{ "cells": [ { "cell_type": "code", "execution_count": 10, "id": "55d4d6b4-a4eb-4fb6-bfbb-e65cbe360ac8", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "b9d92396-7239-4dfc-90ad-83699c9ef520", "metadata": {}, "source": [ "# More Advanced Visualizations" ] }, { "cell_type": "markdown", "id": "e65315a9-a783-4bb3-b03e-b8aa2678f60d", "metadata": {}, "source": [ "This chapter shall discuss some more advanced visualization techniques. Let us begin by loading a World Bank dataset on education." ] }, { "cell_type": "code", "execution_count": 2, "id": "f78e96bc-03f2-4db3-adab-ce4a8ec7de14", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ContinentCountryPrimary completion rate: Male: % of relevant age group: 2015Primary completion rate: Female: % of relevant age group: 2015Lower secondary completion rate: Male: % of relevant age group: 2015Lower secondary completion rate: Female: % of relevant age group: 2015Youth literacy rate: Male: % of ages 15-24: 2005-14Youth literacy rate: Female: % of ages 15-24: 2005-14Adult literacy rate: Male: % ages 15 and older: 2005-14Adult literacy rate: Female: % ages 15 and older: 2005-14...Access to improved sanitation facilities: % of population: 1990Access to improved sanitation facilities: % of population: 2015Child immunization rate: Measles: % of children ages 12-23 months: 2015Child immunization rate: DTP3: % of children ages 12-23 months: 2015Children with acute respiratory infection taken to health provider: % of children under age 5 with ARI: 2009-2016Children with diarrhea who received oral rehydration and continuous feeding: % of children under age 5 with diarrhea: 2009-2016Children sleeping under treated bed nets: % of children under age 5: 2009-2016Children with fever receiving antimalarial drugs: % of children under age 5 with fever: 2009-2016Tuberculosis: Treatment success rate: % of new cases: 2014Tuberculosis: Cases detection rate: % of new estimated cases: 2015
0AfricaAlgeria106.0105.068.085.096.092.083.068.0...80.088.095.095.066.042.0NaNNaN88.080.0
1AfricaAngolaNaNNaNNaNNaN79.067.082.060.0...22.052.055.064.0NaNNaN25.928.334.064.0
2AfricaBenin83.073.050.037.055.031.041.018.0...7.020.075.079.023.033.072.725.989.061.0
3AfricaBotswana98.0101.086.087.096.099.087.089.0...39.063.097.095.0NaNNaNNaNNaN77.062.0
4AfricaBurundi58.066.035.030.090.088.089.085.0...42.048.093.094.055.043.053.825.491.051.0
..................................................................
161S. AmericaGuyana87.081.0NaNNaN92.094.082.087.0...76.084.099.095.084.029.07.47.469.080.0
162S. AmericaParaguay89.090.071.077.099.098.096.094.0...52.089.083.093.0NaNNaNNaNNaN71.087.0
163S. AmericaPeru99.0100.084.087.099.099.097.090.0...53.076.092.090.060.057.0NaNNaN87.080.0
164S. AmericaSuriname90.099.036.065.098.099.095.094.0...NaN79.094.089.076.061.043.40.077.080.0
165S. AmericaUruguay103.0104.054.068.098.099.098.099.0...92.096.096.095.0NaNNaNNaNNaN75.087.0
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166 rows × 47 columns

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" ], "text/plain": [ " Continent Country \\\n", "0 Africa Algeria \n", "1 Africa Angola \n", "2 Africa Benin \n", "3 Africa Botswana \n", "4 Africa Burundi \n", ".. ... ... \n", "161 S. America Guyana \n", "162 S. America Paraguay \n", "163 S. America Peru \n", "164 S. America Suriname \n", "165 S. America Uruguay \n", "\n", " Primary completion rate: Male: % of relevant age group: 2015 \\\n", "0 106.0 \n", "1 NaN \n", "2 83.0 \n", "3 98.0 \n", "4 58.0 \n", ".. ... \n", "161 87.0 \n", "162 89.0 \n", "163 99.0 \n", "164 90.0 \n", "165 103.0 \n", "\n", " Primary completion rate: Female: % of relevant age group: 2015 \\\n", "0 105.0 \n", "1 NaN \n", "2 73.0 \n", "3 101.0 \n", "4 66.0 \n", ".. ... \n", "161 81.0 \n", "162 90.0 \n", "163 100.0 \n", "164 99.0 \n", "165 104.0 \n", "\n", " Lower secondary completion rate: Male: % of relevant age group: 2015 \\\n", "0 68.0 \n", "1 NaN \n", "2 50.0 \n", "3 86.0 \n", "4 35.0 \n", ".. ... \n", "161 NaN \n", "162 71.0 \n", "163 84.0 \n", "164 36.0 \n", "165 54.0 \n", "\n", " Lower secondary completion rate: Female: % of relevant age group: 2015 \\\n", "0 85.0 \n", "1 NaN \n", "2 37.0 \n", "3 87.0 \n", "4 30.0 \n", ".. ... \n", "161 NaN \n", "162 77.0 \n", "163 87.0 \n", "164 65.0 \n", "165 68.0 \n", "\n", " Youth literacy rate: Male: % of ages 15-24: 2005-14 \\\n", "0 96.0 \n", "1 79.0 \n", "2 55.0 \n", "3 96.0 \n", "4 90.0 \n", ".. ... \n", "161 92.0 \n", "162 99.0 \n", "163 99.0 \n", "164 98.0 \n", "165 98.0 \n", "\n", " Youth literacy rate: Female: % of ages 15-24: 2005-14 \\\n", "0 92.0 \n", "1 67.0 \n", "2 31.0 \n", "3 99.0 \n", "4 88.0 \n", ".. ... \n", "161 94.0 \n", "162 98.0 \n", "163 99.0 \n", "164 99.0 \n", "165 99.0 \n", "\n", " Adult literacy rate: Male: % ages 15 and older: 2005-14 \\\n", "0 83.0 \n", "1 82.0 \n", "2 41.0 \n", "3 87.0 \n", "4 89.0 \n", ".. ... \n", "161 82.0 \n", "162 96.0 \n", "163 97.0 \n", "164 95.0 \n", "165 98.0 \n", "\n", " Adult literacy rate: Female: % ages 15 and older: 2005-14 ... \\\n", "0 68.0 ... \n", "1 60.0 ... \n", "2 18.0 ... \n", "3 89.0 ... \n", "4 85.0 ... \n", ".. ... ... \n", "161 87.0 ... \n", "162 94.0 ... \n", "163 90.0 ... \n", "164 94.0 ... \n", "165 99.0 ... \n", "\n", " Access to improved sanitation facilities: % of population: 1990 \\\n", "0 80.0 \n", "1 22.0 \n", "2 7.0 \n", "3 39.0 \n", "4 42.0 \n", ".. ... \n", "161 76.0 \n", "162 52.0 \n", "163 53.0 \n", "164 NaN \n", "165 92.0 \n", "\n", " Access to improved sanitation facilities: % of population: 2015 \\\n", "0 88.0 \n", "1 52.0 \n", "2 20.0 \n", "3 63.0 \n", "4 48.0 \n", ".. ... \n", "161 84.0 \n", "162 89.0 \n", "163 76.0 \n", "164 79.0 \n", "165 96.0 \n", "\n", " Child immunization rate: Measles: % of children ages 12-23 months: 2015 \\\n", "0 95.0 \n", "1 55.0 \n", "2 75.0 \n", "3 97.0 \n", "4 93.0 \n", ".. ... \n", "161 99.0 \n", "162 83.0 \n", "163 92.0 \n", "164 94.0 \n", "165 96.0 \n", "\n", " Child immunization rate: DTP3: % of children ages 12-23 months: 2015 \\\n", "0 95.0 \n", "1 64.0 \n", "2 79.0 \n", "3 95.0 \n", "4 94.0 \n", ".. ... \n", "161 95.0 \n", "162 93.0 \n", "163 90.0 \n", "164 89.0 \n", "165 95.0 \n", "\n", " Children with acute respiratory infection taken to health provider: % of children under age 5 with ARI: 2009-2016 \\\n", "0 66.0 \n", "1 NaN \n", "2 23.0 \n", "3 NaN \n", "4 55.0 \n", ".. ... \n", "161 84.0 \n", "162 NaN \n", "163 60.0 \n", "164 76.0 \n", "165 NaN \n", "\n", " Children with diarrhea who received oral rehydration and continuous feeding: % of children under age 5 with diarrhea: 2009-2016 \\\n", "0 42.0 \n", "1 NaN \n", "2 33.0 \n", "3 NaN \n", "4 43.0 \n", ".. ... \n", "161 29.0 \n", "162 NaN \n", "163 57.0 \n", "164 61.0 \n", "165 NaN \n", "\n", " Children sleeping under treated bed nets: % of children under age 5: 2009-2016 \\\n", "0 NaN \n", "1 25.9 \n", "2 72.7 \n", "3 NaN \n", "4 53.8 \n", ".. ... \n", "161 7.4 \n", "162 NaN \n", "163 NaN \n", "164 43.4 \n", "165 NaN \n", "\n", " Children with fever receiving antimalarial drugs: % of children under age 5 with fever: 2009-2016 \\\n", "0 NaN \n", "1 28.3 \n", "2 25.9 \n", "3 NaN \n", "4 25.4 \n", ".. ... \n", "161 7.4 \n", "162 NaN \n", "163 NaN \n", "164 0.0 \n", "165 NaN \n", "\n", " Tuberculosis: Treatment success rate: % of new cases: 2014 \\\n", "0 88.0 \n", "1 34.0 \n", "2 89.0 \n", "3 77.0 \n", "4 91.0 \n", ".. ... \n", "161 69.0 \n", "162 71.0 \n", "163 87.0 \n", "164 77.0 \n", "165 75.0 \n", "\n", " Tuberculosis: Cases detection rate: % of new estimated cases: 2015 \n", "0 80.0 \n", "1 64.0 \n", "2 61.0 \n", "3 62.0 \n", "4 51.0 \n", ".. ... \n", "161 80.0 \n", "162 87.0 \n", "163 80.0 \n", "164 80.0 \n", "165 87.0 \n", "\n", "[166 rows x 47 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wb_df = pd.read_csv('data/world_bank.csv').drop(columns={'Unnamed: 0'})\n", "wb_df" ] }, { "cell_type": "markdown", "id": "8c2f7191-cf21-47a8-83cf-444aad05aca3", "metadata": {}, "source": [ "## Transformations" ] }, { "cell_type": "markdown", "id": "5b256a6c-411c-47c6-b0ce-9faae1c8446c", "metadata": {}, "source": [ "It is very advantageous for us to have linear data, simply because linear lines are easy to interpret. Given a linear line, you can say easily interpret the slope as saying that 'a 1 unit increase in the x-variable corresponds to a m-unit in the y-variable', and you can interpret the intercept as saying 'when the x-variable is 0, the y-variable is c'. However, we often have to work with data that doesn't appear to be linear.\n", "\n", "Sometimes, when some data appears to not be linear, we can actually transform it so it has a linear relationship. For example, we plot the country's gross national income (GNI) per capita vs their male adult literacy rate, and the plot does not appear linear at all." ] }, { "cell_type": "code", "execution_count": 19, "id": "66b374de-60da-4711-a7e5-7c003ebcb28c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(wb_df['Gross national income per capita, Atlas method: $: 2016'],\n", " wb_df[\"Adult literacy rate: Male: % ages 15 and older: 2005-14\"]);\n", "plt.title('Male Adult Literacy vs GNI per capita for various countries')\n", "plt.xlabel('GNI per capita (US dollars, 2016)')\n", "plt.ylabel('Male Adult Literacy (%, 2005-2014)');" ] }, { "cell_type": "markdown", "id": "ec49409a-b33f-4995-b3cd-c4c9167fe0f6", "metadata": {}, "source": [ "However, let us try to take the natural log of the GNI per capita and raise the male adult literacy rate to the 4th power." ] }, { "cell_type": "code", "execution_count": 32, "id": "c9477202-4a2a-4a6c-aaeb-eecfd2498182", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(np.log(wb_df['Gross national income per capita, Atlas method: $: 2016']),\n", " (wb_df[\"Adult literacy rate: Male: % ages 15 and older: 2005-14\"])**4);\n", "plt.title('Male Adult Literacy to the fourth power vs Log GNI per capita for various countries')\n", "plt.xlabel('Log GNI per capita (Log US dollars, 2016)')\n", "plt.ylabel('Male Adult Literacy to the fourth power (%^4, 2005-2014)');" ] }, { "cell_type": "markdown", "id": "9e54c39f-a406-42d3-9587-5c63cefd44b0", "metadata": {}, "source": [ "This graph looks a lot more linear! We can even draw a line of best fit. Seaborn's [`.lmplot()`](https://seaborn.pydata.org/generated/seaborn.lmplot.html) takes in two columns from a DataFrame and plots them, along with a line of best fit and the confidence interval for the line of best fit. So, in the code below, we add in two columns with the transformed variables into the original DataFrame and then we plot them." ] }, { "cell_type": "code", "execution_count": 88, "id": "7fcad78e-bc09-4083-8d1b-14d0059bce53", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wb_df['log_gni'] = np.log(wb_df['Gross national income per capita, Atlas method: $: 2016'])\n", "wb_df['male adult literacy ** 4'] = (wb_df[\"Adult literacy rate: Male: % ages 15 and older: 2005-14\"])**4\n", "sns.lmplot(x='log_gni', y='male adult literacy ** 4', data = wb_df);\n", "plt.title('Male Adult Literacy to the fourth power vs Log GNI per capita for various countries')\n", "plt.xlabel('Log GNI per capita (Log US dollars, 2016)')\n", "plt.ylabel('Male Adult Literacy to the fourth power (%^4, 2005-2014)')\n", "plt.ylim(0 - (100**3),(100**4) + (100**3));" ] }, { "cell_type": "markdown", "id": "3e7b0459-86e2-4e82-a928-5be3f516a5ce", "metadata": {}, "source": [ "This looks great! However, we made a logical leap there by knowing to take the log of the x-variable and raise the y-variable to the fourth power. How did we know to do this?\n", "\n", "Well, the honest answer is practice. Lots and lots of practice. However, there are helpful guides which can help you. For example, there is the Tukey-Mosteller Bulge Diagram, as shown below.\n", "\n" ] }, { "cell_type": "markdown", "id": "30b218ee-f276-4827-b9fc-9ed91db3df37", "metadata": {}, "source": [ "### Tukey-Mosteller Bulge Diagram\n", "\n", "![](assets/tukey_mosteller.png)" ] }, { "cell_type": "markdown", "id": "f61a84fc-5669-42df-82a3-c48776bc8d84", "metadata": {}, "source": [ "In the diagram above, each curve represents a direction that your data can trend in. For example, our original adult literacy vs GNI graph was trending towards the top left, corresponding to the top-left of the Tukey-Mosteller diagram. Looking at the top left curve, we can see that it is surrounded by several suggestions, namely $\\log{X}, \\sqrt{X}, Y^2$ and $Y^3$. Looking at the pattern, it seems like we want to transform the x-axis to increase slower and/or transform the y-axis to increase faster. From there, we can trial and error a bunch of different transformations until we find something that works! Note that we don't have to use both a x-axis and a y-axis transformation, a lot of times just a single transformation is enough!" ] }, { "cell_type": "markdown", "id": "a1317213-d01c-46f6-be4c-aae9f86ac8ae", "metadata": {}, "source": [ "## Kernel Density Estimation" ] }, { "cell_type": "markdown", "id": "981d0acc-69a4-404d-b138-0925fe8b34cb", "metadata": {}, "source": [ "A kernel density estimate (KDE) is a smooth, continuous function that is meant to give us a general idea of where the data lies along a dataset. You can think of it as attempting to approximate a histogram with a single line. For example, we can add a KDE on top of the histogram made in the [previous subchapter](types.ipynb)." ] }, { "cell_type": "code", "execution_count": 54, "id": "f33df331-b215-4a7f-ac99-fc72e046bba1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(wb_df['Primary completion rate: Female: % of relevant age group: 2015'],kde=True,stat='density'); \n", "plt.title('Percent of Females who Completed their Primary Education across Various Countries in 2015')\n", "plt.xlabel('Percent Completing Primary School')\n", "plt.ylabel('Density');" ] }, { "cell_type": "markdown", "id": "750fe50e-aee3-4a1b-a194-288c28d4f142", "metadata": {}, "source": [ "As you can see, the kernel density estimate does a fairly decent job of approximating the distribution of the data. Look [here](https://mathisonian.github.io/kde/) for a beautiful explanation of how KDEs are calculated.\n", "\n", "There are also multiple ways you can use KDE's to visualize 2D distributions of data. Some examples are shown below using `seaborn's` `.jointplot()` and `.kdeplot()`. We plot the primary school completion rate for males vs females across different countries in 2015." ] }, { "cell_type": "code", "execution_count": 75, "id": "75ce978d-9d24-4774-adde-d96d8a7e9e71", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=wb_df, x='Primary completion rate: Female: % of relevant age group: 2015',\n", " y='Primary completion rate: Male: % of relevant age group: 2015'); \n", "plt.suptitle('Primary Schooling Completion Rate (2015)', y = 1.02) \n", "# sup title helps us move the title further up\n", "plt.xlabel('Females (%)')\n", "plt.ylabel('Males (%)');\n", "# No KDE here, just a scatter with histograms" ] }, { "cell_type": "code", "execution_count": 76, "id": "264b72f4-446f-4f9b-b302-e9c76b0006cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=wb_df, x='Primary completion rate: Female: % of relevant age group: 2015',\n", " y='Primary completion rate: Male: % of relevant age group: 2015',kind = 'reg'); \n", "plt.suptitle('Primary Schooling Completion Rate (2015)', y = 1.02) \n", "plt.xlabel('Females (%)')\n", "plt.ylabel('Males (%)');\n", "# A KDE, histograms and a regression line here" ] }, { "cell_type": "code", "execution_count": 81, "id": "6ac92138-ab2e-4c61-8a74-786dffcd3c1e", "metadata": {}, "outputs": [ { "data": { "image/png": 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AN998M1999RVWq5WdO3eyZs2aapdFatKhQweeeuop5s+fT0pKCo8++ijHjh2z59hkZGQA1JjvcyofH58qtzk4OFS6nqysrGqvpWIZMisry/45MDCwyh98f39/9Hq9/bhzdfoYHRwcgH9f86ysLPR6fZXv4ekBd03CwsLIyMioVS5MxTXU9HrYbLYqu/uq+9lydnbG0dGxyu0VP2+nCgwMrPa2M72eFTlEHTt2xGAwVPqYN29elby+2qrtz0KFs33vzuatt95i8+bNrF69mueee460tDSGDRtWKedu06ZN9O/fH1D/g7Ju3To2b97Mc889V+vnSktLY+fOnVVeKzc3NxRFOevrVVJSUuX7ebrvvvuOiRMncvfdd/POO+9Uus/LywuNRlPt9zQ7Oxuo+nN0vjw9PRk8eDA7d+6s9rVxdHSs9fdHXH6k/EED07x5c3tyaU3Ot3bOudq9ezc7duxg2rRpjBs3zn776Qnpp6ppbA8//DAzZsxg8eLF/Prrr3h6ejJmzJjzGpfBYOCll17igw8+YPfu3cC/OWRJSUmEhoae13lP5ePjw8mTJ6vcXpEY7+vraz9u48aNKIpS6drT09OxWCz24+qaj48PFouF7OzsSm82qamptXr8gAEDWLFiBUuXLuWWW24563MBNb4eWq0WLy+vcxj92VV3HampqdUGwRUqXusff/yxUvLyf1Xbn4W6EhERYf8b0KNHD5ycnHj++ef55JNPePzxxwGYO3cuBoOBZcuWVQpmFi1aVOvn8fX1xcnJiW+//bbG+8/2+IqApzrfffcdd955J+PGjePLL7+s8rfBycmJqKgodu3aVeWxu3btwsnJiYiIiFpcSe0o5Tlf1f2NysnJuWC/q6L+yYyUqDcVf3Aq/kdd4auvvjrnc7Vv355u3brx1ltvMWvWLMaPH3/WulhQ/Zs3/LusWDEr0L9/f3Q6HV988cU5j606ffr0Ye/evVUKA06fPh2NRmOvT9OnTx8KCwurvIFV1NWp2FFZ13r27AmoO9RONXfu3Fo9fsKECQQGBvLkk0/WuKRRkQQeHR1NSEgIs2fPrpSAXFRUxE8//WTfyVeX5syZU+m5jh8/zvr16+nVq1eNjxkwYAB6vZ7Dhw/ToUOHaj8qnMssUW1/Fi6UJ598kqioKN588037zrKKor2nLiGWlJQwY8aMKo8/fba1wuDBgzl8+DA+Pj7VvlZnK+4bExNTYzL4tGnTuPPOO7n11luZMmVKjf/BuuGGG/jzzz8r7eYrKChgwYIFDBkypNrduucjJyeHZcuWERcXV2UWLSUlhdLSUlq0aFEnzyUuPTIjJepNTEwMkZGRPP300yiKgre3N0uXLuX3338/r/M9/PDD3HzzzWg0Gu67775aPWbAgAE0atSI66+/npiYGGw2G9u3b+e9997D1dXVXoC0cePGPPvss7z22muUlJTYSwfs3buXzMzMs+5sPN2jjz7K9OnTGTRoEK+++irh4eEsX76czz//nHvvvde+g+q2227js88+Y9y4cRw7dozY2FjWrl3LG2+8wXXXXUffvn3P7UWqpWuvvZbu3bszadIk8vPzad++Pf/88489gDvbVnEPDw8WL17M4MGDadu2baWCnIcOHWLmzJns2LGD4cOHo9VqefvttxkzZgyDBw9m4sSJlJWV8c4775Cbm8ubb75Z59eXnp7ODTfcwF133UVeXh4vvfQSjo6OPPPMMzU+pnHjxrz66qs899xzHDlyhGuvvRYvLy/S0tLYtGkTLi4u9p+D2NhYQF1GGzhwIDqdjtatW9uXt09V25+FC8VgMPDGG28wcuRIPvroI55//nkGDRrE+++/z+jRo7n77rvJysri3XffrfKfnoprnTt3LvPmzSMiIgJHR0diY2N55JFH+Omnn+jRowePPvoorVu3xmazceLECVasWMGkSZPo3LlzjePq1asX3377LQcPHqz0GsyfP58JEyYQFxfHxIkT2bRpU6XHtW3b1j7Oxx9/nBkzZthfWwcHB958801KS0urlPDYu3evfedlamoqxcXF/PjjjwC0aNHCHgiNHj2asLAwOnTogK+vL4cOHeK9994jLS2t2grvFakKFzogFvWo/vLcxcVUU0HO040bN05xcXGp8b7qdu3df//9lW6r2F30zjvvVLq9ukJ2e/fuVfr166e4ubkpXl5eyk033aScOHGiys6wih1UGRkZNY69rKxMcXBwUK699tozXuOp5s2bp4wePVpp2rSp4urqqhgMBiUsLEwZO3assnfv3irHT58+XenYsaPi6OiouLq6Km3btq20K66mgpzVvXbHjx9XRo8erfj4+CgGg0GJjo5W3nnnnSqFQLOyspR77rlHCQoKUvR6vRIeHq4888wzSmlpaaXjzmXX3umvY8XPx9GjR+23ZWdnK7fffrvi6empODs7K/369VM2bNigAMpHH31UwytaWWpqqvLUU08pLVu2VJydnRUHBwclKipKmThxorJr165Kxy5atEjp3Lmz4ujoqLi4uCh9+vRR1q1bV+mYmsZf08/t6d+Pip/BGTNmKA899JDi5+enODg4KFdffbWyZcuWap/rdIsWLVJ69+6tuLu7Kw4ODkp4eLhy4403KitXrrQfU1ZWptx5552Kn5+fotFoKr221RVOrc3PQk2/V4qi1Gon5dkKSXbu3Fnx8vJScnNzFUVRlG+//VaJjo5WHBwclIiICGXy5MnK1KlTq/ycHDt2TOnfv7/i5uamAJV+zgsLC5Xnn39eiY6OVoxGo+Lh4aHExsYqjz76qH2ncE3y8vIUV1fXKjtMK3YW1/Rx6tgURVESEhKUYcOGKe7u7oqzs7PSp08fJT4+vsrzVXy/q/s49bWdPHmyEhcXp3h4eCg6nU7x8/NTbrjhBmXTpk3VXsfYsWOV2NjYM16ruLxpFOUsxTyEuEwsXbqUIUOGsHz5cq677rr6Hs4Vafbs2YwZM4Z169bRrVu3+h7OOfvrr7/o3bs38+fPr7ITUlx6HnzwQf744w/27Nlz0XI361J+fj7BwcF88MEH3HXXXfU9HHGByNKeuOzt3buX48ePM2nSJOLi4iptgRfnb86cOSQnJxMbG4tWq2XDhg2888479OjR47IMosTl5/nnn2f69On89NNPl2Xg+8EHHxAWFsbtt99e30MRF5AEUuKyd99997Fu3TratWvH999/f1n+z/VS5Obmxty5c3n99dcpKioiKCiI8ePH8/rrr9f30EQDERAQwKxZsy7b5tbu7u5MmzatzpLaxaVJlvaEEEIIIc6TlD8QQgghhDhPEkgJIYQQQpwnCaSEEEIIIc6TBFJCCCGEEOdJAikhhBBCiPMkgZQQQgghxHmSQEoIIYQQ4jxJICWEEEIIcZ4kkBJCCCGEOE8SSAkhhBBCnCcJpIQQQgghzpMEUkIIIYQQ50laUgshxEVWYrKyOyWPpJxisgpNOBl1eDkbiQ3xoJGXExqNpr6HKISoJQmkhBDiIrBYbfy8O5UFW5P453AWZRZbtccFezgytG0IozuFEertfJFHKYQ4VxpFUZT6HoQQQlypbDaFH7cm8fEfh0jKKbHfHuDuQISvK75uDpSaraTnl7InJR+LTf2TrNHATe0b8eS1Mfi6OtTX8IUQZyGBlBBCXCAHUgt4duEu4o/nAODtYuTWLuEMbh1EU3/XKkt4xSYLfx/MZOaG46xNyATAzVHPi4NbcFOH0Is+fiHE2UkgJYQQdUxRFOZsSuSVpXsos9hwNup4uE9TbuvaGCejrlbn2HIsm5eW7GFPSj4AN7ZvxGtDW9X68UKIi0MCKSGEqENlFivP/LSLBduSAejZzI/Jw2MJ9nQ653NZbQqfr0rgg5UHsSnQupEH343viI8s9QlxyZBASggh6khesZm7Z2xh49FsdFoNTwyI5u6rI9Bq/9suvH8OZ3HfrHhyis1E+Lrw/R2dJBFdiEuEBFJCCFEH0gtKuXXKRg6mFeLqoOfzMe3o0cyvzs5/OKOQ26ZuIjm3hBBPJ+bf0/W8ZrmEEHVLAikhhPiPUvNKGf3NBo5kFhHg7sC02zvRPMj9gj5PE18X5k3sgr+bY50/jxCi9qSyuRBC/AfpBaXc8vU/HMksIsTTiR8mdr0gQRRAoIcjM+/sTIinE0czixj37WYKyywX5LmEELUjgZQQQpyn3GITY6ds4lhWMY28nJh7dxfCfVwu6HMGezox+67O+Loa2Xcyn4fmbMNirb64pxDiwpNASgghzkOp2cr47zZzIK0AfzcHZt/Z5aIlgIf7uPDNbR1w0Gv5c386//t530V5XiFEVRJICSHEObLZFCb9sIPtibl4OhuYeWdnwnwu7i66tmFefHhzHADfrTvG0h0pF/X5hRAqCaSEEOIcfbjyIMt3ncSg0/DVre1pFuBWL+MYGBvEfb0iAXj6p50cziisl3EI0ZBJICWEEOdg8fZkPv4zAYD/3RBL5wifeh3PY/2a0bmJN0UmK/fN3EqJyVqv4xGioZFASgghain+eA5P/LgTgIk9Ixh5CfS/0+u0fDK6LX5uDhxIK+D5RbuRqjZCXDwSSAkhRC0k5RQzccYWTBYb/VoE8NSAmPoekp2/myMf39IWrQZ+2prED1sS63tIQjQYEkgJIcRZFJZZmDBtC5mFJloEufPhzXH/ue1LXesa6cOk/tEAvLRkj+RLCXGRSCAlhBBnYLUpPDRnGwfSCvBzc2Dq+A64OOjre1jVurdnJFc39aXUbOPRedsxS30pIS44CaSEEOIMJv+8jz/3p+Og1zLltg4EeVy6/e20Wg3v3NgGDycDO5Py+OSPQ/U9JCGueBJICSFEDeZsOsGUtUcBeG9kG9qEetbvgGoh0MOR/93QCoBPVyWw9UROPY9IiCubBFJCCFGN9YczeWHRbkAtMTC4dXA9j6j2BrcOZlhcMDYFHp23nSLpxyfEBSOBlBBCnOZIRiH3ztyKxaYwNC6YB6+Jqu8hnbNXhrYi2MOR41nFvL58b30PR4grlgRSQghxitxiExO+30JeiZl2YZ68NaI1Gs2ltUOvNjycDLw7sg0AczYlsmp/ej2PSIgrkwRSQghRzmy1cd+srRzNLCLE04mvxnbA0aCr72Gdt26RvtzRvQkAT/20k9xiUz2PSIgrjwRSQggBKIrCi4v3sP5wFi5GHVPHd8DPzaG+h/WfPXltNBF+LqQXlPHSkj31PRwhrjgSSAkhBPDNmiPM2XQCrQY+Gd2WmED3+h5SnXA06Hh/ZBxaDSzensLPu07W95CEuKJIICWEaPCW7zzJGz/vB+C5QS24JiagnkdUt+JCPbmvl5ow/9zCXWQUlNXziIS4ckggJYRo0OKPZ/PoD9sBGN+tMROualK/A7pAHurTlOZB7uQUm3lmwS5pbCxEHZFASgjRYB3LLOLO79VGxH2bB/DC4Bb1PaQLxqjX8v7INhh0GlbuS+Onrcn1PSQhrggSSAkhGqSswjLGf7eJnGIzrRt58PGoOHSXWCPiutY8yJ1H+jYD4JUle0jJLannEQlx+ZNASgjR4OSXmhn33SaOZRXTyMuJqeM64my8NBsR17WJPSKIC/WkoMzCkz/ulCU+If4jCaSEEA1KscnCHd9tZndyPj4uRr6/o9MVUeagtvQ6Le+NbIOjQcvahExmbjxR30MS4rImgZQQosEos1iZOCOeLcdzcHPUM31CJyL9XOt7WBddpJ8rT10bA8Aby/dxLLOonkckxOVLAikhRINgsdp4eM521hzKxNmoY9rtnWgZ7FHfw6o347o2pkuENyVmK4/P34HVJkt8QpwPCaSEEFc8k8XGw3O38+ueVIw6LV+P7UD7cK/6Hla90mo1vHNjG1yMOrYcz+HzVQn1PSQhLksSSAkhrmilZisTZ2xh+a6TGHVaPhvTjqua+tb3sC4Jod7OvDq0FQAf/nGILcey63lEQlx+JJASQlyxCsssjP9uE6sOZOBo0DJlXAf6tbiyqpb/V8PbhTAsLhirTeHhudvJKzHX95CEuKxIICWEuCLlFpu4dcpGNhzJxtVBz/Q7OtOjmV99D+uSo9FoeG1YK8K8nUnOLeFZqXouxDmRQEoIccU5nFHIDZ+vZ3tiLp7OBmbf1ZlOTbzre1iXLDdHAx+Paoteq2H5rpP8sCWxvockxGVDAikhxBVl9cEMhn22jqOZRYR4OjHv7q60buRZ38O65MWFevL4gGgAXlqyhwOpBfU8IiEuDxJICSGuCIqi8O3ao9z+3SYKSi10CPdi8QPdiQ50q++hXTbuvjqCq5v6Umq2MXHGFsmXEqIWNIoshgshLnMFpWZeXLyHhdvURrw3tW/E6ze0wkGvq+eRXX6yi0xc/8laknNL6BPjzze3dUB7hfcgFOK/kEBKCHFZiz+ezSPztpOYXYJWA88MbM6dVzdBo5E3//O1KymPEV+uV+tv9WnKo/2a1feQhLhkSSAlhLgsWaw2PvkzgU/+PIRNgUZeTnx4cxwdGktSeV34KT6JSfN3ADDltg70lbIRQlRLAikhxGVn24kcXli8m93J+QAMbxvCy0Nb4u5oqOeRXVleWryb7/85jpuDnoX3dyPKX/LNhDidBFJCiMtGdpGJt3/dz9zN6vZ8N0c9rw9rxdC4kHoe2ZXJbLUx5puNbDqWTYinEwvu60aAu2N9D0uIS4oEUkKIS16ZxcrcTYl8sPIgucXqTrIR7RrxzHUx+Lo61PPormzZRSZu/GI9RzKLiAl044d7usrMnxCnkEBKCHHJMlls/BifxKd/HiIlrxSAmEA3XhvWio6SC3XRJGYXM/yL9WQUlNE1wodpd3SUHZFClJNASghxySkxWVm4LZnP/0ogKacEgAB3Bx7oHcWoTmHodVIC72LbnZzHLV9voLDMwqDWQXxyS1spiyAEEkgJIS4hidnFzNxwnLmbE+3FIH1dHbivVySjO4fhaJBZkPq09lAmt0/bhNmqcHOHUN4YHotOginRwEkgJYSoV6VmK3/sS2fB1iRWHUjHVv4XKdTbiXFdGzOmczhORgmgLhVLdqTwyNxt2BR1t+TbN7aWGULRoEkgJYS46MxWG5uOZrN4ezK/7EqloMxiv++qKF/Gd2tM7xh/me24RC3dkcIj87ZjtSkMah3EhzfHYZBgSjRQEkgJIS6KvGIzfx1MZ+W+dP46kE5B6b/BU4inE0PjghneLkRqFV0mft2dyoNztmK2KvRvEcAno9tKArpokCSQEkJcEIVlFjYfy2bD4Sz+OZLF7uQ8+7IdgI+LkX4tAhjWNoROjb0lcfky9Of+NO6ZuRWTxUanJt58eWt7vF2M9T0sIS4qCaSEEP+Z2WrjcEYhOxJz2Z6Yy7YTuRxMK6gUOAE09Xelb4sA+jb3Jy7US5burgBrD2Vyz8x4CssshHo7MeW2jkQHyqyiaDgkkBJC1JrFaiMpp4SDaQUcTCvgQFohB1MLOJJZiNla9U9JqLcTXSN86BrpQ9cIXwI9pCr2lehgWgF3fr+FE9nFuBh1fHhLW/pJbz7RQEggJYSwUxSFnGIzJ7KLScwutn9OzFH/nZJbivX0aaZyrg56WoW4ExfqRVyoJ3GhnhI4NSA5RSbunRXPhiPZaDTwYO8oHuzTVJLQxRVPAikhGgBFUSgos5CeX0pafhlp5Z/TC0pJr/i6QL3NZLGd8VwOei1R/q5EB7jRLNDN/jnYwxGNRpbqGjKz1cYrS/cwc8MJANo08uD9m+OI9HOt55EJceFIICXEZcpitZFdbCK7yERWoYmsIhNZhWVkF5nILDSRXVRGVqGJzMIy0vLLKDFba33uQHdHQr2dCPV2JszbmVAvZ8J81H/7uTpIYrg4o8Xbk3lh0W7ySy04GrQ8d11zbu0SLoG2uCJJICXEJUBRFIpNVrKLTOQUm8gpNpNTZLJ/nVVkIrtQ/TqzSA2WKpr3ngt3Rz0B7o74uzsQ4OaIv7sjAe4OBJR/9ndzxM/NQSqIi//sZF4Jj8/fwbqELAC6RHjz0vUtaR7kXs8jE6JuSSAlxAVitSlklc8GVSydpeeXkVP8b4CUXVQeMBWbzrqkVh2NBrydjXi7GPFxNeLj4nDKv434uDrg42Ik0MMRfzdHqRAuLiqbTeH7f47x5i/7KbPY0GpgVKcwJvWPljIJ4oohgZQQ/0FWYRmHM4o4nFHI4fRCTmQX2/OPMgrLakzMrolRr8Xb2YiXixFvFwNe5UGSp7MRX9fygMnFwR4oeTobpYSAuOQl5RQz+Zf9LN95ElBnRu/rHcWtXcJxddDX8+iE+G8kkBLiLKw2haScYg5nFJKQXsjh9PLAKaOQnLMsr2k14OemLp35u6lLaj4uRnuA5OViLA+cDHi7GHEy6CSPRFyxNh7J4pWle9l7Mh8ADycDt3dvzPhujfF0lhkqcXmSQEqIcsUmC0dOmV06nFFEQnohR7OKalx202jU9iaRfq5E+bvS2MeZAHdHAj0cCXB3xMfFKA1dhTiF1aawYGsSn/91mKOZRQC4GHXc3DGM0Z1DpUWQuOxIICUaFEVRyCw0qTNL5bNKCemFHMkoIjm3pMbHOei1RPi5EunnQqSfK5H+rkT5udLE10XyjoQ4D1abwi+7T/LZqsPsK5+hAujY2ItbOoYxqHWQbHoQlwUJpMQVKb/UzPHMYo5mFXEsU/04mlXE4fRC8k9plns6HxdjeaBUOWAK9nSSXCQhLgBFUfjrYAazN57gz/3p9rxCF6OOa5oHMLBVIL2i/XA2Si6VuDRJICUuKxarjdwSM7nFaq2k1LxSTuaVkppXwsnyf6fklpBVZKrxHFoNhHo725fj7LNMfq54yU4iIepNWn4p87ckMndzIkk5/84QOxq09Gjqx9VNfbmqqR+NfZwll1BcMiSQEheEoiiYrDZKTFaKTFZKTBaKTVZKTFaKzVZKTVZKzFaKTVZKyz+XmNX7S067r6DMQm6xiZwi0xlnk07n6+pAE19nGvu40NjXhSa+LkT4udDYx0WWDIS4hNlsCjuScvlldyq/7D5JYnblZfcQTye6R/nQLsyLduFeRPm5SpFYUW8kkBLVUhSFwjILucVmcopNlT7/+28TuSVmisusFJks5UHTvwGT5Ry3/p8Ld0c93uX1kYI9nAj0cCTIw5Gg8n+H+zjj5mi4YM8vhLg4FEVhT0o+fx1IZ82hTLaeyKnSINvNQU/rUA9iAt2JCXQjJtCdpgGu8h8mcVFIIHWFUxSFIpNVDXqKzeSXmMuXxk4JhorN5BSb7YFRxW11FQgZdVqcjDqcjTqcjDqcDOq/HQ3//tup/Gvn8vudjPryz1pcjHq8XIx4Oat1lTycDLITTogGqthkYePRbDYfzWbriRx2JuVRbKra/kijgSB3R3ubo3AfZ/u/A9wd8XE14qCXQEv8dxJIXSKsNgWz1YbJasNksWG22jBbFPvX6lKXhaKy8s8mK8Vl/34uNquf80vVZbC8EjN55QHTfwmIHA1ae/DiVV7vyMPplKDG2YCrgx5now5nY8Vn9d8VwZN0fxdCXCgWq42DaYXsSs5lf2oB+08WsD81/6w13kCtY+Xn5oCvqxFfVwc8nQ24ORpwc9Tj5mjA3VGPu6MBJ6MOB70WR4P6H76Kf1d8lo0oDZsEUqizNgUFBbU6duyUjRSbrSiKgk1RsCnq4xUF+9e28q+VU+5XY5l/7684xmRVsFhtXMBVMAAMOi2eTnrcnQx4OBlwdzLg6WTAw1n92tPZqH7tZMDT2YCnkxokydS4EOJyoygK2UUmEnOKSc4pITG7hMScYpKyS0jKLSar0FSnqQdaDei0GjQaDXotaLUadJryD60GrVaDtvzfeq0GjQY0Gg0a1JkzDeptAOO7NWZIXEitn9vNzU0S7+uZBFJAfn4+Hh4e9T0MIYQQ4pzk5eXh7i6NoOuTBFKc24xUfcvPzyc0NJTExMQG9cvTEK9brlmu+UrVEK8ZLsx1y4xU/ZMKZ6hTrJfbL7O7u/tlN+a60BCvW665YZBrbjga6nVfqSQLWAghhBDiPEkgJYQQQghxniSQusw4ODjw0ksv4eDgUN9Duaga4nXLNTcMcs0NR0O97iudJJsLIYQQQpwnmZESQgghhDhPEkgJIYQQQpwnCaSEEEIIIc6TBFJCCCGEEOdJAikhhBBCiPMkgZQQQgghxHmSQEoIIYQQ4jxJIIXatDg/Px8pqSWEEOJKJu93dU8CKaCgoAAPDw8KCgrqeyhCCCHEBSPvd3VPAikhhBBCiPNUr4HU33//zfXXX09wcDAajYZFixbVeOzEiRPRaDR8+OGHlW4vKyvjwQcfxNfXFxcXF4YMGUJSUtKFHbgQQgghBPUcSBUVFdGmTRs+/fTTMx63aNEiNm7cSHBwcJX7HnnkERYuXMjcuXNZu3YthYWFDB48GKvVeqGGLYQQQggBgL4+n3zgwIEMHDjwjMckJyfzwAMP8NtvvzFo0KBK9+Xl5TF16lRmzJhB3759AZg5cyahoaGsXLmSAQMGVHvOsrIyysrK7F/n5+f/xysRQgghLj3yfnfhXdI5UjabjbFjx/LEE0/QsmXLKvfHx8djNpvp37+//bbg4GBatWrF+vXrazzv5MmT8fDwsH+EhoZekPELIYQQ9Une7y68SzqQeuutt9Dr9Tz00EPV3p+amorRaMTLy6vS7QEBAaSmptZ43meeeYa8vDz7R2JiYp2OWwghhLgUyPvdhVevS3tnEh8fz0cffcTWrVvRaDTn9FhFUc74GAcHBxwcHP7rEIUQQohLmrzfXXiX7IzUmjVrSE9PJywsDL1ej16v5/jx40yaNInGjRsDEBgYiMlkIicnp9Jj09PTCQgIqIdRCyGEEKIhuWQDqbFjx7Jz5062b99u/wgODuaJJ57gt99+A6B9+/YYDAZ+//13++NOnjzJ7t276datW30NXQghhBANRL0u7RUWFpKQkGD/+ujRo2zfvh1vb2/CwsLw8fGpdLzBYCAwMJDo6GgAPDw8mDBhApMmTcLHxwdvb28ef/xxYmNj7bv4hBBCCFFZqdmKe30P4gpRrzNSW7ZsoW3btrRt2xaAxx57jLZt2/Liiy/W+hwffPABw4YNY+TIkXTv3h1nZ2eWLl2KTqe7UMMWQgghLmszNxyv7yFcMTSKdC4kPz8fDw8P8vLycHeXGF0IIcSVqeL97t1lW5k0qG19D+eKcMnmSAkhhBDiwpAplLojgZQQQgghxHmSQEoIIYQQ4jxJICWEEEI0MLK0V3ckkBJCCCGEOE8SSAkhhBANjMxI1R0JpIQQQogGxiaRVJ2RQEoIIYRoYGwSR9UZCaSEEEKIBsYmkVSdkUBKCCGEaGBkaa/uSCAlhBBCNDC2+h7AFUQCKSGEEKKBkRmpuiOBlBBCCNHASI5U3ZFASgghhGhgrDIjVWckkBJCCCEaGomj6owEUkIIIUQDY5WlvTojgZQQQgjRwEiyed2RQEoIIYRoYGRCqu5IICWEEEI0MLJrr+5IICWEEEI0MLJrr+5IICWEEEI0MBar1DavKxJICSGEEA2MWQKpOiOBlBBCCNHAmCSQqjMSSAkhhBANTJlFcqTqigRSQgghRANjtsiMVF2RQEoIIYRoYGRpr+5IICWEEEI0MBJI1R0JpIQQQogGRpb26o4EUkIIIUQDIzNSdUcCKSGEEKKBMcmMVJ2RQEoIIYRoYErN1voewhVDAikhhBCigSk2SSBVVySQEkIIIRoYs1WhzCLBVF2QQEoIIYRogApLLfU9hCuCvr4HIIQQQlxoVpvC7uQ81h/OIq/EjIeTgbZhnnSJ8KnvodWbojIrPq71PYrLnwRSQgghrlgJ6YXM3XSCBduSyS4yVbpPo4GF93UnLtSzfgZXzwrKzPU9hCuCBFJCCCGuOLuT8/j4j0Os2Jtmv83NQU+XSB9CvZxZujOFjIIy/rd8Lz9M7IpGo6nH0daPojLJkaoLEkgJIYS4YhxILeCd3w6wcp8aQGk1cE1MAKM6hdKzmR96nZoafFePJvR+9y82H8the2IubcO86nPY9aKoTHKk6oIEUkIIIS57ucUm3vp1P3M3J6IooNNqGBQbxEN9oojyd6tyfJCHE8EeThzJLGqwxSnzS2Vpry5IICWEEOKyZbUpzNxwnA9XHiSnWA0MBrYK5PEB0UT61ZxJrSgKWeU5U14uxosy1kvN6Tlj4vxIICWEEOKytCMxl+cW7WJ3cj4ATf1deX1YKzrXYife0cwi8krMGHQaGnk5XeihXpIkkKobEkgJIYS4rBSVWfhw5UGmrj2KTQF3Rz1PXBvDqI6h9hyos1lzKBOADuHeOBsb5lthlgRSdaJh/vQIIYS4LP19MIOnftrJybxSAIa0CeaFwS3wc3M4p/Ms2JYMQO8Yvzof4+UiRwKpOiGBlBBCiEtefqmZt37Zz6yNJwAI9XbilSEtuSYm4JzPlZBewI7EXPRaDcPbNarroV42ZEaqbkggJYQQ4pK26kA6zy7YZZ+FGtc1nKcGxpz3klxFMNYr2g9f13ObybqSZBWW1fcQrggSSAkhhLgkFZZZ+N/yvczZlAhAuI8zk4fH0i3S97zPWVBqZv6WJADGdm1cF8O8bKXmlaIoSoMsRlqXJJASQghxyfn7YAZP/7STlLxSNBq4o3sTHu8fjZNR95/OO2vjCQrLLET6udCj6fkHZFeCIpOV/FILHk6G+h7KZU0CKSGEEJeMMouVd349wJS1RwE1F+qtEa3/0yxUhWKTha9WHwbg3l5RDXomxtNJT74NTuaVSCD1H0kgJYQQ4pKwKymPx37YzqH0QgDGdgnnmevOPxfqdPM2J5JTbCbcx5lhccF1cs7LVaCnE/nZVlJyS4gJdK/v4VzWJJASQghRryxWG5/8mcCnqxKw2hR8XY1MHt6afi3OfUdeTUrNVr74S52NurtHRK3rTV2pAt0dOZhdREpuaX0P5bIngZQQQoh6cyC1gCd/3MGOpDwABrcO4tWhrfCu47YtszaeIL2gjGAPR25qH1qn574cBXk4AkWk5JbU91AuexJICSGEuOgUReHbdcd465f9mKw23Bz1vD6sFUPjQur8ufKKzXz8xyEAHurTFKO+Yc9GAfa2OMeziut5JJc/CaSEEEJcVCfzSnj6p12sPpgBQJ8Yf94YHkuAu+MFeb5v1hwhr8RMdIAbN3WQ2SiAJuUNnRPK89HE+ZNASgghxEWhKAqLtifz0uI95JdaMOq1PD+oOWO7hNe4gy49v5Rfdqey+Vg2u5Pz8HA2EuHrwk0dGtVqJ196QSnfrlN3AD7aryk6bcPdqXeqCB8XQG3ebLUp8rr8BxJICSGEuOAyC8t4afEelu86CUCbRh68N7INUf5uVY5VFIV/Dmcx/Z/jrNyXhsWm/HtnVjE7EnNZtjOFeRO70i7M64zP+9HKQxSbrLQJ9WRAy8A6vabLWZCnEw56LWUWG0k5xYSXB1bi3EkgJYQQ4oJavD2Zl5bsIbfYjF6r4aE+TbmvV2SVnXOKovD3oUw+XHmQbSdy7be3C/Pkmhh/2oR6UlRm4eM/Eth7Mp8f45POGEjtO5nPnE1qO5hnBsY06LpRp9NpNTTxdWF/agGHMwolkPoPJJASQghxQeQVm3l56R4WbksGoEWQO2+NaE1sI48qx+5KyuPt3/az5lAmAEa9lps7hDK6cxjNgyrXOcorMfPUT7tIzjnzjrN3fjuATYGBrQLpEuFTR1d15Yj0d2V/agEJ6YXn1fxZqCSQEkIIUedW7EnluUW7ySgoQ6uBB69pygPXRGE4bRYqNa+Ut3/bz4KtarBl1GkZ2zWciT0j8HerPvncw0ktjZBTbKrx+dcnZPLn/nR0Wg1PXhtTR1d1ZWnm78ZyTrL/ZEF9D+WyJoGUEEKIOpNVWMbLS/eydEcKABF+LrxzY2vah3tXOs5itTFjw3He+e0AxSYrAMPignmsXzRhPs5nfI6jmUUANS5HWaw2Xl22F4BbO4fRxFeWrarTunxmcGdyXj2P5PImgZQQQoj/zGZTmLXpBO/8up/8Ugs6rYa7e0TwcJ+mOBoqNxqOP57Dcwt3sT9VnQlpF+bJS9e3pE2oZ62ea2dSLgAxgVUT1QHmbE5kf2oBHk4GHunb7Lyv6UrXKkQNpA5nFFJYZsHVQUKC8yGvmhBCiP8kMbuYJ37cwYYj2YCaC/XmiFhaN/KsdFxRmYW3f93P9A3HURTwcDLw+IBoxnQKo8RsZeORLPak5FNUZqFVIw86NfbG5bQ391Kz1V5/qntU1fIHRWUWPlp5EIDH+jXDq44rpF9J/NwcCPZwJCWvlD3JeXSWPLLzUq/lXf/++2+uv/56goOD0Wg0LFq0yH6f2WzmqaeeIjY2FhcXF4KDg7nttttISUmpdI6ysjIefPBBfH19cXFxYciQISQlJV3kKxFCiIanoNTMeysO0P+Dv9lwJBsng46Xr2/B0gevqhJE/bk/jf4f/M33/6hB1Ih2jfhzUk+a+rsyaf4O2r/+Ozd/vYFXl+3lvd8Pcvt3m+n17l8kZleuvL3mUCbFJitBHo60qSZp/au/j5BZaCLcx5nRncMu5OVfESq+T/Encup3IJexeg2kioqKaNOmDZ9++mmV+4qLi9m6dSsvvPACW7duZcGCBRw8eJAhQ4ZUOu6RRx5h4cKFzJ07l7Vr11JYWMjgwYOxWq0X6zKEEKJBqchv6vnOX3zyZwIlZiudmnjz6yNXM757k0rFHfNKzDwydxt3TNtCcm4JIZ5OfH9HR3pF+zHuu03c8vUGFm5LptRsI8jDkb7NAxgWF4yrg56MgjKm/3Os0nP/GJ8IwHWxQVXKGRzPKuLL1Wpj4icHxFRJbBdVdY5Qc9c2ls8minNXr0t7AwcOZODAgdXe5+Hhwe+//17ptk8++YROnTpx4sQJwsLCyMvLY+rUqcyYMYO+ffsCMHPmTEJDQ1m5ciUDBgy44NcghBANhcli4+ddJ/n8rwQOpqmtRSL9XHhiQAwDWgZUCWz+3J/Gcwt3czKvFK0GJlzVhLZhnrz96wH2pOQD4GjQckPbRozs0Ii4UE/7OX7dfZJ7Zm7ll92pPDeoBaBWKf9jXzoAN3es2urltWX7MFlsXN3Ul+tipfhmbXRuoi7nbTmWjdlqk+DzPFxWOVJ5eXloNBo8PT0BiI+Px2w2079/f/sxwcHBtGrVivXr19cYSJWVlVFWVmb/Oj8//4KOWwghLmfpBaXM2ZjIrI3HSS9Q/3Z6OBmY1L8ZozuFVSmsWVBq5rVle/lhi5pm0djHmQf7NGXe5kS+WaO2a3F10HPn1U24rWtjvKvJY2oZrC7bpeeXoSgKGo2GWRtOYLEptAvzpFlA5UTzzceyWbkvDZ1Ww0vXt5Tim+XO9n4XE+iGh5OBvBIzu5PzaHuWSvGiqssmkCotLeXpp59m9OjRuLurxdlSU1MxGo14eVX+xgcEBJCamlrjuSZPnswrr7xyQccrhBCXm2KThW0ncknOKSGjsIyknBKOZRax5Xg2ZqvapsXfzYGxXcK5rVtjPJwMVc6x8UgWj/+4g8TsEjQaGNMpDLNN4fH5O1AUcNBrGd+9MRN7RFYbQFXIKlJrRPm6GtFoNJSarczaeByAO65qUulYRVF4+9f9AIzsEEqUv2udvB5XgrO932m1GrpEePPbnjTWHMqUQOo8XBaBlNls5pZbbsFms/H555+f9fiK/73U5JlnnuGxxx6zf52fn09oqHQEF0I0PKVmK0t2pDB/SyLbTuRW7mt3ivbhXtzWNZyBrYIw6qsu/5Sarbz5y36mrT8GQIinI4Nig/ghPoncYjMA17cJ5umBMYR4Op11XAfT1NIIweXHzo9PIrPQRLCHI9ee1jNvyY4UNh/LwUGv5eE+TWt97Q1Bbd7vronx57c9afy+N42H5PU7Z5d8IGU2mxk5ciRHjx7lzz//tM9GAQQGBmIymcjJyak0K5Wenk63bt1qPKeDgwMODg4XdNxCCHEps1htzNp4go/+OER20b8VwoM9HGkW6IavqwNBHo409nGhZYg7MYHuNZ7rQGoBD8/dZq8LNbh1IOkFJr4uX8aLCXTjpetb0jWy9tvrK1rFdIv0wWpTmLrmCAB394iotJRYarYy+Wd1NuqB3lEEelRfDb2hqs373TUxAWg0u9iVnMfJvBKCPM4e6Ip/XdKBVEUQdejQIVatWoWPT+Vfwvbt22MwGPj9998ZOXIkACdPnmT37t28/fbb9TFkIYS45G07kcOzC3ez76SaLxPi6cStXcIZ3DqIRl5Otc4vUhSF79Yd481f9mOy2vBxMdA7JoAlO1IwWWw4GrQ83j+a8d0aV8mjOhOTxcbaQ2qtqG5RvizfdZJjWcV4OBkYeVqS+ffrj5GaX0qIpxN39Yio9XOIf/m5OdAuzIv44zms3JvG2K6N63tIl5V6DaQKCwtJSEiwf3306FG2b9+Ot7c3wcHB3HjjjWzdupVly5ZhtVrteU/e3t4YjUY8PDyYMGECkyZNwsfHB29vbx5//HFiY2Ptu/iEEEKoTBYbn/55iM/+OozVptgLYo7qGHpOgQ5AdpGJJ+bv4I/96i66Tk28ySs282O8mmDeo5kfrw1tWWMblzP5+2AGOcVm/NwcaBvqyXUfrwHgzqua4Gz8920rr9jMZ6vU95BH+zWrUkFd1F6/FgHEH89h+a6TEkido3oNpLZs2ULv3r3tX1es444bN46XX36ZJUuWABAXF1fpcatWraJXr14AfPDBB+j1ekaOHElJSQl9+vRh2rRp6HTyCyWEEBUSs4u5d1Y8u5PVWaihccG8OLgFPq7nnubwx740nvppF5mFZRh0Gq5q6svaQ5mYrQqezgZeur4Fw+JCznvnXEUwNqRNMMt3neRwRhEeTgbGd29c6bhPVx0iv9RCdIAbN7QNOa/nEqrr2wTz1q/72XAkm8TsYkK9z9zvUPyrXgOpXr16oSjVJzYCZ7yvgqOjI5988gmffPJJXQ5NCCGuGH/sS+PRedvJL7Xg6Wzg9WGtGNw6+JzPU2ax8vqyfczYoO6eC/d2xsGgY9V+dRmuT4w/k0fE4u9WOU8pKaeYg2kFuDkaiPB1OWPwlppXyu/70gAY0S6Ee2dtBeCenpG4Of67SzAlt8Se2P70wJhKRUDFuQvxdOKqKF/WHMpkfnwSj/WTHoW1dUnnSAkhhDh/iqLw9d9HePPX/SgKtA3z5LPR7ew74c7F6Qnl3SN92JaYS7HJipujnteHtWJIm2D7LNT+1Hzmbkpk5b40knJK7OfRaTW8cUMrbu5YffuWWRuPY7UpdGrize6UfI5nFePtYmRct/BKx325+jBmq0LnJt70ivY75+sRVd3YvhFrDmXyU3wSj/RpilaC01qRQEoIIa5AZquN5xbushfFHNM5jJeub1lt6YKzWbA1iWcX7qLUbMPT2UC4tzPrDmcB0LmJN+/fHEeIpxOKorDqQDqf/ZnAluP/9m7TaTVE+rlwMq+UglILry/fR/8WgVUaCheVWfi+fJZpTKcwJv+i7sa7p2dEpdyolNwS5m5SW8U83LepFN+sIwNaBuLuqCc5t4TVBzPoHeNf30O6LEggJYQQV5jCMgv3zdrK3wcz0GrgpetbMq5b43M+T7HJwitL9jJvixq0tAx2JzWvlB1JeRj1Wp4cEM0d3Zug0cDqgxm8+9sBdiXnAaDXaujXIoAb2zeiS4QPLg56bDaF6z5ew/7UAqasPcITA2IqPd+P8Unkl1po7ONMYk6xfTfebaclP3/x12FMVhudm3jTLdL3vF4jUZWjQcfNHUP5Zs1Rvlh9WAKpWpJASgghriAZBWXcPm0Tu5PzcTRo+XxMO66JCTjn8xxILeD+2VtJSFd76rUO8WBneZDULMCVT0a1IzrQjYNpBbyydA/rEtQZKieDjjGdw7i7RwT+7pVzpbRaDTe2b8Try/dxNLOo0n0mi42vyhsO39IpjM/+VHfjPTEgutJuvIyCMntg93BfKR5Z1yZcFcG09cfYdDSb+OPZtA/3ru8hXfIkkBJCiCtEcm4JY6ds5EhmET4uRqaO70hcqOc5nUNRFH7YksiLi/dQZrHh7WLAw8loD6Lu6N6EJ6+NxmS18fqyvUxbfwyLTcGo0zK2azj39446Y+sXk9UGgIux8tvPT1uTSMkrxc/NgcyCMgrKLMQEujGkTeWk+B+2JGKy2GgT6knXiNoX+BS1E+jhyPC2jZi3JZEv/jrMlHESSJ2NBFJCCHEFOJxRyK1TNnIyT10Om3lnZ5r4nlsNp/xSM0//tJOfd6k1+2IC3TieVUx2URFezgY+uDmOns38WLbzJK8u20tGeQPjfi0CeHFwi1ptmU/MLgaotHOv1Gzlo5WHABjZoRHf/K1WRJ/UP7pKwvOynScBNYdKcqMujIk9I/ghPpGV+9LZnZxHqxCP+h7SJU0CKSGEuMwdSitg1DcbySwsI9LPhRkTOp/zzryDaQXcMzOeIxlF6DTQJtSTrSdyAega4cP7N7dBq9Fw1/R4VpaXJ4jwdeHF61vQK7r2uTQbj2YD0CH837Ze87ckkppfSpCHI/tPFmCy2rgqype+zSufNyW3hH0n89FqoG+Lc1+uFLUT4efKkDbBLN6ewqvL9jLv7i4StJ6BBFJCCHEZ23cyn1unbCSryETzIHdmTuh0zkU2f4pXd+WVWWz4uhpxdTDYg6gHekfxSN+m/BifxP+W76OgzIJBp+H+3lHc2ysSB33tix8fyyziSEYRWg10aKwGUsUmC5+U50NdFxvE1LVHyxPkW1R5896ZpC4vtgh2P+Pyofjvnro2ht/2pLLpaDY/70plUOug+h7SJUsCKSGEuEwdTCtgzJSNZBeZaBXizow7OlcpKXAmZquNN37ex3frjgHqUt6xrCIyC014uxh576Y2tArx4J6ZW+2zUG1CPXlrROwZmxjXZOG2ZACuauqHp7M6zm/XHiW9oIxGXk7EH1dnq27uGErTALcqj69Y5TNW086m1GzleFYxKbkllJitKAp0ifA+r8rtAoI9nbinZyQfrjzEGz/vo09zf2nBUwMJpIQQ4jKUkF7A6G82kF1konUjD2ZM6IyHk+HsDyyXmlfKA7O32us9tQp2Z3eK2j6me5QPH4yMY+uJHPp/sJqcYjNGnZbHBzRjwlURVaqIW23KWSuL22wKi7argdSwODWBPKOgjC9XHwHUqujf/3McR4OWR/pWX1Xb1VF9y9qdks/Dc7eh1WjILCzjSEYRKXklnN4MQ6fV0C3Sh2cGNqdF8LkHfg3dxB6R/LA5keTcEj5flcBj/aPre0iXJAmkhBDiMnM8q4jR32wks9BEiyB3pt/R6ZyCqH8OZ/HgnK1kFppwMerwdXVgd0o+Gg3c1yuSe3pG8srSvfaed82D3Hnvpjb2YKSg1Mwvu1P5dXcqB9MKSM4tIcrPlRvbN+LmjqH22aZT/X0og+NZxbg56rm2VSAAn61KoLDMQqtgd37ZrSaR39MzkoDTyiZU6NLEh77N/Vm5L53F21Oq3O/mqCfUyxlXBz0FZRb2ncxnzaFMDqZt4peHe8hy4DlyMup4blAL7p+9lc/+UutKtQ3zOvsDGxgJpIQQ4jJyMq+E0d9sJL2gjJhAN2bd2bnawKU6NpvCV38f4d0VB7DaFEK9nMgvtXA8uxgvZwMfj2qLm6OBoZ+u40immst0T89IHunbDKNey9HMIr5afZiF25Ips9gqnftQeiGTf9nP4u0p/Pzw1VWeu6Iv3o3tG+Fs1HM8q4jZG08AaqC2OyWfRl7qclJNtFoNX4/twK97UknOKUFBwcPJQISfK018XfBxMVbKqzqWWcSE7zdzOKOIj/84xMtDWtbqdRL/GtQ6iN/2BLNkRwqP/bCD5Q9dVanKvJBASgghLhtZhWWMmbKR5NwSGvs4M31Cp1rnRBWUmnl03nZW7ksH1AKbe07mY7UptAhy58tb27Fibxpv/rIfi00h0N2RD2+Jo0uEDym5Jbz72wEWbk+2L59F+LowvF0IHRt7E+zpxKoD6by4eA97T+aTU2SqNK7dyXn8dUCtsj6uvEr5q0v32quTL9+lzkadXnyzOlqthutia5f43NjXhXt7RfH4/B32wqLi3L02tBWbj2VzNLOI15fv440bYut7SJcUCaSEEOIyUFhm4fZpmzmSUUSwhyOz7uqCv1v1S2CnS0gv5N6Z8RxKL8Sg09A6xJP4E2pu1PB2ITwxIJoXF+/h971qQvmg2CD+d0Mr9Dotk3/Zx7R1x+wzUNfE+HNvr0g6hHtVmv25rWtjpqw5yonsYval5ldq3fJFecXywa2Daezrwl8H0vljfzoGnQZ3Jz3FJittwzyrFN+sC35uarJ5ZmFZnZ+7ofBwNvDeTW0YPWUjszeeoEdTP/vyrJBASgghLnkmi417Z8azMykPL2cD0yd0JqSWdaJWHUjnwdnbKCyz4ONixN3JQPyJHLQaePa65nRq4s2NX/xDcm4JBp2GFwa34NbOYSzblcrry/aSXl50s1Njb54b1Jw2Z6iUri9POD816TshvYCfy2ec7u0VidWmMPlntRnxdbFB9lynFwdXLXdQF3KKTAA4G2XH2X/RLcqXu65uwjdrjvLYD9sJ9+lG8yBJ4AcJpIQQ4pJmsyk8+eMO1hzKxNmoY9rtnYjydz3r4xRFYerao7zx8z5silra4GReKUfL28d8fEscJ3JKuPHLfzBZbIT7OPPZ6HZ4uRi5e0a8fQkw3MeZFwe34JoY/zMGOiaLjePlVcsj/f4d38d/JKAo0L9FAM2D3Jm3+QQH0grwcDKQmlcCwPC2IRcsibmiiXKsVOf+z568Noa9J/NZl5DFnd9vYdH93e0zfg1Z1WIcQgghLhlv/3aARdtT0Gs1fHFr+zPOCFUwW208s2AXry9Xg6jWIR4cTCsgr8RM60YezJvYhfnxSTyzYBcmi42+zf1ZfH93dibl0e/91azcpy67Pdq3Gb890oM+zQPOOlu06Wg2VpuCt4uRAHf1zXVnUi5LdqgzTg/1aUpOkYm3fj0AQL/mAWw8moNRp+XRftWXO/ivFEXhrwNqQNguXHab/VcGnZbPR7cnwteF5NwS7p6xhVKztb6HVe9kRkoIIS5RMzcc58vy/KI3R7SmZzO/sz4mr8TMA7O3suZQJhqgdSMPdpRXBL+xfSPu7hHB/bO2cSCtAJ1Ww6T+zbghLoRH521n1YEMQG3f8r8bYokOrFoUsyYVCeMDWv4bdFUs4Q2LC6ZViAcvLNpNdpGJpv6urD+cCcDdPSJq1aPvfOw7WcDhjCKMei3XxNS+jY2omYezgSnjOnDD5+vZdiKXJ37cyUc3x1XpidiQSCAlhBCXIHUX3G4AHu3bjBvbNzrrY45kFHLn91s4klmEk0FLkIcTO5LyyluutCTQw5ERn6+noMyCn5sDn41uR2ZhGQM/XkNusRmjXsuTA6K5o3uTc3pjLDVbWb5TnXkaFKsmjK8+mME/R7LKC3lGcyC1gNmb1HIHHZt4MXtjIiGeTtzfO+pcX5pam73pOADXRPvj5lj7OlvizCL8XPliTDtu+3YTS3ek4GLU8cYNsQ02mJJASgghLjH7U/N5YNZWbAqMaNeIh/qcPdhYn5DJPTPjyS+14Oeq1lM6klmEh5OBj26JY3dyHi8t2QOoM07v3tSGL1cfZu7mRABahbjzwcg4mga4YbMprEvI5J/DWWw9kUOJ2UpsiAc31JDLtGznSfJLLTTycqJrpE95Qvk+AG7rGk6IpxNjpmzEalPo1yKAFXvU5baH+zTF6QIlgecUmewFRW/rFn5BnqMh6xbly/s3x/HI3G3M3ZyIXqfhtaGtGmRzYwmkhBDiEpJRUMaEaVsoMlnpEuHN5OGxZ31zmrnhOC8v2YPFphDl78rJ3BKKTFaa+Lrw2ei2fPxHAr/uSQVgXNdwRrRvZC9UWVHN/OE+zbApCt+vP8b3649xJLOo0nNsO5HL7I0nWP7Q1ZWW/BRF4bt1RwEY1SkMnVbDrI3H2Z9agLujngeuiWLZzpOsP5yFg15LpJ8Lv+9NI8TTiRvahdTxq/ev79Yfo9Rso0WQO10jfC7Y8zRkQ9oEY7XZeOyHHczccAK9Vltts+krnQRSQghxiSg1W7lnZjzJuSU08XXhy1vbY9TXvCfIZlN4bflee9PhuFAPdiWrRTY7NfHmlSEtmfTDDvaezMeo0/LykJYYdBpu+vIfyiw2/N0c+ODmODo29mbOphN8tirBXu7A1UHPgJaBdGjshYuDng9XHuRIRhG/7UmtFEj9dTCDPSn5OBt1jOoURm6xibfLE8of7dcMR4POPjs1rltjZm44Yb/PUE3z4bqQU2Ti27VqcHd/76gG98Z+Md3QthFmq8KTP+5k2vpj6LQanh/UvEG95hJICSHEJUBRFJ5dsIv44zm4O+qZMq7DGVu/FJssPDpvO7/tUYtodonwZsORbEAtJzCqcxi3fbuJjIIyfF2NfDyqLQu2JtuXu3pH+/HeyDj2pOQx8KO/OZyhzkCFeDpxd48IRrRvhKvDv28RucUmXly8h/jyJscVY/7iLzUZfnSnMLxdjLy8ZA95JWaiA9wY2yWcz/86TEpeKcEejpSZrRSWWWjdyIPhbS/cbNSXqw9TWGaheZA7A6Vw5AU3skMoVpvCMwt2MXXtUXKKTbw1ovUFC5QvNRJICSHEJeCbNUdYsC0ZnVbD52PaV6rFdLqswjJun7aZnUl5GLQaWod62oOoh66JolmgG7dO2UiZxUZMoBuvDm3JK0v3siclH61GTV4f1SmMl5fssZcn8HEx8kjfpozsGIqDvmrektmqVtk8tbDluoQsNh3NxqjXMuHqJuxNyWf6P8cAeH5wc05kF/PpqgQAHusfzatL1RytR/s2u2CJyYnZxfYZuicGXLjnEZWN6hSGTqPhmYW7WLA1mcxCE1+MaYeLw5UfZlz5VyiEEJe4VfvTmfyLWirgxcEtuKqpb43HHs8q4vbvNpcnkutp5OVM/PEc9FoNb9zQivSCMh6YvQ1Q27nc0imUiTPiySk24+1i5JNb4kgvLKP/h3+TXWRCq1HbuzzarxkeTjXvbDuUVgBAhJ8LoC4rvrNCXcIb3SmMADdHHpi9DZuitpi5KsqXsVM3YbLY6NnMD6vVRn6phVBvp1qVcThfb/6yH5PVRvcoH3pHS8mDi2lkx1B83YzcP2sbfx/M4JavN/Dt+I5XfNHOhjHvJoQQl6iE9AIenLMNRVH/V39b15p3mO1OzmP45+s5kllEgJsDbo4G9qTk4+qg58tb27M2IYt3VxwEYHy3cNqGedqDqNaNPJgxoRMzNpzg0Xk7yC4yER3gxsL7uvPykJZnDKIsVpu90nm78l17S3aksCMxF2ejjvt6R/Lj1iTij+fgYtTx/ODmrE3IZG1CJkadlleHtuS79ccAGNM5/ILNEq0+mMHyXSfRauC56xpe0vOl4JqYAObc3QVvFyO7kvMY8cV6jp62ceFKI4GUEELUk7wSM3dPj6ewzEKnxmpyeE1v/usPZzLq6w1kFZmI8HPBZLWRlFNCiKcTU8a154vVh1myQ62A/tL1LcgsNPHeioMoCtzSMZSH+zRl/Heb+XVPKnqthkn9mrHsoatqVSl9/eEsMgvL8HI20KOZH2UWK+/9rs5G3d87CkeDzp5g/lCfpgS4OfLWr+oM261dwjmZV8r+1AKcDDpGdQyrmxfvNGUWKy+Xl3e4vXsTWgRLH7j6EhfqyU/3diPM25kT2cUM/XStvcL8lUgCKSGEqAdWm8JDc7ZxJLOIYA9HPr+1XY079H7dfZLx326moMxCM39XUnJKyCk20yrEnfdvbsMTP+60J6m/d1Mb5m1OZNnOk+i1am0fN0c9E77fQkZBGVH+riy6vzsP9mla62TgWRvVwpaDWwdj0GmZuvYoidkl+Ls5cEf3Jkz+eR+ZhWVE+Lpwe/cmzN2cyO5kdabs/t6RrNyrJsRf3yYID+cLUxjzi78OczSzCF9XBx7p2/SCPIeovSa+Lvx0bzfahnmSX2rh9mmb+fyvBJRTO1pfISRHSggh6sG7Kw6w+mAGjgYtX9/WAV/X6vNIfoxP4skfd2BToFWwO3tP5mNToFe0H3d0b8Ld0+PJKzET5u3MEwOieWXpXjIL1Z16rw5txbdrj7KlfKfdrV3CeO66FjgZdexPzWfx9hTWH87CoNXg4WTgvt6RtA/3rvT8idnF/F4eCN3WNZzUvFI+/VNNIH/muhh2JuUyZ5Na1HPy8FhKzFbe+U2djXqsXzN8XB3YkZQLQOcmF6aeU0J6IZ+vUncPvjykhVQxv0T4uTkw9+4uvLxkD3M2JfL2rwfYk5zP2ze2vqKS0K+cKxFCiMvE0h0p9rIBb9/YhlYhHtUeN3XtUV5btheAlsHu7E7JB+DmDqF0jfTmzu+3YLLaaBfmyYh2jZg0fwem8p16d/eI4NmFu8gtNuPmqOfdm9rQv0UAqw6k89mqw5XKGFTILTHz073dKt32+V8J2BS4uqkvTQPceGD2VopNVtqFeXJdqyAGf7IWgNGdw+gc4cO7vx0gp9hMlL+rPd8rJbcUgDCfuu+pZ7Up6nVbbfSO9mNQbFCdP4c4fw56HZOHt6ZViAcvL9nD8l0nOZxRyFdj2xPu41Lfw6sTEkgJIcRFtO9kPk/+uBOAiT0jGNImuMoxiqLw2aoEe+J4iyA39pQHUff3jlRLFczbAUD/Fv40D/LguUVqX76+zf1pGezBpPk7UBS1afEno9qSX2Jh+Bdqo1kAg05D72h/BrQMJK/EzKvL9rL1RA4ZBWX2XVaJ2cXM36LWnXqoT1M2HMli2U41mfu1Ya2Yuu4oh9IL8XEx8uSAaDILy/i2vMr5EwOi0ZcvHYZ6O5GcW0L88Rw6Nq484/VfTVt/jB2Jubg56nmjFlXgRf0Y0zmc6AA37p21lf2pBQz+ZC1v3BDL9dX8/F9uJEdKCCEukpwiE3fP2EKJ2UqPZn48OSCmyjGKovDmr/vtQVR0gBt7Txag0cArQ1tSZrbx6rLyPnZdwnFzNPDRH4cAGN+tMVqNho/+OFS+CzCUKeM68MVfhxny2Vq2nVB32d3dI4J1T13D17d1YET7RtxxVROi/F1RFNiemGsfyyd/HsJiU7gqypfYEA+eW7gLUGefnAw6PlqpPu/zg5vj6Wzk0z8TKDZZadPIg/4tAuznqVjSe/OX/dz5/RbWHsrEYrX959czIb3Qvoz47HXNCfJw+s/nFBdOh8beLH3gKtqHe1FQauHBOdt48scdFJss9T20/0RmpIQQ4iKw2hQemruNxOwSwryd+fiWOHSnlQFQFIVXlu5lWnmpgAg/Fw6kFWDQaXhrRGvWHMpk4bZkAB7u25T4YzmsTchEp9Xw4DVRLN95kkPphRh1Wl4Z2hJPJwPXfbSWzEK17cvQuGCeva45Ae6OlZ7XZlNIy1OX30I81WBkf2o+88uroD/WvxmfrUrgcIaazD2pXzMemLONMouNq5v6MiwuhMTsYntS+pPXxlSaGbq3VySZhWXM3ZzIyn1prNyXhpezgbFdG/NA76gztsGpidlq49F52yk1q2O4uUPoOZ9DXHyBHo7Mu7sLH/1xiE9XJfDDliS2HM/h41va1rjEfamTGSkhhLgIJv+8jzWHMnEy6Pj6tvZV2r/YyltsVARR4T7OHMkowsmg4/Mx7ViyI4WF5ZXPX7q+BSv2pLE2QT3fY32b8d26YxxKLyTA3YHvbu/A5qPZ3DtrK5mFZUT6uTD/nq58dEvbKkEUwKH0QgrKLBh1WpoGuKIoCq8v24dSXlzT3VHPV6uPAPDq0JasOpDBuoQsjHot/xumLqd9s+YIZqtC9ygfukdVLijqaNDxvxti+e2RHowqbyWTU2zm4z8O8f7vB8/r9fxsVQK7kvPwcDLwzo1tpIL5ZUSv0zKpfzSz7+xCoLsjRzKKGP75eqauPXpZ7uqTQEoIIS6wH+OTmFLeRPfdm9oQE1i5xpHVpvD4jzuYuzkRDRDs6cjxrGLcHPV8cWs7vvjrMH8dUHf4vTqkBVPWHGXfyXx8XY2M6xbO+ysPkldipk0jD94a3pqnF+xiwbZktBq4r1ckyx+6+oy5SXM3q42EezTzw6DT8tueVLWYpl7L4/2b8fRPuzBZbVwT40/bUE97vaaH+zQlzMeZ3GKTPZfqvl5RNT5PlL8rk4fHsunZPjw/qDkAszYcp7Ds3JZ2tp7I4ZPynYOvDm1JoEfV4FBc+rpG+vDLw1fTr0UAJquN15bt5Y5pm8kqn0G9XEggJYQQF1D88WyeXaDmFj10TRSDWlfeVWYpX6JasFUNfALcHUnJLcXX1ciXt7bnzV/2s/VELu6Oel4Y3IJ3VhwkObeExj7OXBPtz5erj2C1KQyLC2ZQ6yDunhFPYnYJjbycmDexK09eG4OjoWrvvArFJgsLtqrLhWO6hFFisvL6cjUH654eEaxNyGRLecXy14a14qUle8gvtdCmkQcTe0QAMGdTIiVmKzGBbnSLPHuJA71Oyx3dmxDh50JBmYVl5f3+aqOwTG3WbLUpDGkTzNC4C9f8WFx4Xi5Gvh7bnteGtsSo17LqQAbXfrSGtYcy63totSaBlBBCXCBJOcXcPT0ek9XGgJYBPNK3WaX7zVYbD8/dXl6RHLxdjKTmlxLk4chHt7Tl2YW72J9agJ+bWmTy1aV7yS02ExviQai3Mz+U5zA9dE0UpWYrb/y83/5cPz98NR3CvUjPL+WvA+nsSsqrdoxzNiWSV2Im3MeZHk39+OiPQyTllBDk4cj1bYLtPQCfGBDNvpR8VuxNQ6/V8PaNbdDrtFhtCjM3qLlRd1zVpNa75rRajb0xc7HJWuvX9JUlezieVUyIpxOvDW1V68eJS5dGo2Fs18YseaA7Tf1dySgoY+y3G3nzl/2Y62BTwoUmyeZCCHEBFJSaufP7LWQVmWgZ7M4HN8dVyuMxWWw8NGcbv+5JxaDV4OqoJ7PQRLiPM2/c0IrH5+/gZF4pod5O3NIhjNeX78OmwFVRPuSVmFlzKBMHvZYnBkQzd3MiCemFGHQanh/UglGdQvkxPpkvVieQmF1if85RncKYPDzW/nWp2co3f6u5T/f0jCQhvZApa9SvXxnSkv/9vI9ik5VOjb0Z0a4R1360BoA7r44gOtANgNUH00nOLcHL2VBtKYcz2Z+qlnSIKT/X2fyy6yTz45PQaOCDm+MuWJV0UT9iAt1Z8sBVvL58L7M2nuDL1Yf553AmH49qe0nXnJIZKSGEqGMWq40H52yzzyZ9c1sHnI3//r/VZLFx/+yt9iDKyagjp9hMpJ8Lrw9rxUNztnMyr5RIPxcGtgrinRUHsCkwsFUgx7KK2ZWcj6ezgcf6NePDlYdIKE8yn3t3FwLcHen7/t88u3AXidklaDXg5qg+94KtSVht/ybzfrvuqH0GbFhcME8v2InFptC/RQCZhSb+OpCBUa/ljeGxvLviAMm5am+/h/r8mwe14Ug2ANfFBp1xCfF0+1PzScwuwaDT0DL47Lu1ErOLefKn8vpbPSLp1KRu61GJS4OTUd2Y8OWt7fBwMrAjKY9BH69lUflu1UuRzEgJIUQd+9/P++zJ4VPHdSDY89/6RiaLjftmbWXlvjT0Og2OBh35pRaaB7nz1LXR3D9rK/mlFloGu9Em1Iuvy2eMbmzXiD/2p5FTbCbc24kBrYJ489f9KAp0auLNkwOi+eD3Q6xNUHNLfF2N3Nsrips7huJk0NH8hV8ps9hIyS0h1NuZ7CITX5S3VXny2mjmxyex7UQurg56JvaMYOzUTep9A6IpKrMwvXz57q0RrSsFhXvLC4W2bnRuW9crktP7xAScdWZJXQLdRkGphfbhXkzq3+yMx4vL37WtgmjdyJNH5m5n07FsHpm3nb8PZvDqsFa4XmLtZS6t0QghxGXu+/XH+G7dMQDeHxlH60ae9vtOD6IcdFoKSi3EhnjwSN+m3D9rK0Xl7VcaeTkze6O6m25Up1AWbkum1GyjVYg7jX1c7AHW6E6hRPm7cevUjZSabRj1Wib2iOCenpH2fmZmqw2DToPJCgWl6g65d1ccoKDMQstgd+JCPbnuI7XVy+P9m/HObwfUJb0m3ozuFMawz9ehKDAsLpirmlYubZCUUwxA43NYeskuMjF3k3ptIzs2Ouvx7/52gK0ncnFz0PPRLXG1brYsLm/Bnk7MubsLn/6ZwEd/HGTBtmS2nsjh41FtK/1e1Tf5aRRCiDqy6kA6ryxVSwM8eW00153S9+3UIMqg02DUaSkyWWkb5skD10Rx/2w1iOoS4Y23i5ElO1LQaTWM6RzG/C1JlJptdIv0wVGvY9nOk+i0Gp4eGE1afhmvLttLqdlG9ygfVj7ak0n9oys1hd10NJsikxUfFyPRgW7sTs5jTnkg88KgFjyzYBclZitdI3ywKQobjmTjZNDxzo2t+ejPQxxMK8TX1ciL17escs0VRUXPpfrPN2uOUGSy0jLYnV7N/M947Mq9aXxVHjS+c1NrGnnVfb8+cenSaTU83Lcp8yZ2JcTTiWNZxQz/fD1frT6MzXZp1JySQEoIIerA3pR8Hpi1FZsCIzs04t6ekfb7Tg+i9FotxSYrHcK9mNC9CQ/O2Wav0K3Tali5Lx2jXstN7Rsxa+MJLDaFfs39Sc0rZcvxHNwc9DwzMIbp64/zx3712Jevb8GMOzpX2xj4p/LdfX2aq0HLswt3oSgwpE0w+1Lz7YHTvb0ieOvXA+oxg5pTYrYyZY1a/+qNG2LxdjFWObeTUc2Lyi021+p1SsktYVr5jN0jfZudsZBmSm4Jj/+o9hS8vXtjrm0lDYkbqo6Nvfn5oasZ2CoQi01h8i/7GffdJnvV/vokgZQQQvxHqXml3DFtM0UmdVbn9WH/Ns+tSCyvWM7TaTWUmNVlszFdwnhk3nZMFhvXRPtRbLKyLiELR72W61sHM3dzIgCDWwex9UQuRzKLCHR34LZu4bz5y35S8kpp4uvCgnu7Mb57k2qDksTsYhaX12m6tUs409YfY2dSHm6OekZ3CuXN8vIGT14bzXu/H6LMYqNHMz/GdArl5SV7sNoUrm0ZSP+WgdVee2yIJwCbj2XX6rWa/Mt+SsxWOjb2om/zmmejzOUJ+7nFZlo38uDpgVX7EoqGxcPZwOdj2jF5eCyOBi1rDmVy3Udr2HAkq17HJYGUEEL8B4VlFiZ8v5nU/FKi/F35cmx7e+84NRjYyu971SBKr9FQarbRJcKbm9o34vH56i65AS0DySwyEX88B1cHHf1bBvDTVnUWaXjbEFbtTyeryERMoBvtw735bNVhLDaFQa2DWPrgVWfsUfbZqgSsNoWrm/ri4WTgvRXqjNNT18bwv5/3U2ax0bOZH4WlZnYkqnlIb42IZfGOFDYcycZBr+W58irk1elaXoBz49Gzv5n9fTCDpTtS0GjgpetbnrHm1Lu/HSD+eA5ujno+HdUOB33tdwSKK5dGo2FUpzCWPHAVTf1dSS8oY/Q3G/j0z0P1ttQngZQQQpwni9XGA7O3siclHx8XI9+O64iHk7oDzWxV60T9tueUIMqi5jkNjQvmqZ92YrUpDG4dRGJ2MTuT8vB00nN1Uz+W7DgJwLC2ISzZkUKRSZ3BMeq0LN+l5kc9MzCGT0e1xdmgo9hUfYuVA6kF/LBFndV66JqmPDF/J8UmK52beJOWX2rvVTe2azgf/qG2XHl5SEsc9DpeWbpXfVyfpoR615yX1CJIbXdzNKPojH3SCsssPFNe4X1c18ZnDP5WHUj/Ny/qxtbVLleKhq1ZgBuLH+jOje0bYVPg3RUH622pTwIpIYQ4D4qi8MLi3f+WORjf0f6Gb7HaeGTedn7ZnYpe+28Q1T3Kh0GxQTy7cDc2BYa1DeZgWgF7T6qBWPvG3vyyOxWNBoa2CWbx9mQsNoVe0X4k5ZSwszzwmX5HJ27r2piZG0/Q94PVtH55BX8fzKgyvteX77XXn9qTksemY9k4G3WM6xbO53+ppQ+eH9yc/y3fZ2+5MrxdCG/+so/cYjMxgW7cXd4GpiaNvNTSDkUmKzlnyJN685d9JOeqrWueGBBd43EpuSVM+kHNixrfTfKiRM2cjXrevakN79zYutJS35ZaLjPXFQmkhBDiPHz+12HmbEpEo4GPb2lLXKgnoDYgnjR/B8t3nkSnVXcdVQRRA1oG8tyi3SgK3NS+EbuT8zmYVoifq5FWIR78sS8drQYGtAxk8Y4UFAX6Nvdny7EcTuaVEuHnwk/3duVYVhE93lnFC4t2cySjCItN4d0VByrNCC3ZkcKaQ2rj4Vs6htlbvTzStyn/W77f3p/vn8NZHM0sIsjDkdeGtuKfw1n8UF7j6fVhrc5aaqAiyVyn1eBsrH75bdX+dGZuUHcJvjm8daUdhaeqyCfLLjLRKsSdZ66TvChxdjd1CK201Dfqmw32mdiLQQIpIYQ4Rz/FJ/HOb2qu0StDWtoTsa02hSd+3MHi7SnoNGDQaSkrX84b0DKQFxerpRFGdmhE/IkcEtILCXR3IDrQndUHM9Br4ZqYAH7dnQpA/xYBrDqQQWGZhS4R3rx7YxsemL2N5xbuJqOgjFBvJ54ZGIOjQcvOpDw2H8sBILfYxGvL1MbD9/WK5L3fD1BmUXcF7kvJJzm3hFBvJ7pG+tibJX90S1scDFqeWaguv43tEk6HxmevHr47We3hF+XnWm1l8+wik70i+e3dG1epQ3Wqt3/dz7YTubg56vl8dHvJixK1VrHUNyg2CLNV4ckfd/L6sr2VKvlfKBJICSHEOVh9MIOn7K1KIrita2MAbDaFZxfssgcmBp2WUrONrhE+XNvq3yDqlo6hbD6Ww5GMIoLcHWji68LahEwMOg3do/xYuS8NgGti/FmxN80+czQ0LpgxUzayP7UAL2cDL1/fgj8e68XdPSLwc3MAIKfYBMBry/aRWVhGpJ8LpWYrO5PUJcGezfxYuD0FrQaeG9Sc15erwdZDfZrSqYk33607xvGsYgLcHXjy2pqX3061dKe6I7BduFeV+xRF4fH5O8goUMfy1LU1zzD9vOskU9aqpRbeubGN5EWJc+Zs1PPJqLY83KcpAFPWHuXO7zeTX1q70hznSwIpIYSopV1Jedw7Mx6LTVETxssDA0VReHHJbuZtSUQDOOh1lFpsdG7izXWx/wZRN3dsxMaj2RzNLCLYw5EwHxf+OZKNUaehc4QPqw9moAF6NPXlz/3pANx5dRNcHfQ8s2A3JWYrV0X5suLRnozv3gSjXp2JSswuwdGg5aooX/46kM5PW9XGvuO6NbYnbT/StynvrTgIwKN9mzFrwwkKSi20CfXkgd5RZBWW8fkqNeH8qWtjcHM8e0PgjIIyft6lJsaP7hRW5f6pa4/yZ3mdq09GtauxF9/RzCKe/FENTu/uEcG1raovtSDE2Wi1Gh7t14xPR7fF0aBl1YEMhn++nhNZxRfuOS/YmYUQ4gpyJKOQ8d9tothkpXuUD+/c2AatVoOiKLy6bK89B8jRoFPrRDX25vo2wby45N/lvC3HcuxBVKi3MxuPZuOo19KhsTdrD2Wi1UDnCG/+PqT2y3ukb1O2nchl5sYTaDTwWL9mTL+jk30GCuDjPw4B0K9FIGarzT5bNqpTGJ+tSkBR1BIKczclUmK20i3SB4NOw5pDmTjotbx3Uxv0Oi3/+3mfvWXMsLiQWr0mX60+jNmqEBfqSexpvfbij2fba1Q9P6g5LYLdqz1HicnKvTPjKSyz0Kmx2jNQiP9qcOtg5k/sRoC7Awnphdz45XoOpBZckOeSQEoIIc4iNa+UsVM3kVWeBP3lrWqtKEVRePPX/fbees5GNYhqH+7FsHYhvLBYTSy/uUMoW0/kcrh8Oe/UICouzJP1h7PQa6FtmCcbjmSj1cCkfs2YvyXJXktp6rgOPNSnaaWim38dSOeP/enotRoe7hPFcwt3k5ZfRoSfCydzS0jLV5fUFEXhQFoBvq4O3Nsrkvd+V2emXrq+JVH+rvxzOIsFW5PRaNQE8zNVG6+QnFtib2T8aL/KTYQzC8u4f9Y2LDaF69sEM7ZLeLXnUBSF5xbtYn+qOrZPR7dFL330RB2JbeTBkgeuIibQjfSCMkZ+9Q/bTuTU+fPIT6wQQpxBdpGJW6duJDm3hAhfF6bd3sm+7PX+7wf5arW6dOZs1FFsshIX6snNHRrxfHkblhvbh7A9UU0sD3BzoLGviz2IahOqBk56LbQM9iD+eC4GnYYHekfx1d9HSM4toYmvC0seuIprYgIqjavMYuXV8lpP47o1Jv54Dst3nUSv1dCzqR+rDmRg1GkZFhdiz4t6+8bWvLR4D2arQv8WAYzqFIrNpvDaMvU8YzqH0Tasaq5TdV5fthdT+fJlj1MSyM1WtR1Oan4pkX4uvDk8tsbCm/Pjk1iwNRmdVsOno9vi7+54bt8cIc4iwN2RuXd3oW2YJ3klZm6buomdSbl1+hwSSAkhRA0KSs2M+3YTCemFBHk4Mn1CJ3xd1WW1T/44xCd/qjlFLg5qEBUb4sHYruE8U14nakS7EPamFHCgvMRBVIAr/xzJxkGvoU2oJxuPZmPQaogJdGdHUh4Oei3juzfm878O23fqLbi3G018XaqMbcqaoxzJLMLX1YHr2wTx0pKKPKxQ+0zRvb0i+WK1Wi/q4T5NWbw9mSPlpQ7eHNEajUbD4h3J7D2Zj5uDnsf61W5Z7fe9afyyOxWdVlOlQvn/lu9j09FsXB30fDW2fY2lDhLSC3ipPHfssX7N6BLhU6vnFuJceTobmTmhM52aeFNQZmHs1E3sO5lfZ+eXQEoIIapRYrIyYdoWdiXn4eNiZMaEzjTyUneSfbn6sH15zNVBT1GZlRZB7tx1dROe+nGnvbhlQnphebFNA82D3VmXkIVBp6FdmDcbj6ozUU0D3Nidko+TQceN7Rrxzd9H7cns0+/ojFc1jYIT0gv55E81N+rx/s146sddlJptdGrizcrynX6DYgP5ZddJik1qXlSAh6NalkGr4ZNRbfF2MVJisvJOeZPie3tHVtuU+HTZRSaeKy+RcNfVEZVyn37Yksi09ccA+ODmOKL83ao9R6nZygOzt9mT509t8CzEheDioOfb8R2JC1VnpsZ/t4nUvNI6ObcEUkIIcZoyi5W7Z2xh07Fs3Bz1fH9HJ6L8XQH4du1RexK1m6OewjILzQJcefCaKB7/Ue2dN7BVICfzSthR3vYlLsyLvw9moteqXez/OZKFTgPNAtzZezIfJ4OWgbGBzNqkJqzfeVUTPhgZZ+/ZdyqTxcYj87ZRalbrQm05ll2e/2TEalVIKy81oNNqOZheiJ+bAw9eE8XL5TNWj/Ztaq8P9fXfR0jJKyXE04k7ujc56+uiKGqJh/Ty56jYZg6w5Vi2PcB6uE9T+rUIqOk0vLJ0b3lelJH3b25Tq5wsIf4rVwf1d7lZgCtp+WVM+H5zje2VzoUEUkIIcQqz1caDs7ex5lAmzkYd027vaO8LN3PDcV4tzydyd9RTUGohws+FJwbE8NgPOzBZbPRr7k9+qZnNx9QGxN2ifO0Vy7tG+rL+cBZaDUQH/htEXRMTwIKtyQA8MSCa5we3qDG4eG/FAXYn5+PlbKBHMz9+LK9b1TXCh/gTObgYdQxtE8ySHWpe1Hs3teGlJXvsgdd9vaIAtXTB13+ry35PD4ypsTTBqX7amsyve9S2Nx+PaotTeSXzxOxi7pkZj9mqBpGnBlinW7YzhTmb1F2IH9wch7+b5EWJi8fDycDUcR3xcTGyJyWf5xbu/s/nlEBKCCHKWW0Kj/2wgxV70zDqtXxzWwfah6uzNz9sTuT5ReofXQ8nA/mlFsJ9nHlhUAsenbedErOVq5v6ogDrErJwNuro2yKQn3epVcp7NPNjzaFMNECLYDWIctRr6dnMn+XltZheGdKS+3tH1Ti+P/al2etC3dcrinfLq6sPig1i6U71HPf1juLTVWqANKl/NCv3paltaNwceH9knD1A+2DlQYpMVlo38mBQ7Nn72R1MK+D5Rf/OOLUMVoPL/FIzd0zbTGahieZB7rw3suYZpuNZRTz9k3qOe3tGcnVTv7M+rxB1LdTbmS/HtkergYXbklm8Pfk/nU8CKSGEQK1M/tRPO1m6IwWDTsNXt7ane5S6G23RtmSeWqDWZ/J0MpBXYibE04nXh7Xi0R+2U1hmoXMTLzycDKzcpxagvL51EIu2qX+gr4nx568DalPh2EYe7E7Ox6jTcHUzP37dozYpfmtELOO6Na5xfEk5xUyarzbzHdUplOkbjlFWvmuuonjnrV3CmLXhOCarjf4tAmjq78r0f9TE83dvamOvP3UwrYC55cuIzw+qefarQrHJwgOzt/47q1Ue7JmtNh6YvY1D6YUEuDvw7fgOOBtr7qP34JxtFJZZ6NjYi8dOK5kgxMXUsbE3D16jzpw+v2g3mYVl530uCaSEEA2ezabWM/oxPgmdVsPHt7Sld4w/oC5FPfbDdhQFvJwN5JaYCXR35O0bY3nshx3kFptp08iDCD9Xlu1Uyw+MbN+IeeWNf/s297cHOnGhnuxMykOvhV7R/vy+N608iGrNzR2rVgavUGq2ct+sreQWm4kN8eBEVjGJ2SWEeDqRmldKkclKpybeHEgtICWvlCa+LjzWvxlPlFcLv6N7E3o2+3f2Z/LP+7ApMKBlAJ2anLmfnqKofcsqZrU+uDkOXXkh0hcW7ebvgxk4GXRMua0jQR5ONZ7n7V/3szMpD09nAx/dIvWiRP178JooWoW4U1BqsVf9Px/1+pP8999/c/311xMcHIxGo2HRokWV7lcUhZdffpng4GCcnJzo1asXe/bsqXRMWVkZDz74IL6+vri4uDBkyBCSkpIu4lUIIS5niqLw8tI9zNmUiFYD749sw8Dypa4Ve1J5eO52bAp4uxjIKTbj6+rAh7fE8eSPu8goKCMm0I2Ojb2ZsykRjUatKF6RNN63uT8r96lBVLswT7Yn5qLTaujbIpAVe9Weem8Oj2Vkh9AzjvGVpXvsQUhsiDvrDmfhZNAR4unE8exigj0caeLjUp6XpefzMe14fuFu8krMtAn15OmB//a423Ism1UHMtBpNTw9sPlZX59v1hyxB4ifj2lnL//w+V+HmbtZfc0+GdW2SmXzU606kF6pj16wZ80BlxAXi16n5cXBLQGYu/kECennV/m8XgOpoqIi2rRpw6efflrt/W+//Tbvv/8+n376KZs3byYwMJB+/fpRUPDvxT7yyCMsXLiQuXPnsnbtWgoLCxk8eDBWq/ViXYYQ4jKlKAqvLN3L9H+Oo9Gob/JDy9ujrNqfzv2zt2K1Kfi4GMkuMuPlbOCz0W15duEue7HMga0C7UHC2C7hzNl0AkWB3tFqUUyA9uGebD2RC8DAVoH8ulvNm3p1aMszzkQBzN54wh6k3dS+EbM3JQLQPcqXTceyMeq1jGgfwrwt6u3vj2zDj/FJbDmeg5uDnk9HtbXv/rPa1OsF9VzV1ac61ar96Uwu36H4wuAWdCzf7Td/SyLvlOdnvTKkJX3PsEMvr9jMU+UzY+O7NT7jbj4hLrZOTbzp1yIARYFvyzsUnKt6DaQGDhzI66+/zvDhw6vcpygKH374Ic899xzDhw+nVatWfP/99xQXFzN79mwA8vLymDp1Ku+99x59+/albdu2zJw5k127drFy5cqLfTlCiMuIoii8vnyfve7RW8NbM6J9IwDWHspkYvkuNF9XI1lFJtwc9Hwxpj2vLN3LkQy1X97ozmF8sFKt5zSmcxg/bEnEYlO4KsqH9YezsNoU2oZ5En88F4DrWwexrDwp/JmBMdzWtfEZx7jlWDYvLVET3Ed3CuP79Wq+U78WAazcp85o3dszgi/Lq6s/2rcZVpvC1IrZn5vaEOrtbD/f3M0n2JWch5ujnkn9z1x8MyG9kIfmbENR4JaOodzWVW3zsmp/Ok8vUBPG7+kZydizXMMry/aQXqC2rTl1ZkyIS8WEq9TSHwu2JpFfaj7nx1+yi9RHjx4lNTWV/v37229zcHCgZ8+erF+/HoD4+HjMZnOlY4KDg2nVqpX9mOqUlZWRn59f6UMI0XAoisJry/bZA443h8cysqO6vLbhSBZ3Tt+MyWLDz9VIZqEJZ6OOr8a2590VB9h7Mh9fVyMPXBNlryc1om0Iy3aetBfF3JGUR5nFRusQd7Yn5gIwKDbQvjvvnp6RTDxLEcqknGImzlCDuV7Rfvy6+yQmq3r+vw6oy4Vju4Yza2MiZqvCdbGBDIwNtOdFTewRwbWtAu3nyy022WeRHuvXrFLj49NlFZZx+7RNFJRZ6BDuxatDW6HRaIg/nsO9s+Kx2hSGtw3hqWvPHIz9uT/N3sPvnRvb1KrEgqhb8n53dp2beBPh60Kp2ca68obh5+KSDaRSU9Wp74CAytPAAQEB9vtSU1MxGo14eXnVeEx1Jk+ejIeHh/0jNPTM+QlCiCuHoii8umwv365Tg6j/3dCKWzqpy2tbjmVzx7TNlJpt+Lk5kFFowkGv5ctb2/Hl30fU5TJHPU8NjOHVZXux2hSubRXAusNZ5JWYaRnszvGsIgpKLUQHuLE/rRBFgX7NA1i5Lx1beQPjswUgRWUW7vx+C1lFJmIC3UjOKSGryEyUvyuH0wswWxWuifFnR2IumYVqntbLQ1py78z48h2E3jw+oPJzfLjyELnFZqID3GpsIgxqMdKJM+JJzC4hrHybuFGv5WBagf216RXtx1s3tq6xhx6oZRGeXaDOpk3o3oT24bXr4SfqlrzfnZ1Go6FXtLq5pGJ37bm4ZAOpCqf/oiqKcsZf3toc88wzz5CXl2f/SExMrJOxCiEubRU5Ud+V50K8cUMsYzqrQcX2xFzGf7eZYpMVfzcHMgrKMOg0fDGmHfO2JNl3p70+rCWvL9tHqdlG9ygfEtKLSM1Xd8qVmW2k5ZcR5u3MybwSTBYb3SJ92HI8mzKLjWti/PnfDa3O+PfJYrVx/+yt9srf7k4GDqUX4ufqgM2mkFVkpkWQO24OenYm5eHhZOCrse15deleDmcUEejuyKej22E4ZVfc7uQ8ZpT333t+cPMad8zZyutoVQSM347viK+rA4nZxYydupG8EjPtwjz5fEzl81dn8s/7Sc0vpbGP81mXEcWFI+93tdM5Qs3/23sePfgu2UAqMFCdkj59Zik9Pd0+SxUYGIjJZCInJ6fGY6rj4OCAu7t7pQ8hxJXNZlN4ftFupq0/hkajLueN7qzORO1OzmPs1I0Ullnwd3MgvaDM3pPu933pLN95EoNOw5sjYnn714PklZhp3ciDUrONhPRC/N2M+LgYScgoxNfFiMVqI7/UQqtgd5JzS8gpVo//dPSZt/0risJzC3fz14EMHA1a2oZ6sulotrpDz8uRI5lF+Ls50Ke5P4t3qH3zPh3dlnUJWfaddZ+NaVdp2c5stfFEef+/QbFBZyyC+eav++3X+uWt7YnydyU9v5QxUzaSll9GswBXvh3fscZaURU2Hc1mTvnOxTdHtLZXQBcXn7zf1U7FxotjWUUoinJOj71kA6kmTZoQGBjI77//br/NZDKxevVqunXrBkD79u0xGAyVjjl58iS7d++2HyOEEFabwtMLdjJro9qa5O0Rre3LeXtT8rl16kYKSi0EuqtBlKa8DMKu5DzmbDqBVgOTh7fmi78Ok5xbQmMfZwLcHYk/noOrUUfrRp5sOZ6Dk0GLj6sDKXmlhHo5YdRrOZ5VTIinE1PG1VysssIHKw8xb4taUmBgy0B+L28t06GxF9sT83Ay6Li3VySfrUoA4PlBzfFyNvLKUrUszJPXRldZQvv67yPsO5mPp7OBV4a2rPG5p607ytflVdPfvakN3aN8ySkyMXbqJk5kFxPq7cSMCZ3xdD5zY2OrTbFXQL+lYyhdInzOeLwQl4KKsh4FpRZs5xZHcebf6gussLCQhIQE+9dHjx5l+/bteHt7ExYWxiOPPMIbb7xB06ZNadq0KW+88QbOzs6MHj0aAA8PDyZMmMCkSZPw8fHB29ubxx9/nNjYWPr27VtflyWEuIRYrDYmzd/B4u3lvedGtuGGturuvAOpBdw6dSO5xWqRzdR8tRv85BtiySgo47PyViuvDm3Fom3J7E8twM/Nga6RPszZlIhBp+G61kH8sCUJrQZiG6kzSO6Oelo38mT5rpO4lnedP1tPuWnrjvLxH+oOwBvaNuKnrWo9vN7R/vyxXw2onro2hnd+22/PtbohLoTBn661LxveeVVEpXPuScnjw5VqocHnB7Wwv1mcbvH2ZF4uL4vwxIBohsaFUFBqZtx3mziQVoC/mwMzJ3QmwP3sffEWbUvmYFohHk4GnqlFnSohLjXn2kK7XgOpLVu20Lt3b/vXjz32GADjxo1j2rRpPPnkk5SUlHDfffeRk5ND586dWbFiBW5ubvbHfPDBB+j1ekaOHElJSQl9+vRh2rRp6HQylSxEQ1dmsfLwnO2VGu1eV15sMyG9gDFTNpBdZCLIw5GTeWoQ9cLgFhj1Wl5fsA+AJwY0Y9uJXNYmqE2MR7RrxJer1QBrVKcwewuWntH+rNqfjl6r4Ya2IXxfXpvqk1FtiQ50q2Z0/1q8PZlXypshD2sbzKLy3l+9o/34o7wq+uP9o/lmzRGKTFa6Rvjw8pCW3D97K0k5JYR6O/HBKX30QK2G/ti8HZitCv1bBDCiXUi1z732UCZPzP+3ztN9vSIpNlm4Y9pmdibl4e1iZNadnQn3OXPNKVDbwHxQHrjd0zMSD2fDWR8jxKWgoLzsgYNey1nSsKuo10CqV69eZ1yL1Gg0vPzyy7z88ss1HuPo6Mgnn3zCJ598cgFGKIS4XBWbLEycEc+aQ5kYdVo+G9POXgzycEYho77ZSGahiSD3f4OoJwZE08TXmbumxwNw19VNMFls/LRVbR1zT89IPiqfNRrbJZx5m9XE3Wui/20DM+GqxkxZewxQa0VVtJqpyYo9qTz2ww4UBQbGBvLrrlSsNoVukT78fTCj/JxN+G1Pqn1Z8Ytb2/HZqgT+3J+Og17LF2PaVwla3vh5HwfSCvB1deCN4bHVJrhvPZHD3TO2YLLauC42kBcHt6DUbGPCtC1sPqYmnE+/oxNNA84cCFb4aWsSSTkl+Lk5MP4MfQOFuNQczSwCINzH+awb2k5Xr4GUEEJcCHnFZu74fjPxx3NwNur4emwHrmqqNiA+llnEqK83kFFQVmkm6p6ekXSJ8Gb0Nxux2hRuaBtCswA3e12m+3pF8tXqw1htCgNbBbJibyplFhsdw73450gWADd1aMSP8clYbQrD4oK56+qI6gdYbs2hDB6YvQ2rTaFvc3/WJ2RSarHRPsyL7SdysCowpE0widlF7EjKw8vZwHe3d2LDkSw+Lc+TenNELK1CKrdn+X1vmn2m7P2Rbapd0ktIL2DCNHWX4tVNffng5jhMVht3z9jCP0eycHVQg6jTz10Ts9XGp3+qY7q3Z6QkmIvLyq6kPACi/F3P+bESSAkhriipeaXc9u1GDqYV4u6o57vbO9kTsI9lFnHL1xtILygj2MORtHy14/v4bo0Z0S6Em776x55vNKxtMBOmbbHfv2BrstocuLE3iTklpOWXEeHrQkpeKSVmK92jfDiYVkBWkYmWwe5MHn7mOkvrD2dy13R1NqhnMz92JuWSV2KhRZA7x7IKKTarpRM8nAws2ZGCUafl69s6UGyy8Oi8HYDajLgi36vC8awiHvthO6DOZPVoVnWX3omsYsZM2UhOecPlL29tj6Jgn8FzNuqYdntH2obVvvbT2oRMknNL8HEx2ndDCnG5+PuQOvvbPcr3nB97ye7aE0KIc3U4o5ARX6znYFohAe4O/HBPV3sQdSKrmFHfbCA1v5RgD0fSC8qwKgo3tm/EnVc14bZvN5FbrDb5fahPFA/M2oalvGTArqQ8knNLCPd2wsfVyO7kPDyc9Hi7GEnOVXOUQr2c2ZGYh7ujni9vbX/GGZkNR7LsxS27RfpwJKOQ9AITkX4u5Jea7bWiukf62Os/vTeyDU18Xbh7ejwlZnUW6dnrKrdcKTVbuX/2VgpKLbQP9+Kpa6u2ZEnLL2XM1A2k5ZcRHeDGtNs7odNquHdmPKvLa2VNHdeRDuV99Wpr6fYUAAa3DpIK5uKykpJbQvxxtYxSjzOUB6mJBFJCiCtC/PEcRnyxnuTcEiJ8Xfjp3m7EBKo1cxKz1SDqZF4pIZ5OZBWZsNgUBrcO4rnrmnPn9C2czCslyt+Vd29szf2ztlFQZqFTYy8cDFriT+Tg7qjn2lZB/LJbTVzvHe1fXvJAx11XRzC3PF/qw1viKvW3O936w5nc/p0aRHWP9CEtv5TEnBIaeTmh02rsyeOjO4fxzgo1cfvZ62Lo1yKAu6ZvsTdL/nRUu0o1qSpqUO1OzsfL2cCno/9tVlwhs7CM0d9sIDG7hHAfZ2ZM6IST8f/snXdclXX7x9+HvUFARHEALhSQIcPKytKWTTUtt6KW2bKelk1t2c62OXFrpWVmZdpwpQKCAuIA2cje6+z7+eM+HEWGgODq+369ntfveTjj/nL8ncPnXNfn+lymPLrmMH8bsqtWTAvlut6tiyzQ6SWjKf6egG6teqxAcLnZFJ2FXpJXxTT33m0KIaQEAsFVz66kfCYsPWisKH0/+zq6d5I/ELNKanh4yUFyymrp5mhFaY3a2L57b7Q/j649bIw1WDxpMM9+d9QoVob1d2NLbA4mCtlDtXSvnLM0NqQ7PxkqMK/dM4AvDN6giBu8uNWn6TDgPacKmb4ymlqNPHlXUqPmdGE1XRwscbG14FR+FS62Fswd3s+YDTXtek9mDvXi+R/iicssw8HKjGVTQxqYy1fuTzea4r8YH0xXR+t6t5fXaJi8PIrThdV0dbRi7Yxw7K3MmbU6xliJaouIAjieW0F5rQY7SzOCeji1+vECweWiWqU1Vn3b2pIWQkogEFzVrDmYwSNrYoziaMOscFwM5upzRZSHkzWVKi01ah1D+7jy5fggXtySQFRaCfaWZqycFsonO0+SkCOP/D95ax8+3ilXhOYM68OSvanoJRjp5872eHn58NTrenEorYTCShV93Ox4oZkdejuT8pm5Wj7nTf1cqVRpOJ5biYutBd6uthzNLsfe0ozX7x3IGz8fMy4ifu2egXz2Zwrbjp7BzETB4smD6d25viF2z6lC3vlVjmt4ZeQAo7G+jgqlhikrDnE8twJXO0vWzxqCs60FEZHR9TxR1/duvT8E4FBaCQBhXs7NJrcLBFcakf+mU1KtxtPFxhiN0lrE/8cLBIKrEkmS+OD3E7z2U6IxoHLJ5MHG9PDM4hoe+vYAOWW1dHeypkatpVKpJaRXJ76dHMwnO08Z16EsmRLCb4m5/JqQh7mpgrfv9+Utw1Li+wO7sedUIWU18lLinLJaKpRaAno4McTb5WzQ59iAJr1Bmw9nM3vtYdRaPcN93Kio1RhbcP4ejhxILcHSzIS3HvDjrV+SqFJpGeLtzCfjAvkl/owxcuGdUX4NxE5KQSWPr4tFp5cYHezB9Bs8691erdIybUUUR7PLcbIxZ+3MMFzsLJi6Iso4nbcqIozwi0ggP5VXCYBfN7F+RHD1kFeu5Jt/5Ey4uSP6XXB/ZFOIqT2BQHDVodLqeOGHeLYa2mvP3taPJ2/tY5ySyyiWIw7OlCvp4WxNrVpHaY0GPw8Hlk8LZVN0Nsv2pQHwwYODyK9QGlPMF9znx1f/nKa0RoO/hyOWZibE58jRAwHdnVgflYmDlRnvjfZn2sooAGbd5E1AEy2tZXtTeXu7XC2qizI4kiUvGw73cub3Y/mYmShYONqfj3eepKhKzcCuDiydEsKxM+XG+IVHb/LmodD6rYeiKhURkTFUqrSEenZi4Xl5UTVqLTNWRRObWYajtTlrZ4Tj7mDFpGWHiM+WjfGrZ4QTeJHtuOQCWUi1NG9KILgSqPvSEtjDifsuwtsnhJRAILiqKK/RMGtNDFFpJZiZKHh3tD/jQnoYb08z5ETlVSjp6WyNVi9RVKWmfxd71kSEE5VWwlvb5RTxeXf54O1qx0NLDgDw2M3eRKUVc+xMBc62FowO9mDBtiQUCnj05t68//sJQBZfG6Iyya9Q4eliwzMj+jU4p04v8fb2JFbuTwdgYnhPks6UE2cQUTf1dWVbfC4mCrnStHj3aaMJPDIilNJqDbNWy1Ws2wZ24YXzJvBq1TpmrIox7sFbPGkwlmam9W+PjOFgaomx6uTuaMXDSw5yIq8SZ1uLVuVENUeqIczw/JajQHClsj0+l+0JuZiaKHh3lH+9rQCtRQgpgUBw1ZBZXEPEqmhSCqqwtzTj60nB3HjOuHJKQRUTl8mj/V6uNmj1EmfKlMYJtfTiap5YH4skwfiwHtwf2I17v9yPUqPnlv6dcbW34pvdqZiaKHh55ABe35oIwCNDvVj1b7rxcd072bDmYCwA74zyb9DSq1BqeHbTEXYdlyfZ5o7oy5/H80nIqcDR2pzhA2QTO8h7/DZEZRkjG9bOCMfC1ITxkfL6Gj8PBz57OBDTcz7otTo9T22M42hWGU425kRODzP6wkCOQTg3WHNVRBhdHCx56NsDnC6sprO9JetnhrdLBamsRk1Zjbxew9O19RNPAsGl5kxZLfO2yJXex27uzcCLbEkLISUQCK4K4jJLmbkqhuJqNe4OVkRGhBrjDUBeQDxx2UGKqtT06WyHQgFpRVV4OFmzYdYQ1Do9s1afNaW/dvdAJq+IorBSzlOKuMGLiFXRALx4R3+W7U2lRq3j+t4uFFWryS1X4uliw2v3DGTelgQkSc5MOj/AL6WgikfWxJBaWI2FmQnz7x3ImoOZHM+Vq1wjBrjxXYy8kHj+vQPZHp/LEYMgWh0RTmd7SyYtO2Scrls+NdTo+wLZG/ba1mPsTMrHwsyEJZND6lWClBods1bH1DORd7azZOziA2SXypOL62YNwcv1wrvzWkJCjpwI3b2Tdb1zCgRXIkqNjjnrYo0+x6dH9L3o5xRmc4FAcMXze2Iu45ceNKaGb33ihnoiKjGnnPFLZRHVr4s9ZqYKkguq6GxvybqZ4dhamjF9ZTRFVWoGdHXgi/FBvP3rcQ5nyPvkFo7253/fywt+7x7UlZyyWk7kyRN1o4I82Bybg0IBH40NoKJWa5zam31z73rn/D4mi3u/2EeqQQR9PTGYZXvTjNNyd/m5G0XUq3cPYG9y0dmq0fQw+rjZ8ex3R4gxnCtyehhdHKzqXeOzP5PZEJWJQgGfPxxImNfZ4Ey5EnVuOnkYTjbmjP32X7JL5T19382+rt1EFEBcZhmAMfhUILhSkSSJeVsSOJIlewY/fziwzQbzcxFfHwQCwRWLJEks3ZvKwt9OIElwS//OfDkhGFvLsx9dsZmlTF0RRaVSi283B8xNTTiSVYaLrQXrZ4bTvZM10yOjSS6owt3BiuVTQ9iekMv6Q7IYWfRQIJ/uOkVBpYq+bnbc7d+VOevktt2C+3xZ8Ivsp3rkJm9CPJ1ZsS8NrV4ipFcno7+ovEbD/G3H+DFObtdd39uF/93en6c2xMn5VU5WDPdxY83BTEAWUXFZZfxpWDq8bGoIg7o78vrWY8bJwW8nD6a/e/3WW+T+NBbtkif43rzPlzv9zo5r16rldt7e5CKszWURZW1uytjFByit0dCvix1rZ4Tjdp4wu1jqljW3NgldILjULN6dyo9xOZiaKPhmYjC9XNrnC4UQUgKB4IpEo9Pzxs/HWH9IFh9TruvF6/cMrJdTdOB0MTNXRVOt1hHUwwlTE4WxmrNmRjh93Ox49adEY4Vm+bQQSmvUvPaT7H363239OHamgr3JRViZm/D2A35GETX9Bk/2JBdSWKnCu7Ot0VC+MykfgDv93NHrJf5IyueNnxPJr1BhooBnRvTjhj6uzFwdQ0m1Gi9XW4b2cTWG/r080oeTeZXG6IXFkwczxNuFz3Yls+ZgBgoFfPpQYIOYg5/icpi/TRZ1c0f0ZfJ1nsbbatVyO29fivx7rpwWCsD4pQepUmkZ1N2RVdPD6GRr0a7/RlklNRzJKsNEAXf4Nh1EKhBcbnYm5fPBDnlYZP69A7m+DTv1mkIIKYFAcMVRUq1mzrrDHEwtQaGAV+8eSMQNnvVG+/86kc/stbGotXqu6+2MqcKEfSlF2FmasToijIHdHFi2N5V151Seujlac++X+4w+qZBezkxYdhCQKzzL9qVRXK3Gx92eEQO6MHHZIRQK+GDMIKOhPLusBoDl+9JYdSCdrJJaALxdbflw7CBq1XomLT9EjVqHXzcHAns6GUXUa3cP4HRRNd8frksgD+KW/m6s+jedT3edMp7jnkH1R7F/T8zjf9/Li4qnXe/J08PP+jqqVXLEwcHUEmwtTImMCKNKqWX22sOotHrCvZxZNjUEe6v6SejtwQ+H5TZluJcLbvbtW+kSCNqLuMxSnt4YhyTBpCE9630JaQ+ER0ogEFxRJOdXcv9X+4zCYOnkEGYM9aonon4+eoZHDNEAt/q4YWVmyr6UupZWKEE9O7ErKb9e2vfwAV14amMc2aVyxMCCe3353/dH0UswJrg7oGBnUj7mpgo+GhvAO4bsp4dDe9RrW30xPhhPFxtyy5VkldRib2XGY8N68+vTN3K6oJppK6OMJnX/7o6sNbTz3rh3IFmltcaW4sdjA7jTrytbYrN542d5HczTw/s2+JDfc6qQpzbEodNLjAnuzuv3DDS+FlUqLdNXRteLOMgtV9Yz1a+KCOsQEaXR6dkQJf9u49u4WkMg6GhO5FUwbWW0caPBG/f6tvs1REVKIBBcMexKymfupiNUqbT0dLZh2dQQ+p03or/mYAavb01EkuDegK5odBK/J+ZhaWbC0ikhhHg6czy3wvgNdHxYT2YM9WLRrmSjf2jxpGAW/n6cnDJZVM2+2ZtRX/8LwLO39SfpTAVJuRU4WJnx3O31174E9nDi16dvZPWBDFztLLnbvytW5iYs2pVsTCC/L6ArZiYmbIjKQqGAdx7wI6Wgmsh/01Eo4MMHA3ggyIPfE3ONgZvTrvdk7nkTRP+eLmLW6hjUOj0j/d15f8zZvJsKpYZpK6KIzSwztjITsst4/edjSBLcH9iNj8YGtIuZtjG2xGZTUKnC1c6SO33dO+QaAsHFkF5UzaRlUZTXagjq6cS3kwd3yPtBCCmBQHDZkSSJJXtSee932VQe5uXM4kmDcT7H0yNJEl//c5oPd5wE5IDLapWWbYm5RnP20L6uFFQomREp+6au83bhzft9+edUIZ//dXbNytGscn5NyMPMRMFnDwXy9vbjVKm0DO7ViclDejHik90APHlr33r5THXYWJgZJ/Zq1Tqe2BB3ziSfN+lF1fx8TA7b/PDBAI6dqWDFfjlJ/d1R/jw4uDt/nyzgSUOl6cHB9StNANHpJcyIPFtZWvRQkNEfVlajZsqKKOKz5XDP1RGh7D5VyCeG3YCTh/RiwX2+FxUy2BxKjc5oen/0Jm8szERzQ3BlkVtey8RlhyiqUuHjbk/ktLB6QyrtiRBSAoHgsqLU6Hj5xwRjQOXE8J7Mv8+33jdHvV7irXNSwh8f1pv8SiU/HZEX+X4xPphh/d1QaXU8uvYwZ8qVeHe2ZfGkwRRVqZi78QiSJD/34F6duHPRXgCev6M/qUXV7D5ViIWZCe+PGcS6QxnkVSjxcLJm8nW9mj17XrmSR9fEcDS7HHNTBa/ePZBdx/PZm1yEhakJn48P5FBaifHcC0f7Mz6sJ/tTipi95rAxbuH9MYPqiZ6Y9BKmrYiiVqPjxr6ufD0x2ChWiqpUTFp2yJhOviYijO9islh1QPZhPTW8L8+M6FtPlLU3kf+mk1uupKuj1QVfI4HgUpNfoWTiskPklMmRH2tmhONo0/7t7TqEkBIIBJeN4ioVs1bHEJtZhqmJgtfuHsC0G7zq3Uet1fPi5nhjtMCrdw8gtaiaHw7LY8xfTgjiTj93JEnipc0JxGWW4WBlxoqpodhamvLo2hjKa+W9efNG+jB5uSxQrvN2YUxwd277VK4+PT28Lz2dbYyVo6eH921yCTFAVFoJc9bFUlSlwsnGnA8fHMSXf5/maFaZsX2483i+0SNVJ6IOphYzY1U0Kq2eEQPcWPRQ/dTymPQSpq6Iotrgs1oyOcR4jrxyJROXHTSmk0dOC2XxnlS2HZV3Dr5x70Cmn/f6tTcFlUq+/CsFkHccNvcaCQSXmjNltUxYepD04hq6OVqxdqYcctuRCCElEAguCyfyKpi5Kobs0locrMz4eqLcmjuXapWWx9bFsudUIaYmCj580J/DGWUNDNsA3+w+bcyI+XriYDxdbfn4j5NG0/pnDweyfG86cQZP0YdjB/HBjhOU1mjwcbfnkZu82Xb0DPkVKro4WHJ/UONLTPV6iW92n+aTnafQ6SV83O1ZcL8vL29J4HRhNU425qyYGsr3h7OMHqn3xwxiXEgPotJKiIiMRqnRM6x/Z76aGFyv8hZtqETViajlU0OxtpCFSlZJDROXHSKzRP4DsXRqCO/9doK9yUVGg/z9gR4d9K91lvd+PUGVSk6Flk36AsGVQXZpDeOXHiSrpJbuneSNBt07dfzaIiGkBALBJefvEwU8sT6WarWOXi42LJ8aSh+3+gtvi6tURKyKMVZ4vpoYxL7kYmOcwSfjZMM2yJNtHxm8Uwvu82VoX1cOZ5Tw1d9y5eS9MYPQ6CS+/Fv29bz9gB/FVWpjyvg7o/wwNzVhc6z8vyeF96q3ALiOM2W1PP/DUfanFAOyoXv6DZ48uuYw+RUqujpasXJaKEv2pLIlLgcTQxr66ODuRKWVGCf6buzr2mDJ8IHTxURERlOraSiiUgqqmLTsEHkVSno4W/PVhGBe2pxAQk45NhamfDNpMDf369zgvO3N3ycL2BInp7zPv3dgh3mwBILWklksi6icslp6Otuw4ZEheDhZX5JrCyElEAguGZIkEflvOm/9koReguu8XfhmUjBONvWDIjOKq5myIoqM4hpDhSeEn4/mEvlvOgDvjfZnVJBcDTldWMXj62LRSzAupDsTw3tSodQwd9MR9BKMDvbgTj93Rn29H41O4raBXbjHvyujvpGn9EYHeTC4lzP5FUr+PS0LpDqBdu65v4vJ4q1fZFO6tbkpC+73pauDFZOXRVGp0tLXzY5lU0L44I+TbI+Xt8oveiiQewO6cSi1mOmRZ0ewl04JqdcS25dcxMzVcqXqxr71bz92ppypK6IoqlLT182O90YP4qkNcaQX1+Bsa8HKaaEE9HDqiH+uepTXaHh5SwIAETd4EdRTrIQRXBmkF1UzfulBcsuVeLnasmHWENwdL12umRBSAoHgkqDV6Zm/7ZjRMzQupDtvP+DfYOLraFYZM1bJe/G6d7Imcnoo38VkG6MDFo7y56FQObeoVq3j8XWxVKq0hHp24q0H/FAoFLz+U6KxvD//Pl+W7EklMacCJxtz3n7Aj61HzxCfXY69pRkvjfQB4HRBFZIkB2v2cD7bDjiRV8GCn5M4kCqLrKCeTnz4YABHs8qYHhmNVi8R5unMFxOCeHlLAn+eKMDcVDbA3+nnzr+ni5gRGUOtRhZRy6bWF1G7kvKZsy4WtU7PLf07882kwcbbD2eUMG1ltHH9zcsjB/Do2sMUVano3sma1RFheHeuX8nrCCRJ4pWfEoyLm8+PhBAILhenC6uYsPQg+RUqeneWRVR7r0G6EEJICQSCDqe8VsMT62PZm1yEQgHz7vJh1o3eDSbLdiXl8+SGOGo1OgZ2dWDl9BC+3Z1mNIC/84A/D4fJIkqSJF7YHM+JvEpc7Sz5akIwlmambD2Sw09HzmBqouCzhwMprFQZ851ev2cgjtbmxjbgnFv6GBO5tXoJgOzSWpLzKzlTruT7mCx+S8xDp5ewNDPh2dv6EXGDF5/uOsXX/5wG4N6Abiy4z5cn1sfy7+liLM1M+HbyYIb1d2PPqUJjOOZN/TqzZPLgeiLql/gzzN14BK1e4k5fdz4bH2hs9+1NLuSR1Yep1egI9ezEzBu9eGR1DNVqHQO6OrBqeugl+4Ox9cgZfqmrsj0cZGw5CgSXk+T8SsYvlSMO+nWxY93MIR1uLG8MIaQEAkGHklpYxczVMaQWVmNtLpu+b28kwHGtIWhTL8HN/Trz5YQgvvgrxSii3n7AjwnnJGhH/pvOtqNy/MFXE4Jwc7Aiv0JpTAl/8tY+BPfsxOTlUagNQmZUkAerD2RwxjC6P/0GT+Pz2VvJH4dqnZ7bPt1T72x3+bnz8sgBuNpZ8vSmOH5NyAPgsWG9mTnUi+mR0RzNKsPWwpTl00IZ4u3Cn8fzeWytXGka7uPGVxOD64mojVGZzPsxAUmCBwzhmXU5Udvjc5m7KQ6NTuLmfp25y8+dx9fFodVLXN/bhcWTB+PQAWnljZFaWMUrP8otvadu7UvgJWgjCgQX4kReBROXHjKudFo3M7zRzLdLgRBSAoGgwzhwuphH18RQodTSzdGKJVNC8PNwrHcfvV5i4W/HWbpXFkxyy8+Phb+dMOYvvTvKv56IOppVxrt161/uHkC4twt6vcRz3x+lrEaDn4cDT9zShy2xOexLKcLSzIS37vdFpdXz9T+yAX3OsN71hE1gDyfmjujL74l55JTVYmai4L6AbowN6YGfhyOZxTWM+no/J/IqMTdV8P6YQVzX24XxSw9yKr+KTjbmRE4PI6CHU71K0x2+XfhifHC9Fuayvam8bVhBMz6sJ28/4GeMQFh/KJNXfpIF1kh/d3zcHXjJ4E26N6AbH40d1KgRviNQanQ8sT6OarWOMC9nHr+l9yW5rkDQHMfOlDNp2SFKazT4dnNg7Yzwdl/I3RqEkBIIBB3ChqhMXvspEa1eMq5nOH+xrVKj49nvjhgrPM/d3o85w3rz1vbjRhH11nmVqNJqNXPWxaLRSdzl58606z0B2Bidxd7kInldy0NBVKt1xl17c0f0o5eLLRujMo3TdeNCe9Q7i0KhYO6Ifswd0Q+QW4d1rcd/U4p4fH0spTUaXO0s+HqinLo+5ut/OVOupIuDJWtnhNO3iz3fx2Tx4uZ49I2saZEkiY/+OMlXf8ttwUdv9ualO31QKBQNktvHh/WQpxMNaeWP3uTNi3f6XNJJuQXbkkjKrcDZ1oLPHz6brC4QXC4SssuZtPwQ5bUaAro7sjqiY8M2W4IQUgKBoF3R6yXe//0E3+5JBeQqyocPDmoQ3FhYqWLmajnewMLUhA8eHMR9Ad144+djrDkop3S/P+assbzuuZ/57ogxsfj9BwehUCgoqFCy8DdZND1/hw993Ox465ckSqrV9HGzY+aNXsaJQZCnzi5U1VEoFOj1El/9ncKnu06hl2BQd0eWTA7hTHkt4749QEm1Gm9XW1bPCKN7JxtW7k9jwbYkQF52/M4of2OlSaeXeH1rIusOZRrO2Z85w3obr3NucvsjN3qTWlTFruMFKBSyt6ujgzbP57voLDZEyVETnz4UeEmnoASCxjiSVcbk5YeoVGoJ7ulEZETYJWtxN4cQUgKBoN2oVcsVpt8S5QrTs7f148lb+zQwlZ/Iq2BGZAw5ZbU42ZizZHIIIb068fKPCWyMzmownVfHsn2p/HOyEEszE76eKPuEJEni5R8TqFRq8fdwZNr1nqQUVBpF02v3DMTc1ISY9BJO5FVibW7aoBrVGIWVKp77/ii7TxUC8FBIDxbc78u+5CKe2BCLUqPH38ORyOmhONta8NmuZD7dJVePZg714pW7Bxh/b5VWx7ObjrI9IReFQvZ7TQyXV6uotXpe+OEoPx2R08mfu70ff50oIDazDAszEz57KJC7/Lu28V+kbcRllvLq1kQAnh3R75JkVAkEzXGuiAr17MTK6WHYddDuvNbS5lNkZWWRnp5OTU0NnTt3xtfXF0vLy2P0EggEl5+iKhUzVp2tML3/4Nmsp3P560Q+Txp8N16utqyYFkqPTtY8/0M8m2OzMVHAJ+MCG2Q5Hc4o5YPf5bbXG/f6MrCbAwDbE3LZdbzAmO5taqLg3V9PoNNLjBjgZhQB2xPkpcJ3+bnjaN38t9i/TxTw/A/xFFWpsDQz4e0H/Bgb0oN1hzJ4fesxdHqJW/p35ssJwXKm1LYko3A7XzxWqbQ8uiaG/SnFmJsq+PShQO4Z1M1422NrD7M3uQgzEwUvjxzA+qhMUgqqcLAyY/m0UEI9ndv4L9I2cstreWTNYdRaPSMGdOHxW/pc0usLBOdz9BwRFebpzMrpoR22gLgttOokGRkZLF68mA0bNpCVlYUkScbbLCwsuPHGG3nkkUcYM2YMJiaily4Q/FdIKagiIjKazBI5QHPplJAGAkCSJFbsT+ed7fXDOO0szXh60xFjiOXHYwMaiKgKpYanNshTa3f7d2V8mFxRqlRqmP+z3Ep7bFgf+rvb829KEX+dKDAKkzp2GKpkzVV3KpQa3tyWxA+H5YRzH3d7Ph8fRJ/Odiz87Tjf7pbblWOCu/PeGH8Anv3uiLGaNP/egfV2BRZWqpgeGUViTgW2FqZ8OznEuAansFJFRGQ0CTnlWJub8vJIH778O8Xo4VoVEUa/Lvat/Je4OKpVWmatjqGwUoWPuz2LHg4U6eWCy8rRrDImXcEiCqDFaufpp5/G39+f5ORk3nzzTY4dO0Z5eTlqtZq8vDx+/fVXhg4dymuvvcagQYOIjo7uyHMLBIIrhJj0EsZ88y+ZJTX0cLZm82PXNxBRGp2el39MNCaaPxzag9UzwrAyN+Xx9bFsj8/F3FTBNxODG4gogIW/HjeufnhvjL+x2vPJzlMUVanwdrXl8Vt6I0kSH/4hV60mhvc0hlVWq7ScKVcCEO7dsMIjSRK/xJ/h9k/28MPhbBQKmDHUi58ev4EenWx4ckOcUUT977Z+fDR2EBqdnpmrYvjpiBzBsOihwHoiKqO4mgcX/0tijmzW3vDIEKOIqrstIaccZ1sLXh45gA9+P0l+hYq+bnZsfuz6Sy6idHqJpzfGkZhTgYutBUunhFwxrRPBf5OrQURBKypSFhYWnD59ms6dG/bK3dzcuPXWW7n11lt54403+PXXX8nIyCA0NLRdDysQCK4sfkvIZe6mI6i0egJ7OLF8akiDLJeyGjWPrY3lQGoxCgW8MnIAM4Z6odTombk6mv0pxViYmvD1xGBGDOzS4Bq/J+ayISoLkJf/2hvMpUezyozttPn3+WJpZsrOpHziMsuwMjfh8VvPtqTyKmQRZWth2sCcejijhI//OGVcD9PT2YaPxgYQ5uVMQYWSGatiSMgpx9xUwXujBzFmcHdKqtVEREZzJEu+1jcTB3OLj5vxOROyy5keKa916eFszeqIcLxcbRu9ber1nrz1SxJqnZ4wT2eWTgm55FNIkiTx1i9J7DpegKWZCUunhtRLdxcILjXx2WdFlOyJujJFFLRCSH344YctftKRI0e26TACgeDqYdW/6czfdgxJghED3PhifHCDxOvUwipmrIohragaWwtTPh8fxPABXahQapi5KoaotBJsLUxZOjWE63u7NrhGSbWaV3+STc+zb+7Ndb1dAPkP/5u/JCFJMCrIg5v6dUaSJL74S04wn36DV72ohbrKSo1Gx/b4XPw8HDhwupgtcTlEpZUAYGFmwmM39+YxQ75UfHYZj6w+TF6FEmdbCxZPGkyYlzPZpTVMWRFFamG1vAdwWijB5+yd++dkAXPWxVKjltPZIyNCjWfZc6qQx9Yeptpw2+0Du/D2L/K04V1+7nz6UGCD6cZLwbd7Uo2i9JNxgfV+H4HgUhOfXcbEZWdFVOT0sCtWREE7TO0VFRVx6NAhdDodoaGhdO16aadLBALBpUWSJD7ccdK4ImXSkJ4suO9soGQd/6YU8di6WMprNXg4WbN8Wgg+7g4UV6mYvDyKpNwK7C3NiIwIZXCvxg3Vb/2SRFGVmn5d7Hjmtr7Gn/+akMfhjFKszU158U55V97e5CLis8uxMjdh5tD6UQFdHKy4vrcL/54u5vH1sfVuMzdVMDqoO4/f0oeeLnIV5se4bF7cnIBaq6d3Z9kQ38vFluO5FUxdEUVBpYpujlasnhFGH7ezLbjvYrKYtyUBnV7ixr6ufD0x2FhB2xKbzQs/xBvTyXs527Dozzrh58lrdw+8LH6kLbHZvPfbCQBevXsAdw8Sn+GCy8ep/EqmrIiqN513JYsouEghtXnzZmbMmEG/fv3QaDScPHmSr776iunTp7fX+QQCwRWERqfnxc3xbInNAWS/0BONxBusP5TJ61vlMM7gnk58OzmEzvaW5JbXMmV5FMkFVbjaWbIqIhTfbo6NXYq/TxTwY1wOCgV88GCAMfdJqdEZU80fucnbmG+0fJ+cjP5waM9GV0W8O8qfb/ekEpVWzOnCavw8HLjLryujgjzo5mQNyIuV3/vtBMsMzzVigBufPhSIvZU5B1OLmbUqhkqVlv5d7FkVEWa8tlwNSzGGZ44K8uD9MYOwMDNpELQ50t8djVbPhmi5XfnKyAHMvNGrwWt4KfjrRD7P/xAPyJENM2/0vuRnEAjqyCqpYfLyQ5TVaAjs4XRFRRw0R6tOWFVVhZ3d2U3jCxYsICoqin795CTg7du3M2vWLCGkBIJrkHNH9U1NFLw7yq9BzpNOL/HO9uPG/Xj3B3bj/TFyGGdKQRVTlh8yJoGvnzWE3p3tGrsU5bUa5hnWokTc4FVvv9vSPanklNXS1dGKR2+W//CnFVWz+1QhCgX19uedi6erLQtHy5N2Wp2+QUp3YaWKpzfGGb1Sj9/Sm//d1h8TEwW/J+by1MYjqLV6Qj07sWxKqNHHpNXpefWnRDYahNFjw3rz/O3y47Q6PfO3HWPtQTmEc/J1vYjPKuNodjkWpiZ88lCAMQrhUhOVVsJja2PR6SVGBXnUm3AUCC41BRVKJi47RH6Fiv5d7ImcHnpViChopZAaPHgwH3zwAffff7/8YDMzCgoKjEIqPz8fC4vLt+9GIBB0DAWVSiIio0nMqcDa3JSvJwbXM1eDLLSe2hDHXycKgPrVqsSccqatlA3W3p1tWR0hJ4E3xWe7ksmrUOLlastzt/c3/rykWs3i3XJL8aW7fLCxkD/CNkTJQuWW/m70crG94O9zvoiKzSzlsbWHya9QYWNhysdjA4wxCasPpPPGz7IX7LaBXfhifJDRx1St0vL4+lj+OVmIiQIW3OfL5Os8ATmc9MkNscZ08jnDerPtaK4xImLJ5BDCvC5tRlQd8dllRERGo9LKC5U/eHCQiDkQXDbKatRMWRFlnPxdPSMMJ5urR0u0Skjt2LGDOXPmEBkZyVdffcVnn33GQw89hE6nQ6vVYmJiQmRkZAcdVSAQXA7Si6qZvOIQWSW1uNhasHxaaL0KEUBOWS0zIqM5kVeJpZkJn4wLNHpt9iUX8eiaGKPBeu3McJybWTCaUlDF6gPpALx5v289A/uSPalUq3X4eThwX4BcydHrJbbHy2Gb40IunFh+Lnq9xLd7Uvlk50k0OonenW35dvJg+rjZo9fLUQrfGLxgE8J78uZ9vkYRVlChJGKVLC6tzE34YnwwtxmmDs8NJ7U0M+HxW/qwfF8a5bUaejhbEzk9rMlqXEdzPLeCycujqFJpGeLtzFcTg427AAWCS41Kq+OR1Yc5kVdJZ3t5Z2UXh6trHVGrhJSnpye//vor69ev5+abb+bpp58mJSWFlJQUdDodPj4+WFldXS+AQCBomnNH9Xu52LBqehiervUrPkezypixKoaiKhWudpYsmxpiFFq/xJ/h2U1HUev0XN/bhW8nDzaarxtDkiTjouNbfdy4se/ZuJWCCiUrDS3DucP7GT1FiWfKySmrxc7SjGH9W77KpKBSyXPfx7PHsALmbv+uvP/gIOwszVBpdTz/fTw/H5WDNs9PK0/Or2TaymhyymRxuWxqCEGGSbfUwiqmrTwbTjr1ul58+VcKap2eoJ5OLJ0SgmsjHq5LQXJ+JZOWyQtfg3o6sWxq6GWZEhQIQH6/v/hDPFHpJdhbmrFmRliLKspXGm1qQE6YMIG77rqL5557jmHDhrFkyRICAwPb+WgCgeBysi+5iEfWxFCj1uHbzYHI6WF0tq8vAH5PzGPupjiUGj0+7vYsnxaKh8G4Hbk/jQWGiIKR/vJo/4UWBf+RlM+B1GIszExYcJ9vvdu+2X0alVZPcE8nhg8421Y8lCrHFwzxdmmxKPg1IZdXfkygtEaDlbkJb97nx9iQ7igUCspq1Mxee5iDqSWYmSh4b8wgHhx8dtXNgdPFPLImhkqlFi9XWyKnhxo//KPSSnhkTQxlNRp6OttwS//OfPZnCnB54w0AUgoqGb/0EMXVavw85H/Pq8WDIrg2WbQr2Rho+/WkYHzcHS73kdpEq99Fv/32G0lJSQQEBLB8+XL++ecfJkyYwMiRI3nzzTextrbuiHMKBIJLyK8JuczdeAS1Ts8NfVxYPKl+JUmSJJbvS+OdX48jSTDMsHfOztKsQTzC5CG9mH+fb4N4hPOpm5gDeYLs3EDIwkoV6w/JPqhnb+tfb8LtcEYpACGeF84+KqxUMf/nY8a9ewO7OvDpQ4H0d5cjDDKLa5gWKWdE2VqY8s2kwdx0zsLerUdyeP77eNQ6PYN7dWLplBBjm/Lc2wZ1d6R7J2tWHcgA4NGbvHnxTp/L5kNKzpdFVFGVigFdHVgTEX7BfYMCQUey+XA2nxniP95+wK9e9flqo1WN8RdeeIFp06YRHR3No48+yltvvcWwYcOIi4vD0tKSwMBAfvvtt446q0AguASsP5TJ4+tjUev03OXnzoppofVElE4vMf/nY7y9XRZRk4b0ZJlhnYhWp+elzQlGEfXc7f148/4LiyiAn46cIa2omk425sw5b1Hu6gPpqLRya+yGPi71biuuVgHQoxnzukanZ82BdEZ8spvtCfJOvydv7cNPj99gFFGHM0oY/c1+Ugur6eZoxeY51xtFlBxhkMLTBnE50t+ddQavlyRJfPX32duGD3DD2tyUXxPyDNON/swbOeCyiajjuRWMX3rQKKLWzwynUzMeNYGgo4nNLOWlLXLsxmPDevNwWM8LPOLKplUVqRUrVrBjxw4GDx5MSUkJQ4YM4bXXXsPCwoK3336b8ePH8+ijj3LXXXd11HkFAkEHsmTPad79Va4KTQjvyVv31w/alCfR4th1PB+on4FUq9bxxPpY/jxRgIlCzm1q6QekUqPjI0PO0qM3967XcqpRa1lzUK7sPHKjd4O8JbVWD0BjOkWvl/jrRAHv/nac1MJqAPw8HHhv9CD8PM7mV51bTRrY1YGV00ONhtc64Vh3hhlDvXjFIIw0Oj2v/pjIphg5+uCh0B7EZpSQXCBXtL6aGMyw/m5cLhKyy5m8Qs7l8e3mwNoZQkQJLi9FVSrmrI1Fo5O409ed58+Zyr1aaZWQsrGxIS0tjcGDB5OVldXAWO7r68u+ffva9YACgaDjkSSJD3acnVCbfXNvXryzfgvt3Ek0CzMTPj1nMq+8RkPEqmgOZ5RiaWbCF+ODuN3XvcXX/y4mi7wKJR5O1ky73rPebT/G5Rg9R7c1sovPy9WWo9nlfPVPCsMHdMHCzITCShU7juWx+kA6p/KrAHCxteCp4X2ZGN7TOHmn10ss+jOZzw0thtsHduHThwKNScq1ah1PbYxjZ1I+CgW8dvdAIgyp6RVKDXPWxrIvpQgThdy+2xKXQ36FCjd7S1ZMC60n1i410eklRKyMplKlJbCHE6umh13yHX4CwblodXqe2hBHXoWS3p1t+WhcwDURu9EqIbVw4UKmTJnCU089RU1NDatWreqocwkEgkuEXi8xf9sxVhv8PC/d5cPsm3vXu09GcTVTV0SRXixPoi2bEkKIp5yBlFNWy9QVUaQUVOFgZcaKaaHG21qCWqtncZ2AM+y5q0OSJFYZdsBNvd6zQf4TwLyRA/jnVCGJORXc+vE/WJiZkFZUjSTJt9tZmjFxSE/mDOtTzxdUq9bxv++P8GtCHgCzbvRi3l1nW3DFVSpmro4hLlMWjp89FGjMlsopq2X6yihO5VdhY2HKIzd5s9QQzdCvix0rp4cZTffnE51ewuJ/TlNSo2bmUO8OWcny98kCHlt7GKVGT5iXMyumXT3hhoJrl493ysvBbSxMWTxp8DXz/5Ot+i0mTpzInXfeSWpqKn379sXJyamDjiUQCC4FWp2eF36IZ4thFcs7D/gzIbx+O64uvLGoSi0bqCPOZiAlG/Zi5ZYr6epoxcrpoa2evPktMZcz5Uo621sy9pzpOIDYzDJO5VdhbW5ab3LuXLo4WLFwlD+PrYslu7TW+PNB3R25Z1BXHg7ricN5kQtnymp5ZE0MiTkVWJia8PYov3oZVJnFNUxdGUVaUTWO1uYsnXI2PDMxp5yIyGgKKlV0cbBkXEgPvvgrBZ1hh943kwY3auQ+klXGx3+cZG9ykfFnj6+PJb24P4+f5wm7GLYeyeF/3x1Fq5e4pX9nvp44uMEyaYHgUvPXiXxjxfv9MYPo28X+Ao+4emi1HHRxccHFxeXCdxQIBFc0aq2euZvijKboj8cG8ECQR7377DlVyOy1h40RCCunh+JmL7f0D6UWM2t1DBVKLX3c7FgzI4yujq2b2tXrJeOH6+QhvRpEA2yOzQbk6IDmpszu8u/KH8/cRHGVGgkJTxdb4/6884lJL2H22liKqlQ421qweNLgegnj5wpHDydrVkWEGhcT/3OygMfXxRorT+FeLnzxlxxvMDrYg/dGy/v1ziWrpIYF246x67ic+G5momBsSHf0etgUk8VHf5yst+/vYli2N5W3t8t7CO8L6MbH4wJE2KbgslNSreaFH+SVT9Ou9+TegMuzFqmjaLGQmj17Nq+88go9elw4OXjTpk1otVomTpx4UYcTCAQdg1KjY866WP46UYCFqQlfTmjoadp6JIfnvj+KRicxtI8riyefLcX/eTyfOetijblOy6eGtsnEvPtUISfyKrGzNGOqYbVKHVqdnt8MMQWjgxuvRp1Lvy720NBCVY+NUZm8tjURjU7Cx92epVNC6sUs/HOygDnrYqkxpLBHTg/FzWA63xSdycs/JqLTSwzxdsbZ1sJoQH9qeF+eGdG3gRH+14RcXtwcT6VSi4lC/j2eurUvPV3ka+46nk9xtZrccuVFCSm9XmLhb8dZulcOLJ1+gyev3T3wmvCfCK5uJEnilR8TKKpS0dfNjpfu8rncR2p3WiykOnfujJ+fH9dffz333XcfISEhdOvWDSsrK0pLS0lKSmLfvn1s3LgRDw8PlixZ0pHnFggEbaRWreORNTHsTS7CytyEbyeHcHO/+hkuK/ensWBbEgD3BnTj47EBxkrLhqhMXv1JFhQjBnThywlBbQ6ZrFtu/HBojwZG6Kj0EkprNDjZmDPE++J20ik1Ot76JYl1hiyqkf7ufPhggNFUDrLhfd6WBHR6WTh+MykYeytzJEni011nDen3DOpKXoWSXxPyGg3sBPk1fvOXJOMOwKCeTnz4YAB93M6uhVFpdZTWqAHo0antIkqp0fG/744as7FeuLM/j93cu4GoEwguBz8dyeG3RPm9cjkDaTuSFgupt956iyeffJLly5ezePFiEhMT691ub2/PiBEjWLZsGbfffnu7H1QgEFw8VSotEZHRRKWVYGNhyoppoQzxPtuqP180TLvek9fvOVvZ+Oaf07z/uxyPMCa4O++N8W9z6yitqJq9yfLE29TzJvUAdiXJrbDbBnRp1GTeUnLLa5m95jBHs8tRKOCZEfXXvdTlQH30xykARgV58P4YuUWn0emZtyWBHw7LLcYp1/Vib3IhaUU12Fua8fWk4AZBgsn5lTy+PtY4LTj75t787/Z+DV6n1MJq9BLYW5o1SIxvKUVVKh5dc5jDGaWYmyr44MFBjAq6cPVOILgU5JUreX3rMQCeHt73sk6xdiSt8ki5ubkxb9485s2bR1lZGRkZGdTW1uLq6krv3uIbkEBwJVOp1DBtpRxRYG9pRmREKIN7na306PUSb/6SRKRhSu7c/XJ6vcQ7vx5n+T65gvT4Lb157vb+F/We/96QvXRTv8712mt1xGTIq1+G9nVt8zX+PJ7Pc98fNVa2Pns4qF71TaeXeH1rorFS9diw3rxwh/x7Vam0zFkXy55ThZiaKHj0Jm++i8miqEpNN0crVk4PM4Z5gizINkRl8eYvx1Bq9HS2t+TTcYFNnv9oVhkAvh4ObXodT+ZVMmNVNNmltdhbmfHtpMFc36ftr5VA0N68tT2JSqWWgB5OPDas94UfcJXS5tlDJycnMbUnEFwllNdqmLoiiiNZZThYmbF2ZjiDujsZb9fq9LywOZ4tsTkAvHm/L1MMnqXzb3t5pA+P3HRxH4pqrZ7vDELq3Gm5OpQaHcfOVAC0Kkrh3Of/ZOcpFu+WjewDuzqweNJgozep7hpPb4xjxzE5I+r1ewYy/QY5I6qgUsn0ldEcO1OBtbkpM2/0YuneVJQaObBzxbRQ3B3P5uhVq7S8tCWBbYYlxzf2deWTcYHNVpqOGIRUYI8Lr7Y5n98Tc3n2u6PUqHX0crFh+dTQem1DgeBysy+5iO3xuYZwXr+Lqipf6VwbIQ4CgaBJyms0TF5xiPjscpxszFk7I7xeiV2l1fHUBllQnD+9p9TIt/2R1PC2i2HHsTyKqtR0cbBsNGQzp6wWnV7CztKsyTympjhdWMXcjUdIyCkH5PbkvJE+9RYml9WombkqhpiMUixMTVj0cCAjDRlRqYVVTF0ZRVZJLS62Fjw4uDtf/Z2C/rydgudeb/aawyQXVGFmouD5O/oz60bvCxq94zLLANk/1VJ0eolFu04ZJwWv7+3CVxOCRVq54IpCrdXz+s+y/WfKdZ74drs2W3p1CCElEFzDlNdomLT8EAk55XSyMWfdzCEM7HY256lWrePRtYfZc6oQC1MTvpoYbBQ2NWotMyJjOJBajIUhrfyOVqSVN0fdAuKHQns26rHKLVMC0NXRqsFtTaHXS6zYn8aHO06i0upxtDbnvdH+xhBN43OX1zJleRTJBVXYW5mxZHII1/WWfWJxmaVEREZTWqOhl7MNN/Rx5ds9qfJZQ3rw9ii/euf952QBT66Po1Klxc3ekq8nBreoglap1HCqoBKA4J4tq0gVV6l4euMR9qXIOVQzhnox7y6fa/qbvuDqZMX+NFILq3G1s+SZ2/pd7uN0OEJICQTXKOeKKGdbC9bPCq8Xllmt0jJjVTQHU0uwNjdl6ZQQo5+nQqkhYmU0MRml2FmasXTKWbFxseSU1XIgtRiAcSGNG6N1hljyliw7BjiRV8HrPx0jKt3gq+rjyodjBzXItTqVX8lUQ4BoFwdLVkWEGV+Tv08WMGdtLLUaHf4ejvRwtma9Yeruf7f144lzDOoAq/5NZ8G2Y+glCPXsxFcTg40ZWxciPrscSYLunaxbZDQ/nFHKk+tjOVOuxNrclIWj/dulMigQtDdlNWq+MlRM593l02z+27WCEFICwTXIuSLKxdaC9bOG1DNGn2s8t7M0Y+X0UEINlZSyGjWTlh8iMacCeyszVkWEtbhq0hLqfERhXs5079TQZA7gZhAX+RVKJElq0oxdVqNm0a5kVh9IRy+BrYUpr9w9kPFhPRo8Jia9hIjIaCqUWnp3tmVVRJjx+ltis3n+h3h0eokberugUCiMQaULR/vX83FpdXoWbEsyZkg9OLg7747ybxDE2Rxn/VFOzd5PkiSW7Enlgx0n0eklvFxt+XbyYDkzSyC4Avl2TyqVKi0Dujow6j8i9tskpGpra5EkCRsb+UMoIyODH3/8kYEDB4roA4HgMlNeq2HKinMrUfVFVIVSNp7HZcrG89Uzwo1/0EurZRF17EwFLrYWrJ4R1u7+hjohdX9g0+nGPZxtsDA1obRGw57kogY5VwWVStYcyGDl/nSqVFpATj9/eeSARicAdybl88T6xgNEz00Dv9u/K1mlNcRnl2NlbsLXE4O51eesh6tKpeWJ9bH8c7IQhQJeuMOH2Td7t3rqLiFb9m8FnGP4P5+CSiXPfx/P7lOFgJxU/s4oP+ytrv1v+IKrk4JKJZH70wG5ivtfCYRtk5C6//77GT16NLNnz6asrIzw8HDMzc0pKirik08+4bHHHmvvcwoEghZQqdQwZUUUR7NlT9T6WeH1RJQssqI4mlXWwHheWq1mwrJDHM+taLSK1R6cyKvg2JkKzE0V3OXX9LJeO0szplzXi2X70nh20xEeG9ab7p1syCiuZv/pYvYlF6I3LCX2cbfn1bsHNhkzsCk6k3lbEtBLMNzHjS8nBGNtYYokSXyw46RxRc3DoT2ISS8hpVDer7dyemi9SlxOWS0zIqM5kVeJlbkJix4K4k6/tnnGknLliUTfbg33EkqSxLb4XBb8fIziajWWZia8fu9AJoT1FBEzgiuar/8+Ta1GR2APJ4YPcLvcx7lktElIxcbG8umnnwLwww8/0KVLF+Li4ti8eTOvv/66EFICwWWgSqVl2spoo0haN3NIPU9Uea2GKcsPGUXWucbzCqWGqSujOJ5bgaudJRtmhXfIUtGf4uRq1K0+bjhfYNLsiVv7sD0hl9xypbFidC7BPZ145CZvbh/o3ug3X0mS+Pqf03y44yQAYwd3Z+Fof8xMTdDpJV79KdGYPP7Ijd78En+GMwbv1JoZ4fXaZ+cuKna1s2TZ1JALtuWaQqPTk1lSA0C/84RqVkkNr21N5J+TchVqQFcHPn848Jpa8Cq4NimuUhnfTxebMXe10SYhVVNTg729/Mb+448/GD16NCYmJgwZMoSMjIx2PaBAILgwNWo5sfxwRqmcEzUjvN50XkWDStUQBnSVb69WaZm2Ior4bLkV2FEiSpIktifIQqolS0udbCz4/emb2Bybze5ThZTVqOnpYkv/LnbcM6gbnq62TT5Wp5d465xw0TnDevO8IWhTrdXzzKYjbE+QM24ev6UPG6KyKKpS4eVqy5oZYfW8W3+fKODx9fL+vX5d7Fg5PazVkQznUqPSGf+7vZX8EVyj1vLNP6f5dk8qaq0eC1MTHr+lD7OHedeLbRAIrlTWHcpEpdUzqLsjN/Rpn8GUq4U2Cak+ffrw008/MWrUKHbs2MEzzzwDQEFBAQ4ODUvVbUWr1TJ//nzWrVtHXl4eXbt2Zdq0abz66quYmMjGTkmSWLBgAUuWLKG0tJTw8HC++uorfH192+0cAsGVjFKj45HVh4lKK8He0ow15+VEVRmE0rmVqjoRpdbqmb32MLGZZThay62+jqp+HDtTQVZJLVbmJtzq07Kyv6ONORFDvYgY6tXi66i0Op797ijb4+Xdc2/cezZos1atY/baw+w+VYi5qYKnh/eVzbFKLQO7OrB6Rhiudmen6M5dVDy0jytfTQy+6CmkuolEgHGLD9Cviz2/J+ZRafB63dDHhQX3+YmATcFVg0qrY/UBuYgyY6jXf6oaBdCmAJLXX3+d5557Dk9PT8LCwrjuuusAuToVFBTUbod7//33Wbx4MV9++SXHjx/ngw8+4MMPP+SLL74w3ueDDz7gk08+4csvvyQ6Ohp3d3duu+02Kisr2+0cAsGVilqrZ866WPalFGFjYUpkRCgB57ScatU6IiKj6wmlukqVTi/x7HdH2JtchLW5KasiwupVsdqbP5LyAbi5X2dsLDpmYLhSqWFGZAzb43MxN1Xw+fggo4iqNLQvd58qxMrchGdH9OOrv09TqdQS0qsTGx8dYhRRkiTx6c5TvLhZXmI8Jrg7K6eHtssot7OtBU8N74uVuQlHs8v5/nA2lSotPZ1tWDwpmLUzwoWIElxV/HzkDEVVKro6WhmDbf9LtOnT7MEHH2To0KHk5uYSEBBg/Pnw4cMZNWpUux3uwIED3H///dx9990AeHp6smHDBmJiYgD5w27RokW88sorjB49GoBVq1bRpUsX1q9fz6OPPtro86pUKlQqlfF/V1RUtNuZBYJLhVanZ+6mOP46UYClmQnLp9bfnafS6nhkTcw5laqwepWq9347zi8GwbF48uA2e35ayk6DkLp9YPuEep5PQaWSaSuiScqtwMbClG8nDzYuFC6rUTPV0Nq0tzTj8Vt688muZNRaPTf2deXbyYON4u58/9QTt/Thf7f3a9dv2c/e1o8p1/VizYEMyms13OnnTpin839myklw6bgUf+/qqlFTrvNs8xLzq5k2/8bu7u7Y29uzc+dOamtrAQgNDcXHx6fdDjd06FD+/PNPTp2St7IfPXqUffv2MXLkSADS0tLIy8urF7lgaWnJzTffzL///tvk8y5cuBBHR0fjf3r0aLjrSyC4ktHrJV74IZ5fE/KwMDVhyXmBmRqdnifXx7E3+Wyl6tzdeusOZbB0r7yA+KOxAQ3iBdqb3PJajudWoFDALS1s67WG9KJqxi4+QFJuBa52Fmx65DqjiCqqUvHwkoNGf9gTt/bhoz9OodbqucO3C8umhhhFlFKj4/F1sWyIykShgLcf8OO5OzrGOFuX+jz/Pl+GeLsIESXoEDr6792JvAoScsoxN1U0GbB7rdOmilRxcTHjxo3j77//RqFQkJycjLe3NzNnzsTJyYmPP/64XQ734osvUl5ejo+PD6ampuh0Ot555x3Gjx8PQF5eHgBdutTf1dWlS5dmTe/z5s3j2WefNf7viooKIaYEVw2SJPHGz8fYEpeDqYmCLyYE1RNCer3E898f5Y+kfCzMTFg2JaRepWpfchGvbz0GwDMj+nF/YPOheZIkkZhTwfHcClKLqunjZscDgd1atZpk1/ECQF6HcqFpvdZyJKuMiMhoSqrV9HC2Zk1EuNGIXlChZOKyQyQXVOFqZ8mMoZ68//sJ9JKcy/TJuADj71Gl0jJrlWElznn79wSCq5WO/nu3+XA2IE/iuthdOKX/WqRNQuqZZ57B3NyczMxMBgwYYPz5Qw89xDPPPNNuQmrTpk2sXbuW9evX4+vry5EjR5g7dy7dunVj6tSpxvud/22xuSRkkKtWlpb/zX9wwdXPhztOsuZgBgoFfDIuoN7+O0mSWLDtGD8dOYOZiYJvJgZzfZ+z+UrZpTU8uSEWnV5idLAHTw3v0+R1SqrVrDuYwQ+x2WQU19S77et/Uph/ry83tbCStccQKtlSk3lL+edkAXPWyRN1/h6OLJ8WYlzTkleuZMLSg6QWVePuYMXU6z35YMcJJEleTbNw9CDjCpqyGjVTDdERthbyupxzXzeB4GqlI//eaXR6fjREmjw4+L9bjGiTkPrjjz/YsWMH3bvXL+P17du3XeMPnn/+eV566SUefvhhAPz9/cnIyGDhwoVMnToVd3f5D0jdRF8dBQUFDapUAsG1wOLdp/naECD59gN+DapJn/2ZzKoDssj6eFwAwwecfR/UTfeV1mjw93Dk3VH+jX7hKKlWs3RvKqv/TadaLY/q21iYMrhXJ7p3smbHsXxSC6uZsSqa3c/fQrcLRAFodXoOGnbr3dhEaGZb2BiVySs/yRN1N/Z1ZfGkwdhayh9pZ8pqGb/0IBnFNXg4WTMpvKdRRE0I78nb9/sZW2lFVSomLTvEibxKnGzMWTU9rJ5hXyAQNM6+5CKKqlS42lkwrH/H2gOuZNokpKqrq43rYc6lqKioXZVvTU2NMeagDlNTU/R6PQBeXl64u7uzc+dO47SgWq1m9+7dvP/+++12DoHgSmBjVCbv/XYCkJeBTgzvVe/2tQczWLQrGYAF9/k2EFlv/ZJEkiG1/NvJg7Eyr59PVKvWsXxfKot3pxrXrgzs6sCMoV7c6eduFCkvj9Qw/OPdFFSqSMwpv6CQSsqtoFKpxd7KrF3WzUiSxOd/pvDpLtk7OSZYDtqs23WXXVrD+KUHySqppYezNZPCevGeQURNva4X8+/zNQrIggolE5YdIqWgCjd7OYizvdPcBYJrld8TZXvNSP+u/0mTeR1tElI33XQTq1ev5q233gLk1pper+fDDz/klltuabfD3Xvvvbzzzjv07NkTX19f4uLi+OSTT4iIiDBed+7cubz77rv07duXvn378u6772JjY8OECRPa7RwCweVme3wu835MAGD2zb159Obe9W7/PTGP17cmAvDUrX2Ycp1nvdt/Tchl3SHZQL3o4cB64qduJcnCX4+TW64EwM/Dgadu7cuIAV0amKDtrczp725PQaWKSqX2gmePSisBINTT2dhKaytqrZ6XtsSzJTYHgMdv6V0vRTmrRBZR2aW19HKxYUJYDxYaxOe06z15496BxvvmVygZv0Ru/XV1tGLDrCHNhnwKBIKzaHV6dh6XJ3Hv9O2YSdyrhTYJqQ8//JBhw4YRExODWq3mhRde4NixY5SUlLB///52O9wXX3zBa6+9xpw5cygoKKBbt248+uijvP7668b7vPDCC9TW1jJnzhxjIOcff/xhTF4XCK52/k0p4plNR5AkGB/Wkxfv7F/v9sMZJTy9MQ694fZnbutX73aVVsdbvyQB8NjNvY3TbCCvPnl9ayKxmWUAeDhZ88Kd/bl3ULdmp8jMDLdpdPoLnj82sxSAEM9OF7hn85TXanjckJllaqLg7Qf8GB/W03h7XSWqTkRNCu/Ju02IqIJzRJSHkzUbZg2hp0vDKrtAIGicmIxSSqrVONmYE+blfOEHXMO0SUgNHDiQ+Ph4vvnmG0xNTamurmb06NE8/vjj9bxKF4u9vT2LFi1i0aJFTd5HoVAwf/585s+f327XFQiuFOKzy5i1Oga1Ts9If3fefsCvnq8ptbCKGatiUGn1DPdx4637fRv4nr6PySbXsEPuqeF9Abka8/mfyayPykSSwNrc1FDp8m7Q8muMrFI58uTcVSpNcTSrHICgHm0XUpnFNUyPjOJ0YTU2FqZ8PTGYYf3PGtfPFVFerrZMua4Xb/6SZGzn1RNRlUrGLz0rojY+MoQezkJECQSt4Y9jcjVquE+XVk3wXou0OV7Y3d2dBQsWtOdZBALBOWQUVzN9ZTTVah3X93bhk3GB9VpjxVUqpkdGU1ajIaC7I19MCGr0A61uVcot/d0orFSxfF8a66MyUWvlatJ9Ad14eeQA3B2tWnSuGrWWTMMUX68LVHFKq9XklMmiy8+jbanpUWklPLb2MMXVaro6WrFsakg9r1WdsTyrpBZPFxtmDvXita2JSBJMDO9ZzxNVXKVi4tJDnC6sppujlRBRAkEb2X1KjjQZMaD9c+GuNlospOLj41v8pIMGDWrTYQQCgUxhpYopK6Iorlbj5+HAkikh9SpFSo2OR9YcJqO4hh7O1iyfFtrk2pXRwR4cSC3mu5gsvovJQm9Y9Ta4Vyeev6M/Q7xbt2D0n5OFqHV6ejrb0L1T80bztOJqALo6WmFv1fr1KhujMnltayIanYSfhwPLp4bSxeGs4MsrVxpFVC8XGx4b1odXfkxAL8FDIT146/6zFbyyGjWTl0eRXFCFu4MVG4SIEgjaRG55LacLqzFRwPW9RUxIi4VUYGAgCoUC6ZyFm42hUCjQ6XTN3kcgEDRNtUrL9MgoMopr6N7JmhXTQrGzPPtWlSSJFzfHczijFHsrM1ZOC623aPd8HhzcnX0pRWw9Iue93NjXlUdu8mZoH9c2JXbXVbju8ne/4ONbWrk6H5VWxxtbj7ExOguAuwd15aMHA7C2OCsmCyrknKg6MfnMiL688EMCWr3EA4HdeHe0v9HnVaXSMnVltCH53JJ1s8Lp5SKM5QJBW9iXXASAf3cnHG0ufv/k1U6LhVRaWlpHnkMgECCbt59YH0tiTgXOthasmRFuDJis46u/U9hqCNxcPGkwfdyaH6xQKBS8P2YQQ/u4EtDDiX5d2j6IUaXSssswqXOPf7cL3r+8VgPQqjTzzOIantwYx9GsMhQK+N9t/Xj8lj71RFtRlYoJyw4ZfU7z7hrAs98dQa3Tc5efOx+NDTC2QZUaHbNWxXA0qwwnG3PWzQynd2exFFggaCv7UmQhdaMIrQVaIaR69ep14TsJBII2I0kSr/yYwN8nC7EyN2H51BC8zhvH/z0xl4/+kPOT5t/nyw0t/CCzMjdlbMjFJw/vSMxDpdXj3dm2RZ6nWo3OeP2W8Ev8GV78IZ5qtQ5Ha3M+Hx/UYA9gabWaSYbsp66OVsy/15dnvzuCUqPn5n6d+ezhs14xrU7PkxviOJBajK2FKaumh4mcKIHgIolJlydxz93v+V+mzWZzgKSkJDIzM1Gr1fV+ft99913UoQSC/yJf/3Oa72KyMVHAl+ODCepZf8rtRF4Fz353FJDH+ScNufRfbr6LkVttDwR6tKgtaG0QUNWq5vOmyms0vPlLEptj5b1dYZ7OfDwuoIGHqbxWw+QVcgq5m70lC0f78+x3R6lUaQn3cubbyYONwZySJPHqT4nsrNs5ODVUJJYLBBdJfoWSnLJaFArE+8lAm4RUamoqo0aNIiEhoZ5vqu6DVXikBILWsfVIDh/uOAnIqeQjBtZfcVRWo2bW6hhqDBN8r949oLGn6VBSC6s4lFaCQiH7rlqChyH4M7WwGr1eapBNJUkS2xNyeXNbEgWVKhQKOevq2dv6NZhArFJpmbYyisQcOZ39k3EBPPd9PCXVagZ1d2TZ1PqG/E92nmJjdBYmCvhifJD49iwQtANxhsy5/l3s63k3/8u0Kfzh6aefxsvLi/z8fGxsbDh27Bh79uwhJCSEf/75p52PKBBc28Skl/D89/JU7MyhXkw+L5Vcp5d4auMR48qTryYEX5bclqV7ZZ/krf3dLrgWpg5fDwfMTBQkF1Tx/u8njD/X6vTsTMrnga/288T6OAoqVXh3tuWH2dfxwp0+DX6/WrWOiMho4jLLcLQ254sJQby29Rh5FUr6uNkROT2s3lTgukMZfPFXCgBvP+Bfb7GzQCBoO3FZclsvqKfT5T3IFUSb5OSBAwf466+/6Ny5MyYmJpiYmDB06FAWLlzIU089RVxcXHufUyC4JsksruGRNYdR6/TcPrALL49sWGn6dOcp9pySfVNLJofQqRXG7faioFJpbLudv56mObo6WvP+mEH87/ujfLsnlaTcCmwsTInLLKOgUgWArYUps27yZvbNvRv1UslRDzFEpZVgb2nG4knBvL39OGkGo/naGeH1zOy7kvJ57Sd5Xc7Tw/syIbxng+cUCARto64idTEBu9cabRJSOp0OOzt56sXV1ZUzZ87Qv39/evXqxcmTJ9v1gALBtUp5jYZpkVGUGLKiFj0c2KD19ffJAr78W66svD9mEAO6ti3U8mJZuT8dtVZPcE8nQlu56mXM4O7kVSj5cMdJ9hrGpgFcbC14cHB3Zt7oTWf7xuMb5CnGOPYmF2Ftbsq3kwfz2Z/JHDsjt/fWzAirFyR6NKuMJzbEGnOk5o7o27ZfWCAQNECr0xOfXQaIitS5tElI+fn5ER8fj7e3N+Hh4XzwwQdYWFiwZMkSvL292/uMAsE1h1qrZ/baw6QWygtzl09tGKiZW17Ls5uOADDlul7cH+hxGU4KlUoNaw9mAPLC5LZkT80Z1pvene3IKJZXvHR1tOamfp2NxvDG0Oklnv3uKLuOy2bxJVMGs/pABgdTS7CzNGNVRBje58QYZJXUMGNVtHF67+1Rfm06q0AgaJzThdUoNXrsLM1EhMg5tElIvfrqq1RXy4nFb7/9Nvfccw833ngjLi4ubNq0qV0PKBBca0iSxBs/JxpH8ldMq5/WDbKIeGbTEUprNPh2c2i05XepWH0gg0qllt6dbRkxoMuFH9AICoWCO/1a7lPS6yXmbYln29EzmJsqWDwxmF8T8vj9WB4WpiYsmTwYP4+za2LKazRMj4ymqErNgK4OfDUxGPP/+P4vgaC9OZlfCUC/LnbNLjX/r9EmIXXHHXcY/7u3tzdJSUmUlJTQqVMn8Q1QILgAS/aksiHKME02IajRdt3i3ac5mFqCjYUpX04IbnEOU3tTXqvh292nAXjy1r6X5MNTkiTe2p5kjIL4/OEgjmaXsyEqE4UCPns4kOvPyc/S6PTMWX+YFMPqlxXTQsQ0kUDQASQbhZTIYjuXdvu0cXZ2bq+nEgiuWf46kc97hum11+4ZyK0+DSs88dllfLpTDt1ccJ9vg1DOS8mKfWlUKLX0dbPj3oALJ5m3Bx/9cZKV+9MB+PDBAIqr1Xz2ZzIAb93vx13+XY33lSSJ17cmsj+lGBsLU5ZPC6GrY8smCgUCQes4mSeEVGO0SkhFRES06H4rVqxo02EEgmuZE3kVPLXhCJIEE8N7Mu16zwb3qVXreGbTEbR6ibv9u7Y4r6kjKK/RsGKfHHkwd0Q/48qVjuSrv1P46m+5AvbWA37YWprx/A9yCOlTw/s2CCFdtjeNDVFZhkpVEL7dHBs8p0AgaB9OGSpSYjtAfVolpCIjI+nVqxdBQUEXXF4sEAjOUlKtZkZkDFUqLdd5u/DGvb6NtsHf//0EpwurcbO35O0HLq9Zesne01SqtPi423NXK/xNbWX1gXRjKOm8u3wY4G7PxGWH0EswPqwHz5w3gffXiXze/e04AK/ePZDbBrbNvyUQCC6MUqMjo0ReQt63izCan0urhNTs2bPZuHEjqampREREMGnSJNHSEwgugEan58kNseSU1eLpYsM3k4IbnVY7cLqYyH/TAfhwbMBlyYuqo6hKZWyvPXNbvw73Rn0fk8XrW48B8NStfRg+wI0x3xxApdUzYoAbb91fX1Qez63gyfVxSAaRFXGDZ4eeTyD4r3O6sApJAicbczrbNR5X8l+lVWMtX3/9Nbm5ubz44ots27aNHj16MG7cOHbs2CEqVAJBE7z1S5LRw/Pt5BCcbBoKpFq1jhc2yy2s8WE9GyzqvViUGh1/Hs+n6gI77+r45p/T1Kh1BHR35PYOrvRsj8/lxc1ysvuMoV5MDO/J1BXRlNdqCOrpxBfj6ye5F1epmLkqhmrDupw37xcxBwJBR5NlqEZ5utiK99t5tHo+2NLSkvHjx7Nz506SkpLw9fVlzpw59OrVi6qqqo44o0Bw1bIlNpvVB+QMpkUPBTbpLfjq7xSySmrp5mjFyyN92vUM+5KLuHPRHmasimHi0oMoNc3vwsyvUBpzo569vX+HfmjuSsrn6Y1xxvbd3BF9mR4ZQ05ZLV6utiyfGoq1xdmJRZVWx+y1h43Vva9FzIFAcEnINAipnuctEhe0cddeHQqFwri0WK/Xt9eZBIJrgoTscuZtSQBko/TtTex7Sy2sYsmeVADeuM+33s64i0Gr07Ng2zEmLT9EerH8IXg0u5w3DC20pvj67xRUWj0hvTpxU1/XZu97MexPKWLO+li0eokHArvxxr2+zFkXS1JuBa52FqyaHlZv9YskSbz2UyLR6aXYW5mxbGpoo9W9i2Hhr8dZsO2YqLALBOdRJ6R6OIup2PNptZBSqVRs2LCB2267jf79+5OQkMCXX35JZmamcW2MQPBfp6xGzey1h1Fp9dzSvzNPD298VYkkSczfloRap2dY/87t1karVGqYuTrG6HOael0vXrizPwC7juc3+bi8ciUborIAePa2fh1WjYpKK2HmqhjUWj13+rrz4YODeH1ronEVzPKpofR0qf/Nd+3BDGO21Bfjg+jj1j6fN3q9xO+Jefx9ooBv96Sycn86+RWqdnlugeBaIaukFhAVqcZoldl8zpw5bNy4kZ49ezJ9+nQ2btyIi4tLR51NILgq0esl/vfdUXLKaunlYsOih4OajA7YcSyfPacKsTA1YX4Tk3ytpaBSydQV0RzPrcDK3IRPxgUy0r8r01ZGAXBfYNN5UEv2pKLW6Qnzcq4XetmeHMkqIyIymlqNjpv7deaz8YF89c/peiIpoIdTvcdEp5ewYFsSAC/e6cOw/m7tcpbc8lpe+CHeuAPQyswEV3tLXOwun9FfILgSyTJWpISQOp9WCanFixfTs2dPvLy82L17N7t37270flu2bGmXwwkEVyNf/p3CnycKsDAz4euJwThaN96qU2v1vPurPL7/yE3eeLZD8GZGcTWTl0eRWVKDq50lK6aFMKi7E4czSvjnZCEKBY3mVwGUVqvZEJUJwBO39LnoszRGYk45U5YfMsZAfDt5MD8fOcOiXYbAzQf8GHFeVa6gUsmcdXIL8J5BXXnkpvbZ57k9PpeXtsRTqdRiaWaCQgFKjR4zU4XwXQkE56DXS2SXiopUU7RKSE2ZMkW49QWCZvj7ZAGf7pJTyd9+wK/ZgMh1hzLILKmhs70lc27pfdHXTs6vZMKyQxRWqujpbMOaGWH0crGlVq3j+e/lqbixg7vTy6VxwbbuUAa1Gh2+3Ry4sQO8USfyKpi8/BAVSi2De3Vi2dQQDqWVGH1kc4b1ZmJ4/cBNrU7PUxviKKxU0b+LPR88OOiiP4OUGh1vb09i7UFZNAb0cOKlO314bN1hlBo9owIvXwiqQHAlkl+pRK3TY2aiEJsDGqHVgZwCgaBxcstreWaTnFw+Ibwn40J6NHnfKpWWL/5KAWDuiL7YWFzctqbjuRVMWnaI4mo1Pu72rJ4Rhpu9vAh50a5TpBZV08XBkldGDmz08VqdnlWG6cJZN3q3+xem5PxKJi07RGmNhsAeTkRODyW9uJo5aw8bzebP3d6/weM+2XmKg6kl2FqY8vWk4It+ncprNcxaHUNUWgkgi7dnbuvH7DWHKTMsiG4PUSsQXEvU+aO6OVlfkg0HVxtis6dA0A6otDoeWxtLWY0Gfw9H3ri3ccFSx4p9aZRUq/FytW1WcLWE47kVTFh6kNIaDX4eDqyJCDeGeR47U84yw5qXdx7wx9Gm8Tbj3uQiCitVuNhacPegro3ep62kFFQyfukhiqrU+HZzYFVEGOW1GqavjKZareM6bxc+eDCgQejnn8fz+fofeV3Me2MG0bvzxZnL88qVTF0Rxcn8Suwtzfh8QhC39Hcjcn+asRX78bgA0dYTCM4jt1wWUh5OohrVGEJICQTtwMJfT3AkqwxHa3O+nhiMpZlpk/ctr9WwdK8cd/DMbf0u6g/3qfxKJhoqPQHdHVk9I9zoyarb26cz7O0733t0LluP5ABwb0C3dhUSpwurDCJKxYCuDqydEQ4STFsZTUGlin5d7Fg8eXCDpPfs0hr+970cUDrtes+LXpicVlTNpGWHyCmrxc3eksjpYQzs5kBiTjnv/iovkX75Lh983B0u6joCwbVIfoUSgC4OItG8MYSQEggukl1J+cbVLoseCrzgVMuqf9OpVGrp62bHPf5tr/6cLqxiwtJDlFSr8feoL6IA3vzlGKfyq+hsb8mC+32bfB5JkoxTayMv4jznk1JQxfilBymsVOHjbs+6meHYWJoydUUUKQVVuDtYsSoirIEZX63V8/j6OMpqNAzq7si8iwwoTTpTwZQVckXMy9WW1RFh9HC2oVKp4Yn1sah1ekYM6MLUJkz4AsF/nbo4kC4OVpf5JFcmQkgJBBdBVkkNz3x3BIDpN3hyi0/zY/lVKi0r9suttidu7dPmHXZZJTVMPKfSs2ZGfUGy9UgOG6KyUChkcefazG6sU/lVFFersTY3JfC82IG2klJQycNL5PPViSgna3Oe2hjHwdQS7CzNWDEttFHj6sLfjnPUUN37akLz1b0LcSSrjCkGg/vArg6snhGGq50lkiTxwg/xpBfX4OFkzUdjL97ELhBcq+QZK1JCSDWGEFICQRvR6vQ8s+kIlUotQT2dmHfXgAs+Zu3BDMpqNHi72nLPoLa1qwoqlExafoi8CiV93exYOyOsXsJ3Qna5cXfdE7f04YYL5EGlFVUD0N/dvtFlyq3lfOP7+llDcLa1YOGvx/klPhdzUwXfTh7MwG4N22i/J+YZQ0Q/HhtwUZk1MeklTFsZTZVKnhJcMS3UKDYX707lt8Q8zE0VfDEhqN0T0gWCa4kCIaSaRQgpgaCNfPX3aWIySrGzNOPzh4MuKEJUWh0rDMbv2cN6t2n6paxGzeTlUWQU19DD2Zq1M8NxOafalF+hZObqaJQaOSm9qUT1c6mo1QDQqQkjemtIyC5n8opDlJ1nfF+5P41vDWtwPnhwUKPiLqukhhd+kH1Rs270atbTdSGi0kqYtjKKGrWOId7OLJ8aiq2l/HG3+1QhH+6QfVHz7/MluGenNl9HIPgvUFeRcncUHqnGEEJKIGgDUWklfPannBf11gO+Laqc/HzkDAWVKro4WPJAoEerr1mr1hERGc3J/Erc7C1ZOyO83jfEWrWOR9ccJr9CRV83Oz4fH4RZC4zjWr28V87kIltbUWklzIiMplKlJbCHk9H/9HtiLm/+IqeSP39Hf0YFNcxp0uslnv/hKBWG6t4Ld7bdFxWdflZE3djXlSWTQ4yLj4+dKWfO2sPoJRgX0p0JYT3bfB2B4L+AJElGj1RdpIqgPkJICQStpLxGw9yNceglGB3s0agwOB9Jkli2V65GTb/Bq9UtNLVWz2PrDhObWYaDlRlrZoTXC9bU6vQ8uSHOODm4dEoIDi1cfty9k+xTqksubgt/ncjnsbWxqLR6wr2cWTY1BHsrc2LSS3h6o5ytNXlIL+YMazyjac3BDA6mlmBtbsqihwLbPDl4OKOUaSvOiqilU0KwMjc1/H419SIX3nrAT/iiBIILUFajQa3VA+AmpvYaRQgpgaCVzN92jDPlSjxdbHjzfr8WPeafU4WczK/E1sKU8a2sguj1Ei9ujuefk4VYmZuwYloo/d3tjbdLksSbvySx63g+lmYmLJ8a0qp1M70My4HTi6vR6aVWtxy/i8li3pYEdHqJW33c+HpiMFbmpqQUVDJjVQwqrZ4RA9x4496BjQqXtKJqFv4mr8qZN9KnyeT1C5GYU860lVFUq3Xc0MelnogqrFQxadkhCgwThN9OGXxRJnaB4L9CfqXc1nO2tRDvmSYQyXMCQSv4MS6bH+NyMFHAx+MCsbNs2XeRxYZgyQnhPZvcvdcYkiTx3u8n+DEuB1MTBd9MGkyIp3O9+yzalczqAxnGCb3zb78QPTrZYGNhikqrJ62oqlVn+/zPZF74IR6dXmJ0sAffTh6MlbkpBRVKpq2MprxWQ1BPJ74YH9xom1Gnl3ju+6MoNXpu6OPCpPNWxLSUlIIqpqyIolKpJdSzE8umhBpFVHmNhsnLDxkn9FZOD21xtU4g+K+TVy4LKTd7UY1qCiGkBIIWcqasltd+OgbA08P7MbhXy0zKx86UcyitBDMTBRFDvVp1zaV7U1liMGm/N9qfW/rXj1dYtjeVz/6UF/6+cc9A7mpDDpSJiQIfQ4Xr2JmKFj1GpZXDPj/ZKfvEHhvWm4/HyqnglUoNU1dGk11ai6eLDcumnPUonc/K/WkcNhj2G0s3bwm55bVMXi7nafl5OLB8WqjxehVKDVNWRnEir5LO9pasmxkudoUJBK2gsFL2R3UWQqpJRGtPIGgBkiQxb0sCVSrZDP3ErX1a/NhVhrDOO/3cW/VHfOuRHGPq9isjBzD2vFUyaw6k8/Z2uSX23O39mHZD60TaufTubEdsZhkZxTUXvG9euZInN8QSnV6KqYmCt+73Y0K43K5Ua/U8tjaW47kVuNpZsjqi/lThuaQUVPLBjpPy73f3gDatnyiv0TB1RRS55Up6d7ZldUS4sdpUqZRvO5pVRicbc9bMCGtVy1MgEEBxtRqAzs1k0f3XEUJKIGgBaw5msPtUIRZmJnz44KAW+4hKqtVsPXIGkFedtJR/Thbwv+/kKICIG7yYdZN3vdtXH0jn9a1ydezRm7x5/JaWC7vGONcn1RzR6SU8tvYwRVVq7C3N+HpSMDf27QzIYvOlzfHsSynCxsKUldNC6enS+DSj7PtKQK3Vc3O/zjwc2vp9gyqtjllrYjiVX0UXB0tWzwjH2bBjsEKpYdqKKOIyy3CyMWftzHCx/kUgaAMlBiHlYiey1ppCCCmB4AJkldTw3m9yZWjeXT70cbO/wCPOsvpAOiqtHn8Pxxa3AhOyy5mzLhatXuK+gG68enf9oM9le1ONlahHb/Lmpbt8Lnr6rM7gndlERUqr07N492kW7UpGq5cY0NWBrycG43VOhefDHSfZYvByfTUxGP/ujk1e76cjORzOKMXGwpT3xvi3+vyyaEsgKq0Ee0szVkWEGStapdVqpqyIIiGnHAcrM9bOCMe3W9NnEQgETVNUJbf2nG1FRaophJASCJpBkiRe2hJPjVpHmJczU6/zbPFjlRodqw9kAPDITd4tEgtpRdVMj5TH92/o48JHY8/6hiRJ4sMdJ/naYFx/9GZvXrrz4kUUgKdBSKUXVyNJUr3nPJVfyctbEojJKAXkxcbvj/HHxuLsx8fagxnGczXm5TqXSqWGhQZh+uStfdvkWVq8O9VowP96UrCx2pRfoWTqCtkT5WxrwZoZYUJECQQXQXGVqEhdCCGkBIJm2BCVxf6UYizNTPhgzKBWmaH/OlFASbUadwcr7vJzv+D9CyqVxuW6vt0cWDxpsDFvSqPT8+qPiWyKyQLghTv789jNvdstB6m3my0WZiYUVan5ZvdpZt/UmxN5law+kM53MVnoJbC3NOPNB3x5INCj3nX/OJbH61sTAXhmRL8GXq7zWbQrmcJKFV6utkQM9Wz1WRNzyvn4D9lbteA+X2NrMTm/kmkro8kpq6WzvSXrZ4bTt0vLq4cCgaAhda09VyGkmkQIKYGgCbJKanh7+9lE7tYalTcfzgbk0M4LJYxXq7REREaTVVJLT2cbIqeHYX+OaXrOulj2JhdhooC3H/A3mrvbCxsLMyaG92Tl/nQ++P0kX/6VQo1aZ7z9Lj93Xh45oEGCe2xmKU9ukMNJHw7twVPDm/dqpRRUEWkw379x78BW59IoNTrmbjqCVi9xl587Ew2vw98nC3h6QxwVSi3enW1ZNT3sovb0CQQCmWLR2rsgQkgJBI0gSRJv/HxMbul5OhPRyom4oioV/5wqBGB0cPPJ52qtntlrD5OYU4GLrQWrI8KMo8aZxTXMWBVNckEV1uamfDkhiOED2r6Drjlev2cg3q62vL39ODVqHRZmJtzSvzOzbvRuNJsqtbCKmYbAzVt93Hi7BUnh7/12HJ1eYsSALgxrpv3XFMv3pZFSUIWrnSXvjPJHp5dYtOsUX/6dAsDgXp1YNiWETrbi27NAcLFIkmSc2nMR76kmEUJKIGiE7Qm5/HWiAHNTBe+O9m91vtHPR86g00sE9HCij5tdk/eTJDm1fG9yEdbmpiyfFmqsfP2bUsSc9bGU1Whws7dk+dTQZg3cF4tCoWDydZ7cOqALp/IqGezZqcngSrkNGWXMbvqiBXv9/j1dxK7jBZiZKHh5ZOt36WWV1PDFX3Jm1qt3D6BKqWXW6hgOG7xbk4f04tV7Boj0ZYGgnahW61AZ1sMIj1TTCCElEJxHWY2aNwzRAo8N69OsEGqKX+LlyIPRQU0vJ64zj/8Yl4OZiYJvJgUT2MMJlVbHx3+cYuneVCQJAro7smRKSL0FxR2Jh5N1s5lO1Sots1bFkF1aSy8XuQ1pe4GEd71e4t1f5UnDCeE98e7c+tf039NFKDV6vDvbUlaj5s7P9lCj1mFnacY7o/y4vw2LoAUCQdPUtfWszU3rDZcI6iNeGYHgPN7//STF1Wr6uNnxRBvymYqqVMRllQFwh2/TJvNPd54yTrq9eb8fw/q7cTy3gmc2HeFEXiUg+47m3+drXHdyuZGXJ8dyNLscJxtzVk0Pw7UFQX1/JOWRmFOBnaUZTw/v26Zr+3s4AZBaWM38bbJ3LczLmY/HBgg/lEDQAdS19ZxFW69ZhJASCM7hSFYZG6IyAXjnAT/j1FxriEkvQZLAx90ed8eGVSRJkli6N5XP/5J9Pa/dM5CxId35dOcpvvo7Ba1ewsXWgvfGDOK2gR3jh2oLkiTx2k+J7DlViLW5HLjZEgO+Ti/x6U65JTf9Bs8mk84vxICu9ni72pJaVI2jtTnP3dGfiWE927RWRiAQXJhKpRYAh1bsB/0vIoSUQGBArdXz0uZ4QG7JhXu7tOl5igy5Kz0bqZIoNTpe+TGRzbHyRN9Tt/bh9oFdGLv4AEcMVazbB3bhnVH+V9xuq093JbMpJgsTBXw1MYigni0LGN16JIeT+ZU4WJkxc6j3hR/QBAqFgi8nBLMvpZAxwd3bLMgEAkHLqFRqALC3ElKhOcSrIxAYWL4vzRjk+Mp5aeKtoUolf4s73zeUWljFE+vjSMqtwNREwbO39UOvl7hz0R6q1Trsrcx4d5Q/9wzq2m75UO3F+kOZfG5YjrzgPl9u9WlZpUyl1Z2z2LgPjjYX9812YDcHBnYTq14EgkuBsSIlhFSziFdHIAAKKpR8aZgIe2XkgIuqdnTvJBu1d58qZOX+NPq723MwtYRle1OpUetwtrVg7ODurD6QTn6FbOYM9ezEpw8F0r3Tlef1+edkgTFw8+nhfZncinT3zYdzyC6txc3eslW7BgUCweXnbEVKtPaaQwgpgQBY+NsJqtU6Ano4MaqZSbuWcHO/zvRysSGjuIYFBlN0Hf4ejvR0tmHp3lT0kiy6nr+jP/cO6nZFen3iMkuZvfYwWr3EA4HdmDui5UZxtVbezwcw++beWFtcGYZ5gUDQMqoMFSm7C0zl/tcRr47gP8+B08X8GJeDQiG3rS5W0NhbmbP9qRv5MS6H9YcyKatRM7hXJ/w8HPkxNoftCbkAjA/rwRv3XjkTeeeTXVrDrNWHUWr03NK/Mx+ODWhVy3HdoQwyS2pwtbNkfFj7JrELBIKOp8IgpIRHqnnEqyP4T6PR6XnN0LaaFN6LwB5O7fK8dpZmTB7Si8lDegGQXlTNzNUxxlTuTx8KMO6IuxIpqlIxadkhiqpU+Ljb8+WEYMwvELh5LuU1Gj4zeKqeva2fqEYJBFchlUYhJVp7zSGElOA/zdqDGaQUVOFia8Fzt/fvkGukFVUzdvEBiqpUuDtYsX5WeJsCKS8VSo2OR1bHkF5cQw9na1ZOD71g4Ob5LN5zmrIaDX3d7BgX0vyKHIFAcGVSpZI9UnaiItUs4tUR/GcpqFAaJ8qevb3fRU+UNUZ2aY2xsjOgqwOR00MvWUJ5W9Dq9MzdeITYzDIcreXAza6OTaecN0ZRlYrI/ekAvHinzwVXxwgEgiuTWo28HsbmCrUfXCkIISX4z/Le7yeoVGoZ1N2Rh0Pb38NzpqyWB785QF6FEk8Xm3rLiK9U3volid+P5WFhasI3k4LbVDl799fj1Gp0BHR3ZPiA1i8mFggEVwYaw5498zYEE/+XEK+O4D/J0awytsTmAPDW/X6YtvPEXIVSQ0RkNHkVSnp3tmXDI0OueBG1fF8aqw5kAPDZw4Fc39u11c+xP6WILbGycX/+fb5XXB6WQCBoORqdLKQsTMX7uDmEkBL859DrJd78RY4lGB3sQUA7GczrqFJpmbzsECfyKulsb8mqiNa3xy41246e4S3Da/LSXT7c5d+11c+h0uqMeVNThvRqcfK5QCC4MjEKKVGRahbx6gj+c/xwOJvDGaXYWJjywh0+7frcOr3E3I1HOJpdTicbcyKnh16RIZvnEpNewv++PwrAtOs9efSmtq1xWbI7ldOF1bjaWfJsBxn3BQLBpUNV19oTPsdmEa+O4D9Fea2G934/AcDcEX0bXSrcVvR6iVd/SmTX8XwszExYMS0U326O7fb8HcHpwipmro5BrdVz28AuvHbPwDa1447nVvDF33VLmAfgKJacCgRXPXUVKSGkmke8OoL/FF//k0JJtZo+bnZMv8GrXZ/787+S2RCViYkCPhkXcMW3tgoqlExdEUVZjYaAHk589nBgm7xiaq2eZzYdQa3Vc6uPG/cFdOuA0woEgkuNXpL/b3t7SK81rnghlZOTw6RJk3BxccHGxobAwEAOHz5svF2SJObPn0+3bt2wtrZm2LBhHDt27DKeWHClkl5Uzcp96QC8PNKnXb9lbT2Sw6JdcgClvHj4yhYT1SotEauiyS6txdPFhhVTQ7CxaNsQ7xd/JRuXPX/44CBhMBcIrhHq3sr6OkUlaJQrWkiVlpZyww03YG5uzm+//UZSUhIff/wxTk5Oxvt88MEHfPLJJ3z55ZdER0fj7u7ObbfdRmVl5eU7uOCKQ5Ik5m87hlqn58a+rtzSv/3G8v85WcCz38keo4gbvHj4Cl+HotToeGRNDIk5FXSyMWdVRFiblzT/c7KALw0tvQX3+V7UsmeBQHBlYWJQUkJHNc8VnSP1/vvv06NHD1auXGn8maenp/G/S5LEokWLeOWVVxg9ejQAq1atokuXLqxfv55HH3200edVqVSoVCrj/66oqOiYX0BwxfDn8QL+OVmIuamCBe04ln+6sIqnNsSh00uMCvLg1bsHtMvzdhSSJPHsd0fYn1KMjYUpK6aF0svFtk3PVVCh5H/fHUWSYGJ4T+4VLT2B4IrjYv7emRo+JyVJKKnmuKIrUj///DMhISGMHTsWNzc3goKCWLp0qfH2tLQ08vLyuP32240/s7S05Oabb+bff/9t8nkXLlyIo6Oj8T89evTo0N9DcHnR6vQs/O04ADNv9G639Sx55UqmLI+iQqkluKcT743xv+iFxx2JXi/xyk+J/JogB24umxLSZh+XWqtnzrpYiqvV+Ljb89o9A9v5tAKBoD24mL93xtae0FHNckULqdTUVL755hv69u3Ljh07mD17Nk899RSrV68GIC8vD4AuXbrUe1yXLl2MtzXGvHnzKC8vN/4nKyur434JwWUn8t90ThdW42xrwZxhvdvlOevaYzlltXi52rJ0SgiWZlfuGgVJkpi3JYH1h2Qz/AcPDuL6Pq0P3Kzj3V+PE5NRir2lGV9PDMZKrJAQCK5ILubvXV1rTycqUs1yRbf29Ho9ISEhvPvuuwAEBQVx7NgxvvnmG6ZMmWK83/ltGkmSmm3dWFpaYmkpvBz/BQorVUYT+At39G+XLeY6vcTTG+OIzy7Hycac1RfhMboUqLV63vg5kU0xWZiaKPhkXAD3B3q0+fl+jMsm8t90AD55KPCKXsAsEPzXuZi/dyaGUoteCKlmuaKFVNeuXRk4sH7LYMCAAWzevBkAd3d3QK5Mde16Nom5oKCgQZVK8N/k012nqFJp8fdwZFxI+7Rw3/31ODuO5WNhasLiSYPp4Xx5Ajf1eom04mryK5RU1GqwszTHt5sDnWwtjPfJLa9l7sYjHEorQaGAd0f5XZSISjpTwbwtCQA8dWsfbhso3mcCwbWKifBItYgrWkjdcMMNnDx5st7PTp06Ra9evQDw8vLC3d2dnTt3EhQUBIBarWb37t28//77l/y8giuL1MIqNkZlAvDq3QPaxb+0/lAmy/elAfDxuACGeLtc9HO2hlq1jh3H8th29AwxGaWU12oa3MfDyZrAnk4A/HEsD41Ows7SjM/HB3KrT9uFT0GFkhmrolFq9NzcrzNPj+jX5ucSCARXPnWdHb3+Mh/kCueKFlLPPPMM119/Pe+++y7jxo0jKiqKJUuWsGTJEkD+R547dy7vvvsuffv2pW/fvrz77rvY2NgwYcKEy3x6weVEkiTe+iUJvQTDfdwIbwfB88/JAl4z7JKbO6LvJZ1Sq1Fr+XZ3Ksv3pVGl0hp/bmVuQvdONjhYmVFUpSazpIacslpyymqN9wnp1Yl3R/vTr4t9m6+v0uqYvfYwueXyEua2hncKBIKrBxOj2VxUpJrjihZSoaGh/Pjjj8ybN48333wTLy8vFi1axMSJE433eeGFF6itrWXOnDmUlpYSHh7OH3/8gb192/9oCC4tGcXVbDt6BgdrcyYP6dUu0QR7kov42xB38HI7RBKcyKvgifVyzMHoYA+eHt73op+zJUiSxA+Hs3n/9xMUVakB6OFszZjg7gz36YJPV/t6waIVSg2J2eXEZZVRodRw76Bu+Hlc3JoavV7ixR/iic0sw8HKjGVTQ3GysbjwAwUCwVXN2RwpIaSa44oWUgD33HMP99xzT5O3KxQK5s+fz/z58y/doQTtQnJ+Ja9vPcaB1GLjz/q62XNd74urHkmSxEc75Jbw5CGe9L5IM3RBhZKIldFUqbSEeznz3uhLk95dVKVi3pYEdiblA9DT2YaX7vLhTl/3JtuUDlbmXN/H9aIm8s7n012n+OnIGcxMFHw5IRgv17blTgkEgqsLUxHI2SKueCEluPbQ6vR8889pvvgrBbVOj4kC3OytyKtQsjE686KF1B9J+STklGNrYcrjt1xc3EHdKpUz5Uq8XW35dvJgLMw6PjUkNrOUOWtjyatQYm6q4Nnb+jPzRq9Lvjz0h8PZfPGXnFy+cLQ/N/XrfEmvLxAILh913xd1Qkk1ixBSgkvKmbJant4YR3R6KQC39O/MWw/4sXxfGiv3pxtLyW1Fp5f4dOcpAKZe73lRsQR1MQeJORU421qwcvqlaWltjMrkta2JaHQSvTvb8sX4YAZ2c+jw657P3ycKeHFzPACzb+7N2HaaehQIBFcHdT5I0dprHiGkBJeMf1OKmLM+lrIaDXaWZrz1gC8PBHqg1unZdvQMAPcGdL3AszTPtqNnOJFXiYOVGY/c5H1Rz/XO9uPsOl6AhZkJy6aGtHmVSkuRJInP/kw25l7d6evOR+MCsLO89G/TxJxynlgfa/SEvXBH/0t+BoFAcHk5G39wmQ9yhSOElOCSsPVIDs99fxSNTsLfw5EvJwQZhcmyvWkUValxd7Dixr5tbx1JksTi3acBePTm3hdVPVr1bzor9htiDsYGENzGVSotRaPT8+LmeLbE5gByRtMzt/W7JF6s8zldWMWUFVFUq3Xc0MeF98cMuqJX3wgEgo6h7n0vWnvNI4SUoMNZuT+NBduSALjbvysfjwswrhTJLa/lS4MH56W7fC7KA3TgdDEn8iqxNjdlUnivNj/P7lOFLNh2DIAX7/Tp8JgDlVbHM5uO8GtCHqYmCt5+wI/xYT079JpNUVChZOqKKEqq1fh7OLJ40uBL7ssSCARXBiL+oGUIISXoUL76O4UPDRN002/w5LW7B9arbiz4OYlajY7BvTpxf+DFCZZ1hvDNMYM9cLRp2yqYpDMVzFl7GL0EYwd3Z/bNF9cevBDVKi2PrIlhf0oxFqYmfDMpmOEDLk9aeFmNmsnLo8gurcXTxYbI6aHtslJHIBBcnZiK+IMWIYSUoEOQJNn0/bmh2vT08L7MHdG3Xqvq98Q8fj92tgpzMW2s/AolOxLlRdUPh7atmlNUpWLW6hiq1Tqu83bhnVH+Hdpaq1FrmR4ZTVRaCbYWpiyePPiiWpvtcZaT+ZW42VuyOiL8it4fKBAIOh6FiD9oEUJICTqEz/5MNoqol+7yYfbN9WMISqvVvPqTnBL+6E3eDOh6cVNpPxzORquXCPXs1KYASqVGx8xVMeSU1eLlasviSR0bc1Beo2FaZBRxmWXYW5qxZmY4gT2cOux6zaHU6Hhk9WHiMstwsjFn7cxwerpcnv2BAoHgykFn2A0jthg0jxBSgnbnq79TjJNnr949gJk3NmyPvfHzMYqqVPR1s+OpdkgJ/zUhF4Axwd1b/VhJkvjf90c5klWGo7U5y6eGtLk12BIqlBomrzhEfHY5jtbmRE4PvWwiSqPT88T6WPalFGFrYcrKaaEXtUpGIBBcO6h1spCyvATZeVczQkgJ2pVV/6YbPVEv3unTqIjadvQMPx89g6mJgo/GnjWet5WskhqOnanA1ETB7b7urX7853+msD0+FzMTBd9OHoz3RSahN0dJtZqpK6JIyCnH2daC9bPC8XG/9BlRIAejPrPpCLuOF2BpZsKyqaEEdfB0okAguHpQa2UhZSEGTppFCClBu7H1SA5v/CxPuz01vC+PDWuYKp5VUsPLWxIAmDOsNwHtUIn593QRAIE9nHC2bV3kwbajZ/h0lxzg+fYDfgxph+XGTVFSrWbC0oOcyKvExdaCNTMun4jS6yVe2BzPL/G5mJsq+GZS8EUnygsEgmuLOiElJnebRwgpQbuwP6WI/313FICp1/XimREN23VanZ6nN8ZRqdIyuFendlv8uz9F3tV3QyuFQHx2Gc99L5951o1ePNyBkQOFlSomLz/EibxKOttbsmHWEPq4dVzlqzn0eolXfkpgS2wOpiYKvhgfzK0+l2dSUCAQXLmo6ipSorXXLEJICS6a5PxKZq89jFYvcW9AN96417fRabeP/jhFbGYZ9lZmfPZwIGbt8C1HqdHx98kCAIa2YuItr1zJrNUxqLR6bunfmZfuGnDRZ2mKggolDy89SGph9WUXUZIk8drWRDZEZWGigE8fCuROv9a3QwUCwbVPnUdKCKnmEUJKcFGUVquJWBVNpVJLSK9OfPhg4ynYO47lGVPHF472p3un9pkK++dkAZVKLV0drQjp1TJ/j1Kj45E1MeRXyGb3z8cHddhUypmyWiYtP0RqYTXdHK1YP2sInq4du2qmKSRJ4o2fj7HuUCYKBXw8LoD7OjhsVCAQXL3UqHQA2FhcnI/1WkcIKUGb0evlabesklp6OtuwZEpIo8bxrJIanje00GYM9eKeQe33x3tTdBYA9wd6tGiNiSRJvLg5nvjscjrZmLN8aseFTmYW1zB+6UFyymrxcLJmw6whly1WQJIkXt96jDUHM1Ao4MMHAxgV1PoJR4FA8N+hrFYNQKdLsKz9akYIKUGbWbYvlb9OyEt9v5kU3KjRu0qlZdbqGCqUWoJ6OvHSXT7tdv2cslr+OVUIwEOhPVr0mMW7U9l65AxmJgq+nji4w4TN6cIqJi49RF6FEi9XW9bODMfDybpDrnUh9Hq5nVdXifrwwQAeHCxElEAgaBqlRodSI7f2OjIO5lpACClBm4jPLuOD3+WYg9fvGYhvt4YhmJIk8dx3R40G668mBLfr9MeGQ5lIElzn7YJXC9plf53I54MdJwB44z7fDptSS8wpZ4phX11fNzvWzQrHzd6qQ651IXR6iZc2x/P94WwUCvjowQDGCBElEAguf2vYuQAALHhJREFUQEWtBpDDOO0thVRoDvHqCFpNrVrH3E1H0OolRvq7MzG88Wm3z/9M4fdjeViYmvDt5MF0a8eKjFKjY4Nht96U6y68oPh0YRVPbziCJMGE8J5MHtL2pcbNEZNewvSV0VSqtPh7OBI5PfSyrVrR6vQ89/1RfjpyBhMFfDIukAeCPC7LWQQCwdVFYZUKgE425h26KutaQAgpQav5cMdJUgur6eJgybtN7KP74XC2MZ/pzft9CW7noMcV+9Morlbj4WTNbQObH92vUGqYtTqGSpWWUM9OzL/Xt13PUsefx/OZsy4WlVZPmKczy6eFXLalv2qtnqc2xPH7sTzMTBR89nAQdw/qelnOIhAIrj5yy5QAdHW8PJaEqwkhpAStIjq9hJX/pgHw3phBODViQtyfUsRLm+MBmH1z73bPZyqoVPL13/IE4HN39Gs2RkGvl3h20xFSC6vp6mjF1xM7ZofeD4ezeXFzPDq9xK0+bnw1IRjryzTpUqvWMXvtYXafKsTC1ISvJgZfUGwKBALBuZwprwWgq+PlsSVcTQghJWgxkiSxYNsxJAnGhXTnlv5uDe5zOKOER1bHoNVL3BfQjRfu6N/u5/jkj1NUqbQEdHfk/oDmW1Wf/5XMruOyIX7xpMF0tm/fNpskSXz5Vwof75Srb2OCu/PeGP/LlgRcodQwIzKa6PRSrMxNWDolhBtbka8lEAgEAGcMFan2tGRcqwghJWgxsZmlJOZUYGlmwrxGAiwPZ5QydUU01WodN/Rx4cOxjWdKXQzx2WVsipEjD167Z2Czz//n8Xzj8uS3H/Brl3U056LR6Xntp0Q2GiIYHr3Zm5fu9LlsfoKCSiXTVkSTlFuBvZUZK6eFEuLpfFnOIhAIrm7OlMkVqW5OoiJ1IYSQErSYjVGyYLgvoBudzos62JmUz9yNcVSrdVzn7cKyKaFYmrVva0unl3j5xwQkCR4I7NasSEgvqmbupiMATB7Si3EhLYtHaCllNWqeWB/HvpQiTBSw4D5fJl/n2a7XaA0ZxdVMXh5FZkkNrnYWrIoIa3SSUiAQCFpCrrG1JypSF0IIKUGLOZlfCcCIc/w2aq2eJXtO8/HOU0gSDO3jypIpg43+oBq1lpN5lRRVqbmutwt2FzFGu+5QBok5FThYmfHK3QObvF+NWsvstYepVMo7/V67p+n7toWUgkpmroohvbgGGwtTPn84qN5rcqmJzy4jIjKGoioVPZ1tWDMjjF4ulyc9XSAQXBtkldRVpISQuhBCSAlaTE6p/MaSJIns0hr2pxSxaFcyueVyL33Kdb147Z6BVCq1fBedxrb4XGIzS5Ek+fFONuZsfux6endu/Z65/AolH+6Qc6uev9OnSa+TJEm8vCXBmF319cTgdjWX/56Yx3PfH6VKpcXDyZplU0MY0NWh3Z6/tfx9soDH18VSo9YxoKsDqyJCL1tmlUAguDaoVGrIq5A/1/u04fP6v4YQUoIW083JmuJqNbPXxtb7eRcHS/53W3/GDO7O+kMZfPD7SSpVWuPtne0tKaxUUVajYX9KUauFlF4v8b/vjlKp1DKouyMTmpkC3BCVxU9HzmBqouDL8UF0cWgfUaHV6fnoj1PGfYFhXs58MzH4smVEAWyIyuTVnxLR6SWG9nHlm0nBly1uQSAQXDukFFQB4GZvKVLNW4AQUoIWs3ZGOC9tiee3xDzMTRV4udoyOrg70673pKhKxUPfHiAmoxQAH3d7xoX04C5/d7o6WvPmtiRW7E8j21DVag3L96WxL6UIK3MTPhkX2OSC4WNnypm/7RgAL9zRn3Dv9kkuzy2v5akNcUSny7/bzKFevHiXz2WbzNPrJd7//QTf7kkFYFSQB++PGSQ2tAsEgnYh2SCk+nYR1aiWIISUoMU42pjzzaTBlFarsbMyMwqJn4+e4ZUtCVSqtNhZmvH8Hf2ZNKRXPcFTXC2n5Gp1UquumZxfyYd/yC291+4ZSB+3xt/Y1SotT66PQ63VM9zHjVk3erflV2zA74m5vLQlgbIaDXaWZrw/ZtBlDbasVml59rsj7DiWD8AzI/rx1PA+InlYIBC0G3UVqb5u9pf5JFcHQkgJWs25E3tbYrN59rujAAT1dOKzh4IaLAIurFTxa0IuAKODW76iRKXV8dTGI6i1eob179xsS++Nn4+RWlSNu4MVH40NuOjYhfJaDe9sT+K7mGwA/D0c+XJC0GU1cWeX1jBzVQwn8iqxMDXh/Qf9GRUk9uYJBIL2JdkwWNTUF1dBfYSQErSZ7fG5PP+DnGA+1WA0byxlfOGvx9HoJIJ7OuHn0fKR/E93JnM8twJnWws+GDOoyarLtqNn+OFwNiYKWPRwYINohtYgSRK/Jebxxs/HKKxUoVDAYzf3Zu6Ifpe1dXYotZg562IprlbjamfJt5MHM7hX+67dEQgEAoBT+XJFSgipliGElKBN7D5VyFMb49DpJUYHefD6vb6Nepd2JuWzJS4HEwXNRhacT1xmKUv2yMbuhaP9cWvCNJ5dWsPLPyYA8PgtfRhyEb6otKJq5v98jN2nCgHwdrXlvTGDCPO6fKGWkiSx5mAGb25LQquX8PNw4NvJIXiIkWSBQNABlFaryTGEcQ7sdvkmkq8mhJAStJr0omrmniOiPhwb0KiIKqhUMm+LXLGadaN3iysoFUoNczcdQS/JRuo7fN0bvZ9OL/HsJnmaL7CHE08N79um36e8VsPXf6ewcn86ap0eC1MTZt/szZxb+mBlfnn25YG8M++VHxPYEpcDwL0B3fhgzKDLtsNPIBBc+yTklAPg6WKDg5gCbhFCSAlaRVmNmojIaEprNAzq7si7o/0bFVF1kQVFVWp83O155rZ+LXp+SZKYtzmBjOIaPJysmX+vb5P3XbInlaj0EmwsTPns4cBWT9GptDrWHczki7+SKa3RAHBTv87Mv3cg3pc5OyWloIon1sdyIq8SUxMF8+7yYcZQL2EqFwgEHUqdkGqNDeO/jhBSghaj00vM3XSE1KJqYxhlUxWbJXtT2ZssRxZ8MT6oxZWddYcy2Z6Qi7mpgq8mBjeZYXIqv5JPdsrTfPPv9W2VCVyr0/NjXA6LdiUbS9h93Ox4ZeQAhvXvfNnFyk9xOczbkkCtRoernQVfjA/mut7tE+UgEAgEzZFoEFKDugsh1VKEkBK0mE93nuKfk4VYmpmwZMrgJhO0D5wu5oPfTwDw+j2+9O3SshHaxJxy3vwlCYAX7/QhsIklw5Ik8epPiWh0EsN93Bgb0rLJtToj+cd/nOR0YTUgB87NHdGPcSHdGzXKX0rKazW8sTWRn46cAeCGPi58Oi6wSX+YQCAQtDfx2aIi1VqEkBK0iO3xuXz5dwoA748Z1ORC3DNltTy5IQ69JEcdjA9r2bLgSqWGOetijTlQETd4NXnfH+NyiEorwdrclAX3+16wgiRJEnuTi/joj5PGDwknG3Nm39ybqdd5XhGeowOni3nu+6PklNViooCnhvflyVv7Nhk+KhAIBO3NuUZzIaRajhBSgguSUlDF8z/IWVEzh3rxQFDjWVDVKi0zV8nLc33c7XnnAf8WtckkSeL1rcfILKmheydrPhkX2GQOVLVKy3u/ydWuJ4f3oXsnm0bvV0dsZikf/H6Cg6klANhYmDLzRm9m3uh1RRgpa9RaPtpxihX70wDo6WzDpw8FimgDgUBwyRFG87YhhJSgWWrUWuNS3Ou8XZg3ckCj96vzTyXlVuBqZ8GyqSEtrvR8F5PFj4aIhM8eDmx2t9M3/5ymoFJFT2cbZgxtumqVUlDFRztO8vuxPAAszEyYFN6LObf0xvUy7sc7l92nCnl5S4LxG+D4sJ68cvcA7CzF21IgEFx66oSUf3eny3uQqwzxiS1oEkmSeHFzAifzK3G1s+Sz8Y3vuZMkide2JrIzKR8LUxO+nRxywUpRHacLq3jjZ3k/3nN39Gdwr6YzmyqVGiL/TQfg5ZE+WJo1FGp55UoW7TrF94ez0eklTBQwJrg7c2/rd8VkL50pq2XhbyfYdlT2Qnk4WfP2KD9u6e92mU8mEAj+y9QZzf09RH5UaxBCStAkPxzOZtvRM5iZKPhmUnCT5vLP/kxm/aFMFIZk8Za2pVRaHXM3HkGp0TO0jyuzb+rd7P03RWdRpdLSu7Mttw+sny1VVKViyZ5UVv2bjkqrB2DEgC68cGd/+rXQ7N7RVKu0LNmTypI9qdRqdCgUMO16T56/oz82FuKtKBAILi/CaN42xKe3oFFSCip5fatcKXr29n6EejZeKVqxL41Fu5IBePN+P0b6t3yh78JfT5CQU46TjXmL9uP9YVjUO/V6T+N98yuULN+XxpoDGdRqdACEenbixTt9CGnizJcapUbH9zFZfPZnCkVV8vLmkF6dmH+fr/jAEggEVwTCaN52hJASNECp0fHE+jhqNTpu6OPCo01Uir6LzjLGFTwzoh+Th/Rq8TW2x+ca23SfjAvA3fHCI/51b/LOdpb8faKAbfFn+OVoLmqdXIEK6O7I3BH9rogsKIDiKhWbYrJYuT+dwkpZQPVyseGFO3wY6e9+RZzx/+3deVxU5f4H8M+wDTsoCIjIphAKLqBcF8x9qUQsb5r70u1mXTWxrtvVEve00lLL7dXNyop+3dBrZhmioKYmsqlguIAIImKKLLIO8/z+QM51AhSG0WFmPu/Xa16+5pwzh+c7CPPhOc95HiIi4H/jo7wcrTjQvIkYpKiODdEX8XteMRytzbDxpfrHRUUl5mDh/eVfXu3vjTeGdGz0+a/dLsWi72te+/rADhjs59yo1xWW1cw+/vpXiSrb/+LZGq8P7NAiAlR5VTWOXryFA+du4MC5PCnktbO3wGsDvPFSsLtWFz8mIqrP+dyaIOXP9fWajEGKVJzOvIOdxzIAAGvHdK13XNSepBy89V0KhAAm9XLH4mf9Gh1gyquq8druBBRXKNDToxXeauTSMQDwdmgnfHM6G6m5hbC3NMOzAS4Y3b3dY50qQKkUOJNVgN/zinD9bhnKK6thbW4Ca7kpbC1MYG5ijLtlVcgrLENKTiHO5txFeZVSen1XNztM6e2B0d3bMUARUYuVer0IANCFl/WajEGKJKWVCvzzfkAa19MNwzrX7Sn6PiEH8/9Tc8yEv7hj5eiAJvUCrdyfhrQbRXCwMsOWiUFNmk38pWB3vBTsDkW1EsZGssfa+5R7twyfn7yK/yblIq+ovEmvdbUzx4j7Ia+h2dmJiFqS2h4pjo9qOgYpknwUcwnX7pTC1c4cb4d2rrP/y1NZeHvveQA1IWr18wGPHCD+oJ/P5+Gr364BqLm7rzHjourzOJdyyb5Tio9iLmFv0nUolAIAYGNugl5eDnBrZQFruQlKKhQoLleguLwKZVXVsLMwhaO1HJ3b2iLIwx4d2lhr/RIjEVFjFZZVIet2KQBe2lMHgxQBAH7PK8Knx2pm1175fABsHhhsKITAtrgMrLu/ft70vp54J7Rzk0JU9p1SzP+uZnb0V/t742mfNhpsffMVllVhy+FL+PxEljSuqbd3a0zv64lBfk71zllFRKQP0nJrLuu1s7eAvaWZllujexikCEqlwJI956FQCgzv7IwhnZxV9q3YnybdYfePgR0wf8RTTepxUVQrMe/bZBRXKBDkbo/5I57SdAlqq1YK/N+ZbLx3MB137lUCAPp1dMRbw30R6M5lWohI/6VKl/XYG6UOBilCVNJ1JGQVwMrMGBFh/tL24vIq/PO7FBy8P3/T0pGd8MrT3k0+/8dHruBMVgGs5Sb4aHwgTB/jpbmmSMstwuKos0i5PwldRydrLB3ZCQN8tX/3HxHRk5J6v0cqoIHF6OnhGKQMnBACO45eAQDMHuwD1/vLqKTnFeP13QnI+OMeTI1l+GBcd4R1c23y+U9l3MZHMRcBACtG+6N968YtHfM4lVYqsCnmMnYey0C1UsBGboJ5w3wxpY9Hiwl5RERPSu3SMBxorh4GKQN3JqsAF2+WwMLUGJN6u0OpFPj85FW8+9PvqFAo4Wpnji2TghCkxmWugnuVCI9MhlLUrHc3JsjtMVTQNDEXbuKd/6ZKk3s+G+CC5WH+cLJVb+A7EZEuK6+qxpVbJQCAzhxorhYGKQMnLVLpZoc7JZV4fW8Cfr18GwAwwLcNNr7UHa2tmj74sGbB47PIKyqHdxsrrBjt/+gXPUb5xeVY/kMafjx7A0DNoMqIMP96p3ggIjIUGbfuQSkAOwtTONnItd0cncQgZeD6dXQEUDMR58D3YwEA5qZG+NdznTClt4faY4W+OJmFX9JuwtRYhk3jA2El185/tWqlwFe/ZeG9g+koLlfA2EiGv/XzQvhQHy4UTEQG71J+MQDA15nTtqiLnyQGzsfZBt3a2yMl+y4A4GkfR6wYHQAvRyu1z3nxZjFWH7gAAFj8bCetXXc/f70QS/eeR/L92rq0s8PaMV04DoCI6L5LN2su63V0stFyS3QXgxRhzQsB2H0qC/192uCZgOYtpluhqEZ4ZDIqFUoMeqoNZoR4aq6hjfRHSQU++CUdkfHZEAKwkZtg/jNPYVIvj3rXDSQiMlQP9kiRehikCP6udlg7pqtGzvXez+lIu1GEVpamWPfXrk+0q7hSocQXJ6/io0OXUFyhAAA8390Vi57tpPYs6kRE+qy2R8qHPVJqY5Aijfkt4zY+/bVmdvT3Xuz2xO6Eq1YK7Eu5jo3RNUvcADWX8d4Z1RnBnq2fSBuIiHRNhaIaV2/fA8AeqeZgkCKNKKlQ4J//+d+Cx0OfwN1wQggcTM3DxuhLSL9Z0z3taC3HghFP4cUebk1awoaIyNDU3rFna26CNrxjT20MUqQRq/anIftOGdrZW9S74LEmKaqV+PHcDWyLy8CFGzUz8tqYm+C1AR0wI8STd+MRETXC5fz7l/WcbXjHXjPwE4eaLebCTUTGZ0MmAz4Y101lwWNNKq1U4LszOdh5LAM5BTUTalrLTfByiCf+1s8bdpaP5+sSEemj2qEQng7q36VNDFLUTEXlVViy5zwA4JV+Xujt7aDxr5FfXI7dJ7Pw5aksFJRWAQAcrMwwva8npvTx4GrlRERquHa7Jki5t4Clu3SZTi0stnbtWshkMoSHh0vbhBCIiIiAq6srLCwsMHDgQKSmpmqvkQZm+b405BWVw8PBEm8Nf0qj5866fQ+Lo86i37tHsOnwZRSUVqF9awusHO2P4wsHY84QH4YoIiI1ZRfUBKn2rS203BLdpjM9UvHx8dixYwe6dlW9TX/9+vXYsGEDdu3aBV9fX6xatQrDhg1Deno6bGx4O+fjFHfxFr5PzKm5pDe2G8xNjTVy3qt/3MPmw5exN/k6qpUCABDkbo+/9fPGCH9nmHBhYSKiZqu9tMceqebRiSBVUlKCSZMmYefOnVi1apW0XQiBDz/8EEuWLMGYMWMAAJ9//jmcnZ3x9ddfY+bMmdpqst4rrVRgyZ5zAIDpfT3RUwPTDOTeLcPG6IuISvpfgBr4VBvMGtSR0xgQEWlQVbUSufcXb2eQah6dCFKzZs3CyJEjMXToUJUglZmZiby8PAwfPlzaJpfLMWDAAJw4caLBIFVRUYGKigrpeVFR0eNrvJ7afPgycgrK4Gpn3uxLeiUVCmyLvYKdxzJQoVACAAb7OWHuEB90a2+vgdYSERmmhj7v8grLoRSA3MSIUx80U4sPUpGRkUhMTER8fHydfXl5eQAAZ2fVOYucnZ2RlZXV4DnXrl2L5cuXa7ahBuTSzWLsPJoBAFg+OgDWai5IrFQK/CchB+/9ko5bxTU/6H/xbI3Fz/kh0L2VxtpLRGSoGvq8q73zuX1rS0590EwterBJdnY25s6di927d8PcvOFZsv/8n0AI8dD/GIsXL0ZhYaH0yM7O1lib9Z0QAsv2pUKhFBjayRnD1Jx48/e8Iry47QQWfH8Wt4or4OFgiW2Tg/DtzN4MUUREGtLQ513tQHNe1mu+Ft0jlZCQgPz8fPTo0UPaVl1djaNHj2LLli1IT08HUNMz1bZtW+mY/Pz8Or1UD5LL5ZDL2ZWpjpgL+Thx5TbMTIywbFTTJ968V6HApphL+PR4JhRKASszY4QP9cW0vp4wM2nRuZ6ISOc09Hl3s7AcANCW65A2W4sOUkOGDMG5c+dUts2YMQN+fn5YuHAhvL294eLigujoaAQGBgIAKisrERcXh3Xr1mmjyXqtqlqJlT+mAQBmhHiifRP/kjnyez6W7j2P6/cHOI7wd0ZEmD/a2vHWWyKiJ6l2OIXzE1oTVZ+16CBlY2ODgIAAlW1WVlZwcHCQtoeHh2PNmjXw8fGBj48P1qxZA0tLS0ycOFEbTdZr/0nIQdbtUjham2HOYJ9Gv+5WcQVW7E/DDym5AAC3VhZYMdofg/0e/3p8RERU162Smh4pJw40b7YWHaQaY8GCBSgrK8M//vEPFBQUoFevXvjll184h5SGVVUrseXwZQDA6wM7NmqAuRAC353Jwaof01BUroCRDPhbPy/MG+bL9fCIiLToVkklAMDJlkGquXTu0yw2NlbluUwmQ0REBCIiIrTSHkNx4NwNXL9bBkdrOSb1cn/k8Rm3SvD2f8/j18u3AQAB7Wyx9oWu6OJm97ibSkREj/BHcQUAEzjZ8NJec+lckKInTwiBT49nAgCm9PZ46Azm5VXV2Bp7BVtjr6CyWgm5iRHeGu6Ll0O8OCM5EVELcfteJWRmJry0pwEMUvRIV2+X4mxOIcyMjTC5d/29UUIIHEnPR8S+NGnZgQG+bbBydADcHXh7LRFRSyIEYCwDHKwZpJqLQYoe6eSVmstz3d3t6/2hS88rxsr9aTh++Q8AgLOtHG+HdsbILm050RsRUQvlaC2HsRF/RzcXgxQ9UnpezZICAa6q45su3izGx0cu44eUXCgFYGZshBkhnpgzxEft2c6JiOjJcGRvlEbw044eqaOTNQDg18t/IDW3EJduluD/zmTjxP2eKgB4NsAF/3quU5PnliIiIu1oZWWq7SboBQYpeqS/eDkAANJvFmPkpuPSdpkMeMbfBbMGdURAO96NR0SkS+wtzLTdBL3AIEWP5Otsjal9PLAn8TrMzYzR2tIMI/ydMS64PdxasQeKiEgX2VmyR0oTGKTokWQyGVaMDsCK0QGPPpiIiHSCnQWDlCZwYh8iIiIDZM8gpREMUkRERAbInpf2NIJBioiIyADZcbC5RjBIERERGSCOkdIMBikiIiIDxImTNYNBioiIyABZyhtegJ4aj0GKiIjIAFmaMUhpAoMUERGRAbI046U9TWCQIiIiMkDskdIMBikiIiIDY2psBFNjRgBN4LtIRERkYCzN+PGvKXwniYiIDIyFKS/raQqDFBERkYExZ5DSGAYpIiIiA8PxUZrDd5KIiMjAmBjLtN0EvcEgRUREZGDYI6U5fCeJiIgMjBmDlMbwnSQiIjIwpib8+NcUvpNEREQGxpRjpDSGQYqIiMjAMEhpDoMUERGRgTE14se/pvCdJCIiMjC8a09z+E4SEREZGM4jpTkMUkRERAbG2IhBSlMYpIiIiAwOg5SmMEgREREZGHZIaQ6DFBERkYExkjFJaQqDFBERkYFhj5TmMEgREREZGBl7pDSGQYqIiMjQMEdpDIMUERGRgeEYKc1hkCIiIjIwHCOlOQxSREREBoY9UprDIEVERGRomKM0hkGKiIjIwBgxSWkMgxQREZGB4RgpzWGQIiIiMjAcI6U5DFJEREQGhhNyag6DFBERkYFhjNIcBikiIiIDw0t7msMgRUREZGCYozSHQYqIiMjAGPHTX2P4VhIRERkY9khpDoMUERGRgZFxuLnGMEgREREZmIm93LXdBL3BIEVERGRgLM1MtN0EvcEgRURERKQmBikiIiIiNTFIEREREamJQYqIiIhITQxSRERERGpikCIiIiJSE4MUERERkZoYpIiIiIjUxBm5AAghAABFRUVabgkREVHj2djYQMaF87SKQQpAcXExAKB9+/ZabgkREVHjFRYWwtbWVtvNMGgyUdsdY8CUSiVyc3N1ItkXFRWhffv2yM7ONqgfHkOsmzWzZn1liDUDj6fupn5uCSFQXFysE593uoI9UgCMjIzg5uam7WY0ia2trUH9AqpliHWzZsPAmg2HNuuWyWQG+Z4/ThxsTkRERKQmBikiIiIiNTFI6Ri5XI5ly5ZBLpdruylPlCHWzZoNA2s2HIZat77jYHMiIiIiNbFHioiIiEhNDFJEREREamKQIiIiIlITgxQRERGRmhikWqi1a9ciODgYNjY2cHJywvPPP4/09HSVY4QQiIiIgKurKywsLDBw4ECkpqZqqcWatXbtWshkMoSHh0vb9LXe69evY/LkyXBwcIClpSW6d++OhIQEab++1a1QKLB06VJ4eXnBwsIC3t7eWLFiBZRKpXSMrtd89OhRjBo1Cq6urpDJZNi7d6/K/sbUV1FRgTlz5sDR0RFWVlYICwtDTk7OE6yi6R5Wd1VVFRYuXIguXbrAysoKrq6umDp1KnJzc1XOoWt1P+p7/aCZM2dCJpPhww8/VNmuazWTKgapFiouLg6zZs3CqVOnEB0dDYVCgeHDh+PevXvSMevXr8eGDRuwZcsWxMfHw8XFBcOGDZPWDtRV8fHx2LFjB7p27aqyXR/rLSgoQEhICExNTfHTTz8hLS0NH3zwAezt7aVj9K3udevWYdu2bdiyZQsuXLiA9evX47333sPmzZulY3S95nv37qFbt27YsmVLvfsbU194eDj27NmDyMhIHD9+HCUlJQgNDUV1dfWTKqPJHlZ3aWkpEhMT8fbbbyMxMRFRUVG4ePEiwsLCVI7Ttbof9b2utXfvXvz2229wdXWts0/XaqY/EaQT8vPzBQARFxcnhBBCqVQKFxcX8e6770rHlJeXCzs7O7Ft2zZtNbPZiouLhY+Pj4iOjhYDBgwQc+fOFULob70LFy4U/fr1a3C/PtY9cuRI8fLLL6tsGzNmjJg8ebIQQv9qBiD27NkjPW9MfXfv3hWmpqYiMjJSOub69evCyMhI/Pzzz0+s7c3x57rrc/r0aQFAZGVlCSF0v+6Gas7JyRHt2rUT58+fFx4eHmLjxo3SPl2vmYRgj5SOKCwsBAC0bt0aAJCZmYm8vDwMHz5cOkYul2PAgAE4ceKEVtqoCbNmzcLIkSMxdOhQle36Wu++ffvQs2dPjB07Fk5OTggMDMTOnTul/fpYd79+/RATE4OLFy8CAFJSUnD8+HE899xzAPSz5gc1pr6EhARUVVWpHOPq6oqAgAC9eA9qFRYWQiaTST2w+li3UqnElClTMH/+fPj7+9fZr481GxouWqwDhBB488030a9fPwQEBAAA8vLyAADOzs4qxzo7OyMrK+uJt1ETIiMjkZiYiPj4+Dr79LFeAMjIyMDWrVvx5ptv4l//+hdOnz6NN954A3K5HFOnTtXLuhcuXIjCwkL4+fnB2NgY1dXVWL16NSZMmABAf7/XtRpTX15eHszMzNCqVas6x9S+XteVl5dj0aJFmDhxorSIrj7WvW7dOpiYmOCNN96od78+1mxoGKR0wOzZs3H27FkcP368zj6ZTKbyXAhRZ5suyM7Oxty5c/HLL7/A3Ny8weP0pd5aSqUSPXv2xJo1awAAgYGBSE1NxdatWzF16lTpOH2q+9tvv8Xu3bvx9ddfw9/fH8nJyQgPD4erqyumTZsmHadPNddHnfr05T2oqqrC+PHjoVQq8cknnzzyeF2tOyEhAR999BESExOb3H5drdkQ8dJeCzdnzhzs27cPR44cgZubm7TdxcUFAOr8xZKfn1/nL11dkJCQgPz8fPTo0QMmJiYwMTFBXFwcNm3aBBMTE6kmfam3Vtu2bdG5c2eVbZ06dcK1a9cA6N/3GQDmz5+PRYsWYfz48ejSpQumTJmCefPmYe3atQD0s+YHNaY+FxcXVFZWoqCgoMFjdFVVVRXGjRuHzMxMREdHS71RgP7VfezYMeTn58Pd3V36vZaVlYW33noLnp6eAPSvZkPEINVCCSEwe/ZsREVF4fDhw/Dy8lLZ7+XlBRcXF0RHR0vbKisrERcXh759+z7p5jbbkCFDcO7cOSQnJ0uPnj17YtKkSUhOToa3t7de1VsrJCSkzrQWFy9ehIeHBwD9+z4DNXdvGRmp/uoxNjaWpj/Qx5of1Jj6evToAVNTU5Vjbty4gfPnz+v0e1Aboi5duoRDhw7BwcFBZb++1T1lyhScPXtW5feaq6sr5s+fj4MHDwLQv5oNkrZGudPDvf7668LOzk7ExsaKGzduSI/S0lLpmHfffVfY2dmJqKgoce7cOTFhwgTRtm1bUVRUpMWWa86Dd+0JoZ/1nj59WpiYmIjVq1eLS5cuia+++kpYWlqK3bt3S8foW93Tpk0T7dq1E/v37xeZmZkiKipKODo6igULFkjH6HrNxcXFIikpSSQlJQkAYsOGDSIpKUm6O60x9b322mvCzc1NHDp0SCQmJorBgweLbt26CYVCoa2yHulhdVdVVYmwsDDh5uYmkpOTVX6vVVRUSOfQtbof9b3+sz/ftSeE7tVMqhikWigA9T4+++wz6RilUimWLVsmXFxchFwuF/379xfnzp3TXqM17M9BSl/r/eGHH0RAQICQy+XCz89P7NixQ2W/vtVdVFQk5s6dK9zd3YW5ubnw9vYWS5YsUfkw1fWajxw5Uu/P77Rp04QQjauvrKxMzJ49W7Ru3VpYWFiI0NBQce3aNS1U03gPqzszM7PB32tHjhyRzqFrdT/qe/1n9QUpXauZVMmEEOJJ9HwRERER6RuOkSIiIiJSE4MUERERkZoYpIiIiIjUxCBFREREpCYGKSIiIiI1MUgRERERqYlBioiIiEhNDFJEREREamKQIiKN8vT0xIcffvhYv8bhw4fh5+cnrc+njv379yMwMLBZ5yAiYpAi0lHTp0+HTCar87h8+bK2m/bYLViwAEuWLJEWP05KSkJgYCCsra0RFhaGgoIC6ViFQoGgoCDEx8ernCM0NBQymQxff/31E207EekXBikiHfbMM8/gxo0bKg8vLy9tN+uxOnHiBC5duoSxY8dK21555RUMHjwYiYmJuHv3LtasWSPte//999GvXz8EBwfXOdeMGTOwefPmJ9JuItJPDFJEOkwul8PFxUXlYWxsDAD44Ycf0KNHD5ibm8Pb2xvLly+HQqGQXiuTybB9+3aEhobC0tISnTp1wsmTJ3H58mUMHDgQVlZW6NOnD65cuSK95sqVKxg9ejScnZ1hbW2N4OBgHDp06KFtLCwsxKuvvgonJyfY2tpi8ODBSElJkfanpKRg0KBBsLGxga2tLXr06IEzZ840eL7IyEgMHz4c5ubm0rYLFy7g73//O3x9fTFhwgSkpaUBADIyMvDvf/8bq1evrvdcYWFhOH36NDIyMh5aAxFRQxikiPTQwYMHMXnyZLzxxhtIS0vD9u3bsWvXrjqBYuXKlZg6dSqSk5Ph5+eHiRMnYubMmVi8eLEUZmbPni0dX1JSgueeew6HDh1CUlISRowYgVGjRuHatWv1tkMIgZEjRyIvLw8HDhxAQkICgoKCMGTIENy5cwcAMGnSJLi5uSE+Ph4JCQlYtGgRTE1NG6zt6NGj6Nmzp8q2bt26ITo6GgqFAjExMejatSsA4LXXXsP69ethY2NT77k8PDzg5OSEY8eOPeIdJSJqgCAinTRt2jRhbGwsrKyspMeLL74ohBDi6aefFmvWrFE5/ssvvxRt27aVngMQS5culZ6fPHlSABCffvqptO2bb74R5ubmD21H586dxebNm6XnHh4eYuPGjUIIIWJiYoStra0oLy9XeU2HDh3E9u3bhRBC2NjYiF27djW6bjs7O/HFF1+obDt//rzo37+/cHd3FxMmTBCFhYXi888/F6NHjxY5OTli+PDhokOHDmLJkiV1zhcYGCgiIiIa/fWJiB5kou0gR0TqGzRoELZu3So9t7KyAgAkJCQgPj5epQequroa5eXlKC0thaWlJQBIPTcA4OzsDADo0qWLyrby8nIUFRXB1tYW9+7dw/Lly7F//37k5uZCoVCgrKyswR6phIQElJSUwMHBQWV7WVmZdMnwzTffxCuvvIIvv/wSQ4cOxdixY9GhQ4cGay4rK1O5rAcA/v7+iIuLk57fvn0bEREROHr0KObMmYOQkBBERUUhODgYvXr1wqhRo6RjLSwsUFpa2uDXIyJ6GAYpIh1mZWWFjh071tmuVCqxfPlyjBkzps6+B0PIg5fQZDJZg9tqpwiYP38+Dh48iPfffx8dO3aEhYUFXnzxRVRWVtbbPqVSibZt2yI2NrbOPnt7ewBAREQEJk6ciB9//BE//fQTli1bhsjISLzwwgv1ntPR0VHlrrz6zJs3D+Hh4XBzc0NsbCxWrVoFKysrjBw5ErGxsSpB6s6dO2jTps1Dz0dE1BAGKSI9FBQUhPT09HpDVnMcO3YM06dPl0JOSUkJrl69+tB25OXlwcTEBJ6eng0e5+vrC19fX8ybNw8TJkzAZ5991mCQCgwMlAaT1ycmJga///47du3aBaCmJ66qqgoApH9rlZeX48qVKwgMDGzwfERED8PB5kR66J133sEXX3yBiIgIpKam4sKFC/j222+xdOnSZp23Y8eOiIqKQnJyMlJSUjBx4sSHTmg5dOhQ9OnTB88//zwOHjyIq1ev4sSJE1i6dCnOnDmDsrIyzJ49G7GxscjKysKvv/6K+Ph4dOrUqcFzjhgxAsePH693X1lZGWbNmoUdO3ZIc0yFhITg448/RkpKCr7//nuEhIRIx586dQpyuRx9+vRR8x0hIkPHIEWkh0aMGIH9+/cjOjoawcHB6N27NzZs2AAPD49mnXfjxo1o1aoV+vbti1GjRmHEiBEICgpq8HiZTIYDBw6gf//+ePnll+Hr64vx48fj6tWrcHZ2hrGxMW7fvo2pU6fC19cX48aNw7PPPovly5c3eM7JkycjLS0N6enpdfatWLECoaGh6N69u7Rt06ZNSE5ORv/+/REaGoq//vWv0r5vvvkGkyZNksaMERE1lUwIIbTdCCKipliwYAEKCwuxfft2tc9x69Yt+Pn54cyZM3o/iSkRPT7skSIinbNkyRJ4eHigurpa7XNkZmbik08+YYgiomZhjxQRERGRmtgjRURERKQmBikiIiIiNTFIEREREamJQYqIiIhITQxSRERERGpikCIiIiJSE4MUERERkZoYpIiIiIjUxCBFREREpKb/B+hZTrXXS+ZRAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=wb_df, x='Primary completion rate: Female: % of relevant age group: 2015',\n", " y='Primary completion rate: Male: % of relevant age group: 2015',kind = 'kde'); \n", "plt.suptitle('Primary Schooling Completion Rate (2015)', y = 1.02) \n", "plt.xlabel('Females (%)')\n", "plt.ylabel('Males (%)');\n", "# Only KDEs here" ] }, { "cell_type": "code", "execution_count": 78, "id": "5322ade4-fd9f-4fea-af2c-919b906968fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=wb_df, x='Primary completion rate: Female: % of relevant age group: 2015',\n", " y='Primary completion rate: Male: % of relevant age group: 2015'); \n", "plt.suptitle('Primary Schooling Completion Rate (2015)', y = 1.02) \n", "plt.xlabel('Females (%)')\n", "plt.ylabel('Males (%)');\n", "# The same kde plot as with jointplot, but without fancy axes" ] }, { "cell_type": "markdown", "id": "274a866b-8f6a-4087-acf7-1877ae099810", "metadata": {}, "source": [ "The two plots above are 2-dimensional KDE plots. There are more points where the lines are closer together, and fewer points where they are further apart. We can also set the `fill` parameter to `True` to shade in our 2D KDE plot and get a [density plot](https://www.quanthub.com/what-are-density-plots/) where the darker shades represent more data points." ] }, { "cell_type": "code", "execution_count": 82, "id": "27f5d00f-cd94-465c-9896-47bef0a3a6e0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(data=wb_df, x='Primary completion rate: Female: % of relevant age group: 2015',\n", " y='Primary completion rate: Male: % of relevant age group: 2015',kind = 'kde', \n", " fill = True); \n", "plt.suptitle('Primary Schooling Completion Rate (2015)', y = 1.02) \n", "plt.xlabel('Females (%)')\n", "plt.ylabel('Males (%)');" ] }, { "cell_type": "markdown", "id": "d9fab7c4-846d-4a70-8e9d-e8905a10f781", "metadata": {}, "source": [ "## Geospatial Data" ] }, { "cell_type": "markdown", "id": "c4a6f3bf-a795-450f-a4f4-226152b23b50", "metadata": {}, "source": [ "`Geopandas` and `Plotly` can be used to make some awesome geospatial maps in pandas. Read [here](https://towardsdatascience.com/visualizing-geospatial-data-in-python-e070374fe621) to learn more about plotting with `geopandas` and read [here](https://plotly.com/python/choropleth-maps/) to learn more about plotting with `plotly's chloropleth` maps." ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:sklearn-env]", "language": "python", "name": "conda-env-sklearn-env-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }