV13WKsNpiQlZWKnw5afO8MZ59UGfyyR48J5jvOv4vpbqVD9IGIKJcR3zqNFshS2lccQlsMqIflhljK0o7q3TVZR9pnUMn+gwxIhqCXxvOD3uAC2mxvoLFwEw91w16BVhHjiB86Nv4M+fxdhzFTiVLhX3ie4vQL3OEYgike6ouPvlZcx9R2OfVmTGkZWVlnMApOeo598PqwyqcN+ouO8ijzvKKvOsZVn/HVWw/xzwb/u2Ks2OwpeSiu2xVnbwhrhg96XkuR+/zTe+N4PtqsSYdx3fx6fvOcZ4drBX6emkSWEsiTGgAU4azU5FZPIqjaOfinuoVvbF456I53HvVnG3Sy0TZSBQ+hOpqIl1PaH1SAyt4p7dEAcIQaJMdqJvBWM7ogbVt09FPnyjy8Idp9LRj15PlEjULrs8kYrncY+RKBMiMhPqosGtQpOm7X4NX4pIbizcW6UvjRpxC/evoSIhU8AJ4Grgy/1alGb0EQIc16dsD2/TaT2zi2Uefeo0b15Snrx8LslPf+Babjq2d6DrMAzBeDZJNp3QxhiNpgfU0jj6X7j3w+MuzGRbq0xUcDVTEtOtVXNZLWGMT7U/d3qsZRa6jDLIh1NxV1aZjYW7t3hxW2wyAGJsLyK3B+/yKYx9R9S2bppToyFMK8C+eA+Kpbin2qbKSM8FuxQrwz3EyNampzZLW6oV7v2zyqx/3UvP7luD+iCJW7h/Cfj3xWLxdyzLygD/EPhD4JP9WphmNBECqo5PqeJQdbyhb6T0fMkzP7rIN184i+upxb7XmuaTd11DNh3336M3ZJIm+bEkplbZNZqeIrIF/L5aZarqza8fExmNRC21phmbVNzpoLiHj2/pcQ9zvYdZcV9baNgmpcRfOE/yuvdvz5qEwNx/HO/yaRLX3Ka2daG4G2Hh3k2DamyPe2vFvZupqSEN01Mnplsfs19WmWQGuTrfuNF1EAO+e94P4lYmU8Vi8XcAisViBfh3lmX9Qv+WpRlFqo5HqeJiu8NfsANcmi/xyJOnOH9F3QreM57is/cd5/rD8d9Ie4EZxjwmDXQDqkbTe5Q3uH+Fu3RUWkVfemDMBFTaeNzbTIMUhhmka6xTHqVUGdod1MdWDZ5QU9yNIUyVgeZrl+UlsMvKX75NGPtP4L75ffx5NXW7a6sM3TVaR/0RRutyr5PHvTZ8qbtUGaDlwKiBKO7Nctx3UapMwrKsQ8Vi8QKAZVkH0BXGrkcIsF2fyojYYUJcz+fJH17g2z84H3nu73rHAT5+x1HSqcFNVFs/TEmj0fQHkSvgL13q3wncan+iIFEWB+m3SZVpo7hDC9Xcs1VEYAfFnXQOubbY9EeyvKSKwWG1HqQ3Fu7+wvYlyoSY+48D4L75A/X7S7duEF5PaFXpFLPYQGiVaZemkkipKa4tqKnjm1Hcm09P7bfi3tTj7tm7KlXm3wA/tCzrcVRz6keAf963VWmGmlGzw9Rz/soqjzx5mkvz6g1930SGz953nOOHBuvTTCYM8rkU6aQxUr8/jWYUCdM4WiVcbBXpNG/A6wlbyHGHwC6zXnkOCvl2qTLhY8Nidz1+WU1NHWTSVjeIVBZcG+m7KqucuijIAWe412NOXwtC4C+cQ4x3l1QWKt7dZLlHzalG+1SZtlaZ4HxGN4p7puZxb3rMan+bU1UcZAUpfZXrzi5LlSkWi39oWdYLwIcBF/jXxWLx5b6uTDOU2K5PqexQHRE7TIjj+vzV989x8sUL+FJdfNzzrqv4yPsOk0oMVmUfyyYZSycRgpH6HWo0o4qRLSivr1Puj0LsVhHJPhUERrLmU2567g6Kezq3IRkmKtw7edzTYy1TZWR5eWj97VA/+bUCQXHoL1yEZKYrX3nP15XMYOw9jD93tuvfn0imIZHu0uMeFO6dFPe2hXvoce9C4EpmVH9Gi+mpsrIKqWx0UdVrRCq4kHaqEE4Ndu2WF7ijROzfWLFYfAl4qY9r0QwpElX4Xlkos7BSGbli861LKzzy5Clml1SD1/7JLJ+7/wRH9g82DkwIyI+lGEsnBvo7fOHVt/nvf/kas0sVpgoZHrjzKLecaJ8modHsJMICSZaW+pIq0c+JjJ0GMHVS3GnWpGmHinunwj0HdrlBtYyOUVpCjA1mcvRmqM+hD1Vdf/ECxp5D236XwJw+gT93tit/e0jX/RrBRV+7AlmlynRoThVmVxe9Qohg0murwr1/w5cASKpiXdpl5XeXMhjAtIsKd83uw3Z8Ko6LbXt4vmQyYY5U0W47Ht94/izPvnwJCRhCcP+7D/Ghd19NwhxscoshBIXxFOnkYH+HL52a5b996w0QapDU4prNw0+8DqCLd82uod5i0I/GROlU+hczZyaQnXLchdGyMBPpMfyF840b7bXoZ+1Qz0mqAVPrnp8sL2NOHeu0+u0jFRZuNZuQv3gR8/A7t2tFEeaBEzivfXtTyn+3hXvsHHenTRxkkOHe7QWPyOTbNqf2M0u/duGmfO61C9zd43HX7BKkhKqrhiW5rj+y43HfOL/El586zcKKejM6tC/HQ/ef4NBU/EagXpEwBRNj2zMB9fHnZkgkRBQxmU6aVIPtunDX7BZEkHzStyx3x0bk+qM+qxz3Dh73Nipis+bUmse9s1VG7d+YQCOlPzJWmahws0vI0uK2NqaGGEGD6mZ+f0Z2An9lNv4D4k5O9eymd1ZAXfB2EwUZHTeTb9uc2k/LUs0qE/z9ndBStntSZTQ7HMdT6TDVqos7IukwzajYLl9/dobnX7sMqKjFD7/3MPfeetW25KNnUiYTY6ltS42ZXapQGE9FGfUAqYQR2YY0mt1AvVWmHyirTL887iZ4buvGWq/9NMhmdpeokO+UKlOfA19Xt8nKKkh/aIcvAdFk0vC5hk225jAU7nsOkXrfQySvu6vrx4psHnn5dPwHxMpxD4pZz2lq+VK2lu7/1iKTx1+50vRnsrKKMXm462PGPnedVQbqB5VpxV0zwkgkFdujVHFwPTlSNphmvDazwFdOnmF5Tf2DHj0wzkP3nWD/ZHbga4maUDPJbc1NnSpkWK04DRcttuszVehTAoZGM4SI9DgI0b8sd6fSdDpkTzCTgATpgdj4kR1HcQcJdjmKHuzK4163f3TO4M7FUCvu4UWJ3Vi4b2eiTIgQgvR7HtzcYzMTyMoKUvqx9o9jlQkv/KRrN1WkZXkZo8kQpY5rzeZbp8pUVvpqlYmsUoHi7jvhdGPtcdeMIBJJqepRLjsjra6HlCoOf/6dt/jhG+r2YTJh8LHbj/D+dx7EMAZfNpuGoDCWIpUcXFpNKx648yj/7Vtv4AqPVMLAdn08z+eBO49u99I0moEhDEPdtu+TVUa6VUj2sTkVlHLazMfudlDc65s066wvJFK1Y3d67HqrTSkcyDPEhXuq8aLDW7wAZgKR774AHSZErgDSxy+vEmucTtic2uZvHb1+WjSobkVxxykjPafBqiPdqnrd9rE5NbrjssHjrgt3zQghJZQdl1JpZxTsAD86Pcdjz7zJWlmpCscPTfDQfcfZO7E9inLSNNg3kcbYBlsOqGbUx5+baUiQ+QcP3aJTZTS7HpEr4Jd6r7hL6QfFc5+8s2HB47nQRDTtmE0dFet1dpe6Ir4d61Xr6Jzl4Z6aCjSkioBqTDUKBxHb9N7cK8Ji11tbAjp7xKPhXR2aUyEoqNc/3rXVHaVN2KLqhzDVJxDVpqb2sTk1vANmK1toWLiL3ZLjrhltJFB1PFbLNq67Mwr2lZLN/3jyFD8oKv9cOmnyibuOcvuN+7cl6ksIyGWS7NuTZX7OG/j5QRXtDz/xOqZpNCTI/OOfuY3/7Qvv2ZY1aTTDgsgW+qO4u0HzX58U91Bll57TXF/tpLg3sbvIailWCk5LxT2yygyxx90wIJmpFe4LF9TwoxEnLKC90hLEae50w8K9neIevHabKO7RhNPNNKdmwyFMy9C0cB9AHGTUnBpclOyAVJnRvvTUtCUs2OeXKyyuVHdE0S6l5AevX+Hf/Y+XoqLdOrKHX//8Ldxx04FtKdoThmByPEM+m8TcBmtOyOPPzWCaBumkqTyUSRPTNHj0229s25o0mmGhmxg9aZepPP3HG7zdTfd1gkbvfua4Q8tkGenF8bivK9zteIW78gkLpN04hMkvLSkFNzn4/qFuCBN1pGsjV2b7EgU6aEJ7klLcY+C7YJhN02IiQsW9SSRkNDV1s1YZ2JAsMxDF3TDUsCpbp8poRoSK47FWtnF2QLEesrha5asnz1A8uwioXPJP3nUN775+atsGamSSJvmx1MAL9maWmNmlCrlM4790KmFweb5z8aHR7HRU4b7UOp2lDvfcj3Be+Rbm4XeSPNbhblVgL+ib4h5YHCLLw4bz221j9aICvbpOcR/rrNYKYagBThsU92VEdmLbBxl1QqSyYJfwly4BcigaU7dKqGJ7a0sQw64vXadjkko7j3tYuG82DhLYMD01UvH7qbgT/P3D5lSd464ZRnzZmBKzU/Cl5PlXL/P4czNUHWVDeeexvfz8p96BZ7cZTNJHQmvMeHbwqTGtLDGZpGo+Tdc1xdquz/69fRoMo9GMEEauoFRruxT5vlvhz84AIEuLHY8b+YL75nHvoLh3SpVJb7S7SLsUu4gV6dzGVJnS0lAnyoSIlFp7lCgzBFGQWyVMSOpGcW+X4Q5EjdWyrVVmE4p7tlXh3n/FHVThXlPcw1QZrbhrhgDPl1Rsl1LFxdshTach88sVHn3qNKcvqKv+sUyCBz9wLe86vo/CeJr5+cEX7qYhyI+lyKa2Z5JsvSUGakOVEALP9ahCQ4LMQx+8bvCL1GiGjNoQpuWOjZneXFi4xyiOnP4q7p2sMrh2+4a7yO5Sr7iv1RpPO50/NaZSaOqQ5WWM/Ag0uKeyyPIy/uJFEAKjcGC7V7RlwoQkL+5MAs9pn+FOveLe2iqzGXVcpMeaxrCqQl7EapDeEsmsznHXDBee76tYx6qLv8MKdt+XfPfHl/jL58/iuCqv9rbrpvjU3deQy2zPP54AMukE44GXfbty71tZYkoVl7/zsRs2WGjed9MBrlxpnqWr0ewWQsXQLy939Dr782eBeIV7remtX82poVVmk4q7MCCViQp3KX2wy7GLpnCAU8M5y0uI/SdiPX47Eekc/tLb+IsXEPnpHZHhDQSF+zJxAoel19kqE752mynufnk56GfoPqlNCAORHm+uuKdzCKO/kckilY16UKJUmR3wGtCF+wji+ZK1ikOl6uGP+tSkJlxeLPPok6eYeVvdTpsYS/HT917LjUf7M1I8DtutstczVciwuGZvsMRMFTLccmJKRz1qNE2IOz3Vr6wg1xbUvjFSaGTfPe4dFPcOk1Oh1qQJIKtlQMZrTg0eqzziCun7wbj64U2UCRGpnPK4L1zYEY2pISKVw6+WYhXueG7nvP52HvfKCiKT33Q/g8jkmzSn9nn4UnjuZCayu/nRBbYu3DUDRCIpVVzWKjtPYQd1QfL0Sxf41t+cizz6t9+4n0/cdZRMavteqpmUyUQuhbGNKns9D9x5lIefeH2DJUYPVdJoWlOzynQo3OeU2k4ihR/D406g6IlEf2ZHRP5kb2NzqvR9VdB3KtzTuSiL3aso20vswn2dx11WlkHKoR6+FCKCxlppl0kdvXW7l9M70jn8Sry7qPEU9zY57uWVTfnbQ0Q2v1Fxr672vTEVUFaphlQZ0XyI2Ygx+s9gFyCBiu2ytoMGJ63n4twajzx5mguz6kNlMp/ms/cd57qrt+/DQQgYz6XIpRMDb0BtR6ior7fEaKVdo2lN2NTXKRLSn3sLAPPQTbUivg2RvaBvOe5KV5XNFHcv3u1/pbir91Y/KNw7NehG1Kn1UJ8yMvyKO6kcSA8kO09xX77UeUdQF3adCncjoT7wWqTKbKlwz+Sj5uDomJUVxNi+TR8z9rlT2VqOu2tDIjn0SUhx0IX7UCOxHZ/VsoMd+Lx3Gq7n89c/OM+TP7iALyUCuOvmg3zs9iMNVpBBkzAEE+NpUonhHHWgLTEaTXeopr6Jjoq7N3cWkduDufcw3rmXO8dHRmkVfboF305xjxruOhfu/oqae+EHBXzs5tR0Dtwq0ncRRiKyGrWLoBwWwrH3wI6IggwRqSxeNWbMr+d0TJURQqjM8xZWGWPy6s0sUx0700Rxr6xi7Du26WPGPncyA3YFKSXSqe6IRBnQhftQIgSUqw4LKza247EzNXY4e3mVR548xeUFdUU8VcjwuftPcM3BAdxCa0MqabJnLIkx4qOxNRpNIyI3oYYHtcGfm8HYd1RZQXwPqmvQxo8r3WAAU79TZZo1p8ZtuEuPIWfVnQS/3KVVJqWUeVktNQyxMkZAca9/jjtOca+sxZpJID0nVv+FSKQ2pMpIKQPFffOfycoqs4r0fYRhqGMOyuOeygIS3KrKcd8BiTKgC/ehQkqwXY9SxaUqRZRZvtNwXJ9vvnCWp390ESnBEHDvrYf4W+85THIbFW4BZDMJJnKj37yi0Wg2IrKFtlYZ6Tn4CxdJHb0tUpT90iJmuyLDqYKRQPTLOxsOYGpilZFeOFQmhlUm8KlvSnEH5ZHP1i58RiXHHdTdgbgXKqOASOdA+qrQ7pT24rnxXpvNFHenAp6zpYs05WWXSHtNfe3aak2D8LgHk32lXVbn3QGNqaAL96HA8yUVx6McDE4qzizw3Vcuc2V+jcl8mntvPYS1jYkqveTMxWUefeo0c0tKpTq4N8dD9x/n8HT/r77bIQTkx1KMpRND0YCq0Wh6j8hOqEzvFvgLF0B6SnGvT6HZe7jlY6Rb7Z+/HepSZZpMTnVjFu7pHDgVpO/hhcNvukiVgdoAJ1legkRK2RCGnNAqs5NsMoDy7qMK0k5/h1jNqYSKe2PhvpXhS9Fxw+mp5RWos80YA1Pcg8Ldqe6IKEjQhfs2IrFdNTipYntRSkxxZoHHnjlDKmmSSSdYLjs89swZHoSRLt6rtsc3vjfDs6+8Dah4xQ+++2ruv+0QCXN7LSn1fnZdtGs0OxeRLSBLSy0tBn4weMncV0to6jQ9td/e2Ugtbaa4x7TKREW6XQ6aU0UwmCkGQRNrlANfXhqJRBkAgrsFO8kmA+supsY61AUxC3cSqQ2K+1aGL4VEhXtQsNempvZfcY96HJxyx3kHo4Qu3LeBiqPsMI7rbSgUT754IZqK6XqSVMLEDraPauH+k3OLfPmp0yyuqjeFw9NjPHT/CQ7u3f5bl+mkycRYCtMY/U5zjUbTHiM3obzidqlpqoo3N6PU5In9kd+3Y5a7W+1fhjvUWWW2qLijim+/UoJUVg1misFGxX15JGwyAEa2AMLEnDq23UvpKfV/z47EaE6FFh73cg8U92youKuLgEjFH4DiTp3i7jt2rN/DKKAL9wEghEpPKdselYrbNtJxYaVKJt34Z0maBgsrG/NVh51y1eVrz77F3xRVmkHCFHzkvUe455artr1QDv3s+WyKHZAOpdFoYlDLcl9uOjnUn5vB2HtENdElM0GWe/vCXTrV/k1NhSgOsllzanzFvdZg6ldWY/vboa5IDLzxsrSEUTgY+/HbiciMM/b5f6UuxHYQkZIco3CXnluzW7Ujkd6Q/uJXth79uVFxH1zhLuo87tKpQnr4G6rjoAv3PmO7PuWqS9WON+V0Mp9muew0NGk6ns9kfrRijF59c56vPH2GlZJSia45mOdz9x1nak/M27N9xDAEE0MyBVWj0QyOsHD3S0sb7BNSSry5syRP3KH2FQKR29Nx0mq/FXchhCq8muW4x1TcaVDc17pq1Fyv7sryMuLgDbEfv90Ye0bjIqMborsgsRT3eIW7SKQ2DGCKFPctWWVUgR5aZAZrlQn8/04F6dqIMW2V0bRAIqnYyg7jen5XxeG9tx7isWfOUHU8DCFwPDUV895bR6O5ZrXs8OffeZOXTs0BarLnx+84yp3vPIAxBNJ2KmEwMZ4mMSRTUDUazeAQOaW4NUuWkatzYJcw6vztRrbQ0SojnWr/hxEZyeYDmELFPUaOOyjVXFZLTe82tMRMKdXfLiF9V0X5jYhVZseyzr7UCillbKtMs1QZWV6GZGZLTZ3CTEIy26i4CxE9h37SoLi7dsd5B6OCLtx7iOerZtNyBztMO6yjkzwII5cqI6XkR6fneOyZNylV1AfMdVcX+Ox91zKZH470gVwmQT6XRAzVHFSNRjMoalaZjcV4OCW1vjFV5Ar4C+fbH7TfHneCLPc2VpnuPO6riLH41hHtUajLAAAgAElEQVQhRDR5tReeZ83WaUhLaYf0ALmFVJnlnijjIpuPXjuysopIjyMGMSclUNylU8Z3qpi6OVUD6sLR8XzKVY9y1Y3SYbaCdXSS9992mPn5tR6ssP8sr9l89ekzvPrWAgCZlMkn77qG91rTQzFeWAgYzyYZyyRAF+0aza5FpMdBGE3tL97cDCAw6qIfRa6Af/6VtsdUHvc+ixNmonkcpNdlqkxVWWWMboMB0mPIaim64NGK+/YiEimlZHeyyrjqNRNPcW+WKrOypeFLIfXTUwc1fAmCRCYzVVPcdeG+uxFC+ddLFZeK7e5K24WUku+/foW/+O5bVGw1LOrGo5N85t5rKQyJl8wQgonxFJmkud1L0Wg024wwDFVENLHK+HMziMKBhlxskdujLCKu3bI4lm4Vkezz+52RaD6AKSy0OlkAkhkQIkqVMbq0KYQDnMILHmNU4iB3MEZmrLNVJrxLE9PjjlttiEqVlWXE2L4tr1Vk8si1ueCYq4MZvhSeO5UFu4zUqTK7GYntSEoVh2qTOMfdwsJKla+cPM1Pzqk38lw6wafuOcatJ/YNhcoOkEwYFMbSJMzhWI9Go9l+RG4Cv4lVxpubwZw+1rDNqLPWiPx08wP2OccdAsW0VRykkehoOxCBp1iWV5BOpatUGVBWG6W4hykjunDfbox0rnNzanixF9PjTuCJD5VpWV7BnLp2iytVhbs/95Y6ZnUVY5ApP6msaoiVvlbcdx+qYF+tODiOxy6t1/Gl5HuvvM3j35vBdnwA3nV8H5++5xjj2eG4mo2iHrWfXaPRrENkCxsUd2mXkStXMG68r3Hf3B7189ISNCncpe8q73m/p4iabRT3mMWISOXwV2eDr7toTg0fuzIbRWOGTb6a7cPIjOF2LNzjW2WiPo3gNSWl7JlVxsjmccsr6piVVcT+41s+ZlxEKhtdqOvJqbsI2/FYq7jYu7hgB3h7vsR//vNXePOi8qrls0ke/MC1vPPavdu8shqGEOTHkuTSiV17N0Sj0bRGZAv4CxcatnnzYWPqkcZ9c7X4yKZmO0fF5/VbcadFcyptLDzrEWlVfIdfd4NI55RlqLwUpIyMVjzxTsTI5JCrK233iYZ2xcpxD1R211Zyl10C6SEyW79IE5m8ev06lcDjPkCrTDKDv6psOlpx3wKWZf0fwN8HqsB/LxaL/8qyrNuA/wRMAE8B/7BYLLqWZR0F/guwHygCXywWi6uWZe0BHgaOA1eAny0Wi5csy0oBfwC8DygDXygWi691u0ZJrWDfzQo7gO9Lnnn5It984RyOq1T299wwzU+9/xqy6eG59ksmBIWxDAlTRz1qNL1kFN6z4yKyE8jycoOX15+dAcDYd03jvkHhLkuLTY8Vecz7nirT3CojvS4V9/nz0dddnT9MlSktaZvMkGCkczD3dvudosI9ZqoMRMkyNVtUb1JlAPzly+B7A2tOBaW4h70ZO0VxH0AeTyOWZX0E+AJwO/Bu4E7Lsh5CvdH/02KxeAPK7fDLwUN+D/i9YrF4I/AC8BvB9t8CThaLxZuA/wj8drD914C1YPs/A77UzfokkrLtMrdcZmGlqlX2+RK//9iP+fqzMziuT2EsxS88YPEzHzwxVEV7Np1g70RG+9k1mh4z7O/Z3WLkJpT6V2cz8OdnEJl8ZI0JEZkJ1dTZKss9Uty3pzm1O8V9rKbad5PjHu7ve/grsxg6UWYoMNJjneMgg9eM6EpxV69pv9K76M9QYfcX1Z0ukR5c4U4yC+FgqR2S4z7wwh31xv+NYrG4XCwWPeBx4FeBbLFYfDbY50vA5y3LSgL3AX9avz34+qdQ6g3AfwU+EewfbS8Wi08B04ECFIulFZulVRvX3c3lOni+z199/xz/76M/4uxlNensvndfza9//pahypQXAvJjKQpj2s+u0fSJoX7P7pZoempdMe7NncXYd2RDY71KoZloo7hX1BcD8Lg3m5zazVCZepV9M4o7gL94UWe4DwlGZqxjc6rsSnGv87hTp7j3Isc9Ktwv9uyYsc+dqkuJSgxHH95W2Y7C/fvAxy3L2mtZVgZ4EHCBi3X7XAQOA1PAcrFYdNdtBzgUPib4+TIwXb+9yWM64mmPBedn1/i9L7/MN184h+dL9k6k+aVP3cQXPn4jmdTwqOyGgMl8hrG0zmfXaPrIUL9nd0s0hKmkChPpe/jz5xompjbsnytETZnrkQPyuAszCX7zVJnYan+dr31THncAp6ytMkOCkRkDz6kV583oojl1veJes8r0UHEPeksGapUJpqcCKjlnBzDwKqxYLH7LsqwvAd8G5oFvAh+GBkeKAHzUhcX6Stqv26eeVo8RdY/pSKGQxfWGo3jfu7fL25lbxHE9/uKZM/zlszP4UiKAD99+lAfvO04qyEEf9JpakTQN9uTT0bqGienpwakJcdFriode00aG/T0bYN+++IWALa/iHJBP2oxP57GvnGXVc9hz7HryTX7XbmEfXmm56d+htGxSBianJ8k0+Xmv/naXc1kqi/6G450XHkZuPNZ5FiYnWQjXdfUBjC58+aWVKS4FX49PTTPZp9fkdr/WWzGM61p6S11M7cubmGPN17c2n1Svz30F0h2eQ9Wd5DwwkTMZm86zYNhUgf1Hruo6/3z978svJFgDxKry5O87dJDk3sH8Thcn9zAffD05VWj6fzpqDLxwtywrDzxSLBb/TfD9PwfeBO6t2+0gcAG4DBQsyzKDW7RXBdsBzgf7nbMsKwHkgTngXLDfqXXHisXSUplqMExoO9m7d2ygk1Nn3l7hkSdPc2VReeam92T53P3HOXogz+pKZVvW1IpM2qQwliKVzHHlSvuu+kEzPZ3Xa4qBXlM8ulmTYYiuCti4DPt7NsDc3GrsqdV+RX3sLb39NuXpFZw3XgVgLbWfSpPftZMYx1t5s+nfwZlVpfDimoe57ue9fD1VHPBse8PxnEoZIzMZ6zy2E4gcRoLZhSpC2O0fUIdXrl1zlWQGtw//J8P4/wfDu65MRolosxcuY+xpbp5wFpRqvrBiYybaPwd/Vd0kW5pfonRlhcrcFUjlmJ2vAJXY62r2+5JSgpnEmVM31hZKAuEN5ndqO7XfzeKKu+H/dDvZ7Hv2dlhlrgW+allWwrKsAvCLqGSCimVZ9wT7/F3g68Vi0QFOAn872P7zwNeDr78WfE/w85PB/tF2y7I+AFSKxeJMn5/TyGI7Hn/xnTf5/a/+mCuLZQwBH3z31fzq597F0QPDdWUqgLFsksJYWvvZNZrBsaPes0VmHIQRJU34c2fBSGDsuarp/kaugCwtI2WTmwDuoKwyzeMgu8pxD+wuRibX9ZC8ek+8npo6HJhBg3Fbn3vUnLoZq8xKz/oZhBC1SEhhQJc9Fls6d6pmldkpqTLbYZV5ybKsR4CXABP4t8Vi8RnLsr4I/EfLsiZQnsrfCR7yj4E/sizrXwIzwP8UbP8N4EuWZf0YWAS+GGz/XeD3g+1V1AeKpgmnLizx5SdPM7+i/lGv2pfjoftPcPXUcNhh6gmbUMd0PrtGM1B22nu2EIYawR54eL25GYzJqxFG849DkSuA9NTgmHWFTOhx77t31kw09zK7NiJuc2pQuJub8RfX++N1qsxQYGTU36Rd4R69Zlq8tuvZ0JxaWcHoYSOyyOaRa/OIzPhAp6s3etx14b5pisXibwK/uW7bi8AdTfZ9C/hgk+3zqCap9dsrwC/0aq07kYrt8vhzM3zv1csAmIbgb73nMPfddhVmh9HZ24FpCApjaVJJQxftGs02sNPes0WuEKXK+HMzmEdubbsvBNNTWxTuot+pMkabVJm4xUgwLdXIdC/M1Dez6lSZ4cCIpbgHhXucNJW6AUygmlONwsEtrbGesEF1kIkyAKR04a4ZcYozC3zl5BmW1tQ/55H94zx0/3EOTA7u1lU3JBMGe8bTmIa2xmg0mt4QDmHyS4vI8vKGiakN+wbZ7irLfd1+YT50n2PmRBAHWT80Sp3fiZ/jnqpZZbo+v5FQdxXcqi7ch4TwAkxWY1hlYijuUWRkXeEuDl6/pTXWUyvcB5jhTuNFddy7U8OOLtx3CaWKy198901+8BM18jppGnz09iPcffNBjCEtirPpBBNDks/+0qlZHn9uhtmlClOFDA/ceZRbTkxt97I2xU56LhrNZhDZAv7CBeVvh5ZRkFDzdMsmkZDSrUIihRB9vlNpJgEJ0gOhPral76rvu/a4b65wEukc0jB2jE941DHCuyBthjDJLhR3IQQkUki3ivR9ZHWjNWwrbJfiLhoU952R464L913Ay2fmeezpM6yW1T/xtVfleei+E+wr9Pn27iYRAsazScYyw5HP/tKpWR5+4nVM0yCXSbC4ZvPwE68DjFzBu5Oei0azWULF3Zt7C6CD4h4MbGo2hMmp9N8mQ93kS8+t+ZUDZbRrxb3bqal1j+93E64mPiKVUVN9O1plBIh4sckikQbXRlZXQcqeFtkiGxTug5yaCpFVRpjJ/l9gDwhduI8YxZkFTr54gYWVKpP5NPfeeqjlJNOVks2ffedNXj6tUkxTSYNP3HkNt9+0H2OAzSHdoPzsqaHKZ3/8uRlM0yAdrCmdNKkG20et2N1Jz0Wj2SxGrgC+i3exiBjfh2hTzIpkBpKZ5oq7Ux3MUJfQxuC5EHwZepFj+3YTKUR6nERhmo1u+c6IsUmlqmiGAiEEpHJtrTLSc8FMxG8GDRX3sopM7I/ivj1WGZHcOXeKdOE+QhRnFnjsmTOYpkEmnWC57PDYM2d4EBqKdyklL74xx59/501KVfUWff3hAp+97zh7xodXMUklDArjqaFrkJ1dqpDLNP6rpBIGs0vxs22HhZ30XDSazRIWJN6FIonD7+y8f66AbKa4u/ZgVOhAZZeeU7sH2a3iLgS5n/lNCocPMrdQ7XoJmQ/+UteP0fQXkcp1Vty7GJ4UKe6V3k1NjY69XVYZM6kuXnaQxUsX7iPEyRcvYJoGqYRSS1MJEzvYHhbuS2s2Xz15mtdm1IdMJmXyqbuP8e7rpwYawdQt4VClYfCzr2eqkGFxzY5UagDb9ZnqYDUaRi/5Zp+LRrOTEGEWuWe39beHGNlC0JzaiHSr0MUE0s3SYJWJzh36l+MXJMbYJEYihUrd7A4jaNLVDA+dC3e39tqJQyKFdO2a4t4Pq8yAFXcIbF4D+D8dFMMlbWrasrBSJWk2/smSpsHCShUpJc+/+jb/7k9ejIr2dxyb5J/97K2854bpoS7ac5nEUA9VeuDOo3ieT9XxkFJSdTw8z+eBO1t/4Ide8sU1u8FL/tKp2QGufCObeS4azU6jPos8TuEucnvwm1plKoMpCALVVPp1We7h8KcdkpSh6R6RznVuTu1KcU8pxb3ce8Xd3HuExLH3YB66sWfHjE0yqxV3zfYwmU+zXHYixR3A8XzGs0n+8Guvcuq8+mfLZRI8eM+1vOv43qEu2BubUJszDKp1eL5u1jGsXvLNPBeNZqdRX5C0a0yN9s8VkGc3Fu641cHc+o8Udy/a1LXHXbPjEKks/tLl1jt0WbiTSCHtUmCVET1tJBWpLNmP/VrPjtfduTMYOyRRBnThPlLce+shHnvmDDZKabddj1LFZXGliuupyUS3XrePT919jLHMcL9IjaAJNd2mCXWYElBuOTHV1TmH2Uve7XPRaHYaIjOuRq8n0oh85/8FkSuAU0a61QZPu3TsAVtl6hR3rzuPu2YHEsPjLrr0uMu1RWR5RU04HbJ+s81iTOwnkdo55e7OeSa7AOvoJA+iPO2zSxWqjrI8AEzkknzm3uPcdE3zhJlhIpEQ7BnLkDDb3w0YVtU6DtpLrtEML0IYiOwExsT+WBFx9VnuYmJ/7QdOZbDNqX69x10r7rudTh536bu1uzVxiFJlliNP+k4g88FfZmo6v6mm7GFkZ1xO7SKuO7yHG45MUqq6UdH+PmuaX//8rSNRtKeTJnvznYt2UKp1KtH4Eh0W1boT2kuu0Qw3yZs/RvLmj8Tat5bl3miXUQOYBhwHGdJlqoxm5yFSWXAqSN9vvoPndq24q1SZFURm50zIFYlU0JS9M9CK+whxab7EI98+xfnZNQD2jKf47H3Huf7waHT7Z9Ime8bif8iNsmqtveQazXCTvu2TsfcVQaJKfSSklFJ53LfJKhMp7ro5ddcSTsPFKUOTWQTSc7q7IxSlyixjxOj90GwPunAfAVzP58kfXuDbPziP5ysv+13vPMDH7zja1iM+TOQyCfK57j5gHrjzKA8/8TpVlNJuu/5IqdbaS67R7AxEnVUmwnNAyoF43Gs57lpx19QIp+HKaqn5EDHPaVrQtzxekCrjV1Ywd5DivtPQhfuQc+7KKo8+eZpL88rHtq+Q4aH7jnPtVaPxTyWAsWyS8Wz3LzWtWms0mmFAZPIgjIYsdxnGMQ7UKlOnuHva477rCQv3Vj73LptTSaRAelBd62kUpKa36MJ9SLEdj8efm+HkSxeQUkUnfuBdV/GR9x0hmRiN1gQhYDyXYjyTQMrNHUOr1hqNZrsRhmpmbZie6gyucI+sMv5Gxb2ruD/NjiK0yrQq3KXXXXNq/Wt5JzWn7jR04T6EvHlpma/+6Uu8Hajs+yez/Mz9Jzi8f/ATxzaLEFAYT5NJmpsu2jUajWZYELlCQ3OqDAp3kgPouQkHMHnrUmXM1FDP6tD0F9FRcXfB6OLCrs72NZD5BJpNoQv3IaLqePzl987y7I8vIQFDCD747kN88N1XkzBHQ2UHMA1BYSxNKjk6a9ZoNJp2iGyh0eMeWmWSA7CqNMtxd23tb9/lhIU71TZWmS4GD9W/nrRVZnjRhfuQ8Ma5Jb588jQLK+rD4OjBPJ+55xhX7YvfWDIMJBKCPeMZEoZWgTQazc7ByO3BnZuJvg897oOIgxRGWLivU9x14b6rEaksANIuN/259JyosTkWda8nQxfuQ4su3LeZiu3ytWdneOE1NbY4YQo+/N7DPPjB61habP7POKykkyaF8RSGvnWr0Wh2GCJXQJaXkb6vJko6ap6EGKhVplFx14X7Licq3PuguGurzNCiC/dt5LW3FvjKydMsl9Sb8dED43zu/hNM78lijtio4Ww6QWFMf4hoNJqdicgVQPpqOE2uUPO4D2RyahD763vRJqmtMrseYZiQzCCbWGWk9NXrpSvFPXgtCxPCjHjN0KEL921greLwF995ix++MQtAMmHwsduP8P53HsQYMYuJEEHcY0a/lDQazc4lynIvL0GuUIuDHMQAJiGUz71ecfccrbhrEKlcc6tMaKvqanKqej2JbB4hRks83E3oamuASCl5+cw8jz19hrWK+qc6fmiCh+47zt6J4Z8Guh4hYGIsRS69+bhHjUajGQWM+ump+44ONA5SLSCxLlWmqhV3jWpQbWaVCS7yus5xR9tkhh1duA+I5ZLNY0+f4ZU3FwDlB//kXUd53437RzLOyxCCPeMpUjruUdOGl07N6gFamh2ByDVOT42aUwcxOZWgAFuf454enYhgTX8Q6VxTj3t0kbeJHHedKDPc6MK9z0gp+cFPZvnz77xJxVb+ROvoHn76A9dSGB+QUtNjTENQGE+TGpFBUJrt4aVTszz8xOuYpkEuk2BxzebhJ14H4MPTWtHRjBZh4R5luTtVEEZ3HuKtsN4qoz3uGoBUtnEwWMhWFHc9fGmo0YV7H1lcrfKVk6d5/ax6o8+mE3zq7mu47bqpkVTZQaXe7MnruEdNZx5/bgbTNEgnVWNdOmlSDbZ/+K5rt3dxGk2XiEQaklnlcSdQ3JPpwb2Xb7DK6FQZjbLK+AsXNv5gK4q7tsoMNbpw7wO+lDz/6mW+/txb2I4PwM3H9/Lpu4+Rz43uG23CEOydSOu4R00sZpcq5NY1LacSBrNLlW1akUazNUSuUFM3nerg/O0Eyum65lStuGtUc2oTq4wfvFa6UtyTiIkDmFPHerM4TV/QhXuPmVuu8OiTpzlzcRmA8WySB+85xs3H923zyrZGKmmyt5BlcWFtu5eiGRGmChkW1+xIcQewXZ+pwug1Yms0AEau0OhxH5C/HQBzY3OqVtw1IpUFu4yUsvHuj9u9VUYIg/Gf+797vURNj9GFe4/wfcl3Xr7EE8+fxfGUyv7u66f4qfdfQy7TxRXvEBIOVkpqT7umCx648ygPP/E6VZTSbrs+nufzwJ1Ht3tpGs2mENkC3uxbAEinikgM8CLUTETNqVJK7XHXAKo5FemDW4W6YWDS794q8/+3d+9hklXlvce/u67d1T3dPeMMF4ERIfpyh4iAilxUJBiJF0RRTIQExBxE44X46BMxR3IRjzni5WjiMRpIJGqiwDEKHBG5RWVQFAZUXhLgiMAYGJQemEtfquv8sVZ119RUT1+munbV7t/neeaZqt27ar+9a/eqt1a9ay3pDXpF2+Cx32zl6zffzy8fexqA4YESrznu2djalSlHtuv6ynmGB0okqDxGFqY+e4xmlZGsSCoj1LauD3cmxzoyh/v0sRtLZer/55W4L3ulsFBSbWzL9qv4Ti6iVEZ6ghL3XVCdmuLWuzZwwx0PU50KcyIefeBunHLMWvpKvX9qK30FVvSXlLLLoh22/2ol6pIZSWUYJrZRm9gWetw7ubpkrkBtIo4PmRwP8ajHfdlL6on7+BZg1cwPphYxq4z0hN7PLlPy6MbNXHnz/Tz6RBgUsnJFmdOO34/99xpOObJdlwCV/iIr+vUHLyJSN7MI02jocR9cNccj2ihfgLhwX63e467Efdmrf3hsXj11MfO4S2/QK7pAk9UpvvvjR7jlzkeZqtVIgBcdsgcvP2ofSg2D8HpVksBgpcRgn1ZDFRFpNDOX+5Oh97vDs8pM1y1P1ldtVeK+3NV73BlvmjhiMfO4S09Q4r4Av3zsKb5+8wM89pvwyXbNSB+nHb8/z9ojG3Oe5pKEocESfVoNVURkB9Orp24dDYNDOzmrTMM87rVJ9bhLkJT6gVDjvh31uGeWXtF5GJ+s8p0fPcz37t5ArQa5BI47/Jm89Hl7Z2amFa2GKiKyc0l/TNy3jFKb6PB0jI0rp9Z73DU4VUqzlcpocGpWKXGfw4MbNnHlzQ/wxKYwKGiPVRVed8J+7LVmMOXI2qdYyDEyWCKfU9IuIjKbpG8Qkjy1zb+B6vj2s3gs9bEbp4OMg1PV4y7TPe7NizCpVCazlLjPYmy8ynW3P8S6n/0XEHqkX/K8vTj+8GdSyGcnwe0r5xmqlLQaqojIHJIkR1IZYmrTY+F+B2vcyRdnelGrmlVGgqRQCotzNZXKzPS4K83LGr2iLdz3yye5+tYHePLp0DjuvWaA007Ynz1WdXDqryVWH4Q6UM6DJnwUEZmXpDIynbh3dOXUXGG6blk97tIoKVWgqVRmusY9px73rFHi3uSaH/yCG+54GIBCPuHlz9+HFx26J/lcdpLbQi5hSPXsIiILlvQPUd3g4XZHZ5UJiXtYNTWWQShxF0LivmOpzCQkeRKVwGaOEvcmdz/wBAD77rGC047fj9Uj/SlH1F59pTxDAyqNERFZjFxlhGp9IaRO9rjni0ANalVqcXCqetwFgPKOiXutOgEF9bZnkRL3JsVCjlcduy9HH7R7ppLbJIGB/iIDfUUVxoiILFJ9SkhIoccdQk+qVk6VBq173CdIckrxskivapNzTj2IvgwspNQon0sYHihlYoEoEZE01aeEBKCDs8pMT+tXnZypcdd0kEJM3J/auP3G6oQGpmaUXtUmwwMlxsaraYfRNuVinuGBIjnVuYmI7LKkMjJzu5M93rH3tFadCD3uSQ5y6oyR1j3uteqk5nDPKCXuGVbpKzBUUY+MiEi75BpLZTpY495YKhPql0skGSrnlF1Q6t9hASaqE5rDPaPUDZtBSQIrKkWGKvqjFRFpp8Ya91RKZaYmYXJM9e0yLSlXoDoxU0JF/GZGiXsmKXHPmFySMDxYZqCviOZnFxFpr8Ya944uwBTLYmr1Gncl7hIlpbDGzHa97tVJ1bhnlBL3DCnkElYOlTM3uFZEpFskhRLERImOzipTH5waatwTDUyVKCnFaau3S9xVKpNV+jiWEaVinhENQl209fdv5Lp1D7FxdBurh/s45Zi1HLb/6rTDEpEulKsMM1Wd6OziNrH3tDalHnfZXlKu97jPDFCtVSent0u2KHHPgL5ynuGBEolKYxZl/f0bueL6+8jnc1T6Cjy5eZwrrr8PQMm7iOwgqYyQbH2qswdtmA6S6oRq3GVGaQDYPnFnSj3uWaXu2R6WEBZVGh4oK2nfBdete4h8Pke5mCdJEsrFPPl8juvWPZR2aCLShZLBVdA32NljTs8qMxFWTlXiLlG9VGa7xH1Sg1OzSj3uPSpJYMVAiYFygVot7Wh628bRbVT6tv9TKBVybBzdllJEItLNykedTm1sc2cPOj2Pe1g5tXE+eVnepgenjjWUykxpcGpWqce9B+VyCSsHy1RKStrbYfVwH+OTU9ttG5+cYvVwB6d6E5GekRtYSX7V3p09aMPg1NrkhFZNlWnTtexNPe4qlckmJe49Jp9LGBksU9LMMW1zyjFrqVanGJuoUqvVGJuoUq1Occoxa9MOTUQEaCiV0Tzu0qxQhiSnHvdlQq9qDynkE0ZW9FHIqZ69neoDUDWrjIh0rdh7WpteOVW9qRIkSbLj6qlagCmzlLj3iGIhx8rBEjkl7UvisP1XK1EXke7VMDg19Lh3cPEn6XpJqbL94FTN455ZStx7QKmYZ2SwRC5R0i4ishwl9cGpkxNhSkiVykiDxsS9NlWFWk2lMhmlV7XLlYt5hpW0i4gsb/UkrN6rqsGp0iApV2ZWTq1OhG3qcc8kDU7tYv3lAitXlJW0i4gsd/Ue95i4a3CqNEpKlZnBqdXJ8L8S90xSj3sXSoBKuUAJzfUoIiJxAGKuMJOcaXCqNCr1z5TKxB73+oc9yRb1uHeZ+sJKK4c0h7iIiDTIF6iNh4WfNI6hIYEAABWlSURBVDhVGm03OLVeKqMPd5mkj2NdJJ9LGB4oaY52ERHZQZIvNvS4q1RGZiTlCkxsozZVDavrgnrcM0qvapcoFhKGBzVHu4iIzCJfgLF6j7sSd5mRlPrDjfGt0z3uKqfKplQSdzP7feAD8e617n6hmR0B/D0wBNwC/LG7T5rZWuBLwG6AA29296fNbAS4AtgPeBx4g7v/ysxKwBeA5wNbgTPd/d5O/n4L1VfKMzSgmWNEpDupze4SucJMOYQSd2mQlCoAYRGmeqlMTol7FnW8xt3MKsCngBOAw4HjzOwkQkN/gbs/lzA+863xIZ8FPuvuBwA/Ai6K2/8SuNXdDwQ+D3wybn8nsDlufxdw2ZL/UouUAJW+AsODmjlGRLqT2uzu0Vgqk2g6SGlUrifuW2YGp2oe90xKY3BqPh53ACjGfxNAv7vfFve5DHi9mRWB44GvNW6Pt19J6L0B+DLwirj/9HZ3vwVYE3uAukp9EOrwQAml7CLSxdRmd4t8AaZi/bJ63KXBTI/7lunpIDWPezZ1/OOYuz9lZhcB9wJbgJuBcWBDw24bgL2B1cAmd59s2g7wzPpj4tezm4A1jdubHvPQfOIbHu5nsrq00zDmEhgeLFPp2/kf1Zo1K5Y0jsXotpi6LR5QTPOlmOYn7Zi6vc0GeMYzBhf4W3VGu1+78XKZsXj7GbuvpDi8uOdP+5qajeJamMa4xqqreQQY6qtBUmQrsHL1MOUUYu+F89XLOp64m9lhwB8BzwJGCV+3ngzbTVqeAFOEXp7mLHqqYZ9Gsz0maXjMnEZHtzI2Xp3v7gtWLOQYHiyz+altbH5q26z7rVmzgscff2rJ4liMboup2+IBxTRfiml+FhJTLpcsSQLb7W02wBNPPM3UVHete7EU19NkbeZL8l+PTpAbX/jzd+N1DoproZrjmgpjlhl9/AmIU4X+ZtME+UJnY++V89UNFttmp1Eq8zvADe7+mLuPEb5KPRHYs2GfPYBHgceAYTOrz4+4Z9wO8EjcDzMrACuAJ4CHZ3mu1PWV8qxcUdbMMSLSS5Ztm911Gqb306wy0igpN5bKxMGpqnHPpDQS97uAk8xswMwS4PcIX71uM7Nj4z5/QJi5YAK4FTgjbn8LcG28fU28T/z5rXH/6e1m9mJgm7vP+yvXpZAAA/1FDUIVkV607NrsrtWYiGlwqjQqhukga+NbNTg14zqeuLv7twkDk+4A1hMGOl0CvBm41MzuBQYJsxgAnA+cZ2Y/A44DPhi3XwS8wMx+Gvd5e9z+aaAct3+K8IaSmiSBFYMlhipFDUIVkZ6z3NrsbpbUe9xzBZKcFj6XGUkuB8W+MOtQfQEmDU7NpFQ+jrn7R4GPNm2+Czi6xb6/IHwt27z918CrWmzfBpzVlkB3UVgJtUypmKPWXeWXIiLztlza7K5XT8RUJiMtJKVKKJWZqpfKKHHPIn2PskQKhYQRrYQqIiLtEksfVN8urSSlCoxvpTZZL5VR4p5FStyXQLmYZ3hQK6GKiEj7TA82VOIuLSTleo97LJXJ5Xf+AOlJKpJrs0pfgRENQhURkXaLPahaNVVaKvVTG9sSetzzBRLlIZmkxL1N6iuhDlWK6G9FRETaLqced5ndTI37pMpkMkylMm2QSxKGB0uUi/paSkRElkaiGnfZienEvTqhgakZpsR9F+VzCcODZUoFfXkhIiJLSLPKyE4k5QqM10tllLhnlRL3XVAsJIwMlslrPl0REVli6nGXnUlK/VCrURt7WosvZZhe2UXSzDEiItJR9V5U9aZKK6UKALWtm1Qqk2HqKl6E/nKBlSs0c4yIiHRQnN4vKZRTDkS6UVKOifuWUX24yzAl7guQAAP9RYYH9DWliIh01nQvakFJmewoaexxz6mgIqv0ys5TksCKSomBvgK1WtrRiIjIsjNd464ed9lRPXFnalIf7jJMifs8NE73qKRdRERSoXncZSemE3eYuVYkc/TKzkHTPYqISDeol8ok6k2VVkr90zc1ODW7lLjvxFzTPa6/fyPXrXuIjaPbWD3cxynHrOWw/Vd3OEoREVkW6lP8qVRGWkgaEncNTs0uJe6zmGu6x/X3b+SK6+8jn89R6Svw5OZxrrj+PgAl7yIi0n71HnclZdJCUiiFa6Q6oXncM0z1H02SZH7TPV637iHy+RzlYp4kSSgX8+TzOa5b91AHoxURkeUiUY+7zKFe564Pd9mlxL1JX6nA0Dyme9w4um2HuvdSIcfG0W1LFZqIiCxjyYo1JMO7k1u1d9qhSJeaLpdRj3tm6ZVtMtBXoFqde+qY1cN9PLl5nHIxP71tfHKK1cN9SxmeiIgsU7n+IQbP+GjaYUg3K6vHPevU495kvtM9nnLMWqrVKcYmqtRqNcYmqlSrU5xyzNqlDVBERESkhekpIZW4Z5Z63BepPgBVs8qIiIhIN5hJ3JXeZZVe2V1w2P6rlaiLiIhIV9Dg1OxTqYyIiIhIBiRl9bhnnRJ3ERERkSyYnlVGPe5ZpY9kPUKrtIqIiMjOqFQm+5S49wCt0ioiIiJzUalM9qlUpgdolVYRERGZS30BJvW4Z5cS9x6gVVpFRERkLsngmvB/ZSTlSGSpKHHvAauH+xifnNpum1ZpFRERkUb5VXsxcObHya95dtqhyBJR4t4DtEqriIiIzEducFXaIcgS0uiFHqBVWkVEREREiXuP0CqtIiIiIsubSmVERERERHqAEncRERERkR6gxF1EREREpAcocRcRERER6QFK3EVEREREeoASdxERERGRHqDEXURERESkByhxFxERERHpAUrcRURERER6gFZOnZEHyOWStOOY1k2x1HVbTN0WDyim+VJM8zPfmBr2yy9ZMN2n69rtRoprYRTXwiiuhem2uBbbZie1Wq390fSmFwO3ph2EiMguOg7497SD6BC12yLS6xbUZitxn1EGjgI2ANWUYxERWag8sCfwQ2As5Vg6Re22iPSqRbXZStxFRERERHqABqeKiIiIiPQAJe4iIiIiIj1AibuIiIiISA9Q4i4iIiIi0gOUuIuIiIiI9AAl7iIiIiIiPUCJu4iIiIhIDyikHcByY2ZDwPeBU939/8VtReA64C/c/aa47Qjg74Eh4Bbgj9190szWAl8CdgMceLO7P92ueMzsPOCdQA34EfA2dx/vVDyzxPTfgAuABPgW8D53r6UZU8P2C4DT3f3EeL/lsc1sBLgC2A94HHiDu/+qnTGZ2T8QVpLcHHf5sLtfZWYnAR8H+oGvuvsH4+Nbnr82x/RC4FJgBbAeOCvN6wk4CPjrhh/vBaxz91NTvsZPBj5GWJDjx8C58Tx17HrqNWZ2JvBBoAh8wt0/k3JIAJjZjYTXayJuepu7r0sxnuZrrWV70AVxtWy/OhzTnwNviHe/5e7v64bzNUtc3XC+LgZOJ+QLX3D3j3fJ+WoVV+rnqyG+vwFWu/vZi3kfVo97B5nZMYRlbZ/bsM2Am4AXNe3+JeACd38uIWF9a9z+WeCz7n4AIbG+qF3xmNlzgT+NsRxGuD7e3ql4Zonp2cB7gKOBQ2NsL08zpobtBwHvb9p9tmP/JXCrux8IfB745BLE9HzgeHc/Iv67ysz6gS8CrwYOBI4ys1fE/Wc7f22JKb4xXwmc5+4Hx93OmePYS/raufs19fMDnAJsAt6dZkzRF4A3uvshQAV4yxzHbuv11GvMbC/grwhvxEcA58W/x1SZWUJ4XQ9v+DtMM2lv/pvcWXuQWlzRDu1Xh2M6CTgZ+G3CNXWkmb2JlM/XLHG9lvTP1wnASwm5wvOBd5jZ4aR/vlrFZaR8vhriexlwVsOmBb8PK3HvrLcSEuFHG7adQ+hpm27czexZQL+73xY3XQa8PvbMHw98rXF7G+MZA853903uXgPuBtZ2MJ4dYnL3B4GD3H0zMAIMA0+mGROAmZWBzwEfati2s2O/ktBDCvBl4BVx/7bEZGYVYC3wRTNbb2YfNrMc4QPPf7j7g/FT/JcI56nl+duFeHaIifAB6wfuvj7efwdwVdqvXYOPAX/n7v/RBTHlgSEzywN9wNYOX0+95iTgu+7+69g2fI3Qw5Y2i/9/28zuit/Ipan5WmvZHqQd107ar07aALzX3cfdfQL4OeGDRdrnq1Vca0n5fLn7zcBL4nnZjVDBMULK52uWuLaS/vWFma0idDj8dby/qPdhlcp0kLufCxA+/E1ve1/c9q6GXZ9J+GOt2wDsDawGNjV8jVLf3pZ43P0XwC/itjWE8pSzOxVPq5jitgkzeyvwN8DtwJ3AkWnGBHyE0LPwYMO2nR17+hzG8otNwBpaJ5SLiWkP4LvA+cAo8E3Ch8KnaX2eZntNF61FTL8FPG1mXwEOAL4HvJfQc5Tma4eZPQc4ETg3bkr1Gie8bjcRvgF4kJCIdux66kGtXq+jU4ql0UrgBsKH1CJwk5m5u1+fRjAtrrW2/90vxgLar893MKaf1m/H9uENwKdJ+XzNEtdxhPYrtfMVY5swsw8DFwL/SvdcX81xFUn5+oo+B/wZsE+8v6jzpR737pQj1GbVJcBUi+3E7W0Vv4a+gVAbdlPa8QC4++eBZwC/Av57mjGZ2cuBte7+D00/2tmxk6btCW2My90fcPfXuvsGd99CeMP53RYxzXae2hpPVAB+B/gA4YPWAKG0KPXrCTiPUIIyFu+neT3tAVwCHALsCdxGqBFN7XrqAZ24fhfM3X/g7m9x91F330gogfrdtONq0K3nbbb2q+PM7GDgekLZ6AN0yflqjMuDrjhf7v7nhE6DfQjfUHTF+WqK62Vpny8zOxf4pbvf0LB5UX+PSty708OEN/C6PQg9aY8Bw/HrdOI+be1hM7MDCAOGLnf3v+iCePYxs2Mh9CwCXyHUrqUWE/Am4GAzu5MwqOT5ZvbVOY79SIwRMysQBms+0a6AzOxQM3tdw6aEMDhutvM02/Z2+hVwW/zatAr8C6FXNM3Xru41hGupLs2YjgPucff73X2K0At04hzHXtLrqQd04vpdMDN7caxhrav/HXaLbj1vs7VfnY7jWEKn1fvd/XK65Hw1x9UN58vMDogDK4nJ8JWEdivV8zVLXGekfb6AM4CTY95wMfAqwje+Cz5fSty7UCxZ2VZPWIE/AK6N9W23Ei4ACAPYrm3Xcc1sBfBt4IPu/j/TjicaBq4ws5E48Ot04N/TjMnd/8jdD4wDHM8FfuTuZ8xx7GuYGXB4BmFgYTsbjgT4hJmtjLXO5wFXEcZOmJn9VkwAzyScp5bnr43xQLiWjjSz+teCpwJ3pHw9YWarCXWF02VOKcd0D3C0me0e778a+GHK11O3+w7wMjNbE+ujX0eYmSttI8DHzKwvtqdnEf4Ou0XL9iDlmGD29qtjYjt1NXCmu9c/1Kd+vmaJK/XzRZjR6vNmVjazEqHd+hzpX1+t4rqZlM+Xu7/c3Q+JecOHgG+4+x+yiPdhJe7d683ApWZ2LzAIfCpuP58wg8LPCD117Zxq6Vxgd+C9ZnZn/HdxivHg7vcQ6sm/D9wFbAHqHypSiWkOsx37IuAFZvbTuM/bZ3n8osQBoB8h1JH/DLjT3b/s7tsI4xS+Hrffy8xgx9nOX7ti+iXwNuDf4jFWxRh3duxOvHb7EXrSmqV1jf+ccH3caGbrCbMfXDjHsZf0eup27v4IoVb0RsKYl39299vTjQrc/ZuEKWt/AtwBfNHdf5BuVDPmaA9SM1v71eEwLiQMDP94/f2PcK7OJt3z1SquF5Hy+XL3a9j+Wv9+/GBxNimer1niupj0r6/ZLPh9OKnVmksoRURERESk26jHXURERESkByhxFxERERHpAUrcRURERER6gBJ3EREREZEeoMRdRERERKQHKHEXERERWSAz+5CZvTrevszMLpzrMSK7Som7yBx21iDHeXVHluCYZ5vZN9v9vCIi0jYvBYppByHLSyHtAER6WVwFTUREupCZnUhYfOchwIDNwCXAO+P9r7v7u83svLitCvwXcIG732dmlwGbgEOBfYD1hFWLzyIslvYxM6vGw73IzL5PWMjwHsJqp5s78XvK8qHEXTJjPg008F7gUuAFwArC0tHnuvv3zGwQ+DRwLDBJWGb6z+LTt2yQzawGrAFOBV4LTAHPIazwepa7/9zMhoFPEhr+InAD8KfuPjnHr7SnmX0LWBvjOTM+397A3wL7xvgvd/ePmdm+wD3uPhjPx/R9MzsbOAcYAEaBNwH/CKyOx/qWu180j9MsItJrjgLOd/efmNm1wAeAE4Eh4FEz+yHwPuCF7v54bC+vNrOD4+OPJPSuTwHrgNe7+2fM7PXA/3L3q2LJzF7AS4Ax4HbgNOCfOvVLyvKgUhnJmqOAS2JP+CZCA/1K4HmEZeFfCDyT0EAfBFwOvD8+9mLC0tIHAkcQEvgT4s/2Ak4CngvsTWiQm50AvMPdDyE07vXnvRS4w92PBH6bkCy/Zx6/y37An7j7ocAthKWvAa4AbozbjwV+38zeOI/nOxg40d1fArwVeMDdnwccBzwnfsAQEcmaB939J/H2/YT2c9zdNxLeJ04HvurujwO4+2WENn/f+Jjr3H3M3SeAu4FVsxznanff4u5VQgfPbkvy28iyph53yZrmBnrU3ceBjWa2idDb/EHgbWa2P6HX5am4/0nAe2KjWyUm7fXeF3ffEu/P1iDf4e4Px9s/Zia5PxU42szOiff75/m73O7u/xlv3wmcZmYDhGT9ZAB3H41f5b4CuG2O51vv7pvi7euAa8xsLfAd4P3uPjrPuEREeslY0/2Jpvu1+K9Rwkz9+tamfZNZjjMxz/1EFk097pI1czXQLwO+FW//H+DvmGlcJ2lovM1sHzN7Rovnma1Bnq1xzxO+Wj0ifhNwDHDB3L9Ky2PmWhw7R3iDaY6r1LTf0/Ub7v5D4NnA/yb0Kt1uZkfOIyYRkay5CXijma0BMLM/BJ4A/nNnDyK8Z2hwqnSUEndZbn4P+Dd3/1vgR8BrCIk1hJ7ns8wsZ2Zl4GvMlMrsiv8LvNvMkvi832B+ifsO3P0pQs/62wFiectbgOuBJ4GSmR0Ud3/TbM9jZpcAF7n71cCfAD8FDllMTCIiPe5GQknjd83sp4SBp6e6+9Qcj/sG8BEzO2upAxSpU6mMLDfvAv7JzO4mXP/fBl5nZjngw4RBpHcRkvmvuvuVZvaqXTzmO+Pz3k3onfkO8D924fneDHwm9gqVgH8GLnP3mpm9D7jWzB4D/nUnz/EJ4PJY9jNG+J2/sgsxiYh0HXe/iYZOCXe/oOnn9QH69wCfafH4s2e77+6fAj4V716+s8eJtEtSqzWXdYmIiIiISLdRj7tISszsVsKUlK0cF8tiRERERAD1uIuIiIiI9AQNThURERER6QFK3EVEREREeoASdxERERGRHqDEXURERESkByhxFxERERHpAf8fGSzwG56rb90AAAAASUVORK5CYII=\n", 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7b95wtme2vsrPe2/eoOrHxekR4NXGmMbMnNm3Ab8Yc9wFfM8Ysyqz/Xbgt0AE+BtjzLbM/j8HfjRHMYvIDDx38AxuFyxrrJzyXLfbxZb1jbxwqJv4SHIOohPJHw0/FhGRGbl205KCJ7GO4xA70sZAy04G97Wy6Pb3EFhvChpTsbHWnjDG3AVsB8qAe621u4wxPwc+aa3dbYy5E3jIGOMArcCfWmuTxph3AN80xlQAB4A7CtUOEZnankNnWLu8Gr/Pk9X5V5pGfvPsCV5s62HL+sY8RyeSP0WZ1BpjvgQ0WGvfV+hYREQkrZjWpY2f7GBgVwvhlp2MnD6Fy+slcMmllC0unXlhc8la+wDwwHn7bhnz9Y+BH49z3RPAlrwHKCKzdqZviBNdUd563UVZX2NW1lBZ7uVp26WkVkpa0SW1xphXA+8FflboWEREJG10XdrRZXxG16UF5iyxHenpIfxUOpGNHW0Hl4sKs4G6m28huOUqPJVTD7cTEZmvnjt4BoBLLqqnvXNg3HNcbhfR2LlT4y+5qJ7nDnYxPJKi3KeZiVKaiiqpNcbUkV4g/vPA5QUOR0REMiZblzafSe3IQJi+x35DuGUHQy8dAMfBv6aJxne8i9DVV+Ot0bKpIiIAe9t6WFxbwaLaigmT2thIkj3nFYaqLPcyFEvy4uEzXGUWzUWoIjlXVEkt8M/AXcDK6V6Yz7XwJjOf1pWajNo5fyyENoLamWs9E6w/2zMQy3kMyeFhenY9RdfjT/DSs3twEgkqli9j5R++g8brXknFsmU5fZ6ISKlzHIdDHQNsXtcw7WuX1AdwueDgiX4ltVKyiiapNcZ8EDhmrf1vY8z7pnt9vtbCm8x8WldqMmrn/LEQ2ghqZz7UTbAubV2VPycxOIkE0dYXCbfsJPLsMzjxON7aWpa+4Ra8l12Jf+UqXC4XESCS5zZPtRaeiEix6eobIjI0wkXLq6Z9rdfjpi7k58jJ+f++KfNX0SS1wDuBpcaY54A6IGiM+Yq19q+muE5ERPLs1uvXnjOnFma/Lq2TSjF08CXCLTsI736KVDSKO1BJ1TW/R2jbNVRcvJ5Fi6sXxAcUIiKzcagjPdx47bLqGV3fUFPBkZNhUikHt9uVy9BE5kTRJLXW2teMfp3pqb1BCa2ISGGNrXhcWe6hzOclMpSYcfVjx3GIHTtKuGUn4V0tJHp7cJWVEdy8hdC2a6jcdAkub9G8NYmIlITDJwbw+zwsb6hkaAZrzjZUl2OP9tHRHWVFo0aqSOnRXw4iIjKu8yseR4eTlHndfOiNzdNOZuOnThHetZNwy07inSfB46Fy0yU03PZ2gpdfgbu8PB9NEBFZEA519NO0NDTjXtbGmgoADncMKKmVklSUSa219jvAdwochojIvDe2J9btgpQDleWe9PzVocQF50+n4nGir4/w7l2EW3Yy3HYYgIr1hkWveS2hLVfhCS2MYl4iIvkUH0ly7HSE1129asb3CAV8BMq9HDrRz3WXqxiflJ6iTGpFRCS/duzt5IFfW6LDLw9TG621N3bfeMYrGDUqORgl8szThFt2Mrh/X3oJnpWraLjtHYSu3oavrj4n8YuISFr7qTDJlMPaZdMvEjXK5XKxZkmIwx3jLwUkUuyU1IqILCDjJbPTVV/lP2c7FY8TfX4P4ZadRF9IL8Hja1xE3R+8kdDV1+DXEjwiInkzmoheNIukFqBpWRU/f7KdMwPDVPhfThH8Pi9e96xuLZJ3SmpFRBaAXCSz8HLFYyeZZHBfa2YJnqdJDQ/jqaqi+oYbCV19LeVNTbhcqqApIpJvhzoGaKgupzron/rkSSxvDOIAv9p1lGUNlWf3b924GK9fKYMUN32HiojMc9/95X62P9sx6/vUh8p4x3ofq/f8msP37iIZDuOuqCB41Vaqtl1LhdmAy62P80VE5tLhjn7WLZ/ZUj5jrVqSrnNwpn/4nKRWpBQoqRURmady1Tu7NNnP2xv6qWp7kcSzZ+j3+ai87HJC266l8tJLcfvKchSxiIhMR284Rs9AjLVbZ5/UVvi9VFeWcaZvKAeRicwtJbUiIvPMTJNZlwucTPXjqpEIq7sOculgO/XDPdDupmxjMw1veiuVV2zBU1GRp+hFRCRbhzv6Abho+ezm045qqCnn+OkojuNoComUFCW1IiLzyEyGGgcrvLzrpvVsXRkgsnsXAy1PMnzoIADla9cR2nYLoSu34q2efU+AiIjkzqGOAbweF6sW5WaJtMbqCg6dGCAyNEIooFE4UjqU1IqIzBPTTWiDFV7e/apVNA+fYODX93O4dS+kUpQtW07DrbcR2roNX2NjHiMWEZHZaO8Ms6IxiC9H5Ynrq8sB6O4fVlIrJUVJrYjIPLBjb2fWCa3HSfLmxUNsiR8jes936RwZwVtfT+3rbqZq2zX4V6zMc7QiIjJbjuPQ3hnm6o2LcnbP6mA6ke2LxHN2T5G5oKRWRKRE/ebpY3zrwT1ZzZ11OSlWDZ3isqF2Ng4exX1omKFQiKpXXkfVtmsoX7tO86dEREpIV98Qg7HE2arFueD1uAkFfPRHYjm7p8hcUFIrIlKCshpq7DgsiXWzKdxGc/QIlYkhXP5yQluuJLRtG4ENzbi8ehsQESlFRzrDAKzJYVILUB30q6dWSo7+mhERKTFTJbR18X42hdvYGGmjbiRMyu0hdPnlVG27hspLL8ft989htCIikg9HOsN43C5qQuVEY4mz+1PO7O5bEyzjRFeEZMrB49YIHikNSmpFRErEjr2d3PfwPuKJC/9iCSWibAwfoTnSxpJYDw7QXrGEvstfyWve8wY8lZVzH7CIiORN28kBqoNlPPdS1zn7L18/uwJ/NcEyHAfC0Tg1IX0IKqVBSa2ISAkYr3e2PDnMhshRmsNtrBw+hQvo8NfzSMNVHAit4Z1vuYprNy0pTMAiIpI3juNw7FSE5Y25/8CyOphOZPsiMSW1UjKU1IqIFLmxCa0vNcK66HE2hdtoGjyBB4duXxW/rbuc1mATvWVVeD0u3n/LRiW0IiLz1Jn+YQZjCeqqynN+7+rKMlyoArKUFiW1IiJFanS4cWIkwdrBkzSHD3Nx9DhlToIBT4DdNRtpDTVxqqwOMpWLgxVe3nXTeiW0cg5jzLuBuwEf8A/W2q+fd/ytwKcBD/AUcKe1Nm6MWQV8D1gEWOB2a21kToMXkQu0Z4pE1VfnvifV63ETVAVkKTFKakVEitB3f7GPgzue48ZwGxsiR6hIxRlyl7E3dBGtoSaOlS86m8gC3HjFMt7zug0FjFiKlTFmOfA54EogBjxpjNlurW3NHK8EvgZssdaeMsb8AHgf8C/AN4BvWGt/YIz5BPAJ4OMFaIaIjNF+Kozb7aI2mJ/hwaqALKVGSa2ISJFwHIcH//0xBnfvYmPkCNsSg8RdXl6qXEFr6CLaAktJuTwXXKeEVqZwE/CotbYHwBjzQ+A24DMA1tqoMWaNtXbEGBMg3Svba4zxAdcBb8nc5zvAYyipFSm4I51hltUH8Hjcebn/2ArIIqVASa2ISIG1/O5F7M/+m3W9h7l0pJ8kLtoCy9lefyUHK1cw4vaNe115mYf3vM5oqLFMZRlwcsz2SeDqsSdkEtqbSQ81PgH8CmgABqy1iTHXrZjOg+vrgzONeUqNjbldm7OQ1JbiVYztcRyHo6cibL64gVDwwjm1Pp933P2hYPmEx86/bklDkBcP95B0XAQCfhrrArltxCwV4+syG/OpPYVqi5JaEZEC2NlygBd/+gjreg+xLNbNNcDR8sX8omYj+4OrGPZMXvzjxiuW8dE/2kpXV3huApZS5gbGdre4gNT5J1lrHwbqjTGfB74JfOy86xjvusl0d0dI5aGnp7ExNG++99WW4lWs7TnTP0R4MM6S+gDhyPAFx0dGEhfsDwXLCUeGxz023nXl3vT0lo7TAwwOxuhKJnPcipkr1tdlpuZTe/LZFrfbNekHpUpqRUTmSHIwyp6fPkr3755k5WAn1+HQ6a/j0for2RdcQ9iX3dIMGm4s03QceNWY7SXA2fWhjDF1wFXW2l9ldt0P/DtwGqg2xnistUlg6djrRKQwRotErVoUpKtvKC/PqFIFZCkxRZXUGmP+DnhHZvNn1tq/KWQ8IiKzlYrHiT7/HAMtOxl47jmCTooRX4gdtZfSGlpDd1lN1vfy+zzc8XoNN5ZpewT4lDGmEYgCbwPuHHPcBXzPGHOVtfYo8Hbgt5khyU8A7wQeAO4AHp7b0EXkfO2nwrhdLpY1VuYtqVUFZCk1RZPUGmNuAl4LXEF6uNMvjDFvtdb+qLCRiYhMj5NMMrivlUO/3I7bPk9ZKkHEU8G+KsPeUBOd/vpzKhdnQ72zMlPW2hPGmLuA7UAZcK+1dpcx5ufAJ621u40xdwIPGWMcoBX408zlHwbuM8bcDRwF3lWAJojIGO2dEZY1BCjzXlg4MJdqVAFZSkjRJLWkC1D8f9baOIAxZh+wqrAhiYhkx3Echg8d5KWHHyX14rMEksPg9rGvcg2toSaOVizGcU2/SqXX4+L9t2xU76zMirX2AdK9rWP33TLm6x8DPx7nunbghnzHJyLZaz8V5tKmurw/pyZYxvGuCInktKbSixRE0SS11tq9o18bYy4mPQz5FYWLSERkarHjxxho2cnJx35L+WA/HpeHtsoVtAabOFy5nOQ4S/BkQ0ONRUTkfH2RGAPROKuW5L/CbHXQj+NAV+8Q1YGyvD9PZDaKJqkdZYzZBPwM+Ji19qVsr8vnsgGTmU8luCejds4fC6GNkN92Dp86zZknfsv+n/6Kir4uUrg4EVjKvkWXcCC4krh75m/+oYCPO99yKTdcuTKr8xfC67kQ2igiko3RIlGrF+f/92JVZfq97HTfEOuWV+f9eSKzUVRJrTHmFcD/Bf5fa+0PpnNtvpYNmMx8KsE9GbVz/lgIbYT8tDMxMEB49y46tj+B72Q7AN3ljbQ2XM3+4GoGvRUzvvd4vbLZxL8QXs9CtHGqZQNERAql/VQYF7ByUXB662vNQFUgvUZ6vopRieRS0SS1xpiVpOfzvNNa+2ih4xERSQ4NEX32GQZadhBp3Yvbcegtq6G17gr2hdbQ75vdJ+WaLysiItPR3hlmcV2ACr+XaCyR12eV+TyUl3no6lVSK8WvaJJa4K+BcuDLxpjRfd+y1n6rcCGJyEKTGokTfeEFwi07CD/3HK5kgn5vJXtrNrEv2ESXv3bWz9B8WRERmYmjp8KsW5H9UnCzFQr41FMrJaFoklpr7V8Cf1noOERk4XFSKYbsfg7+4lHYt4fy1AhRTzn7g2vZG7yIjvKGaS/Bcz4lsiIiMhvhwTjdAzFePQfzaUeFAmVKaqUkFE1SKyIylxzHYbitjfCuHXQ+/jvK44O4XF4OBFfRGmziSGDpjJbgGUuJrIiI5MrRUxEAVi+euzn/VZVlHO4YIDaSxO/L77q4IrOhpFZEFpRYRwfhXTsJt+xkpOs0Cdy0V66gta6JQ4HlJNyz/7V44xXLeM/rNuQgWhERkbT2U+mieXOxnM+o0GixqN4hVixSAT0pXkpqRWTeG+npJryrhfCuFmJH28Hl4njlUp5fdC22cjUxz+zX31OvrIiI5FN7Z5iG6nIqy31z9syqzPq0p3oHldRKUZsyqTXGLAa2WWt/Yoz538BVwEettXvyHp2IyAwlIxHCTz9FuGUnQwcsAB3+BlobtrIvuJqoN5CT56hXVkRE5kL7qfCcrE87VqgynUCfUgVkKXLZ9NR+B/iVMeb3gdcDXwH+Cbg+j3GJiExbaniYyJ5n6Xp2Nz3PPIsrleKMr5rWus20BtfQV1aVk+dsXF3Dx961JSf3EhERmcpQLMHp3iFecenSOX1umddDKODjVM/gnD5XZLqySWrrrbVfMcZ8EXjAWvsdY8yf5TswEZFsOIkE0b0vEm7ZSe/u3XhTCQa8AVqrNtIaauJ0We2sKxePUq+siIjMpUQKYiMJDh7vA2BxXeDs+rQpZ25iaKypUE+tFL1sktoyY4wPuBl4rzEmAGhQvYgUjJNKMfTSAcItO+l6cidliWGG3GXsD15Ea6iJY+WLcpLIKokVEZFCio0keGrfKVqP9ADQ3T/EU/tOAXD5+sY5iaGxpgJ7tHdOniUyU+1ChhMAACAASURBVNkktf8FdAHPWWufNsa8CDyQ37BERM7lOA6xY0cJt+zg2KOPExwZJO7y8lLlSlpDTbQFlpJyzX65gZpKH1/+yKtyELGIiEhu9AzEqPB7qfDPfY3XxtoKWlpPEYsn8ZdpWR8pTlP+ZFhr/84Yc4+19nhm17uttc/nOS4REQDipzppfegRhnbvon5kgCQuOgPL2Vt3JQcrVzDizl0VSPXMiohIMeoZGKa+yl+QZy+qqQDSFZBXzXGhKpFsZVP92A38oTHmEuAjwB8YY/Zaa5N5j05EFqREXx/hp1rY+5Nfs2joDAHgTPlidtU0Y4OrGPaU5/R5y+or+OyHrs3pPUVERHIhkUzRH4kXLKFsyCS1p3uHlNRK0cpmDMMXgUZgK+AiXQF5KfAXeYxLRBaYZDTKr7/7EO69z7J6qBMXkPLX8Wj9lewLriHsq8zZs9QjKyIipaI3HMMB6grUU9tYk/4g+VSvKiBL8comqX01sAV42lo7YIx5LfBcfsMSkYVgx55jPP6fv2ZTuI2Loie4iBQ9vhC/q72M1lATPWXVOXuWluEREZFS1D0wDEB9VW5HKWWrvMxLdWUZp3pUAVmKVzZJ7Yi1NmWMAcBaGzPGJPIblojMR3ffs4POM1FWD55kU6SNiyNHeauTIOyp4Nlqw95QE53++pxULna54INvaObaTUtyELmIiEhh9AzE8Ps8BMrnvkjUqMW1FZxWT60UsWx+Ol7MrEvrMenM9qOop1ZEsvDF7z/DvvY+cByWD3exKdLG2yLtVCaHGXb72B9aQ2uwiaMVi3Fc7lk/bzSRfdMNF9PVFc5BC0RERAqrZ2CYuio/rhytuT4Ti+oCvHCou2DPF5lKNkntXwJfARYDvwN+iebTisgk7r5nBx3dQzTGerk+3EZzpI3qRJQRl4eDlStoDTZxuHI5SS3BIyIiMqFEMkVfOEbzmrqCxrG4toLfRuMMxRIFWVZIZCrZLOkzAPzxHMQiIiVqx95O7vlpKwDVI2Gaw0d4faSNRfE+UrhoCyzl8brNvBRcRTwHS/CoWrGIiCwEJ7sHSTlQV12Y+bSjFtcGAOjqUwVkKU7ZLOnzT+Ptt9aqt1ZkAfruL/ez/dmOc/YFEkNsibTTHGljxXAXAMfKG/lVw9XsD65m0Fsx6+eqR1ZERBaa46fTU2nqQoWpfDxqUa2W9ZHils34gbED6MuANwC/yUs0IlKUxktky1Jx1keO0Rw+zJqhTtw4nC6r4Tf1V7Av2ES/Lzjr56pisUhuGGPeDdwN+IB/sNZ+/bzjbwY+TXrpvjbg/dbaXmPMe4EvAKcyp/7MWnvX3EUusrAdOx3B53UTCsx+lNNsNGbWqtWyPlKsshl+/Omx28aYLwA/yVtEIlJw4yWxAJ5UkrWDJ2gOt7F28Dg+J0mfN8jO2ktoDa7hjL92Vs9Vb6xI7hljlgOfA64EYsCTxpjt1trWzPEq4JvAVmvtCWPMZ4BPka6pcRXwUWvt9wsSvMgCd+x0hLpQYYtEAVT4vVRVlnG6V8v6SHGa9kxva2048wYpIvPI2HmxY7mcFKuGOtkUbmN99CjlqRGinnKer1rH3uBFdJQ3zHgJnhuvWMZ7XrdhtqGLyORuAh611vYAGGN+CNwGfCZz3Af8mbX2RGb7eeD2zNdbgYuNMf8T2AN8xFrbO2eRiyxgyVSKE11R1i3P3Zrts7GotoKuPiW1UpymO6fWRfqT3n15i0hE5sxEPbI4Dktj3TSH29gYOUIwOUTM5eNAcBV7Q020VyyZ0RI8Gk4sUhDLgJNjtk8CV49uWGu7gR8BGGMqgL8Fvjrm3C8BTwKfB77GywnvlOrrZz8NYSKNjfNnXp/aUrwK2Z72zgFGEimWLwoRCl5YKMrn805rfyhYPuGxya4LBPw01gVYtaSK51/qKorXuBhiyKX51J5CtWW6c2od4LvA/fkJR0Ty6e5v/pY9BydeZ64+3kdzuI3myBFqR8IkcHOocgWtoSYOBZaTcM+sjL96ZEUKyk36/XuUC0idf5Ixppp0crvHWnsfgLX2rWOO/z1waDoP7u6OkEo5U584TY2NoXmzFrXaUrwK3Z49+9NT2SvK3IQjwxccHxlJZL0/FCwnHBme8JrJ7jc4GKMrmaS6wsuZ/mFOdPRR5pv9knwzVejXJdfmU3vy2Ra32zXpB6XTnlObT1MVshCR6fni959hX3vfpOeERqJsjLSxKdzG4ngvKVy0VyzhydpLOVC5ipinbNrP1dxYkaJyHBj7A7kEOGeIhjFmKel16B8F/iqzrxr4gLX2K5nTXEAi79GKCADHuyJ43C6qK6f/PpxLLreLaCxBVTBdgfno6QhLGyoB8Pu8eKc/cEsk5yZMao0xYc79ZHeUC3CstVW5DGSqQhYikp2J5saOVZEcxkTa2RRuY+XwaQA6/A080rCVfcHVRL2BrJ+nBFak6D0CfMoY0whEgbcBd44eNMZ4gJ8C/2Gt/eyY6yLA3xhjnrTWtgB/TmaYsojk3/HTUZbUB3C7C1skKjaSZM+BLs70p+fTPvniybPL+mzduBivf2ajuERyabLvwkvmLIq0qQpZiMgE7r5nBx3dkxdv8KVGuDh6jOZwG02DHXhwOOOr5vG6zbQG19BXlv3nVEpkRUpHpqLxXcB20kvz3Wut3WWM+TnwSWAlsAXwGmNuy1y221r7QWPMO4BvZubaHgDuKEATROa1RApiIxcOgjh2Osy6FTUFiGh8oUC6xzg8OFLgSEQuNGFSa61tH/3aGHMFECTdS+sB1gH35DiWSQtZTCWfxSgmM58mdk9G7SweH/7fj3DsdDSrc91OkosGO2gOt7EuepwyJ8GAN8BTNc20hpo4XVabVeXiulAZ933q5tmGPqdK4bXMhYXQzoXQxnyz1j4APHDevlsyX+4mPe92vOueIJ3wikiexEYSPLXv1Hn7kvRF4iyuz37kVL75fR7KfG7Cg/FChyJygWyqH98DvBkoJz0HZx3wW3Kf1GZVyGIi+SpGMZn5NLF7MmpnYWXTC3sOx2Hl8Cmaw21siLRTkYoz5C7jxdBFtIaaOF6+KKtEtqLMzdc/esPZ7WL8t5lIsb6WubYQ2lmINk5VjEJEJN/6wjEAltVXEosXz1T2qkCZemqlKGUzCP41QBPwDdJDgVcCf5OHWKYsZCGykPzZl3/DUDzLz3Uch8WxHpojbWwMH6EqOUjc5eWlypW0hppoCywl5Zq6UqGGFYuIiBRebyapXdoQ4EjHQIGjeVko4KOrb/zqySKFlE1Se9JaGzXG7Acutdb++Ly1a3Nl0kIWIvNdNpWKz1cbH6A50kZzuI36kQGSuDgcWM720JUcrFzBiNs36fXL6iv47IeunU3YIiIikmO94RhlPjdVBa58fL5QoIwjJ8MkUw6eAhewEhkrm6Q2boy5DmgFbjbGbCc9vzanJipkkevniBSTj371Cfqi0xvGE0wMsjFyhOZwG0tj3TjA0YrF7KppxgZXMewZf1F1gJWLKvn0B7bNMmoRERHJp95wjNqgH1cW04XmUijgwwGiQyNFl3DLwpZNUvtx4CPA+4D/AZwB/lc+ghmvkIXIfJPNkjvn8ydjmMhRmiNtrB7qxAV0+ut4tP5K9oXWEPZWTnjt2LmxC2EOpoiISClzHIe+SIy1y6sLHcoFqjIVkAcG40pqpahMtk7t5dbaPdbancDOzO5rjDHV1tr+uQlPZP6Y1hxZwJtKsC56nOZIG2ujJ/CQoscX4ne1l9EaaqKnbOI3u42ra/jYu1SwVEREpNREhkZIJB1qQ/5Ch3KBYCA9rSkcHYHGAgcjMsZkPbWPGGMs8FXg/1prEwBKaEWyM5M5sm4nxZrBkzRH2rg4chS/kyDsqeDpakNrqIlOf/0FlYuVwIqIiMwfo0WiijGpLS/z4PNoWR8pPpMltctJF2v6E+DLxph7gX+21qoiscg4vvvL/Wx/dgY/Ho7D8uGus5WLA6kYw+4y9oXWsC/YxNGKxTiul5eQVBIrIiIyf/VF0gljTbD4klqXy0Wo0qdlfaToTJjUWmvjwPeB7xtjLgY+BDxljPkd8DVr7eNzFKNI0ZpJoScAHIfGeB/N4cM0R45QnYgy4vJwsHIFrcEmDlcuJzlmCR4X8ME3NnPtpiW5C15ERESKTm84RrDCh8/rnvrkAggFyugZ0LI+UlyyKRSFtfYl4G+MMZ8gXSTq0WyvFZlvZjKseFT1SJjm8BGaI200xvtI4aItsIzH6zbzUnAV8TFL8Gi5HRERkYWnLxwryqHHo0IBH0dPhUmlnEKHInJWVompMWY18H7SFZAPA3+Yx5hEisqMhxVnBBJDbIwcYWPkCCuGuwA4Vt7ILxuvZn9wDUNjluC58YplvOd1G2Yds4iIiJSeRDLFQDTO6iWhQocyoVCgDMeB6LCGIEvxmKz6sR+4Ffhj4Erge8At1trprUUiUqJmsvTOqLJUnPWRYzSHD7NmqBM3DqfLavlN/RXsCzbR73t5qeeaSh9f/sirchW2iIiIlKj+aBwHqCnintqq0QrImlcrRWSyntqTwHHgm8BbrLWRuQlJpHBmM7TYk0qydvA4zeE21g0ex+uk6PMG2Vl7Ca3BNZzx1549d+zasSIiIiIA/aNFoop4DdhQZq1aVUCWYjJZUvsWFYOShWDGxZ4Al5Ni1VAnm8JtrI8epTw1QtRTznNV62kNNdHhbzi7BI+GFouIiMhk+iMxXC4IFXFSW+H34HG71FMrRWWy6sdKaGXemU1P7FmOw9LYGTaF29gQOUIwOUzM5eNAcBV7Q020VyzBcblZVl/Bt1XoSURERLLUH40TqvDhcbumPrlAXC4XoYCPASW1UkRUwVgWjD/54qOMJGd+fX28j+ZwG83hNmoTERK4OVS5gtZQE4cCy0l6vHzwDVp2R0RERGamPxKnugjXpz1fKFDGgIYfSxFRUivz1myrFgNUjUTYGDlCc7iNxfFeUrhor1jCk3WXcaByFTFPGTdesYyPa1ixiIiIzEIq5TAwGGflouDUJxdYKODjxJkoKUfL+khxmKz68XWTXajhyVKsZlO1GKAiOYyJtLMp3MbK4dMAnPA38OuGrewPrmHV2qV87F1bchWuiIiICOHBOI4D1cHinU87qipQRirl0B+JESr3FTockUl7ar+e+X8AWA3sBRLApUArsDm/oYlMz2zmy/pSI1wcPUZzuI2mwQ48OJzxVfN43WZaQ030+UJsXF3DV5XMioiISB70R9PDeUshqQ1VphPZrr5hVjQUf8+yzH+TFYq6FMAY8+/Ae6y1T2a2twB3zU14IpPbsbeTe3/aykwGv7idJBcNdtAcbuPi6DF8TpJ+b4CnapppDTVxuqyWG7cs58saWiwiIiJ5NrqcT3VlacypBejqGypwJCJp2cypNaMJLYC19hljzLo8xiSSlRnNmXUcVg2dojnShom0U5GKM+j280JoLa2hJlLLV/PZO38vPwGLiIiITKA/GidQ7sXndRc6lCkFyr24XS7OKKmVIpFNUjtkjHkf8F3ABXwQmOWaKCIzN+1hxo7D4lgPmyJtbAgfoSo5SNzl5UDlSlbddD1Xvv6VbPZ6aWwM0dUVzl/gIiIiIhPoj8SoLuL1acdyZ5b16eobLnQoIkB2Se0HgPuBewEHeBp4dz6DEhnPdAtA1cYHaI6kl+CpHxkgiZvDlcvYHrwSz8ZL+OgfbctjtCIiIiLZcRyH/micdSuqCx1K1kIBH2f61VMrxWHKpNZauw/YYoypy2z35D0qkTF27O3k2w+1ksxi4mwwMcjG8BGaI20sjXXjAEcrFrOrppnG39vGu994BX+Q94hFRIqLMebdwN2AD/gHa+3Xzzv+ZuDTpEdktQHvt9b2GmNWAd8DFgEWuN1aG5nT4EUWgOhwgkTSKZmeWkjPqz3U0Y/jOLhcrkKHIwvclEmtMWYJ8H+Ai4FXGmN+CbzPWnsy38HJwpZtMutPxjCRo2yKtLFqqBMXcNJfz6P1V7IvtIYVa5drCR4RWbCMMcuBzwFXAjHgSWPMdmtta+Z4FfBNYKu19oQx5jPAp4C/BL4BfMNa+wNjzCeATwAfL0AzROa1UioSNSoU8BEfSTEQjVMdLJ24ZX7KZvjxN4AfA38O9ALPkR6KrA4vyZup5s16UwnWRY/RHDnC2ugJPKTo8YX4Xe1ltIaaWHzxaiWyIiJpNwGPjo60Msb8ELgN+EzmuA/4M2vticz288DtxhgfcB3wlsz+7wCPoaRWJOf6ozGgNJbzGTVaAflU75CSWim4bJLaNdbae4wxH7bWjgAfN8a8kOtAjDGvAL4ClAHdwAeste25fo4Ur6mqGbudFGsGT9IcaePiyFH8ToKwp4KnazbQGlxDp7+eZQ0BvvSha+cwahGRorcMGDu66iRw9eiGtbYb+BGAMaYC+Fvgq0ADMGCtTYy5bsV0Hlxfn7/1KxsbQ3m791xTW4rXXLTH6RlkMJbE7/PQWFd5zlBen89LKFg+7nUTHZtofyhYntP7LSEd51DCmfPXXd9nxatQbckmqU0ZY87WFjfGhIB81Bq/H3iTtfZ5Y8wHgH8C3pyH50iRmXStWcdhxfBpmsNtbIi0E0jFGHaXsS+0htbgRRyrWITjSn873njFMt6jNWVFRM7nhnN+xbqA1PknGWOqSSe3e6y192WGLZ//q/mC6ybT3R0hlZrJSuKTm0/V6tWW4jVX7RmMJTjTN0RVpY9Ipsd21MhIgnBk/ArDEx0bb38oWE44Mpyz+wG4Ug5uFxw61sPlTbUTti/X9H1WvPLZFrfbNekHpdkktQ+STjirjTF/QnpJn//ITXhpxhg/cLe19vnMrueBj+TyGVIcslpb1nFojPfRHD5Mc+QI1YkoIy4PL1WuZF9wDYcrl5N0eQCoqfTx5Y+8ag4iFxEpWceBsb8olwDn/CI2xiwFfgk8CvxVZvdp0u/9HmttElh6/nUikhv9kTgrF+dvZEM+uN0u6qrKOd2rCshSeNlUP/68MeY9pD/pfQ3wL6Tn1OaMtTZGuroimV7hT5Gex5u1fA5xmsx8Gi4wmdm08zdPH+NffvwC4cGRSc+rHgnTHG6jOXKExngfKVy0BZbxeP0VvFS5krjbd875t1y7mv/nts0zjms8C+H1XAhtBLVzPlkIbcyzR4BPGWMagSjwNuDO0YPGGA/wU+A/rLWfHd1vrR0xxjwBvBN4ALgDeHguAxdZCKJDI8RGkiVV+XhUY00Fp5TUShHIpvrxv1lr7wC+m4sHGmPeTnru7Fj7rbU3GWPKgPsycX1+OvfN1xCnycyn4QKTmU07d+zt5N6HWnEmeGkCiSE2Ro7QHG5jeewMAMfKF/HLxqvZH1zDkOfCORxjhxnn8t9/IbyeC6GNoHbOJ4Vo41RDnEpNpqLxXcB20nUr7rXW7jLG/Bz4JLAS2AJ4jTG3ZS7bba39IPBh4D5jzN3AUeBdc98CkfntVM8gQEkmtQ01FTy175SW9ZGCy2b48WZjjMtam5OM0Vr7n8B/nr/fGBMEfkK6SNSbM0WppITt2NvJPT9tvWC/PxlnffQozeE2Vg914sbhdFkt2+u3sC+4hgHf+H9Mas6siMjMWGsfIN3bOnbfLZkvdzNBrYxMwcYb8hqcyAJ3ui/d01lVgknt4roKhuNJ+iJxakOqgCyFk01S2wHsNcbsBM4uuG6t/Yscx/I94CDwp9baaRWikOJz/pI8nlSStYPHaQ63sW7wOF4nRZ83yI7aS9gXbOKMv2bCe21cXaPleURERGReOtUzhNsFwQrf1CcXmSV1AQA6u6NKaqWgsklqd2T+yxtjzBWkKx23As8YYwA6xnyKLCVgx95O7nt4H/FEulPf5aRYPdRJc7iN9dGjlKdGiHrKea5qPa2hJjr8DTDBUBUlsiIiIrIQnO4dJBQow+0uveG7izNJ7cmeQTauqStwNLKQZVMo6tOZdevWAXuBcmvtYC6DsNY+C5TeT7KcdXZZHsdhaewMm8JtbIgcIZgcJubyYYOraA010V6x5OwSPOPx+zzc8XrDtZuWzGH0IiIiIoVxuneoJIceQ3oecHmZh5NncpoaiExbNoWitpFety4B/B6wxxjzRmvtk/kOTorfaO9saLCXV4bbaA63UZuIkHC5ORRYQWuoiUOB5STcF36raY6siIiILGSplENX3xAbVs/dOq+55HK5WFof4GRPtNChyAKXzfDjLwE3Afdba49nlvf5R2BrXiOTorVjbycP/NriCfezMXKE28NtLI73ksJFe8USnqy7jAOVq4h5xv/UUUOLRUREROBM/xDJlFOyPbUAS+oq2X+0t9BhyAKXTVIbsNa2Zua5Yq39uTHmc/kNS4rV93/yDGd2tPCWcBsrh08DcMLfwK8btrI/uIaot2LS69U7KyIiIpLWeXY5n9IrEjVqaX2AHXs7GYolqPBnk1qI5F4233kjxphawAEwo9mtLBjJoSEGdj7J0f9+jM1tB/DgcMZXzWN1m9kXaqLPF5ryHuqdFRERETlXZ3c6qS3lntql9ZVAOkFvWlpV4Ghkocomqf0s8BiwxBjzfeC1wJ15jUoKzkkkiL74AuGWHRzc8xypeJxhb4DWmmZaQ02cLqudsHLxWCr8JCIiIjK+zt4hAn4vfp+n0KHM2NL6TAXk7qiSWimYbKofP2SM2Q+8BvAAn7HW7st7ZDLnnFSKoQOWgZYdRJ5+mtRgFHcwyOk1l/KLaAPHyxdllcgCuF0u/vgNG5XMioiIiEygszvKoroKXFn+fVWMFtVW4Ha5ONmtCshSOBMmtcaYVWM248DPxh6z1h7NZ2AyNxzHIdbeTrhlBwNPtZDs68Pl9xO8Ygsnlhi+vS/JcNIFk0+VPYd6Z0VERESm1tkzyPpVpVn5eJTX42ZRbcXZodQihTBZT+1e0vNo3aRTmjCQBGqA08DSvEcneRPv7GSgZQfhXS2MnOoEj4fKSy+j6uprqLx8My0He/n2Q60knew+OVQiKyIiIpK9oViCvkicxbXT6DkoUkvrA3R0a1kfKZwJk1prbQjAGPPPwHZr7Q8y228C3jI34UkujfT2EnmqhYGWncTaj4DLRYXZQO3rXk9oy1V4gsGz537/kQMknanv6QI++MZmJbMiIiIi03CqN92zuag2wEgiWeBoZmdpfSXPH+omkUzh9bgLHY4sQNkUirrKWvsnoxvW2p8YYz6Vv5Akl5KRCOFndhNu2cnQAQuOg3/1Ghrf8YcEt27DV/vykJcdezt58LFDdA/Esrq31+Pi/bdo3qyIiIjIdI0u57OotoITXZECRzM7S+sDJFMOZ/qHWVIXKHQ4sgBlk9S6jTE3WGt/A2CMeT2QymtUMiupWIzonucY2LWT6AvPQzKJb/Fi6t/4ZkJXX0PZkguT0O/+cj/bn+3I+hkabiwiIiIyc53dg7iAxprST2qXjFZAPhNVUisFkU1S+xHgP40xcdKjTV1o+HHRcRIJoq17CbfsJPLcMzixGJ6aGmp//yZC267Fv3r12cp6O/Z28sCvLdHhmQ11ufGKZbzndRtyGb6IiIjIgtLZM0h9dTk+b+kP111al16r9mTPIFcUOBZZmLJJauuBVcClme3nrbWJ/IUk2XJSKYYPHWSgZSfh3btIRSK4AwGqtl1D6OprqFhvcLlf/kU522RW82dFREREcqOzZ/BsD2epC5R7qQ6WcVLFoqRAsklqP2+t/S/gmXwHI1NzHIf48WPpRHZXC4meblxlZQQv30xo27UENl1Cy4FuHnz0EN0//g1uF6SyKPiUDSW0IiIiIrPnOA6neoZYv6Km0KHkzNK6AB1ntKyPFEY2Se0Lxpi7gCeAswP+rbVKcudQvOs04ZadhHftJN7RAW43lZsuoeHWtxHcfAXu8v+/vTuPk6uq8z7+qeqq3pekl6SzkoXkBwmYQAIBASMCLuA4ioIjjODjIPpymHlmHHVGgRmdGR0VFYcZ1HlkFJVBHRF1HMEFQfYQtixkOUBWknQ6ne5Oeq+u7fnjVsdKp/d01a2q/r5fr7zSde5Sv9O3uu793XPuOd5w8E9vOch3H9xOf8x77HmyEtqLz5qthFZERERkErR3RohE48yqr/A7lEkzt6GSxzYdIJFIEgyObUpIkckylqR2TerfDWllSWBRRiKSY2JHj9D57LN0rn+avp07AShbspQZ115H5erVhKqqT9jm/kd3HEtoJ0NddQkfePtyls8vnDuJIiIiIn4amNN1VgENqjRvRiX90QSHjvRqsCjJulGTWufcwmwEIp54Tw9dLz5P5zPr6Nm21ZuCZ9486t99NVXnriFcVzfstk9vOTjm6XhGkz4YVENDFS0tnZOyXxEREZGprqnV66ZbSC2182ZWAvDaoS4ltZJ1Iya1ZjYb+BRwIV7r7JPAF51z+7IQ25SRiPbTvWkjnc+so3vTRpKxGOH6BmovfztV555HyZw5o+5joNvxRAUCkEx6LbNXrl2srsYiIiIiGdLU2kNFaYjq8jA9/RMbwDPXzKmvIBgI8NqhTs45bYbf4cgUM2xSa2bzgKeB+4BbgRLgYmC9mZ3vnNuTnRALUzIep2f7Nm8KnhefJ9HbS1F1NTVrL6ZqzXmULlx0bAqesRhvt+PKshDvu3SpklcRERGRLGs63M2suopxXevlunCoiFl15bzWnN9z7kp+Gqml9p+BTznnvp9W9hMzez617P0ZjawAJZNJ+nbu8AZ8enY98c4OgmVlVJ61iqo151F+2ukEioomtO/Ruh0PjIKsllgRkanHzK4BbgHCwNecc3cOs973gIedc3enXl8PfAFoTq3yS+fczZmPWKSwNbV2s+LUer/DmHTzZlTy8r4jfochU9BISe3ZzrnrBxc6575jZn+XwZgKTmT/fjrXr6PzmXVED7cQCIWoWLGSqnPPo+J1ryMYLj7p96irLhkysa2rLuG2j15w0vsXEZH8ZGZzgM8Bq4AI8JSZPeKc25q2zmzgP4BLgIfTfLpalQAAIABJREFUNl8NfMw594MshixS0Lp6o3T0RJlVl//P0waCAbojsWOvZ9aWs25rM4eO9lJbVUYo6GNwMqWMlNSO1B9ickYjKmDR1sN0rn+GjmfW0b/vNQgEKF+2nNo/egeVZ62iqHxyH6C/cu3i46byASgOBbly7eJJfR8REck7l+K1vrYBmNl9wHuAf0xb51rg50DroG3PAZaY2aeBjcBfOOfaMx+ySOFqGhj5uC7/B1OKRONsfLnl2Ouu3igADz+3jz+6cCGhkrFMtCJy8kb6pMXMbLZz7kB6YepubsaSWjM7C1jnnCvJ1HtkSqyzg67nnqNz/Tp6X3kZgNJFi2l437VUrT6XUE1Nxt57oDvx/Y/uoLUjom7GIiIyYDbQlPa6CTg3fQXn3G0AZnbhoG2bgC8DTwGfB/4dLwEWkQkqxJGPB9RWe5fv7Z1q/5LsGimp/SbwHTO7yjnXAWBmM4DvA1/PRDBmVg78G3Dy/XGzJNHXS9eLL9LxzDp6tr4EiQTFs2dT984rqVpzHsUN2Rv97fzljUpiRURksCDeDAYDAsCYRhZ0zr1r4Gcz+xKwYzxvXFdXOZ7Vx6WhoSpj+8421SV3ZaI+R3qiFIeCnLa4gaJggGRbD1WVpUOuGw6Hxr1suPKqytJJ3d9Qy6oqoawkRGdvlPLyEhoyNLWPPme5y6+6DJvUOue+aWanAvvNbCve4BJLgDucc9/JUDxfAb4G5PRDoIlolJ6XNtO28Xla1z9Lsr+fUG0d09/8VqrXnE/x3LkFNZqdiIjktX3ARWmvG4EDw6x7jJnVAB90zt2eKgoAsRE2OUFraxeJRHL0FcepkOZPV11yV6bqs3PfEWbWltPW6o0S3BOJ0dnVN+S60ej4lw1VXlVZSmdX36Ttb6Rl0yqLOdTeQ09PhJb45E9XpM9Z7spkXYLBwIg3Skfs6O6c+7iZ3Q6sSRWtG9wdebKY2TuAcufcfWY27u0zeTcYvCl4jm7ZyuHHnuDwU08T7+4mVF3NzEveRMMbLqTqNCMQ9Odp+N8//xrfe3Abh9t7qZ9exnVvO503rpo3qe9RSHeQRjIV6jkV6giqZyGZCnXMsIeAz5hZA9ANvBu4cQzbdQGfNLOnnHPPADcBP81cmCJTw4HD3SyaXe13GBlTW13Ctt1HiMfHPtWkyMka9elt59x+4P7JekMzuwq4fVDxdqAabzCLCcnE3eBkMklkz246nllH57PPED9yhEBJCZVnnU31mvOZ/4Y1tLb3EgEiqYf+s+3pLQePGyCqpb2Xf/vvDXR09k1aV+RCuoM0kqlQz6lQR1A9C4kfdRztbnC+cc7tN7ObgUfwHu+5yzm33sweAP7eOffcMNvFzexq4BtmVga8DFyXtcBFClB/NE7r0T4uOHOW36FkzPSqUhLJJM3tvVSX580ThZLnsj4kmXPux8CP08vM7AbgU8BjA620ZrYBuMg5l/Urtv6DTV4iu34d0eZmKCqi4szXUX3ueVSsWEmwxHsIPhjyf0S3+x/dcdyIxwD9sQT3P7pDz9eKiAgAzrl7gXsHlV0+xHofGPT6ceDsjAYnMoUcbOshSWGMfDyc6VXedfL+li6WzMncIKki6fzPygDn3F3AXQOvzSzpnFuZ7Tg6nllH+29+RWTPbggEKLPTqH3L5VSuWk1RRW6OUDfU3LQjlYuIiIiIPwZGPp5dAHPUDqemophgIMD+Fn96McrUlBNJba44+ugjADRc/SdUnrOG8PTpPkc0urrqkiET2LrqvJsRSURERKSgNbV2EwjAzNoyv0PJmGAwwLSqYl471OV3KDKF5GRS65zzZejgeZ/8lB9ve1KuXLv4uGdqAYpDQa5cu9jHqERERERksAOtPTTUlBEOFfkdSkbV15Sxt7mTRCJJMKgZQSTz/BmuVybN+csbuf5tpx1rma2rLuH6t52m52lFREREckxTa3dBP087oGFaKX39cQ4cVhdkyY6cbKmV8Tl/eaOSWBEREZEcFo0lONjaw4rF9X6HknEN07zu1a8eOMrcGYUzmrzkLiW1eebpLQe5/9EdtHZECAYgkfRaZ69cu1iJrYiIiEiOOnC4m3giySmNhT/3dlV5mMqyMDv2H+WNK+f4HY5MAUpq88jgOWkHpuVt7Yjw3Qe3AyixFREREclBe5q9WSrnzyz8lstAIMCCWVXsPNDhdygyRSipzXFDtcwORXPTioiIiOSuPc2dlBYXHeuaW+gWzKrmpZ1tdPVGqSwL+x2OFDgltTkmPYmtKC0iEk0Qi3uZ7HAJ7QDNTSsiIiKSm/Y2dzJ/ZhXBwNQYDXjR7GoAtu5pZ/nC2mPlJeEQIQ1VK5NMSW0OGdy9uLsvPq7tNTetiIiISO5JJJK8dqiLN6yY7XcoWdNYV0EAeGpzEz190WPl55w+k1CJUhCZXLpPkkPuf3THcfPNjofmphURERHJTQfbeuiPJjhlZuEPEjWgpLiIaVUltBzp9TsUmQKU1OaQsXYfHpjDeuB/zU0rIiIikrv2pgaJmkpJLXhT+xw+0kciOcozdCInSW3/OaSuumTUxLY4FFQCKyIiIpJH9jR3EioKUl1ZTHckdtyy0cZMyWcN00p5+bUjHO3qZ3qVHpOTzFFSm0OuXLv4uGdqAYoCUFYaoqs3pvloRURERPLQ3uYuZtdX8MLLLScsW7G0wYeIsmNgpOeWI71KaiWjlNRmSfqoxunJ6eDyC85sZNOO1hPWExEREZH8k0wm2dvcycol9X6HknVV5WFKi4s41N7L0nnT/A5HCpiS2iwYPKpxa0eE7z64nVf3HeHJzQePK39y80F1LxYREREpEK1H++juizG3odLvULIuEAgws7acg609JJNJAlNkOiPJPg0UlQVDjWrcH0vw6IYDQ5bf/+iObIYnIiIiIhmyp7kLgLkzp15SCzCrrpyeSIyO7n6/Q5ECppbaSTBc1+IBww3+NNzAAGMdBVlEREREctve5k6CgQCz6ytoaZ9609vMqisHoKm1h5pKPVcrmaGW2pM00LV4IBEd6Fr89JaDx9apqx76Dzg4TA+M4dYXERERkfyyp7mTWfXlFIeK/A7FF1XlxVSWhWlq7fE7FClgSmpP0nBdi9O7EF+5djHFoeN/1cWhIGtXzh6y/Mq1izMXsIiIiIhkRSKRZMf+oyycVe13KL5qrCvnYFsPiUKev0h8pe7HJ2m4rsLp5QNdkYfqonzq3Gkjdl0WERERkfy0p7mT7r4YyxZM9zsUX82qK+fVfUdp6+jzOxQpUEpqT1JddcmQie3gLsTnL28cMlkdrlxERERE8tuWXW0ALDul1udI/JX+XK1IJqj78UkarmuxuhCLiIiITG1bd7cxb0Yl1RXFfofiq9LiENOrSpTUSsaopfYkjdS1WEREJBeY2TXALUAY+Jpz7s5h1vse8LBz7u7U6/nAPcAMwAHXOue6shK0SJ6LROO8uv8ol66a53coOWFWXTnb9xyhPxqnokQpiEyunPlEmdks4C5gNtCDd+Lc7WtQY6QuxCIikqvMbA7wOWAVEAGeMrNHnHNb09aZDfwHcAnwcNrmXwe+7pz7oZndCtwK/G3WghfJY6+8doRYPMmyhVP7edoBs+rK2bq7nZ0HOli1tMHvcKTA5FL34+8Dv3DOnZX6+Ys+xyMiIlIILsVrfW1zznUD9wHvGbTOtcDPgf8eKDCzMPCG1PoAdwNXZTxakQKxZXcboaIAS+ZO8zuUnDBjejnBAGzf0+53KFKAcqKl1szqgRXAZami7wC/8y8iERGRgjEbaEp73QScm76Cc+42ADO7MK24HuhwzsXStpubwThFCsqWXe0smTuNkvDUnJ92sHAoyMza8mODZ4lMppxIaoHFwF7gK2Z2EXAQuGk8O6irq8xEXKNqaKjy5X2zTfUsHFOhjqB6FpKpUMcMCwLpk0MGgMQw6460HWPc7phMnpsL6XOhuuSuidanvbOPfS1dXHf56cf2kWzroaqy9IR1w+HQkOUTXTZceVVl6aTubyLLFs+dxhMbDxAPBmmsqxhyu7HQ5yx3+VWXrCe1ZnYVcPug4leAs4B/cM59zMxuAL4LvHGs+21t7cr6hM4NDVW0tHRm9T39oHoWjqlQR1A9C4kfdQwGA77dKM2QfcBFaa8bgQNj2O4QUGNmRc65ODBrjNsdk6lzcyF99lWX3HUy9Vm35SAApzRUHNtHTyRGZ9eJ87RGo0OXT3TZUOVVlaV0dvVN2v4muqw+NeXlI+v3cOnqiQ2gpc9Z7spkXUY7N2c9qXXO/Rj4cXqZmS0GXnDO/W+q6F7gjmzHJiIiUoAeAj5jZg1AN/Bu4MbRNnLORc3sceC9eOfl64AHMxmoSKHYsquNitIQp8wsnBa4yVBdUcyM6WVs3NE64aRWZCg5MVCUc24HsM/M3pYq+iPgeR9DEhERKQjOuf3AzcAjwAbgXufcejN7wMxWj7L5R4EbzWwrXmvvLZmNViT/9fXHeO7lFlaeWk8wGPA7nJyzfGEtbm87ff2x0VcWGaNceaYW4ErgP8zsNqADuN7neERERAqCc+5evNbW9LLLh1jvA4Ne72EcjwKJCKzfdohIf5y1K+f4HUpOOmNRHY+8sJ+tu9s5W1P7yCTJmaTWOefQiVNERERE8tijG/Yzp76CxXOq/Q4lJy2eXU1ZSREbXz2spFYmTU50PxYRERERyXd7Dnayq6mTN6ycTSCgrsdDKSoKsnxhHZt2tpJIZneQVylcSmpFRERERCbBYxsPEA4FOX95o9+h5LQVi+s42tXP3ubCGPVX/KekVkRERETkJEX646zbepDVNoPKsrDf4eS0MxfXEQA2vHLY71CkQCipFRERERE5Seu3N9MbibN25Wy/Q8l51eXFnDq3hhdeVlIrk0NJrYiIiIjIGMUS0B2JHfevszfKg+v2Mru+giVza/wOMS+cvbSBfS1dHDrS63coUgByZvRjEREREZFcF4nGeHZb83FlOw8c5WBbDx+84nQNEDVGZy1t4EcPv8qGl1t487nz/Q5H8pxaakVEREREJiiRSLLx1VamV5WwYkm93+HkjRnTypjbUMkLL7f4HYoUACW1IiIiIiITtOPAUTp7oqxcUk9QrbTjcvbSel7Zf5SO7n6/Q5E8p6RWRERERGQC4okEm15tpb6mlLkNFQSCgROetx34l9CUrCc4a0kDySRsfFUDRsnJ0TO1IiIiIiIT8Mq+o3T3xTj/jEYCgQCRaJyNw3SnXbG0IcvR5b75Myupqy7lhZdbuGiFRo2WiVNLrYiIiIjIOMXiCTbvaGXG9DJm1ZX7HU7eSG/N7umPc+biOrbsbqOtM0Is4Xd0kq/UUisiIiIiMk4vv3aE3kici1bUa8TjcRjcml0cDhKLJ/mfJ3dx1cWnEipReiLjp5ZaEREREZFxiMYSvLSzjVl15TTWqpX2ZMyYXkZpcRF7Dnb6HYrkMSW1IiIiIiLjsH1vO339cVZqCp+TFgwEmD+ziv0tXUSicb/DkTylpFZEREREZIx6IzG27GpjTkMFDdPK/A6nICxorCIWT7J1V5vfoUieUlIrIiIiIjJGj204QH80wcpT1Uo7WWbUel2QXxxm5GiR0SipFREREREZg/5onN+/uJ859RXU1ZT6HU7BCAYCnNJYxUu72oj0qwuyjJ+SWhERERGRMXhycxNdvVGWL6r1O5SCc8rMKqKxBBt3HPY7FMlDSmpFREREREYRTyT41fq9LGisYuZ0PUs72WbUllFVHua57Yf8DkXykJJaEREREZFRPO9aaDnSx6XnzNO8tBkQDARYuaSeTTta1QVZxk1JrYiIiIjICJLJJA+s20NjbTlnLq7zO5yCdfbSBvpjCV7QgFEyTiG/AxhgZguA7wHVwBHgeufcHl+DEhEREZEpb8vuNvY2d/GBt51GUK20GbNoTg31NaU8+VIT55/R6Hc4kkdyJqkF/gn4gXPuG2b2F8DngD/1OSYREZG8Z2bXALcAYeBrzrk7By1fCdyFd2P5MeAjzrmYmV0PfAFoTq36S+fczdmLXCQ3PLhuL9Mqizl/eSP98YTf4RSsYCDA689o5BdP7qato4/aao0wLWOTS92Pi/BOpgAVQK+PsYiIiBQEM5uDd6P4QmAlcKOZLRu02j3ATc65pUAA+FCqfDXwMefcytQ/JbQy5exq6mDbnnYuO2ce4VAuXToXptefOYsk8NRLB/0ORfJILv1l3gp8zMz2A38DfNHneERERArBpcDDzrk251w3cB/wnoGFZnYKUOacW5cquhu4KvXzOcD1ZrbZzO4xs+lZjFskJzy4bg9lJSHeuHKO36FMCTOmlWHzpvHk5iaSyaTf4UieyHr3YzO7Crh9UPF2oBS40Tn3czN7N/BTM3udc25Mn+a6uspJjnRsGhqqfHnfbFM9C8dUqCOonoVkKtQxw2YDTWmvm4BzR1k+N+3nLwNPAZ8H/h24dqxvnMlzcyF9LlSX3BUlwPMvt/Dui5cwf653TyfZ1kNV5dDdYsPh0LiXTWSbieyvqrI0p+MDKC8voaG2nLe+fiH/+qMXae2OcfrCE+cELrTPWSHVx6+6ZD2pdc79GPhxepmZNQDbnHM/T63zEzP7JlAPjGn4s9bWLhKJ7N7NaWiooqWlM6vv6QfVs3BMhTqC6llI/KhjMBjw7UZphgSB9BNkAEiMZblz7l0DhWb2JWDHeN44U+fmQvrsqy65q6Ghint/tY2iYJALls04VreeSIzOrr4ht4lGx79sItuMd39VlaV0dvXlbHwDevv62b0vwtz6MopDQX72+1coCy8FoCQcIhQszM9ZodQnk3UZ7dycK92PDwN9ZnYRgJldAHQ65zSet4iIyMnZB8xKe90IHBhtuZnVmNlfp5UHgFjGohTJMW0dfTy5+SAXnNlITWWJ3+FMCZFonGe3NbN5RytzZ1Ty7PZDPP1SE89uayYS1dePDC8nktpUF+MrgS+b2SbgS8C7/Y1KRESkIDwEXGJmDWZWjnd+/dXAwtT0eX2pG8oA7wceBLqAT5rZmlT5TcBPsxe2iL9+9FtHIpHkrWvm+x3KlLRkbg3RWIId+zv8DkXyQM5M6eOcWw+sGXVFERERGTPn3H4zuxl4BCgG7nLOrTezB4C/d849h/ec7LfMrBp4AbjDORc3s6uBb5hZGfAycJ1P1RDJqub2Hn69bg9rV85m5vRyv8OZkmZML6OuppStu9tYMq/G73Akx+VMUisiIiKZ4Zy7F7h3UNnlaT9v5PjBowbKHwfOzniAIjnmp4/tJBQK8o4LFvgdypQVCARYvrCWxzYcYN+hLtYMnohMJE1OdD8WEREREckFu5o6WL/tEO98w2I9S+uz+TMqqSwLs2VXm9+hSI5TUisiIiIiknLf73dQWRbmyotP9TuUKS8YDLBswXRajvSx88BRv8ORHKakVkREREQEWL+tmW172nn76xdQXhr2OxwBFs+poTgc5HfP7/M7FMlheqZWRERERKa89s4I3/+1Y9Hsai5ZNYfOnn66IydOI5OBqZdlBOFQEJs/nc2vtrKrqYOGhiq/Q5IcpKRWRERERKa0ZDLJdx7YRjSW4Ia3L6MoGKS3L8az25pPWHfF0gYfIpzali+czp6DnXzv145VZ8z2OxzJQep+LCIiIiJ5L5aA7kjshH+xxOjbPvLifl7a1cbVbzqVxlpN4ZNrikNFXLl2EXsOdvKrp3b5HY7kILXUioiIiEjei0SHblk95/SZhEqGv+TdvqedHz38KmcsrOXis+ZkMkQ5CWcvbWD91ma+/+A2bE61RqaW46ilVkRERESmpC2727n9xxupqy7lmjcvpac/fqyFNxKN+x2epAkEAvzpm41INMEPH36VZFIPN8sfqKVWRERERKacbXvaueO+jZSXhrhoxSy272k/bvnq5bN8ikyG01hbztWXLOHe3zjmNlRwxfkL/A5JcoSSWhERERGZMnr6ovzsiV08/Px+Zkwv46IVsygboXuy5Jb3Xmbs3HeEnzy6k6ryYt6wQgNHiZJaEREREZkCjnb3s35rM794ajfdvVHWrpzNW88/ha272vwOTcYhGAzwwStOp6s3ynd/tZ2K0jCrTCNST3VKalOe3nKQ+x/dQWtHhLrqEq5cu5jzlzf6HZaIiIiITFBff4wnNh1g06utbN/bTjIJS+bWcM2lSzmlsWrIeWgl94WKgnz0XWdw2w828PWfbuayc+bx7rWLCIeK/A5NfKKkFi+h/e6D2+lPjfne2hHhuw9uB1BiKyIiIpJn9h3qYtuedg629ZBMwszpZVxx/gLOPX0Gc+orCAQCfocoJ6m0OMQn3reS/35kB7959jU272zlurcYS+dN0/GdgpTUAvc/uuNYQjugP5bg/kd3KKkVERERyRO9kRjrtx1iz8FOKsvCLF9YyxWvX8DSOTVKdPJcIBigOxIj2dZDT1oL+zWXGWcvqec7D27ni/e+yLwZlbzxrDmsOX0G5aVhHyOWbFJSi9cyO55yEREREcktm3Yc5udP7CIWS7JyST1nLKwlGAwwt6FSCW0BiETjbHy5harKUjq7+o6Vn7u8kYVzarj5utU8t/0QT2w6wPd/7bjnN475M6tYMncaS+fXsGh2DSXhP3RPLgmHCGly04KhpBaoqy4ZMoGtq9akziIiIiK57snNTXz7gW3UVpdy4ZmN1FTqGm6qGEh2AYrDQS4+ew6tR/vY19JNV2+Uh59/jYeee41gAOqnlXFKYxWLZlVz4YrZhDTqdcHQkQSuXLv4uGdqAYpDQa5cu9jHqERERERkNA899xr3PvQKp82fxllLGwgPan4b6LY6lEQyGxFKNgUCAeqnlVE/rYwVSxt4bmszLUd6aWrt4cDhbp7ddojnXQs7mzq47Jx5zKqrOG57teDmJyW1/GEwKI1+LCIiIpI/fvn0bn7y6E7OXtrAn77F2PBKywnrpLfkDbZiqaaCKXThUJDZ9RXMrq9glTXQ1tHHK/uOsnlHK89tP8Rp86ez4tQ6ilNdk885faZacPOQjljK+csblcSKiIiI5In/fWo39z+2k/OWzeTP3n46fdHE6BvJlFdbXcqaZaVc82bjv369nW172tnV1MG5y2ayoLHK7/BkgtS4LiIiIiJ55VhCu3wmN7x9GUVBXdLK+FSWhzlveSNXvP4UKsrCPLbhAI9tPEB3X9Tv0GQC9A0gIiIiInkhFk9w70Mv/yGhvWIZwaBGNpaJq6su5W1r5rPy1Dr2HOzk8997nue2HyKZ1APX+cS37sdm9k9A3Dn3mdTracB/AYuAFuBq59xBv+ITERERkeFFYwmOdkfo6I7S2x+juKmT1rZuioqChIIBykpCNEwrY3p1CcFJmFLnSFeEr//sJV7dd5RLV83lTy5ZooRWJkUwGOB1p9Yzp6GSDa8e5us/e4kzFtVy7WVLmTm93O/wZAyyntSaWQ3wVeB9wJfSFv0z8Lhz7gozez/wr8B7sx2fiIiIiHh6IzH2Nney52Anew910dbRx9Hufo5299PTN/SIwoOFigLMrC1nQWM1C2ZVsXBWNTOml1FaHB7TKLN9/TGe3HyQXzy1m77+GDe+YxnnLdM4KDL56mpK+cQ1Z/PMloP89LGd3PKtZ1hlDbzp7LksmVuj+Y5zmB8ttX8MvAJ8ZVD5FcAbUj//ALjTzMLOOXVsFxEROQlmdg1wCxAGvuacu3PQ8pXAXUA18BjwEedczMzmA/cAMwAHXOuc68pq8JJVkWicV/YdYdvudrbuaWfvwU4GOmFWVxRTHApSVhJibkMl5aUhykqKWLawjn3NnUyrLqOvL0oimSSRTBLpjzOtqoStu9po74ywflszT25uArz5RE+dU8OCxmoaa8tprCunqixMOBQkFArS3hHhYFsPu5o6eGJTEz2RGItnV/OBt53GnIZK/35BUvCKggEuWz2P1TaDX6/fyxObmli/7RCNteUsnTeNU+fUMH9mJdOqSqgsC09KL4RsSiaTxOJJ4okERcEARUXBvKvDULKe1DrnvgdgZp8ZtGg20JRaJ2ZmHUADcGAs+62r8+cLrqFhaoySpnoWjqlQR1A9C8lUqGMmmdkc4HPAKiACPGVmjzjntqatdg9wg3NunZn9J/Ah4BvA14GvO+d+aGa3ArcCf5vdGoxPNBansydKR08/Xb1R+qMJItE4iUTSa2UJeAlVZWmYijLvX1VZMeGi/L+oG69kMkl7Z4Q9qZZYt/cIOw4cJRZPEgwGWNBYxVvWzGfBrGrmzaiksryY57c3n7CfZQtriUbjVFWW0tl1/O9xxdIGylPToySTSY5299NypJeWI320d/Wzff1eEiNMFhsMBDjbGnjzOfM4dU4NsQSac1ayYnpVCX9yyRLeddEintnWzHPuEM9tP8RjG/+QmhQFA5SXhgiHghSHiwgVBQkXBb3XIe//0uIQJeEg4VARxeGgl0imkkkIEC4uIhaLHysPFXk3jmoqSqguD1FeGqaiNESo6PhuDfFEgr7+OF09UY5299PR3U97Vz/tnX109vTT0R31/u/ppz+aIBYf+HfiH0owgPfYQFGAcFERleVhqsrDTKssoaaimJqKYqoripleVcL0qhKmVZZQlmPTHmUsGjO7Crh9UPF259ylw2wy+GwSAMYyNnsRQHt794hfiplQV1dJa2vh37BWPQvHVKgjqJ6FxI86BoMBpk+vgNT5pQBcCjzsnGsDMLP7gPcA/5h6fQpQ5pxbl1r/buCzZnYXXg+qd6aVP8rYktoiYFKed9z46mGaWnuIx5PEk0kSiQTh4hDdPf30ReL0RKL0ROL0RmL0RKJEJzCtS1FRgIrSsHfxWFJEeWmYknCQYOrCsyj4hwvRE65WBhmtxoMbRMrKSujtjYwr3mSSY62nAz94Zd6CZHq5V0oiniQSixOJJujp7acjdSHcH40fi3tWXQVvv2AhAZLU1ZQddxH92qEuTl9YS3lp+IR4QkVBykvDlJWEiMfCQy4bUFFWzOx6ryF82P81AAAO8UlEQVTi9IW1bNnRSk8kSldPlP5YgngiSWNtOfXVpTRML6OuupRwWh/leCzOll1tQ/5eRotvKCMvC0zy/oZelo39DRybXI1vPMsGf84yEV/6d1dZaYg3njWHN541h+5IjCc3H6CjO0pfJE5ff4xoPEE8nqSiLEx7Z5/3XZVIEIkl6OmP09UXIxZPEI0liMUSJCY4AFVRUZBgEIIESJAc8buuJFxEaUmIyvIw9dPKKCoKUD+tjKOdEe97LRggEAiQTHp/681tXh6VSCaJJSDSHyfSH6O9M8K+li6isRPfqyRcRE1lMWWlYUpCQYpDRVRWFkM8QThcRFEwQDAQIBwKcN6yRirKhj4OY5V2TIY8Nwf8GtlroKU2baCoXcBFzrl9ZhYC2oC6MXQ/vhB4PIOhiojI1HQR8ITfQZwsM/sUUOGcuyX1+gbgXOfcjanX5wO3OecuTL0+FXgAWAs865ybmyoPAT3OueIxvK3OzSIikglDnptzqd34AeA64PN4A0Q9PsbnaZ/Fq1wTEM9ceCIiMkUUAbPwzi+FIEhawx4n9oQabvngchhbDyrQuVlERCbXiOfmXEpqbwXuNrMtwBHg2jFuF6EA7qSLiEhO2eF3AJNoH16COaCR48er2Id3oTB4+SGgxsyKnHPx1DpjGucCnZtFRGTyDXtu9i2pHeh2nPa6DXiHP9GIiIgUrIeAz5hZA9ANvBu4cWChc26PmfWZ2QXOuSeB9wMPOueiZvY4Xu+pe/F6Uz2Y/fBFRERGNobZwURERCRfOef2AzcDjwAbgHudc+vN7AEzW51a7VrgdjPbDlQCd6TKPwrcaGZb8Vp7b8lu9CIiIqPzbaAoERERERERkZOllloRERERERHJW0pqRUREREREJG8pqRUREREREZG8paRWRERERERE8paSWhEREREREclbvs1TWyjM7CLga0AxsAu43jnX7m9Uk8vMLgBux6tjK/BB59wef6PKHDP7JyA+eC7lfGdm1+BNxxEGvuacu9PnkDLCzKqBp4C3O+d2+xxORpjZPwBXp17+0jn3ST/jyRQz+0fgPUAS+E/n3Fd9DkmybPD3sZlNA/4LWAS0AFc75w4O2iYA3Aa8HUgAH0rNv+s7M5sB/CatqAZocM5VDlrvFOAlYEeqqNk595bsRDl2ZnY98AWgOVX0S+fczYPWKQb+E1gN9ALXOOe2ZzXQMRjLtU4+HJfRzvVmthK4C6gGHgM+4pyLZT3QMRjtXJda/kFg4Lr7W7l6bWNmjwAzgGiq6MPOuWfSlufTcbkBuCmtaCHwfefcTWnrZP3YqKX25H0HeL9z7kxgK/AJn+PJhP8CbnDOrUz9fMco6+clM6sxs/8E/sbvWCabmc0BPgdcCKzEm3dymb9RTT4zWwM8ASz1O5ZMMbNLgTcDZ+Edy1Vm9i5/o5p8ZrYWeBPwOryL4b8wM/M3KsmWEb6P/xl43Dl3OvAt4F+H2PzdwOnAMuCdwN1mlhM38Z1zh5xzK1Pn07OB3cCNQ6y6Gm8+4ZWpfzmVOKVZDXwsLc6bh1jnL4Hu1DH7K+DubAY4DmO51snp4zLGc/09wE3OuaVAAPhQdqMcmzGe61YDf5J2PHI1oQ3gXZesSIv1mUGr5cVxAXDO3ZX2PXYtcAj4zKDVsn5slNSevNOdc1vNLAzM4Q93JAqCmZUAtzjnNqWKNgHzfQwpk/4YeAX4it+BZMClwMPOuTbnXDdwH14LWKH5EPDnwAG/A8mgJuBvnHP9zrkosI0C/Jt0zj0KXJy6Uz0Dr2dRt79RSRYN9318BV7CAfAD4G2p8+/gdX7onEs4514G9gKvz2SwE/R/gB7n3L1DLDsHOMPMNpjZw2Z2ZpZjG6tzgOvNbLOZ3WNm04dY59gxc849BjSYWU59Z43jWifXj8uI5/pUS3OZc25dquhu4KqsRzk2YznXrQY+bWabzOzfzaw061GOzcAN2d+Y2UYzu+m4hfl1XAb7BvBp59zhQeVZPzZKak+Scy6a+lLbB1wM/NDnkCaVcy7inLsHwMyCeHdifuZrUBninPuec+4LQNzvWDJgNt4JYkATMNenWDLGOXeDc+5xv+PIJOfcloETn5ktweua9YC/UWVG6vv1s3i9YH4H7Pc5JMmSEb6Pj32XpW54dAANw62TknPfd2ZWBNwM/N0wq/ThtdycDXwZ+FmqG2+uaQL+Ca9HxWvAvw+xTs4fj3Fc6+T6cRntd53zx2LAaOc6M6sEXsTrIXk2MA241YdQx2I63jnsXcAlwEfM7LK05XlzXNKlWtPLnHM/HlTuy7HJie44+cDMrsJ71iLddufcpc65zcBMM/sw8CNy847wqEaqY+pL+7t4n5nPZz24STRSPf2IJ0uCeM8lDgjgPWsmecrMlgO/BD7hnHvF73gyxTn3D2b2ReAXeC3x/8/nkGQSTeD7ODDE68HfZTnxfTdK3d4KvJK6fjjBoDEdHjCzf8HrUr0xE7GOZizHycy+xB+eNU2XE8djwMlc6+TacRnCaL/rnDoWYzHcuc451wVcnrbeV4Bv490syinOuaeBpwdepx6tuBz4baoo745LyoeBE8a68OvYKKkdo9RdiMF3IkrN7J3OuYG7efeQx11Xh6ojHLvj8j94Ayf8caobSN4arp4Fbh9wUdrrRgq7i25BSw1o8hPgr5xzBdU7ZICZnQaUOuc2OOd6zOx+vNYgKSAT+D7ej/f9tS/1nGwV3rkp3T5gVtprX77vRqnbOxmhZ5eZ/QXes5sDdQvwhwFmsm6Ya6AaM/tr59xAghgAhhrYZuB4DCS8vp5/TuZaJ9eOyxBGO9fnxN/GWI10rkt1Yb/UOfftVFGuHYtjzOxCoMQ597tU0eBY8+q4wLEB4NYCHxhimS/HRt2PT04UuNPMVqVeX403SE2huQd4FXivcy7idzAyIQ8Bl5hZg5mV4w2k8iufY5IJMLN5eN3irinUhDZlEfAtMytJnTz/mML8fpXxeQC4LvXze/EGjRp8sfQAcK2ZFZnZqXgDtDybxRjH4nxgpEcl1gJ/BscGTSsCcm3E4C7gk6kB+sAbDfWnQ6x37JilLu77nHN7sxPiuIzlWifXj8uI5/rUaM59qWQR4P3Ag9kPc3RjONf1Al8ys4WpgZj+nKE/f7lgGnBbqjGsCrietFjz6bikeR3wcurZ7cF8OTZKak+Ccy6Od1L9f2a2Ae9h/Bv8jWpymdlZeBeTFwAvpAZHKMjn9wqZc24/XrePR4ANeHea1/sblUzQx4FS4Kupv8cNZvYRv4OabM65B/C6nL0IPA88VeBJvIzNrcB5ZrYF+CjexRJm9g4zuyu1zn3AFrzBfn4O/JlzrtePYEewCK915hgz+4h501gB/F/gMjN7Ce/Zzfc553KqO2LqGuhq4Btmtg1YBXwSTqjLvwElqWN2B94Fe04Z6Vonn47LcOd6M3vAzFanVrsWuN3MtgOV5O6MFkOe6wbq4pxrwev++gvA4bUG5mRvSefc/3L8+ezbzrmn8/S4DBjqO8zXYxNIJpOjryUiIiIiIiKSg9RSKyIiIiIiInlLSa2IiIiIiIjkLSW1IiIiIiIikreU1IqIiIiIiEjeUlIrIiIiIiIieSvkdwAiucbM7gDekHq5DNiFN+cWeHML9gANzrnDPsT2G7w52w6nphv4uHNu6wT2czfwknPuy5Md4zhi+Htgo3Pu56npEl51zn3PzJL49PsVERERkfyjpFZkEOfcXw78bGa7gWudc8+llfkQ1TGXDfzgnLvcz0AmwZuArQDOub/3ORYRERERyVNKakUm5rNmdh5QB9zmnLsTwMz+DPgoXtf+VuAm59x2M6sB7gRWAkngQeDTzrmYmUWAnwMr8Cbf7gb+NbXvIuAO59y3zew7qfd+xMwuBx4H3uOce87MPgj8DRAHDgPXA/uB24HzgCq8ya9vcM49OVylzGwOcDcwG9iT2t9PnHN3D25BHXgNtA33PqkW4Q7gTGAesAm4LhXfauA2M4vjTXp/QsvxCL/PC4Gvpn4/SeBfnHM/GfZoiYiIiEjB0jO1IhOz0zm3CngX8BUzC5vZWrxk7SLn3FnAl4Cfpta/Ay8pOxMvmVsBfDy1rBj4hXPOgA3AfcDfpfa/Fvi4mZ3nnPs/qfUvds69NhCIma0Avgi81Tn3OuB/gJuBNXjJ6fnOuWXAd4G/G6Ve3wDWOeeWA3+F15o6mtHeZxXwVuB0YAFwVeomwHPAJ5xzP2UIo/w+Pwt8NfU7+uAY4xQRERGRAqSWWpGJuTf1/wagBKgGrgBOBZ5K66I83cxqgbcBFzjnkkDEzL6JlzR+IbXe46n/lwKLgW+n7aMMOAtYN0wslwC/Hkh0nXNfG1hgZrcAHzazxcAbgc5R6vUm4K9T+3nZzH47yvo4554e5X1+5ZyLpOLZDNSOts+UkX6f/w3caWZ/BDwEfHqM+xQRERGRAqOWWpGJiQKkklTwutwWAd93zq10zq0EzsZrlW3H+1tLpm0fBMJpr7tS/xcBRwf2kdrPecB3GF4sfd9mVmZmp5nZFcAvU8U/B76ZinMkvYPW6R+0PJB6j+K09xvtfXrTfk6OIYYBw/4+nXP/gdfq/VvgLcAmMysd435FREREpIAoqRWZPL8G3mdms1KvPwL8Lm3ZTWYWMLMS4Ea8hGwwB/Sa2Z8CmNk84CW8LrzgPeMaHrTNI8Clae/7YbyuupfhdWv+Bl5X33fiJYoj+WUqbsxsLnBp2rIWvKQS4Jq08om8D3jJ+OC6pBv292lmTwFnOefuxvtdTgMax/CeIiIiIlJglNSKTBLn3G/wnm39rZltwkv8rky15v4lMAPYnPrngM8NsY9+vEGTbkjt4zfArWmDO/0YeNTMzkjbZjPwCeBXZrYR7/nVj+C1mL4x1eX3BWAHsNDMRvq7/2tgXmqbu4G9acv+Eq/L7wt4z8c2pcon8j7gPfv7L2Z2/VALR/l9fhL4RzN7Efg98Fnn3O5R3k9EREREClAgmUyOvpaITElm9r/AfakWURERERGRnKOWWhEREREREclbaqkVERERERGRvKWWWhEREREREclbSmpFREREREQkbympFRERERERkbylpFZERERERETylpJaERERERERyVv/H7KMsw2qXGAwAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "9a0421e9321049cbac035039dcd7ade1": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_0b3c3b648d4345799804da58d84b4514", "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "bd84aaded9f147748e0dc16bbb55c606": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_3792567e878a4141b4c256c9a8ec2b87", "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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