{ "cells": [ { "cell_type": "code", "execution_count": 1, "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "import plotly.graph_objects as go\n" ], "outputs": [], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "# Basic Visualizations" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "In thus subchapter, we will go over some key types of plots, as well as how to create them using two of the most common plotting libraries in Python: `matplotlib` and `seaborn`. However, first we will need to load in the dataset we will be using for this analysis. \n", "\n", "For this analysis, we will be loading in a subset of [World Bank's Education Statistics (EdStats) Dataset](https://datatopics.worldbank.org/education/). The subset we will be working with has data on a bunch of education metrics/indicators for 25 regions from 1970-2014. We have cleaned this dataset to ensure we don't have any missing datapoints. There are too many indicators to even begin describing all. We highly encourage you to explore World Bank's data directly if you're interested!" ], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "wb_df = pd.read_csv('data/wb_educ.csv')\n", "wb_df" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Country NameCountry CodeIndicator NameIndicator Code197019711972197319741975...2005200620072008200920102011201220132014
0Arab WorldARBAdjusted net enrolment rate, primary, both sex...SE.PRM.TENR5.482212e+015.489414e+015.620944e+015.726711e+015.799114e+015.936554e+01...8.248949e+018.268551e+018.328034e+018.401187e+018.419596e+018.521200e+018.524514e+018.610167e+018.551194e+018.532015e+01
1Arab WorldARBAdjusted net enrolment rate, primary, female (%)SE.PRM.TENR.FE4.335110e+014.331815e+014.464070e+014.584572e+014.644950e+014.836389e+01...7.947577e+017.960833e+018.058242e+018.147380e+018.169569e+018.287165e+018.286139e+018.440141e+018.391403e+018.382083e+01
2Arab WorldARBAdjusted net enrolment rate, primary, gender p...UIS.NERA.1.GPI6.585700e-016.564000e-016.632900e-016.720400e-016.726100e-016.917600e-01...9.308400e-019.296200e-019.384600e-019.425000e-019.434700e-019.476200e-019.467000e-019.620800e-019.640900e-019.662000e-01
3Arab WorldARBAdjusted net enrolment rate, primary, male (%)SE.PRM.TENR.MA6.582623e+016.599358e+016.730186e+016.821908e+016.905901e+016.991455e+01...8.538029e+018.563508e+018.586669e+018.644414e+018.659069e+018.745258e+018.752652e+018.772817e+018.703988e+018.675339e+01
4Arab WorldARBAdjusted net intake rate to Grade 1 of primary...UIS.NIRA.15.244892e+015.248975e+015.263559e+015.332700e+015.418465e+015.486563e+01...7.613177e+017.522256e+017.559570e+017.489394e+017.481455e+017.619704e+017.647497e+017.731937e+017.656671e+017.662057e+01
..................................................................
3395WorldWLDSurvival rate to the last grade of primary edu...SE.PRM.PRSL.MA.ZS6.707542e+016.657861e+016.629349e+016.593887e+016.625532e+016.682665e+01...6.825568e+016.920012e+016.931534e+017.040000e+016.939960e+016.849098e+016.795392e+016.678090e+016.694540e+017.019475e+01
3396WorldWLDTeachers in primary education, both sexes (num...SE.PRM.TCHR1.428878e+071.459513e+071.529481e+071.582020e+071.627415e+071.674470e+07...2.688926e+072.709888e+072.752526e+072.777079e+072.814018e+072.864318e+072.910380e+072.938328e+073.047234e+073.067875e+07
3397WorldWLDTeachers in primary education, female (number)SE.PRM.TCHR.FE7.874428e+068.001568e+068.262296e+068.498361e+068.663721e+068.810588e+06...1.665298e+071.679720e+071.703848e+071.723032e+071.753421e+071.796218e+071.832742e+071.859735e+071.931428e+071.952334e+07
3398WorldWLDTeachers in secondary education, both sexes (n...SE.SEC.TCHR1.172561e+071.213650e+071.269944e+071.330712e+071.374928e+071.413025e+07...2.843753e+072.910475e+073.010238e+073.105815e+073.162800e+073.221992e+073.249828e+073.269860e+073.235300e+073.286152e+07
3399WorldWLDTeachers in tertiary education programmes, bot...SE.TER.TCHR2.752715e+062.815567e+062.938241e+063.047319e+063.181207e+063.332724e+06...9.191711e+069.480116e+061.000710e+071.054032e+071.069500e+071.113321e+071.158810e+071.190016e+071.216735e+071.264785e+07
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3400 rows × 49 columns

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" ], "text/plain": [ " Country Name Country Code \\\n", "0 Arab World ARB \n", "1 Arab World ARB \n", "2 Arab World ARB \n", "3 Arab World ARB \n", "4 Arab World ARB \n", "... ... ... \n", "3395 World WLD \n", "3396 World WLD \n", "3397 World WLD \n", "3398 World WLD \n", "3399 World WLD \n", "\n", " Indicator Name Indicator Code \\\n", "0 Adjusted net enrolment rate, primary, both sex... SE.PRM.TENR \n", "1 Adjusted net enrolment rate, primary, female (%) SE.PRM.TENR.FE \n", "2 Adjusted net enrolment rate, primary, gender p... UIS.NERA.1.GPI \n", "3 Adjusted net enrolment rate, primary, male (%) SE.PRM.TENR.MA \n", "4 Adjusted net intake rate to Grade 1 of primary... UIS.NIRA.1 \n", "... ... ... \n", "3395 Survival rate to the last grade of primary edu... SE.PRM.PRSL.MA.ZS \n", "3396 Teachers in primary education, both sexes (num... SE.PRM.TCHR \n", "3397 Teachers in primary education, female (number) SE.PRM.TCHR.FE \n", "3398 Teachers in secondary education, both sexes (n... SE.SEC.TCHR \n", "3399 Teachers in tertiary education programmes, bot... SE.TER.TCHR \n", "\n", " 1970 1971 1972 1973 1974 \\\n", "0 5.482212e+01 5.489414e+01 5.620944e+01 5.726711e+01 5.799114e+01 \n", "1 4.335110e+01 4.331815e+01 4.464070e+01 4.584572e+01 4.644950e+01 \n", "2 6.585700e-01 6.564000e-01 6.632900e-01 6.720400e-01 6.726100e-01 \n", "3 6.582623e+01 6.599358e+01 6.730186e+01 6.821908e+01 6.905901e+01 \n", "4 5.244892e+01 5.248975e+01 5.263559e+01 5.332700e+01 5.418465e+01 \n", "... ... ... ... ... ... \n", "3395 6.707542e+01 6.657861e+01 6.629349e+01 6.593887e+01 6.625532e+01 \n", "3396 1.428878e+07 1.459513e+07 1.529481e+07 1.582020e+07 1.627415e+07 \n", "3397 7.874428e+06 8.001568e+06 8.262296e+06 8.498361e+06 8.663721e+06 \n", "3398 1.172561e+07 1.213650e+07 1.269944e+07 1.330712e+07 1.374928e+07 \n", "3399 2.752715e+06 2.815567e+06 2.938241e+06 3.047319e+06 3.181207e+06 \n", "\n", " 1975 ... 2005 2006 2007 \\\n", "0 5.936554e+01 ... 8.248949e+01 8.268551e+01 8.328034e+01 \n", "1 4.836389e+01 ... 7.947577e+01 7.960833e+01 8.058242e+01 \n", "2 6.917600e-01 ... 9.308400e-01 9.296200e-01 9.384600e-01 \n", "3 6.991455e+01 ... 8.538029e+01 8.563508e+01 8.586669e+01 \n", "4 5.486563e+01 ... 7.613177e+01 7.522256e+01 7.559570e+01 \n", "... ... ... ... ... ... \n", "3395 6.682665e+01 ... 6.825568e+01 6.920012e+01 6.931534e+01 \n", "3396 1.674470e+07 ... 2.688926e+07 2.709888e+07 2.752526e+07 \n", "3397 8.810588e+06 ... 1.665298e+07 1.679720e+07 1.703848e+07 \n", "3398 1.413025e+07 ... 2.843753e+07 2.910475e+07 3.010238e+07 \n", "3399 3.332724e+06 ... 9.191711e+06 9.480116e+06 1.000710e+07 \n", "\n", " 2008 2009 2010 2011 2012 \\\n", "0 8.401187e+01 8.419596e+01 8.521200e+01 8.524514e+01 8.610167e+01 \n", "1 8.147380e+01 8.169569e+01 8.287165e+01 8.286139e+01 8.440141e+01 \n", "2 9.425000e-01 9.434700e-01 9.476200e-01 9.467000e-01 9.620800e-01 \n", "3 8.644414e+01 8.659069e+01 8.745258e+01 8.752652e+01 8.772817e+01 \n", "4 7.489394e+01 7.481455e+01 7.619704e+01 7.647497e+01 7.731937e+01 \n", "... ... ... ... ... ... \n", "3395 7.040000e+01 6.939960e+01 6.849098e+01 6.795392e+01 6.678090e+01 \n", "3396 2.777079e+07 2.814018e+07 2.864318e+07 2.910380e+07 2.938328e+07 \n", "3397 1.723032e+07 1.753421e+07 1.796218e+07 1.832742e+07 1.859735e+07 \n", "3398 3.105815e+07 3.162800e+07 3.221992e+07 3.249828e+07 3.269860e+07 \n", "3399 1.054032e+07 1.069500e+07 1.113321e+07 1.158810e+07 1.190016e+07 \n", "\n", " 2013 2014 \n", "0 8.551194e+01 8.532015e+01 \n", "1 8.391403e+01 8.382083e+01 \n", "2 9.640900e-01 9.662000e-01 \n", "3 8.703988e+01 8.675339e+01 \n", "4 7.656671e+01 7.662057e+01 \n", "... ... ... \n", "3395 6.694540e+01 7.019475e+01 \n", "3396 3.047234e+07 3.067875e+07 \n", "3397 1.931428e+07 1.952334e+07 \n", "3398 3.235300e+07 3.286152e+07 \n", "3399 1.216735e+07 1.264785e+07 \n", "\n", "[3400 rows x 49 columns]" ] }, "metadata": {}, "execution_count": 2 } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "## Matplotlib and Seaborn\n", "\n", "`Matplotlib` and `Seaborn` are both plotting libraries useful for making graphs in Python. They both support a variety of different types of plots, and we shall give examples of various plots in each below. We have imported both the libraries at the top of the subchapter. Importantly, in order to view `matplotlib` plots in Jupyter notebooks, you have to include the `%matplotlib inline` command we used above (this is a line magic command used by Jupyter notebooks, read more [here](https://ipython.readthedocs.io/en/stable/interactive/magics.html)). As always, you are encouraged to read [`Matplotlib`'s](https://matplotlib.org/stable/) and [`Seaborn`'s](https://seaborn.pydata.org/) documentation.\n", "\n", "Fun fact: `seaborn` is actually built on top of `matplotlib` to make creating basic plots simpler and require less code. All `seaborn` plots are by definition also `matplotlib` plots. For example, when you're plotting two variables from the same DataFrame against each other:\n", "- In `matplotlib`, you have to pull both of them out as Series and pass them into the function call. For example: `plt.scatter(x = df['x_name'], y = df['y_name']`. \n", "- In `seaborn`, you can simply pass in the DataFrame name and then the names of the variables. For example: `sns.scatter(data = df, x = 'x_name', y = 'y_name'`. \n", "\n", "Small things like this can help save a lot of time when producing quick plots. However, `seaborn` is less customizable than `matplotlib` and cannot produce all the plots `matplotlib` can.\n", "\n" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Matplotlib Plot Customizations\n", "\n", "Regardless of the type of plot and the library you choose to create the plot, you should always give it a title, set axis labels, etc. There are several miscellaneous function calls you can use to set these settings regardless of plot. As `seaborn` is built on top of `matplotlib`, these commands don't differ between these two packages. We have listed a few of these commands below, but the list is not at all comprehensive. Read [here](https://matplotlib.org/stable/api/pyplot_summary.html) for more details.\n", "\n", "- [`plt.title()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.title.html#matplotlib.pyplot.title): Set a title.\n", "- [`plt.xlabel()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.xlabel.html#matplotlib.pyplot.xlabel) and [`plt.ylabel()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.ylabel.html#matplotlib.pyplot.ylabel): Set the x-axis and y-axis labels.\n", "- [`plt.xlim()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.xlim.html#matplotlib.pyplot.xlim) and [`plt.ylim()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.ylim.html#matplotlib.pyplot.ylim): Set the limits/ranges for the x and y axis.\n", "- [`plt.legend()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend): Include a legend.\n", "- [`plt.annotate()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.annotate.html#matplotlib.pyplot.annotate): Annotate the plot.\n", "- [`plt.grid()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.grid.html#matplotlib.pyplot.grid): Configure the grid lines.\n", "- [`plt.subplots()`](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots): Create subplots within the plot.\n", "\n", "*Note*: The list above assumes you have imported `matplotlib.pyplot` as `plt`. If not, you will need to replace `plt` with `matplotlib.pyplot` (or whatever other alias you choose to use). " ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "## Bar Charts" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Although our dataset has complete information for several metrics for each of the 25 regions, it doesn't have data on the exact same metrics for each region. We have a lot more data from some regions than from others, as can be seen from the `.value_counts()` below." ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "wb_df['Country Name'].value_counts()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Latin America & Caribbean (excluding high income) 176\n", "Latin America & Caribbean 176\n", "Lower middle income 174\n", "World 166\n", "Euro area 166\n", "Middle East & North Africa 166\n", "Middle East & North Africa (excluding high income) 165\n", "South Asia 164\n", "High income 163\n", "Middle income 156\n", "Arab World 143\n", "Low & middle income 143\n", "Heavily indebted poor countries (HIPC) 137\n", "Least developed countries: UN classification 135\n", "European Union 134\n", "Europe & Central Asia 133\n", "Low income 128\n", "OECD members 128\n", "Sub-Saharan Africa 124\n", "Sub-Saharan Africa (excluding high income) 124\n", "Upper middle income 89\n", "East Asia & Pacific 86\n", "North America 84\n", "Europe & Central Asia (excluding high income) 73\n", "East Asia & Pacific (excluding high income) 67\n", "Name: Country Name, dtype: int64" ] }, "metadata": {}, "execution_count": 3 } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Let us attempt to visualize this. As we have a qualitative nominal and a quantitative discrete variable here, a bar chart would be helpful. Bar charts display a bar for each category, and the length of each bar is proportional to the frequency of the corresponding category. While not necessary, most bar charts have equally spaced and equally wide columns. \n", "\n", "We have made a sample bar chart below using `matplotlib` below; as always, read the documentation for more information." ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "plt.bar(wb_df['Country Name'].value_counts().index, wb_df['Country Name'].value_counts())\n", "plt.title('Number of Metrics for each Region')\n", "plt.xlabel('Region Name')\n", "plt.ylabel('Count');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "It is impossible to read any of the labels on the x-axis of the above bar chart as they all overlap. This is an example of **overplotting**, which is defined as data/labels on a plot overlapping, making it difficult to see what's going to. To fix this, we could rotate the x-axis labels so they're vertical, as done below." ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "plt.bar(wb_df['Country Name'].value_counts().index, wb_df['Country Name'].value_counts())\n", "plt.xticks(rotation=90)\n", "plt.title('Number of Metrics for each Region')\n", "plt.xlabel('Region Name')\n", "plt.ylabel('Count');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Alternatively, you can easily make this plot in `seaborn` using the [`.countplot()`](https://seaborn.pydata.org/generated/seaborn.countplot.html) command. As you can see, `seaborn` automatically gave the plot a color scheme and x and y-axis labels (`matplotlib` would not do this without us specifying the labels). However, we still have to use `plt.xticks()` to avoid overplotting. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "sns.countplot(data = wb_df, x = 'Country Name');\n", "plt.xticks(rotation=90);" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Another way to avoid overplotting would be to make a horizontal bar chart instead. We have done so using `seaborn` below." ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "sns.countplot(data = wb_df, y = 'Country Name')\n", "plt.title('Number of Metrics for each Region')\n", "plt.xlabel('Region Name')\n", "plt.ylabel('Count');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Finally, if you would like to also sort these values from highest to lowest (similar to how the `.value_counts()` command sorted the `matplotlib` bar chart in descending order), you can use the `order` parameter." ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "sns.countplot(data = wb_df, y = 'Country Name', order = wb_df['Country Name'].value_counts().index)\n", "plt.title('Number of Metrics for each Region')\n", "plt.xlabel('Region Name')\n", "plt.ylabel('Count');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "## Scatter Plots\n", "\n", "Scatter plots are used to visualize the relationship between two numerical variables. They help us infer the association between two variables. The association between two variables refers to how one variable changes with respect to the other. We can describe the association between two variables based on two factors:\n", "\n", "1. *Magnitude:* Is the association strong or weak? If the points on the scatter plot all line up along a straight line (in any direction), it means that the association between the variables is strong. On the other hand, if the points are all spread out and scattered (no pun intended), it means that the association is weak.\n", "\n", "2. *Direction (or sign):* Is the association positive or negative? If one variable increases as the other variable increases, the association between the two variables is positive. If one decreases as the other increases, the association is negative. \n", "\n", "For example, let us say we're interested in plotting the percent of males vs females enrolled in primary school each year across the entire world, using data from 1970 to 2014. We have done this using `matplotlib` below. As you can see, while it's easy to extract columns as series, in order to plot row-wise data, we must extract individual rows and then turn them into `NumPy` arrays." ], "metadata": {} }, { "cell_type": "code", "execution_count": 9, "source": [ "males = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, male (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "females = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, female (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "plt.scatter(x = males, y = females);\n", "plt.title('Proportion enrolled in Primary School, using data from 1970 to 2014')\n", "plt.xlabel('Percent of Males')\n", "plt.ylabel('Percent of Females');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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f31/k5eWpt2VmZgoHBwcxf/589bb27dsLPz8/jfhKSkpEs2bNRN26ddXPbej3QGWHCPW9L0v/zZs1ayaefvrpMo+leq+WPo4hn+V+/foJNzc3cfPmTfU2hUIhwsPDBQCRlpam93kVCoUIDAwUERERGn871TBSWUOEqvfe7NmzhY+Pj8b+hg4RlpSUiPv374uXX35ZPProo+W2V52nh1+rEPo/g8b+Jpjqc6lLWb8tixYt0hoeE+K/KTfdu3fXe9wlS5YIAGLDhg0a2w8dOqRzuxBCzJs3TwAQ169fLzNmfUOEhp5XQ504cUK4uLiIZ555RmN7dHS0aNy4sc59nJ2dxauvvqrzsfKGCLdv3y6cnJzEqVOnhBD//f2r3BBh+/bt4eTkBA8PD/Tp0wcBAQHYsWMH/P39Ndo999xzGvf37t0LNzc3de+Tiqprfc+ePRrbu3btqnFMR0dH9O/fHxcvXlQPXe3duxddu3ZFUFCQ1jELCgq0JpGWjslYqoy79FVi/fr1g5ubm9ZraNWqlUZXpEwmQ6NGjdRDTfps374dNWvWRGxsLEpKStS3Vq1aISAgQOtKCWOep/Q5SEpK0vma2rZti7CwMK3XVJ7t27ejWbNmaNWqlUbsPXr00LjKQ/W8gwcP1th/0KBBRj2fLk899ZTG/RYtWqCwsBBZWVnl7qvq1XNyckLt2rUxfvx49OzZU6t7vUWLFmjUqJHBMfXp00fjflhYGABoTdIPCwtDTk6OxnDEX3/9haeeego+Pj5wdHSEk5MThg4dCoVCoTWkWqtWLXTp0kXr+d944w0cP34chw4dAvBgeHbdunUYNmwY3N3dy4y9TZs2uHjxIhITE/HOO++gQ4cO2LNnD4YOHYqnnnpKPVy0Y8cOyGQyjWELfaKiouDh4aG+7+/vDz8/P/V79u7du/j999/x/PPPa8Tn6OiIF198Ef/88w/OnTsHwPjvAXNr27YtduzYgSlTpmDfvn24d++ewfsa8lnev38/unTpotGz7ODggBdeeKHc4587dw7Xr1/HoEGDNHohg4ODNXoYVfbu3Ytu3brBy8tL/d6bOXMmsrOzDfo8AcC3336Lxx9/HO7u7qhRowacnJywYsUKnDlzxqD99dH1GTT2vVCZz2VlDB48GN7e3nj11Vfx+++/4/bt29iwYYO6h6ys4a8VK1bAx8cHzzzzjM7Hy7o6taJXrpryM3b58mX06dMHQUFBOq9CNnX8ubm5GDVqFCZPnoxmzZoZvX9pZk2w1q5di6NHj+Kvv/7C9evXcfLkSTz++OMabVxdXTXGgAEgOzsbAQEBWifIz88PNWrU0Oo+L91F+PA2Vdvs7Gydc0MCAwM12qnom0diqOzsbNSoUUNjqAh48EcPCAjQej4fHx+tY0il0nK/cG/cuIHbt2/D2dlZ/WOvumVmZuLff/+t8POUPgeqmPWdR0OGNUrHfvLkSa24PTw8IIRQx646l6Vj1/V3N1bpY6q63Q35oXNxccHRo0dx9OhRnDx5Erdv38ZPP/2EOnXqaLQz9r3k7e2tcd/Z2bnM7arLl9PT0/Hkk0/i2rVr+OSTT3DgwAEcPXpUPaxX+jXpi6tv374ICQlR77d69WrcvXsXY8eONSh+Jycn9OjRA3PnzsXOnTtx9epVdO7cGdu3b8eOHTsAADdv3kRgYKBBcyPKe8/eunULQgiDPt/Gfg+Y26efforJkydj69atiIqKgre3N55++mlcuHCh3H0N+SxnZ2dr/YcWgM5tpanORVnfrypHjhxB9+7dAQDLly/HoUOHcPToUUybNg2AYZ+nzZs344UXXkCdOnWQkJCA5ORkHD16FCNGjDC49Ik+uv7mxr4XKvq5rCxfX1/1fKL27dujVq1aeO211/DRRx8BgNb3jcrJkyfxxx9/YMiQIRrTUYD/3ju63u85OTmQSCQVLnNhqs/YlStXEBUVhRo1amDPnj1a59nHx0fnse7evYvi4mKt9oaYNm0anJycMG7cONy+fRu3b99WJ8oFBQW4ffu21pWMZTHrHKywsDC0bt26zDa6skwfHx/8/vvvEEJoPJ6VlYWSkhKteT6ZmZlax1BtU72RfHx8kJGRodXu+vXrAKB1zMrWnfHx8UFJSQlu3rypkWQJIZCZmalxuWxl+Pr6wsfHR2NC38Me/p+/sUqfA9W5zMjI0JjfADw4j8bMvwIexO7i4qJ3vpPqeKpzmZ2drfGjouvvbkmquXnlsVQNo61bt+Lu3bvYvHkzgoOD1duPHz9uVFwODg4YO3Ys3nnnHXz44YdYvHgxunbtisaNG1coLh8fH4wfPx779u1DSkoKevXqhdq1a+PgwYNQKpVGT0AtrVatWnBwcDDo823s90BFSaVSrQtyAO0fFzc3N8THxyM+Ph43btxQ92bFxsbi7NmzlY7Dx8cHN27c0NpuyGdH9Vkr6/tVZePGjXBycsL27ds15u0Ycxl/QkICQkNDsWnTJo33pq7zaCx9vzOWeC+YQps2bZCamorLly/j7t27aNiwIf78808A0DtHd8WKFQCgMZdSpUGDBnBxccGpU6e0Hjt16hQeeeSRCpcnMMV5vXLlCjp37gwhBPbt26f1ewMAzZs3x8aNG5GZmamR8KteU0V6oFJSUnD58mWd/6lQld+5deuWwclnlazk3rVrV9y5c0frw6m6eqV0HYs9e/ZofIkoFAps2rQJDRo0UP9hunbtir1796r/yA8f09XVVX31V1mM6d1QxVh6Mun333+Pu3fvGlWLoyx9+vRBdnY2FAoFWrdurXWr6I+iLqrhpNKv6ejRozhz5ozRr6lPnz64dOkSfHx8dMauurooKioKALB+/XqN/b/++usKvpLqSfUj8vD/VoUQWL58udHHGjlyJJydnTF48GCcO3fOoGKf9+/f1/u/U9UQj+p/sT179kRhYaFJ6iG5ubmhXbt22Lx5s8ZnU6lUIiEhAXXr1lUPD5nie8AQISEhWpOP9+7dW+awkb+/P4YPH46BAwfi3LlzOq/kNFZkZCT27t2r0ZOtVCrx7bfflrtv48aNIZfLsWHDBo3/tV+5ckXrSk9VQWlHR0f1tnv37mHdunVax9XXYy6RSODs7KyRDGVmZpqtfpql3gumFBISgqZNm8LJyQkffvghAgMD1Ve3P6yoqAgJCQlo27atzkSjRo0aiI2NxebNm5Gfn6/enp6ejqSkJDz77LPlxqLv71jZ85qeno7OnTtDoVBg7969Gv9ZfFjfvn0hkUi0rk5cvXo1XFxcEBMTU+5rKG3RokVISkrSuH388ccAHlzNm5SUVO40iYdZ9CpCQw0dOhRffPEFhg0bhsuXL6N58+Y4ePAg5s2bh169eqFbt24a7X19fdGlSxfMmDFDfRXh2bNnNUo1xMXFYfv27YiKisLMmTPh7e2N9evX46effsLChQvh5eVVblyqN+qyZcvg4eEBmUyG0NBQnV310dHR6NGjByZPnoy8vDw8/vjj6qsIH330Ubz44ouVPEsPDBgwAOvXr0evXr3wxhtvoG3btnBycsI///yDpKQk9O3bV+/4u7EaN26MV199FZ999hkcHBzQs2dP9VWEQUFBWkXvyjN+/Hh8//336NSpEyZMmIAWLVpAqVQiPT0dv/zyC9566y20a9cO3bt3R6dOnTBp0iTcvXsXrVu3xqFDh3R+eduz6OhoODs7Y+DAgZg0aRIKCwuxZMkS3Lp1y+hj1axZE0OHDsWSJUsQHByM2NjYcvfJzc1FSEgI+vXrh27duiEoKAh37tzBvn378MknnyAsLEz9xT1w4ECsWrUK//vf/3Du3DlERUVBqVTi999/R1hYGAYMGGBUvPPnz0d0dDSioqIwceJEODs7Y/HixUhJScGGDRvUP9qV/R6QSCSIjIwstwr0iy++iBkzZmDmzJmIjIxEamoqPv/8c63jt2vXDn369EGLFi1Qq1YtnDlzBuvWrUOHDh3g6upq1DnQZdq0adi2bRu6du2KadOmwcXFBUuXLlWXQSmr99DBwQHvvvsuRo4ciWeeeQavvPIKbt++jVmzZmn9D79379746KOPMGjQILz66qvIzs7GBx98oDU0BfzX87Bp0ybUr18fMpkMzZs3V5dSGDNmDJ5//nlcvXoV7777LuRyuUFDpsYyxW9CZRQUFODnn38GAHWF9f379+Pff/+Fm5ubxlXS06ZNQ/PmzSGXy5Geno6VK1fi999/x08//aRxlbjK1q1bkZOTo7P3SiU+Ph5t2rRBnz59MGXKFBQWFmLmzJnw9fXFW2+9VW78zZs3x759+7Bt2zbI5XJ4eHioV7Oo6HnNyspCVFQUMjIysGLFCmRlZWnM36tbt66606Rp06Z4+eWXERcXB0dHR7Rp0wa//PILli1bhjlz5mgMERp6rlu1aqU3tqZNm2qUojCI0dPiDaCv0Ghp+oo1CiFEdna2+N///ifkcrmoUaOGCA4OFlOnThWFhYUa7fD/hQgXL14sGjRoIJycnESTJk3E+vXrtY556tQpERsbK7y8vISzs7No2bKl1lVC5V0xsGjRIhEaGiocHR01rjLSddXcvXv3xOTJk0VwcLBwcnIScrlcjB49Wty6dUujXXBwsOjdu7fWc0VGRhp0tc39+/fFBx98IFq2bClkMplwd3cXTZo0EaNGjRIXLlww+nnK+vspFAqxYMEC0ahRI+Hk5CR8fX3FkCFDxNWrVzXaGVpo9M6dO2L69OmicePGwtnZWXh5eYnmzZuLCRMmaFwZevv2bTFixAhRs2ZN4erqKqKjo8XZs2crfRVh6SuOVK+9rKurVK9P33u39GvWdc5Vj+m6irD0e0/f30PXa9i2bZv6fVCnTh3x9ttvq6/CfPiqmcjISNG0adMyY1cVKHzvvffKfZ1CCFFUVCQ++OAD0bNnT1GvXj0hlUqFTCYTYWFhYtKkSRqF/4R48PmYOXOmaNiwoXB2dhY+Pj6iS5cu4vDhw+o2qs93abreSwcOHBBdunQRbm5uwsXFRbRv315s27ZNa19Dvgd0vWfy8/MFADFgwACDzsWkSZNEUFCQcHFxEZGRkeL48eNacU+ZMkW0bt1a1KpVS0ilUlG/fn0xYcIE8e+//6rb6LuK0NDvjAMHDoh27doJqVQqAgICxNtvv62+ItuQK7q++uor9d+oUaNGYuXKlTo/3ytXrhSNGzdWv4758+eLFStWaH2eLl++LLp37y48PDwEAI3jvPfeeyIkJERIpVIRFhYmli9frvP161LWVYT6PoOV+U0w5nOpi+o9putW+tyOHj1a1KtXTzg7OwtfX1/x3HPPiZMnT+o9dnR0tHBzc9O4+laXP/74Q3Tt2lW4uroKT09P8fTTT4uLFy+WuY/K8ePHxeOPPy5cXV0FAI33nSHnVRfVudZ3K/1dX1xcLOLi4tTnplGjRuLTTz/VOq4x51pfTBW5ilAihBEztqogiUSCsWPH4vPPP7d2KETVyltvvYUlS5bg6tWrOntp7c3PP/+MPn364MSJE2jevLm1w6mU7t274/LlywYX6yUi41XJIUIisp7ffvsN58+fx+LFizFq1CgmV/8vKSkJAwYMsLnk6s0338Sjjz6KoKAg5OTkYP369di1a5d6EjQRmQcTLCLSoJr/06dPH8yZM8fa4VQZ77//vrVDqBCFQoGZM2ciMzMTEokE4eHhWLduHYYMGWLt0IiqNZsfIiQiIiKqaqpkmQYiIiIiW8YEi4iIiMjEmGARERERmVi1n+SuVCpx/fp1eHh4WGzJEiIiIqocIQTy8/MNXre0qqn2Cdb169e1VvUmIiIi23D16lWd6xFWddU+wVItdnz16lV4enpaORoiIiIyRF5eHoKCgtS/47am2idYqmFBT09PJlhEREQ2xlan99jeoCYRERFRFccEi4iIiMjEmGARERERmRgTLCIiIiITY4JFREREZGJMsIiIiIhMjAkWERERkYkxwSIiIiIyMSZYRERERCZW7Su5ExERUeUolAJH0nKQlV8IPw8Z2oZ6A4DWNkcH26y6bg5MsIiIiEivxJQMxG9LRUZuoXqbu9QRNRwdcLvgvnqb3EuGuNhwxDSTWyPMKodDhERERNWYQimQfCkbPxy/huRL2VAohcH7JqZkYHTCMY3kCgDuFCk0kisAyMwtxOiEY0hMyTBJ3LaOPVhERETVlK7eJ0N7mhRKgfhtqTA0HRMAJADit6UiOjzA7ocL2YNFRERUDenrfTK0p+lIWo7WvuURADJyC3EkLcfYcKsdJlhERETVTHGJEu9sSdHZ+6TaFr8ttczhwqx845IrU+1bXTDBIiIiqkYSUzLQfv5u5Nwt1tvGkJ4mPw9ZhWOozL7VhVUTrPz8fIwfPx7BwcFwcXFBx44dcfToUfXjQgjMmjULgYGBcHFxQefOnXH69GkrRkxERFR1qYYFc+7eL78xyu5pahvqDW83J6OeX4IHc7xUZRzsmVUTrJEjR2LXrl1Yt24dTp06he7du6Nbt264du0aAGDhwoX46KOP8Pnnn+Po0aMICAhAdHQ08vPzrRk2ERFRlWPspHSg7J4mRwcJ5vRtZvCxVFPa42LD7X6COwBIhBDG/C1M5t69e/Dw8MAPP/yA3r17q7e3atUKffr0wbvvvovAwECMHz8ekydPBgAUFRXB398fCxYswKhRowx6nry8PHh5eSE3Nxeenp5meS1ERETW8HAB0H/zi/DuT2cM2k8CIMBLhoOTu5SbDM3/ORVf/ppW7jFNXQfL1n+/rVamoaSkBAqFAjKZZvbs4uKCgwcPIi0tDZmZmejevbv6MalUisjISBw+fFhvglVUVISioiL1/by8PPO8ACIiIivSVYLBGIb2NE3tFY6WdWth+g8pGvO6AjylGNi2HkJ83VjJXQerJVgeHh7o0KED3n33XYSFhcHf3x8bNmzA77//joYNGyIzMxMA4O/vr7Gfv78/rly5ove48+fPR3x8vFljJyIisibVXKuKDEH5uDlj7jPNEB0egORL2QYtddOrhRw9mgVwaRwjWLXQ6Lp16zBixAjUqVMHjo6OiIiIwKBBg3Ds2DF1G4lE848nhNDa9rCpU6fizTffVN/Py8tDUFCQ6YMnIiKygorMtVLxdnNC8tSu2Hv2Bp5YsNeoAqSODhJ0aOBTwajtj1UnuTdo0AD79+/HnTt3cPXqVRw5cgT3799HaGgoAgICAEDdk6WSlZWl1av1MKlUCk9PT40bERFRdVGRAqCS/7/Ne6Y59p69UakCpGSYKlEHy83NDXK5HLdu3cLOnTvRt29fdZK1a9cudbvi4mLs378fHTt2tGK0RERE1lORIp4BXjIsGRKB6PAAvb1fhhYgJcNYdYhw586dEEKgcePGuHjxIt5++200btwYL730EiQSCcaPH4958+ahYcOGaNiwIebNmwdXV1cMGjTImmETERFZjaFFPGf0DoOvh1RjvlTypewye78eLkDK4cDKsWqClZubi6lTp+Kff/6Bt7c3nnvuOcydOxdOTg8Km02aNAn37t3DmDFjcOvWLbRr1w6//PILPDw8rBk2ERGR1bQN9YbcS4bM3EKdPVGqEgzDHw/VmoRuaO8Xl7qpPKvVwbIUW6+jQUREVJrqKkIAGkmWKp1aMiRC52T15EvZGLj8t3KPv+GV9lbvwbL13+8qMQeLiIiIDBfTTI4lQyIQ4KU5XKiaa6XvSkBV71dZuNSNaVh1iJCIiIgqJqaZHNHhxtWmcnSQ4KmW8jIrsz/VUs76VibABIuIiMhGGVubSqEU+PFE2WUYfjyRgUkxYUyyKolDhERERHbCkBpaqqsIqXKYYBEREdkJXkVoOUywiIiI7IShNbQMbUf6McEiIiKyE6qrCPXNrpKAVxGaChMsIiIiO+HoIEFcbDgAaCVZqvtxseGc4G4CTLCIiIjsSEVraJFxWKaBiIjIzlSkhhYZhwkWERGRHTK2hhYZh0OERERERCbGBIuIiIjIxDhESEREVEkKpeB8JtLABIuIiKgSElMyEL8tVWMJGrmXDHGx4bwiz45xiJCIiKiCElMyMDrhmNb6fpm5hRidcAyJKWUvrEzVFxMsIiKiClAoBeK3pULoeEy1LX5bKhRKXS2oumOCRUREVAFH0nK0eq4eJgBk5BbiSFqO5YKiKoMJFhERUQVk5etPrirSjqoXJlhEREQV4OchK7+REe2oemGCRUREVAFtQ70h95JpLZqsIsGDqwnbhnpbMiyqIphgERERlUOhFEi+lI0fjl9D8qVsKJQCjg4SxMWGA4BWkqW6HxcbznpYdop1sIiIiMpQXp2rJUMitB4PYB0suycRQlTr60fz8vLg5eWF3NxceHp6WjscIiKyIao6V/p+KBcPikCvFnJWcjcDW//9Zg8WERGRDmXVuVIZt+EYPsej6NUiEB0a+FgsNqr6OAeLiIhIh/LqXAGAUgBjvv6LFdtJCxMsIiIiHYypX8WK7VQaEywiIiIdjKlfxYrtVBoTLCIiIh1Uda4MxYrt9DAmWERERDo8XOfKEKzYTg9jgkVERKRHTDM5Fg+KQFkVF1ixnXRhgkVERFSGXi3k+HzgozofY8V20ocJFhERUTl6tQjE0iERWnOyArxkWDIkghXbSQsLjRIRERkgppkc0eEBrNhOBmGCRUREZCBHBwkrtpNBOERIREREZGJMsIiIiIhMjAkWERERkYkxwSIiIiIyMU5yJyKiKk2hFLxyj2wOEywiIqqyElMyEL8tFRm5/63zJ/eSIS42nLWnqErjECEREVVJiSkZGJ1wTCO5AoDM3EKMTjiGxJQMK0VGVD4mWEREVOUolALx21IhdDym2ha/LRUKpa4WRNbHBIuIiKqcI2k5Wj1XDxMAMnILcSQtx3JBERmBCRYREVU5Wfn6k6uKtCOyNCZYRERU5fh5yMpvZEQ7IktjgkVERFVO21BvyL1k0FeMQYIHVxO2DfW2ZFhEBmOCRUREVY6jgwRxseEAoJVkqe7HxYazHhZVWUywiIioSoppJseSIREI8NIcBgzwkmHJkAjWwaIqjYVGiYioyoppJkd0eAAruZPNYYJFRERVmqODBB0a+Fg7DCKjcIiQiIiIyMSYYBERERGZmFUTrJKSEkyfPh2hoaFwcXFB/fr1MXv2bCiVSnWb4cOHQyKRaNzat29vxaiJiIiIymbVOVgLFizA0qVLsWbNGjRt2hR//PEHXnrpJXh5eeGNN95Qt4uJicGqVavU952dna0RLhEREZFBrJpgJScno2/fvujduzcAICQkBBs2bMAff/yh0U4qlSIgIMAaIRIREREZzapDhE888QT27NmD8+fPAwBOnDiBgwcPolevXhrt9u3bBz8/PzRq1AivvPIKsrKy9B6zqKgIeXl5GjciIiIiS7JqD9bkyZORm5uLJk2awNHREQqFAnPnzsXAgQPVbXr27Il+/fohODgYaWlpmDFjBrp06YI///wTUqlU65jz589HfHy8JV8GERERkQaJEEJY68k3btyIt99+G++//z6aNm2K48ePY/z48fjoo48wbNgwnftkZGQgODgYGzduxLPPPqv1eFFREYqKitT38/LyEBQUhNzcXHh6eprttRAREZHp5OXlwcvLy2Z/v63ag/X2229jypQpGDBgAACgefPmuHLlCubPn683wZLL5QgODsaFCxd0Pi6VSnX2bBERERFZilXnYBUUFMDBQTMER0dHjTINpWVnZ+Pq1auQy7kGFREREVVNVu3Bio2Nxdy5c1GvXj00bdoUf/31Fz766COMGDECAHDnzh3MmjULzz33HORyOS5fvox33nkHvr6+eOaZZ6wZOhEREZFeVk2wPvvsM8yYMQNjxoxBVlYWAgMDMWrUKMycORPAg96sU6dOYe3atbh9+zbkcjmioqKwadMmeHh4WDN0IiIiIr2sOsndEmx9khwREZE9svXfb65FSERERGRiTLCIiIiITMyqc7CIiKj6UygFjqTlICu/EH4eMrQN9Yajg8TaYRGZFRMsIiIym8SUDMRvS0VGbqF6m9xLhrjYcMQ0Y7kdqr44REhERGaRmJKB0QnHNJIrAMjMLcTohGNITMmwUmRE5scEi4iITE6hFIjflgpdl6mrtsVvS4VCWa0vZCc7xgSLiIhM7khajlbP1cMEgIzcQhxJy7FcUEQWxASLiIhMLitff3JVkXZEtoYJFhERmZyfh8yk7YhsDRMsIiIyubah3pB7yaCvGIMED64mbBvqbcmwiCyGCRYREZmco4MEcbHhAKCVZKnux8WGsx4WVVtMsIiIyCximsmxZEgEArw0hwEDvGRYMiSCdbCoWmOhUSIiMpuYZnJEhwewkjvZHSZYRERkVo4OEnRo4GPtMIgsikOERERERCbGBIuIiIjIxJhgEREREZkY52AREVVzCqXgJHMiC2OCRURUjSWmZCB+W6rGuoByLxniYsNZJoHIjDhESERUTSWmZGB0wjGtRZczcwsxOuEYElMyrBQZUfXHBIuIqBpSKAXit6VC6HhMtS1+WyoUSl0tiKiymGAREVVDR9JytHquHiYAZOQW4khajuWCIrIjTLCIiKqhrHz9yVVF2hGRcZhgERFVQ34esvIbGdGOiIzDqwiJiGxUWeUX2oZ6Q+4lQ2Zuoc55WBI8WHS5bai3RWMmshdMsIiIbFB55RccHSSIiw3H6IRjkAAaSZaqAlZcbDjrYRGZSaWHCPPy8rB161acOXPGFPEQEVE5DC2/ENNMjiVDIhDgpTkMGOAlw5IhEayDRWRGRvdgvfDCC+jUqRPGjRuHe/fuoXXr1rh8+TKEENi4cSOee+45c8RJREQov/yCBA/KL0SHB8DRQYKYZnJEhwewkjuRhRndg/Xrr7/iySefBABs2bIFQgjcvn0bn376KebMmWPyAImI6D8VKb/g6CBBhwY+6NuqDjo08GFyRWQBRidYubm58PZ+MCkyMTERzz33HFxdXdG7d29cuHDB5AESEdF/WH6ByDYYnWAFBQUhOTkZd+/eRWJiIrp37w4AuHXrFmQyXu5LRGROLL9AZBuMTrDGjx+PwYMHo27dupDL5ejcuTOAB0OHzZs3N3V8RET0EFX5BX2DfBI8uJqQ5ReIrMvoBGvMmDFITk7GypUrcejQITg4PDhE/fr1OQeLiMjMVOUXAGglWSy/QFR1SIQQFVrps7i4GGlpaWjQoAFq1Ki65bTy8vLg5eWF3NxceHp6WjscIiKTKK8OFpGts/Xfb6Mzo4KCArz22mtYs2YNAOD8+fOoX78+Xn/9dQQGBmLKlCkmD5KIiDSx/AJR1Wb0EOHUqVNx4sQJ7Nu3T2NSe7du3bBp0yaTBkdERPqx/AJR1WV0D9bWrVuxadMmtG/fHhLJfx/m8PBwXLp0yaTBEREREdkio3uwbt68CT8/P63td+/e1Ui4iIiIiOyV0QlWmzZt8NNPP6nvq5Kq5cuXo0OHDqaLjIjIhimUAsmXsvHD8WtIvpQNhbJC1xMRkY0yeohw/vz5iImJQWpqKkpKSvDJJ5/g9OnTSE5Oxv79+80RIxGRTeEVfkRkdA9Wx44dcejQIRQUFKBBgwb45Zdf4O/vj+TkZDz22GPmiJGIyGYkpmRgdMIxrfUCM3MLMTrhGBJTMqwUGRFZUoXrYNkKW6+jQUS2Q6EUeGLBXr2LMUsABHjJcHByF17xR1QOW//9NmiIMC8vz+AD2uJJICIyhSNpOXqTKwAQADJyC3EkLQcdGvhYLjAisjiDEqyaNWuWe4WgEAISiQQKhcIkgRER2ZqsfP3JVUXaEZHtMijBSkpKMnccREQ2z89DVn4jI9oRke0yKMGKjIw0dxxERDavbag35F4yZOYWQtfkVtUcrLah3pYOjYgsrMKrNBcUFCA9PR3FxcUa21u0aFHpoIiIbJGjgwRxseEYnXAMEkAjyVJNsoiLDecEdyI7YHSCdfPmTbz00kvYsWOHzsc5B4uI7FlMMzmWDInQqoMVwDpYRHbF6ARr/PjxuHXrFn777TdERUVhy5YtuHHjBubMmYMPP/zQHDESEdmUmGZyRIcH4EhaDrLyC+Hn8WBYkD1XRPbD6ARr7969+OGHH9CmTRs4ODggODgY0dHR8PT0xPz589G7d29zxElEZFMcHSQsxUBkx4yu5H737l31Ys/e3t64efMmAKB58+Y4duyYaaMjIiIiskFGJ1iNGzfGuXPnAACtWrXCl19+iWvXrmHp0qWQyzm3gIiIiKhCc7AyMh6spRUXF4cePXpg/fr1cHZ2xurVq00dHxGRxSiUgvOmiMgkKr0WYUFBAc6ePYt69erB19fXqH1LSkowa9YsrF+/HpmZmZDL5Rg+fDimT58OB4cHnWtCCMTHx2PZsmW4desW2rVrhy+++AJNmzY16DlsfS0jIrKMxJQMrSv/5Lzyj8hqbP332+ghwtJcXV0RERFhdHIFAAsWLMDSpUvx+eef48yZM1i4cCHef/99fPbZZ+o2CxcuxEcffYTPP/8cR48eRUBAAKKjo5Gfn1/Z0ImIADxIrkYnHNNaRzAztxCjE44hMSXDSpERka0yugdLCIHvvvsOSUlJyMrKglKp1Hh88+bNBh+rT58+8Pf3x4oVK9TbnnvuObi6umLdunUQQiAwMBDjx4/H5MmTAQBFRUXw9/fHggULMGrUqHKfw9YzYCIyL4VS4IkFe/Uu0qyqvn5wchcOFxJZkK3/fhvdg/XGG2/gxRdfRFpaGtzd3eHl5aVxM8YTTzyBPXv24Pz58wCAEydO4ODBg+jVqxcAIC0tDZmZmejevbt6H6lUisjISBw+fFjnMYuKipCXl6dxIyLS50hajt7kCnhQjT0jtxBH0nIsFxQR2TyjJ7knJCRg8+bN6iSoMiZPnozc3Fw0adIEjo6OUCgUmDt3LgYOHAgAyMzMBAD4+/tr7Ofv748rV67oPOb8+fMRHx9f6diIyD5k5etPrirSjogIqEAPlpeXF+rXr2+SJ9+0aRMSEhLw9ddf49ixY1izZg0++OADrFmzRqOdRKLZLS+E0NqmMnXqVOTm5qpvV69eNUmsRFQ9+XnITNqOiAioQII1a9YsxMfH4969e5V+8rfffhtTpkzBgAED0Lx5c7z44ouYMGEC5s+fDwAICAgA8F9PlkpWVpZWr5aKVCqFp6enxo2ISJ+2od6Qe8mgb3aVBA+uJmwb6m3JsIjIxhmdYPXr1w+3bt2Cn58fmjdvjoiICI2bMQoKCtTlGFQcHR3VE+dDQ0MREBCAXbt2qR8vLi7G/v370bFjR2NDJyLS4uggQVxsOABoJVmq+3Gx4ZzgTkRGMXoO1vDhw/Hnn39iyJAh8Pf31ztUZ4jY2FjMnTsX9erVQ9OmTfHXX3/ho48+wogRIwA8GBocP3485s2bh4YNG6Jhw4aYN28eXF1dMWjQoAo/LxFVL5UtEBrTTI4lQyK06mAFsA4WEVWQ0WUa3NzcsHPnTjzxxBOVfvL8/HzMmDEDW7ZsQVZWFgIDAzFw4EDMnDkTzs7OAP4rNPrll19qFBpt1qyZQc9h65d5ElHZTFkglJXciaoOW//9NjrBatKkCb755hu0aNHCXDGZlK3/gYhIP1WB0NJfYqqUaMmQCPY+EdkoW//9NnoO1ocffohJkybh8uXLZgiHiMgwCqVA/LZUreQKgHpb/LZUKJSVWg2MiKhCjJ6DNWTIEBQUFKBBgwZwdXWFk5OTxuM5OSzGR0TmZ0yB0A4NfIw+PocLiagyjE6wFi1aZIYwiIiMY84CoVz4mYgqy+gEa9iwYeaIg4ioXA/3Kv2bX2TQPn4eMqN6o/TN61It/Mx5XURkCKMTLAC4dOkSVq1ahUuXLuGTTz6Bn58fEhMTERQUhKZNm5o6RiIinb1KDhJA3xQr1SLNt+4WaS3mrK83qrx5XRI8mNcVHR7A4UIiKpPRk9z379+P5s2b4/fff8fmzZtx584dAMDJkycRFxdn8gCJiFS9SqXnXJWVXAHAUy3lGPv1X1r7qXqjElMyNLZz4WciMhWjE6wpU6Zgzpw52LVrl7pWFQBERUUhOTnZpMEREZXVq6RSujMpwEuGLwZF4McTGUZdZWjofK0dKRlIvpTNKxSJSC+jhwhPnTqFr7/+Wmt77dq1kZ2dbZKgiIhUyutVAh70ZM3oHQZfD6l6jlVFrjI0dEHntclXsDb5Cie+E5FeRvdg1axZExkZGVrb//rrL9SpU8ckQRERqRjaq+TrIUXfVnXQoYEPHB0kFbrKsLyFn0vTN9RIRGR0gjVo0CBMnjwZmZmZkEgkUCqVOHToECZOnIihQ4eaI0YismOG9iqVbleR/cpa+FkXFjQlIn2MTrBUizPXqVMHd+7cQXh4ODp16oSOHTti+vTp5oiRiOxYeb1KEjy4KrBtqLdJ9lMt/BzgZViCxonvRKSL0QmWk5MT1q9fjwsXLuCbb75BQkICzp49i3Xr1sHR0dEcMRKRHSurV0l1Py42XKtsQkX3Ax4kWQcnd8GGV9pjaIdgg+KsSEFTIqq+DE6wOnXqhNu3b6vvp6SkoHfv3njhhRfQsGFDc8RGRARAf69SgJeszMKfFd0PeJCgdWjgg54GTmD/N78IPxy/hkMX/8WhC//ih+PXeKUhkR2TCCEM+vQ7ODggMzMTfn5+AABPT08cP34c9evXN2uAlWXrq3ET0X8quj5gZdYVVCgFnliwF5m5hXpLRZRV8JRXGhJVjK3/fleokjsAGJiXERGZjKpXyVL7qfaNiw3H6IRjkAA6k6yyOqm4xA6RfTJ6DhYRkb3RN9RoSCcYrzQksk9G9WDt3LkTXl5eAAClUok9e/YgJSVFo81TTz1luuiIiKqImGZyRIcHqIcas/KKMPfnMwbtq6uoKRFVb0YlWMOGDdO4P2rUKI37EokECoWi8lEREVVBjg4StA31xud7L+DL/X8bvT+vNCSyHwYnWEql0pxxEBFVeYkpGZiy+RRuF9yv0P6GFj8lIttX4UnuRET2JDElA6MTjpW56LQ+EjwoDVG6qCkRVV+c5E5EVA6FUiB+W2qFkytAf1FTIqqe2INFRFSOI2k5yMit2PypANbBIrJLTLCIiMph7OT0ab2awM9TZnRRUyKqPgwaIvz0009RWPjgCyY9PZ1FRonIrhgzOV3uJcOIJ+qjb6s66NDAh8kVkZ0yKMF68803kZeXBwAIDQ3FzZs3zRoUEZE1KZQCyZey1esJPhZcC3Ivmdai0bpwrhURAQYOEQYGBuL7779Hr169IITAP//8o+7RKq1evXomDZCIyJISUzIQvy1VY86V3EuGp1rKsezXNL3L5dR0dcJ7zzbnXCsiAmDgYs/Lli3Da6+9hpKSEr1thBBVstCorS8WSUSWo68Ug6o/6tVOofjxRIZG8lXT1QkvdQzFuC6PsOeKyIRs/ffboAQLAPLz83HlyhW0aNECu3fvho+P7uUeWrZsadIAK8vW/0BEZBkKpcATC/bqvVpQVctq/9tR+PPKLWTlF3ISO5EZ2frvt8FXEXp4eKBZs2ZYtWoVHn/8cUilUnPGRURkUeWVYlCtJ/jnlVtcT5CIymV0mQbVeoR//vknzpw5A4lEgrCwMERERJg8OCIiSzG0FAPXEyQiQxidYGVlZWHAgAHYt28fatasCSEEcnNzERUVhY0bN6J27drmiJOIyKwMLcXA9QSJyBBGL5Xz2muvIS8vD6dPn0ZOTg5u3bqFlJQU5OXl4fXXXzdHjEREZtc21LvMUgwSPLiakOsJEpEhjE6wEhMTsWTJEoSFham3hYeH44svvsCOHTtMGhwRkaU4OkgQFxsOAFpJFtcTJCJjGZ1gKZVKODk5aW13cnKCUqk0SVBERNYQ00yOJUMiEOClOQwY4CXDkiERrHFFRAYzuEyDSt++fXH79m1s2LABgYGBAIBr165h8ODBqFWrFrZs2WKWQCvK1i/zJCLLUygFjqTlsBQDkRXZ+u+30ZPcP//8c/Tt2xchISEICgqCRCJBeno6mjdvjoSEBHPESERkUY4OEpZiIKJKMTrBCgoKwrFjx7Br1y6cPXsWQgiEh4ejW7du5oiPiIiIyOYYPURoa2y9i5GITIdDf0S2w9Z/v43uwSIiskX6FnGOiw3n5HUiMjmjryIkIrI1qkWcSy+Fk5lbiNEJx5CYkmGlyIioumKCRUTVmkIpEL8tFbrmQqi2xW9LhUJZrWdLEJGFMcEiomrN0EWcj6TlWC4oIqr2jE6wHB0dkZWVpbU9Ozsbjo6OJgmKiMhUuIgzEVmD0QmWvosOi4qK4OzsXOmAiIhMiYs4E5E1GHwV4aeffgoAkEgk+Oqrr+Du7q5+TKFQ4Ndff0WTJk1MHyERUSWoFnHOzC3UOQ9LggdL4XARZyIyJYMTrI8//hjAgx6spUuXagwHOjs7IyQkBEuXLjV9hERElaBaxHl0wjFIAI0ki4s4E5G5GJxgpaWlAQCioqKwefNm1KpVy2xBERGZUkwzOV7tFIrlB9Lw8CwHiQR45clQ1sEiIpMzeg5WUlISkysisimJKRlY9msaSldiUApg2a9prINFRCZndCV3hUKB1atXY8+ePcjKyoJSqdR4fO/evSYLjoiossqqg6USvy0V0eEBHCYkIpMxOsF64403sHr1avTu3RvNmjWDRMIvJCKquoypg9WhgY/lAiOias3oBGvjxo345ptv0KtXL3PEQ0RkUqyDRUTWYPQcLGdnZzzyyCPmiIWIyORYB4uIrMHoBOutt97CJ598orfgKBFRVaKqg6VvMoMEgJx1sIjIxIxOsA4ePIj169ejQYMGiI2NxbPPPqtxM0ZISAgkEonWbezYsQCA4cOHaz3Wvn17Y0MmIjumqoMFQCvJYh0sIjIXo+dg1axZE88884xJnvzo0aNQKBTq+ykpKYiOjka/fv3U22JiYrBq1Sr1fS7HQ0TGimkmx5IhEYjflqox4T3AS4a42HDWwSIikzM6wXo42ams2rVra9x/77330KBBA0RGRqq3SaVSBAQEmOw5icg+xTSTIzo8AEfScpCVXwg/jwfDguy5IiJzMDrBAoCSkhLs27cPly5dwqBBg+Dh4YHr16/D09NTY41CYxQXFyMhIQFvvvmmRumHffv2wc/PDzVr1kRkZCTmzp0LPz8/vccpKipCUVGR+n5eXl6F4iGi6sfRQcJSDERkERJh5Gz1K1euICYmBunp6SgqKsL58+dRv359jB8/HoWFhRVej/Cbb77BoEGDkJ6ejsDAQADApk2b4O7ujuDgYKSlpWHGjBkoKSnBn3/+CalUqvM4s2bNQnx8vNb23NxceHp6Vig2IiIisqy8vDx4eXnZ7O+30QnW008/DQ8PD6xYsQI+Pj44ceIE6tevj/3792PkyJG4cOFChQLp0aMHnJ2dsW3bNr1tMjIyEBwcjI0bN+qdUK+rBysoKMhm/0BERET2yNYTLKOHCA8ePIhDhw5pTTYPDg7GtWvXKhTElStXsHv3bmzevLnMdnK5HMHBwWUmcVKpVG/vFhEREZElGF2mQalUalz5p/LPP//Aw8OjQkGsWrUKfn5+6N27d5ntsrOzcfXqVcjlvOKHiIiIqi6jE6zo6GgsWrRIfV8ikeDOnTuIi4ur0PI5SqUSq1atwrBhw1Cjxn8danfu3MHEiRORnJyMy5cvY9++fYiNjYWvr6/JykQQERERmYPRQ4Qff/wxoqKiEB4ejsLCQgwaNAgXLlyAr68vNmzYYHQAu3fvRnp6OkaMGKGx3dHREadOncLatWtx+/ZtyOVyREVFYdOmTRXuKSMiIiKyBKMnuQPAvXv3sHHjRvz5559QKpWIiIjA4MGD4eLiYo4YK8XWJ8kRkfEUSsF6V0Q2ztZ/vyuUYNkSW/8DEZFxElMytCq2y1mxncjm2Prvt9FzsObPn4+VK1dqbV+5ciUWLFhgkqCIiCoiMSUDoxOOaSRXAJCZW4jRCceQmJJhpciIyN4YnWB9+eWXaNKkidb2pk2bVrjIKBFRZSmUAvHbUqGrS161LX5bKhTKat1pT0RVhNEJVmZmps4yCbVr10ZGBv93SETWcSQtR6vn6mECQEZuIY6k5VguKCKyW0YnWEFBQTh06JDW9kOHDqmXuCEisrSsfP3JVUXaERFVhtFlGkaOHInx48fj/v376NKlCwBgz549mDRpEt566y2TB0hEZAg/D5lJ2xERVYbRCdakSZOQk5ODMWPGoLi4GAAgk8kwefJkTJ061eQBEhEZom2oN+ReMmTmFuqchyUBEOD1oGQDEZG5GVWmQaFQ4ODBg2jevDmcnZ1x5swZuLi4oGHDhlV2/T9bv8yTiAynuooQgEaSpaqAtWRIBEs1ENkIW//9NroOlkwmw5kzZxAaGmqumEzK1v9ARGQc1sEiqh5s/ffb6CHC5s2b4++//7aZBIuI7EtMMzmiwwNYyZ2IrMroBGvu3LmYOHEi3n33XTz22GNwc3PTeNwWs0wiql4cHSTo0MDH2mEQkR0zeojQweG/yg4SyX//IxRCQCKRQKFQmC46E7D1LkYiIiJ7ZOu/30b3YCUlJZkjDiIiIqJqw+gEKzIy0hxxEBEREVUbRldyB4ADBw5gyJAh6NixI65duwYAWLduHQ4ePGjS4IiIKkKhFEi+lI0fjl9D8qVsrj9IRBZndA/W999/jxdffBGDBw/GsWPHUFRUBADIz8/HvHnz8PPPP5s8SCIiQ7FMAxFVBUb3YM2ZMwdLly7F8uXL4eTkpN7esWNHHDt2zKTBEREZQ1VotPSiz5m5hRidcAyJKVyQnogsw+gE69y5c+jUqZPWdk9PT9y+fdsUMRERGU2hFIjflqpzmRzVtvhtqRwuJCKLMDrBksvluHjxotb2gwcPon79+iYJiojIWEfScrR6rh4mAGTkFuJIWo7lgiIiu2V0gjVq1Ci88cYb+P333yGRSHD9+nWsX78eEydOxJgxY8wRIxFRubLy9SdXFWlHRFQZRk9ynzRpEnJzcxEVFYXCwkJ06tQJUqkUEydOxLhx48wRIxFRufw8ZCZtR0RUGUZXclcpKChAamoqlEolwsPD4e7uburYTMLWK8ESkWEUSoEnFuxFZm6hznlYEgABXjIcnNyF6xIS2QBb//02eIiwoKAAY8eORZ06deDn54eRI0ciJCQEbdu2rbLJFRHZD0cHCeJiw/U+LgA81VLO5IqILMLgBCsuLg6rV69G7969MWDAAOzatQujR482Z2xEREaJaSbHq51C9T6+7Nc0lmogIosweA7W5s2bsWLFCgwYMAAAMGTIEDz++ONQKBRwdHQ0W4BERIZSKAV+PFF2AhW/LRXR4QHsySIiszK4B+vq1at48skn1ffbtm2LGjVq4Pr162YJjIjIWCzVQERVhcEJlkKhgLOzs8a2GjVqoKSkxORBERFVRGYeSzUQUdVg8BChEALDhw+HVCpVbyssLMT//vc/uLm5qbdt3rzZtBESERkgMSUD724/bVBblmogInMzOMEaNmyY1rYhQ4aYNBgioopQrUFYXs0ZVamGtqHelgiLiOyYwQnWqlWrzBkHEVGFlLUG4cNUU9rjYsM5wZ2IzM7oSu5EpJtCKXAkLQdZ+YXw83jQS8IfcvMrb2K7irebM+Y+0wwxzeQWiIqI7B0TLCITSEzJQPy2VI0fermXDHGx4fxBNzNDJ6xP7x3GvwURWYzRiz0TkSbV/J/SvSiZuYUYnXCMhS3NzNAJ6wFeLmaOhIjoP0ywiCqhrPk/qm3x21KhUFZoyU8yQNtQb8i9ZNA3GCvBg95ETmwnIktigkVUCSxsaX4KpUDypWz8cPwaki9layWrD69BWDrJ4sR2IrIWzsEiqgRD5/+wsGXFGDq3LaaZHEuGRGi1DeA8OCKyEiZYRJVg6PwfFrY0nr7aVqq5bUuGRGglWdHhAbySk4iqBCZYRJWgmv+TmVuocx4WC1tWTHlz2yTQvWizo4MEHRr4WCpMIiK9OAeL7E55c3qMYe75P6aM1ZZwbhsR2Tr2YJFdMUe9KnPN/7Hn2lqc20ZEto4JFtkNY+f0GMPU83/MGast4Nw2IrJ1HCIku2CJelWq+T99W9VBhwY+lRoWtPfaWqxtRUS2jgkW2QVbmtNjS7GaC2tbEZGtY4JFdsGW5vTYUqzmpJrbFuClOQwY4CWr9kOkRGT7OAeL7IItzemxpVjNjbWtiMhWMcEiu2BL9apsKVZLYG0rIrJFHCIku2BLc3psKVYiItKNCRbZDVua02NLsZbHXoulEpF9kwghqvW3XV5eHry8vJCbmwtPT09rh0NVgEIpbGZOjy3Fqos9F0slosqx9d9vJlhEZBb6iqWq0kNb64kjIsuy9d9vDhESkcmxWCoR2TsmWERkciyWSkT2jgkWEZkci6USkb2zaoIVEhICiUSidRs7diwAQAiBWbNmITAwEC4uLujcuTNOnz5tzZCJyAAslkpE9s6qCdbRo0eRkZGhvu3atQsA0K9fPwDAwoUL8dFHH+Hzzz/H0aNHERAQgOjoaOTn51szbCIqBxdrJiJ7Z9UEq3bt2ggICFDftm/fjgYNGiAyMhJCCCxatAjTpk3Ds88+i2bNmmHNmjUoKCjA119/bc2wiagcLJZKRPauyszBKi4uRkJCAkaMGAGJRIK0tDRkZmaie/fu6jZSqRSRkZE4fPiw3uMUFRUhLy9P40ZEllediqUSERmryqxFuHXrVty+fRvDhw8HAGRmZgIA/P39Ndr5+/vjypUreo8zf/58xMfHmy1OIjIcF2smIntVZRKsFStWoGfPnggMDNTYLpFofhELIbS2PWzq1Kl488031ffz8vIQFBRk2mCJyGBcrJmI7FGVSLCuXLmC3bt3Y/PmzeptAQEBAB70ZMnl/w0lZGVlafVqPUwqlUIqlZovWCIiIqJyVIk5WKtWrYKfnx969+6t3hYaGoqAgAD1lYXAg3la+/fvR8eOHa0RJlkYFwkmIiJbZfUeLKVSiVWrVmHYsGGoUeO/cCQSCcaPH4958+ahYcOGaNiwIebNmwdXV1cMGjTIihGTJXCRYCIismVWT7B2796N9PR0jBgxQuuxSZMm4d69exgzZgxu3bqFdu3a4ZdffoGHh4cVIiVL0bdIcGZuIUYnHOMVaEREVOVJhBDVetzF1lfjtjcKpcATC/bqXcdOggeX+R+c3IVXopVBoRS8co+IbJqt/35bvQeL6GHGLBLMK9N04/AqEZH1VYlJ7kQq9rxIsCkm9auGV0snqarh1cSUDFOFS0REZWAPFlUp9rpIsCl6nRRKgfhtqVpz14AHPX8SAPHbUhEdHsDhQiIiM2MPFlUp9rhIsKl6nYwZXiUiIvNigkVVir0tElxerxPwoNfJkOFCex5eJSKqaphgUZVjT4sEm7LXyV6HV4mIqiLOwaIqyV4WCTZlr5NqeDUzt1Bnj5iqxEV1Gl4lIqqqmGBRlWUPiwSbstdJNbw6OuEYJIBGklUdh1eJiKoyDhGSRXBdQd1MPanfnoZXiYiqMvZgkdmx8KV+5uh1spfhVSKiqoxL5ZBZ6VtXUPVTz16VB5iEEhFpsvXfb/Zgkdmw8KXh2OtERFS9MMEis+G6gsaxh0n9RET2gpPcyWxY+JKIiOwVEywyGxa+JCIie8UEi8zGHtcVJCIiAphgkRnZ27qCREREKkywyKxY+JKIiOwRryIks2MJAiIisjdMsMgiWIKAiIjsCYcIiYiIiEyMCRYRERGRiTHBIiIiIjIxJlhEREREJsYEi4iIiMjEmGARERERmRgTLCIiIiITY4JFREREZGJMsIiIiIhMjAkWERERkYkxwSIiIiIyMSZYRERERCbGBIuIiIjIxJhgEREREZkYEywiIiIiE2OCRURERGRiTLCIiIiITIwJFhEREZGJMcEiIiIiMjEmWEREREQmxgSLiIiIyMSYYBERERGZGBMsIiIiIhNjgkVERERkYkywiIiIiEyMCRYRERGRiTHBIiIiIjIxJlhEREREJlbD2gGQ8RRKgSNpOcjKL4SfhwxtQ73h6CCxdlhERET0/5hg2ZjElAzEb0tFRm6hepvcS4a42HDENJNbMTIiIiJS4RChDUlMycDohGMayRUAZOYWYnTCMSSmZFgpMiIiInoYEywboVAKxG9LhdDxmGpb/LZUKJS6WhAREZElMcGyEUfScrR6rh4mAGTkFuJIWo7lgiIiIiKdrJ5gXbt2DUOGDIGPjw9cXV3RqlUr/Pnnn+rHhw8fDolEonFr3769FSO2jqx8/clVRdoRERGR+Vh1kvutW7fw+OOPIyoqCjt27ICfnx8uXbqEmjVrarSLiYnBqlWr1PednZ0tHKn1+XnITNqOiIiIzMeqCdaCBQsQFBSkkTyFhIRotZNKpQgICLBgZFVP21BvyL1kyMwt1DkPSwIgwOtByQYiIiKyLqsOEf74449o3bo1+vXrBz8/Pzz66KNYvny5Vrt9+/bBz88PjRo1wiuvvIKsrCy9xywqKkJeXp7GrTpwdJAgLjYcwINk6mGq+3Gx4ayHRUREVAVYNcH6+++/sWTJEjRs2BA7d+7E//73P7z++utYu3atuk3Pnj2xfv167N27Fx9++CGOHj2KLl26oKioSOcx58+fDy8vL/UtKCjILLErlALJl7Lxw/FrSL6UbZGr92KaybFkSAQCvDSHAQO8ZFgyJIJ1sIiIiKoIiRDCatf1Ozs7o3Xr1jh8+LB62+uvv46jR48iOTlZ5z4ZGRkIDg7Gxo0b8eyzz2o9XlRUpJF85eXlISgoCLm5ufD09DRJ3NYu9slK7kREVN3l5eXBy8vLpL/flmTVOVhyuRzh4eEa28LCwvD999+XuU9wcDAuXLig83GpVAqpVGrSOB+mKvZZOitVFfu0RE+So4MEHRr4mPU5iIiIqOKsOkT4+OOP49y5cxrbzp8/j+DgYL37ZGdn4+rVq5DLLT8cxmKfREREZAirJlgTJkzAb7/9hnnz5uHixYv4+uuvsWzZMowdOxYAcOfOHUycOBHJycm4fPky9u3bh9jYWPj6+uKZZ56xeLws9klERESGsOoQYZs2bbBlyxZMnToVs2fPRmhoKBYtWoTBgwcDABwdHXHq1CmsXbsWt2/fhlwuR1RUFDZt2gQPDw+Lx2toEc/M3HtIvpTNOVJERER2yqqT3C3BlJPkki9lY+Dy38pt5+3mjJy7xer7lpwAT0REVB3Y+iR3qy+VY0tUxT7L64t6OLkC/psAn5iSYb7giIiIqMpggmWEsop9loUT4ImIiOwLEywj6Sv26e3mVOZ+nABPRERkP6w6yd1WxTSTIzo8QKPYZ2ZeISZsOl7uvoZOlCciIiLbxQSrgkoX+0y+lG3Qfn4esvIbERERkU3jEKGJlDcBXoIHVxO2DfW2ZFhERERkBUywTKSsCfCq+3Gx4ayHRUREZAeYYJmQvgnwAV4yi6xRSERERFUD52CZmK4J8KzkTkREZF+YYJlB6QnwREREZF84REhERERkYkywiIiIiEyMCRYRERGRiTHBIiIiIjIxJlhEREREJsYEi4iIiMjEmGARERERmRgTLCIiIiITY4JFREREZGLVvpK7EAIAkJeXZ+VIiIiIyFCq323V77itqfYJVn5+PgAgKCjIypEQERGRsfLz8+Hl5WXtMIwmEbaaGhpIqVTi+vXr8PDwgERi+QWX8/LyEBQUhKtXr8LT09Piz28LeI4Mw/NUPp4jw/A8lY/nyDDmPE9CCOTn5yMwMBAODrY3o6na92A5ODigbt261g4Dnp6e/JCWg+fIMDxP5eM5MgzPU/l4jgxjrvNkiz1XKraXEhIRERFVcUywiIiIiEyMCZaZSaVSxMXFQSqVWjuUKovnyDA8T+XjOTIMz1P5eI4Mw/OkX7Wf5E5ERERkaezBIiIiIjIxJlhEREREJsYEi4iIiMjEmGARERERmRgTLBMoKSnB9OnTERoaChcXF9SvXx+zZ8+GUqlUtxFCYNasWQgMDISLiws6d+6M06dPWzFqyyrvHN2/fx+TJ09G8+bN4ebmhsDAQAwdOhTXr1+3cuSWZch76WGjRo2CRCLBokWLLBuoFRl6js6cOYOnnnoKXl5e8PDwQPv27ZGenm6lqC3PkPN0584djBs3DnXr1oWLiwvCwsKwZMkSK0Ztefn5+Rg/fjyCg4Ph4uKCjh074ujRo+rH7f27W6Ws88Tvbz0EVdqcOXOEj4+P2L59u0hLSxPffvutcHd3F4sWLVK3ee+994SHh4f4/vvvxalTp0T//v2FXC4XeXl5Vozccso7R7dv3xbdunUTmzZtEmfPnhXJycmiXbt24rHHHrNy5JZlyHtJZcuWLaJly5YiMDBQfPzxx5YP1koMOUcXL14U3t7e4u233xbHjh0Tly5dEtu3bxc3btywYuSWZch5GjlypGjQoIFISkoSaWlp4ssvvxSOjo5i69atVozcsl544QURHh4u9u/fLy5cuCDi4uKEp6en+Oeff4QQ/O5WKes88ftbNyZYJtC7d28xYsQIjW3PPvusGDJkiBBCCKVSKQICAsR7772nfrywsFB4eXmJpUuXWjRWaynvHOly5MgRAUBcuXLF3OFVGYaep3/++UfUqVNHpKSkiODgYLtKsAw5R/379y/zvWUPDDlPTZs2FbNnz9ZoExERIaZPn26RGK2toKBAODo6iu3bt2tsb9mypZg2bRq/u/9feedJF3v8/i6NQ4Qm8MQTT2DPnj04f/48AODEiRM4ePAgevXqBQBIS0tDZmYmunfvrt5HKpUiMjIShw8ftkrMllbeOdIlNzcXEokENWvWtFCU1mfIeVIqlXjxxRfx9ttvo2nTptYK1WrKO0dKpRI//fQTGjVqhB49esDPzw/t2rXD1q1brRi15RnyXnriiSfw448/4tq1axBCICkpCefPn0ePHj2sFbZFlZSUQKFQQCaTaWx3cXHBwYMH+d39/8o7T7rY4/e3FmtneNWBUqkUU6ZMERKJRNSoUUNIJBIxb9489eOHDh0SAMS1a9c09nvllVdE9+7dLR2uVZR3jkq7d++eeOyxx8TgwYMtGKX1GXKe5s2bJ6Kjo4VSqRRCCLvrwSrvHGVkZAgAwtXVVXz00Ufir7/+EvPnzxcSiUTs27fPipFbliHvpaKiIjF06FABQNSoUUM4OzuLtWvXWili6+jQoYOIjIwU165dEyUlJWLdunVCIpGIRo0a8bv7IWWdp9Ls9fu7NCZYJrBhwwZRt25dsWHDBnHy5Emxdu1a4e3tLVavXi2E+C/Bun79usZ+I0eOFD169LBGyBZX3jl6WHFxsejbt6949NFHRW5urhWitZ7yztMff/wh/P39Nb7w7S3BKu8cXbt2TQAQAwcO1NgvNjZWDBgwwBohW4Uhn7n3339fNGrUSPz444/ixIkT4rPPPhPu7u5i165dVozcsi5evCg6deokAAhHR0fRpk0bMXjwYBEWFsbv7oeUdZ4eZs/f36UxwTKBunXris8//1xj27vvvisaN24shBDi0qVLAoA4duyYRpunnnpKDB061GJxWlN550iluLhYPP3006JFixbi33//tWSIVUJ55+njjz8WEolEODo6qm8AhIODgwgODrZCxJZX3jkqKioSNWrUEO+++65Gm0mTJomOHTtaLE5rK+88FRQUCCcnJ615NS+//LLdJQ9CCHHnzh11IvXCCy+IXr168btbB13nScXev79L4xwsEygoKICDg+apdHR0VF8OHRoaioCAAOzatUv9eHFxMfbv34+OHTtaNFZrKe8cAQ8u9X3hhRdw4cIF7N69Gz4+PpYO0+rKO08vvvgiTp48iePHj6tvgYGBePvtt7Fz505rhGxx5Z0jZ2dntGnTBufOndNoc/78eQQHB1ssTmsr7zzdv38f9+/fL/dzaS/c3Nwgl8tx69Yt7Ny5E3379uV3tw66zhPA72+drJ3hVQfDhg0TderUUV8OvXnzZuHr6ysmTZqkbvPee+8JLy8vsXnzZnHq1CkxcOBAu7rUt7xzdP/+ffHUU0+JunXriuPHj4uMjAz1raioyMrRW44h76XS7G2I0JBztHnzZuHk5CSWLVsmLly4ID777DPh6OgoDhw4YMXILcuQ8xQZGSmaNm0qkpKSxN9//y1WrVolZDKZWLx4sRUjt6zExESxY8cO8ffff4tffvlFtGzZUrRt21YUFxcLIfjdrVLWeeL3t25MsEwgLy9PvPHGG6JevXpCJpOJ+vXri2nTpmm8sZRKpYiLixMBAQFCKpWKTp06iVOnTlkxassq7xylpaUJADpvSUlJ1g3eggx5L5VmbwmWoedoxYoV4pFHHhEymUy0bNnSrmo7CWHYecrIyBDDhw8XgYGBQiaTicaNG4sPP/xQfQGFPdi0aZOoX7++cHZ2FgEBAWLs2LHi9u3b6sft/btbpazzxO9v3SRCCGGdvjMiIiKi6olzsIiIiIhMjAkWERERkYkxwSIiIiIyMSZYRERERCbGBIuIiIjIxJhgEREREZkYEywiIiIiE2OCRUR2YdmyZQgKCoKDgwMWLVpkkeecNWsWWrVqZZHnIqKqhQkWUTU3fPhwSCQSSCQSODk5oX79+pg4cSLu3r1r7dDKFRISYpJkKC8vD+PGjcPkyZNx7do1vPrqqzrbqc7Tb7/9prG9qKgIPj4+kEgk2LdvX6XjIaLqjwkWkR2IiYlBRkYG/v77b8yZMweLFy/GxIkTK3QsIQRKSkpMHKF5paen4/79++jduzfkcjlcXV31tg0KCsKqVas0tm3ZsgXu7u7mDpOIqhEmWER2QCqVIiAgAEFBQRg0aBAGDx6MrVu3AniQMC1cuBD169eHi4sLWrZsie+++0697759+yCRSLBz5060bt0aUqkUBw4cgFKpxIIFC/DII49AKpWiXr16mDt3rnq/a9euoX///qhVqxZ8fHzQt29fXL58Wf348OHD8fTTT+ODDz6AXC6Hj48Pxo4di/v37wMAOnfujCtXrmDChAnqniV90tPT0bdvX7i7u8PT0xMvvPACbty4AQBYvXo1mjdvDgCoX78+JBKJRhylDRs2DBs3bsS9e/fU21auXIlhw4ZptZ08eTIaNWoEV1dX1K9fHzNmzFDHr8+qVasQFhYGmUyGJk2aYPHixerHiouLMW7cOMjlcshkMoSEhGD+/PllHo+IqiYmWER2yMXFRZ0ITJ8+HatWrcKSJUtw+vRpTJgwAUOGDMH+/fs19pk0aRLmz5+PM2fOoEWLFpg6dSoWLFiAGTNmIDU1FV9//TX8/f0BAAUFBYiKioK7uzt+/fVXHDx4EO7u7oiJiUFxcbH6mElJSbh06RKSkpKwZs0arF69GqtXrwYAbN68GXXr1sXs2bORkZGBjIwMna9FCIGnn34aOTk52L9/P3bt2oVLly6hf//+AID+/ftj9+7dAIAjR44gIyMDQUFBes/NY489htDQUHz//fcAgKtXr+LXX3/Fiy++qNXWw8MDq1evRmpqKj755BMsX74cH3/8sd5jL1++HNOmTcPcuXNx5swZzJs3DzNmzMCaNWsAAJ9++il+/PFHfPPNNzh37hwSEhIQEhKi93hEVIVZdalpIjK7YcOGib59+6rv//7778LHx0e88MIL4s6dO0Imk4nDhw9r7PPyyy+LgQMHCiGESEpKEgDE1q1b1Y/n5eUJqVQqli9frvM5V6xYIRo3biyUSqV6W1FRkXBxcRE7d+5UxxUcHCxKSkrUbfr16yf69++vvh8cHCw+/vjjMl/fL7/8IhwdHUV6erp62+nTpwUAceTIESGEEH/99ZcAINLS0so8FgCxZcsWsWjRIhEVFSWEECI+Pl4888wz4tatWwKASEpK0rv/woULxWOPPaa+HxcXJ1q2bKm+HxQUJL7++muNfd59913RoUMHIYQQr732mujSpYvGeSMi21TDqtkdEVnE9u3b4e7ujpKSEty/fx99+/bFZ599htTUVBQWFiI6OlqjfXFxMR599FGNba1bt1b/+8yZMygqKkLXrl11Pt+ff/6JixcvwsPDQ2N7YWEhLl26pL7ftGlTODo6qu/L5XKcOnXKqNd25swZBAUFafRKhYeHo2bNmjhz5gzatGlj1PEAYMiQIZgyZQr+/vtvrF69Gp9++qnOdt999x0WLVqEixcv4s6dOygpKYGnp6fOtjdv3sTVq1fx8ssv45VXXlFvLykpgZeXF4AHw6bR0dFo3LgxYmJi0KdPH3Tv3t3o+InI+phgEdmBqKgoLFmyBE5OTggMDISTkxMAIC0tDQDw008/oU6dOhr7SKVSjftubm7qf7u4uJT5fEqlEo899hjWr1+v9Vjt2rXV/1bFoSKRSKBUKg14Rf8RQuicn6VvuyF8fHzQp08fvPzyyygsLETPnj2Rn5+v0ea3337DgAEDEB8fjx49esDLywsbN27Ehx9+qPOYqte1fPlytGvXTuMxVZIZERGBtLQ07NixA7t378YLL7yAbt26acyJIyLbwASLyA64ubnhkUce0doeHh4OqVSK9PR0REZGGny8hg0bwsXFBXv27MHIkSO1Ho+IiMCmTZvg5+ent0fHEM7OzlAoFGW2CQ8PR3p6Oq5evaruxUpNTUVubi7CwsIq/NwjRoxAr169MHnyZI1eNpVDhw4hODgY06ZNU2+7cuWK3uP5+/ujTp06+PvvvzF48GC97Tw9PdG/f3/0798fzz//PGJiYpCTkwNvb+8KvxYisjwmWER2zMPDAxMnTsSECROgVCrxxBNPIC8vD4cPH4a7u7vOK+cAQCaTYfLkyZg0aRKcnZ3x+OOP4+bNmzh9+jRefvllDB48GO+//z769u2L2bNno27dukhPT8fmzZvx9ttvo27dugbFFxISgl9//RUDBgyAVCqFr6+vVptu3bqhRYsWGDx4MBYtWoSSkhKMGTMGkZGRGsOaxoqJicHNmzf1JoiPPPII0tPTsXHjRrRp0wY//fQTtmzZUuYxZ82ahddffx2enp7o2bMnioqK8Mcff+DWrVt488038fHHH0Mul6NVq1ZwcHDAt99+i4CAANSsWbPCr4OIrINXERLZuXfffRczZ87E/PnzERYWhh49emDbtm0IDQ0tc78ZM2bgrbfewsyZMxEWFob+/fsjKysLAODq6opff/0V9erVw7PPPouwsDCMGDEC9+7dM6pHa/bs2bh8+TIaNGigMbT4MIlEgq1bt6JWrVro1KkTunXrhvr162PTpk2GnwQ9x/X19YWzs7POx/v27YsJEyZg3LhxaNWqFQ4fPowZM2aUecyRI0fiq6++UpeOiIyMxOrVq9Xn2t3dHQsWLEDr1q3Rpk0bXL58GT///DMcHPhVTWRrJEIIYe0giIiIiKoT/reIiIiIyMSYYBERERGZGBMsIiIiIhNjgkVERERkYkywiIiIiEyMCRYRERGRiTHBIiIiIjIxJlhEREREJsYEi4iIiMjEmGARERERmRgTLCIiIiITY4JFREREZGL/B/H/1lDqo7vGAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "We could've also made this plot with `seaborn`." ], "metadata": {} }, { "cell_type": "code", "execution_count": 10, "source": [ "males = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, male (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "females = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, female (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "sns.scatterplot(x = males, y = females);\n", "plt.title('Proportion enrolled in Primary School, using data from 1970 to 2014')\n", "plt.xlabel('Percent of Males')\n", "plt.ylabel('Percent of Females');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Finally, to add some context to our visualization, let us also plot a `y = x` line, to represent where the data should be if there was gender quality in primary school enrollment. Notice how we have also added a legend here." ], "metadata": {} }, { "cell_type": "code", "execution_count": 11, "source": [ "males = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, male (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "females = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, female (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:,4:])[0]\n", "sns.scatterplot(x = males, y = females, label = 'Global Data from 1970 to 2014');\n", "plt.title('Proportion enrolled in Primary School, using data from 1970 to 2014')\n", "plt.xlabel('Percent of Males')\n", "plt.ylabel('Percent of Females');\n", "min_val = min(np.min(males), np.min(females))\n", "max_val = max(np.max(males), np.max(females))\n", "plt.plot([min_val, max_val], [min_val, max_val], color = 'red', label = 'y = x line');\n", "plt.legend();" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "Based on the scatter plots above, it appears that there is a positive association between the percent of males and the percent of females enrolled in primary school. As the association roughly follows a straight-ish line, we can say that the association appears to be strong.\n", "\n", "As a bonus, we can use the more advanced [Plotly](https://plotly.com/) library to make Python plots where you can hover over data points to get more information on the general trend. This has been done below as an example, and you are always encouraged to read [Plotly's documentation](https://plotly.com/python/) for more information." ], "metadata": {} }, { "cell_type": "code", "execution_count": 12, "source": [ "males = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, male (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:, 4:])[0]\n", "females = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, female (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:, 4:])[0]\n", "\n", "# Create a Figure\n", "fig = go.Figure()\n", "\n", "# Add a trace for with the scatter plot data points\n", "fig.add_trace(go.Scatter(\n", " x=males,\n", " y=females,\n", " mode='markers',\n", " marker=dict(color='blue'),\n", " text=[str(year) for year in wb_df.iloc[:, 4:].columns], # hover text includes years\n", " hoverinfo='text',\n", " name = 'Global Data from 1970 to 2014'\n", "))\n", "\n", "# Add y = x line\n", "fig.add_trace(go.Scatter(\n", " x=[min_val, max_val],\n", " y=[min_val, max_val],\n", " mode='lines',\n", " line=dict(color='red', dash='dash'),\n", " name='y = x Line'\n", "))\n", "\n", "# Set title/axis labels\n", "fig.update_layout(\n", " title='Proportion enrolled in Primary School, using data from 1970 to 2014',\n", " xaxis=dict(title='Percent of Males'),\n", " yaxis=dict(title='Percent of Females'),\n", " legend=dict(x=0.05, y=0.9)\n", ")\n", "\n", "fig # Show the plot\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/html": [ " \n", " " ] }, "metadata": {} }, { "output_type": "display_data", "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverinfo": "text", "marker": { "color": "blue" }, "mode": "markers", "name": "Global Data from 1970 to 2014", "text": [ "1970", "1971", "1972", "1973", "1974", "1975", "1976", "1977", "1978", "1979", "1980", "1981", "1982", "1983", "1984", "1985", "1986", "1987", 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" }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "With the help of these hover points, we can see that we have trended closer to gender equality in primary school enrollment over time. Great news!" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Line Plots" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "A line plot is used to display data as a series of points connected by a line. It's generally used to visualize how a variable changes over time (also known as [time series data](https://www.investopedia.com/terms/t/timeseries.asp)), often with a time-related variable on the x-axis (minutes, days, months, years, etc.) and a numerical variable on the y-axis.\n", "\n", "For example, let's create a line plot to see how the total enrollment rate in primary school (across both sexes) changed from 1970 to 2014. We've done this below with `matplotlib`." ], "metadata": {} }, { "cell_type": "code", "execution_count": 13, "source": [ "enrollment = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, both sexes (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:, 4:])[0]\n", "years = np.arange(1970,2015)\n", "plt.plot(years, enrollment)\n", "plt.title('Global Primary School Enrollment Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('Percent Enrolled in Primary School');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "We can also do this with `seaborn`." ], "metadata": {} }, { "cell_type": "code", "execution_count": 14, "source": [ "enrollment = np.array(wb_df[(wb_df['Indicator Name'] == 'Adjusted net enrolment rate, primary, both sexes (%)') \n", " & (wb_df['Country Name'] == 'World')].iloc[:, 4:])[0]\n", "years = np.arange(1970,2015)\n", "sns.lineplot(x = years, y = enrollment)\n", "plt.title('Global Primary School Enrollment Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('Percent Enrolled in Primary School');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "It appears that more people are being enrolled in primary school over time, great news!" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "## Histograms, Box Plots and Violin Plots" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Histograms, box plots and violin plots are all ways to visualize the distribution of a single quantitative variable. They help you understand the spread of values in the data. To help explain these, we will import in another dataset on education from the World Bank. We have obtained this dataset from [Data 100's Course Notes Visualization I](https://ds100.org/fa23-course-notes/visualization_1/visualization_1.html).\n" ], "metadata": {} }, { "cell_type": "code", "execution_count": 15, "source": [ "wb_df_2 = pd.read_csv('data/world_bank.csv').drop(columns={'Unnamed: 0'})\n", "wb_df_2" ], "outputs": [ { "output_type": "execute_result", "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]" ] }, "metadata": {}, "execution_count": 15 } ], "metadata": { "tags": [] } }, { "cell_type": "markdown", "source": [ "### Histograms\n", "\n", "Histograms look quite similar to bar charts, but have a few differences. Histograms follow the *area principle* and have two defining properties:\n", "\n", "1. As the values on the horizontal axis are numerical and therefore have fixed positions on the number line, the bins are drawn to scale and are contiguous (though some might be empty).\n", "1. The area of each bar is proportional to the number of entries (or percent of data values) in the corresponding bin. The histogram is said to be drawn on a *density scale*.\n", "\n", "For example, let us visualize the percent of females who completed their primary education across various countries in 2015 using a histogram." ], "metadata": {} }, { "cell_type": "code", "execution_count": 16, "source": [ "plt.hist(wb_df_2['Primary completion rate: Female: % of relevant age group: 2015'],\n", " density=True, edgecolor=\"white\"); \n", "# If you don't specify density = True, it'll plot the counts on the y-axis instead\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');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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esW7dOtG/f3+Rn58vhPj//a1BgwbizTffFDt37hTff/+9KCoqEm+++aYAIN59912xa9cuERsbK2xsbISjo6P466+/hBBC3L59W1hZWQkfHx+xceNGkZycLOLj40VYWJh0DD98+LBQKBRi4MCBIiEhQezbt0+sXr1ahIaGlrusQ4YMEYaGhhrn9X79+gmVSiUd/+bMmSP+97//iR07dogDBw6I2NhY4erqKjp27Kg237Bhw4ShoaFwcXER0dHRYu/evWL37t3StEePCSUlJaJbt27CwMBATJ8+XSQmJooFCxYIExMT0bp1a3H//n2pbkX3z7feekvUqVNHLFy4UOzfv19s375dfPLJJ+KLL74ocz3IdX56/HtAqcfXRen3HBcXF/HKK6+ILVu2iC1btggvLy9Rr149cfPmTSGEEJcuXRJ9+/YVANTOJaXrqjLHwqysLOHo6CicnZ3Fl19+Kfbs2SPmzJkjlEqlGD58uFRv/fr10ve1xMREsWfPHhEbGyvGjh1b7nrSdfx1c3MT7733nti9e7f46quvRL169TT2pYr6448/hJ6enoiIiJDKSs932o6lffv2Ffb29jrbMzEx0Xk+LT222NnZCT09PVG/fn0RGhoqrl69Wum4q5RsHDlyRBQWFop///1XbN++XdjY2AgzMzORnZ0tUlJStJ6wrl27JoyNjcUHH3wglQUGBgoAYu/evWp1o6KitJ6cHlW6Q2zatEmt/NixYwKAWLp0qVTm7OwsVCqV2gq6d++esLS0FG+99ZZU9t1332kc8MvSrl07Ub9+ffHvv/9KZUVFRaJ58+aiYcOGUnJQ+sH69NNPy22ztK62V+n68PDwEK1btxaFhYVq8/bo0UPY29tLJ+DS7fXee++p1evVq5cAIBYuXKhW3qpVK9GmTRudsRUXF4vCwkIRFRUlrKyspOUTQvMgU9Ht8/333wsA4tSpU+Wum0fduXNHGBkZiaioKCHEwy8FAMSkSZOEsbGxdDAaM2aMcHBwkOYrPamHhISotbdx40bpgCaEEP/884/0xeBRGRkZQqlUisGDB5cZn0qlEu3atavQslSmr2HDhmms18LCQmFjYyMAqCWyeXl5Ql9fX0RGRkplpftE79691fr6+eefBQDx0UcfqfX16AmiMp/t7t27a3z5FqLi+0VaWpoAoHZAFeL/v4CVlWwIIcRff/2l84RdegCdP3++Wnl4eLhQqVTSfl2Z5dWVbFhYWIi///67zFhLPf6l+saNG2Ly5MkCgOjXr1+F2tV1snsaxwBnZ2ehr68vLly4oDGPm5ub6Nmzp1p5cHCwcHd3V2tDm9LzhLbXqFGjpHoDBgwQxsbGaklgUVGR8PDwqHKyMXLkSGFoaCh90a2IoqIiUVhYKEaNGiVat26tNk3Xif3xZKO4uFg4ODgILy8vtYTq33//FfXr1xf+/v5SWUX354ooKSkRhYWF4urVqwKA+PHHH6VpnTp1EnXr1i3zH3Cl+9vQoUPVyks/z+Hh4Wrlv/zyiwAgpk6dKoQQ4vjx4wKA2LJli84+FixYIABIX0gro3Q9P7rf5+XlCaVSKd544w2t85Suk+TkZAFAnD59WppWejxetWqVxnyPHxNKvxA+vp1K/yFW+s9aISq+fzZv3lz06tWrvMXWINf5qbLJhpeXl9o/+I4ePSoAiPXr10tl77zzjtD1f/HKHAvfeustYWpqqvFFuXR/Kk383333XVG3bl2t/ZVH1/H38f1+/vz5AoDIysqqVPuFhYWiQ4cOwtzcXGRkZEjlpefF0u8vj3rzzTeFkZGRzjbLSjbi4uLE3LlzpaT+k08+EZaWlsLW1lZcv369UrFX6VpKu3btYGhoCDMzM/To0QN2dnbYuXMnbG1tsX37digUCgwZMgRFRUXSy87ODi1bttS4TFyvXj106tRJrWznzp1o3LgxunTpojOG7du3o27dunj11VfV+mnVqhXs7Ow0+mnVqhWcnJyk9yqVCo0bN5Zu/aqsO3fu4JdffkHfvn3VHtzW19dHaGgorl+/rvW2nIoaN24cjh07pvby9fXFpUuX8Ntvv0nPxjy67CEhIcjKytLo9/H7Uz09PQFA4/YFT09PjfWxb98+dOnSBRYWFtDX14ehoSFmzJiBvLw8raMclKro9mnVqhWMjIzw5ptvYu3atRW6lQcA6tSpAz8/P+zZswfAw1sB6tati/fffx8PHjzAoUOHADwcnUHbfvTaa6+pvW/RogWA/78VMCUlBffu3dO4pcLR0RGdOnXC3r17KxRnRVS2L4VCgZCQEOm9gYEBGjVqBHt7e7Ru3Voqt7S0RP369bXu448/W+Xv7w9nZ2fs379fZ5yV/WzraqMi+0VpHI/H2b9/f7XLxE9C2z5w//59ab+ujuXt1KkT6tWrV+GYzp07B0NDQxgaGsLBwQGfffYZ3njjDaxYseKJ2n1ax4AWLVqgcePGamV6enp49913sX37dmRkZAAA/vjjD+zatQvh4eEVupff3d1d43h47NgxTJ8+Xaqzf/9+dO7cGba2tlKZvr4+BgwYUG77uuzcuRMdO3aU1pcu3333Hdq3bw9TU1MYGBjA0NAQK1eurNAtl9pcuHABN27cQGhoqNotD6ampujTpw+OHDmicZtpefuzLjk5OQgLC4Ojo6MUu7OzMwBI8d+9exfJycno37+/dItiWfr06aP2vvTz/Pgxrm3btvD09JSOcY0aNUK9evUwadIkxMbG4vz58xptv/jiiwAeHgs2btxYqVGTAgMD4e7urnYr1TfffIOCggK127AuX76MwYMHw87OTtrnAwMDAUDrNn18ebXZt28fAM110K9fP5iYmFTpnNK2bVvs3LkTkydPxoEDB3Dv3r1Kt1EeOc+F3bt3V3tY//HzcEVU9Fi4fft2dOzYEQ4ODmrH8+DgYAAPH7AGHq7TmzdvYtCgQfjxxx+rZdTC8r5vVIQQAqNGjcLBgwcRFxcHR0dHjTq6jqVVfV4qNDQUU6dORXBwMDp27IhJkyZh586d+OuvvzB//vxKtVWlZCMuLg7Hjh1Damoqbty4gTNnzqB9+/YAHt4HLYSAra2tdNIsfR05ckRjw9nb22u0/9dff5X7RP+ff/6JmzdvwsjISKOf7OxsjX6srKw02lAqlVX+cP7zzz8QQmiN38HBAcDD5wWqqmHDhvDx8VF7mZmZSfcJT5w4UWO5w8PDAUBj2S0tLdXeGxkZ6Sy/f/++9P7o0aMICgoCAKxYsQI///wzjh07hmnTpgFAmeuuotvH3d0de/bsQf369fHOO+/A3d0d7u7u+Pzzz8tdR126dMGRI0dw584d7NmzB506dYKVlRW8vb2xZ88epKenIz09XWuy8fj+UDpSQ+kylW47Xdu3vG3r5OSE9PT0cpehKn3VqVNHY+g5IyMjje1ZWv7oNi1lZ2entays5arsZ1tXGxXZL0rjeDxOAwMDrZ/lqihvH6iO5dW2TctS+qX6+PHj+PXXX3Hz5k2sW7dO477qyrb7tI4BuuIaOXIkjI2NERsbCwBYsmQJjI2Ny73PvpRKpdI4Hvr4+EhfioGH+4yu/bqqKnIu2rx5M/r3748GDRpg3bp1SElJwbFjxzBy5Eitn72KKO+YUFJSgn/++UetvLz9WZuSkhIEBQVh8+bN+OCDD7B3714cPXpUum++dN5//vkHxcXFFR5p5/G4K3qMs7CwQHJyMlq1aoWpU6eiWbNmcHBwwMyZM6Vnb15++WVs2bIFRUVFGDp0KBo2bIjmzZuX+5wC8PBL18iRI3H27FkcP34cwMNRqFxdXdGxY0cAwO3btxEQEIBffvkFH330EQ4cOIBjx45h8+bNauukVJ06dWBubl5u33l5eTAwMNBI1hQKRbnHXl0WLVqESZMmYcuWLejYsSMsLS3Rq1cvnUOjlpLz/FQZVdlnH1fRY+Gff/6Jbdu2aRzLS0d0Kj2eh4aGYtWqVbh69Sr69OmD+vXrw9fXF0lJSRWO6XFPupxCCIwePRrr1q3DmjVr0LNnT63ta9sWf//9t9bvBlXVtm1bNG7cWO3Zmoqo0r8IPT09df7mg7W1NRQKBQ4ePKh1WMLHy7RlXDY2NhoPjWnrx8rKCrt27dI63czMrMz5n1S9evWgp6eHrKwsjWmlD/486dP72pS2OWXKFI0HuEqVN6xuRW3YsAGGhobYvn272pdbXb8R8nicFd0+AQEBCAgIQHFxMY4fP44vvvgC48ePh62tLQYOHKizj86dO2P69On46aefsHfvXsycOVMqT0xMhKurq/S+sko/vLq2b3nbtlu3bvjiiy9w5MiRckeoeNK+qiI7O1trWaNGjXTOU9nPtq42KrJflK6T7OxsNGjQQJpeVFT0RCe3yqiO5a3sf5RKv1RXd7tVVdljgK64LCwsMGzYMHz11VeYOHEiVq9ejcGDB6Nu3brVFquVlZXO/fpxSqVSeqj5UY/vWxU5F61btw6urq6Ij49XW35t7VdUeccEPT29Sl3Z0uXXX3/F6dOnsWbNGgwbNkwqv3Tpklo9S0tL6Ovrl7suSj2+Hzy6PI8nLI8f47y8vLBhwwYIIXDmzBmsWbMGUVFRMDY2ln4no2fPnujZsycKCgpw5MgRREdHY/DgwXBxcYGfn1+ZsQ0fPhwzZszAqlWrYGhoiNTUVMyZM0eKed++fbhx4wYOHDggXc0AoPEQt65l1cXKygpFRUX466+/1BIOIQSys7OlKzZAxfdPExMTzJ49G7Nnz8aff/4pXeV49dVX1QbTeZxc5yeVSqV1UILq/E2jx1V0/VtbW6NFixaYO3eu1uml/yQGgBEjRmDEiBG4c+cOfvrpJ8ycORM9evTA77//rvYPjqehNNFYvXo1Vq5ciSFDhmjUad68OQDg7Nmzanc9lJaVTq/OmCr7kHm1P5Leo0cPCCGQmZmp9T9RXl5e5bYRHByM33//XbrsqKufvLw8FBcXa+2nKl+4K5NtmpiYwNfXF5s3b1arX1JSgnXr1qFhw4YatxNUhyZNmuCFF17A6dOntS536RWQ6lD6w42PXua8d+9ehYZKq8r20dfXh6+vrzT6xMmTJ8vso23btjA3N0dMTAyys7PRtWtXAA+veKSmpmLjxo1o2rSp2kGkovz8/GBsbIx169aplV+/fh379u0rN4GJiIiAiYkJwsPDtR58hRDSCBFP2ldVPP6bBYcPH8bVq1fL/E2Kyny2dV01rOh+URrH43Fu3LhRY+QQbaryHzJtsT7psexZ9yTHgMeNHTsWubm56Nu3L27evIl33323OkNFx44dsXfvXunqL/BwSNP4+HiNui4uLjhz5oxa2b59+3D79m21suDgYOzfv7/MW2IVCgWMjIzUvvRkZ2drjEYFVPxqepMmTdCgQQN8++23aqN43blzB5s2bZJGqHpSpTE/njh/+eWXau+NjY0RGBiI7777rkpfHEtvlX78GHfs2DGkpaVpPcYpFAq0bNkS//vf/1C3bl2t5wOlUonAwEDpN2gq8rsQDg4OeOWVV7B+/XosWbIEenp6aolWRddJZZUu4+PrYNOmTbhz547aOqjo/vkoW1tbDB8+HIMGDcKFCxfKHM1RrvOTi4sLfv/9d7VEKS8vD4cPH9YZS3mq41gOPDye//rrr3B3d9d6PNf2PcHExATBwcGYNm0aHjx4gHPnzj1RDJUlhMCYMWOwevVqfPnllxgxYoTWeg0aNEDbtm2xbt06tRE6jxw5ggsXLuj8x3RVHDlyBBcvXqz0ML/Vc/PzI9q3b48333wTI0aMwPHjx/Hyyy/DxMQEWVlZOHToELy8vNTG+9Vm/PjxiI+PR8+ePTF58mS0bdsW9+7dQ3JyMnr06IGOHTti4MCB+OabbxASEoJx48ahbdu2MDQ0xPXr17F//3707NkTvXv3rlTspdnf8uXLYWZmBpVKBVdXV523bURHR6Nr167o2LEjJk6cCCMjIyxduhS//vor1q9fL9t/H7/88ksEBwejW7duGD58OBo0aIC///4baWlpOHnyJL777rtq6ad79+5YuHAhBg8ejDfffBN5eXlYsGBBhf6jW9HtExsbi3379qF79+5wcnLC/fv3pSGJy3pmB3iYnAQGBmLbtm1wdXWVxjVv3749lEol9u7dW+Vfg61bty6mT5+OqVOnYujQoRg0aBDy8vIwe/ZsqFQq6SqKLq6urtiwYQMGDBiAVq1aST+aBDz88chVq1ZBCIHevXs/cV9Vcfz4cYwePRr9+vXDtWvXMG3aNDRo0EC6FU+byny2vby8sHnzZixbtgze3t7Q09ODj49PhfcLT09PDBkyBDExMTA0NESXLl3w66+/YsGCBRW6ZcHMzAzOzs748ccf0blzZ1haWsLa2rpSw05Xx7HsWfckx4DHNW7cGK+88gp27tyJl156qVK/Z3Dv3j2dl+1LT3offvghtm7dik6dOmHGjBmoU6cOlixZojFcKfDwVonp06djxowZCAwMxPnz57F48WKN29WioqKwc+dOvPzyy5g6dSq8vLxw8+ZN7Nq1C5GRkfDw8JCG+w0PD0ffvn1x7do1zJkzB/b29hq3s3h5eeHAgQPYtm0b7O3tYWZmpvUfL3p6epg/fz7eeOMN9OjRA2+99RYKCgrw6aef4ubNm9JQ10/Kw8MD7u7umDx5MoQQsLS0xLZt27TeMrJw4UK89NJL8PX1xeTJk9GoUSP8+eef2Lp1K7788ssy/8nVpEkTvPnmm/jiiy+gp6eH4OBgXLlyBdOnT4ejoyMiIiIAPLyvfunSpejVqxfc3NwghMDmzZtx8+ZN6Z9JM2bMwPXr19G5c2c0bNgQN2/exOeff672XEV5Ro0ahR07duCrr75Ct27d1O5/9/f3R7169RAWFoaZM2fC0NAQ33zzDU6fPl2ZVauha9eu6NatGyZNmoT8/Hy0b98eZ86cwcyZM9G6dWuEhoZKdSu6f/r6+qJHjx5o0aIF6tWrh7S0NHz99dflJqNynZ9CQ0Px5ZdfYsiQIRgzZgzy8vIwf/78Ch2zdSn9p868efMQHBwMfX19tGjRQroVtKKioqKQlJQEf39/jB07Fk2aNMH9+/dx5coVJCQkIDY2Fg0bNsSYMWNgbGyM9u3bw97eHtnZ2YiOjoaFhYXa1aenYezYsVi5ciVGjhwJLy8vtWOgUqlUe0Zz3rx56Nq1K/r164fw8HDk5ORg8uTJaN68uUaSkpycLA2lXlxcjKtXr+L7778H8PC5ptIrby1btsSQIUPg6ekJlUqFo0eP4tNPP4WdnR0++OCDyi1MZZ4m1zX0rTarVq0Svr6+wsTERBgbGwt3d3cxdOhQtWE4dQ31KMTDERDGjRsnnJychKGhoahfv77o3r27+O2336Q6hYWFYsGCBaJly5ZCpVIJU1NT4eHhId566y1x8eJFqZ6zs7Po3r27Rh/aRk6IiYkRrq6uQl9fX+CxoWS1OXjwoOjUqZO0nO3atRPbtm1Tq1OV0ajKq3v69GnRv39/Ub9+fWFoaCjs7OxEp06dRGxsrFRH1/YqHb2kdLjBUsOGDRMmJiZqZatWrRJNmjQRSqVSuLm5iejoaLFy5UqN0V20rcuKbJ+UlBTRu3dv4ezsLJRKpbCyshKBgYFi69at5a4rIf5/2OUxY8aolXft2lUA0GindDSS7777Tq28dL0/vr2/+uor0aJFC2FkZCQsLCxEz549pVErKuKPP/4Q4eHholGjRkKpVApjY2PRtGlTERkZqbb+KtqXtm0khO7P0uP7fuk+kZiYKEJDQ0XdunWlkUYe/cyU9qVtRKmKfLb//vtv0bdvX1G3bl2hUCjURhOp6Oe2oKBATJgwQdSvX18aPSUlJUVjRBZd9uzZI1q3bi2USqXaCFa69v/SdfP4dqnI8uoajeqdd94pN85SZR0PK9oudIyG8jSOAbqOs49as2aNACANDV4RZY1GBUBtVL6ff/5ZtGvXTiiVSmFnZyfef/99sXz5co1YCwoKxAcffCAcHR2FsbGxCAwMFKdOndK6b127dk2MHDlS2NnZCUNDQ+Hg4CD69+8v/vzzT6nOJ598IlxcXIRSqRSenp5ixYoV0jp+1KlTp0T79u1FnTp1BADpmKlt6FshhNiyZYvw9fUVKpVKmJiYiM6dO4uff/5ZrU5l9+fHnT9/XnTt2lWYmZmJevXqiX79+omMjAytIyKdP39e9OvXT1hZWQkjIyPh5OQkhg8fLo3+V9Z3hOLiYjFv3jzRuHFjYWhoKKytrcWQIUPEtWvXpDq//fabGDRokHB3dxfGxsbCwsJCtG3bVqxZs0aqs337dhEcHCwaNGggjIyMRP369UVISIjacMDlefDggbC1tRUAxMaNGzWmHz58WPj5+Yk6deoIGxsbMXr0aHHy5EmNc4Su43HptMePCffu3ROTJk0Szs7OwtDQUNjb24u3335bY5j3iu6fkydPFj4+PqJevXrS5zMiIkLk5uZWaD1U9/lJCCHWrl0rPD09hUqlEk2bNhXx8fE6R6PS9j3n8f2uoKBAjB49WtjY2EjnktLYKnMsFOLhKIVjx44Vrq6uwtDQUFhaWgpvb28xbdo0cfv2bSn+jh07CltbW2FkZCR93s+cOVPu+qzo8VfX5/1xzs7OOo972s7NiYmJol27dkKlUglLS0sxdOhQteNUqbKOqY/GNHDgQNGoUSNhYmIiDA0NhbOzswgLCxM3btwod108TiFEBX6djYieC2vWrMGIESNw7NixCj0bQFSdSkdSunLlitZfQycioudPtd9GRUREVKqgoAAnT57E0aNH8cMPP2DhwoVMNIiI/kOYbBARkWyysrLg7+8Pc3NzvPXWW3jvvfdqOiQiInqKeBsVERERERHJotqHviUiIiIiIgKYbBARERERkUyYbBARERERkSz4gDhVu5KSEty4cQNmZmay/bAhERERVS8hBP799184ODhAT4//j6bqwWSDqt2NGzfUfpGViIiInh3Xrl1Dw4YNazoMek4w2aBqZ2ZmBuDhwcrc3LyGoyEiIqKKyM/Ph6Ojo3QeJ6oOTDao2pXeOmVubs5kg4iI6BnDW6CpOvGGPCIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTDSIiIiIikgWTjVps6dKlcHV1hUqlgre3Nw4ePFhm/eTkZHh7e0OlUsHNzQ2xsbE6627YsAEKhQK9evV64n6JiIiIiLRhslFLxcfHY/z48Zg2bRpSU1MREBCA4OBgZGRkaK2fnp6OkJAQBAQEIDU1FVOnTsXYsWOxadMmjbpXr17FxIkTERAQ8MT9EhERERHpohBCiJoOgjT5+vqiTZs2WLZsmVTm6emJXr16ITo6WqP+pEmTsHXrVqSlpUllYWFhOH36NFJSUqSy4uJiBAYGYsSIETh48CBu3ryJLVu2VLlfbfLz82FhYYFbt27B3Ny8MotNRERENYTnb5IDr2zUQg8ePMCJEycQFBSkVh4UFITDhw9rnSclJUWjfrdu3XD8+HEUFhZKZVFRUbCxscGoUaOqpV8AKCgoQH5+vtqLiIiIiIjJRi2Um5uL4uJi2NraqpXb2toiOztb6zzZ2dla6xcVFSE3NxcA8PPPP2PlypVYsWJFtfULANHR0bCwsJBejo6O5S4jERERET3/mGzUYgqFQu29EEKjrLz6peX//vsvhgwZghUrVsDa2rpa+50yZQpu3bolva5du1Zm+0REVL7ikmfvLudnMWYikpdBTQdAmqytraGvr69xNSEnJ0fjqkMpOzs7rfUNDAxgZWWFc+fO4cqVK3j11Vel6SUlJQAAAwMDXLhwAY6OjpXuFwCUSiWUSmWllpGIiMqmr6fAuA2puJRzu6ZDqZBG9U3x+cDWNR0GEdUyTDZqISMjI3h7eyMpKQm9e/eWypOSktCzZ0+t8/j5+WHbtm1qZYmJifDx8YGhoSE8PDxw9uxZtekffvgh/v33X3z++edwdHSsUr9ERCSfSzm3ce4Gn4MjomcXk41aKjIyEqGhofDx8YGfnx+WL1+OjIwMhIWFAXh461JmZibi4uIAPBx5avHixYiMjMSYMWOQkpKClStXYv369QAAlUqF5s2bq/VRt25dAFArL69fIiIiIqKKYrJRSw0YMAB5eXmIiopCVlYWmjdvjoSEBDg7OwMAsrKy1H77wtXVFQkJCYiIiMCSJUvg4OCARYsWoU+fPtXaLxERERFRRfF3NqjacZxuIqLq0X3RwWfmNqpmDubYMVbzx2Lp2cHzN8mBo1EREREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGzUYkuXLoWrqytUKhW8vb1x8ODBMusnJyfD29sbKpUKbm5uiI2NVZu+efNm+Pj4oG7dujAxMUGrVq3w9ddfq9WZNWsWFAqF2svOzq7al42IiIiInn9MNmqp+Ph4jB8/HtOmTUNqaioCAgIQHByMjIwMrfXT09MREhKCgIAApKamYurUqRg7diw2bdok1bG0tMS0adOQkpKCM2fOYMSIERgxYgR2796t1lazZs2QlZUlvc6ePSvrshIRERHR88mgpgMg7RYuXIhRo0Zh9OjRAICYmBjs3r0by5YtQ3R0tEb92NhYODk5ISYmBgDg6emJ48ePY8GCBejTpw8AoEOHDmrzjBs3DmvXrsWhQ4fQrVs3qdzAwIBXM4iIiIjoifHKRi304MEDnDhxAkFBQWrlQUFBOHz4sNZ5UlJSNOp369YNx48fR2FhoUZ9IQT27t2LCxcu4OWXX1abdvHiRTg4OMDV1RUDBw7E5cuXy4y3oKAA+fn5ai8iIiIiIiYbtVBubi6Ki4tha2urVm5ra4vs7Gyt82RnZ2utX1RUhNzcXKns1q1bMDU1hZGREbp3744vvvgCXbt2lab7+voiLi4Ou3fvxooVK5CdnQ1/f3/k5eXpjDc6OhoWFhbSy9HRsSqLTURERETPGSYbtZhCoVB7L4TQKCuv/uPlZmZmOHXqFI4dO4a5c+ciMjISBw4ckKYHBwejT58+8PLyQpcuXbBjxw4AwNq1a3X2O2XKFNy6dUt6Xbt2rcLLSERERETPLz6zUQtZW1tDX19f4ypGTk6OxtWLUnZ2dlrrGxgYwMrKSirT09NDo0aNAACtWrVCWloaoqOjNZ7nKGViYgIvLy9cvHhRZ7xKpRJKpbIii0ZERERE/yG8slELGRkZwdvbG0lJSWrlSUlJ8Pf31zqPn5+fRv3ExET4+PjA0NBQZ19CCBQUFOicXlBQgLS0NNjb21diCYiIiIiIeGWj1oqMjERoaCh8fHzg5+eH5cuXIyMjA2FhYQAe3rqUmZmJuLg4AEBYWBgWL16MyMhIjBkzBikpKVi5ciXWr18vtRkdHQ0fHx+4u7vjwYMHSEhIQFxcHJYtWybVmThxIl599VU4OTkhJycHH330EfLz8zFs2LCnuwKIiIiI6JnHZKOWGjBgAPLy8hAVFYWsrCw0b94cCQkJcHZ2BgBkZWWp/eaGq6srEhISEBERgSVLlsDBwQGLFi2Shr0FgDt37iA8PBzXr1+HsbExPDw8sG7dOgwYMECqc/36dQwaNAi5ubmwsbFBu3btcOTIEalfIiIiIqKKUojSp4iJqkl+fj4sLCxw69YtmJub13Q4RETPrO6LDuLcjWdjOPFmDubYMTagpsOgJ8DzN8mBz2wQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGzUYkuXLoWrqytUKhW8vb1x8ODBMusnJyfD29sbKpUKbm5uiI2NVZu+efNm+Pj4oG7dujAxMUGrVq3w9ddfP3G/RERERETaMNmopeLj4zF+/HhMmzYNqampCAgIQHBwMDIyMrTWT09PR0hICAICApCamoqpU6di7Nix2LRpk1TH0tIS06ZNQ0pKCs6cOYMRI0ZgxIgR2L17d5X7JSIiIiLSRSGEEDUdBGny9fVFmzZtsGzZMqnM09MTvXr1QnR0tEb9SZMmYevWrUhLS5PKwsLCcPr0aaSkpOjsp02bNujevTvmzJlTpX61yc/Ph4WFBW7dugVzc/MKzUNERJq6LzqIczfyazqMCmnmYI4dYwNqOgx6Ajx/kxx4ZaMWevDgAU6cOIGgoCC18qCgIBw+fFjrPCkpKRr1u3XrhuPHj6OwsFCjvhACe/fuxYULF/Dyyy9XuV8AKCgoQH5+vtqLiIiIiIjJRi2Um5uL4uJi2NraqpXb2toiOztb6zzZ2dla6xcVFSE3N1cqu3XrFkxNTWFkZITu3bvjiy++QNeuXavcLwBER0fDwsJCejk6OlZqeYmIiIjo+cRkoxZTKBRq74UQGmXl1X+83MzMDKdOncKxY8cwd+5cREZG4sCBA0/U75QpU3Dr1i3pde3atTKXi4iIiIj+GwxqOgDSZG1tDX19fY2rCTk5ORpXHUrZ2dlprW9gYAArKyupTE9PD40aNQIAtGrVCmlpaYiOjkaHDh2q1C8AKJVKKJXKSi0jERERET3/eGWjFjIyMoK3tzeSkpLUypOSkuDv7691Hj8/P436iYmJ8PHxgaGhoc6+hBAoKCiocr9ERERERLrwykYtFRkZidDQUPj4+MDPzw/Lly9HRkYGwsLCADy8dSkzMxNxcXEAHo48tXjxYkRGRmLMmDFISUnBypUrsX79eqnN6Oho+Pj4wN3dHQ8ePEBCQgLi4uLURp4qr18iIiIioopislFLDRgwAHl5eYiKikJWVhaaN2+OhIQEODs7AwCysrLUfvvC1dUVCQkJiIiIwJIlS+Dg4IBFixahT58+Up07d+4gPDwc169fh7GxMTw8PLBu3ToMGDCgwv0SEREREVUUf2eDqh3H6SYiqh78nQ16mnj+JjnwmQ0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFkw0iIiIiIpIFk41abOnSpXB1dYVKpYK3tzcOHjxYZv3k5GR4e3tDpVLBzc0NsbGxatNXrFiBgIAA1KtXD/Xq1UOXLl1w9OhRtTqzZs2CQqFQe9nZ2VX7shERERHR84/JRi0VHx+P8ePHY9q0aUhNTUVAQACCg4ORkZGhtX56ejpCQkIQEBCA1NRUTJ06FWPHjsWmTZukOgcOHMCgQYOwf/9+pKSkwMnJCUFBQcjMzFRrq1mzZsjKypJeZ8+elXVZiYiIiOj5pBBCiJoOgjT5+vqiTZs2WLZsmVTm6emJXr16ITo6WqP+pEmTsHXrVqSlpUllYWFhOH36NFJSUrT2UVxcjHr16mHx4sUYOnQogIdXNrZs2YJTp05VOfb8/HxYWFjg1q1bMDc3r3I7RET/dd0XHcS5G/k1HUaFNHMwx46xATUdBj0Bnr9JDryyUQs9ePAAJ06cQFBQkFp5UFAQDh8+rHWelJQUjfrdunXD8ePHUVhYqHWeu3fvorCwEJaWlmrlFy9ehIODA1xdXTFw4EBcvnz5CZaGiIiIiP6rmGzUQrm5uSguLoatra1aua2tLbKzs7XOk52drbV+UVERcnNztc4zefJkNGjQAF26dJHKfH19ERcXh927d2PFihXIzs6Gv78/8vLydMZbUFCA/Px8tRcREREREZONWkyhUKi9F0JolJVXX1s5AMyfPx/r16/H5s2boVKppPLg4GD06dMHXl5e6NKlC3bs2AEAWLt2rc5+o6OjYWFhIb0cHR3LXzgiIiIieu4x2aiFrK2toa+vr3EVIycnR+PqRSk7Ozut9Q0MDGBlZaVWvmDBAnz88cdITExEixYtyozFxMQEXl5euHjxos46U6ZMwa1bt6TXtWvXymyTiIiIiP4bmGzUQkZGRvD29kZSUpJaeVJSEvz9/bXO4+fnp1E/MTERPj4+MDQ0lMo+/fRTzJkzB7t27YKPj0+5sRQUFCAtLQ329vY66yiVSpibm6u9iIiIiIiYbNRSkZGR+Oqrr7Bq1SqkpaUhIiICGRkZCAsLA/DwakLpCFLAw5Gnrl69isjISKSlpWHVqlVYuXIlJk6cKNWZP38+PvzwQ6xatQouLi7Izs5GdnY2bt++LdWZOHEikpOTkZ6ejl9++QV9+/ZFfn4+hg0b9vQWnoiIiIieCwY1HQBpN2DAAOTl5SEqKgpZWVlo3rw5EhIS4OzsDADIyspS+80NV1dXJCQkICIiAkuWLIGDgwMWLVqEPn36SHWWLl2KBw8eoG/fvmp9zZw5E7NmzQIAXL9+HYMGDUJubi5sbGzQrl07HDlyROqXiIiIiKii+DsbVO04TjcRUfXg72zQ08TzN8mBt1EREREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGxUs/T09JoOgYiIiIioVmCyUc0aNWqEjh07Yt26dbh//35Nh0NEREREVGOYbFSz06dPo3Xr1pgwYQLs7Ozw1ltv4ejRozUdFhERERHRU8dko5o1b94cCxcuRGZmJlavXo3s7Gy89NJLaNasGRYuXIi//vqrpkMkIiIiInoqmGzIxMDAAL1798bGjRsxb948/PHHH5g4cSIaNmyIoUOHIisrq6ZDJCIiIiKSFZMNmRw/fhzh4eGwt7fHwoULMXHiRPzxxx/Yt28fMjMz0bNnz5oOkYiIiIhIVgY1HcDzZuHChVi9ejUuXLiAkJAQxMXFISQkBHp6D/M6V1dXfPnll/Dw8KjhSImIiIiI5MVko5otW7YMI0eOxIgRI2BnZ6e1jpOTE1auXPmUIyMiIiIierqYbFSzpKQkODk5SVcySgkhcO3aNTg5OcHIyAjDhg2roQiJiIiIiJ4OPrNRzdzd3ZGbm6tR/vfff8PV1bUGIiIiIiIiqhlMNqqZEEJr+e3bt6FSqZ5yNERERERENYe3UVWTyMhIAIBCocCMGTNQp04daVpxcTF++eUXtGrVqoaiIyIiIiJ6+phsVJPU1FQAD69snD17FkZGRtI0IyMjtGzZEhMnTqyp8IiIiIiInjomG9Vk//79AIARI0bg888/h7m5eQ1HRERERERUs5hsVLPVq1fXdAhERERERLUCk41q8Prrr2PNmjUwNzfH66+/XmbdzZs3P6WoiIiIiIhqFpONamBhYQGFQiH9TURERERETDaqxaO3TvE2KiIiIiKih/g7G9Xs3r17uHv3rvT+6tWriImJQWJiYg1GRURERET09DHZqGY9e/ZEXFwcAODmzZto27YtPvvsM/Ts2RPLli2r4eiIiIiIiJ4eJhvV7OTJkwgICAAAfP/997Czs8PVq1cRFxeHRYsW1XB0RERERERPD5ONanb37l2YmZkBABITE/H6669DT08P7dq1w9WrV2s4OiIiIiKip4fJRjVr1KgRtmzZgmvXrmH37t0ICgoCAOTk5PCH/oiIiIjoP4XJRjWbMWMGJk6cCBcXF/j6+sLPzw/Aw6scrVu3ruHoiIiIiIieHg59W8369u2Ll156CVlZWWjZsqVU3rlzZ/Tu3bsGIyMiIiIierqYbMjAzs4OdnZ2amVt27atoWiIiIiIiGoGk41qdufOHXzyySfYu3cvcnJyUFJSojb98uXLNRQZEREREdHTxWc2qtno0aOxcuVKBAQE4N1338W4cePUXpWxdOlSuLq6QqVSwdvbGwcPHiyzfnJyMry9vaFSqeDm5obY2Fi16StWrEBAQADq1auHevXqoUuXLjh69OgT90tEREREpA2vbFSznTt3YseOHWjfvv0TtRMfH4/x48dj6dKlaN++Pb788ksEBwfj/PnzcHJy0qifnp6OkJAQjBkzBuvWrcPPP/+M8PBw2NjYoE+fPgCAAwcOYNCgQfD394dKpcL8+fMRFBSEc+fOoUGDBlXql4iIiIhIF4UQQtR0EM8TV1dXJCQkwNPT84na8fX1RZs2bdR+ddzT0xO9evVCdHS0Rv1JkyZh69atSEtLk8rCwsJw+vRppKSkaO2juLgY9erVw+LFizF06NAq9atNfn4+LCwscOvWLQ73S0T0BLovOohzN/JrOowKaeZgjh1jA2o6DHoCPH+THHgbVTWbM2cOZsyYgbt371a5jQcPHuDEiRPSb3SUCgoKwuHDh7XOk5KSolG/W7duOH78OAoLC7XOc/fuXRQWFsLS0rLK/RIRERER6cLbqKrZZ599hj/++AO2trZwcXGBoaGh2vSTJ0+W20Zubi6Ki4tha2urVm5ra4vs7Gyt82RnZ2utX1RUhNzcXNjb22vMM3nyZDRo0ABdunSpcr8AUFBQgIKCAul9fv6z8V84IiIiIpIXk41q1qtXr2prS6FQqL0XQmiUlVdfWzkAzJ8/H+vXr8eBAwegUqmeqN/o6GjMnj1b53QiIiIi+m9islHNZs6c+cRtWFtbQ19fX+NqQk5OjsZVh1J2dnZa6xsYGMDKykqtfMGCBfj444+xZ88etGjR4on6BYApU6YgMjJSep+fnw9HR8eyF5KIiIiInnt8ZkMGN2/exFdffYUpU6bg77//BvDw9qnMzMwKzW9kZARvb28kJSWplSclJcHf31/rPH5+fhr1ExMT4ePjo3Yr16effoo5c+Zg165d8PHxeeJ+AUCpVMLc3FztRURERETEKxvV7MyZM+jSpQssLCxw5coVjBkzBpaWlvjhhx9w9epVxMXFVaidyMhIhIaGwsfHB35+fli+fDkyMjIQFhYG4OHVhMzMTKm9sLAwLF68GJGRkRgzZgxSUlKwcuVKrF+/Xmpz/vz5mD59Or799lu4uLhIVzBMTU1hampaoX6JiIiIiCqKyUY1i4yMxPDhwzF//nyYmZlJ5cHBwRg8eHCF2xkwYADy8vIQFRWFrKwsNG/eHAkJCXB2dgYAZGVlISMjQ6pfOuRuREQElixZAgcHByxatEj6jQ3g4Y/1PXjwAH379lXra+bMmZg1a1aF+iUiIiIiqij+zkY1s7CwwMmTJ+Hu7g4zMzOcPn0abm5uuHr1Kpo0aYL79+/XdIiy4zjdRETVg7+zQU8Tz98kBz6zUc1UKpXWoV8vXLgAGxubGoiIiIiIiKhmMNmoZj179kRUVJT0Q3oKhQIZGRmYPHmy2i1NREREzxMbUyWKS569myWexZiJniV8ZqOaLViwACEhIahfvz7u3buHwMBAZGdnw8/PD3Pnzq3p8IiIiGRhbmwAfT0Fxm1IxaWc2zUdToU0qm+Kzwe2rukwiJ5rTDaqmbm5OQ4dOoT9+/fjxIkTKCkpQZs2baRf6SYiInqeXcq5/cw8Z0JE8mOyUY1KSkqwZs0abN68GVeuXIFCoYCrqyvs7OzK/RVuIiIiIqLnDZ/ZqCZCCLz22msYPXo0MjMz4eXlhWbNmuHq1asYPnw4evfuXdMhEhERERE9VbyyUU3WrFmDn376CXv37kXHjh3Vpu3btw+9evVCXFwchg4dWkMREhERERE9XbyyUU3Wr1+PqVOnaiQaANCpUydMnjwZ33zzTQ1ERkRERERUM5hsVJMzZ87glVde0Tk9ODgYp0+ffooRERERERHVLCYb1eTvv/+Gra2tzum2trb4559/nmJEREREREQ1i8lGNSkuLoaBge5HYPT19VFUVPQUIyIiIiIiqll8QLyaCCEwfPhwKJVKrdMLCgqeckRERERERDWLyUY1GTZsWLl1OBIVEREREf2XMNmoJqtXr67pEIiIiIiIahU+s0FERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERM+94hJR0yEQEf0nGdR0AERERHLT11Ng3IZUXMq5XdOhVEiHJjZ4v5tHTYdBRPTEmGwQEdF/wqWc2zh3I7+mw6gQdxuTmg6BiKha8DYqIiIiIiKSBZONWmzp0qVwdXWFSqWCt7c3Dh48WGb95ORkeHt7Q6VSwc3NDbGxsWrTz507hz59+sDFxQUKhQIxMTEabcyaNQsKhULtZWdnV52LRURERET/EUw2aqn4+HiMHz8e06ZNQ2pqKgICAhAcHIyMjAyt9dPT0xESEoKAgACkpqZi6tSpGDt2LDZt2iTVuXv3Ltzc3PDJJ5+UmUA0a9YMWVlZ0uvs2bPVvnxERERE9PzjMxu11MKFCzFq1CiMHj0aABATE4Pdu3dj2bJliI6O1qgfGxsLJycn6WqFp6cnjh8/jgULFqBPnz4AgBdffBEvvvgiAGDy5Mk6+zYwMODVDCIiIiJ6YryyUQs9ePAAJ06cQFBQkFp5UFAQDh8+rHWelJQUjfrdunXD8ePHUVhYWKn+L168CAcHB7i6umLgwIG4fPly5RaAiIiIiAhMNmql3NxcFBcXw9bWVq3c1tYW2dnZWufJzs7WWr+oqAi5ubkV7tvX1xdxcXHYvXs3VqxYgezsbPj7+yMvL0/nPAUFBcjPz1d7EREREREx2ajFFAqF2nshhEZZefW1lZclODgYffr0gZeXF7p06YIdO3YAANauXatznujoaFhYWEgvR0fHCvdHRERERM8vJhu1kLW1NfT19TWuYuTk5GhcvShlZ2entb6BgQGsrKyqHIuJiQm8vLxw8eJFnXWmTJmCW7duSa9r165VuT8iIiIien4w2aiFjIyM4O3tjaSkJLXypKQk+Pv7a53Hz89Po35iYiJ8fHxgaGhY5VgKCgqQlpYGe3t7nXWUSiXMzc3VXkRERERETDZqqcjISHz11VdYtWoV0tLSEBERgYyMDISFhQF4eDVh6NChUv2wsDBcvXoVkZGRSEtLw6pVq7By5UpMnDhRqvPgwQOcOnUKp06dwoMHD5CZmYlTp07h0qVLUp2JEyciOTkZ6enp+OWXX9C3b1/k5+dj2LBhT2/hiYiIiOi5wKFva6kBAwYgLy8PUVFRyMrKQvPmzZGQkABnZ2cAQFZWltpvbri6uiIhIQERERFYsmQJHBwcsGjRImnYWwC4ceMGWrduLb1fsGABFixYgMDAQBw4cAAAcP36dQwaNAi5ubmwsbFBu3btcOTIEalfIiIiIqKKYrJRi4WHhyM8PFzrtDVr1miUBQYG4uTJkzrbc3FxkR4a12XDhg2VipGIiIiISBfeRkVERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgskFERERERLJgslGLLV26FK6urlCpVPD29sbBgwfLrJ+cnAxvb2+oVCq4ubkhNjZWbfq5c+fQp08fuLi4QKFQICYmplr6JSIiIiLShslGLRUfH4/x48dj2rRpSE1NRUBAAIKDg5GRkaG1fnp6OkJCQhAQEIDU1FRMnToVY8eOxaZNm6Q6d+/ehZubGz755BPY2dlVS79ERERERLow2ailFi5ciFGjRmH06NHw9PRETEwMHB0dsWzZMq31Y2Nj4eTkhJiYGHh6emL06NEYOXIkFixYINV58cUX8emnn2LgwIFQKpXV0i8RERERkS5MNmqhBw8e4MSJEwgKClIrDwoKwuHDh7XOk5KSolG/W7duOH78OAoLC2Xrl4iIiIhIF4OaDoA05ebmori4GLa2tmrltra2yM7O1jpPdna21vpFRUXIzc2Fvb29LP0CQEFBAQoKCqT3+fn55fZFRERERM8/XtmoxRQKhdp7IYRGWXn1tZVXd7/R0dGwsLCQXo6OjpXqj4iIiIieT0w2aiFra2vo6+trXE3IycnRuOpQys7OTmt9AwMDWFlZydYvAEyZMgW3bt2SXteuXatQf0RERET0fGOyUQsZGRnB29sbSUlJauVJSUnw9/fXOo+fn59G/cTERPj4+MDQ0FC2fgFAqVTC3Nxc7UVERERExGc2aqnIyEiEhobCx8cHfn5+WL58OTIyMhAWFgbg4dWEzMxMxMXFAQDCwsKwePFiREZGYsyYMUhJScHKlSuxfv16qc0HDx7g/Pnz0t+ZmZk4deoUTE1N0ahRowr1S0RUXCKgr1e52zOJiOi/iclGLTVgwADk5eUhKioKWVlZaN68ORISEuDs7AwAyMrKUvvtC1dXVyQkJCAiIgJLliyBg4MDFi1ahD59+kh1bty4gdatW0vvFyxYgAULFiAwMBAHDhyoUL9ERPp6CozbkIpLObdrOpQK6dDEBu9386jpMIiI/pOYbNRi4eHhCA8P1zptzZo1GmWBgYE4efKkzvZcXFykh8ar2i8REQBcyrmNczeejZHn3G1MajoEIqL/LD6zQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUTPjeISUdMhVNqzGDMREVFFGdR0AKTb0qVL8emnnyIrKwvNmjVDTEwMAgICdNZPTk5GZGQkzp07BwcHB3zwwQcICwtTq7Np0yZMnz4df/zxB9zd3TF37lz07t1bmj5r1izMnj1bbR5bW1tkZ2dX78IRyUBfT4FxG1JxKed2TYdSIY3qm+Lzga1rOgwiIiLZMNmopeLj4zF+/HgsXboU7du3x5dffong4GCcP38eTk5OGvXT09MREhKCMWPGYN26dfj5558RHh4OGxsb9OnTBwCQkpKCAQMGYM6cOejduzd++OEH9O/fH4cOHYKvr6/UVrNmzbBnzx7pvb6+vvwLTFRNLuXcxrkb+TUdBhEREYG3UdVaCxcuxKhRozB69Gh4enoiJiYGjo6OWLZsmdb6sbGxcHJyQkxMDDw9PTF69GiMHDkSCxYskOrExMSga9eumDJlCjw8PDBlyhR07twZMTExam0ZGBjAzs5OetnY2Mi5qERERET0nGKyUQs9ePAAJ06cQFBQkFp5UFAQDh8+rHWelJQUjfrdunXD8ePHUVhYWGadx9u8ePEiHBwc4OrqioEDB+Ly5ctPukhERERE9B/EZKMWys3NRXFxMWxtbdXKy3p2Ijs7W2v9oqIi5Obmllnn0TZ9fX0RFxeH3bt3Y8WKFcjOzoa/vz/y8vJ0xltQUID8/Hy1FxERERERk41aTKFQqL0XQmiUlVf/8fLy2gwODkafPn3g5eWFLl26YMeOHQCAtWvX6uw3OjoaFhYW0svR0bGcJSMiIiKi/wImG7WQtbU19PX1Na5i5OTkaFyZKGVnZ6e1voGBAaysrMqso6tNADAxMYGXlxcuXryos86UKVNw69Yt6XXt2rUyl49qPw7H+nTYmCq5rolq0LP6GXwWY6b/Lo5GVQsZGRnB29sbSUlJasPSJiUloWfPnlrn8fPzw7Zt29TKEhMT4ePjA0NDQ6lOUlISIiIi1Or4+/vrjKWgoABpaWllDrmrVCqhVCortGz0bHjWhpAFgA5NbPB+N4+aDqNSzI0Nnrl1/SyuZyJdnsXPIIfMpmcNk41aKjIyEqGhofDx8YGfnx+WL1+OjIwM6XczpkyZgszMTMTFxQEAwsLCsHjxYkRGRmLMmDFISUnBypUrsX79eqnNcePG4eWXX8a8efPQs2dP/Pjjj9izZw8OHTok1Zk4cSJeffVVODk5IScnBx999BHy8/MxbNiwp7sCqMY9a0PIutuY1HQIVfYsretneT0T6fIsfQaJnjVMNmqpAQMGIC8vD1FRUcjKykLz5s2RkJAAZ2dnAEBWVhYyMjKk+q6urkhISEBERASWLFkCBwcHLFq0SPqNDQDw9/fHhg0b8OGHH2L69Olwd3dHfHy82m9sXL9+HYMGDUJubi5sbGzQrl07HDlyROqXiIiIiKiimGzUYuHh4QgPD9c6bc2aNRplgYGBOHnyZJlt9u3bF3379tU5fcOGDZWKkYiIiIhIFz4gTkREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQUREREREsmCyQc+U4hJR0yFU2rMYMxEREVF1MKjpAIgqQ19PgXEbUnEp53ZNh1Ihjeqb4vOBrWs6DCIiIqIawWSDnjmXcm7j3I38mg6DiIiIiMrB26iIiIiIiEgWTDaIiIiIiEgWTDaIiIiIiEgWTDaIiIiIiEgWTDaIZGRjquTQt0RERPSfxdGoiGRkbmzwzA3X26GJDd7v5lHTYRAREdFzgMkG0VPwLA3X625jUtMhEBER0XOCt1EREREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGzUYkuXLoWrqytUKhW8vb1x8ODBMusnJyfD29sbKpUKbm5uiI2N1aizadMmNG3aFEqlEk2bNsUPP/zwxP0SEREREWnDZKOWio+Px/jx4zFt2jSkpqYiICAAwcHByMjI0Fo/PT0dISEhCAgIQGpqKqZOnYqxY8di06ZNUp2UlBQMGDAAoaGhOH36NEJDQ9G/f3/88ssvVe6XiIiIiEgXJhu11MKFCzFq1CiMHj0anp6eiImJgaOjI5YtW6a1fmxsLJycnBATEwNPT0+MHj0aI0eOxIIFC6Q6MTEx6Nq1K6ZMmQIPDw9MmTIFnTt3RkxMTJX7JSIiIiLShclGLfTgwQOcOHECQUFBauVBQUE4fPiw1nlSUlI06nfr1g3Hjx9HYWFhmXVK26xKv0REREREuhjUdACkKTc3F8XFxbC1tVUrt7W1RXZ2ttZ5srOztdYvKipCbm4u7O3tddYpbbMq/QJAQUEBCgoKpPe3bt0CAOTn55ezpFXjaAoUWurL0nZ1s1GWID8/nzE/Bc9i3Iz56WDMTwdjfjocTeU7v5a2K4SQpX36b2KyUYspFAq190IIjbLy6j9eXpE2K9tvdHQ0Zs+erVHu6Oioc57/iiQAM2o6iEp6FmMGns24GfPTwZifDsb89Hw5St72//33X1hYWMjbCf1nMNmohaytraGvr69xNSEnJ0fjqkMpOzs7rfUNDAxgZWVVZp3SNqvSLwBMmTIFkZGR0vuSkhL8/fffsLKyKjNJ+S/Kz8+Ho6Mjrl27BnNz85oO5z+L26F24HaoHbgdaofasB2EEPj333/h4OBQI/3T84nJRi1kZGQEb29vJCUloXfv3lJ5UlISevbsqXUePz8/bNu2Ta0sMTERPj4+MDQ0lOokJSUhIiJCrY6/v3+V+wUApVIJpVKpVla3bt2KLex/lLm5OU/qtQC3Q+3A7VA7cDvUDjW9HXhFg6obk41aKjIyEqGhofDx8YGfnx+WL1+OjIwMhIWFAXh4NSEzMxNxcXEAgLCwMCxevBiRkZEYM2YMUlJSsHLlSqxfv15qc9y4cXj55Zcxb9489OzZEz/++CP27NmDQ4cOVbhfIiIiIqKKYrJRSw0YMAB5eXmIiopCVlYWmjdvjoSEBDg7OwMAsrKy1H77wtXVFQkJCYiIiMCSJUvg4OCARYsWoU+fPlIdf39/bNiwAR9++CGmT58Od3d3xMfHw9fXt8L9EhERERFVlEJwyAGip6agoADR0dGYMmWKxq1n9PRwO9QO3A61A7dD7cDtQM8rJhtERERERCQL/qgfERERERHJgskGERERERHJgskGERERERHJgskGERERERHJgskGkcyio6OhUCgwfvx4qUwIgVmzZsHBwQHGxsbo0KEDzp07V3NBPqcyMzMxZMgQWFlZoU6dOmjVqhVOnDghTed2kF9RURE+/PBDuLq6wtjYGG5uboiKikJJSYlUh9tBHj/99BNeffVVODg4QKFQYMuWLWrTK7LeCwoK8N5778Ha2homJiZ47bXXcP369ae4FM++srZDYWEhJk2aBC8vL5iYmMDBwQFDhw7FjRs31NrgdqBnGZMNIhkdO3YMy5cvR4sWLdTK58+fj4ULF2Lx4sU4duwY7Ozs0LVrV/z77781FOnz559//kH79u1haGiInTt34vz58/jss8/Uft2e20F+8+bNQ2xsLBYvXoy0tDTMnz8fn376Kb744gupDreDPO7cuYOWLVti8eLFWqdXZL2PHz8eP/zwAzZs2IBDhw7h9u3b6NGjB4qLi5/WYjzzytoOd+/excmTJzF9+nScPHkSmzdvxu+//47XXntNrR63Az3TBBHJ4t9//xUvvPCCSEpKEoGBgWLcuHFCCCFKSkqEnZ2d+OSTT6S69+/fFxYWFiI2NraGon3+TJo0Sbz00ks6p3M7PB3du3cXI0eOVCt7/fXXxZAhQ4QQ3A5PCwDxww8/SO8rst5v3rwpDA0NxYYNG6Q6mZmZQk9PT+zateupxf48eXw7aHP06FEBQFy9elUIwe1Azz5e2SCSyTvvvIPu3bujS5cuauXp6enIzs5GUFCQVKZUKhEYGIjDhw8/7TCfW1u3boWPjw/69euH+vXro3Xr1lixYoU0ndvh6XjppZewd+9e/P777wCA06dP49ChQwgJCQHA7VBTKrLeT5w4gcLCQrU6Dg4OaN68ObeNjG7dugWFQiFdheV2oGedQU0HQPQ82rBhA06ePIljx45pTMvOzgYA2NraqpXb2tri6tWrTyW+/4LLly9j2bJliIyMxNSpU3H06FGMHTsWSqUSQ4cO5XZ4SiZNmoRbt27Bw8MD+vr6KC4uxty5czFo0CAA/DzUlIqs9+zsbBgZGaFevXoadUrnp+p1//59TJ48GYMHD4a5uTkAbgd69jHZIKpm165dw7hx45CYmAiVSqWznkKhUHsvhNAoo6orKSmBj48PPv74YwBA69atce7cOSxbtgxDhw6V6nE7yCs+Ph7r1q3Dt99+i2bNmuHUqVMYP348HBwcMGzYMKket0PNqMp657aRR2FhIQYOHIiSkhIsXbq03PrcDvSs4G1URNXsxIkTyMnJgbe3NwwMDGBgYIDk5GQsWrQIBgYG0n8SH/+PVE5OjsZ/Ganq7O3t0bRpU7UyT09PZGRkAADs7OwAcDvI7f3338fkyZMxcOBAeHl5ITQ0FBEREYiOjgbA7VBTKrLe7ezs8ODBA/zzzz8661D1KCwsRP/+/ZGeno6kpCTpqgbA7UDPPiYbRNWsc+fOOHv2LE6dOiW9fHx88MYbb+DUqVNwc3ODnZ0dkpKSpHkePHiA5ORk+Pv712Dkz5f27dvjwoULamW///47nJ2dAQCurq7cDk/B3bt3oaenfqrR19eXhr7ldqgZFVnv3t7eMDQ0VKuTlZWFX3/9ldumGpUmGhcvXsSePXtgZWWlNp3bgZ51vI2KqJqZmZmhefPmamUmJiawsrKSysePH4+PP/4YL7zwAl544QV8/PHHqFOnDgYPHlwTIT+XIiIi4O/vj48//hj9+/fH0aNHsXz5cixfvhwApN8+4XaQ16uvvoq5c+fCyckJzZo1Q2pqKhYuXIiRI0cC4HaQ0+3bt3Hp0iXpfXp6Ok6dOgVLS0s4OTmVu94tLCwwatQoTJgwAVZWVrC0tMTEiRPh5eWlMfAF6VbWdnBwcEDfvn1x8uRJbN++HcXFxdLVJktLSxgZGXE70LOvJofCIvqveHToWyEeDjs5c+ZMYWdnJ5RKpXj55ZfF2bNnay7A59S2bdtE8+bNhVKpFB4eHmL58uVq07kd5Jefny/GjRsnnJychEqlEm5ubmLatGmioKBAqsPtII/9+/cLABqvYcOGCSEqtt7v3bsn3n33XWFpaSmMjY1Fjx49REZGRg0szbOrrO2Qnp6udRoAsX//fqkNbgd6limEEOLppzhERERERPS84zMbREREREQkCyYbREREREQkCyYbREREREQkCyYbREREREQkCyYbREREREQkCyYbREREREQkCyYbREREREQkCyYbRETPkTVr1qBu3bpP3M6sWbPQqlWrJ25HLsOHD0evXr1qOoynysXFBTExMbL2ceXKFSgUCpw6dUrWfojov4PJBhFVm+HDh0OhUEChUMDQ0BBubm6YOHEi7ty5U9OhlasyX+RSU1PRr18/2NraQqVSoXHjxhgzZgx+//13eYOUiUKhwJYtW9TKJk6ciL1798re96xZs6R9Rl9fH46Ojhg9ejT++uuvMuf7/PPPsWbNGtnjq06bNm2Cr68vLCwsYGZmhmbNmmHChAk1HRYRkayYbBBRtXrllVeQlZWFy5cv46OPPsLSpUsxceLEKrUlhEBRUVE1R/hktm/fjnbt2qGgoADffPMN0tLS8PXXX8PCwgLTp0+v6fCqjampKaysrJ5KX82aNUNWVhYyMjKwbNkybNu2DUOHDtVat7i4GCUlJbCwsKiWKziV9eDBgyrNt2fPHgwcOBB9+/bF0aNHceLECcydO7fK7RERPSuYbBBRtVIqlbCzs4OjoyMGDx6MN954Q/qvuRAC8+fPh5ubG4yNjdGyZUt8//330rwHDhyAQqHA7t274ePjA6VSiYMHD6KkpATz5s1Do0aNoFQq4eTkhLlz50rzZWZmYsCAAahXrx6srKzQs2dPXLlyRZpeesvNggULYG9vDysrK7zzzjsoLCwEAHTo0AFXr15FRESE9F92be7evYsRI0YgJCQEW7duRZcuXeDq6gpfX18sWLAAX375pVQ3OTkZbdu2hVKphL29PSZPnqyWOHXo0AHvvfcexo8fj3r16sHW1hbLly/HnTt3MGLECJiZmcHd3R07d+7UWD87duxAy5YtoVKp4Ovri7Nnz5a5TbZt2wZvb2+oVCq4ublh9uzZUiwuLi4AgN69e0OhUEjvH7+Nqrx1CABZWVno3r07jI2N4erqim+//bZCV4wMDAxgZ2eHBg0aoEePHhg7diwSExNx79496baw7du3o2nTplAqlbh69arGbVRVWZ/FxcUYNWoUXF1dYWxsjCZNmuDzzz9Xi620n+joaDg4OKBx48aIioqCl5eXxnJ4e3tjxowZWpdx+/bteOmll/D++++jSZMmaNy4MXr16oUvvvhCrd7WrVvh4+MDlUoFa2trvP7662rT7969i5EjR8LMzAxOTk5Yvny52vSzZ8+iU6dOMDY2hpWVFd58803cvn1bml5SUoKoqCg0bNgQSqUSrVq1wq5du8rcPkRET4LJBhHJytjYWPpC+uGHH2L16tVYtmwZzp07h4iICAwZMgTJyclq83zwwQeIjo5GWloaWrRogSlTpmDevHmYPn06zp8/j2+//Ra2trYAHn756tixI0xNTfHTTz/h0KFDMDU1xSuvvKL2X+P9+/fjjz/+wP79+7F27VqsWbNGug1n8+bNaNiwIaKiopCVlYWsrCyty7J7927k5ubigw8+0Dq99D/tmZmZCAkJwYsvvojTp09j2bJlWLlyJT766CO1+mvXroW1tTWOHj2K9957D2+//Tb69esHf39/nDx5Et26dUNoaCju3r2rNt/777+PBQsW4NixY6hfvz5ee+01tS/9j8c8ZMgQjB07FufPn8eXX36JNWvWSMnasWPHAACrV69GVlaW9F6bstYhAAwdOhQ3btzAgQMHsGnTJixfvhw5OTk629PF2NgYJSUlUkJ09+5dREdH46uvvsK5c+dQv359rfNVdn2WlJSgYcOG2LhxI86fP48ZM2Zg6tSp2Lhxo1q7e/fuRVpaGpKSkrB9+3aMHDkS58+fV1tXZ86cQWpqKoYPH641Njs7O5w7dw6//vqrzuXesWMHXn/9dXTv3h2pqanYu3cvfHx81Op89tln8PHxQWpqKsLDw/H222/jt99+k9bTK6+8gnr16uHYsWP47rvvsGfPHrz77rvS/J9//jk+++wzLFiwAGfOnEG3bt3w2muv4eLFizrjIiJ6IoKIqJoMGzZM9OzZU3r/yy+/CCsrK9G/f39x+/ZtoVKpxOHDh9XmGTVqlBg0aJAQQoj9+/cLAGLLli3S9Pz8fKFUKsWKFSu09rly5UrRpEkTUVJSIpUVFBQIY2NjsXv3bikuZ2dnUVRUJNXp16+fGDBggPTe2dlZ/O9//ytz+ebNmycAiL///rvMelOnTtWIacmSJcLU1FQUFxcLIYQIDAwUL730kjS9qKhImJiYiNDQUKksKytLABApKSlCiP9fPxs2bJDq5OXlCWNjYxEfHy+EEGL16tXCwsJCmh4QECA+/vhjtfi+/vprYW9vL70HIH744Qe1OjNnzhQtW7aU3pe3DtPS0gQAcezYMWn6xYsXBYAy1+vj/aSlpYlGjRqJtm3bSssDQJw6dUptvsf3taqsT23Cw8NFnz591PqxtbUVBQUFavWCg4PF22+/Lb0fP3686NChg852b9++LUJCQgQA4ezsLAYMGCBWrlwp7t+/L9Xx8/MTb7zxhs42nJ2dxZAhQ6T3JSUlon79+mLZsmVCCCGWL18u6tWrJ27fvi3V2bFjh9DT0xPZ2dlCCCEcHBzE3Llz1dp98cUXRXh4uBBCiPT0dAFApKam6oyDiKgyeGWDiKrV9u3bYWpqCpVKBT8/P7z88sv44osvcP78edy/fx9du3aFqamp9IqLi8Mff/yh1saj/81NS0tDQUEBOnfurLW/EydO4NKlSzAzM5PatLS0xP3799XabdasGfT19aX39vb2lf6vuxCiQvXS0tLg5+endjtW+/btcfv2bVy/fl0qa9GihfS3vr4+rKys1G7PKb1683icfn5+0t+WlpZo0qQJ0tLStMZy4sQJREVFqa3zMWPGICsrS+OKSXnKWocXLlyAgYEB2rRpI01v1KgR6tWrV267Z8+ehampKYyNjdG0aVM4Ojrim2++kaYbGRmprStdqrI+Y2Nj4ePjAxsbG5iammLFihXIyMhQa9fLywtGRkZqZWPGjMH69etx//59FBYW4ptvvsHIkSN1xmZiYoIdO3bg0qVL+PDDD2FqaooJEyagbdu20nY4deqUzv1c2zIqFArY2dlJy5OWloaWLVvCxMREqtO+fXuUlJTgwoULyM/Px40bN9C+fXu1Ntu3b69z/yEielIGNR0AET1fOnbsiGXLlsHQ0BAODg4wNDQEAKSnpwN4eKtIgwYN1OZRKpVq7x/9smRsbFxmfyUlJfD29lb7clrKxsZG+rs0jlIKhQIlJSUVWKL/17hxYwDAb7/9pvaF/3FCCI3nPkoTlUfLtcX0aFlp3YrEqes5k5KSEsyePVvj3n8AUKlU5bb7qLLWoa5ErCIJWpMmTbB161bo6+vDwcFBY38wNjbWuXzlxVfW+ty4cSMiIiLw2Wefwc/PD2ZmZvj000/xyy+/qLXz6P5Y6tVXX4VSqcQPP/wApVKJgoIC9OnTp9wY3d3d4e7ujtGjR2PatGlo3Lgx4uPjMWLEiHL3dV3L+Og20LWeHi3Xtm9WZP0SEVUFkw0iqlYmJiZo1KiRRnnpw70ZGRkIDAyscHsvvPACjI2NsXfvXowePVpjeps2bRAfH4/69evD3Ny8ynEbGRmhuLi4zDpBQUGwtrbG/Pnz8cMPP2hMv3nzJurWrYumTZti06ZNal/iDh8+DDMzM41EqyqOHDkCJycnAMA///yD33//HR4eHlrrtmnTBhcuXNC6TUoZGhqWu+zl8fDwQFFREVJTU+Ht7Q0AuHTpEm7evFnuvEZGRmXGJ5eDBw/C398f4eHhUtnjV9l0MTAwwLBhw7B69WoolUoMHDgQderUqVT/Li4uqFOnjjQ0dIsWLbB3716MGDGiUu2Uatq0KdauXYs7d+5ICdLPP/8MPT09NG7cGObm5nBwcMChQ4fw8ssvS/MdPnwYbdu2rVKfRETlYbJBRE+FmZkZJk6ciIiICJSUlOCll15Cfn4+Dh8+DFNTUwwbNkzrfCqVCpMmTcIHH3wAIyMjtG/fHn/99RfOnTuHUaNG4Y033sCnn36Knj17SqPsZGRkYPPmzXj//ffRsGHDCsXn4uKCn376CQMHDoRSqYS1tbVGHRMTE3z11Vfo168fXnvtNYwdOxaNGjVCbm4uNm7ciIyMDGzYsAHh4eGIiYnBe++9h3fffRcXLlzAzJkzERkZCT29J797NSoqClZWVrC1tcW0adNgbW2t8wfuZsyYgR49esDR0RH9+vWDnp4ezpw5g7Nnz0oPrLu4uGDv3r1o3749lEplhW59epyHhwe6dOmCN998U7qyNWHChApflagJjRo1QlxcHHbv3g1XV1d8/fXXOHbsGFxdXSs0/+jRo+Hp6Qng4Zf6ssyaNQt3795FSEgInJ2dcfPmTSxatAiFhYXo2rUrAGDmzJno3Lkz3N3dMXDgQBQVFWHnzp06ByR43BtvvIGZM2di2LBhmDVrFv766y+89957CA0NlW4he//99zFz5ky4u7ujVatWWL16NU6dOqX1yiARUXXgMxtE9NTMmTMHM2bMQHR0NDw9PdGtWzds27at3C9306dPx4QJEzBjxgx4enpiwIAB0n3qderUwU8//QQnJye8/vrr8PT0xMiRI3Hv3r1KXemIiorClStX4O7urnb71eN69uyJw4cPw9DQEIMHD4aHhwcGDRqEW7duSV/eGzRogISEBBw9ehQtW7ZEWFgYRo0ahQ8//LDC8ZTlk08+wbhx4+Dt7Y2srCxs3bpV45mCUt26dcP27duRlJSEF198Ee3atcPChQvh7Ows1fnss8+QlJQER0dHtG7duspxxcXFwdbWFi+//DJ69+6NMWPGwMzMrNK3az0tYWFheP311zFgwAD4+voiLy9P7SpHeV544QX4+/ujSZMm8PX1LbNuYGAgLl++jKFDh8LDwwPBwcHIzs5GYmIimjRpAuDh8L3fffcdtm7dilatWqFTp04at3SVpU6dOti9ezf+/vtvvPjii+jbty86d+6MxYsXS3XGjh2LCRMmYMKECfDy8sKuXbuwdetWvPDCCxXuh4ioMhSiok88EhFRjTpw4AA6duyIf/75p0Z+0K6yrl+/DkdHR+zZs6fcB5+fRUIIeHh44K233kJkZGRNh0NEVCvxNioiIqoW+/btw+3bt+Hl5YWsrCx88MEHcHFxUXs+4HmRk5ODr7/+GpmZmVV+xoKI6L+AyQYREVWLwsJCTJ06FZcvX4aZmRn8/f3xzTffaIyg9DywtbWFtbU1li9fXqVnXIiI/it4GxUREREREcmCD4gTEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEsmGwQEREREZEs/g8FONoIhVE0WAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Box Plots and Violin Plots\n", "\n", "A boxplot is similar to a histogram as it also visualizes the distribution of a numerical variable, but it gives you more specific statistics about the distribution: the minimum, lower quartile (value at the bottom 25th percentile), median (value at the 50th percentile), upper quartile (value at the top 25th percentile) and maximum. These values are all denoted by horizontal lines, and the interquartile range (area between the 25th and 75th percentiles) is shaded.\n", "\n", "Let us visualize the same data as above, but with a boxplot instead." ], "metadata": {} }, { "cell_type": "code", "execution_count": 17, "source": [ "sns.boxplot(data = wb_df_2['Primary completion rate: Female: % of relevant age group: 2015']);\n", "plt.title('Percent of Females who Completed their Primary Education across Various Countries in 2015')\n", "plt.ylabel('Percent Completing Primary School');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Both the whiskers always have the same length (to be precise, the length is 1.5 times the inter quartile range). The existence of dots beyond the whiskers indicate outliers in the data.\n", "\n", "A violin plot is very similar to a box plot. However, while a box plot uses horizontal lines to indicate the quartiles, a violin plot uses a vertical line in the center. Additionally, while the width of the box at any point does not encode meaning in a box plot, in a violin plot, the width of the plot indicates the density of the distribution at each possible value." ], "metadata": {} }, { "cell_type": "code", "execution_count": 18, "source": [ "sns.violinplot(data=wb_df_2, y=\"Primary completion rate: Female: % of relevant age group: 2015\");\n", "plt.title('Percent of Females who Completed their Primary Education across Various Countries in 2015')\n", "plt.ylabel('Percent Completing Primary School');" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "### Overlaid Histograms and Side-by-Side Box and Violin Plots." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "To compare a quantitative distribution across the different categories of a qualitative categorical variable, we can overlay histograms or plot side-by-side box and violin plots. Examples of all of those have been done below to visualize the difference in primary school completion rate for females vs males." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "#### Overlaid Histograms" ], "metadata": {} }, { "cell_type": "code", "execution_count": 19, "source": [ "data_female = wb_df_2['Primary completion rate: Female: % of relevant age group: 2015']\n", "data_male = wb_df_2['Primary completion rate: Male: % of relevant age group: 2015']\n", "bins = np.arange(25,131,5) # Using the same bins for both histograms\n", "\n", "sns.histplot(data_female.dropna(), bins = bins, label='Female', edgecolor='black')\n", "sns.histplot(data_male.dropna(), bins = bins, label='Male', edgecolor='black')\n", "\n", "plt.title('Overlaid Histogram of Primary Completion Rate in 2015')\n", "plt.xlabel('Percent Completing Primary School')\n", "plt.ylabel('Frequency')\n", "\n", "plt.legend();" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "#### Side-by-Side Box Plots" ], "metadata": {} }, { "cell_type": "code", "execution_count": 20, "source": [ "sns.boxplot(wb_df_2[['Primary completion rate: Female: % of relevant age group: 2015',\n", " 'Primary completion rate: Male: % of relevant age group: 2015']])\n", "plt.title('Side-by-Side Box Plots of Primary Schooling Completion Rate in 2015')\n", "plt.xlabel('Sex')\n", "plt.xticks([0, 1], ['Female', 'Male']) # Manually setting the x-axis labels to avoid overplotting\n", "plt.ylabel('Percent Completing Primary School');\n" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "#### Side-by-Side Violin Plots" ], "metadata": {} }, { "cell_type": "code", "execution_count": 21, "source": [ "sns.violinplot(wb_df_2[['Primary completion rate: Female: % of relevant age group: 2015',\n", " 'Primary completion rate: Male: % of relevant age group: 2015']])\n", "plt.title('Side-by-Side Box Plots of Primary Schooling Completion Rate in 2015')\n", "plt.xlabel('Sex')\n", "plt.xticks([0, 1], ['Female', 'Male']) # Manually setting the x-axis labels to avoid overplotting\n", "plt.ylabel('Percent Completing Primary School');\n" ], "outputs": [ { "output_type": "display_data", "data": { "image/png": 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l+s9p/vz5bPLkyYzH4xm9Xhj997N+/XqmUqlYXl4e++eff1h4eDjj8/nswoULhX5mDRo0YH5+fkbHm1qtZlFRUax8+fKG77uwKsszZ84wAGzr1q2vjfNF6enpTCqV5rvZPnjwgInFYtavXz/DssKSrIK8nCxnZ2ezHTt2MF9fX+bq6mpItgcOHMgAsN9++y3fNgq7QAYEBBjdeLdu3coAsBo1ahidF/Pnz2cA2MWLFwuMUavVMpVKxeLj4/Odw/qbY0HVKiU5t4p6rbl79y7j8/n5Er+XxcbGFliNXK1aNda2bVvD7xMmTChwvQ8//JBxHMdu3LjBGDPtPDElIZszZ47R9j766CMmkUgM39fOnTsZAPbTTz8ZrTdz5swiJWQREREsICDglevoaTQaFhQUxKKjo42uudnZ2czPz481atQoX/wvX6Nq1KjBALDNmzcblqlUKubr62t4mGPM9Gv2i9fHBw8eMIFAwD755BOjfWdnZ7OAgADWp08fw7JX3Zhf/p6Keizov8/o6Gij5OHUqVMMAPvjjz8K3N/Lf/uL18P//vuPValShVWrVo2lp6cX+l6NRsNUKhX76quvmLe3t9FnV1iV5cyZMxmPx8t3fdq0aRMDwP7+++9XxlvY9cbf359lZWUZliUnJzMej8dmzpz5yu0V5Ndff2UA2IIFC4yWC4VCNmzYsHzrHzt2jAFga9euLXB7r/rek5KS2Pvvv882bNjA/v33X/b777+zBg0aMADs119/NSluq5bJeXt7499//8Xp06cxa9YsdO3aFTdv3sTEiRMRHR2drzrjRYcOHYKrqyu6dOlitPzlRnS3b9/G9evX8c477wAA1Gq14adDhw549OgRbty4ke81tVptVGSr3/aLRaGhoaFo1KgRDh06ZFj24YcfAtAV5estXLgQ0dHRaNq0KQBAq9Ua7efF6rgOHTrgwYMH2LJlC8aNG4fIyEhs3boVXbp0wfDhwwv9PHJzc3H69Gn06NEDEonEsNzV1TVfA/sdO3aA4zj873//M4ojICAA1atXx+HDhwvdz4tWrVqF06dP4/Tp09i1axcGDhyIjz/+GAsXLjSsc/DgQTg7O+erttAX5b/Ym6VPnz748MMP8emnn2L69On4/PPP0bp16yLFAgBvvfUWhEIhnJyc0LRpU2g0GmzatAkxMTEFrp+bm4uTJ0+iV69ecHFxMSzn8/no378/EhISDMdGYcLDw+Hp6Ynx48djyZIluHr1apFiPX78OGQyWb4qjeDgYLRo0aLAXj6maNCgAYRCIVxdXdGpUycEBARg165d8Pf3N1qvZ8+eRd5m8+bNjToEVK1aFQDQvn17o/NCv/zFquKUlBR88MEHCA4OhkAggFAoRGhoKAAYVdG+Kq6inFuFKeq1Zt++fdBoNPj4449f/WEACAgIQL169YyWxcTEGP3dBw8eRLVq1fKtN2jQIDDGcPDgQcN6RT1PTPHy9TEmJgZyuRwpKSkAgCNHjgDQnXsv6tu3b7H29yo3btxAUlIS+vfvb1T94+Ligp49e+LEiRPIy8szek+nTp2Mfq9atSo4jkP79u0NywQCAcLDwwtsmlCUa/bL9uzZA7VajQEDBhhdHyUSCWJjY4t8fXxZUY8FvY4dO4LP5xt+11/HXtcEQ+/F62Hjxo2RlZWFnTt3wsPDI19crVq1gru7O/h8PoRCISZPnozU1FTDcfIqO3bsQFRUFGrUqGH0ebVt2xYcxxX782revLlR5yV/f3/4+fkV+e/X27VrFz7++GP06tULn3zySb7XX9XDtji9bwMDA/HLL7+gd+/eePPNN9GvXz/8888/qFmzJiZMmAC1Wl3kbdlkHLI6depg/Pjx2LhxI5KSkjB69Gjcv38/X7uAF6Wmpua7uQC6i+SL9PXl48aNg1AoNPr56KOPAMBwMX759ZUrV75y2/pl+rZfgO6geeutt/Dzzz9Do9Hg4sWL+Pfff42SqcGDBxvtR992R08qlaJbt2749ttvceTIEdy+fRvVqlXDokWLcOXKlQI/j/T0dGi12kJjfPkzYYzB398/39984sSJVybCL6patSrq1KmDOnXqoF27dvj555/Rpk0bfPbZZ4ZhGVJTUxEQEJDvwPbz84NAIDD67PSfjUqlgkAgwIgRI4oUh97s2bNx+vRpxMXF4cGDB7h79y66detW6Prp6elgjBXYZi8oKMgQ/6u4u7vjyJEjqFGjBj7//HNERkYiKCgIU6ZMgUqlKvR9r2ovGBQU9Nr9vo4+WT537hySkpJw8eJFNG7c2GgdJycnk3qBeXl5Gf0uEoleuVwulwPQPYC0adMGmzdvxmeffYYDBw7g1KlThvYwMpks374K+lyKcm69zuuuNU+ePAGAQttDvcjb2zvfMrFYbPT3pKamFun4MvU8KaqXYxSLxQCef+apqakQCAT5vsOCrq0FCQkJwZMnT4rUVuh1x7xWq83XG7OgY8vJycnooVO/XH+8vago1+yX6e8ZdevWzXd9XL9+fZGvjy8r6rGg97rv7nX018MjR47giy++wOPHj9GtWzejNomnTp1CmzZtAOgedP777z+cPn0aX3zxRZH39fjxY1y8eDHfZ+Xq6grGWLE/r6KcX6+zZ88e9OjRA61bt8bvv/+e7/zy9vYu8FjQtzN7+fgrLqFQiLfeegupqakmDQNj1WEvCiIUCjFlyhTMmzcPly9fLnQ9b29vnDp1Kt/ylxv1+/j4AAAmTpyIHj16FLitKlWqANA10H1RhQoVXrlt/bKXD5yRI0di9erV+Ouvv7B79254eHgYSugAXYPVF28irxvCICQkBEOHDsWoUaNw5coVREZG5lvH09MTHMcVGuOL9I0e//33X8NJ/qKClhVVTEwM9uzZg5s3b6JevXrw9vbGyZMnwRgzOhlSUlKgVqsN3w+gK7Hq378/3njjDTx+/Bjvvfce/vrrryLvu2LFioaGq0Xh6ekJHo+HR48e5XtN30D8xfgKEx0djXXr1oExhosXL2LFihX46quvIJVKMWHChALfoz9mCtt3Ufb7Kvpk+VXMOTbdq1y+fBkXLlzAihUrMHDgQMPylxv+v6iw2F53bpmioGuNr68vACAhIQHBwcHF2u6LvL29i3R8mXKemJO3tzfUajXS0tKMbj6FdY56Wdu2bbF3715s374db7/99mv3BRR+zPN4PHh6epoQ/esV9Zr9Iv1nvWnTJkMprjkU9Vgwlxevh02bNoVUKsWXX36JH3/8EePGjQMArFu3DkKhEDt27DBKcrdu3Vrk/fj4+EAqleK3334r9HVb2LNnD7p164bY2Fj8+eefhgfFF0VHR+PSpUv5luuXmXOsQX2NmymdA6xaQlbQwQk8r8LQPzkUpHnz5sjOzsa2bduMlq9du9bo9ypVqqBy5cq4cOGCoTTn5R99QvTy8pdP2j/++MOoGjM+Ph7Hjh3L1/uzdu3aaNSoEWbPno3ff/8dgwYNMqrqCQsLM9qPPiHMzs5GTk5OsT4TZ2dn1KtXD5s3bzZ6UszOzsb27duN1tWPGZSYmFjg5xEdHV3gPori/PnzAJ7f2Fq2bImcnJx8J/iqVasMr+t98MEHePDgATZv3oxly5Zh27ZtmDdvXrFjeR1nZ2fUr18fmzdvNnrq0mq1WLNmDcqXL4833ngDQNGeTjmOQ/Xq1TFv3jx4eHggLi6u0HUbNmwIqVSKNWvWGC1PSEjAwYMH85Walmb6BOPlRP/nn382eVuvO7cKU9RrTZs2bcDn8/HTTz+ZHFtBWrZsiatXr+Y7FlatWgWO49C8eXPDekU9T8xJP87S+vXrjZYXdQDLIUOGICAgAJ999lmhAw9v3rwZgO5aXK5cOaxdu9boOpqbm4s///zT0PPSnIp6zX5R27ZtIRAIcOfOnULvGXqmlFoV9ViwlM8++wzh4eGYNWsWsrOzAcAwePSLVaMymQyrV6/O9/7CSqc6deqEO3fuwNvbu8DPyhaDTO/duxfdunXDm2++ia1btxZayNC9e3dcv34dJ0+eNCxTq9VYs2YN6tev/8ocxBQqlQrr16+Hj48PwsPDi/w+q5aQtW3bFuXLl0fnzp0REREBrVaL8+fP4/vvv4eLi8srB4sbMGAA5s2bhwEDBuCbb75B5cqV8ffff2PPnj351v3555/Rvn17tG3bFoMGDUK5cuWQlpaGa9euIS4uDhs3bixSvCkpKejevTvef/99ZGZmYsqUKZBIJJg4cWK+dUeOHIm33noLHMcZqkZf58aNG2jbti3efvttxMbGIjAwEOnp6di5cyd++eUXNGvWDI0aNSr0/V9//TXatWuH1q1bY+zYsdBoNJg9ezacnZ2Nuvo2btwYQ4cOxbvvvoszZ86gadOmcHZ2xqNHj3D06FFER0cb2uu8yuXLlw314ampqdi8eTP27duH7t27G0oXBwwYgEWLFmHgwIG4f/8+oqOjcfToUcyYMQMdOnRAq1atAABLly7FmjVrsHz5ckRGRiIyMhLDhw/H+PHj0bhx43ztLsxl5syZaN26NZo3b45x48ZBJBJh8eLFuHz5Mv744w9DMqF/Uvrll1/g6uoKiUSCChUq4Pjx41i8eDG6deuGihUrgjGGzZs3IyMj45Xt3zw8PDBp0iR8/vnnGDBgAPr27YvU1FRMmzYNEokEU6ZMscjfawsRERGoVKkSJkyYAMYYvLy8sH37duzbt69Y2yvOuVXUa01YWBg+//xzfP3115DJZIYhI65evYqnT59i2rRpJsU6evRorFq1Ch07dsRXX32F0NBQ7Ny5E4sXL8aHH35oSPiLep6YW7t27dC4cWOMHTsWWVlZqF27No4fP25IBF/3NO/u7o6//voLnTp1Qs2aNY0Ghr116xbWrFmDCxcuoEePHuDxeJgzZw7eeecddOrUCcOGDYNCocC3336LjIwMzJo1y+x/nynXbL2wsDB89dVX+OKLL3D37l20a9cOnp6eePz4MU6dOgVnZ2fDcaB/eJ09ezbat28PPp+PmJiYAktjinosWIpQKMSMGTPQp08fLFiwAF9++SU6duyIuXPnol+/fhg6dChSU1Px3XffFZjA6GsC1q9fj4oVK0IikSA6OhqjRo3Cn3/+iaZNm2L06NGIiYmBVqvFgwcPsHfvXowdOxb169e36N/2oqNHj6Jbt24ICAjA559/bigk0KtWrZqhqcbgwYOxaNEi9O7dG7NmzYKfnx8WL16MGzduYP/+/Ubvi4+PN9Si3blzBwAMo//rC1kAYMyYMVCpVGjcuDECAgLw8OFD/Pjjjzh//jyWL19ulPy+lkldAEpo/fr1rF+/fqxy5crMxcWFCYVCFhISwvr3759vyICXe1kyxlhCQgLr2bMnc3FxYa6urqxnz56G3hEvD2dx4cIF1qdPH+bn58eEQiELCAhgLVq0YEuWLHltnPpeK6tXr2YjRoxgvr6+TCwWsyZNmrAzZ84U+B6FQsHEYjFr165dkT+P9PR0Nn36dNaiRQtWrlw5JhKJmLOzM6tRowabPn06y8vLM6xb2CCn27ZtYzExMUwkErGQkBA2a9asQgc+/O2331j9+vWZs7Mzk0qlrFKlSmzAgAGF/k16BfWydHd3ZzVq1GBz5841GniPMcZSU1PZBx98wAIDA5lAIGChoaFs4sSJhvUuXrzIpFJpvsEu5XI5q127NgsLC3tlz6CiDtxb2Gf277//shYtWhg+hwYNGrDt27fne//8+fNZhQoVGJ/PN2zn+vXrrG/fvqxSpUpMKpUyd3d3Vq9ePbZixYpXxqK3dOlSw/fl7u7OunbtauhWr1ecXpavW3fgwIHM2dm50NcK6vX08ccfGy0rbADEgr6Pq1evstatWzNXV1fm6enJevfuzR48eJCvJ5/+WH3y5EmhsRfn3DLlWsMYY6tWrWJ169ZlEomEubi4sJo1axodN4UNDFvQZxcfH8/69etn6AZfpUoV9u233+br3f2680TPlF6WL3+O+uPjxSF10tLS2Lvvvss8PDyYk5MTa926NTtx4kSBvdIKk5yczMaPH88iIyOZk5MTE4vFLDw8nA0bNoxdunTJaN2tW7ey+vXrM4lEwpydnVnLli3Zf//9Z7ROYfEXdty+/H2Ycs0u7Pq4detW1rx5c+bm5sbEYjELDQ1lvXr1Yvv37zeso1Ao2Hvvvcd8fX0Zx3FGn21BA/gW5Vh41cCiL58vBXnd9bB+/fpGw2f89ttvrEqVKkwsFrOKFSuymTNnGgbVfvE4uX//PmvTpg1zdXU1DE2jl5OTw7788ktWpUoVw7UsOjqajR49+rXDKBX1esNY0QZF1n+fhf283FM+OTmZDRgwgHl5eTGJRMIaNGjA9u3bl2+7hY0uAMAopmXLlrF69eoxLy8vJhAImKenJ2vbtm2hQ2i8CvfswyAltH37dnTp0gU7d+5Ehw4dbB0OIQ6Dzi3LW7t2Ld555x38999/ryyVt1eHDx9G8+bNsXHjxnw9VwkpLWzeqL+0u3r1KuLj4zF27FjUqFHDqHs2IaT46NyyjD/++AOJiYmIjo4Gj8fDiRMn8O2336Jp06alMhkjxFFQQlZCH330Ef777z/UqlULK1eutFpPNkIcHZ1bluHq6op169Zh+vTpyM3NRWBgIAYNGoTp06fbOjRCyjSqsiSEEEIIsTGbDAxLCCGEEEKeo4SMEEIIIcTGKCEjhBBCCLExatQP3UjtSUlJcHV1pYbDhBBCSCnBGEN2djaCgoJMmqbIHlFCBt3cYuaYx44QQggh1vfw4UOUL1/e1mGUiE0Tsn/++Qfffvstzp49i0ePHmHLli3o1q1bgesOGzYMv/zyC+bNm4dRo0YZlisUCowbNw5//PEHZDIZWrZsicWLF5v0xejntnz48KFhigVCCCGE2LesrCwEBwcb7uOlmU0TstzcXFSvXh3vvvsuevbsWeh6W7duxcmTJwuc+HPUqFHYvn071q1bB29vb4wdOxadOnXC2bNnizyHlL6a0s3NjRIyQgghpJRxhOZGNk3I2rdv/9rRtxMTEzF8+HDs2bMHHTt2NHotMzMTy5Ytw+rVqw2T8a5ZswbBwcHYv38/2rZta7HYCSGEEELMxa5bwGm1WvTv3x+ffvopIiMj871+9uxZqFQqtGnTxrAsKCgIUVFROHbsWKHbVSgUyMrKMvohhBBCCLEVu07IZs+eDYFAgBEjRhT4enJyMkQiETw9PY2W+/v7Izk5udDtzpw5E+7u7oYfatBPCCGEEFuy24Ts7NmzWLBgAVasWGFy3TBj7JXvmThxIjIzMw0/Dx8+LGm4hBBCCCHFZrcJ2b///ouUlBSEhIRAIBBAIBAgPj4eY8eORVhYGAAgICAASqUS6enpRu9NSUmBv79/odsWi8WGBvzUkJ8QQgghtma3CVn//v1x8eJFnD9/3vATFBSETz/9FHv27AEA1K5dG0KhEPv27TO879GjR7h8+TIaNWpkq9AJIYQQQkxi016WOTk5uH37tuH3e/fu4fz58/Dy8kJISAi8vb2N1hcKhQgICECVKlUAAO7u7hgyZAjGjh0Lb29veHl5Ydy4cYiOjjb0uiSEEEIIsXc2TcjOnDmD5s2bG34fM2YMAGDgwIFYsWJFkbYxb948CAQC9OnTxzAw7IoVK4o8BhkhhBBCiK1xjDFm6yBsLSsrC+7u7sjMzKT2ZIQQQkgp4Uj3b7ttQ0YIIYQQUlZQQkYIIYQQYmOUkBFCCCGE2BglZIQQQgghNkYJGSlzDh8+jDlz5uDKlSu2DoUQQggBYONhLwixhalTpwIAbt++jV9++cW2wRBCCCGgEjJSxqhUKsP/X55yixBCCLEVSshImSKTyQz/pyH4CCGE2AtKyEiZkpeXZ/i/Uqm0YSSEEELIc5SQkTIlNzfX6P9USkYIIcQeUEJGypScnBzD/zUaDeRyuQ2jIYQQQnQoISNlyosJWUG/E0IIIbZACRkpU7Kysox+z8zMtFEkhBBCyHOUkJEy5eWhLjIyMmwTCCGEEPICSshImfJyAkYlZIQ4luvXr2PVqlV49OiRrUMhxCQ0Uj8pU14uIUtLS7NRJIQQSxg7dixyc3Nx+fJlzJkzx9bhEFJkVEJGypQnT54AALRCqdHvhBDHoB/a5t69ezaOhBDTUEJGypSUlBQAgMbFDwAlZIQQQuwDJWSkzGCMGRIwjbMuIdMnaISQ0u/FuWpp0GdS2lBCRsqM1NRUqFQqMHDQuPoDADX8JcSBvDgTByGlDSVkpMxITEwEADCxC7QSdwC6Rv0vzm9JCCm9XjyXaRYOUtpQQkbKDH1CphW7AQIxtAIJACApKcmWYRFCzOTFErK8vDxotVobRkOIaSghI2XGgwcPAABaiRsAgIndjJYTQkq3F2fi0Gq1VIVJShVKyEiZcffuXQCAVuoJANA4eRgtJ4SUbtnZ2a/8nRB7RgkZKTP0iZfmWUKmlXoBoPGKCHEUL8+8QVOjkdKEEjJSJmRmZuLp06cAAK2TPiHT/Xv79m2bxUUIMZ+XZ954eWYOQuwZJWSkTLh+/TqAZ+3H+CIAgMbJGwzA48ePaQolQhzAy+cxndekNKGEjJQJV65cAfB8QFgAgEAErdQDAHD16lUbREUIMafU1FSj3/Wl4oSUBpSQkTJBn3BpXHyNlusTNH3CRggpvR4/fgwAeMNdN2I/zcRBShNKyIjDU6lUuHz5MoDnc1jq6X+/ePGi1eMihJiXPgF7w0MN4HmCRkhpQAkZcXjXrl2DXC6HViAx9KzU07gFGdbJycmxRXiEEDPIzs42DHNRxUNXQkZTo5HShBIy4vDOnj0LANC4BQIcZ/QaE7tAK3aDVqvFhQsXbBEeIcQMEhISAAAeIi1CXZ6XkCmVSluGRUiRUUJGHN6pU6cAABq3cgW+rnbXlZKdPHnSajERQszr4cOHAIAAJw3cRQwSPoNWq6VSMlJqUEJGHFpKSgquXbsGBkDtUb7AddQeIQCAo0eP0tx3hJRS9+/fBwAEOmnAcbp/ARr4mZQelJARh3b06FEAgMbFH0zoVOA6GtdAML4IaWlp1NuSkFJKPxNH8LPqSv2/lJCR0oISMuLQjhw5AgBQe4YWvhKPD7VHsNH6hJDS5c6dOwCAYBeN0b80EwcpLSghIw4rKSkJFy5c0FVXeoa9cl2VVwUAwP79+6FWqy0fHCHEbFJTU/HkyRNwYAh5VjIW5qr79/r162CM2TI8QoqEEjLisHbt2gVA15ifiV1eua7GvTy0QikyMjJw/Phxa4RHCDGTa9euAQDKO2sgFeiWhbmqweOYIVkjxN5RQkYckkajwe7duwEAKt/Kr38Dx4PKOxwA8Pfff1syNEKImenbflZ0e166LeYDwc66akv9wNCE2DNKyIhDOnr0KJ48eQKtQAy1xyvaj71A5fMGAN3wF4mJiZYMjxBiRufOnQPwfEBYPf3v+tcJsWeUkBGHwxjDunXrAAAq3wiAxy/a+6TuULuXh1arxcaNGy0ZIiHETLKzs3Hjxg0AQDUv4/afkV66hCwuLs7qcRFiKkrIiMO5ePGibuwxjg+VfzXjFxkDNCrdTwENfZUB0QB01ZYZGRlWiJYQUhJnz54FYwyBThp4iY3HEYzw0LUjS0xMpAFiid2jhIw4nDVr1gAAVD7hYEKp8YtaNVzjVsM1bjWgzd+bUuMaAI2TD5RKJTZs2GCNcAkhJaAfa7C6d/4pkqQChiruaqP1CLFXlJARh3LmzBmcPn0ajOMZSrtMwnFQBlUHAGzatAkpKSlmjpAQYi4qlcrQK7q2b8FzVuqX//vvv1aLi5DioISMOAytVouff/4ZAKDyiwCTuBVrO2qPEKhd/KFUKrFixQozRkgIMaezZ88iNzcXbkItKrsXPH5grWcJ2aVLl2j4C2LXbJqQ/fPPP+jcuTOCgoLAcRy2bt1qeE2lUmH8+PGIjo6Gs7MzgoKCMGDAACQlJRltQ6FQ4JNPPoGPjw+cnZ3RpUsXJCQkWPkvIfZg//79uHXrFhhfCGVgjeJviOOgCK4LANi9e7dhBHBCiH3RjzXYwF8BHlfwOj4SLaq4q8AYw969e60YHSGmsWlClpubi+rVq2PhwoX5XsvLy0NcXBwmTZqEuLg4bN68GTdv3kSXLl2M1hs1ahS2bNmCdevW4ejRo8jJyUGnTp2g0Wis9WcQO5CRkYFFixYBAJQBMWBCSYm2p3Xxg8ozDFqtFt999x0dT4TYmYyMDPz3338AgKaBileu2+TZ67t27aJR+4ndEthy5+3bt0f79u0LfM3d3R379u0zWvbjjz+iXr16ePDgAUJCQpCZmYlly5Zh9erVaNWqFQBdg+7g4GDs378fbdu2tfjfQOzDwoULkZmZCY3UE8qAKLNsUxHSAIKsJFy7dg2bN29G7969zbJdQkjJ/f3331Cr1QhzVSPEVffAxBigfNbRUsQDuGelZvX8FFhzyxkJCQk4e/Ys6tSpY6OoCSlcqWpDlpmZCY7j4OHhAUDXfkClUqFNmzaGdYKCghAVFYVjx44Vuh2FQoGsrCyjH1J6HT9+HPv37wcDB3nYm0Ued+x1mMjJUHW5dOlSGiyWEDuhVCqxadMmAECb8rLny7XA+0e88f4Rb0NiBgASAdA0UA4AhjEKCbE3pSYhk8vlmDBhAvr16wc3N11j7eTkZIhEInh6ehqt6+/vj+Tk5EK3NXPmTLi7uxt+goODLRo7sZynT59izpw5AACVfyS0Lr5m3b7K5w2oXQOhUCgwffp0KJUF9+QihFjP/v37kZaWBk+xBg38i3ZOtg2Wg8cxnDlzBjdv3rRwhISYrlQkZCqVCm+//Ta0Wi0WL1782vUZY+C4Qlp4Apg4cSIyMzMNPw8fPjRnuMRK1Go1pk2bhvT0dGiknlCUq2X+nXAc5BWagPFFuHbtWpGOP0KI5SgUCqxcuRIA0C5YDkER72K+Ui3q++mSt99++81S4RFSbHafkKlUKvTp0wf37t3Dvn37DKVjABAQEAClUon09HSj96SkpMDf37/QbYrFYri5uRn9kNLn119/xaVLl8D4QsjCWwB8yzSJZGIXyCrGAgC2bt2K/fv3W2Q/hJDX27JlCx4/fgxPsQYtyslNem+3CnngcwwnTpzA2bNnLRQhIcVTpDvYxYsXi7zBmJiYYgfzMn0yduvWLRw6dAje3t5Gr9euXRtCoRD79u1Dnz59AACPHj3C5cuXDdVYxDHt378f69evBwDIw5qASdwtuj+NRzAUgdUhfnQB3333HcqXL4+IiAiL7pMQYiwjIwOrV68GAPSqKIPYxOaigU5atCwnx94EKRYvXoxffvkFfL552pwSUlJFSshq1KgBjuMK7S6sf43jOJOGB8jJycHt27cNv9+7dw/nz5+Hl5cXgoKC0KtXL8TFxWHHjh3QaDSGdmFeXl4QiURwd3fHkCFDMHbsWHh7e8PLywvjxo1DdHS0odclcTynTp3CzJkzAQCKgGiovcKssl9luZrg5z6FPCsREyZMwMKFC1G+fHmr7JsQAixYsAC5ubkIcVGjccCrh7ooTNcwGY4mi3Hnzh1s3LgRb7/9tpmjJKR4ipSQ3bt3zyI7P3PmDJo3b274fcyYMQCAgQMHYurUqdi2bRsAXUL4okOHDqFZs2YAgHnz5kEgEKBPnz6QyWRo2bIlVqxYQU89DuratWuYPHkyNBoNVF4VoSxvxe7rHA+y8BZwuv43MjJSMW7cOCxatChfyS0hxPwOHz6MQ4cOgccxDI7IKXQg2NdxFTH0C8/D0usuWLZsGRo0aICwsDCzxkpIcXCMRslDVlYW3N3dkZmZSe3J7Nj9+/cxYsQIZGVlQe1WDrLKrUwf4kKj0k0sDiC7Vn+ALzQ5Dk4lg9O1neApslCpUiXMnTsX7u6WrTIlpCxLTU3F4MGDkZmZiS5heehVUVbgegqNbtgLAPg1NrXQKk3GgLkXXXEhVYQqVargxx9/hEgkslT4xIIc6f5drEb9d+7cwSeffIJWrVqhdevWGDFiBE0vQyzq+vXrhmRM4+yja8RvpvHGTMWEUuS90QZaoRR37tzByJEj8fTpU5vEQoijUygU+PLLL5GZmYlgFzW6hRWcjJmC44DBETlwFmhx48YNzJ8/n0bwJzZnckK2Z88eVKtWDadOnUJMTAyioqJw8uRJREZG5htZnxBzOH/+PMaMGWNIxvLeaFOski1zYhI3yKq0g1boZCi5e/TokU1jIsTRMMYwb948XLt2DU4CLUZEZRd5mIvX8RQzfBiZAw4Mf//9t9FcyoTYgsmH9oQJEzB69GicPHkSc+fOxbx583Dy5EmMGjUK48ePt0SMpAw7fvw4PvvsM+Tl5UHtGoi8Ku0BQcnmqTQXrdQTeVU7Qit2RVJSEoYPH26x9paElEXr1q3D7t27wYHh48gc+DtpX/8mE8R4q9CnUh4A3dR8J0+eNOv2CTGFyQnZtWvXMGTIkHzLBw8ejKtXr5olKEIYY9i4cSO++OILKJVKqD2CIXujtc1Lxl7GxK7Ii+gIjdQDqampGD58OE6cOGHrsAgp9f7880/8/PPPAIC+4XmI9lZZZD8dQuRo5K+AVqvFpEmTaHwyYjMmJ2S+vr44f/58vuXnz5+Hn5+fOWIiZZxCocCsWbOwaNEiaLVaqLzDIavUEuBZZuDXkmIiJ+RFdIDaxQ+5ubmYOHEifv/9d2qTQkgx/fXXX/jxxx8BAF3C8tAuxLQBYE3BccB7VXNQ00cJpVKJzz//HOfOnbPY/ggpjMkJ2fvvv4+hQ4di9uzZ+Pfff3H06FHMmjULw4YNw9ChQy0RIylDUlJSMGLECOzZs0c3WXhwfcgrNAF4dj6phEACWZX2UPpWAWMMv/76K6ZNmwaZrOQNkAkpKxhj2LBhA+bNmwcA6BgiQ88Klj+HBDxgeFQ2qnsroVAoMHHiRCrpJlZn8rAXjDHMnz8f33//PZKSkgAAQUFB+PTTTzFixIhXziFprxyp22xpdvLkScyaNQvp6elgfDFk4c2hcQsy707MMOzF6whTrkP84Dg4xlCxYkV8+eWXqFixotn3Q4gjUavV+OGHHwzjT7YLlqFveB5MuaUUddiLwig1wIJLrriUJgKPx8Mnn3yC7t27m7YRYlWOdP8u0Thk2dnZAABXV1ezBWQLjvSFlkYKhQJLlizBli1bAAAaqSdklVuBiS1wXFkhIQMAfnYyJLcPgqeWQygUYtiwYejRowd49l7SR4gN5OTkYNq0aTh9+jQ4MLwdnod2wXKTkjGg5AkZAKi1wIobzvjnka7zUM+ePfHRRx/RYON2ypHu38W+Ozx58gQXLlzAxYsXaQwmUmy3bt3C0KFDDcmY0q8a8qp1tkwyZkUa1wDkRXWD2r08VCoVFi5ciM8++4zOFUJecuvWLXz44Yc4ffo0RDyGEdHZaB9iejJmLgIeMCQiF70r5gLQdS749NNP6dwlFmdyQpabm4vBgwcjMDAQTZs2RZMmTRAYGIghQ4YgLy/PEjESB6RWq/H777/jww8/RHx8PLTPBltVhDaw28b7pmJCJ8gqt4Y8tCEYx8eZM2fw7uDBOHToEDX4J2WeVqvFxo0b8dFHH+Lhw4fwFGvwRa1M1Pa1TG9KU3Ac0DlMjuFR2RDxGOLi4jB48GAcO3bM1qERB2ZyQjZmzBgcOXIE27dvR0ZGBjIyMvDXX3/hyJEjGDt2rCViJA7mypUrGDZsGH799Veo1WqoPEKQF9kdGncHnKib46Dyq4q8yK7QOHkjOysL06ZNw8SJE2kgWVJmpaWlYcKECVi0aBFUKjVq+SgxvV4mKrhpbB2akXp+SnxVNwMhLmpkZWXh888/x4IFC6BQFG9ic0JexeQ2ZD4+Pti0aZNhcm+9Q4cOoU+fPnjy5Ik547MKR6qDtmfZ2dlYunQptm3bBsYYGF8MeUg9qL3DYbX6CSu1ISuQVgPRowsQPboIjmkhFosxaNAg9O7dGwKBY5QKEvIqjDHs2rULS5YsQVZWFoQ8hn7huWhRTmGWS4A52pAVRKUFNtxxwp6HUgBA+fLlMWbMGNSqVcs8OyDF5kj3b5PvAnl5efD398+33M/Pj6osSYEYYzh06BAWLlyItLQ0AIDKOxyK4LpgQqmNo7MiHh/KcrWg9qoIcfwxIDsZP//8M/bt24exY8ciMjLS1hESYjH379/H3LlzcfHiRQBAiIsaH1TLQXkX+yoVK4iQB7xTOQ/RXiosveaChIQEjBkzBq1bt8ZHH30ET09PW4dIHIDJJWQtW7aEt7c3Vq1aBYlE1wtFJpNh4MCBSEtLw/79+y0SqCU5UoZtb27duoWffvoJcXFxAACtxA3y0EbmH86iqGxZQvYixiBIvQ3xw1PgqXXVH23btsWQIUNogGXiUORyOdasWYN169ZBrVZDxGPoUTEPbcrLzTYvpZ6lSshelKfmsOmuFAcSJGDg4OLigmHDhqFDhw7UE9MGHOn+bXJCdvnyZbRr1w5yuRzVq1cHx3E4f/48JBIJ9uzZUyqf8h3pC7UXqampWLZsGXbt2qWrnuT4UAZGQxlYHeDZ8KJlLwnZM5xKDnHCaQif3gIAiMVivP3223j77bchlZah0kPicNRqNXbv3o0VK1YYeijW9FGi/xu58JGYd05KPWskZHp3s/hYft0F8Tm6iqZKlSph6NChqFevXqkcj7O0cqT7d7HGIZPJZFizZg2uX78OxhiqVauGd955p9TeQBzpC7U1uVyODRs2YO3atZDLddOdqLwqQFG+jn0MZWFnCZkeL+cJxA9PQZDzGADg7e2N9957D23btqWxy0ipwhjDf//9h19//RXx8fEAAB+JBu9UzrV4D0prJmQAoNEC+xMl2HJPijy17jytWbMmhg0bhoiICMvunABwrPt3iQaGdRSO9IXailqtxt69e7F8+XJDxw6Nsy/kIfWhdbGjKjg7TcgA6Kox0+9DnHAaPEUOAKBy5cp4//33UbduXXrqJnbv4sWL+OWXX3D58mUAgItQiy5hMrQsJ4fQCs8V1k7I9HJUHLbHS7E/QQKVVneeNm/eHIMHD0ZwcLB1giijHOn+XayE7ObNmzh8+DBSUlKg1RoXPU+ePNlswVmLI32h1qbVanH48GEsX74cDx8+1C0TuUBRvg7UXhWs13uyqOw5IdPTaiB8fBXiR+fBaXQlCjExMXjvvfcQExNj4+AIMcYYw9mzZ7F69WpcuHABACDiMbQNlqFjqBxOAus989sqIdN7KuPhz3tSHEsWg4EDj8dDs2bN8L///Y+mT7MQR7p/m5yQ/frrr/jwww/h4+ODgIAAo6d2juMMjbdLE0f6Qq2FMYbjx49j2bJluHPnDgBAKxBDGRADlX9V+x3ctTQkZM9wKhlEjy5CmHIdHNP1RKtXrx6GDBmCKlWq2Dg6UtbprwGrV6/GtWvXAAB8jqFpoAJdK8jgJbZMO7FXsXVCpvcgm48/7znh3FORYVnjxo3Rv39/qso0M0e6f5uckIWGhuKjjz7C+PHjLRWT1TnSF2ppjDGcO3cOS5cuxdWrV3XL+EIo/aOgDIgE+KLXbMHGSlFCpscpcyFKOg/h05vgnp2uTZs2xbvvvosKFSrYODpS1qjVahw5cgRr1641PIwJeQzNg+RoHyKHt4Ua7BeFvSRkevHZfGyPl+J0iggMusKLunXrol+/fqhRowY1QzADR7p/m5yQubm54fz58w5V/OpIX6ilMKabPmTlypWGcYQYjw+lXzUoA6MBgcTGERZRKUzI9Dh5FsRJ5yBIvQMOuhLpZs2aoX///g51PhL7lJ2djR07dmDLli1ISUkBAEj4DC3LydEuRAZ3ke2bI9tbQqaXlMvD9ngpjj8WQ8t0SVh4eDh69eqFFi1aQCSy8wdZO+ZI92+TE7IhQ4agbt26+OCDDywVk9U50hdqbvr2IStWrDA01GUcDyrfKlAGVgcTOdk4QhOV4oRMj5eXDlFSHITp8YZlTZs2xcCBA1GpUiUbRkYcUUJCAjZt2oTdu3cbek67CrVoVV6O1uXlcBHaPhHTs9eETO+JjIedD6Q4+kgM5bPG/15eXujWrRu6dOkCDw8P2wZYCjnS/btICdkPP/xg+H9ubi7mzp2Ljh07Ijo6GkKh8Q1txIgR5o/SwhzpCzUXxhhOnz6NlStX4sqVK7plHP9ZIhYNJnK2cYTF5AAJmR4vL01XlZl+37CsSZMmGDBgACpXrmy7wEipp9VqERcXh82bN+P48ePQ3yaCndVoGyxHA38FRHaW7AD2n5Dp5ag4HEoUY3+iBOkKXZBCoRCtW7dG9+7d6fw1gSPdv4uUkBW1nQrHcbh7926Jg7I2R/pCS6qghrqM40PlVwXKgJjSVyL2MgdKyPT0iZkg/T70LVIaN26MAQMGUON/YpLs7Gzs3r0bf/31FxISEgzLq3sr0S5YhmqearvrOP2i0pKQ6am1wOkUEfY8lOJu9vOOUJGRkejatStiY2MhFottGKH9c6T7N41DBsf6QotLq9Xi6NGjWL16NW7d0o0az3h8qHwjoAyILv2JmJ4DJmR6PFm6LjFLu2dIzOrXr48BAwaUyhk0iPVcv34df/31Fw4cOAClUgkAkPK1aByoQOtycgQ6266hvilKW0KmxxhwK1OA/QkSnH4iguZZOzM3Nzd07NgRnTt3RlCQjaabs3OOdP+mhAyO9YWaSqPR4PDhw1izZg3u3bsHAGA8AVR+VaEMiHK8yb8dOCHT48kyIHp0AYLUu+CgO71r1aqFAQMGoEaNGrYNjtiNvLw8HDp0CNu3b8f169cNy0Nc1GhZTo6G/gpI7HT0msKU1oTsRRkKDv88kuBgohhpz6ozOY5DvXr10LlzZzRo0AACQSn7YizIke7fJn+rvXr1Qp06dTBhwgSj5d9++y1OnTqFjRs3mi04YjlqtRoHDx7E6tWrDQO6Mr4QSr9qUPlHgglLSa9Jko9W6gF5xVhwQTUhenQBwtTbiIuLQ1xcHGJiYjBgwADUrl2butyXUTdv3sSOHTuwf/9+5OXlAQAEHEM9PyValpcj3M2+qyUdnYeYoUuYDB1DZLiQKsSBRAkupYlw8uRJnDx5Ej4+Pmjfvj06dOiAwMBAW4dLzMjkEjJfX18cPHgQ0dHRRssvXbqEVq1a4fHjx2YN0BocKcN+HbVajQMHDmDVqlVITEwEADC+CEr/SCj9qwECB2+vUAZKyF7GKbIhenTp2ThmuqqnqKgoDBo0iBKzMiIvLw8HDhzA9u3bcfPmTcNyf6kGzYLkaBKogJsdDFtRUo5QQlaQx3k8HE6S4J9HYmSrdHNQcRyHOnXqoHPnzmjUqFGZLTVzpPu3yd9gTk5OgWOmCIVCZGVlmSUoYn4FJWJagRgq/ygo/ava/4CupNiY2BWKsEZQBlXXJWZPbuDy5csYN24cJWYOjDGG69evY8eOHThw4IBhyAoBx1DHT4nmQXJEeFBpWGng76TFW+F56FkxD3FPRTicKMbldBFOnz6N06dPw9PTE+3bt0fHjh1Rrlw5W4dLisnkhCwqKgrr16/PN2flunXrUK1aNbMFRsxDrVZj//79WL16tXEiFhANpV/VMlFCRHSYyBmK0AZQBsZAlHwRwpTniVlkZCQGDRqEOnXqUGJWymVnZ2Pfvn3YuXOnYSR9AAh0UqNZkAJvBijg6gClYWWRgAfU81Oinp8Sj/N4+OeRGP88kiA9PR1r167F2rVrUatWLXTs2BFNmjShAWdLGZMTskmTJqFnz564c+cOWrRoAQA4cOAA/vjjD2o/ZkcYYzhy5AiWLVv2fNJvgQSqgChKxMo4JnKCIqQBlAHPE7MrV67g008/RfXq1TF06FDqlVnKMMZw6dIl7Ny5E4cPH4ZCoQCgm9Korq8SzYLkqEKlYQ7F30mL3pVk6F5BhvOpIhxOEuNSqtDQXtTNzQ3t2rVDx44dERoaautwSREUq5flzp07MWPGDJw/fx5SqRQxMTGYMmUKYmNjLRGjxTlSHTQAnD17Fr/88gtu3LgBgErEjJTBNmSvwynzIEq+ZDSJeePGjfH+++8jLCzMtsGRV8rOzsaePXuwfft2xMc/n7kh2FmN2CAFGgco4GxHI+lbmqO2ISuqpzJ9qdnzHpoAEBMTgy5duqBp06YOV2rmSPdvGvYCjvOF3rhxA7/++ivOnDkDQDd8hTIgCsqAKGojpkcJWaE4ZS5EiecgfHoLHBh4PB7atGmDd999F/7+/rYOjzyjbxv2119/4eDBg4Zxw0Q8hgb+CjQLUqBSGe0pWdYTMj0tAy6mCnEoSYILqULD/Jnu7u5o3749OnXqhPLly9s4SvNwlPs3UMKETC6XY/369cjNzUXr1q1L7XQPpf0LTUlJwZIlS3Dw4EEA+rkmI6AMqu5444iVFCVkr8WTZUCUeNYwV6ZQKETPnj0xYMAAODk5yADBpZC+p+S2bdsMgzcDutKwFuXkaBSghFRQtp+vKSHLL03Bwz9JYhxOMi41q1u3Lrp06YKGDRuW6h6apf3+/aIiJ2SffvoplEolFixYAABQKpWoV68erl69CicnJ6jVauzbtw8NGza0aMCWUFq/ULVajU2bNmHFihWQy+VgANRelaAoVxNMUnr+DquihKzIeDkpECecgSA7GQDg4+OD4cOHIzY2lhr+W1FiYiI2b96MXbt2GcYNE/J044a1KEfjhr2IErLCabTAhVQhDiZKcClNCPZsPg8fHx9069YNnTt3hru7u42jNF1pvX8XpMgJWVRUFGbMmIEuXboAAJYvX46xY8fi3LlzCAkJweDBg5GSkoKdO3daNGBLKI1f6IULFzBv3jzcv38fAKBx9oM8tCG0zt62DczeUUJmGsbAz3wIyYMT4ClyAOierEeMGIHg4GAbB+e4GGM4f/48Nm3ahGPHjhkm9/aXatCinBxvBirgWobahhUVJWRFkyLTjWt2JOn5uGYikQht27ZFz549S1Xb0dJ4/y5MkRMyNzc3xMXFITw8HADQt29fuLq64pdffgEAnD9/Hh06dEBSUpLlorWQ0vSFZmRkYPHixdi7dy8AXYN9Rfm6UPtUBj0mFwElZMWjVUP06CJEjy6CY1oIhUK89dZb6N+/P01+bEZKpRIHDx7Epk2bcPv2bcPyGC8l2gTLEeWlAo9O80JRQmYalRY4+Vg3uXl8zvNqy7p166JXr16oW7cueDyeDSN8vdJ0/36dIlcc83g8vJi7nThxApMmTTL87uHhgfT0dPNGR4zExcVh+vTpSEtLAwOg8q0CRfnagICmOSIWxhNAWa4WVN7hkDw4DmQmYs2aNTh+/DimTp1KpWUlJJfLsX37dqxbtw6pqakAdI303wxUoHV5Oco5a2wcIXFEQh7wZqASjQOUuJEhwN4ECc4+eT7gbFhYGAYMGIDY2Fjw+ZTdWlqRE7KIiAhs374dY8aMwZUrV/DgwQM0b97c8Hp8fDz1xLIQjUaDVatWYdWqVWCMQSPxgLxCE2hdfG0dGiljmMQNssptIEiPhzj+GO7cuYOhQ4di7NixaNWqla3DK3VkMhm2bduGdevWGR5oPcUatC4vR7MgBVyoWpJYAccBEZ5qRHjm4ImMh30JuurM+/fv46uvvkJoaCj69++P5s2bU2JmQUVOyD799FP07dsXO3fuxJUrV9ChQwdUqFDB8Prff/+NevXqWSTIsuzp06eYPn06zp8/DwBQ+lSGIqQhwC+9vWJIKcdxUHuFQePiB8ndw5BlJ2P69OmIi4vDiBEjIJFQie3r5OXl4a+//sL69euRkZEBAPCRaNA5VIYmgQoI7LuWiDgwX6kW/SrnoWuYDPsSJNj9UIL4+HhMnz4dK1euRP/+/dGiRYtS3TPTXpk07MX+/fuxc+dOBAQE4JNPPjHqAj9t2jTExsaiWbNmlojTouy1DvrOnTsYN24c0tPTwXgCyEMbQe0TbuuwSiemBafMBTRquFzZAgDIiewO8AVgImeAoztgsTAtREnnIU46DwCoVKkSvv/+e3h4eNg0LHvFGMO+ffuwZMkSpKWlAQD8JBp0DpOhcQAlYiVFbcjMT6bmsC9Bgl0PJMhV6w7QChUqYOTIkahRo4Ztg4P93r+LgwaGhX1+ofHx8Rg5ciQyMjKgkXpCFt4CTFL6uiTbC06RDZeLBU/tlRPTG0zsauWIHAs/KwmSO0fAU8sQHh6OuXPn2s25ZC9u376NBQsW4NKlSwB0iVjXCjI09KdEzFwoIbMcmRo4kCjBznipITFr2bIlPvzwQ/j4+NgsLnu8fxcXXQbsUEJCAsaMGaNLxpy8kRfRgZIxYtc0bkHIi+gArUCK27dv47PPPkNOTo6tw7IL2dnZWLBgAYYOHYpLly5BxGPoXTEXMxtkUPUkKTWkAqBTqBxzGmagRTk5ODAcOHAA/fv3x7p166BWq20dYqlHlwI78/jxY4wZMwapqanQSD2RV6UtIKBhBYj9Y1J3yKq0AxOIcf36dUyYMAFyudzWYdnUzZs38f7772PLli3QarWo56fArAYZ6Bwmh5Cuvmaj0QJPZDw8lT//UJ/KeXgi40GjtWFgDshVyDCoSi6m1slEJTcVZDIZlixZglGjRuHp06e2Dq9Uo0uCnfnhhx+QkpICjUR3c6MhLUhponXyRN4b7cD4Ily+fBnr16+3dUg2s3v3bgwfPhzJycnwk2jwWY0sDI/KgY+EMgRzS1PwMPa4Jyae9DQsm3jSE2OPeyJNQbc5S6jgpsGk2ll4LyIHTgItLl++jKFDh+LixYu2Dq3UsumR+s8//6Bz584ICgoCx3HYunWr0euMMUydOhVBQUGQSqVo1qwZrly5YrSOQqHAJ598Ah8fHzg7O6NLly5ISEiw4l9hPhcvXsR///0HBg7y8JY0DyUplbTO3pCHNQIAo+Ecygq1Wo358+dj1qxZUCqVqO6txLS6mYjyUtk6NELMiscBTYMUmFonE+Wd1UhLS8Po0aOxefNmUPN005mckE2dOhXx8fFm2Xlubi6qV6+OhQsXFvj6nDlzMHfuXCxcuBCnT59GQEAAWrdujezsbMM6o0aNwpYtW7Bu3TocPXoUOTk56NSpEzSa0jWQImMMS5YsAQCofN+AVuph24AIKQG1ZwVonH0gk8mwcuVKW4djNYwxfPfdd4aHy+4V8jA6JhvONJ4YcWABTlpMqZOJBn4KaDQa/PDDD9iyZYutwyp1TE7Itm/fjkqVKqFly5ZYu3ZtidqItG/fHtOnT0ePHj3yvcYYw/z58/HFF1+gR48eiIqKwsqVK5GXl4e1a9cCADIzM7Fs2TJ8//33aNWqFWrWrIk1a9bg0qVL2L9/f7HjsoW4uDhcvXoVjCeAMqimrcMhpGQ4DorydQHorhn6IR4c3Z9//ondu3eDA8OI6Gx0ryCjqY5ImSDmAx9G5qB7hTwAwMKFC3Hu3DkbR1W6mJyQnT17FnFxcYiJicHo0aMRGBiIDz/8EKdPnzZrYPfu3UNycjLatGljWCYWixEbG4tjx44ZYlGpVEbrBAUFISoqyrBOQRQKBbKysox+bE0/SbjavTyYyOnVKxNSCmjcAqEVu0Cj0ZTaZgSmOHPmDBYvXgwA6Buehzq+ShtHRIh1cRzQLUyGRv4KaLVaTJkyBY8ePbJ1WKVGsdqQxcTEYN68eUhMTMRvv/2GxMRENG7cGNHR0ViwYAEyMzNLHFhycjIA5JuOyd/f3/BacnIyRCIRPD09C12nIDNnzoS7u7vhxx7m4dPPX8eElIwRx6F9djw7egkZYwxz586FVqvFmwFytA0u271LSdnFccDgiBxUcFUjKyvL0BSHvF6JGvVrtVoolUooFAowxuDl5YWffvoJwcHBZutdxXHG5f2MsXzLXva6dSZOnIjMzEzDz8OHD80Sa0nob1jUkJ84ElZGErJr164hKSkJYj7DwCq5eM0lihCHJuID70boxiE8fvw4cnNzbRxR6VCshOzs2bMYPnw4AgMDMXr0aNSsWRPXrl3DkSNHcP36dUyZMgUjRowoUWABAQEAkK+kKyUlxVBqFhAQAKVSma8X14vrFEQsFsPNzc3ox9b0CSSnpidr4jjKyvF86NAhAEBNHyWNDk8IgFAXDQKcNFAqlfjvv/9sHU6pYHJCFhMTgwYNGuDevXtYtmwZHj58iFmzZiE8/PkciwMGDMCTJ09KFFiFChUQEBCAffv2GZYplUocOXIEjRrputTXrl0bQqHQaJ1Hjx7h8uXLhnVKC328grT7AHUXJg6AU+aBn617oCpt56OpLly4AACo5UPtxggBdFWX+vNBf36QVzN5uvbevXtj8ODBKFeuXKHr+Pr6Qqt9/eCHOTk5uH37tuH3e/fu4fz58/Dy8kJISAhGjRqFGTNmoHLlyqhcuTJmzJgBJycn9OvXDwDg7u6OIUOGYOzYsfD29oaXlxfGjRuH6OhotGrVytQ/zabq1asHZ2dn5Obmgp/zGBrXAFuHREiJCNLugQMQFRVlKPF2VK6uurlQVVqqqyRET/UsDbCHWqjSwKQSMpVKheXLl5ul0T6g65VUs2ZN1KypG+ZhzJgxqFmzJiZPngwA+OyzzzBq1Ch89NFHqFOnDhITE7F3717DxQ8A5s2bh27duqFPnz5o3LgxnJycsH37dvD5paveQCwWo0mTJgAAUdJ5KiWzoE6dOmHVqlXo1KkTOI4Dp8yzdUiOR62A6LFuEOfmzZvbOBjL0yecL07dQ0hZ91Suuw87+gOZuZh09RAKhVAoFK9tVF9UzZo1A2Ms38+KFSsA6NpVTZ06FY8ePYJcLseRI0cQFRVltA2JRIIff/wRqampyMvLw/bt2+2i12RxvP322xCLxRBkJUH0iKafsJQ+ffogJCQEffr0AWMMPCVNgm1WjEFy/z/wlDkICAhA27ZtbR2RxZUvXx4AcO6pCFp6liIEOSoONzN0lXCvqlEjz5n8OPfJJ59g9uzZNLO7BYSFhWHUqFEAAFFinKH9DTGvDRs24MGDB9iwYQM4joNW5GLrkByKMOUahOn3IRAIMHXqVLi4OP7n265dOzg5OeF+tgAnHotsHQ4hNrftvhS5ah4qVKhgqAUjr2ZyG7KTJ0/iwIED2Lt3L6Kjo+Hs7Gz0+ubNm80WXFnUrl07nDt3Dnv37oXkziHIqrSnaZTMbOfOndixYwc4jtOVytJAvGbDz0yA+OEpAMAHH3yAiIgIG0dkHZ6enujXrx+WLl2KjXecUNNHCanJV1dCHMOjXB72JUgAAB9++GGpa0JkKyaXkHl4eKBnz55o27YtgoKCjAZYdXd3t0SMZQrHcRg1ahQqVKgAnkoG6fWd4OWUrMcqMaaf9JYmvzUvQeodSG/tA8e0aNq0KXr27GnrkKyqV69e8PPzQ6qCj/kX3aAsXdPpEmIWaQoevrvgBg3jULduXdSrV8/WIZUaJj/DLV++3BJxkBc4OTlh3rx5mDBhAq5fvw6nG7sgC28JjTvVwxP7JHx8BZIHJwEALVu2xIQJE8zW1rS0kEgk+OqrrzBmzBhcy8jDoiuu+CQqGwJq50/KiGwlh2/Pu+KJnI+goCBMmDDB1iGVKnSpsFMeHh6YO3cu6tSpA06rhvTWPgie3n79GwmxJqaFKOGMIRnr0aMHvvjiCwiFQhsHZhsRERGYMWMGRCIRzj0VYclVFyops7KXe1FnKMrWg4GtZCg4fHvBDYm5Avj4+OD777+Ht7e3rcMqVYqVkG3atAl9+vRBgwYNUKtWLaMfYj5OTk6YMWMGmjdvDo5pIb33D8T3jgIala1DIwScMhfSG7shftYjeMiQIfjkk0/A45Xt57waNWpg2rRp4PP5OJUixtdn3fFEVrY/E2t6uRe1fugFYjm3MgWYfNoD97MFcHd3x/fff4/AwEBbh1XqmHyV+OGHH/Duu+/Cz88P586dQ7169eDt7Y27d++iffv2loixTBOJRJg0aRIGDBgAjuMgenoTTle3g5fn2HMDEvvGz3gIpytbIchOhkQiweeff47+/fuXuWrKwjRs2BDfffcd3N3dEZ8jwJQz7ricVjZLDa3t5V7UPhIqorQUxoCDiWLMiHNDhpKHsLAwLFq0CKGhobYOrVTimIktmyMiIjBlyhT07dsXrq6uuHDhAipWrIjJkycjLS0NCxcutFSsFpOVlQV3d3dkZmba9YjC586dw/Tp05GamgrG8aEIqQeVbwRoJuPX4xTZcLm4scDXcmJ6g4ldC3yNvESrgTjhjGHQ18qVK2Py5Mmlduw/S3v8+DEmTZqEmzdvggND1zAZuoTJqF2ZmT2R8TD2uCcAGHpP6//9vmE6fKWvnzmGmCZXxWH1TWcceywGAMTGxmL8+PFwcrJur/XScv8uCpMvCw8ePDDMSyeVSpGdnQ0A6N+/P/744w/zRkeM1KxZE8uWLUODBg3AMQ0k8cchvbkXnCLb1qGRMoCXkwKnq38ZkrGePXti0aJFlIy9gr+/P3788Ue0a9cODBy23nfClDPuuJ9N1WiWQr2oLS/uiRATTnrg2GMxeDwehg0bhqlTp1o9GXM0JidkAQEBSE1NBQCEhobixIkTAHTzUNIJYHkeHh6YOXMmPv74YwiFQgiyEuF8eQuEyVcARk+BxAI0KogfnITTtR3gyzLg7u6Ob775Bp988glEIhoE9XXEYjHGjx+PyZMnw83NDQ9zBJh6xh2b7koNc/0RUhpkqzgsueKC+ZfckKnkITg4GD/++CP69u1LzRXMwOSErEWLFti+fTsAXSPe0aNHo3Xr1njrrbfQvXt3swdI8uM4Dr1798ayZcsQExMDTquG5OFJOF3bCZ4s3dbhEQfCz9Ql/KLHV8ABaNOmDVauXInGjRvbOrRSheM4tGjRAitXrkSzZs2gZRy23XfCpFPuuJJGI8gS+6ZlwL+PxJh44nmpWN++fbF06VJERkbaOjyHYXIbMq1WC61WC4FAdxHZsGEDjh49ivDwcHzwwQel8om5NNdBa7VabN++HT///DPy8vLAOB6UAdFQBlUHeHSh16M2ZKbhVDKIH56GMFU31Iq/vz/GjBmD+vXr2zgyx3D48GHMnz8fGRkZAIC6vgr0rZwHHwkVmRXHi23IXkZtyErmXhYfq246406WrlNKWFgYxo8fj6pVq9o4Mp3SfP9+mckJmSNyhC80JSUF8+fPx7FjxwAAWpEL5KENoPEIsXFk9oESsiJiWghTrkOcGAdOowTHcejRoweGDBlC7UPMLDs7G7/99hv++usvaLVaiHgMXcJkaBcsg4iamJmEEjLzy1Zy2HTXCYeTxGDgIJVKMXDgQPTs2dOuxhl0hPu3XrESMrlcjosXLyIlJQVarfGB3qVLF7MFZy2O8oUyxvDPP/9g4cKFePJEN92S2iMY8pAGZT7hoITs9Xg5KZDEHwc/T9dG9I033sCoUaNQrVo1G0fm2G7fvo0ffvgBFy/qxnPzkWjQp1Ie6vspqQN1EVFCZj4qLbA/QYK/7kuRp9a1amrVqhU++OAD+Pj42Di6/Bzl/g0UY+qk3bt3Y8CAAXj69Gm+1ziOg0ZDY77YCsdxiI2NRd26dbF69Wps2LAByHgI58wkKIOqQxkQRdWYJB9OJYco4QxET28CAFxcXPD++++jU6dONCmwFYSHh2PBggU4cOAAlixZgqdPn2LxFVfseajC2+F5qOKhtnWIpAxgDDiZIsKGO06GwXQrVaqEkSNHIiYmxsbRlQ0ml5CFh4ejbdu2mDx5Mvz9/S0Vl1U5Uob9ovj4eMyfPx/nzp0DAGjFrpCHNIDGo+wNU0AlZAVgWgif3IA44Sw4jRIA0K5dOwwbNgyengWXNhDLkslk2LhxI9auXQu5XA4AqOOrQJ9KeQhwolKewlAJWcncyBBg3W0nQzsxHx8fDBkyBG3atLH7hzJHun+bnJC5ubnh3LlzqFSpkqVisjpH+kJfxhjDwYMH8dNPPxlKNdXuwZCH1AeTONbf+iqUkBnjZT+G5MEJQ/UkPQnbl9TUVKxYsQI7d+6EVqsFn2NoFqRAtwp5cBeV+Wa/+VBCVjyJuXxsvOOEuKe6zngSiQT9+vVD7969IZVKbRxd0TjS/dvk+qtevXrh8OHDDpWQOTKO49CyZUs0bNgQq1atwsaNG4HMh3C+nARlYDSUATEAn6oxy4qXe0+6uLhgyJAh6Ny5s6HnNLE9b29vjB07Fj169MCSJUtw8uRJHEiU4GiyGO2DZWgfIoOUvi5STGlyHrbck+KfR7oG+zweDx06dMC7775LE4LbkMklZHl5eejduzd8fX0RHR2dr7fFiBEjzBqgNThShv068fHx+OGHH3D27FkAz3pjhjSAxtOxe2OW+RIyQ+/Js+CeTU7foUMHvP/++1Q9WQqcO3cOv/zyC65duwYAcBVq0TVMhhbl5DQNE6iErKhyVRx2xEuxN0EClVbXY6RJkyZ47733Su38k450/zY5IVu6dCk++OADSKVSeHt7G43Oy3Ec7t69a/YgLc2RvtCi0PfGXLRoEVJSUgA4fm/MspyQUe9Jx6A/b5cuXYqHDx8CAHwlGvSqmIf6/krwynCPTErIXk2pAfYlSLA9/nnPyZiYGAwbNqzUD+zqSPdvkxOygIAAjBgxAhMmTACP5xiPZo70hZpCJpNh9erVWL9+PTQaDRiPD2VgjWe9Me27IaepymRCppZDnHAWoic3AFDvSUehVqvx999/Y8WKFUhLSwMAhLqo0adSHqK8VGVyqAxKyAqmZcDRR2JsvidFmkJ3zleoUAFDhw7VzYnsAAeLI92/TU7IvLy8cPr0aYdqQ+ZIX2hx3L9/H/Pnz8f58+cBAFqJG+ShjaFxC7RtYGZUphIyxiBIvQ3xw9PgqXU99dq2bYsPPviAqicdiEwmw59//ok//vgDubm5AIBqnir0qZSLim5la/ghSsiMMQaceyrExrtOSMzVNTb08/PD4MGD0bp1a4d6IHOk+7fJCdno0aPh6+uLzz//3FIxWZ0jfaHFxRjDgQMHsGjRIqSn6+bDVPq8AUVwXUAgtnF0JVdWEjJOngVJ/DEIspIA6J6GR48eTb0nHVhGRgZ+//13bN26FSqVrn1gA38FelfMKzOJCCVkz93J0g1hcSND177bzc0N77zzDrp16waxuPRfy1/mSPdvk/vpaDQazJkzB3v27EFMTEy+Rv1z5841W3DEejiOQ6tWrVC/fn38+uuv2LZtG0RPb0KQ+RCK0IZQe4bZOkTyKkwL4eOruimPtGqIRCIMGjQIffr0od6TDs7DwwMff/wxevTogd9++w379u3DicdinEkRoXV5ObqEyeAspKEyHF2KjIeNd5xwMkWXdIlEIvTq1Qt9+/aFq6tjPHA6OpNLyJo3b174xjgOBw8eLHFQ1uZIGba5XLhwAd99952h8bDKMwyK0AZgwtI5n6Ejl5Dx8tIguX8U/FzdOHM1atTAuHHjUL58eRtHRmzh1q1b+OmnnxAXFwcAcBZo0SVMhtblHbdHZlkuIctVcdh6X4r9CRJoGAeO49CmTRsMGTIEfn5+tg7P4hzp/k2Ti8OxvlBzUigUWL16NdauXQutVgvGF0Me1hhqrzBbh2Yyh0zImBai5MsQJcaBY1o4Ozvjww8/RMeOHR2isS4pPsYYTp06hSVLluDevXsAAH+pBv0q56KGt+M1/C+LCZlGCxxKEuPPu07IfdZzsk6dOhg2bBgqV65s4+isx5Hu31SXQQolFovx3nvvoVmzZpg9ezZu3boF6Z2DUGWEQx7aAOCLbB1imcUpsiG5+w8EOY8BAI0bN8bo0aPtcvJfYn0cx6F+/fqoU6cOdu/ejaVLl+JxejrmXXRDlKcS/SrnobxL2Wr470gupwnx+63nDfbDwsLw0UcfoV69ejaOjJREkRKyHj16YMWKFXBzc0OPHj1eue7mzZvNEhixH+Hh4Vi8eDFWrFiBP/74A8LU2+BnJ0NesSk0rgG2Dq9sedaDUhJ/ApxWBalUik8++QTt27enUjGSD5/PR8eOHdG8eXOsWbMGGzduxOV04ItTQrQop0CvinnUvqwUSZHx8PstZ5x7NtWRm5sbBg8ejE6dOlFbUQdQpG/Q3d3dcLF3d3e3aEDEPgmFQrz//vuoX78+Zs6ciUePHsHp+t9QBFaHslxNgHPQxin2RKOC5N5RCNN1VVBRUVH4/PPPERQUZOPAiL1zcnLC0KFD0alTJyxZsgT//PMPDiRKcCpFhL7huWgcoHS4akxHotICO+Ol2B4vhUrLgc/no1u3bhg0aBA12HcgJrUhY4zhwYMH8PX1hZNT6WzcXRBHqoO2htzcXCxcuBC7du0CAKjdgiCvGAsmtN/JaEt7GzKeLB2S2wfBl2eCz+fj3XffRd++fR1qPCFiPefOncP8+fMRHx8PAKjiocLAN3JLbTWmI7chu5wmxMobzngs053rtWrVwsiRI0vtVEfm5kj3b5MSMq1WC4lEgitXrjhUo0FH+kKtaf/+/fj2u++gkMuhFTlDVqk5tC722aunNCdkgtS7kNw/Ck6rho+PD6ZNm1bqpzshtqdSqbBx40asWrUKcrkcfI6hXbAc3SvkQVTK8nxHTMiylBzW3HTGiWfDWHh5eeHjjz9GixYtqHnCCxzp/m1SPROPx0PlypWRmppqqXhIKdKqVSv8tHgxgoODwVPmwun63xCmXLN1WI5Dq4U4/gSkdw+D06pRq1YtLF26lJIxYhZCoRD9+vXDihUr0LhxY2gYh50PpJh02gO3Mqk9kq0wBhxPFmHCSQ+cSBGDx+OhZ8+eWLVqFVq2bEnJmAMzueHPnDlz8Omnn+Ly5cuWiIeUMhUrVsSSJUvQtGlTcEwLSfxxiB+c1F1VSPFpVJDe3gdRylUAwDvvvINvv/0WHh4eto2LOJyAgAB88803mD59Ory9vfEoj4/pZ93w+y0nKEpnDWaplaHgsOCSK3666oocFQ+VKlXCTz/9hE8++QQuLi62Do9YmMnjkHl6eiIvLw9qtW40cKnUuN2QfrLb0sSRijxthTGGtWvX4tdffwWgG0hWXrEpwLOPJ+3SVGXJKfMgvbUP/LxUiMVifPnll2jSpImtwyJlQHZ2NhYtWoTdu3cDAPykGgyrloPK7mobR/ZqjlBleeKxCCtvOCNXzYNAIED//v3Rr1+/fLPhEGOOdP82+W45b948KjIl+XAch3feeQcBAQGYOWsWkH4fvBt5kIW3AhNKbB1eqcGTpUN6cy94ylx4eHhg5syZqFq1qq3DImWEq6srJkyYgObNm+O7775DypMn+CbODT0qyNApVAYeXfrNTq4GVt9yxr+PdNfJN954AxMmTEDFihVtHBmxNpMTsr59+0KtVsPZ2dkS8ZBSrmXLlvD29saXX36JnJwUSK/vhKxKezCR4/TKtRRe7lM43dgNTqNE+fLlMXv2bJQrV87WYZEyqH79+li+fDnmzp2LgwcPYtNdJ1xJE2JYZA68xPZf2lRa3M/mY/EVVyTn8cHj8fC///0PAwYMoDHFyqgityF7+vQpOnbsCBcXF7i5uaFRo0a4e/euJWMjpVSNGjXw448/ws/PD3x5JqQ3doFT5dk6LLv2YjJWrVo1LFy4kJIxYlMuLi6YNGkSxo8fD4lEgmsZQnx5yh2X06gKraQYAw4kiPHVGXck5/Hh6+uLuXPnYvDgwZSMlWFFbkP2/vvvY/v27RgxYgQkEgmWLFmC0NBQ7Nu3z9IxWpwj1UHbk6SkJIwcORJPnjyBRuIBWUR7m41VZs9tyHi5qXC6sQucRomoqCjMmTPHocb5I6XfgwcP8PXXX+PWrVvgwPB2eB7aBcvtZjBZjRZIU/Cg1AITT+raks2snw4RD/ASa8G3o3GrVVpg1Q1nHHlWRfnmm2/i008/pUHXi8mR7t9FTshCQkKwZMkSdOjQAQBw/fp1REVFQSaTlfpGh470hdqbxMREjBw5Ek+fPn2WlHWwSZsye03IeHlpcLq+C5xGgcjISMyZM4eaAxC7pFAoMH/+fMOA0I38FRgckWNXY5YpNMD7R7wBAL/GpkJsR7EBul6UP1xyxe0sIXg8HoYOHYq33nqL2mWXgCPdv4v83JCUlISaNWsafo+IiIBIJEJSUpJFAiOOoVy5cpg/fz58fHzAl2dAcns/oLXvHlvWwinzIL25D5xGgWrVqlEyRuyaWCzGZ599hhEjRoDH4+HYYzFmxLkjS0nJRFE8zOFjyhl33M4SwsXFBbNmzcLbb79NyRgxKHJCxhjLV7ctEAig1VIDT/Jq5cuXx/fffw9nZ2cIclIguXeUxinTqCC9tQ88VS5CQ0Mxe/ZsSsaI3eM4Dj169MD3338PNzc33M0WYHqcO57K7KhO0A7dyBDgmzg3pCv4CA0NxZIlS1CvXj1bh0XsjEkJWcuWLVGrVi3DT15eHjp37my0jJCChIaG4quvvgKfz4cw7S5ESedsHZLtMC2kdw+Dn5cKDw8PzJo1iyYIJqVKzZo1sXDhQvj7+yM5j4+vz7ojIcfO6gftxLmnQsw574Y8NQ9RUVFYuHAhypcvb+uwiB0qcneOKVOm5FvWtWtXswZDHFvt2rUxduxYzJkzB+Kk89BKvaD2CrN1WFYnSjwHQcZDiEQifPPNNwgMDLR1SISYLCQkBAsXLsSnn36K+/fv45s4N4yvmYUwVxreX+9UigiLr7hAyzg0bNgQU6ZMgURC4zKSgpk8Ur8jcqRGgaXB4sWLsWHDBjC+CLmR3cDEVpgShGnBKXMBjRouV7YAAHIiuwN8AZjIGeCsU+XCz0qC0w3dKOhffvklWrVqZZX9EmIpWVlZmDBhAq5evQpXoRaf18pCOWfbJGX21Kj/3FMhfrjkCg3j0KZNG3z22Wc0pIUFONL9myr+idUNHToUVatWBadRQnrnMGCNdogcD0zsapT8MbGLrnellZIxTiWD5O4RAECnTp0oGSMOwc3NDXPmzEGVKlWQreJh9jk3PM4r27eWy2lC/PgsGWvVqhXGjx9PyRh5Lbs+a9RqNb788ktUqFABUqkUFStWxFdffWXUkYAxhqlTpyIoKAhSqRTNmjXDlStXbBg1eR2BQIDJkyfDydkZ/NyUstGejDFI7v0LnkqGsLAwDB8+3NYREWI2Li4umDNnDipUqIAMJQ+zz7uV2d6X97P5mH/RFWrGoUmTJpgwYQL4fGpfR17PrhOy2bNnY8mSJVi4cCGuXbuGOXPm4Ntvv8WPP/5oWGfOnDmYO3cuFi5ciNOnTyMgIACtW7dGdna2DSMnrxMYGIhPx40DAIiSL4KXV/ompTeFIO0uBJkJEAqFmDx5MrUjIQ7H3d0d33//PcqVK4encj5+uOQKVRnrhJ+h4DDvoiuUWg516tTBpEmTqGSMFJldJ2THjx9H165d0bFjR4SFhaFXr15o06YNzpw5A0BXOjZ//nx88cUX6NGjB6KiorBy5Urk5eVh7dq1No6evE7z5s3RpEkTcIxBcv8/xx0KQ62A+MFJAMCAAQNo0mDisLy8vDBjxgw4OzvjZqYQK244O+xp/TKlBph/yRXpCj5CQkIwdepUiEQiW4dFShG7TsjefPNNHDhwADdv3gQAXLhwAUePHjXMFnDv3j0kJyejTZs2hveIxWLExsbi2LFjNomZmGbEiBFwcnICP/cJhE+u2zocixA/PA2eWo6wsDC8/fbbtg6HEIsKDQ3F5MmTwePx8O8jCQ4mim0dklWsvumMu1lCuLm5YsaMGXBxsUJnJeJQTC5L/eGHHwpcznEcJBIJwsPD0bRpU7PUmY8fPx6ZmZmIiIgAn8+HRqPBN998g759+wIAkpOTAQD+/v5G7/P390d8fHyh21UoFFAoFIbfs7KyShwrKR5fX1+89957+OGHHyBOOAuVV0VA4DgXcF7uU4ie6h4oxo4dW+qnGSOkKOrXr49hw4bhp59+wtrbzojwVNus56U1nEoR4cgjCTiOw5QpU2mcMVIsJidk8+bNw5MnT5CXlwdPT08wxpCRkQEnJye4uLggJSUFFStWxKFDhxAcHFyi4NavX481a9Zg7dq1iIyMxPnz5zFq1CgEBQVh4MCBhvVennqCMfbK6ShmzpyJadOmlSg2Yj5du3bF9u3bce/ePYgeXYQyuK6tQzIbccJpAEDr1q0RHR1t42gIsZ7evXvjzJkzOH36NBZfccGU2pl2Ne+luaTKefjtum6WjX79+qF27do2joiUViZXWc6YMQN169bFrVu3kJqairS0NNy8eRP169fHggUL8ODBAwQEBGD06NElDu7TTz/FhAkT8PbbbyM6Ohr9+/fH6NGjMXPmTABAQEAAgOclZXopKSn5Ss1eNHHiRGRmZhp+Hj58WOJYSfHx+XwMHToUACB6fFU3XpgD4GcmQpD1CEKhEIMHD7Z1OIRYFY/Hw4QJE+Dh4YGHOQJsve9k65DMjjFg2TVn5Kl5iIiIwLvvvmvrkEgpZnJC9uWXX2LevHmoVKmSYVl4eDi+++47TJw4EeXLl8ecOXPw33//lTi4vLw88HjGIfL5fMOwFxUqVEBAQAD27dtneF2pVOLIkSNo1KhRodsVi8Vwc3Mz+iG21aBBA8TExIBjGscYBoMxiBN0nU+6du1Ko/GTMsnb2xvjnvWm3vVA4nDTK51MEeFyughCoRBffvkl9agkJWJyQvbo0SOo1ep8y9VqtaGkKigoyCzDTnTu3BnffPMNdu7cifv372PLli2YO3cuunfvDkBXVTlq1CjMmDEDW7ZsweXLlzFo0CA4OTmhX79+Jd4/sR6O4/Dee+8BAIRPb4NT5tk4opLhZyWBn5cKiUSC//3vf7YOhxCbefPNN9G4cWNoGIcVN5yhdZBel7kqDr/f0lVV9u/fn9qNkRIzOSFr3rw5hg0bhnPnnpdinDt3Dh9++CFatGgBALh06RIqVKhQ4uB+/PFH9OrVCx999BGqVq2KcePGYdiwYfj6668N63z22WcYNWoUPvroI9SpUweJiYnYu3cvTdZcCsXExCAqKgoc00L4+KqtwykRUfIlAECHDh3g4eFh22AIsbERI0ZAIpHgZqYQJx87xlAQ2+KlyFTyEBwcTL2niVmYnJAtW7YMXl5eqF27NsRiMcRiMerUqQMvLy8sW7YMgG7U5u+//77Ewbm6umL+/PmIj4+HTCbDnTt3MH36dKOxXTiOw9SpU/Ho0SPI5XIcOXIEUVFRJd43sQ19D1rRk+uARmnjaIqHl5sKQVYSeDweevfubetwCLE5f39/Q63Fn/ecoC7lA8amyXnYn6Ab3Pnjjz+m8caIWZhc4a1vs3X9+nXcvHkTjDFERESgSpUqhnWaN29u1iBJ2dGwYUOEhITgwYMHEKbegcqvqq1DMpkw5RoAoFmzZtR2jJBnevXqhS1btiAlPR3/PBKjRTnF699kp7bck0Kl5VC9enXUr1/f1uEQB1HsgWEjIiLQpUsXdO3a1SgZI6QkeDweunTpAgAQPrlp42iKQaOCMO0uAKBbt262jYUQO+Lk5IT+/fsDAP66Ly21pWRPZTz8m6wbK/H9999/5RBLhJjC5BIyjUaDFStW4MCBA0hJSTGa6BsADh48aLbgSNnUunVr/Pzzz0BeKni5T6F19rF1SEUmTL0DTqtGcHAwjTtGyEs6deqENWvWIC0tDScei/BmYOlrlrD7oQRaxqFWrVrUPIaYlcklZCNHjsTIkSOh0WgQFRWF6tWrG/0QUlLu7u5o2rQpgNJXSiZ8egsA0LFjR3pyJuQlIpEIPXv2BADseiAtdfNc5qo4HHmkazumb+9KiLmYXEK2bt06bNiwwTCfJCGW0LZtWxw4cACC9PtQhDYAOLuedhUAwCmywc99Ah6Ph9atW9s6HELsUpcuXbBmzRo8zJXhWoYA1TzzD6Nkr/55JIZCw6FSpUqoU6eOrcMhDsbku5xIJEJ4eLglYiHEoFatWnBzcwNPLQc/O/n1b7ADgrT7AIDq1avD29vbtsEQYqdcXV3RqlUrAMCRJImNoyk6xoDDSbq2Y127dqUScGJ2JidkY8eOxYIFC8BKW1kzKVUEAoGh2lKQds/G0RSN8FmczZo1s20ghNi5jh07AgDOPBEhW1U6EpubmQI8yhNAIpGgZcuWtg6HOCCTqyyPHj2KQ4cOYdeuXYiMjIRQKDR6ffPmzWYLjpRtsbGx2LFjBwQZD6BgjQA7fiLllHng5z0Fx3Fo0qSJrcMhxK5VqVIFlSpVwp07d3A6RVQqhsD471nPyubNm8PZ2dnG0RBHZHJC5uHhYZi6iBBLql69OiQSCeRyGXiyNGid7LcakJ+ZAEA3HIyXl5eNoyHEvnEch1atWuHOnTs4+dj+xyRTa4HTKbrBX6l0jFiKyQnZ8uXLLREHIfmIRCLUqlULx44dgyAjAUo7TsgEzxIyGiSSkKJp1qwZfv75Z1zPECBDwcFDbL/NYK6mC5Gr5sHDwwM1atSwdTjEQdl/1zVSpukTHH5Woo0jeQWmhSArCQAlZIQUVWBgICIiIsDA4dxT+5566OwTXXxNmzaFQGByOQYhRVKkI6tWrVo4cOAAPD09UbNmzVf2LomLizNbcITUrFkTAMDPeQJo1QDP/i6GvLw0cBolnJ2d8cYbb9g6HEJKjUaNGuH69eu4kCpCczuttmQMuJCqayvdqFEjG0dDHFmR7m5du3aFWEzdfYn1BQcHw8vLC2lpaeDnPIHGzf7mhtQPyxEdHQ0+n2/jaAgpPRo2bIjffvsNV9KFUGkBoR3W2TzM5SNNwYdYLDY8IBJiCUVKyKZMmWL4/9SpUy0VCyH5cJxuAt9Dhw6Bn51s1wkZzVRBiGnCw8MND1y3MwWoaoeDxF5J05WO1axZ01AwQYglmPw8UrFiRaSmpuZbnpGRgYoVK5olKEJepJ8Tkp/7xMaRFIAxXXUqQPPaEWIijtPNCQnoGs7bI31c+jgJsRSTE7L79+9Do9HkW65QKJCQkGCWoAh5UdWqVQEAvNynsLfJ7zhlLnhqGfh8PrUfI6QY9L0W7TEh02iBGxm6iiSqriSWVuQW0tu2bTP8f8+ePXB3dzf8rtFocODAAVSoUMG80RECoFKlShAIBFCr5eCUOWBiV1uHZKAvtatUqRJVZxBSDPqE7F6WwO7akT3I4UOu4cHZ2RmVKlWydTjEwRU5IevWrRsAXRHzwIEDjV4TCoUICwvD999/b9bgCAF045FVqlQJN27cAD/3KdR2lJDxcp8C0I08TggxXbly5eDh4YGMjAzczxagsrv9tCO7naUrtYuMjASPZ0eZInFIRT7CtFottFotQkJCkJKSYvhdq9VCoVDgxo0b6NSpkyVjJWWYfkJ7Xl6ajSMxxpfp4tHHRwgxDcdxiIyMBADczrSvYW1uPYtHHx8hlmRyyn/v3j34+PgAAORyudkDIqQg+uoCvp0lZPoEkRIyQoqvWrVqAIC7WfaVkN17Fo++HSshlmRyQqbVavH111+jXLlycHFxwd27dwEAkyZNwrJly8weICHA84SMJ7OfhIxTycBTyQCA2k8SUgL6Kv972faTkOWqODyW6cYVpCYJxBpMTsimT5+OFStWYM6cORCJnk93ER0djaVLl5o1OEL09AkPT5kLaFQ2jkaHJ8sAAAQEBMDJycm2wRBSiul7KKfI+MhR2cfA4/ezdclYYGCgUSc2QizF5IRs1apV+OWXX/DOO+8YjUoeExOD69evmzU4QvTc3Nzg6ekJ4HkiZGs8eSYAICwszLaBEFLKubm5ISAgAICuZ6M9iM/RldZVrlzZxpGQssLkhCwxMbHA9jJarRYqlX2UXBDHpE98ePIMm8ahp08MQ0NDbRsIIQ5Af195kGMf1ZYPnlWfUvtQYi0mJ2SRkZH4999/8y3fuHEjDZxHLEqf+OhLpmxNH0dISIiNIyGk9DMkZNn2UUKmL6mjhIxYi8mPIlOmTEH//v2RmJgIrVaLzZs348aNG1i1ahV27NhhiRgJAQCUL18egP0lZMHBwTaOhJDST99xJyHX9iVkai3wKE+XkNGAsMRaTC4h69y5M9avX4+///4bHMdh8uTJuHbtGrZv347WrVtbIkZCADxPfHjyLBtHAkCrBqfMAUAJGSHmoO+4k5jLh9bGM6Ql5/GhYRycnZ3h5+dn22BImVGsR5G2bduibdu25o6FkFd6XkKWpZvTkrNdbyyeIhscAGdnZ3h4eNgsDkIcRWBgICQSCeRyOR7n8RDorLVZLAm5utKxChUqgLPhdYaULTQXBCk1/P39wefzwTENOFWeTWPh5NkAdNO+0AWbkJLj8/mG9phJebZtR/ZiQkaItRSphMzT07PIN520NPsZuJM4FoFAAH9/fyQlJYEnz4JG5GyzWHgKXbVpuXLlbBYDIY4mLCwMN2/eRGKuALV9bddrP+lZQkYddog1FSkhmz9/voXDIKRoypUrp0vIFNnQINBmcfAUuhKyoKAgm8VAiKPR96ROzLVtCZl+/zSkDbGmIiVkAwcOtHQchBRJYKAuCeOeJUS2ok/I9PEQQkpOXyL1yIZVlhqtbsYAgBIyYl3FatSv0WiwZcsWXLt2DRzHoWrVqujatSsEAtt3VyaOTV8ixbNxQsZRCRkhZqdPyJLz+Dbrt/NEzoOGcRCLxfD19bV+AKTMMjmDunz5Mrp27Yrk5GTDhKs3b96Er68vtm3bhujoaLMHSYiefnoVmyZkjIGn0A15QSVkhJhPUFAQeDwe5BotMpQcPMXWH/8i+VnpXPny5cHjUb83Yj0mH23vvfceIiMjkZCQgLi4OMTFxeHhw4eIiYnB0KFDLREjIQbPqyxzbBYDp5KBYxrweDx6gibEjIRCoWHcL321obU9frZf6rBDrM3kErILFy7gzJkzhomeAV0vzG+++QZ169Y1a3CEvMxQQqaWAVo1wLN+Nbm+utLX15eq6Qkxs6CgICQnJyNFxkcVD7XV958i05VTUEJGrM3kErIqVarg8ePH+ZanpKTQnF/E4tzc3CCVSgEAnCLXJjHwno3Qr08OCSHmo0+E9ImRtelL5qg5ArE2k4/4GTNmYMSIEdi0aRMSEhKQkJCATZs2YdSoUZg9ezaysrIMP4SYG8dxz0vJlLZpR6ZvP0YJGSHmp6+yTJPbJiHT79ff398m+ydll8n1LZ06dQIA9OnTxzBYLGO6hpedO3c2/M5xHDQajbniJMTA398f9+7dA0+RA1scYRyVkBFiMfpEKFVhm4RMv19KyIi1mZyQHTp0yBJxEFJk+gslp7RtlSVNOkyI+ek7yqQrrN+oX6EB8tQ8ozgIsRaTE7LY2FhLxEFIkekTMn1iZG36tmv0BE2I+ek7jGUprT8IWZZSl4yJRCI4OTlZff+kbCtWFzG5XI6LFy8iJSUFWq3W6LUuXbqYJTBCCqMvmbJJCRljVEJGiAXpE7JcNQ9qLSCwYs1l5rOEzJT5mwkxF5MTst27d2PAgAF4+vRpvteo3RixBn0ixLNFQqZRgtOqjeIghJiPq6srOI4DYww5Kg4eJgwOK+IBv8amGv5vqhyVLglzd3c3/c2ElJDJh+zw4cPRu3dvPHr0CFqt1uiHkjFiDfq2HZwyF2DWHclbnwS6ublBIpFYdd+ElAU8Hs9QXSjTmFZKxXGAmK/7KU4Bl0yte5OLi4vpbyakhExOyFJSUjBmzBhqP0NsxtfXFxzHgWNacGqZVfetryalBr+EWI6zszOA5wmStegTQGo/RmzB5ISsV69eOHz4sAVCIaRoBAKBoZ0Jp8yz6r55Kt3+KCEjxHL0pc8KE0vISkq/Pyr9JrZgchuyhQsXonfv3vj3338RHR0NoVBo9PqIESPMFhwAJCYmYvz48di1axdkMhneeOMNLFu2DLVr1wagG/Ns2rRp+OWXX5Ceno769etj0aJFiIyMNGscxL74+voiLS1Nl5A5W2+/VEJGiOXp7ysaZt2ETK013j8h1mRyQrZ27Vrs2bMHUqkUhw8fNuqJwnGcWROy9PR0NG7cGM2bN8euXbvg5+eHO3fuwMPDw7DOnDlzMHfuXKxYsQJvvPEGpk+fjtatW+PGjRtwdXU1WyzEvvj6+uLGjRvgKa07OKy+RI4SMkIsRz9HrFr7mhXNTJ8A0hy1xBZMPuq+/PJLfPXVV5gwYQJ4PMv2R549ezaCg4OxfPlyw7KwsDDD/xljmD9/Pr744gv06NEDALBy5Ur4+/tj7dq1GDZsmEXjI7bj4+MDAOBU1q6ypBIyQixNf2/RWLfPDrTMeP+EWJPJR51SqcRbb71llQN227ZtqFOnDnr37g0/Pz/UrFkTv/76q+H1e/fuITk5GW3atDEsE4vFiI2NxbFjxwrdrkKhMJpzk+bdLH30CRlPZe1G/boE0Nvb26r7JaQs0U/Hx7PyUGD6Ch9m5d7bhADFSMgGDhyI9evXWyKWfO7evYuffvoJlStXxp49e/DBBx9gxIgRWLVqFQAgOTkZQP4R0/39/Q2vFWTmzJlwd3c3/AQHB1vujyAWYSghs/JYZLxnCZl+/4QQ89MnRNYemlW/P0rIiC2YXGWp0WgwZ84c7NmzBzExMfkaP86dO9dswWm1WtSpUwczZswAANSsWRNXrlzBTz/9hAEDBhjWe3lEZf3k5oWZOHEixowZY/g9KyuLkrJS5nlCZsUqS60anEYBgKosCbEk/ZiWfCtnZHyOGe2fEGsyOSG7dOkSatasCQC4fPmy0WvmnmoiMDAQ1apVM1pWtWpV/PnnnwCAgIAAALqSssDAQMM6KSkprxwnTSwWQywWmzVWYl36hIhnxTZk+uRPLBbTwJGEWJBKpQIACHjWLanST9Ok3z8h1mRyQnbo0CFLxFGgxo0b48aNG0bLbt68idDQUABAhQoVEBAQgH379hmSRKVSiSNHjmD27NlWi5NYn74NF6dRAhoVwLd8N3V98uft7U3z3BFiQc8TMuvulxIyYkslOtwTEhKQmJhorljyGT16NE6cOIEZM2bg9u3bWLt2LX755Rd8/PHHAHQlcqNGjcKMGTOwZcsWXL58GYMGDYKTkxP69etnsbiI7Tk7OxsGb7RWT0uO2o8RYhX6hEho5RIy/f4oISO2YHJCptVq8dVXX8Hd3R2hoaEICQmBh4cHvv76a2i15h00pm7dutiyZQv++OMPREVF4euvv8b8+fPxzjvvGNb57LPPMGrUKHz00UeoU6cOEhMTsXfvXhqDzMFxHPe82tJK7cg4GvKCEKtQKHRtNYVWLiHTJ2RKpdK6OyYExaiy/OKLL7Bs2TLMmjULjRs3BmMM//33H6ZOnQq5XI5vvvnGrAF26tQJnTp1KvR1juMwdepUTJ061az7JfbP19cXDx8+tFpPSx4NCkuIVegTIgFn7RIy3b/6hJAQazI5IVu5ciWWLl2KLl26GJZVr14d5cqVw0cffWT2hIyQwjxv2G+dhIymTSLEOtRqNQDrl5Dpe1nq90+INZl8uKelpSEiIiLf8oiICKSlpZklKEKKQp8YWWvoC96zhIzakBFiOYwxQ0Jkq16WlJARWzA5IatevToWLlyYb/nChQtRvXp1swRFSFH4+fkBAHjKHKvsT19C9qohVQghJfPiGGDWH4dM9y816ie2YHKV5Zw5c9CxY0fs378fDRs2BMdxOHbsGB4+fIi///7bEjESUiB9YsQprFBlqdUYenNSQkYIIcTcTC4hi42Nxc2bN9G9e3dkZGQgLS0NPXr0wI0bN9CkSRNLxEhIgaxZQsYpc8EBEIlE8PDwsPj+CCGArSYwosnFiS2YXEIGAEFBQdR4n9icfnYGTqME1ApAUITZF3gCZNfqb/h/UemTvoCAABoUlhALejEZsvaUktpn+6NznNhCkR8Dbt26hb59+yIrKyvfa5mZmejXrx/u3r1r1uAIeRWJRAIvLy8AAE+RXbQ3cZxuVH++UPf/ItJvPygoyOQ4CSFFx+PxDHMkK7TWTYyUz/anH3SaEGsqckL27bffIjg4GG5ubvlec3d3R3BwML799luzBkfI6+gTJJ4i/4OCOXFyXUKmnz+VEGI5UqkUAKDQWDchU6iN90+INRU5Ifvnn3/Qu3fvQl/v06cPDh48aJagCCmqcuXKAQB4cssmZDxFJgCgfPnyFt0PIUQ3NRoA5Kmtm5DlaXS3RErIiC0UOSGLj483NKIuiI+PDx4+fGiWoAgpquDgYAAAT55p0f3wZJlG+yOEWI6npycAIENh3cb1mQpdAqhvCkGINRX5aHd3d8edO3cKff327dsFVmcSYklWSciY1lAlGhISYrn9EEIAPB98OVNp3RKydKXulujt7W3V/RICmJCQNW3aFD/++GOhr//www807AWxOn2CxJNlWqxLFqfIBse0EIlErywlJoSYh34WjqdyvlX3mybX3RJpNg5iC0VOyCZOnIhdu3ahV69eOHXqFDIzM5GZmYmTJ0+iZ8+e2LNnDyZOnGjJWAnJJzg4GAKBAJxWZbFJxvl56QCAsLAw8PnWvUEQUhbp22o+yrPu+Zb0bH9UEk5socgDMdWsWRObNm3C4MGDsWXLFqPXvL29sWHDBtSqVcvsARLyKgKBACEhIbh79y54sjRoxC5m3wdPpkvIKlSoYPZtE0LyCw0NBQAk5VovIZOpOaQrKCEjtmPSwLCdOnVCfHw8du/ejdu3b4MxhjfeeANt2rSBk5OTpWIk5JUqVqyIu3fvgp+XDo2H+S+kPFmaYT+EEMvTJ2QpMh5kakBarCHMTfMgR5eM+fj4wNXV1fI7JOQlJh/mUqkU3bt3t0QshBRLeHg49u/fD15eqkW2z8/Vbbdy5coW2T4hxJi3tzf8/f3x+PFj3MsWoJqn2uL7vJOlux1WrVrV4vsipCA0YRcp9apUqQIA4Oc+Nf/G1XLDtEmUkBFiPdWqVQMA3M4UWmV/dzIFRvslxNooISOlXnh4OIBn802q5Wbdtr50LCgoiKoxCLGiyMhIAMD1DMvXV2oZcD1DaLRfQqyNEjJS6rm6uhpG7Dd3KZl+e/pSOEKIddSpUwcAcCNDCKXGsvt6kMNHtooHqVRKJWTEZighIw5BfxHl5zwx63b5uSlG2yeEWEdoaCh8fHyg0nK4kWHZastLqbrt16xZEwKBFXoQEFIAkxMyPp+PlJSUfMtTU1NpjCZiM4aELDf/sVlsjIH3LMGjhIwQ6+I4DvXq1QMAnEu1bEJ27qkIAAz7I8QWTE7IWCGjoSsUCohEohIHREhxGJWQmWnEfk6RDZ5aDoFAYGinRgixnjfffBMAEPdEZKmJOJCh4HA7S5fwNW7c2DI7IaQIilw2+8MPPwDQPbUsXboULi7PB+DUaDT4559/EBERYf4ICSmCSpUqQSKRQC6XgyfPgFbqWeJt8nMeA9C1HxOLxSXeHiHENLVr14ZUKkWaTIa72QJUcjP/8Bdxz0rHqlatapiyiRBbKHJCNm/ePAC6ErIlS5YYVU+KRCKEhYVhyZIl5o+QkCIQCASoVq0a4uLiwM9+bNaELCoqqsTbIoSYTiwWo0GDBjh06BBOPhZZJCE78Vj3sBUbG2v2bRNiiiInZPfu3QMANG/eHJs3b4anZ8lveISYU1RUlC4hy3kMlV/JS2v52br2aNHR0SXeFiGkeFq2bPksIRPj7fA88DjzbTtNwcONZ8NqNG/e3HwbJqQYTG5DdujQIUrGiF3SJ0787Mcl35haDr48AwCVkBFiS/Xq1YOLiwvSlTyzj0l28rEIDByio6Ph7+9v1m0TYiqTj26NRoMVK1bgwIEDSElJgVarNXr94MGDZguOEFNERkaCx+MByhxwylwwkXOxt6UvHQsNDYWHh4eZIiSEmEokEiE2NhY7d+7Ef8lis06j9F+yrrqyVatWZtsmIcVlcgnZyJEjMXLkSGg0GkRFRaF69epGP4TYipOTk6E3JD87uUTbEuTo3k/VlYTYXtu2bQEAp1PEUJhpkNgH2Xw8yBFAKBRSdSWxCyaXkK1btw4bNmxAhw4dLBEPISUSExODmzdvgp/zGGrvSsXejr7aMyYmxlyhEUKKKSoqCoGBgXj06BHOPhGhUYCyxNvUl441bNgQbm5uJd4eISVlcgmZSCSiMZmI3TJLOzKNGry8p0bbI4TYDo/HQ5s2bQAAR5NLPgSNRgsce9a7Ul/6RoitmZyQjR07FgsWLCh0gFhCbEnfAJ8nSwfUimJtg5/7BBxj8PHxQUBAgDnDI4QUkz4hu5ImRJqiZLP+XUoTIlPJg4eHB+rXr2+O8AgpMZOrLI8ePYpDhw5h165diIyMhFBoPKXF5s2bzRYcIaby9vZGuXLlkJiYCH5OCjQewSZvQz/+WHR0NDjOjH3sCSHFVq5cOURHR+PSpUs4lixCp1B5sbelL2Vr2bIlzV1J7IbJR6KHhwe6d+9uiVgIMYuoqChdQpb7pJgJWYphO4QQ+9G2bVtcunQJ/yWL0TFEjuI8L+WqOMPclVRdSeyJyQnZ8uXLLREHIWZTrVo17Nmzx5BYmYQx3XyYoAnFCbE3sbGxWLBgARJzgfgcPsJcTe9yefqJCCoth7CwMFSuXNkCURJSPMWqiFer1di/fz9+/vlnZGdnAwCSkpKQk5Nj1uAIKQ7jica1r1nbGKfIAqdRUOcVQuyQq6urYcLx/4rZuP/Ys/e1bt2amiQQu2JyQhYfH4/o6Gh07doVH3/8MZ480ZUmzJkzB+PGjTN7gISYqkKFCpBIJOC0KvDkWSa9l5+r611ZuXLlfO0jCSG217JlSwDAqcdiaE3sW5Ymfz5VEg0GS+xNsQaGrVOnDtLT0yGVSg3Lu3fvjgMHDpg1OEKKQyAQGEq3eM8SrKLSJ2RVqlQxe1yEkJJ7cSqlGyZOpXQyhaZKIvbL5ITs6NGj+PLLLyESiYyWh4aGIjEx0WyBEVIS+oSKn5dq0vt4lJARYtdEIhGaNm0KADjx2LRqy5MpuvuWvpSNEHtickKm1Wqh0eRvSJmQkABXV1ezBEVISb3xxhsAAJ4pCRljhgSOGvsSYr+aNWsGADj7RFTkasunMh7uZgnBcZwhoSPk/+3de3BU5f3H8c/ZLGw2dwgkIZKQROIFY9QIWlEJaCGOkXqpthRpQbygARUdpKVoDdOaFNpRptpRvIDUVu1MobZlGARvVBQ1REAH+dEhgmSAGBTIhdyz5/dH2EOWkJCFLGeXfb9mdibnOWd3vstksx+e5znPE0z8DmTjx4/X4sWLrWPDMFRfX68nn3yS7ZQQNLKysiRJEQ2HpF4uYmy01MvwtMnpdCo9PT2Q5QE4DXl5eYqNjVVtq0P/6+Ww5aYDHb1jubm5GjhwYCDLA06J34HsmWee0fr16zVixAg1NTVp8uTJysjI0N69e7Vw4cJA1Aj4LT09XQ6HQ0Z7s4zWxl49x9F4SFLH8DuLRQLBy+l0avTo0ZKk8u/6n+TqDuVHA1l+fn7A6gJOh9+BLDU1VVu2bNFjjz2mGTNm6LLLLtPvf/97bd68WUlJSYGoEfCby+XS0KFDJUmOxoO9ek5EQ0cgy8zMDFhdAPrG1VdfLUna/F3/k3aC17Ua+l9Nx3+yvEEOCDan1A3gdrt111136a677urreoA+k56erj179sjRVKv2+JNf72iutZ4HILiNHDlS/fr1U3WjtK8hQudEd79I7Bff95MpQ1lZWexPi6Dldw9ZaWmpli5d2qV96dKlDFkiqFg9ZL1ci8xoqpHUsWcegOAWFRWlSy+9VFJH4OrJF993DFdeddVVgS4LOGV+B7IlS5boggsu6NJ+0UUX6YUXXuiTooC+YAWy5ppeXe8Nbt7nAQhuo0aNkiRtO9h9IPOYx857rweCkd+BrKqqSkOGDOnSPnjwYO3fv79PiupOaWmpDMPQ7NmzrTbTNFVcXKzU1FS53W6NHTtW27ZtC2gdCA2pqamSJKO5F1t6tbfK0dbk8zwAwW3kyJGSpP873E8t3YxYVtZHqLbVocjISF100UVnsDrAP34HsrS0NH300Udd2j/66KOAfpGVlZXpxRdfVG5urk/7okWL9PTTT+u5555TWVmZUlJSNH78eGuPTYQv700mjpYjJ136wtFyRFLHMAjr6QGhITMzUwMHDlSLx9DXtSeeEr39UEfv2CWXXMJ2aAhqfgeye+65R7Nnz9ayZcv0zTff6JtvvtHSpUv1yCOP6N577w1Ejaqvr9edd96pl156SQMGDLDaTdPU4sWLNX/+fN12223KycnR8uXL1dDQoNdffz0gtSB0DB48WJJkeNqk9pYerzWOBjLuFAZCh2EYuuSSSyR19JKdyI6j7d75ZkCw8juQzZ07V3fffbeKioqUlZWlrKwsPfjgg3rooYc0b968QNSomTNnqrCwsMtmsLt27VJVVZUmTJhgtblcLuXn5+vjjz/u9vWam5tVW1vr88DZx+VyKSEhQZLkaOl52NIbyLwhDkBoOBbIuvaQeUxpx9HlLrzXAcHKr2Uv2tvbtWHDBv3yl7/UE088oe3bt8vtdis7O1sul397ivXWm2++qc8//1xlZWVdzlVVVUlSl01ik5OT9c0333T7mqWlpVqwYEHfFoqgNHDgQB0+fFhGa1OP1zmOLh7LCt5AaPFOY/m6tp88puQwjp2ranCovtUhl8tlbacGBCu/esgiIiJUUFCgmpoaxcTEaNSoUcrJyQlYGKusrNTDDz+sv/71r4qMjOz2OsMwfI5N0+zS1tm8efNUU1NjPSorK/usZgQX7xD3yVbrN45O6CeQAaFl2LBhcrvdamo3tPdIhM+5itqO4crzzjuP3TcQ9Pwesrz44ov19ddfB6KWLsrLy1VdXa3LL79cTqdTTqdT69ev15/+9Cc5nU6rZ8zbU+ZVXV3dpdesM5fLpbi4OJ8Hzk5WIGs7SSA7Gtg6z1EEEPwiIiKspZgqjpvY7z0eMWLEGa8L8Jffgeypp57SnDlztGrVKu3fvz+gc7Guv/56ffnll9qyZYv1GDlypO68805t2bLFWnV53bp11nNaWlq0fv16tseAJCk+vmOJfqOtucfrvOcJ50Do8Qay3XW+gWx3XUeP2fnnn3/GawL85Xcf7g033CBJ+tGPfuQzLOgdJmxv7377Cn/FxsYqJyfHpy06OlqJiYlW++zZs1VSUqLs7GxlZ2erpKREUVFRmjx5cp/VgdDlXcLCaDvJXZbtBDIgVA0fPlyStKfu2JBlu0eqrO/4isvOzralLsAffgey999/PxB1nLK5c+eqsbFRRUVFOnTokK688kqtXbuWtaQgqXMg610PWUxMTMBrAtC3rEBW77Qm9lc1RqjVYygyMpLt0BAS/A5k+fn5gaij1z744AOfY8MwVFxcrOLiYlvqQXCzAtlJ1iHzrlNGIANCz9ChQ9WvXz+1tLbquyaHktwea4J/ZmamHA6/Z+cAZ9wp/ZZ++OGHmjJlikaPHq29e/dKkl577TVt2LChT4sDTpfb7ZYkGe2tPV7nPR8dHR3wmgD0rYiICKWnp0uSFcQ6BzIgFPgdyFasWKGCggK53W59/vnnam7uGOqpq6tTSUlJnxcInA4rYHl66CHztMswPZI6tk4CEHoyMjIkSfuOC2TeoAYEO78D2e9+9zu98MILeumll3z2BRs9erQ+//zzPi0OOF3egNVTD1nnc94eNQChJS0tTZJU1dARxL5tIJAhtPgdyHbs2KExY8Z0aY+Li9Phw4f7oiagz/RqyNLTcc7lcrF4JBCivBP3qxsjZJrSt40On3Yg2PkdyIYMGaKdO3d2ad+wYYOysrL6pCigr1g9Xp62bq/xhjV6x4DQ5Q1eVY0O1bUaamp3yDAMpaSk2FwZ0Dt+B7IZM2bo4Ycf1qeffirDMLRv3z797W9/05w5c1RUVBSIGoFTZvWQmR7J080aeUfDGoEMCF3e4HW42aFvGzuGKxMTEwO2tR/Q1/wen5k7d65qamo0btw4NTU1acyYMXK5XJozZ45mzZoViBqBU+YTsjytkiOiyzX0kAGhLyEhQf369VNra6t21nR8tSUlJdlcFdB7pzRh5qmnntL8+fP11VdfyePxaMSIEazfhKDkdDqtP9JGe5vME/zGG0fnkHGHJRC6HA6HkpKStHfvXv3vcMcNZz3taQwEm14PWTY0NGjmzJk655xzlJSUpHvuuUcZGRm64oorCGMIatawpaebif30kAFnhUGDBkmSdtUdG7IEQkWvA9mTTz6pV199VYWFhZo0aZLWrVunBx54IJC1AX3C6vnq5k5LhiyBs8PAgQMlSQebCWQIPb0esly5cqVeeeUVTZo0SZI0ZcoUXX311Wpvb1dERNd5OUCw8C4O293SF96eM1bpB0Lb8QGMQIZQ0usessrKSl177bXW8RVXXCGn06l9+/YFpDCgrxxbHLab1frbmEMGnA0GDBjgc5yQkGBPIcAp6HUga29vV//+/X3anE6n2tq6X98JCAYn7yFr8bkOQGiKj4/v8RgIZr0esjRNU9OmTfNZ06WpqUn333+/zxfZypUr+7ZC4DRZN51000NmtLX4XgcgJMXFxfkcE8gQSnodyKZOndqlbcqUKX1aDBAI3qBltDWf8Lx3KDM2NvaM1QSg7x3/GeYzjVDS60C2bNmyQNYBBIz3j3J3c8i8QY0eMiC0df4MOxwO7pxGSPF76yQg1HiHMYy2phOeN9o7Ahn/mwZCW+dAFhUVJYeDrziEDn5bcdbzziPpdsiytSOocUcWENo694hFRkbaWAngPwIZznrHAtkJeshMjzWUSSADQlvnQGYYho2VAP4jkOGsZwWy1q6BzNtrZhgGQ5ZAiOu8NJNpmjZWAviPQIaznnc7FaOtSTruj7TR2iipI7Sx4wQQ2jr3itFDhlBDIMNZzzsUaZieLmuReQOZN7QBAGAHAhnOev3797eGIx2tDT7nvIHs+C1XAISmSy65RJKUn59vcyWAf3q9DhkQyhITE1VXV9cRwNzHwpc3oNFDBpwdFi1apD179ujcc8+1uxTAL/SQISwkJiZKkoyW43vIOo4HDRp0xmsC0PdcLpeys7NZgwwhh99YhAVv4OoyZNlCIAMA2I9AhrBwsh4y73kAAOxAIENYGDx4sCTJaD3i0+44GtC85wEAsAOBDGHBGrJs6RTITNMKaAQyAICdCGQIC1YPWachS6OtSYZpyjAM7rIEANiKQIawcGzIslEyPR0/H+0tS0xMlNPJCjAAAPsQyBAWBgwYoIiICBkyrcVgvcOXDFcCAOxGIENYcDgc1jwyb8+YQSADAAQJAhnChjd4OaxAxhpkAIDgQCBD2Dh+Yr/j6B2WBDIAgN0IZAgbx1br9+0hY8gSAGA3AhnCBj1kAIBgRSBD2LC2Tzq6XRJzyAAAwYJAhrDhDWSO1gapvVWGp82nHQAAuxDIEDaOLXvRYPWSud1uRUVF2VkWAAAEMoQP7/ZIhqdNjuY6SfSOAQCCA4EMYcPtdsvlckmSHA2HJHWs4A8AgN0IZAgbhmEoISFBkhTReFASgQwAEBwIZAgr3mFLesgAAMGEQIawEh8fL0lyNNX4HAMAYKegDmSlpaUaNWqUYmNjlZSUpFtuuUU7duzwucY0TRUXFys1NVVut1tjx47Vtm3bbKoYwc4bwAyz3ecYAAA7BXUgW79+vWbOnKlPPvlE69atU1tbmyZMmKAjR45Y1yxatEhPP/20nnvuOZWVlSklJUXjx49XXV2djZUjWB0fwOLi4myqBACAY5x2F9CTNWvW+BwvW7ZMSUlJKi8v15gxY2SaphYvXqz58+frtttukyQtX75cycnJev311zVjxgw7ykYQi42N9TkmkAEAgkFQ95Adr6amY96Pd2L2rl27VFVVpQkTJljXuFwu5efn6+OPP+72dZqbm1VbW+vzQHg4PpDFxMTYVAkAAMeETCAzTVOPPvqorrnmGuXk5EiSqqqqJEnJyck+1yYnJ1vnTqS0tFTx8fHWIy0tLXCFI6gcH8iOPwYAwA4hE8hmzZqlL774Qm+88UaXc4Zh+BybptmlrbN58+appqbGelRWVvZ5vQhOx/eIRUdH21QJAADHBPUcMq8HH3xQ//73v/Xf//5XQ4cOtdpTUlIkdfSUDRkyxGqvrq7u0mvWmcvlslZsR3hxu90+xwxZAgCCQVD3kJmmqVmzZmnlypV67733lJmZ6XM+MzNTKSkpWrdundXW0tKi9evXa/To0We6XISAzhuJOxwO9e/f38ZqAADoENQ9ZDNnztTrr7+uf/3rX4qNjbXmhcXHx8vtdsswDM2ePVslJSXKzs5Wdna2SkpKFBUVpcmTJ9tcPYJR5yHKqKioHoe2AQA4U4I6kD3//POSpLFjx/q0L1u2TNOmTZMkzZ07V42NjSoqKtKhQ4d05ZVXau3atUzWxglFRkae8GcAAOwU1IHMNM2TXmMYhoqLi1VcXBz4ghDyCGEAgGAU1HPIgL7GzRwAgGBEIENYcTj4lQcABB++nQAAAGxGIEPY4g5LAECwIJAh7AwePFiSdOGFF9pcCQAAHYL6LksgEBYtWqTy8nKNGzfO7lIAAJBEIEMYyszM7LLrAwAAdmLIEgAAwGYEMgAAAJsRyAAAAGxGIAMAALAZgQwAAMBmBDIAAACbEcgAAABsRiADAACwGYEMAADAZgQyAAAAmxHIAAAAbEYgAwAAsBmBDAAAwGZOuwsIBqZpSpJqa2ttrgQAAPSW93vb+z0eyghkkurq6iRJaWlpNlcCAAD8VVdXp/j4eLvLOC2GeTbEytPk8Xi0b98+xcbGyjAMu8tBgNXW1iotLU2VlZWKi4uzuxwAfYjPd3gxTVN1dXVKTU2VwxHas7DoIZPkcDg0dOhQu8vAGRYXF8cfbOAsxec7fIR6z5hXaMdJAACAswCBDAAAwGYEMoQdl8ulJ598Ui6Xy+5SAPQxPt8IVUzqBwAAsBk9ZAAAADYjkAEAANiMQAYAAGAzAhnQSxkZGVq8eLHdZQDw0+7du2UYhrZs2WJ3KUC3CGQIStOmTZNhGF0eO3futLs0AGeA92/A/fff3+VcUVGRDMPQtGnTznxhQIAQyBC0brjhBu3fv9/nkZmZaXdZAM6QtLQ0vfnmm2psbLTampqa9MYbbyg9Pd3GyoC+RyBD0HK5XEpJSfF5RERE6D//+Y8uv/xyRUZGKisrSwsWLFBbW5v1PMMwtGTJEt10002KiorShRdeqI0bN2rnzp0aO3asoqOjddVVV6miosJ6TkVFhW6++WYlJycrJiZGo0aN0jvvvNNjfTU1NbrvvvuUlJSkuLg4XXfdddq6dWvA/j2AcJOXl6f09HStXLnSalu5cqXS0tJ02WWXWW1r1qzRNddco4SEBCUmJuqmm27y+XyfyFdffaUbb7xRMTExSk5O1s9//nN99913AXsvwMkQyBBS3n77bU2ZMkUPPfSQvvrqKy1ZskSvvvqqnnrqKZ/rfvvb3+oXv/iFtmzZogsuuECTJ0/WjBkzNG/ePG3atEmSNGvWLOv6+vp63XjjjXrnnXe0efNmFRQUaOLEidqzZ88J6zBNU4WFhaqqqtLq1atVXl6uvLw8XX/99Tp48GDg/gGAMHPXXXdp2bJl1vHSpUs1ffp0n2uOHDmiRx99VGVlZXr33XflcDh06623yuPxnPA19+/fr/z8fF166aXatGmT1qxZo2+//VY/+clPAvpegB6ZQBCaOnWqGRERYUZHR1uP22+/3bz22mvNkpISn2tfe+01c8iQIdaxJPPxxx+3jjdu3GhKMl955RWr7Y033jAjIyN7rGHEiBHms88+ax0PGzbMfOaZZ0zTNM13333XjIuLM5uamnyec+6555pLlizx+/0C8DV16lTz5ptvNg8cOGC6XC5z165d5u7du83IyEjzwIED5s0332xOnTr1hM+trq42JZlffvmlaZqmuWvXLlOSuXnzZtM0TfOJJ54wJ0yY4POcyspKU5K5Y8eOQL4toFtOW9Mg0INx48bp+eeft46jo6M1fPhwlZWV+fSItbe3q6mpSQ0NDYqKipIk5ebmWueTk5MlSRdffLFPW1NTk2praxUXF6cjR45owYIFWrVqlfbt26e2tjY1NjZ220NWXl6u+vp6JSYm+rQ3NjaedKgEQO8NGjRIhYWFWr58udUzPWjQIJ9rKioq9MQTT+iTTz7Rd999Z/WM7dmzRzk5OV1es7y8XO+//75iYmK6nKuoqNB5550XmDcD9IBAhqDlDWCdeTweLViwQLfddluX6yMjI62f+/XrZ/1sGEa3bd4/3I899pjefvtt/fGPf9Tw4cPldrt1++23q6Wl5YS1eTweDRkyRB988EGXcwkJCb17gwB6Zfr06dYUgz//+c9dzk+cOFFpaWl66aWXlJqaKo/Ho5ycnB4/vxMnTtTChQu7nBsyZEjfFg/0EoEMISUvL087duzoEtRO14cffqhp06bp1ltvldQxp2z37t091lFVVSWn06mMjIw+rQWArxtuuMEKVwUFBT7nvv/+e23fvl1LlizRtddeK0nasGFDj6+Xl5enFStWKCMjQ04nX4MIDkzqR0j5zW9+o7/85S8qLi7Wtm3btH37dv3973/X448/flqvO3z4cK1cuVJbtmzR1q1bNXny5G4nBEvSD3/4Q1111VW65ZZb9Pbbb2v37t36+OOP9fjjj1s3DQDoGxEREdq+fbu2b9+uiIgIn3MDBgxQYmKiXnzxRe3cuVPvvfeeHn300R5fb+bMmTp48KB+9rOf6bPPPtPXX3+ttWvXavr06Wpvbw/kWwG6RSBDSCkoKNCqVau0bt06jRo1Sj/4wQ/09NNPa9iwYaf1us8884wGDBig0aNHa+LEiSooKFBeXl631xuGodWrV2vMmDGaPn26zjvvPE2aNEm7d++25qwB6DtxcXGKi4vr0u5wOPTmm2+qvLxcOTk5euSRR/SHP/yhx9dKTU3VRx99pPb2dhUUFCgnJ0cPP/yw4uPj5XDwtQh7GKZpmnYXAQAAEM74rwAAAIDNCGQAAAA2I5ABAADYjEAGAABgMwIZAACAzQhkAAAANiOQAQAA2IxABgAAYDMCGYCQVF1drRkzZig9PV0ul0spKSkqKCjQxo0b7S4NAPzGrqoAQtKPf/xjtba2avny5crKytK3336rd999VwcPHrS7NADwGz1kAELO4cOHtWHDBi1cuFDjxo3TsGHDdMUVV2jevHkqLCyUJNXU1Oi+++5TUlKS4uLidN1112nr1q2SpAMHDiglJUUlJSXWa3766afq37+/1q5da8t7AhDeCGQAQk5MTIxiYmL01ltvqbm5uct50zRVWFioqqoqrV69WuXl5crLy9P111+vgwcPavDgwVq6dKmKi4u1adMm1dfXa8qUKSoqKtKECRNseEcAwh2biwMISStWrNC9996rxsZG5eXlKT8/X5MmTVJubq7ee+893XrrraqurpbL5bKeM3z4cM2dO1f33XefJGnmzJl65513NGrUKG3dulVlZWWKjIy06y0BCGMEMgAhq6mpSR9++KE2btyoNWvW6LPPPtPLL7+sAwcO6Fe/+pXcbrfP9Y2NjZozZ44WLlxoHefk5KiyslKbNm1Sbm6uHW8DAAhkAM4e99xzj9atW6eioiI9++yz+uCDD7pck5CQoEGDBkmStm3bppEjR6q1tVX//Oc/NXHixDNcMQB04C5LAGeNESNG6K233lJeXp6qqqrkdDqVkZFxwmtbWlp055136qc//akuuOAC3X333fryyy+VnJx8ZosGANFDBiAEff/997rjjjs0ffp05ebmKjY2Vps2bdKDDz6owsJCvfzyyxozZozq6uq0cOFCnX/++dq3b59Wr16tW265RSNHjtRjjz2mf/zjH9q6datiYmI0btw4xcbGatWqVXa/PQBhiEAGIOQ0NzeruLhYa9euVUVFhVpbW5WWlqY77rhDv/71r+V2u1VXV6f58+drxYoV1jIXY8aMUWlpqSoqKjR+/Hi9//77uuaaayRJe/bsUW5urkpLS/XAAw/Y/A4BhBsCGQAAgM1YhwwAAMBmBDIAAACbEcgAAABsRiADAACwGYEMAADAZgQyAAAAmxHIAAAAbEYgAwAAsBmBDAAAwGYEMgAAAJsRyAAAAGxGIAMAALDZ/wM85hbBBirQ9wAAAABJRU5ErkJggg==", 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