{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"node_name": "admonition"
},
"source": [
"# Time-Series Synthesis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prerequisites\n",
"\n",
"This tutorial assumes that you have already installed the Synthesized package. While it is not required to have read the\n",
"[Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial, it is highly recommended that you do so, as it outlines best practices when\n",
"generating and evaluating synthetic data. It is assumed that you are also familiar with the format of a time-series\n",
"dataset as laid out in [Data Formats](https://docs.synthesized.io/sdk/latest/data_formats/time_series_synthesis/).\n",
"\n",
"## Introduction\n",
"\n",
"In this tutorial, the `TimeSeriesSynthesizer` is introduced as a means to generate data while maintaining the temporal\n",
"correlations present in the original dataset. In particular, the focus will be on time-series data where there is a\n",
"regular time interval between measurements.\n",
"This example explains the format of a time-series dataset and how it relates to creating an instance of the `TimeSeriesSynthesizer`.\n",
"The ability to train a `TimeSeriesSynthesizer` with a custom configuration is also demonstrated.\n",
"## Financial Dataset\n",
"\n",
"This tutorial will use an example dataset of one hundreds day’s worth of stock information of a subset of 25 companies in\n",
"the S&P 500:\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Name \n",
" date \n",
" open \n",
" high \n",
" low \n",
" close \n",
" volume \n",
" GICS Sector \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" ALK \n",
" 2013-02-08 \n",
" 23.995 \n",
" 24.435 \n",
" 23.940 \n",
" 24.335 \n",
" 1013314 \n",
" Industrials \n",
" \n",
" \n",
" 1 \n",
" ALK \n",
" 2013-02-11 \n",
" 24.410 \n",
" 24.603 \n",
" 24.120 \n",
" 24.400 \n",
" 1124948 \n",
" Industrials \n",
" \n",
" \n",
" 2 \n",
" ALK \n",
" 2013-02-12 \n",
" 24.405 \n",
" 24.560 \n",
" 24.270 \n",
" 24.430 \n",
" 1280160 \n",
" Industrials \n",
" \n",
" \n",
" 3 \n",
" ALK \n",
" 2013-02-13 \n",
" 24.440 \n",
" 24.760 \n",
" 24.385 \n",
" 24.760 \n",
" 1146758 \n",
" Industrials \n",
" \n",
" \n",
" 4 \n",
" ALK \n",
" 2013-02-14 \n",
" 24.665 \n",
" 24.680 \n",
" 24.150 \n",
" 24.355 \n",
" 1205950 \n",
" Industrials \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 2495 \n",
" WHR \n",
" 2013-06-26 \n",
" 114.850 \n",
" 116.730 \n",
" 111.940 \n",
" 112.550 \n",
" 1226273 \n",
" Consumer Discretionary \n",
" \n",
" \n",
" 2496 \n",
" WHR \n",
" 2013-06-27 \n",
" 113.720 \n",
" 116.000 \n",
" 112.530 \n",
" 115.430 \n",
" 898379 \n",
" Consumer Discretionary \n",
" \n",
" \n",
" 2497 \n",
" WHR \n",
" 2013-06-28 \n",
" 115.310 \n",
" 115.740 \n",
" 114.060 \n",
" 114.360 \n",
" 1137362 \n",
" Consumer Discretionary \n",
" \n",
" \n",
" 2498 \n",
" WHR \n",
" 2013-07-01 \n",
" 115.550 \n",
" 117.760 \n",
" 114.540 \n",
" 115.900 \n",
" 884096 \n",
" Consumer Discretionary \n",
" \n",
" \n",
" 2499 \n",
" WHR \n",
" 2013-07-02 \n",
" 116.010 \n",
" 117.950 \n",
" 115.670 \n",
" 116.350 \n",
" 1150999 \n",
" Consumer Discretionary \n",
" \n",
" \n",
"
\n",
"
2500 rows × 8 columns
\n",
"
"
],
"text/plain": [
" Name date open high low close volume \\\n",
"0 ALK 2013-02-08 23.995 24.435 23.940 24.335 1013314 \n",
"1 ALK 2013-02-11 24.410 24.603 24.120 24.400 1124948 \n",
"2 ALK 2013-02-12 24.405 24.560 24.270 24.430 1280160 \n",
"3 ALK 2013-02-13 24.440 24.760 24.385 24.760 1146758 \n",
"4 ALK 2013-02-14 24.665 24.680 24.150 24.355 1205950 \n",
"... ... ... ... ... ... ... ... \n",
"2495 WHR 2013-06-26 114.850 116.730 111.940 112.550 1226273 \n",
"2496 WHR 2013-06-27 113.720 116.000 112.530 115.430 898379 \n",
"2497 WHR 2013-06-28 115.310 115.740 114.060 114.360 1137362 \n",
"2498 WHR 2013-07-01 115.550 117.760 114.540 115.900 884096 \n",
"2499 WHR 2013-07-02 116.010 117.950 115.670 116.350 1150999 \n",
"\n",
" GICS Sector \n",
"0 Industrials \n",
"1 Industrials \n",
"2 Industrials \n",
"3 Industrials \n",
"4 Industrials \n",
"... ... \n",
"2495 Consumer Discretionary \n",
"2496 Consumer Discretionary \n",
"2497 Consumer Discretionary \n",
"2498 Consumer Discretionary \n",
"2499 Consumer Discretionary \n",
"\n",
"[2500 rows x 8 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"df = pd.read_csv(\"sp_500_subset.csv\")\n",
"df\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This dataset is regular and not event-based as there is a constant interval between measurements of one\n",
"business day.\n",
"\n",
"*Note:* Currently the `TimeSeriesSynthesizer` requires that measurements are taken over identical time-periods for every\n",
"unique entity, i.e. measurements should start and end on the same day, and the interval should be the same for each\n",
"set of time-series data across the whole dataset.\n",
"This tutorial will demonstrate how the SDK can be used to generate data for new companies, over the same time period,\n",
"which are statistically similar to the types of companies present in the original dataset. Such a task has real-world\n",
"applicability in scenarios where:\n",
"\n",
"- Original data is not available past a certain date, or at all\n",
"- Data volume is low\n",
"\n",
"As described in the [Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial, it is best practice to perform EDA prior to generating\n",
"any new data, with the downstream task in mind. This ensures that the relevant metrics can be tested when evaluating the\n",
"quality of the generated data. If you have not already read the [Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial you are highly\n",
"recommended to do so."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Synthesis\n",
"\n",
"The workflow for producing time-series data is slightly different from that when producing tabular data because of a\n",
"number of preprocessing steps that occur under-the-hood. For example, rather than first performing a meta extraction and\n",
"creating the model with the resulting meta object, the meta extraction is handled by the `TimeSeriesSynthesizer`\n",
"itself. The reason for this is that a time-series dataset is formed of data from multiple entities, as outlined in\n",
"our documentation concerning [Data Formats](https://docs.synthesized.io/sdk/latest/data_formats/time_series_synthesis/), and needs to be preprocessed before meta extraction\n",
"occurs. This preprocessing ensures, amongst other things, that each unique entity has the same number of time steps in\n",
"the dataset (see the above note). Only after this preprocessing can the meta data be extracted.\n",
"In order to train the model with the desired number of time steps we need to specify `max_time_steps` in\n",
"`DeepStateConfig`, used to configure the underlying model. The `max_time_steps` argument controls\n",
"the maximum number of time steps to process from each unique entity. By default this is set to 100."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"from synthesized.config import DeepStateConfig\n",
"config = DeepStateConfig(max_time_steps=100)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `DeepStateConfig` instance can then be passed to the `TimeSeriesSynthesizer` upon model creation, along with the\n",
"original dataset and the time-series [column specification](https://docs.synthesized.io/sdk/latest/data_formats/time_series_synthesis/):\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training Step 10000 of 10000 \u001b[38;5;156m╠████████████████████╣\u001b[39m \n",
"Done.\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from synthesized import TimeSeriesSynthesizer\n",
"\n",
"id_idx = \"Name\"\n",
"time_idx = \"date\"\n",
"event_cols=[\"open\", \"high\", \"low\", \"close\", \"volume\"]\n",
"const_cols=[\"GICS Sector\"]\n",
"\n",
"synth = TimeSeriesSynthesizer(\n",
" df,\n",
" id_idx=id_idx,\n",
" time_idx=time_idx,\n",
" event_cols=event_cols,\n",
" const_cols=const_cols,\n",
" exog_cols=None,\n",
" associations=None,\n",
" config=config\n",
")\n",
"synth.learn(epochs=20, steps_per_epoch=500)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that since the `TimeSeriesSynthesizer` handles the process of meta extraction `associations` are passed through as an argument upon\n",
"instantiation. For more information on `Associations` see our [documentation](features:quality:constraints/rules.ipynb).\n",
"*Note:* The preprocessing carried out by the `TimeSeriesSynthesizer` means that the original DataFrame is\n",
"not required to be passed in as an argument to the `learn()` method.\n",
"Having trained the model we are now in a position to synthesize a new sequence of time-series data, however there are\n",
"additional positional arguments that can be specified when using the `TimeSeriesSynthesizer`, compared to the\n",
"`HighDimSynthesizer`, that can generate synthetic time-series data for specific unique entities, or over specific\n",
"time-periods.\n",
"\n",
"- `n`: The total number of time-steps to synthesize. This includes any time-steps used by df_time_series to prime the\n",
"generator.\n",
"- `df_exogenous`: Exogenous variables linked to the time-series. Must have the same number of rows as the value `n`.\n",
"Currently this argument must be provided for regular time-series synthesis. Note that the `TimeSeriesSynthesizer`\n",
"also treats the column specified by `time_idx` as an exogenous variable during synthesis.\n",
"- `id`: This optional argument can be used to specify the unique ID of the sequence. If provided, it must correspond to\n",
"an ID in the raw dataset used during training. If this argument is not specified then time-series data corresponding to a\n",
"new ID is generated.\n",
"- `df_const`: Constant values linked to the given `id`. This should be a DataFrame containing a single row of values,\n",
"where the columns correspond to those given in `const_cols` on instantiating the `TimeSeriesSynthesizer`. If\n",
"`id` is provided and `constant_cols` was defined in the initialization then this argument should also be specified.\n",
"- `df_time_series`: Time series measurements linked to the given `id`. Providing `df_time_series` can influence the\n",
"underlying deep generative engine to generate a particular initial state that is then used during time-series generation.\n",
"The provided DataFrame must contain the same columns specified in `event_cols`. Any number of rows ≤ `n` can be\n",
"provided.\n",
"\n",
"For example, the trained `TimeSeriesSynthesizer` object can be used to generate data representative of a single company \"HCA\"\n",
"for a period of 100 business days, using the first 50 days of that company’s real data to influence the underlying\n",
"deep generative engine\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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" \n",
" \n",
" Name \n",
" date \n",
" open \n",
" high \n",
" low \n",
" close \n",
" volume \n",
" GICS Sector \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" HCA \n",
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" 37.090145 \n",
" 4730916 \n",
" Health Care \n",
" \n",
" \n",
" 3 \n",
" HCA \n",
" 2013-02-13 \n",
" 37.142532 \n",
" 37.358906 \n",
" 36.749111 \n",
" 37.049618 \n",
" 3617784 \n",
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" 4 \n",
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" 2013-02-14 \n",
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" 36.676380 \n",
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" Health Care \n",
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" 95 \n",
" HCA \n",
" 2013-06-26 \n",
" 41.218464 \n",
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" 41.050163 \n",
" 5067078 \n",
" Health Care \n",
" \n",
" \n",
" 96 \n",
" HCA \n",
" 2013-06-27 \n",
" 42.461483 \n",
" 41.987938 \n",
" 42.218227 \n",
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" 5482512 \n",
" Health Care \n",
" \n",
" \n",
" 97 \n",
" HCA \n",
" 2013-06-28 \n",
" 42.680801 \n",
" 42.329353 \n",
" 42.202473 \n",
" 42.655663 \n",
" 6672621 \n",
" Health Care \n",
" \n",
" \n",
" 98 \n",
" HCA \n",
" 2013-07-01 \n",
" 43.332760 \n",
" 43.301067 \n",
" 43.171032 \n",
" 43.245159 \n",
" 3427616 \n",
" Health Care \n",
" \n",
" \n",
" 99 \n",
" HCA \n",
" 2013-07-02 \n",
" 52.780640 \n",
" 44.289848 \n",
" 52.485992 \n",
" 46.332485 \n",
" 4566910 \n",
" Health Care \n",
" \n",
" \n",
"
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"
100 rows × 8 columns
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"
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"text/plain": [
" Name date open high low close volume \\\n",
"0 HCA 2013-02-08 36.807182 36.972729 36.453377 36.734058 2515866 \n",
"1 HCA 2013-02-11 36.496559 36.628292 36.104767 36.421009 2314997 \n",
"2 HCA 2013-02-12 37.154701 37.244823 36.657677 37.090145 4730916 \n",
"3 HCA 2013-02-13 37.142532 37.358906 36.749111 37.049618 3617784 \n",
"4 HCA 2013-02-14 36.604511 36.860725 36.275719 36.676380 3154445 \n",
".. ... ... ... ... ... ... ... \n",
"95 HCA 2013-06-26 41.218464 41.195118 40.930470 41.050163 5067078 \n",
"96 HCA 2013-06-27 42.461483 41.987938 42.218227 42.263809 5482512 \n",
"97 HCA 2013-06-28 42.680801 42.329353 42.202473 42.655663 6672621 \n",
"98 HCA 2013-07-01 43.332760 43.301067 43.171032 43.245159 3427616 \n",
"99 HCA 2013-07-02 52.780640 44.289848 52.485992 46.332485 4566910 \n",
"\n",
" GICS Sector \n",
"0 Health Care \n",
"1 Health Care \n",
"2 Health Care \n",
"3 Health Care \n",
"4 Health Care \n",
".. ... \n",
"95 Health Care \n",
"96 Health Care \n",
"97 Health Care \n",
"98 Health Care \n",
"99 Health Care \n",
"\n",
"[100 rows x 8 columns]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_hca = df.set_index(id_idx).xs(\"HCA\").head(100).reset_index()\n",
"\n",
"df_synth = synth.synthesize(\n",
" n=100,\n",
" id=\"HCA\",\n",
" df_const=df_hca[const_cols].head(1),\n",
" df_exogenous=df_hca[[time_idx]],\n",
" df_time_series=df_hca[event_cols].head(50)\n",
")\n",
"df_synth\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `TimeSeriesAssessor` (a subclass of the [`Assessor` class](https://docs.synthesized.io/sdk/latest/features/evaluation/) capable of handling\n",
"data with a temporal component) can be used to plot the features of the original and generated time series alongside one another for a\n",
"quick comparison:\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from synthesized.testing import TimeSeriesAssessor\n",
"assessor = TimeSeriesAssessor(synth, df_hca, df_synth)\n",
"assessor.show_series(columns=[\"volume\"])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A more complex method of evaluating statistical quality is to compare to the auto-correlations of the synthetic and\n",
"original data. Simply put, the auto-correlation is a measure of how correlated a signal is with itself at some future\n",
"time step.\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"assessor.show_auto_associations(columns=[\"volume\"])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the `TimeSeriesAssessor` subclass the `Assessor` class, it is possible to analyse the univariate and bivariate\n",
"relationships present in the data.\n",
"*Tip:* Analyse the univariate and bivariate relationships within time-series data containing a single entity. Different types\n",
"of entities can display quite different types of statistics. Calculating these metrics and correlations\n",
"on a DataFrame composed of many entities may produce an aggregated statistic that lacks any real utility.\n",
"As described in the [Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial, it is best practice to run an end-to-end synthesis using\n",
"the default parameters of the SDK. Following an initial evaluation of the data from this first iteration, fine-tuning can\n",
"be performed in order to optimise for particular metrics. For more information on fine-tuning the `TimeSeriesSynthesizer`\n",
"training please see the Hyperparameters tutorial."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Synthesize New Entities\n",
"\n",
"In order to generate new entities, the `id` argument is not specified in the call to the `synthesize` method. Instead,\n",
"the `TimeSeriesSynthesizer` will generate data corresponding to a completely new entity. Two simple functions, `generate_id()`\n",
"and `synthesize_with_generated_id()` can then be used to create data for as many new companies as desired."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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" TLD \n",
" \n",
" \n",
" 98 \n",
" 2013-06-26 \n",
" 53.865192 \n",
" 53.494259 \n",
" 53.704052 \n",
" 53.641613 \n",
" 4951146 \n",
" Consumer Staples \n",
" TLD \n",
" \n",
" \n",
" 99 \n",
" 2013-06-27 \n",
" 52.425617 \n",
" 44.522068 \n",
" 52.485214 \n",
" 45.041206 \n",
" 5258041 \n",
" Consumer Staples \n",
" TLD \n",
" \n",
" \n",
"
\n",
"
2500 rows × 8 columns
\n",
"
"
],
"text/plain": [
" date open high low close volume \\\n",
"0 2013-02-08 64.151421 63.619011 63.227467 63.159351 1595330 \n",
"1 2013-02-11 62.095371 62.308178 61.520821 61.965069 1734317 \n",
"2 2013-02-12 61.988594 61.936195 61.490334 61.885086 1393281 \n",
"3 2013-02-13 61.116726 61.022964 60.721992 60.897839 1685350 \n",
"4 2013-02-14 60.205532 59.886616 59.428959 59.879715 1726246 \n",
".. ... ... ... ... ... ... \n",
"95 2013-06-21 54.234615 53.779999 53.993084 53.857979 4943178 \n",
"96 2013-06-24 53.283817 47.923233 53.084763 53.176750 4040757 \n",
"97 2013-06-25 43.648090 43.948151 44.772015 43.981956 4418298 \n",
"98 2013-06-26 53.865192 53.494259 53.704052 53.641613 4951146 \n",
"99 2013-06-27 52.425617 44.522068 52.485214 45.041206 5258041 \n",
"\n",
" GICS Sector Name \n",
"0 Utilities OJDP \n",
"1 Utilities OJDP \n",
"2 Utilities OJDP \n",
"3 Utilities OJDP \n",
"4 Utilities OJDP \n",
".. ... ... \n",
"95 Consumer Staples TLD \n",
"96 Consumer Staples TLD \n",
"97 Consumer Staples TLD \n",
"98 Consumer Staples TLD \n",
"99 Consumer Staples TLD \n",
"\n",
"[2500 rows x 8 columns]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import random\n",
"from string import ascii_uppercase\n",
"\n",
"def generate_id(length):\n",
" return \"\".join(random.sample(ascii_uppercase, length))\n",
"\n",
"def synthesize_with_generated_id(synth, time_steps, num_companies, df_exogenous):\n",
" df_synth = []\n",
" for _ in range(num_companies):\n",
" df_temp = synth.synthesize(time_steps, df_exogenous=df_exogenous)\n",
" df_temp[id_idx] = generate_id(random.choice([3, 4]))\n",
" df_synth.append(df_temp)\n",
"\n",
" return pd.concat(df_synth)\n",
"\n",
"num_rows = synth.max_time_steps\n",
"df_synth = synthesize_with_generated_id(synth, num_rows, 25, pd.DataFrame({time_idx: pd.bdate_range(start=\"2013-02-08\", periods=num_rows, freq=\"B\")}))\n",
"df_synth\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the above example the relatively simple `generate_id()` method creates a new company name by sampling from the 26 characters of the alphabet.\n",
"It is possible to generate more complex ID’s for different purposes using the SDK’s [Entity Annotations](https://docs.synthesized.io/sdk/latest/features/compliance/annotations).\n",
"Once again, it is instructive to perform a quick visual check of the generated data. It is a reasonably safe assumption\n",
"that companies from the same industry will perform relatively similarly, therefore a plotting function is defined that\n",
"compares original and synthetic companies from the same industry against one another:\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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uuOOg5dypVlJSglGjRmHz5s3quutQ77zzDgCENYULpfyu3nvvvYivg6qqKqxatQqlpaUYNWoUAGDkyJHIy8vDl19+iYaGhrDHtLS04Msvv4z6nOPHj8eAAQOwdOlSLFu2DM3Nzfj5z3+e0gw+ERF1LAbeREQUl8mTJ2PkyJH4/PPP8eKLLxoCsz179uC2224DAFx++eUdtIdyd3UgPKisq6vDbbfdFjXjrazB3rp1a0zPM23aNPTq1Qv//e9/Dc2xALnh1iOPPAKz2Yxf//rX8f4IaTd9+nT06NEDCxYswCeffGL4XlVVFW6++WZceumlhq7mF1xwAXJzczFv3jwsX77c8Jj3338fTz31FH744Qc1A5xJM2fOBADcdttt2Ldvn3q7KIp4/vnnsXz5cowcOTJqFlsxdOhQHH/88di8eTMee+wxtS8AIK93/9Of/gSPx4NLL71ULR93OBw4++yz0dLSgjvvvBMul0t9jNvtxr333hsxINc766yz0NTUhDlz5rTbwI6IiLomlpoTEVFcLBYLHnroIcyePRtPPvkk3nzzTQwfPhzNzc347rvv4Pf7MWPGDHXMV0e4+OKL8eGHH6pB5dChQ9Hc3Izvv/8eo0ePRs+ePVFbWxv2uKlTp2LZsmW4/fbbMXHiRJSXl+PCCy+M+jxOpxOPPPIIbrzxRtx555144YUXMHjwYNTW1uKHH36AyWTCzTffjDFjxqTzx01IQUEBHnroIfzhD3/An/70JwwaNAiHHnoompqasG7dOrjdbpx66qnqKDcA6Nu3L+655x7cfvvt+N3vfocRI0agb9++2L17N7Zt2waHw4G777673TXj6fKzn/0MM2fOxHPPPYfzzjsP48aNg9PpxObNm7F3717069cPDz74YLvN+xR33HEHZs+ejf/85z9YtmwZDjvsMHg8Hnz//fdoa2vD1KlTcfHFFxsec+211+Knn37Cl19+ienTp+OII46AyWTCDz/8ALvdjl/+8pd47bXXoj7n9OnTMXfuXDQ2NmLKlCkRu6MTEVHXxYw3ERHFbcCAAXjppZcwc+ZMWK1WfPnll9i+fTuOOuooPPnkk7juuus6dP/69++PF198EWeeeSZcLhc+++wz7NmzBxdddBH+/ve/Rw0MTzzxRNx///3o2bMnli9fjs8+++ygzzVmzBi88soruPDCC+H1evHFF19g3759OPnkk7FgwQKcf/75qf7xUubII4/Ev/71L1x44YUQRRErVqzAhg0bMGrUKNx111148MEHw8qdf/azn+HFF1/EtGnT0NjYiC+++AJNTU2YNm0a/vWvf+HII4/soJ9GDn6ffPJJTJw4Edu2bcOXX34Jq9WKmTNn4qWXXsLAgQNj2k5xcTEWLFiA66+/HsXFxfj666/V4/LAAw/g3nvvDTsuDocDzzzzDG644Qb07t0b33zzDdauXYsjjzwS8+bNU6spopWP9+zZU51fz6ZqRETdjyB15vakRERERN3APffcg3fffRdPPfUUJk2aFPZ9v9+PadOmQRRFfPDBBzFl5omIqOtgxpuIiIgoSR9++CFmzJiBr7/+Oux7q1evxtKlS+F0OjF69OiIj//vf/+L2tpa/PznP2fQTUTUDfGdnYiIiChJ+fn52LJlC6699loccsghGDx4MCRJwq5du7B9+3aYzWbcc889cDqd6mMCgQB+//vfo62tDd999x3Kyso6ZSM+IiJKHkvNiYiIiFJg3759eOWVV/DVV1+hsrISkiShrKwM48ePx8UXX4xhw4YZ7r9161bMmjULoiiivLwcf/jDH9SO/ERE1L0w8CYiIiIiIiJKI67xJqIu46abbsIll1zS0btBREREEcydOxeXX355R+8GUafEwJuIuoxHHnkEzz//fEfvBhERUdZ79913cfrpp3f0bhB1GWyuRkRdhtlsjjp/mYiIiIios2LGm6ib2bNnD37/+9/jhBNOwAknnIDf/va32L9/v/r9CRMm4M0338Sll16KSZMmYefOnQCAvXv34uabb8aJJ56I448/Hn/4wx9QUVGRln2sr6/H3XffjVNOOQXHHXccrr76aqxbt079/jfffINJkyZh6dKlOPvss3HGGWcAAO6++27ceuut6v28Xi+eeOIJnH766ZgyZQp+//vf47PPPsOECRPSst9ERERd4Tz70Ucf4YILLsDkyZNx5plnYu7cuVDaOl166aV4+OGHDfevqanBpEmT8MUXXwAAzjrrLPz3v//Fn//8Zxx33HE4+eST8eijj8Lv9wOQz8f33HMPamtrMWHCBNxyyy2G7b399tuYNm0apkyZgpkzZ2LLli1p+TmJupKsD7zfeecdjB8/Ho899lhM9z/ppJMwYsSIsP/+9Kc/pXlPiWJzyy23IBAIYP78+Xjuuedgt9sNwSoAPP/887jyyivxzjvvoF+/fmhoaMCsWbNgtVoxf/58PP/887BYLLj66qvhdrtTun8ejwe/+c1vUFNTgyeffBILFy7EmDFj8Jvf/Abbtm1T7xcIBPCf//wHDz30EF588cWI27rvvvvw6aef4t5778Vrr72G8vJyPProoyndXyIiIr3Ofp7duHEjbrvtNpxzzjl4/fXXcdddd+Gtt97CG2+8AUAOqj/++GM1iAaAJUuWoLS0FJMnT1ZvW7BgASZMmIB///vfuOmmm/DWW2/htddeAyD3XJk9e7b62DvuuEN93K5du/DVV1/hH//4B5577jlIkoQ//vGPKf0ZibqirC0193q9uOOOO7BixQoMGjQo5se9/vrrCAQChtsuvvhijBw5MtW7SJSQffv24fzzz1fH1tx3330QRdFwn6uuugrHHXec+vXrr7+O3Nxc3HvvvbBY5LeFe+65B2+99Raam5vhcDgiPpd+G3pnnnkm/vznP0f83scff4zq6mo8//zzyMvLAwDMnj0bW7ZswQsvvID77rtPve/dd9+Nvn37RtzO/v378cEHH2D+/PkYN24cAOBXv/oVdu3ahTfffDPiY4iIiJLV2c+zlZWVsNlsmD59OpxOJ/r164f//Oc/KCgoAACcccYZeOKJJ7BixQqccMIJAID3338f06dPNyznOuOMM3DuuecCAPr164eVK1di9erVuPjii+F0OlFaWorS0lL06NHD8Pw2mw3333+/uq0bb7wRs2bNwoEDB9CrV6+I+0yUDbI28K6qqkJdXR0WLVoUV4aspKTE8PVnn32G+vp6nH/++aneRaKEXH311Xjsscfwv//9D+Xl5TjmmGPCZseWlpYavl6/fj0mTZqkfhgAAIfDgYsuuqjd51q4cGHE25WAOpKffvoJY8eODbvP5MmT1Svp0fZTb8OGDcjJycERRxxhuP2oo45i4E1ERGnT2c+zkydPxujRo3HOOefg2GOPxfjx43HcccdBEAQAQH5+Pk488UR88MEHOOGEE7B9+3Zs2bIl7PNw//79DV+XlZWhsrKy3f0FgD59+hgC+LKyMgBAW1vbQR9L1J1lbal57969MW/evLBAGgC+/PJLnHvuuTjiiCMwffp0LFq0KOp25s+fjwsvvBBOpzOdu0sUswsvvBCLFi3C6aefjj179uCqq67CQw89lJbnGjBgQMT/Iv1d6Skn/4Pd1h5RFGEymcIex+ZrRESUTp39PGu32zF37lz87W9/w+DBg/HRRx/h7LPPxldffaXe56yzzsLy5cvhcrnw/vvvo7y8PCzQJqLUytqMt/6Ko96GDRtwzTXX4LbbbsOUKVPw/fff4/bbb0dZWZlh3QsA/Pjjj1i7dm3M68OJ0s3v92PTpk0YNWoUpk+fjunTp+OMM87A1VdfjWuvvRaFhYURH3fYYYdhyZIlCAQCauDa1taGt99+G6eccop6tTpUIiVwynO1trYiNzdXvX3lypUYPXp0zD/r0KFD0dLSgk2bNmHEiBHq7WvWrIl5G0RERPHoCufZxsZG1NbW4rDDDsNhhx2Gyy67DHfddRf+/e9/Y9KkSQDk6rDi4mJ88sknWLJkCa699tp4D0XcF8yJsl3WBt7RPPfcc7j88svxy1/+EoBcZrNz50688cYbYYH3/PnzcdZZZ3G9CnUara2tuOaaa3Duuefi/PPPh9vtxptvvolevXq1W5Z2/vnn4/XXX8cdd9yBmTNnAgDmzZuH9evX45xzzon6uERK4E499VS8/PLLuOWWWzB79mzk5eVh0aJFWL16NV5++eUYf1Jg8ODBOOGEE3DHHXfglltuQd++fbFy5UosXbo05m0QERHFoyucZ5ctW4a///3vuPvuuzFixAjs3LkT33zzDaZOnarex2Qy4ayzzsIzzzwDj8eDk0466WA/epgePXqgoaEB3377LYYNG6auISeiyBh4h/j222+xaNEivPTSS+ptfr8fhx9+uOF+FRUV+OSTT/DOO+9keheJoiooKMCTTz6JJ598Em+88QZMJhPGjx+Pp556KmqVBwAUFxdj/vz5+Otf/4pZs2ZBFEWMHz8ezzzzTNSGL4BcAhcvpQTur3/9K6677jp4vV6MHj0a8+bNwyGHHBLXth544AH87W9/w6233oqWlhYcffTRuOGGG3D77bfHvV9EREQH0xXOs+eccw4aGxvxl7/8BVVVVSgpKcGZZ56J3/zmN4b7TZ8+HfPnz8d5553X7j5EM2nSJFx66aX44x//iCOOOAKPP/543NsgyiaCpAz1y2J/+tOf0KNHD9x0002YOnUqzj//fJx88smG+9jtdvTu3Vv9+p577sG+ffswd+7cTO8uEQX5/X6YTCaYTFq7ivfffx+PPPIIPvvssw7cMyIios6tpqYG06ZNwwsvvIBRo0Z19O4QdXvMeIcYNWoUampqDCPGfvrpJ8OVwLq6Orz55pt49tlnO2IXiSjo97//PSwWC6688koUFxdj69atmDt3Lk488cSO3jUiIqJOyePxYNeuXViwYAGOOOIIBt1EGZK1Xc2jueyyy/Dqq69i4cKFqKiowP/+9z/MmjXLsG70X//6F4YNG4ajjjqqA/eUiG699Vbk5eVh9uzZOPvss/HII4/gpJNOwq233trRu0ZERNQprV69GjNmzEB9fT3uvvvujt4doqzBUnMYS80B4IsvvsBf//pXbN68GSUlJbjiiitwySWXQBAEuN1unHjiibjzzjsNTSqIiIiIiIiIImHgTURERERERJRGLDUnIiIiIiIiSiMG3kRERERERERpxMCbiIiIiIiIKI2ycpzYxl0SehQBFrPQ0bvSJfgDEmoawGOWQjymqcHjmHo8pqmR7uNY5Ez5JjOG5+D48G8y9XhMU4PHMfV4TFMjnccxmfNv1ma82VIudsqx4jFLHR7T1OBxTD0e09TgcWwfj0vs+FpKPR7T1OBxTD0e09TorMcxawNvIiIiIiIiokxg4E1ERERERESURgy8iYiIiIiIiNKIgTcRERERERFRGjHwJiIiIiIiIkojBt5EREREREREacTAm4iIiIiIiCiNGHgTERERERERpREDbyIiIiIiIqI0YuBNRERERERElEYMvImIiIiIiIjSiIE3ERERERERURox8CYiIiIiIiJKIwbeRERERERERGnEwJuIMkaSJKz5egsqdlV39K4QEREREWUMA28iypgfv9uBm66bh99e+RT8/kBH7w4RERERUUYw8CaijNlbUQMAaKhvQYvL3cF7Q0RERESUGQy8iShjAn5R929mvImIiIgoOzDwJqKM0ZeXBwJiO/ckIiIiIuo+GHgTUcbog22/n4E3EREREWUHBt5ElDH6wDsQYKk5EREREWUHBt5ElDH6UnNmvImIiIgoWzDwJqKMYcabiIiIiLIRA28iyhh9J/MAM95ERERElCUYeBNRxhgz3gy8iYiIiCg7MPAmoowxdjVnqTkRERERZQcG3kSUMZzjTURERETZiIE3EWUMM95ERERElI0YeBNRxvjZXI2IiIiIslCHB94fffQRfv7zn+Pwww/HWWedhc8++yzqfX0+Hx588EEcffTROProo/HAAw/A5/NlcG+JKBn6YJsZbyIiIiLKFh0aeH/55Ze46aabcMEFF2Dx4sW44IILcP3112Pnzp0R7//II49g1apVmD9/PubNm4dVq1Zhzpw5md1pIkoYu5oTERERUTbq0MB76dKl+NWvfoVf/epXGDhwIC655BIcccQR+Oijj8LuW19fj3//+9+4//77MWbMGIwdOxaPPvooXn31VTQ2NnbA3hNRvIxzvJnxJiIiIqLsYOnIJ7/jjjvCbsvLy4MgCGG3f/vtt+jZsyfGjh2r3jZq1Cj06tUL3377LU466aS07isRJY/N1YiIiIgoG3Vo4K0nSRIWL16Mb775BrfeemvY9/fs2YMBAwaE3T548GDs2bMn7ueTP/NLCexp9lHiIx6z1MnWY+rTrfH2+kT4/Mn97Nl6HNOJxzQ10n8cwy9QdyV8fcWOf5Opx2OaGjyOqcdjmhrpPY6Jn387ReD9/PPP4/HHH0cgEMADDzyAQYMGhd2ntbUVhYWFYbfn5uaipaUl7udsdCW0q1mNxyz1su2YtrVpWe7G5gBqU7RKJNuOYybwmKZGuo5jWVF6tpspfH3Fj8cs9XhMU4PHMfV4TFMjHccxmfNvpwi8zzvvPBx//PFYt24d5syZA6vVirPOOstwn9zcXLjd7rDHNjY2Ijc3N+7nLHQCFnPCu5xV/AH5hctjljrZekzNJi3j7bCJKA2/lhaXbD2O6cRjmho8ju3jcYkdX0upx2OaGjyOqcdjmhqd9Th2isC7oKAABQUFOPTQQyFJEubPnx8WePfv3x87duwIe2y0EvSDsZgBq6Vrl+pljlyiwWOWStl5TAMB3bpuUUzBz56dxzG9eExTg8exPTwu8eBrKfV4TFODxzH1eExTo3Mexw7tav7nP/8ZS5cuNdxms9ng8XjC7jt+/Hjs378fGzduVG9bt24dqqqqMH78+LTvKxElzzhOjM3ViIiIiCg7dGjgXVZWhjvvvBPvv/8+du/ejY8//hgPPfQQzj33XHi9XsycORPvv/8+AKCkpAS//OUvccstt+CHH37A+vXrcfvtt+OCCy5AUVFRR/4YRBQjY1dzzvEmIiIiouzQoaXmN9xwA+x2Ox5//HEcOHAAffr0wYwZMzBjxgy0tbVh+/btqKmpUe//pz/9CY8++iiuvPJKAMBZZ52FW265paN2n4jiZJjjHWDgTURERETZoUMDb7PZjGuvvRbXXntt2Pdyc3Px6aefGm6z2Wy4/fbbcfvtt2doD4kolQJ+zvEmIiIiouzToaXmRJRd/Mx4ExEREVEWYuBNRBljaK7GjDcRERERZQkG3kSUMcbAmxlvIiIiIsoODLyJKGP0peZ+jhMjIiIioizBwJuIMoYZbyIiIiLKRgy8iShj2NWciIiIiLIRA28iyphAgF3NiYiIiCj7MPAmooxhV3MiIiIiykYMvIkoY/yGUnNmvImIiIgoOzDwJqKMMZaaM+NNRERERNmBgTcRZUyAGW8iIiIiykIMvIkoIyRJMq7xZnM1IiIiIsoSDLyJKCPEkECbzdWIiIiIKFsw8CaijAgtLWfGm4iIiIiyBQNvIsqI0GZqfma8iYiIiChLMPAmoowIzXAz401ERERE2YKBNxFlRGipOTPeRERERJQtGHgTUUaElpoz401ERERE2YKBNxFlRFhzNWa8iYiIiChLMPAmooxgxpuIiIiIshUDbyLKiADXeBMRERFRlmLgTUQZERp4h35NRERERNRdMfAmoozgHG8iIiIiylYMvIkoI8Kaq3GNNxERERFlCQbeRJQRYc3VWGpORERERFmCgTcRZURohpul5kRERESULRh4E1FGsNSciIiIiLIVA28iyohIzdUkSeqgvSEiIiIiyhwG3kSUEZEy3KLIwJuIiIiIuj8G3kSUEYEIa7oj3UZERERE1N0w8CaijIiU8eY6byIiIiLKBgy8iSgjQpurybcx401ERERE3R8DbyLKiIil5sx4ExEREVEWYOBNRBkRKchmxpuIiIiIsgEDbyLKiEil5sx4ExEREVE2YOBNRBkROscbYMabiIiIiLIDA28iyohApIx3hNuIiIiIiLobBt5ElBGRMt4MvImIiIgoGzDwJqKMiDzHm6XmRERERNT9MfAmooyIPMebGW8iIiIi6v4YeBNRRrC5GhERERFlKwbeRJQRHCdGRERERNmKgTcRZUTkrubMeBMRERFR98fAm4gyImJXc2a8iYiIiCgLMPAmooyIlPHmGm8iIiIiygYdGnj7fD489thjmDJlCo488kjceOONqKuri3r/hoYGjBgxIuy/7777LnM7TUQJUTLeVptFdxsz3kRERETU/VkOfpf0eeKJJ7Bs2TLMnTsXJpMJf/nLX3DLLbdg/vz5Ee9fWVkJm82GZcuWGW4vKirKwN4SUTKUINtut8Ln9QNgxpuIiIiIskOHBt5vvfUW7r//fhx++OEAgDlz5mDy5Mmoq6tDSUlJ2P0rKytRVlaGsrKyTO8qESVJ6WpuY8abiIiIiLJMhwbezz33HIYMGaJ+7ff7271/ZWUlevXqle7dIqI0UErN7Xardhsz3kRERESUBTp0jffIkSNht9vVr1977TUMHTo0YrYbkAPv5uZmXHrppZg8eTJ+/etf48cff8zU7hJREtSMtz7wZsabiIiIiLJAh2a89b7//nvMnTsXzzzzTNT7DB8+HHV1dTjllFPQs2dPLFy4EJdffjkWL16M3r17x/V8cqJNSm6ns4SSlOQxS51sPKZ+XzDj7dACb48nAJ8/8Z8/G49juvGYpkb6j6OQhm1mDl9fsePfZOrxmKYGj2Pq8ZimRnqPY+Ln304ReFdXV+P666/HjBkzcOyxx0a939SpUzF16lT163vvvRc7duzA66+/jtmzZ8f1nI2uhHc3a/GYpV42HdM2j5zdNpm1wLvJJaK2MfltZ9NxzBQe09RI13EsK0rPdjOFr6/48ZilHo9pavA4ph6PaWqk4zgmc/7t8MDb4/Hguuuuw+GHH44bb7wx7sePGzcOe/bsiftxhU7AYo77YVnJH5BfuDxmqZONx9QE+fKjw6H9wHZrAKWFiW8zG49juvGYpgaPY/t4XGLH11Lq8ZimBo9j6vGYpkZnPY4dHnjfdttt8Pv9eOyxx2Aytb/kfM6cORgyZAjOP/989bYtW7Zg1KhRcT+vxQxYLV27VC9z5BINHrNUyr5jKonBNd5WMywWszxKTBKT/Pmz7zimH49pavA4tofHJR58LaUej2lq8DimHo9panTO49ihzdXmzp2L5cuX4/7774fL5UJ1dTWqq6vhdrsBAIsXL8asWbPg9XoBAIMHD8acOXPwySefoKKiAn/729/w1Vdf4bzzzuvIH4OIYqA0VzNbzDCb5beegJ/N1YiIiIio++vQjPcTTzwBURRxzjnnGG5/6KGHcO6556Kqqgo7duyAGMyU/d///R+am5vxwAMPoLa2FqNGjcJzzz2H/v37d8TuE1EclA7mZrMJFosZHo9PznoTEREREXVzHRp4b9iwod3vz5gxAzNmzDDcNnPmTMycOTOdu0VEaaDM8bZYzDBbghlvjhMjIiIioizQoaXmRJQ91FJzs0ktNWfGm4iIiIiyAQNvIsoItdTcYoI52GKSGW8iIiIiygYMvIkoIwJ+rdTcYmHGm4iIiIiyBwNvIsoIfXM1s5kZbyIiIiLKHgy8iSgjtFJzLeMdYMabiIiIiLIAA28iygilrFzfXI0ZbyIiIiLKBgy8iSgjDKXmweZqXONNRERERNmAgTcRZYS+uRoz3kRERESUTRh4E1FG6DPeFjXjzcCbiIiIiLo/Bt5ElBGBYJBtsWiBdyDAUnMiIiIi6v4YeBNRRmjN1XSl5sx4ExEREVEWYOBNRBmhlJqbLFpzNY4TIyIiIqJswMCbiDJCCbwtuow313gTERERUTZg4E1EaRcIiJAkCQBgtphgsbCrORERERFlDwbeRJR2+gDbbDbBbOYcbyIiIiLKHgy8iSjt9Gu5LRazlvFm4E1EREREWYCBNxGlXXjGm6XmRERERJQ9GHgTUdrpA2yLxax2NWepORERERFlAwbeRJR2+gDbbDbBzOZqRERERJRFGHgTUdoFdGPDTGYTLMx4ExEREVEWYeBNRGnnD2muxjXeRERERJRNGHgTUdqFNldTMt76TDgRERERUXfFwJuI0s7YXE3f1Zyl5kRERETU/THwJqK008/rNhu6mjPjTURERETdHwNvIko7zvEmIiIiomzGwJuI0i60uRq7mhMRERFRNmHgTURpF95cjRlvIiIiIsoeDLyJKO0MgbfFBLNZzniLARGSJHXUbhERERERZQQDbyJKO31JudlshtmivfUw601ERERE3R0DbyJKO/28brm5mln9muu8iYiIiKi7Y+BNRGlnnONtVtd4Awy8iYiIiKj7Y+BNRGlnLDXXxokBxmw4EREREVF3xMCbiNJONGS8Teo4MQAIMONNRERERN0cA28iSjtDxtvC5mpERERElF0YeBNR2oXO8TY2V2PgTURERETdGwNvIko74xzv0Iw3S82JiIiIqHtj4E1EaRfaXE2/xpsZbyIiIiLq7hh4E1HahZeaM+NNRERERNmDgTcRpZ2S8RYEISzjzXFiRERERNTdMfAmorRTMt5KptuY8WbgTURERETdGwNvIko7MZjVtgSbqhnXeLPUnIiIiIi6NwbeRJR2SnCtjBHjHG8iIiIiyiYMvIko7dRSc4tSas6MNxERERFlDwbeRJR2WsZbKTXXZbzZXI2IiIiIujkG3kSUdlrGO1hqzow3EREREWURBt5ElHZK4K01V+MabyIiIiLKHh0aePt8Pjz22GOYMmUKjjzySNx4442oq6tr9zFr1qzB+eefj3HjxuG8887DmjVrMrS3RJSosOZq+nFizHgTERERUTfXoYH3E088gaVLl2Lu3Ll45ZVX0NzcjFtuuSXq/ffu3Ysrr7wSZ5xxBhYtWoTTTz8dV155Jfbv35/BvSaieImhc7w5ToyIiIiIskiHBt5vvfUWbr75Zhx++OEYPXo05syZg+XLl0fNer/88ssoLy/HFVdcgYEDB+Kqq67CpEmT8Morr2R4z4koHqGl5hwnRkRERETZpEMD7+eeew7HHHOM+rXf72/3/qtWrcIZZ5xhuO20007DypUr07J/RJQaSlbbFCw1txgy3gy8iYiIiKh7s3Tkk48cOdLw9WuvvYahQ4eipKQk4v337NmDgQMHGm4bMmQI9uzZE/dzy3GAFPfjspFSCcxjljrZdkx9Pm2cmM8vQZQE9XteXwA+f2LHINuOYybwmKZG+o+jcPC7dGJ8fcWOf5Opx2OaGjyOqcdjmhrpPY6Jn387NPDW+/777zF37lw888wzUe/T2tqKgoICw205OTloaWmJ+/kaXXE/JOvxmKVethzT1jY5qy3BhNpGQBS1Ypum5gBqG5PbfrYcx0ziMU2NdB3HsqL0bDdT+PqKH49Z6vGYpgaPY+rxmKZGOo5jMuffThF4V1dX4/rrr8eMGTNw7LHHRr1fbm4u3G634bampibk5ubG/ZyFTkBX7Urt8AfkFy6PWepk2zG1mOTA224zobQQAEwwmQSIogSHTQzeFr9sO46ZwGOaGjyO7eNxiR1fS6nHY5oaPI6px2OaGp31OHZ44O3xeHDdddfh8MMPx4033tjuffv164cdO3Zg7Nix6m0VFRUYMGBA3M9rMQNWS9cu1cscuUSDxyyVsuuYiqIceFutZvXnNVvMEL1+SKKYxDHIruOYGTymqcHj2B4el3jwtZR6PKapweOYejymqdE5j2OHNlcDgNtuuw1+vx+PPfYYTKb2d+foo4/Gxx9/bLjtww8/xKRJk9K5i0SUJGVWt35+t/JvdjUnIiIiou6uQwPvuXPnYvny5bj//vvhcrlQXV2N6upqtZx88eLFmDVrFrxeLwDg17/+NVasWIH58+ejoqICzz//PL7++mtccsklHfljENFBKMG1fn630tmcc7yJiIiIqLvr0FLzJ554AqIo4pxzzjHc/tBDD+Hcc89FVVUVduzYoZap9u/fH88++ywefPBBPPnkkzj00EMxb9489OvXryN2n4hipATX+vndzHgTERERUbbo0MB7w4YN7X5/xowZmDFjhuG2CRMm4M0330znbhFRiqkZb3N4xjvAjDcRERERdXMdvsabiLo/JfC26DPewX8H/Mx4ExEREVH3xsCbiNLO305zNX+AGW8iIiIi6t4YeBNR2rVfas6MNxERERF1bwy8iSjtlHXclgjN1djVnIiIiIi6OwbeRJR2WsZbe8thczUiIiIiyhYMvIko7ZRycv0cb44TIyIiIqJswcCbiNIuYnO1YBDu5xpvIiIiIurmGHgTUdpFaq6mjhNjV3MiIiIi6uYYeBNR2kWa420xM+NNRERERNmBgTcRpZ1aaq7vam7hGm8iIiIiyg4MvIko7bSMd6Q53iw1JyIiIqLujYE3EaVdIFJzNXY1JyIiIqIswcCbiNIu0hxvras5M95ERERE1L0x8CaitBJFEaIoAeAcbyIiIiLKTkkF3vv27cOqVavg8XgAyB+wiYj09IG1PuNttcpBuM/HjDcRERERdW8JBd6tra24+uqrcdJJJ2HGjBmoqqrCN998g2nTpqG2tjbV+0hEXZg+8NY3V7M7rAAAj9ub8X0iIiIiIsqkhALvxx9/HFVVVfjf//4Hh8MBABg6dCh69+6NRx55JKU7SERdm34Ntz7jnZNjBwC0tTHwJiIiIqLuLaHAe9myZbjrrrvQp08f9baioiL8/ve/x6effpqqfSOibiDgj1xq7sixAQDcDLyJiIiIqJtLKPCur69HWVlZ2O1FRUXw+XxJ7xQRdR/RSs1zgoF3W6sn4/tERERERJRJCQXeI0eOxEcffRR2+0cffYSRI0cmvVNE1H0E9KXmlvCMdyAgwufzZ3y/iIiIiIgyxZLIg66//npce+21qK2thdvtxtKlS1FZWYmFCxdi7ty5qd5HIurCvLqg2mrV3nJycu3qv9tavbAWJvR2RERERETU6SWU8T7mmGMwf/58/Pjjj5AkCU888QTWr1+PefPmYfLkyaneRyLqwrweLfC22bTg2uGwqf/mOm8iIiIi6s4STjFNnDgRL7zwQgp3hYi6I30Zuc1uVf+dk6sF3m1tXOdNRERERN1XUrWdkiRFbKZms9ki3JuIslG0jLfSXA1gxpuIiIiIureEAu9Nmzbh9ttvx4YNGxAIBMK+v2HDhqR3jIi6B69XH3jrMt45ujXeDLyJiIiIqBtLKPC+4447kJubi6eeego5OTmp3ici6ka8Xq0qxmrTxok5mPEmIiIioiyRcMb7jTfewNChQ1O9P0TUzRhLzfUZb90ab87yJiIiIqJuLKGu5oMHD4bb7U71vhBRN+TTl5rbdV3N9RlvNzPe0az7fid+e9XTWLn8p47eFSIiIiJKUEIZ79tuuw2PPPIILrvsMhQWFoZ9f+LEiUnvGBF1D/pSc31zNbtDn/Fm4B3NW6+twI9rd0CAgMnHHdbRu0NERERECUgo8PZ6vdiwYQNmz54d9j1BENhcjYhUhuZqunFiZrMJdrsVHo+v263x9vn8qNhVjSGH9oYgCElty9XUCgBoZTk+ERERUZeVUOB93333Yfr06fj9738Ph8OR6n0ios5EFGFtaILfmQdJt0Y7VkrgbTIJMJuNq1tycm3weHzdbo73Q3f+G59+8j1+e8s5OPv/piS1LSXg9nnDRzcSERERUdeQUOB94MABzJo1CwUFBaneHyLqZGxVdcjdvQ9+Zy5ch8XfUNEXbK5ms1nCsr+OHBtQ39Ltxolt+qkCALBl096kt6UcG32TOiIiIiLqWhJqrjZ58mT8+OOPqd4XIuqEzB4542ryJBYcK2u89WXmCmWWd3crNVey1H5/IOlttbXI29KX7BMRERFR15JQxvuYY47Bo48+ii1btqB3795h37/ggguS3jEi6iQk5f9Su3eLRgkYrdbwtxuls3l3y3grpfMpCbzblMCbpeZEREREXVVCgfdzzz0Hk8mEd955J+x7giAw8CbqToIBtyAmGHjrSs1DKbO8u9Mc74A/oP7Mfl8KAu9WlpoTERERdXUJBd7Lli1L9X4QUSclKJnuhDPeSql59Ix3d5rj3ab7WZLNeAf8AXg88vHzev2QJCnpLulERERElHkJrfEmoiySdOAdLDWP0BFdWePdneZ463+WZDPe+iBekqSUlK4TERERUeYllPG+4IIL2s26/Pvf/054h4iok1FKzZV/x5lx9Xmjl5qrGe9uNE5MXzafbKAcekHC6/FHXCtPRERERJ1bQp/gjjvuOMPXkiRh586dWLlyJdd3E3U3+kx3AoG3kvGOVGqek9v9mqvpA29f0oG38YKE1+tHXlJbJCIiIqKOkFDgPXv27Ii3L1iwANXV1UntEBF1LoamaqIU9wIVb3CNsi1CqbnDoWS8u1Hg3ZbCUvOwwJudzYmIiIi6opSu8T755JPx1ltvpXKTRNTRdBlvIYF13toab3PY93Jyg2u8u1PgncpS87bwUnMiIiIi6npSGnhv2LABgQCb/xB1K6Gl5nFSS80jZbyDa7x9Xj8C3aRxWKs+8E4y493awow3ERFRPLa0NmJJzW54xe7xuYK6j4RKzf/yl7+E3VZTU4MPPvgAZ599dtI7RUSdhxCS8Y439NZKzaPP8QbkDt5OZ05C+9iZGLqaJ53xDl/jTURERNE9uftHNPq9yDVbcHxx347eHSJVQoH32rVrw27Ly8vDDTfcgF//+tdJ7xQRdSL6SFtMIuPdzhxvQA5Yu2LgvX3rfuTn56CsVxEAY7Cc/BpvlpoTERHFSpQkNPrlc2edr/tMTKHuIaHA++WXX071fhBRZ5VkqbnPF73UXJnjDXTNBmvbNu/DVZc8AWe+A/9ZfDscDhvcKe1q7jZ8zVJzIiLq7up9HjjNVlhN8a+I1ZeXe1hqTp1MStd4J+udd97B+PHj8dhjj0X8fkNDA0aMGBH233fffZfZHSXKIsZSczHuxytZ2vbmeAPhZdVdweqvNkOSJDQ3taGqsgGAcY13suvWmfEmIqJssq21Eb/btAL3bf8WUiJ9ZXSfUxh4U2cTc8b72GOPjXmjX3zxRVw74fV6cccdd2DFihUYNGhQ1PtVVlbCZrNh2bJlhtuLioriej4iikOqmqu1M8cb6JoZ7y0b96r/djW3ATAGy75kS81DLkb4uMabiIi6sa2tTZAA7HI3wyeJsAnhE1Haw4w3dWYxB95/+MMf0rYTVVVVqKurw6JFi/Doo49GvV9lZSXKyspQVlaWtn0hohCGwDv+hyvl0VZrhIy3w7jGu6vZuilC4N2WunFirSFzvD0elpoTEVH3pQ+c/ZIEWzv3jfh4ZrypE4s58D7nnHPSthO9e/fGvHnzIAhCu/errKxEr1690rYfRBTOUGouxldqLkmSrtQ8whrvXN0ab3fXCrxbW9zYs7tG/drlktdjG7qap7q5Gtd4ExFRN+aRtPOmL4HlbT7d5xQ3A2/qZBJqrgYAdXV1ePnll/HDDz8AAI444ghccsklKCkpiX8nLLHtRmVlJZqbm3HppZdiy5YtGDp0KG655RYcfvjhcT+nnIhKIH2XhZSkHY9Z6nSlY6pfYxXwS/D5Y99f/fgrs8Uc9liLVQvGXS5PXNsGOvY4btq4z3BsGhta4fNLaGkxZry9PvGgFxWjaQmZ493W5o/7GMWrK702O7P0H8fEXlOdBV9fsePfZOrxmKaGchwbvD58WbsPRzh7oJ89L6lttukqxdp8AeTG+ftp1V3wdgcCaT9nphpfm6mR3uOY+Pk3ocB7165duOiii1BaWopjjjkGgiDgk08+wWuvvYaFCxdi4MCBCe9Qe4YPH466ujqccsop6NmzJxYuXIjLL78cixcvRu/evePaVqMrLbvYrfGYpV5XOKbFAe0Nq7lFQjy73NqiZWi9AStqG43f9/u1IrLaOm/Y92PVEcfxh+/3Gb6urnGjthFobjYGy1V1IiyW+NaoKZqajNtqaPIlfIzi1RVem11Buo5jWVF6tpspfH3Fj8cs9XhMU+P9qgosc+3CNw01uK5HeVLbavJoGevqJjHuSKXWowXerb5Axs6ZqcbXZmqk4zgmc/5NKPB++OGHceKJJ+LBBx803H7rrbfi4YcfxtNPP534HrVj6tSpmDp1qvr1vffeix07duD111/H7Nmz49pWoRNI8LNw1vEH5Bcuj1nqdKVjahK0wDs/R4K9MPbHmgPaCbCkyILSsMeaYbWa4fMFYIInwvfb15HHcd/uvYavRX8bSgsBv9dYHl6YG4AjJ7GdC/iM27Ka/HEfo3h1pddmZ8bj2D4el9jxtZR6PKapoRzHVkG+SFwvtiV9jjK1aJ8bnHkiSh3xPb6iWQvc/aZA2s+ZqcbXZmp01uOYUOC9evVq/Oc//wm7/YorrsCFF16Y9E7FY9y4cdizZ0/cj7OYAaula5fqZY4cePGYpVLXOab6Nd4WQYIUx/6KolZqnpNjjfiz5uTa4Wtshc/jS+BYdNxx3L7ZGHi3tbhhtQhwu41ZagFiwvvWFtJcze/zZ+Dn7Dqvzc6Nx7E9PC7x4Gsp9XhMU0M+jn7IwbIr4IPZDJgSXF4lb0sLnCWTFPfvRzRpj/eKiZ9/Ow5fm6nROY9jQnO8o61XTGTeXjzmzJmD119/3XDbli1b0KdPn7Q+L1FW0/1ZC3H+jevnTkea4w1onc270hxvr9ePndsPGG5rbgofJwYkN1Is9Jh4OU6MiIg6GW+woZkEOfhOhsfQ1Ty55mrsak6dTUKB96RJkzBv3rywQPvZZ5/F0UcfnZIdA4DFixdj1qxZ8AZLNwcPHow5c+bgk08+QUVFBf72t7/hq6++wnnnnZey5yQiHUkyBtvxBt66LtzWKIG3Msu7K83x3rmtEoGAfHJX5pO7XHLgHToCLJmRYqHHhF3NiYios/HqOpE3+ZM7l+uD5US6mnOcGHVmCZWa//GPf8RFF12EM888U22u9uWXX8LlcmHhwoUp27mqqirs2LEDYvDq1f/93/+hubkZDzzwAGprazFq1Cg899xz6N+/f8qek4jaEXfgHUfGuwvN8d68USszHzN2MNas3gpXcxv8/gB8IVnpZEaKtYZ0NddXEBBlu6bGNuzf24BhI3vDZOo8pYRE2caryzI3+5O7QKzfVkKBty7YDkCCXxRhMSWUZyRKuYQC7wEDBmDRokVYuHAh1q1bBwCYNm0aLrroooTGiek9/PDD6r9nzJiBGTNmGL4/c+ZMzJw5M6nnIKIYhQTagphEqbk9fI43oM3yjnWO97Yt+7Duu504/awJMFsibzPdtmyS+0qU9SxEv4E9goG3O2LWPtGMt8/nD3ssS82JNH954H3s39uAa353MsZNGNzRu0OUtfQBclMguYvo+uy5vmw85seHPMYjBWBJrMCXKOUSCrwvuuginH/++Zg5cyZyc3NTvU9E1FmEZriTKDWPmvHOUTLesa3xvudPr2DP7mpAAKb+YnJc+5MqWzfJo8SGjuiH/Hz5PbDF1RbxZ0g04x2pAoCl5kSaxoZWAMCuHbUMvIk6kD7L3JTCjHcia7z1gTsgz/LOM3fMRXqiUAldAhoxYgTmzJmDY489FrfddhvWrl2b6v0iok4gLMMdZ+Dt82onQJstSsY7GHjHkvGWJAn79tYCAKoPdMxwzoA/gG1b5MB72Mh+cObLs05czW1h67sBwOdPLEsdcVssNSdSaX977g7eE6Lspl9X3dzBa7xDs+Qeieu8qfNIKPC+++678cUXX+DRRx+Fy+XC5ZdfjjPPPBMLFixATU1NqveRiDpKaKl5Mhlv+8Ey3gc/WbvdPojBpmaha6kzZfeuarWEftiIvnA6c+T98QXQUN8Sdv+AP/4PDoCxAkA5Riw1J9LkK4F3EwNvoo5kyHinsKt5QqXmIcE6G6xRZ5LwogeLxYJTTjkFf/vb37BixQrMnDkTCxYswIknnpjC3SOiDpV0qfnBm6vl5ATXeMfQ1by1RfuA7fUZg1DTnj1AW1tc+5eILZu0xmrDRvSHMz9H/bqmKjwL7/MlFizrj0dhUR4AlpoT6TkL5MC7mRlvog6Vqoy3JEmGbSXbXA1g4E2dS0JrvPW2b9+Od955B++++y68Xi/OPffcVOwXEXUCYRnuZJqrRSk1VzPeMczxbnFpH7D1GW/rDz+g4LE58A8eBNeDD8S1j/HaGgy8CwpzUdarEHk7Her3qg40hN3fn2DGW3+RobAoDwf217OrOZFOPkvNiTqcKEnG5mpJBN6hgXZCa7xDS80ZeFMnklDgXVNTg/feew+LFi3Cxo0bUV5ejhtuuAFnnHEGHA7HwTdARF1DCkvNrTZzxPvEM8dbH3jrO35bdu2U/79zFyCKQBpHh2wJjhIbNrIfBEEwZLwjBt4JZrzbdMejSM14M/AmUnCNN1HH88MY6CYzTiw0aPbF+ZkDiFRqntjFb6J0SCjwPuGEE9CjRw/84he/wBNPPIGBAwemer+IqDMIPeclWGpusZhhihIMK3O83W4fRFGMej8AcLm0UnJ9xlvw6U70Xi+QpguAoiiqHc2HjegPAMg/SKl5ohlv/RrvApaaE4VRSs1dzR6IosRZ3kQdwBfSvCyZcWKh2elE1nj7QrbhFnnBmjqPhALvp59+Gscdd1y7H5CJqOsLzXDHm/H2eeRAMVpjNUCb4w0AHrfP8HWo1hYtGNWv8dYH3oLbDSlNgff+fXVoCZaADxvRFwAMGe/qiIF38l3N1TXeLDUnUiml5pIkobXFo2bAiShzQsvDWwJ++CURFiH+GCG0A3li48SY8abOK6HI+YQTTmDQTZQNkl3jHZxhHa2xGqCt8QYOPsvbuMZbd4LWB96e2OaBJ0IpMwfkUnMAyHNqH/arI5Sa+xKd4x0sNbdYzOpzsNScSKMPtFluTtQxIjVAcyVYbh5eap78Gu/QZmtEHYnRMxFFl2xXcyXjHaWxGqDN8QaAtoPM8m6JpdQ8jYG3Umaem2dH3/6lAACr1QKHQ/756utcAKB+DchzvxPhDl6EyMm1wW6Xt8dScyKNUmoOAM0cKUbUIbwR5mQnOlIsNEj2J1JqLoWWmjPwps6DgTcRRRVeah7fSVDJ0LZXaq7PeLsPMsvbkPGOWmqezoz3HgDAocP7Gqp+8nTl5gDgLMhV/51oxlspNc/JsasVA16PH1ICzWaIuqN8XcabI8WIOkakrHSiI8XC1nizqzl1Mwy8iSi6JDPeSla6vVJzZY43YOzkHUmLbo23PuNtLDVPzwdwSZLUGd7DhvczfM/pNAbeBQXa1/4EM95twYsQObl2w4WLRAN5ou4mX/d3xlJzoo4RmmEGEh8p5pFSUWrOOd7UeTHwJqLowgLv+B6ulJpbrTGu8T7ILO+OzHjXVDehob4FgLa+W6EPAADAma9lvP3JZrxzbYZSfZabE8lsdos6ptDFUnOiDhE5452aUvOEAu+w5moMvKnzYOBNRNGFlprHud5KKzVvZ413rq7U/GAZb90ab6+uuVom1nhv3aQ1Vhsa7GiucIaUmufm2WGxyAGBL+GMd3ipOcDO5kSKZ/f8BJ9DHiHGUnOijqHPeCsD/RIdKZaSNd4sNadOjIE3EUUVNj4swTne7XY1d+gz3omt8c5EqbnS0dxqs2DQkF6G7zmdxjFGOTk2WKxy4J1wc7XgscjNM5aas7M5keybpmqIufLHGJaaE3UMfYa50CKfz5s6qKu5XxIRCCnNY+BNnQkDbyKKLkVrvK3trfHWze0+aMY7yhpvQV92nmCp+csLPsHN181DQ70r4veV9d2HDO2jZrMVoc3VcnJ1Ge+km6uFlJp7WGpOBAC5ZgukHJaaE3Uk/aztHlb5InTCzdWk5ErNQ7PdALuaU+fCwJuIoguJs8My4AcRS6m51WqGySy/FcUzx9vQtCzJUnOvx4cX532Eb7/egg/f+ybifdTGaiFl5kB4qbkjxwZrkhlvtdQ8z1hq7mPGmwgA4DRbgWDGm6XmRB1DGSdmhoAiq3whPfFxYiEZ73iXt+kCdZsgvzcw402dCQNvIooqLNAWE53jHT3jLQiCOsvbHcccb2+UOd5CAoF3Y2MrxODPtmtHVfj3G1pQVdkAILyxGhBeap6ba4c5yYy3Unafk2M3XLhgqTmRLN9shZTLjDdRR1LWeNtMJhQES81TNU7MH+/Fft3j8y3WiNsk6kgMvIkourA53qlf4w0AeXly4FpX09zu/VpadGu8DYG3dpJPpNS8ualV/ffunQfCvm9srBYh8I5Qam4NBt4JjxNr0Xc11zdXY6k5EQA4LbrAu9nNGfdEHUApB7eZzCgwy8Fu6rqax3f+1GfInWb5IgADb+pMGHgTUXShGe4EA+/21ngDwMgxAwEAa1ZvjXofn89v6OgdCIgQlZOsodQ8/sxXU6MWeO/aXhX2AV4pMzeZTTjk0D5hjw8dJ5aTY1Mz3omME5MkSR2tlptrNxw/ZryJZPpSc58vAA87/hNlnBp4CybkBzPeraI/7jJxIHyOd9wZb93j1Yx3AiPJiNKFgTcRRZV0V/MYSs0BYOLRwwEAeytqsG9PbcT7tLaEZ7J9wZFigj+55mr6wLulxY3amibD97ds2gcAGDS4J+yO8PXqTmeEjLc18Yy31+NXS9/DS82Z8SYC5MBbyXgDLDcn6ghetdTcrJaaA0BzAuu8wzLe8a7x1peaB7PvXjEAkdUw1Ekw8Cai6MLmeKe+uRoATAgG3gCwetWmiPdx6dZ3K5SRYsmu8dYH3gCwa7ux3FwZJRZpfTcQudTckkTg3aprMpeTyzneRJHoS80BjhQj6gh+tdTcpAa7QGLrvJMdJxYp4y0lsB2idGHgTUTRJTtOzBfbGu9evYsxcHBPAMA3qzZHvI++o7lh+5IUMsc7kcC7xfD1rp1ag7XWFjf2VtQAAIYOjxx45+WHzPHOtSU1TqwtNPDmHG+iME6zFcjRPsawszlR5qkZb8GY8W5KIPAOXY/tk8S4ejcYM97avnCdN3UWDLyJKKrkS81jC7wBLeu99putEbPEkUvN/UAgYNzPBAJvfXM1ANit62y+bct+9cQfNeMdWmqeo2W8ExknpqzvBpTmaloWwcPmakQAWGpO1Bn4oGW8CyzauSqRkWLeCM3UAnF87vBFyHgDDLyp82DgTUTRhZaaR7gtmkBAVAPog5WaA8DEo0cAkAPsn37cFfb9liil5iaf8eQuuJNrrgYAu3ZopeZKmTkADB0ePsMbCB8nlpNrg8Wcoox3jrZeHGCpOZHCabYCDhMkQf6aGW+izPPp1njnma0I/jkmVGruCZaam9StxFcmri9V15e9uxl4UyfBwJuIoosUZMcYeCtl5kBsGe8jyg9Ru3evjlBuHrHU3BuAEDK2JKFS89CMt67UXOlo3m9AD+SFBNgKs8WM3Dy7+nVurkMNlhPKeLdqH1hy8+wQBEEtN2dzNSJZvsUKCIJabs413kSZp+9qbhIENeBd21yDOl9852OlVDzPrH1miC/w1s63Tma8qRNi4E1EUQmRYuwYG6zpM7MHGycGAA6HDWPHDQEAfLMyvMGaK8oa79DAO5FS89CMd32dC40N8rpvJfAeFmF+t56+3DwnVxsnllDGW19qniOvU1PKzbnGm0jmDH7AV2d5s9ScKON8uuZqADDA4QQAbGxpwB83r8Siqp1h3cqjUe7n1GWr/fEE3sH7CgDyzAy8qfNh4E1E0UXIboet+45Cn5mNJeMNaOu8N2/cqwa+ikhrvL1ev6GjOZBgqXmDHHgPGtJTvW33zip4PT61w/nQEZHLzBVOXYM1fXl4Ql3NW4zN1QDtGLLUnEjmMJlhhqAG3iw1J8o8fak5AFw7YAx+VtwXAuRA+I2q7bh1y1dY3Vh10EZpysxtQ8Y7jpFiSuBuM5lhN2lLtBh4U2fBwJuIokui1FwfIOqbg7VHCbwlScI3XxnLzSOt8fb7AzCFlpoHAoA/vuBUaa42euxg9bZdO6qwY1slAgH5pB+tsZoiLzhSzGSSy8KTGSfW3Cz/rIIgaIE3S82JDARBkMtJc1lqTtRRvLpSc0Au8b6830jce+hEjMwrAgDU+Nz4R8U6PLRjLXa1NUfcjiRJulJz7TNDPKXm+rJ3BwNv6oQYeBNRdO1kvF3NbajcVxf1oYY13vbYMt6HDO2D0h4FAMLHiilrvE0mXdOVCBlvIL513pIkqaXm/Qb0QHGJXCa3a8cBbFxfod4v1lLznFx5TXYy48Tqa+UPJkXFeTCb5bdp5eKFj6XmRCqn2Qoph6XmRB0lNOOtGJiTjz8NPhKzB4xBD6tcEbaptQF3bVuN5/ZuhCvkorlPEqF84kh8jbdW9s6MN3VGDLyJKKqIZeWihEBAxFWX/BWXnPsI1n2/M+Jj9WuRYy01FwQBEyYNAwB889VmQ1maEngXFuWpt0Vc4w0AcZSbu9u8ala6oDAXgw7pBQBYvXIT5j/1AQCgb/9SFBU7292OUmquZKiVwDuR5mp1wcC7uDRfvU0rNWfGm0jhNFsBlpoTdRhtjbc57HuCIGBiYU88NGwSzu95COwmMyQAn9Xvw7N7Nxjuq+9InmdY4x3HHG81422GVdBCHHY1p86CgTcRRRel1LyxoQWV++ohBkS88e/lER+qDxBjLTUHgAmT5bFitdVN2LGtUr29Jbju2RB4ewNJZ7wbdY3VCgpzMWiwvM57984qtLS4YTab8NtbzjnodvoP6AEA6NO3BABSkvEu0Qfeaqk5M95ECqdFm+Xd1upNaGkHESXGL4lQ8tQ2IXpIYTOZcVbPwXhk2NEYFSw/397aaLiPfoa3cY137H/TSqm61SR3WFey3sx4U2cRWxqKiLJTMPCWAHWqpiCJhqB6xafr0VDvCssIGzLeMZaaA8CEScMhCAIkScLqlZtwyNA+ALQ13kUlTiDY8EzOeAth24gn8G5q1Jq4FRTkYtCQXtp2BAF/vvciTAxeDGjPuRceh4KiPEyYJK9TtyQxTqwuUuDNruZEYZxmC6Rc7QN/S7MHhcW5HbhHRNlD3/hM6WrenmKrHUcX9sKGlgY0BXxw+X3q2C99cJxn0a/xjiPjLRrXm9sFEzwIqPPBiToaM95EFJVaaq4/oUoSPLrA2+8P4KPF34Y91thcLfbAu7AoD8ODjcz067yVUvNiXYDv8/phipDxhjv2wLvZkPHOw2GHD1K//t2fzsXPThsX03bynA6cff4U9AtmvpWu5j5d4H2wjq6KiIG3PRh4s9ScSOU029RSc4Dl5kSZpM9S2yOUmkfSx65VrVV6tfOvodTclNga79D15sx4U2fDwJuIolMy3vrAWzQG3gCw+O2vwoJKffftWOZ46yndzX/4bgfcbi8ALfAuKtEF3lHWeMeX8dZO/PmFORg+qj/unXMZ5vzjSkw/9+i49ltPKTX3B5vMVVU24ILpD+Dm6+apndIjCQREdZRase5nVdd4M+NNpNKXmgNAMxusEWWMPli2tlNqrtfHrlWk7Pdo599oGW9/XOPEjDPFGXhTZ8PAm4iiC8bSkll7qxAkKSzrWrGrOqzJmrG5WuxrvAFgwtFyabfP68cPa7YD0GZbFxRqJ+1UdDVvatJlvAvkbR974hiUB0vGE6WNE5M/CKz9Zitqqhrx7ddbsPabrVEf19jQAlGUD3xJaYF6O9d4E4Vzmi2QcrT3J44UI8ocry4bHWvGO99sVddw7/doS73020p0nJiyDavAjDd1Tgy8iSiqqKXm7vBgd/HbXxm+9iXQ1Vwxeuwg5ObJ3cFXr9oMURTR2ioH03l5OWoG3ecLRO5q7on9w7eS8XY4rGo5dyqEZrzbWrWLAR+/H16ar1AaqwGhXc1Zak4USt/VHGDgTZRJXl1AG2vGWxAE9LHJF7n1GW/9tvTN1fzxlJqLSqm5vC8OBt7UyTDwJqLoxAil5pIEj279dnlw/Ndnn/wAV3ObenuizdUAOWg9csJQAMA3qzahtdWjlrLnOR2wWZXAW1vjLQlakzUhjjXeSuBdUJh3kHvGRw28gxlvpWQeAJYv+9EQiOvV6QLvkkjjxJjxJlLlW2yAWYBkl9+jWGpOlDm+BDLegLbOO2qpuT7jnUipucBSc+qcGHgTUXTKGu92Ss3P+eWxAACPx4elS9aqtyvN1QRBUIPQeCjrvHftqMJO3VixPKcDVpu8Pa9Xt8bbZoNklm+Pp9S8uUkJvFPbCVkLvAOQJAnuNi3wdrt9WP7puoiP0wfehjXeLDUnCuMMZsaUcnP9xT8iSi99ljqWruYKZZ13lbdNzWjrO487TGZYghfT4ys1V8aJhZSaSwy8qXNg4E1EUWml5rqRXSHN1cYcMRhDh/cFYGyypjRXs9ksEITwkV8HM/FobYTXZ0t/VP+dl2eHNZjx9vu0Od6S1QrJ4ZD3O4HmavkFKQ68rdrFBr8/gDZd4A0AH0foBA8A9XVy4G2xmJFfkKPezlJzonBOJTMWLDd3Ncf+t09EMo8YQK03/moR/bpsmxBPxls+3wYgocrbFtyWsWzdEsxaxxV4R8l4u5nxpk6CgTcRRRehq7kgSYaO5Xa7FdN+MQkAsHXzPmzZuBeAlpmNt8xc0bd/Kfr2LwUAfL70B/X2PKd+jbc+420F7PK6cLjjX+NdUJTawFu5OADI5eb6UnMAWLN6K6qrGsMep2S8i0ucMOmOO0vNicLlma0QALWzOUvNieIjShLu2fYNbt68El81HojrsYlmvPvqRoop5ebKtqyCCSZBUNeMx7XGW2JXc+rcGHgTUXSRxolJEjxu4/rtk884EvZgYzKlyZpSaq4PQOM1MVhurg9Q85wOdZv6wFuyWiEFA+9EMt4Fqc54W7Rj5vf51VLzomL5A4ckSVi6ZE3Y4yLN8AZYak4UiUkQkGu2QMplqTlRIup8buz1tCAACc/t3YhK3brrgzFkvONY493D5oAZciWc0tk8dBSYEnjHusZbkiTdNtjVnDonBt5EFJVaam42Bt5KubPNLpeRO/NzcMIpYwEASz9ci7Y2r1ZqnmDGG9DGiunJgbd8MvV5A2pzNVgSLTWXT/opX+MdkvFWOsEPGNQTY44YDAD4aPG3YfPP1Yx3aOAdLDX3ef1hjyHKZvrO5iw1J4qPUuoNyCXZT1WsM2Sy25PIHG8AsAgm9LTLS6mUjLcSHCvBstUUX6l5QJIgBmegKqXm7GpOnQ0D72R4PDBv3AgE+AdN3ZSS8RYEZaQ3BN0ab7tu/NbUs48CIM/b/vTj7+ELjtGKd4a33pETDoXZbHybystzGEvNdWu84y01F0VRzZDpA2/B1RJXuXok0TLeDocVp00tBwDs3H4AWzfvMzyuvtYFIELGWzeSzcesN5HKabaqpeauZjdEkRemiGJ1wGusEtntdmHh/i0xPVZtZhYsD49H6EgxTzDAtgfXise7xluffVeCdiXz7ZckBOIoWSdKFwbeSch9+p/Iv/d+2D/8qKN3hSg9lMyqIMj/BW/zqBlvLag+fNwQDBhUBgB4/52v1FLzeGd46+XmOdTsMCA3HLPZLVqpude4xjveUvMWl/YhXWmuJtTXo+D6G1Dwh5sBr7e9h7fLYjFmvNuCa7wdOTaccMpYNWsfOtNbaa4WlvHWVQ6w3JxI47RY1a7moiihrTXxv1uibKNkvJ1mK8bn9wAA/K9+H1Y2VEa8v18U1SBWvy47XvqRYnKZuHEGt7rGO8ZSc8N6c0EpNdf2yxPHWDK9mupGLHl3NVpc7B9ByetUgfc777yD8ePH47HHHot6nzVr1uD888/HuHHjcN5552HNmvA1kpliamgAAJg3b+6wfSBKKzXNLWidzaXIGW9BENSs9/ofdmHLJrnJWjKl5oA2VgyQy8wFQVDHiYVmvCVHfIF3U5O2lk2Z423evgOCxwNTfT1MlfE1mtGz6rqa+3QZb7vDhvyCXEw+fjQAYOmStQj45Q8MXq9fXXMenvHWjjU7mxNp8nWl5oCc9Sai2CgZ7162HMzqNwo9rPKSrRf2bVLXXyu8YgD37/gW12xYjmpvm5qNjmeGt6JvsLN5q+hHU8CnC7yDGe84S819hvXmSqm59vkj0XLzvzz4Bh699zUsfGFZQo8n0usUgbfX68Uf//hHzJkzB4MGDYp6v7179+LKK6/EGWecgUWLFuH000/HlVdeif3792dwbzViaQkAwFRT2yHPT5Rugr7UPJjx1s/x1gfeAHDatAnq/OrtW+S/y2RKzQHjWLE8p/yBQMt4ByD4g9lffXM1d4yBd6M+8JbXmwke7UO74E18vajZYhwnpgTeOTk2AMCpZ44HANTXufDNV3JZX0OdS32MfoY3ALW8HmDGm0hPX2oOsLM5UTwOBEu9e9ly4LRYce2A0TBDCK73Xm/IJK9oqMSOtmZ4xAC+a64JG98VD2WkGCA3WAvdlk0tNY9t6Uik9ebGjHdigfe+PfJn/L0VNQk9nkivUwTeVVVVqKurw6JFizBiRHgzJcXLL7+M8vJyXHHFFRg4cCCuuuoqTJo0Ca+88koG91Yjlsqjjkx1DLw7guWbb5Hz/IvyelxKjzhKzQE5WJxywmjDbcmUmgPA0BF91U7guXkOwzZ9Pj9Mfjmglaw2wC5/H57YPng3NYRnvPVBu5BEqbnVGjnwdjjkwPuoKSNQWCQ/50fBcnOlzByI3tUcYOBNpCc3V9M+zrCzOVFsJEmbo90zGAgfmluIX/Y+FABQ4XbhX8H13qIk4f2a3epjq7xubY13HKPEFL0NgXcrPJKxuZq6xjvWRm+6OeD2kK7mANAmJnbebGqVj09tEz9rUvI6ReDdu3dvzJs3DyUlJe3eb9WqVTjjjDMMt5122mlYuXJlOncvKjXwbmgEfCz9zLTc+Qtg//hj2D79tKN3pfvSBd5KxhtRmqsppv3iKMPX1iQDb5PJhGNOGAMAGDBQXn9mGCem/O1ZLXGXmjcbSs2Da7z1TdU8yazx1gXevoA6x9sRzHhbrRb87LRxAIAVn61Di8utdjQHWGpOFCt5jTcz3kTxavB71aZkvWw56u2nlw5Q13t/GlzvvbqpytABvdrbpstSx19qnme2osginw+VLDqgD7zlzxz+RDLewQsBRRa7elu9L7EKNler/Lj9jU0JPZ5Ir1ME3haLPJLoYPbs2YOBAwcabhsyZAj27NmTrl1rlxQMvAHAVFffIfuQtUQRpib5TdBUVdXBO9NNSRKUv8o2j0/NeAuSBK9bCbzDg+ryo4ahV59i9etkM94A8JvfTsOt91yIG245B4AWzPu8IWu842yupi81z88Pfuhw60vNkwi8o2W8g4E3ALW7udfjx+fLfmg/8GbGmygip9kK2ARIZvk9iiPFiGJzwKudA/WBtyAIuKK/cb33mwd2GB5b7W1Ts8y2BDLeADAqT/6s8GNzrdr8TG2uFvy/P9au5hGaq5VYtcC7NsHAOxBsFNvWyvcVSl7yn4gzqLW1FQUFBYbbcnJy0NISf/mH3MsouZEjUlEJ8oL/Fqtq4CstS2p7nVWw71NKjlnK6Nfw1tbD5+8k+xWjTnlMQ+muHj/zt/cwa9o49C5wQAyIcAcDb6vNGuHYCzh9+kS89Kzc7d9itST9+7E7HDjxNHlNtM8vqeunvbqu5qLZioByknV74POJWnl8FA0N8ntHntMBESaIfgm2Ni3wDrR5kth37YNIS4sXPl+wJE93zA4Z3g/9B5Zhz+5qfLj4Wxw5YZj889qtsNhshuc2mbW369Y2X9pe813itdkFpP84xje6p7NJ5XFxwCL/reeagOYAGhvbutw5oT38m0w9HlPZ/jYtg11izjH83dhgwVV9R+ORXWvgFgOoDAbpPawO1PjcqPK2wWkKVnDBnNDf3JjcUqxsPIA6vwfm4LIxS3BbZkk+h3pFMaZtt/m1wFsQBfj8EgSYkG+2ojngQ43HHfc+BgIiJF+wg3uLF22+gFoCny58baZGeo9j4uffLhV45+bmwh0yW7epqQm5ublRHhFdo+vg9zkYs7UUSl6vdU8tmvomv83OLBXHLFXMTW4olznEmnrUNnbo7iSsMx3TUCZRUo+xPyChyeVG7wIHvB4JLa3BjKvJGvHYTzx+Al5e8DEkUYIIS8p/PwFJfuvyegMwBZurtUlWeEU7nJCz8nU1Pkg2WztbAaqq5Q8Suc5cdR8tTW4o7yitjV40JLjvLreW8a6s0j7c+GHTHQ8BU04qx2svLMEPa7bDErxwUFCcj7om4xt7q0d7u66t96f9Nd+ZX5tdSbqOY1lRerabKak8Ln6fvAxDyjVDaA6gttbdZc8J7eHfZOpl+zHd1SyfA3MEC9zNFnhC4olCFODMgkPxXtNWAECeyYrjcwfhzcZN8EqiVnoumhL6m+sjlkCAHBYFgsFRwCtvK+CXA1y3X4xp23VtWrKgxWWCsry7QLCjGT5Utsb/vuBq0ZI8otuPzbVt6GXNa+cRqZPtr81UScdxTOb826UC7379+mHHjh0YO3aseltFRQUGDBgQ97YKnYAl/iUpRgX5kKxWCD4fCttqYS1McnudlD8gv3BTcsxSxKTLeNua61HaxY59ZzymoQTdlWF/QIQ3mLG1WyWIwSxzvtMa8diXFhZh6tmTsGTR1zj2+BEp//3kO+W3roBfKzV3OK2wFGtlZW1Ve9Bv9CHtbsfnlj90FBfnqvuYI2qvLafZA3OC++5r1f1i/Vrg3aPYZjge039+JF57YQkAYO3XG+X79MgPO2aBNu3t2mHxpe013xVem10Bj2P7UnlczD4rUAN1lrff4+5y54T28LWUejymsmZXcJSYPQc9iiJn8c4u6I9qNOOrpgM4t+ch6GfLA4IBbH1AToblWc0J/c2VwopDmgqwrU1bP12UI2/L6TYBrYBkEmPatl1Xkt6z0KxOGCxrdmCvywWX4Il7H1vcWim+5A6gxdyM0sL0Bt58baZGZz2OXSrwPvroo/Hxxx/j7LPPVm/78MMPMWnSpLi3ZTEDVkuypXoCxNJSmCsrYamrTcH2Ois5AEvNMUsNs26tjqmxEVZBBMyd6C/roDrfMQ0l6Cpz5MBbziybIDc1AwCHwxJ1///w5/Nw/R9+Htb5PBUcdqW5WkAtNRdsVphzHOp9/vX0u7ht7o3tbscVbK5WWJir/hwm3Qgxs9+X8O/HoVuT3daqVeo4nXbDNvsPKMG48kPx3bfbIAWbyJT2yA973txcLXsfCATS+Lrp/K/NroHHsT2pPC5FwXJX5ZO2y+XpZsecr6XU4zEFgGqffG7qZc9p5zgIuGbAYbhMHI48sxUNus9fyscEu9mU8HE8Mr+HIfDOsZhhtQiwm7U13rFsOyBogXeezaw2Z+thkz8X1Pvdce+jK2RCSoWrEVPK+sS1jfjxtZkanfM4dormatEsXrwYs2bNgjfY4OjXv/41VqxYgfnz56OiogLPP/88vv76a1xyySUdto/qLO/aug7bh6ykb4AlSRAaGjpuX7orXSdRvyjCH5BPaoIkRh0nFiodQTega65m6GpuVbuaA8Cun3YbupZHUl8vr/FWxnoBIXO8Y2zSFnEfdc3V9OON9M3VFKdOHW/4urjUGXYffZM6djUn0lhNJjhMZnWWt6uJ48SIDkYeJabM8G5/yaYgCMgzy+fzQostbG53Il3NFUfklxq+tgVrxK3qHO8Ym6sF72eCYFiHXRpcwlXv80KMsUO6oqHF+F5SkejaM6KgTh14V1VVYceOHRCDTZ769++PZ599Fu+//z6mT5+Od999F/PmzUO/fv06bB/VkWK1nOWdSULIVUhTfUPmntzvh3nnLkNg2h2FZrx9/uDJT5LUwC/SOLFMUDqG+7w+mPz6ruZaxtsuBfD1yk3tbqe2Wj6J9uip1Z/p53gjma7mlsiBt90RfsyOP2msoWt5aEdzwNjV3MPAu8PV17nQ2sKxVZ2F02yFFJzl3dzM3wtRJO6AH+9U7cDW1kY0B3xoC3YC13c0PxhBENAz5P6JdjUHgAEOJ0p0Y7+UoF4NvMXYAm9l3nfovpQEO7OLkNDgj++cHhp472XgTUnqdKXmDz/8sPrvGTNmYMaMGYbvT5gwAW+++WamdysqiYF3hzAERwBM9XUI4NCMPHfuP+fB9uWXaLvkV/BMPTMjz9khROMab18w4w1RgkcZJxYhiMwEW3COt0l/QrZZ0SoCSsiaa5KwavkGnHz6kRG34fcH0BDMeJf20KYlGDLeKRon5tIFAg5HeMY7z+nAMSeMwf8++g5A5MDbYjHDZBIgihLHiXWwyn11uOz/5qCgIBcvvXELcnLtB38QpVWe2Yr6XOWCXABej99wsYqIgKV1e/Fm1Q68V70Ll/Ydod4eGkgfTJktB3s82kSh0Ax4PARBwNj8Unxavw+Abo63Kc6Md/DzgFUIDby19+c6n9vw9cE0tRoD76omFwKSCHOaO5tT98VXTpLEHnLgLbS1Aa3tl7VS6ggh3e2FDM5RN+/YLv9/27aMPWdHaG7UTqr+gKRmvAVJirnUPF2sNvnEbNel5SWrFdVN2usixyTh65UbEdCNGNGrr23WranWjSnUL2PwpCjj7dJO3jkRSs0BbaY3AJSUFoR9XxAEtdzc52Hg3ZF+WrcbPq8ftTVNWP/jro7eHQLgNFvUUnMAaGa5OVGYnW3NAOSy7Bf3aRVhiQTeekp5eKL05ebqHO9gcCsBCMQQfCul5qEZ71KrVglXF+cs7+ZW42dNX6tP6+ROlAAG3kkSS7Q3C2a9M8gdWmqeucBbCcYEV/zz47uS7Zv3qv/WZ7wlXZa5o0rNrcGMt01fD2+xoqpRl1kWJDQ3tUUNjGpqtGYupWW6jLeh1DzxNd5ms/b2qg8CIq3xBoAJRw/HadPKUT5pGMonDYt4H+VCB0vNO1Z9bbP6743rKzpwT0iRb7GpXc0BlpsTRaLM4ga0TLLdZEahpf3Rm6HCSs2TzACPcZZgSE4+elgdGJorL/3Sr9OOpdzcq5Sah6w3L7La1KnLtb743hdcrcbPAJLbj73u7v3Zj9KLdVhJUjLeAGCqqYWYwGgzil9oxjuTgTeCDbeElq715hvwB3D/HQthMZtx/c2/QEFh+81Utm/Zj+MO7w1ADrz9wcyxFOgEgXcw86vPeMNqRWWd9jvJt8mn2pXLf8LYI8PHitVW6wJvfal5ijLegiDAajXD5wsctLkaIAfqf7r7wna3mZfnQFNjK1pcDCo6UkO9Nhh0w7rdHbgnpHCarWpXcwBwNSd+0YyoO5IkCZUeOfA2QYAY7Prcy5YDQYiv63NPm8PwdbIZb5vJjLsPnQhRkmAK7otVl7n2x9BTJ1rG2yyYUGSxo97vQV2cgXdLSMZbbPNjr6cFE+LaipEkSXEfb+o+mPFOktJcDQBMdcx4Z0pHlpoLauDtOsg9O5d1P+zCZ5/8gKUfrsVvr3wKVZUN7d5/17ZK9d/+gAh/QD7xSbq13x2f8dZuk2xW7K/RAu/hg3sAAFZ9sSHiNmprIgTeomjsZO5LPPAGAHOw3FwJvAVBSOqYOQvkLEPTQbq1U3rV12l/+xvX71aXLFDHCS01Z2dzIqN6v0cNTs/vdQhyTfJ5tK89/rnUoaXmoeuqE2XSBaT6bXpjKDVXmqtZI1wEUDqbx1tq3tpm/Awgtfmxz5P4+XdNUzWu27gc71dziVIiREmCP8Y1/50VA+9kORwQ8+Q3LVMNA+9MCct4N2Qo8A4EIPjl9bVCS9cKfhobtKB0144qzJ71D+zQBdd6Xo8P+ypq1K/lUvPgWmldyVcya7xN+/Yh9+l/wrxhY9yPVdY620Iy3lVVjWgT5RP3oQPlUX+7dlRh756asG0oGe/8ghytSVxIM7VkMt7yLhkDb7vDmtSV7oICuUrhYGPSKFwgIGLl8p9QuT/59wp94F1f50LVgYakt0nJcVqsgMMEKfjnxVJzIqNKXcB4mLMYfxh8BI4r6oOzew6Oe1s9rOEZ70AgtQGRPvA+WLAlSVrH8khl70pn83hLzVvbjIG6kvFO1PL6/WgJ+PG/YCM5ip1PFPHnrV/h5s0r0Rboun1uGHingNRD6WzOWd4ZEzJf2ZSpjLfueYWWFkMQ2tm1uIwZoJqqRvz2yqex7vsdYfdd881W4xzvkOZqCnsSXYPt7y2G7YsvkPPqq3E/VglobYbmajZUVTaogfegPtqIsK++CA/ulYx3tDJzABCSWOMNaA3WlA8k0RqrxSpfDbyZzYvXsg/X4rbfP49bZj+b9Lb0peYAy807A6fZCpgEwCF/rHE1MfAm0qvUNQXrbcvF0NxCXNF/VEIZb5vJjGLdCLAtX23Hz0+6E8//88OU7CsAWHQXqQ+2xntZ3V5saZVHfQ10OMO+X5JgxrstJOMttvlR6WmNqdlbJMoa+1qvO+FtZKu9nhbs97SizudBhbtrVZzqMfBOAaXBmqk2PKtG6REWILW1hTVcS8vz6gNvSZKft4tQgjWTScDNd/wSJrMJruY23HTdPKz4bJ16v0BAxHNPL4FF1xxMMAvaODF94J3EODGlGWEilSKR13hbUHWgAW3BlJfTDAwd3hcAsPKLn8K2oWS8jY3VQl5DSWa89Z3NgcijxOKRHyw1Z8Y7fps27AEA7Nldbaj+SER9XbPhazZY63hOs/xepJSbu5jxJjLYH8x4F1psyDEn3+JJ32Dtx+Wb0NbqwUfvf5v0dhXGNd7Rg9RtrY34V+UWAEAfWy5+0XNI2H2UzuaNfm/Mc8EBwOMOLzX3SSKqvfG/v4iShAPBix8BSHFfBMh2blHLctuT7CnQkRh4p4A6UowZ75RyvPZf5Lz4UsSsshIgSboroplosBY617krNVhTyp2d+Tk48+cTcf9jl8Nut8Lr8eOuW17Ce299BQD4+P1vsXXzPkPgbbFaIma8kyo1b5QDX6GpKe7KASXwtunewQJmM6oPNKI1mPGGx4Ojjx0FAPj+2+1hDcmUruY9ekTpaI7k5ngDxlneQPJzz/NZap6wal05+N6K5C6SNtQZr7Yz8O54TkvwbysYeLPUnMjoQDDw7m1rv7FqrMp0Ddbagn9vDfWulPW80JeaR5vl3ez34h8V6xCQJNhNZlw/8PCIFxX0s7vr/bEHvB63cYKI6JaDv0TKzWt8bgR0x6aaY8ni4hG10bAOBt7ZTSyV15Kaamu7VOlxZ2bavx+Ot9+B/cOPYImwBlgJkMQePbTHZKLcPKTEvSuNFHMFA888p3yyPPrYUXj8md+goDAXoijhLw++jueeWYIFzywBAPTpU6w+1mKzwB9QAm9tm8k0ChOa5LIwQRQhNDcf5N5GtgjjxJpaffD7A3AHA2/B48Hk4w4DAPj9AXz79WbDNpSMd0mUGd5ACgLv0Ix30qXmSsa7jQ294lR1oFH9957d1Qlvp63NC3fww1hxiVzSuHlDRdR58ZQZWsabpeZEkShlzr3tqQm89Rnv2kr5/dXj9uE3v1qAW2/4N7ZuOpDU9mMZJ7aoeqeaOZ7ZdyT6OSKXzZfqLhLE09ncGxJ4S21y4N3oj/+zQWVIU7aqBLLm2cytC7yZ8c5yYqkc/AmBgJy9o6QJTVogZqqO8CE5GCCJfXprj6lPf8VBWEa0i2a8FYcdPgh/n38devYuAgC88txSNSA9fVq5ej+rzaqWmutbg9lsCQbeomj4HQuNje3cOZw1QnO1qnr5pKaUmgstLRhxWH81OFq5XOtu7vP51XJjQ6m5J7TUPLlSMKs11YG3/IEpEBDR1soytXjoM94VuxPPeOtneCsVFW63Dzt3JPchk5KTH1pq7uLfB5HCL2rl0akKvPXbadSN8vT7fairbcHSD9ZFeljM9KXmkTLeTX4vPq2Tm5RNLOiJo4t6Rd1Wia4ZXG2MJd4BSYTfbWziJQW/bg34Ij2kXeGBNzPe8XAHmPGmICXjDbCzeaoIrdoblFAbfkyVAEksK4Nklv8ATfUN6d8vb2jg3XUaPKiBt9M4BmTg4J54csFsDDlUu4gxfuJQDBvWR/3aarfAHyw1NyH55mqCqwWC7gq2qSG+wFvJJOvXeFcHA+9tXnmfLOt/grmhAZOOkYOjr1ZsgBh8zjpd8NSjrJ1S80AACCSeyTSnaY03ADSxwVrMvF6/4Xe+N4nAW99YTQm8AZabdzS7ySw3Y8oJlprz74NIVeVrU+d29w4ZBZaoI/N7YHJBL5zmHGJYCz1gkFwtt2nDfohiYpVZrmY3hICuwWuEwPuj2gp1zNjPywa1u718s1Vt1hZrxrs14IfkDTn/twXU78VLqThQsNQ8PvpS82TnxnckBt4poGS8Ac7yThV90zJTXXgmWwmQpJwcSMVFUe+XcqGl5l0o462scXbmO8K+V9azEH979locfewo9O5bjOtv/oUhs22129RxYoIgwGySv2tLcM2yUmauft3QENfjtYy3dtv+Gjkgeq3RCUkQIAQCsH/4kRocNdS3qMGRktUH2u9qDiBsxFhc+xmS8U62q7kyTgwAXFznHbOaKuPrLZlSc/0osUOH9UXPXkUA2Nm8owmCAKfZqpaat7Z4EfBz6RcRYMy29klRxttmMmNW38NwknMQvB4tAzx0pJx5bnF5sLci/s9lO7ZW4aZrFmL+g5+ozVxDM95tAT+W1u4FAByRX4qBOfntbtMkCGoX9libmrUE/JA8xsBby3gnEHiHZLyrfQy846GUmjtMZsO8966GgXcKSMVFapMvZrxTwxB4R8p4K83VHA6IxXLFgZCJ5mpdeI230pBLX2qu58zPwYN/nYmF7/wZg4b0MnQvt9q15moA1MZria7xNoWUlod+fTCR5nhXVssZTVdhMXzl4+X9W7oME48YoGbIV34hl5vX6APvMm3sWKTO+Mms8w7LeCcZeDuZ8U5Idcic7T0VNQmvkdcH3sUlTowcMxAAsPEnZrw7mhx4a39zLhfXUBIBWtBngoAya2oy3gqvx2d4P3Xma+e5TT/tj3t7q1duhyRJ2LOjFvAEA++QNd7L6vaiNdjl+qyywTFttzTOWd6RAu9AcI13q5h8xpul5vFRupp35fXdAAPv1LBY1KxrpLJoip8x4x0SUEuSFiDZ7RDVjHcmAu8u3NVczXjHeNLVdy932LRxYgCsZhNMJiGseVishEZjL4S4M95WY6m5ZDajqkreZs9eRfBMmyZvt7UVRau+xBHlhwAAVi2Xx4opM7wBoKRUu1IetsYb4Rdb4trPFAfe+ox3Z+psXl3ViL/PeRvff7uto3cloqqQwNvd5jW8BuKhlJo7HFbk5NoxcvQAAMDObZVhM18ps5wWq9rVHOBIMSKFEvSV2RywmFL70b+5yfg5qK3Vg/4D5YTIxvX74t7e1s1avwwhWNqtLzX3igEsqZErjEbkFmFYbiFiEe8s79aAD6LHGGAH2uSLDPFmvD1iQF1b3j84N70l4EdLAmvFs5U+492VMfBOEW2WNwPvVGg34+3zqSOtJIcDUrG8nsjU0BFdzbvgGu8YA2/92DB7jk3tag4AFosJNrsVQoLlPqHN1OLNeCul5lYl8LZaUVUp//579i5CYMRw+IcNk/d9yYeYcswIAMC2LftRVdmglpoXFuWp2XMgfI03gKRKzS1W4xr4pNd4F+oD785ztfzt11bg7ddW4OF7/tMpu61XHwh/fe1JcJ23MsO7KNi0b9RhcuAtihI2B2eFU8fQl5oD7GxOpKj0yOeLVDVW0wsdr9hQ78KI0XKPmC0bKhEIxL7kw+32oWKn7jNfqxxs6UvNP6/fj6ZgwHrWQdZ26ymdzQ94Wg3rhaNxBXxqxrugKNgtXQIkTyDuwPuALrs9Nr9U/XcNO5vHTPmdMeNNALRZ3ibO8k4JQ3O1tjZA/7WuHFhyOCCWKKXmDQmPc1vy7mr86uyHsOqLDe3eL6zUvKXzZB3b4/cH4A5m4+LNeEuCgJwce1jGO5lRYqam0Ix3gs3VlHcwq1UNrnr2LAIAeKZNlZ+rthan5mmvmVUrNqC2Wr6vvqO5/KDwwDuZUnOLxfgWm2zG2263qtn+TpXxDmaUD+yvx4HKhg7dl0iUjHdhkTZqZs+uxNZ5Kx8yi4rlwHv4qP4wBXsebFzPdd4dyWm2QsrRPpRxljeRTB0llqIZ3no1VcakR0OdCyMP6wtADqR374w9IbVja7WhIZu5Vf7c4Qt+HvFLIj4IZrsHOfIxxlkSvpEoxjrlz+leScTXjVUHvb++uVppD60yTmzzxx9469Z3H67bZ5abx44ZbzIQS5XAO/FuuaTTZnwzMunWbxsDb63UXAgE4p4HrVj0xkrs31eHhS8sa/d+4YF31yg1b9GtdXQ6w5urRaRkLgUgJ9dmWONttZiTm+EdlvFuiO/xggCrzaKu8RatVrVrdVmw2ZVvQjkCveQmL71Xfo5BQ3oCAFYu/wk1wTLjHj2MgXfE5mqeBAJvSYLQ1Bye8U4y8BYEQR0p1pkCb/168x/Xbu/APYlMCbwHH9ILRcVy8L2nIsGMd7DUvLhE/iCWk2vH4EPk19kGdjbvUE4zS82JQrUG/Orc6VQ1VtOrD1m2U1/vwrCRvdULkpviKDffttk4ltHsVtZ4y0HXqoYDqAmu0T6rbFBcVXfDcgvRJ3jh4bP6g++Ty69lvPVNWKW2+EvElTX2FkHA8NwimIPtaxl4x86jBt6JTdPpLBh4p4gaeDc0Aj6u2UiW0Gb8wGSoJNCXAzsckIp149wSbLCmfED7ad1utSQ7opDA29RFxonpf6aYS82Vq87BjLc/JONtSybjHbbGO76MNwDYrBZ1jXdAMKklzspMcphMatbbsmsXLjxcfp2sWb0V+/bIV+BLogTeYq724SR0hFwschY8h8Krr8FRbcbGMo4Eu8DraYF35zlh6y8CrPt+Z8ftSBRKRr6sVxH6DywDkHhn8/paJfB2qreNHB1ssMaMd4fKt1gBiwApOO6gmaXmRNivy7amI+OtLL9RNNS5kJNrw8Ah8sSfeNZ5b91Uafja3CZ/7vBLEkRJwuKaXQDkCwjlBWVRt+N2+/Dj2t3430c/4Y1Xv8bqldsgCAKOL5Ez8VtaG7HP037ipKnNDWV6qv79Xmzzo1X0x7Wsan+w4qCnLRcWk0kte+dIsdi1sdSc9CT9LO8MNPnq7oTQjLduVJgh4213QCwp1r6X4LFvbQkGXAERa1Zvib5fXTTjrQ/SYi81D/5PEMIy3hazKeEZ3gAghJSam1pa4r5gZbWZ1Yy3T/dWpox3AgDv8cdBzJczk6e2yUGRz+vH/r3y6ym01FwdU1eoGzGWQMbb+t33AIBxrcar98mu8Qa0Wd6dKuPdqO3Lj9/t6MA9iaw6OE6spyHwTizjrTRXU0rNAS3wrqpsQF2CTdsoeU6zfGFL6WzOjDcRsK1Nu7A9wOFs556Jaax3wWGzYPqkQ9CrKBcNDfLnopGHyeu8t24+AL//4GuqAwER27caL4gKujXea5prsC94EWFaj0FRR0pJkoQ597yHfzz2Mf794kp89N6PmP+PT1G5rwHHFvVWs82f17ffcb2pVXv/WPPVLm37bj/8khQ24qw9SsZbqTgoC3ZYZ8Y7dh6WmpOeYZY3y82TFhp467vF6ztPy+PEtMDbVJ/YGvvWVi2gXr1yc/T9Clnv21XGiblciQTe7WS8LSbYk8jeKs3UDBdNmuILWKxWizrH2yNpJ+CevXQdTm02eE47FQBQsnMbxpUY37BDS80RfG1JBbrb4814S5L6s/TxGjMByZaaA1rGu6kTBd76iwA7tx9AY0Pn+btoa/OqFwbKehWi/wD5vXrfnloEYvgwqBfwB9Rt6TMgo4KdzQGWm3ckJfBGjtIHgYE30aaWBgBAX3ue3Pk/xVxNLbj81MNw76XH4P7Lj0VDnQuSJGHEaDm77PMGsGPrwSuM9lbUweM2XoAXghlvnyjiveqdAIBSqx2Ti3pF3U5DXSv27A7/LFixqw4FFhuOLJDPAV/U74e/nb5AzbrA26QL9sS2+Gd5a2vs5c9fPYP/r45xtBkB7uDxZuBNAABRl/EW2GAtafrmakBIxrvNuMYbDgekHPlNzFTfEPdzBQKi2ngMAFav2hS9hCg04+12A/745zlmWiKl5obAOzd8nFjCpea6wDQwYKB6synekWK6Nd7KqE2Lxax2m1Z4Tz0FklXe1+sGGX+v4RnvYOWDLvAWvPFl4oWWVgjB10SxrxVOk3bcUhF4FwQz3q5OUmouimJY2fv6H3ZFuXfm6Wd49+xVhP6D5A9dfn8g7kZwjQ0t6nuD/nU2+JBe6jICzvPuOEpQoXQ25xxvynaSJGFzMPAeEePYrXi5mttwWPB9deyQHhCCtw0d3gtms/y3GEu5+dZNWoWYMo5MyXj/6KrFjjb5QvaZPQbBIkQPX3bt0IL82+4/W21IWlUpX/A/vli+INAc8GFtc/REWbPus6bZolX4xRt4u/w+tATvq3SVLwsG3rVeNwJxZM6zmZrxNjPwJsgZMuXDPUeKJS+s1Fx/TPUNsBxyuY6SORXq4r/o0dZqDKarKhtQEaXjcaRxU12h3FxfchnvODG1q7kuO2i1JNHV3O1WKwcCg7TAO9513lbdGu+2gPz/sp6FMIXMKJUKCuA94XgAwJEt+9HLov0cUUvNnVoH00idztsjhDSKO9SmnZxzEgi8TdXVcLz8ChwLX4Xtw48wSmgBIHWajHeLyx12oWrd952n3LwqNPAeqK0LjHedt9JYDdCaqwGA2WLGsFH9AXCdd0dSM95KqTkz3pTlDnjb1NFbI/KK0vIcrS1t6N9DvhBptZgxpHch6utcsNktGDJUfr/d9FP7Zd2AFnj36JmH7dt2orGhXh0npozjKjBbcUJxn3a3s2uH/HnRajOj38AS9Owtn+cr98ufMQ53lqDEIs/0bq/cvEX32dBi1gJvSQm8xdgCb2V9N6CtsVcy3gFIMc8Vz3ZurvEmA0FQx1ox8E5e+BpvXVfzkFJzABCLgrO8E2iu1tIS/uFs9cpNkfcrWHYs2e3abV0h8A6WmpvNptgbfBky3sZxYhazyTD/Oh76md2BgQMi3h4Lq80Cm0nex9bgyI8y3fpuPc/UMyEJAkySiIuKtZNgtK7mUm4OJJscJMc7Tiz05xhm1zLmiazxtr/9DhwfLIHjvcXIffElXLrpfzgz351QczVJkvDjdztSWgquX9+tZBZ+WNt5Am99xrusVxH69tdmqMa7zrteN6+2uNhYWTEyOM974/oKiAmONaTkhK7x5jgxynZKmTkADM8tSstzeNwe9CvV3g9H9C9We2GMDJab79haBa8neqAqSZLa0bwkT8BTMybh2tMOgd9lrDg7vccA2A4SeO3eIb+vDxxUCrPZhF595Ez/gWDgbRIEHBcM3n901aI2yizt1jYtIBZMJvWivuiWf46WGDPelfrmdnZj4A1wnXcsREmCN1gZwFJzUqmzvGsYeCdFFNUmZkp3aWNztWDwa7EAwfIfqUQJvBvifrpWl/bmqoy/iBZ4K9lPw9rkzr7OWxQRqGsAIGe7Yx6/oQu8HTmh48QSz3jr13KLPXuqF0+EeEvNrWY1492iBN49I5fSib17wzdhAgDg/4ra4DSJEAQBxaX5xjsq1RR2uxZ4x53xNq5VH6bLeCdSaq689iXd722E3Ye2Vk9MDWv0li5Zi99e+TRuvm5e3PsRjT7zfuSEoQCAzRv2hK3V6yhKxtvhsCK/IAcOh01twBfvSLEGXeAduqRh1Bi5eqPF5U64cRslJ9dsgQBdqXlzeDUGUTbZ1NoAAOhhdaidtFOt0GGB1aIFQyP6l6iB94hggzW/X8S2LQciPh4A1n+/Bw318rlk4uBC9C114ueTh0Jo0S5855osOKmkf7v7IkkSdimBd7Cruhp472tU3w+OK+4jv1cAWN4QOeutD7xNusBbzXjHOFJMCaxzTGbkBy8OlukCb3Y2PzilzBxgxpt01JFidQy8kyG0am9CYv/+wdta1dnealbSoZ1ElAZriZSa6zPeY8cfAgD4fs12eD3hb6rqBYESLWvW2TPezgcexNVfvYGxDm/s67sRWmpuMzRXsySxxlufEZYKCiAGO4jHnfHWNVdrDl6BjpbxBgDP9GkAgBwEcG5BK4YM7Q2L7sMCJEn9/UoOBxAMvOPtth46o9yQ8U4g8FaqP3wTJyLQR/4QkxO84BBv1nv5/34EAGzdvA9eb2p6EzTrMt5TThgNQF4/3VnWOlcfkH8fZb2K1ItO/QfKH8gSLTU3mQQUFBrH8iidzQGu8+4oJkFAnm6WtxiQ0NYa/1QCou5CWd89PE3ruwGgV4Hd8PXwfsVoqJc/Fw0Z2lOthNq4PnKAW13VhAVPfwoAyHPaUZavbc8hSkBwKdnJpf2Qa26/0q6hrlVtqjgoJPB2u31oapTPmWW2HByWJ39uXF6/H2LIBbqAJBouHpsEQct4x7nG+4A6SkxLfOSaLcgL/ixVUTLupHHrAm/O8SaVVMqMd0royswD/fup/1az3kpW0qG9OSuBt8nlAuIsDW7VBd4nnDwWAODx+PBDhLFIymgp/fg4oRPP8hZcLbBs2AgzJEzM8cQVeLdXam41J97V3JDxLiyEVFgk3x7vGm/dODGXRyk1j/7hIjBsKPzDhwMArh4MPPz4ZcY7+P0QAvJ2JIcDkj2xjHdok7ihNj+E4Gy2ZAJvKTcHUo58sSkv2LAtnpFioiji+zXb1a/rapvbuXfs9MH/UVNGqs107v7jS7jp2rn4+5y38c7rX+K7b7ehPtjtNpOUjLd+zFyis7yVGd6FRXnqz6no1btI7XS+YR3XeXcUp9kKKUe7oMZyc8pWdT6P2jV7eJrWd0uShD7FxouQw/sXq9VBVqsZQ0fIHcg3/RTeYM3r8eOff12K1hYvBEHAldf/DPk27e/XbjUBrQHYBBNOKx0Q9vhQSrYbAAYOkT+T9+6jfS5Qys0B4ITgTO8anxs/tRiXKbYG/JA8WrCnLzUX3AH1PrFQMt49Q2aolwZHitWxs/lBeQyBNzPeFKSUmgttbUBr52h81BXp13cH+ukC72C3eLXU3K5lvCVd6Xe83bH1o8QmTRmpBkcRy82VjHdRkba/LZ33d22qrFT/XWiW4MyPo9RMDbzlpmB+Q6m5OfFS82AptuRwAHY7xCL5pGgKaUp2MHLGW95Hb3CcWM92Am8AcAez3o6WZvTZ8pNxv/Tz4R12SDb5wk68a7xDx6I5zRL6BBu6JbLGWw28c3IgOeQLJ7kmJeMd+2tv5/YDhvXYtdXxXeiIprFRq/goKyvAuAmHyrc3tGDN6q14+7UV+Nsjb+H3V/8T551+D8459W7ceNUzWPP1lpQ8/8Eoa7x79i5Sb+sXzHgf2N8QV+Y/0gxvhSAIatZ7I0eKdRinxaqWmgOc5U3Za7NufXe6Gqs1N7WhX2me4bbCPDsCulFcIw6TA9xd22vCKlBee2WVOvrrnAsmYNSYfijJ1T5b5FgFWN0SftFzCAosBz9/7t4pB95Wmxm9+xYBAHrqAu9KXeA9Pr9MzTp/Vme8KNAS8EPUBd5yqXkw4IuzuZoWeBsTHyXBwLuWgfdBtemONQNvUunLj9lgLXH6wFuMkPFWmqsZS811Geg645XLg2lt0QLvwqI8jCuXA4dIgbdaipybq2YfO3OpualSK+0qNIsJl5pbbRYEoGUqkxknZgoG3srIrkQz3jb9OLFg4F3Ws6jdx/jHH4lAn94AAPuSJcZv6jvW2x1AMOMdb1dzdUa57uLMULsfFovZWNoeK2XpRU6OWuWRZ4q/1Py7b7cZvq6pjm9uejRK8J+X54DZYsYdD1yC3996Hs694FiUTxqGHiHr7psaW/HD2u2Y++TilDx/eyRJQpWu1FwxIJjxliQJ+/bE/l6tBN7FJeGBNwCMDM7z3pbCUn6Kj1NXag6wszllr83B9d35Ziv6hGRbAbkKKtlGmwf2N6B/mdwrxa27OJ8P7d8jR/cJPp+ErZu0ZIAoivhqhXxeGjdhEE6bfjggSSjTJQhybSb8occYTCsbFNP+KBnvAcHGagCQl2dHfoG8zQP7tM8ZVpMJxxTJ+/ZtczWa/dpFgZbQjLeu1BzBjHcszdX0o8R6hQTepVb5fF7PruYHxTXeFJGS8Qa07CzFzxB4l5aqHcSF4MUMbY23vtS8SP13vJ3NlTXeQrCJ2FGTRwCQM4T6jsgIBNT5zJLdDilP/vBtcnXeUnNzpdbMpNAkwumMp9Q8+H9BgCAIsFi1dTVJNVcLBqZSoRyQaRnvRi3LHgN5nJj8b1/wYe2t8ZafxATviScCAMy7dhuC6tBu+VrGO7E13v4RwxEIniCG2XyJzfCWpHYz3vGMFPs+JPCuTVXgHVwzp6x5LijMxfRzj8bsm87GnH9chdcW345F/7sXTz1/PW6585cYe6TcR6GmKjUZ9/a0uNzquEBjqXkP9d/xlJvXB8vzQxurKZTA2+8PYPuWg8+tpdRzmi0sNaesJ0kSNijru/OKIjZVXfD0Epxz6t14feHyhJ+nqrIB/XvIgXelV1SXpJXqysUHDumhTlPRjxWr3NeodjqffNxQCIIAT4PL0Kgtx2aCyxXb37AkSdgdHCWmNFZTqA3WKo3nHWU0WUCS8GWD9nmpNeBTA28l4Fabq7ljX+Ot71genvGWP2PU+T1ha8zJyM1Sc4pEaa4GAKZadrVNlKAr05dyc7Uxbeoa72CwpMt4S0VFatfneANvZY13bp4dgiBgYjDwBoBvvtqs3VGf+bTbIebJ5VWdOuO9PzTjnUipuXxcrbpA22JOPPA2NQUDbyXjHQy8BY/HOKP9IKwhGW+r1YzCovCr+qECA+VyYEGSYNYdH2OpuQOwBX8+b7xrvIMZ75ISNBbIr91hdn9igbfHo1Ue5GhrvHODa7xdMWa8Q9d3A0BNikrNm4Kl5vmF0Y+905mDUWMG4oyzJmLycaMAAI2NrWkfu7V/n3YBVL/+v3ffEpiC2ZC4Au92Ss0BbaQYAGxig7UO4TRbAbugfrrJVMZ766YDuOP3/8W8vy9jJ3XqcJ/U7cE+j/zePCpKmflH738LAHj1xWUIxDkhQ1FT1ajO8PbbbahyyVnj3roGaWazCcNGypVmG3WB9+6dWrXRwMFyoOwKOS/l2s1wNcd2Dm6ob1Wbpw0dXAJzi3Z+DB0ppujvcOLQHPmzyGf1+9S/XZcu8BYEE6xWs9ZcrTX2rub6wLuXPXKpeUCS0OTvvk0gRUlCQEruXK9mvL0iAq1du5qMgXcqORxqMMaMd+L0GW8pJ0frFh+a8dat8YbZrGZQhXgD7+A4sdxc+UTRb0AP9OknB0yrV2qBt77JlmS3Q3IGA+9OPE7MpMt4FyRaah4csWZ32BAIBkrJdDVX1ngr3czFYKk5oAWtsdA3V/OKAnr0LNRKwdoR6NdXe769WlYy6hpvTxwnRElS13hLhYVoLJFLmofZfUmt7waUjLf8mncGL/jGmvEOXd8NpK7UvCkY/OcXxPbaUoJWMSAmNIs8lNfrRyAQ+aS+6osNAORqlkOH9lFvt1jM6Bv8G4919JckSeoc75KS/Ij3yS/IVRu3MfDuGPkWKyAI6izvTKzxXvf9Hjzx8AeoOtCEb7/agfq6zntOoK7HIwbwVeMBtMQ4vmprayNerdwKAOhrz8PxxX3D7lNT3ahWPdXXubB61eaw+8SirbEFzuBFZWtBHuqCoz0Hhqz7HhEsN9+zq1b9m1TWY+c57SgO3t/TYKwgzLOZ1S7lB7Nru7w9u9WE43J9yF+/BdY6+TOFEnjXVDWHjeFUjs9eTwu2tcnHpDXgV+d1m0wChgwtUz9f+Fvl30Msa7yVjuZWwYQii7H7u5LxBuRGeN1RtbcN121Yjnu3fQt3jM3oInEHAoBHhP2ZCjxy89tduncHA+8UY2fz5KmltWYzYLOpM7NNwbXb2hpv45uY2tk8zpFiLWrGWwvkJx4tZ72//Xqz+qE+LPDu7BlvSYJZv8bbJCXc1RyA3Nk8uIbLajbBbk9spENoqbmS8Za/1xDzdqwWM2zBdzCPJBx0fbdCKi1VA1jz3r3aN/RrvPVdzeNoria0tGrLEQoL0VzaEwAw0BpAgSP+8qiwwDtH/v3lxdlcTb++e0QwK5uqjLeyDwUFB682AIDCYu0DWbLrCz9+/1v84uQ7cdbP7sANVzyFfzz2Dvbv1f7+P/vkewDA2COHoKRHgeGxWmfz2ALvpsZW+ILrtotLI2e8AWDUGPn4blzPzuYdwRmck6sE3ukuNV+9chuefvxj+Lzah/na6s67/Ii6nlf2b8bTFevx/N6NB71vs9+LpyrWISBJsJvMuH7gmIhrYjdv2Gv4+sPF3yS0bxbdhWl7ST5cwbCiX6kTou57I4MN1iQJ2LxRXuddEcx4DxxcqpbCS63Gi7F5dkvMQZYSyP9iYh84ghnW2h/kc1+v3sGlbaKEmirjRI9JhT3VY/RZvXwxviXgh9QiB9gl+Tk4+cg+yA0mG/xuHyRJiqvUvMyWA1NIub+S8Qa6b2fzb5qq0Sr6sdPdjHeqdya8HbcYgGmfB0KrCHebD3W1Xfc9loF3iinZWYGzvBOmX9MKQdAuZqgZb92sZR2ls7mpviGu51Oaq+U5tUB+4mR57FRzU5uWudIHYHabusa7s44TE5qaILRpb+YFZhFOZ+Kl5jk5NnX9ltWS4Dgxvx+m4FICpbmaWKgF3vFkvHMt2knMKwkoC2niFZUgINBXvvpu2qfLeBsurDiAYMY7nvF0+hneYmEhXD3kMSpmATjUHn8pX2jgrSyvcAgiACnmjLGyvnvwIb0wdLj8AShla7yVwLudUnO9oiItaFWalcVLkiS8PP9jPHTXv+F2++Bu82Ld9zvx5n++wD23vgxJkrBrxwFs3yp/wDvx1CPCttFvQHyzvPdWaAG68thIlM7meytq4GruvBMPuist8JY/3qSr1LyhvgXz/r4M8//xKQIBETbdhcja6tSM6qMMkCSY2jxx9RfJJL8o4uvGKgDA2uYatLUT7ImShLl7flKzp7P6jURfe17E+4ZW5Hz52fq4pmQocgSt2shWnA+PrrLLrbu4229gifoZa9NP+yGKklpqrl+PbfEZf748R+yBd8WuOvTIt2H6kb3V23pZBfz4zVb07ht5pBgA5JgtmFQgXyT/qrEKtV43vmyshNQqn7P/fOFEnFhmwa9OHAoAkEQJkleMK/AOXd8NAMWW7p/x3t2mvRcuqalAhTuxc75b9EOo1yo+evYqaOfenRsD7xQTg/OdmfFOnCHwBiD26KHeLjQ16eZ4G4NIJeMt1MeX8W6NkPEeVz5U7Yi5epXc3VxwRyk176QZb/36bgCwCECRLfY/eSFCxtuvZrzNCZWa6wNTNeNdWBjx+wfjMOsD7xgaq+mIfeVu+eZ2S83ln0+IY423fiSaVFiAtp691K8Hm+M/sYZnvOXXqAlAjiDF9EFJv777iPGHoLRMPmHV1qSo1DxYwp4fY8a7SJfxbqiP/2/H7w/gsfv/i+fnfgQA6NGzEBdd9jMcPm4IAGDzhj344tN1+N/HcrbbZBJw/Eljw7ajNFirq21W3wPaow/QlWx5JEqDNQDYtonl5pnmtATfl3LSV2q+ZvVO3HXzG/j2qx0AgMKiXNx0xzQ1+K5hxrvLcFbsQ8GPm2CvjL3XQyZtam1QG0v5JQnrXNE/3yyq3okfg98/taQ/JhX2inrfTRv2ANAmNPh8AfU9Mx4FVvkzRZvHD5PdBiFfe38PNGjnGJNJwPBR8gXvTev3oaaqGe42OZAaOFjrj5QD4wWQeALvuhoXLj6mP2wW7XOO3WrGJ68sgygFMHpAAV68ZjwGtYR/zlBmenvEAO7athr7Pa2QgmPDRg2QP9ePO0TbT8ntR6voP2g/ByXwDu1oDshd1QuDI9Lq/N008NYF2iIkvLBvU0KN5DxiAEKd/HopKMxJrGdOJ8HAO8WUzuamujogzY2Dui2luVow8DbM8t67V7fGO1qpeX1cV6+VOd76wDvP6cCYIwYD0NZ5h5eay4GG4GrplFfL9R3NFYWWOF6TunFiQISMdwKBtzJKDNDWeMNigeh0Bve5MtLDInKEZrwPMsNbT1nnbaqsBALBBirK68pkAqxWQHl9xbHGW9D/fEVFEPML0ByQ97OvKf7mKeFrvLWTd57p4IF35b463PXHl9Tg+IjyQ9GjTD5OrS2emALO9oiitk67veZqeoW6xmSNDfEFKC5XG2797QJ8sGg1AODQYX3w1PPX48rZUzHnqavUWd0vzP0InwY/RB45YWjE8V8DdMHznoqDl5tXBEvS8/IcUceJyfvUF1arHPQx8M68TJSaL3rtW7jbfBAE4IRTRuGeOedh0JAeKA02maqtYca7q7C65PdGS1P6Lpas/HwLPnjn+4SaSa5tMr43rWmO/F61zlWHt6vkC0GH5hTgwt5Do25TkiRs3iC/N51wyhE4ZJgcEH+UQLl5cY58sWlfXQsgCMgvycfO4AjHXq0tcjVB0IjD5OfZv7cB677T3huVxmoAUBCSHMh3WNHYEFsmvsQi4ZgR8mfw1z7fhNrg3/5RQ3vi/ltfwcyfDYLDZsZgB2BuMW7z0JwCtTqgObiW3uEFbBYTegRHkQ0qy1PyEBDb/AhIErztNA3ziAE0BJumRcp4v/mfL7Dzrs/h2+/qlqXmXjGA/R75OJcFy+q3tjbi8/r97T0sIrcYUDPePXt33Ww3wMA75ZRZ3oLfrzZZovgo5dFKdi+gm+Vt3rkLQjBQCis1VzLePh+ElthLppTgIy/PGMgr67w3rt8tBzj6zKdNGycm+P1xlSNnSmjGGwAKhDhO/GKEjHdA11zNFv8ab/3fhFSgBcr+UXKna+sXK2LubG7XvXt5JAE94wi8xb5y4C0EAjAdCF6gUC6sOBzyEgdbAmu89Rn9/HxYbBbs8ckBQG8pgROrLvCGrrkaII8Ui1Zq7nH78NKzH+PyX87Bik/XA5AzvEdNHoEeZdpJK9kGay0ut3rFP9Y13jk5NvWiTTwZ76rKBtx45dP49ustAICJRw/HE/OuVZcY2GwWXHrFqQCAHdsqsXunXJ4ZqcwcMGatY1nnrWS8+w/sEXE0j8Jms+DQYDn/ts0MvDMtE6XmSiBw6rTDcfGMKcjJld8rSsuCgTcz3l2G8nnCFOfYyFg11rfiwFebMLCpDvuW/wRzc0vMSRlJkrA2JND+vrkmrEN0rdeNf1ashwQgz2zBdQPGwNJOo9GqAw3qe+/Iw/rj9GnlAICfftytvm/GqmcwKK0M/k0UFeXh72+vhShKsAFwbtqujuQcOVpr8rZ0iXxeuuLkwRi2ZzfMTS5AFFEUksl05tpi6gXi8/px8kg5M93c6sU/3/se2xvlv/3jxvTDgBwz+hdr5097pbEqVRAEdbQYAIzLL4XFJ6GXrkLLYTWro9OUbHh7s7z1Hc3FvS5DlVldTRP++cR7cG2vR/OHO1HbDUvN93laEQhWMPyqz3D0C17YWFyzK+7JD24xAKHOjwmHFOH4UdGXenUFDLxTzDjLm+XmiVBLzXODH+Rzc9UGa5Zt2kik0MBbGTsGxFdu3tISnvEGgAnBdd6iKGHN6q3GjLdDa64GdM5yc1Mwe+zVdc50Io6ukmqpufw/R44tpLlaAhlvXcd5fYm554zT5e+3tMC2PLaZog7du5fJbsOEAqvawfRg9J3NlXLz0EoKdX68zxfzByVTMPAWnU7AYoHFYsZun3yBoswffwdv/Rp9KcehXowCIme8JUnCis/WY+YFj+GFeR/B6/HDZDbh/y4+Hk+/eANy8xwRA2/72+8g78GHITQ0xLV/+q7qsa7xBrQGa40RAu+qygbMvOAx3HHTC+oHla2b9uK6mU+qa7annn0UHvjrTOSF9Cw4bVq5Yf212WzCsSeOibgPPXoWqKXBe2NY571nlxJ4Ry8zVyjrvLdt3M3RUhmmBN4IZrw9Hj+83tSNnwn4RbS2yhfjiouN62dLgx/Ka7jGu8tId+DdVNWIy08YiGNGlGJMjoj8DdtQuOYn5G7bDUt9Y9Rzi98fwCv/+Qp1G+TPMkcF1yC3BPzY0qqd5/yiiKcr1qE54IMA4Or+o1Fqa7+Xy6af9qj/Hj5qAE4+Y7w6XvF/H38X18/Xp1jO5FYFR34VFuXh0x8q8NB/vgIgH1fnph0Q/AH07luIgiL5/jXVzSjNt+Hk0T0giCIc+6tg0lWXVQcvKhfk2NDU2HLQ99GG+laUFcjn7C/W70VDiweeQvnvsSDXjtsummS4v7WuQT6365xQ3BdjnCWYUFCGa/qPhsftQ58S49/4sH7yZ1Gx7eAjxQ4EA2/P9gY8PGsBrvrVX9W+Ju8vWq12V/ftbe6WGe/dbu19cEhOPs7oIS/DqvK2odIbXz8Bt8+PHn4Bf5g2FKcPyoWpreseLwbeKSaVMvBOVugab0ArNzdv07ozI6yreZH6b6UDeiyiZbyHDu+rrkddvXJT1HFiQOccKaaUbdeU9FRvyxPb/3Bhf/Mt5D3yqNyYLXiek/RdzZWMtyWxcWJKFl50Og3HLzByBPyDB8v78MGHMQW6TlE7SU8YPxy9fB7kbq+Iqexf7NVL7poPrcGaGngrryub7ueLMesd2rHdYjVjt1cO7kq9rriXJKh/C3Y7YDYDulLzXJOIpqY29QPJnt3VuPXG53DHTS+o86vHTTgUz/7rd7jmd2fB6ZQfW1qmXfCorW4EvF44/vs6rOvWwf7Bkrj2Tz+iLNY13oA2UqwhQqn5u2+tws7tB7Dis/W48uK/YOELy/Dbq55Rm8HNuvYM/OG282GxhHfqtVjMuPSKU9Svy48ahsKiyM2FTCYT+geD9IqDZLxFUVSbq/UfdPCr7aOC67ybGltwoDK+8YaUHIvJBIfJrJaaA6ld561cqAUAZ4ExwOnRU/6gX1/bEnXEHXUikgRT8FwjBER12VEqBZrCPxsIoghbbQOcW3bpgvAmw3lvxaeb8cW762F94wCEZj8u6jMUNkH+yK4vP//PgW3YGhyB9fOywRibX4qD2Rxc352Ta8eAQWUoKc3HuPGHAAA+X/pjzD+b6POjJHjxsz64XttsMaOgMBdvfLEFK/bI+2VucyNvy04IkoQRo7Ss8vEjS9VO35ZGF0wu7XxyoEU+5+bn2uDz+dWLXdHU17WgMFc+19YGg/behw+Rl45BDr4BYPEa+TOIIEmwVRkTNDlmC24ePA7XDzwcDrMFPq8ffUMmWAxXAu8meX/aa7CmZLw962qD++jCKwuWIhAQ8d5bq9T7+fa60PzyTjx81yLD+0tXp6zvLjBbUWixYaxTe21+1xxffOSqa0NPpw2m4HhboQsv5WXgnWJi8f+zd97hcpTl+//MbG+n9ySnpPdCEhJ66E2QJoIKAqKiYhcLKBZQv/6+dgURFRVEAZFepPeShPTeTnJ6b9vLlN8f7+zM7OknJIjfK/d1cZGzOzs7O+V93/t57ud+Ck2icsRg7eAwHPHWssS7w6pb3tfcxz1/ep5kUgyAeqGV8ZbH2ctb13VzoPP5c4m3LMssWyGy3mvf2pXbbsrtfm8y3qqK6/XXcRw4MLHPaZrZw7slYA12ruTIWVe5oxPfg//CtWkzrjfeHNbVPGU4jvo9zoNyNXdkiXfVoL6ikkTqnLPENu3tODeObfIytVUEYRIaeIqNMgNNQ8qMI7vlcKBVCOdTK+NtuOUb/eGzfbxh/HJzM+NttEgTGW9BADzaxMtPrGfBm/N/EBlvTdXo64nwx9ue5hOX/Yw1b4p2M6Vl+dz8o4/xs9s/Td20ipx95hf4TdLa3RVGGgibRnqu1WsmFByIDBxcxrugYOSM91uvbjP/3d8X44+3PU0insLlcnDTLR/ho1efOqrU+5QzlzB/US2SJHHRZcdbb+g6zi1bkGwBUaul2OgZ756uMMlkJuczoyGb8QbYs6N5lC2P4HAg5HCBz1reHEq5ub28IxjKJd7ZGm9N0+k/0sv7fQ9ZyyXahyPrrcWtdcP1d23i9leaSZYWoRljsEXCD5C/YTv+fU04wlH27+0y3oeybRmKXF7mB8UaZ32kG13XWTvQybM9opxlXqCQC8rqxnVMWUfzGbMmmSayJ5yyABBlOk0N4zOay9gk4BHFmjeyY+Q3f/0MfcY6yRmJ4d/XyOx5NuI9x1qbSICrxZK5J11ifRHyuVBVdczgWX9vjHyf+ExvJMnk6lJKygrIFITMbdr7Yjy8oYlNDWKedrV3jxrkzyjKkIz3zMliraF3i+MZrZd3p1HfLLdZ8+Rj/3qLRx54g872fvM1PaGg7Y6wf28Xb7+2Z9Tf+d+EpoQg3tW+EJIkUeDyUOcT12PTCF4FIyHWHSfotcob1VFKKd7v+O898vcrnE70ggKAnAXeEYwfkmGuNlzG244//ull/nzHMzz6zzfF9gG/VZc7TuKdSmXQjMxEIDBUnrX8GFHn3dU5QH+7iI7qLhfIcg7xlqOHp6bPtfYdArffQeCHP7ZqkMcBqbfXlFG1OfzENCNKOEqAwLV6tflvR0vLsH28IxGjJ2We7+Ck5kZ2OdvOy47MypVoxrPjefrp0XeUTlPTINzmX4z6KLe1Ehvv4sk0WGs1+pmmBrnlu221ZuM0WBuS8XY6aMpYk4XcNn7zOAApnhuEGlzjDXDNZT/j7395kUxGxel08JGrTuEv/7yBVacvGpagyrJMkSGJ7ekKI9vk5Y7OTpwNDeM+PjsJmUjGOys1H9xOrK2l15STn3b2UWa2Ohjy8f9+80lOPWvJmPt2OGR+etun+OfT3+HoY2ebr7tffY3gj39C8NYfmostq6VY96hSRntGfMo4iHfV5GLTYK1lHMZtR3BoEXS6cjLeh9JgLRqxZbxDucHabI03HJyz+aZID3e37iKuKrz4zDb+/dimI6UKhxGO94B4y0bQNpVR6YqkeWVjG2/3KISXzCU6eyopOwlXNdw9fYR21pO2OYKn1vehKhpL8sR41ZlOcOPe1fy2aSsg2lJdN2XekD7Rw0HXddPRfNacyebrJ6yab84Xr704vqx3ZsBaTyRtvcI//YVzkR0ysViS63/6pCn5dveFOaFczKszK4NUGTL1rHeMxzhX3eEEvkLxGZfTgVPSxwyeRfviuAw3895IksVLRQY/U2CVVv35ma109fTy9EaRlHCq6ojlabouAttDiLeR8VZaxG8fT8ZbabPGAkVRue3nj4nfZvPJSRseQuvXHBj1d/63QNd1M+Nd7bXGxUUhcQ/vjg2Mqx1bFsmuBD6brdD+/+J59QjxPgzQBvWdPoKJYTSpuR3tfYKgb96w3/igZMrNxys1j0etwdw/TI/rZYbBGkDHfpGtzdb+ZvtQgyC6hwPZOm05FsO5ddsYW1tw2Aheq+5hQBWP+mgBAtfbNuLd2mZmQe2u5lMz/QDMKPJMnHgrCnKHiGhrlUOJN7JM6gxhjuXath15FALoWrcetzFRPR72UWGrtRzv4imbdXe0toGuD5Ga213zx9tSLOvanu1N7nJZGW+YmGs7gJQcRLxtz0TAMMrLyr2PPmYWf7rvq1z7ubOHqDcGI1vn3d2dS7wBPGvXjPg5Xdf52Q8f5LNX/Zq+3igDtoVXXt5Q19aRkO3l3T/INOdNW7b7k587mz/+4yt8/oYL+P09X2LR0mnj3r/b46KoOJTzmuvNtwBwdHTi3CGUAdnMTDSSyJHND4Y9Iz5aD+8sHA6Z8kqxQMvK/o/gvUPQ4TpsUnP7vkKh3Hu+pNS65ybayzutqdzetJUXelv4++at3H/32zx8/zsc2Pf+bHP1fwHyoGzn4SDeLkO+3p9QKCwW89RTj25C00HJC5KomyxI+Kw6UqVFZjOtSR6LRCcHUmxa38DiUEnWcoVWI5vqkmQ+Vz2fPOf42iu1tvRQEfJQmu9j5lyLeBeV5DF/cS0Ar7y4eegHNU0Yw9kCQVLEIJ+pTE7p34LFdVz1qTMA2LG1iV8/s42M0WYsPxrlypNrOcnIdseSGf7+0o7cY+yOEiy0niWfSxrzGU7bZOo9kQSLlwlX90xRPumifOpjCo+8tZemhi7SeT5a+8TcKjW0D6vyGugXdeWVgzpYVBUHCXpdKJ1jE++OdAJd1Yi1GF4qHhdHz6rgoZvP5/rzl/Chy08wgx1pI7Gyb3cH4XG6uL+f0Z1JEtcU8nWJyzrS+Pc2gK6z2CiFUBm9Nd5gpHqS+NziXCmqhuycuLnv+wVHiPdhgNnLu+fIggtE9tn1+hvjq5PVNLOW2jRXA7TJQ4l33Mji7thqOSRm5eZy/ziJt00G5g8MJSuFRUGmzxLf3dNsyKCyE4zXa5rpOVpaxvV9E4U9Q+1at27cn5NtBK8x7WDAaGkljUC85Y5OnDY5u9zaOiTjHXJCSVJMIKGQH7dj7Oh67nd0mHU56iCpue9AC/nrtqEdvVIoCmDUemP3K68A0JpxsDbhptgm+ZTHKQvPBnOkZFIoBLJSc29Wam4FFsYlNdd1W8ZbEFun00G/KpstxeSJEu/BQSiXy6xZy2a8K6uKuOWnV/HjX32CKTVjZ2MBs6VYd+fAkN7p7jUjy823bjrAk4+sZue2Jp5+bI1p7hYIeHEMU3M9EuzmavaM3puvbgdgxuxJlJYXUFySx4WXHkflpKJh9zNuJJM4d1iLO9fbor5uiq1eezR5ZZZ4FxWHhhi6jYTKSWJsaGs5EoB9rxHMSs2NISpyCKXmdgIwOOMdCHrMEpye7ollvHfE+sx+zdt3Wx0pOjuOdEc5XHAMqumWDgPx9hlmKZG0xhnnCDl3Q303zzxuI7eShJIfIlE3GdUvxpeZFbmE7+Xnd5DndPOB0hpKXV6OCpXwkYoZ/GjGCmb4x9/RI7qnmQduOo+nb72Ys8p8uDt7TAXQiSeL49uzs4W2Ftv6VdcJ7qwntGMfnjZrnHQaiqxdTb0UluS2eLr84yez9OgZAPzjnld4pSdl/rZzF5ayaq4Ye1/Y0MCjb+3L+WxLT5SgLZjuc8tjqlaUmDVH94aTLDJq1pFl4tNrcC+bg2TI6tOZBC9sE+OyX80gR4YqATtaxbxYZQRLFL817s+YVIjSK377SMQ7qSr0ZJIoXQk0w5Q2L7+I6z94FLXl+Vxz5nw+tbKWKuO8JZ1iP7oOm9aNX3X2fkWTke0+RfGSn1Jw9w7g6umnxhsye5dvnIDcXOlJEXCLNUY4nqakrOCQH/N7hSPE+zBAKxEDitzzHkkhdB3H3r34/vJXvA/88/3VUzoeJ/Sd7xK4/Xd4/j22cVNu32JroNODQbNu1ty1LlZV/X0x2lsF0c66n0vjzXjbjCyGk5qDaFsEEOnqF8diq/3NEkhHSwu7dzbnTlaHAHai7Fq/YdR6JLmri9A3byR0w9fxPCWk2lpBPj2xDAOaPGR/dthl5gByODyEeFf2tiPHxOcljwfP9two9VhwGDJzGFTjreu4u/uQdB1XIk36BFGX637zrWFdtqWeHpxbhMTuibAPSZLJ89pJ8jgz3oOcza2Md1ZqbltUj0NqLsXiorUcoOcXAFnfAMl0NpdtHgXjwRDiLUnm8Z156ny++I0Luev+r3HcSfNGrXsejGIj490zTMbb2dGBp6Vx2M89+Yh1n2zddIDIQLaH9/iz3WCZqymKSswwN4yE42zaILoWHHvi3Antbyw4t203rw2Aa81aUFUmTbG3FBuNeBvGauOQmWdRUSWId/shHhOOYGwEnS6QJfCKhdrhyHh7vK4cqSiIlkTZOu+JOpvbDbMGWq1xuu9Irfhhw3shNQ86xbgc1+DE02ZTO1WsDx97cB17dw2dD1TDdHRWVRAJqD1WBIh3bWujraWfS8qn8dNZx/LFmoWcWTJl2P7QI2GgP4bSJL5TliUCmTT+Ay14m0RA+ASDeAO89pIlN/e0deE0MsqmNFvXCeri/O1o6qW8Ind95nDIfOv7l1FoZIxv/d79NBQVo3oE6XIaJPixt/exv32APS3Wmq0znMAdsBmJuh1jP8O24Lg3P0DxoEBAMOQzO1w8/+919Pk9xFNiTkjuHNr2sbNjAIcsUWp4lyg2yfrMyYVkwkl0TR+2xlvVNW5vFu3dMi3WODC1qoj5NVZde56mcPfXzmTGpEJSToVApbj2G945MPpv/S9Ag0G8F2nW2szb2okMLDJM1jZHetDGyVe0njQBjxjPI4n0uAPg70ccId6HAdm2VnL/AGQO/UBuh3PLFkLf/Bahm7+H59nn8D7yaK7z938Yvr/di2zIsJ3jIWqD+hbbMVhuHtes23f7VhEh1Ixe3vI424llF/0wfMYbrDpvjzHJ2CXI2WPSG5v5zJW/5rorf0lvz6FrJWPPeMvhMI69I19b16uv4WhsxNHSaprQaRUVRKNJwupYxFvIi+0qgyyNy0rNyzqbIWZ93r1x44R+i9xqSPUdDrQyi8BIimpmwuVEgtTZZxmvK3ief2HIftyvv2HK4B8P+ygKeXHIFukcd413ZaVlhNjSYvUPN9uJWdK98WS87ZnjrNQ8vyDAJ68/B6VMOMtnDe/GjezzYH8WjH9PnVzABy859qBM7rKLkp6uMPT1i2MuyDed3kMbh8rNI+E4Lz9vmd5t3XTA7K86kfpuIMdpPGuwtuatXabfwrEnzpvQ/saCa1OuWZ8cieDcvoOCwoA5gY9Wi23v4T1eVBlZ+q7OfjLjMfw7gkMGq6WYGPdGynhn0govPbud9tb+ce87u6/B2e4sss7m4+3lres6XV0DrA9bgR+5wxpv+nr/+2Wn71ccdnM1XSffMIRKIeN0Orj28yfj9bnQNJ0/3vYSsWhuGZNiSLLzfC4qK/xc8eFjTAO0V1+YWLDbjnRa4eYb/spMgyDvbQ+jGqoul1EiVVZRwJz5whjyVUNuLieSeFusecsRTwj391TazEDuaOwllD+0e0RRSR7f+sHlSJJEeCDOD773AOFp1WZNe3N3hA37OplcXcpz660sbySjodsUVH63PGaNt2ZrLzV7ydRht7n8ypPxeFykUwoP/+s1Xt0tst7FWho9nrv/7q4IZQV+M0Cg+r3m+ZoxqRBd01H7kkPaiem6zl9bd7HJcO2uNJaikiSxar4wOtWBfqNUsTDo4abLVqB0xvDPNq7NznZikYm1H90S7ub2Xe+wKTxyAPm9RFMyilOHuaq1PnEkU7h6+llkyM0jaob6xNiKnnRGgQGFkFHkncgc+u4D7yWOEO/DAN3ey3sCba0mCikaI/DzX+JoynXNddTvf/c7TySQu97dA+zctBnPy6+Yfzsah8+i2ZE1k4LcelawnM0BNEkibQuU7dgi9q0bxFsaCI+rNUjcRrxHynjPW1iDz+/Ba0h7sRHv7DG5YlFCkkoknDDN3g4F5EFtykaTm8vdgjjofj9KbQ1aSQmps88iEk7QbxLvodkTuaMT535xz6TOFHVZOGyyYYOcFjYfyCHervr9oIyfUJiO5hXlOfu39+50JFJolVVkFi0EwP38C7klCrqO+1XR53uguo4WxUlpQe59IqfGuXjyeEx1ivuNN836d0tqbqvxHoexnRS2iHdWag5Ccjfr1OXi97UPX0824j6H8TvIHp/0LvpYlhhmdIqiohndF7TKSpT5gvCGNgyVmz//7w2kU9b1jkYSbNko7puJOJoDZps+sAzWsjLz0rJ8ps+sGvZzBwVdx2W45KeXLTXPpevt1UiSZGaxR2oplskotBpZ68njlPIDVBhSc03T6Wg70lLsvUSWeGtZ4j0w/CL2iYc3ct9f3+L/ff+JHKPA0ZDNvA12NEdRCeyq55w5Yg4aT413a3MPX/vsnXz4nFvZ98vVlGXg+IwbZ7c1hr2f3dETqkJv5j/b/khKpZHGaX45GEMz3ge3n5EgqSoel7gHFaOEqrQsj499Qqi6+npi3P2H13LKbdJBayxdOLuIySX5LDpKkOHtWw6upE3XdX566z/pbuyktEDs/5nN3XQHRJDIkUybZqxZd/PtWxrpau/DX99sBrpBBOSd0Th9BywH8h1NPYRG8PhYtmIml3/8ZAA2b6jnr/e+RnT2NHb0Jbj57jeQZJmPXHUyz6w7YJqs9aY1MwgM4Pc4RpWaq6oGafF+OJ7igg8fP+x202ZWcdOtH0GSJAb6Y9z74hY0XcchS3S9k+sm3tkxkGOsprndaH7xG7O9vJWOGLFBUvNHuw7wSp9Y68wNFFLabXQMcbk5YbaYE5I+H0/u6ONvr4lM+8KppZw6bzKJMrHW0jSdnVvGXi/rus6mdfvo7Q6TPNDIjQNukvUHUN4HrbYaExGma048Rgonm+TwtnQwL1CIw/h70zjairV2DCDpmK7mqf/8z3tXOEK8DwO0YisrIvUevvo+1xtvmIQgccXHTFM3xwRciYeFphG68dvkffHLo2ZYR0U8jv+Pf8p5Se4fWk86GLlS85Ez3hnZiZWTtWW8s1JzXR9WpjwY9p6J/hGIt8vlZMmyaWatlj0Taq9VrnOLAfjRB980W5y9W0ix3KyJa/36EbfNtq9TZswg+qMfEv71L8ksX04smiA8itTcLjNPnXqKMI2zt2qQRObd394Kts9LThfOLePv+Wk5mueSKvtiR9J15GSK1Nlni/fCYdxvWIEMuanJJPDqSSfg8bqoGmSiNZGshTpLqBmc9fUWyTWl5rZMcmbs6yn32zLehju7+T1G6zIplRrXfZlFllznEG+jBEMapTXcWCixyfB0w4tCKyggs2IFAJ7OdhxNlvxO13VTZm43F+vs6Acgb4IZ76zUHESpiKKoZiu0Y0+cOyHZ/FiQW1vNoFRm2TIyy5YC4Fq7FhSFKdVZZ/PhA41tLb1mJn7KhDLeVgC2tflInfd7iSzx1oNioTacXFvTdFa/sReAWDTFA/esHrLNcMgS79Ag4u3s7cc1EGVJiZuQz0lfbxxVGX6FqOs6D933Otde/jM2vCOOIbG+g292erghk8cp0yxPg/FIzffGB6iPv7e14IqmcdPe1Xx115tmPed7DSmdIW/LLvK27Dqo+mz5MNd4Z+xZS6+1blh+zFSOP1nMPRvfaeDl56xM9tZ0hPawWJcsnSLWMzNmlzFvcoi+rggJo5+1rus8/q/1PPbgOjRt9GDu5g37ef7p9SyoswKHe9qi1PdYx+c06pxPtMnN+zbswRkTiovEpHKTPDkjMaLGmJZIKRxoD5uGmcPh6k+fwfxFtQDc86cXWLe9mZ8/vomN+7qYOXsSx5wwl6auCNff9gI3/PEVYg4HusNagwQ8Tgb6RlZ+NNR34jdObzyjUVpeMOK2x6+az+e+cj4A23a38eYOIbOfJGVIGGa7mqaxZX1jjrGa5nGbNerTqwqQJQmlLZZT4/1qXysPd4pg9BRvkM9XL6Bxv1ALLJhaZrq47+xN8/pLu3h6Uwe9MXHPff6DSxgIhymvFEHx7ZsOjPx7ExH2xcO8/NwmvnzdHVx92c+YHhNjzQlpF+/0T1BZd4jRlorRlUmy0JCZ6xIkaoyyzFSavP4os/0FwPjairW09QOitRyAcgjXB/8JvC+I94svvsi5557LkiVLuPLKK9k3ilT6uuuuY9asWTn/3Xzzze/h0Y6NrLkaHMZe3rqO58WXAFBqa0mdfRZKXS0AjgPvjnhLPb2mVHkixMoO71NPm67uyfPPM193NA6tpcn5bjvx9ucu5lWbwZq9dQXAvt2tpNMKWkGh+dp4ennnuJqPIDUHmD6zysx46zkZb4tETjWId3ggzjOPvzPmd48HWam5FhQTgKOldcSWVFlyodkUF5qmEQknLHO1WGxInXhWZq7MnIleVIRWVZlDvHVJwrFzp4h6J+Jo2c/7A7jfHt9iFV0X7uEMdTSXB2UrHIkEyoL5qJOF46rn6X+b2Vf3mrVid7KM4/hj+NP9N/Dpz52f83kpkxl3Vjl+zVUkz/tATnTddBC3u5qPp8bbFlTSQ7nBgGzPcJiY3HzYjLcnS7zffcYbjHp+DOK99CjTvM2zdq25zc7tTdTvEdfv0o+dOERyPWGpuS3jHR6IUb+njZjxLK44bs6E9jUWXLae8MqihaRXiuCCHI3i3L6DScZvaW3qtu5tG5ptmfCJ1Xhb88Ch9n44gtERchoLvryRiff+vZ309Vivr3lzH5vXj51lGinj3RXuN/9dGHCh6zq9vcMT0lee38xvf/YoyWQGh0PGPyUfpyxRly/G+boy63kai3i/1d/OLfXruHX/OrrTBx+Mmyja03F6Mik0RD/p/wSc4SiSpiNpukkQJwJ5ULZSVrVxKeXGi1Sfde0cwdxEwoevWEnV5AIAHrx3NU0HxHrppaZGdjULtcS0AnGPrSp3c/PFs7nyhCkcqBfj0e4d7Tzx0AaefHgjm9ePvuZ7/WXhiXLUdFHyFE5kaOtPsbNhAM2Y+7LEu2pyMdNnTaKmLI8l+YLNKgEfqaoyVCMb74jEcBtmpLuae6mYXEpB0cjE2+F0cNOtHyGU50PXdX70nX+wbbM45kVHTSW/IMC0GZWs2dXOCxsaKS7JB1kmYwQUAl4n27e0sGNr67D7/9d9r1FklAy5gsNn3u246LLjueQjJwBw97NijRvwOKl/RXTV2LKxmf7+uJnx1gDd6UA1Mt4+t5MppSGUpqhJvDdFuvlzi2hxWuzy8NWaRXiQaTRMO89aWgNAWtG461+b6e2Joag6zUarrSmleZyke1lytNiufldrjgdRFp3pBLfUr+OH9et4+FFhEpqIJJiMGOv8yLS0tx5UG8IN7+xlx9axx8DRoOk6f2wWgaSFqrh/1ICfdGkRqhF88rZ2stio825IRsdUzXS0i7VVXja64vrvdTSH9wHx3rx5M1/5yle49tpreeSRR5g5cybXXHMN8fjwg2h7ezvf//73ef31183/vv71r7/HRz069Lw805n5cLQUc0TjBDZtx2HUDaZPETIetbZWvN/cPCEJ8GBkCRxY8uAJH+MeIdtRZs4geeEFZqR0LLn5aBlvu9Q8qYtb12nUAWUyKnt3taAXTZB4GwOb2+M09zUcCotDeI2Mt+q0MqF6KGS2FctmvAH++fdXhfzpXSIrDc8cc4z52rBZb00za+mzygeA9tY+FEU124lJum72SYdcmXl6xdGAkZGWc6Xm2fr8iAI92VqrYBDXO+vG5WMgDQyY3zsk4z1IGu6IJ0GSSJ19pvi7uRnnVrFwcBlkUJk7Fz0UorSsgAJfbo2zxAQyF14vycsvI/KTH5NethSltobMUUavaHsf73FIEGWDeGvBIAxqdaFVlFu/b7zO5pmMKf8bNuP9LqTmlvGMjttQVej5+eihEJm5Qm7uMdzNk8k0f/39swB4vS5OOWMJ8xfV5ewvNEGpeSDgNZ+3/r4Ye3dbC6qZtt6yhwJOw4tAmVqHnp+PsmABmhHUc739tkmmk8mMqHkfhGwmXJYl06l8PPD63BQYLXGOZLzfW5gZb4N4R8JJ0uncOfGdt4WRn8vtoKBQ3A/33vWGmVEcCdk+3oOJt2orRynwG87mI9R5P/GwWDCXlOXzoz9dR+G3V1BxVBWy4VVR6LeWZpGBBIoyPBncFx/gTy1CKaLqOnvioyvKDiW60tb4sz32nymlsJNtOTFxybs2TED1UNZ5K1FrPeMeVAPt9jj55OdPweV2oCgad/7mRR5p3svmfW3sbBXEOyCDu6uXIoOYLKzJp6FejEc7t1lj5tuvj5ys0nWdNw1CuWSGCADvaRfriqYDPaghi0xncdIpC/jux47B5ZTRgXjdFOG8niXe0TiVhppkR1Mvi5dbbVdHQnlFIV+/+cOAMPVMJsS5z7aJzLb/AigpE/NTxuCOeX43qqry1ztfHfJ8RqMJXnp2I8V54nn0hMY3F133xQ9wwsnzeWdPB7ubxdqpWlbo7YrwynM70HWrh3fG6QRJMjPeAAunlpBpixHXFOrjYX7buBUNnYDDyddqFlPo8tDW0kMmreB1Ozl5gVj3rN/fT2ePuG9DeV6qlk1jt0Esr6ipYvYicY00TWfLhqHr5XXhLjK6RiaeZts6MYZNKcvDZVMIzEpoEx4Ldm1v4mufvZMvffp37ypQ/O/uRvYmwrh1mGtkvBM+HxlFJVkpAj+OZIpjsdY0m8fIene2h9E0zSTe8kRb2b7P8B8n3n/4wx+48MILufDCC6mpqeGmm26isLCQRx55ZNjt29vbmTp1KqWlpeZ/weDIkbb/CCTJMlibCPEeZ4TKd6AFV1qFFceiezykjxWkTK0RkTIpkzGNrMZEPI77388g2wixnXjLrcNHGMdCtr2WWlsrammNjJ+j4eCJt56XZ5LcmJHBXbR0qilL3b6l0TRXg/E5m2fN1Uaq786isCiEz8h4J/VcmUs2613nVsx2Tq3NPbzxytYxv39UpNOmqZc6eRLKNDFBDVfnLUUiJknL1i0D7N8n7oOwzYguxyndJjPPHC3qkLWqqlypuWwR7w0JN93ZWshAECmRyMkojoQRHc0ZJuNtmJykjzsOzcgce576N3Jbm+lnkD1WAJdhbmJ/eia6eNKqqoh/5ctEf/RD9Oz5k2UzgDaeGu9sj3LdpnjJQg8GTbI3XmdzO7G2O/zjNZ6LdyE19wc8eH1u8mUdhy4CRFl5fOpoEYBxtrXSs24rn7/mt6x5S0TyTz93KQG/m8Xzc40OJ1rjLUmSmfXu74uaxLuoODSk//a7QiKBc6c4dmXRIvGa00lm+TIAXGvfodrWqmy4Ou8s8S6vLMTtnlikvaxS7Lu19Qjxfi9hEW8rgGjPHGuaxrrVBwBYuKSay686FoD+vjhPPrJxxP3qum7Wmg4m3h4bsc8S7+Gczbs6+tnwjiBK5124gt5yJ7LbwfRrFprblNiM23Qdwv1Dn/WedJJfNW4ho1sB3sZDLPnuzaSIqcOPpV227Hp9PExKO3SZ4vHCEbOOQU5OnHjrxvzaNWAj8IdSbm4cU388Q17B0DGyanIhF18hFDid7WGeuGcdWkeSnTZXe98Bq667LM9DywExRu3abq3xtmxozCmbs+NAfQdtrb14XA7qDOO/PW1i/00NPaaZmyOeBCPAc+HKqSyeJkjSxoE0mkE4s9vKuk6ecY/vbOph8fLZ4zodx500j4ts9deyLLHACOIusRNvo+uGZqxDgj5BvPt6Ytx/99vmdpFwnJtv+CvJZJqikJgXHWOs5azvlrnxBx9h7oJq/vGymCOmFPt49cE1bNvcjKZpVBULbqEZZWeax03GWBNccsIslK44/ZkUP2/YRFrXcEkyX6peSJU3gJROk9fcxpO3XMibv7icIuOZfn2XNRccc8IMnC4nT+4Ra4cCr5t58QGmTikAYMPaA0OOOyvNTmzsRFfFqmfB8ik52yxX3bzYZfge6Tr9mRR74gO80d/Oo537+WPzDn7buDVnvHjz1e3ouk4mrfDmq9vGdQ4HoyUZ4yFDar/KlUd29L3xlgf55Ed+QZfDhWZkq8u7w1S6xTOxcYw67+72MGgqAcNI1uUf3zV+v+I/Srx1XWf16tWcddZZ5muSJHH66afz1ltvDdk+nU7T19dHeXn5kPfeb8jKfcdLvF1r1pB/7SfJ+9R1BG/8Nv6f/wLf3ffgeeppXGvW4qjfjxSO4IjFzd6JBEOkj1kJxoJera0x9zeuOu94nOCPf4L/7nsI/Pq35ss5Ge/Wtom3J4vHTVM51SClao0wBxkz421kRXVZzs04GsiS3KgijmlydSnVtWKC2LG1AVwuU5Y9roy30cd7pPruLIqKg2aNd0LLJd7JUnE/1rkVLrrseMoqCgC4/55XJiT3kbq6cb31tplBtjua68EgmaVHAeDYtRspnLugs18zu9R8/z5B8qKSRRjsBms5MnMjU65OqgJb9JRkyrxumxQ/XYZRUbZlVran9miQbcoJtWosqblBON1u0qedKo5z0ya8jzwqvleSzDpdAKeh7tBs5PRQLZ5M4j2OjLej4QAAanX10DclyQw+jbeX90hBqEOR8ZYkiZLSfIqd1mJZzxLvpUtNufmrP/g9+wyJ+Qknz+e6688h+L3vc8mjf2Sa2zrHE63xBigwnM0H+mPsM4j3ITVVA5z79yMZ0tHMAqt2MZOVm8di1EWt2u7Bdd6JeMokSZOn5Mrrx4OySqOX95GM93uK4CCpOcADf3uF73ztL4QH4uzd1cFAv5hrlq2sY/GyGtPA6o2XduWYCNqRSikohqPuYFfzkGqN9YX54r3hMt4vPLPBnBdOO3spO41s8eyA5btQXuBDLbaOfbDcPKWp/LJxMwOKGJfyjEDDoay17kjF+dquN7lxz2rSw5Dqrow1Pqno7I71H7LvHhd0XThsG3AcBPGWjbljr83V/lASb4exr55IekjLxZSm8u/uRv5V0YU6xyC/W6N410Vp7UsSTYlzLg1aQyh9EZLJDPv3WfJ+RdFYt3p4U923DNPKubXFpkN3wiijCg8k6DckysI0LYacTFFpqKB2NPbw+0c3mPtSgwEGr2jqOyLMnl/HePGpL5zLjNkicDtnfrXZVWLJ8ulMri6loDDAQsOV3Oyy4XMza65YZ7312h42vnOAluZurr/mt2w0xudsxjvHm2UMeLwubv3Z1WxqG6DPKHWaY8Z9dTPjrXuNZ12SyFSIeWBBbQlzCoKkFIWImkECPj15LjO9eXib28nbvItqJzl14orLSWPEepaydf7O4gL+8LRwkc/LaHzlnDoKAy52bmvNyfDHVYXdMZHJTqwTa7uC8jzmnDMj93ch4eoP8809b/PJ7a/wxV1vcGv9Ou5s3s5Dnft5rb+NteFO7m3dbX5m3RrLXO7t1w/OPf/v7XvIGAGIS71iXZ5WVNbuaKXxQCff++bfiJeIYLQrEuNUj0iUbYv2DjvGZNHXGcXevMV7EOuN9xP+o0L5SCTCwMAA1YMWqnV1dTz//PNDtm83Fqy33XYbq1evxuv1cvnll3PVVVdN+LtFYO/w9btWC4twAVJ3Dxll7O/xP/8SUiKJhKg95MCBYbfTTzkdFhpSWL+f+ImrULL7zytECwaRo1Gk+gNkjjlu5C9MJSn435/iNOrpHa2tZGIJ8HjxdFokTkom0Xr6wVU47nPmbLIitOmKSWQUnczkatysRm5pIZPMDJHiZuGKWTWtmWG+L3b6mQS7e3lwp3hICwpDzJ5XTcP+DrZvaSSj6GiFheIc9vSNee6z9Xo+v2fUbUP5IbPGO5zWcdm27fPlEwSqXCqTSvK48NLj+f2vn2DH1kY2rT/APMNUxI6sctB+Tgt/+jOcTU1EPnYFyTPOwBG2FlsZrx9t8RJ8D/xTyMXXbSB9wgnm+1KntbBPFxSjGcdXv1eQJn9FKSBIhTYQIaPoyJ2WzDy5/Gjz96tllQTtUvMmy9V0G0GqjOyAXlwsJusNG1E7e0yVx3BwNxvGavn5ZNw+yJ4/XTeJt+py4sgoyOkMSjKD7nSinHwqnsefQFIU3K+9Ls7ZjBmkg/mg6CgqOBWxuMn4fMjGM6Qn0+N67saC7vFAPI6WTI2+v2TSrN1OT6kZdlulvBxnfT1yW/u4js0RtbIwittnfsbttmq8381vLK8sxNFldURIh/JRFZ20N8CBUDl1A22c6Ipym+znquvO4tKPrcLZ0ozTMFy8pFThJy1iNvQHfBM+ljzDjKe3J2oS77rpVYfkumXhaLGCHKnKSejGvjOz5uIPBJBjMYIb1lFYFKSvN0pjQ5f5/bqu8z/fu99sM3bcyQsmdGyKCmUVRsa7pZd0RjukpnF2c8n/RhzOOVjSJVySTMYg3pqm8cgDr6PrOouWricRE+fO43Uya/5kMorOSWfMY9P6RuLxNG+/sY9jTpw5ZL/9fRbR8wW81v2gaRTbKouKCsVCvaNtIOe667rOs0+KUqF5i2opKS+kc79Y8FbLHrLnw+t24qlwovQIYtjTE6OgXJwzTdf4Xcs2M1t1QUkdYTXNi30tNCaih+z52RHtR0WnX0nTFI9R7c1VonSmcgN/WyN9zPaNPAccajjiCSSbqZg81hg9CIoKXl0DJNp6YsRTGfweFxu72qjJz8Mtj1x6Nl64NBWQ6YtnyJNkMopOWlN5tb+Vp3saGVANUnVWCe72DGpfGjUs5rO2mMoMo29xxufFZQRai9wya96sRzMCPR6vk1RS4e3X9nLMiUMl328Y2csTjHWIpulMXz4dXj8AwO6WCBWyhKTpyANRPC2dSLqOqul875432dcRpqcnSl5+AJBRvF5chr9IIq1QUF2O0+Uc9/MsyQ5u/fkneObxtRy3ar55zZwuF3f+/auoiorb4yKj6DhcTkgphHxuFi+vpL83TX9fnN/98hna21qJhMUcOW9eLX5DfqzIjgndB4FQgJv/31U88cDLXHHybJZPL6HAux9/MJ8KQ5WledzmPpWiQtjXhN/t5PJVs/hNTwJnWYDLSqezIukkUL/TLAPVdJ1/r93PzuYB0q4gn7jpfJYfn+KJh9az8KhqikrzyCg6dXWV3Hzbv9F1nU+ds4hSr5ObL57NLQ/tZOO6RpYdI9SOm8I9qOhoSYXkFqME6qhSaiTx27ce6KYo5KWqOMjxqodXU0MVNy5Jxis7iKgZdsX76U4mcSY1dm63/Jc2ra9nYCAxZkLKjriaYXtUBBFPL5pCfo8IhG3c10naMJncvKGeX//jLb51ynQkTeekuMzfgLSusS3cx/zg0FKueCxFtDdBgdua7zx5wXFd4+HW2YcOBz///keJd7aOOy8vt9G9z+cjFosN2d7hcHDRRRexePFirrnmGvbu3ct3vvMdHA4HV1xxxYS+e+Awm3BKwRK8CKOynnGUWhS0iIVnckotqbJKXL3duPq6cQ70WxFPhwNphjWw6j4/HcVTwdy/hL+qhsDubej1DSN+ryMSpurPv8W1Z3fO69G9HaQm1+DvyJVbpupbYVbhuM9Z/l5LVtwVqkIdgGRxNQFEe43o7lZSk4bJCgKOgQQBQPX4hj/+GctIfG0+T1wkDPVcviBTpgWBtXS097Fvf4T5oUKCNKF29Y157vsHsjXenlG31Z1Wxrs3ptnOOTSlfWTjvYXpDEevOpp7/vQ88ViSv9/9Cl+5uXbE/WbPqSM8QKnhIq3WN9EzAL6OKNllTD8BksHJBEvKcHd3Iq1eT89Ci3gXNneTj8gGd8kF5vHt2yPIoL+qAtpE5DvWFSU8AEWvWb2a22ctR8n+JmcxhW6PKYdxrBULRdXnpymaR3e2NU+WAOo62nOv0nPWBSP+Tl+jCAAky6pyzrNDUSg17u+wL4/CjKgtinUnSfiCIBXgOmol+WteNz/TO385fbZ9lBnEO6q7cDhduJQM6WiGnkOgRsp3unEAqUh61PvDV99oPqc9JTUkhtlWKqjAi5Ca97XF0PxD+57m7LM7YV7/PtVHKrtPyYsfIJEY19gyEk477wS2bN9o/t0j5RNpTXD7/7uPut0xbiqHaR6FW7/2QWpPOZbeMORv3mtuf0Iow0+MOi3N4Z/wsfgC4vfv3N5kKk/KJle+q980GKVN4v5XAkG6lYDtuXXiWriMgrdewfXOOqoqF9LXG2V/fbf5/Y/e9xKvvSSMd449eTHLTzx6wseWzXgnE2n2N0TJLzx0MvrSgkO2q/8IDu8cLOGTXGR8KpJTJhNLcvNHV3LU9DLu39nP9t3iQs6cV00k4YQEFFVWUFpeQFdHPy89t5OZi4YS75Y2i2yqkjVnqKkEpbaFWF5ILITXrd7P7h3tVE8tZ8rUchwuOFAvgkErTzqK7n6dTqNWukhxAla2dbLHxX4piaRDa1uUaXPFOft3eD8bYmKOXuwtY6WzhrUZMb4OqGkaetMEHUPVYhNFe9TKtO0fSBJI5d677YNKXbZG+jh5ZH/SQ478Qe3fZEWlr1dBc4x/WRvSdUAiHE/R0RenriKfaEc/zwXbWRmYNObnx0KVMYmG0zo9A9CRifGn3k0MaFZ2vtqVx+lFdfivXsBdv3rK9IbZP5BmRpEbVdP5x8ZOLp1VgBeNKSU+Hn9CjEsut5PjTl3Ii0+uZ9/uDvbWRyi0ler090bYuU2sK+bXijK4loEUhYsn4XDIqKrGrj19LJsfIpCI4e3sQTbmsf2OAHsMJcBzz2xn1ZmivCsa1agzTvGe5j7mLhZr0gk9z3KQ0z4ovIlyx1RZ/Gc8ZuWyG0gS8rvo7k1z/uUn8Nv/eYDOjnZ0XUeSJD726fNIdlpfPpBxEp3gOO3NK6X82KUoagSnQ+akmSH+tXo/bpcIfIRVN1a3UAdtB8KcPLOI05bUcHfjPs6bPJMPtqfwpfrNfcZ8QW78/fO8tnoPwVCIBYvn0hNzsvTERVTWVlFWVWT+9uJKofS648nNeGsLuXJuNVWFXr578WzuXd9A3VxBvNf29+DU4ZpuD6lLjuZ/7l+Nc0kpNZq4IHtb++mPJrnqjPksVd0c7ynH7/JT5PRS6PBR5PASkt10qwl+2rUaHXitsxv35n6zcweINqOvvLyHo4+3VGJjYUuiD80gt8tSQZyxdpAk1u7u4Mzzj6OtpYvN63bz4D/f5AOLqllY6KI0kqDK56RVUljT20OlOpR41xu91n024p1xBohN4Bofjrnm3cy//1Hi7Tck0qlUikDAWoQODAyY79kxadIkfvzjH5t/z549m3Q6zW233TZh4p0fhFG8tN41PEZtnyMRp8SdGFKvnINUClef0QrqpONJn3Em5pSnKMh9vTi6e3D3DeD3WudFkmVKQhq601a/O60Gdm/D19JAcZ5u9mDOwr1mDaG//gU5IiJh6XnzcG8TEdGiWAfp/Bo8/bnEO3+gjTjzhj9nuo7/8ceRe7qJfuwKcLkI9ImMtxYIUjApDySQZ1s1KMV9jaTmDk+8faqYTKWAj+L8YTehJWw9RVMmhSivLOSPxt8dTY0sKhXyFU+kb8R9ZKEYi568fO/o2waduI3TnNLUnG3X2mTcU51hlEovH7hoJQ/c8zLr3tpOYqBriBuyoorBIHtO3TYnf19igOJ8cGMFn0JlAQIFEsrSJbifeYbgzs0U+9KmHD8QM3oxFxZSXCSOJ5NRaG0ScrQpc6rBUHvnaVFc+VCwSRDvzIwZ5NfaMxUyanm5Sby9jUZW/PTTyf93uyk1l9FJL1iIe8tmila/Ah86P7c23AZflwjGyFMqc86dM2YtNOXSEIQF8S6SkyQNh1/1vLPARrydxy8z96GmVbNG2RNyQdoFSoYAmTGv/XggZ104SY+6P2+3VdoRmFPNcJzaNbMGnhbt06b95CYin/kMmVkjm9K4ZWthmVfqQzO+32c43crpNMUhbcRzPhZOOXUWgccroXeAjA6vvLmZRx98k5ambvY7vHyLMDJwgtRB3PjuUIslR6tSY1Q6/bQpTiZX+Sd8vsvKxEmKhq3M/qJFVYfkumUR7BPEW6+oGLrf41fAW6/gSMQ5dZLONqCrrYvifNiyoZ4H/voMANNmVPGNmy/B651YhFtRobzSWkgkI71MrT2E9ev/5Tjcc3Ber5OwJuEucJOORfjgMaKGdElXnLWGrPTk42up6z5AqrCAVFEBJ50+mwf/9jatjd1Ee7qomZo7brfrFvGeVGnNUd3duSu7UIFFfCPhBNs2HmDbxgN0dYn7UZYlZB3C0W7SukjLlDtyn+NKBfYHHRBRaTLm5J1aOy/FxFhT5w3xqerZuGWJOZ6gGVSKeqLUBN595jlja4mZciXN33qgvp3XX95C90JwvtyHM6ySvLCUFiL4ggr+CRDfd4PgML3ZS90plOD4vl9RwUgoE0lkTOJdPKCxQQpTnP8uibeuE3SJMSOpgzuQ5u6GzSbprvWGuKCkjnmBIqGIKIPzL13Gw/8Q8/JzWxpo2qWxraGHlzc3MfMLp7FyViXVxT66O0Tp17SZ5Zx86nReemo9ug57t+7jrPMXm4ew9pUdZlnD9HIx9gzgoLzYQcWkAloae+nt6IHjKyARM0l3xuclb1Ydk6aU0NLUzcbVW7j4UkG8X9jWSt0iIbfe0dTD8ZeLsq/D8Tx7wyIoFvK5UXqj7N66nY52sZCRJInLrzqdj338eP7yP4+bnwnkOfEchO1T8TFTaX1rM9UO+OAx0+nst+YlX4Ebl22fryUkTtJ0nA6ZX1XVUtpvBVIUj5vY5Eq2tvSzeoNYO7ndHkrLgsYzJFFaWJb73fn5nHLmEl58ZgO/ueM1Cn9+Eec5fVQUeLlinkS32ktxYSG7O3u4JOPn3CI/HF/I2uZu9k4toDwlxo647ODZ9Q1cdcZ8nEh8MeMhVl6O4s/lHyX4mRQO0JKKsVPpxL9d3E+S34nkkNEiae559VXKTqxgaWh8nTwa42LtdnzazcK2NmSHTCqjsi+c5mv/cy6pZIYvXvsbmhu7ufX3z3D/Nz+ABFwhFfATutmd6aEoTx+iCttodIYKuK2bK7/QhTaOIN/gdfb7Bf9R4h0KhcjPz6e+vp4im0y1ubmZKVOmjPJJC4sXL6alpQVN05AnsAB1OsDlPHxSPanMqgd0D/SihUZ26pVbbGZLk6pyj8vpgspyqCzHtWs/DORKR9yaimZ32a4Tdd5yPI67vxe9VByHFA7j+8tfc9o/pU47lcQVH8N1zbVIqoq7qwPdAY5BdemudkGahjtnnkcfx/fgP8V3T59K+uSTcbWJ7bXJVbhcxjUpK0YzpJ3u5ia0Ec69I2VMpn7fiNcnYgtflZSFmDajAp/fQyKeYvf2Rs405J2O/r4xr3HCyLQFA57Rt7XV+IZTSs62Df0poqpE0KHj6+og6ZS4+LLjeegfr6EoKo/c/xpf/tbFg3ZoyKuMc+qptzKJjoF+XE4JZ9Ii3s78ELpTQlu+FJ55BimdxrdrO8oSUXbgNAI3ekmJeWzNB3rM6PnUWVXob/mQEgmc8Rieni5cB8SkoKxcMfS3V9gmBk1FnTyZzMUXcE3dfva/td18SznpRNxbNuPo7hbHs2CYCGk6bXod6IPub5diq6cL+VA9bhypNO5UCjW73bRaMnPn4tq+HWX6dBwVpaZphyNpfV7yutA9LoiBQ8kcmufb6NnuyKRH3Z+7SSyG1dJSnPnDz/r68qNInXwynpdewtHbQ/6Pfkjqg+eTvOjCYUsvnDbXYGfQh258v2ybRF1KyvR4OBicuGQyvLCTXkXm9l88Zr6+6NSVpD178O7cgXftGjKXXCS+b++enM+vKlB51VdBdU3xhM934aD2Mx6Pi5raUhyOQzcuOzsN4l1ZPvT4Fsw1S3OO0Xv4NaLtl4zGY/96E13XCeX5uOWnHycUPJhUnm5KzQE623pYtKT2oH/L/zUc7jk45HRBChx5Lvyd1vccXVfEXY5mFFVnaUjHMxDFFU+glRVy/EkzeOyf75BOKbzx8k6mz8xdIGfnC4CCAq95/EoqlwQWBFxc9+NzSDZE2burg327O2ht7iNitO7z+4O8/Mx21ry5Dz5TCQ6J/EGmnc5YCkeeCy2i0tDdR0N6gHt6hQlUkdPDl2oWEjCMimoCQVFiA7RmYix2jt99fySEVWvO61OT5m/91f88yPYtjQTmlVGVMebaTRHUlQXUpwZYkjdxL4SDgcvwwFCCfpxGWY4nk0ZyjpN1aarpBB1NpOnoF/NtsdPBvvpO3JWz0GXpoAObUiqDbJCItOzgd61b6c6IMf1jlTM5rWjSEJJx5rnzcUiQTis89tArvLCzBbdHXOPdTb2CeJdY4314oJfbf/4w0WgvkXCSe+/qZsfW3TgcDmSHxOb1wvV60ZxJpuGfszgfl1OiuraYlsZeWhp70fOD0CaC9BoQmVKF2+3gxFMW8I+/vsT6NXtIJZN0d0Z5eW0zly4oRpYlOpMqp1Tk0zNweJ5nybi/Qz43D/3jGdMM1+12UV4xiS3r24j0x5Btrv8OrwvpII/Du2QG+va9BLwuvnSh5SMj+905v81bFOK1bS2ctGAypYbEXXM4SFaV8VZjL3//9n1seMda03k8HkpLQ6Oen2s/exavvbiZTEbl2Yd34jp/Pmd5XJTleZD3NrB2apTSjMaHFGv+P/P46aRxIRtqm4Ippexs6mXt7naWz6zAHY3j3rmXdHEBickV6B4rILgiv4yHOvezK96PulaoX71zipG8TuJvtNC3sY2/tu5g+dwSHNLoz4Cu62yN97KkW+PLniBOh0w8leGWB9/h09+6FL/Phd/n4tu3fpTPfPzX7G3qY0dHhLnlIZYnJXweie5Mki41wSRvbtaipVEQ+kDAYs5Oj9NcD42O3HX2+wX/UXM1SZI4+uijee6553Jef+aZZ1i5cuWQ7d9++22++MUv5ry2Z88eKioqJkS63wvYWzqN1cvbYXMgH9xqKQspncFpkO5MgZU1kQe1Dcu2FAPLYM21eg2hr3/TJN1aSTHRb32TxDVXCzOyMhHRktvbkcJh0x07C+cIfaOdGzbgfeCf1t9bhIu33Gw4mtvafyFJlsHaKM7mUnxo3+LB6Ou1gg9FxSEcDplZc0VgY8dWy9lcSiRgjF7HcWMgH6uWxe5q3R/PPecd7f3sT4sJQjbc3EvL8jn1zMUAPPPkO/SN0M81C8deK+Mt94vUhWyYoOmShG6QLWXWLDRDHeJaZ7UVy95jOcZq9dZ1q5tWYZrOSdEorjWWzDxtcwjPQiu1opy6rhO/7lPgcrFsxUwu++QZ5nvq7Nnmft1GX/khv6211ZRhj+RorksSustltuuwm+YAxD/3GZIXfJD4Z67L/bzNSVhzu0z30UNmruYWhEvKjG6u5jhgEG/b8zcEskzik58g9oXPo/n9SLqO95FHCf7gVtMR3Y6RzdV8w25zMPAmxIK1RzV6uTodfPEbF/HJL19Cxmgv52hqRm5pFeaOg8aCz6+awp/u+yqug+irWVCYO8FOnVGJw/Eux3F7H25NMx3kVVsfdRNOJ5nl4t6f2tWIS9JRVY0D9R2seUOYy5x+9tKcftwTRUFRCI+xMDvSy/u9RdbZnDwnAZtMMeRzc1RtPnOmFuGJiHFZziigqvj8bo4+1pB1vlk/xCk66wkiSRL+gBWM0QYZexXqMrGQcC2+4trj+d7/u5grrl2Jahj9TZ0h5qt4JIXULcYWn5LbfrI46CFgPA/xviR/7t2Momu4JZkv1SykwGV9v1t2UOkRhKwpMbSu82CQNW4D4aAOYi44UC+eqdj2LhRj/eHaK8ah96ytmKaZ3S8y+SGzF/VEnM0lW7/upAKdRga9JOShpClOaOMOQpt35Y4pE4B9DtqrJthttHc6s3gKpxdPHtbvQZIkTj93ASedPtv0vbjqU2fwoY+cyJ6WfgCCXieFARfJZIJXXtjAqy9uobWlk0gkTGdHN/9+/B2efGQ1j//rbRr2i3nluCWW+VmBYUZbXSPWCp0dYV546wDRpLiWD61u4UtffYg/3f4ylVViHaAoKm+9up3nntxCdzjJj+5fzd9f2oFSXHBQ52a8yJqrBf1uk3RPnzWJW39+DT6fj2Qiw+9//SJBtzVvaO+ix7Ma9BObUYNum4d0LJPVLIqKg/z9lT1kFBVV00mWFvF0b4arbriXG67/o0m6fX43xcXFBAJBiktHDwhVVBXxwQ+J7gpvvLyVlF7E39eIe6DE6WRZUy9fSYVw2kpajp1UwkzNprg8SoxdX7z9Rdb3p0yTVHdPP3mbd+FtajMLn5fnifsg05ek5YCoF/fOLebCU0TAQQun6dvXw7740Babg9GaitObSfHRmBenQyaSSPP7N/bzuVuvpLzC6jQ0c85kzjhHmAT/7N43AXBpOqcrYizbNExbsUbDxT/gNfw6dD3n+vw34j9+9Ndeey333XcfDz30EE1NTfzkJz+hv7+fCy64gN7eXi6//HLeeecdAGbNmsWbb77JT37yExoaGnjjjTf47ne/y5VXXvkfOfaujn6ee2odmcxQB1TN1lJoLGfzrOOz7nYP24oIwN3dZz5u2V54ANKg79YqK8xBwrVlK/5f/ZrAr36NbETaU6eeQvh/foyyYL71mWyrr/Z25C7rxleniMWBo21oSzG5tZXAb2/Pcdx0bt0mTKYMh217320ArXpsZ/MskRiNePd2WwuLwkIxmM2dLzL9O7c3oeRbmtJsb+uREItOnHj3RHNJWHtrL/szYlBwtFjn6kMfOwmAdErh0QffHHnnmmaa3IHoeY2mma7mut9vRd0dDpQliwGjn7exKDDPuS3gs3+fIEk+v4eyigJ0k3jHzDZiyswZppt5ziHZiHf6+ONQp0613rNNQrKukz5BtAdxvbMOKTx0kJYbLdMOtTpXyZIl3prbJZy/DcduRyKZ46avFxaSvPRDaJW5BEq2BYl0lwvNkN7LGeWgF0w5yEaIh+n3akJRcDQLkzJ7Z4GRkFm5gsj//AhltuFouncvoRtvxPVG7j1iPgsOB9jOue617lVpjMDSWJD6+wHwVpWx9OgZ/OoPn+WcC1YiSRKpZcvRjcWha80aHHutCH5m3lwAPDt34ubgznN+Qe5C5N06mrtfepn8a67F/fS/AfHbsm702gidMLLu5q5MmmP84hl/6P7XSRpKihNPHX+N23CQJImKSVmDtSPO5u8lgk7x7KohR45MEeDE2cWce1Rljj1Odiw66TTRGimTUXnr1VyFh9XD22P23AZwpnIDfUFk2gc5jL/2kuFanO/nplstBZTcnsYhSbgG9equLArgNHodSxGFhC7m+k9PnkuNb2jJwhSveJ4OVUuxfsWa87KZ2lg0STwbjNB1Bgb6xb+bk5BQ2fEeEW9HPGmuPdSAH80oCZoI8ZZtxDuWVkkY1zPoc3FDdTmypuFIZ3Jalk0Ekm3O2JaJoWdUFgWLuaxi+iifEti68QCaYRy36KhpzJw7mb2t1rmtLvGh2tq8zZ47Ba/Ph8fjoag4n9qp5UypKWXSlBLmLaxhbm3WYVrDa9SAT6m15v2/372aWx/exa+e3seDb7eSSmZY88Y+HntwEy4jmP3oP99m3eoDRCJhHnp9Dz998B2OOclaRx4OZAmWyyHjdTs59sS5/OrOz7BsxXTOPE+03zuwr8vM5qsAjnenKVYK84nMm4FqrEXUgG9IyWZRSYDdrVEuufVxLvnxk1zylb/xnRvvZe8ukXgpKAzwic+exR13f5mi4lIkSaKoZGwlxkevPtV0eb//z0/T4wvyl1fEerlUdzBFF+vMJ9cIJYNbkrhYNQzgnA4qasqpnVpOMqNy5xObCC+aRaqsGB3hxeNt6yJv807cHd1Uuf1M8gRIvWYl/qoSARytqhkUSr3Qwubo2PPWlmgPZDRqjGD62rYIV33jYoKhoev4az57Nl6viw37Oqk32i1eqAaQ9aFtxVLJDB1tImAVMpQfCUUbcj3+2/AfJ96LFy/mpz/9KX/4wx8477zz2LJlC3fddReBQIBEIsH+/fvpNxaHhYWF3HXXXWzYsIEPfOAD3HTTTVxzzTVcffXV/5Fj/8X/PMSPv3sfv/jxQ0Pf9Pmsvr1jEO9sxlurqBhe1qTruLsEgcyEAmIgMDCYeONwmO2MPM89h9toF2VmuT9xzRBpqmq2OerIaUuVWSgGNkdPD5LdwTQeJ/CzXyAlEuiyTOpMkQGVo1Hcb71tTYiDiHf2uORwGM9DD+N58incT/8b9zPP4n7uedwvvGhJkkfNeIuFRTDkw21kk+bMF4QumUjTHLeIgNzXD4hsvOfhR3Ik44C5iAiMJSW1E++I9W9d12lv7bMy3h0dSEYbs6nTKzn6GEGuHv3nmySTw5M3ubk5h9hLqooUjZltv/RgbmYws1REJOX+ARz19ZBKmTX7ORlvw9G8blo5siybxNuxfz/OeiEzz6xYMewxqdOtxUHq1FNy3tNdTtMfUk4rpE8+2TzurPO4HQ7DNE4LBs2WVeZvzxJvg+CqRmZf0nTkEc5XzucN4q1LErrTgW5rJXIost66QeSl9MgLOrmlBcnI/IyHeIMoCYh++yYSH7oEXZaREkkCt92O//Y7wDCdzAlC2SYae0/vd9NSDEA2Fs6TFs3gf2/7FHPmW94Len4+yhxBQtyr1+DcLeRousdD6vzzxPenUmaf7IlicMZ72rsl3q+8ipRO43n+BUAEErPQKoYn3srcOWiGuefpQXEun3tKKEmKikPMW1j7ro4JoHKS0VLsSMb7PUXQqDXOhGQCntx5dUldAYsrc+eY7FhUXVtC3XQReHzl+R0mAQKIGoZewWBuoNZnkGY7dQ4nrBrRRDzF6y8LRdjJpy+itCyfvAJjrGtPUeH05shlQRDvni6DbEVV0HQuKKljWX6u/D2LaoN4t6XiZA5B0HEgk8LxRh+uRzrpvLee23/+HM88vjF3m4F+UUOsg7wvQVMySkQZe9x+t7ArotSAD81o9zSRlmKSzUwqrmhItmtaaOtdNFh9NV5oRoY2o2js+NcGWr/8Ehe6qkz5+WjYtF4E4r0+NzNmT6J2ajn72wdQjGOuLvbj9Yl7uqQsn9v/+gUu/NAqqmvqqK2r4w/3foW/Pvh17nnoG/zmT9eTb8hsu+KKOZdMrs5N8rQOpDnl4yfy5ZvO4cRTZxPK8yJJEoGAIOo7tjWgqqoZbJk+a5KpNDxc0G2FuR+74iS+//8+js8vrvUHLlpi/ob8LPF+l6Q7C83rITJ3OrFp1cSmD53TC4sCuNxumroiNLT20Wq0i6ysKuKL37iQfzx2Ex+9+lRSSeuZHivjDZBfEOAjV4n11s6t+3G5dJ7e2MFdL1keMptb+/jePW/SZ6xdS4z2tqrPy77dHaw8fg4AG97ZKwJKtZOILJhpKmVlRcXf0Ere5p38MOLn0eMX8+yPL2FOTQmpTWHeem0fXq8Ym5IbO9kSGXve2hzpIa8jgdu4XkXVZbS3DvDqizt59sktPPbgel55fgctjb0Ul+Tx4StXAXDHo8Zcq0kco7rZEx8gZgsoNTf2outinR0ygqeZw9eM6j3Df7TGO4vTTz+d008/fcjrkyZN4u233855bcGCBdx3333v1aGNivJKIaF45ol3uOQjJzB1em5/Yr2kBBobx854txqtlgb1N87CEY3jMBYF6dIikGU0hwNZVYdIzUH0zLZnUFOnnkriI5fBCGTW7C88MGBm7nRZRpk7F558CgB3ZzuU1YKmEbjtdziMLH3iio+ROe443M8+h6TreJ551jqOSbkL6azUHMD34L9GPiEYWd4R0NsjSKa9RnTOPGvf25sjzDX+LfX1QiZD4Je/REok0QvyTaKoKiopI1MxdsbbWkx0DVhkJxpJEIsl2aAaBE3TCN7yQ6LfvhG9qIhLP3YSa97axUB/jGeeeIcPXnLskH079+wd8po00I9k9NLUA4OI98IF6E4nkqLgWrc+51xpxVZ9XTbjXTtVXN8sgXfYemoPJzMXG9mGhkEyKyQJ3eVEyihImQxa9SSUmTNw7t6D+8WXSJ1zdg5RNIn35MlDIpVyejDxtq6DI5FA840eEHEYxFtzOUXG3Ea8pXQGvLmfl9JpPJ29OPvDZIoKSFUNv4g14R474+08YE2Ko0rNB0OWSV14Acq8efhvux1HVxfu11/HsW8fkR/eMqL6Q/faAm/Jg1sUmp83AlODAyJZZI4+Gtf2HUKlkq2pnDYNZc4cdK8XKZnEtXEjysKJZ4YLCg9hxlvXzTIPR1sbUjRqyswBtPJhpOYADgeZ5cvxvPACJ4dSuDt10gYBOuHk+e9e+o5YjAHm4uwI3htkpeaJAAS9uQty5zDX1ZFKk51NTzptDvv3dtHZHmbX9lbmzBdB5GjUyHjn5c4XBcb6utstU54W5ChpKwN57aUtpori9HNE4LSmtoQtG5uQ29PUOa1nurknweRiH5VFAZobO5kyJYiExLF6BecWjxzYm2K0+1LRaU3Fhs2KjxdJVSG9N4r71X7ztU3EiEZzs+mqoqCTRsKDY28cbX6QnbF+lg8THNB1HU3TD/qZ6u2J8PzT6zn59EVUG8FJ1e1CdzlRjXlCTqaFUmoc5FayrZ0SOgRKhnd1zEraJwo1Kq5/VyRFulsc75oXt1F3xaoxP7vJqM2ev6gWp9PBlJoyFE2nqStCXUU+U4p9KIY/SnbdueK46bzz9n4i4STbt7awYLFIRui6Tolx/0eRya4mfH43peUhujrEeurqz5xkZsFnza3kso8fw+4dbTz1yDs8+ahoxdfT3UXaSBKcf9FKIzN6+JiQbiPSH7tyFZrt3nG5HFz9mZP40bcfJc8g3hPp4T0mHDKZEaT0RcVBvDbl2bQZlVx+1SmcdMoCHLZgQa/NdLGkZHzP40UfPp6HH3iD7s4Bnn78bYqLKnlmcyfFU4pYuayC79z6OKqms28gxTJbucv2/X38v3tfZt5CMddlMir/+OtLXH3dmeDzEptZhzMcxdvYhjOeQE5nKATwugh4Xdx0+Up+8Xwzbq+LRLKA5sY46USK/ZEBBpQ0+c7hOyWkNJVd8X5qutNk27C4C0L8+DuPkkoN5Sd+v5vzLllCcWkeL21qoqM/TnmBnwsUH2840myJ9LKyQATKGw+IOVNVVfKNgIsqyxya8Mp/Dv/xjPd/Mz569Sl4PC50XeePtz095P2s3NyeRR4CXTeJkFY5PPHOZrt1WSZTKCYH3ahjGZLxBjLLl6FLElpJCdEbv0niE1ePSLrBIt4ATsPhXC8qNKXmAO5OcYzeB/+Fa8MGAFKrTiJ9xunowQBqnaghysrIdZ8XfVBfZ7WmhvSypUJS73SaMtYhp8TnI7Ns6bDvgVXjXWRrm1FUkkdFlQiEbNjTZQ7Ycm8fjoZGMzOYrT8HzBZGAIHA6ATPnpHui2dIGYuo9jaRkdicdFN/zCpAZNqCt/4IqbeXJcunm4Tiwb+/Zpqd2ZGV8Oo2tYPcP2BJzQODIqU+H4oh9XWtW58T2NFKBPFOJNJmhq1uWpZ45w78I8nMIbf+TR8mipyVm8vG/ZcNZjja2nDsym1TZ8qwBxsm6jqyEfjIEm/N4xaGNoxvwZOt8c4ej+YZJuOt6zjCUfx7GsjbuBNvayfOeBJvSzuo6pB95hxitsY7lcqRvuf8vgMHxHfn5Y1IYEeDOnMGkR//kPSxIijjaGvD9c46k+gyyJGUQ5XxTqeRjQWsVjD8ojNztCU3d3R1mceL00nGKFdxrluPNNoYNwLyC6yAkiRJ1E0ffvwbD6T+fmRbC0rH3n1mX3UtGByiGrEjKzf3S5opNwc44ZSFB308dmQz3j3dYXPcOILDjyzxVh06+cb4Hk2k2d5gjZdKwG/5QtgUNstW1JkqqFee32m+nq3xDoasZzCWSVFgGKNFfdbiVMoopDQxvmRVFJOrS0xVSXWduC+kzjRTsD7XHBbHkef34ER0fQFYqpSM2gc+m/EGaEoOJsgaifj4M9EDShqp21ATAWq1l8LSoEn2AJxOJytnV3LsNKEYcdQnQNWHlZsrispnP/5rLj//R2P6nYyEn3zvPu741RN84ZO3w4B41tWACDpnM96SrpvKhbGQsc3/cRnKp5Sa6oZdrWE2Giq/g814S8b91NFnjUvr1uwZaXPrWGJJdu8U65TFRs2u2+2kanIJe432XkfNLaO7S/w7S7znLZxs3perX7eC+QPdUUrzjPl10Fxy4qlzcHucfOhjK1iyvDbnPYdDZs78SXz5xvMoLhHXuL9fXFt/wMMphofN4YR97SENM1dPri7igg8vI99vrIc9w5PDQw23x0lJaSFVVZO58EOruPPeL3PKGYtzSDdAt1EW6XTKhPJH6Wxkg8fr4uOfOhOApgOdBILimX/4pXqaJR9Nbf0AJPNz13NrNos1enPjAJOmiHXgvX9+kRu/dBf9feKZU/KCROdNJzZ1CunCfLb1Jnl2/QEA5k4p5Je3nMMPf3EpJ506DxBBG7UlxpbIyEHjjZFuFF2nNGatj956p8kk3bIs4fVZ67J4PM0D96zhvIuORdV07n5OcI6ZmovZmjOnzrvpQFYBK8ZDAN5FDf/7BUeI97tASWk+l3xE9FJ++/UdbFq3L+d91SDSjgMHYJjMNIDU22uSOnU44q2quHtFjUO6uACMiF+WeMvDEG9l0SLCt/2G8M9/ijJ/7Bocu/FQ1uRLKylBLypC94ib3dPRhnvNGryPPCq+Y/p0EldfZUaW7TXjAGrVpKFRZ1km/pUvM/CXuxi4+y8M3HsP/ffeQ//f7qb/7r/Q/5e76L/rjwz8/neoM4f2UM3CynjnDjxzjDrv7dua0AsLxFf29eGwZf9lgzwAOcY5Y2W87VLzhCaZ5L+91ZLhJC+8kMQlonbP0d5O8JYfIvf2cqlR693S1M2br24bsmunQbyVOXPM16SBfktqHhhKGrJyc0dzM85tlst4VmreUG9l+yziPShzPoLMHGwSbqx7zQ7dbUx0BrlNrzjazMx6XrJM1qRoDLlXTNZqda4sTcoolulaNlItSWZt1biIt3GcqvF5e0DHkUzh7uwhtHU3oZ31uPsGcmo6JR2ckfjgXeb+zqyreXs7oa98De/9DwgjNRsJz5oYqjU1B1975PcT/9xnTOM8R6MVLBqa8bbdq++ixlsasOrxRwoY6AUFqINanikzRBmCsmiRONauLvK/8CWC3/8Bzu3bh+xjJIRCXj5ZHOX+6i5Oqvbj8x38osnR0pLzt3PvXot4jyAzz0KZM9uUm58REovs/IIAi2yGRO8GS5bPwOGQqZxUZDoUH8HhR8jo9pFJpSkwiHd/LMUTRn0kQKqiBNV4xu2EzeV2cuxJYg7atK6Bvl4xFkfCWeJtBWr7Y1HTVVgNWuqjAl2mPRWnq3OA9WvFGH/aWUeZ5Hmy0cJRUnQKw1ZANuqwFqmVRQFSBgEM948+VhU43YSMz9rrvBPxND+++VG+8um/0bB/fAGyfiWN1GfMAQVOMh+t5OKbV1E7TcwvDoeD6mXV/OK6k/nyeQtZMTUEKQ25OTmswVr93jZ27Wimu3OA1YZx4USwf187a98WAd3ergGchqQ8W3an2pRN4ylRAkhFLEKd8shMmzGZ3z25iVc2N3HrPzexq0dcc0c8OWLQdTQ4jCBFmy3QsHlDPenU6MG3bZsbzJ7KC4+yvFVqp5abdd4BNFJG/f+0mcY60ymz7Bix/cZ1DSSN9/ubuk15u8cg0Fmcce4CfvXHKzjt7JHXibIsD/G6OO2so8ZeMx0C2KXmkjJ8kPyMcxcwrVokXd6NsdpEUVwSJBAM4g8ERgyI9XSJa19UEszxhBgLp551FFNqxbpty6Y9aJoInL3w9CZzm4p5NWi289PQJe7Xgf4E3/zeZcyYLVQ6a97axSc/+guLn0gSmZJC4jNq+NYfXuHbf3mDAx1iLeBragNVpabOmjPVpihborlyc1XXWBfu4if7N3B7k1jTViqGEWRK4cUXxLO6/Jip3H731fzqj1fy/267nE994RR8fje6rrNtUyfTZ1bx6Ft7iRr36gWKj83RXjTjecsaq+lBifyAsRbzvjfBlcOJI8T7XeLDV64iL19Mtnf+9imzZyJgtlaSEkmcg7KAWdhlv4MdnwHcvQNIRr1WutRyB9SM9kPSCIReLygYtkXRsNsWF5mGbNmoolZSArJskvLA1o3k3fl78V5BAbEvfzFHgjyY4A+WmY8IyWjX4XQKWa/XO+ZxZ4m3PeMNlty8YX8HmZDI4El9fSaxBStrB5ajOYxDam6r8U3qkhm1z2a8ZVmitDyf1EUXkvjQJeK7OjoI3vpDTjlqMmXlBQA88LdXcvcbi5mGbMqSxVamvq/fyngPk63LHLXE/Lf7pZfFdj6fWb+/f591X9WaxDs3cz6izBxLSaE7HcOSSSvjbSwivF4zY+tavcY8drnJZqw2KONtX+hqtkh1ts5bHkc2Vzal5hZxz5J4b2sn/gMtOBLi2mkOB8mKEsILZppZdWdk9OxLZulRZp23o6MD76OPEbrxJkJfvQHvA/9EbmiwiPc467tHhCQJ8o4g8yNKze2u5u+CeMuGdwaAll8w4nZpw908i2z9f/qYlWRsz71z1278d/x+3ItU35NP8ZmiCDM8Ch8veHdOzLLN1BDAsWePWeOtDedonvNh2XRwPymQwiPpHL9q/pDsBQDJJNIYpUODUV1bxgNPfYc/3PvlUTOWR3BoYWa8B1Jmxjscz/DoW3t5a2c76eICMoX55tgzOFN60qnC30DTdF5/SfgYDJfxjtuUFr5gCM1QLhXoMi2pGC88s8FcF5x29lHmtqFJ1vzl7LBIoNNGjiqLAmSMuWeg3/oeO3Rd57mn1vHyc5tMg7WmZJTGA5384bdPccevnqWpoRdN09m8fmRjUzsGlDRSvzEHFIj5uE9LEwwZY2GpjyUfmYPHJZ6R0xcKabm8J05bKk5fJrfW2u5vcKC+Q6xbtPGT2UceeMP8d11FPg5j/FYMibnm9Vi+I+Os804bmexkWkEKeSmvLOT+N/by5d+/TEtXmIZWMTdIuj4h0zYAdB2vLtZtzZ0D1nemFLZuOjDqR7Myc4/HlVNDLYh3PyAW7lNKxf1jL3FcebwYmzNplfVrxPekeqwAa97koa3extMR6MSTc4n3eRcN7Tp0ODBWxjuLbNOC4ZIEhwtZs7TenpHXEFmpefE4jNXscDhkLrvmbADCAzFiMXEPvbNaKCZKy/JBcpgKWIDmXmsMiUUVfvOn67now8L4tqcrzFc/+3vu/sNzpupyx7ZGmhs7UVSNu18V95ycUfC2djJthnVPKW0xtkR70HSdiJLmia4D3LD7LX7duMUMsjmAKiPQ2RlJoigakiTxgYuWmHNefoGfpSvquOJacUz9vXGm1EwmnlL41+vid61Q3QQzKvsSYTIZldbmfnEMLt3MeLvfg4DP4cYR4v0uEQz6+Og1pwKildVrL20131PmzDYX7c6NG4f9vGwj3mrl0AViVmauej2mrApGl5pPGLKMVpZbk5WVLGtG3bmvaT9SOo3udBL7ypfQCwtztldmTM9xu1Yq351R0kjQdd0kvYXFuYPZ3AVWnXe/w6j56u3LbdXV2WUSgxzi7bci5sNBGpTx7jUmsw4jAl1Smm+2VEpdeAGJSz8EgKOjk/wf/w9XXrAYENFs+8Tr3G9lX5SZM9DzxaJLGhhAMurpBhNmAL2oCGWqyMgNa6xm1HcXFAbMAIVm248yY2SZOdiI9+D67uz3ZxUXtnZe6ZNXic+m07jeFA7dDjvxrqrC1duPr74Jb1Mbzqi1kMwh3tmMdyo9uhRc103Fh/3e0wbVeal+L/HaSYQXzyFZXYXm86IYwQxneHTirc6ZQ/i3vyF23afILF5kLgQc7e14H3mUvG/dZGamR6zvVtQcj4BRv8/Wck8yZOBDjAadTvRs4G2CxFvq6yPws5/jfva5HOKtjyA1h1y5uVpVhR4yCIPPR+zGbzLwq1+SOk2MgXJ3T86YNhJcr72O7777zb/nZvpGVAWNB47mwRnvfcidopWOOoKjuR3prNxc1jnOn+TEU4apWdc0Qjd9h/zPfxHfX+8eYtQ4GgqLgu9JhugILGSJt9IdNzPe0aRCIqXwzb++SXxaNciS5YidSucEjUrL85i7UGSNXntxF5m0Yppx2ol3xuazEPQHTDVQIRKtqRjPP7UOEPW6VZOtMTcTlNH9YgmWahXzyUA8Q9lU636tLApQUeDlfy6fy2Jfetig1gv/3sCPv3sft9x0L/4WMR7UJ8L87EcP8o+/vsRLz1ltJ/e39g75/HDoV1JmxttVKM5dVyZJZ7ux0K4KMNtjnYMFNUVU5LuQ98ZB19k5KOtt9zdQ+yLkbdhBaPuecQXpwgNxnn1SnMMzzl3K+WdYJSAvvGEYO8qyaaw5XoM11ciMR+Jp/EV+JEli1hxBdFPJBA17LcI60TpvKaPgMoIDjZ25QcUseRoJWWO1eQtrcto01k6rMIk3wPSqAlwuB1NqrA4ktVNLKKsQa4jVb4j9ZNUBkaSCc4x1zkiYv7jO9NSZu6DmXRthjhfjIt6aZjrUv5cZ78IisYaw13EPRs9BEm+Axctns2jpNGM/PSiKQlODmNOSCZ3vfOWfrG2Nk0Ti2c2dJNKWambfnk7cbifXf+2D/OB/P04w5EPTdP5y57PccP2d9HSHefDvrwEgSTLJQAEZQ7ruae+mLuTEYZx7pTNOTFX4ZeNmvrzrTf7ZUU+PEVgrdHq4uGwqNxXMp9IwS23uEuuWlcdPp6KqYMjvWrqijuNWCTVRc0OYufNr+cfLO1FUDRmJ8xUfawY6eHFXvRkkiOtpM+P9XpUTHE4cId6HAB+85FjTaO2Ptz2NmpXEuN0o80SthGvjpmE/azqaFxYOqcOWE0mcUXETp0uLcjKP2ihS84PB4KxQlngP7iueuObqHMdrE243bYXWPvbED09mJxZNkkkrhHxuzplaRGjzLjMzOn3WJFxGBL7NmCfl1lYcNpMlKZFAisWNfdml5mNMSMlBGW8jytlmLGTKq3IDEakLPkjiw5cC4Ojs5NLNz1OXJ66ZPevtytZ3O52oNTVm5lHu67PVeA9fn5o56qicv+2txLK9VrPGapCbOc/WtY4Ei9AOP5Flya2kaSY5VqfWoRhZX/eLL4vaaoN466eeTv6uAwT2NuLp7sPb1oWvSQQHdMOsLYscg7VRFjxSJmNKxzW39fl0aRGay0m6KJ/InGlE5s0gXVZslmmAqHUCRKuYESRsWejBAJkTTyT29RsI/+424p/6JJlFC4fUvqt1tUM/rGnkbd1N3qadyONYvGUz3nI4bGZsh3P4z8rNJ9rH2/vgv3CtW4//L3/N6buujVKbrhcWmqUkGaOVXc77pSUkL7zA/Nu5dWg5hR3O9Rvw3/kH8dls68NM2nRNPxhkpeamcieRMINl9rFNjieGlSyqs2ahGW0Ir5obZOmKGUO2kdvaTYWS55lnCd30bbO+/wjefwgaGRilK2FmvCMJMa7FYwk0Q0mWDfpJuj4kkL3qNFH+M9Af581X95g8MWQ3VzOCanFJR3I5zXuwQJfZsL2B+r3iObZnu0EQWa1cHFfAwL9+7AAAhj9JREFUIGn9cYWKyYWmoq2yKMjVp86krizAkhInnv6BnH1EwnF+98vHzb+VLUKaGY8mzQBvyjZ31beOT2rem0wihcW5CJWKgH93OkFnez8AjmIvs7TcAOcJM/OR+xSk3swQuXmbrZVedcCJpOs44kkc0dHl8wBPPbraNEG9+PIT+OBZiwEYiKX493NbzO2ycvPxZqc1Y5+RRJo8w3F6pkG8k8kUXe0JkkYefaJ13pptXG7qiuD2OFlkyMbXrRl+nFNVjZee3ciu7cITZZFNZg4i493cHSFh1M7OmlxETV05TrscW5LMrPeu7a309cQISeI+700dvAmawyHzha9fyOKl0/jiNy486P1MGLJket+MJDW3v66PU+V5KJDNePf1xvnjb1/irttf5i93vMrdf3iNe//0Bv/4y5v0GO2yiksnbnQoSRLXfu4cADIZha6uTtPvwesTRPq3v3uNr/59B396qYG8fJ8ZKKzfba15j181nzvv/bKZmNr4zj4++ZGf88oLor1hfn4+k6qLSdRUiQ4ruk5+QzPnHWOUlHWLe3lTpIeMoeKYHSjg+inz+dmsYzi/rJb2fV1MNhJhneE0sixx7oWLR/xtH75iJeWVYr7NpF30RJM8u+4AAKcqXt7sbuH+jVbZmqIoBI1SNH04Jdp/GY4Q70MAt9spnAOB5sYunn5srfleZrFRB9nSklNfnIVsEO/hHM3d3WLy0jHqu20wM16adkj6FauD6iDNjLdNMh4//XTSq04acR/bndYx/ntz+4jbvRv09kRYPK2U+278AHU+B45kCk+7OK9ut5Pps8TAs79PDFBZ8yg75C4RNbRnvAPB0bNR2X7ASU1Cx6rx7mgTxLuisnDIZ1IfPJ/EZYJ8O7u7+FN1LxVOlTde2UZLUxdSKonXqIdWp04Fl8vMPMpt7Wb984ZdHezYOlQiONiALnvNwKo9nzSlBCmdwRmOolZXixpon8/M8I34e82M9wjE297LO2PPeguTNWdDA479+3E0NUNJKdKCJWb7Fs3pyPFB1Tzu3KBSjrP5yGTV3i5MtR1PpqSQ8JK5xKfXoIYCw0rls8RbApyR4SWcw0EPBkmvOonYN75ukvD00UeTuOzDw0qa5VQaOS0CBGNl1yFXrj5ixtv22oQy3skk7resLhGuTSIYqPv9lnv7CIhf/zliX/g8SaOMYsjxFBaa7QOdW7cOuw2A69XXCPz8F0iqiu7zEf3Oty1V0IaN4/8tg5B1NM8sXzbkvWwPb1dvP3lb9xDcvhcGmxza5ObzEl2m274dWeNI8++WVoLfv2VcGf4jeO/hk53ISChdcQqC2Yy3ESRUNXq6REZT89jqgwcpUxYsmUJhsQhY/vsxK3huz3i7M2KfAw4xzmSDlYW6zNYXhDGby+Vg1WmLcvbdlUmgV4p7vzAoxq80ErIsmyaRR00v4+RFltw40NRGV0sfG9Ye4MmHN/DVz/wxx6zszUc3U/F2AuX2veiGlDuTSaPUit8Y707Qkx57zOjujmDwNYoMUtqZiNPTLc6Zp8TPDE38zqwh2WkLq3DIIO9NsCM6csa70ha0cPXmBhIGQ1VUHnlAqKcWLKljxqxJuI1xf29rPxvX7eX51gZe7m01ibcjnhzXmkhPZ4l3hnzjGmel3bqukUmnOWDcDxPNeHeG+81/N3VFmLugxmzztHdXa07ZgKqoPPfUOj5x2c+45aZ7UQwiuXRFrs/N5OpSJFlmZ7OY2+dWFzN1xtB149HHTTN+A7z12h7KjXsr8S5J6UmnLuTnd1zHjFmTxt74ECIb4B4p422Wu/HeZrxLywSZ1nWdtW/Vs/qNfbz12h7eeHk3r764k5ef24GiiPuw5CCIN8DMOVM4+XQxbkQjlgLj6GNmEsrzouvQbZD741bNZNYccT80N/aaXRRArE9/eednucxo49XfFzN9BAoKCimryEPzeojOrkNzOJCAmy8/mg8eMw0GxFraLcmcXFjFrdOP5lt1R7E8vwyHJChk0942Co0xsTuaYcXx0yktz/UTsMPjdXHt9atwOmXAQdWkCu55QRBtLxJnKl6kVvHMSSEnxapFVYcz+/1vwxHifYhw6plLzEHwr394joRhFqAstiZb5zBZ72wGRSmv4O03drB10376eqPommYSb6UgL6c/MeQSokMhNx+a8RbZ08zSpSRXrKD3pNOJXf6RUffxVNTPjqSTJ8M+Hn1tH7Hou+sxnEVvd5gvXHsbd/7mSeTuPv7wpTOoLLKyt66+sClZy9Z5b28dmeRkAyB2V/Ox24mJbVPGQNPbExE9vI0a74rKomE/lzr/fBKXfRiAglSMP0zuocKR4aH7Xqf4uSdwGD2/k+d9ALAyj/ba/wcfW89XrrvDXPRkoU2Zglpqycyy10zTNDqM46qsKiK4Yx/BnfU4JSfhn/+U8E//35BSgcGQ7W26hoFuyzBLNgKcPu5Yk0i5X3xJOJpPE9lDHYjOqiO8ZC6RhbNIGZnpVHmu5F13Os2M+mgLHtlmUqONQRwHQw34zEj6eAjxcMiS8PiXvmD2tR5yjLZnc7QgQhZaVdWQqP2wPe2zBmsTIN7ut1cPS9RHy3abxxAMCpXEKOdZmW+oe7ZtH7ZEwPPEkwTu+D2SpqH5/US/fgPq9GljqoLGghQOm+UWyvz5OSUXYI1t7k6xYHUkU3hbO4fsJ33MMWJ/qdTw/eiNWn7d5yV+zdXoDgdSKoX/jjsPSfDzCA4tZEki4HCidlsZ72jaui/bWntJJtM8/Pg75mt6LDezKcsyJ54iar17eyyyZCfeIWNxnTTUVtm5uVR3EFstvAcKFlciB3Ln8K50Eq1CHFehIaPEkL1nx7MFdaU4ZNk0G3IoCgf+vY47fvkC99/zBnt3C0WRZMxLPT399DzfQtKojcwiVWJkDeMaz7eNXefd0xXF5ZD48jnT+FpJPr9KFPCVfidnL6sFhMzZY+iN9ivi/wVBDwuqfDj2xOnKJOlKW+fSXuM9rbLA/Lezb4Dnu5tGDAa8/so2OjvEb7n4MlEbms0+723tI51SuPPFt/hz607+lRDPtKwoeNrHzuzLBvGIJjLk54kxdtZcy4ckmUpSbxjaTTTjHY6J8SgST9MfS7Fk6TSWGURa13XWr9mDoqg8/dharrr0p/z4u/fReEAcf+WkIr75/ctM9/ss3G4nkyYXm678c6qLh7SwBSgty2PaTBFsfPvFHWaPazk0covW9zN0p3HvjkC87evf97LGe8GSKRx/8iymzyqnbnopNVNLmFJTRNXkQiqrCiiryKOkNMSc+VUsXFo99g5HwDWfPStH1eD1uvnSN8/lq98+l4JCcU0lSeLEU2YzdYYoGdU0nYZ9uYk+p9PBpz5/Lj/+5SfMjiLBYAiX201ZhUj4qMEA0TlTzXXfFy9YSjqW5IaaRfxy9nFcNWm26SNhx0Cb9Xx3DqRZvHRsv5vq2hIuvEz4DLmcARq6Y6zdJRJ2FysB/DvFM7d8QQ3linVd30tVw+HCEeJ9iOBwyHzSkIX0dId56D5RP6GVlpqZoCELy1TKbDX2wrZObvzSXXzh2tu5+Mzv86PP/s5ctD/5zn6efmwtmzfU09MdFv0wbQPMoZCbjyQ1x+Ui8rnr6bzkyjFNz7Y29PPRplK+01FAKqXw6oub3/VxATz9+Fq2bjrAfXe/jKO1C4csE0mk6TdqlmVFNbOWcww5TUMk95woU+tMoiV3GXI8I+MtyxJe7+j9H7PZrqRsGM30RunriZg1fxVVIxPZ1Pnnkbj8MgAmuVTunNxL13OvUfTCk4Doy60ctYTe7jAtUXHc9prysCqRSmW47+6Xc3csSSg2k7VsD++eLmFMAVA7qdDsAe+IxtBLSsYk3ei6ado3noy3t7XTmvz8flPG7n71NZG1NYi3Egqg5IeEAZrXQ6JuMuElc0mXDzV8sZzNR17wZLNTOtLEI92ShBIy6rzHMFh7N7AHJcZDvHE6UScPyigEgvj2N+fIMg9Gau5+RZQ4qJWVpvs+jNxKbKLImGaSCRz1+603NA3vvX/H9/d/iD8LC4ne/B3UWWIhOpYqaCzINkdzddIkFFspTLaVmKQoOdfZ0941xLxPnTnDLJXwPPX0EDJtd69Pn3YqyYsvAsC5Zw+eJ5+a8HEfweFHQHZCf4qAMb7HbXWQ7a293Pmbp/jlzx8nZmSHHvzTc7z9eq7r9nGrZiI7clUzIYN4h5U0xZrhf2AEC7NjY74mo/Ub5Q4rSvlB/Tt0pKxnuCudQC83Mt4GKffkGe2xPLnz0WvbOnh9lyBcpy8oY2ZFgK4uISd1uZxc8KETzG0TiTjxZK7SK6Rbx//a/kaUMQJF4a4YS+oKWDmjiBIkanUn02Q33/zwCvweJ/NtPa8Ll86i3SCopy0oRWpOQkI124opikqHQZ49LgfVZTZTuXSG11vr+XOr1bLNjofuFwGwsooCjjtxHpKimOudeqNVU+rFFhwbwvwz08tuWbznbe0Ys62Yyzgl0VSGgnwxF5SVF1Bg1Komk0kaWg2T0IwyoQSHbqwtmoxs5KKl06ibXmHWST9w76tcefFP+N9bHqClSaxHJleX8M3vfZi7H/w6Z5yzdFgjxtqp5WxrENsXBD3MnzG8f0VWbl7qtwibv2KMef99CtNXJZbA09aFp6UDb1MbvoYW4RdjC6K+l8Tb6XRwxbXHc8PNH+Cb3z+fG2/5IN/+0YV89ycX8b3/vZhbfvYhfvjLS/nSt84ec305GiZNLuH8i48x/567oBqH00HlpAK+dvO5LFtZx+VXHUNRSZDaqaXmWLVvz9DgMsCK42bzp/u+ykeuOo2ycrHuL6+wstOa30eiRihdC4IeakpCVKVcBBwj/wYlbAUlO8MpZswZw9DUwClnzmPewsk4HA5CeYXc/4oYBwI61BSKMbZikp/EgLX/I1LzI8jB0cfOYrFhhnDfX1825UTZhaVz27YcQx653ZJjP70+15X3zCWCQPaEE/zoV0/zv7c8wJc+9Ts+dPYtnHvSt/nOjX8zt5UUhUQizY1fvovvfO0vY/aK3b+3ne998Q/85MZ7SBvmWHapuZaXN6b0dDCikcSQjOwzT6yb0D5GQtYoDMBriJSfX99AZtpkk0y7+oRkba7RUqxLGVR/O3Om2Vdc7hSL+0hYkBaf3zOq27Bj715c60Xv8i0BMaD09UbZ8I5l2jZ73ugRzdR5HyDxkcsBQb5/V9GFrCjoDgeJKz6GpuvccP0feODJocGKAU38xscfeoveQec4s8yS1mYltW02A50a2yLHMc42K5KiIhlacG0kczW3i0yBGKxd4SjBbXtEvTSQWrXK2I8CoTwoE8dld+AcC9k679FauWQXVhmX66DaeJl13vHkoTEpHAZ2GZycGLkXuB3ZOu8sXMECPF29+Pc3m6+ZxHucGW+5tdXsrJBedRKpCz5IxmgHNrhd2MFCmTPbUhFk5eaKgv/3d+I1iKlaWUH0ezejVVuZpczixea/RzKhHA12YzV1UhXqDKs+O9tKzNkfMe9pHVHP62tozb0ekkTq3HPFPjs6cK2zTKnARryrxbOeOu8DKNPEeO/954PIzc0cwfsLngGFAlv7mVhKw2F4Peza0czTj64BoMUgcWV5Xv73lgdyypDyC/wcNajHcTbj/WpPC0W62J/f6CiRXfw7JAj53LiDHnwLS+lIJ/hB/Tp2x/oBg3jnO/GFXAS94jN5hjxzsILn2e1trO7RSRmy7i+dPwM1I8a/z3zpA3z2K+eY3VUqqnxkBpHOas2S08e6E6yLjB7givckKMsTn9GBVxzifAS8Ls5eXsdcwy9E9biRfR4a0uK4ls8sp9AD8r4EO4zf2dHWZ8pahSN57rJzpeJhZ6wfRc8NBuzZ1cKWDSKAd8GHjsXhdOT4ZBwwhECJHd04n+5G2hnjt+4ICjqSpuM70DLqeOsxMqmxpEpxvpU5nDlHjE2pZJLG/ZYx2niz3h2pOEUJ8VuauiK4XE5mz6tGlmWOWi7Gpl3bm2g3jFlr6sq46daP8OcHbuCMc5cN303BQO3UCrbZ+tBPrygYdrulK+pwOmWqi41Ajq4T+G8l3sb5cMaT+Jra8LV04G3rwtPRg6e7z/RB0mX5/4QMeTh87BOnEjBUmUuWW4Hl0rI8Pvn5UzjJ8KJwe5xU14pExr49HUN3ZKCoOERNbRUOhwNJkigpy5XCKzY/oCXTy2ixlYoMRjSaIGCcdlXT8BWHCIzlmWRAliWuuu5E8vJ95OcXsOFALxljrJg3OcCcBZXcd/dLprEaHCHeRzAIkiTxyc+LrHcsluTvf34RAMVYWErpNO5XXgVVRerpwfvQw+ZnD6Qd+PwefvKba/nu9z/MyYvE4u6tfV14BjlRJhNp1m9qMP+WMwpPP7aGt1/fwRuvbOPZp95hJDz/9Hp+edPd/PhDS/n6abN48Qmx8NALC02JsL1WeLxo2G895EcfIxbymzfU50jMDhb2ntQVRjS6P5HB5XGTKRADhqtXyM0rqgopLArSqeTe2sr0aahlQpadrfHes0ss2CdPGeX36jre+x4Q//T5eKdayGL7eiOsWyPcSYtL8qidOnzk2Y7UB84l8dFcuX501SlokyaxYe1e9u9rp1sd+kimXOK6pFMK99+T245MmTuHxKUfInnhBajThBmLvbd4uU0SOV7TmRzp1igqh9j0alJlRl/XdIbg9r24uvtQZ8202slNsyaJTOHINT+DkW0pJmlaTi23Hdk63Izz4FwulTxxL020znsikGyu77KqjovgDybesnENHImkeQ11XzbjPT7i7X7lVfE5WSZ9wvEgy8Ru+CqRH95C8qJDZJbj85nGi66tWyGVIvCLX5qybWXqVKLfvRnNVh4hZRQcbg/qFDHeHYzcPGusphUVgd+fm/E2glFuo5ZU9bhJVQk5niscHVJjmllxtNgP5GSxpYEBZMPYyrw+Dgfx6z6N7nIhKQr+3/3+XTmzH8GhR+GAbtZ3g6jxDhnP/RMPvW2adgWqxDWfVBKirzfK1297kEc797NmoJPGZJRjT7GCU26PE7fHSVpTkds7zR7eeUYLS3uwsiTPy5lnLuFj1bORgKia4ScHNvBybythNQOSRN00q0zJGRTjnj3jvWFvB23RJOdecTLpWlGDXOxz8fHT5jJrzmTOu/gYHA6L1G14x9Y+s0D89kxv3Aw4SH0ZXuzN7QJgh6prZHpTlBi1wVFV4+fuKHuMMfLSk2Yx2+gaohoL9Mqj56AaWfTjZ+bj2BtnR7QPXddptRmrLZxuzZOdxtSyUnWT0TWak7lj8EP/EKpBj8fFOR8UKip76VHrZDEGKopCOp2m6LUoDWqGR52CILsGIqPWkPvdYgEfSymUFljyWdPZPJWksSVq1rCPt857c6SHSkn8uKauCPMX1eI2SrNWnjDH3G7qjEpu/vHH+NN9X+XUM5eY12c01E4tp6krQtgok8uThlcuBIIe5i+ewpQScT/1xRWk/1LCki4qMLtq6Ig5THM5UT1uVJ8XJeAnkxckXjfpoALw/w0oKAzy09s/xac+fw4f+siJo247zZCb1+/pNO/d4dDZLpI4xSXBHCk7iMRKOCPurSXTymhuHLl0o35PG5MMo7nOgRQz5wwtfxgNefk+rrruRCRJwhcsZHO9CArOq/LT19tDS1O3WSoER4j3EQyDOfOqOfFU0e7ikX++QXtbH8qsmeZC2f/nv5D32evJ+8rXcK8VBLkp7aBdcXDZFSexfOUszjiqxuxTeeIVp/HYiz/g4ee+x2/vup5vff8yzr1gBdFEhkzWzTGd4ZEH3mDZjHKWzijnofveyOknDsIV8df/+wg/uvkfXHHKHHxuJ4VBLw1rdoustyyjGe3MtLJSJopsfRLAJz53tplBHi0IMB6oqkZjg3gQJ1Xk4/OICSxm1NVls6hyJoMjlkCSJGbPqyahy8SxHlB12jRzwS93daNpmun6umBJ3Yjf79y6Fdd2YfqQ/MC5eMsESe/tibDeIN5HHT193P15U+eew+4TTgegIyPzL4eQFT/xyGoAupWhg8ryM5Zx0mninnrsX2+ZfcwBkaW74IPC9Mo4hmzG2+t1EbI94YPb5YwE2UYeRpVuyTKJ2knE6iajSxKSrhOob8LX0ErayHoz1ZCZ+73oE2gDYXc2l0fINGRrvDPOg5NxqX4fmhEhP9g677Fgz3jD+Frd5BBvWUayDdNZZceEMt7xOO5XxSJWWbIEPVvTLcuodXUw0SyBro9Y05wx3M8du/cQ/OGPcRmGaZkF84l++0b0vNzgS2BvA8Fd+5E+8EEoKcW5bfuE2nSBJTXPlvSotTWms7RaVQWqinNAPDOZwjySVWWoxr3oa2zNrUd3OkmdfZb45+7dOPYIEuNosOpi7ddHm1RF0mgd6Ny/H89jlsP0EfznkTeg5SzaIkmF0rICALMcp3RRJe+4xRgz2ZBc7nh0Cw/s2sFtTVv5zt41/K+2E7nU8K4wambXd7VwUcqQnHtdKPlBdm1v4tnnLdVScZ6P089eyhnFU/hS9UI8sgNF13Ok1StPtOaf7H2r+bymAeXdL2ynYb9QfSWLC9lntCi69uyFfPMbF5iEbfkxMynO8/Kjq4/n3KOnUj21nHnG3NZ4oJNiwyRN6suwM9bP6oHhM2IDSgapT6HAkCnv2d9Fpj3Kw7uEomNGVSGVutFqKCgyqnllBezuFsT5zCWTkfZG6Usl6UgncozVjj1KHE84nuYRSfyOWt1JhSazL26R5N6eCC8+uxEQLcSy2fxsuU6HpOKcb61TYrEo0d4EFZvS3O+K02UQUn990/Bju64TNOS/sYxGodeab7J13rquE0skae0T39m+a+RghR17eroJGPX+Td1h5i20xouTT1/EDd/5ED/6xTXc+bcvseq0RePqo51FjRHgz2a9nbGRs/Arjp9OdbEg3gOjN+54XyNTUsjA0nn0L5vPwPIFDCybL3xiFs0msmAm0XnTic2eSqb4vzOjP17MmjuFy648Gbdn9PVOtr4/HkvT0TZy4KmjQ7xXVjF8QiQsi+9ZMr3M7JIzHHZsbWRyiUiAdYZTzJo7MeINMG/hZE47ez6BQJDNjSIgMK+mmI1vi3FyziyRyNE5Yq52BCPgE585C9khk8mo/OX3z4DTSeIjl6MZUjQ5EkHKZNAliWe0Yq5uLqaoNJ9LPnoS6DruLqM2KuBH83uRJIn8ggBzF9Rw+jlL+eI3LqS0LJ/eiJgQOhu7cKUz3PGF07njC6ehhGNsWGtFvbs6B/jyp+/gkQfeoLY8j1MWW7Lo2ZV5PPOEcGFPXHwxypzZpM45e8K/Oftg5hcEmDFrEkcZchh7X/ODQVtLDxkja3j956zjyraAyRSEzGioKTc36rw70obLbCiEVlZmEe/ubg7sazfN3+YvGoF46zre+0W2W8vLI3X2WWZP7HgsZZq+LD16aOuh0VB63ZV82bGAyxtL+fsDb9PZ3s/rxnlK+nINUFIanHnRsVzxidPE36kM99/z8qj7z0rYyiuLcoiepOs5Nccjwb7NeGqnM6VFROdON2scPZ09uKqnoZeUwmSxiJmIzBxA83rM6zpspkHXbVLzg+zrKEmoxsJxcL3vocJg/4XxfE+2lzcA+QXYQzquPqPUIGu4NkaNt3P7dvK+eSPygHg2UqN0JRgXdJ3gznry128f9rco8wXxllQVp9EqL33MSmI3fM0yhDM3VnEYWTTZ44PLr0RasBjXOxML1mUz3mZtvMtF4uqrSB+9nPSqk3ANRMwOAZnCfBEwMmrY5IyCtzl3UZE6eZVpaOd5UvgwmMZqsjykBj919lkoRr269+FHjrQYez+hO5lDvBeumMqc+ZNztzl9Mu2SQcIDXrweJ3paI/Kw1W9ZlySSJxSgy9A/082TnQeobOnGi4SKDtNq2LBuH5/5+K/53e/+bX5uRl2ZSbwW55VwU91RFAxS6MyrtRRXWVNJzeshPm0Kb/aleWVzM329UcIDMda8tZOv3/4CGUXF43Iw16GawdRlK2by5QuXctayOm7+6EpWnTCbpbPEdzc1dJnOyu4BQUr/0LyDvfGhC/P+TBKpP0NJSBxne28MbV0X/97YQCSRGxTLjp8AjmoRuC8r8DOn0IncnGRHrM9UvRUWBZlmtBDa3dzLmxkrw71C9VCfsMqonnz4bTMwcuGHj7e+0AjCHpAVjp88hbx8EUyIxQS5jr3WReZAgl+saySlaCIYvHu/Oc5koaQzOI2ARVzTyLMFb2fOsZ7v0Lw8GvqMkrR0mp7O3FKvwUhrKtG9VnawqSuSY4AmyzJnn380K4+fMyHCncXk6lIcDtk0WHPEEsMH03WdFeUeppYZkuGgf+g2/02QZfHf/9GM9qHE1Oll5r8fvn9tTttcO7IZ75GId9KYAysKA0Q7+4fd5sVnN3LX7/7NZCPj3RVJM33W2OrP4XDBh5cxpbaYXZ2GJ5Esc/TsChwOmVNOFusK3eH4P3EPHCHehwFTako59wLRmua5p9azb08r6VNPJXzH7US/9lVSJ55A87wlfEmdxbf2uelVHVxz3Vn4fG4c8YQZ1U2XDh/BczodXPjh40zifWBnMyfOn4QsSzhkmYVTS01Tkg3v7OW6K37J9i1i4fjVjxyLbLtxj55Vwb1/fpFMRkFZtpTod749fJ/uMZDNeFfXiYd+yTKxj8b9nWZ7jIOBPdI2s86KcJ92wUrxD4cDxZh8Xb0DoOvMMeq8G9JGVH7WTGHoZRBvKZViz9siiz3ZpbBg9vAROtfatTgNk6jkhRfgDseYXDy0p/ZREyTekiSx6upz6ddkursG+PZX/4xq1LV88cdX52wbk13MnD2ZqdMrOfEUYV712INv5bSQGYys1LxyUpGoK7ZhPBnXbMZbZ/xmJWrAR3TeDDJG3bQzkYKPXiUmSyYmMwcEKfbZ2sMMfjujWGTqIDPeYAVwRpKzv1sMDnQ4EmOff/x+y62+KNeh2xmNI6UzY2e802m89/yN4K0/Mg0cUyeegDJMH+6JQEpncEZiSJqGqz8y5H112lRT3QOQOvMM4p/77LDGjM5Y3Awq6CAy7yeswvvq68O6og97PNGoKQHXJlkLZuE2/0X0wkJTbqq5nCZRUArySBv3pKejO1dV4feTOkW0xXOtfQepq9sk3lpV1VD/C1kWknOPB0lVheQ8c3jupyOYGDpa+yiwEe9zL13OpCnWM+WqDuGZW0x+0Kpx/PDFYm6Jvd7C9dTylZpFfKRiBicdMxP3N2agnFJEY2sziwyn3YZCP1rAzxMPC9VSfzSNakg8L7lkZY4aqsYX4rt1SzlHzuPT6QCXKQEKDaf1weNtprgQvdIi5fv3NHPbzx5lf0eY+18XQS1XOIqrpx+A8gI/Zxqu4y6ng3OW1VFjzMcnzKnkjFn5OB0SwbCOW5LJ6Bq/atic4z4O0N4bRUrrlOWL57i9L0ZsbRvRjhhPrK43t9NlOUeZVDZ/Kn2G2ehpC8qRdsfYHu0zM96Vk4op8Ymxem9rP+0tYdoNh7NjVTf74oIIZDIKjz74FgBLV8ywyrh03XxOGySVVXmVuN2CHKSSSdLpFJmkgvu+dva91sX/PraHtKIhaTrBXftzzCkjvdbYlQBCDuuZLinNp7hUjA3FTifrasQcVlHgZd9rw5vAZbEr1k95pxVsbeqKmFnqQwG328mHr1hFe1yML5KmDZnjpVSa4I59BNq7kGUJBShaNHWYvR3B/0UUFgdMufemdY18/xsPsXVjU8426bRCn9GlYSTirdvKL0oGLbF0XeeBv73CrTfdi6ZqVBqmgRmnC6/v4BIhLpeDT33+FKS8AHFD0Xrykho+/YUPUGC0+/2/IDOHI8T7sOHKa0/H63Wh6zrf+PwfeeBvr9DZHeXx5gyf2aRz/iPtvLZPLAiPWj6dM84VPZmz2W5dkkgXFYy4/3MvWEG/Mcl5ZDjaRh6nVxXw1ms7uONXT3DD5+40SdpnrzuDY6eLBX02k1lZFMSjqjzz+LuThGdrvGvrxCRTO01EvxVFpalh4k7FWWSJt8vloDTPaqtUNd3qL57NpjpSaeREktlzJyNJEr/uzmPj1IUkjbpqrdRaxHRs2sVZoQSP1XYx+S9/HPrFqor3/n+Kz5WU4Jw6E/+BFpYHch+ZmrpySkon7gq98vg5TKkV52jvbmGst3DJVOYsnUnalhGR86zB74prx5f1zkrNa6tLcmTjMLRP7XAwe3g7nROKLuouJ7FZdSQrjQCHZLn9aj7vaB8dFppR5+0YJqtr77N8sDXeYNVSyunxyfAnBF0fKjUfZ2Zdra0V/zCIt/3IXH1hq8Z7GOLtqN9P6Kbv4H1aZN60QIDYF64ncd2nzUDIwcIeuBnWM8DpJHXGGehuN4nLLiVx5RUjfme2rl6XJCLzZ5rlMQ5/3rDtvIaDnGOsNkx/WVuAIFOYn3M/J6qr0GUJCfAPMmJKn3G6WT7hef55m6P58CaKWnm52bnA0dSU499xBP8ZvPriFl55YbNZ451CJ6JlqJpsEe/QWXUEHC5WVVqqp0svXmHO3fff/hwLg0WcWTKFq6pm8d2Zy6ny+Lk8IwI43ZJGXl0tsWiSN14RqqXzP3QMkjGuVBoSTHQdZziKb38ztVvr+XTUzTmKj8vTPgJtIjCmu4aOt3bSdtdvHzaDqnlLZuaUS0gZBU97V45x2VSvTE1tGTMmFfKTa0/kmEkBzlhYRqQvwScqRM15WM3wi4bNxFVrnmjt6MPtlEylQFtvjFjjAEp7jAdf3WVupwR8uccrS3RI4ncfN7eSwM5+tkd7aTNqvKfVluIxRrK9rf0orVEyfjG/zdZcqMkkMTXDK89vNsupLr7McmvfvrYel/GIpnxuXD0KfuPzuq7T3t5C0pgrdKfE5rYIP39yL4qqIWkagV37TeIe67MC13GnhGvQGJWt827f3cG2YidtcTHfLAjBQO/IfiAb+7uoSohzEk9l6I+lmVw9cc+c0XDt587m+h981PzbGbMCCq7efvK27jYNx5Sgn9ii2eAbn9nVEfzfwGe/chrHrRIqrIH+OL/532e554+vkzQUK10dlnIj20psMPwlefRGxBxfZ2vfq6oat/3sMe741RMAzKwtNdUj3qKhrcYmgrKKPL7x/fNxlgvfi7OOmcEllx9vddn5P9BKDI4Q78OG4pI8PmbIg3t7Itzxqye47Lwf8r+3/JONhht2YVGQr950CT/5zSdFnZammdHrTFE+jBLdCeX58RkRqYrCAEumWfKSGZMKzYiUpukEQz5+9ItruOK0uUiIRXx8mrWAPHpWBffd8/KQuvDxIpFI09Emjru6VhxH3TSrncABmyv5RJE1VptSU4rTyJxrDgfYjEgyBXkmMXH1hfEHvNROLedAxslflErTYMlu6hTd28BVhWLydW3dityZ23rB/drrZi/t1KWX4jYkvkFdw+20vnuiMvMsZFnmg5edkvPaBy40DGRKLLMdv63V1rQZVZxgSG4ee/DNYbPeiqLS3SkCOrOrh/YWH4/BWlYefVCtOSSJ5JRKYtNrTIfrTHHBQcmDsi3F5GQa1NyaYnsP74OWmmNlvCV9aHb6XUMV2RbArCUfr6TdJHgG8dZ8XlMB4OobQPca5nOZjGXopap4HnqY4He/Z8qvM4sWEfl//0Nm5cpRv09S1BzH4JFgD9yMFMRJfvhSBu76I6nzzx/1umczUGrAh+b3ohrt3aiqwvvQQ2NmjaWeHnz332/+rU2qGrKNcyCCpGX9IHIj+7rHTbLKcD2PxnF391n7Ki0ls8wIhr7wInKrGAsGG9/ZkT7tVDLz5gLgeexxnPv2jbjtERxePPHwan7wrXvIpBWK8sWzEpE0tsf7OfrY2cw7bgb+4yfhX17JeWW1eP2WFDff7eTDV64CYP3avax50yKbpW4fN09eSK0uxsb2kjycThevv7yVdEo8h6edfZQZ2HbEEngbW8nbuIPgzno8Xb3IhppDH2SmNVwHiWDQR2mZWBh3tQvSvXzlTE44bSGJOkEOZUXFd6AZd5d4P2x0NXGmM9QW+Pj6h5abhPyo2nx0HWqSXi4tF478LakYtzVtRTVcxTs7I+R7rOe2vc8gmprO/o4wDQlx/JnigiHHW7pMLPYdssyJk0JEO2OmI/J82xplb2sfwV1Rvn3LI+ZrJ2bc7IsN8K/7RNBt0pQSjj5WmNpt29zMG09Yxou1RWU0HujB4/FQWlaOJEmkkmna2ppZcvQkCr4yi8z5pWw4MMCvnq5H1XRkVSW4sx45kSQxYJFVxTN0nsvWedfvbWeFr4R/OMQ5qCzwcuCNHUO2B0H+121upMII9DR1RZhcXYrrMLS40t2unHsMVcO3v4nA3kYkVUMHklVlROdMm5C3yhH834DP7+bKT57A5756OnnG+Pf6S7u45VuPsGdnOx3tduI9fMbbH/CwvbkfgAW1xYQH4qSSGX7wrXtMRe2UmlK+cP255meKqyfuDzUcMvkiYCmnM8jJFJKx9j+S8T6CMXH5x0/mhz+/mrkLchdrk6tLufrTZ3DPQ9/g3AtWmOYorr4Bc1JOlw4lTYMxaZrIctdV5ON1W4P7PJske/rMKu64+4scs2KGOTFnigpQ8oJmxHz5rApam3tMl++Joqmh0yTt2Qh9eWWBKTnZPwHinckoJG1trw7Ui8/W1JWbWU7dnbtA0V1OszVU1r14znxBXHZutUyR9MJC05hhudrLTI8V5Xca7cIAIdP910MAqJOn4M6zroUE1JRZA9XSFQdHvAFWnrCQSYajel6+35SSm+ZXgJQXEoTQIJ5XXiuM2ZLJDP+8N9fhHKCjvc90srQfp+o1ZNvjaCmWzXhPuDe2DZmifCILZhKbOsUkNxNFVsYoMTRTbPbwliQUx8Efp71tz3jUABOBPdudvT9lZXzO5pljVqIFAuhGjbzq85jKDmckakrNQWS95dZWgt/7Ab4H/4WkqugeD/FPXE3s618bs2+7IxYntHkXeVt3j+oCDLmBm1HLFsbKrOu6manJGjRl+6pTUYXc04v7xZdG/Lhr9RpC3/iW1SJtxdHowaHRdrcRyNRsY4QdqYoS89nwNrWZkXWA1Flnip8Sj5tlDSbx1nW8Da14WjutTLksE//Up9B9XiRdJ3TnnUgTNIo7gncHXdf5210v8PMfPYim6eTl+znNGFcj6GyN9qI5JPyfXUjxJxZS6vNzWtEkYS5qEF9nJMalHz2J4hIxft7xqydQbeVSeVFrLKquECqL558WrecmTSlh9twppkmaKxzF295tBTNlmVRJIdFZdQwcNY/IvBmki/JFt4ERSsvsQWyX28kXvnEhkiSh5AVJl4jPuPvCZpBPWjLbDPSFGltZauv1PLsqhMcl09UR5uySak4sFGuIrdFe/ta2B13X6e2Mku+zBcy8udnSel+A8MJZw65RHEE/B/rF+TlnWQ3K651mlq262Hr+9rb20/jWAbbsamWd0fbohIiDNzfsYdd2IYu98NLjkGWZnXva+O0vnqO6SIx5aUUjP+Gl8YBQCtTWTeK7/3MFLrcTRVF5+P6XObrPiz4rgHJsAWv29XHbs/Xouo6sCPLtsqmotOBQYrpgsVBAKIrKptvfIjq5kEajtG+uXyfcPzTr3ZyKEdnZT0W+Rbxrpx06mflgqAExbjoHIoS27cFjqCU1t4vonGkkJ1f8n6iHPYKDx8KjqvnuTy5i6QpxP3d3RfjZrU/y+INivJJliZKS0LCflSSJ+h5xz0+rLGDv1gZuuP5O07dp/qJafnPnZ1B7rARQ5Qh95ScK+1zt7um3xs8jxPsIxoIkSRxzwlx+86fP8cs7P8Pnb7iAO//2Jf764A1cce3p+AO58tuszFx1u6xF6CgIFg//wBT63SxeVMMFlx7Hb/50PVWTi/F0dJsTc7JKEPNsbfTRMyuQJHj1hS1D9tXbHebz1/yGb3/hN7z4zPqcBUgWjfutbHGNkfGWZdlcMOyvH0q8FUWlYX8Hr7ywmb/+4Vm+/617uPrSn3LOCTfxgZO+zdtv7MhxNK+dWm5mJDX30MxANpuVbbmUDXZ0dvTTZWSAkWWzVdrpoVwi59pgEW/PCy8i94govXrJh4aQ1Vk1Rgsth8yiow6+dkp2yHz5xg8xa85kPv+1C0y3Sq3AJv0pqyBv4w5C2/aAojJtZhXHrRItzR554A36+3Kz3u229m3ZVmKa02GZiKXGznhLBmE8qIy3DZrHTaakMEedMBFkW4rBMMTbIDSq++B6eNuP0dznISfeFonLPmswvqy3VllJ+I7bId9oUeS1iLekg9NrZeg8TzxJ6P+3d97xUdTpH/9M2b6bXkkvEHrvRUClWFBEPbv+VDzbeWI7z+PsHoqid3p3ltOz994VERArWJAqNQkhIb1vts/M9/fH7E52UzdkAwn3vF+vVTI7Ozvz7Mx85/k+z/N5/vJXLcIqDRkM+/1/g/eEE7q1jdjcAuuuIq0kwXiwvFPFciDU2ea8vi7X7Qre5Qbnn0wKtCTSeofq9UBCIozvvQ+uqc1EgNsN09PPwPLoY+CdTlX06ozFcP7h2vZfIsuaGJ0vLqZjW/iV+QF1UsRY1nqvkocO1Xp2a8v8mQhikx3GqlqYyiphqGgtpWGJCXBdeKG6TkU5Ej9+OzyDEL1GUdQUyGf94mZJyTF47JlrEeu/D9o5BVvtdbir8GdUetVJnzOTc6Hn/VogNvWa0jc0Ia66BpdepU68lBRX4bOgUiydXyVb0eugGPWorWnCZr+Y6YknjQPHcSH3FcZx8MZGw5Gfhabxw+HKzYAUbVN1LCwmOPOz0DRxJLzJHackB6ebn3fJ8UhLb13PlZEKJehh1BdlhWyzaA55QLvC4Y+C60QeI9JtqK5qBsdxuCS1AMMt6rrr6g9hTV0ZmmsciDG1bnPKCWNC9icxJRaK0dDpvcU4WI3EpyVYkVfaOj41H1KfbyrqnXB6Wu+Nn/98AACQbTahZLX6UG+2GHDiKePx/u49ePvpDbjiuEwsmaJmtByqd2HLzwdx8IA6Rmdkx+O440fhoX9dAZPZAJ9PxrO3v4MJNXpIx8VAyjPiqx1VeOwTNXOB90kYbWk9Pj66fRnUmPG5OGHBOADAN+t2wLamEutM6vNTos2AnzdsbpchuLm5BvwhD5JjWh3vnNwU9BWSxV+K5fFq92VvbDTsIwe3Zg8R//NYbUZccd1cXH7tHJgtejAGlJep12JCog2C2PnzWXXQ4+Khb7ZhSooVd104DW/ddQaeu2YuMvcXY/og9fpx+hToIlTSwPQ6LfBiLK/Wnv/I8SbChuM4jB6XizN+NwP5BWkdtp7iPF6t7YU3MS4sZ6JtapoSJLP/6N8vxR9vWQyDUaemoFaps8O+GJtWOxuYVYqxGjE4LRZfr9vWbjB58ZkvsXdXKYr2lmLlXa/j4jMfxAdvfw9vUKpvoL7bbDEgIanVaRwyWJ1NP1DYKpD20jNrcPm5D+PkWctx6e9W4e4/v4QX/rMGG77chpLiKsiyAkVheOmZL0MUzbNyU7SHCKWDdgrBqtm6hiYt4g2o7Q40G7VplRaIgIu/7QKcTsDlguH9D1T7jBwFnb9mTbKawfwt3oZlq9sYPiqr3eRJTxk1NgdPvHg9Tlg4rnWfgiPeSSlqxNftgblErQUPjnq/+fLXIdurrGhNl43RqZe3YjJq2Q28u/taZj4CEe9IwHRiazpdm5ZigVTzjiZhevQdoqClxAsRdryDU9eDZ3DDEbgD/NFx/2SZbDJCNhs15XiBbz1u44cfgfN6wQQBrnPPQcsdt0NJ6f6BT1ffCMueYnCKopVqCF4fTLX1nX6GD5qE4nD4kxVikNBRIOIdrJCM1DTwzc0wP/kfzbkXiothW/5XGNZ/BQBQ4uPR8tflaiu9DlqM6OqbtEi1t4O0WO37o6yanoa+ur5VhInj4FkwX1tPiY3V2qEF28FYVhnSssg7ZzZ8Y1VnJfarz2F99r/g6lpbKhGRx+eTsOKO17QUyKycJPzzv9ciMzsJnF8du5ljaJK8KPeo0cpp0cmYGt3q1Lqy0iD5x0ZDdT2WjEhBnl+R+rknP4fL6dFqtQHVyQXHYd3qLdq4eeLC8QDUyW13SgKcOeloGjcczsFZavnYYWgsHHf8KHAch7yCDJx94ZyQ95hOhCuztcTC49fX8CaFRqPvfeUHNPvrlMdmRaOmWq2hFnkef8gciVS9eu29WrkPTTUOJNjU+4vTK2Ha3FEhzyyBdmydYcxKgd3v6J86LkNbnhGvfkdJTWu0OD4hETsqvVpr1Mlm1WGctGAU3t27DWN31WDVWcNx/IhE6PwTuBt21eHnjUUoO6jepzL9qvCjx+Xib49cCr1BhNvtw+q7P0fD3RtxYO12HCguxAuf/YQH3lAF8IIFZnW29mM4x3G4+a9nY4i/1vulp9cgym1EcaM6Ds2NMuPV4l0hz0ub66phbZIR5ReQ6/OId9D9kvEcnNlpcOZnHjN1sETk4DgOk6fn4c6VSzBidGtXh+RBXesTSUYTWvwZKxcdPwzXnjYOp03LR16iFUIb/SAlqfss3Z7gSYpH2ydV+TC0gvoj5Hj3E/S1DVr9dWC2ujva3mCDB9tgR8VQVadFl9yprXVWks2qndiTC1JQdrA2JC28qrIBn37wIwBodUoV5fV4dOV7OO+0FXjthfVwtLhR4o94Z2YnaQO0vrIWt58wGDefORHlZXVwubzYt+cQnnvqCxQXVoYonesNIgYPTcO8k8dr6da7dhzU0vcAIDsnqdXxbqsqDHWGTPKnXunqm5GZnQSzXxzmh693QvE/vAfXeQOA++wzAajtj3Q7dsDw6Wfg7X7F0wUngWNMrYnPTofsT+8dN0xVkF+0pOu62cMlOOLNW1vTxfV1DdDVN2JwQRpmzPZHvd/6Dk1BaW8B8R2rzQS9P3ItmwxqhAJhtBRjrFVc7Sg73kBQnbez41RzuYNzoUdwXJDAWmRrvAOp5oxTI+vaJEKYdd7BkXHZpEaYAnWVggLA0Dq7LGdkwH7fPfCctiish3t9VS3M+w+q5zfPw1GQo0VQzJXV4JUOVMWDWrhp+xjmJEJbAo63bNBrpSNMJ0I2qr+nPEGtr9Zt3QrDZ5/D8MmnsN5xF4QK9f7knTwZ9vtXQB42tPNj9KeZywY9ZIup0/UAwJWZCsbzqtBacZnafogxeGdMh+JPYQ8WVgu2AwfAXHiw9briODivWArFZgPHGExffYWoG2+G4dPPwjMO0SNcTg+W3/gc1q3eAkBtJ/mP/1yDxOQYANDKB+z+3s4ix+Hi1CG4Mn14iAPGdCIcQ3O1iSBjfSP+ef18iAKPhvoWvP7iV+BdHm1iUoq2QpYVrPn0F+17A6VDTK+HO3OQOoneyyjNiNHZeHv1Xbhz1dXQ69vfk33xMXDkpMMRiKRDnWwNdJio9jF8sbkEG3erE7djs6NRU9maSWIRdLghazSsgg6sSYJc60ZilHpvcSqqXs3IsdkAVF0ag7GbyU6eR6W/Bn7u6AzEWA3gOA6Z/o4g3lQrpkwfgcW/Ow7L7z0HTDRi0x51cn7hxBycNi0P18/OwzLZjLFp6vgnMQZPYhzWOXT4bEsVqiqa4POrwWdmtz73jJ2Qh7seuBiCwMPp8KClpBHM23ove/PrvXj0/dbsNqdHgi2q43uDwajDvQ9dgli/YNQj97yFcoN6bsRadLBtq8R71WrXkwafByUH6pAS1XpPLq2xI7svI942K3zRNviirGrJQlI8pZYTXRITa8F1f5qPi5bOxIjR6Tjp9DFdrh8da8a6rWXa35LCIJsMcNssWLe7Hv9dX4IHPtqH3XFJkPIzuthSz/EmxaN53DDYh+Vp97dwfaP+ztF/siYAALpGNSVSslnCFsNgutAB3RcbrdZDeH2tLZgURYt2SzZLSAoS04mQzUaITjemFKTi5bW78PXabVrfyVeeXQtJksELPFY8vgwNlRV486X12L+3HA31LXjtmTVY/+EmxJj1GBRvRZZf0VywO1SlVY7DkpmD8a+PtuBgcRU2+kVJeIHHJVfMQ25+CrJzU5AyKE6rc29ucmLjd7vg9Uh4/aWvAKjt09JTYsDVqINzZ1FOX1w0RIdTfckyRo/LxcZvd2H1J7+gtqYZV/zhZOiq3QjElu0mG+RTToHhs9Xgm5qg3/ANxN3qPkpzj4foH689KQlQzEYoJgPgdGFweiw+2fC37h9ADhMWHaP+w2gC30Y4zFR8CJLVgouWnojvNuyE2+XFW698jaX+HucBRfOszATNkZSNRijG1u0IHi+kTs4xTpK1Fk8dif0caWSzEbrmFvV8Zkx9sAhyADuahOkpikEPweWJeKo55w1MYOj87dGM4H0t7dq/dEag9RgDtIkTX1w0jBU16iTd0OHAti3wnHoK3GedCYTzezEG46EqGMvVyTJFFOAYkgPZaoab41TxIUlGXGMtWGxotIb3+rQIsraPbi/aVqyLjc3Q19RDtpjhi43qUNE+0FdXbtNfVrJa1NKOxGTIWZkQSg7C9MqrrbtvMMB18UXwzpmtnguyAn19IySLScvkAfxtzwKRyTDE/ZheB1d6CswHyyG43LDtKoRsMsKVkQLXFUth+PgTuBcvDrKFV7MfL8ngfRIshQfRMjQX4Diw2Fg03H0PhDfeRfSP34Lz+WB85VW1bryXyvJEK02NDty27L/YvVOtC548fSjufOAimIJa2gSEeQZZojFCr8fvUvKRbeq4TIuJAloKcmDZewA6uwMpvIJn/nQyfv/Qp3jz5Q248IThrd8tiLjv5udRuE8V3jvBH+3uC6w2EzydVXVwHHwd1Fs78zKgq2/GoQZ1kuv7neWYPz4bydFGbP/hVzz/FIdZx49Bfa0Du3dWwLrjEKQaB1wuJ1Ji/Q/R/nHjnAvnYPeOg1pEvzsSJw4Gdu6HThRw6pRcgONhNqjPK6PG5GP0iVO0dcdPysHGwlrMHDEIqXEW3HXhdO29JqcPhW4OeSeMBtOJyI9zgeN+CIk0Z2aHpuhPnTkMd628GG+98jXiE6OgT7HgJ1MLDD4B5q9b8H2JhLSfKrBkQgq2lzYjdkTnUenE5Bjc/eDFuOHKJ+F0ePDIE18g9ZKZyI034Yy4GPz+UDEMvACTIIIv9yAlpvVeV9ngQFqQgn7E4Tk4CnK6X48gguA4DjPnFmDm3IJu142OMePp9w/gne8Lcd4VJ2Lq8aOhMODJv3+JrZvVTNKLr5iFlPy+mWBiOh1kne6YK50gx7sfwPkkVZkSan/ZcAlOBVYEAbLFBNlsVB1vf7RMX9OgzdAHR7sDSNE21fEemoqUWDM2rN2O/7tyASrL6/HZhz+B5zisuHYeJulcMGbacMafT4bk9EBgCsQ2D5A7G9zgPF5YCg9qzptRL2LasFQUF1bi+6/V3tmjx+XgIr/ie1uios2YO28sVn/8s6YSm5GVCF1QBK6tuFoAX2wUTKXqQ5CuoQl/uOl0VFc2oGh/JX75cR9+ufhRzLe6MM7fea15ylRYBAG+cWNh+GpDa523qAM/bhKgMCh6Hdxp6sDcqrLtgaGDyEOkUAKp5mmtKUGuzFSYDlaAl2WYi8swpCAb02YNxw/f/Ib33vwOZ19wHKJjLFrEe/SQ1huhYjJADoqO8m4P0IHQFIAQ4a9+EfH2O1O8rIqSMb0OnNTaw1vuZao50Oq8H47jzfkktS6Y5+CNj1Ujq34nLxDxDlyniskINLeo12ZgEqELeH+rMMWg15w12WyCbNCrkyenLILzskvAEjuuDW0HYzCVlMNQ7dcvMOjhKMjRnHopSo2g6JrsiGusQb0vDghubRcU3Wbwp5q3jXjLMsyFpapIZEMzTGWVkI16+GKi4YuNgmw1g5NkLa1fauN4y1YzUNsAweuD/ZqrYb3jLnB+XQIpOwvOP1yr9tKGWp5j2XcAotMNxnOwjyrQamt19U3aPairNPNgvMnx4H0SDNW14GQFgssNc1EpmidOgG/SxJB1A+eKFG2DotfBWFED0e6AsawS7gz1BqMkJKDmwt9DWXwKLOvXQk5NJac7wtz7l5c1p/vEk8bjT3f8DmJwhJkxcH7B0iHR8fhTShiqu4IAR0EOLPtKoGuyY3R6LB69+njc8NRXqNtTisQkK5yCgGuueBIHD6gTWCNGZ+Gk0yZF/Ph6A9Pp4E2Ox6DoKOh0Ar7fVa69N2lwEl585ku8+MyXsFisiI6OgdliAcdxcLvdSPG3DzLG2iABmH7ccHz69d8ghBu9t5hRVOtAboIFSxeOQpRZvcfIeh24Nm1SZ584DP9e+TmcHglmv8J4WZ0Ln/xaCW98LC78/Sww/70yKtqEIcNSsOc3dZy3WA2IjW//UD5j9ggtKwwA3qjcj09rD0Lm9OC/acRb35dh9a+VsLsknDWja+d15JgcXHX9qfj3Ix+iuLAS7/58ADcvGAabUcTiCgGv6gsRLerBl7uR4tfkcHslGGOs4duLIPoh0TFmmC02uAGMmjoU4Dis/nCr5nTPnDNEa1tGhA89BfQGRYFgd0BwOMF5vIctNCTaW7SHRF90xw5RRwSnmkv+erOAcyg43YDCYKhQHwwkszFE4CmANzEODIAo8Pi/eSNRUlyF1R//jMceeh+yrOCs44ZgfkESohzN0Lc4ILg8MHBo53QDwIhYI6K27tYirYHBcs7oDPz0wx7s262qpk+fNaLdZ4M57axpIX9n5yaHpAF3FvFWjAZNkEFX34RB6fF4/IXrce7Fc7UU+B1uHWQGeAURliVqGwRp3NiQ7ciLl4D319a6Mgdp9aOBdk4cC0+k7HBR4vzpNH5Fa0UQ4ElOgDtFdbB0TXboq+txyRVqrbfL6cHbr6q13hV+cbWCoN6hsskIiIImwsN3oWwerMR9tGu8AYRESwPlE8GtxOQItErRWop5fYASfks9ocXpV5Oth6GqDrbf9sO2Yx/EJrVUQauV95+vgfOH90lqZLmbNO1AxFsJFiwJSjcXXW4gSA+gSxiDqbis1ek2G9EyLE9zugO4MlLAAPCMwVIR2mIveH9bxfpCz6Xgdknacbi9MFbWwLarEFG/7oK58GDQdkIfmqWgv3mLDY5rr4GcNgjuRaei5e67NKdbaG6Bbec+iP7MHk5hqjAcoGb5+Ds4SGZT+D3kOQ7ujBQ0jR2mTVLyktzh76RpDBj0cKenwOefkTdW1EBsCBWEk9PS4Pq/S+ANqhcnIoPDof42Z543C3++65xQpxttMnh6UvvK83AMzoLXL9o5ZWgq/n3t8cj0K1a/vXqb5nSfdNokPPzEVTAae38v6gsMRh3+dOc5GDFpMA75a5RnjWxNC3U4WlBeXoby8hJk5lgQm25Ecox6fQtBJRo9dSI9CWq0N+B0ezkejqG57fQYhgxLQVxSFB79rAhf7qzB/e/vxc0v70C1aMT5l89sp4kzfnK29u/M7PgONXPacmZyLvLN0ZBnxEAeoh5bs0uCAiCxk0noYJacOxNzTlTTcl/98GdsPahqqSyKjoZNApokL/hyD0ZmqOdLaY0dmX2YZk4QR4LomNbrv6nBiV07DuGDt9TSmsycBJx7ybTOPkp0wdF/sh7AmIvKoK9vDFnGeB6KKIDpRDBRFYfyJsZ1mSohNvlVUkUx/IdEAOB5yCYjBJdbFW5BUAsmRYGhshqC32H1DErqMMKmGA3wxcdAX9eIxdPz8d/V27HybrU3rlEn4NrT1dQySRDVh21d4NgE9fhEEVU1zYhtsSNO8mkPOZ6kOICpD+LHjUrHfa+1qvtOO25Yl4c1dHgGBg9N0xz17NxkcJ7uHW9AVfU0Od0Q7Q5wPgl6vYjfX3cyZp8wCvv3lmPshDw4REmtu/MrnPtGjQITRXCSBBafAD5dVUT3RdtCev+GOIEuT89+qyA4rw/myjp4mQEIpJVDdeTE5hZ4UlPhmTMbuvwh4AHINrPqFKSnQNdkh+DywFRajqEjhmDqzGHY+O0uvPvGd5g7f6zW2zsrSU2lZDyvRa4VowF8i7PLSYN+F/E2GcA4dbJDcLohxUSFOHuKXg+4uthAGGiON9SJB6U7Z54x6GvqYSop1yLvjOPAMaZGSYvL0DxmqFbzG2gt5I2Phb66DqL//LRt3wt3ejI8KYntr03GtJT0toIi3rhoGMurwTE1s8Ob1EE6o8LAezzg3R4Ibg/EphZNjVmymOEoyOlQIVQxm+CJi4GxvhHG2nr4UhM1xz8wYaPoRMhmE8QWZ6hQnMJgqKxt/Y4hWdA1NEPX2AyxqQUcY+AlCbx/PxjPa/crbRMmAxRBAC/LEOxOuCdOgN3fT1uzfXWdWsrC1Mi7bDZBdLqgb2iGt9EOfV2jlvFzWDVhggBPcjyM/okH0e6AN+g34CRZm1xQ/Kr6zrxM2HbuU1POi0phH2EMyRYg+oZHnrwKNVWNyMxun80FIKQ9nHa+O52w/P1RMJsVzmuv6VCYD4DaHi4/Cygqhb6uEePyW1OSf9xTCZ1exJXXnYIzzpkRlvN3NDlhwTicsGAcxKIyoLYeEwYn4Zyz56C0qg47thaiuckJp8ONtat/QWK0CTq/rbq9F3ZBwqhsOH7eAYtBhN0tQZk4DKzNRB+gpr4ed+JQvPHiRmwpUSetsnMT8Ps/Ht+h4vK4Sdl4/YUfwJiqaB4OIsfjmvQRuL3wRzhOTQT3Qjn4Oh9gExCtb90nrrERXLMdSmZovaoqtnYWCveVo7SkBo+8tREv3HQSzHoB51bp8XSUE9l6PUb4He/Pfz6AnLx0EMRAJjqmNSPtQGEN3nntJzDGYLEacNX1x0PXh5mfxzIU8e4FHTkmnKJA8PogOlzQNdlhqG2AdVdhaL/XkI0w6PwRMina2mNxjJahubAPy2t1vE2tM1TGQ+qDo2zUh6h+t8U9KAkMgF4n4JJ5ajSa5zn84ewpsPlTvyoS09GclwVXbgbcGanwpCbBmxgHKTYK8UPSwY8fBkd+pvpd0Ta4MgdpTmu0xYAx/t7i2bnJIe1QOoLjOJx2ZutMWlZQxFsRhS7TNbWWS2itmweAguEZOGXxFKRlJEBJTQkVWTMa4ZuspgmyM85W62c5Dq6sQSG/h2LQa1H8cFpCtUNW2xVFbdsNS2U10qpKYahTZ86FFiesuwthKquEuaQc7ssuA+cXVpNs/hl5nocjL1N18hQGc9FB/N/SE8FxHFxOD65f+jh0Io/z5gzFMH9kJiDKpe5/9728tX6JaC/ed1TgeSh+UbuAMxXcwzsSUflglfxu080VBabiMpgPHPILk3Fw5GWiedxwuP1prLzX5xdhCk01h8CjZXg+XGnJmqNuKq2Eded+8G1U2zmf1OrctXlYVUxGrfe0vq4Rgt0BfU09jAfLYdlbDNu23Yj+ZTuitu+FdV8JTKWVmtPts1nQMrRjpzuAIzUZCjhwQEh7LcE/YaMYDZpmQHBLMV19o3adelIT1VTXpHg4huSgafxwOPKz4I2P1boveOOi29/vOE6Lpgcrn4fYvsTvdAs8HIOz0TI0V7OxZf8B6P3XlC/a1vGkRBgwvU4rYxDtofsR3Js74JgwvU69NgFwsgLz/pLDzoAiwsdk0nfqdAOt9d1A6/1M/8230O3cCf3GTRB3/tb1F3AcnLkZ8ATVUHslGYOnD8drH9yGJee2j8j2Z5i/V7he5HHL/FysuO93eOuz23HH/Rdi3MR8AEBqXGuQoDddI3QmPXZIemw51ILy1FSwIA2GtkybNRh6/7NGUkoU/nDL/E41VKJjzDh58ThkZseHVacaIF5vxBVpwwEDD9/vkiGNtsI3Px5Rgvo9XEsLbH/5K6L+fBuEXbvbfd5sMeKulRfDaNRhe1EtNmxXRafm26wYXCvgpLHqxIzbK+Hd7/YiO7fz2nGCGAhEx7Y63q8+/z1a7G5wHHD5tXMQn9ixTgbRPf3gyXrg4spMhScpDrxPUutOfTI4SQIf9G/R4QQnKzCVVUJsccCRlxkyw857vNrDqhRGylNbmE6EHFzrbTRoD/WBaJwnteNot/YZkxG+uBjo6xtxzpxhKDh5KtJzk5C4uwiQZfgsZjjMVnQX3/XFxaj9cv1IUVb4FAYdz2HOmAxs3l+NP5w9GeZ9JYBfT51jUP8dmJNgDEzgcerkHPw4cyjqmlyYNG0o+ENqTVd3YlpqPbNaA6urb1JVZcPAufRyyMfNgcmtPqi5ByW1c3jAcVCMBggud9gtoQLHpK9tgLGsMqS3MwDYDh6CU+BgOlihtY7S1zVC0Yla9kBwT3fFbII7PRmm0kqIDhdGD7LhuptPx2MPvY+UKCMevfokDIpvPY+CJ1wCitG829NpjXGIonk/eaCUzWpWR0AwUBO26mUP7wDh9vLmPV6Y/TXFgL9GenA2FH/U1pOaCGOl2tNZX9+o/Z4hmgQ8D09aMnyx0TAXl0J0uCA6XbDt3AdPahLcg5IAng9xOtu10OA4+OKiIZRXq5HzXYVdHp8qzqaHFGWDK7P7OmPFoEdjdBzimuqgb2iCp8UJ2WrWIt6yQa85/oGWYorRoEWIZaMhJFMEACAI8MVFqxOEfnG8zq5lyWpWMzscTujqGuGLjwHn9cGyrwSiw6l9h2NwlpZ14spIhaWoVLO5ZDbCkZ8J8Id/fsg2C4S6RggtjpDlIRkXQeeOHGWFOyNFvTadblhLy1EXQ1Gvo0mo462Ou/pNm7Rlus2bIY0e1c1GOLiy08AEHsbKWkgJsbjkynFdf6afItsscKUnw1RWBd7rg/W3QnBDsjHnxDGYc+IYlJbUoPjb7dr6HbXu7AkFc0eGtZ7JrMfl18zGtl9LccrisZ0qjQc47azxOO2snovZjYtKwML4DHyOUkinJIKDquoOAIYPPwLf2AhAPS866piQk5eCm5afjb/d/ir+9cGvmDUiDXqRx/keA0YVqOPuJz8WocnhJcebGPBYbUbwPAdFYVoXgUVnjg9pSUb0HHK8ewPHQTEZoXQxRqgP6yUQnS7oGu0wlVXClZWmvR+oBwXUCE2v4VudQ0B1TsIRF3IPSoKuvhECB4z32CEXe7SImyMtBZAP4wGW59Eo6pCoSJg7JhNp8VbMzowB2tRAdoS+oRn/OH8yvPExcBnE1rrx7mbgA05JRY2qaizLnacSBn9MFGHw+8SyQa/1Q22LbFJtG27EW2yyw3SwIqSFlC/KCldcLCwlhyAwBZYiVRyIAQDPg1MUGP0pu4zn27VC8qQkQtdoh2h3wFBejTNPHgeDwGGmkWlOt89khCczVWsvA6A1SskYjGWV8KQktsva0CLe/SHa7adV1M4NKEpIfW0kYIIAJvDgZKVTx1tsbG4VDQPgi4mCIzcjpFUQ04mQAmnPta391DuKyitmI1qG58NQVQtjWaVao1xeDV19E2SzCTp/CQtDa214MN74WBgqqv0TV/5tioKqc2A0qBNQRrWNXLA4W7jUxSYhxt4AXlFgKq1Ay9DcViX5wDb98G5VET5Qk+5J7SB1Phj/BFZn+BJiYaysUSPHhQfh8dszcG76om3qBGaQ7X3xMZCq6yC2OKHodXAMyQnruu8KyWZRMwo8XnA+n1YyEDj/GNpHBD0piRDtTugam2Gqa0A0bwGij40WKAMRPiTVXATX0ABhz15tmW7zZrguubj7CTyOgztzEDypSV1miwwEPIOSwUQRpgOHwMsyrLuL4MjPhBQbjYysROTrRwKllWrW0xHsbDF2YjbGTszu8+85OzkPe51NKHI1I0Ywguc4cHV1MKz+QltHKC7u9PMnLByHHdsO4IO3vsfnvxzAyZNyMD6zdaLxta92Q28QkZrWh4rmBHEE4HkOUdEmNPo7I4wam4GTTh97dHfqGKD/PF0foygGPVqG52kKqfqaergHJWsOT6DljWw0dO9UhkkgQghATX8N46FbMRvhTYqHoboOnKJoUT1ftA0+qwXo3lfuED4lHiivQmqcRUthC/TuZUDoAw+n/of3eCC4veAYg6G2AYrJENTDu3sb+WL9LZcYg67RrolRdYXxUBV4f3TElZ3Wqc1UJ7BJdTJkBebiUvBuL1zZaSGtkXiXG6aDFVoZAaD+xi6/M+yTgSY3j/TKEi2y7c5IBRN4mA8c0j4j+eu7Q/CnP9q27wWnqM7JWSNToPNrBbz+UwkWXnNqu8/JFrOmRm2sqIGhshbexDi1XVoggim1SY/uB2i6BUxNNw+IXfU2GqPBcVD0enXbbR1vxmAor4bxUJVaggDAnZ7SqXMpRVshOl1hiQGC4+BJSYQvJgqmA4fUtmn+mmxATaV3pyd36EAqJgNahuZBcHs0BzuSNfmyIMKVnAhLRRVEuwP66jotg0Yx6tWyC6jnkuD2aD2zFZ0Ytop4ZygGPVqG5sKypxi8JMNYUaO95x6UpHYZ6OCacAzOhr62Ad746IjcS4MV10W7Uyvn0UoddLr29wn/tWnduQ+Cx4vk2kNoTDQD1sPTgyB6RyDizaCWJuh//CmkJR5fWwe+tBRKZmYnWwglYtcYY+APHgSLiwOzHfmUTW9SPBSdDpbCEnAKg2VfCVzZafAmxbdOLEUoo6i/IfI8rs8chY+qS5DFqc6x8e13wAUJi4rFxWqpSCfPAVcvW4Q9v5XiqU+2Yv74LIj+dqgbd1WgqKIJI8dkay1SCWIgk5gchcYGJxKSbLj0mtnge5FFRqjQneFIwPNwp6sKl5zCoK9RlYXBWKvgUQ/UzLsjkJocEHYLF1fWILQU5MCTFA9FpwrDufytcQ4XMSUektxa6+iNj4F91BC0DMuDY1geHENzW18FuXAU5MA+qgD2EYMh+SO9hvIabVAMx9mSLSbN2dF1EF0XWpyhNbWyAn2NGqH0xkaHRInbomjK5gyWvcXQ1zdBdLpg3V0EsdEOzifBdKAMtu17NadbEQU4s9NgHzVEbRfnf5hxWKLQkpkGRSfCPSgJnpQEtW7e0vrAr9V3t90Pg16tQYfalzvgdLfERmNBB043oEYqW4blaZkVHGMwVNfBtm0PzPtLIDicrRHvfuV4t0b8LftKtFZUwXoGvSUQwQ12vDmPF5bdRTD5nW5FVNsMdSZUCHSctdJd1EgxGuAoyIEzJx1M4ME4wJMUj+YxQ9UykU6QbRZNuLEvfi9nUoI2ARNo0weoE0jgec1mhsparQzAnZYckZZZssWMlmH52nXMeB6O/Cz1PtqJ7ZlOVGvLI9DbHVBLcJj/4Tk43VwrdejkXsREAc78LDCOA88YTNW1EdkfoucExNWYKAAcp6WZy8nJml6H7pfNAABx+3aYH/sndN9937f1+YoC00svI+q25bDdcBOE/V2XivQVUmwUWgpyoQgCOADmA4dgOFQVdH4fu+KAMToDzk0ejCGGOAhlpdB//Q0AQPZrv3AuN/iKyk4/r9eLuPOBi9DklfHRxtbf75X1v8FsMeC6Wxb36f4TxJHi7Aun4PgFw7HszwthsXSeqUaET/95uj7GkS0m+KKs0DW3wFBV509JdIDzO6W+qMjNensT48D8fb3Rk1lXjoMUbYMUbVOjvgGk8FsstYWJIip4ESmyhKb4OIi5GWGl9ckWE1yZg2DbVRjSnigssReOgy82CoaqOuga7SEz17q6RlgKD4JxHOwjB0MxGaFraALnf9DypHQt/CYbWyNXOnvrwzinKLDsKwY4XtsW4zh4UhLUut1O0l7dCXGQk+NCbOLKHgTrb4UAY/DFdH5eeBNiITY2Q9+gishJFjOkvIwuxX5kmwWOghzwTheMFTXQ1TeCY4C+vgn6+iat1L4/RbyZTtSUrgORZJ/f6cThn5ohaI63f/u62gaYSw5p16dkMcGRnwXWzcOobDWD8cHnAMJLTeU4eBPj4I2LVkXb+kOqv8DDnZasCskFtVkL2ErxaykEJmtko6FHE33doZgMsA/Ph76+Eb5o22F3EThsOA6S1QJdk1rWEUBLue/iXJAtJrjjYmCqa4CxrgHejJR+NZn1v4IW8W6TZu6dMxu6rVsh7t4D3eZf4Zs6FZZH/gHO44F+4ybI77wLz+mnwTtjOhDJa9Hng/mJp6DfuBEAwDudsN5/P1r+9CfIBUe+H65ss6BleB6se4rBe30wHapqHQMilIHX37G89556z9Xr4bz2GtjuuhsAIBQXQUkb1OnnklNisfy+8/Hg8peRmRSFslo7ftxXhQceXYrBBWmdfq4ruGY7zE8+Cfh8cF5/PVibdosEcaTJyklAVk7Xz8VEz6CI9xHEE1A99kkwHTgEy74SAADjOUhREbzB+nv9dlVHeSSxTRkJx5QxEIdk9ih1TbZZtD6qAboTVwvgDaibK0prX2WnC+ZitZ6aY0xLYQ2oIMsGfUi6eEcoRn2IryeZjWgZkq3WCDNoDpc3PgbNowvgzkjtvta0g5Rw+4h8tAzPg9KFEqwq+pMOyWyEbDLCMTgr7GijYjbBmZeJ5tFD4U5OAPN/LrAnR7K2r1s4LqTtlDcuGo6CnJ5NKnVDIHrJeX0wVFSrQl2yoqaWD0pCy7C8bp1uAADPh4gkMl0P0zUFoX843X68iXGaKB/gn5Dxn8/te4CnRjw1lel18KQkHnmn249k8/czdroA/yRMuBoDrkQ1jZXzt58jjjzBEW9dUJq5b8pk+Mar4lxiYSEs/1Cd7gBCZSXMT/0HtptugX7tOiAoDfmwcTpheXCV5nTLGelgggDO5Yb1gZUhtedHEsVkhH14vqalofU9j1DmSH+G83mh37oVAOCdOwfy4Hwo/tR/sbCo289PmlqAU8+ZhSv+8QXueeUHLL/3fE0dvsf70tAA6733QbdlK3Q7f4PxjTcPazsEQfRvyPE+gkjRVm1wM9Q2gFMUMH9NYG+FgPo9h1kX4k5PCXF0w52Fl20WtfUYAHNxGQzl1bDsKwmJ3OnqGiDYHVofdV98TPeOA89r6eaKToRjcDakmCjYh+VB8mc12Ifnw5mXGZ6j1gmK2QQ5jNluphPRMnII7KOGHFZdKzPo4c4ahOaxQ+FKS1Z70HMRngiKAN6keCiiAHdKIpx5mRFJZw4muJe3qVRNMVT0OrQMy1PTm3vwfcHp5v0pc+Cw4Di401vLTYKdbSXIIZdsFkhdZGcMVALXIMcAweEE2vbw7uqzZhMcJvXzhqpaai92hBGb7FoJjqITod/0IwBAysqCkpIC3/hWZXKhVG0N5frd2XBcczVkf6RTqKmB+b/PIuqGm6Bf/QXg7bzrQVdwjY2w3vc36HbuBAD4xo2F/e674LhxGZhOB87jgemllw77WHsL89/rQjpoREpDox9jKtyjtQf0TZygTvLm5gLoWmAtmIuWnojl956Ph5+4CscdP7r9CrIMwyefwvjmW6rYawfwNTWw3nMvhEOt+i76desgFB6dMgSCIPqOAf5UOMDgOLhTEmApVgf5QB/aw2kj9r+CYjLCmxgHQ009GM+FH4n1C1eZyirBSzJMQf2I3YOSYChXFaEt+1rFzbwJ4akPuzIH+UXykjTnWjGb0DJicE8OrV/BRBGetGS1ppgp/W4iyBcfo4pb9ZHYj9xmkkTRiWp/6MPIGgnWazgW0jV9sVGQbBaIdkfIg3lAi4Chb6Ld/QHJYgbjVMdbbHGGlA2EUwPbEJ0Ai8sB3idBV98EX5j3GKJ36KvqYCo5pAoicoAkeWHerfZm9k2ZDABQBg2CnJoCwV/L6xs+DJ7TFgE8D9/0adD9+BOM738A4eBB8PX1ML/wIowffAD3734H7+zjtPOda7aDa6iHkpQEdKA7wVdUwvLASgg1aoaVZ/ZxcF1+GSCKkMaNg/usM2F67XWIRcXgGhvBYmL63kAdwEQBLQU5MJVWgHd7Q1qDHqtYf9sGAGBGI6QCtSe4nJsD3datEA6UhNUVhed5nLCw4/ZyXEMDLP/6N0R/X3AlOhreBfNDP19eDuuKB8DXq1kx7pMWwvDVBnAuF0zPPo+We+/ueOKXMQh79kCoqAAUBq0tK2OtLwAsKko95yM8WU0QxOFBjvcRxhcfA199EzifD87cTK0HMNE5bv9DvWSz9Chy7klNhGwxwXioSuuL7EmKhzs9BbzHC31do9ZuRrKaw3ayAnXwxyQ8B6B/Od0afejYBadVKoKgig4dZqlGoKWX4PZAMfSPco9ewXFoGZID0d4SMkko2yxw5GWC6cRuSzQGLAIP2WyG6HBCX9cY0totHMe7xWyD7K+FN1TVkuPd1zAG48EKGKtUQTtFEODMz4TxkUfUt01GeOfO0Vb3TZ4M4YMPoZjNcF59VatzwvPwTZ0C3+RJEDf/CuN770MsLgbf2ATzf56G7pdf4Drnd9Cv/wqGNV9qKe1KTAx848bBff65YBYLhKIiWB5cBb5Z1eFwLz4d7rPPCrmX+caPh+m11wEAuq3bVKf+aMHzIe1Oj3UsfsdbGjFCq+WXcnMAAJzXC/7QobAV79si7N0Ly98fBd/UKvBq/OgjeI+fCwRaE5aUwHr/Su38cF1wPjynnAwlIQHml16GWFwM/eov4D1pYei2d+2G6c03IYZZnuAuOhnuC84/rOPoCP36r8CXl8N9xmJAHzmRU4L4X4Ac7yMNz6v1qUTYMFEIFXsLF79YXEuUVVUy97bO4rtTk7QWSED40W7iGEUU4EmKh2hvgTMno9cTYs68TOgamuBJPkZESQReVeRvQzit+gY63sRYiA4nBJcbhmo1KtVRD+8O4Tg4E+NhK6uA6HCpUahjMDOgXyDLsBQeVAU1oWaxOIZkQ/j1V4j79gEA3IsXg0VHax9xLz4dzGqFb/QosPgO+i7zPKSJE9AyYTzErdtgevkVCOXl0P2yWVNDD1m9sRGG9euh27YNnoUL1DZVHg8Yx8F18UXtop0AoAxKhZyYCKGmBuKWLUfX8f4fgq+pgaGqHADgG9OaIh5INQcAsagY3sNxvL1eWP7xmOZ0+8aPg27zr+DrG6D/agO8806EsG8/LCsfBO90qufH5ZepTjkA7/x5MHz9NYSSgzC/9DL0m36Ed85s8JWVELdtg3igpEe7Y/zkU8g5OfBNnxb6hqKAs9tDronuEIqKYX76GQCAuHcfGm++BQA5372CMXUyo7ISvvHj4cvNB1UCH7uQ400c+3AcZJsFMoLq18xG+GJs0DXawTjufyKtjuiaw5rc6QTZYlK7ChADHm9CLIz+kpVAi0CmE8NO3XQnxkOEomZVkNPdJ3AeL6z7Dmht7SSrGY7B2WBMgdUfTZaTkuBZuCD0gwYDPKecHMYXcJDGjoF92FCYXn0dhjVrtLe8UybDO2sW+Lo6iL/9Bv2mH8HX1cH0yqsA1DIe5zVXwzd1ShfbHgthzRrotu8AJCmySup9BWMwfPwJ+IoKeBbMh5KVdcS+WtysTqZ4TjkZzHp4pXr6bVu1f/vGjNH+zWJjocTGgm9ogFBYBMyZ3fNtr/8KfGMjAMBx9VXwzZwB61/+CrGkBMYPP4KSlAjLPx5TJ2V4Hs5rroJv+vTWDQgCnFdcAcuK+8E7nRD37oW4NzS6rVit8Cw6Fd65c1v1XTiu9R7D8+DsdtiW366WSjz9DFr8k0tCaSnEHTsh7twJ3uGA+/TT4D7nd2Edm/Hdd7V/i/v2IfrBB1F/5S1AdC+znpxOiIWFYCYz5Py83m2rr5BlGN97H3x1NZz/dwlgjkyml7h9B8zP/BcAYPz4E5jj4iCMmQLuuCnAkLxjZ9zweiHu2QNmtUJOT9cyP/7XGAB3d4LoG9SUunL4YqPCa/lEEMT/HjwPT3ICTIeqtEU96nHMcfAMSu6DHSMAVfTOsveA1tbOGx8Dt1kH3fr10G/aBL6uDgDgvuC83j/oGQxwXXoJfBMnQNy6Fb6ZMyBnZ2tve+edCN+PP8L0zLPgW1rATCY4broB0vDhXW7WN3YMDGvWgHM6IezbD3nY0N7tJwAwBs7h7LOWVLofNmop8voNX8M3YwbcZ58Jxd8Luy18ZSV0P/8CYf9+CCUHIQ0bCtcVS3vsVOi/WAPz8y8AAIR9++G47dbD0iTRb/OnmQ8aBJYYmpkk5+aC/+UXCMXdK5u3w+uF8cOP1G3n5sA3c4Z6D1iyGOLfHwVfVwfryocAqJMyjuuvgzRhQrvNyLk5sD/6d+i/2gDD6i/A19aC6XSQhhZAGjsWntnHdev4sehoOJZdD+s994LzeGC7+54O1zN+8CHkzEz4pk3tcntCUTF0m38FACgJCeBra6Er3I+Mf6+E45abgLhoQFFg+PAj6Db9CBYVpWZ0pKZCSU2BnJoKFhenTVpyNbVqhsgvv4AvO6R1HXBc/0dNi6Hf4HTC8tg/odu2HQDALBa4Lrm499tVFBhffyNkkVBfj7j1nwHrP4OcmAjftKnwTpuqlj0MRCdclqH/+hsY33kHfL3aRYgJAuSMdMjZ2ZBzsiFn50DOygT+B7opkONN/M+i+FMRCYIgusKbFA9jRbXWFaFHjjfRZ4iNzbDsb+1WIVUegvDKc4jyC5kF8A0fDt/EiRH7XmnUSEijRnb4nm/yZEiDB0O3cROksWOhpKZ0v73hw1R1c58Pui1bIOfmwPjmW2oEUBTBeBF8aha4uTOA7Iwut8UfKof+u++g+/4HCNXVcC86Fe7zzj2s4+wMzm6H6cVWFXaOMei//Ra6jRvhmXciPKefDhbVqoMi/vYbLCsfAhfUlk2oqoI0YgR8M6YjXPSfr4Y56Ht1v/0G45tv9fz4fD7of/sNAOAdPabd21JuDnS//AKh5KCaim0LX9NFv+Fr8A2qc+FeskRzlHwTJkDOzIRw8CAAgBkMcNx4Q6fnEaA6d55TToZn4QLwlVVQEuKBHuqGyPl5cF36f1p6uLY8ORnSqJH+FPh6mP/zNOzpaVAyOj+/AtFuZjTCft89ML7xFgzr18NUUgT9PXfDueyPMLz3PvQ//dz6oe3bQ49Jr4eSkgJmNkPYs0dztoMx/+c/sGdmhnXtdIrTCc7n61EafWdwNbWwrnoYQmmptkz/5Vo10yOlF/sIQPfjjxAPHAAAuM4/D0pCPMTvN0K3ZSt4yQehpgbChx/B+OFHkNMGwb14sTpBMkDE8oSiIpifeCpEsR8AOFmGeKBELZv4agMAgPE8lLRB8E6erApd6nSAJMH47ntqO0iHA5zLBTkzAy1/XT5gnXSOsQ7O+mOc3SUM8dGAThyAM0dHAZ/EUNcEslkEIZtGBrJj5CGbdozpwCEYqv3R09QkuDO6fuDqazvGDOBmGJEag6N+3AoeHJjkA7f6U2DfnpD35bQ0+MaOgWfx6WCW/tUisS2WlQ9Bt3Ur5EGDwKKiIPpV2NsiZWfDO2smfNOnhToVjMHw/gcwvfV2u884r7gc3rlze7Q/XFMTDGu+BDOZ4J19XEhKt/nxJ6H/9lsAgOPaayDu3gP9+vXg/C3zmMkE96JT4Vm4AEJlFaz33gfO5QLjOCgZGeCam8A3NkGJi0XzqocAY9eaGkJRMQyfr9a+U4mLgxIXB3H/fnUf/nANpDFjwEymjh0SWQZfXw+uthZ8TQ3EwmKtXKDxT7cCY0eFft/uPbDdcy8AQMrOguMvt7VLaefsdgilpeBLyyCUlYGZzZAGD4b5hRfB19VBys5Cy9/uC4lQipt/hXXVw2AmE1r+dAvkgiHd/g6RQvz1V/ANjZAHpUIZlKZNjAj7C9WIuCRBSYiHb9QoMLMZzGRS/282ASYz4HHD8viTAAD3aYvgPvccQFGgf+V1mD/7tN33yRkZUGw2CJUVWpSzIxjHQRo9CtKoUVBsNpif+g84RYGcmQn7PXf1yLniD5XD+N57EAqLIFRVqe16r74Svpkze2Sr1p1j0H37HcwvvAjOqQr0eqdOge6nn8HJMryTJ8O57I/h7VtVFZjFEnoeSRJst9wKoaoKclIS7KseBEQRPomhodKFlMLNMP24EeK27eCCWtFJOTnwTZ0CvqICQnk5IMmAXq9O1Cycr4oFHm0URWujF9h3OT0d7rPPBNPrIRQfUF8HDmgdH4KRM9LhPussGN57X5uYCKb5H4+onSS6oC/H4N6Mv+R4E91CD+KRh2waGciOkYds2jG82wPbtj3gADhyM7pVKCfHu3Mi5ng/8Qz4pBTguw1AZQUUqxXSyJGQRo+Cb9TIjgXT+in61V/A/MKLIcuk/HwoMdGAwwndnr3glNaHb8bzkMaMgXfWDPjGjoXplddgWLu29b1Ro8CXl0OoqQETBLT85TY1hd3nA+fxqn3lmaK2zFIU1WlW1L/1P2yE4dPPwLnVmnmm18M7cwaU1FRwzc0wfvQxAMAzZzZcv78CAMBXVMD45ltav3QA6r4rDHxzM5ggwHHLzZBGj4L4y2ZYH1aV5jutL5Yk6DZuguGLNZqDDQBKfDxa/voXML0etuV/Bd/YFPIxJSYaSlIylNgY8E1N4GtrwdU3aJMCIevq9ah74knoTG2cO8ZgfPkVGD/7XN2VnBx4FsyHUFrqf5VpUe3OcNywDL5J7bMs+JISsJiYiERiI4V+3Xqtxrg7mNGI5n/8XXPcfRKD/NGXSH77RS167Z0+Dc7fX9HqNLvdECorwZdXqM5iRSX4hnpIQ4bAc/zxIan+hk8+1fQRvMfNgvPK34eVXs01Nqr17G1+F6bToeX25ZDz87vegCyDa2kBZ7eDr6sHX1sD3Zatmogi4zi4zzkbnkWLYHrpZRg+Xw0AsN91J+QhnbeSFfYXwvjW29Bt3w4lLhb2FSs02+nXroX5v88BUCewAtkfbccOrqUFup9+guHDjyFUVXX6XYB67bsuuQjeefO6Pt62uN0wP/s84HHDN2UKfBPG9zi7IgBnt8P8r3+rmhVQsztcF16gdpToYGKMa2lRHfDiA9D9+ivE3XvarSMNHQppcD6Y2Qx5cH635TsAOd79CnK8ewY9iEcesmlkIDtGHrJp54iNzRCcbnhSE7t9GCTHu3MiNQbr16+H7pfNkPLzIY0aCTknZ8CkYLaFr6pC1A03aX975syGa+nlamsziaGxrBkpv22E6ftvIRYVh3yWCUJrVCkjHS033wyWmAC+rAy2O+4C53aD6XSATqdF7nqLEh0N+0MPtqshF/YXwvj669D9titkebBjAcZgefAh6LZuAxNF2B98QEvZ5errYVi7Dvp160NacTGDAd4Z0+FecoZaJwxA2L0b1vtXhqSwhwPT6yEnJKBmzkkQF87p+DxkDKYXX4Jh9Rfdbk9JSFCdNv9EhZSdjZb77hlQ56J+zZfQf/cdOIcTnMsJzunSjicY19lnwXPGYu3vwH0u9cBWWD7+EL7x4+E59ZTDr0VmDOa//wP6n38BAHgWzIfr4ou63p4kwbriAS1LxDtjOuSMdBjf+wCcxwMlJgYtt/8VfHU1xN27wTU0gLerTnbgxXdxXcjJSXBefRXkIWqGAme3I+qGm8A5nVCio6HExQFMUUtemKL2VWcMkOV2jrLnhOPhuvwycA0NsP35L+DtdjW6v+I+7XzpdOyQJOjXroPxvffB2e1QkhKhpGeAGQyAz6eK5fmPw7NgPlxnnxW2AJzxpZe1iSZAnWBxn3qK+lv34LfkD5bC8vAjWhRbysmB8w/Xhl82oCjQr10L06uvq+KDggD3uefAc9LCHl9P5Hj3I8jx7hn0IB55yKaRgewYecimkYEc786hMbhjrHfdA3HvXngWLoDrwgs6fRDnDx2C/ptvof/2O/D19drnpaFD4bjphpC0enHzr7A8/EiHtbRd4Rs9So1Eczz0n38O/cZNgM8H6HRgFgucv18KKUgNPATGIG7bBuPrb0IoK4ProgvhnR8agePLy2G79TZwsgwmCJAKCsAsFug2bw5Jq5WTk+CdN09Nd++gXICrr4e4fz84lxtwOsHX1kKorgbX0AgWEw0lIQFKYqL6/4R4KImJYDYbfDK6vz4Zg+n5F7W0dMVigZKRATkzA3JG4JUOmEyqk1VaCv5QOaSRI/pVRPuwkWVwLhc4p+qIM14tFQjpQ98X9zmnE9b7Vmgpxp4F8+E671w1I0NR1PMjkKGhKDB+8qkWgXafegrc558HQK2ftvzjscPeDcVqhW/GdLjO+V27cgjDRx9r4oLdwUxGyEnJEEtKwDgOLffeDeMbb0Hnr39vWX5bSHp4tzZVFLX7QZs0fL6iApYHV2nOPtPr4Zs0Ed7Zx6kR4k4cV6GoGNbb7wDHGJgogpMk7T3PnNlwXX5ZtwKGXG0t9D9shPHd98B5POpn589T72OH0aWBr6yEbuMm+MaPU0XlDgNyvPsRNOj3DHoQjzxk08hAdow8ZNPIQI5359AY3AkeD/j6eiipqSGLOz2XFAXirl3Q/bARzGyG+6wzO6yJ1f30E8Qdv4HZrFCiosCMBoAX1AdxQQB4DozntWVKbCyUzDYiW4fbg97r7bRO1/DuezC9/U6H7/nGjIFn/jxIY0b3SeQ47OuTMfBlZWp9bmzswFSV7kP66j7HtbTAsuL+HvUs9w0fBsdtfw5xEo1vvwPju+9pfzODAUpyMhSbFcxm016KzQZmVZcpMTFQEhPUCZXO8It+8TU1AMer11CgnZv/b3AclPh4tT+7JCHqplvAud1QLBbwDgcAwH3KyXBfcH7ocfTCppzdDvM//w3djh0hy5WEeHhnzYL3uOOgJAfVRssyrLffAfFAiVpG8OAD4GtrYXrxZW3iwzdhPHzjx6mTWy41E4IL/n9DY0gdNhMEuC67VE0tP4qQ492PoEG/Z9CDeOQhm0YGsmPkIZtGBnK8O4fG4J5xLF+Twv790G3ZCnHrNvBNTfBOmgjviSf2TtE6DI5lmx5J+tKOPXG+lbg42P92b/tMA0WBfs2X4BwOSMOHqbXehxGBjQSGjz+B6dXXtL+lrCy03HNXuzaHvbYpYxCKiqDf8DV03//QLo1eGjYU3unTwXQ6iHv3wrBuPQDAefFF8C5coK7kdMLy939At/O3Hn21lJ8P14UXdFn3fqQgx7sfQYN+z6ABKvKQTSMD2THykE0jAznenUNjcM+gazLykE0jQ5/b0e2G7pfNar05z4MJvJoBoWVs8GC8AHlwPlhUVOS/P5JIEmy3/QXCoXIwnQ72FfdBSUtrt1pEber1QvfLZug3bIC4fUenJSdSbq46CRCcXeL1wvz0M9B9/4Oahs5xgNEIZjKqqvdGE5jRCGY2Qc7Ph2/qFCiJib3b3wjSXx1v6uNNEARBEARBEET/wmjsUa/3fo0ownHddTC99RY8c+d26HRHHL0evmlT4Zs2FVxdHfTffgf9hq8hVFZqqygJ8XBeeUX7kg69Hs5rrwEu/T/1PYOBSi0iQL9wvNetW4eHH34Y5eXlGDVqFO68807k5eV1uG5LSwvuvfderFu3DkajERdccAGuuuqqI7zHBEEQBEEQBEEQ4aFkZsBx041H5btZfDw8p58Gz2mLwDU2qkKJJlO3wmnhKqMT4XHUex1s27YNN954I5YuXYr3338fQ4YMwWWXXQZnJ9L+t9xyC6qqqvDqq6/iwQcfxGuvvYYXXnjhCO81QRAEQRAEQRDEAILjwGJjwazW7p1uIuIcdcf76aefxhlnnIEzzjgDWVlZWL58OWJjY/H++++3W3fPnj3YsGEDHnroIQwePBjTpk3D7bffjqeffhr/g6XqBEEQBEEQBEEQxADgqDrejDFs2rQJCxcu1JZxHId58+bhhx9+aLf+xo0bMWHCBCQGFe/Pnj0bTU1N2Lt37xHZZ4IgCIIgCIIgCILoCUfV8bbb7WhqakJmm+boOTk5KCsra7d+WVkZMjJCe0vqdDqkp6d3uD5BEARBEARBEARBHG2OqrhaoI47qk0LAJPJBIe/uXzb9aPb9ujrYv2ukGQAoPT0cFBtRTaLJGTTyEB2jDxk08jQ93Yc2OqydH6FD12TkYdsGhnIjpGHbBoZ+taOhz/+HlXH2+xXyvN4PLBYLNrypqYm7b2267vd7nbLm5ubO1y/K5paerizBNmsDyCbRgayY+Qhm0aGvrJjYkzfbPdIQedXzyGbRR6yaWQgO0Yesmlk6As79mb8PaqOt81mQ3R0NIqKihAXF6ct7yilHADS0tLw1VdfhSzzeDyoqanpcP2uiLYCIon5hYUkqycu2SxykE0jA9kx8pBNIwPZsWvILuFD51LkIZtGBrJj5CGbRob+asej6nhzHIfJkydjzZo1mDhxorZ89erVOPfcc9utP3XqVDz88MOor6/XHPWvvvoKVqsVgwcP7tF3iwKgEwd2qt6RQ03RIJtFErJpZCA7Rh6yaWQgO3YF2aUn0LkUecimkYHsGHnIppGhf9rxqLcTW7p0KV5//XW8++67KC0txcqVK9HY2IjFixejvr4e5513Hn7++WcAwNChQzF9+nTccMMN2Lt3L37++WesXLkSS5cuBc8f9UMhCIIgCIIgCIIgiHYcdW917NixWLVqFZ5++mksWrQI27dvx7PPPguLxQKXy4Xi4mI0NjZq6z/00ENITEzE+eefj2XLlmHJkiW49NJLj94BEARBEARBEARBEEQXHNVU8wDz5s3DvHnz2i1PS0vDxo0bQ5ZFRUVh1apVR2rXCIIgCIIgCIIgCKJXHPWIN0EQBEEQBEEQBEEcy5DjTRAEQRAEQRAEQRB9CDneBEEQBEEQBEEQBNGHkONNEARBEARBEARBEH0IOd4EQRAEQRAEQRAE0YdwjDF2tHeCIAiCIAiCIAiCII5VKOJNEARBEARBEARBEH0IOd4EQRAEQRAEQRAE0YeQ400QBEEQBEEQBEEQfQg53gRBEARBEARBEATRh5DjTRAEQRAEQRAEQRB9CDneBEEQBEEQBEEQBNGHkONNEARBEARBEARBEH0IOd4EQRAEQRAEQRAE0Yf0G8fb5/Nh1apVmD59OsaNG4dly5ahvr4+ZJ2qqipcc801GDduHE444QS89dZb7bbz7bffYsaMGbjhhhtCljc2NuK2227D5MmTMWHCBPzlL3+Bw+EIe/+efPJJzJo1C5MmTcKtt96KlpaWkPe3bduGc889F6NHj8aCBQvw8ccf9+DoD4+BbrPebr8vGOg2Deauu+5CQUEBCgsLw95+pBjodrzqqqtQUFAQ8rrjjjt6YIHIM9Bt6vV6sXLlSkyZMgUTJkzAX//616NyvQ9kOx5//PHtzsuCggL8+c9/7qEV2jOQ7QLQGNwRNAbTGDxQ7UhjMI3B/dGOERmDWT/hwQcfZAsXLmTbtm1jO3bsYJdddhm7/PLLtfdlWWann346u/HGG1lRURFbs2YNmzBhAluzZk3INiZOnMjOO+88tmzZspDtn3/++eyCCy5gW7ZsYbt372ZLlixhf/7zn8Pat+eee47Nnj2bbdq0ie3evZtdeOGF7JprrtHer6qqYhMmTGCPP/44O3jwIHv77bfZmDFj2ObNm3tpla4ZyDbr7fb7ioFu0wBFRUVs6dKlbMiQIWz//v2HYYneMdDtePrpp7PXXnuNVVdXay+73d4Li/SegW7TO++8k5199tls27ZtbNeuXeycc85ht9xySy8scngMZDvW1dWFnJPV1dXsxBNPZM8991zvjMIGtl1oDG4PjcE0Bg9kO9IYTGNwf7RjJMbgfuN4T5s2ja1du1b7u66ujg0ZMoTV1dUxxhhbu3Ytmzx5MvN4PNo6zz33HDvrrLO0v8866yx28OBB9thjj4X8EOXl5WzKlCmstrZWW7Zp0yY2evRopihKl/slSRKbOnUq+/TTT7VlNTU1bMSIEWzfvn2MMcZeeeUVdsYZZ4R87q677mJ33313T0zQYwayzXqz/b5kINs0mOuuu479+OOPR23QH+h2nDJlCtu0adNhHHnfMZBtWllZyUaMGMEOHTqkrbN//342bdo01tzc3FNT9IqBbMe2fPXVV2zChAkReSAdyHahMTgUGoOP/vVJY3DH0BhMY/BAtmNbDmcM7jep5s8++yxmzJih/S1JUsj7GzduxNy5c6HX67VlCxYswI4dO2C32wEAr776KjIyMtptOzU1FRs3bkR8fLy2zGw2g+M4cBzX5X7t27cPDocDxx9/vLYsISEBEyZMwA8//AAAmD9/Ph577LGQz8my3N0h95qBbLPebL8vGcg2DbBlyxbU1tZi0qRJYRxx3zCQ7ej1etHQ0IDk5OQeHHHfM5Bt+u2332LcuHEYNGiQtk5eXh6+//572Gy2cA4/YgxkO7blmWeewbnnngur1drltsNhINuFxuBQaAymMXgg25HGYBUag/ufHdtyOGNwv3G8hw4dCoPBoP395ptvIj8/H3FxcQCAsrKydkZOTU2FXq/HoUOHAAA6nS6s76qvr8fKlSuxaNGibtctKytDUlJSyL4BQHZ2NsrKygCoP0x6err2XmNjI1avXt3nN92BbLPebL8vORZs+uCDD+Kqq64Kax/6ioFsx8rKSgDAv//9b8yePRsLFizA888/H9a+9CUD2aaFhYXIyMjAyy+/jIULF2LWrFm4//774fF4wtqfSDKQ7RjM9u3b8euvv+Kiiy4Ka1+6YyDbhcbgUGgMpjF4INuRxmAag/urHYM53DFY7NHaR4itW7fiqaeewhNPPKEtczqdiI6Obreu0WjsUdH8lClT0NTUhBEjRuDmm2/udn2Hw4GoqKh2y81mszbzEgxjDMuXL0deXh4WLlwY9n71loFss55u/0gxEG26du1auN1uHHfccWHvS18z0OwoCAKWLFmCsWPH4rLLLsP+/ftx++23QxCEiDk5vWWg2dRut+Obb75BSUkJ7r33XsiyjDvvvBN1dXVYtWpV2PsWaQaaHYN55plnsGjRoj6JCg1ku9AYTGNwONAY3H/tSGMwjcH91Y7BHO4Y3G8i3gFqampw3XXX4dJLL8XMmTO15WazGW63O2RdxhhaWlpgsVjC3v5bb72F119/HXl5ebjooovg9XoBAHfccQfGjRunvZYuXQoAsFgsHc4INTU1wWw2t1v++OOPY8uWLXj44YePWLrWQLdZZ9s/mgxEm8qyjIcffhhXX311j4+3rxiIdkxLS8P999+Pc845B0OHDsWpp56K22+/vV/MuAMD06Ycx8HlcuGJJ57ApEmTMHXqVDz++OP45JNPUF1d3WMbRIKBaMcApaWl+PLLL3H55ZeHvT/hMpDtAtAYDNAYHA40BvdfO9IYTGNwf7VjgN6Mwf0q4u3xeHDttddi1KhRWLZsWch7aWlpKC4uDllWXl4ORVFCaha6IzMzE5mZmRgzZgzmzZuHr7/+GieeeCKuv/76EAMajUbte0tLSyFJEkSx1VylpaWYP39+yLa/+OIL/Oc//8Hzzz+P1NTUsPepNwx0m3W1/aPFQLXpO++8A57nj6rtghmoduyIsWPH4tChQ1AUBTx/9OYrB6pNk5KSMHTo0JDZ5Ly8PFitVpSXlyMpKSns/YsEA9WOAZ599lnMnDkT+fn5Ye9POAx0u9AYTGNwuNAY3H/t2BE0BtMY3B/sGKA3Y3C/ingvX74ckiRh1apV7S6sqVOnYsOGDSEzsatXr8bw4cM7TA0IZuPGjVi2bBkYY9oyjuOg0+m02Y34+HhkZWVpr0DqwJAhQ2A2m7Fhwwbts7W1tdi8eTOmTp2qLdu1axduvfVWrFixAuPGjTt8I/SQgWqzcLZ/tBioNv34449RXFyM8ePHazN5AHDyySfj73//ey8scngMVDtu3LgR119/fch37tu3DykpKUd1wAcGrk0nTJiAoqIiuFwubZ0DBw6gpaWlRwNppBiodgTUmrV33323T6LdA9kuNAbTGHy0bUpjMI3B/dWmNAb3ozE4bP3zPubJJ59kkydPZjt37gzpj+ZyuRhjal+3RYsWsRtuuIEVFRWx9evXs0mTJrHVq1e321Zbefna2lo2ceJEduutt7LffvuN7dq1i91+++1s+vTpYcnoP/PMM2zOnDns+++/Z/v27WOXXnopu/LKK7X3a2pq2Jw5c9i9994bsu8Bafy+YiDbrLfb7ysGsk0rKyvZgQMHQl5Dhgxh69atY/X19RGwTvgMZDvW19eziRMnsgceeIAdOHCAffvtt2zKlCnsv//9bwQsc/gMZJsqisLOOussdsUVV7B9+/axX3/9lZ100knsxhtvjIBlesZAtmPgO88888xeWqE9A9kuNAa3h8ZgGoMHqh1pDKYxuL/aMfCdvRmD+43jPXToUDZkyJB2r3feeUdbp6Kigl155ZVs7NixbO7cuez111/vcFttfwjGGNu1axe77LLL2NixY9nYsWPZlVdeyQoLC8Pev3/+859sxowZbMKECeymm24K+QH/9a9/dbjvc+fO7aEVesZAtlkktt8XDHSbtuVo9RAd6Hbctm0bO+ecc9jIkSPZ7Nmz2VNPPXVUe9syNvBtWlNTw/74xz+yyZMnsylTprB77rlHG2iPJAPZji6Xi02ZMoV98sknPTzq7hnIdqExuGNoDKYxeKDakcZgGoP7ox0jMQZzjAXF4wmCIAiCIAiCIAiCiCj9qsabIAiCIAiCIAiCII41yPEmCIIgCIIgCIIgiD6EHG+CIAiCIAiCIAiC6EPI8SYIgiAIgiAIgiCIPoQcb4IgCIIgCIIgCILoQ8jxJgiCIAiCIAiCIIg+hBxvgiAIgiAIgiAIguhDyPEmCIIgCIIgCIIgiD6EHG+CIMJm06ZNKCgogMfjOdq7QhAEQRD/U9AYTBADG3K8CYLoM+ghgSAIgiCODjQGE0T/ghxvgiAIgiAIgiAIguhDyPEmCKJDZFnGv/71L8ydOxcjR47EBRdcgPLy8pB1XnrpJZx66qkYPXo0Zs6cifvuu0+bWf/nP/+Jiy++GAAwevRoLFmyRPtcaWkprrnmGkycOBFTp07FVVddhZKSkiN3cARBEATRj6ExmCCOPcSjvQMEQfRPHn74YXzwwQe45557UFBQgM2bN+PBBx/U3n/77bexatUqLF++HNOmTUNlZSVuueUWWK1WLFu2DJdddhlyc3Nx4403Yu3atbBYLACA+vp6nHfeeZg1axZef/11AMATTzyBCy+8EJ999hmsVutROV6CIAiC6C/QGEwQxx7keBME0Q6Hw4FXXnkF999/P0444QQAQHp6OioqKvDII48AAM4880zMnDkTKSkpAICMjAzMmzcPv/zyCwDAYrEgISEBAJCYmAiDwQAAeO211zBo0CCsWLECHMcBUB8w5s2bhy+++CJkVp4gCIIg/tegMZggjk3I8SYIoh3FxcVwu92YNm1ayPKpU6dq/+Y4Dk1NTfjwww9RXFyMyspKbNmyBYMHD+5y29u3b8fWrVsxfvz4kOVutxsHDx6M3EEQBEEQxACExmCCODYhx5sgiE5hjIX8rSiK9u/nn38ejz76KJYsWYIpU6YgMzMT69atw48//tjtdufNm4dbbrml3fKoqKje7zRBEARBHAPQGEwQxxYkrkYQRDtyc3NhNBrx3XffhSz/4YcftH+/8cYbuPrqq3H77bdj8eLFGD9+PBobG0PWD6SxBTNixAiUl5cjMzMTWVlZ2uvgwYMwGo19cjwEQRAEMVCgMZggjk3I8SYIoh1msxkXX3wxVqxYgS+//BJlZWX48MMP8cEHH2jr5OXl4csvv8TOnTtRWlqKF154AZ9//nnIdpKSkgAAX375Jerr6wEA559/PqqqqnDbbbdh9+7dKCoqwooVK3DttdeisrLyyB0kQRAEQfRDaAwmiGMTjrXNYyEIgoCa0vbkk0/ijTfeQH19PSZPnozf//73uPjii7Ft2zbY7Xbcc889+Oabb2AymXDCCScgKioKP/30E958801tOy+99BKeeuopxMfHaw8NBw8exEMPPYSNGzfC4/Fg9OjRuPXWWzFq1KijdbgEQRAE0W+gMZggjj3I8SYIgiAIgiAIgiCIPoRSzQmCIAiCIAiCIAiiDyHHmyAIgiAIgiAIgiD6EHK8CYIgCIIgCIIgCKIPIcebIAiCIAiCIAiCIPoQcrwJgiAIgiAIgiAIog8hx5sgCIIgCIIgCIIg+hByvAmCIAiCIAiCIAiiDyHHmyAIgiAIgiAIgiD6EHK8CYIgCIIgCIIgCKIPIcebIAiCIAiCIAiCIPoQcrwJgiAIgiAIgiAIog8hx5sgCIIgCIIgCIIg+pD/BzY4+70+2EY5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"def plot_by_industry(df_orig, df_synth, column, industry):\n",
"\n",
" df_orig_industry = df_orig.set_index(\"GICS Sector\").xs(industry).reset_index()\n",
" df_synth_industry = df_synth.set_index(\"GICS Sector\").xs(industry).reset_index()\n",
"\n",
" df_comparison = pd.concat([df_orig_industry.assign(src=\"orig\"), df_synth_industry.assign(src=\"synth\")], axis=0, ignore_index=True)\n",
"\n",
" g = sns.relplot(df_comparison, x=time_idx, y=column, hue=id_idx, col=\"src\", kind=\"line\", legend=False)\n",
" g.fig.suptitle(f\"{industry}\", fontsize=16)\n",
" g.fig.subplots_adjust(top=0.9);\n",
"\n",
"df[time_idx] = pd.to_datetime(df[time_idx])\n",
"\n",
"for industry in df_synth[\"GICS Sector\"].unique():\n",
" plot_by_industry(df, df_synth, \"volume\", industry)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quickly scanning the results, it is clear that the `TimeSeriesSynthesizer` is producing data on the same scale as the\n",
"original data for each company. The volatility (a measure of how data deviates from short term averages) of the synthetic\n",
"data for each industry also bears resemblance to the original.\n",
"In addition to the metrics described in the [Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial, it can be helpful to analyse the aggregate\n",
"statistics across time series data:\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"def aggregate(df_orig, df_synth, stat, col):\n",
"\n",
" agg_statistic = {}\n",
"\n",
" for industry in df_synth[\"GICS Sector\"].unique():\n",
" agg_statistic[industry] = [\n",
" getattr(df_orig.set_index(\"GICS Sector\").xs(industry)[col], stat)(),\n",
" getattr(df_synth.set_index(\"GICS Sector\").xs(industry)[col], stat)(),\n",
" ]\n",
" return pd.DataFrame(data=agg_statistic, index=[f\"orig_{stat}\", f\"synth_{stat}\"])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"such as the mean\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Industrials \n",
" Real Estate \n",
" Consumer Staples \n",
" Health Care \n",
" Consumer Discretionary \n",
" Materials \n",
" Information Technology \n",
" Financials \n",
" \n",
" \n",
" \n",
" \n",
" orig_mean \n",
" 2.669255e+06 \n",
" 601194.23 \n",
" 1882369.39 \n",
" 3.692133e+06 \n",
" 3.449932e+06 \n",
" 1626211.45 \n",
" 4.849214e+06 \n",
" 1680161.76 \n",
" \n",
" \n",
" synth_mean \n",
" 2.256718e+06 \n",
" 3314400.27 \n",
" 2737286.11 \n",
" 3.335371e+06 \n",
" 3.292179e+06 \n",
" 3699485.86 \n",
" 1.960988e+06 \n",
" 1149168.50 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Industrials Real Estate Consumer Staples Health Care \\\n",
"orig_mean 2.669255e+06 601194.23 1882369.39 3.692133e+06 \n",
"synth_mean 2.256718e+06 3314400.27 2737286.11 3.335371e+06 \n",
"\n",
" Consumer Discretionary Materials Information Technology \\\n",
"orig_mean 3.449932e+06 1626211.45 4.849214e+06 \n",
"synth_mean 3.292179e+06 3699485.86 1.960988e+06 \n",
"\n",
" Financials \n",
"orig_mean 1680161.76 \n",
"synth_mean 1149168.50 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aggregate(df, df_synth, \"mean\", \"volume\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and standard deviation"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Industrials \n",
" Real Estate \n",
" Consumer Staples \n",
" Health Care \n",
" Consumer Discretionary \n",
" Materials \n",
" Information Technology \n",
" Financials \n",
" \n",
" \n",
" \n",
" \n",
" orig_std \n",
" 3.243124e+06 \n",
" 493193.509604 \n",
" 1.071113e+06 \n",
" 2.756140e+06 \n",
" 4.000987e+06 \n",
" 7.153676e+05 \n",
" 3.430623e+06 \n",
" 790336.061546 \n",
" \n",
" \n",
" synth_std \n",
" 1.582531e+06 \n",
" 999603.049909 \n",
" 1.096312e+06 \n",
" 1.527762e+06 \n",
" 1.310553e+06 \n",
" 1.160366e+06 \n",
" 1.207459e+06 \n",
" 268081.774904 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Industrials Real Estate Consumer Staples Health Care \\\n",
"orig_std 3.243124e+06 493193.509604 1.071113e+06 2.756140e+06 \n",
"synth_std 1.582531e+06 999603.049909 1.096312e+06 1.527762e+06 \n",
"\n",
" Consumer Discretionary Materials Information Technology \\\n",
"orig_std 4.000987e+06 7.153676e+05 3.430623e+06 \n",
"synth_std 1.310553e+06 1.160366e+06 1.207459e+06 \n",
"\n",
" Financials \n",
"orig_std 790336.061546 \n",
"synth_std 268081.774904 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"aggregate(df, df_synth, \"std\", \"volume\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is expected that there are deviations between the values of the aggregate metric in the original and synthetic data,\n",
"both due to the relatively small numbers of companies in particular industries and due to the nature of how the `TimeSeriesSynthesizer`\n",
"generates data.\n",
"As described in the [Single Table](https://docs.synthesized.io/sdk/latest/tutorial/single_table) tutorial, the utility of synthetic data can be analysed from three\n",
"angles:\n",
"\n",
"- Statistical Quality\n",
"- Predictive Utility\n",
"- Privacy\n",
"\n",
"The simple analysis laid out above can be classified as an evaluation of the statistical quality of the data, but it is\n",
"by no means exhaustive. Analysing time series data is a complex subject, and should be informed by the downstream use cases\n",
"the data will be applied to.\n"
]
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