{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SEVIR Tutorial\n", "\n", "The Storm EVent ImagRy (SEVIR) dataset is a collection of temporally and spatially aligned images containing weather events captured by satellite and radar. This dataset was created using publically available datasets distributed by NOAA, including the [GOES-16 geostationary satellite](https://registry.opendata.aws/noaa-goes/), and data derived from [NEXRAD weather radars](https://registry.opendata.aws/noaa-nexrad/), both of which are available on the Registry of Open Data on AWS. This tutorial provides information about the SEVIR dataset as well as code samples that can be used to access the data.\n", "\n", "The animation below shows one of thousands of samples in the SEVIR dataset. Each of these \"events\" consists of 4 hours of data in 5 minute time increments over a 384 km x 384 km patch sampled somewhere over the US. Each event is SEVIR is captured by up to 5 sensors, or image types, described below. \n", "\n", "

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\"sev_samp\"/
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Figure 1: Sample event in the SEVIR dataset. SEVIR contains over 10,000 sets of image sequences similar to the one shown here.
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\n", "\n", "This tutorial includes the following: \n", "\n", "* [SEVIR Overview](#overview)\n", "* [Downloading SEVIR](#download)\n", "* [Data organization](#files)\n", "* [Accessing SEVIR Data](#access)\n", "* [Georeferencing SEVIR Events](#geo)\n", "* [Additional resources](#additional)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### SEVIR Overview \n", "\n", "There is no shortage of weather data available to the public: Weather radar, GEO & LEO satellite, surface observations, numerical weather prediction models, balloons, ocean buoys, aircraft measurements, lightning sensing, radio occultation, and others are being measured every second of every day to aid in our ability to analyze and forecast the weather. As a result, both the size and complexity of all of this data can make it difficult to work with. Many datasets, such as radar and satellite, are too large to process in bulk for those without access to massive compute and storage. Some datasets also require a level of domain expertise to decode, understand and process. These are some of the barriers for scientists and researchers who want to understand and use this data for their applications. \n", "\n", "To help alleviate these issues, the SEVIR dataset was constructed to enable faster R&D in weather sensing, avoidance, short-term forecasting and other related applications. SEVIR combines and aligns multiple weather sensing modalities into a single, accessible dataset accessible for free on the cloud that can be used by meteorologists, data scientists and other researchers. \n", "\n", "SEVIR is a collection of thousands of \"events\", which are 4-hour sequences of weather captured by up to 5 sensors. These 5 sensing modalities are summarized in the table below:\n", "\n", "\n", "| Sensor | Data key | Description | Spatial Resolution | Patch Size | Time step | Sample Colorized Image |\n", "|:--------:|:------:|:-------------:|:--------------------:|:---------:|:-----------:|:------:|\n", "| GOES-16 C02 0.64 $\\mu m$ |`vis` | Visible satellite imagery | 0.5 km | 768x768 | 5 minute | |\n", "| GOES-16 C09 6.9 $\\mu m$ |`ir069` | Infrared Satellite imagery (Water Vapor) | 2 km | 192 x 192 | 5 minutes | |\n", "| GOES-16 C13 10.7 $\\mu m$ |`ir107` | Infrared Satellite imagery (Window) | 2 km | 192 x 192 | 5 minutes | |\n", "| Vertically Integrated Liquid (VIL) |`vil` | NEXRAD radar mosaic of VIL | 1 km | 384 x 384 | 5 minutes | |\n", "| GOES-16 GLM flashes |`lght` | Detections of inter cloud and cloud to ground lightning events | 8 km | N/A | Continuous | |\n", "\n", "

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Table 1: Description of sensor types in SEVIR.
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\n", "\n", "Four of the five sensor types listed above (`vis`,`ir069`,`ir107` & `vil`) are raster (image) types. Their data is represented as a sequence of single channel (gray scale) images. Each 4 hour event corresponding to these these data types are represented as a `L x L x 49` tensor, where `L` is the image size given in the Patch Size column above. The last dimension of length 49 represents the time dimension of the data, which is consistent across all samples. Additional information on working with these images is given below.\n", "\n", "The lightning type `lght` is not stored as an image, but rather as a collection of discrete events. This lightning data for an event is represented by an `Nx5` matrix, that contains information about flash time and location. Additional details are provided below.\n", "\n", "\n", "### Connection to NOAA's Storm Event Database\n", "\n", "Many of the events in SEVIR can augmented using data collected by the National Weather Service (NWS). Approximately 20% of the cases in SEVIR were selected \n", "based on tagged \"Storm Events\" logged by the National Weather Service (NWS) which are archived here: https://www.ncdc.noaa.gov/stormevents/. This database includes additional information including:\n", "\n", "* Type of severe weather (e.g. high winds, tornado, hail, etc..)\n", "* Storm impacts (damage, injuries and deaths)\n", "* Narrative summarizing the event.\n", "\n", "For example, below is one entry from the NWS Storm Events database linked to the event depicted in Figure 1. This represents one row from a CSV file whose columns are described [here](https://www1.ncdc.noaa.gov/pub/data/swdi/stormevents/csvfiles/Storm-Data-Export-Format.pdf)\n", "\n", "```\n", "StormEvents_details-ftp_v1.0_d2019_c20191217.csv:\n", "201904,30,1452,201904,30,1454,137733,827433,\"ILLINOIS\",17,2019,\"April\",\"Tornado\",\"C\",135,\"MONTGOMERY\",\"LSX\",\"30-APR-19 14:52:00\",\"CST-6\",\"30-APR-19 14:54:00\",\"0\",\"0\",\"0\",\"0\",\"0.00K\",\"0.00K\",\"Storm Chaser\",,,,,\"EF0\",\"1.17\",\"25\",,,,,\"1\",\"N\",\"DONNELLSON\",\"2\",\"NE\",\"DONNELLSON\",\"39.0456\",\"-89.4682\",\"39.0517\",\"-89.4478\",\"As a warm front lifted northward through the region, widespread showers and thunderstorms developed. Some of the storms produced severe weather including large hail and a couple of tornadoes. The activity persisted into the early morning hours of May 1st, but no reports of severe weather occurred with this event on May 1st.\",\"Several storm chasers witnessed a weak short-lived tornado from different vantage points. The tornado lifted dust from a field and small branches and leaves from a few trees. The location is estimated from a combination of radar and chaser reports. The tornado was rated EF0 with a path length of 1.17 miles and a max path width of 25 yards. There were no deaths or injuries reported with this tornado.\",\"CSV\"\n", "```\n", "\n", "As can be seen, this text data includes descriptions of time and location of a tornado, and a summary of the event.\n", "\n", "Each event in SEVIR is assigned a unique `id`, e.g. `S827433`. All SEVIR `id`'s beginning with an `S` are associated with an NWS Storm Event. The number following `S` in the SEVIR id is the Event ID used in the NWS Storm Event database. The remaining events in SEVIR that are not directly linked to NWS storm events were selected randomly from throughout the Continental US. These randomly selected cases have `id`'s that begin with `R`, e.g. `R18032414177862`. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Downloading SEVIR\n", "\n", "If you have [AWS CLI](https://docs.aws.amazon.com/cli/latest/userguide/install-cliv2.html), you can download SEVIR using the \n", "\n", "```\n", "aws s3 sync --no-sign-request s3://sevir .\n", "```\n", "\n", "To download only a specific modalitiy, e.g. `vil`, you can instead run\n", "\n", "```\n", "aws s3 cp --no-sign-request s3://sevir/CATALOG.csv CATALOG.csv\n", "aws s3 sync --no-sign-request s3://sevir/data/vil .\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data organization \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides descriptions and code samples of how to access, visualize and work with SEVIR data.\n", "\n", "SEVIR contains two major components: \n", "\n", "* Catalog: A CSV file with rows describing the metadata of an event\n", "* Data Files: A set of HDF5 files containing events for a certain sensor type\n", " \n", "We described each component separately below.\n", "\n", "### Catalog\n", "\n", "The data catalog is contained in the file named `CATALOG.csv`. Each row of this file represents a single event captured by one of the sensor types listed in Table 1. The columns of the catalog are as follows:\n", "\n", "| Column | Description |\n", "|------|-------------|\n", "| `id` | Unique id given to each *event* in SEVIR. Note that up to 5 rows of the catalog may posses this ID, since each event may be captured by up to 5 of the sensor types listed in Table 1. |\n", "| `file_name` | Name of the HDF5 file containing the image data. |\n", "| `file_index` | File index within `file_name` where the data is located |\n", "| `img_type` | Image or sensor type from the \"Data key\" column in Table 1 |\n", "| `time_utc` | UTC Timestamp of the event, which typically corresponds to the middle frame in the event |\n", "| `minute_offsets` | Colon separated values denoting time offset in minutes of each frame relative to `time_utc` |\n", "| `episode_id` | Storm Event `EPISODE_ID` associated to the SEVIR event (NWS Storm Events only) (see Note 1) |\n", "| `event_id` | Storm Event `EVENT_ID` associated to the SEVIR event (NWS Storm Events only) (see Note 1) |\n", "| `llcrnrlat` | Latitude of the lower left corner |\n", "|`llcrnrlon` | Longitude of the lower left corner|\n", "|`urcrnrlat` | Latitude of the upper right corner |\n", "|`urcrnrlon` | Longitude of the upper right corner|\n", "|`proj` | Proj4 string describing the map projection of the image (See Note 2) |\n", "|`size_x` | X Size of the images in pixels |\n", "|`size_y` | Y Size of the images in pixels|\n", "|`height_m` | X Size of the images in meters |\n", "|`width_m` | Y Size of the images in meters|\n", "|`data_min` | Minimum data value across all frames of the event|\n", "|`data_max` | Maximum data value across all frames of the event|\n", "|`pct_missing` | Percentage of missing values across all the frames|\n", "\n", "

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Table 2: SEVIR Catalog columns
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\n", "\n", "\n", "Notes:\n", " \n", "1. There may additional Storm Event IDs that overlap with the 4 hour event in SEVIR. The catalog will only provide one such IDs. Others can be found by comparing the time and locations of the Storm Event with the metadata of the SEVIR event. \n", "\n", "2. All projections (currently) in SEVIR are Lambert Azmuthial Equal Area. This column exists incase future data use a different projection. \n", "\n", "\n", "### Data Files\n", "\n", "The image data in SEVIR is stored in a collection of several [HDF5](https://en.wikipedia.org/wiki/Hierarchical_Data_Format) files. These files are organized in the following directory structure\n", "\n", "```\n", "data\n", "+-- img_type\n", "| +-- year \n", "```\n", "\n", "The filenames of the data are formatted as follows:\n", "\n", "```\n", "SEVIR_____.h5\n", "```\n", "\n", "Where \n", "\n", "`` is the image or sensor type (`vil`, `vis`, `ir069`, etc..), \n", "\n", "`` is either `STORMEVENTS`, if the events are linked with NWS storm events, `RANDOMEVENTS`, if the events are randomly sampled, or `ALLEVENTS` if the two types are mixed into the same file.\n", "\n", "`__` Denotes the year, start date and end date of the events in the file.\n", "\n", "Each file contains the `id`'s of the events, as well as the event data. For example a summary of one such file is:\n", "\n", "```bash\n", "$ h5ls SEVIR_VIL_STORMEVENTS_2018_0101_0630.h5\n", "id Dataset {793}\n", "vil Dataset {793, 384, 384, 49}\n", "```\n", "\n", "All raster types in SEVIR (`vis`, `ir069`, `ir107` & `vil`) store the data 4D tensors with shapes `N x L x W x T`,\n", "where `N` is the number of events in the file, `LxL` is the image size (see patch size column in Table 1), and `T` is the number of time steps in the image sequence. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Decoding SEVIR data\n", "\n", "For efficient storage, data is saved in HDF files as an integer type. Depending on the sensor type, these integers can be decoded into floating type so they represent the actual values captured by each sensor type. This decoding is done using either a simple linear scaling, or using an exponential transformation, as described below.\n", "\n", "The satellite images (`vis`,`ir069` and `ir107`) use a linear scaling to encode their values. To convert the integer data stored in the file to floating types, apply the formula \n", "\n", "```\n", "decoded_data = encoded_data * SCALING_FACTOR\n", "```\n", "\n", "where `SCALING FACTOR` is provided in the following table, along with the units of the decoded data:\n", "\n", "\n", "| Type | `SCALING_FACTOR` | Decoded units |\n", "|:------:|:-------------:|:-------:|\n", "| `vis` | 1e-4 | Reflectance factor |\n", "| `ir069` | 1e-2 | Degrees C |\n", "| `ir107` | 1e-2 | Degrees C |\n", "\n", "

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Table 3: SEVIR linear scaling factors
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\n", "\n", "\n", "The `vil` images in SEVIR are stored as integers in the range 0-254, and uses the value 255 in regions where data is missing. It is often convenient to work directly with these encoded units. To convert these into units of $kg/m^2$, which are the true units of [vertically integrated liquid](https://en.wikipedia.org/wiki/Vertically_integrated_liquid), apply the following rule:\n", "\n", "```\n", "0 if X <= 5\n", "(X - 2) / 90.66 if 5 < X <= 18\n", "exp(( X - 83.9 ) / 38.9) if 18 < X <= 254\n", "```\n", "Where `X` is the integer value stored in the HDF file. This non-linear scaling rule was developed to make better use of the range 0-254 for storing VIL. The reason for this is that VIL data exhibits histograms that quite skewed, and the non-linear encoding provides better precision and lessens the skewness.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Lightning Data \n", "\n", "The `lght` data is the only non-raster type in SEVIR (currently). This data is stored in the HDF using the SEVIR `id` as a key. Associated to each `id` is an `N x 5` matrix describing each 4 hour event. Each row of this matrix represents a single [lightning flash identified by the GOES-16 GLM sensor](http://rammb.cira.colostate.edu/training/visit/quick_guides/GLM_Quick_Guide_Detection_Methods_June_2018.pdf). The columns of this matrix are described in the following table:\n", "\n", "| Column index | Meaning |\n", "|------|-------------|\n", "| 0 | Time of flash in seconds relative to `time_utc` column in the catalog. |\n", "| 1 | Reported latitude of flash in degrees | \n", "| 2 | Reported longitude of flash in degrees | \n", "| 3 | Flash X coordinate when converting to raster|\n", "| 4 | Flash Y coordinate when converting to raster |\n", "\n", "

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Table 3: Description of columns for `lght` type
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\n", "\n", "The `X` and `Y` coordinates of the flash are used when converting the flash data into raster format (see more information below).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing SEVIR Data \n", "\n", "This section includes code samples for working with SEVIR data. SEVIR data can downloaded and accessed from local storage, or through Amazon's S3 cloud storage. This tutorial will assume SEVIR data was downloaded onto a local or network file system. The examples below require the following variables to be set:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Enter path to the SEVIR data location\n", "DATA_PATH = '../data'\n", "CATALOG_PATH = '../CATALOG.csv' \n", "\n", "# On some Linux systems setting file locking to false is also necessary:\n", "import os\n", "os.environ[\"HDF5_USE_FILE_LOCKING\"]='FALSE' " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 1: Accessing an event\n", "\n", "The following code shows how to open a data file directly without using the catalog to visualize frames of an event captured by a single type using the `h5py` module:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event ID: b'S728503'\n", "Image shape: (384, 384, 49)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import h5py # needs conda/pip install h5py\n", "import matplotlib.pyplot as plt\n", " \n", "file_index = 0\n", "with h5py.File('%s/vil/2018/SEVIR_VIL_STORMEVENTS_2018_0101_0630.h5' % DATA_PATH,'r') as hf:\n", " event_id = hf['id'][file_index]\n", " vil = hf['vil'][file_index] \n", " \n", "print('Event ID:',event_id)\n", "print('Image shape:',vil.shape)\n", "\n", "fig,axs=plt.subplots(1,4,figsize=(10,5))\n", "axs[0].imshow(vil[:,:,10])\n", "axs[1].imshow(vil[:,:,20])\n", "axs[2].imshow(vil[:,:,30])\n", "axs[3].imshow(vil[:,:,40])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 2: Accessing multiple image types using the catalog \n", "\n", "The catalog can be used to easily obtain event data captured by multiple sensor types. The catalog can be grouped on the `id` column to locate all available sensors for each event. Since that some events in SEVIR are not covered by all sensors, so it is also necessary to filter out events that aren't covered by all requested image types.\n", "\n", "The code below shows how to extract an event observed by four image types: `vis`, `vil`, `ir069` and `ir107`\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 12739 events matching {'ir069', 'ir107', 'vis', 'vil'}\n", "Sample Event: S858968\n" ] }, { "data": { "text/html": [ "
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idfile_namefile_indeximg_typetime_utcminute_offsetsepisode_idevent_idevent_typellcrnrlat...urcrnrlaturcrnrlonprojsize_xsize_yheight_mwidth_mdata_mindata_maxpct_missing
31740S858968vis/2019/SEVIR_VIS_STORMEVENTS_2019_0901_0930.h575vis2019-09-17 19:54:00-120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-...142807.0858968.0Thunderstorm Wind46.167805...49.388668-89.263121+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...768768384000.0384000.00.0330341.1153680.0
45328S858968ir107/2019/SEVIR_IR107_STORMEVENTS_2019_0701_1...543ir1072019-09-17 19:54:00-120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-...142807.0858968.0Thunderstorm Wind46.167805...49.388668-89.263121+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...192192384000.0384000.0-68.27555820.5543080.0
46244S858968ir069/2019/SEVIR_IR069_STORMEVENTS_2019_0701_1...544ir0692019-09-17 19:54:00-120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-...142807.0858968.0Thunderstorm Wind46.167805...49.388668-89.263121+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...192192384000.0384000.0-68.739433-23.0898780.0
50085S858968vil/2019/SEVIR_VIL_STORMEVENTS_2019_0701_1231.h5421vil2019-09-17 19:54:00-119:-114:-109:-104:-99:-94:-89:-84:-79:-74:-6...142807.0858968.0Thunderstorm Wind46.167805...49.388668-89.263121+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...384384384000.0384000.00.000000254.0000000.0
74782S858968lght/2019/SEVIR_LGHT_ALLEVENTS_2019_0901_1001.h50lght2019-09-17 19:54:00NaN142807.0858968.0Thunderstorm Wind46.167805...49.388668-89.263121+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63...4848384000.0384000.00.000000453187.0000000.0
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5 rows × 21 columns

\n", "
" ], "text/plain": [ " id file_name file_index \\\n", "31740 S858968 vis/2019/SEVIR_VIS_STORMEVENTS_2019_0901_0930.h5 75 \n", "45328 S858968 ir107/2019/SEVIR_IR107_STORMEVENTS_2019_0701_1... 543 \n", "46244 S858968 ir069/2019/SEVIR_IR069_STORMEVENTS_2019_0701_1... 544 \n", "50085 S858968 vil/2019/SEVIR_VIL_STORMEVENTS_2019_0701_1231.h5 421 \n", "74782 S858968 lght/2019/SEVIR_LGHT_ALLEVENTS_2019_0901_1001.h5 0 \n", "\n", " img_type time_utc \\\n", "31740 vis 2019-09-17 19:54:00 \n", "45328 ir107 2019-09-17 19:54:00 \n", "46244 ir069 2019-09-17 19:54:00 \n", "50085 vil 2019-09-17 19:54:00 \n", "74782 lght 2019-09-17 19:54:00 \n", "\n", " minute_offsets episode_id \\\n", "31740 -120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-... 142807.0 \n", "45328 -120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-... 142807.0 \n", "46244 -120:-115:-110:-105:-100:-95:-90:-85:-80:-75:-... 142807.0 \n", "50085 -119:-114:-109:-104:-99:-94:-89:-84:-79:-74:-6... 142807.0 \n", "74782 NaN 142807.0 \n", "\n", " event_id event_type llcrnrlat ... urcrnrlat urcrnrlon \\\n", "31740 858968.0 Thunderstorm Wind 46.167805 ... 49.388668 -89.263121 \n", "45328 858968.0 Thunderstorm Wind 46.167805 ... 49.388668 -89.263121 \n", "46244 858968.0 Thunderstorm Wind 46.167805 ... 49.388668 -89.263121 \n", "50085 858968.0 Thunderstorm Wind 46.167805 ... 49.388668 -89.263121 \n", "74782 858968.0 Thunderstorm Wind 46.167805 ... 49.388668 -89.263121 \n", "\n", " proj size_x size_y \\\n", "31740 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 768 768 \n", "45328 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 192 192 \n", "46244 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 192 192 \n", "50085 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 384 384 \n", "74782 +proj=laea +lat_0=38 +lon_0=-98 +units=m +a=63... 48 48 \n", "\n", " height_m width_m data_min data_max pct_missing \n", "31740 384000.0 384000.0 0.033034 1.115368 0.0 \n", "45328 384000.0 384000.0 -68.275558 20.554308 0.0 \n", "46244 384000.0 384000.0 -68.739433 -23.089878 0.0 \n", "50085 384000.0 384000.0 0.000000 254.000000 0.0 \n", "74782 384000.0 384000.0 0.000000 453187.000000 0.0 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import h5py # needs conda/pip install h5py\n", "import matplotlib.pyplot as plt\n", "import pandas as pd \n", "\n", "# Read catalog\n", "catalog = pd.read_csv(CATALOG_PATH,parse_dates=['time_utc'],low_memory=False)\n", "\n", "# Desired image types\n", "img_types = set(['vis','ir069','ir107','vil'])\n", "\n", "# Group by event id, and filter to only events that have all desired img_types\n", "events = catalog.groupby('id').filter(lambda x: img_types.issubset(set(x['img_type']))).groupby('id')\n", "event_ids = list(events.groups.keys())\n", "print('Found %d events matching' % len(event_ids),img_types)\n", "\n", "# Grab a sample event and view catalog entries\n", "sample_event = events.get_group( event_ids[-1])\n", "print('Sample Event:',event_ids[-1])\n", "sample_event" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This data frame contains rows for each of the image types in SEVIR corresponding to the listed `id`. The following code uses rows of `sample_event` to extract image data for each type:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, Text(0.5, 1.0, 'VIL'))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qiHwb8DHw24F/85n3DgH1o5WTOKTIIQTEe1OdvDfTWmKWj+Xiisl8F50pVVFx0xKyjPjgEVrVuJ//bVx8uSSrJhTnHZxOmHy6QpoOdTI8e82hADnl+w/RtkXfuom7f46u10hZossluloz+Qc/DbdOiUdT/O2bxPsPiWfnRhTT9eb/5CPefnSTR991QnMoFGfKrFaqG47iUjn8qAGF5iTDr6G6BbM7SjcXll9Q8Ep9M6LOVnESZVgJojKQKtfZYNaVDGpUcwTuOA1ClzYQuRZiIXRzaA7VBrEGwkSJEyNu2Xr7OK4RumlSy5JZMEyxa+qSCTHfTIYxs89fwJvvmQaz63CVUgXPRmh2SddV7XvCdJVytUuqdlWqq9pvq2Ju2P86ZWxXkerJ1O72wEbNCj2ZijmrOGEVJ5yHKT+1vM1Pnd/kwdmBmeU6h8sjcqi0uSd3gYO8oZ369J2F83XJhUy4MVtzmFfMMiNaTpQmmGLVL46cU0J0PFjOqOsMLnJcEKIDt04KhpjqqonIi1r/cx3WzzUtmp5/unrhfuTSfchTTfSws7rtt3lxV362eywTYexeR3WDQvW15m1+qnqDieuYuYaZr5m5hkI6Ks2He9qp46yb8XaxqZFcSksugaBC6ZQbvuKXlh/wQXeDyzDlMpbcdCveyRfkAqUIl1H56uQOHMM/zt7lA3dKVDPlXtQlCtyeLgG4t54To6NVnxRJI1Wh82iXTLitw60cxYUjWya3hZjUJL9xa1APktu9dXWvSgldqcSJDq4RpL4jYuNcf89dJ7ilKVP5pan1XsDXSr6yRrEDdTKYgVzQdD3pmVQZXj8Hvrk5bY+nYyA4Ht1VnnahycfkWY6ZyJe2HXG1MmHGCdoE4xZ5Gne9N/JfTgCI6yqpYMFULJKalRsX0af0oZdOrFS1E5Hfi2X09cD/qKpPqzUFJDOe909ts3O+wew3wInNKBqNAQPadejZORoC2Ru3OPuOE7pSKM8C2bJDelPiuqb8sSXhrVPiZIarlfbAEU/m+C7AYg2ZR6vaiF3yq9K2xa2m6OkcXSzRzhQyrWuI0W5YXSMf3uVGF4mzAmkDcZpz8eUDTn6yo/zp+7RvneDmnnylVE6obhoZCrcaZkcVqsL6rCQcALVDWmcru5XYKi75Q7UHUJ+YJ420Njn5FvwafKVka02qgOAaW123B0p7tPGPkgjt3Aa9WEYk2CA3vG9lWBmigmY6+IAJJuOjYr4Pz7/gf6mD2ZPITUCu/PwqZWuXBI0VqahuIEPPSqqeBbuq05g8XWXe29p3RM4a9ZyFOY+6OZ82h9ytj7i7PuSjhydU96ZkFx5KhdOGo8MVXzo+43SywqE8aqZ8ujjgcmHF7Z2LTKcNuQscF9Xm+tR8h1xSrTIX6cRTrQtC7aFy+Fpskm0Ev5aklNp+6m3clAASZFAcet+rF/g5X6gf+d608AT0ZKr/N44uziHD+6BKrR1t+jiXyIlb40S50x3y9fo2dcyYeSNVpbTMXc2JX3I7u2DmGqLKFuF+EA4AKGkoiHgx36wTBzNZU+klUR2HruLQtQQEp0qD0qjjC/6Sw2lFLoG3JkbU7rcHfO38TUrf8YuPP+Fec8B5U7JOMmEIieC1GXGdIY3DV4KrheLCForZ2lSj5sjcFdrDOBAm19i9ztYYUc6gK2280iQ2a6969uNKJ4OPabYG15hLQ1YZWaMxUuVbJXojX+r6sa3vO4rrF3oo8pyD0Tczp+3xBOya9Pr5+lnMgc/SJm5IERi5Uo1IURiB6zq0NTKHKjKdIuUEbdskhiT/SJ9Mit4jkwK6Dm27J576s1CsUNW/BPyl59opacwSY3+Mrc+065CkTvVtkGQ23J1Pom5srv01NU3ax6GnR5QPOvKlY/b1M6RuYbVG68ZurBPczzQc3p/aucuC7nhK/QveYPrRJSotMpuhVQWqG/K2WuO/fgddrhDvkYN56iwR8sI6UdvBN+7hnNgx3jzh5o90TO6vIUZc1dHOpoSJDUrxhuLXDhpHtS6IlTfHzcohjQ0Q2dJ8EFxng1o/EJUPhPbQVn2uS4NSZZJ5cyi0B0J9Q/Fp396vIUyV/EIIJYR5QKIYqeoHqmGQlGQq1MFBnkTKYo61V92sIJ8DL3Mw64nJxj/qcbLUw11ha9rd/zo/KSfRPpMnT8iDH9QVqpqRvDRh47ZUq55URTbve9OeESsZPnNEiuSn02rGMqlTH9en5it1ccqj8zndeYFfeCZpQoxlZHZQc3u+5HSyonAdTcxYthPaYFKS95GjecXbhxe8Oztj6hrqaK7X65AT02+YSSTPAotlSag81A7XpIdVEnHqHYzVSP7w00W2gh9eFN9MP9r1ofLiaJPJ4VlNgzH916Y+4yWp6QK1eu6FIxzKzXzJm/k5t7NLbmcXHEnNoWsBuO0veSO74CzMaDQjqrCME24mM1+lGRMNxESuShFu+yW3/ZJjF4jAg1BwKC0rFc7ihFI6CiLfOfmYLxf3eBAOmLhbnM+m3CoW3MovudccoGpuGSE4utYTOocuM/zCk63MhSC/NNUoq5WYCV2ZVO1pUqG8qZEuMPjKqTMlu50rYR5Mee+fy97RXI0kxdyUc1/ZeVyTjpNMidK/VvMd1b7v9E7scaRYIQN5ex680Jy2x7XoCY9q8lmK4ergiV3yNRzgKf5YyWzXK1BS5NB2hMXS5ubZjLhaJV7gk29VOmYv7jjB+WSq8X4TEOc94t0T57TPhFg9N3oVKsbRJtumDjMDioBzRqry3Nr2KlOWmWMabNSrnlz1AxnGTN1sZuRGbJXcvHnI5Mc+ITw6sx98MrEfu+3g5BAyjzy6IH90QZ7Inx7MkPkU8Y54uRjOqXUNvcObiKlagMymcHSAXC6hKNCmQd9+A0LAff0TDpY3ISrtOzdYv1nSzoTmUAiHHVIGgsuRxqHVBHGK5ubkmy9kmJziBDqSzN4mE90EfGUDEtgA002tfXOUftsI7aEO0n2+FKKH9kYcBkQiZsqTjR+VtBYrhrM/TQSrv2fqzcfKBscXUqy+qcHMocQdJepJZsCn+V1dhf54u0TrOpXquu1Xmft6deI6B/YmOZ2PCdUyTqhjTi4BJ5FcAlGFy1hypz7mw/UpHy+OeXg5pzqf4C4yipU587YHSjwI+IOWsmjNvybazV525rhyY76inTomPvDW/II3JpccZRu1qo45QYVOHVEF75KSk5ROHEPkKjCYswe/qjTx9mbkXjVVYRPV+gIC4Iv2o97MN37fo1ejxgRrrFKN1auQIv28kOQ4aNVRqQ2/uYQhiKB0DW/5JaUoQW2fE9dwTzpyMf8pL5FSWhyRlrSfdsyJ+HQ9N9xmMmoVCiItjodhxlIL8hRdGBDeb27jJfJecR9/oDiJPOrmPKjntNHRBk9TZ8RVhlSOfOnIeoV8ZepRyKGdi7kgTE2N2gq+ivZPmCkhqVRhqhvHdkkNNbk49L7FbmMW7slUr2qCmYo3RCxtS0Rq8M3TzQJPHbjnNwXu8bKRFKFdRyXx3sxsYzJ1BbmSLEe7dtMRdojW4AtFIlVv3kJWFVLXRoyOD0nTH24ygSI3JQogy7aUrl7AIU/bBrXq+vniNSFW2A/Te0buqFa7flXu+Ij46GxoIz3xoicLox/YCUi+UZVCgNmEbuZxrRJKj3YpRUIm4B0ymxlRmhaE+QRXFvjzpTmsNS2yWKFL80Ewp/QRMXRuk46hrmEysZtUNejNE+TskuU/+/MozluK9+8RmxZ3uUKnE/JvnKHulJhN6Oaeg5/IUWfpItoDU4W6mZn2fGUTkm+MVEWvaTW2UY7aQ3Mubw8ZfB/aw3SpRXp/EtFMkcac5ds5aK7oNEBnythAmDI1stWZwjWEL2sa7FJvUqfD4KhOicXzK1bfLOIVJ3wSqXpePK+Jb9ec12/bVa16QgWPk6pereqj+AKOoJvP6mjbL7WkVU8dM9ahYB1y7laHfHh2wnJZEhYZ2VlGthZipoRpRKcRKQLORXIfyVzEScShzDNTe6dZS+E7jvOKk3zFzDdDygAnSqvmyN4ESyEQoqPtdiLNUt9wIwfnUQ6IIWyeMYnqf5JX0IcU3SJQV0X52SW5Ydt1aDWYXpXGsVKEgKa+EAffqFZ9ul85h65ilr54C1zGjFXMuQxTzsKMXAJvZBc44kCwTlxlUYQKrSg5Qi5CxMyQXsz8eBYnnEULN77TnXDo13zSnvJpc8R3zj5m7mqO/YqHYY5DKX1HVKFpPLH2yfTn8GvBryFfKFllhKV3Uu8JVW+Os5QJNqZEAe3Tv+RqJNtp/8MbqQrmxiEpCtHSw6TxQ0jkKJHaDnyjWz5TRsY1pZvRTd/qfa66Pal6HaBN87ji1KtBkoSKcYaA3f1DGHyghn13IEVhc7YUllbJOdy0NP+ptgONuNkMmRRmFgwRQrQ0TIBMyw2X6MWaEJJV68lOw68HsQJTo/owyESsjCWaOqVdZz9UjOjF5UatGvtcOTf8YPahY0jZ4JIDWp4RZgX5palW2UW9TZJU0Xdu4S7XyPmS7niKtAHqxljtpCA+eDT4TbnplHgezObqZaO65TnkGXI4p33zGNd0hGlO8fCc8r6t8nVWIk1DvHlk13axIruoKOYZ7cyhIoOMrc6i+1xh0rg6I0dBjejkSZmKGUN+KfU2sGUrG3Cq2+b3ZE6liusESX/xIBBSmLROIq4IxDYjFhGytKIM1tYl59RevRrMgYNvltjAhrWJTl/JpNjjSaTqeVWpl4GrFK1d89+uQjX+DMZRf9s+Vl50mJgDwnmYcr8+4LKbcNGU1CFDk7P5el0QGodUfmM+CYJfWzh9dEo2j5RZZ3mVJJK5QFRH4SxX0kmx5ka+pExmqlb94Pgc1dGpo1PPustZNAV1m5lfam8BDCnSay1DsMPGh4pN9Ff/CI9I19a/nyGuUqN6UtVqMFJ1jX2yJ1w9qWpHk0KO4MTskTnKJXAe5vikLp5mS05cRSFCo+YL9Ul3DBjhXoSSmWvS9Vg+rCOpKZM0U6nDJzOjEaq+71i/uYxTLkKZghZmBMwp/ThbU8WcM+bcbY9ZhEnKr+XogqdrMkiRe+oU9bJtagtKVplTeDcTtLBxKGYK3hZjfd4qzUDLEWsWLPhmlNvKXA9su2tNrVJnx/SxJ1sWLOOCDtF/m+uxaxqvlxR4Aaf1PT4rXGfGG9+jGEyturJd2Fi6rjp81yIxN2uRKrJYGcnqdz87TybBwtQzVUvJ0LSbtEvOJ4uMQF3bHN+bCmN8YoaC14NYKcYaV+tt5Qo2RCXqYP5TVSTJd3q5GGRAKRIJS47rY4iIJe380tus3yrJFoHJvRWyqolhW3aUpoO2o3v7lFg4uptTsswhizVStxYNWFVoVZu5L0akyC0lRFWnkM0WjRGyFfmHLc23vUF7mNH+si8y/5G7RqqqGqYlNB1SNah3SBuY3F8TSkcoPbNPI10p5AtYfNGk9i3XDxWytQ0m2UpZv2mqVXFh+a3yS6G8r8QCFu9Fyrue8h60B8L6ix1u5cyRuHZoEdHJxkkdgDIiWURXmW0fr0J786DryZya/1e3SfAoltXhVcyH1+JlkaqrVKqnRRn65Mg9RlQZ9hsTqVavGUT6z/FUsTBHZIlmCtKMRjMqzVmFCV10Q3RekcLn65CRZ4EYHdQev97kh3K1KQKdgt6IHExrTiZrDvOaeVYT1VGrY+I6nChT15ipMSlVQZ0pZyOlre4yLusJi2pC22RmCuxMjXCNmMNzO/piuu0nA2zU0PTvN+Nn9aK4To1qCUNfMgUqmTZHhCsSzQQoQtRNG5/UpJUG7oQjVrHgNFsydzVvZeccykYKvtR8INJ322M+bQ6ZenNEP/ErTvyKuTTM6MjRRLKhVetbM9RInIBXJZeOuWuoUrLRT9sjjv2a3HWEZErOXcexRCPrpSee2LU80APEK/FRgda2mJMdkoMK7YGZ+MJMtxdlnQW3yLyjKDvaOkODIF7RLg0S4+cokSpfJ//PlDJhIFRdUp9G5kZJUaM9ger7k47awIuZk/d4BRDZmrcly0xMST5PcbHATaeD609cr594uLiuzIPlYG5KU1WZWhUVbVrI1RSqLEPy3M4f1f4tchN6LAw2qVnBuIf3P4sUK+8HUiUijyfkq4MAACAASURBVEcH9LkjvDcSM5sZ0SrypBZ5tmW79MU1YmtEk/ba0ynl3Zrsax9Y1vQ+v0XX4Y4O0ekEukD7xZt0s4zFOwX5WpFbBfMPPf7hAtZru0aw652WyNEhulxB71c1ncLNE6RuiWfn5D+8IP/Cm0Om9+50Rr6u0bMLeHhm0ZBZhhQ5flUxc452NidfBla380EhsgkpDeStKUUxE7LGNrsWmiNlPQM97NCHBcVScedK+74pFdMHEfWO/KGnvd0Zqepl+X7huMwhj/iyI9TeJsWVs3nD2c+rHnB97pleqRoldWQ0MX4WfeYl4EXMgNfhec2D20lLr39QBxNgLJLZzQafKuaDszpA6Vp8Hpm4jnlW87CZ8eHilAfLGVWVE88KXJ1IjVi+sVDavv3pcx8ofMfcN0x9Sx0zWnUsu5KIkLvAJHZEN752oUv5lbroWLYFy7qwczYebRxSWcJIXyXSPVKxegwZ+5MlfTwRbk2QrxCROKhQDodDqbRlzAs3K524+SExEhWu6BNRlUsV7nVH3Mou+XJxzyIBpSUClSpnMeNhOOAyTPmwvcH99pBWPevWTLvtxDNzNQ2eSj25dDjgUjMuY8FcWrxrmQicR8/73Ske5XZ2wdzVeCxT+9zV3G2POfAVR249cojPOc2W5BL44OIUVIiN+Vf5SswEpxByoZvIUCGiV5bUq5GqPJoaJbYoc3mknLSEzptrqldiVFQ2flWWJiGRqoYh7Uaf4Lg356nf+CKI6rZZeYeY9+R9j5eMZ03q+SxQHdQimUwSgeknEIc/PoJ33iLMC/zZCv/gEeHBw83+zpvrzxjOWaTfqjLBI8sGgkSMliA8s4g/8ty+S4p+1S5VZglhy/+bGIfEo9fh9SBWwpCniskE1DLx9mZBKQr7cdaVMdjMlCFOj2C1HvJbaVKzgJHfUxronEMmE/yyxd95RFitbHOK3JMsAxF0NuHyq8e0M8fhhzWnP7pg9e4Mv07myeUaSsv1wqpLNlwH6wrWlUUhVDXcOqX+0imTf/h1sydnGW65tlQMzuOqA2ha8CMCqGby1JtH1DdLslpp557iUgkT2WRk773u2JgEmwK6Rgb1qLvZks8a2oOcxRcchx8GunlvvnOWZT0Dd+mJZYRJsKzJ3YgJCWgv04ORqFRqIxY65BuC3mFetge2mMa315RV9aQqqlxLsK5qc5XydV26ht02V0UCWttI2FGsgrohBxWw9bpNkYCWTkFYhQkxqRuLMOFhM+fHH93m4dkBYZVBIjUxV+KkT96oxKniVs7McquMBxdzQnRU85yDzBYJq67g7uoAL0o3d7SFZ57V5KPSKq066hQ9uGpyS6+wyqCz6FVXO3y9SXarLnWVXRNfr4j2E+Gon78q2TMSH3vvRiywj+UY3qsagZLRgzmC2zEZtBpZxYxDV/FWdsYX/Aov5mSei5nuVjHnIpb8WPU295pDpr7hNF/xoDkY/LEKMTNtVBke0TaVsplIGIaJszhhGSe8kz3ixNUcSW1JRVGWWlDFnLmraVL/cxK51x3yjeaEv3f/PT69dwTLDJdMuAAxE6JXiyIuBF9p8nmyewyOEATN7UZLZ2plR8EiCrHxECFE3ZgB+/veCdL2Ucw2trhWLclxq/hG6aMLYWQGTKqVJhLXp9Dp+82WIrrHy8PLJFdgJMc5E1e6ZHpra9zpCc2NGaiStR06djB3HsmTwtWaOU+jIm2LXixS1vXkAx0sDYPMzN9QuzQap8g/9d4IV9RNxZY+g/szqFXwuhArxW5MkUPbDL5RUhboamXZ0rtgJOaNm0a2mpZY5EhyJpM8G2Q+YONs1iMa8/Qf3UPrZrgBtJ3Je7MJqNIdlcRcKJaRbNHgLivKaYaK0B0UZN6jbbsxPQLEQLxYoU1rYZiAfnKXyb0H4D1uWqJNS7z3AESQPMO9/w0oS7h5OihxcTahO54QC4evA9JFwtSTrxXfCsu3/Yaw6MbHKWa2euxmti2UCq2jvZyQRWiO4cJ5QmmpF9oDC3OWDrJaaG91ZHkgdM4G6DZJ843bEPVeTRA738ABtPdp2CZVfenEz8OEs4ue0DxJnRqTpf71uP11r3uz3pOO/axK1q5Z0Uvc8qcyVWLjwB5wtNHzUXODr12+yaN6RtVlXFYTlouSuMg35tkohJmZZmIQsjb5OlXmSB4mRrCaZsbdYsqn0yOKaUueWxh0tS7Ii466yzifrjkuzFxYuI4umqP8WTPlUTVlsZrQrTNk7XGVqZyus6zbrmGTjmNsmukJVUKaY23MHm/4HBBUCQS8SCJZ22pUi5pPE6b4RtXHyNQYZg6MfDF/wKG0lAK5iB0HuEwRgg+7AxbBwsUPfE3pWhauHfpaFXNy3w3vm1QO6cQ1lCn1AsCha/j2/J71U5SZ63CypFJPiMLt7IKfaW7z9y+/ZH0oZc1/cD6nvUjh6tiz3B4YgcovZNs81yblfG3pEGJhbgt9klBzHAe/zghnHsmVmKcI57Gq1FmSYsu4bjn3XGMKluvU0i30ipWTjfmv92EeKRaKbMjVWMHak6uXh2Ggf4nkKoQhor4nNVLk6NEBmgnFnQXx/kN0ZAqUNM/ivbngdOZrrapoElGkr+ULRsLKiZn5upAC2EZ+U32S8T6lU7/f8LWf/F1fD2IFVhh5tTbFqq6RWzfQS8s5Qd2Y4nRyDIsV5BmaZ7j7j9Aix5WH5tC+iz7cMpkYtaqM/fahlamQsjs6RE8O6Y6n+GXL/CMIs4z2aIKeTMjWAV+3xEmGHh+gH2wSN7ujQ7ueprVIhv4H78zRzR2VxKY1Nlya3cVyYAjkGc3bR8Qs+V9UAfVC8ahG2kCYmy9EKD3NScrz1W189voIQE1JOWMxCl9WsRQNaaVfpwoLsbAknn2eq/qGoq2jA7Ty24NOIlfDPRpZOgbf0+TMvjX5jVWIXUXiFaBPtXAVdnNSweNEadz2aVna+31fNBHoVUrVLuKWWuI4CzPudYecdzPO2hkfrE752jfesEkw2rJcOgezDl9EQuPQOq241s6yWcNQgDuUkZiy5btGkLWDC08zKWh652Mg5J56lXNRlhwflNyYrphlDZ166i7j4XrG+aI0Z+ewSQUyOKQrQx402ZF9hmhWGIrrCluWtfThC/3ML4y+zt9Ysdo18Y0dxeMVA64fVErztfIizKSzotbqWWnkWMCLcBaEB3HKp+GQgOM4s8kjIqxiwdS3g1IYcJTSUUogFyvWXBDJUXLseEGVG86Sk16msN1KPffCnI/bU87DnLvtET++eIN/+OG7tBeF9aFMIQjuoCXLA22VESRDWke+cPbM+w0ZDoUMWdZdAL9Q8ktG/pfW1q8F9WIVH6bQza3v4TQFUmwCG3oHeRfYci/YlDjS7YWbbPcXiUauxn1GVF95H/qWx5hcjd+P/32ew/Wpk4bDR9zRAe1bhxvinALaNo36aBcTLkhz+4CoaIoglMlkmIt18OEOgIfMQRgdexwkt5O14El4PYiVyJCcU1IeKF2ujJw4MTZ5bMk6yTycXSCHB+ZA3rSDbRZgKNKcyt3YNiMycnpCPJ6jucc/uCR88JEx3KqGOzVy8C468cSJpz3wlA8asgcVmiUfi6pF1jWxqo0cOUcc2Xh3oxiJkXhxOdxsKSfE0wPUObqDAtdFurknZoJrleJRRX5vYeZBVbwq6krC1BMKk9lFzTm9OVbCPJoT+TjCJk2CBAazXje3yTEWihZKduHJL60wczdVpDI/GFv5iaVUUEukJ63bDHBd7wchg4/MkHOof45Ik6JuBsbPA7vk6rpcU8+aguFZiVN/XrfTvr8WP7qucR6sfgi4Ki0DWN6qyzjlYXfA3faIj6sT7lUHfOPykKrJac9KXOWI04A/6CgmLVmWosVcQauCrLxFAOZKd5gci2HoM1o7XG1mQWJv0rEJMxaKRiu02wTHw86zWE+YThpidNRtRlPnxC7NoC6F04tsFCm3mWj714MvXh8I0XegRMY+70nQy2a2DtdMEGlIHuBEBvLlt/qgJMUxcqkZ77c3WMUJb2XnTPILAEpRbrsVl66k9SuiOkutkeoCHvgKj1KlGlMz6ZiJUoiQO/vRepLXaE/6jSuVBB6GkjvhmJ+o3+Rri7e5Wx3yycURy/WEcHdKvhLCVOF2zdHhmklu4+qFL1l35ivnawhFIlOOobJCHwzhu+QLFUYLFm9F5F1nCzutU8LPytHN1HxdW7Fgij6RqIB6G4ec6lYqGSN1PZnbMHFN393yVj2umG+pWHs8P3YLHvfv+zxTLllVeqJzVQHjF0FU8ntLG0/OLtG+6kmfkikq2nZInwkglagZyF4IaGeZ3Ycnsm035EsE6X2t0vZBper5xFPqFI/xmhArzO7ZKz/9j+KEwfF8uYZyAm1nJr/G3Ec15ZZ6jEVewSq1yFm9e0CYCId1a5GFqiYpeo/7+idIluFvnhDKI9pZRlfOmf70Q9ZfuUF1I+P4x0HuZOY31Wdj3T2v6iah6WSCzGd2U9rWohBPD2iPc8LEUZ04pg8DEnSw/+IdmnviNCdMPc1hMqe0gFqRZDC1SL1CgTmeu6RUpWKorkm+NAWWiLGIkEdUvOW+yhWdbHJTSTIPxUzNbJQmPiuUuu2UDmkS7P/SfRwK6KbJ8VX6NAiWfiCMVKcnqVfXwYluEZwr/adGBKo/fk+m+n99XwpEN0Qr9iZJ3SZOfnBIM4wjBBv13OlO+In1m6xDwcS1yQTnqJqcSd7h3lwQgmM6afAulZRpM9rgrRRJ43CV2dU0U4uIUUxZatzgAzM4AI/uqzq13EFWeBA6CHXOOve0s8x4UOPRTrZVqF7t6tJ5HUNyyJ5U9VmydXw+dsawRLhehVn5WbqrG+yTBjOxbXypxhGAVyGg3OmO+NHqHSNIJdz2Sw5d4NAJcxQvDzjzl9xxx7TquQwlVcw58BXn3YxH3YzjbMXDWOJljWejmvXoRcEALKPjw+6YH6q+xCqZFyPCg/WMs0dz+42ngViaSnV0uOZktqYNpkZ2rWXO95UlEKZI/DmRcN9t/KBcN1KSttQiuxjL25zaNmJ1I1NgTp/XdEjC7pPi1aZ+4qx26VgdkZ689zdQEoFCH1M8BxVrj+fHmFT173s4z1YkvrjtRdHTCis/BbpeIx/dsfQJWYaUFlWvbTMcX5sRUUrBcFKkqtwa0bWapWqcUgGMnDk/mAMfI3+7PlXPQA5fD2JFsqW6zeVIlkiW9mGOmflZ1fVGofIpFf047xVcrVZNS7pbB4RSKO+3aJHh3n4D/eSu+Vg5B01r56wb5ucL1r/wLeLEWeRhkiDjJCN7923k0QXx7BxFB78qYBOS2UujWWYKVG0doHvjiMv3poTC8lI1x7b8ckee/KJFDqbQRTT3qBNcEykfBiZnsHojoz6VQW7XYGZAaUcybCRlS5dRvTWro4UCrSX8VGerTkjmvNr+fCUwNT92c1aHrDKlynVJVk++FaQIIEQH/yvYKFWPhdC/IvTkalc1urLtqE2rbiBV48ztVx3H9/YqHidSL3zdKVJrSAyqjhbPWZgNUWFH2ZoDX3OQ1XhRbpVLpr5lHXKqkLFoJ5xVU5rOW/LJ1orl4pVwMGK6nfldmWP5JqS9LyOiea8qWVkS+v4DFgpfWQHekNtzpu3IG12wGd2nkiatHTuUI2UVBh8d62w7GJt1ZOffV4CxeW8M17uEixGnViN5UqiGfUdKVW8y7N9HIucx8H57m/NuyoE3p/GzOOHQrYZ0DDdc5FBq5vIAL5F/Ur3Do3ZOVMcq2oNbx5yPu1NazXjTLzhxcZS7Sgfn9WV03A0HvN/etiSk3moE3vOHTHzg4NjMjfUkH0SIoMJFNRnUyK7xkCndUaSbm7kuXwiEPoJPh3JZPakaFMpUdiz2xbXTosu1pjZpJjZM93Nv6j+WCytFGYoRJRPqNgy8L4Pkgg5dr0e/zxhXqVh7PCP66NedUk+PfX4VxsRrbDJ8FqT5XlVxRQ7Hh1BVg6I0NGsbtDMyJWAmwSK3uTjLbJHRdskpvkPFzH5oNFNhsnr1rjoyylTQO76LiFVO+VnhY9WbA/qMpz0pCcH8l6o6Jf7cfBnJMuT4yL7k5WJDZuAxtUq8h5untIc52Triqw7/0T0rR9OfL4ShALQA4fYJopCftyy/7RjN4Phrl/hHl4RbR0iR47qOuFhaGOeIXPWlcejrIZ1fDK+zRyvki1NzMp/YhLZ6W5h/rCzem+KbkuK8w6+7gcxZXhYrGO06R31iN75fzUkiWNqXhkikSGKqH5iDFopfOWKRBr+QbC59PpqkVmXrRNZS3hkwcuSDOR4P3zGpDU5BMxlI2DCofu4mnI1ydZVZbqwgAYNz+5hIXUfMegJ1FZF6molxaNObvIDeea3Pa9XX96s050F3wP3ukFoz3pk8IpdALgFP5Fa2SG09j9o5D9o5YHmrogpt8Ntjl0+qZrSTay8Ip1qO6kl5XNiYYlz6V0wDkFTktve7GqDQp+tAsNJLjpSt336LXpUafKlSjj+XTjY2HfdpFzbOVpvtnzdy8aBhizSFwYFdrnRc78lWpYEPuxmPujlOlNK1nPgVh67ZijTMxeFRDl0gx+75cbbmPJhc/e3lPW5kC0vsKTMOXcWcTTbrAINf1Z3ukE+6U+qY827xcCih88XyIeujnKPJARd1yYWLVI2ZGLvOs15NzE0yJskwpoVVZnnxLFjGFl3SWaSgjS26Fak3jElJ6JOwrVD27cYpG7Z8s7wp86oMEX8DSYumkKnaAlLZqOb07RN6E+ATMpvscR2ewwxmMrS7/v3YdPish0wmvHi5wI9Fl/6QWbadosmlADgxv2fpOpCUeX3VB5r55HYjFsSW6gnLwdw+GxdazrPkpzU22VxPrl4TYqWbf71PZKpKmcsPjFj1xY5jUoic2JcdRQaMv/RAslJi0DiboB6Khw0x90aGpiU0LXFdmWLVE7IQ8A8vcJcr4ukBEpX5jzyAR+eo9/iPG5MNnflODczZjZguMNihk3Sp8yl0gZO//ynd7UPOv31GmBjJmVxaItB2JrSznPKho3jU0B14ullSMHIbmSZnEXWO9ggbZAo1X6t+slMgJuLVQV/nz6/ModjKiqQV4jAKMeTEspmUYTKTQCqAmj7KGHwdtpeIDBPkVib2ccTgZ4jdU4zJ1RYJ0s3nKE80FT6LCnVVzcAxwdo1CV53voDbqgFo/1reqmO/Tv41kVy6VOfNHNkXwUrY5BIpfcc8b1AVuuDovCdk0Xzo+rB2p1AYmVEcMRH3oRZfmrB6R3ObpGRQQ3WSorl0NN72pMrp9WOws4jSwTdPN4RrKzHomFyxuZ5XibHy079vNRipwohSq5vEDEGVfOeL98Srd2iviVxG5U53QlDHm/kFN7IFN/3CTHlpv7EDvANO/IpfOPkGd7pjPmlO+fbpXd7KzvESqTQnJ1BpRqVtKi0Eq5SJf5VyneUSuJEtOHS9M7yjFPPZer+6xY/qW1xUE1wqF1NVOWFtQQjWB3RQtvv7E4ukZoogyTnON+DD7v3adJTetUBzU6LGfWyLVLlNX9z6cxBSpKGoqV5Xku2d/tRHDw7b9nh29CbAZ27/JEWrtyT5zfx43TmTic52TWNF2xFSObutkjbisPVOKk/XtoOYQV3brc8yyznZtFyFwX0nz1OeK92QQo2PK2RP+AleD2I1gmUwTxGCeTaY0Hq/q97NV9sOliu0bq720nfOVK3DAwBimTH98BL58G4qsujRDrRpLG1CKqkzFFQ+vzCGK8JsWVtK/Dy30MyTA3BCnE9wP/kh8aI2Epg6gzbNcH6mJRwfEo6mdIcF3dSTLzsIyvRhx+ILGeWDSDN3LN4VikvoSmgOhEMn+CoQM09XyqbOlVqyPF8J7VEwJ+S+tla3GTXGpR766Kye8DzWK9IKMeYQJzqsUCWYCXDse9MPbH229WFgSwOwOYimTSky7PPCmBgNBOgasjRWqwZViscjA6/LwD4aNobXW21HK/Qh/YP2JW1MrWrZ5KcqafE+DuVjHPba/GkijXqiOs67KQ+bOXU0U+CyLVimcjIxCs4pWgbG+chEbJWvgAZBO+s7rk0mq6z3k0nqVjdSlHpltBM7Tkqo15MqDWITciqBNBAlp5sM/aSBM8o2EdMNyfq81KldM2AfXdd/BqZS1aN9fDIH9mpVQLfSLlQauVThYZjyIBzwZn7OF/MHnPgVpYT058jF0WpMxE2JwFw6vLeo59vZBXNpcBLxRB6kJKKter5SfMpb2SU5ceizpXTc8Aty6Wh1PNwHSt9SupZWPd8ojrnrDgnB0TYZ4TI3X83GWG+cavK1k7SNwfeumybFuxIkKL438TnZPBCim/p/mlwIMB+trfGoVzzTwk86y13lUomamJRVHcg5W64G162DtsyCr2CRt0fCbp2/LSXrihsxREG5pHxvDwLixJzUndhrTe3TebaSioZgqZGimkkwz41HrNYbi1JU0JQw1PuNTxbYcVIVFw1PIIFX4PUgVs4Njuv9lweQotgq1iiJcWrTmsS3Wj8WUjlEBYJF/HUdevsG3Twjv3NmiUTrGmZTI2W9Y1oIg7qFEyNkXUDPLtGqQo6PUmIxz+KrNyy5ZqPMlm/go5q8yIb12vdK19K0uAvIm45skrN+c0p97PCNkq2U5duObJVUoLSC6wsXa+bIVpFQWOqE6oaVoMkXOtTish/HovuGgYo0MKXBSZLpMGbmMDok+OwE121KjIRZyi9TRPODaDaZskNp+4eJDgWXtwY27VUGezGcX68f8F42gj5OnK5zRN92Ht8mVWOi9CwRgW7n3/71eFgZk7TrUjl4lDLZXHOBXB0l7ZDPKheTp1vNWMUJl6FkHQqWoWDRTlg0E87XJauqIAaH8xHnIyJqqSRURq4OZl6x2nwy9JXeBDMoRSk5qqmVmoi8bY+th7bvcOlRbV0qpiu4SjaqBKQgizR2JnVzVykbTEO76tUr7EewSbXg8Y8lDQWr/QcbZWqM3bQLLdY3l6mczM1swTvZBYfOiicfOiEfTTqtKiu13FSXsaDBMq0fSc0y5TCrNOej5ib3W1s8ls6I0omrNn6Ckszerkr1JF26vqSOxpw65kxcR+YDbesJiwy3cvhaUn+w8YKU1gUYiiP36Vws95Ql73SdbpHi4f6n+xc9loMq5Rnc9cuSZFqUlLsqW+tQV3JLJY+bfbcKLvcKFYz6jxi52qdbeH48j1r1pH3H9f12UzL0zbP8ajI2NvuNyVZSrTSqEa2oiIc+wag4MVKVSuDRjpzW6xrEmW9V21pEv0/v++verS8Z42AZe1I3ej2I1XhgyjJ0uUo1esImSlDEiEpRDNKkaDRy5L0lCmVMsqIRqK7D3X/ExAuIDA5quq42bUeRBFJOzG9rnkLv7j+y9lVlZWpS+YTgHU7VSFS6LsmyITeW1SyM5mS3XJlPVp6jN46pbhwQUu5GdTIUE508soR62RqIsL45yislpmSFSSpZcxvakzAoB652Qw04zW3wckEGSd2lCdO1m0FMRhMqaRXZ+1VJm+q61RtiFQuGPFjDADgqIyG9E7LoaMB7Gf3j5aF/zFtkK3qwx1Vq1nXDyk4qJvzO4YJete/jBZijbmrt5dLhUgkbU9diMv9tSts06rkMU75e3+Zec8A65HTRUYeMZVNQNTkhOLyPeB8JwRE6N/jKaBQki6YWrT3Zwg3Eeoswj+Q3jUmdcgwZ+iUI2qZ8ab5XOcHV9l36ZI+9+XiQJnTTd6zI7k5U15hs9bu9YvSkqn89Rr99tw4gXJ3HCqAUwbnIPDbc9GaSm0lglnyGcnEDQQsYqVqqlRP6oLtBKa2lZUjy74VOuIzTrejRZZwM71t1NKnIcikdBZHSBVp1yWyYc6c75sert7nXHFDHjNxFYucsxUpIGfLTs+4aQVJJq17FBiNA+RImj5Ss1qEsUR/JCWmc2+lPEvv6gnY831qAjTjrC67RIbGsazeErIcL/Z+aT1dvEdrygRkR9V5l3eP5sesj9bz7br0fEamxCxCAiCXtDMEElWc456BaxQAuG0iXFDlMJiYodB1a1ymZeKQvj2fmvm4TcNZfS1TMh4bNfA5bpAp+NpgCxUFemHx8NIdlypRa5OhyuVGSevboPeIcWnVmvssyU69gS60azHt5jjtfosu1HbOv/zNKaqaqsF5bWOe7b9PemJH/4/eTqbCw6AHv0OmE2Y8/gDyjvTEbCJSGgMzn8OZNdJrDP/pxK21TTjbO+NOS5VdO6KZQXNpgoIURli5FzmRLk7x9ZWY5BFxjpEpTLpj2OJqPi1PoBL9Oddgam9hUFQoG818fORNFca1sBrhkkSFF7Ghmk55rzAzoq0TySHNmpps6YPZrD8eRKJsowLjJytzjVU2OT1Krdh/Tq6IHe8VrrED1hCmove7T8zyJVO1uC094Cp/q6J7aRBx32mMedgc86mZ8uD5l0U7IJNKpY9XmVG2GKkwmLc4pbevpGm8lRHpft77wbe3IL5zlqxIIhSmgw70cXceW/15KzYHHjhmtzBHR3m8R985MfSG3ft2bBl1jpMu18rgzM5v97dwME/Wr6Ed9QtBWYzLlxcH5vC+uDFeTqMeiAFUHx/Y6Nb/pF9z2S0rhWmd3MBPgnTgjquON7JIT12zyoKmZht8r7lPlOcs4SYTN1KpLLcyXC+HL+X3K9DBWCHe6Ez5pT/mJ9Ru8v7xJl8p+NSEt5HpX00nKBRVsgeVa2YoIlmDF3idnkWxtX84czSUtQHsunQaafrgQhqSf6k2VItoQ6VodFoI9MXIhKWBiOfykS5GIzf/P3rvEyrJt6VnfmDMe+Viv/Tjve6vKj8I2FK5CWIDkDggJCTq07B4ChOSOaSDRANFBokULyS1ESTSwBMIgsKCBEMiIBg0QkkGFoSywfavuvee5H+uZmZERMeegMeacEZlrrb3PuefcU7uuzpT2XmtlRkZmRsyI8c9//OMfrV7xrAAAIABJREFUWpoyZ/ZrPocKqCK/7w/I6nsfDwnVH1l8FIf1XTgEVfPev8Bc93Sw2+zSnvCCrFdo5ZGbO3S7S96SOqUKh6EUvRVX9sS+Fw8r762oLW17oLt6w3g3gJVL5lzVilg5Y3vnYGm5mNxQdzuoG3RnDuwEHtRZiffIk3NjlHYdkCjGY2ovsU6S0KiIIHdbmn+wJ+73E/PlPbLv4W5jbJdz1F+lfOwwWNryg2fgBRkSNemTIL5p4Mk54WLNuLRWDbGygD4uKGyBRKsUrDdWdRMrE4yHluJ6PpwpukoTtbhbJ8o+3buMhdLs04ikprtZO1g0Dim1k+97tnq0fTnA91YJqA7CKh/Y/FlnLS3CFByFiY3IN1at4PtYLb7pLe6BKo7bx2gBVQepw9lO8+8Pgag3XWaRCZA9lv7L4fz+4zaCOj4dnvD7m4952a/pxprboS1O8X3wbPcNIsp6uccJdENFGL1poEZLzZEr7QbwGwNVOcBB1r4k1jIH2cxApFSMpBY56qxSEHeYdrEdZX2e7VtJAXWfGYmpvY29GVNj5vS+IRuJVkc6vl/i0PQlBlLVX7420hjSzbxOGpCso8og69hl3V6jfBlqbrTFE1m5PQuxFjmPgao2PbyQkd9svuQ9P68aDKylZ1311BIZ1HEbF9TJhX1Qx6fjEz4bnvA0NVXO8+6L8Zzf2/2Yn2yf8eX2jOu9OVCH6LjZLNC9feq4iHYuRileVTLY+cz6KN+ZJMFSdaapMh3dEUqefceSzpvNleJ9N0sJT6ymllRirpL2qRFzTjvmbYtpqJvuPfk97X3l0aD+w3hgfFPR+kPjmLF64/s5dNeZfjqDl9yabp7+i498JtUUd72J3nedTbWQmKagECPiqsO+wmW/caosjNHImbZFxmTRkKsEyzF5fC69G8AKQbs9sl7h7jrUW6lkaUFzcYbs9ta2Rpz1/lEtAjTZdfdXj01t6bxhNGAWo/lUjePBhT6/2DLbFa+uD/cVI8RIvL5h7mdRcrXLJbJe0b2/xg2R5g9eEOuqPC/rFeocsfEsXo+oq+lPpSCRXDpc35ruaTi1pqahFTNUFBOrjysYTyLSRBMIj6nSK+uy6pRfnq06s4DdUncyMQ+Sq3qSOWg0et+6yYsF3qTOze1HcvCVmMBXYr9kPt/yjTEtMqz6592j4R3Z73IOou6DqocE6Q/tq7zmkfc70FrN6KCYciFBK1yxXbgPwLax5fP+gpuxZYyOMTXf3Q01/egZgr1zU400VaDra3bblrA3DZT0zs5hBgshi43TG2RsNAc3Sjnv6hU8ZruQqws1sZySmSg5ZAmEWZEDIGpzLDXZLQEzAahcMQgUTdW8bcqsgPWPZJjYQA9a2syB0fFzeQxApxUxNdX2KK1MGq2HxkKECHzgTW/XHCn83/N9YUG3eDoZCZge60U44w/752xDy3vVbSqKUDqt+GK84HpcMkaPiNKPns2uZRw8cWcta0hgVoJQ7bK/nbHXpWIv2D2p6nQyBE0nKNt0yNEcyi2U8j0pXwbRT4uxrMMq9Q1OivQgz4M5qCoyhUpmFYVyAKwKaFdM1/eOyRPe2VEEmN9SY6XhLdtYDC5VdxmMJY3yo/YYmbWav4dGA1YxoLv+MNMFRrREI1AehEUhFI201FVJG94rkHMPUOyz8W4Aq7yy6DrEO7Mm2O0MmGQvqM0Gt14ZO5XztDEg7fLQjyrZJuiuQ15c2gFwDu2sS7Ud6FgAku1ndtCO+gHd88dyztir87PkbREZ/vRHxYNl+1FL82k15WNjTBb5Da4zaqreePpTT38uZqy3NWF4GQqxNrF5aPKqXRjWoE00IbG6CTz5KXBr6gNoVgqUBqi2DKW4FGtqOaJeC+vleopZZF5V5sBYKrqwm2BOOxZckm+Y6XxGZ0AvVum5bzdDvtYQ9CB1ln/P6bwciPLvx6L0fP1mQHX8+EPbwuNgal5NNm2r9OqIqRJw/vj89pP1VLWMqclz5LzaclEvTHicaIMhOMboqH2grUdqF7nbN9zcLonbyoJJMu/UHMmCpNY1swAk07ksVhlJoH4MqnI6zx5XJLjD6s9ElcZKiimopBQiakA8B7dY2TzRHHTzAcjYLR3owp79kodyP50HU9rPihmmv9/UbDmPGmuEXKtV/60kmObq2Cn9ATaleWD/Pv1DzKtqkzRT2ffsOqy5HlfcjAue1yv62uPSwVtIz4nf89oZBT1Gx9BV1ktS7P5iTwj+zlFt7Do3R/WJRXeDMVYZ3BQmewaqo5u8pdTZRXWgzWQCQi5ocV0vxyMb04rtJ4Oxwojn1jcFfE1BWNNnOGYcbU7/wFp97aGzC+/bslePjZxK0SzQs8dy3L3X3cSLyXkeGrkqP8VembNdMU5WSHmEYEah877COXsV1awa+v7w/dzbr/l3A1hFnTwnnEPvNlb5t1oauLrbolkYnhsYg4Gl43Y2icKTuir6Kr2+OWSqnANV3PnZJJQvzRgNPOmcxcpgS6RUKsara7PVb2rqV6YD655f2AW+aKCu7f2b2r6fCGHVMK4r+lOLIBKUUCdWqoKwSL23RlvFWdAxZiksILZYoAsTqCp6FnsqtRFJFTvRQFO+sbgBGGyfB2mdXL0XZtoomVanZj6at8fYhmFiEySRb7nay/yw7HUxt075npmGY9A01zgda6TmIvQMqo7BUr7nH7NWnsnz6KEReDsemCoFLR2YBev5K2SQeOo6zqqOzWgtSYbg8U5Z1ntOGqMXX+9WXF2t0e39S7swTXHSy5DIRNV8/lMgLOazWkC5G10ptY91ejxM7u3zoQmpRZ+KM/b2d9ZUTWnixFLJA+Bb07xkBsa+x5hYdFXFdFMT06nTnNEJXD3EVoHNj4UEuuQ1tnaHTu0wpRgfa4NTPlP6LMaC2bYNkbWY/mrwHV6U27DgBgPhg1pd46AVTUI02aG/62pjGptoKV0F3VbUl97SxKkAZW7b4noTm/shgx0tACdvOzf3lDhZvLhhBqryHFM1BnzUYgCaGSZNhINP74km+4VBUz/A5NfnpvtcAVSZ+cpgLOr3Pod+JUYRl79901yZ97WHmBfkvDcfUAiRg/Rt/j3GKUUoDnERxRctl4aIMBR3AQ3xHlGS/a50HMF582ETV3Qe2bahpBG/Bpiaj3cDWAkw9FZ11+3Bedx5qsqrK/R2X9JqKg45WcOus4MybyEDZOsG2hZEiM/OcDESX75KFGEKc95TWuM84IN1DyVDaaSc+wxp11la8uYWaWpOQmR8tgZN+qq6seqEyjO8d0r3XsOwtP2uXgX6E0f3REyDlMB6tkvQCmJjgSfW6WdubRRT9C/0dqLZc0m8JyEcKZVXrmdioTJNnxiJ0v7mSCxsgvbEKDhKCXSVqw8jBzStgSstwC0mMfz3Tb1n8DMHQXPG6qHtH9JNzUcGWl/Hkiu/75ytCpoee8vdKacDa0JJU3Zas4kNnZordutHGmdGoOsaah+IKnx5d8Ll6xO4re0eNBOcSxSUlPY9EphDWnPENP8qQZLhpxSGywTMiBLazDxM/SWl9HLDAmMESKAqWXa4LJ5PczbMLGNyurkcnnlADEyVg99TUJzMP++/YTm3IkSUOoGrXCE4B1dZuN6p5zYuWMlY9vmQPushYFb2VQCegaptrGglUEuklp4VA6euK5YOCzfQJgHnJrZcxRUvxjNeD2u6UBNVqKpIfdqhKux3NXrb0FwaU1WKUUoRTKrUGwzoHBTBaF6QGfOkTg4KDTIjVVJ3tbFMqM25/E9z5amKSffGKfXnB00AW8tp0cRUlc+R7nHFR2/2uSXdAH5IBf4C4w2Lx2Mw9U3AlXiPeE/s52093CRAT96ShfzIVkwxGnOlClhau4AfjegYD6V8IZidAhioOrBpsopC86sCnOCSqTf7fhKuf4PxbgCrzFi1DfHVpX2hcTS26W5roMp7dLUw0BKVeLc52MVBf7782HppVSqbjaXAmtpQaULH8fbuQVBVUn4PjVxpqNbGRgvTpfDqknrfo01t3yH1CYyna2SMrH6+Zf/egmHlaC8HwLRWQVOX9uRsHpMBJ1AMO3VeLiyaWoak1Z1QnLDVgdaR6C2AxkaLDYKJ5kml7xQzUZfNQx1QmWwrp/ZiMzEWvrcA6pIYPmbdVWbKZGK37IY8C4bfU0Cs5dDmYA6aHgNPDzFXtr29IBtG5sBWP7DNtyHJfUIQIZ10J5EG6NVA1VVYFYd1gMaNnNZ7nChdqHm1W/Hy+oT+pkW23s5lMzvg6fi7XgpAmQfFnIKJAi61u5EgJR3oe8HvLCiOK4FWjXnYOzNw3E8+aKUVSQ6YfQL2uTuE3J/j88KHe61O4mwezVPPv8QRkzHng88BfX6+pAMp8/sYVBmYhk49G21oJOJmAve8+TGoeuz9MwMakrfYvAF4nfRbnUbWbs+53+IlchuXdLHmVTjh9Whtj86ajiF6M6kFXl+v4VVL+9pRp1trrGa3nMxcjQaq3FHbGsmtkMJUZZs1dBnUZIPjcekIDQd2CkWILhmUpWMbFL9XZFTcEA8sOLRydg9MFYhAcoCfRgZhh55ZP1BW32i8RcT+VhDlJjbp/r5dEqvrYezO5rrioHHGiqaKPM2fiTQ/3RTT51V7qookAKWqyDBMhEq476SevgziG3ITZ/zh957Ljd403gqsROTHwF8HPsSu6d9V1b8mIk+BvwH8BvAHwF9W1UsxquevAf8CsAX+FVX92298k+R6qhnoJAqOMemsVku08uiiRpNnlVw2k99F/sJ5X2BmnmPA3ezsIHlPqTII3D84c21V0lGVv9PnI6p9RiYgZyzWgv5Pf0RYeHwXcGPEX9/aSVXF3W2RviauF7Sv9oR2ye69hv2pI7RSWjtk4XAGJqUB6bzUnTTPM5BxWPl8rSW1Y9U86Xulx9xA8aIq3lZDCrKFJTMNTWbH8s2q2kyM1qHnFSX1mFeL6hMYY9rvJL56dI79AXCLnZlRVf/CY/PrTdMov8Wb2KdjNiun/cLsd9uHTOAsCYmZPZ+3+S5Hrg4MM5g2aEUX6wO/IrDA2oWan1+fc/X6BO4qO5/jvEAhUQ6ZuRylpNRyH8nCCMm04JOY+kLqFPhy5aBV9IFEdzAn5kGUJEx3PdTbucAYW+jkuZOYCQCXEEj0My2fzlgw3jiFvrM5lEdJDc/edeoHaHPHlkYcPP/QfkwTpXzir1nJtO1bGbH8GRKoD5imKpILLabAEFSSR5Xni/GCF+PpgdP6JrbsY00tgYtqyxA9XVVz3S14dXmCfNGyeO2sdVVP8pRK4CqzQBlUJbG6gav0b0YHZ6NZV2maGxNznc+tG0F6LYu6Uv1H/j2zY4rfBySBMq0kpf9kkifMFm6i032xpAGV4ryuDv7f/+O/BPhtEfk7qvpbAN9pPPtVG9/AVPVrpwETaComnkfgLTNWVBXSWqzPGSaRpMfK+ik/mRQrgUerBvPw3vZX9B2H99aSHRsGI3jgvjbrLePrLLRH4N9U1T8H/FPAXxWRfxj4t4G/paq/Cfyt9DfAPw/8Zvr3V4D/8K3vUNkXldOT5BkViitq/OAp8WSBNjXjkyXD0wXu1Q1ydjLRgkc6KKJa9+pdhwxj6RFEVVnJpPd28Jyb/h2N7G0hTZM+V20I16UIFA8Rb3XX44eI6wPDSY1+8JT47KJUJhJj0QQAbJ87+jMzBHXBbmBhaSv5CaRo0T2UBqiiaJSUDlSoDFSVxriaRKd3Dt9JAU9hQXFOt9zhIVAqlTuNMib3dbcXmkuh2hrbJTGBvSYxabW1s8gC+9AqYR2JTTw4lvr1zPn+GVX9HVX9C+nvx+bXG8fxmXSzxx76eQCUjl7nOdTCeJGDf49dPDkwPrRGCypFuB71/kGZg6psEpqbQwMM6rkdFny5PeMnr59y+dk5clkjiY1yA5N+qgAlYyclPec7q/LKZrFz5iCnefw+B9H0YVIA83uoN9asOz8/FxVnUXO1Na+2aqfTvKnlgKly4wTKJLNbYbJpyEDxG7BU33oO5bfK597NROZDOqf5vGYsYZjw/ofMc8eLcOoGThOtF9O+8u/zq+UYVAEHoGqrnk596i04+5cO0kabg7TxoJ7X4wnb2BAQajcyqGczNlztl7x6fUL1BwuWX7kkRgfXJwuFYfpQbtSUrtMpNddlrVOeQ1qYKTdEXGKa8uIu66yqLlJvI/VOJy+qBKbcqPh9xHeRahuo7gb8bkRCNDDlJFUAWlo5m4Pm93e9HqQdi4Fo1sxG+PBH/zjA/3d0ur67eParNr5r/68HGDDxPgGsRH4U4+1U3Z/it9S16Zbb1qwQFguKz2VKK05i9XQdOWf7X7SpwbKbSJG6mZzcc0sb7w24jaOxaZloySxWwhsPyYXyeCtjpaqfA5+n329F5PeBT4B/Efin02b/CfA/A/9WevyvqyUl/1cRuRCRj9J+Hn6PhDr1+tZYqNGMP6XysN2b1cJ6idsH/GYw09DnT6cdZGCUTEFxYnqt1lzaxTlYtGbyWXlr6gyT0D2L2VSnAwt2cMsyPoGstjEkG2KqIFCrZvz5lzSvljCO+ItTtPa4bYfWFfHZGThHWNYMpzXjIpnoiQWiWFm6L6oFrEI05JRa6rEV3exOnoBVAS2zNCFI0jGY/YL6lKrRKVWXU30qGKLI81zB7YUqBV9IIMpPDBVQKhZjG5EojI2lIAFc74oFQym1/+bjsfn1jcdDpO2cmcosxEF/uKMPfSxaPwZV8Q2PP6Sv8kk1PgdXkwu7PZZ7Afq09y7WXA1LPt2e8+n1OZtXK9zOFRAuIYnSRyU2YlqpXJAQKXYafs9h/0adAHZe6RcLjXkaV9JxyOdUD7fJAE3GKbDFSgx4eymvkcyCVbZYnDOersdSZXlx4aaA/AtUBX7zOfSIliL3dZh/hFqgPmAzZym+2ehU2ST2qNeY0oGUtklW4ZdeewTI876DQlfaGsW0L0czEww5lLX0fFJfcuHNZPnFeMZ1WLGQkW1s+Ko/5fPunJ/fXfD5q3N42VrlH7ZgkjhbRKXuYuaOn0Tjo2mdXD+l9ihpNi0aUcFAz7EPkaZzLMliozimz1J2xogZKMs9B9W7otuSMDFk1lR+mlsIZmCLlvTkvFoQhfOnfxKMMJhfrt9ZPPuVGiUTFO+BoW+8n5zuE3e/Lc3BplJATnxyxvB8he9G/PUO2XbIOFkiQDr1OphEJwOf7Kw+yz7Jcmk2TFGtPZ5qKl5LJMoy6bqzIem8I4vItD/49qnAoy/8G8A/BvxvwAd5cqnq5yLyftrsE+Bns5f9PD12MBFF5K9gKwAWzXmxVtDbO/tCVUW82yDDQNx1yG6Hv7pJudSIGwNxTGgynzTnjDZURc9OGJ+u8dve+hAuGySDtP2+TBhJOij2SXA+p/wCENUE6zeWAqROzRyrHuZdssVN4rphNDDXD1B5xidLpI9o5QhLR2hS+XAQxhUMp0pY2goxxKmFjHpSii/RBXkuqiSRXeK53ex5n24iqTGzKsiMMYp1TuMdtp9ATUuTNRPRKyzkIFMRKy2eQ5oE7VZCraat6NwkgJ8/93a7bAX+BxFR4D9S1d99w/w6GPN59Mkn9y/8e7qp/HMOoo5WHo/dPo7B1UPPzdmqx0AVD/wNUJdyKSufH7SiV882tlyHJa+HNV/uznixWbO9a2EQM3Ks7PjL1ryGYmWgWIKBLhmnVK7LxQxDBshp5Z+LHfL5nmODHLCOj09O3aQ5k1mNPIeKhxX2XElP5/2kgorsQZTL8cvcn83NeXHFI+M7m0PFWR2o03HoZs7pDrs0HkoFz0HVgNKr8tm45ItwzkIGFpIsV2RkLQPnbsiRIb3+4NAeFFxk/7N5xWuvrpjbls+QUMSg1azFjed6XPJ5d86rbs31bsF4V1MNwrjSUh1c30K9NXao2lLayfjhiF1MrBQw9eBLwOiA4cisQZwdvHzckxDd9HOJ+ZqBphyIi39ViPerRwaSKaiBK1uQWnA1UD59lpKWfHh8q3gGRzGN1fHTfzzHfKHxXRBXGVQlZuog25TBSmaDlgv6D9aMK2/3CBGqqMhmZ5/Lz7JNIRbmSvb7g1uWiJg1UlWh9ZRa1BiNSBlH01/PSBSSTEFcgkhRDxgqfUyDncbXBlYicgL8V8C/oao3b6DBHnri3mxON77fBThvPlBdtpa2a9vCWjEMSZAW0c32APTo9e09xkkao79luaT70bnd7LuR8YMza8J801B/EUsj51K2iQEsOTsxNisEmwB1jZ6uYdsZYm9b9HSFXN8ZIGsa+4xPztC2RsdIOGsZzhrCQlh8uaB6vaG63hPWDWHpUSe01xbu9xcQWhhPLPqqwLjUsviK+a6eGtceMFO5dN7NDm9MQKZJj8QULIPdbLLIPbeuIff2S2xDsRDB9hsTWJs7GFvKcCqfllFKWhESq5UqyowV07cFRIC/qKqfpZvZ/ygif/etr8jzYDaP/vyftwP22JQ/BlVz0fr874dK3qfHDqeyO/o9MtPEqPUkzGOeBoRDtiqndPLm1iewJuLYxoZtaLjql3yxOeX6doX2DpbBtHajQzpHc23B0ITBkrzQ0hzI+rvMXiXkp1HLat5FtcCV8HoxVYyzxxKwzqPMmcxW5feZPZ4P23we5NSMOiG0WnyIYgWa0+EZUKXXH/scHY3vZA79zm83GjGBevaKyu1o8nnL4uw6Cc5DEtoei8+DKlsVfjo+NZAsnq/iKQBnvqOuLhmY/Nbml0kG5HnkvoELCQQmPVWd9CZZxH4Vl3wxnjNoxXVY8eVwxi7YfXFUTxcqLrslm61ZdowXI9KbdKC+tntT1dn5cKPZZcwF6KXKLqXuCIp4mQCMgisFPRxeZBkoZfYybZ9H2ee8PU25JBJDlQP9DCCpdyZk99Y+KZJZ0Anw2TXwte5Fx+NrxTM4nEdn8vRRBPfHdsTAsR7pGw2RAqokgaJcmFZE4vO2M8OIemFcOmIlxNqZfjlJaxAxoASWMkzV+lSVkRpJH4V3SNuibc343hmuG/GXt0i3N802pEIzXwrgNEZLPUrWe4/JPDThBWQCYg+MrwWsRKTGQNV/qqr/dXr4y0yJishHwFfp8Z8DP569/EfAZ298g1Tpp3cbZLm0arthsBLM3LMnsVL5RMjKaDs5WVs/v8xCqaKLBglKfblDmwoJkcVnt9Yv8PrGDlhV2T6Sb5aslpbea4zxoq4YPn6Cv9sjd1v46H3iusVdmccWLqUYqwr1nvG0JdaO/qJif+pQB35X48blYdnxYKzPuIBxBWGRzBidpQM1p/sykGIOVNJPmf19cKOwO9EBQaTGXIVaZwwSiFr5Pbkv3DyIwpSeYcYc5BXhfNvI5HUlMG92qpLecwYYHj79+ln6+ZWI/E3gn+Dx+fXGkYXo+ee95x+o4jtktN4Eqh5+bB5Q58yVBVdJ75sZifvaqgO3d5SYQFYtI7WEUjJ/N7b0Y6K1m4jzSug8svPU1670dczCcSt/n1b8c0drErjSfO4LYJ/mgEvnWKIeNMKdtw4poCzkgMuB63Up2Z8Dq1kFkKbqVk3oSaIcfi6m7/QmD6Lvcg6FWVXgkAByQErLIyBprQ6rB+PRPgKwjRVrt8fTGftIy0IGTt2OtYzUM1A170WZAVcGUbexKfNko1UBT+9VN1yk/oCDOjaxZRtbbuOCL/bn3IxLdqGmTWK5LtSEaA2hdZkazXaNFRrcWbGBFbuodV+YC9z06GeaGwakZ0xVrtLTOVBPTFTWmTopnlV5ZFD1xqo91cOVUPoMSYSQfLNmHzJiAZ0j0HZ/fHfx7Ifx4CgC8CT9Ee+hqS2mLxfo0sA+ISKbHbpsCa1jWJmkwTcCbkEr4De9zZ/KwWBZJ9k7mx9NbSRLtzdGq0r3zGFkOG9wywoZAm60pZKOM91121h/wTGYNlrVFq/5c2d9mBO4+xbAKlVF/MfA76vqfzB76r8F/mXg308//5vZ4/+6iPznwD8JXL81H+2EcL7G3dyi6yUyjOgXt4fb1PWUe31yjra1Cdxry5WSgJbembagebFBru/QRYOrK+TOGiyb/X1CxHVKPTpBl60BqKoifPgEGSP+1noC7v6RT/Bd4Oo3l7S3a87/tpqPVhKku20HT5aEhaPaBJqrkf2Tivp2YP9sQayE9rKn2oyoVAynnnElhDaJ1V3q1+ePQJQz4GMngglYgfkMkYJW/j1vpxwEIPU6pROTAEJJfd6Kb4y9VkswlekxOdzXvOKm+GZVWoDUQfB7ywpRRNaAS/q9NfDPAf8ej8+vx/eVfvrZz8B9puqh8RB4mjtjH/eCe+i1B6X2SnFYd2hhq6LKvTSgOavrAeByEpNT90At5lPlUFbNwLD07HYNYVMjW0+1E9PJ5NOb9E3kTLXjHtCZWAim1JubtinC3yQK9nsLjNYI3JiwUMvkpJ2ZjAyA8jyEA3bCqrbyXLTncsomYpcnyct3Pu+KQP6BuPhdziE7jykFJyYY7x/oqXGc9vUc+kyZQB16HB/6G2qJ3MaGRgK1jLznN6xmQrchXTpzljODqkFdmgOOT8cLXocTfrJ/j3O/48JvbBss3eclso0t29BSuchFvaV15mv11f6E7dCwqEdYd2x2LfvblnrjqG+F5mZioh50KD+uvIa0wEppmNk8y4vlDKYIVvqe5xDO2TxIaTtD0gaaJP/+0JibRebPGK3AIGaq3TaYLCAy2/XmirXvLp79qo5vIWKXVJWfTbvFu1Tx16InK8KTFbH2aGam+jNcHyAt5uISwiiMiwp1S6pNY/YbIZqmt/boeoGMkVLZv2xRl6wa+gEZg2mDF45w2tp83O2RsTLtdVOjqxatHNKPSDcg/QBjQCpvBWNghIqbr0bvj6/DWP1F4F8C/i8R+T/TY/8ONgH/CxH514CfAn8pPfffYaWpfw8rT/1X3/YGWlfERYW7OEPbKqXipAjGRAR3dlpMvuLZirioqC5T65jVwtKIY0BO12jbwMuXW/3PAAAgAElEQVRLO4FdD/tssqMFdeqH7xmQEoEPntvzuz16ujIHYaB/vqb94hZRuPqHlqy/HFl8trUTt1zYiUuNGUPr2J973Kic/mRDfdsjQ2D70QKJMK4r/DZRm61MVgV1EqDP793FlAWo48F8zvcVjXK4rVMzSdMksss0Adjvc+VtenzOSgEWHcZ5BD46TykAz//OgE8zEBSmNGV5uzdekB8AfzOllivgP1PV/15E/ncenl9vHXPPqa9DXOfqrzeNNz0/b0WS00gDBqSGWVAOs4Bpr3NmCAoPMjHzpsxOlMaP1D5YS6MgpqsKWBuiWYUfcA/YzEvQSx82AT+qGb1qSsNJwd7kqivT05imRr1V6sVmOsdTWbtShPD5M3DEiOWhlMDnRsE7+1AS9aA/oPV9m83Fh2PjdzaHVJVhxhxZSjYBpjnw5VhLN4Eq29aYpaiOU7fHizLIyCADdaoMyJmyYfadhhkzlkEV2FzZaMNVWPH3ug+4GlbUbeAqrAuzFdRxG5ZsY8PNuOAutCz9wDL1G4wqeJcmSD2y7VrTRg7WTLlOzZTdqEXzND/mhU0/Pg9RMf77SJScR1AkRgt6IVphhHfGNpQeNDr9jDMAPh/ze2RJCWL3nTFOthBRJtPQBNpldo3+nf/nbwD8WYw3+Dnw7/IdxrNf2aEKmtKBdtP4WqnBkv7L/XNT6k/q2rwrz5aEZcW4yMBKkOCodo6wkPQv3VdWoN5Trx3NTaDaBdS7xJwmAD1aKxutDLy70TTZud2bCoRVhegSl+yb4qIhLqvSZ9KpIkM4AJPFJ/NrWC98narA/4XHodk/+8D2CvzVt77z/DWVfXkZRsb1GfHpivrLl5aDzfn6uoKmJp6vGS4W+C4ZiK4WJkj3tq22tVXk1eZ4Hp6fYV5Se+hNcB7+zI9Q73CXN8jZKd2HJ9SvO/joKeNJQ3W9Z3iyYFx7wm+cW6VMr9z8WsX1r5/z/P+2bdQLrh8Iz06odoFh1bD5sePu4zOWLyMXf/eWxSsTp0YvaO3w+0i9dYbEG6b0Wa3mxZFBVgp+4tT8YESJUWB0Nn/y85LxYn6dlsIIOx8ke4Yk8vc5kM8jLxPbQQJQUQ6CdIkpue0FYr/D9HnDbBLOwdSbUzj/APjtBx5/xQPz6+uMAqoeAEPH3MMcVD1W1XVs3nicBsyvN12VBebsK9TjDir97DVTsHREGkJBI4N6erz9VE+nNTE1XO5DRYj2O2nelLRfnMTjMbf4YLZKd7PzqRNIjlFKJRbIrFmtBVYTu+dS+NT8uxLAWVq7CD6nfeegOAdUOUjOA9xUzWXNmXOaqLi3CxODm/b90Dz6LufQPMuUQVJOwXnRo/MI+3TZ1XJAEJaRCxKy8/pGG7zWeJSFD4kdMyDVq7BXb2BOtbQy6nF8Ec7pYs02ttyMCwZ1vBxO+Jl/yqCeOjFhm9jSuoG70PJqv6ZykaUfqCSW/pIAIab7iBgwr7bJOiGA6+PDQFiPQIrDFqoqxnSNkVi5Q1CvmlrWGKjKi2bIbxHL38cAqIw36YQd0/6iIhoTiz/bp0zbAPzWn/nL/E9f/d7vzWw58vhO4tmv/MhNkr/uyExVtizwrqTd4smC8aRmOKkYFwaqQi34XgmNEBpJVj4Uw+I8c1Q849KZvUaauzLGYt2hWc/XBVi1BdyHtU+MaU0lgoRIbCtiY3HZ7w2s2Zto+adq+meSG/yb5C3vhPO6ijCua+R0jb/d429J4vAaWS3R7Q5CJD474+Y3T6l2SvPlLeNHTwirGr9t8a/v0HSiZD9AXRHPjH2KCWx5VWQMDGcN9U1PeP8JcVUznHjUL5FRqS87tHZEL2yfe2IN6y8DzV0k1B4XNE0C87RYjBF/uUX6gSeVsHzd8OJ3PN1zYff8nOXLyNlPdviojOua7mnFsHLmKdWku1WlZfkqVaYUKG1F8t/OKdoE4uCm+OLSyc5gyikurUoNTKVj7NJ+nCYwNgdViVbPgSyKTZzsnTUPaHOAVV6fgNT8nlhurN9vK5I3jTdpqQ78qr6mzmo+slv3QE4TWcqv05oumgjdEfEJ3eQmy04jcVZunC0XNrHlNi65DQtejid83p1zO7T0wROjGMBJ7WSy11Tp+eg4ZBwgpWSYpd4oLZKsf5+mXm0zwjRYWX12vSaoreSyGF6w1OCxGFkmYJZ7ucEhqCrAyc80YJmpmN23D6u93ngKvtORP8KisFXTY0PKmeeUnUPp9BCUQbbUMGF5l0DyVVin/Q4M2hfNXRerAqg3sWXt9qzFhHK3ccGnw5NS4de6kX2s6GPF9bjCo5z7DWsHp37H2u25a61P4B/cPWUI9rrtUFN7a5W0Hyr6bYO/8TS3UO/SPWaIySbhATAcQNCDC8mAtYmdbA7Fg7QzwdikbLQsqZmtyRMSqBKhVIjNhmSxe27hdTyy0PgoRSlIKaeUrDmdabrkLdfyD+MtY6aRtL8jxTJhfvHmCsDsSxVjqfgv+3GO3XsN/VqS16IQPVRbMflBTAvACrJUZTgFxBj2qpNJAxoVP4jpA3M8TQuFuKhwY0wZqzS3nRBbj4xCaK0AYkovBhiT2DM1ZS5jzNXbjx+idwJY5RFOW+qfv7IvUlVwdsLw/JTqpYfdnvHUxG3NVc/4ZMX1n1qxvxDe+z2FpyfsPlriBiU2S+rbNcOpp74JZlbXjcTThQGsvYGrUm1QCbtnnqpTTvpAddez/aAmNjCsha168+4B6ktl835FtTeUXF83VJsOVKk/u8btTzh9siZW0J9DfyaMq4r6bmBcevpTR38uDGs7K1orrg3EzpPtE8SZYM6Joir3cI04LbqqAqjmI0XHnBrEKeJj+d205NPvhYGKCsFZC5x5Sin/Y3pMxQJs2S5/nDi/4Hij4PiXOd5koTAHSU7uN8R1mVE6Eojlprzzv8FAVUDpElvVJ4ZqUAuUnRqwqmUkptRHn4JkI7anPiUtozo6NWbCQNUpP9095bPNObf7hq6v6bYN2nlkcPjdrFHuTK1/4EY9/xozoK0+Sfg0M17gMiBTSpuR4isUUmBUWyUi5pVFTCtDsMfmB03T55oBcQt2M2+h2Web+w3Z90gM6duaOX5HQzGtl8dYqILl0uVRjFpnKbuIMVIBSVV7MKQ5EFUYsHOaQfaF3xIQXqVWM7dxWUCTSxopL9GsGRLQ2kbTSXmU1o2819yxj5U9PhrTOfgt71U3eBf5teYVXaz5KU8YouN6aw2XT9cdzkWur1a4VzXNpaO9nKV7x5TiYcYeJS1TURYoFE1V7lqudoAkxMlBPQUliYmtyl0s8sof24/6hPTzNXuUThSYpA95vInFOhqimHdRAotvd3/5YbxxHNhpZJBxVCqUU4RyZKRZV+ZPuWjRuiIsa/q10D2XyXy6Usa1UG3Ndy93AVGXAbnYdoMwSvLv87a4V6dIkxaFQXFRk3yB5OcYCU0FtRJrj69txRYWzrzZBmO9ZG+aLEKas3MvtnFM3+nxwPZOACtRxXcj1eeX1tTYeTv4/UB1tUXutgy/8QHDaYV6Yf+8YX/m2Z8L7ZUSvWP34xXdU8f680BoHONzhxuVceVZvByQux3jh+d077eMC6HqzOF3WGWkDd2Fo940DOc1SDbKUzYfJcuCCrrnWZOQbRMwEbxzxNMF+6ct9cYCURapx8YxnDXsnnv2F8L+qRIXpkuSZbCbxuigtfJ5cYr3kaYZGUdPGC39o0HAK84rzseSHtToDIClChh1GKiSZN2gqakuWrT7IlpSiuVvTIQzp9InAbsBKZ3TIDr9LGL347mm8H3fyeag6k0WCg8NhzvQaOVxnB4MaAFUMDlpO0j6GAuSXhUvMRl92ja9+sJg2b4MUWSGaxNbbuKSl+MpP+ue8NO7J1xul4ToGAZPHB0Eob4zQ1mjr7U4+E9pmwlg3fcXmwnPgzGj2eDRKrgoTJUbo5k1BtMukBucemf+R5XNzZjbjMxWheo51H4pRdtnMj4rolBmn3EO5PXo9+9hTHNm0uvldF8Wl2e9VVChwzOk82sgygB11s8N6uliPTFRbs9tXPLFcM5tXFBLYOV6nvk7Fq6nkUBQx6twUnR2v968xKN8MZ6zjxWv+zWb0NC4kYt6R0Q48R0RxxDNB+12XJTv1O0awt6zq2qTFFzX1NeO5QulvQ1IAN9Z65hyuc6qOEuVH7Yo07zqn63+Jb1GMoDKv49mmSPzIFVM0GRipgqzwawCa8ZIpWGsZloYHq8q5+L2H8YvZzxWWJBHZjrnbJUI7uIcXbbElVkfqBd2Hy0Yl1bIFRZqgKlR1EUDOwO4PhleZ+/FXEnsIaT7mEv3q9Bkzz6h3tk9K1YCYkAvtJ5hNc0pF0zSECuhqpRqG6bvoMphs2Yl1QdOBV+PjHcDWAXFX27RbWcljjXgG/OouNkQP3hK90FLcz0iEbonnv7U8rDqYPNxbbnYlC6oNwEVYfGys9y+CDQ1YeHZn5kVQr2N7J5WhBbaGy0O4Xcfe6odLK4MoL36LauAWry0dhz7C+Xs71tZsjrYfbRg0Tj8XU9sK/bnns1HjnqjVvEHvPjtmvVnyvZDM+MbzqIFtzbim0DsPbSBqg2IizinVJXdeDJAQoWqCfikkfI+4kQZg6PfT3qJ/Jo5O+5SulFV0HTXnEBVfpExYVphny1V2xwIoKMepvxK0JZSpm/C0Tn4+qNPBR4zVGAs05ytct9kCXw0IjM9jti+aywFFGWwViIEvMTSvy2nBR2RoI4BVzRV29hyOa75bH/B57tzbrrFpIlRY4jc3lHdSbG8cPPm8IklTFja/J/S/CjFnsnjzM1bgswtE8IMVPWxpPbIZfNM4I3owAtODSoaaDO9BOmaBMiC9akc3iihOQAkxcp4lPZ7oJbilzIEfWOz7qyJymPAHRQomODcdHJeJ4+qRgKnbme9H7Xm0+EJP90/A+B5fcs+1vjKWKqgjquw4vPhCWCgqpaQTGM9rRtNN+UCSz9wXu2oJXAXFoUlfTmc8nK/5qZvud0tCJ2HUdjftdA7mltHcwvtlZpRZ7CFZknzzM5xrvDLq3b7ulJShkAx+iwVfbm6LzFVB6AqVQnaC6WAKEnsfKm4Kp5XcxZcJ/YqUhaPMGO1XHqPR0wcv0GLpB/GLzhkbqkggqxW5qL+3oqYpDbqhX7trM2Vs0XheBJsTrWBofEQobrx5ug/Y7PVmV1Rsf8B/JBbdaXqZJWUQfHEmOek+fwV5n6EMpdVZ+9hc1ezxltn10YuDnvXGasDmi1fxBkVNzXjeUu1jbgu0D01ENXc2spq/8RW7eqg3sDmQ49EOPn5iNv2aFMRK0f/8Smbjxvzl+rtZjKsobmzQDGcuNLPTIKyfe4JyXl8+SWsvozc/IYd9e3HQvtaWL2IdBeO7fMF1W7BsLbgNJzC7Z8dqS4r3ADDeWQ8cUhQ+nNF2wi10p7sETFdjpOJqcpDVQxAOSUEpa5HSz3MbuwZGOXUYN6PpDQiotNcUDmslM6vldR/MIOzKqUNA5MgPfvU5NfHQ0A1lXFNv89Ziu9rPMRWlb8fWcXOQdVxCvEx0fqbRmataiIw4hJj1eMJ6lL6j8JYDfjSbHkTW16HNZ/353zVnbAbzXco5rZG0UFKAeZebpays1OUHyv2B8rkLZVTNjmmJWbKD8lKwXCQPR4VPxiockPWGiQGIhkuqQPxQhY0iMbSQie0DqkgFjG6TUIX5CCylbJ+SQBrzl7lKTWfgl/rDHz7ke0W5heMaegOQVW2z8iVeQ+NWoKJ0MXzOpxwFVZ8un/CJrRcVFtL/1JNIFsrvhzP+Qe757RuLAaxg3rer2/5UfOaHzWvCTjuwoLbYMzUT/dP2YWaMXpe7de82K25ulux39XW5mV00IPfGiivb61Xn0QDVQZ+mAFnnbR6OcAETLw7u6YncboePEacgaqsVyEd01wSnw8saqLm0VC+qrfoJN6ow8RcGbulh/vK70liz5K+5p4WKL3NH+kq71d1iCBVfWj86QTqBlkvGT+8YP+kpT/zhHQDFE3GwKlaT/J5qyOujlBH4uAIQWBjc0WdSRZiDVkTnIvAQg+Vt3ZsZrht2Sy3tPeqN2o9KDsTw8sIVadF1iO5IjakBYB3Zq2giaeKeaUqb2Xt3g1gBYwXK+quR7vODLv2e7MzWC0gQnO5Z1zXVJ2p/vdnnlhBvTH6z1rDQPta8XvonnkknrB/UiER9qdmcVBtYXEZ6E88za2VGNd3ATf6cmJNFwX9k8j6Z47mWrn7xDGurfVMtRH2FzCcmAi92tp7bz+OVBshNMYQjc8GowhGoX+WjE6XI76OVFWgqiKqpuWbmCRJiy0ToYfgCMEdgqDEPKlawPVVuPd8jBapikYrg6oSMI5OwEG6RQxQ5SAoTFRHxDRYmi6EeMhIzb2Q7u37exxv458e0lY9VEX4kP7qnvZqlgY8rpdxojQaCantiJd4cOwHPF20xrm3ccn1uOKr4ZSvulNu+wW3+5aur+n7ytJt28qabG/loHFyaYKbQVN2yc4sUTDmyI2WsiugKwGwqamtfYl8o5EQS7k8s2a2hSfQzGKa6FwwAbSBKQeN0fXRGxCPzFpDyASa7G85TANCSTnpwfz85Y4sVI/pWqlnj8NUmBBV2KhppByRtduXKsCGMFlpAD2eL8Zzft4/5XJYcTOa754Ttao+4DYu6aTmD/vn/KyzXqi70HA1LNmODe8v7qhTpYITxaX3GNTz5f6Mz3dn3PUtQ3TcdS39UNF3Fdo7pHe4zuF7qG+F+sYWlb6PU3saxdK9iaU6YJ5inABLtO3Kc3C4ms9fOyRQNdNWld/hEFzl16afEuJ0q3LeWoj41KIrHG2fRkkZzioFy3iDS/YP4xcczh8wU9K2xXQ7pwB1taD74IT904ru3OwTsqmsC0JopRTRiIKMgrZKVYfCQMZFJGiKOwL0KSuSi3Aasy2KraUHY51iaWVpRGvTlBeYiZ1KqcLmNqT7XOqDuR1w/TjNUe+tN/AcSIVcIfT4nHongJXWpsiPZyvk8sq8oVQZPrpgXHncoPhtpL+oGFvTToUWqp0ZF+6eW4NON4DvYflyZP/EM5x6hqUwLoXl68j2fYffK6Gxi3lcWDlnqKUg2PpWufsxIHDyU8fZHwau/qRn/0wTe2Vd4O9+LUURgf1TqHaC64X9+wG/cTSf1oynCs/3Rl0Gh/iIr6JZKDjFu1hAjy3uJGmmhBFQ9YTgkmDdQNY4psce4LPzY6oc6q44ZKeOg5NGQcOkNctg0KJkfowpDTgDVWCrBomHDt8HAfL7ohpy3nz20GPVf8epvzeZhz42XGLwYmI2srFkiSsHlYY6a1tjKcGA0MWG27jg9XjCy+GEF/0pL7oTXncrbruW3b6mz2L1Xqi2BqqqLfjOmCrfU5rjljTgqJTU2yzt4orXGGX+Zt2TJLrcDdH6sh1VFpJsOIqtR4ymyytg2hRTZp9gk0a9N4V+puyzBlAPaXx7/fRYEavmSq4ZeP9lDkUmg06V0vB4UGuCnEFVTvl9MV7wYjxl5fZ8WF0nl/U5y2nA6XU44ef9M77qT9nHis3YsPSDmXpqAkfDObUEfrJ7j6DCRb3jZ9snvN6vuGh3/PriFVEdf797v6QEPZGv9qd8vk09JLuWcTBdpvYORitGqTaO6tbY/ebWVu/1JuK7lO4N9tMYJn0YWIEtpI56+ZVj56eUyoFY/Xi86Vo7SLek/Xg/VRHIVGVKnovHRn8zv5ljeWeZoz+Mbz2krpCmKeyU1DV6cUpcGKyITUVYVdx93NA9F/pzOx9+b6J0N5pYPSxMP1UW5dkwG+yad6kNWzbQVgdZ0O4hLgPUyY+v9oxrQWvLCsnWI8EWFMaUWaW87yn9UiXdL90+4LphYlfzP6CYpGXNlZsWTQ+NdwJYxcpQbFg31IsFSA/PnnDzJxb4vbK4HOk+WLH5wON6rL9YbfnUehvYqStVUaGF7fvGUkll7FO9VXZPXfHC2J/ZGWxvIrEW+lNDzXVn6cTxzFZjqy8Ev4uAJyxs1T+cwrgUeH9P3HvYW2AZ0rJWRiGcGD0Qm4jP9geVgSpL7UVqH2iqQNfXSBUYg0PVI2K+VQAxSAFVAMNggpSoQl3bCQ7BxOsmPrcIpNEVgFZSgmloAUcTCtLRTUwWGFOlmA1EFe1vJ6axYgJXB1FXZ8EwBW+d62e+p3vZY2J1V0CXbZGBVDF2VP1a4CqzVXNvK5OcTIL33P4EKGnb0mdOIn2si57qKqx5OZzy2f6Cl/2aF7sTXm9WbLYt475C9w639VSd4Du7Ifk9VFtjZv2g+J5SBSNJfJ5TOhlg5QKEeU/sWNuxyKxVFiln3VYZXowxsEthEicfBc3SDHfOWib2I1eLZsBd7ptJSG/b67Qf4TAF+GbX7O9s5Hc51FEZqBqK/5g9t9GGF+Mpr8cTqDgydLUDGBB6rLLvOizZx4pdqOmjx4lyNSxpXc2T2ioFu7BgHyoqFxijowsVQ/S8395y7re8Hk/42e4JN/2ChR9Y+JHPNudc7xZsti3DrobeIcmKQ5IBaHMj1DdKvU3pj22k2gULJmMsqbyS6mUGqMJsMhwzRX76zjJmMJbm0lzSUdikGZJOqcIDw0WRw21UExjicL6JHIKtMldm7OYxS5XmkHwfCP1XfEhqC+fWK6hr8A5tavr314wLT303IiGacfaF0J9ZH9xYK7G2ij8dYVxCbNW89+pU0CVJ8qBC7L21lGljSscJcTljT50ibcDXNkdjG9DgcEmjHIPQnyf9nrd0oQSo9mq+WZWnuQsJ6KVFRQiJaX3DPBH3xpj2TgArNyrj0rP9sOZMP6T+4or+ozPGhaU5Yi3cflIxrqy8ueqAvQnON+9XtqINdsOIHvpnVi1Y75TmRtl9IKXH2bi2NF/7Wqm3kf7UM5zaKrp7D1Dh/Pc9t38isj8XQlOZuK7SoikK7QyMLKKxOw6kiehgj8fnA74J1HUo2ijnYnKYNip/P1QElVK555LGKlf7SWrCbH+7wmjlbcbREaObKv/Skt+YKoteeXUmmTXSib2ai6GpJod3lfydkj4rTWA70LMTl4Xp+U9HYafUM7XSge+FbXhozHVVGWx5kYmxKr5S+ii4ekjYfpwOnB6fhvX9O9xfTP5VGVR9NZzxs+4Jn+/OueqWvN6s2G0b4l1tqZtOEqiirPLcYKCq6kwj4/sJSJmbefJ26VPAnI8kCFafzl2c/KbuDYFYuamEvrROcgcmkUVe56cGu8UDKZr5pyZDvex5lb20SkbRp3l5ML8Omarvy7ojtx+yVkRZWzXNgcDUlmjhBs6rLae+M40UDk+YbDXwbGNb7BR2oWY7NozR0wFdqHjS7PikvWIhI1ttGdRxvV8QG8eTxhpALv1Q3j8Duz5W3A4LXm1WbDctcVullJ+x575LFcwbY+LrrZqUok8pwH3A9QEZIhLCxE7lczsXnh+NUsEHD7NSaZtiFHycJ39MXJ7Befp9Sg0Gu5fkKsFcETi/Xl2SPTzkh3XMvv4wfrEhYiyV90hdwWrJ+PyUsK5BYVhXBmBaR30XJpuUTHJWWrzpTF+lqddsYqUEdHTTVEkL+GoZSkYmRpcq4O30N+1Qirn6oSJGi6Xj4NHVSFgEtusKtxfqG0d7Od1XYgV+cLh9tFY68wVBrgo8BlhO0oLicWT1TgCrWAnDmQm9735tSXtWo5WkXDrcfVjRPbObRKUWULoLISwN6LhRWb6wABNaEzi2N6YZ2D+xNB8CoVG2H4DvzSrh7sMKrWD9WeTVb1nVn3ph/UVAomM4E/oL2D+3famD8VTRi8GASxCkDmh0VKuRxbKn2zXEKNTNiPeRysfSRsK7qSdcP3rGaDeWEN0B2HEJxMQo6b4ihCAFRGWBu8ziUJl0SUslGRTFCUhlUKVxRgfkYBVn67gxPT8IOjCl8nL6LwEniTPKViZ2airXzsH7u5wt337MgdJDAOsb7SunA+fsVRIyH4uZ89+9em7D8h6out4t2G0a4m1NfePxW0nsFKlXH4VR8r2JLn0XJ7Fx0lUhySm9D6W9Q/py4IXYeGLji3j+WNeUv8hUMerMYiFpqXCZHU3/nHkRZWPd2cGxH6nxuHoDK9nqId90Czs1A2mSMu0GrvR7A+aKgagMiufWCsfNsxcy8F51w2lsqGU0n6pQs5CBRaoi2Ma2WGhsxpY+VozRExHGOBl+frq/oHUjK9+XApXaBT5ur/igbUrln5fIabWnksjd2JoGb9cYqOqcAaqdUG+EamNyieZOqe8ivgumw8v9AIcMrGapjznLpGaobMzS9JgJlb0BmGyWmKv7jkeeIzE+LEKce1c5Z55Wc8CVAXoqrsCn9WGUUlFaCp/yDTGzavmE/jC+s5EbKUtVIScnxLMV/dMF+3NfqvTdqISlRyvHsHJ2r9oJYWkZnRyL/T6dN6+pB206WYOBZ1dFW5wnnXDbplZQUej3dZqKSgiOurIMUB7D6M2SyEU0OsJZirtVjagzfDHa9RFqwdeT1k8Xjc39u93hl3cCvp4aNr9Bt/eOACvYPnecfB7YPfOEtk7NOqE/mVpxxMbypMMShlMLaBKBXghRaW8j7bWy+bAiemFcSKmUijWc/MxAnDronjou/9HI+qee1YvI6U8nK/3t+57YABGGUzVxXGuOwvVJj68i/b4ijhU6OKSONO3Aoh6pXKQfvVkmuFgAT1MFvIsMwRd2qa0Cm64pTFUWqZvmyhFnf2fhedWOMwG7HZf8HuLMGRsx36oYXNK8YMAns1MwISBNq7+Qfo5zqp6Uwkn7yMdbKfYUpSqQ/Jy9d0n1HC0qf9kjM8TwMFt1PBwmqD4WpT/ESB2nD/MIGNv1EH506dwU3yPMq+p1WBdQtRtr+uDZblv0sqG9ctR3gt8ZoMopv6w5yi0cXKrm8/0kiC8l8KnFiAxxagultjooxyWxA+rNFNPcqVNcEjHrl7Qy1Mol4XAs6Rb1rgQyrUwUH+sZRS4zJmLCYhcAACAASURBVEym6ZZ1VA/pq7LuSzOQ12l3x3qZX/awlK6//1hmPlFOXUdNYKstV2FFF2tWbs+z6o6aUHr45b6QlUQaP7KueoIKfay4GpbcDAtOqj2fLK9Y+56n6w0fttc89RtCuunnHoMX9RYnS151a+66ltB7cnrf74XmJjH2G2Pl/S5SdcZM5SHjTFie031HlXZl5R510ljl56MFpsIwSULGj42SOkygJ0Lxqppv45yxAbM5WsaxnkqktB45boWTe77B3Cnth/Fth0bFVQLLBXp+wnjempzmxKwNMis6rBwsHbtnjuHMrnWfeppaBgh0JInN7eK3Ahu7f/kmZW52Lk03ZUigLozeHhsc6pTQe5pmJKrFWREjMPZUVvyViARXR8IyMC6N0ZXKsEFoE3gfo933xmC9hwsrL5C6mIh36MkKrSt48fhxeieAlTrTLd38ekV/Cs0NNLcwnEgRmWWTwdhAfy7lBhyrFORT403fjaxewO5pRazA7Y3lkmgr/9Aaq9WfCvWl6a6u/pRn+UJZvRi5/vUK3yvDiVX3xRb8zqFPezRC3djNraoDYW1/1/VIWwUqb4g5quBEaesR72JZ6W73Dc5F6y4P7PqacfDUzViAkvcGyPKZGQdvDERKw8UoxFCV9xEoYvhcRRiDUOwVYgI6KiVNWaoCBQNTcTqeNNF6FqpMK8xMu6b+gSXll1OBMguK2IWhfoqIepxC/CMa2fwzJntOh+DFkRX+OXQ8luY7Hh5h+Bp9s3JJfpinAPszroclUYXtUHN5u2K8bli89jSXVu06aaeYCdCx1VQEGaeUzkFvwCjkyioJYXotGLWtihsdVM56u6mlRjXFM6sYTMEv656ylsZZk+8STHM2KJkB5iaqcAiE1Kcmz6kYIqZWNpmBm6cGy1yagarvU7weUyowj8wyHzOQZgBrlZ5dqHk9nnAbFizcwDa2XPgtC5d8zGTkWb3hxO9xoizcwG1Y8Lpf82q/YoyOm2FB5Ak/Xl7ySXsJULbbxhbvI7UEAo7rYcH1fkHf+3INV1uhvhHaS2VxFalvQwFUEvUwLazZSV9TY+Rw8FwZGXzNjRLzkGgl6TGxTTABn/k+SoCapQ4fqNyb5pS7718FpTKwCNMfMhyb6a0ssyxInFU6/jB+4ZF1VbJokUXLcLFkOEm+fKP5SoHge+toElphXBs5EVqlvrUFY/Gf8naPcXurVoktUCluOeKrQBgTPRkF3XvGXHij4OtA3HuT5HhNYAoqH2h9YJ+yRJ3WeB9RlyoNVzAODjd4qq3NobzwLD5sIZT7JCLG0oWAWoC2f+MDKcLZeCeAlagFkv3FdKHU20i4dgwndqOOtQGjrDGRKFNjRjEEvH3uiL626qgkmG3ulGFtTNfm45ROTD4Wq8+F6z8XjLX6cmT7fkVs7WAPJ6lE3SnhLFCJ4hsDLqtFz9BXLFd7mmqk9pHGB4Zo6LjygUU90vhAiI5dX7PbN4QgnJ90hOgI0dH1ZgqYWSnnlLZOWoo4Vf45MTZEoxBGn9h1TWTBEaiKifEKztrkqKBVNCYq2yf4zFaRgmd6vFJcFYnRm19NFMt7w8R65dRyZhgS83CgtfJ68Lo/Kkx1bAIKD4vUvTiCGtgKTAHkIWsF294OxEAwB3aycWR+HTTJVmGuzck9AO+S79BpteduaLnZLeivWppXnuYKmhul6iZAlduN2EJCUmuGBKoSW2XGm4UntKA5hKn5bR6qSHRWRkzGzva/zIPi7BjF2m6UMLGTc3Ce0zH22eYgSSZ2ys/0VXkeQQFL83mVQZSZlk4GpqKH8+yXPbI/1XEKcD48Si1mexCQ0mZmGxs6tbSgSyvoD+prwNKD12HJmBpqO1FWVc9tv6B3nuf1nRmFYvPl5Xha3u/z/pzPdud8enfOZm9tbjQIfuuob4TmWmmvI83VSLWzNF8BVZl1klyMEGEMU7pvnkIDmzfjaCaJ2WtwlhKUDJS87UvgEODPxkGKbz6/5r+LmAjaS9lWM3hPKUXrLZm2d7N95IUiszmSH59rZt4xWcIfhyFVZVYKJ2sktaKJq7aYAA8rl3RVSXaTKu9CQykqq7ZCfWeFN6iJ1nFSLGKyk7qutJAX/z97bxZrWZand/3+a609nHPuGBEZkWNlzeUe3dh4kIwly0gIjEXzANgCWRhZ8gMggRDCNi/wAJJ5wbaEBLJkIZtBzWAkW8JGQmBjZLcx3U2321Z1u6qyhhwjY7jDuWfYe6+Bh/9ae+9zIyIry67MTnV7pVJx7xn2Pefsdfb61vf//t8HTJupqEJ2AFMHTI59S6K/F9mCnV0gYlI9cp2JjGXTcyULOoGeGre1OR81W0CUphxjdM4UBtVpaLMMA6kfkOubPJ9ePJk+E8AKGA2/jNc2csilvwX5ZOnvyaDagW1if1dUnO/1Yh0rYXvfjlqTxdOIb3Qn153rc0Nu06y2+veaRxa7h91Ljt2D7Ie10pMdm0Q497z8ygVG0ugN46OhabX0J6K2CeXiWeq8vXdsu5ohWIbBkqLQtANuBra8N1ibRkF6Ww9UNrLtK4oXlYgafpoIsegNJI2dguX3Im4/EK/bhMmvJ0Le7WXtVUC1VDn0WUwCkzQuBShGbeOTvRnBUvGxorQul/bYvLsApoib8vxPaUEs6/XtXL/b3YAvGgU03S4L/qDO7AayVmYSsPc52gTg1O3oouOmb9htG+yNpbqRzFSVjD5yyU+9hqITpETR+JzrlkXhxRm7mDlKF1TwWxiH+UKWckuD0d9NjKqRctN7HIGP1UimiYWSCQDNkOR4YSx+WCh7XsJTQb930egmSA/GNC8ykCr/lkDmEVR9yuLjF5l9voi1qiXQimqkrvyCK79gG2qMKPA6dVuWpmdIlne7M679gi5aYjK01o9dhK8vL7nn1sqCxYqrsBjNQd8LZ7y3PeXRbsXVdpE3UgZ2FrtTC456PdNT9UG1cYW1zPMgOaMsziwc+cDiAHRezUFVijAnraI5bM0oIvOD+u4cMNmpg/C2PUJezEYQVW6fgarbzRWFrTqYE7n0N+ryShfgWNLkmZLhPx6zUXypyhAzGX4ulwxfeZX+rNYN3RAJjershkXO7qvVdLs/mfTRoPFvJR1Cmapc/jNgOr2YJJm+/9ZGXc9Gy5+ka1WngC12hj4YBVh5t9X3jspqn3YXLPu+IqFgat4VL5JoFz3dwyb7ZimJY/uoWsNSBrw9rNHXEANp7/X78FlnrJJoea+Apmqb2J/pziXmk2AG/RmrCdje6IkUryi4lASTQGqFYQV+aVk8jvQniqRPv5nYvaS7OgAMLD7UE7p+UxiO06gZ0sVLT8jNvuF8uaN2QUWlNrCqdSda6rllhGjoBkc3uMxCqRmoCBy1HVYSPgkhKKgyGSDVLlDZyM1eUaQxkapKqiPP1IIhHlonZPG7H+ZfhnxMEXA6Sa09fF6Mgu8tqRKMnQToKWQ6waDATZL6W93SZSVbLr7MFmgmvVWQvNgqayjPqSL8Wo6PA5Keq7lK3x+cWTn0shqfn8OVAY7snm2sedqvuN43hM5SdSpUn6KBZiyUaEajZDBjYzZ0DM+hA6MGjo+6mXlX1/i602yDHxCjoCoFM5VhRjaqsBQysmXlIig5B7AAqnQ4TfRzzHE6+tElBYa5tDwHUWTStJgHjl8p4dn3+AmP54Gq5zUjAGP331I6Xq0uqMQzJMuNb9iFml2o2IWKlet5tb3kSX/Ee7sTWuvxybByPafVToXrpudBdUVrBi7Dkgu/4sP+mMthwT5UXHRLLncLdn3FMKifXdg67DZ3j+5S7hSdvKjkNkszAow4GXg++6aeBVVz24SUv+whT5MRBJl8QuVQP5Xdq8vzxzJf1mrpYzgEXLdGYcASQO5oTdN01sfMGKoDwDVj4m53DP7jAaXTzzQNLFplrq2Fpia1NbLv8feOuXmjJTRCMnbswh+WwnCs66tfJYbjLERfREzrSVc1bm2or7QRKixg9yASFxGzNVReLUHEpDEZojRrAVpd8RrhBVN1JKK6q8JelRGiofdqWyRJaJ3HZPLjYrsgRsP+psYNgl9AVTOmDyRrEReh6zOQes7CFQJp36kc4iNA+mcCWI0jX1D7YzX1LJoqM+SU60ZB1q7W9nPQ70x/kn9OhbnKvwf9IvVn+nOodRFor7R9fHenlBrJOi29hocqkeq829latnVDW3l8NtE8bnqO6m582eqCnLLnjJbwRBKrVgPcCrCtjHYI7ganegk7tZA2lWfb1aSkIMvZSExMu1KYLBWyV1WJrFHBeMzXNj3hkiYH9xKHUroJUzJYF0ejUSnkUmL8EGQEVZSrZ36zadJllfb4AqqKI3thSUU+VbZqfsm0yDMRNh8NiIrWSheHj+oOLOXEosWJuRxYyYsrDT0avFxLYBtF9TXdkm5wsM9O6kNhaqaPO1Za9jMJzezLYN/0h9qpwkiUXVeJXRCffxdRSnt8fJwuDMYgySpQM0G7XkamICLBkAbVY4XmFvDKgvq5Lmr8G2WBy8AqIiMJMQVATwvz7cczWzhlpp35NEeY4Ocz98UZO1O6ANemJSRDQM1Eu+jYB0djPftY8bhfsQ8VtdVN2sr23K/WnLotleht7/R3eL8/ZT20vL87YTvUDJnl7gaH91ZL/b1F9hbbqfFnEQ6rdioD75TUhywUVjNOnmW3S4CF5SmgCjJTFaeyh5hxbukHk93cxCA2HYKpuV1CSnpMY7QUPev8S7dtE2ZD5/gEinQjl13+R+Z0xt4nDkHcSJops/6PxzTMaoVUjhQi0rbE1++ze30FCWItOdBYjWT7Yw0vLskk0YHxSmAMpxplFatEXAaa8z1ffOkJ26HmHXuGTw3VWk22+8/1HJ9tcTZwdb0i9O3YHagvamrk0sUcbZQI+ZoR9O9qVcHhgWYZqXK5T3LVyJmotilJWFa9WjF4x9A7rb5UiVjiv0LSxg6DsvZNPbH6c+sRbbf/WJ/tZwZY1ZcpC8kSfikZUOl9EhQshVo7BcUqcDCZqYq5VGg6LSWGRU7J3gj7e8L+XuT424b9S8oK+Ea0Vb0vj4fhOAuYLaOfhpz2o/h7vW1wLnLUdjTWUxvP0g30uWU6JqFm8qR69eyaygSuunbsBAxJGLwjRoMxahSqlhgRH6zqLUxi1fT4aNjtm9wpyGgCWlxpxUStq8AIzlR3p4ahCQV8wevkIgkx5rJgfp4xuaSYRfBUcdwxFAH8M06NRZRegn0hMw8TqDoQxhct16c45qDKIqNovYxS2osk5nVyBUjPQqPCcJX7yu8Go2xlSlQcVkrmJqHq1G1HU9B1VNHyxX7B7qbBXdvRSb2UAUfrhAS2i6ORI0wg6iBipETOlG6WiC6cg1ddgM2sQdYL6AJLBr8ZjOfFTpzqDshaFxki9IJUFgl2ZK3S2AU4Yx7ykIB2qBYAVkC4aAFJL5BFXwGYCVRBBucUFktv+7UAVvBiUPW82zexoYslaDuNj+2C4/39Cdd9S20CfdDrhjOBpe3GgOb3hzv86s0DLvsFXXBshwofrIate5UVaJnEkDqjjuo3Qn2dqG+0A9D0WVdVynwRnRfF+DCVOZLB1BxYhUC6pcnT24LOBQujM2ecnTCTSCmOC48UVttqkC6SNwXWkJydQJeIdloVFnm+bo1lSfIxhZT7eLmt5bpV6h5tGtLsWOX78ht9GIupK8z5GcMb97C7AXrP5vNHXH7J4o90LU0umxHfWGWlc/PJcASh1bU4rCJp6aHLTVaNnqyrrqUykeWyY31TMZwYhgc9n3/tMb/lztsMyfL/us/x0AvmnWZiwStt7trvarh24NJo7plc0sibshx5IfWW2Go3vjWJykSGqNdlHw3Oqv6qi5baeXaxhjgRMMOqzBumXbGzkJJ2/vVD3qR43XA2Ncl7ZBie+Vjn4zMBrEwgOwJHQg1xp/5TSQpChf6kfIEg2gQtyCCEhZ5gu1fQlCz0d7L/RbS4jXD6D3LHk4dhCdwz1Os0hjmGNhEbFVzbjSLleOKxJiFWu/qOlx1ni90Iqu42W2UskrAPDp8sl/sFnXecLvZsh4pdv6T3DpFEZQO9d9q5nIQm2y8U6rJ4WYkkOu9GOtO5QNdVpCgahyOJGOzIionRAOUYphZUkiAuw4CoOzV9nJlKl1n0npJmDU7GpIa+c6SiQJY0ORzbjJyyEF7CNCnLujmCqhmTxVxv9SmO54Gq2yPeemHzEuDzSobz481BWAFVt8uApYQ0JMc2NqzDgi5WrH2jZd+bSl2xb5JGNA2MVgolw810kwB5FKTPhMiALhxeF87RvLF0c0VlFUTCAWs1X4R0Q5AXJE/2KTp8/xLimHyAVUsQZU+ZrWCMJT5y92CyohfIqADcxhlwFAiVTPqqOVinsFr5F1Mm2Sc/SizN7YDlOUtVRhiBt/7bGE+VAlvqfLuw9TURYel6Tiul27vo6KNjG7SD8Cos+d7uDu9tTtl7lz3pBB+MCt2j0U1TEFIQpDe4nVBfQ3OVcDcBu/eYITOXxUl9LlDP84QYSXHWsEA+/zFBzAynmBF06xvJNJGkSTheRkyZitTnpoCCeZiAm/6RHLSsoOrALqEw3NMLooThjseUvLHMX7TRrf92F+GtrsTC7o7+a7+Bh1m0mPMzwoMztq+1JLOgeTpw/aZl8+Mdtg74vVNRuDewyfmkm8xKVUpepJVHKq2UJKObblsHlm1P6zyvLK9ZVj2/crnEryLnd2/46Vd/id+5+BbfGu7ztFe7kF3daAUqgbGJzlv8dY3bG0KTIJuHpkUgDZp5GRdR16MIQ+foq6ANXFmXbCvtrq9s4Gaoudk3WhJ0up6X3MHQQndqqa/yRrKY0LqsLUtJWXsR/c54j9QVODXjfdH4TAArUOZJYsLtwISIREvIhp1+pY9R8auu4tGqWedwEjB7Q7XOJb2s95HekJzWfe2gSe6gj4m1grX9uR471JAarcGEI/0C1kc9w67CNR7nAqu654vHj3m0P+K03mMksvEtN75hM6hI/XLX4kzk4dUx3a5SEGPTGJJcSnLOBWrnD6TVQ1DdVZ0F8T6XAIM3CpYA26SD64UuajJ1LSVyHE1Ogs9lO+PipAPLpT8gi+YVvAkK+IbBqmOtz0xEvpCKy2yWFwVV8zIgswWxEFyFxcr3fRqXsvISSidgAUEv6u6b33ablXremIOqUiqMafKwGtKsdFTKhEnZqnJ7Y1Ro4KOh6xzVU0O11p3h2PFaugGzVkb9otKUwzaPGSkaqhnrIGnWOTWWYyKYStkCYLJvyI8bvDIHZbcmQqrsQTxIyjVjyenvJiRMBnIx617GFv6UNP+zNkpmBW00Ga1Tyt+wurEqOH5W3Z50NKWZ7NcAn78IVE0lQr2tMJIr0/F6/ZR9qnh7f0dZ6CzzNujFPmY2cx8cRmqG2vJef863d/f4zs0drrPO0ppEiJJB1eRbR/k8B2Xtm2ytYLssSPcKoAqoKgBXMKNtQtFPpcLazkXrkD/zWQmwAJiUJoFzYajKY4akDNW8jFsCeUtXYTlWAfRJUfi4GUhpKu2lNNl8WDOC/yk6J7/OErdU3Njn43naqt/gwCr1gzKHlcVn66HdnZrNG5EvvP6I82bLh9tj7i/X+Gj5YHPMzb5he9OoZU8QpA3jmqLaTF1rFsuOk1YNbL+y+pCbtuHbq7v0lxXnyx1nVqObfqx+j6enR3zn+g6b+gS3LQt3YrdtMDuTgTNqGFqsFqqoXMHRgJhE2FSkwbDfVyyXnRIFJrEbHG3lR/Jj8Jb9TQMbR32hmsQSU6dsmBBxiBEMWbxeOgRDVPaqWI64DJs+6wah5Xrlm+yLlL2rklEWqj9LY2Cj8Spyj1XCL3SXZDth93LA7o2K6m70gG6jj/VL6M4UVccm0Tw27M+F3cuaXZQcSGdoP9BFZ39fPTRSZ6hPPH1vWXc1f+1bX+Wn3niHkISLfkkf3Ngyvd43xGi42VcMuwqxiWYx4AfVQwSBoXfEoI6yXVfRNgPNrDZscnfh4PV1pFwLMU4BVVsP7Pvq4LMbQZVkqqgI0B3T6pTvFyGbhuoCpVmCgRgN3b7S4NYhi9VLmSiXb5IvXRFy2PE3nsPstTV2cU1gb17i+aTHPGT5ILrm1rgNoG7/fhtAzVmvKRMwEUjs8zV+zm6UsN4ew5AcQ3LaQp8MIRnWfctw0XK0VlNaU9ywZ50m0Qk4ybYDUU0mvdXFMwOgAxai7PqtmVgBaxXEzBD5Qfkk78S05BOzlknAQHTmsPsqZm+sAnyMslvJGsRJTonPC7Y1eUdZcgLTdCbKS3GJ4rlFQrVAouX48jBJZIkAh7qrT2h8nGl6uwQYk2EdF1yHlkoCS9fx1B8Rcqm4dVo2cBLxyYyxNp1XF/aH7oQuON7ZnHG5a/HR0GYPvBDdaKEyaizz7sX2Qn0F9SZ3NYU4eZCVUYBJ0EK3ZHGb5FJvSilbq2SANdoqmBHQjnPiRWMOrkIgB0qC2Mns0zABqpktyFTSk6zdjNNjTGZS8+Km8/rwe5pi3vglnZRqXHxrUwGz66Cod9tvtJE7/lJMpKEnPn6Ks5b65Ra/UL+ou78ofOf+XZrXPUM09NFhSNQ28FMvv8tJtefD/RHvb05YZ5nKflfrZjsK5/fX/LaXv8d31ncBeNif8Nb6Lt0HS1IbOa46QjK0ooLyU7uh8wpBCnCKvSVttZknOr0umE6ILfp3XMKsBupslN0DJMFlXVXRV/XBMgStBJWIuLS3I6iyPYAo+dIKoTJYIsk43VAawQwKpKRzmG7QUnoBVXUFTz/jjJUCJejODYsPEzYlhpV+SYqpoOlyOSFlrZWBVEfMVl2H3SYzDk6/03YvU1p2gGot9KeJuArsbVK0/lpH6iwMgumNaroEJAjhqkIGw3atZlk3Al9++dGI0mMSfMp+VN6x7xWYAFStZ7HIgrleher93hE3FVQR23hSgn1X0WchuzGRpvLjxXPV9uz6ikU9cHm9VIPCmQVDytv7UtaLwRIHSzH7FAFxEeu0ayJmB9o008Kk3B047B1p5zRwOQOpkfpL+QTNGCj9APJnWzIJM+NQursO2ufneqxPchQQNANXt8dtUfrHCV5+3mMikZgSQ0rsk8FKmspHSUHVnK0yqLkjwE1o+GB9jLvSUPHy+Sh4UBCSkoyAYjQArQwp2uwHJeBz8SkqKCKEybxuvrg4h3g/sVszDco4CsDyExGZrJBK1IOfAb+ixyoxI5LUhTulcdF6xhqhMF3CGGlTEL7oB6r3FVBV8sTynCIxemR90qOUb+flwPl908/6Yvpk+dCfcBNaGjNQSWAd1ausMZ4KwUmkMoFdqOiClvn6aOk6h88arMvdgiHYXPVMY9exniot3Y/9CkFUW3WTMH1hCZmYJ1GvqoPsv1x6k5Q1Tka0dEx+XqlnxwQmHogGxdpZSfAFX+bCTKUsYjGGMaYGslYlH3Qs/c0YslkzxfjVLUxsAYizuTuCvfl8jqh0oQjXx7ibshgwzenfQEOsxSxasJa43RK3W3j0hOW7x7itelJdv+ngScP7JydcXaz4wJ/TnHQEb7Em8pX7H/K7Tr7Bt7uX+FtPvkiIhg/sMeuwIHWWr959xHpoee/6hNOFlruHaOHYUzWe1mkE1D45frl7mb959RUur5e67hr9bstlRX1llPAoYvUAyTMyZXaWv1u5kKe90FSexgYa64GaTVfT1gON1a780lzlj5KSupaRsQptZvLzBs6EpF3yFK3obDNaV6RF89lnrCSo83oSZZdCbYgOwiKXCob8ISTtEEzHUbv2MqKNFaojCkKqEtIJoUlj15EZBPJxpDekVaAD0s7SnO/pdxXRWnavgN3K2AqaqkTaOqgi/bbi0eYII4mjipFijGjuX0pw53SjGqnBKR3ZV1piy92E9qTn/GTLSbtn09d0g2PZ9GyL0V8SnI3UzjMEy8mitD4miIZhcDgX6LuKMBhcHUbX9Zjb1CcKPtG0g5YVvX54pRsrBgVYKbNXYiOy8Lg6aOlx5/RYsew0yQtbpp+iKDsVGS0VysvUcpCMbfSllPNpLIgih52Ac/+pUg60Ij9QHuD3A177lE1AUxzN6YopaGGrQjJYiUQi29jwrZt7rK8X1J1MczRMpGMBVxJRvUxMRKv5VimXT8RrfFGyFqqknlXTBzFpsEpESJCJ2ZobPY5i9jA9ZxTVoeJ0wPowgTKY6W0UAGmkjc0bk9xlExJiZ+BoDqrKS02JOLtt7AqEMTi9AKroPp3OwBI/MwdRh2VAc3D7PlXchJarsNBOGMgxNoIzUyCzIXFa7YhOWLmed9MpF/sF3W6pwvSgwnSRxLavaLIHXUlvEFHz3uSNal62pVWcqRNwRuiMoKroq3KnXnKAsyO7KMaQjOXAXX0OnsoCUpom5saIKWaBun4HlAFLiJjDOThnq2Z6K32hMv6fCsNVSoIv+K5+JIN20BWoAFJLjRBLDNOv92EsY4m3CPnPT/EPzrDrPfGt75F2O8xb77JodROwP/8cptM1CElUH9ZUd7cAvPMLr/IXXrvDv/gjv8Qb7VO+ePSEl+o131re4+/bl7m8WnEzNHz7yR1265ajtuPG1xxXHWd3bhiCZWV79WdLFeuw4Em31A2kg9TrOp1Tm/KclrGT0wxC6g1ppekklQ0sKk8CLjcLRLTrvnVqgxSy1VHrPC8tbth7x8OqZTgRUp0JBJtgEPwjR39iqKw21JguarkZMJ0HH0nWKmvlLKmpnr85nY2PDaxExAI/B7ybUvr9IvIF4GeAO8AvAH8opdSLSAP8BeC3Ak+AP5BS+s73O75faAr7sBLcNjGcqH7AbTXaJrRp9MIBNHrFy9jBZ7d6cTZ9LuGsIqlKVJcWs9Ug5fHaKJCOAnSG7qrVRPhB/ZmG84j0QjwKyJDLGWh2kQ9K7V/sl0REzT+jwQgcL9V+oXXKOg3BqNeMN6qzqgKLbBC6944QDcdtxxBVmOq9HfVVPPmWwgAAIABJREFUN/sGZwP3lnue7tT/X32t/Ki7SoOBOoxizgPrA0GZuKXaNQCZtZqZh5IBVaZgxSSGXZW1G4Y0pxxMOuymMVmbUcTrAX18CW/O8qxoAaP2FeVz/KTHiwTr81Lfx2GpXjTmoGzINguWRC3KHg2Z6Rjygls6ASOGfaz4XneHd9ZnpI3D+BmoyqXAJDI6rZshjnoSMRmAOMlaLK9C9jmLUECUMaMIc9zxm6yviRnt5tuKpmrMEwSKbYPxkZAtEA4MOotGyk2s2MQeFPB0mxE7XAzH0t54g4zavPJ4RBnoWE2O7p/Wmvh8kfqzQCsgrONC3dazkac6sSdlqySwizUhCQvbc7++1tJhaOmiZTvUXO20cxgKJtDvaZfZw8Je+ZIf2puxWUdmJeSDMuBci5ctFpKUOWKnueD9s+DFCAflvfnP+uZvPTZvwDIoLMxWimpOetAwMb3JfOwXnNGPsGAARo2evh5yILM82/VXwLybcjHLovnreqSoLGMIIAazaInnx9x8fkW/OuIlIPzqW8TrG7i6JsXE+c+1bO+/zLq7y/FToT9RHa73ljtfh+F7C/7X+sf47W98l88tLjh1W+7UW147uaYbKn7lvQeETndSvbc83J6wcAOvn15hSLy+uODt/i6tGbgKCy66JQCxjRqK3Gs+abLkua1rSDEZTlUGO7nkV2Q43lvaZmBZqRnozVDjg2WRZTb7UDEEw/LuFl9yBqOhqgL7i5Y4Q0F6PZ6x8+UrkCNuUuVIdS4XfkRJ+QdhrP4d4OtAdo3iPwP+VErpZ0TkvwL+CPBf5n8vUkpfFpE/mB/3B77fwZNREbkk1IRMdPPns56qBDT6lX7AYor4VT/sWGndNAF+GUeWJTSJ4YuexfmOEIwKsweDbQJBskX+tVXqsY3gIilZ7vycoz8VNp+D5BKhN2xM5LJdMERDlXeR206ZJ2sj948Vma93jVZqBjsCH2PUpKwYhwKsQ6PIujAduTvQZhuGIVquNgt8b2lXOmm6fTXlI+WuPhmpojS+b6qE9yZXgkLWaCSlVGfXq5SE1Bno8zHbMF1Do2h50MDY3QeHICkxgrCxFBjQ7pt87uIi4p9cICIfAh+mlH4cQETuAP8D8HngO8C/klK6EG1V+jPA7wO2wB9OKf3C95tD8Pzy3w9j3Ga8VFuV2CRHNfaDTeM6NexjxYDNGivLk3DE036FD2aypyiRNRlkSe5gsls/dTLNM9Fy+UZCFioP/jAwtOz6C8AqXVgxswk+a/pKVENZwMqCW0bu3FNLhOl8i5/tgkO+z4gSm061CmMQcwb5o3XCGIdStDD5mPn+0vgw9mIYfe/J6QX2vb/yM+wevYeI/L1Pcg6V8Xyj0MMzPSTHOrSsQ8smf597cSxMz8IODMniUsBgOLIdx2bPPlVc+QUPmjWP90c8vlmNJf4y9FRpmHtdDzTOc7VrswSA2ecrYzPByCiRAVc3HLJCt0dmj1KIyljOhxFUK5VBeMwXgZR0sQbtmiKDsGJYZ0qHZ5wAWPHOKm9s7vY+j7mJWeJvRZmB26+1BDg/7/2k7JU1TqoZ6LfaXJGsflb95inAV0Xk6/mF/9mU0p/5JOfSpz5SQpzDnObl2lj6Owu6E7Ug2r15RvMNIQ39+JTwjbd47b9+jCwXpE5v9z/6Jn7lcOstN59bsH57xd/hTd46ucf95ZrHuyN+5PwD+jPLWw/vEQajG/MkLNxA6wZebq95pb6iksDfuPgqPhm2vuamKz5JKYMmg+xMXsN0bS+a6lQlUh1pFgNnqx0CXO5arInUteeNs0tOqj03vsEnJUBeXV1hJHE9tNROGa4q2y9s+preW7o2MBxVhEqoJFcIclftaFligCgKqhY1sXHExr24JM7HBFYi8jrwzwP/KfDv5Yn2e4F/NT/kzwP/MQqsfjr/DPA/A/+FiEj6KJtS0Y6oZBVc2Z2i1NAqUxKbrKly+rsstWw15O6ZUqKKToiNPia5BHXULkKbGHqnTM/WUZ12mGyWGTYVYRmRQSAI1ZFn2FvVaXWQFoHmvYrhSDPDrnZKm5YUbR8Np6sdTy6PuPvShke7I2oX1LuqMEMklm1P7QK9tzSVZwgGHyzHbcd+cAzeaqxN5bm6adnEhqcXK2JnsYtAjMLQ13phLTu0fPwsG9fspPyR1kc9R8s9tQusd62K97IIFtB2bVNE6appkEXAuDimgZMSUkWdVEVcKoz07HSBl/G6OjJmVcplnLzLOFoSN9t/FmUzy/jjwP+RUvqTIvLH8+9/DPjngK/k/39Hnle/46PmaJ5GAM94Vn3UmAOxSHyuWH3+mHk34D4pO9VKHB3XAYZkiEnNQEmwQcaMQGcmU1gJuRuwZFvmA9g+Yvd+XHyCzQJPq2zWuCgV0FS+WnnBG7uqClPgA8mHEVThHOR2Ys15y8dzWZ+VWY5UynoFxM1iUJLNm4aYF3YisXLEWkFVsnJw4VEdWZqYrPLx5jmjx5gA11gGnGn3zn/st7F79zt0lx/OT+EPdQ4lnnVYvw2mptuFPk1gdIiWrijvnXYKAmy8Xqfe607ZxpqNbxiSoTGe664du4WndITDS+WiGqissmCu8sRWSNbpdzZqtJHx8dBl3ecg2dGd2E1gI01NEmqxkB9XrBXCrImisFclmLYwmwWEj9olk8XnBgiT1gqmHLZc2isdiZIzBsdsNqPs0gHgny8bZV4bng8UU5rkC6AxTc+x6MixO++klH5URI6BnxeR/x34w/wQ59Kv6RDBvPKAq9/6Mvszw9G7Hr8y+KWw+cLA8XctzXPMLsP1NVxfT4f52WvqrM862b9Bssfs3zrmujnm4f0H+Ac9/9T9b9GceJ5sV1ybRH/dcHm54vJyxY9+7n3Oj7YYifzVhz/GW+/fo6o9VZVNPHcWe+XAJOxOsDshVailEpm1ahOxiWATVRU4bfY83q7oe4uI5Wi556zecVbteLQ/ovOOxnka6/n84gnf2NwnLnQSnNU79ZfsW759cZfUG3UQWkC6PkyPEK9yh1RZwkqbgKIz2ZaBF5ap4eMzVn8a+A+AkgZ6F7hMKZVQnXeA1/LPrwFvA6SUvIhc5cc/ftHBk+gF1PaMQvbyZfBLdXPVtlpt+1+d7Fk1PY+jRjrIXq++scl2+m3ALvWlBRzVYqBd9KwfHikDg3bokci/G2RvsNcGcydiTwaGlWP3SlImBwUK8brmeuuwi4Bv+7zhiuz7iq++ohf7h1fHWBvH1lRxkXbVs6gH1vsGKylrsoRl0x/4V1U2cLbYYU1kvdM0+7hSg9BhsBgbNYS5jpgMJuehzOWiYlYD58fqs3V5o3SrtVEzC71B7FyIwchKuUqFPsllIJWPm5CRpZJsd1HuB/IkUwsGCblsUyUtDeZhFg3A01un/qeB35N//vPAX0cvZD8N/IUMxv+2iJyJyCsppfdfNIf0rcgIiJ5nsTC3VJi0VzJ6WT1Pe2UwB4+ZjwrNgZsTSkW4XolX9+1UjR5W21jTR4cPappoe7BDZqs8lA5Ku9Myn74pyRI7/df4OFklFDFwiKRhmPQr2T1b496dOmn32pkmdTXmf416FiukpBS+lGzB/FmIj5jinTUrL4lkkJ5ZhCRmzAlUgVSaugcz+6UA6ZZOas5apQyuJHf+lo7EXDZcvvGlieGYxg91Dt0eo0fVrPQ3nWst9+p5VhPCPtcVLnur4elJdBedyxbvmshmqFlVyghsuvqAqQIFWMaksVNY/76Kc03WTKrmjBwhlQ7PWYxIP8CLGhVinABSLGxXyCAr5tegzJQUVinG0Ti0+FNJ1i+Nw5SMI33slNcXprla/maK+bo3gT0Nfp39fvihTO9FL9nPHYes1fS4kRU1QrM4AWWeSCmtM3P1Gp/wXPo0h2ka0qJhf2a4/JHE+vOOe78UOf/Vnv29it1LwvnJEeHJ7UvyrREDKQbC0GO++T3uXJwDkJqa9Y/d5eKrDX/x3d+lub5NgrNcNrqoWb6x5otHj4kIf+3R13jr/Xuki5p02bI5SaSTAfe4oloLbic0l9ql358IfiXILuEXjJ5VpgoctR07X7HrK/XRy/YKj/crHu2ONMfXeRZuwJC48Et8MpxUe7a+VjYrRZzRbF6pI+J12oZGu2wlJGJlMCPoj2CEUFndOALuZni2QWc2vi+wEpHfj5Zvfl5Efk+5+TkPTR/jvvlx/yjwRwHc2fl4u/ETuBpOo2qhEtrhVkUFF8FwsV5SnMCTTYRVwPTKvNhFoK493b4aDT632wYE7FJ1SmISobOYKtKe7NmGFe7G0l21mNYznMDRd2D9RYtfqIWDXybotTuvA4wNLFrt6Hvv+oSrq+UIOKrGQwNNM3B3tSUlwUrCWY216b3ViyrgbBgZsHcvTul2FbYK+GwS6gc1GRUbiYVpSlonbtphjM65umkZvIrSrzYLfUwwVLUfGStC8SPSWoKYNDYBSL6Yh8xCpeK+XkSEtqyUhZaanc8gqnkz6Dlx2tqdcnnxBbPwQbk4pZTeF5H7+fYRnOdRgPszF7L5PHrjNXv77mleza7Ec1BV/vWUsOq84KTnG4uWUqARYWWEPqXxOj8AMWusLIlNrLgMy7FUdOUXPOlWDN6qwD9bU4CKJsVHTO7uSpWdKLCUz49XUfgoSp4zVQVMgS5ag0eyliblUFGpnAItaydtTIjTzzAuuhITZj9MwuNiNvk8QXERx0bNqUsy6RRSyQaEZ68M6fC2MkW0BKiLJNnIr1S6n4Nvf6hz6MGr7hmGKs70cmVoSHLNw+GMx/6Ia98Ss2C9D9NldR8c26EeXfhLCgNAmCUgjExyKq8pjdqqPlha0bb3wiYnm6bA6/KZhDQFb8PERs4PPBeFj7cVkDWBn2IWqj5XaTqOkTx/zASqZo7r+QOb/vV+0veV46YXzKH82lL5vWjD5v5X30+0XjoGZ4ahRbtYLEOm1koQkc8D/wTw//CPOJfm86hl+eLX+UkPEagqZLPj3s9fU6+Pufia8OQnDK/+Dc/n/uqW6p0n+IurH+iw8eZGD79cIMbgtpHzX4Xl+zv291r2dyz7uy3DERBhe97wzfVLfPn4EQ8Wa8Irhm9cvMbyA6HfCZ2vxian0SB0UBYfyTYIK68bf5uoW0/v7eSfFQVXBVrn1Zx7cPzIvYf00dJazy5UPOoUbN1pttTWs/cV37i+hw+z4xhyk1uayQ8yyI8JMPiFVrGi0+tRrO2zOtLZ+DiM1e8C/gUR+X1Ai2qs/jRwJiIus1avA+/lx78DvAG8IyIOOOVZpoKU0p8F/ixA+/obyQRds43XcqBfaV6fbCwyCHEZ8RswJwMxGHxnp0U+l/hNL4RKd3neG2JnqZYD1kW691YsHht2n4P2bK9rxaYi9ob6eEd3PNBLUo3VVU21Vlo6NJH6qmQjMcbnhM7Snqmlwr6vxgujqwPtomdZD/zE3ffZ+JqzescQLd+zCiBFElddi4tGnWGzWN0HS+UCzYlOoL6rxscXd/TikZWigra2VkH8xXrJsG4ycIqEkHPZbMR7tVSYPnz93DR2IqkBaVSDUkHLhMWbZFzISrnCJijBzCF//lGQLjNVpeOilGObgGuzj8XHHx8LnN+eR7/lNzcHj/k4eisrhpBiNvmMhOkNY3N33PPZKkvMPlYRRh+r+f/7VLGJDdvY0CXHLlT0QUu+c6G25FBl47WTLlkt/5k+IINGlEBmj/qy649ZO1VAVpxYB1BQNRozGvVfcU7/zW3wY6kl5JJiP2j8TRG0D2Eq+xazSZjKNKWTS5hc2a3JAmH1u8IxlniSPbRAua0PL8x16QAmx+IERHF9nz5yl3hr/EPNoa/9RHvwmJgM17HlA39GFyuq7MHTSs8+1Tz1K678YuwkNKIZgWWob5kQosn/i+o93KCpDd7h+8IApTFuCjiwdhlfT74/5lL7dAcTqIpRbRVEGNmiGCctXikfx0lblTLQOrBUOGCjMkjJoEpEbjFMGSwNfoy/0Ztvs2OzOQTTPCz3i356KWsJSWnSXZU5N3drh0Mz3HzM8baQ8hKRGTKfpmgokSPgLwL/bkrpWl4M2j7WXJrPoxO58/Fn6g95mOUSc3JMuHfCcNriuojtDdsHkUe/peFz//0HxMdPOGhIeNEo5xnUB6vvkbalf+Ocp1+rWH4YGY4qkoXlh57VB4lhpd3B3TsN79z7PN+89ybuK2v2H6w4/qYlOvWmJKp+cjhV8BwbmTJ9RSVAstRNeb0YsDZytV5S4GAcDFJ7llWPNY7WeRZWmXmfDDdDw85XhBxx82S3ZL1rtXITBd85uKqwPbhOvQSLxYxuYgNhWeEXVu8zqGlzmgDWi8b3BVYppT8B/An9jOX3AP9+SulfE5H/CfiX0M7Afx34S/kpfzn//rP5/v/zI/VV4x9CkWAORI5NGssKutPI9++t/rhVYKXBtWomZvf6hoerBrMaaI47rI04G/Gd0DwB21XcfC3hFh4S2CPdzRsb4AhCb7Qr0MH6C5F05Okaw/HLa2I0bG8a2Km7cN9bdkOt5E0UjE0cH+1Y1QMvr655qV7z9uYN7jU3fNgf8fbFGSfL/ShQr2xgPzil97OZWWXVml/EUtX62rw3uhhnQJQiGKv+NuubhQryb5ye6DZQLQZEoG0GBm/p9o4UlKUjglT6oaZsu8Aw0xD1NpuEMpZfx9qNQcFUMSEFLQGO5b84sRCDqJmbixnwPfesPyyUuoi8AhTxTAHnZcyB+/cdzyvzvWiEFA8eEzMbdRuU3e4qvF02DEm1VUPOkBuSO5C0GxILO3B/sWbdN9xUR1qKS1ljNTftzBsFZWkSsu6ww+QGnOpqYhe81xJNYSlC9rCqnF4QrV4QR1CV7RXGMiAgXQ9dr11czkLbaLdgbsefl5mKtibNOgFlNkVAAeDIVplJODzqXcockbwoFkBV4m/Qx9gSxxVT7pzkedDoE5lD+mcNfbI88ie835+NHX+ABiajIcsW9ahSnyplmJyJ+GiwYqlydFWIk8nna8srKhPYDvUYvj5VwWQMSHe5FLj3jiEoI2ZdINRJPf7K/nLe1VlYm7wTB0j77tBDyrmpDFjO8RwAjYeagyttcBBrGMOYywga91E0U+JctvmYffHnwnMxvBDIFL1h/lBSYVRvlx5h6gQcQb7MAsHTyAjLkLtbpxxEQUHVf5dS+l/ybZ/YXPo0h9Q1abVg/aVjdneFYSWEBqQXhqPE5idfZfHOMebb75L2HVI54r6bgNb82pYSYgWpa2S10jiXEBiOHOsvBzafE85+pWb5YaC66pEQaT4MJGdYGiE2Dr+0rL95zMJCfwK7B4lwPsBgMF0usdeJ4ThXEPJ33S9V+pOiMPSOfq/fnbjTDEHbBJzTst699orG+DE+6ul+yaPrI5XYuMCTzZLtpiHuLW7pCb2Fq4r6SjEEKUsPWpU0uJ3a0sTaEBYG2WYW3yfVv8IkyXjO+EfxsfpjwM+IyH8C/H/An8u3/zngvxGRb6JM1R/8vkdKEBqo1toJmAy4mxzlsNAlTUL2n4iCXVtik7Db7HshUGVD0LjMmoSdg8bTdRU7b0h3BvrLeswnA7Arj7GBza5GBF6+e8W737tLXEY2n0/IWU+6qaieWtbxmMX9La72DJ2FweAfL5TBaSKu9TStOqNbk/i7773KzUsN33z/Pr/6jVcpvhnWxhwYGdXnKgvg+97hB8veqELAWJ1QfrDU7cCyGbhaL0jeKBhqPft9peBopzsEczxQ1Wr3UFWBfnCa++dNjqRh0iaUBS7n/uGSut7u7bR4Fd2WoAArG6xNoCr/Y/Nr7g2xjtlPLCJtIA5WQfDzr6EFhP9JngXn/7aI/AwqEr36QfUM8zLf9wNXMf8XSGMcDmTNlcQDEPXcnMCkNgtzpmpeOqokUEng3G2pJPC0XfH+MuAXLlsJCKE2CrAkTZ5EhX3qetJmhzT1uFiNDuelZb4E5c47rYyAyQuhc1C5MdJmLOUUUJYXw9RUUzt+KRtlz6rxuTYLOOfY08za2QNjQHOsZoBqNlSYLhNLNfOymoO0JOSw9ESon7tL/ETmUNFUFXBsJXLtW25osEwRUcVaYWGUvXYSKOHLV0NLnbuQ9n661KYkrH3DnXqb8wALmCoO62qTEqOQKn2+j4YQDC4z11SR0EK/MjRN+d5mdVEGSnMXf7yHwU+i83x+R++pwlY9r9OpzKcCqkbhemYzkuqq1M3dKqg3dmKnipC9gLHxXzks7d2+rYCq0mRR/mb5HLM+cHxs+d1Mt821ghI1Zilrxd4E/u+U0n8+e6ef2PXoUx3O4V865vLLhu5uJLYRjga4qUhWePKjFe2Dc+5ai7nZ0b92hl9Y2sd77NsfEp5cjN2C4hxSq88ip0f4O0fYpzfK/O0Niy9fcSEnLD+E6p0nMAzQNhO4twZz54jqjuP6C4bt65767p5lM7DdtIQbp5vzpSe5SLxokGuj1wWXfSRj7v53keZoQBYDIRiMSSybnpiEleuoJPJhd8R3L8+5ulySguHofIsPhu3FAqmjrnffW+CSJraYTpvltDpFvn7lmK5Gy312F7FdULYqdwvmL+mLT8EPcr5SSn8dFfSRUnoL+O3Pecwe+Jd/oOOK1lmNn+mdJYvWyKDKgORYlVJGCW3E9ILx+qGENiG9YDpDenlPVanjapAEtWd/3+HWgqnzrrP27K8aju9tOFvsVQdhk6LhE8/9O9c8lFOGbCQGak7mm0C6cdpJCLC1+EjWP8Fu05A2jq9fvEZ14QinAXM0cHSsXXqhdAtKonaBtvJ8cHOqn0UUYhB1cY/6WhfNoJ2Dl6oTkzawPOoQSaody4J1ly/CoGyaz6AKUFAU8/srteXOqmFqvi31JjMlMp6XsfZSmCpBU+rzOSpdf9PjmXKdADqD7QT/6Ckoi3lPRN4B/iP0AvY/isgfAb43mzd/BW1t/iYqMv03Pu5c+qjyn7m1KhfANaTAkOJBxmAZpURYjn07zsbmi3dIkhkryz4qsAKoxAMNVmI2CRXuNBuOzrbc3K+wnUGiob5Rttb2EbtTXWGsLNQWOILTlWbADX5iF8pCmJQtSCHozrLOsUczlipVbiq7zNiqsbxX/IasnQDVvGxUzYBBOc5sEYzOEOuy4OqFKlZGTT2zpnkE4o6JxZJZSXD23S/WCxKLCWbiGz/737K/+hDga5/kHJoL1Q2RM7tlGxsuhiU+KlutDgdCFBm7/yoCC6vO612sGJLBxUiXA5XHORUN133L3ld03o3rf8kTTVFy4PIUlO69IXg7xtuIi/ijyP6ewXWV5qzeiHZrDkHF6zDqoYQFtAq4kg/ctkOgZAeGgBQAVc5zKf3NtXlzxipH4qQQVMcnMh1//ndMpJjPPpetKlYhZZS/7+xojFtGAVGpuLTPj1eCm8th06RNTM5wdf1d0Iaq3ysiv5gf9h/yCcylX5ORIpvXWnYPIss31ppLK4mLyzu4GyHW0J8I1189pr5e0p9aHv+kYPwRL/3ikuNfOYX3H2nZ75X7DK+dYXYee7HB9IH9F++yfVDhdrBZt1AlhqWBYSCub5DtDhYtYgzS1OzvL7j+vGH75Z7f9tVv84XVEwB++fJVvvv0nJQ0kma7aTF7wXZCtAm7MaQu2620kea052jRsd42iCSOl3uOmw5nIuuh5azeaRPJoOueqXXTs+9qlSNsHWanweW2A/FoNrHXMl8UGQ2vzSDokxK21+qZZD1qMoK92h3OuVvjM+G8jk1qZ1BNC/ZwlLCnPaGzaojXCWnQizLo4p5s0ttzW78EsL3BryLGQNc5BUK9xT5Ub6n+gccatSV4+eya3aqidZ77yzU/9603KQaZZtXz6PJINzySWNzfUbnAZtNSNZ5gE2FdYTcG8UIchOgNZpvLL1a7oMJre5rGU9eqzei9Zdn0WElsupqTtuM7b7+E2Ei9GLKLeg5sTqLC8yTcXC6oztQmYrrYWtVH5TKCc4Guq5R5msfPFCPPKurrKiCpMFDloVFGUEV+39gE3qg4PXCw+CWX74/63BLEqRb6QhKD3SpYc/fu0H33nVeec/b/6ds35NLxv/UPP6EOx21ANR+FqQqk5z6ugCrVXsWx2zAWgJX/HVBQdRmXDHmS2hG4Zb800VibE9fx0tGG/YOK3bDEeINv1f+n2hrqa8Hu42hq6I8qbBdwl3ukz/5EpRRYNDJZpG4W7VTiy4tiqibBerJ23OXLkJmvXE486Ag8KNvM/nfT88tjYjbLS06tF0JlxteujBWjR1cSvS1mK4VSDpRZ2QaYoizMhO2/9Lv/EF+//FPcPH37MDDzhziHEs/6V6mu6lCPYtXVjC5WahYcLdF4jPQMyRIRTlzHda7gau6fljIa5wnRcDnU422g3/kQDNGb3KxSmKucnpCE4CdhVVhE9i8JEgzGV9SVitXdLmA3Brphuvi3tXqe7TrmXXppdq5TyIDL5ItsjMpSFVA1BiLbERiVMvR4nANn9dKZUa7r5vB3PVFjiS+VFAAYNwDJZHZUJOu1yBKFrLsy5qBF/pky1m0VSkycLz8H8PMppX/yOVPgE78efdIjPL3k7G+9TXP5Cu//zlMuHwTcnT2rdw33fqnn5tWKq6/BzRfg+Fuqkzr5NmxeEdavWfZnd6m2dzj51ga/dFy/2ZIMtBcLJML6dcvVVxPxKMDGQRtZv1lR/c43Of6lh8SHjxTYLxfE0xW7u5bd64Hf/SP/gH/zwV/ji9WeTUz8pfrH+dv1FwHY+ppffvQG9V4ZbxNzic6ozKdf6Cbjar1guKmpTzqqHF/jJPBkv2IfHH3URi9TBxC4frzSNd0b6idmTAVxW7JwXrWKodH5U22guomjkF2SXoNKdrHEhNkNusH9iELIZwNY5V2rX2odXM06g4KG3JEWGqiuhbDIbziCRJmyxRzUF5r3F15TQGaW6v8kFzXJJtwbG8KmJnSWxXHHebOlD8dsh4pfevc1jv5uy+aNiLm/p2kGYjTsBv3skeskAAAgAElEQVQD3mtQcdw5mjs9p0c7rquWzrRIp+ySZNd3rJqZ2aMB55Q1GwZHyHqJbVePQctPNkvaY2WfFo2agG52Dc5FpfzRHa5tAnWjgdBVZqbirEyXYrGQUJYrepMBVBYe1hFTaVchUSawVFipqFqpcuEaQVMxJEz583ZpYqQkA6lgpkk27xqMk/7q08gi+bh/oQjWnzfmru0vir4pQKwcYUDYZpZqH2sq8ViJ9EmF60WbowxIojEDd9sNm5Oah3crtrGmuhbsPnfC1EK1jSPL43YzB/bCJIWQNS251GGtCotn3YFJDFLli0dVSiozUFSOU2JKUprCm0s3YPYUKv5CafZ8CSiAsqJiTlTjGCtDrPW2UawuCcSMNgHFSmEcOUx31MdAnnN5Clr5+Cf4H2nIGEEU8ovfZg8ygIjgo6WygYrALlntEo52vL8LLpcmAj5qd1gpHdYusKp6NkOd2SrVUXmvYe0pSmaq4ygHCCl/l4Ws0covtYn4lTAcW7b3DKESXKet4pUTzM5mM9mE9H7yk8qlu9FeoZiKWjt+T8cmiFwiHD/6OagaO/ymY6SU9YKl5FdGAVNmev4ooLcz36pyn8tgvTBSEY3eKSXo8nMeKXe4CjLrVmTGlun3gRxt8+tyiGCOjjCrJWm/p/6/fpnP/02HefAS1z/1gPXrcPWFiuWjiOksw1lg87rgl4azbwYWT2B/atg9EC7P4OI3HWO6/B200J07xEOsle0hCLQB9pZQw/7McuwDcd+pVUFdMZwvGI5UGvK0W/FX1z+JIfGFRuVrbywueHt3ztuXZ5iNylBCk5QxEhiOImEZqU56ht7htw4GIQZD7x3tUpnZR5sVT80SH4yug0C8qcZ1y+xlXJqSgf40v4c8s91WOxKbIeJuCtsrRGsw2ccvWdEmo/Uuz/cXI6vPBrCKUrSGamFfJ538uTSXFgFzU1KwM5GyVSOxBNTXglsrEh2OE3FTYY8HmsZz82ilzHStYm9bR8LWsb9p+OX+NdJ7LeGOR24s8UEi3ekJg+E33fuQd29O2W21RcF3Dq4r1VPZyJ3FlvurG75tNRsp7bOot1ZAInXIGik3etHYRv8dsqMyqLtyCIK10A1VdktPOBcYBjeaB8besvVZgN746XFVINpsHWGTivCTEHozLURWrRpSYZa8HM6JlNmozEilYq0AudtIxrJfcmU3Op07PS/5nOXWWIKCt2TTgcv2Jz2KpqqU+QoLVcDUbVAVUiKmNOqqym3T8cwzrFWc3T8A2+hGlqM1PRWBfaqyd1VzwHZYiTTGc1rtOW32bM5qboBkKqrrvIjktkrbJdw+am0/i26TNYg1pKEsGALRjKnrU1Zbfj/eH5hDzv2xiuBdjJadlAHTsuHIXhWhuzHKdkUYT747XAy1rKeMVKiVlYJ8MRMF2FoCnPD32BeRL3LzTkF1fdePY2S5PqV5VEDVgM2AWf2qQpoA3tzjKibDLm9iGus5cXu6WVZGyNFXrVOB7W5wYy5gCVc3NmJs3kvaOGqtks8XvcLM2IRxiWR08+lXiaHTqCN9jEGSU3u6zk/dginl8lr+v2wNslePWPXUO7BWmA9RRiw9b0E5iEyaSn6jtupW+XAEbvOOvvKzNZkBNTMGK0d3ZUB10OpeaqlGSHEWdQOTHgaypk80deDX4TBNQ/c7vsqTn2iIDu78imfxv/0i4e33OF5vWH7pFbavLHDbwPIDgz8yhKNIlwz7O4Y7f2/L0VsD11894b3fG3n9Sw8J0bDpK7b7ht03j1h8oEzS0dvC9lVLeH0grR31FZx+a0988hRiIPZg1jfU71ywunuf7SuOb9+9w+V+QUjCG8ev4CTyd777JumDFgkyNqskpzKN4Vi9rowroF0wTcAsPa4KdN7ycHvMtqvZbJuxA16tgsw4vWVQ49FYMXldGsUS1Vpw27z5HxjjxUzvs+60gHFRI96LG2Wr9AW98Fx8NoAV4FcqegZ0sY6M6dJErX3GRvVUY7ByyAs6jKJ0LTsIcVBBOEJW/Rv6vePll67Ynzg2u4buqqVdG8KRIS0Dvo3cOVevju9c3eHxk2MWq47ze1c8ujrCX9SYa8v9L93wz9z/OgHhcv+bGQaLN1mjlF9zCTkGXUya5aDdyL1G2lgXxnDmulHPrSGzYwLcbGsw2lVX157UeHxvcdnfyg9urJGEXd4tB0GS1bwmb/T5Cz/pS3PO2AE7JYyp38UmYc5iHQCn+XU2a9GUtZJRfzXuBpMyeEWE+GmO5wnWC6gqY36/ETkASx815mxVnxKbaNjn0p+RSMswGoKuw4J9rGjNoJ2C0RHRCKOV6zhtdmwWNX3vGLYOn93HxUPoVbQ9dnUVEW9eFEYwlEq8iC6Io2mjc4cL46zlPlW5O3Aswxh9ZyUqxxY2K073WzP5Z4GyWNMHnsuMQqwzqHKM1HkSBVZ6G5k9mLC5jIA+35ByKdBrN6ACKvlBrBb+ocf8T0QMIRn65A4sFIZo6UTPuRM1L9YybxyZqlO3ZRsaVq7nCSuAHFWlzSoAIQkpaqZoStA0fhSvK5mjoCp5YZaLrcELLjPQlSVaS6gg1JM3mhm0o0m8ntsDYXixTpifw/kwMpaRD3QkKTc6lOBlY59dXEo5UDKbFZO+9ueAqnHM2aoZqFJAn+c1en90hqLhOzgEmZGYYSYNK59tECo5nMO/zkbsB9zGMywb+vPIY+d482ePCY+fEJ48xcbA8bcd/ouvEF1NkkRaeuJQMawM7tE16eFjzi7PuXnldcIXDEM0HDc9i8rz3tES4y12n9i+rOtHvKkwQVg9jNRvPST0OSInZubq/Q85qRy+vcsFJ3zwhZrz0w1///9n711ibcuy9KxvzDnXY+99HvcVETciMjIrMyvSzqxCmLINbiBEBwTuVAdhd5AsEF0adDDuQBMkJFQtu0EHi0YhQPR4SLYECMsgFS4Kqiqd6cp0ZkZGxH2f136s15yDxphzrX1OREZk4cxb4cya0tU59+x99t5nrbnW/Oc//vH/Tx8z9BXyYysvpkZNTTLmNaMCzVUWn70rwea9D7bpEKz60w3VHFfnQsL5aGuiA5wie9Ovxk2Ck8lA+iHgOke1FSsLRvD9UeNQwu6XAorD73rc1W4JNP+cefTFAFbZiypVyYTRyqwBEjUakfORFGvC1hbw2CphbzeA8UznVuzp/mQHdDJBXPPGlv31OalOkNuVv/nwGd+9eIPnly3d2xMkMw5dr3suXp3QrEf6Q8VqY8HKT16e4z5oabZC/yhxeVhRSeRqOuGs6XjhNhYF0x/d/YpoPFgtoz9U5sSe2SPnzegz5AT7ODlCPTF1Fa5KiE/4KrJZDfRjIEZH1U5ostcSnzu1juwPtMqs1JRBU6W2ycx2CprLgFJ+pxz7XOqbxeh3QNTMYB3rqEpWYQFfgk1itxiZAmiTS4ef05n38xopa6cKqDq2VyjdgMCtbsBjZ/b5dY4uogKqRjVtVekELJqqTs0Y9CquiOoMbKVAr4Ex0zieROtHO/QK2kYmp4CfxZN+ANcKkhySvPlaFYF5sPKMTkCa8sKVFsF6Ka9gbyDDuOy0gr+thbnbxl5uGkXA7MRuKEfP0+wVlIIjeUfyhalytjMMkvO4y/O57btkUxaXtVSl5GdREguocoNCLfhRlyrzz3ncTX5sZWDtBvZSM4mnV0efwhyyXImJ1ltnW+4T33HqOpI6Vn5gU/Vsx5phCvTT7VvulAXpZM2kc6ahjFk/qcXaJDFrIrVSpIp4r4wsxy/VMJEBqLrcHu5I0dtflLPPJMZZJC6w+E4dlwSPReuQQRVLJ5TkOm0ecmS/cWu4o7l1J7xZjkB7ybc0QOWzH5qBKCHfou7O01slRZ3FxVJY22zZYK7/S2QUn9Em/0/1SBH/u9/hy8PXGe63rP7oOWm7mx+Lry5w6zXTacX2VxL1ezvGH23w+6xnAtJuT7q54d3/asvLV3+GVMH+VOjeVNbXwumHE6snHfV2zc2XHThP2Ar1dfbAW61gGGwOgXUUTpGz7x8QXfH0rCae7un2Nc13DFQdHke0SdZI5ZjLgAj4vD5qEnQfSCExeqVqJ6boZmPtssbV64luX9s610Z0dMTTSDgdOV33nLQ9zy9PGEdHde0JO2uO8R20V5Gwi2jls8VTnk8x4a526G6/IPcjGcanjS8IsMoLuje6VwqgEuvyIznonYUhr/PjOVtwOE+Eg+B6MWd0B/7KE9eJcQjs9xVOrEQXnta8bE74+vlL+nGJwvGdMIWKIURcULprM9o80LDa9MTBUe9sN1hfOl5dbvhb//BfpO9qVuue4WDByNI5s4SARWSp2Xn6SM8kjvnGGWtL2W5WI3U10Ttl6MyGARV2BytF+hBnA09fL3lzpUuJEUIzMe7qXB9NuDoa2CsgqrBU83E/AlCysH9WOszUe2GySmnQKRIyuFJmsCV5By0YZTsDy8yKva5SoL3lcSlPbjFV5WfHzymAavG/yrsjue1XVZiqRbAu+efL60d1XMeWq7hmVE+Thc9eEihzzAlYCWmYjnRxAtN5Lvclh6jk+SGZxalAxHxlDgMyOsRN9pekaNeJ97O1gr1JZp2KR5HkduL8tZSIbgmUc4eYaaqciZ6TZruFshgKZGahWEYUA9DklzKg5vOfSjn4eG2NBqKKsN3YCXDROnF8n2b2yg+5DPia2IZS2vWSaN3Iud8zqmdUT58CSR2TmntzJZG1G/CScJJYu4Gb1PJsOKVxEw+bPRf9mjH6OXR9U48MMbFNjhizjOAI56bCeCufRJOic0oCMF/TKQACg5ccC5abJhpP2E344qpPZjyH0RYOFnAlx+DKe2YBeqG9j0dhp0rGICxAPAvjS4n6ljHosV1DYWGPO029LGwVR+VfOQLfuswHyaDKSLJSwTC2ao5iUrWuWrDS6C/oSF0H/9cfUAHT8QOSvajaZu7U/fobL/iDm4bquqa+VmSccHVFGiBdXfPgv/s95PSE+NXHDPcaquuB6sNX6PWW+0/P8MNjrgdPtbeGCTlZI3WF9r1p8dqG/Z99i5e/XuN78Afl3h8K1/0DdJ3Mq2qj6EkktBNTF9BRrKqS7xXOWc6vDm6RmCRhct7sR046QoiExoQaIURjtE4SbTuyv24tVm418ObpllUYudqvGAWkdOcnqHcJ1y8l41Q5UlMRG0/70Q267/IBjtna5tM1umV8MYCVYsxO0fLklkdRMQ+OfJAlZgf0vFbElXUS+X2+8hzI3hNPEtV5T7saEKcMUaheBXN1/WjF7/j3GD/aoGeTHfTfb9neg/RHJ8QHcb5RrU96hj5Y/E2jPPyucvU1h17V7DsPg2N3YUAmHEw4PzzIgGNmeTCQoUBQNDlishJftRqpqkjfVUy9Z6yDOaqvRrqbBl/lmJVcM3ZOZ+1FKjfjgwEn2Ux2p+kd1AmpEmm0zzjfhY7vz3dLe2oTTTODZaBKZjoVmJ+vmv+mZM+ROs7OuH1XkyaZrSjMyuFnO11+2vFZ3YCwAKSfZNHwaeL1W55WLCDJo1Qyzdqqxo15we3nLkFX1Ni4GWCJ6BwI7rziNomhrum1Ira2e2teZhbCQaodvvMmsB+8tTQ7hw6D+Vt9whso/23HN4KUkFHtZ9NkxqBlkUtqXjQhMIvlC6NRugyDQytPyt1/tiAy6xaOS8Lz/49PRcqLY2GrynmYFDcaqHKDudFrcKa1yuVC+ez72c9k3O0KbGXkQdgScVxNK5wkkrqFfXSJbWyIOB6EHaN6LqYNh1TTx8DLfsMQfbZZcTgfTfzuI94luioY6IpmBFwit2bvOTDTXvIxEKhra6HHqdnMJPPliXlDN40GbmMd8L3SCJAaqyhmJsoYT8lg21szBNyeP7Ds0jOAEpHsgyUUm4VSVj4Wts9s17GPVfZCk2w2OrNVrmREuqP5VBa+fA+5VZbMXaRHoAryvBojTGmJYHKSSzxT3lD84gKrTx3O40828OZD6ygWcL3wR88ezU/ZPxbiozP8FJFpQt94wOErp3T3PKFTNh/s8Zf7xWh2GDn97iXq7zGuHP39imn1Ju3He9yuIz7YMK0rXn2z5ub9CYlC+5Fn/Uw5/YGQKouI6d5U1ucH6hC50RVxqJiTVHpHv6tNmiCAT7bujAa8QzPQVBPramRfTVxtV6bDypm6fVfh60jdjJyvOjZhYEiew77GXYXcfEM2GccYst78zmIb0CA0Lw64Zxd2GZZmnzt5qp82viDAKjMcPu+AzHzKdmZitgqSTcJst5KZgkZxg12EEq2GqqKsHhnVuIstIlCd9Yy5uzBcBdL3Tjh5KgxnNf2vduzfsTpEqhcAsXlrx731gY+u7yMXFb6z9x/uKdWlY3gckc2E7sOsV4pNngBZwF21k7VLjxlpF73olA3QNNId6plVSl7R0dEnwbfTfB8RwIWIJsc0+JlNSr1HRoe2WSj/sjXdU8yhundHAUYZuM6ME8xBtyIs5YcCEMsoLNXx41lIm6Jj2Ne2s8inkGRMotb62iqBn2UGWkTrJm7PYOZOF+Cx8efdIOe7a3rMeqlazSo4IuxSMwMqAC/KZVzbYpzb8guoSgiVN5+yqJYlCSZYjmdCPBX81uF7xzAI4AnZkkRihTvWP8GsJSmdfPOFP/sU5cdVZhZLi21DVS3PLcxV2ekfC9Szd1BxVS/ln5mpCpK7/vIxLKwny9eSpFC6Hovdgh+UaptZBvLjU1oA/msA6Jq7Au+OWiKtjLn8lxgxtnhMHkfFIZmJYiXRwplTxfXY8vRwSj+FOWzd8G32vXKJk2rgjdWOm7Hh1W5tpsi5mcdn0W5KZjVz3InrRBlG2/SlNjHhiO1y//IHOzdxBdU1hN7hxoComeCCAdoCxJXJsj1hcVaH5WvpIoRFeJ6W74EFxB9r/Wbx+sJA3dJv3doEYJ1YIQd6l9NwVP67Rd6lxU5hZrLGaODh1kYCYxqKTvCXbaRonlR1RWobmpc91bZinDxnD3YMP6ypr5RUB+T+GW67Z/urZzz7Dc9wrlTXjlffOqV5ecr5Dx5k3ydh3DjGtWM4FQ5vetR7Vm+eUe1O6B6Yhcx4Cidvbdk0A0/be2hVE7ZQ7azJwHdCt685qBldyyDLmj4KEquZTNFK5yYp30befXjFN86f8U5zxctxwx80b/NiuyFFRxwcvk689dACcBR41a15cbNBL2vqbdayZu9T02Yrrp9sMxcT/mLAP3mZgdQRU5WbND5rJn0xgFVp25+F0GVnmkOAvcIkuLgAKlGMzVJHbKC+EdY/8uz+zGARLztzbOV8MO+XoEgTmYCzb1cmVEuCe16jAtV5T/PWyPblGqkT99YHnrw8N1DVG+g6PLQLMwVoz3rqamJYm7v56Zf37A62IywUfQgJETUr/eRN+5TNNTVYOdBlTZJryg0iUjUTKe9ehyFYJpKT2ZtKsr6J0S22CNl9fWan5l3e0Ve1Yyq5OaB4ekBmFo5BVNa9zT8rfHzxxypPLVYPfQWdww35M0Wr26sndyG+PtrqrkbquAvw81zYwUp+HrmTHXj8OJSmPGOqCqhqGdVz6g+0MpKwSJQSgzImKyVVRCKOILaw1j7OESi7oTaLjtOMYakZdw43SNYhudnZ3Dcev5/sLz1ySF8QuYGnWXBZdDTZBHQu+YlbfgZQDEZVl+ibu/qWMsTOcekEjA3EalkUkxjbZOW+/CsZUM2LZN4Y+V5xQwYTtZvLTOU5r7OkXHRWLs8mMD+r1o0EZ6x2EtNs9inQJ0/KuYArPzKkwPPDCVddi3d2H5AcXTVF6wwOPtGuR87qA04Su6FmyvE2AOIW8awEXWyhQmKcPHEyzaZ6NTPlcq1GgeRRZwug64WpdcYCRtPXufImISJ96cpW5NMsEkrI908adzv8YCn3Hb/Op2mwys9z1+kiXF86/0R0yZ6cPbIy03n8uUq5r5jeFi3h3fEL2hX4WSN1HXz7H+FWK/x773DywYYXj1qum5pVtOv35qsr1k8CNeAPiRQ8/o2OYVUhnaN7JOy+FEx6M8K4sWM73otopbiTkd3LhtUTT2ogVfb41FXUYaI+GegfGNMNdq+YNgkua1wvpNXRta4GpEhCOEAKCgi6MuLk0emOb957ysoN7FPN4/qa78hbtoHBuv8f3NtyWvd8fH3GMAZiFMbLlvrS4bujDWEgN3zkNdg7/PWAf3ZhZrrHoCpvUD8vpe+LAayO75bRFn51tuvCwVQxL9Kz03fpOvMwnShxpcSTxIM3rrn83gNcAt8JY+PxK7urO6/oZqJ7I3D6fTuYEoVqK3Rtw+l7B2N7ovDiesNbD694ks7Rj1uGr/SMJzXhIIyPJgIwjIFx9Jyf7Xm42c82DPuxZkyONkxcdw19CJAZJgulNQ2TiVTt5phiNgoU26EmFYYhELswO8WX33E+Mewr+/ubNIMqvcWH58NabBBmdipnDebOpNL6TlA0lDv30ak58rGamSo5ugCKFiRnPml1e8JppbhOXiNjleav7qiV6liwXsp5MxulC2sFkFQ/AcBG9E60jYGriOBROg2MGrKYeZo1VbVkM0l1xGwiOqpnSAEniVUYOXVWv99PNd0UqCrLwJomR6yTdcyEnPcVbacYayEEMZHu4ExTFeMcY1I68pYP7Jevx2yWJqSqFjd2EesanH+vzJNCQWV9Ve4yS5VjWjnGlWNaQ2xkKf+pLbZOl+YSKXNJyCVBZa6Qai4nBhOxLhEl5TT9BIH0z3iUbkBzyi9NDw4v5kG2dgN76tmzqk+eLlZm5Ds21H5iP9Vc9e38mk4U75TidjElA2HboeGk6klq+aFtNZGSME1kI2Bwzsxii25Ro9B3Rx6pgm2ucoNJMU/W7PNnzQRZO+KthVxrc+KXMYOmUjaTOyWOnwCoPuGcXlzZIQP1o5vIkTHoXKq+BcIcqQ5o40mNN8bq6GFRbB5MC/N9l3kqoEsKw1rms5dPZV1/UYc0De5kQ3x1ces8SlUj3pEOB/yLV5x/75ThdEV/3zGeKId3In7vOPlRw9mPPO3zgYf/b2D/fM3hLWV6p5+TPUYgRbvv1+uBe+3AMAWmyTFIzXRi5yl5bP2+bLhKJklxj3qGtiK2HjcI2iZIQmySaZ7BcoIBzkYjSPbOQJqH1aM9b9+7ZlMN2T+uwol1Im7Hmu5Qgyj3z3fcbw8El3jzdMsHL+8x3jSES0/YyQw5Vi+UamfSA3WQVoFw1eOevlpA1XGe5q1595MXtS8IsMoXzGyhy6wpUQFXDnjRW4F5qSTb6ZIyC+OUy6sN6XSC0bQo0nvrNsw7Pk3C8ObEYVvRPUqkjRVaJQkXP7xP2DvkvT0pOrZdQ9oH0qOR9UnP4aqCJPiTiaELpJtcDz45UDnTS7y3uQSgT96E5ZwxRc8+2e72WAg+ZVsELUL3Jlp9ePT4kLUWIeFzGVCc1Y7jGCB3IEq52VbJmKGg8zESn8zvJmFt3EUAOPm8G8DE9gWs5mBnzYxWMW08tl2YQVUBXNUR5V6if9ReV6Mz6lbdawFWipXzvHwyRPnuOC4FwqKdKgzVXaYqqt7KkY5q7fL2XCHmwmHrhlwKqg1cwWw2OSXHIVZ5Xthow0jtJoYULENSlMpHxpi7xWamMS+MlTI6wdV589Ef5cRNbtlVlSNSFhn45O5edRa7z+7shfXKC9MnQm4zk1ByAdVZm/+0YnZZL/ZNM1jy5i9UQNWxm3oBW5JBlu1m7f8lQf44TPjnPY5LgQVcleFJnLqO0YfZo8odnZ8peYbk6WLgZmgYo8txjA5cYorZJyqPlBy7vual31C7SFKhDhPD5ClhzeX5pXKvSdDRNmpSZ5aq6CXL5iceHdOSllAYHrEdeWoEKsV5wY2TNUKEnNhQNFFzQ4EDopUIj+bQbDBatFXicrhz/GTpz76xr3ejlUQguLkEOBvCkqd/eUu3APE5ABxdmKxyqsp8n327ZC43vw5g/ic5xHv0vceEqmJ69gJSxG028P5X2P3KCSd/+BL90YeoF6Y1dI8n2jcOuCTo9Yb2lR3E3bst6qF5pYwnQvXtllRB9+WBzYMD++sWrgNjSJzfv2Y31FyNqzlUeTw1/8lSbdLnDalO+HsDqwcH9L5Vo1wfSF0gbEYmjBnTdcyG2COxmRiktXO7itw/2c8Gu7+7/RJfPrvgtOp5NWxmzWpKwqYelo3PFOhvGvyVXzyrhNlmYe4BaRzVdsQ9v1xMk4FPNG3AZzO4fFGAlcrcSkwyVkoGq4G6fGOOjc7hvuTOO3dRgZjAt+ibUu8NjKwmxipYVl1lpqDc1LiHPaf39lzGMztZdSK909G0E91NYy3vF80MNtx6olmNBJ/QWkk1s3t5db8nqfAr917x7aeP+Wfe/oivrF5yNa14s77mu7vH1C5y2vb0QyC1gs9t0nFyjGPedVaKq5a20gKM0ujAKdNQOmvuRNU4bNJm41GCMWFgoCrU0boqRo+OMnfzaZXshh2s1FASxJfzQb4J6gKgjs9VeQ4YYzW6LHzHROvlKZUFdR43H76ukXJb5l0B+10d1fH3n/46C6gq+LeMXj0DbjaQBCsNFguGKvNmgy6XmRc1xXZ+8ZQX7iCJ2k0EZ+dmGIKZ0nYe38kRSMl+RUlRcVR7izORJpgdwzAhwwQ5SFSiHi1ocNdmQby3kkkVrM14SiYgXj6wfdWj18E+S2lfd5P9U2faGidH06R4iubVfS4DHscjYcJ1Y6jse2MfDOgce9S9NurzU4Z1/PV0vuIqruz8qczZgmYE6+ljmA1BAXODnjxT1lmVsqCq5Zq92q1z5E1elLIFw62KVWmFK6HpYsyVwLIhylpPyc0jYWeZaGY0m0uySa0JIiybHVcFa2AI3pz3p8lsPOZrIwOsYulxpwtw7igNwUxG3SJit88uC5A/Zqtm1lRNbF45mIroXZeuwDIHTXm/mH4qWTqS73llQ+HcUg4Ue89boOqzL/l/qkfa73H/6IdoXePaJmuravZvb/V+bIoAACAASURBVLj6amD35pu89d9f03zvGfcevWtM4ZNTqJSv/zcXyIfPkLomvXmfm/fPKNSTm6xqtP5+jX6v5vzKrtPu4Yof7N7k/tvX1PXEIZefdTPhGut277YN1ZOK/o3EOw+v+HMPf8yknkOsOMSK718+pBsD29GhVcI3kTR4ulibX9tmRJPZE11s1wjZAy4zxC8OJ7P85mTT0Q12Lz6MFYcx0A0VsjdQ5UabEv4A7SvFj0q1swlRX46EH79cSt93S81wpwz4k1e1LwSwkgTVlc+ZPXZD9b3cMg6cTSaj4C6qJRt4E3FXwdBxSKy/21jq+1d6qs3AmBriTYVbT3Btf+6UHFQJdx3Qk4l2PeCcUm8GxhDQKLiQ+NY7T/jeq4ecrTqePD9HBmMMdB9wJ6NpuTrPt58+BqB2kR8eHvJWc02fKj7Y3WM31nOcha8iq3Yk+MgU/dy9MG/ekxmbiliEjo4OqRKlvVpz6W32tVFsllR555rNBe3FJMdh2PfilLrNn7mIYnPQszjLD5zBlRr7Z/fDcjO/e85y4ni+mVtWo8xlHq0MxLnBW3TAa1oP/Z0d6bHT+ueBKMjWC/m+HnP5b2SxvimL5YhwrU0u8cnMbJRcwI3r8SjXyUpErRt5WO3YpzFrcizXyroKHU4SQwp0k3WITaNH94H6lc9Boea3kj/kfF1MrVFEPmuT3JSs4yrZbv34sJt7e1r+mKOuLK08Wh1lteVFsHRRGeACxBswUDuavrP3VWf+W1Fz1mUADUcASw2ESDJ/Ks3ks3qZb15zPFVcDrR5MWmOxxFeN0T/BGslikfxJBwmIneScOJmgFVYpiYYUL7p65mBPG5IAbvOUxJCNj1MyVkAOwDp9vOP2G4g6xsz+MhsoEwm/g2dRSRVW6W5Ngd/sx/QhYnKr2m+PRU6xaMmiGRMlab83HxyMvt2qzsze1UVj7VPdN1lV/Y5GqfcpAroH6d5w5LaYMqFkI1Sc1C3yRqONghxAfY2h/J8KkzWsSGqKsTsLH8c6/QLOtJuB7vd8oMYmdaO7oHizgVZt0w//IDNhx9zWlfoNCGrFenmBgD/xhuMD1bsHznGEwtt7t6xvMHxqqH9KMxAvdrB+ocVF/HcAH6ts0+iOOY10o0Qrj3Prk74A/82qzDy5c0FbzdXOJSP92fsblp0yAbXCrTWCKKTozntuXdyYFWNXHcN+67BuUQ3nnPYNwCEauLeyYFNMzAlx/OrE4a9VZlEs5aqzsHLI7hoXcgorJ4e8B+9XGLCsq7KDmjufC3ZmvP4yYvaFwJYkWD9sdDfLyK1THtX2O4qi9iqayEc7KIYzpTpzIIW49r0LO6yIlXQvoD+sbPW9PVEelmTtEI8+B+u6L+aqE8G4mpCB89h27A+7XlwtuPJh/ftwn3Z8Hs3X8GdjnSHGr229oF0f4TRkUbH6rSnl4qqmmiriRfdhnUY6JPn6f6M7Vhzvz2wG2sDUCpMMdJUE/dWO15sNxxyB1BKixmgVNbl51bTfF9Io4McuIzK3NWnmYUSIbdOSF4T1W7Sg5sjAcYhkKLgvO1+QxUZd1VucV0miYQcgZPfR4uQvZyYKIvnleECE8KPRrNKBBnEbAE6cP3ruZGVd1nKgZ/+vqX8dzuqxsbsaWWqYTqUqLfvxcZiCR7zp3I4PClHnpgWp4iekzpaN7J2PTdpBZMBjJ5AkER00fys0mIeKaKkzlO/sF0WCm5Qqr3m8piVPdx0VFLDSoVkPykhi9EnmG0T5rLLkbBYZGarrO2dW4yWLUr5v7ndGDVzUDeZU7vvrXWa84L48q71kwfeTEVRW7fzSZMMxHw0RkvDAqqMxc6bhteUF3icEwgGrooFQ1QhIjRu4iwciDh2U8Pl6EjIbL8RXKLyduCcLGDreDTVaPqpvPsG01Ol3KiiKjiX5tzQyXsm8WajAgtqnRtW7Hp1EWSE0EF7qYSDHWyXu55wQsrndvZ5Oh6SY19Es7H/pzznWE/lBJxf9HvZquPThqoa8DpirSwIPOIKwG48CW/5ltye40hmMT3MtjD5M2twiMa80ctSibufI3e1/jKNeH3N+f/5Y1x817RE15YuYu7ouVKSQRWA7ve4IbF/W+jfHag2IxKzBch6wk2BqZUsUIdptXTt+4NDJqguAvHgGZtkgeAYUZ+i4/l2w/Z6xbfdYx7e33K/PfByt0ajQ+qIOKVZjTw63XGxX7G7WuGcchgqrnYrUpLZ2ideV2Ys2iT8fWsCutyvUIXhpobBMnHdIBZnE2wDV6oAblLWH9yYpcKUd3x3/dlK5/QnxhecsQKILdSX5EgMiKcJ9VZKUqf4vcONxmKlKgOKJm9TRqheWrdCqpTYmm8VZwPxWUvoBHZkvwqBPzwhtkp8c7SFZDQB7lvrLc9XZ9TfXpl9Q+sYO8fU5vKjYuxOUE7uHcyDaKPcW3V0U2A7NOzHmo+257Rh4uvnL5iS56PrM6be4yqz5lcVLg8twxgIIXf+TW5mlgwk2W40FZf0Ihwnl9uK/mZuSdYMmMwBvmR+uSrNDunW+azEzoOzCAHprVajrbFeEkyXBdgCWej2YrWgLGL47C8ivTPH/ISVI5Pg9w4ZbQcdV/raiIZRTe20aKd+OpaqdAIe/6wI2KujSkS5vLworUzstM6PKZCoJTIotzoCS1dgpzWVm3CptoDerKsZgZSDfdswse0a3DYYqMKAarWH0ClTkwGUQujNRNMdOUlrcHbncLrkAmagAyD5uGjZ0QePNpUBqxnF5xfLhp3kjECJMdtwKQQ3r2puyOkBbXFit5uWTHeqhwUXCUt+ZK5wldfSEl9TwFQNqfZZ1/W5p/JnMgb1+CNYOKpfcgFxtDLiw25+7JVsOEQrP6hKPo+jbaTyh7ZShcwlC+8Sq2ri0XpPQtgONcPkcQKDTxyyOL0KkVU90o8WhRW9QzTNG6y7uKF0AoqC7zJTlUuAro+4IRoAyXNIcsDsbE9wDLxjjsI5XlOO2avyfO+z2//RCbp72WUmS2MyfWwpF86sQDYurQIE05OKF9sY3L135Hlj86mAcAubtvm6gDZNMpvZzp/3l3BMP/6Q1Y8/BLltegwgVY2Ow/z/tNvhf/e7PD77NZ7/czWpqlldGjCa1nbc928r43libmZK4G98BiuAiqWk4GZ23Q1C/7xle+5Nf5vg5asTrpuW4VDBLpjmtzHy4dFqSxMmPozOImsm83IUUXNXv65sQx8xu6LouOkaUkkn2QV8ZxmaqcoEjNjmdPVEqG8iqx9vcS+uPgmqYlz82Ur573N0VcfjCwGsRCFWdo7a58J4Al0D4cYbQ5WZmdQobhLGUyXen5CddcOFG8fqueB6bDdW2U19fJlBVdZojCeKG+Dkx8YtX5172rd2TKNn6Cr+4dM3Sa9qhnOdGRytMyiIYmjdK9W6J7jEphkILnHWdLR+pHaRy2FltD/C9bDisl9x6M3kTCdHtYkEH7net0aTqhD3AakjLkfSqGKluZj1FMfHqvzfm1bKdDMCXkmT4CsDZi7YjapuRlIyozUd7fXcZsRXkXFvHRQimUqv09yhCHkxONoVS1lLj//1DnfIu9vMXLnRatmphqnR1yg8NvbJcVtjdexbdTyOmau7oKqMVmT+zVngfnR9JXVU2V0ddcQSBY8xH16ymF2rW3qciBlMGsvhqF3EVf1sFOmGzGBMEPbGOvg+oeLmrjs35mObL/hUWZu6E8EVk8Q79gtahOhODEzVgVQVq47MdmJlFoXMAgBjNN3KLHg3UXABb26I+EPCV5JZKOZom1lYfXSijsXVfjCmKtYyg4LSBTy1y3GQ1xBFomCGrmJmmUkd12nFqB5PopJI60YqLWDZsiBXfqT1Iw5lHQYaP9HHMHd6DpO321AGVpod2O+3e1Z+5KZu6GJFkMTV0PKSNQBNNeV5I/Pv4EsjDsv1OYPh/CMtC5wdN98nY6umLDafrMQ3Z+mVvz+bdRamx7RJzuqzt3RT+XlHRp+3Sm9Fz+eWn9niNG9NFrBTwJVzyDhByFemMlsvfGLM8i/NJVC7cWrlDUhFi+/BYx2QYNfDL6OP1fH4FFDl33xEurgk7fcAuLbFnZ2y+X8+ZPOdmvHxOdv3VmzfdezfSaTzkaqduJf1TKpCW4/cbFfwozZn/Zke2fdW3Ygtsx9lGh2uiaTJkfaBfsgm11O+L6nnJrR8Z3qTGB1NPeFzBWWaHP22wb8KtgmrjCWjF6bYcL0OM1lQsEOxU/A7R9wkfCeEzuaNuzlkFj4vvFlf9U8CquALAqwAuyHk1mCJ4A+O+touqKOQePPJWSdk76muHL63EMWTD+1KOzwUtLbFvboqu3OIrZLujfh24rpecfZHDn/jaN8b2U6OurUdpq4jen8gVNF8pPqKNNniEOqJth2tcytErruGB+sDb6+u+Ffv/QG/f/gSz6tT/ujmETddy03fMEyeWLRHTtk0A403RD6OnjgE8EpoplnUnlQs0T6Kdfo5ncGTgnX+5WNWlOGuRNAAuvdEhXsPdhz6yow797Z4utOR87O9XQSFfSqu1j5rrUqnIdzaLeqxqWi0zEHXyeyrhJinTlzBeD9rfg7OOk5e00ax+E/5vKsurFMx+zyOqSnf3zUCLaMSh0MZdXk0q5QY1awTnCRaKY7ViZRF7C436idc9r0yO4YuVfQpcDO2M8sRXMSLAdrdWDMOAZdjXHxnmgA/KjIpvtdZd+Kmxd9HBVLtcDGXd6a8U0+2AC52CWSA5azkUvlbC5eBl8xiJGyhGi28WTKroXVZEHMGYRY/+yHhB4eLEJyaBcNKDWfOzBSz43pxVC8dgDF3OrrSVp8XcjdqFsf/E02Nn3oUewww9mqf6gygo9km5BJwVEefKkb1rPzAm82W4CIn3sxhR/XspoYheYYMroycEyKw7WueulPeXl/zsNnhRedOU3Nqd/RjmE1D01FnrqpbIm+Auckk+8f5ntnB3vfJGhuKG/nIsiGLugh1C1tVoo6KWXNmqeSWhYIwm9E6N2cPQi7hzl1V+Xnc8cIqwvRSZvF+KTVnAORHIbWBhF+Y+QSlseGW67rqnAigIjhJJsAvv1f+9tLl+qcDAB0Hpo+fGlNYysOrFfHdRxze2XB44IktXH8N2m9c8t5mz1nTcd23fHxxhiqcrHtElFBNTJVSdQ7pbD0PHezeNZsF5xLOJ6bJE7uA7HO1JESkiegkc0kx9p79TWUpIsKcoVnXE2nlGB8qHDx+5/P6Y9UR2Qaq62LZpLlzWpA858Pes3qqrF5FA+5tDbu9zf9xMhBVDEDLgvrHBFXwRQJWMAe1pjrvWAV8Docsxpq+t11VfZWNwzI7VW66EqG+Mjp8qG+/frWyF22+vOWq2UCCi4/PoLZOhLOTA+t2wGU/mfvtgbdX1zRuok+Bl73tImsfebo/5bzteGt1Q+MmvtO9nT2KjIkYJs8Ys9A3gxZx5ri9GyyQ1Tmlaiak1ezlKEx9MIAUxfyJFKNHXS7p9X4GWcB8k0ijWTOIs8WvPRkYozFxOIXWgp1RuLpak/bZQNUqFHPpUQc/H2tqe08wBo1JzN5Bsa7NAuSCWnk2M2ia7TNc70xf5XitN7OIGSAuWtcCHByjLvTZJ/ysPmcUIGahy56IUBPnstGonk4r87HCnpfUMWpglxr2qaZPgctxzct+A0DtJ5oMzPZTzXXXEK8qy6acCqjQhXnQNJfR5scgR8ssJT49Kn8UEMVseWCLUGo8sVoYAWOK0syCaP596Uf7nRLKXJiqwmBhn03GhO8NPVm8jQUzp1LySwtL5aKBJWDxWMp3IytbKn5I1hKdzW5Tzkz8eY4yU2LWzYG5qY+YrcaonlomXNbUlWaFtR/sefn/lUTLGaxHDquK7dAwxWK5Yh2BwxSyHkQ4axpqN+FEuRpaa2CIzpiu5IhRTIeZzGdPi+ay+NQlkMmMD8NeqK+VcFA7zjEtnXQxszbTUkKjaJ6OjWDLV5/52+BuG26qGkvlvWVIHmmmlDSnY8w/n8ObheJrpXe1K0VvNU6589HKheIk89DMf4dkDczs21ZicY7yBQXMiT0uqXnqZflsfzpsqDHbsl6TDh1pu8Nd7fH3W7pHgf2f3/Otd5/wzbMnJBX+74sv8cN//AbNkwoX4fLh2pprOqG9FppLnSU7qRK0jaw3nXk9usSL7YarcQ3JvKwSHm3zOtHnuZe8aXaB7rKdKyTVeW/aX6e2aY92rqdNQoNSXXj8wXSGKWsyw4FczbIO2c2TiBsSblKm8xXh5aXlZt4FVJ81Ps0s+Wh8IYCVTNC+UPp7xn7IZIthbC10ub60DpeykJ/+ABDF9zBubLebPFQHxQ+y7ILrRQwvEdKP16iDsU1mTvZw4OzswP31gcpHHMphqmjCxNvrKx7Ue9ZuoHETz4dTvn7ygo+7c86qjqTCVb9iP1Xcqxz7VHOIFR/s7tNPgVU9UqdITLasdxjjcxiq3Eqtc6p9EcpqFPMkqrII3Sv+dKRdDRx2te1QqwS9zwjf4bLQPTQTp5maHZ2FUR4OtQnXVcBH4t6yCKnTopOCeaergzPwlBk2rVnYsmSgSnrBTYIbDMzOejfJMTm5DOimhYado4Je0/DI3B34eXmBx6Dqrs7q+PVAj0qCYrEmah1hx9lyrdhOYFDPXhsu45qn4zmvpg27qeHFsOHHN/c4jIHTZuCkNnbDic293U07dwKat5O9rkTw41HJxgluzJ1eSWcaPQUh1Y5UOdzoLXDZW6afG1L2kzKQlEqIcsjt6GpHzOfXpfJWPrIaFnMszkReVN2t3Zwky/cDuyb9kHCjX+JGMrAqPkTqlFjJwmjlx9202DKUvxVMwC//P3aPf9zhsrkrmJZu43oGDXM5MKrL1grQuJGoJlwf8XPZzrtEyiAruEgTJnauguxnJ6J4Hwk+kVR4dVjbZZgc+6HKYCoDqmiB7Tq6BUAdbFce2zRvWiRfl9UO6htjqmbdUSpfjYkUsHM6gy47+ArWKRrMhkOmCMlnsO7s/5p3Y4WpKmVAWEpNJfojh3jfslbQiPlqLCBLyvwqYuGElQZjnL367PdZynm5QWIObC5lwQy8lribO4zsT6G7/KUaqubMDuA87mtf5uU//wZX70N6f8fX33zJOgz8vadf46Mn9+Gqor1wuN5AS3PhrGy/spcozLMGW59lcmwv1zxYH+gLczt4/JibLQbsWslNVRIl6/BARkf9Ks+RKMSLUD7mHOIO4HpB9iaTSPVyit0A9WVmqDBgVb/q8LsBhhFtMvsyjkuwcolhyjpALWVt+FxAVcYXAliBnaDY5ms411tcFGLQbD5YyiLK+nlk/8jTXEV8b/oeyy+yx1NYarvpbILJIYNQ3Zh2pfrQEWs4VBXptGM31Hzz4RPeqLc87c+4HFY83Z/NmochOyufVD0f3NxjmALXu5a6nnjn7Jpn7oSE8ORwSh9zZxcmUAWIqbIuP58ype8YB2ur9lW0co2opXKvJtanPYd9jUbh/GzH7tAsW2kV6vudZQZWEfGKryIPzvYktdwlWVlAq0bJAZZK3ObuiVXMYnabqEx51csgr7TK4u0mpZObo3ikF3xvHRbWvqqzFs0aC+xDxsYE/iiLGeRruJfpUdnv08ZP419VOgTvAqxjMXsryQKYRWbndbAKS6cVL+MJz6dTPuzv8+HhHq8y06kq/PDlffqrFpyyPRm4f7rnvDFmczvWpJuKsLObjR/UyjpjBhtjAVHHRpo6/6OPqAvExpFqwfUO39sqWjr4VCwAVUNmtfIiOYvb+4TvJkgJNyXT5JSFO2U2KnjUOWM7HLk0KfNzZmG85s99DOBZ2KnYLuW/0CmuZxbiF7PRY7D1Ooag1oCA6at8RiGORC3uE/YLrYyMbhFzV86aFRwWddTNpeHl8zvRmRU/z/rMi37NddcwTIG+D8TRW0PL4JDe4Xo3WxxUNyZ/SBXElWdqlVRbbqobxTR5XcqlVj2aIzYHisv6cfkOYO5+clYS1OBg8gaMjoFPLgPO5znpopeCuayydFcdXWvzAsWyaMFSWiy/f+Q5JUltHrJsNGaj2hwGjmDi/CktNgzBOtQWbx5dAN6fDgBrOgCzXAgB9/5Xef6XHnHxLXjvz33Eb77ze3iUj4dzAH7twcd8sLvPjy7u03cVh8FbNaN31kw2OvyNJzUJzibEJ1brgcO24aOX57Zh6Dxu52cdqTos+aONSzn74Ak3QnMhVFtlWgn9A3s4HemeodwfjOE/9skLB6iulc3TiWo3IUPCH0bc5Rbd7tBDB86RhoHZFLcMTZDcMj9/SkBVxhcCWKmDwyMLDDXXXWNB3JhdeINaonUoO3Vl/TJSX01UWyHWjtBF/GEirgK7xzWpsoMdJxNXF02xeiXsjbY8PBa2F2u4v+fp/oxKEpM6nu1OiMl2kZt64PHmGpeUl92GbgzsDg3DtmasAof1gU3Vz0n3JlQNxCTUwbq+pslA1DR6xCk+ZPRcRZpmojs4qtqiLOpVoqlGBh9wdWI68r9pTzvubQ4kFZ69PMP7hA+JqjK35mEKZn5cT+xuWtLkaJqBftsYcBLMUFSdsU/j4hEjRwahWtliIsVPRK2jww0WmukG241QMT9OWpjCwkCYXsYAnLyG+5mwOK7Ho1IgLFqrY43VZ414ayEUkloxwtsbgSqNRBIGrvap4gfjI353/xW+t33Eh9tzc+5PQsy5j92+xv+4pT0I01oZJmFXT9Q+UvlINwZjHbKg23cFXCm+t7gaidauLtkAtAjS3WB9a16E2NpcNGNdM1T0nc6CZa2tnOv7SPLWdatecJPiDxPSTbbbHyZmr4m5a88tOhUtZUePVtkPK5ch53JlZLZVKHOiMJ3T2jxyJEKMghSmCohBZlNCNxWdlvA5BOTPbJQIojLMv2rp8LTQ7DSDrEoio/PsUzMzmEkdHZUFN/vbHRzmjKG8tbrhNHQElxijZ981jNcN/tpTdwaUSvm0SCPa52b4OW6E4TyXUF1pH2fOZnRjMlZzjFl3FxdwFOOiOSr/kmnpjLVaGhQsLimDspjm7j/Jfj/qXb6/ZAZsnGDKVMI0LUBpphGWcuN8Oo/0Wrf1W5iW7/jgZX819Y648sa4ZgCmJX4kP+7K3xVtE6ivU5PwRR+lLOvMKFje/yof/OUH9L+xZd2OfPjiHr/1/X8FHLh2QrzSNCNn6443TrfsmppdVxOjY6gquKnQOhEfjpzc3/P47IYxem76mv24YroxQ29/yEJ18nrvQNtItRmIo0cvavzeQFV9bRt0C2iXvIYLxwuKTIJPVu4r10q1U9pXyubDjrAdDGR3E267h36wjUWZo3dBFcxMKknN/6xIHkR+qlLhFwJY4WA806U1PzPNsVFCXsgLEvWd0j7dg3NMmyoDL2E4C7jWzzteNxhNKJOdxKLncKPFbxweK5yPEIXdTct21fHh/pxuqjLT5FhXI5WPbMeGMXoOY8V235rp2GgL0knd83h1Q+0mrsaWyiVGUabk8UlNvD4tjukaheSsQLVaDaTkCFWkyiAMoA6Rxw+uacLE5WHFIbf0x+i4PrR0hxpxSrsa8KLWSQb0XWXmaoBe1cjJRH/TIJ1fmClv5TqyPYIRC4VGlxlUWaffwjjJmNmq0W7eqlgyuMqtrr+lrGPPRXhtBqGau/8cS/bf3cy/u6DqrqcVYCDqqHyQVBcmKws8k0BNYlDHZWr4h/07/K+X3+B3n3yJ7eUKDt4YvGTHLSVor4TmwpBof19M4xTz+6uYJi8t4uPQGxPr+4TkEtssNE+mnykGm2b+aIuoGyskhWzLoLl70BZUSRjzVUomXmdXamvJn2YHaxnjLc8fDdlQtMSEePIC6GbmIFVibFhu57/FPgDFaiEFmTPsHMzayoKc1JcSYP79vAa8jkiSQf1PfKzorhBHzYgT6xSMKtmWwXR17sgLq8naKWB2XS8jSDKz2BjYDxXdVUPzJJj8oS+MJNkqxhj55srKcS4GYiPztXUcbl00b6YxysxjYY6Oy3bH5ye7lUtMBqZg2amno9+PtxchKR1/ZUxHRopanNTLAXQgjlsxN27R7s06vgzSzT7h9mc2T12bZyn7tkH2TrsjsE/VEWsVBZF0ez7+Mo7MsIr3SBWQVYucnvD8L9xn+/7IP/v2U95ot/zOk/fY/WDNtEkk72FSDtn38dGjG5PPOKU7BDPNPhs4PzsQVdg0Zt8wJserF6fILnDLHgjmkObZ/FuFNDnC3jTUzYWx3YdHdv37DtYHYdzAtGHOEy6Gn77XeTNWbxOrZz3h1c40oimhhw7te9NTlbl8V1ogd4D3nVim2x2CP3lR+2IAK+wGG0+OLlhHFmLmEuBOaS8ToUvs39sQq+XiiI0wrZbyybjO5mU1FrORIOyNJVAH3RtqMTbNhMsJ8gJcditisjDUykf6aDEUh7FiiJ59b0afM905Cs93J3zt5CWPqi2HWPFsfwqYQWDMYcqrdT/vuMbJm6t6chayPJkD+27X4lyibib6MUA1EceKYfJU9WSdFDnqolgonLY9T16cE6rIJI6pswyxuA927xBFumC+VzC3YcvgZnYJFeY4vwBMYiZvKU/8DIyK6aBEA1ZpZroyA5Hjfub4kaQ4zbvoQW47Nf8cxzGoOh6fZbdQRvGzgk+CK3uNBZg5YFDH87Tmd/Zf4+88/7N896O34KOW5mA1fz9C2EK1V/xg5RnUNAgITJsctK3COAW6Q40/CL4zMFTE6W5IM1tVym6CWnyNLAuf5G4qGSNuqGb/p/K7JBDNscIzQxFxHVkvk9vvZclWIzhblPOCZ2zU0mFo+i3TcJm2S2aLheSXv7Wcf80Mm+08845VbO4lNSBYgLo6TIOVWa7CeP1JDP8p82dQz9V0NneHjurZxpYxeSoXc0ep5xDr2fw1+ITPpqCVjzztTnl1WPNqu+bwYk37JLD+WAl5zvhR8YdE6GJuDjBQlSo7t2Ej+JwIUSwW/GDC/1L+chQeiQAAIABJREFUlSllD7IjIFVsEaa4fJ+SCcoha5uisUbz4zo/z560vMZs6+HE2LDjhag879iioQD28ntHui71manK3avkUOZbZrjCklfpC1NuQMrBosUTMw4l5Rghbgc8/0IP51nsLWxICAZs8/UsTYN+6S2e/YV7vPyLkbfeveDFYcNH2zPaeoRvXTAlx37bkA7BOvF64fkuICcToYqcnHSsHtzwzskVrZ+4HlsuuhVPb07YXq+QbeDYBzG1mjvRzSoh7IQ4CePgqK4864+MqWovYy7veYYzO2nrZ4nuvmmzxlMldNBc2HUSOuuaDrtIdd3jrvZZI5hs7h46dFj8um6BqruACmaN1aeOz9Hp/VTASkTuAf8F8Ot2aPi3ge8A/zXwK8APgH9TVS/EPslvAX8Z2AN/TVX/wWe9fvHlKd43Wptbq4yGPlHmeLXuvmfcSEalph0Y18ZIhV45PHD0D8xeIbYJv3dU17l0IQYAxrdG3nl0xTAFdl3Nvc0+d3crMQkxebxzs8B0iJ7DUDEM3rRJtamK3SDEJARnWoqX/Yb9WHHa9Nz0Dd4lgrfwVTBPGq1NwL7fN0yjofhpMMM01yT6rmJwnoOvcwlQzfZhVxNas2QQAe8Tzy9PSNcV4ybH0XRu7hZUryZyL+c/7/xkWkp2Eo8BjyC9MU3W/s5cvjGB4dFz1RbNct7U63LhFMO+8tp5Bz1cvUJEngHPVPXX87z6j4F/F3ieX/lvqOr/kB/7D4F/B7sE/z1V/Z8/d57eqRONGo9E7J+0W/i8kT7jeXsVvj894O9v3+d/e/qrfPCP3yBceuorodpCc6lU+0TYmw1B0R7F2iEq1DeO6cJxsw8cTiqm5Bhvak5eCb7XWVfkBp0tFOQw4nJHn5VdLFpmZnGKzmmMSD8hTbBFqnT9lQUxMxVziSgmC2GuMttZugnLn+9AXW6rz/YMM8jzJpSPjZnsppAXuGCsFGCMWZk7soCq5Mtr5/mmGcRndmbW02SA9YO/99vsLz5CRH7/5zWHjkexPqglzmL10uGZVLhJLVfTmqTmxA6wjzVJhbUfaJzFFz3rT7geGrxT2mC+VBHop8BHF+d0Fy3hInD6zBaU+sbyy6rthOsi/jBaF2YqrKUx89WN0Kwd3cFa4iVZk099nXBDusVkzmLystAUYJNuLxCl1KGTPbfE1ByDr3moWq5gBl2SuwTzC5XTTYm0mR93WWxefK6KCL4KaB0MTBXQnhkoVxi3uVtxAVUluDkVV4ZI1lMdfVSXdYAC0YIQvykiv4etgf+tqv5HIvJV4LeBB8A/AP4tVR1EpAH+NvDngZfAX1HVH/xx5tLrHm69RjYbtOssqkYECdUMFqRtkPv30HVLWlXGFofEfqhoK5MnXO5XTJOjqizhpLDvksxjMkZhDIHxpma3mRij472zK5vfybHfN+g24IcsVxhzw8pphAYQy2A1LahQbT3tc+Hko0joUo7TMg8/NwqhV8I+Ma4C6QGLOShmTWPl76wn7CbkZofmKCNEoK6sND1nSi7s/90h3iGnp/DgHD5+Rur75bk/RfPDT8tY/RbwP6nqvyEiNbAG/gbwd1X1PxGRvw78deA/AP514P38718A/mb++plDJR8or7idhfqKQn/PGCuLcHGkCoYzc2dPL6C9sBv4eAKHN+yGPm2MaakvHc1LA1X7t0zgmU4j1WqkcomqHpiyW+utgwrUwbq7+gy+UhI0h6giNjnqez3fePicpMJ3t2/y8e6M++2Bt9bXfCzn7MeKPro5J6wbKrxPBJdYr3uGMZjuyqt17WUAJurnjUbKrdWujrQrQ9t9H0jJYnVoc4By53GDI9VWysNr1j1JDkZWStD1DKoiswfSkrWFUe9qIAyvtmuIxirIWBgqA6lzvrAym4PCUpYAA7l+tSEd9v8adoM6Hv+5qv5nt46/yLeAvwr8GvAO8HdE5BuqGvkpxk8CTsd+Vcds1adF29wdx2zVXuEH4z3+/vZ9/u7H3+DJDx/SPglUN5YGHzql3pqhp++j5bMlnc0OtRz7CYjCoTfvqupVoL7WGVS4QQkHc8uW4iU1WqlOy4JXdlVlZw55ETZwRZVBUdn95z9GxmhamMJQpGQLknPZvf1O3Ilz5ilUWVSOlAUt67jiyhHrUt6TGTSVG58kFj1F/lrMLAVs0xNAKtNQukieq7lE7eDh1/8iu2c/pLt6dvf0/EznkM8XicfN4KqMUT19qug0sI8Nh1hlpqqhcQaagrMy4JgCT/uzmcU+bXoqF7nqW4bJm6zgVUvzLNC+tJ13tU80lxO+i7huRPp8njLjpD6X0VLJXbT5UrSPzaUS9kc2GFOCYbSdewZXWnRPYKzGcbkjWxwo5blk5rKUBo8E5tlJvSw0qrLE1RSAlVvYb+mmfI5bmlkpWWKVMhM32yfIEfuU3/fYUqF8T2bQDWA5/BzkrTOA09JQYUrJ76jqb4hIBfzvIvI/Av9+nku/LSJ/CwPlfzN/vVDVXxWRvwr8p8Bf+bx59Cc2RJAQkHUL5ydI11MyH0UEqgrefczTv/SAw5vCyYcG5uuPK7aHM/YPhrlcPfWePneFuxxX4ztjSFN95GX4KnBVNbza3ENWk9kCRUvg8F3eYE12X0iVR+uE6/y80QcIOxOqlw3V/g3PeGIbzdWrRPNqZDwN5v7uTe7jRmNoZya7zA9nbKnudqj3yHploOqzNFJ3Bep9D5fXxnL9lICqjM8FViJyBvxLwF+zz60DMIjIbwL/cn7afwn8Lxiw+k3gb6t9+v9DRO6JyNuq+vFPfhP7V+hss56H6Z7CJNSvPG4SfGbxSqfQcCrzIh8bmE6U5pXV3sMe1k+U5nri6ldMyJHWifWDPU01sR+ruWuvZHU5Z6CnDmaTkBT6saLk7qnmRVHg5M0d7z98zrvtJWfBWlVPQ09wkUOsuOpaYmac6jAxTIHuUDG5xOH/4+7dfm3JsvSu35hzRsRa+3byZGZVdlV1lbubvhgL0w0y4BckhHnhBQvJvPBgy0IyD8bigT8AJGOJFywhgZCMWggZUKtlCYEsJEsI8AMXA5aN6a6+uLu6u7q6Kk/myXPZl3WJiDkHD2PMGbH22Sczqysz61RPaWuvS6xYsSJmzPnNb3zjGyW4kyzte0MsDKlwOHRmnhZtJpJU6C+PzHPkeOgM1M0mKjdrBkXuLNwXjoLk0GorkkFc/Fr1NnbuFtYKx1waoFQwNvtk5wAsjkLx4pqVVZy3BlRNXGojWhXNnoT91FYqsR+Y4Nknd0nwPvRLqnoEfkdEfgv454H/4+M+VDVWcAqc1o8/DVtVxertM6wfw/v5jP/t7mf5n777czz5vbcZPkgMz6C7UYYbKyESj4W4z4QpexiumF0GmC4kQBkg3EUOZYtkodvbNQqT0t0WupvJQj+unWrOwLOHaaqPUKX1wbOlFg2LqLt0d+ICZ22hobXjtYXglBKlObGHUJqzunaRMkTmTXQ7BNNllT54dl8gD158eTU+tZBNWAa/yj5XJrqBcPFMt8E6ZfAsn5AVZnjrnZ/i259efPyH6kNgjvkmLpyJLNYKh9I1P7JD6SiYE3opXifQr+++CM/KOUWF79y9xVwCV/2RR8Oe3dyjKuwOA+NHGzZPEpsPYfOi0F8X0j6T7ia7RseMVFDkonNRz32tmqTgnlU7m2S63RI2DocJ2R/tOldQVQXo6uGRkBsjpatQndTn2AQlqouwfA2q6gowuMdVXAGolSi+9jPt0gKsapgwBmOq3P7jlWxFT4gQrSFMPKxN06BJZajcxqP0wXSJLmqnmLedClbOhxbb7VjScP5l4N/01/8r4D/AgNWf9ccAfwv4T0VE9FMZHn3BTYT46Arefbtp4cKjS8rNLRIN1EpKyN2ezYvCfOZGytGSw7iceXR15320Z77pCLvYJB3xaIRH3iplKAaMnAQREdLLCC9iqxlbNdLxaP0z90J3KyCBuHcJgCXOEt3xQQWmcwNV85n9pmkb2Agcr9x3T93q4WXxRaySbicQIV0fCDd7yu0d6osSpmlZFKzbQ2xVzXodR/R4fHCbT2qfhrH6KYxm/y9F5OeBvw/8u8B7FSyp6vdE5Mu+/deA3199/jv+2gmwEpG/BPwlgPTW41N9lQBdQZKiJZK3yig2aWw+Us7et4yo41vC/ss26Re/NUoHaQfbDy3uOp2bCDseYL6Cy+1xQeM5kmKhS5n92DGkzHk/UlQYAUpooMjGCFs9DxfHZna2Lz0/kT6ik8z7XPHd/SO+ff2Y3bHncntAdSnMKq7n0iJWoNcF7bWifZ4t7Ccby8zJx4hOgeNxIPQZukLJLoR/2Vl661h/n3X6GYxN0CWU0uwOHChRlsmsZWkldUGzf6Y4YyXaJkVxS5u8MfCrXhewbhtHA1FeTcb0bbOJcD+GDPp3ROTPA/8P8O+p6nPvL//nA33oE1v1olqHAGv7OCPQ+2zVfXBV206F/3v/U/zdJz/Dk997m837ic1TLIRzW0h7m9jibl5AUSkWtoseEkxCyJF0B2ffDeSNMbHdrWezvMj0LyabGCuommafYP2Y5tnjaYoUn7BmEA1tsqqp7pIzJAvZ1fBQEyC7UNgmWSAK+SxZBtohW/JWMXuH3AUvm+OaLRHTNw6hCdFhAdY1Mpx72mBYawiaFmh5DMvnS48xDKP3rxpKfI3cgc+6D3nR5anSsWqGoS/zOc/mc27z0JipzmrycJcHrmcrS3PIFtrNJXA39XQxE0NhLoFjTkw5cLge6D+KbD9QNs+V/mWm283E3WzauTXTVCoYshNYs/lk6uhuM2HUZk/R3ZldRtiNyO5otgelnAIhB1WqNUSbQYIx1SWsHNtWrYYPY1gAfl3Br3QoqoqEgPZdY79qmZDm0t4lZ5JKY1IroNK6/9rEM5ddzC4V5OWC5NC8zZpRbrQFRAFEIiEXZ9MrMKWNRSLyD4GfBv4z4LeBF6pa3UTX/aXNaao6i8hL4B3g6foUree0jZck+mE0eXTF7qffZfjoAP/oN90A1q9vbYcjV//fUzbPHvHkT224+2MZPZ/phtmy3g8deojEG5cHOLtck8papCLSrD6alrLgtjy4Vtru9XSnbMYqiaCZe2qwx3kwL0pROFzavHL2xDXTnY1DZ08mpHRWlUXh4g9G+ie3yO5g90gp6DhRbm6MmRUb2xTrM6+1Tahs3ipEfiJU/z69zz4NsErAPwv8FVX9eyLyn2Bhv9e1h478lRlKVf8G8DcAhp/8cVX3TZJZCFMws0qxkEO+MM/6moV2da2UpMznwnRZGijrP4yUCMMtzBsYL82Hovpg4RWyLzYWLy3OGOUS6dNMDIW7sWc/difHetj3DYxtrw58+cqqgx9yx3d3j+g9BPD0eMFHh3NUhTPPirjebQhBOR46YsqWIZhtVVXBmoit/lUtNT8fo41VRcw/apvZnI1MU7TQ4C45o+STldsgiIfCZTJn2ib49IVpwVcW2QGWKCXQsjIq6KorQitRw2Kf4KCgDDXMIM2GIUzLyqR03gtUmjHka9p/DvxV/8a/CvzHmH7vU/UhOB3MfvxrkaLadFSdLCNJobzCVn2aECAsYUBjq87535//E3z7fQNV2yfK2VPTUnV3c/OaCu4FZSC2mLYlBmQuxCAMLyJxNIPMeStMZ0LaK5vnmf7FSNxNBspytqyWyi6txcf1eS6IZNO6NZ8hWYwbCychlNXJWwruuii+DInpwhgrTYF4DGYsmizUmAdjDmTlN1Wd0yuTfMJYRVuV5ujaqRoazEblWzKEZyU6Y6XJwLutju29uNZpnbbPtA+989Weg1p470U+c1NQc9F/Ol2yzx1711EFUc7TkblEXoxbXoxbdlPPXMLJl+US2E09u6lnKoH9sSc+69g8EzbPC8Pzmf7lSDjMyH5sYb/GNK2E5SICGhGZiLdHY2UcNJchmqP07UjYHcDdpLUU15bowlSddHCFUEPB6vHZSi/6hFPvnfXj+jzG1VPrU7qpNEQwhnWaFzPR5K5eNVO6sa5iwN+vOdCkClotGhwogU20YSrNaqGGAlt9wQBlFpvkJrxUztI/VfUXXD/83wH/5Mf0l+97TruSt384bJYqentH/+JI6SNpu6Hc3q30RA4uuo7y6IwXPz1Q/vRL/rWf+A2+u3/Ebz9/h+fPL5Bn/Qk4MksPA1UIpFsh7ZJFLgZaWL/0Vs+3BCUexLZHrLTSpKSjttp9opblGmYLX2u0LM/j40h/p3RPMtNFMHbqqIT9TPfrT9i8dcX05UviYSZ+dIPe3KElo4fjcq/kjwFCa7PPdRj8Pqj6AdqnAVbfAb6jqn/Pn/8tDFg9qSE+EfkK8MFq+6+vPv/jwHc/9hsKhF1AO21/pALuuNucd4MyXcDNNwLzFuYztbBhUGRvBZvr4Fs6IQ8wPlLymYfG3MyyqLg/VGD2EN842anIbjoWo9J1MwcPv4kbeCb3oCoqlkWoQkFIkvnOzVuWCVgCIRRu91ursu2C8pJNEC9RW909rXFQb1qCzYt9NuuEOj7F4m7tgRwUHSxMGnfBWCJdAFCYsBInVVAuPoGtVmvgA0zgJIxXWYVqtVDcj6hpZGpCmBsWmhGbLCzE0T8bl/29jmlQ1Sf1sYj8F8Df9qefug+tB7Nf+PlTi/ePY6g+Lahav39U+Obha3z39hG6N8Zp81zprzNxn81Yc8VQAV4+xEJ3qgpBCbuJQSHdRgcrgenSQmzdzUzcTcg4LyG/aV4Gxgqoalim/aBScw0cWMWmuaohoxo6aZoXB14qNglpn8ibyLyxz2UvoprufNBL9qfR9BJAA1XVDBScNajd2ic78X7Qkh50AVnmxwUtwSSZLs/E75YlWUYTr97vS591H/r6P3WlH86X7PLAy7xtICkTuJsHjm4WXF9/Pm4ZS+I4J2Oj3Fm9tuD1/7Iz18cpsb8ZPHMU0sFCvuF2bBq6E4Zqna1XV97qo8buQBgt/BFSpGx6pBTT1IyTCcsrS7UuHVMnk/u3h5simm9ZodkirPvZOjsQeMU6ISXU9VKIoD3GuDrY12j90oC4s1NVzA6tHiW1D9X9BmgVAKoFx3rRJng/du/DaGxqtd+JQUyQPJeTPqSqL0TkfwX+NPCWiCRnrdb9pfal74hIAh7x6WUNX3jLz18SfydRvvEestnA3X7Rz/U9cnZGfvcR4+OBwzvC1dmBu3mgD5l3z3bc3G3I9G7zYYlhBppMrlNr74UJuizkye5XHZSyKWYjloUwBs6+B8MLu0jRE3HS3uUSh0y6Obb+Mb57xv7HOkqEs6eZ7ZM9pTtjvBA2fzCRnryg3N4h40R/u7P7Yq5iZOuT6hIHdfBUS7ytfanuWyi09rr6gH8Ip/5PBFaq+r6I/L6I/Jyq/gbwZ4Bv+t9fAP4j///f+0f+B4ya/yVMtP7yY/VVAFkMKACynUl9ph9mxmOyosTHCLvOBNQd7L5ST9by+e56BQ7wQV4E7bxTXGSkKy1jIQbL1lMVZ4KCC9SF1BkiGMeElkBKmZID4zFxuO05HDr63uj9bT/x0f6MKMrdoUcEZgeC474jdKV9frsdySUYWFMvxzBb/S8JHocTMw5NXTatVSpsz4+UEjjse/JdWn57WEJ5+czP32S7yYGWJWcCUMukXJt3aoQqWrfyAM6ktVXisrJYJkH7nuZRtdLHVI1Maz4GFrcwud/uae/+deBXVn3ovxWRv44Jj38G+L8+tg99ilaZrPugah3yqxYL98OAGfiDfMGv3P24a1zsHKRjcWPLFZCyL7NJ45hbGRCZjVWykhsFOVo/SV0kHXpKCoTJwod1lc+cqZlT/gVLGG/NTt1vtYTJ6mNm3uiar+qa7b9F+0TeduQKqgaj69MhNPuECt5zbyLUU2ZBTwXqVZwelmvfskhlOaZqFroGXTXsUHplzgb8qifg/VT5z7oPzRr5YLziNg9mk1AiRQOz2iJsLpGxWIFkMBa4hv0qeHqoFRXGOXK3H5Cb5IwxngXpYLyswNS6NTBTV43BnLJLQaa66AyEaTat3ZxPQ3+tTt9KY6LLJPLalPL1968Z0joBSTjtezGa/5V7YJlIOSBjJHimH673LH00r631by3L2NOKNFfAXQ9FeFUrI1CcfaggvRrUliRIbwuIIIWgyph3UL1+RbbAv4IJ0v8X4M9hmYH357S/gOnz/hzwP7+R+ipvEiPsD4R//G3KODWGSjYbePsRhx9/xO3XenbvCXc/M/InLl/wfNxyM274zotHTC82Xm5mYZbxucAqbDj77OO+LeStqwUf08qmmEn3aLq/eLR+HY+FdDcR7o7NSiOfD5RN5OVP9EyXwtkHhf75CLMlAHU7YXj/Dr3btWuvtQSPM7takyTqYwlVS3fa7x9iqODV0B8s95uE7xtcfdqswL8C/DeeEfgt4C9i3f2XReTfAr4N/Bu+7f+IWS38Fma38Bc/zReEg4Wz8qFnHtRqhKpP5JtCPs+Eo+k7uJrhxgTbokK8DaS9GyseAIG8MRYl3QhcQrlUUm/V6WtmX6mht2wZdhKUEJV+sJIwx4MJ11WNhYrJAF8IhXGMpCTsDx0hKJdnx5OF3XgwUNV1meJgTYFxjMsSvtj/0JUGrlTNLb4UIW5myhw8FAn5NhF2sZUAMC8Q7JyU2uHFByddQOWg4KwS+HmNugAmpdX2q0wVsDAOLAOc+uv1p1a2rGrcKitWImbv4Aza+PIjsIHpXRH5DvDvA/+SiPyCfYLfBf5tAFX9VRH5ZQy8z8Bf/rQZgUGqF5UJkKPISTZgbQ+BqvvP6zZZlaPC747vcj0PNqlWnRoVYDhTo74KLyyCc/tRBmzwlbUuWifL0Mvo0C2MV51kw70BoGpT7mdfrTufb28CdSwrZspUkYXZNfjn5tV5WX3NvDFn9NwLuTfmMx1c3O5p7Vq1gxXn+TnQuOpDvMpYnTAGsryuNUSQrT9qNC2HZju2b/3dv8nRMgJ/7vPqQ6rSQNWsgbGkxk6NJTHmaLUBHURVDeX6eZUNVFPQ7MBrnBPTvmvWJa0U0RpMVYYoYCemMp11YM/Fb7KIFTt2rZSI9ZsUV2yXh/3ue/Soh0rWtguwbKdKNZFU16UI2Pa1GLJPinZMFbjJSbhZ+2DJDimY23+2CgIWErRxo/3sWkxZcAd/VufBW8AjD5wYxVYgZtmEUNlTS5owkKV1rOwCh/EWrA/9I9/rL6vq3xaRbwK/JCL/IfAPgF/0r/hF4G96AsQzLNv0jW6qagvrGAm9garpp36M53/8jLuvCYd3C3o50Z+P/NqH73G1PXB7GNi92BJ2thqyclNmq5L2eEF0CFO9aLh3GIgaU5g3dv/GXXSndCUPZqYdj4X+yQ1yu0c3PfnLVwCE40w+S4QMaaf014V4NxF2R85+Z2RzsUGefGQlaLKPymvrGAdFOs2O7qIV7q4A657f78lColqYvA5UxWiJHCqni5tPaJ8KWKnqPwT+1ANv/ZkHtlXgL3+qb/cWR6yO39EKLo9vmUeLCoyP1SKCfaH0BTlGQlcqJqF0xXQenZfAyFbq4fhYW2iw1PBVLARRL5Dqg2GxQSP1GVUDQDl7CZoxEpKSD3Z3dxczm37iMHZNN1UZrqMbf8ZoJz71M32fOR46QiyIqGX8TS4+FwNSEq3EzXxMaA4mcHaAXOaAzoG0nej6md0heqi0WEmaVivJzlXIFooTp2KzKvO5GvBatbry0OygzG8KYWEMGvvgAvX2WWj2C+hS3kaju4DPdSOLx/c3Bni7R+8wP/n9r9y79L/Ia5qq/jXgr30//eihVsXrD4Er4EGR+jr8VzD8elM6nuULDrnjZj8gx3DKwkUrFQS0LEBxcKTBiu3UJtNsoZqqLSHYZ2oJmVxOgVIN3XlYsZZiaANELTPiE6wGtQm2grmiKGk1OULZGrVYLRU0iIHBbJNcSRZulw2UwcJxcaSBohMmQQDvg+Zj5WBqpbeqWr+acPdKSC/ZZ4Ob0eoMTbjswP1rf/bPc/iv/zr7939/zYt+pn1IRAmi5pauganEVij5kDvL4jVIcwKqHqIv/NCZcmDOkXm2ZBQLk9A8+lZfbnYKsADrsgJHuhLflgxzTS2PnlxSwyIPaEzWE8K9+n1NxF7DJsXZpeo1lTMqq3Lm9bPpHqj3rNNqMlqiJWZkIEyBeCiEMZ/2oXU/F2ebqk+VyCkr2mr9Pcyw2dglLUNQip7s35jXwNnwNYBvqurJnKaq38IyR7n3+oGFOHijm6RkIU8R+NI7jN943Goo3n1tw+03hMPXR/qL0aUlwmHfWzRkDsghtuzv6vgfjwaq4lHdL8o97IIt4PMAFNNHrY1AwRZnBwGZhXQQhmdb4jRTHp2Zwe3LPXKY6IC3Dtky+l8eCc9v0OtbdByRnCnzbOE9Lcg8LwvKCsjXyRRaDEirInHVV+4z+w+xVP751nJeDJGrrUjRhQ17TXtjnNeHj2zwLB3EnV20PAAKwweRPETKVw/oLpLvbJIonUJX0MeFY+iY9yYELslcwLMqaWe113IyjZKZgAbXQkkTj0tQgpgFQk2bllCpckzfNUWO+85W78OMBG1AbLcbSMnAmVkpRHY3g7FRCvMcmcfU7BqMVrLfPo/JNVdCcJlQmWPTmE23vYVoslihyjmg4pNoUgPSEeJoKwuZYb4AdUO2yma1kb7+GX3SwnvrLEFZhZGA1Y1m+2phnbBMnmvNg2Rzuw/j6rt+CO0hMPU6XdX916tofVK41oHbvOHD/QW76w1pH/x8udvzVOxucmG3rEXm4r5AycHMOHkGyyqjr6wYRVhYjAqyAi3rZXG5DsuSvzlNlxVrtrBlUooX3vY+PRdzZu/jMvmoubzH0SbI0jtrFCxBoYX48EVNomWLtsOOUKIsIZ77fa6+5iHAdeSsWXV4+Fkd6GkwvdcX0YcCyuO0c8d0u15zidxlKyvVRWO956l/8PPmHi+rAuzBdJElmH4zW5Zs2ntWpLJcS2hlZXxXUxUhAAAgAElEQVRnflAVTIVm9mpZoS44L2pZczEu4CqIvXd/hV1chwInbFVjONoLhdM0sgrA1u7szpCl0z5kYeyMqOnkjDUS4rEstSbrNa6eQ3XhUPV+9Te3cYqlr9fj8bI2J9HXdT9bPxd8Wzn1xfqj1iQg52eUn/oaNz95zug+UKLw/I8L4U9c8898+QljSeznjuvDht2x47Dv0aOVntdOCQch3Qrbp2b9UjN3GyPo/mnzRsjieqtbW+SXYbmv88YAbbD8Mw7vbti6aW33/kt4cQNAvNsTQ0APR3S3I8/z4rl2r2lNxADrpw+FzuvDoq8wVrbJa/rAQ4zUSp9YtVsG8h7eBbwhwEoD9DeW0j+dC8d3YPbsA43K2ffMWmHKG/KZEl8kN6dUOEbYzujlDMfOsgTPzF8j3ZnfU1nd9+s6XTaeKWAhu+w6q+12ZJwS6ivR0Gd+9isfcMyJ33/6llWed4F6vT4pZVIyZmqaItO+czZeKGrZfLVZ6M8YqSaqV4FZKOO9XlAAFcoUkSkQdsaU5LNirMAsVtl7NMuF5vtT/ahqeHBeMQXCki7rmX+VgSL4eZ0rW7CKtU/SXLErxd6YCC/hUgex0Fgt/64vGFitizGvS9y8TtDeQoPr1/ziTlSX7S0vdlYHMDh7U7xema3y6mrtgTuuevvk1UBQvYnwG71LjZlqBW/X+pb1/7aKWn1XWE1uJ+Ua7p38OZs2x13U22RdIORCmMMSuksg3QK4m61J1UPJcn0bQxWs3wvayu/YjURjJIozVLZCcuAOrdhws2aoDNcX1JJkvtK/4Fg6bsKGFApPjxfMLkp/q99zyMnCfKEgKgSVFi4EPNM4EFaFl418qmyVZUnVkIq6i/ip/5u+2o88Q+/BsEXVQHrowpim8io4gxNA9WBRWfVVVQPrD1yAmrVYLRTCCrB4KLxOPBrdzb2NPbL8xNr3TPHUGKqaECHVBqQevidbVFBVXOTeqjzkRadlgL9q/yolz+l5/iPSZBgIw4BcXlAeX3Hzk+fc/VhwmwJh954if2zH1fbIIXccc+LZ3RnXN1vLUj9E4nUyGwNqGTnobs1Gpt636vdnq72bsMhJVHNH37sEdM1KRsArKmiEvEmkmyM8f4nu9rbdjbNBuaDTyCe2e6V6PrattIng48nHsVQnL//hQPgbAawQOLyzuK6mW1uhhgkLMURp6df9S1vxzVthvlCmq0K4KpTbjpY10ilyOZF3G0Aog+kSjOaHFDPF09vEmZ9STG8lHiqcpmjAqZilfxDley+umPYd3Wa2UOGcbJ9RmcZEKfkkG1kqLRqUkNSc0gHEqESR0xU7QdEpWEakCk3cVIBZCLtAd1fNFqUBotrR45Hqa8jwwgr9mhu6T1BxmfjAttOexb+qsmhVO1NB0wzB3cJDhvvYpO6/NT0Nc1SR/A+rfeoSNg9sm4FJA3dl4C4PZPVzmhcGR5OgZtRvTE39q+zDKmQnx7GFAdfhPQETc1Yfn7Xmpq7yxanJ9T7rdlWMfqK18r6zYs9M1Osu1yk0tkCDNIa2eiIBLko1lFUS5M5NRuvkpazE7b4YkuVwW7aW6HK+4upvvW3TrK360/rnvLp4/cxblMJb8Y6DGFt11MQQZ1IubOJECpky90QpBISZ0Lp28BIdtdUwYW1apAGOaoyq9fyEsPzoe2wjLABIjf42ULMuyRF8Z8WNWO9PFM0+wewJqi6rvd1A+z0QVcOBJ7vyUGFKDVQh0hz7AbNUcI1T7qXtS2OgxGDJDqt9tszQyqy372cJBVbmVirQX7NbNnadePepLTBhuW1Me8UfqSYpISlRfvYbfPDPXZIH4fjYMvXmR5l4ObHZjsRQ2I8dH+oFuQi3dxv4YKC7M31znAxMpb3S3akn5uDJLgBqVSRkybwMnfkX5n5ZrN8vXwW+z52D3JatHBb2FE7Z1M/kxMjDIbvq6wWfOaCq7Y0AVhrh+LYyXS4UcTxaSK+7Efe2UeKttBAEmJdG6QL5+QCzkC8L2hekz2gRSwEVQ+whFYZuJvkqUp2uLyoM3ciUIyllhs4M0qqJJypMY+K3PniXaUxsLkaO+84AUBHoM/Nk9v3pyq0YsnlVSaq0oTm2aw5IMqF6zQYEiINNrHmMFhv2EgIUQUZ3tr0TujtLcyUZWMJDCSr4Ktg6cDpYAdd5Gw1wHVarOv8vVeOBeY00HVUdyAumn4qc1GRaZwqeMO6y3FANkPkGVpLos+0zn9QK5RVz0IcKLBdVsgXqTkDVIvWGg8ZmFhnrjyos5yT6yvtIC7XR9CDrgyowzeZHVIHVKqtP5mylaqqVQk0fdy2L3NdeNVC12l7dFT2oDR6BZv2gIaCd1fvLm0geQhNRV2d+gHkInhWo1jc8g03T8lutHJK5gFeAFKqwuJJpdb6LCztlRaQ5Bd0+oXoGvf3Wdf+qfekL6EMBpZfMJIlOZgaZOY9HphSZY8AdmOhjNpaqWDHm4MkwtcBytXTJxawWqtC/np8KShfRtizgZpXwUNmkkzTwnJfQ3X3jRy2IJHdNX2my1uFEB1fNN6r2wZOsQT0FOFRgExr7qn13ouVbs2KarCB37oV5s8KMVZuD16yrvy/V307rJ/Zb/WUPJzYNVv0eqYuAqu9anwta/4PVMXyCPuZHral7f4XdSJjg5ieU/N7I5Vs7vnJ1zTEnrg8Dc46oZ6fu9z3zi56zp4HNUztRkpeC8d1tJu28jJLwoOYtD8Erc1j4X4dlfgCfO4qFvftrB2orKQJBkBgXi4S8SvZ5qN2/Pz5uu5oVeD+jb6XD+rjzebJ9W5h+PBhbtzcDWInX9yvmkQHQXZvppEaYziDu3U8jAGm5WTZPBT6MTBcwvlXgzGvn7S1enDeKbhbn41QCwXVVKWaK04PTFOn7md2hN2uEM0P4MRQOY2dhwl3icO2O57NPIhVg1eLHioX9XJheLVcI2kBTDQtKUAjaQoI6BsSd1LUrhEOwUjUOjmSmCcVrk9lWGo01Urs5GgCapb0eJl/czvU9Fwy3sjcOqNx6QcBL2UBzU391vKXR67o8b2n1/t4XNZSdgKbVTJzRE5F6ffw6UNW2w+rDTRqbH1ETd+Zl9SteKJlSlpIxMdCK34o0TYqsWaha5mPNUPnK/kSnVVtlpmq4Zb2vNVu2DiEm9w7qAvm8Y95E5jOzUZBixn12zcynarwwhrgMivYF3UcjQzzjrzUHCy08yAKU1kBaEw1YtGLL61BRWB63153VaRmFZVkYfN4t+0UNokQpPEp7hjAzaeRuHtikyUODHYRCYgWcqNKm4AXdPfygxgiWsM7G1QWI20anf66ne8UBumY6VbuD9aBfWzU/LOG0z1Tt1X3AtW7Vz0ocpNVdR9NTaZeg71oZGrIu2i4xJ/W8SVbuqJfGgGq1QwhVF6Uo9rwkQ9WBBfi0I6uAvIFxf78xpw6uakbmahwS1XvaRRYZxB+VpgVJifHLF84I2Upkf+i42ViVgClHpilxuDESIl5HLj4IDM+VzTOzQwizWrWF0f/2k4F7L75OXF2/GFZAFy9FZfd/PC6HFifYPCukg12XWl+09ImYkvmevUZL1fp17fPVgqNm5z0ouaii9uz35Mp64VNm9EkQ+4774cYGyj6ZzXpjuphRjlaeJu6WmnSH9zLdy0C6WzL9Qg3B6qL1mM/UgMNtQnuP1wqk93ZsNhMCJ4JSM6YuSMocp0RKpQ2Olxd7Hp/tebHfsDsMhFDYDJPVVVKccYo2kyTM+gATvceUCcn4kmoCipghqERDGFL3ocBkQArFXNYnEwwLgXBYOm7e2nmpoKrqlyobJGpCQRXh7KlamZG02m4Vto5HWvaXpsXfKg8GsnB9VJyweoerVSNA9SeCJTR4MpH6SiUcl8Hv44R+n2XLHhIo/oX3faleJ1B/iIDOeJIewqiJfe44HrsT5qSKt8OshLmsAJZNji30l1a3WnQwJeIrf3/PKXdhxUCt08rjKjOrxs/WuquTOPQSmtEY0cFq/eU+UAZZHNMlULz/1iLK89ap/vWcKyzXXexPwYuqeh9M9jzUajseAiorMNbE7hVw59X+fN8NXBWXH67CP19EywiRQsRK1lzEA5FCJvA0XDJp4Pl4Rh9mZo1MJSKidM6A59mu5xpsVW2n5HtJCmAr95rBWcsWObg6Cf3ByURjgNqAk9T+VYXl0IxfVwfhgPs1J/KE1fJJrTJpIVih5BRPCyZHsTGw1sHsrCxN6e25gcjF561pdSr54OG80tk4k5tmylZnJYUWdiorgXut/9eSPmTZd0ucWLGcJyAgrTv2j2CrdgI1O00CfP0r/N6/OpC3BXk8cn5xZL8buD0MnA0jZ/3E9RzhEOifRfoXQjqYtjkdCt3t7BYHo9WXBGpGqqSIbnoHV9HCvC5iR12W42VnQl5C9nJUujuzaanXxKQSUDaJcL6F4xGZZzTEUyATorH6AMSTBYBElrDhffCzft76QV4wVQVeK4+q++HCB8OAn1JOUtsbA6xOjCs7OHy5LMWYz+tFwaj3tyxEEY9WHy8Pxvy84r+0yc2tPAQTllefmeoxE0SZsuup/G7vU2Y3deZAO0ckKBWEx+SD52ggS7qyrLZDIaViRZLr7ypCSHZ89Tkq5r5eneVdW9XYJREULyeT7HelythVsFaZ/rz8r6nu8xCYtpadIRVUucaqMlu1eGnc0ybMCo7yYI+7a0XOPPzqOLJ5Ea1aCw26mDlkEz1WN/Ym6v6cW/2KCp4i8gozBctcMzmgMnBlr0Wxx1VTOyFkArvScz1uDRBX88FeXNOmBK8LSC1fU4qV8dgdbGJMGanMUu9uAbI4UROCl9zQpXRJFfH6tu3/WjO11latmaoumWYrYAWUU2hhdg3mRZU7+y2VUbBiyiwliVYntYXyEq0vnfxBEydX0Xuq/bJbsQR+K9RU7hqqaZouB3AVXNXMw7b4+AJadNTXycxFPNCLKakmTTxKOz6azjlPI1OJXE+xlbep4cD7TTBgpVms/iZ2PmpGqR6L9Z0aClFt4T5yRr00jXnq1I662v8ahDc208HX2rqrhQcf+NFrVrQyQl7k214LDdCo2xiYG7/36WSvlb7Wk6QxkaEmsTioaWO9MyDF++F6NlqSQXz86cXBuDNbXig+ZLVTVrVW4oBSoZpg2CJCljDkHzGNFYB89IK3f/VtpvPAzb+o/OTbzxgfRc7SyM204dtPH1N+95zttXD2RNl+lIljoX9h4tBwnAnXe6+5lzn1zgsGsLLPs6tEBKvGQPOgiweIeyugHicLK4bZ5gIp5mUVj5kwztQkHEkJ6TI6rsBOPAVTD/7mIN+/Kfp9IPbAVzTG6gdobwawEgMQZSiEYzAbBYV4ZzHc+SozJRuUSsJqA2aILwJlUEqvXk9QbPI4BuIuMF9mjtcD89lM388UL6q87WeiD4I7rwtYijmrd72Zg764PbOq9cdoIGgKENVE70oL/bWw1xzIc2Q/m0+ViNpnk8X91V3dG6kwhkYJKCBjMD+quJyT0ptnVbqOFhp1Jin3C5vgiXxmbzDZJDZeWjmHOrBVsAoLAKruuWFScu/jqkrzE7KVhn2gUu9h9kmyiuYDyEo0HzxUE49Kf60NvLVaXl9A84glcJrpV0N9UaQBrAqqJmel8Men/wOH0rHLA0EKw2ZiGgbTIA1ida4ONlCIhwEtHJjhcDSH4FpuJnQ2YLgxZK1nRqi0ug9gANM9UOWFkhVOWKlXQoH4/rqIdsY8mF2CiZ3zUJkFK/nUsrkEZ6ssfF4ZKinS3mthPj9/VYieN7qUPlIovWn+9GjkR97QLD2i2zaEBrqXPtnAG/6/gzJAieoxoi92UuwlE2WJa9TQ8jbaZFSzBYNo015VM9BcFuG6SQ98USR4aRChdGZpIcVCaY2tqqCqqLGdU82MsDDbiRYrrgBVqLNd7QdlGShq2LA4uDrJNq30c2WsdAFVMbTvbn5q3jQGN5sFMA1OSeL6PGnbmh5vYY1akwVU534JB4pqY8zDZPBoHpYLHyfrnyZn8EV3sfOhK+BGsX1aEV9pIP1HHlhpQWv5qAIyDJASj3/1mmd/8oo8RuYSuB0HXhy2XO828JvnPP5tOHsysXl/B1GQcSbcHqiFr+U4odMKxFc9XR1XaiH4rVmNzNvIvLVrXROo0l4ZbtZj/wKq2jzQskYV8RJIiwdb7bsfA6o8FPiDgh/bVz5hlj+r9oYAK6sPKNVtuYPuZTB9lA+olc0JE8iNayBmAHd+9ZCaHG27+VFGtnMbWGq2XwwGqPqYOYvGWY65cHfo6fqZx+d7nl6fU3IgHxJMAR0xIFXATDswI8xkOqpyjGZPEKUJ0jXXwUrRvAjVrdaXcBJn8VIyNsliA86QYQqEg2UCrsMnpaeFUdYlQOoEdXz7NJRT0rJqrNYTYaqTmx2PATolBxMjBtfdmIC9okd7XtxTaB0Ga9rcCfpbpdt5SMJLq3yR4vU1uFqH+tZEm5W2gYMK02qkzauRv6gwEigEujDzuN/zaHvgdtiSh2jeLbtC3M+mq5ry4js152WQ8klPUlrS02Noj2uzicrDlyUhR5bJTMQm0ZqlVQe7GBZg1vbjegifFO3YCmWTmr4l9ytQBdTsT3DvmaGYOWxeGBbmpY8Bnl1m/ctqdtoJl0kssTWJ1QmPbiIo1sfD5GGDyfV8eekf6nOveohx3rj9hyxA7vNs61y1UaNde8mtKPPT6ZK5WN1AwDMFSwNW44rODaIkNwzOzlKXoZC3C/gIsxKOs9WDrG7oTaieW5aUehadrMJ/hLiE6Wpb9ZNG8r1SJzAuE5i/dlLvz8H+ST3Kav2RovcheUVwXgEROHDvViDHX2vZwvXrMoh7n80bf11lSefvpF37mn2qwSI6UoQ4ahtjWh/x31A6mAdhOhdK7xYfq0Xpj2xbhaUkJcIwcPdPf5X3/4WOeICzXx/4zaffcDZZGZ5Fvvz/Zi5/5UO4vrVxqO9gfzBt01qrVwt/gwGXYEbHAm1s0yGhXTCdpi+o4hG6O7VIRbbwYrO4gKYlXMxe8zK21bBfzq8HvSuNYQNU34/lwqc8n59Ve0OAlf0zx2gIbr5YPZ7izsJkwU0nSw8yrQbZAnFn5W5Kp5SkyHY2lkkF3FX9bBgZYqaocN6NHHPi7thzuTnyct7y6GLP6JkTeQ4wueapUwNWQc20MwOdLbXLPjXApccI0Yssw7LKnsVeF39cR7y1o3kWiHYO5Gy297KBzepB1UInNVTiK76CdezS++qvhnIqHqqyDLVjUmxSzb1RtlZxfBm0yLjXkC6Zfu5mHLJdMI1Oakwe8tMFqIXqfFxXnsfPMIX245pq861qrNQ9UFWZK7NRMEaqAqs1qMoIRQMH7Rg1chkOvN3fcTUc+F5nRUS7W6W7NpGnzMVWdNXxegWqJEak60zw60DIRMCxASL10Ipl7QVCFILIUhbH34d6LRbWypivsGhqQrAQDZjuq9LuVfzp4L2uIquIfcly9ELoAhQonQGjiCz9SBeGsn6Gjb2ph0iZojsyQ9UZlt6ZMR91wmjZv+u6YwS/LYJ9bw2FW0jz82c9Fbv2h9LxMp8DMISJY+n43cO77HPHXCIF4bI7cJ4CXcgEtPWjKUevRRqb/AAgdZlxCKZzS75QPBbrP158+cT8cJUlJd6Pmk2HhIVVOgFFYRF/i1t+ugD+pKCyLBmHJ4azdT9xBarmfNLfqN5S2D1ufSS0epFrENwsOaKsEhf8ez2zFKQlasxbG1vCiCfShBN9Vu5oVjMWKpYWboLlvfp9uXdQ5eLqvOFVjduPYhNBUof0HXK2JYyFR7+tFi24zYwXkTwYW9ftlMtvfgRPnhooHie4u1v25YWJtZX8UNY6PouomJCdzYB2kfEqMZ7bXBwPSjoYWyXFxn/JeCiFJkGQrIQx21gJ7tX3gE5qdUztsbdPzBx8Q9qbAax84CWYvUDaCcNzYTo3B/EwWVZgPMJ0qeQNzBd2MUQFMqRdIO0C07lSQkHHCEGRLhNjYTuM3B17xpjpU+Zu6nn/xRXvPbrhmGNjlG73g5l7jsHYKVjCftlHiahmmzBGqoBYVNBUiJvZ9hXcYmGX7Dj6AsUsGHTyfavvu4ityguWcejfJYfYwmxAE5hrUmMCPL21u5Gmr2p6rzpJ1nMsNLAVPLIwb21S27y0jceL0ISgGrFQ0GxZhuPVQqWLaiv2LKuQThyrV5HdcCCknWvQvoB7oX7F62wT1q0Ao4OqkUB5DWuVkcZaDGFetHkeAo2HuTFVchjbTV9XgtL3tjocehP+Vsaq+kiJLLXOkutTgpBwACVi+pvKIoA5X9dJL1p4qGbsqPsHiWKDmAMzDeGkvEw8ssoEtYEwD2qGl/MCTDUqdK5xQa2Gn7OlpbIHE4RDoPSFMBTKIOQzQTS4aa279adijGljLWzhVM0x1RcWzTgUmti7vvd5N0WYNHFTttzkDVEKGeHpdMnLactUIl3IvNvf0on5252FkYJwkzd8dDxnSDNFhb0bhdZ5IcZCSOUkczLMurBVcAKmqCVZojObMRpVUxmm+jo0xsHKwUT/LTSgL4059e0rCwHLd1TwvQZga1BVGSz3R5OptMVbwPpR6QMt67OeUwdZFViFOvZ5VqCK96EJODM21Qq323txZStTQ9LGttIYe9un0sxnWyYidqwz0C/H8yPbVgA7DANyfoZeXRCPhce/dkv8/Q/QeebsvXeZH23Im8TwvWv0O16nfI1hVn2hnajV80XPF9t3I0I+6xkvAvPWLnx3qwzXpY0jYVLCVNq4JnMtPO8JPpOz+3O2sSwvzOxJ9muGVywOfgRAFbwpwAp84ldqcc55a5lwVlNroZBLrRIWFZmDZdL5xD1dFCs4DFTHcp0juStc35whosxdZpwLN7qhFOGD6wvm2WoDfvjdt+xzSSGLFX3u7HEDVYIBoRw85uRMT1dImxkJhZwjIXqpma4QBve3UjFwdQwGpOoqPS0rstBnys6KLadbG9zyxnymNJnuqhhmbKG4OsCEaWGzQl7ulVZ2JixAqI6qeQPzMdBfZ7ZPM9NFYB7sN5UodLvisXMWo7/KXK1Yqer4nqMJoEHaKpLl6z73dsJOveZ9MIF6wUJ90yq+VP2qFs1VImsgY87bc6mU37Ly1hBcH+OhnMpQJYWuO/H8aexSCs0oTyu4gtV/Z6JmQSp4Cg62ativslwxLOGZYKyXHB1QRUE3PaWLLXQjGfpb8zIqPkkZmLbFSxgx249kfliVCTYktRhL1jB9PNo9O6VoNTyj2TTkaisyG/tEUkvKELOsKM5eyaBN1N1CzDXs7321VL3X593U7DWKBqJYVmDRwD53BJQuZN7u7nicdhTEXzMK5OlktSSTFGandKws3+lMXkGCsTkrJqiCqpXOREJqzMGJ7mWtr3udLUdmeX/NbIHtoxZhrvupxyFu91HBXjWurSFsQEoh7OfF18i1XprcVX7wxV2VKgQbT5o5aXF2ydnTMKuNMcOSnTqd+31wsL5gjJO0xWFlRvIgNGG7LCDu/rjUxsHPOZz8A7e1XrI+9+w16U0QGx6/xfT1dwlzIX74kv7bT9G7HWW3N/D1/oek9yHlTNkfThig5qG3rkd5X7Beio1rWqBm7QWxcQ6aPlRmM/6M+9J82eIxG3haebQhILPVipT9aNnS02Qawgdc0F8poNx0gPeyB9/Q9mYAK8GQQjRbAk1wfNtu6uD2AyastnBC3Aub73YWoqhCW3XtxrAAlnAX0aTkY2x9NefgtfzMT2o89sYOjcHYI59AwiH4IK/t2FrlZwGJBdXQ/KxISslCOXYuVLXfEoZ8KlyfBe2cvSoCgw3Kuk+kq9HCBmKsVN4YkAqTFzv2icz0VRa+CZNnptXJvqa7VtDmhwzOKh1tRVE6qXIG5o0gJdLdZvrrTDgL5E5sPB1tEOzuaLYMVZDeQlRigtKqy9JoTFU85ObM/UXqGta3XYRW0qYyWYt4Xe59zm7eUSMH7SgE09loaF5W7fpEr5O1TcTdZOnmfdcmJWAJ+UXL/mvCrxqqq1R3mxgdOLGENSTaDGxmnG7Shw9WKbTMLKmCeFmAH4BG9xRK0jICw6TIaAxprAxjZ+nXGm1iq+wotUZf/aPu1+6N6shvJrSBeRbKWbFEj6HYb5iFsim00k3BuIp632qxrLrlmP0izhXg23dVneHn2RTIGjwj0CwXdmUghcI2ThSEi3S0LNF5A5iYfZ87vrt/xH62ld/avyqrUEpoIUH1DOaSYN5E0qazUEtx8VBgmQTXYbo1eFozS2vAVB9XtmudKbgWrANNRxXklL2ojxtTJa8a17p3lVSvLV8wyBjMnb53PysXjdf+c7KAcDCPqsk8jope2/vTpYfythXwawNcTfQ+rcoA+SIPxbR9qYJzkznMZ/aZMLMMAG9iW4d8VyE52QyIjy+16LqoEj+6QZ+9QHNGLs4J733JmKC91ZbRw3HR2K2iGG1xtAZwKy2eJdk4M168MnqMaFG6ZzvSVwZyb7qq/uVMdzMRjrNZa4xzk0Xopm+MuswFxsn6+jjZd9cFQLUWqaAKPrHQ8Q+t3Qe+D7Q3A1iBr4YFCsxnDqpGA1PzWSG4ZqP0Nih117bqTXfVogBjus5BNwUZMiUo4TohqTSAkTpzStc5LDHgvhh4m5fwn3ZmLBo22VzSFXsv0m5McSCIF3Eux2i/oy/2W7JQxmQT4yZbeBE/1q7AeWFzNrJ/uYGumK4LbH9Ni2XZQxpBJmkfr5NafaHS7fFIc6evTFb1F4kHy9gzgGQDlYiQnULPffQ4uW2fIy2LTLIuoT53zxbE4uZa6V8reaBRzGguKyUKeROXDLfPua3HzDVP8FBZm4h6an32UKD1kx6YiLyYz3iZz+lkbp5GMRQbawZlugpMl5Hu2gYhjdsT8KSdh2RWrsXgK/VoDBT5tPitNHDhJnxhFfYT63+asdCfGHBqg5aDq5ObvpoysmJJqsbF09PCJgMAABoBSURBVNmrkWt08N7fLNe4is8bS1ePL1iSSUEJmP5RdhZGnCeremALEv+80IqKn14wZzFWwM22l2rJ5KBqKc30+TY7CMv0Mz1mRtiEiTkYc5k18OR4xYeHC2YN9GGmaGD0MKE6eDQX9sQ0JUIoxFhszIigydiX6SLSn/XI7ojkskyeta2ZpJPDdIaoJiCsr/mawaqhO5VX93M/9FeWk3uSxfsAgFu8ouy7heCsuWWfprtM86sSWRIeTkC/A6AsxowU6PYOiEbI1U8t0BYGlZW3z9djhcqwV9DlNbMJ1VLEGax4PPX0e+Oa+4yF7QZ1xjC8+za1eHW52iLHTOkMeJWLDdJ9memrV9x8fSAdlKtff4Hs9waUus4A1jw11suyi+tFKAsbtD4MMs2cVuwiCNg+nz7n8lsd3Ze2dLcz3bMdcrur9GzLatViPn5SGU+w0PJDOimxuUjrOQD36XIhfQV9P8xQ4HqB8gntzQFWgjnC7kLzryqADoWwi8ZG9Uq6C4SjFXuMB6uJl3urNThdKuGd0UJ+d52Bq7MCx0h3MbqnlVjNvmM0o50iC+vUOHrQ3kJ4msUc0afgE8wSttNJYK37mNejB02LQDXvceZLnP1KXea476A6ridFt5YNuJgu+aRytN+vvcJeiLVIstDqjrVT6RqY6m1VD0lWGVjBXdfNY0gIx4WtCLOZupUIZRDXT9FE6a0cR1bSvpxodeJUmLeR0ofFY+Qe2/FFt7Vg/X6LaAsFGtDKZCl0Gjloz7ePb3MWR95Nt82rSMSY0nmDr8gDYY7Q0SagykjViUVyzZKxcEmjxwHm2q8cAMVlwlQviFxBVJgL1JBeLbSrBqwaeK1mXNDCfARZMnOCZ6NNFuqTRrlb3w+jEg/GYhl7SsvWq+G4dVilMgG16LfMFlIsnTCfWb+XWqbJMwM1GGPWzEDD0q+s7Itlbcq0crqv234BLfoNWIh0kukkc5stE7Co8Hzccjf35motJlbvLbOD/dw1q4WswnhIhKj0w9QWRZYpKc7CRGKMEPMCdOBVNmo1oOtKXL72oDv9EcHDbuUUoNV0d/sxNvaVQitLo2qhwCZ1uHccYAuF+hnxC1cKeHmGMCtxLH6cDnrWzbFeA0nBQ4hzsTIpk5D3llloxser73aBevvdtc+sCns3zanQrBvWFjNvdAuCXFyYMWeXOHzjcfMCnC4S/c1E2M/MFz2hj+SzxPXXO/IgbJ5nwss7C/+tw3uqoA76vVZtayszqJpxZ/o2u5bifUYrm7nbE37nu5x/b2MgapqW23JtFwIwjSfaQNbbVaH8urkprfXRlRXCm6Ctuu8L9zHtzQBWxSz2JQt5Y2GEqltiCsTjasXjwKBmdmiA+XzJGByBPBtQkc2MRqX7sGMSzMwTYB8JY6AM2HdVjZODKjZ+8gR0nzyEgQGxY2gDP1ENBAW1bL/g+3IGoP31pZmBksU6yyxMk4chiwn2p3fyImr3QUeyEPcWbikdi3Ys2OoLB0mwMFTxqNYHXK9WQ4NN8yQ+CfpKzzJtbHvJK1BVJ3DVxoC1EIVnf9h5c0O4ffZ9LEV67SbhC5sQ77f1bVBe87i24LPT6KZfRYV97rnLQ0u5L24wCw4CRFox40WfIiegah0ybSLzFga0HYliACvdC53WCSgtE2kbZGo4ZiVczxsrP5Om0oTsbWyK0tzQ5VAI2cs/BQ/B+2q/TlhNv6c0AXoLMTt7VdcQrZ/NdQKTlqVadZF2et0exX/bCeAWZ3O64r9bDPT5sVSX7i+6RZSsgdFXKWNJjCW1IstFBEpgFmUugVkt7JdLsFJYc6BM1m9aOHB1fQksWXgrULVmeaWG9qjn4fRE1IVNY6seChWu+8/atiOra6iEVmKphpzq51YhyFZEdyrLCn49afqioWWEKqdu6CcHTjsfVn5GDV/OLoHoBSS0skkGoly/uvLFavYyYqHjKhERFXD5QoDm3fZGNrFMv/CNr/HiF75Ed2eLpfEqNC2ZBswl/dkt8aX5jKWbyHl/SdplNr/xPcpHz9B5XmwJTmrlrQBWfe7f3Z6LoCUYW5R5BWAB6N6Na9dtrdkCA1fRvBw9nfxUCJ/L6bEBzfFf3wCG6gdobwawikp5d0QP0YBJMc2TihI8fKbRVtHVSykPFn+fLn1VLCaQzbtk4KTzlfwh0F2L6UzOMgQIx+CrGMvqy2fFxOEVGPlkU6aK9v1vMubKtGAGBJsVw3w6mFQzQLwAdLnrbPsaflSahUO4DU3cS67UgIVCm2g/+SQ2yTKhrQalWkqggprKLLXsqtXKrkidOI0Nc6bXQobY5CpqHk2lkxOKvYq2NQjzIEhnIcK0L2itPXf0G8try8XDImT8Itpa3w0rTdW9Q6jeQ2G13K9aqkJgEyZSyLx/uOKY7VY55kQpVsMRtZDDfBaR0hHG7AO8DUCCWN7TCmRWUGX2FuZtFITGWtXrcjIZhhWDFX0lCQRym9hMiB6Yt9GYgiAN/IRZyZuweCdlvzazg+B1yZHa6oQv2H2UWSZK7z+sx1WlMaJhtsmt6usqOKwAf8kA9K9qfVPQwe+PZPeDDsUWLTVE/wUCq0yw5AWEo4OqqURmDScO69UkdJxMgzcX61lTXg5WdpFpEkhKOIbThJwYKENH8PTz190rDRDcF5y7x5Ri95niLFJgAVr3/1eWqYKnlroo0CUL2axDH6V4SZuAxmhAqTLyVXDf9E7LAm4NnqsZbDsnq/m2vZYtg0xnkGygunTaGK+Qaauloot5sWQj/EoH5cwWAqXXpWrHDMETJN4Uu4VwdmYGmfOMjsbshKsrXv7Cl5i3gf6mILmQu0i+sM9snhe6pzt4/tKySd2v7Pz9AXImv7xxS4Ly8aDkvt6uAXIXh6+xp9eONA9GbSFCWYWOW8Zyzktfqp5TdbsQ2smXLllIsvatVSbsH8pR/bNs67I390vehPRwXcN77c0AVrMQnvaEybyVAMqjGUbLnitRLFThE8V8psTRfux0qczvTEhX6IYZ5ki+6egfHen7mds5ML4VKOeZcBvpbpcVfF1VI16PauOgqggM2UJ7CmHnJ7qGQWrB5b6YniqLZShiq+1mDuqrK82h+WHJxsKLePFmma3Y9PRWbkApHIPZS+yrYN93J9hzMJDmfi/Vy0pcR1XDfBK8k9Z+UsXvPjCFDDouz6v2o7gmIdbMQlk+39yyizafGsS0WCoQj5b5gRgzV6px1hfUKqiqU1phAVSFVwXrQZReLaXe/kIrwttJJlL46HDOR5zThczd2NuYJZZROV4KcUwWFnXxLFTwuUwkgoGpUtksZ1/MMC8QtFhoLqv19bks561pp1iy/mZtKefUUhPOFraBTUCTua3nwct6BBsUF8Zs2belS0vL+GxaQl2Nsw6SagaW7QOqhrGaNcbZ2IKyAlBhXvRU6mHoumCwfrR0FAnqCSJiLN86M/dzbIoBqkhp4GmXB3alN1CNZ4ZifaeK1KcSrEh3CUw5NIBViuk2021AxRZQ8bDU55wuhEM2Cq+LQthPqHta1QXMSVvrVWRJZli0H3VSWwGd9uN0YSRiWBiucvr6/Yy0ambbSi8FPBnHgUrxkLJa/20Zs6uF38Mn2xMSxBMrGmsCoXjoSaVFLCz86EWsi1htyqRL7b86rmfQGXe49+MRS4Iyz70fPmMlKRG+/C7TVx8DkL75u+jhiH71XXZfjlz+wcz2d55DzsTxMft3O3M1/+hIuLFQXxN5i6Ce+fdg/byPPRA5ud4ShAedyKsWy8e19r+2h+wSYAF5bTe6qgFIA+0tdFirA3wKgfj33T7NPr0Oo23fGXCNEdlu2ufL7R16PH7sbt4MYBWMNcqVsVHoziYm7Wx1HiyLjaTNDbr0SvnqAZ4OVh7mEBmPESaBqOQcSMGWSKVTZAqkvTB8ZIZpGnCnX3NBLp2xX1KcRj4ENCj9i+BO0dpce4ua3kp7BQ87ssr2Y6aBMIKix2BC8wDcJrv/C007ZWBHYB/R4APvKOSt+iTm7GjvA1itlzWuVoGB5jMVRyUejTqebR0L2CRLPh3waq0twICQZ93USTg4k9LCU7oYwMnoANOp/7ypA74BAMlKHgLz9tQZ/PNq61vmPktVQVVeDRoFcfG6aWEO2jW26rpseDZf8Hu7t/neyytU4WyYOM7mjKpDYboEqdlfoaO7jaR9trqBhbYirCHA0odFa1IHJXl14mmFq2urAuWilCFRYiBUH425lsuxaxCm0vQ22gXmbSJvKlPmICdzUhy3EQzF+8Mk3n9sjC4r9v4kA/XkoG27UKp+y5gyA39LKD96n829ldSRwcvhVCPQgt1LrPpMsAWPVMPfz7EVxDR3UhmryMu85eW05ZATRS3UN5eV/QbWf+YcmXNgyhFVmOfIdEyE60T30saW0hvLI2qWMtO5cHwkzEPP5iyS7jLdzUi4O6LVQ8o1T4iYD1rrVytW8357aAKpYZxqnUBB2kmXZT+VAQu+auqSFQp3INesGuo+7wl6JRdbLNexRkxjFVhV0nDmEjk9Vk3B/LEKhCkjJbjPWVhCyllbluC8MbDdahDC4u6OkKtkJJotSF14fu5NhPjO25AS+cOPTsGOCOHinOmrj5nPkiVVFaUcj8TvPOGt3zo3sPnyBoD+DwIyXxFvR+Kza/T6llogGWhABxwYsRRp/kTm6p5uSFeZga3I8/KC/a/2IQ8xq/epJi22+/U19nMhrgE82c9rxPQ/UKuZlhJMxP+xTF7BYsdhAVWXFxz+5NfpbifKEOnev6F869unjP299kYAK0lqYbGoyC6i28w8ep292UJipfdQoJfDyO+NiEB3HYgfWkZK3gamC0VDIR8SL+czwsuO4Vng8KXStCObZ4X+JjOdx3Yz7t8xM0NNUHaWrZL2rGri+SpTQG7seCy8oq0WVqnaApbJs/Wzld4AAJUGiqRAvAvtYyYcXhgPKcbSaVeQKRBGW8WFbMxqXfHXrKk4KvGgzLPNhNX7as084YepDoLsDZqOpmUV+mBrolAPI2XbuGa7zRsX4SaA6DW+LIU693C8Cq8Ubv68Wp2L12G/NaiqIDPY1E3BdDJ32nNTNmQN7MrArx2+yj948XV+9dtfQZ8N6CYzXVk6UdUl5avMYWv94PhWoL8JbJ4F+utoWZGztkmldGGpY2anrzF/tVUA1tLGq87GxemAnfMkFLGacT5PeQZhDRMr2gXyEM0o0bOySue/fVLCWBafIln9qQGieIA4CHm7TICLjmfpL+0cR5DkY1bV7+F6vwqsdLHvqKVyQGCw6xALBqDqritD29tiKh6ksaufVysaOJaO4oP7Td7wYtpyMw3s5r4ZxNYWRBlz5DglxjmSc/AEO2G864nPEtv3A8NzRZMBqfoD82AF5TUq83lgt0v015HzJ5HNh5F4ezx13nfGaJ1hiiqaac7lrSi3vwfWN2wxd08zFcKSel/B2/3yOF4hAGgWH4CFgeZV2PIkY9Am5TAVRGOz79DZvifokkixjIcs49FKp8lcmk9a8KzoqhUNs5nQzkWQfgXaCifhZstMNlAf9/pK+PHzaDL0HH/+J7n7asfbf/8R+df+8fJe6uCr71H6yPZbH6HPnpNvbmwBe33L2a9+D706Rw8HZLulPDojTJn49CV6c7Nom6pO7oHWQNXHHmRYGCrPRnxoP6/YHnzMfvU+SHoNiNF5skhO1VT59gbsHsga/AGapG4BcV6IXLz4cwN2r6s9KOYdNl0lXvx0z3QpoFve/ZXHyN/5O6/9zjcCWKmCHAOysxuITTZd0hTs9WwDcdx5KCGBxo4y2ARQBuhu4Pi2mmbpECipwHVHulmKFzeQpLayP/uDIwRhPutAE5ID04ULBI80x+c4spSVceAxn0nLMrlPeYsLzMtQzIcIWy3lgL02m00EwUFUUsqghIMBpvnMmKnw/7d3bqFyXWUc//33zLklaZvUpuVoiklKEfMgaSjaUCnivUEEoQ8RoX1QBC+giEhCQeKjglIEab1VRLxU660EpJbavqamNlfjsakJJKZpEjSJaXpy5rJ8WN+e2efkTByTPXudzHw/GGbvtffZ/7X2+s5a36zrnGwAcSyJ1YgzIjt7q+W/+ij8ArTv+sUWWTMja8Hc8gyN0V0ktBXT1aoXlgCwbr15A+Ftxlf+gzbvIsxnt7VrojkVJw+0JuL1fMmH+huyDZ5lg/0Hb0c5cfHPwnnBqWpZK1VNIXbdIGZD3cZW1Zltj3GisYr9597MwWPTjP1jCrVhbhU0xm38XsO6N20W51wt0JzKaE2J5lTG5KSY/LfiuDNha/qoM208H6MUVyKODTL5Jsx5d0fMBAu37lS12oX8ipVPGMugFTefbY1nHdtuj2UdR6qz4TN01vbJ8n2/zLHu7OFljQxZZwZVtE8K3ZoxAsx3yDB7sf+xzlT4FmQhFJw2s60skNXVnaAhuhNT7AdIPqEiH7icFRy2QRGAi+1xJrIGNQIX2+O83pxgtjXWmVEF0aGaqjfIFGhY61X0T2JCW80a2fk6k2cylp9skzWgsUzU6nScBrVFcw4aNwZmb2uSzWVxzOhkneZExvKTonbe1gbIN1vG3ok5V2qF2G3cIM427pWuLO4OMX+wee5Q5RWruguKtul2/7Uhn/3cmRHcLFSa+aSNgkOXr7RNsLJmTNTyVjDlLZnznxkya0DJHXnFZ6ttMwyL5WvMBVA7tmpZz0zWzBcszltzuhsw5z8aqnCsACaPnKE1eWscC7UAzc4xceQ0rZOn4ri6vHssE+HCBbhwIca/2SI7dxG9cYn22XPQaHTH+OQOSb74ZzuYs2ROQsdhKYyXA8uvwvg/W5+qc56poBEHsi863siY55D02w2ZD6K3lv3LugfLJLTJuwji9mITaNlUdKxabbh0KY5xywfTq3BvrUZYMRVnf9ss6bmbArXZK6dToexEXAWS/gPMJIzCLcCZEdSuUv+tIYTVgxRwO3I7ulYknQZex/Nx2LUHbUdeFqUjeVm0JFqsgJkQwt2pxCXtTqWfUnsp6JeM21EiUuuXRQhhtefjaKa9ZLwsSkRqfegOoXUcx3Ecx3GuEXesHMdxHMdxSmKpOFbfG2H9UU572aROi9vRcOD5OHraZZM6LaOcj6n1l8bgdcdxHMdxnGFgqbRYOY7jOI7jXPe4Y+U4juM4jlMSyR0rSR+WNCPpsKRtA3j+7ZKek3RI0kFJX7DwmyU9I+ll+15l4ZL0bYvPPkmbSohDTdJLknba+TpJu0z7CUnjFj5h54ft+toStFdKelLS3+wdbK4y7VUwaBvqoXlU0n5JeyTttrBF32tJeo9LOiXpQCGsknzsob1D0j8t/XskbSlc227aM5I+dC3aVTLsdpTShq6gP1R2VIUNJS4LktankiYlvSBpr+l/zcLXqaI6tS9CCMk+QA14BVgPjAN7gQ0la0wDm+z4BuDvwAbgG8A2C98GfN2OtwB/IK4VfQ+wq4Q4fAn4GbDTzn8JbLXjx4DP2PFngcfseCvwRAnaPwY+ZcfjwMoq0z4MNtRD9yhwy4KwRd9rSXr3AZuAA/9Lr+x87KG9A/jyIvdusDyYANZZ3tRS24nbUVobGgU7qsqGEpcFSetTe84KOx4DdtlzK6tT+4pnYkPcDDxdON8ObB+w5u+BDxBXxZ0uGMuMHX8X+Hjh/s59V6m3BngWeC+w0wzjDFBf+A6Ap4HNdly3+3QN2jcCRxY+o6q0D6sNmc5RLq8QF32vJWquXVCYVpaPi2jvYPEKcd77L9r0Uv6Mih2ltKFht6MqbSh1PhaeV2l9ukB7GfAX4F1UVKf2+0ndFfgW4Fjh/LiFDQRrBryL6OXeFkJ4FcC+bx1QnB4BvkJ3+7o3AWdDCPkGUsXnd7Tt+jm7/2pZD5wGfqTYFfkDScupLu1VkCrOAfijpBclfdrCer3XQZE6Hz9vzfuPF7qrrkcbgtG1o9Q2BMNjRynjXHk+JqpP86E1e4BTwDPEVsKq6tS+SO1YXb6jY3e/83KFpBXAr4EvhhDOVxEnSR8BToUQXuzz+WW/jzqxyfjREMJdxD3QrtTvX1l+lEiqON8bQtgE3A98TtJ9FWj2SxXv5FHgDmAj8CrwzQq1B4Hb0Xyqeh/DZEdLMc4DiVOK+rTzxyG0Qggbib1B7wTefgWNJHmS2rE6DtxeOF8DnChbRNIY0Qh+GkL4jQW/Jmnark8Tvd+y43Qv8FFJR4FfELsDHwFWSsr3aSw+v6Nt128C/nWV2vnzjocQdtn5k0RHq4q0V0WSOIcQTtj3KeC3xH/wXu91UCTLxxDCa1bAtYHvE9NfifaAGFU7SloWDJkdpYxzZfmYsD6dRwjhLPA8cYxVVXVqX6R2rP4M3Gkj+seJg8ueKlNAkoAfAodCCN8qXHoKeMiOHyL2FefhD9pshnuAc3kT5/9LCGF7CGFNCGEtMW1/CiF8AngOeKCHdh6nB+z+q/auQwgngWOS3mZB7wP+SgVpr5CB29BCJC2XdEN+DHwQOEDv9zookuVjXogaHyOmP9fearNx1gF3Ai+UqT0gRtWOkpYFQ2ZHldtQgUryMWV9avqrJa204yng/cAhKqpT+2bQg7j6GIC2hTiz4BXg4QE8/93Epr99wB77bCH2sz4LvGzfN9v9Ar5j8dkP3F1SPN5Dd1bgemIhcRj4FTBh4ZN2ftiury9BdyOw29L/O2BV1Wm/3m1oEb31xBk/e4GDuWav91qS5s+JXSUN4q+wT1aVjz20f2LP3kcsvKYL9z9s2jPA/antw+0ovQ2Nih1VYUOJy4Kk9SnwDuAl0z8AfNXCK6tT+/n4ljaO4ziO4zglkbor0HEcx3EcZ2hwx8pxHMdxHKck3LFyHMdxHMcpCXesHMdxHMdxSsIdK8dxHMdxnJJwx8pxHMdxHKck3LFyHMdxHMcpif8CO75KZQnJi64AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def read_data( sample_event, img_type, data_path=DATA_PATH ):\n", " \"\"\"\n", " Reads single SEVIR event for a given image type.\n", " \n", " Parameters\n", " ----------\n", " sample_event pd.DataFrame\n", " SEVIR catalog rows matching a single ID\n", " img_type str\n", " SEVIR image type\n", " data_path str\n", " Location of SEVIR data\n", " \n", " Returns\n", " -------\n", " np.array\n", " LxLx49 tensor containing event data\n", " \"\"\"\n", " fn = sample_event[sample_event.img_type==img_type].squeeze().file_name\n", " fi = sample_event[sample_event.img_type==img_type].squeeze().file_index\n", " with h5py.File(data_path + '/' + fn,'r') as hf:\n", " data=hf[img_type][fi] \n", " return data\n", "\n", "vis = read_data(sample_event, 'vis')\n", "ir069 = read_data(sample_event, 'ir069')\n", "ir107 = read_data(sample_event, 'ir107')\n", "vil = read_data(sample_event, 'vil')\n", "\n", "# plot a frame from each img_type\n", "fig,axs = plt.subplots(1,4,figsize=(10,5))\n", "frame_idx = 30\n", "axs[0].imshow(vis[:,:,frame_idx]), axs[0].set_title('VIS')\n", "axs[1].imshow(ir069[:,:,frame_idx]), axs[1].set_title('IR 6.9')\n", "axs[2].imshow(ir107[:,:,frame_idx]), axs[2].set_title('IR 10.7')\n", "axs[3].imshow(vil[:,:,frame_idx]), axs[3].set_title('VIL')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 3: Including Lightning\n", "\n", "To include lightning in the data gathered in Example 2, we first need to convert it to a raster type to display it along with the other image types. The following code achieves this by converting the flash data into flash counts per pixel per 5 minute frame:\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, Text(0.5, 1.0, 'Lightning'))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "def lght_to_grid(data):\n", " \"\"\"\n", " Converts SEVIR lightning data stored in Nx5 matrix to an LxLx49 tensor representing\n", " flash counts per pixel per frame\n", " \n", " Parameters\n", " ----------\n", " data np.array\n", " SEVIR lightning event (Nx5 matrix)\n", " \n", " Returns\n", " -------\n", " np.array \n", " LxLx49 tensor containing pixel counts\n", " \"\"\"\n", " FRAME_TIMES = np.arange(-120.0,125.0,5) * 60 # in seconds\n", " out_size = (48,48,len(FRAME_TIMES))\n", " if data.shape[0]==0:\n", " return np.zeros(out_size,dtype=np.float32)\n", "\n", " # filter out points outside the grid\n", " x,y=data[:,3],data[:,4]\n", " m=np.logical_and.reduce( [x>=0,x=0,y, Text(0.5, 1.0, 'Lightning'))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OtL2yWOHZyrMAVFtV2a5YwXVcqq0qAF568lrLZSdvoymR4i5w4utQkZEBUtk4KfrhQ/V3gKySWkKSlhJQOQe04GATFlahsgyVFvRbsLUv+1nJg7eGrG/9XNh5HjwHLl0P/21SEIR3nE44VhrkyqQl26txD/Zh4UV53O/48jyfaSI9gmqyLfnwA4Cx9OOHjxSIc4ADqcFIPtJSYWs7krw49OjhUKcY0pYlemTZo8xN1ujgUaDBMrvyOFx2WWGHZVZ5kxV2yNKjjbxGfKTc5NBjSIoCDXwcGhTYY4ldlumEFKdBgR4Ob3CRL/AcHh1W2GGbVV6tXgGgWK4D0POz4z9YV8i7dld+bv2mS31wV9fgie/JFhaniONH8dzrGVk8cjh1UhMEwUAI8TFkNegU8I+DIPjDWY7VF/KnvciNU3kUoVlaWmJ9fT3appQGndjox6p9m5ubwGGVR+GFF16YUGbU4l/1q3Dt2rXotd5OhxojTvFQx5kkLG5OZt/m+ekkSCdAqv84xM3H3G9+hkdhGgGaEce/kQej0yU0JuacB6/WnBRHkZmJtuE59n35ur1HZbHCcxeeo+yVKeVLlOfLAFzfuU4+m4/IS7vfZqu2RbUtCcdSfol8Nk+1VaXT79DpS72i5bcikpPL5HAzLm5a6g6u47JelP/Pz1x4ho2VDbZqW1LJKVWoFCuynVKK+mMNpJyX89LVGiHu6tZ64gVl33g+LSiO0EcqKQspOGhKkrGSZ0xYfMi04FKViJCwDiyHrwnftyB4BTpdyDhQ25ekJY1UeBpA9QtQLgOrcKEE/Rpc96GxK4nPQTiX6nUo/0q4Qak1IamiHD5vh/NZBnLgpGGQgvQQfEa08zkazNPBo0GBBgXqFHmdy7zKFaqUqVOkQYEsPVbZJsWQLD1SDMjiU6SOR5sGBdp4OPgss4tHO2qXRhKoLL1oHB/540IPh11W8MnyCk9zo3qJlfIObVxuVC/Rv7YAObhdL0BaKwvRFbJevYr/GwBkGOUSFNMZcDf3ZAuLU8SxFcOUEGc0jtvirOJeKDUEQfA54HPHPU5fyCaFOSXhJKFpeghanEqih1SZi2xdwVAKiQqz0vtRqo6+PU7NeOGFF9jc3IzC0PS5qTA1U53Rw+nUGGouSeFk+nmbZMNsaz7HtTfnFHd+R/09zM/mLskM8ABu5HqY2bQ293L8aZiFrB0npExHyhm3UaFmYYhZyStx5dJ/wbOVZ/m6ja+jnC9TbVWptqtc37nOZn2TO+07UXgZwJWVK2zkN6L3tVaNaqsatekMxiREkZt8Nh9tL+fLuEUXN+Py5PknAUl0vLRHpVhhyVuSRCYP3V43IjC5bC56rQgPyDyck+Jur8PTJjQZJHlQChBAbSg5RAnw3oUkKl2knNMFzoWNW8D18HUZGX4WqiciDQvniO4oB2HfA+RK5mAIl3fh6VXZthN232ccVpcBXhlC6dfg6W1j7DIyUKUF/BpS+XlebhcOkJLEBqCDR51F6hSjxxtc5BWe5vd4L41hgUKqwQo7LLHHRW5Q5A4Ovej4NylQZYkhqTA8bY8yVQo0ooC2FAOGpMnSw8GnjUuKASlSVEMlqEqZl1tP02+6NOYL1AdFSWjqwDwwEJDLjO/EOqHRYyymxVvMgJPeky0sThFWMbS457gnpOZuELcgPo1Fro44hUMpISYBUARBVz/UHFXImq60mHNVfShVR42ph57pY6q+1JjmPHRFSZ9XnBJihq6Z55eUIxNH7nTSp87BbD8tRyZpW9zfd1ruznHwtrqR3ysVKC6cLO0cbqORGXc0oFKscGXlA2yc32BjZYNnK89SKVbo9rpUW1Vu1W/x4q0XuX77Om1f/v3L+TJL+SUZHpZx6fQ7VJuSAO0199iqb02QDSBSZwA6/mTOTDlfjnJmvLSH67gTCoz+Wn/vZlzcrEun18HNuHdFauDBXIcZJgmRCj1LM86jgbFKAnCxhCQ0+0jGsS1f92syBK0W9vPULmR2kWqNg3QQWA072R6Pp8hKB7lG3wVWXoIbQ7miUTk6KnfnQtiuBrxxHS7th/0rQrMKfBn4HWADeNf4PDrzGQapFB08XuMyN1ljm8d5k1VussZrXOb11jtpvnYein3KT+zxONs8yR+xxiZeOFul6uywQoMCHm2W2WElDEorU534nHtkI3UmzZACDW5SDAnNEjv7y3T3FmEg8LtZuvXCmKDEkZeBtq3L+A595u7UFhbHg1UMLe4HHqqvymkL3WlJ7tNg5vGo5Hlz3M3NzQm1RF/oX716deI4M8ckrr+kuZtkQ1dpdAKjQuZM0mPmJCWNNW0+Zlv92exf3zeNgCYRmrjP4KHELLkzZ8UwIA6mSmOSGV3p6fsyzkh/HyozG+c3olCzjZUNnjz/JKX5EuV8mW6vy6u3X2WrvsVWbSvKpQHwHC8yAag25cKx1qrxR7f/iJv1m2zd2ZqYnkluWr2WDG3zShPb9dAy/RhFmpa8yZwzN+tOvO70Tpqe/+ARR2xUEJMegpZBmo2JMlIJUarMPmy9IQmIMgsAGab21EtQXg83pJFLlAN5Kbg5KIXCmyJMHaAKvDCUffWBFW1OJWQsykHYtgG8sSuJlkgjFaIcsBmOpULgHOjmYS9VDpP4V3iNd3KDS7zOOyWhGV6mUS/Qb7pQ7PPYEzdZ4yYr7FKgEYWR9chSp0iKISvsUKROmT3WuMklbrDMTpRLMwjNB4DofYFGSIoW6YSGBPLzGWhKjBZGpv4IOslRElpT+2x1Wc3C4iHG2+qHRosHgoeK1Mz6y/2sC2NFSvREfRjnr5i5KbqqY5KfaYv6OPVGHWMqIHrI2bVr1yJlRg8XM0mQ2a+pNk2bXxKZiFNLkvqY1aktCUcR1fsGMScX6/cyryYJJ1FadCJ1WkQpTplRuTFDfxxqpvYPffAbkshsfIDKYiVSZyrFCuvFdZn0v3Odaku6km3d2aLd1655x8NNS5KxVd9ir7UXOZpt1japtWuQkgvETl+qJ+oYhW5//HO3lwmv6cF4DEWsdChFBqDRkKFHjdA5C6BQyOJm716peVBQhEZXadLhduVmpsLRFmCsHOTVBulIdis8TpGkDpK44CDzafah40OjBe4Ubl9DkhWYdHQrABdTsDAvyU1/AIMBLGwgycsfQPAiCBWhuEqUT0MeqvkS26zyJqu8wUVucImbrPEyT7O9/zjdt0pklg6oPHGDAg3KVFmkThZ5DcuAMUlMPNqsss0yO6QZhsSmOhGeptDGpYfDMHRCS4VuaD2yDEK7NifXYzjfoa9UmiaT0NUadQkrtSYdnqNqY2FhYWExFWee1CSpM3oIl47j/OLfbrcj0qBvM9USnXioEDCljpjHmfNIgk6gVB7M+vo6V69e5YUXXjgUJhbnlKaHqpmqynFyVEz1Re/HVGJmxTS1SO932vFvG5zUIW2WPB44mqQplSaO0CioELOBH7mYuRkXUhnK5zdkHkyo0lSKFa6cv0I5X6bVb7HXlqFjOpHRFZS236btt+kMOtIRrblHZyBDzzqjYURo4pB38rgZV5oFOJKgtPttqcT4Hby0FxEaU5VRaDR6HBwMJ7YtLKQiojManZ1cVd2eWV/nJuXeqPYuY5VGhYOp7elwG4qoqMW0L0lInzGpuYgkId45ZL7LORDbMAgJR8eXiozKl1GkSde7zPmvAKVz8rVYleYE5JG20bsQDGAwhMwQyXpUjFoXDsoZ9sLEf/lYjJzOtvcfp7tVgjR489JyuRDSKqmzSI3FoYcbWjKrMLQsPYrUKdDAo02KoZZJI8PcejgRgRmSjkwFsvTw6MgRnDTtpietmuuhCcDA+AB0UqP/UdPaPktqLCwsLI7EmSI105QEmCQ4cYTmOOOoZ3PMuH4VgTINAJSao++LCyWLG18PJ1PblBOb3q+uguj9xSk0SeFcRxkwqP1qXJMkxZkFJJke3A0ZOROhZw9CpTkuToPIKJhhZyahUSoNwLBHyQsJwvySJC29VpQHU54v42bdSBFp9VvkM/koR2arvsX1nevUWjVavRYtvxXl0yi0/BadQUeGm6Wy42qQ4fgwDiPTCc16cV3aOfc7kfriOi6l+RLrxXVKeRmW1ul1JkLM4ggNMLFtOLz/pMYMHVPbFLmA8TpXKTD6NrO97p2lh54pgrMCUv0AmVOzDzvbMhxMtS8BT52TSgopJKkBQjdkXAeq/jhHJk0k+EQkynydBlbOhaFv58I5qLSVqnyI5ZDQXEKSHVW/Jg93UkV2WaHKEll6oQdZg6EqbJMLoC7Yv/EY7SWPTnmHNW6Spcd82FaRkB5ZekCROqtsM0+DIWlS4SegVBk97MwPiU0bjx2W6eDi4EfGAcNhiv7eAuwxqdLoREUnNPof0HxvYWFhYTEVZ4bUnNQQ4KjwqaT2ME70h2RbZr1vPRTMrAmjE4O4sVQ/Zu6Ocju7evUqm5ubE6YDcX2qY/V8GtUuzjRAn79JRMx6O2YekOpbjaWfwywENAnHyeu5rwhG92ccFWpmkpNZQtCSCM3dGgUolSZthJcpGO87/U5U56XT71Br1aRKs1hhbXEtchIr5UuUKJHP5Nmqb1Fr16i2q2zd2YpsmkESlUixUSqOaUjAmNCo0DNFaEr5UqQeeRlpClDOh2YB+dKhfs46jnI90xP+3bD9gDEZUsTBLLxprpn7SLLy7hKSVOwiSc2BDD3TQ9iWkYQmk0YaCmgi98I5IommESo8ijCpnBml2Kg8m3a4/6AJZYconI1VJDPaRdajSSOdwkKyhXZZPDG8jfP1PZbZAaBOkWxY0LLXdaRFch1oQr+7wKAsXcxUnoxSY7L0qFNkQIoVdrnCqwBshw4IHm3uUKTHpGo4JBWZC1RZCot7OrSVnbQKOVMKjck+TeIy7Y9lYWFhYTEVZ4bUnARmPoqJaURJX5jrRELtU/3DZJiauS0uv0afH3CI/Oik4oUXXoj6MY8xQ87UuHEhcfrzUQRP70PvW5Ec3fBAEZy4z9rMu4kbJ+5zteB4IWf3ur6NadccZw4QEoxauxbltayX1tk4v4GX8dhYkXk0iki0+i35qMu4pG5PJgy0/bYkM4NOVHdGERXP8aLnrTtb8WFwGtyMy1J+Kap742bcyPFMhZvlM/lIndGT/lVoGchQMyBWsXkQUKpK33itHiBDwMz2Sf2YfcGY0GSQ5mJiFdiF9itQa43Jhwofu0hYfPMcUjG5hCQXOaQTWajapGvg+mOi1UeqNU+EY+4wDkW7CDyVl/kzW7vSXMBTi/dtovA2dpCESVW0yMu5UgWWZUFMj07oeLZKlSX2WGI0SEml5iJRLZg0QzzaFLlDgUZEaoakcMIcmyJ1LuzWaJ2bo+4UAXBph8Fpw/Dzk9eMTzYqvFmnSBsvck+rV4v06wV54jnGpEYpNqY6Y96NzTA1i7cNrn/8Ohuf2Di6oYWFxQTOJKnRC18mKR9mCNSsv/TrSgMQ62qmnvUwMd0gIM4G2iyaaYZ/KShlRuXNmOFdeqFOc846GYk7p2kqivpcTWME8zhdBYpTXmZRY46TQ3MmFJqziDgV57QxrS5NX8uv0VWcMARsvbTO+y+9n43zG7hZN3I50xWcVr/F9Z3rlPNl1hbXKOfLVBYrPNl6klwmB0iSo5L+VUjbVl06nVWb1Vj3Ms/xyDt5SaDm5UOFuCmFZskLraHDULNZXMySyM2DCD+DscqiKzBqu0l29PZx+SsY7dSzSxh1tg87fwBfQpIZTzu+jAxP80rIgpjvQC7Ia4xdyM4BjiQobtivIkWF8H1Nm4uLJDReCa7flLxlpwUXr0PmDdlmYSM8+VDaCbphbs0CUc5N8GfgRb4CgBd5jpus0cbFo01uvk262ODx/DYdPLZ3Vmn4BfYcWUNGQSX8t/GoIl3UCsuNSPEB8MPQMx2K0KgcHhl+5nGHItWdMqO9/DjsLBcepFs264QmhyUxFoAkNBYWFifDmSI1ptKgL3h1BUMt/HUyYmKaQqOwubmZuHhXYV7vec97Dh2TNJ5JROLmYIaXqXPS+zdVG9XWdD4z5zxNCYkjbeaxenhdnGuaOb4eHpcUjpaUV2Seg0WIe0Fe4qATGr14JkwqNP4BJWc+Ih6VxfeyXlznmcozVIoVgChBf6u+Ra1ZoxrunFcAACAASURBVFPssLa4Rj6TZ2Nlg/WivK5a/Vak5lRbMgRtq74VEZeN8/KXSRVG5qZdOoNOFJKmh54teouUPUlmKsVKpM64GVmLppwvM/BT3LrdYWEhRaEwmUejUChkD20zkUqJ4366p4KkEiW6c5jexkWuh9X2uLwcBbVdHbN1U4ab1Rjn0ZjqDqvIkDOHsXKiwsa0hbhOtBRuIUPS9P/4WksSmRrj3P/BENJDGa7GdSjkQbwDuAoiB5k8UY2a6x+ocIOLkRUzwBVepU6R17nM9mCVXtfh5mBNGgaEc/ijlSvsssIyMr+mQAOHHimGbLPKEnvUKVKkjoMf5tzImSubZmUMUKfIXkhodlmh4RdoNz1G9ZDQ7CEJzDyTds1mQtQg4dnCwsLCYmacua9NfaG7vr4+QSLMhbTaZibQz5JfExfapaBIkzkfNSezrRl6ptSUuBAy1V/ScTp5MBWZOEex4+anzBqqppMZRR7jjjGJTdJ4s87P4pQwzZp6mkITOZxJq+bnKs/x/kvvl8QhzE2pLFbo+B2qbanIlJHGAB2/Q2m+RGm+RC6bi7ps9VtR/owKT9tgQ/YRbm/323gZj3a/HSkvyt55684WnUEHN+2Sd/IseousF9eplCpRLo3ubpbL5ijlS9y61aHZ7LGw4B4iLYrM6O9VG6XYKDwIUmOua80QM53QqP2q4KXZVld19GdFXHYYqyg6YXKBy0i75fJquFMxEJ+QeSDzYIZAHtJpmVOj1uzKLrqBJEsq3wfgBca5Ovp5rwCVZSRZ2gA+BHwEvrz8GJ1QQ3qNyzj4XOQGq2zzMk8DUlF5g4s0KDAcyL/jcJCGYpfcfBsn15PEI+2xzSovp57GCUlLiiE+WRap8ypXKNCICm+uso1LmzRDBqTYZZmbrLHLSlSXpt4q0qwXoJkb59E0iS+uqU52ljuwrVPztoFVaSws7g5nitSYSe9JeSBKYTH3TUteNxfXJmHQ1REzpCwOJlnRVaN2ux2RsSSVIq7GjRleZypI+iNJQYk79+NsjxtTf6+/TjIkMN8nhawdJ2zwvuFB1al50Bj60LgN7T3pcLbwGJXF93Jl5Qpft/F1VEqSyKg6M7VWjWqziud4dHqdKJdFqTdb9S06fieqFVNr1iLy4TquJCCerB8D0mxAtS975ShPZqu+RT6bp9WTuTlL+aWJcDMTikypcLP5eUleTBKjtwFZaFNXbWZRcO4VzDXstJwZRVD0L3KdmMAkidGhmwtcQJKPKpJsdJCcpQMcDKGcRxKZJmPb5wEycV/Vj/Gh05WqTDs8VjmsqaKaMJlvo4ellYDnV4HnkSFua8AG9D8AP33u27jBRQo0eJ7f5zKv8c7Wl8nVIMjDoJTiTVZ5mad5k1U82qyt3MSjHeW/KIezOxSp7xfp7i1KIwH1gc13mUsPKS7V2U6t4tJmiSqrbFOnGBXfbFBgm1W2eZxe6FqQYkg2p10ryhZb/4PESW5xd+CBsc8SmrcdbD6NhcXJcCZIzdzc3CEFIi7PRW2PUzni8lmmQbcu1hUVfXzVl6laqO1HGRXoSFrAx+XwxLWNU6AU8Toq98Ucy2w7i+GASaLM/SamGQYctf2BQRVZPKvEJqOFpt3N/NKZsVrjH0DnQD5rls3PVZ6jUqzgOR7VdjUqjFltVqm15DJUhZ2VvLFaks/kuXnn5oSzmQmdjOQzeXLZXJSH0x60cR0Xr+/hFT1K+VKk2rhpNzIE0G2ZFSFqZVoTCpEMO8vS6XUSc2pUWJtu9awToEIhy9zc/VNqBLObXiXpbQMmicy0L/k0Uo2pXAXOwcobcGtXEo0+kqAMgIXrsjhmRi8KmWZMalYBR9abcWvjELYG44KbajxTYSoB7ymFYWbLSELzHPANcGtNFtZs4+LS5kle5Wle5vyLTTmuI+2gndKYbAxIUabKMrukGNDBi+rL+BRotgphIUwxqZwMcozm+zTqBXq5LH7e0QjMKu/kdZwwz0aZAihk8fFSberpIiNdiVFhZzpB6Wr79Q9GL7pp7rd4W8CSGQuLu8OZ+to0czn0Z5h04zqNBbE+hq7QmARGJc8DkVJkGgkcRariFCTTTllXSnQzglk/m6Sx47bH5S3FqS9J52Lm3CT1+dDiLBAbNYfMjHk2x3VJG/rQOcDtt3CdeWrtGrV2TaovIYnZa+2xlJeqpm6/7GXGTmVKfXEzLnvtPdqDcQ6M67hRAUxFYBS6vW7kkqaIiZf2InXHzbhUihWqXjU6ppQvRWPrxTzbgzYlxtbNnX4H5mTeRqsvpYR8Jh/1q5+Pnq8THR+SIJ083U+YP9Lrqkyc4pJhvCZOahcXxbQAVC5BmGsPLbiwO+lUptSa0j489ZI0DmCVcU2ZfPh+XxKMJ0LppcokoVHnoeAiFaLnV4H3IYnSPnLRfw5ur81Tp0iZPd7NS3h0WGWb8zebknU5wDx0l4kKcKYYcpnXw0KYblQQs06RaqtM860lSWZ0YqErKukhw0EKv+vg5js0WwV2mx7+iiS6WXo0mJ9QaJywWk2BBtmcT5f82PGsop2w+gOZBTj1P0wc0bGwsLCwmAlnitTELYZNtSDOOvm4YUxmzoxSPEwTAL3Pzc3NiUR6M8lft3eeVTHSz2VpaWmibo46Xs1TL8yp9z1N/ZlVVTGP09/H9TGrQmNum0VBe9vBJCyKSKntsxKapL5NYqYUmpDQ4B/QGfbojIbgSKenrTtSkVGIclbmpaOYqgPjpiWRaffb0JQhZvoxOqFRKo6CIhowGXpmHu86Lu7AHTufZbT/jzAHp91v4/outWbtkPJjIp/JH1KQIpIzg0PaWUCcQqPnqigCFPflrq+TVc5MZM8cFtFcCNvpCf87hOrLEN7zSliXRkG9DpWTS6vgbcMrjI0L9HmqopwXkMU8WUOGtqm6NHmgCudfbHI+34Q8rJR38R1JLPoLkLkqO+rmYTv/GABr3KRMFZ8sr3OZV7kSFcxsDAtjQmPWhVGPXJ9MrkcqtH/u+Vn8rsOo6VHPFWmcK5BiSDusEOTQY0hKhp7Rw6WNN9+hq/qbNz58s+BmHOuc9t7CwsLCYirOxNfmaDS96KFpDmDuO+7C3cyn0XN0khbeitDoIV97e3uRaqP3GUe89PEVdMKg96OfjyJbJgmLQ1I+0VEwFZqTkJej8mvixjnzUITipIqNfvys5OS47Y6am05s4kLOADzt/yHtgLMgF6KhYUCnPSYruUyOfDZPmXJUADMOE1bMfZdur0u3151QaqZBhbZ1/Hiioas0arz2oB2RJZM0mSFv5rFx+TkKo/tVlNXALKFnLpPRSrqiE0d+dKXkAvD8MpKU+EALgm0ZctbR2ityo7kry0X5ZnhsHrjOmMXkZRhaaV+qNbrZgbJ7vgA8VQKxjjQZeCWcgzPugxqS8LwD8sMRw9Uh2W6fXm6Om+eWI7VkSCpyI/PDbUXqXOQNityRbVIp2ksu3ZwHgxTUM/IcuoxD6YBUekA6PaTd9BgO0qTSA/o5PxonFdapSYejphhE7mg9snipNrVcHwYZSEsr8Ln5Nqn0kH43K00ElGJjkqtpsYJn4k5tYWFhcbZxJr8qzUW9eq0wLQF9loXzNOevOJtoPfFfkY7Nzc1omx6qpvqZRjzi8mhg0mJa1YpRyo95TJx7m3leSXk1sxASPYcmKSztKHL10JGYJMQRDZOoTCMXd6O2HBdmCJpOaMwim2lH2jmnDVUo7Yxd0LQCmJ1BhzttuUh0M1JB0UPSdCKjFBSvP/77K+KgiE0um6PVb0XblVLjpeUxSm0xiY1JaJKgFCDXcQ+pMyaxicODDj3TodeY0c0BFJHRjzuKzChiUQEZQuYj7Zl34VbtcPia3n8fuOHDhd8LHdHeDbwI/Tegtg/pFLg5aLTkGGWkyqPUGaUCuUDHB29fDtQP2VK6C6KFJBu7yNyaVSAFbrNPegjb+SK7rNAOc2Wy9Ojgskc5ckcbkGIxLKyp4J9zqObK7O8VJenQXckA0mmGgzTp9JDRIMVokMJbmrzWUgwiQuPgRyTHJxvl7TBIRx9eptigUJRzaDddul0H0jE5Wmb4mUl8zuSd2sLCwuJs4Ux+VeoL5qSF8zRlwQxZi3ve29vj2rVrEzks0+remKRFKStqLEW+PM+LatEkLep1J7ckcwA9tyfOlCAuFC1pnOMQizgzglnd0qbhuOTmzOflzEJUjqPQ3O08ppEqk9CkHXAXJkPd0jHzHPq4cylcp4TneCzll1j0FiMHMqXUdHodqozDvcwwLtd35S/vSCKjCEWr3yKfyUfERpEZ13GptqpU29WxXXSCmqLC0Urzpej4aB4hGVLEJgnTVBqAOWUgcZ+hfzkPAHOWcUqOmVcDk4QmjUzMLwOXU8i/y5eheh12huMcmhqTapAq7InaN4TMLiy8CFvbcv8BsDCUBTW9NVhJQ+kVWXemgyQ0ao41gBaUt6UN9MA4mXQLvCFSCdoF1qGzkmEvVZY1aFiN8maWqFKmSoEmHTzaeKF2Ix+rvEkPhx2WqVKGek7Wj1EfiEreTwuGgxSDQQq6jiQkToNU2qPXzZKlxzD8FLIaoengMiBFnUWarYJ0VBsA6QFOzieb8uVMBmkYiPg/XNIfdJZ9FhYWFhbAGSE1c3PjRUOcIhBXz0VhmkVw3EJahZHpbmdH5eqYqsULL7ww0bfKh9HHUKrLUWqFuXjXw9iUUmUSHLUvbruu5MxiWKBvm6bYTDs+SbU5LqGaNsZDh/upzsyCVMx84oiMQl+qNK4zH+XT5DI51ovrMlnfGf9da+0atMfkIIkk5DN58pk8pXwpclBT21v91gTx6PjSsayTkWRGGQREqk5Y10ZZQutmBDrag/YhsqNjGqHRHdHuFwSTasy0/Bg4bJhlBuuZNWoKSHJRAMorgA/tm/DKUCoqHjJkTLmXqX5d7VEKt1d9uLE9VmFAhp2xgVRXhlD24eJ1GdKm5/2okjcdH1x/PE/1XMoBKSTZCGvj7KRWuMFFXuOdbLNKE5kDNiQd2i3LQplKwdljiRQDHHr4ZGlQkCrNHjJZP8fYJCAkNqNBSpIPRUjC/gB6ZPHDHB1FmnykQ9qQFHW/SHPrvOw7/OCUzfNwmJJ1c+JCzyYc2LTtemFOS2osLCwsjsSZIDVweGE8TakxE+GnERu9P7XYT7JBTpqXetaJjbngN+c0y2Jed1EDIqOAuPmYltNm6Jq5TZkhTEvyN4+dRfmJ+2z0vmfpfxosoTlFKCVGt3BWiCM5Ss0J69W4GRfP8cg7eXKZHEv5JVxH2ioDkZmA53iUvLHzmJt1I7XGy3hUShWWvKVDNWSAQzk2E7k4WXdMWvpjAgNjI4FyvhwV/Szn5by6PTOuSEKZCOQz+UNk5kGFmk2DUkfMcDJdedGdz5La6NuUqxnAQRUWUrK2TI2x/bL6C6jQNmW7rELHLuchk4atfUl+VBsXyJSQ1TPzSOOAEiw4cMsft1P9drSHOh5k+8wl4CkkORoAQ6hTpE6RDl4UZjZPgxQDbrJGnUV6IXlRRAOkM9qLfAV//PoVeCt0PjO9pRVx6DrR553N9eiRpdeVBgVtPBrDAtmUT5awjhEFGsMCvW6WpiJMA6CIlKiQpKvddBk1vcmCnHFExmSpFhYWFhYz46H86jTViaO2K6hFt1m8Mwl6aJlK2DctlvVwNn27SXxUeJtSUEySsb6+PqH2qL6S5qWbE5jnbBKeJII4q+HAtBwcnVhOC/ubBY8EoTktxKkogxMaFkA8sdHhH4zVmX6LyvnJegn5bJ7yfFmSiH6Hth8S4JDQuFl3wpkMJKHZWNngyvkrUc6NnsCvQ+XX6Ch75cjiWYWnqTo2QERiXMeNVCCYJDVe2ouKfZbz5anKjF5oU69V86CMAtTiX1c3zBQLnbwkpV8MiCc5Bz70t6VKc8BYSTGvEjWPA6RbmrcK1S9L9aVBmB8DlFLhAdeRCf8hsTnwx4U2V4ALJZlzc92Xxw2QytEKsLKKdGP7QPhM2M9AJuorM4AidbLI/4ceDq+zQiNUbhoUotCwG1zkJf/d7P/BY/AWkxbO+gd0KHFfWjs3BgXaTY9CsUEbj3bThXnopIZ08Gj4hdBUIAXNzFgBCv8Iw0FK5tLUC1AXUGdMasw/lgqDM2sBme0sLCwsLGJxJr4q5+bmooWxskaGZIvhpNyTaQnqcerJLMnuukKjh6iZYWkqJC2OXOgW0maYm1JTphXyNMlJ3ByTznMWJzP9fJIwLZTtNMjINEXuzEPPZ5mm0iiiosiJSshPajdt+90QHBP+AdS3KDnSg3Z95crE4j+XyVH2QnWmVY1yVUr5UlQIUw8N6/Q7UWhYpVihlC9F24FEYqMS+4FDOTDqfVwomZtxyWVzlPKlCRVIKTv5TD4iNEqRibNv1olMp9eJ5ns/SY1KIdeVizinX92VLI6wxCHNmDyUwmMPhpKYxOXi6DjQ9h1sjsPVCLcXgM4Qtt6QpgELKRmK1mjJdgPCmjhhfRv3De3fIJzTynNIY4CngHch82laQB76a0S5MkXu4CAJaBsvqkWjcmwceqQYsssyr3KF/Rcfg61wEspmWa9NAxojHDCXHpIKSc0gNAwAafEMIVEJlSK/m2U4SDHqZsc1aLR+pSlBCvYyUsWpc1iNMWvT5DhMamz4mYWFhcWROBOkBuJDyZJCmY67iNaVliSCYEIfz6xfo89D3xfXp157Rh9fjRFHhKblvehzi1v03w0RSCI2s+TmHJXLNM2A4KEmNDBbuJlOSEzSMi235aj+ppGbWQqIDn1o3qYU5s7knTyL3iL57LhQpapL0/E7kfNYeb5Meb4c5booAhGRkrBw5pK3dGhIMzwsl81NbDNd0PTt0/JjgEgN6vQ7UcibCjczCY1qa9auafVbE/N5UEpNHJRzmLku1nNwMPah7asgDQIOhuMaMm0ma9KYUFbOGeCPgdf8MaFR+1X4mupjYQilcdoUy8BGaM8M0B9MurdVLjEmNGtIJ4M12aC2nON1LrPDMgBLVEkxDO0BZNHNXZbZYSXMeqnSweUma9x+fU0qNCrPRVdB9BPQwtGyOZ90SGz8rsNcSHCyuR5OrsdwEObHAL2uI0nPID0Z1pYOyOR69PcWJJGpMw5NS2tz0ImLPhc93yeupo2FxRmFEOIfA98M7AZB8K5wWwn4WeAicAP4tiAI7jyoOVo8ujgTpCadHk9DKS4qXAvkAlcl36v3cYvoaQnveuL8vQpzMvNv9NfTFu660mTm+5jzTcp9OUppOU0cV6GZRoCmhbY9MjgJaZkFA0MhUgTGtHU+qo+BD6nDv/eXvfJEvRid0CgFRhEaL+1NFLxU+S5mrkq3141Ih64GtfqtQwU4VT/tQZtas3bIIU2h0+/Q7XWptWqHVKA4QqMrRqp+jg69j3wmTxAE0z7BU4Xg8BpXqTJmMr1Zl0ZtS4LapwhNn8N5NHHQ69RsafPSofhLGmk2kNZel1JQLiMNBFaAfdlWkbMSjAt4DpAW0ymoreaossQOy9QpkmaIQwOPNncosskab4YuaDdZo0GBMtUop2aPJdgTY/UEbQw9CR8kgZiHzHwHJ9cj6/QYDiVxGQ1SpNJDvFSbNl6ozqSjfXPpIalig/5gQfaXA9IDSXy6jEmNHh+Y4zCp0UlX2nhvSY3Fw4NPAf8A+Iy27fuBfx8EwQ8JIb4/fP83HsDcLB5xnAlSo4pvmiFdMGnBrLuB6YgLR0vaH/f+tKDPXc+PMcmLOY9p5gKmgnUUOUoiBeZnOutncDckY9o490ptOlOYhcycFuGZtUCoMgNQRgFhsc1aey8yBYCxK5giM3utPfLZPJXFChvnN6gUK1GXZq6LIjQqx6XR6FEoZKMwMUUaFLlQzzqhUfkyag6qX9dxJ8jQREhba2wZrUwBdEKj2isykxQGp6D6ECKmrsg9gj6Svo41a9Eoi2dzrWuIDof27TAmQQ2k01mSY5o+XtycdCjSpYwAFpCEppCXOTiUkLkxy4AjbZ8zrbFaRDV8XAo7mJfGANus0iPLUtjAx2GXZV7maV7nMj2y3KFIgwKDMOemQYE6RW7fWp7MX1EnoB6KUETEJsDJ+aTSQ3p+lnbTo9/NMpce4jptUgzpdbN0m54MKQMIFR0n55N6rEY3V4BuBroZRt3MYWOAHKGJAJNqTNwHrnJsrFJj8RAhCIJfF0JcNDZ/GPja8PWngV/FkhqLe4AzRWp0JSVOnThOaJYJpfwcN2/FHGdaXo6uBqlQM92iOc7IIC4ELW5e5lgmKZjWh35ecQQriTSdJI8mKUxwViXpbUVojoOUM1lrZlrY2TSVJsnaOZWl7bdppVsseosAVNtVWr0Wd9p3cDMu68V1nrnwTJRfo0MRm0hJCYmHnnwPkih0M93Y/Bl1rLJmbvVb1Jq1qL9yvhwbzmYiMhAICY2aQ9oZHlJh9Fo5ahuMXdnymfx9rVOjWzrrBEZfe6t9OtExDbSSvth1xadNPKGJS+NIytvRDQsWtPe1sO92C8qbsLAPDJFKTThBleOzkNI6KwOXoHVpjg4eBRpRkcsGBbZ5nP/E+7jJGgA+Dj2cyGoZpFFAfb8o69GYhEBPxgfI9cNimZJO+l2HwSAlE/sHacj5ePPt0L5ZEh3qIRPJSQVPhaI5uR69XI9RPTMmMk3GKo2eJxPHFnX7ZktoLB4trARB8CZAEARvCiGWH/SELB5NnAlSMzc3d2jRq9dnicNJcmPW19e5du1aYr/H6cvcnqSo6C5ocX3pBTgVFDnSCZHeZxyhOQpJishpqlZJ85g1XO2RIDRJyf/HQRzxOCn0sDTTAW3oj8PPCBP1Bx26/S5b9a1om5txebbyLM9ceIbKolRo4hL6ldOYm3En6sUcHAyBHoWCbJvL5nD77mQ/GTciLopkKKKhlB89R0btU/k4eu7MwJeLzNrtIWrZvhCtnJk4Ts1Tn69p+3y/i2/qqodObvQva0U+dEIzbe2r568sM2ntrPqLO2YazPz2AmOrZhWydgDUfHB3YUPVo8kD4etSXqo2rIePMAzNa424yA281og7pRw3WeMl3s0XeI7XucyQFFlCy2WyDElF7mjV6hL9emFSoekiCYUiC1EtmfDMB8BA0H9rgb4KVytCJtfDzXcYkKLZKjCq58fhbF0BuQyjQZpmNytJUF3I3Jk9DpMS3QAgGtN4rROaptHGwuJtACHER4GPwqRybWExC44kNUKINWRs5GPACPhkEAQ/kpT4JWSsxo8AH0L+GPhdQRC8MG2M0WgULeLjkvL1xbBOdsy2STk16jg9J2faGCdFkoq0ubkZERSdwOiOaLoDmk6QksjQaSGJkB31Gc06j1lzZo4KGXzgMJWXgT+ZrD/NCOA4SCI0w2MQpWk5NYrYDH3oHMi5a323/TZ7TZnLtjS/xLOrz1IpVXhm9RmZI+O4E7kzCiaZMevPHBwMKRRkPZgl5HXf7XUJTaQo56XpwK1bHTILKaTtlexXKTeqDYDbGzutLXlLuFmXW7c63G72aDaHE2PPz6dYWHAnzADUHONMC3RC42bd+05qlPOZaQIQt98UIcx2ZuFOF1jJw63WpEpjkqO4G0Ncaoee56Pn9+iqksoL6nQhs4NUY1Kwci6sa7McPtJIppUC4UA+PYI83Chd4jf4an6LPxEpNAUakTIzCAlNe+jRqBdkcr4e8mVaJcM4aV/9+XUiUQeWgHlIpQd0Wi5+15FESTmYgZYTI2CQGZsB6Dk0aa3tfPjeJFsY7/X5xthNHycR+yT3YwuLe4AdIcTjoUrzOLCb1DAIgk8CnwRICXH/EhotHgnMotQMgO8LguAFIUQB+H0hxL8Dvov4xK8/jUwJ3QDeB/xf4XMiVPiZbnesJ8+r9wo6QZh10ZxUR+VuF8/TwrB05zMY5wUp0qDIjH6us4aTHUelSTo+iYTFGRAc93M6jqPZ3ebVCCFuIFMEhsAgCIL3nsxtRcQrLXEk5TgkxiQqSQRFhZgdV6mZNZ9GhzrH4aRSoxbzS/NLE+qMl5aGADox6PQ7E3kuKgcFxgn6tdtDmk0Z/tVoKLUkxVpxLXIhU4Tk1S2ZQb6wMFmHRk/2V6FkSvUZ+CkGPrz6xj6f/om/Es3tgx/6BIWCXHLPz2cpFLLUWpOKjEJcsU71WcRZPyfh9K7DMTkwSYIeuTRIeA2HDQRUmwyS0NzgcJHNJOghaTqx0Qtpqjo25nGKgF10YGEdqdI4QBkyOaQyoxSUkNBEHs9X4YurG3yWb+ELPMebrHKHIk6oz3i0o3o0Pg71vSKjvfxYIdGJjXImM4teqjZmu/Bku3uLUpFRbepMEqG6dpyu0Kj8GfOhjjMZZM7Ypj5skwRJfIrZE7GPfT+2sLgH+CXgO4EfCp9/8cFOx+JRxZGkJoyDVLGQDSHEK8AFkhO/Pgx8JpCWQb8thCgqhp44idD9zMypMd3A9PyTOCe0aYn2pvvZ3ZCZowhRnPOZGU4WR9j0dqel0EzLnYkzLYgjS9M+q1k/U7PfaX+zE+LrgiDQiwCd3G3lNPNhZiUo09odR6U5LlJjtUmFf11ZucKzlWd536X3TeSnKELgpb0obExBEZrDBGQYKScyDI3wdScKCbt1+zBxWCuuHdqm5+c0Gj0ODiRhajaHfO6XvpdiUS7j63WPQiHD/HyK+flsNI4qAKpemzAJj+nQNiPu6jpU4RZm1JEqXqnPRhEKnWSYZMjEgfGskxn1um9si6uTo54XGBff1NUZBZcwb2YZWAUUrz2HdDlzwgMPGC/8zwGX4BdXP8hn+RZe4zIdXBlaNlwilZLBZh7yO6SDR6fljkPD9IepeOjWzjqB0aHa3QAQ08PE9LH2tP6LcMjhzBxTESWT7MSFm2nbjpmIfez7sYXF3UAI8U+R1+KSEGIL+N+QZObnhBDfA2wC3/rgZmjxKONYOTXhF+lXAL9DcuLXBeCmdthWuC3xS3RuToZ36AvjJBcztTCf1aI5btGsF/jUPuxoDgAAIABJREFU+54FSWQjjiBcu3btUE6PflycYcC0Me+l/fFJlKujCM00YhZnWHDKeHjcVhSxmJW8HJWzM80oQIWeGf25cykqxUpEaFS4mZ7zksvmyGVzkhi0iCyW1b58Jh+FkEEnUmgU3nqrw/z8OLel2ZQqitlue7vD/PzwUB4MjImRIjONRp/Pf+7jE4Tmz/+3/yAaR7Yj6q9UKB3qM464nJDQxOHY16EZ5qXXoDEVlbj6MvoP/eq9ntAPUdRfLBFR701CYzqwKUJjjmHOpQPs3IQVP2yUQubPpBkTmxWk89lV4L3wu5fexW/xJ3iDiwxJ4dKRBTbrBfpNF++JNkXqMuwMj2a9MCYXKgwsyn3RJqNep9HyajSo90qB0RUUvQ89XE0fN86uWVeEmkySGLNfBbOOztF5Nad2P7a4/7j+8esAbHxi4wHP5O4RBMG3J+z6hvs6EYu3JWYmNUKIeeDngf8pCIKDKTancTsOxUXqyWCum7x4MFUbRUaOU5dFKR9x4WcmuZmmJOjzmCWUzXyvu6/FGQHoxOYop7XjYJqD2lFE6TjhfNPUl6NMBO4SAfB5IeNvfyyMyX3wbitJ6stxSEwMATk1DHzwD3DnUrL2TGjXvHF+I8qd6fgyxKxEKXIeq7aqYwXHGSs4bkaqM82YvJZGo0+hkKHZHDI/n4r2N5tJ4V09IDuxRZEfncwAuG4f38/Q6WT44Ic+QaMxuUSXYw956y0i9UZBJ06FQnYcEqfl1IxGM4d13/V1qLJ39C9mXaXRvylVQn6Hw2THTOLPEEV0Rcn86nhFPKpMrp3NsDST4Ki1tiJWSWFsA2Qyx8E+pNPgnTMGWg4ntgpswK2NEi/xbtq4UaHNISluskb/xgIA1aUyqbzcXveL0MxNkos6k/Vp9NyaaXVfTOu3uAR+XaXR96mcmZy2Xx8/bTzQ2mPsU+2VmnNyzHQ/htnvyRanC0Vo1OtHgdhYWDwozERqhBAZJKH5qSAI/kW4OSnxawvQY0cqwLbZp54MVigUgrhwpzhSoGNayJOejL++vh61VWqJUnvioPpMIi96G52IxBGnuFyguHFNMqM/zPGScBLlJinMbFpfs9g5382cToCvCoJgO1ww/jshxLVZD9Rv5JROcCOPIygndS876rg4QhOXT2MaBegOaPpxQx+GPcoLFdaKa1xZuUJlsSJzYZq1qNhmxalw5fwVarclCVgvrlPOl6NclCjsLOty63aHZnPIz//sxwCZ26Kgkw2TeMQhifAoQuO6fTqdyWW0TnTioIiPyrdpNidD1HToOTwz4kTXoX4NKrNspZKotbXLpGWyTmhUroxCnLriInnDpUvygEAr0dNowQ0/tGDWjtVVGPM/QzcrUKRKV3Z062gXqJyDTB6p0qwwNgZII8nMCvAO6D4Fb3ARgKd5mRV2qVPkBhf58h8/Ca8B89DkPM3iEqQHsi6MUma62kORijiioiOO5CiiYtosY4xhHoM2rpn0pKCbBijiMs/hu/G0cLTDuKv7MUzek4vFok3QfkCwxMbC4uSYxf1MAD8BvBIEwd/TdiUlfv0S8DEhxM8gExL3j4rfHQwGh1y4ZlElZlEKdGKiKzZmYr6pjCQt0HW1yOxPz6FZWlqK2irTAB1KtUkiSnFjT8NxyEPSZztrH7MqRqdtYpCEIAi2w+ddIcQvAF/JjG4r+o1cPLF4vBu5TkJOQmRmOcasTzMr5rS+R348sSG0Uk67VIoVKsUKbtal2q5Sa9WiHJtKsULttgwfA5eFhXnWiqUjk+hdd6ymKHKj3se1dZwxEVHKS1JbFW6mH6O/zrnxZMRxsnz+cx+fIDYKskioO/H+4GDIcDjbZXHS61C/Bi8KESjCoKByV8wva6W4mNbO+n51TAm4WCIK+RJlZNJ+F9w35TYdrvHaJE0lJnNpVG4/yBo1+lxXgMzjTOTLoI1PmqgwZzVfIs2Qp3kZH4eXeDdVyrzGZbiWGasjTSAnLZUPqSmmsmIqIEnkxiQQeviYfkJ6+FkSppGRnPasKzu67bQ+16Tcn0mc2v3Y4v5j/5o0STl3VXqanwaxeZRC2iwsZsUsSs1XAR8BXhJCvBhu+5skJ359Dmkf+Rryh7/vnnUyaiGr57wkqQcmwZhGBMzwNdOFDA7bK8flu+h20uvr6xPHJDm1mWRGwQw9M8ealmNjntvdKjQKccYFs4w/S993M69pEELkgbnQxCIPfBD4QR41txWl0vRDgqJem1AKzVwCYUqHy9OMAwOHjt8g78jwsWpzbNVcypeoLEqic+X8FTbf6EV5KgcHQw4ODtd/afiTREInGTqZUSqKSUJct4/rhE5svhORmm5nMgxNtT0Kqi8dNeZx/UxEbCR6UX6POi8Yh7vNQmpO8zo0o5M8JkO7+tq+OJezjLEfJCm6VUMyDuBCCUQX2jW40YJbCf3qCoxaay8gSY2kuPJ15Rxk1oB9eOOmZG5R2JyDXKyXkKrMMpLEqAX8ubBToNyqQR58srzOZXZY5lWu8HL1aanGwJjYqMmar+NCx+KITZICo97njOOmHWsijjjFJTnphEbNQW8X0/8xE7FPfD+2OF3oYWaKaFz/+PWI0MAkudHb68ecZFxLbCzeLpjF/ew3Sa6BdCjxK3RZ+R+PM4m5ubkJVWOW/Iy4hb9+rO56pvrSX5uqkNqmj6kTGN2cQL3XXcqSXMX0bXFKkDmf4yoy98IsIGmOsxxz0jGTQg5nwArwC2GOVxr46SAI/o0Q4nd51NxW+v7ks45p5gAKMWqNyh3Za+3hZTw8x+NC8UJEaNaL61ExS+BQUn8zDLVReSrmfp24xCkvOplxvD5u2N7x+xQXoX5nfnK+IZlR7WeB385EbUtRbFB+gtjIPJ/x3PWcoBlzak7tOtRrvsS5jyW1V9BNARQpKiAdk6P8mxq4+3AwHBMQBY9JcwK1llfhZmmkb3UauJgHbxUZ21YGfg+4Oc7/SQP9AZLEnEOaXd9kbO2cQ5Kcc8A+5K7DhdUaf7j8Dl7jndzgEq9yRebS6GFf5oJfZ4K6GYDeTrdVVjAT//WwNV1JiUvcN0mTiTjHBpNkmdC3JZCa4yRin+R+bHH6MAmK/v7c1XNs/rPD9fmUapPUh0lUppGXpH1xRMvC4mHGsdzP7hWyWbkg0tWLuBAkc7967O3tRfvMXJekYp56Hoyec6NycDY3NyfUGRgrSHt7e5ECs7m5OaEWmXk4+nFxYWomsVL96LhPeSmJSMq7Oa0+9W3H7T8Igi8Dz8Zsr3Kv3FZOGhJ2EkwbZxqRGfmH1ZoYMtTpd2j5LRa9RSB0NMuM/zbjWjPDQ8dO4nC4l+9nOFdsxbQ9DEVoFkth0c1Ohk4nC4tNXCcz0S6aW0iAOn5ylRW/fXif6/bpduSxZnhcHGZRak7rOkwhyYBOKhT0PBWV4K9UFT1czLRpLoTPNca1aToAw8k++oxd0Qhfq7m4WjvC96VUmPS/ATyJJANlqdrU9iGdgkwaFs4hSUseeAeSOLSAfcYLd3VpGpfoLst8+dY7ZWaIqhNjLvbjSIJOKEwSlERAdDczOGy3PMvztDuq3laNpYed6cdPMzOweKhgkhETulITbXtpvM0kN9P6nZXYHDUnC4uHFWeC1OiWznpYWdIC11RIdEKjkwQziV8RDt0k4OrVqwCHcl9Ue71fNbY+7tWrVydC2hRMkqK3Uw8dZh6RPu+jMIuiknSMPv5xjrtbchN3/D2ydj5dqDyYk5oBHAeK0Az8MSEZTVFrdGSceNJjWDq7GTcKP1No99uUKFHOlxn4KZrNTpScP23xr9Bo9Pnghz7B5z/3cRwnS87tRTkufkhAdAXHdXxcp48btnGdSQUmjryYbXToyoy5XUHNyXHkDyq/8R8+Fu0zFaWD/a0pZ3u60OvUxOWY6yRENxFQ+TWmwYCCIjMZZKTXiiOdyDpd6A/H+xWJSTM2JzA/SRe4eA4yKtGnhFRdUsAlyLRgZVtOou8jCU2LceiZOpFdxvk0CikIwhPv4bDNKmzlxiSgHraLS/5PIjV6W2WpnOYwyTBr2sSFi8Ul88ftM/vX26h9XW1f19gfN5bFQwedPMSRl2nYf2mfc+8+x/61/URic9SYx9lnYfEo4Ex9beqkQyEuHM0kG/p7XTVJcigzn3ViFEde9LZKGVL7kuap5qL6UQqQTq50YjNLHk0cpoW0TWsbt++kpOihICP3C3qIl5n7Mu19QiL/hOPZSCM3g3CpmdYW4Po2PfdGjaEIzcCHzgH4B5QXlln0Fsln87iO/L3fy3iU82Vp1TyShyu3sSQkuZnV656sQxiSCDOB33X7UqVxe+RcqdY4WptcOGY3wTQADpMendA4Xh+/nYkITcefJKNqPuq528lGhMufogDdKyhSo7uIxdWp0XNllANZWmujHzdgkrSUgEIexDnwfDjYHqs9StlR4WPl8OOq+mNTgDJh/sz/z967xkiSneeZT1RmVmRkVnVlZVXfq8szJItN0urhEBqZsmQTsrirBSmt9EMi6dWuIHEFUBA8gD2msLr8sX94sfLC8qwMLmwT4NLU2ru8mF5Ya3FgGhQJkqAlmVcNl5xhz5DD6p6eW3d1VldVRkZeKvfHiS/ii5MnIrOuXd2dL5DIuJxz4mRWVuR58/2+91vCkJUoPlEnSfgH4BVjTsYOcBVDfBYwoWpvJlUommqcKrzSXOA53sB3eAvPbb7e5NL0MYTGTprX7E0TA3kWBUTbL+sEf31Mh6HZJEnn1ch+npKS961q5+fo+btyb1ztp7jnIGRGqy+ChSvFZEUTm0y/PZCcKaZ4kHCibpWysF5fX88QluXl5SSMTIegCWnQOS/SXo/pypmxw9VcfbRLmhAS2zDAlS+jx5XXY79O/XrtHKFxKs1BiM9h44EiNHtRZzShqOT0K0r6F/LhOifkpOSnRMY+L8Rm5FxKaFZOnWHt9BrL9WVTp6axQrPepDlnatKkhTTdFsl5Tmai5sizqCB2gr/OoxHy4qs2ftAlskwCbIThLEHQNc9+rzAUzSY0kJoQaHJjGxMcJzyyIWZi3WyTGci6kknOi4ShiWqjc1vKqo+3APgw3DT7F+NzZxfij6RvbJ+9JaAD4bV03T0vxEUXphSTYOVkhg/eLWDD1Kg5dRVDXs7HbS9AZ804nl38wQbswIs/0uQr/ATf4G38OW+n8+1mNixMh2rJC5dn7RqmyYBuL2Po/nLMzq+xnc+0cYBLPnPJay5iZPezkUdwprhnkSE065jis/ZxfZ7RNpoA2W5pudedsN00n2aK+wUn6lZph2XZ7mU6NEz2XeSkyHRAwsR0CJudlyPHXOqFtHMRDzvZ3VZ48tzF8owPXCg6P4nZQJFbmuv1Hla42T2NSclMHnnRGBc2dhAI0bEhxCe6kxCapj/H2uk1VhurBL6xdQ4qAUu1JWrlGiuNlYTQvPSSWQVKWJZNZjRRkTbaLlmOVYNuxpFMCI0r7Exq0GjVRkiLrdqEMQnJIzSi1thzDsNKRqER3G1iIypLn1RtkZAwOadVG12cU1QbCTNzWUM3Y0LDHVOjplmHWhOjvPiYXJcB9O+YULJhxziYlePFduBjkv37cfsz8UNsmjcxlTx9YAeGfRPqBqSuZzFpuFE/R4tFls5s4EfwHd7Cd3gLX+NH+dYPfxReiPu9nPZxkoqO2rYVFdtAQLfVKo3LhECPZ9tD24TDpai4CIoe1962UXRuihMNCfVKiIv+bdMiLiPHHcjk2cQEZ6/kRmOq9kxxP+JE3C53d02Mi8sWWSfwu8wANLQCAzgNBFxEomihb48nio2MJdtajbHHdREkyd/Rc7RVGlefIow7v9/aMpO6nz3QxGdSZSavj4ZtDuAKTbPJi8tQQMjMQCk+MaFZba6yXF9OCE3NrxHMmiXwpcVLbLyWOpnpfBMXoZkkXMv3e6kCUxMHszTsrBEbCgRBj6A6qgrZhTY1sREyk5dLk4zhRxm1Ro8pREaHx/l+79hD0IZkc1j0D/5ajBCyIgRHSI3eP6X6abWnXALuQG8HgipUHsYk+/ukVXRehTvbUOmYNqcuYEhLH7gBvVfNOJ4U0azG/cGEkYk/hG/UnpoU3XyYhAT1LsE1VhlQ4oX6X6Fdr/E0V3iWy3x18Bh8tZKaA0gImu1o5nIhK1I/5FkTHO16Zo8tzzZxEUc0m+S4CJdr2xW+NonJwBQnFq58lbF5NAUkpgg2wcnLu7GVoHHhblNMca/jRJAawGkMoBf1do6LTRy065jtMKYLXerQMTt8zFZThEy5CmXKMQl9s/vKcQ1ds0aHtEkf17bs7wd7JUUa+yEo+zUfOKzrHwkOyxBgUoVGk5NyfG0JQ5vxs/FHgn5vdJ6a0IjRQHSHYKbEUn2JxdoitUqNoJytFS/FNtd/YBb3otLAaAiakBk7T8ZFfGyVRhOaQBEejebiNmFoXlfYqViha2moWRilOTNakXHl1riIDZBRbWzMzBxfcfUho9FTkP2z18haPifWyaqvnNfkR96NVzeMWlM5hVFOHsYk8Ysb2QKZEqGVOob0PAzcMReoSLtS3O97wByjZONC/JDcmTebcXpr8MLCCiEBET7P8XpuscxzvIEXeIiNb19Mc2huMqquuB6oN822ddakBWssl0lAn1ESor8tpX0esdHt9PX0nOxnOTfFPYeDGAJMjBx1x8670eRm4cqCM3xtqtJMcb/iRNxCd3d3ncpEXriWfV63sbdlXxMGCR+zlSEXqdJ5NDKGDmEDMon/LmMBezyXm5qe934JzWGSChnvqMmFfi9ODJERHGbY2UH7iFpjE5s8smQ7p0V3INpi5fQay3PLWWMAv0azZoptXlq8lNSl2d4e8NnPPEGjkZIXUTPs3BiAMDAFM8VRTEiCLqpp2st4htA0mjsZdSYI8gmgi/wEsT1z1K4482bs8DNd4PMkQkgJpCqLrlkjN+1AHROlRpL5BaHaluM9oNLELI4uYUhHGUNkqhiigrFjDqrx+Yfj9huk4WYA3wW+SUaZ4c0YslSO+52NxzxjxuiswbX6Cq9whjY1WjRoU+MFHuJZ3sizg8vGwlnyXXTOi34xWm1xEQZp5yIp+lxR/Ru7fdE+ZBUcIT2ufvY8bbjMBKY4kUjCzMZYM9t47ZPm++70e3O+4/NUHJWTU3Qdm9zYxwTTfJop7iecCFIzMzMzor7o2jCucK8itUXO57mf5SlCeaRJz01MDHTImOQBaYIi/W1TgaKcl4Mm9NuK0X7HcG0fZJy88y7SV0QyjxVHSWj2gr5jgT9j2TWXK27DgPCO6S8KzeIKy3PLRo1ZXGGpvkSz1iSYDZJim0alCdneHvDpTzyeqixS9FIVyhTogpmBX4EGuZbKSehZ0B1xOnORmSCICEOfoNoj7GRlqqRvcwc2jC9wGPnOIp9FBMZuf7eNAuQ/QjugQUpihMjI8ylii2Ufbt2CjUE2FwfSdXEArFzAEI8LGLVlgZH6MJyBU2WMuvLjpKRHcm8WMIU2N+P9MxhiU47HEiJ0Jb1O7xRsLVR5lbO0aNCiwTUu8QpnucF5nucNfGfwFja+edGQmpsYtUYUFqkf41JUXPk2eWpLx+pXRHwENgHRxESrMS61ZhIl5kR8E0+xF2gyU0ReXBBCs2+4CI+dnxOjiNBMMcX9hhNxK9WkRkPnyLgIisC1QHa5kuUtoPW4mrDIOHahTVFt7DHswpsuIiMGBpPkB+1nUX9cfez+eyVkkxC7g5K8fWMcodkvkXH1mzQszW5nExuN6E5GnWnWmqw2V1lprLBUW6JZb6ZuZ3OmHs1ybZmVxgobr5mQM7FwXmjsZJQWnQ8DJEn+sh3GKo04kmnoPlWH4hKGfiGxSfd7I0QkCLojRgFhaELWhNC4yI6Gi8z4fg/P2y3sd5jwyIac9dW2VmZGCI0pt8VSGcLYicwmNGXgVIlUnZGCmPW40Sk1Eam1uoYhMjcwZOXNcf8fAE/Hx9YwC6o+htj0MWTmYdP+tUtztGiwxXxCZiJmadHgWS7zPK/nBzzEtc1LdJ5pwnMYYwAhNB2yak3ewzYE0HF8LvVGqzMCV67LOOQRIte17Web7LjczqZKzYlAXs7M5tObWZKxh+T/Q0Ws4OTZQLswVWmmuN9wYkiNznnRhTE1UbCNADRshcGVrC9whXwJ2dD9i67hWny7+ttKUl7fonGPSrE4rHH3Qz7yyNxdx1EV1cwjQrYJgFzflfg/DlYNmqY/x9LpNVYWV1htrLLSXKFZMySmOdc0JCcmNMFswIsvhly9eocvff5xGg2j0DQb5udxcSoT5BET+5hYLhe1gThnptqzyEv+e1Bk9azzZE6SCjMJpE6NnrU2ApD9sjpeEeexPvBqWohTQ9o3RZkRMtOMnyNMmNgCxtlMsBB3noufJaxsHZNf42MI0qMYgiBhaI+Z4z88c5prXOIWy7RocIsltpinTY0bXOBprvD8zuvZfuG0UWeuYwiNVmns8DAYVVnkRdqoqvaaHNhkxu4/CZGwFZkicpPXz1Z0NPJMBqY4duQVrcy1ZF5V2wXIDT1zwFZ3Tr+3NhrCpoiNQDulTdWaKe53nAhSI+5nOm/FhbxcGFeuipyDrIOaPucKd9MESAjW+vp6JgzOBTt0yj5nX9d1TuMwQsnuJiaZ+4kjNCcNrtAzgUulsQjNanOVxdoil89eTmrQSNiZKDP9qMTGawO2tzcThabR6LHY3KGxaAiNtl0WuAplQko2RDWx+7mQKCoxsUmPu4mgEBWtzFSDHkHYI/JH3xeXQpPnauYr4iY5QcdpFCB1arRgIIQmV2fawYSGxUqJ2D9DahYgKo0nOR4+htDIGmch3n8V+HY8puSG1OPzN4Dvx+c2MXkytlNYHbgAO2+e4Zp/iWtc4iZLvMpZbrLELZa5xRI3WeJ7XOb682+AF7xUmblJSmjk4VJkNNFxQRzKsPrpueq2WOfG5bPo8TUkTK6q2tnPrvA0ewzX9hTHijwicxhwkZki0uKCPvfaJ9tZYgPOcLQpsZnifseJIDUSfgapc5hsC4oIjz6u69xANgwtL0nfVdNG5iD76+vrGSJkX3vc3IpC4fL6HQehuVvE6Z4lNEedQwN7V2mkGKdl2SzhZpIrs3Z2jZXGCsu1ZfpRie88vc2nP5HaNQdBL0NoNJmx1ZVGHJaW9I3JSOgIDYOsBXMnrCTjReEsftDNEBs9HpDJpQnDClE4OxJqJuM3FtuJG5p2OtMKjSY0MleXAcHdgl7/BupZnxfiEwK3XoGlvqkHE0amgGavD2EH7sRhZEt+nPRfJ82J0Yvyevy8iVFexN5ZSENcc4bvxn1vkRKfCLOQElOBVbjhX+Aal7jBBVo0uIHZf57Xc4ML3HjlArvfrqehZjpvZpuU0NjqjK3U5NWVmRvz5o47pseCUVJiF+LU2x2rjxgGzDFKZvIIzZTMnAhoRzGbEGw+s5lxF8vAkcy/V+w172Yvqs0UU9yvOBGkplwujxTMLEJeWJkcE2KjCYdNaORatiHB17/+dSAlMXocff1JwsTyXstRLOj3E85VZJ6w3+vf88grYFkE23r5bqAfwc5rGYUGMOpMY4VHVh7h8unLbLwG33k+TEwAzp3fySz4F5s7BH6UEJrFRjtVXfzswn+cY5kfdDNhYnbRTIEmNmasUVMAOSeEphNWMqFtdv6O8zoFNWeEVEVRJaPWHDdEqZEZjPtRv4cxBui/aopinooVlwpQuwOVW4bglMuY+jQlsottSFUXIT2vi49/A5Nbs4FRb75P6pAGhsxIsU0wZgFNuLNaoUWDQWyj1qLB87ye7/AWnn3lMrvP1U1RzRdIVRmBHWpmqzE2wclzLMsrxilw2Srb5/S+/Wy7nOWFlOE4Ny48TTAlNncNtkqjCY0QnQyZWWXPuTM2CXEpM7aiM47oSPtEuXE5pU3VminuY5wIUiNKjW2bDPmLdFdujV6ci8WyTXrsbU08dN0Z6a/r0LjIkct8YJJz45BHEooIyH7J0mE4jt3LoXITw6XSlP3s9n6Ijau45iToRalKE6Y1aIJKQH22zsqiUWceWXmERy8+yte+tpGQGcmZCYLRGjF+LSU0Orws61QmSf/Zecu+y61sEuTlytjHw5jctG7XRiybIeuC1glnE0KjC4XaipIQGxitvXNc0EYBNlw/6pdJLZ/nxa1sNT6xCadi0pF8vAZmP1FWOpjcmCaGlIiTWR9jCiAhZz8gNQKAtEbNIB7jDEaleR1sleYpMSDC5wYXeI438Jdc4eqzbzXk6DlGc2b0i7JtliWcKy8vxmWZLOe0spIXLqavqxUXV65OnmLjamefc13fHlfPy1afpjgWjBAarXTYZMBlELDuOGchz85ZiM240LNx495NeJ53Cfgj4BywC3x4OBz+oed5TeATwEOYnzTeOxwOb9+teU5xf+LE3CrzFtZ5C+UiglCU0yLjiQGBVneEVNl1aPQYeaRFt5t0Xvbrm5SUuAjEQQmNvX2QcaY4AhQRH7Ft9ucI+yZFfKm2xCMXH+GtK2/l0YuP8oUvvMJffOU3OHde2TNb1sxCDAK/RzVI82V8VW9GFv5BtUcQRPj++J+Tw7AyknujIYqOHVKWGSPKhq/JfBNnM2XZHIaVhMj4fi8hMHtVYuR9Os6cGo28vPWKdVyITV92xARA8mReMooNYIjILVJ1RdqXSE0BNuPtNYwy8wOyC34JT+vHfc9inM7eBJ1mOrdXOcOzvJGnucLV5x+BPwOewYSbdRhVZbSiIWRGwtK08oJqU2TBLGMKeZPXq9to2CFlNlykxUVq7PA0rG19bVfujkuBmqo2xw7bPUyTm5GQs1XHdg6pmVRtkbZafdkLitSaI0Yf+OBwOPy653nzwNc8z/tPwK8BnxsOh7/ved7vAL8D/PaxzmyK+x4ngtSIUQCMLrJtYqHP54Wr2fkxWvWxjQDshHxXaJs2KNCKUp5986TIIzTjlJgiomePNen1Dwr7mvcwS7O/AAAgAElEQVQsyckLPZs0l2a/as0kcBEbyaUp+2y0NwCoVqqsNFd44+k3cvn0Zb72tQ2+9PnHWWh0M3Vmmo2dZJgwnE3qyCw2d2ioc5ncGYvQTJKLkqfaiPpih5R1Yjtol8lAaBsRqLwZrcwk11CKjCY2rtcGRsmxi4seJ8T9LO/GnEf7+pgws8xC+BSGdMwB5zGqyquktstzGDKyREqCJK9FcmjWMSSnjAk3O0NKfqqYxdKPmMfwdTAoz9CnxA3Os84lXuBhnt18I3zby1o1a5vmDlmS4LJbLnQvc5FOL+0n48NoHgzquOS9YJ23Q9Hykv3HPQSa0NikxTZFmJKZI0eRIYBNXgrJjI0JHdAmwX4VmIyBQAxRm47Kznk4HL4EvBRvb3me913gIvALwE/FzT4GfIEpqZnikHEiSA24F/V7SazX/XQfl7uZbq/P6SKaeWRKkx3bXW0/c3TNyYVxhMYeZxJMQsQOEo52kP4PLMQkYFJiJO1KPpQian6N1cYqzVqT5lyTyu4cW1u38f2ek9BUg16ifNi2zS4E1V5CePIW/qLoFKk4Wr1JHNNiciOJ/nYuj+zboWYynqAadBNi4zItEPUmCHqJauMKNwscTmp3C+NC0npAKPkv10gLYIrL2RlSovIqhqg8jFFjJDcmIjUH2MCEnn2TtMDmQjym2EBfIKlR07tkCmuG1LgWk5mXuMANztN5rmmCTVx1Z2wFpk+2Jo2LWGyrbYa4WQIkFFATBB0C5lJSXCQENc+q45zLUEBPKU/9cREZF6bhZ0cGXUATxhSonLTgZVHNmj1gvwrNSYLneQ8BbwP+HDgbEx6Gw+FLnueduYtTm+I+xYm4Vc7MzGT2bQKSF042SRK+y0hA8mXsGjh5Y+iFv01gJu2vn/cKF0E4rByWvZgyCPZy3f32uyvwZsa3OQh60XjFp+SnxGacAUE/JhWVWB0adFmuLxP4AUv1JZbqS9y5M4htmk1TCTfTifXVjBLTzSU2mtAkCFVhymDG7AczTmJjF9G00ZGkf0Ve/FqvkMykY+eTMW1AICSmiMwk/aIJ1blDhn6VPccx101bzAVu3TL8gzJmw8csxE+R1rIhPv62+HkzbrNBqsyIbXMU97tEGmZ2hpTUrEKvmRIasW++xRKvcJaXdi6k7mauujJVUpLSUc+2VXPfapM5Ie9Sj9F3r0xGtdlWb6CoQjIXfdwmL64QMz0vgZ6fKw/IJjB5ZEaToBPxLX1/IK+AJhgVJilcqRUZi8xk8mHs0C6b+Mj5A6g1+82vkb6ZeShcfeLqkRbf9DxvDvg08PeGw+Edz/PGdZF+HwA+AKlyPcUUk+LE3S5drmZyHNyFLgWapOg20s6lvtj97X7j8mCkzV7yYQ7S7iic08bBRRRPPEE5iSgiNHZoWXnMgrqniE8/gkFEs9ZM7JtXGitcalzia89vEARxSJVSHsKoQrOxk9SbCfxeYgxgEwRxOdOmAEHQMwQmU+UxJjgx0dlLCFcQ5/BIKNrtjXrmfFG+zaSKioSWiYpjE5q843cLkxAa+10JB9DegRqkhTLF8Uw+Un2Mw1mT1JZZcm1ukKo1VVI15wKG3KxhCFIVWICdMzO0/RpdZmnR4FXOco1LsVrzENvfPj2q0ujFuu1ypo0CBLnhWEPMB9D1Tgk00YkJjoyhCY4OSavizpcpysex5+dyQIOsAuXq41J6ptg3rj5xNZMbs/mpzYytscuOefPpzcJ8mM5TUH2XI2dl3V1r5jDCzyYlNjK3uw3P8yoYQvNvhsPhv4sPv+J53vlYpTmPudOMYDgcfhj4MEDJ8+5OQuMU9yxOxC1zd3d3okVynjJjJ++7iI3tcqbzaQTjTACE9BS5hY1zJ9tvGNlxkIi95ATdUwrMQVFERvpRloAcdj6NHk+IjBTeHEQkBTf7EUunziV1aS4tXuLZZzf59Ccep9EwoWfaFCCPxGib5uSYlT+ThHSFmF/yM41JFRul4ozmrvSJouztJ6j2CIMeflgh8FOFJtcKOlZyXMez15osT+akkBmNcQqN61zgY4hHKT6g/0Y+ZgG2qs6JixmkhELC1x7D5Mzo+jax+tM7BW2/RpuALj5bzPNKTGqe4w08e+uyyaO5jnE7swtmajMATWjywrSANH/GI1VpQtVQKvuMdLTeKS/bxCZadl0ZITkuwwHp70r+1zk9dkidbmOHp/UdbacYC5cVc0JSYuKxub45PmzMASEVTtKwnhKe0hdh8A6L+DiQd/wg0HMbGX8duHLolxyBZySZjwDfHQ6H/1Sd+mPgV4Hfj5///dHPZooHDSfilimkZi8FKiclB7YpgG0MoI/bfexcmqLxx81XYKtDReFyuk/Rsb0YBNwtArKf6951sjSpOcBhEhldeHPcuP0oJTqDLstzy6w0jY3z2pk1fu+f/DLnzreMhbMqpinqjBCaSZzMCgmBLAKLoMLSAJW8736Pi9zSkjmp4qBmLLcdtOQSwWhImet15bU9TuQFVGlo/UHDK2NIyp34wCnVsIxZ0PUxqoyYAIhRwEJ8XNzPHsWoNXNklIxhHbrVGbrM0sWnyyxtatzgPC/wEE8PrtD76qmsOYDOo9F5NS63r8J3RV5Mj2z4mX6RFUYZi4whpUu97BtokwpRcvR5V75N3zonak9e0r+ct8ew1RuXgjPFWGRqyjy9yWv/JA0Xc1op7yM8rPOUedb2y0JowDx3uLuqiYtQbT6dX6PmEMPRfhL4FeBpz/O+GR/7PQyZ+aTneb+OecffcxgXux/QAN6CifC9AXwH2MppWwUuY3yxt+K2LwOn4zEa8fHXMJ/BFiayeKDGqMTt54G2ans/4MTcKjWB0M8u5cRevNtWzBouVzObBGhXs7xrufrljaWf7bnktc97bS4cxWJ/v3bSk8zlrpOTexE2obFdz/pWiFgloFqpcrFxkUcvmJo0UoNGh2cJoYFs7ZeR0DKBqC0qzCwJPXMhKMhLkj6qTV6RTbDq4sQ205lL+b0RO2hNbEwR0dS2OrGsjvN97Osl5ywys7t7/JHd9o/3NrFxEZoKEIg68womtEzsnXV4VYm03ozk3IjzmTiaPQz8OKZWjZyL2w/rEPkwKJuLlejTJ2CLeUJq3OACG3920dg33yRLZnSoGaTqR1kdy7iZ2aTFJV9IRlEPo9Tk0cDQ2o+JjZ3Ibyst+r2zSY4mH7Z7mousua7lMhHQ87C3p3AiSfqPc2MAWM8SEL0tmEQx0e01eUGRluSY3s8hNZOqNJqY7CW3ZlLSVuT8tl8Mh8Mvk58O885Dv+B9gEvAbwI/Afwp8L+ST2oawPuAXwKuxm1fxvwG9QRGjHsG+AqGzHwL+C9kSU0d83vVGzAk6svxGPcDTsStUowC9mpFrC2abeVFt5Ntl5WzbQttW0HbNtD6eX19fWxI2V4VlXHKUB7s9+GosFfTg3tKoRmqhfqkKs1hoTehQrMbZfNpVPvl+jJvPP1GNl6DrS2VFG+FaLnyU8Kqnyg1SRFKTVxkPRiQPT7p26T7Q2ytXHa6k8l5vS1uaULEXLk/nbDitIGWUDZXqJqrAKd93cGgZHc7Mgjds/PRNVzvmBCaJbFn3sEoNRfIhqFFZM0CRKGRFKYz8eNHMIRG6s7cIlF0+qXYurlUohR/VQ4oM6DEDS7w9M6VtMCm1JmxF+2iVHSs7T6k66EhqRoDKbnRKk0Zd05NnrLYJ/0wltO55IV/ybb+g2jbaTlvmwLYOUHqciOhZbYSo4mObM8xxRisPbnG1SeuJon+C1cW4ApU35WSGRudp+Da+9tORUUTA+kv7QbvMM8XVJvBO0aJjQt7ITTyvG+zgFXreQyE5BylgcAUKeTWLML4uQvwV25khVxpI6SkgrmtX2wCG4bkgHleA84tw+CmqZlcwuRXlsjeEWcwKs1pjFIzLtDiXsKJJDWTLP7zzo1bENuEaHl5mZs3b7K6upo5b6sqdtiYPY9xhEZf0z7nCkfLy9Wxx9hPbsukYX5a2dqrRfM9RWZOCiRHxnZJyyu6qbA0t2QKba48ymvXu3z2M09w7vzoAl8S8CUMLVE4gh600uT8KIpoNMJRM4CQhJgYgoNZHOspulQcaRsCmFA0CT0TpcUOiYNUydHEJrlMDiECMg5uLhKn69tAtraNPhZFFebmL+Ve5yigb8pF4Wf2zbu5gFFYyqTOZfIn1YrBTtxmAfNtVseQF01uYnOAYRU8GSuK2wCl/i7l8oBBKf397xXO8B3eYswBWtY1XaFX9jGt2vSBvkf2gyOr/NB6Vyqkak2fLBGCLGOxmUUlawiQp67o4ey8mrzwMHsK+rJY54rG0grQFIVIiM2bFpJ8Gk0ILn10lByUvgg9lQdjQys8YNokCfkfzY6jMXhH/v/uONhz3Lets63QrGbD86a4e5gH3o651b4VuLIMvA3WbsRGL5hwsrdjPkffAL6Ouf38EHh+w6gsp4Efw6gu0m8DeBpz/gajP/FEGNLTic9diMcRr5h7ORTtRJAaKb4pC2jbxawI43JS8urTyDEhNrY7GpDZF9VGj7FfJ7M89cY1fpF5QZEy45rfJPbTrnHsOU9ybT32PROidtSWznnQpKWIwGiVBoz9cz+C6A5rK1dYaawQVAK2t8NExQj8KJM4b+fVSF0YNuqEsRLiB12aoMwBHMQmGdDazwtL01DEKApnud2qJXMbh2ik+GYvITrVoLcn17SRsZMQtrTPL77vQ3zi08cfMSHraDvMrIL7pl0BvAVMMn8JQz5KpAv2Adn4gz7mG2wH8w3mYxSaEokpwFDeynp8Li7aWYmgPADoQRW2SnO0aPACD3ODC6PhZlqV0OqHTpwXNUKrNttgVJsKo6Fjdh6NLbO4oImP9IvfYVstcg1nE488RzNN2ibJh9Hha2X1LP30+zLFWIjKcPWJq053MyE5ophce3+b0hfTPBiBnZNSfVc2BKzz1D7JxiEV5bSdzmw1yYljMguYYjyWSMPIZi8APw+8Cc58A+o3zK347cD/hCFA/wyTP9PDhJf9KcZv9BLmN6m3xO0AXgT+M8Z4skP21g/mVv50PM45TNjbWeBZDCF6IEiN53kl4KvAi8Ph8Oc8z3sY+Djm/fw68CvD4bDreZ4P/BHwo5ivzfcNh8MXxo3vci2b1F3M5UZmEwK7nezr6+Ql8I9TR/KIwbgwM1dYm6tv3jWOI9ysaE76WZ/Pey17meukhPFIcNyhZ4KJC27GC7qBcT5bOXWGRy8+ytrZNYLZgK2tO0mxTQ2b0GgIuWk0dmgutgmCiCgqx2FoMoA0tvYzA5ElOs2YKNpkJ9w15gRBF1rp39plJz2SdzMhUSlqJyqNzq8BQ2h+5t1PMj9fYW6uxNyc23zgOODKHHFtA8yLO5mdQwMpgZHjkJoEzJGxaOaCaTesmjAzAEpQLscGBAAReH3Dg7pV2GKea1zieV7Pjc3zo4YAdiiXbQ6gSY0k6Od+q8orzws5k9o0GmVG2bdiLR2yuTCOJk5Co0PExikwGkJ8XOdtgick515eZRwhxLL5saceGzm39uQaPAHrf7A+EvKVKC+rRr259n7z3aTVlg5Zx7OisLHOU2mYkCCXXByCxXPh+IwSMr0vRC9PrckLPUvyb/7ffUx2CieqwKyPkVh2MR86FWBRwRCVOumdbkBqBFBS45TiIeiYYbbIz8uJm9HBhK3NxGNUSEOg71XsRan5u8B3Sb10/jHw5HA4/Ljnef8C+HXgn8fPt4fD4Rs8z/vbcbv3TXKBPOIwrn0e0XGdF1OBPGiHND2fopC4otAzm5y5wtgmCf+ylRv7tbnmWvQai6477jW5wtcmISxFipWrjd72PO//AH4OeHU4HP5IfKwJfAJjBPIC8N7hcHg7tpT8Q+DdmJDRXxsOh18fO8G7Ce165iJVotL0e2nbWKW5dHaNpbklgkrKMqQuTcbGOegmNs6Qqh5imVwVYwHthGaTkWDGQWbiNhFmpWv/qC79rLFECRoxAKgWExtt92w/Z/rFxE2f82u9RLlKcocs2IRmdzdNXD+Oz+FeQ1YqQG0Bc2cWcgOGHAxIw82Iz0fAtfi43M2/D5wHHoaOWuuU4o9Bv2TaViKSwpxeE9rNGiHG1jnCZ9CPL6QNAXQImigwtoIDo+5fCey/kYsN5PnFiRojfXRejrw4sqSrCPbc7NAxaeMKsbPHyfv21eF4dv4O4HneJcwPh+cw/3wfHg6Hf3hf3Q8ngBCazac3+eq7vppPbD6YPbb+qXUufbTGws8usPCmBdY/tZ4QhA6pJTOkakgeoRFyJGRI8mok9OwobJuLFBl9zBXCtt/5HIWhwIOOFsbT+oUI5p+DtecMwfgy5p93gAk5+2eYz9KXSfnOVQxh0UT6ZQw3OrdtFJdJfwfZwpgJ/DAe4wTEzBwIE5Eaz/NWgJ8F/mfg78c3yZ8Gfjlu8jHgH2JIzS/E2wD/FviQ53necDicuIhSnkriOu/qm0eKbELjCu3KW7CLKcDq6mpmcS+5OHmwHdcmmafdxjWmPNthcUUoIh+TEpO8fJyDKisT/I3/FfAhzJe54HeAzw2Hw9/3PO934v3fxnjOrMWPt2M+l2+faCJ3U6Wxc2kEmtDY7QfZvJmtrS5f+vzjnDtv6tJoRWax0abR3En2IyuPxFZvMipNEXS9Gnn2SchPQh7sH8ut62bczpQbWxj6GaIj8769UR8xBgiCLmE4mzwXIU+lEUJz6lSJGzdCBoPMretfcRyfQwtFN+pyCfN+S/iZDht7xdFhJ27fwcQc1DFl8AbQqxsTgFLfENBB2RCbbnUmdjvrUZECnU0oMWCWLvNs4xNRKvfpabVFkxkw3+Qt9aJci/0RQtO39vPeEWnbJs2z0W21zbMFV7FPe166rRCOOUdbPYZNemwlKE+psV3WsiuUPvDB4XD4dc/z5oGveZ73n4Bf44g/hycJmRo0BSFVtvKwxpr5OfopuPomYyxw+r3p+dc+2aaCcjlz1JuRvBrIEprqu0z7ihprr0SiKKTNZXigj+mQtInC0SxITpJsw5TQHBVawH8AnsJ8HEvxc4+UWHwdE3IGhtDI3e85zO9QGi9jbuUX2BupaWFIzQzmFxI7VO1ew6RKzf9GGtoH5quzNRwO5RZ9HbgYb1/E/A7IcDjse563Gbe/udfJFS2YNdmRhb1WNPLGcKkfgiICose5edO8FDv3x3UN2yZa+tqKS9F74CIbeg77gVx7r6FhrvfzODAcDr/oed5D1uFfAH4q3v4Y8AXMl/gvAH8UE+k/8zyvIZWMj2WyB0XZT0PRdA5NuZISm16UtAl7KVO4cSM0oWd+NpQtCLo0mjsjCfiCatCzSIXlfiaJ4vqYkJSI7B1Uxf9nkvmD+LYZ530HzZSo5NXMGSnQGfSIwtlMQc5OWKEa9JJjQnTyiI2oV9ooQPJp5ufTce/cMbf3O5vXk2NH/Tn0yEY12XBZO1ek4Wbc0Y8fAwxpkQW2FM68gAnE3sHE99+K264Z8iIQcmOIjfm7V6L4OnGBzsbmNoOFG1zjErN0KZcH2Zo0feshBgKQfk50KNcIoZHPSF/tu+LC7pBlzBXr2bPai/HAvDlnh8UB2UKfuF3QbKIi0P8Pthqlx9LERys0NtQ14s/PS/H2lud538V8796f98MYV5+4yvqnTOzW6ntWWWAhCaXa/JPNfcXNaGMBMETp9G+RFtNklKAISdEGAoN3mDA2MQ7IrYejcYAwNJuo2OqShp17UwRNYKZk5ugxjniI0O46PsAQIf3zTSve3mJv5MROubyXMZbUeJ4noRZf8zzvp+Swo+lwgnN63A8AHwBYWHDHdhYt/HVYV17IkmvR7lJkXCTGJi52GJlNjFzkQwiHjJWHScLtXOFm45SXorGKCM04onJX812yOCtfzMPh8CXP887ExxNiHUNId/GXuLfPeiSahOwXYs+sn/tWSFpPhZ3FoWdBJWCxtghAvVLnzvaAatB1qjRCGAStdPTRJH1dn0a/tAi4jSE0QmZs4wBRaYKZ5FyYEI7RGjeabNn1cmxS44KEr9lhbJ0cdzRtnGDaGeLzM+9+EoDt7QFzc3DqVAmY5dTCyrgpHNrnUG6Uefk09isql+CUFM2UfBqpPUO8LwvnJtl8G3E+u0Gi9Mx2tEKT/p38CPr93XSsKnDLkJxGeZNSvU+NNqXyYNRBTBbkLRzERUHXrwFSAhOSJTg90mhxO9HLZhCufe2Q1gch+ImltEB2KtlDtpNZ3zqXR2hc/XUbW50pyr2JERPstwF/zgE/h/o7OQhcCXMnBOsmT2bhZxdYfc9qQnSuvmd/xSPtPkKeTv9W/D33OUYIiC62mSg04oS26iYzC1fSgqDJ8QmIjTYnsMmJJlV7xdQF7d5HDSNSnsV8HT+LUV3u9WT/g2ASpeYngZ/3PO/dmFvsKYxy0/A8rxyrNSuYr0YwN8xLwHXP88qYr9sNe9DhcPhh4MMAFy9edIam1Wq1ESXClayuzxUtyG1S4sq5sY9pQrK+vs7q6qozj8XuK8d1f/uaRbk0eeO5rptH0PJI4SR5N0XYi/Nb0RgaLrJ5gGtMRKwh+0XOUt3VpBh5JARGw8mKyE/JCjtztev3ILoTh52Z0LOV5hrL9WVTfHO2yotbqUGAmAKAUULCToWwU0kIhB90CaNKotKM5JdoQmPfIUPrGcz6ssClKSE0knsDNBe3TXhZTGZEoXHlumhUVS6OK3dmEgR+NFKEc2urx/x8he3tLjDL9nY3o9TsEXv+geeCo4P8EtdciEPNYvQH8cdrFXPHvUC2bpCsV0SlEVID5u/kY34GVFbO5YHJn5Fcmm7VqDVeHypioyPFOONcnW61QpkBAW1m/e5oqJbOrZFFukvFcTmPZYhMn9H8GjuescJoAU5b90q8xc14/UrstKaREy1th4Q5c4CstnoaeXARGnmfRsieged5c8Cngb83HA7vePk/ykz0OdTfyY1GY+Jw8eOCJP5L2Nnmn5hF+ep7Vs25Jw/vWqvvSWWVzWc24QoZJzUhGvJnESe0hAjtE5O6qeXV3bFRpNBMCc29jzrwOuAyJhztm6QL8QcVY0nNcDj8XeB3AWKl5reGw+F/73nepzBudB8HfhWT8wTwx/H+f47P/+le8mk0XKRBF8QcpzDkKRFahSnKsXFdPy88ze5fZJ+s1R8b49zUiq5v79uEZi8mAnmv7zBgh+zlOahNcL1XJIzC87zzmEh/SIm1QJPuDPQXuffw8uF9kbusmfMIjVZh8sYQIiNhZ/0oMQYIe2EmBE2gXc6icDaxa05VkR6wk6kLA8T1adRAthoDWbMA2ZaFsgMJodHyULibGhKgLaRHocPlfCuPJlO7JiY2nbAyNqdGws8k9Oyzn3kC0IpNyKc/8Til0lhh/kCfQ/0ZfMTzhmI8DKqo5lk10gDoQ2UHE39whmwujWu6JbILZ1FsNuLZxkU4Pd+0FXKTgT1urNj0SyUCQhq0KNEfXfjrRfkc7lwbTXzMu6J2iurPyIW0IYDWtSqqDZgP8p14rLwFqKhCFkl25bjosLk8hzQXbAFJGwtIrR4hNduMkC7P8yoYQvNvhsPhv4sPH/h+eJLhCoda/4N13jlzeJbrotIsXFlIFv32M2TD1GAMoVnH1Idx2EtraEJj205DcRiZbe1stzsKw4IpTgZKjDrvPcjYi/uZjd8GPu553j/CmDR8JD7+EeD/9DzvOcxX5t/ez+B5C369nbfotXNjXIn/8hDlRc5pFca2LZa2LrJgX99eqLv6SdtJkv3z3NzGtbVd14pUkKL3cy/H9wJ7ruPC6iwIgf59Ron1457nfRyTELu5r/jxScLK+lGq1ggmKJY5dkzBbs5YZZ8w2uLWzi2ut65za/sWnW6H+fm4uOaYmi9BENFo7IyQiDCspAU3816GTWhkQabMAUxxTRVytrE7aiIQh6e51Bm7sKbtgOarmjqQFvCELKGx1Zu80DO5vu/3+NLnHycMKzQabRoNJsGhfg41oRGFhodJZRxZn8v7KcqJbdZQJzUFiNT2HOmdfxNj1B8X4BxeMKFnZUVgulVDs6qizsg1YxJb2+mwXL/JIi18uunYdhiWS7nYBraH6kAZIyxIyJlLnZEBBYE6VmPU8QxSdUbGPUWq6OjfMuR6eRWBHHC5obmS/fOi4bS6Kc5wYuM8EhIHsVHPR4DvDofDf6pOHe398C5Ckw2bHNiJ7QfGOmyuGzVIkxuNhTctZPJw3vCxBcw/E+6QsoIwM01edKiZzt0R2ApNngOa7luY17NHrD25xjM8c7BBppjiCLEnUjMcDr+AST5kOBx+H/hrjjYd4D17ncgkyou0s8+Nswa22y0vLzvzXOw5SDubkMgxbQIg/WRcF3nQxOLmzZsZwmEbCrheW54TmosIuIjZJCFvk8IV+rZfuPKd7HE9z/u/MUmwy57nXQf+AebL+5Oe5/065mtDPnefwdiXPocxEnn/vic3jtgIoXEl9h8EvSglNOJ8Zs+jNMtGtA0b62zsbHDt9jUun0vzP5LEeeUupolDEEZGORFO1pwZdTxzqTRSi0YvxjRRwSIlkkOj2oRhhQBVS0eIFOkYZhwzOdvYQDu3CaHpJKFkiqgo++fEyjlWaGziBKlq02i0qQZdNlvZkMTj+hwmvl0l8HRCvVgwx2pNJlFdFsFyTh4ScL1JosgAqalAEyNelI06MyjPELHLoGwcz/qlElHdZ1BuUy+n4YOdusm1qe7AXH2LBi0ucY0fPvSmtM7KnJqbM1RLEvwTNkz2aylPpcm8S/Fzzepvh6DJsSB+I+XNC602+vpe9pCd2I+1b+fA2O3tPi6zBHmWv+eow9pPAr8CPO153jfjY7/HcdwP7yZisjFyOCY7V5+4OuLYNQnRcbUVMrCJuwaO3X/9U+sZ1QZG1ZE8JzRNaHTbcRBCo4mQPU5hbs8zxfVqppjiXsRBlJpDh71An3QBPokZgD4+SQiZywhAjkn4mN52zcues9Rkb38AACAASURBVD6vyVJR7Rw9j7zzrjZ5xgJ5cxsHl+o1KbFxzct+DXrbRTiHw+F/lzP8SOxBHO74d3InNAm0+qKJja3KQD6hmdQeuogI6do0+tqy348IeyHrrXW+99r3WDu7xtqb/jVXn/kfOH/udtJcKzeSW+Of6ydryQy5EOhf2iUPRoeaQTGZcUEIjW0YIOtaRWjEJEATmjCsJCQm8HsZQlMUbha1Kxm3M9vKWcP3eyzG1tebLZiZSX/JP47PoQ6e6g+gvQm12EKZM6RhSfrjJeFlQho2MapKnfTX/wXVRxbP4gG6REp2EHXGhJZ18YmYZeCXKNU38cvQrs+w5c9Tq7Yp9QeUGXCGV3gL3+Hpv3GFzRfOmWu8EF9HQqgktEo+P51TpExNKzY69EwTGyElkA01E9VFqzRgSIkeV9rahEauUbb6WrDJi84TGldQ0yYxrrEF8n5JPxV+NhwOv+yeHHBU98O7CCENQgpcpEHUGyEom8+YnJv11fU058YaU46JA1oS3rYHNUNq5SRuaU+lasqk+TEae+1jkyRnmNkB1RnBoSlhUxwaOsCLGOO/FnCa0bTWFo6k9vsYJ4LUzMyYhYy9uNUmAeOIg73ozgvpcoWFaXIi11xeXmZ9fT2XtNjqiE2s7Ovb89ZEpojQiKLjUnDyxp8kTO2goWP7yc0R5KlyNpE8UXCRmSIUEZq8ejT6vKvYpkArNnEY2vXb1/nLF/+SWqXGz/3YzwH/mr/4ym+YIpxBj/PnbnPhfCsTptXaqOMHXZqLbWCHgChd48kldBhagTojxMB2K0vyc5LxrGKecg0LUVROVBodeqbnb5OZ1m3zmdEFR4XMhBkL6FmqVl6OhhQuDSMf3+9lSM1Rw2PU4awvJCVi1D1LL6SF2Nwifb8HmMwKcUiTY7IgH6hzdRN2NujvMiiXaJdqRMwSxrknZQZ0qxUG5QFb/jxbzBOVZvFLXSJmqRHyFr7Df+P/R/74l/5bOjRTlaGFITg3cRsJ3JRX3yYlMKFqLGFjtiuXEBhNauz1vown9Wv0MR3aNuHXobZdtsmMKFOalxWRnr61bb838v49qFZGpAYBp9+7nl30r5IJR9v8kzRkLMG6UXJ4Qo0V46vv+mpGpRAXNdYVOViHqx8sdlXbfHqT1z7Zpve72dyGDtmaMUmomJCMPVg6T2IMcJSEZoqTiS3SWjangbdgCngKBhg3tK/jDuK9H3FiSE1RsrsrrMoFV2iarfrY9V20iqHDzdbX15OCmy7yYCskNgHLS67PC0tzzd+VB1OkmNh1cw47sX9SolGkKk1ybNw4Jwp7tXK2VRl7X4+nCU3JT40CbJJTmiXshzz7yrME5YCVxgp//Sf+OufPfwyAj33kNwnDSqJuCDpBl0UguHA7znuJTxS9JLvGiEKirMRuZokJgEVaRswArHVqntojr6GTUVkMybGVmOR8TGg6lorjIjZ+/N50wllopPOY8Y6X1GiUS1AWRUW/vDKppbb8LaqYVZUsnhfiNhtx/xJGvRFDh1uY4pwLGAUI8GIFKCr5tAkIqRHh0+A2JQZEJZ9BqcRWXLJsQIk2AQPK1GjzEC/QpsaNhQt8+W/816kxwHXShb18hmSx/rK8KDEHyMulkb+7LsDZI6vOuAQMHbomZMke076OdVyLOPL+ovar1vGO1d7uo9voa7jC1Ypc0x4QrD25xtrMGj/651fTopukuS2akGxiiM3qB1O7Z3nefFccvvaMISMuEmRj/VPrbL5rNAxNqzQulL6Y5aKaKLFKLrkpCkOzc2js2jkJCsiMzknSLm9FmKo0JxMD0q/tKobQSOqlKZUMP1TbDwJOBKnZ3d3N/FKft+Av+nXfleBvu4zp43a+iTw0qcnLddHt7Wvr8KlJCI39enTbvZgDTJJcP8l4eWQsb566T9G5SXOgToxK4zIAKMJBc2k0URGVRiB2z1KfRh+L+93avkVQDliuL/NnL/wZ7X6by6cvs3Zmjb/zdz/Cyy+HfO4//o8sNncI/Ai/ZkKsGk1V2isgdSfrqGMCW1HJdTpTc7eVmRBg14SZBTPpeRW+JuRIxhHFxkYYztK6XRtRYmQcMAQlclg9+37PeU6IThj5CRHqD/ZR1e8AKFtWNhUhKEJe9HlRXUqkRTfBkJkyxuNKSJFeKO9gvg3LGBMCtXgelGdoE+DTJaRGjTbLg1tEJZ8t5ujiM6BEiQFdZpmly4ASAW2WuMlZXuEyz7J1eZ5vzT0KL1QNuZnDfOu+jAmn0kU6M7BzaCqYIpm2lNHHTUo0tIua7ueCDmvLgZ0XI3lDWr2xFbS8gpo6h0ZfUv9wMKe2H0DY+S46Z2bzmc3UqezKQppvExMbSBftkvPiysmRtqYDTpKy8KYFU/q9AHm1YnTifgIhNupa40LPJi2gmYyfhz2qN1NCc29gC1On5jVMpPI5HkxXtBNBag4CFzGBUVLgykvR527evJmQEXE50yFiouK4SJZWeuw8m6I5FxGMcfvjxrRf56SqR9F1i8jIOLhym04cPC+bP1OUR3NQ5Fk+96I0PK3fy5IXW6VR22EvJOyHXG9dp1aJP1flGtXZKpcuXmJ7u0urVUtCq5qNnWyeTVgx4WfilKUR4K5HE5ltISJiyVyYVxP3MRfdzeSIa0Lj7KrUFlFotBKTEJJ4XwhL3nx8yyGuqowUzFz2VvfmMGCXGqmUoaKLauoFsP2NpUPTxBhAzAF2SI0BSqQ5N824Tzz2sA5tv8bioMX8Zo9Sc8CAElHJpxuHom0xzyxdY98MzAKzRAS08elyi1uc5waXuMaNixd4bXs1tSZukBKZEWcvT71AUWBsazE7md8OSdMqjmdfgCxh0mNUrH4O2AqKkBUhNfb07LAzO3TQVm60OQC41Z0HCDoBf511Vj+46iQ3kCa9J1gHrqgF+RPG/vna+0eVj9PvreUv9Fdx5uTIHK4+cZXNpzdHkvUl3Oz0e2tpUU4bOcTDRW7yCM2erZqnhOa+xQbwXzC3dwlD20flvXsex/sTZAF0Mv64dnmJ80V9bQJhGwDoOdiJ9Tq3ZXl5ORO6pnNe5Nw4RUYwicGAK5fGJnB57fK2iwhe3hh7waSv/8RiUhKz19CzPNgqDRgCU9aVzCNTeNPuo+bQjtqEvZB2zzyL3fO11jUuX17gF9/3ITrhbEwEYlIQVtxKiP3LcKAe2iQAE07WaIRxTs6uKv7ZS/tC9hd5S8ER4uH7/czDhuTQhFGF1u25TGhZJ5xNHlHy2tL3UOrPiHVz8tKCXvrwIxqL28ncbeJzHKiU00cCV/K5LKY7GBJzB6PMXIufb2DyaTbicxFG2RG7ZkWShlXonYLbzapRYfqmUW3QThSZNjXacTjagBIhNVos0qJBF59aXKvGj1lxiT7zbLHw0MumMspy/BBLaZfK4awxo49L/ow8dEiaWDbfwTAEHTaoTQU07Jya3AKWaROb0GhSY5+3FRtbldGERtfu2bb2H8AQtLUn10xomA7VcrRZe3JtbA2YtSfXWP3gKpc+WqP6LpKHQNSe/cxx9T2rsJolGJc+6ggJy8Frn2znOqbZcIaaTTAuMPIejnu9U0Jzb2GAUWtamN+rekAXd9my+xkn4vcfMQqwUZSYb7ezF9I6x8XurxfbWoEpSvy3z9sJ/HlkYRzGkQtXiFseJg310ueK3tdxmGQu+8Ekr/Wuo4jQTOp6BllykhfCFt2B8E56Tf+U6Sf7g1ih6IXsRGk42a32rcwwb3zjWba2/iV/+Y33J0n1gd8jDHoEUZmg0QNisuGaiu14JuqNEJTEktnR17eeBapeDZCr9Eg+TSaHxlJkhIAIoREImSmC7/eSsDyAwI9YaJj38jiNAmyU5Rf+WxiTMFkY65/gZNEr6oz87V7FLI7FAe1VTMB1bAqQKDcdU3SzW59JQsvafo1Sf5tSf0CpNGALYwzQpmaUG2bp4sf5NCVqtPEHEVHJp0+JbebpSi6O32ewUmK7f9rMS4ecyetLFApxN7MLbwqEyFRUZxhVYHqqf+YdHXNcwtUsgmPnxgip1ARNqzRyzL6ETVT0MVup0e0eUKOAx556LHUqy/k3vvrEVfiUZaXsIEFrT67BB+ENH4uNBYQIrWYLbCb2zLERwSSL+9X3mPydjGKzR0MA29p5XDhaHrkZ10/ITJGV85TQ3Nt4BaPaVDE5NQ9KPg2cEFKjUURcdBt9LG9hrs/bdWFskqLb542bF84m288888zIuHtJsrfnYytIk45nh3q5cnV0u3Hv916wFyLiylM6yLWPBHmqjV2/Zi9ERmAn/IOb2OiwM9d8SrMJsan7dWqVGkElIOyG3OKWCU2LQtbOwtraMvBRPvuZJ3j4da8RqGT5MPRNQc5mbLds59eAZeHscDILyKg1ZmBGSZIuTYLDPIDUAS3sGBvnjEFAnPMiBEb6u0LGPvuZJ/iZdz/JZz/zxIhK4/u9JOzMr/WSkLyoXUmUm1LZ8TqPCJ4XExmFXgSVTQwpkVAxUVn0wngnfkjOTAdTo+ZhzM9165i68mfUOAOMohPBrL9LyU9/1xuUZyj1d8GHNgFdjCJWUr/9lRlQYsAsXWY7Pfr1EgPK9CkxS8Q825QZ4Ne7tP5qi+uNS9CPc2xuYhzR9EJ+G+jXyH4N99QDsrbOsm/DRXakrTzk+Hy8H6o2FmxS41Jg7PZ29JxLedHPtu21/r9r8cBivwtsVx6MHiuxcLav8URqLFCUS5OEx30qvt6VBTbZzJINVbumSGEpql+jSYq9bVtcy7a4peWFrR1lbRrP86rAF0nvUv92OBz+A8/zHgY+jgl6/TrwK8PhMN+Gcop94zXM72BiEPAgqTUngtTs7u6OXYgL8sLO7JAyl3pjkxvJodHFNJ955plMHRrbeEDmoMdymQ7o+Y5z+HKRC9drdhGxcdfRfe35F83pqDHJ3/Su4bDCyorgIjR57fqRya0p+aNkKgdhLyTshQS9gBd7L3Jr5xbtfpu3Xnwrj/xYnZ/6qf+LL3zhlaSeTdYZbScmCaogpv1LsU7w14Uzhaxo9UamqxUebRNtj0eW0IhKA2RUGmDk2d4WfOnzjxMEKYmRHJwg6JlwM79HEHSpBj1ub9RpLLbxI/N+lEvHR2ryMNwB71XMAjp2KsvUmpE6QhfibalRcwZDIOqYpcRZUpc0SHNrIqh04PTCNtShs2AKawJs1aFGSDkmLyX6bDGfmAWU6FOjTXUDBuUu8/4Wl7gGwDzbhATM0qXLLEsXb/F0+Qq7N+uG0EBag6WKWbzfBPqixJQZdSsrW/sCmynI5zkkS4hEyQnjfbtfBadKo/NbXPk1Wn1xuZqh2miyo8mMnK+SVbQeUKVmL8ioJLGV8xqj9WmSopO4VRixkN58ZpPNZzZHzApkXxfcBGU4YKlEMqdxxTf3gzzCcxAcgkoTAT89HA63Pc+rAF/2PO8p4O8DTw6Hw497nvcvgF8H/vlBLzbFKCTK+EFSaAQngtSMQ9FivigxXs4JaZGFveyLOYA2CFhdXXUqBpIvI0RGHkIUbt68OeKqlgeXWpL3muy55I3tcg9zkaFJwrr2G442KSYJkzsR4WdHYRAwDhU/NQroRVkXNq0GSfHNaMsoNQrtXptbO2noWRiFtKM2S/UlvvXitwB468W3cv78Kb70+UbcpkKzsYMfKzdRFMWJ/xLyFg9mh5aNqzvjUmhkPJvQ5CDKKaopqoyoMFqx0bDzYzShOX/udkJm0vZ378dDz7NyaTREiYnih7ZvBlNAs44hKtuY97iOCVt7szov9WwGpGFsOxjF5gfmWHUNWIBO3dg2zxIxS8QcW3TxE0tno8sMCDD/v1v+PDXanOVVygxo8ypgjASkT+1sm1fOnuX7/NXUCQ2y7mEtoO8B+h6gi2vasP/uWsLS+7pOjSZItgGB2s172HkzOgSNnG19GVFnbpK+B7qdbSwwRQaabKyvWDFecejY1fdczZARTUQ2n95kfSV2T7OUCyE+YvsMJLVutKW0JhKFhgPsj7xIQU8wFtGDd2TVl7xQNWmTXHNCg4DDCDuLi73KJ1pk0SHw08Avx8c/BvxDpqRmikPGPUFq8uBSd9rtNuvr66yumv9ieyFvKzjr6+uZ/rJtEyJNgvKub5sRuK5pz1ejKHemKM9kkryZce1sHCWx2UvOz7FiOLTqxBTYOo9TS3pWaFqR5bM9lpCXviTan8qe78XKjRgHDNJF+E60w82dm4S9lFkElYAmTa63rnO9dZ2gErBUX+LRhx/l3T//L/nMH/9Gom5Ugx5ROEujuUNQ7UHDsmgOVP6bnUuTB11LJRlHb6djFjmnSZHNjdYcm606YVjhF9/3IQB+8X0fYmurx2c/Y1YeNrlxJfw3FrdZjC2tO+r1V4NeJtRtd3dM8vgRQGyd+3bcwDapCiOLaAnykPoz8pEV57O1+CFhaQPV9hRpLs7V+FEnIUCD8gwDSolKA4bk+KSfuYA25cGAnTMzRMwS0KZBixrtTJ9rXOL1PM8St5ily7Vzl+itnEqtnSGba9MhDruSD4te5aOOueraaAXGVmlsgiMX1G2sU7ZKM8eoSYBNSOx9G0JqWqTqTJVRQmMrP1MA2QV4xtLZQpKTA85wsM31TbfRgMWT1v9gfXyejFg1K+yXzMBo0c3SFwFHrRoX7gahEXieVwK+BrwB+N+B54HWcDiU/4TrwMVDu+AUU8Q4cbdKe+G+l1/sdV0a2yVNlBRbIVleXk6KbLqMCWxCoNtrVcfOv5Fwtr2EetnhcnbfIoezcWPvJbdnEhzGOCcqd2YS7DcszSY0RaFnM35ap0bUGKsmTR6CSkDYD7ndvs3t9u3k2FJ9ibAfcmvbqDdLc0tc37jOSmOFc+eW+Zt/60P8xVd+g9btOaJ2hcZimzCqcP58y1QnFtIxRlHJhSygJyAyuoBn2EmPd+IQtJduLLLZqvM3/9aHmJ+vMDeX9TUW1Ubg+z1nno3JlxHlppIQpnROZj+MKuwOj4/UeBhC45Vh2GekZg0DUsVGIPkxQnTAkJIdjCnA68guukXF8a3+GxALK8k1atVd2n43DjUzA/h0mWeLUmwaUGbAVmmefqmU7PtE1GgT0GZAmS3mmCViCfOj0DxbLC3d5OXGqbR+TSd+FoLWio91PMbXo8HRxvZYrljbtuyY434mQ4jbWSN+LJNVyvJCzPJUFm0AoBUfu8DtlNSMxcKbFhJrZan/ImRl4cpCouos/KxqhyI3DpJikwVXOx3ylhkrp97NfiAKzeAdMakpmGNmrjCx49lhGwMMh8MB8KjneQ3g/8FoxSPNXH09z/sA8AEY60U4xRQjOBG3Su1+NolRwDhoZSWvryY/+iFESIesuRQYnXcj54pUnLzXU2RwUPS6Jx3fvtZBcNjhYOOMCu56+NkkkFCxo0DJCjcTVGKVZtAlqAQElXRxFpQDdqIdwn5IUE6Ph1Eqp0i+jWB+3tRkub1RJwzMwi8IulYhzF5WpbGh3dDsujYZc4F4DpYio+vTaIvpNGdmltbtuYTQnD9fZW4uJSLb2+6QsbzimgIhNOb1zmbIjJCe4eB4v1q9cvo8tBfEYgiwSdZhS4dFCWGRHJoFq3/cZmhZC3sXMIRHSlRvgBdBo7RNt2pMA7rVCrOlLrNEtOPQsHZcuwagQYt+nGsjKk1IkJwvM0gIUo0wq0ZUSS2fRbkRYjPidgajdsxY57V6IyRGCE2P7NffmNo0sj0Xz7FBlohAmuDv+la1lRz9bBsNVNWzVq6mKIQk6rOedUKTXJfE4Uy1c4Vv2TVn5FgenOcsQuPKp8mzcdYhZ9V3ZdOpBu8wn149b63mOAt9jsFROp0Nh8OW53lfAH4caHieV47VmhVMwKurz4eBDwOUPO/uWU9OcU/iRNwqd3eLfwHei2IhJEGHjekcGE1MdE6M9HXls+Q5oLnm4jq+V6XGPl40zqTqzSTztPsWhbwdFEV5UvraJx77sW92QdQcUWn6asFW0E8TGoCwH45s73R3DPnxjWrTrDUJKgH1Sj3N75eaLq0amy2TaLHYaLNx25Q0D6o9giBKCmyag7FJgExByIwrHC2YKSQyZg6KzHQqI+1ljvPzo7/aG4JjFtHa6SwPQZwFL4QmuYYiQbLtlY7xe1XqT8YL3hFiI/bOJVKy0idbiFMIgpgDyDnJpZFwNblkH3o+lM/ES/tbGKUH03ag2hqL535iENBllpssMaCcCTeTQpwRs/TjmjZdfG7T4BqXaLFIm8Dkk+iFeyPeFjLTQLmGiWIjtsv6c6ALaNpMUBMauZflqDIamijax/La22GWdmqPPm7bWksImivcbZpTk4HkxyxcWeCxpx5j7ck1vvqur44QmoWfHc2XEVUHSJSMDBFYHSU2eaREH9MhY3muY3bbvLF1/+q7RsPQdP/ca+WoNPr9OApC43neaaAXE5oA+K+Afwx8HvgljAParwL//tAvPsUDjxNBaiB/MV6UZ2L3E5KiVRObqEg73dZeQOswNcjm1QjsPq752cRK5+nkkRkXbEXDJlmHBReRKHrNe8EkuT33DJEZB1f+zDi3M110s5+zGC/5ZhwZvzQ7kjuTh1qlRlAOaNaaLNWXWDu7RrPe5Nnrm2xtmev9zLufZH6+wqc/8TgbrTlut2qpYhHnnvh+Pzch3wkVdtZq1bP5OTHC0CcIouSckBtdsyYIujQb23TCWT79icf5mXc/yfnzpr8oNi5iI+MIxCRA6tGEUSVDagKVexM6wtaOBUULWB1+Jm+lXkxrFUDIywCzgI5NA4ZV6MdEp6L+HFsLFWb9HtVmquJEPmzV5yjRz+TRlGODgD7Z+LhBvK/birFAiwYvcYEbXOAWS7z8/MPGKEBbOuv8FMlZgbQg5Ta4yYjUtrGJTV4xzwnVN5tQ3sRdf0YTEX3eZd+sSYy03yb7bazzalypRA84dCK/4LGnHuPqB6/yo39u9lc/GC/aFSHQ7mcj+TGr6cJfWzMXqSwJ4rGEfHSeGk3s1+OMHc/COJIkGBd2dtSEJsZ54GNxXs0M8MnhcPgfPM/7DvBxz/P+EfAN4CNHNYEpHlyciFvl7u6uM0RKh4hp2GFfdj9J6Nd5MLqvuJjJvuu6cswOP3PNwe6nIQRLL+j3qqbYY+cpKnntJ1FaxoWoHYRs5L0vJ8ok4KAoMgLQ0Hk5YkLQswpvluPFl5CbkkMNii2eQ7F8js0Car4hL6LS1P069dk6gR9Q82ss1Zd4ZOURHr34KC++GLK9PUjsjoGE4ABstOo04+QNP6wQVHtEUTlLbGzjADv0LA47a7WCTI6MC74/upoPqqY4KJA4lFWDLl/6/ONJXg10c4kNkJAbya+pBl2itraAzubT2MrNcYefDZVKI/DsO7UOeXIdl21RdiKgCcMlQ1QASmqxXS5jCmfWS8mgg/IMbd9kxvh0wYfyYEB5MIhD0ExujaE3xiENUmJjtsu0qdGiwSuc5QYXuMYlfvjD18M3vdQkQOqw2POfU/sS3tWHVLGRbRe0IUD8nOcmlqem2IRCWyyLiqTNAmyFRRL/O9Y51HkYJUra2nnOcX6KhIxc/WBqBFC0UE/cz1TfvBAwIMmLybNhdoWo6WPJR6VAuRGi4xrPdU09Z9e5BIqouXDEIWd/CbzNcfz7wF87sgtPMQUnhNQAmYW/ncOiUURoXAn2NkHRCoe4pOURGr3fbpvimi5XMjlvh7LpuegQOPu17TfEy35N+8U4wpR3bi+YRPGx/z73RE4N7J3QaEc1OVZRBEfv26pNP87hEUc1SwFqR+n7GpTTfJswCqEOj6w8wuXTl9naMgv3T3/icc6d36ETziaL/0aj7VRiwk6FIIgyYWNOxcYSjEzYmJ+M4YKMK8QmCKJUsakapcgPKzz8euB5o7gIsbHNAgTz85UMSZP8mk44Sxj4GbUGsipNNegRhrNE7eM1ChA4CU2ZNIQM4kKV8fYCpiaNWDbLR0zcziBzty/1oSzHB6YGzumdbSilSk6pvwu0wScpvDnb6VHdgWG5h78QcbNkQs+6zFKK82U0BkmgWim2DagZQvPVSkpkxNZYv06p0aIVjZFvK/13kb+dXWRTOgbZMTS5ySM6qOPbjBIcrbC4cmZcYWs2obHtrF0k1VXc8wGHqDIw+QI9sX5ezyczThe0HBS5i+Xl6tjHZH/POTuTnldubKLSHCWhmWKKu40Tc6u0c13yFJoi2Lkzdj+XcYAQFVvN0dfXts96vnn741STceFjk6guRWRmEiXIvv4kJNAeI2/MouvmtSsiU8cGr2DxWuR8ZhMS+1zPQWZG2pBaNOs8nXIlS2zsMfqjxTjbUZuab96/sBcmOTUXGxdZbawSzAYwCzdubHLufIvzF27TinNnRMloLG7TbKQWW1IrZoO5JL9mBA4jATEb0DkyTsIUh6CBW7EBaC5uE8TFMcPI5/aGyf3Z3h6ACncy+wbz8xVnKJrk1ABE7UqG4ISRWXBrNec44dmhZDoPRvJnIlKnMjCEpkRamLNMqtBI/77JnymVDKHxtFvXLUxACMYwoHLWbFfYpXZmmxvNJgDVV4FN8JZg1u9Rq4d08fGJ6CdVawyxiZhNFBwp3tmiAS9UUpKwjQlBa2EUCVE0RL3R4VuoNsni35ZY7K80RW5scmDbJmcwZCRETROOKqlTm1Zh9Nh6Slq1sS2fXeRnznFuigz2szh/5/V38rnVz3H6t3IIyaSOZTkKiE0wRIHRx7UqIyrOWBezA2JKaE42qsA5YB7YAl7kwSyceRg4EbdMMQooUmZci2khInrh7SIuLgLgMhDQ4+mHJjy6r4t4yflJ1KZJSJprvnvp4zrnCqdzjeMiaXmEcVKMaz8u7+ZIMRyOupkV1aqxYRfO1IRG8mEOCm3vnKMQJYQmDkELKgG1Ss3k1VQCtra63Lkz4GMf+U3e8uZtAr9H5EfK+Sy1O5aQLzu/xElqYgh5iaJyYs2sk/7tnJyU7ETJ9QWSh5Ocq/ZYbO7Qul0jYTcdIwAAIABJREFUDCr8xVd+gyiqqFC0LOzaNb7fSxzQhMhptG7PZciXJj/HAg+whac6WVMAIQOQLoIlx0Zq0+xgXMw6cV+xe45S/WJYjolNmZQkbcbPSyR5Od6b4Uxpg4p2XSuZ8DQwpgBdfGCWgfpKGVBOaI4fh6a1CdJwrBaG0Ojik+IoZqs0YBb6ubVftCqj30xG1Q5bVdGkowOG0ISM5uHEkPyelhqzgztMzCYxfdVfh67J8arj2NQk4FDxzuvvBNL8ms2nN0fC0WwUhneNIUJF4WtFuTJ5hGa/RGdKaE4uGsBjwCXg+8AdUhPKKfaGE0FqYHyomZ3bohe/EromuTRyPm+BLOfEKGB9fZ2bN28mBTtdbfWc5LgLep66js1BwsRc4XXj2o47l5dLpMma/pvYf5/9JPUXhZa5DBvuilrjcjPbS30a6a+f84iNjNuLUqMAff2KD+E2TkjfQZRYOy/NLY00S4iNb0LRgtmAZ3+wyUsvdWg02vi1XpJDEsbJFoEfEQTdhNCI7XEn6HJO2obZ90lCx+w6M2FYSVQegR/bRTcX24Qdcz5RUIJenJszkwlzE/UmDH0Cv0djMf6cNMy8JRTNhrig+X6ajxMEvYzSU1Wv/64SGhtCbuIE/yThv08aUgap01kfQ0iEfNxR/evxdhNDWOI/37AMXh3zbdoBvosxWr2m2tehIvkdcd+eD5Gf/btKiJlAh55tMc9NlmixaMhAC0Nmklo06rX01THb9ljnp/QhtYvLUVm17bLr285pw5xXTTZWb/T8JCdIfmpFjeUiM9r1TGreiDIlfXQomiZdUxwIUqsmMRn4VNb+eSJocwFFaFxhZuPgck47MPQSJp7j6nvMwUwR0ilOFGYwt+gGxp/RHVA9xSQ4EbfKmZmZTOiZC3mhU5OEceUtoCFrIiBFNXUfW3UpgosQTBJqlTf2uLCtcQQrb356fHueeWYIeWFqk1zTRlEIm2uexw5X7ZnyaJjXxP3ziI2MKTbOFd8U34T0GIwaB0j/fpTMaWluieX6MjuRCRlLyEw5YKWxwtrpNdbOrrG11U3MARYaZjEv5KWxuE3gm+Kb1VitsRUaTUAgq8YIgmqPsFOhtVEnjCp0lEoj1/ITclRJ+iRhZ8r+OQgiGo0w09YPugkRC4IuG606YVjhs595ImMOEAQ9goBEnZF5h2GFTjibqWEjJMa8B0opul1j5jhLJcil7Kgq2+lMExsJTYswP+/pwpyyMN4BniGTdyMqzbAM/TNQkbHX4/ai8iyREKdO0yg0kT9LSI2IWbr4iRnAFvPMswUYUtOiwauc5Qc8xPe4zGv/32pq42znzWgFQ85p0uEK0xJi47I+ljAuITYClwIiYWQMyTqmCXrZY3qukDUL0OGD9uvTJE0TLk2UtlWfaU7NoWHtybWU2PzJZlLjpfe75rw4leWSklX39l5zZFxwEZyx4+SEwOnzecU2pzhZaGNuz6/Fj3vMJulE4UTcKvv9/lgyo1WEPCLjUlXsMDB7ES+kxiYjRURoUpXCdT37NR003MoOwSuCiyjkkZWicD3XnIvGdl3H1e6uhJyNgw49m4TY9JT6klfDRhMb2xhgN0qJDaSERjCIILxj8m/6EcFMiaVThrSACTW7uZ0Wga37dZbmlnjrxbdy+fRl1n+QEoSFRpocv9gw733op3Vb/KCLH3STX+TDcNaQko06YdAliIlMK1Y8fFFBVLiZqDw2fOUwZvqNvq9ON7QgIuhUlBNajyDsxQSmN5I74/vZyGRRZ9JrpOFofq2XITQAjcU2pXJxHa1Dx4DsnVlISlEUpLx9YuUc59AkEDvkO3HbKubnwL7ROCqiHpwCHiYlTKcwBTxL0KtDu16NSUxAi0VMGU4/Ji9nErMAeW5T4yZLvMQFnrv1BvPNrcmAXvBDSi60qmE7is0xmmg/p/rqmi9VdU6up0PG+qofkFV8dF6N9VXpIirbZN3a9OvSQ2iSYo/jyrWZhqAdCpJwM0VoACr/S0wqngc+x3iyYEFCySapTzPpePuFJjF2fZ4pTi5awLcwt+Qu03yag+BEkBpwL65dxMJO+rfH2GuyunY00+pNEXGxr2OTrTy1Yz9wqSv6OnnztEmcJmV2/Zxx15Rje533XvvdVXVGI4+M7CUMDSZzRROTgF3VVm/3e4bI9GMy077JyuIKwSkT67KyuMKjFx9laW6JsBdyfeM61UqVTq9D2AtZrC0apebsGhuvmST6ra2UBARBl0ZsCLBIqqTI4l7IQTWKQ9DCCrc36gRBNyVCUssGlU8TznK7lf49teJTTa4dJcQog3A3qVGjQ9BEFdLzEwR+xEJjB98fJVAAm606my2SELXPfuYJGo12Qmhg1BhArjEzc7xFrYedeCktMQiitLgS0onPyfGYqCTHZdEuC3tZQNdVewlX24ifxUltAXqnYGuhSkgtUWNuscRNlgnjULPbNPgel2nR4AyvxmdvUaPNbRqJnXPv26fS/BmXSqPJiLxueRaXMSEqYqesraA1SdEhZ3pM2deEw0kawrixfIYd4W2SAyNztFUWDa0aSW6Q/T5oFQ5G5znFvpHYOa/Dtfe3M3VkOk+ZY4UqjaAgh0YIzZ5JyX7NCpSzGRhCYxOZabjZvYPpv/nh4MSQmkmUElv5GEc8ikiRbtdutzP5L3o+RSFYGlIXJ4+A7BeucLFJ2rlei/0aXMrLpEYAeSqNS53JwyT5Sfc9klo11vHdCKJt2HotITKXzq6xVP9xlmpLtHvmvfnxh3+c/7+9dw+S7KrvPD+n83kzs7qyq6pf1dWNWqIRlmEQjzBCGAdCLB4EY48DyQJ7dxivvGZ3zaxXHocHPLFrJryzMbMxjMyGHLI9xsBM2Oa5YxOMWBgzEGaWsRjJyEgGiRa2rG76WVWd3VWZN591949zf/eee/LczKxWPbK77zciI+/j3HPPvXkr63zz+/t9f3fcfAcAp1dP4xU8Wr0Wy81lyoUy1WKVueocC5UFXjjfZW2tF4aeNfFKnZjEhESjFObAmEqK5/Xo+D3aXhffL+okfYukRCpNeLzfidUUU6kREjW3T//EnuqkBglCY8I0HTBD21yuahJm9qa7Hubw4TK1WpH19e5Qu0urVXyvgNdJ5tJ4pR4bGzto6Sz8SVzOMNYhmUtj7jOJzxXiHBs5ZpY4RA3ib34p5nkZnU9zATgRHj8HK7OznOIoZ1hMEJoGdQBy9Pket/L44HUAvDT3HIc5wyt5ihmKNNjHGjOsMB/nn5gvkwiY6ow5ucdoB0liYDq42TkothpirksuDzhmE1aomQ0zxEzGY4eRudrXw5c4uNkKlfRhF+ycmv/S1yYef/vjXP6wzqMxFRqzMGb7i/o1tgZMSg7OJETGGU4mdsuvnB1vJ20SKkdxzYzQZMgwJV+Xe/bsGZqUTwJTrRllCpBmODDq2EmVBul7VP+j+pgkMX6cGpN2/KQ5Oa7lUZ/BJIYBkxBB+3zjiOquYTMOaJPCNg0w8242OtA4g3flLLcv3c6rlu5lqb4U1ZwRzFfnuevWu9jTXODIEY+TlZP4PZ+T509SLVYjK+dKQd/7s2fbMaHxdLK9V+olyICQG5M4RHVivC6Nhv6J3+/EYWWR8lLW/XT8Il5JE51OaDCg+9bmA3P7WpGpgBAa3y85c2qAIfMBIU0S2uZ3tCWzGB3Y8P0CMzMFFhc9ZmaK/OAH8K77H+Zzn3p/ODXXVtY6x0arVkJs/M7O1qmJNCFXcnhaCJI4n0FMhGxCNIsmLitGW9kn57mAnjTl0KTmODzHLXydH+M73MYFDtChRI4+PhVyDGjh8RfffyM8raAM3/nRIsVqN/Q80/VrBuTpy4DEJMAkNPYk3iQhdjia6RgGSZtkO2TNVH7M+ymEaiRSsvNN8mG/u8iT6axWBxbC5QYxGbLzbMx8IpvcZdgUTj54kssfToabHf1YJSYIH9PbJiUqphUzjMnBcSBBbNIIzShHNQeZAR1qlpGYDBmmhNSAW2lIS7Z35ahI+4WFhZETaTsnR46xVaJJVQYXGXCZC9jnHJd4P2nu0DjyZV+L2X7UPR7Vp913mrozCVF6sWFu2w4JOZs09MwkJ6NgEhozV6dzBRpnWMop7vvR/5E7jt/BfHWeuZquEzJfnWehskC/k+PMGZ+PP/TzlEo9fuTO3+HNbz7BsxefxSt50IJqUefTeAWPfifHlx99kEOHhdCs44U5M5BUP+b2taJkf1FSPK8D+2K7ZyEVZa8Xha9BTICi9VDFASIFyFRmTMc0cxxmqFm0L8zVsQnNKHQ6uk5NrZZjZiYZmib1a5Ikrkrb7yVUm0F/uP7OdkER1qlx2d+4QppMVSBHMgE9R6zs5IxjJN/GNBuQj+SH0Dk1t8OfH3gVf8xP8ae8lTMssna5xqCfp7e8V1sxS9HMp8NxLMF6fT+N19cTRTh9PLqDUkxmRCURcmFO6uU6TQXDdhCTSX/N0d7MbzHvm5mnMjLOIyCuHmuRWVMBshP9zbwf1zGu9qI4yRjN/k3TgAxXBQk5MwmLkBGbNLgKY9pEJzqWqw81cxEaG7OvnOUyl+NxphAZyOrPXO8oEEcKJ8pzZUjF1JAaGCY2JmxFxA7FcoVmmQQjLWFfSE3aeV2wJ+32u9hDu8iRTXbGnUOW7Vwj+164MIqwpJ1r3LaryRdyjd817lFE7rpHr6MJzflnuH3/LbzjFe/grhN3ceLgCRYqC6xehHPnfD7++fcZSss6L79N54J8+1s/x+HDf8St+2/lsepjnL6kQ9Hmq/MszS1x5oxPvd6KCU2pF4eelYfDtuKaMcmCmHP71iPCk7A/dvVRjvv3vA6rRl0YITJCXuQ8piojEGc1CW1r+wVWG9VEDsxqo0bbLyZyZNqhkjQzU6BWK+J3fbyix969OWTi+rZ7HuLrX31/gtiYrmi+X6C/g6QmFWYoWY5k0rnYNMt/PKlrkycOSQNNZhaJf/2XH4eFOLwWeBmce/ksj/F6/pS7+Qpv5bvffzUsKziNJiTPE9sxC8GQPp+B519xE2eqixTpRGYBq6cPxPk0JjGx1RWbxLjQRpOqGkkSYKo9dnvTUGDkzMBBZOw8nRpJO2b5LEwFyTYIME0OzDwnGe+6sV2OsWvrZJgYZg6NQIjIxbfH/1tcxTIFtiojy1tBaEyFRWCqNZF6I6pNyjGQEZrrGUeB29Dk5tnw5YpAzhBjoq9KpVQd+D3gFeifsv579P39FHAT+t/cTwdBcEkppYCPAPegnen+YRAEfzGq/z179KTBVDpcE2YX6XHlhch+09nMJEVpZGhc2JWJtHAw19gmmaCnKTaTEA7XdZnbzWNGkYo0uAjWuLC5tJyeqw1rU0r9PvBO4EIQBK8It30I+B/QLogAvxYEwaPhvg8CD6C/A/6XIAi+NNHF7gTsIpz+FbhyBs5/l7tedhf3veY+7jh+B8fqx/AbHr/xfz7A8ZsvUt+3zp13NiO7ZYBLjQp+mBz/6T/8ef63f/YZ5ipzzFfm8UoeR+pHeMNNb+DXfvVnqNfDGjQlbRAgoWfaNrnprAsjkDo0pVKfet2PkvhNO2fP62iCImTG61Aq9SPCYBKfKOHfUG1Mdca0iBay0WhUI0IjhTNte2bTurntF6NjNZEZ4Hd9ZmY8rlzxqdVyrK3FLmmmU1ocjgZBoL+fduIZDCCZT2PaFMt/M6lLUwrf58P3DvHEeJaY0DTRE+ib0fkyeWLrZ/kZcBHO3T7L47yWJ3gdX+UunuzczuXnD2kl5rnwtUys0pj1VmSC/gysP7mfxhvrkbnAGRbhyYImRSaJsQnOphDAulFc04XEIxwG9q1PGEpo583Y6oqEkZnb5LMy1SdbpRHyZ4bNlUnmFZnns8cBKKXKwJ8Rm3l/NgiCX1dKHQc+iaa5fwH8d0EQdJVSJeDfomnrCnB/EATPT3Yjri2IZfNWwFZvXgyhiXDMnf8Cye1SS0eOyXBjYh5Nasro36BOkpGacZj095+PAP9vEAT3KqWKaEuYXwO+EgTBv1BKfQD4APBPgLej/3WeAF4PPBK+TwyXoiLbzW0y8ZXcmrREepvQmBPsSRL7Jw2RskPPXGpKWh5L2hhsZSQtKX8UsZgkrygNm1Vx7HPa15Z2jgnG83HgYfQ/ZxMPBUHwr8wNSqnbgHcDP4z+bfpPlVIvC4Jg+78PJgk9M9HvQHMFlr8fEZq7X3Y3h7yX8L1n1vnKl97D8ZubHD50iX1zzShXRVA2cltKpR5ra128osdcdU5bOS+9iieeWLXyZrRzWcnrRvVhPK+HJzFIYU6LEBuTbMi2uOaLoagYyyahMbdJOwltSwsxM80KzBwaITQmmTEVozTMzBRZba5GeUma5BQ5fJjwWuPinCPwcXbqGZRWMlEehO9i1yykZpZYmYHYMMDM7yiHI3hFeMwKusDmbNzHueOzfIM7+Tpv4s94E0+efzUbz1S1BfMzxGTGTPa3Q6aMvJYWHuc5yArzfGflNk2IzFyXdaOviHwExIUvC6Qm6kcwimGOzD+S58JqZBILe7tJUuRQUVck2d+0ljYVozSUU7aZOTkydjunKDn0DvCWIAjWlVIF4D8rpb4I/DL6WfykUuq30YT6kfD9UhAEL1VKvRv4l8D9I0Z6TSJSZwgJwitnufzC5chyWTCyDo0jlyXR/mMvYoAWObn8zOUhdSZDBhNN4Dz6m7AB7HBxgWsSY0mNUmov8GPAPwQIgqALdJVSPwm8OWz2CeBraFLzk8C/DYIgAP5cKVVXSh0OguDsuHO5lJhxiej2cfYxtlriqkszyXhc57XXzdycNFUpbZxp/Y9rnzbGtDCxUTlDk5KdUX1Pcox9znHHAgRB8GdKqZvGDk7jJ4FPBkHQAf5GKfUc8CPAfxl75Kj6MluNfgfWL8L57/DOH3ob9776Xt5w/A1Ueks88Z1LfPtbP8fi4XVdPyVUVsRlTELAJLHdD5WFfGnAy/a/LFJqlupLXFjRp9s31+T4LReph+FrCecxfyOeT/obers3HHZlO5J5XkcTEVFryqJ89IdIhpk/4/uajJiha75fwvcLkSJTNsLAbEJzOSy4aaMdFgd17fMKHl7RY21NExchNmIaENlXe90EucnlNMPYiWdQAUHfCIJqExMamUBXjZf5ccjv9rJN5kh5NKGZRys0Z4itm6tw8XiNb3AnX+LH+Tpv0uFmT4bhZs8RKzN2kr+MSSbjhnrxFH+H73Era50ZbeUs5GUZ3a8U4EzYKfsYDyE6RNBVCDMFdvgaQbjQGz7eLMhpBqub4WXmtckxJqEx69+YY7CT+/vWy3Rek34XjO0uZzTjPOH/VgmoE/YXAG8Bfibc/gngQ2hS85PhMsBngYeVUirs57rFWDcxE1erhmyDimKTHUhXd7LQs+sbp4A1tHDfIFNpJsEkSs3N6NCKjymlXgU8AfwScFCIShAEZ5VSB8L2R9CfheB0uC1BapRSvwD8AsDs7OzIfBp7m0t5GafQmNukv1HnGaXGuPZvdszjYCseo4wHRp3vxeSpjFOtJu1vHKHZ7D4L71dK/QPgceAfB0FwCf28/bnRRp7B0ZD/8VdLbDar0vQ6cP4Z7rrljdz76nsjJ7Pf+sgDHDrc4ObjF4BYWanPNROhXZ7XwS/rcUpRydWL8JZb38Jqc5Vmr8nR+lE+/vn7OH7TeQ4vNjh8uBGRmQTx8K2x+QAb4O1JkBOXzfJQjo2VX2MTDL9diFzU4sqSRM5mdoFMwElozHEJSTLvBUC93mJtrRcSmRw/uOhHls61WjF8z/Gu+x+O7K7NELYJsXXPIKDkFpu5M6BJzAGiGjKJXJLLxETnQHjsfNgmh558tcN2bWLFZxae4pV8gzv5Km/m5LOv0lfxDJrMSMiYi9DYOSyy72m4eO5YPOk/HfZ1jjgfZyjkrOfo0CcpWYwIHZMwLnM96tec94fqjhAJUY3kXpoFO8skyZuQmjQlR2ArLyZJsUP3zDydPEkjhRF5RUqpHPp/8UuB30KXjmwEQSBHmM9b9D85CIK+Uuoy+ukYLvY2hZCQsnET+BMPnQBdezeRTzORSgOT14dJITIupUXIieTICDkxiYvtfmbn2cgxGYG58bAWvjJMjklITR54DfCPgiB4TCn1EXSoWRpc/3mGfhEKguB3gd8FeMlLXhK4QrZspE3aXfsqlUoiLM1uMw6jwrxchGbUZD8tDC0trC1N6Unr33XutP5tkpR23CRheJPARR7HheBtAo8Av4F+vn4D+DA632uiZxCS5Jq5q4yT3gzMfJrmCrfvv4W7b707IjR/8In3cNsPrXJ4sREVtxQyY7uGCeaAxlyT4zed53OffheXG1XedNfDnDixwNeePM/xm85z/JaLHD7ciOrDRITGDwVtm9RE22JiY4ak2eMwk/n1WJPFOE00VqucOVuP8oI6fg9fXNg62t2s0yokinp2WoUo5AxCV7VSL8p7kfGZCpCZI3PmjL5AKT46M1MAutRqRWq1IouL2k3uTXc9zNe/+n6gOSmx2dJn8FgOTTYgDi0TVIGDwF70JFhczC6jf8KTMLNF4tAyM9G8b/VZhXMHtCnAN7iTk3/1KngSTcWEhCwTT/zNwpLmYyDbzxGTIQnTWgj7eD58ncMKOesRExrX/ZZtPpqYmOTGcYuFiEDYpxxjtZe8GCEskttj586Y/cm6ywxAYCo1pgplmhXYpgAmkRJy0zCOcyAMY7w9zHf992jfuqFmwxc+tC+C+Rx6njd0wLWCFz7zAhf/VWtzOTCTEhppayTwQ3romJ3cbxKWhIuZsXzioRMRkcvczTJk2BwmITWngdNBEDwWrn8WTWrOS1iZUuowusqBtD9qHL+EDngYiVH5JWnOWXYombRJm/SPIzeTTLBdZCrN3CDN8GCUcmLnpWx2fK575jp2lGI07jyThsiNCt+7mvweG0EQnJdlpdS/Ab4Qrk78DJrkWt00f/XhGJtVafwrsPJ9Ttz2dzmx/wT13EEe+cRPc9ttp9k313SHiIWwQ7tKpT43HydhtXzx/N/n29/ah+f1uPl4IyI0iZwYf4IIXYdiIyYBUZMwbKzjFzUB8zoJa+ZEd36JS40KjUs1OqUOjUsV6vta7AttoKWYpt8p4XdKdKJ6MaWI0Jhkxcbb7nkIgK9/9f0R4fnyow/yrvsfplZz+STDkSMeftfn2PFiqN48zJcffZB6vUXZ644svrnVz+DrqipgHk1IDqAnuWLNHBbEpIwmNjK5boZtZolVHJcttEy2q+G+g/AdbuP73MIpjupQM1FpTHczc4I+lHwf3htRIcRqOY8mNYfCY06Hr4RFcY+YTY8ikPa+Mf+2ojE6yIxslkKYEDuinSOZ2F8nGQZmExpTRDL7th3LTGJjwz6fnEe2i6qTcslBEDSUUl8D7gDqSql8qNaYz5s8i6eVUmIjseroK3oO6/X61ISmyST/5IMnR07uTz54UifYvxA7lgmxGSp8KWqLTWZsFWYU2bEIjSs8zIRtAuBal+vLSEyGDFeHsaQmCIJzSqlTSqlbgyB4Frgb+E74ei/wL8L3PwkP+Tw6HOOTaIOAy+PyaTY29ORqFOmwyYHkr4xKnje3SfvNwjXpniQEy87pce0b1e+ovtOME9JUrlEkKU2VcWESAjKJscBmzjcKVq7WT6F9mkA/g3+olPrX6N+tTwDfnOikm8FmiYyJzhXmcoWoMOaVKwNtBGC6kjlskhMKi6GgmLVi/HaBQ36DuXoT3y+yr94ywtZ6yfwZgfwwm7p9w5ljEzUz7KFNNcfMo1m9VKOxWmU1DB8T5cUsmikqjYSQ+Z4mJkJoIE7mN7f5fiEiNF9+9EHMHArZvr4+oFbLReSmViuGeTWw3NKq7tEjmofMGMU5xf3MhS1/Bgvo6WcNTWDMvBkxCCgTKzEY+8rGu4Su2eFL+bifi0drPMvLaFGhT06TGNMMwC56OQSZ1YekwbR3JrwGKTKZyCMRQwAz38VU9MwwNLn4HkmWYP3rktVEjo4DZl6MEIdDxMoIJJUa6dM8hzm8cbbLtpGCvS3NQc3sW+5hCKXUfqAXEhoPeCs6+f+rwL1oBzT7f/J70flc9wL/6VrLpxk3yRdCc/mpZKFNJ46lLG8GoUpz7L7RHZiqCxAZGYw7LkOGDFeHSd3P/hHwB6Hz2V8DPwfsAT6tlHoA/Sd+X9j2UbSd83NoS+efG9e5kJpRCosZTiYkxaVICEYRCVNZeTGqTVrbSYjCJK5ro46zx27eG1f/aWO1xzBKZRl1/NViUqKplPojtDHFglLqNPDrwJuVUrejZ0nPA+8DCILgr5RSn0YT7z7wizvifDYOEnrm6wKb89V5Wj19P9fXu3ilTlQ7xoTL/ljv2Ai3x8Sm08lH75GVshfn0EykzkwAu2imjAPceTei5pjFMs+drUdJ+raDWWdMUU1pI8cJcTHh2iYwCQ1AtVCl2Wuy2lzlyJG56PgvP/ogtRlNdHbkGcyjKVCNYUMAKa4p+TDmZNo0CXARGrO+TRXai/AsL2OFhbCLgZvA2B9lwqnM3BCSGwlVgzhkTZSQ6FjzJGZ4mJCcnrHPfE8blNVldJ6U8DQzwX8hfEmuDMZYzTwXu29TpZHj0lQbe7vZ3i44atbAkbHUsS/5MPCJMK9mD/DpIAi+oJT6DvBJpdT/AXwL+GjY/qPAvwvNKlbRrnzXBSIy8xmjWKWBrbBgdqo1KZzEJF+iLgkiRcYKVctCzDJk2DpMRGqCIHgSeJ1j192OtgHwi5sdiJ3Y7sqJEZjhZsvLyxOFnrnwIi2GE2NJyxOZJOzLDsVKCyGzj7eJ2rhcFTv0yz7GZSpwtaFhaUg7t3ku19iDIHiPo7uPOrZJ+38O/POrHuh2uqB1rkDzItW9t1EpVPBKHuvryfmumYtiKjZpeR5mzou0mdu3HhkJ2LkwTvjEleVTLt0cl91nsrZMChEz8LZ7HuLQIY/3PvAIZ8/qn8O/+Y33RUqMnY9jhp05Bz7DAAAgAElEQVSZNWiEfIwiMTb27s0xM1Nkba2rbbBLwzkEMzMF3nX/w/zxF94C7OAzKMTFhNxqybkxJ8s5khNn+1vdtIcOSVKjOssKC3Qo0sKjNai4CY3Zl/MRMu2SjXA0wZAhQEAynMxkX6ZZgAuSI2P2BYkQOJtUuMZtWiZLiJwQCgmVWzf6sJUWgWnHPAlsMwM5vm28bIJkmgiECILg28Cr7e6DIPhrtMOevb1N/KPjdQO7wKZpCCBkBhyERkiKQUxMojHkmpZGbEjWkzHDz0wyI2qNnVdzvZOYkHQ/DvwgCIJ3ptVR2s0xZrj+MOnX8bai242f67QJfJqNcNp+2TbOzcx13nFkZ5RxwKhJ+7i+JxnnJCRj1LnT7m8aJiV4m3FFMz+zUeF7W02othRXG3rW70BnHQZd9lX2ceLgCear80Px9h0jIV5quiRIhLfHSPIPFRu/E4aL6XApm3RosrNnWK2RkDPXJYmzbnge2y7ZVYcGYPWS/uy8dpKYeKVeFF43M1Ngbj/M7S+yuOhx5oxPp1OISE2a2YCoOONIjE10zLCzmZliVIhTavv4vWTs3aFD+sILhfTwsy1HQFxnxiYU4ng2CF+uCXzO2maSoZDQ9KqwxgwtPBrUOcsiq+fmk+c0VQh5NodUGnuAcv88EmFpI/m0TWhEqSlY+2XdB2biviNHM4iUIoHpQmYSBjNHqIYmNaCJjNTjsQmRSWzMbWVru93GhE08a8Y2k9iYWMBNqG5AiCqTyEVxEBoTToXGUlmGlJNwPUFuUoiN6WAmYzTJik1cbjAXs18CvovOAAQdIumqo5Qhw5ZhKkjNnj17hlQZW5EQRUbMAUy4jABc5MJUQrYCLoIzSd/j8oBciolsd7WfhJC52qcpQuOS/TeDSUwD7PWpJzSbhel41utAv4NX8DhWP8aJ/SdYqCxwZUWS4cMwLEOVEKVGQsoEPqKG2C5mGwnlJhEOZufT2ALFJsQpl2okRGpuX4vVS5XYMMAoprlvrhmFofk9n2avyUJlIbJYFhXG7F/UGBszMwXW1npDy3YbnUsT5+CsrXUjQnPlyoCZGaLCnBArOTuOPrramqgqoCe6QmggdsE2Q9BM8gLJb3ZDqQnK0C3voUsRnwpnWeQ8B6FRTloXmxN06d8Z1iVkQ4iFqdyMKqBpf06m+1lajo3sE8VmTFqIhL6JIiNd2W5uptOZOKDZtsw2qbHJHwzfM6w2ptGAORabyNg5NXItNzAef/vjcYhZiMv/Ic6fkRyakQoNjHUrGwnL8SwxlqfiZH+XBfUNRGQAUEotAe9AK9W/rJRSpNdRypBhyzA1pAZG15CRfUJu7LAzk9DIPhfpuBq48m8WFhZYWFhgeXn5qvJv0pL00wiNa31c32n7tgpp4XHjlrd6HNuCFxt6NnDIHv0ObHSg12G+Ns/S3BLz1Xnmq/NcQWqthAqNw+Ersk+2Jvx6o72cJDZOvAhCkzoO6drr4LULNIyaMR3fTRLa3TZ+IZaEzHwa0wDAVma0LbPr3L3oOJPQSA7NlSt6li+ERpbzJfCKXtj3LhAa0PP6vyF2OOugc2wkb6aP9rSaI0k0BiQ/P1tEMSbbnVKRFhUa1LlEnUannrQztsPOYAKlwCQlpk0zDBMUkxnYn6GoNC524Ao9E4yoYWOGdNkkrW+1MY+xSY70AW6yY66by6YRgKkW2bfCVJDMY8eZH1znOPngyQShufyUVmhEnTGJDDjIjEOZsZ3KXI5kdv0YV19puNFIjAO/CfwqWlYFXRcprY5ShgxbhqkgNeCuM5PWxkyKTzMTENjEYysUAHMcpsJ0NQRqHLEZB/u6xhkB2MdO6uQ2iXHAi3U1u2aIz6jQMxeZsY/td/BK+wCiXA4JjfI7BTyvi98pRMoGDOemJBLrVx3J/xax0duMdiah8cBZp2aTkDwaWTbDxkSZMevOCJq9JjShwlJ0jBTDNCEkxqXGmG1ctXGSyou+r0JoBEJoTOiinTuIPjqVO0c8uZ0jDknrGNsHxHkkrtwagUVUBuTpUKRPjgF5WuuVpMOXHXI2dkLdA66EywWShEZOrIy2rpyaUcYQLvJD2OcItcY2BTAJiB3+tRDAukqqNKJYCUQ9EbJj9mmHAtqvMkmlxmXKIKTGlctkk64bAI+//XFNKj5DIvQrLdQMcNs2M952eZwd8zi4iNKNCqXUO4ELQRA8oZR6s2x2NB1bt2vETxUZMjgxFaRmz549I/NfxrmcTRIGJm5pk4SgucLX0sYwLiRsHGkYN5EfRVZsQmGbLbjap4W1jSMaaeqP7ZqWdh3jcF0QmkmO7feGiI9X8Fhf16yi0yrgl4pOFzSnKuJvJJP7haCYVsxRB3uG16WNedyo8DRHXo2J1Us1fL9Ao1GNQunKXi9aBl2LZrVR49Ahj2ZvmdX1VajBoVBJedf9DwPucDKz1kxa3RlRdESlSQzfyKMZB1Fycrkd/Ne6AUEblEyoO2hCs4IORzMnwnZVesJ9OZKTYyE8JejnYBDGqJXoUqFFLt+nZ+eK2GFV5vsQbFVGXmYHppOZreDYUsc4mPbOFrExSYRYN0PSREByaaTNIZhdOs/lc/OQLySJjZgHCIQImSTQRWqEhNhGAmbblMKaQ4RG+rlRYagyo6yaI0KTkjOzGdIx+/LZdLXGbpsRGhtvBH5CKXUPseb8m6TXUUrArJeUU+qash7PsPuYKlIDwwRmEvJhGwekEYlRZCbNaMBFTiY1Hxg37kkxzpFss7koLqMFV3+bGZtr22avc6og7mfm+ziMU2lGwJy827VqxI7Ztj0GNAERgUQIyJyV2J5We8aGvX2CouJSiNP3S/hhuNmlRoXVRpXGpRpeqUOpYoy3AY1LNc6drXPkiMd/ef40rX6LOWIbZXATFkncF6VFcmSEENrHmcuSNwOa2EDOGY5mwlZydhSi1PTRpEaUGtCBHE004RGiYzt/mY5nhlvaIGxTwadIhwE5uu1SMrfDnPwPmQQI7LlG3no3SY2rnewflXNjtjUhN0a2G6RTiIq8hJRI/ox0KQYBC8BCm3qpwVp5ho18Iamq2GpKzXh3ERST0MBwuJndxlbE7Bwb2VbjhsPsy2e5/B+ShGKSULNxJMOuHfOixng1uTnXOYIg+CDwQYBQqfmVIAh+Vin1Gdx1lDJk2DJMBakxYYeYwbDKAm77ZvN4l2LhMhkYhVEk4sUQm83kt4xSUNJUnVF9bIY8jlJzxpHAzWJcfs6uQIjMVhKasF21VGWuMpdITm/7xSihueR1I4MAMycmYQpgwiNSXoRoyLGmUYBZuDPeaCs44y/D7DON0Pi+LqK5b66JV+rgd3RI2uVGlXfd/3BILsDv+JHz2HBSf0xg4royw/kxb7vnIeO4+Jj19ZioSN6MPk8x2mb3tdtQcmtlOEJqJCytg/7mPkByomzm1/TRZEZuWfie60OOATn6dCnRosJGP9xpu3eZIVIJUiPFM02YJMUMNxu6OtLJit2fiTFqjpm3InVezNozElInZKVO5Cy2Jz8Y7svOaZHjhCSZhEbybsyCnhCHjcm9tEPO0kLcXIrZDabUfGXpK/DheH3/T1dGhp2Ny3Wxc1zsejJpGKfSgFsBsl3QMgDwT3DXUcqQYcswVaTGJCJ2rowL4/JwzP4WFhY2lU/jmsRLbk6agjNuEj7ODnoUXJN9+9yjDAJGjck83u7X1Y/r+icJrRuFqSAzwVUUppyUzPSNdp019lX2RTkcXtFjZkbbGZcqPcpeL1JjzFyaKH/mMsO1TCxCI0RDlJ4EvBEWxaP2hRDFSHJoVi9V6PjFKG+m09J5LW2/SKdT4NzZOqVSj0ajwtvueYjDh8vUasWhHBYhGkJgrlwZRMtiwazvFdGyJjC6n/X1Abfe6rG2Zqo8mthoclMccjWTWjUmzKKcuwYhJp3wZSfyz6KDOvrEBToh6Zwl/RgTYpm/N9hHgzpdihTKXXr5crJuitSXcRKaVTSpsdUYK3/GDl+LIHk35nGjYIauiZGAQXqEUJh1Y0ySYxI1UW+kfRs22kXWBjNsrIffe7ZSY7YXxUSITds413K4XCeptpiJ/qZiZL5MIum6nhtQqRGYZKb9RUdBzWPpIWbbRSyuJqTtRkQQBF8DvhYuO+soZciwlZgqUmNbMwtcE2hTdXHlydiT7VGqjutcdntTOZpk0p2WmD9qfSswqk/zPpn3y+XuNkk/dttRpMg1xjRL6amFSWBypeR6fwJysxHbOVeLVVabq6yur+J3/Si0yiv1qNebibCzKNxMCI39I3mJIfVFCmGaBTFdLmiRg5mt1hj7BZJLY5KmqG+vS8nrcs7XUlPbL0YkBnTNmHfd/zCHDnnM7Q8vp7kaXnNMbg4d8iJSIe9CaPyez3Ir/jus9qp4JY8jRzzOnfOp1XL4XT9SY2LSkyQ2ouQIuRFiY5In0HbTXsGD3Qrr7qM/b1kWoiPKzQU0mZklJrjyEUvImanW9DXdGJDDD4lgnQb1+QYXy3t1ONYycbiWsz7NGtoUQDaabmXSOHwu7Al74vEz82nM956139wnywZpskPAhNCZpMZUToTUHMLImcnTWvegr5KEwjyl9LVAUl0R2+h1oGH0bZIUMRUw1RrTPMC8PFGRlsK+agHk+zEbvUFw9+m7OfmPT/LCh19I5NEkCE2ozhy7zy3TTEpoXOFol5+57FRpzHCzjNBkyDB9mCpSY8POk5lEHRmXzD9uwm0fvxklxjV2W316MeFqo/a77kOaejIq78h1fNq9sNuMuvejrsvOi9pVDDqasNjbXO1GwRWyZmxbaa6wsr7CSnOF043THNr7EmbrTR2q5TnUFTEEcBEaC6KgCGERxUZCxuyils5cHWN7p5OPcnpMQmMfZxKgTqeQsGA2l/2ez0pzhWavid/RF+QVPPyuHxELVyL/SnMlQWq8gke1UGWpvkStlmNx0WO5dZ52V8/G56vzEelZW8tF4WXyLjk2elkTnNXmKivNlcR5e4N0t7Vtg52cb/66L3k0HXR+DcSKjoSdQXLCPyBBKnIMqNNgnhXqXOLioaPwvNIT8wbx5DuRzN4nJjSS81IhmRuTEhom5KYNcY2ZPskwNftY0wzAscsufCmqipk3Y5MTeReCUoM9tRaDfj4+3iRz+eHj9hzShYI2+jlol6ChtEGthL2ZUc4NY6wNq28JazPPUQZugvJNq1RqPpVcC48WJbo8PXwXrltIoU2OpeTRHIvJzFaoMZPk2WzGECALPcuQYXcwFaRGjAJGhVilhSeNy+eYJHQt7fhR557UPc085mpDz9LG7iIDtoo1ro9xbcZ9JpOEANrH2JgaQiMwic0k4WX9zui8mw3LjnljwKnGKZYaS6y09OT+e6fWObx4icOHG8ztW49UlYho+Ay7JYnbGYC3J5FLI8eaxMVrF5jbN1zFL1GcM2W7kBlgiNBI7o9Zk+ZNdz085F62ttajVsuxUW2y3FpmpbmC3/HxSl6kwhytHwWSOS+SC9PsNaNjQCs8S/Ul/J7P4mKNmZkijQYst5bxO7qo53x1HlpQLVQ5cmQuUZsGiFQZiMmWECe/49Pqt+j2d9DWWebvQl5KxDk0s8BRdC5NOXwH7Ywmj1g7PM52/ZL9eagMWsznVljkDIucYR+3sKfWYqNRhXPoybep1ETwSVoyi0LjMZRL44pKS7i2KYb//SiSRTVT8nLSCI15Xju3xVRzhEwsQGHhCrl8X5slQKy62KKmoQLVFxrM5NYA6FDk3A8WoV2OVRuAhR57yl02atWkWYF5b80wOVle0ITm6OwpZlhjhnUWWKZP7oYhNScf1AoNAMdg/68Y/1PC4pfH7ju2bcRBataYyAwBMmS4NjAVpMaEayKdtk3am8fa+yc9pxwnpgQ2JlUfzLajxjGJ+jIqOT8NLrJmnm8z98XsI+3+26RyEtOBSa79ase6ZdhMroxJaDZSjhM7Z4B8iZX1lSg5vlqo8rFPvZ93vLORIB0eHWCPW6Up4zQHSNaKKSRzXXx9fpM02cTFDlFL9NceVnYkTC7RrqOX19Z6fPnRBxMhaO994BGjnZ9YbnfbrDZXI/MEO+emWtCkaaW1EuXUVPKVUK3xIoLiFTz8jq+tokO0C3qGPjczh4SfmWFmoElTs9dkVyFz/RK6Po3kuAyAw8AJ4nyqPjq9pQScIp6IzxLn2eQYysfw1nvMzy6zxgx1GhTp6nySZfSrYfRFEA6qR/wAmjkuHjGztsLCzGUzYT9SLEaZCThg56HAsGubSZ7M/aEBh13IMpfvh+8DNmo9qBfikDHbOjtcHvRz1HMN6jS0PfYRONc+rsPXIpKVp1heY7AwoJef0ftMxzTTXCDx6jEzu06JLiW6LLDMAS7QiC7gxsDsO5KqSEQ0XqnDvrZbCZHQsyzcLEOGawtTRWrSQp7SwqCEgLjapPVv9pnmpGYvT9L3uOty9TupnXJafs6kJgBp6+NgEyq7sGlan5sllZOcf+rhIjNpdtC5EmzEM6v56jz1eguv1IsVGjp6Dil5Lm3iuaPE3YfqDODMczFxabVKO8x78cslfL8UhbgJIfG8zpCrGSTJTMcvamc2g9CYbQC8UodvfuN9ANTr8PWvvj/sX++vFqoJ1zchN6KQlIvliMDMzHhRPk25WNbKTMfndPc0ftfndON04j5WC1VWWKHVbyVJU8mPSIv03etpIiPhajI22b/M8PO+7VBokjJLnCuTQ5OaY+E2SVD/G2IF5jKxInEibC8/OAupyBHl11TwKdEhJxZrfaUn2kMqhdxDVx2aGfRDaZAQF6Ex80dEKQGHEpQCm8zYOTTmNWLsXzb2m9d0KB7HoJ8nl++Ty/cZlLts1ArDBMhUUhpw+dw8ay/RSleFFgNy5G8ZcKa2yMZyNfwc+tRnGwCslzt02iV67SKUy7p/uc8hmdmz0KRYjr8n1phhQI4DnGdAjiIT/shyncAmLmZo2HYSGjOXJjMDyJDh2sNUkRpIrw0zSXtzm41RJMmETNxHEZ1J4RqHKyk/rY3Zh5lXZI9tUuVIlq+WcLhyaFxka9IcIpfidk0RGTEHEEIzKo+mn8zLMCf1JhJqSYc4P2LWWA8VGjPczMxzsYtjmkUwgSjHxlRXbNgEyVR9Sl4cjiXFNk1FCGDxcKySiHJzabXK+vqAxY0a1UKV+ep8RD78jo+f92kWhpUSUVIWKgtUC1X8niY5rV6LVq/FSnMlMhsoF8t6f2gTbe6TbZKLAySUmWqhSrmoZ8Ym0dlRiFJjKg5Sj8asm3IGbRRgmABEYWpz6OdEwqwI21nf9v3w4JjY2IORvBcZkKgykkNjEWiTwNgOX6525no8qOF2LtXHTLg3k/ulrZAGaSMCqBCKZWABeu0ig3yOYrlDsdyhXS5CuZCsI2MSpnXgdIELCwdYrJ5hhjUWOaNtsg8OWKnNs96YYe7QCge5AECl6tOqevidCoO6vuf9vq4PlMsPKJU71KprDMjjNz38pkeu2qdOgxJdcgyoDCXTXV8Q0nLioRNO0rJbOSqbJTRZLk2GDLuLqSM1AjOZ3Z7Ay2TZVA5G5XakkZNxbbYq/GmzOUAuomDmyUyq8LwYjMpPSiNV4wiPq//NKG1TCZPI2KqMEBk7lG3QgVw8IWz2mnQ6BS41KrFqUu8BVj0ZjDCzRnpYWKTe+DovpWwYAHT84pAhQNx3sk/b+Uz6s9s0GlWjjyKlSg+vFJ+j1ImXH/38++AnfofbXrlEs9fE63msECfm+z0/IhyyLuqKhKPduv9WvILH6cZp7R4XkhfJz1lpxqF98p4Yd8fHL2lyY+6X87a77YjseCWPPXvG21xvGRRx4c0mca2aWfSEWlSbVWLnsypEt3ARrdTIXMw0DShBUNYFOAchoSnRoUKLPfUmG4eqOsld8mpQxCQmJVnffneRGIGr/opJPOy+XbkzZp4MRpua1YfpNAZJteUcsdpZLrNRD+iiQ9DIDyBv2UULaZKwtHOw/vR+nrr9lXRLRY5yioOcJ8eAmeoay9V5FlihToMcfSq0WGOGVslnUNL3fUCO/myOAXkqtKJQtka1Tp8ci5zhIBco0o1Um+sd00QI0kwBXGPMatJkyDA9mGpSYy7b4U9pSeyy7LIsTsMkSs8k+zaDcWFydn6QK4/FNa5JSME40jYqJ8h1T+37bZKeNOOAtPONGtdUolDS6Qai1pjEJl/QxMbOu8mV8MNJs9/VE/Kf/pnf479+4+9x/OaLeF6HRiNUcsLDRoWW6f2FiHSYSoqoJyax8f1ClNzv7CskK9Jffa451K/AJDqiCAmh8axxeKUOs/Umn/vU+6nVHuHY0jFeaLxAJR9/3l7BS4SfmeFhc8zR7+TCvBhNQk7lT9Hqh89PvxUpP2lKWOI6e3HxT4BmIc6pEUVnvjpPKZ+uaG0bzOR34XhNkt/YJoFpEtesyYfrMg8On6H2LAzyeyi2N6gMWlRyPh4tZljjwMHznHv5zfAM8DwGKTDsmWE4xEvGOorQmPkv0odZ6HOUmiOvIXtpR1t72byHbWJi0iAmNmUAxQYVNsoOpdXMe4E43+g0XOYQj980w/LBBWZYiw6RZR8vLHQ6iMLHOhQZkCfHAC8cXAWfeZbJM4iOPcB5Kvg0qLPC/HWdU2O7jsn65Wcu70j+jEAc0EwyM8m5M0KTIcP0YOpITdqk3KVeuN6lyKbLBtrlDDapMjBqMj/JNV3NRP1q1Itx5Gaco5m93XXcOJI1idWzeR6X6YNrffsRui71O/BiJrKF8FiTyDQv6vfS3qHmq+urvOXW2/nSozqUyy8nz20rMZLXYsIkF679oElH2y+wD/BT1BpBmprjwlB4m0MhAl2UU/o+e7bN4uI+7U6GW1GBWDUpF8thYn+OtbUuBWos1TUBEmVGrJjNujcmKvlKIhTNRKvfgnWYq2nCJCFq1UKVPWoHlRpwT/AlvKwavs+hndCOEodjdYx2HXRxTqOPleocfXIc7F8k1x9QynXIM8CjxUEucO7QzZHNMQ2Gq9jb5MFUWfKO9rYdNQyTD7tOiwtmqJkLLoMA81hIhu6JeUADHYZWBvJhMlPe6sRUgkQpMmyvNxpV/nrph9mz0GSmvka91AjrAFVoUKdIlwotcgwYkKNLKcyR6TLDWhRWVgrXRZmRl0+FZeZZGYx3tJx2jLNMNsnM5acu74rjWEZQMmS4tjEVpGZjYyP1V3+Bq/ilncRvTrbTLJtdk+xRCoE96X4xRGMzsK9xVB9Xq3CMUk1ccLnLpY1tswrNToTUjYearIimiVFWziYGXeYqc6x2riQIk9/zI6UBQnKyT6+7clpsyDYzn0WUEiE2fkeTGd8vJtQT6ReSJMal4rhyaszwtLLXo+0XWA1D0ebqTbxSD79ToOz1IqJj4sqVAdV6NXImM93gbLS7bV0SBRKWzEePHOVo/SinGqfCa43tnmXdvL8uJOrSrOtjvYKnVZsmbATDRUm3HWZ4lTxii+i6NEJg5kmSA6lFI7VqhDDk9LpMlPPVAUW69MmRYxA6bXVi5cJFNFyuY5BUbtLcx+Td7NelrthpTOa6bTiQpvCYYzLDz0xCY16D2Cu30cQmX3AUCrXGL8fJqwEb5SqXl6p0XlqkVNZ/H4N+jmK5SyvnRQqMKDeVsPaMEJ5FzuDRosG+6JRdilE+TTe3xirXHtKIjKgw4K4RI+FfGcnIkCHDZjAVpMasU+MiJJNMtG1lxkV2TIKQ5kgmfbnGMiqPxNy2WUxCSsaFio3re1z7tBC8tBC0zRKOSUMApyb0LE2tsUmPy90sBZVSJUxiX8OrxIpAJV9hba1L2y9yqVGJ3MUEQh5KXjehwtiEpu0Ph6clQtEMYiGGAqMg5MZva0JzqRF+NlYkjBAa3y/SaRUoVQyCFBIbE4lcHSNMzEzgl3yXcrEcJe8L1te7rK8PqNVyPPtsl1qtyML+BdrdduRYlhZ+Jnk3XsmLCI+Zf+MXfLy+F4XE+SWfzmaJ7lbADPeSJH+xcc4Th5mZEKc0MRUoERGBIGx7ngMMyFGnQZcSLSp0KNKiEk/kpYik6YQ2LuHfJjc2QXHlzpjH2nVmbNcyITR1koTGbG8aBtj1a2yikkaI0giNZQWdqHcjoW1laNf3UVo6z6Cfo9Mu0WmXqNRy5EuaSAo6FNHucTDPSqjo+FEIWpcia8wwwxrzaPvtv3UMd5rx+Nsfh2fiZHuxZY7cxQzS4iQvX9yZcWbIkOH6wVSQGhOuXBLZPk7NqVQqQ+FlNtmx+xKMOo+NccTARcrSto1SYUapNJPmAU1KQDbjVGa2dylgacdOkvezFSRxS2ATmhej4ORLUJrBy3vcevBWmp0m1VKV+YoOvfJKXlg4ssJqoxqGbTWHXMxgOK/FJDS2GmIm64POcbFDwhJ9mWTDUmv8jlZh5urNIcVIFJpOqxA5nVGXPBptGtD2unqsjVgV2rs3h99LFgMVAmOqNq7aMWtrPdbWeszMFFhf99m7txaFspn9QBzCJn2ahCfKx+m14jo3RY9KoRK13ZXimxCrLEJiTOXFlTAv3+ayvxQf289pleACB/k+L+UmnqdLkfMcoEFdk5oy2u74prDfcyRzWVwFLjHGJcRDCIaZrG+TDBfM4836M31jX5m4xgvW/jpJJce0kLbHYCpNpoLkGqdNaMzzJpQeoK5Yq2mystEuQj/P5XaRQT2HV41ttLsU8UPpcYY1Wmg15wAXKNGhQ4kG9cgg4FrLqTn54Ekuf+Yyx+47NrQvLQk/Q4YMGV4spoLU9Pv9oVCyUbkvNvGRdVfdGrO9rbpsNtTKHIdrkm9jkv5HnSOt7bjcFDlm1DXaBMx131zndm13rdvHuMaRRqR2Xa3ZDKER8rInPGbD4X4W9rFQW2CpvsRyM1QTjBCpU41T/OIvfZQ/+MR7wn2G2hHlqriNAmyFRsiNHYaWBiFPNlmxic1cvTnkpHYpJGKSL6Ovp4TvFyl7vUhdMs/V9nVRzhMnPsrc/p9tH+YAAA3pSURBVPEJ/a5wNMHnPqVr4Lzr/od57Wvn4vMUvMgtTercrDRXnATJK3i0evFz6Hd9/K6fIEk7BrF0NifRZt0aUWjCkLJoWSBkpkxUfDMow9psmQZ1TnGUUxxlGX1tZ1mkS4mDnKf0wx2eO/RSevW9Wnl4Dk1sZOJuJvcLXLk0tgKTppZgbXcpL3Z7V20aUZbKVh92/+Y4xMnMJCS2iuSqceMap/QVOqtt5Kvx8W2gXGZ9vUxn4Qr1+UYUciZW2i0qrIeqjLio5dCWzmIS0GKXvxNHwLRjdkG22yFmWWhZhgwZthpTQWry+fyQW5n5PgrHjh2j1dL2zmaNGfP4USYDaZP7NLiIgq0ouc5pn/tqXMFG9evqbxIiMS6RPw1ble8ySmHaeQTDm1yEZly4Wa8TE5rOFVi/yIm5l3DHTXcwX5tnZX2F1eYqXl5PuleaK3Aeju5r87Pv/SN+6yMPcPbMPg4vXmKu3mRfXd9rM+zMzJMZh45FcgRmCJpdZ8ZuB8PW0Dah0WSmwFx9Hc/rDp1PUPa6eJ0C585phaVcLEdkQ5zORhGZWq3IzMyAtbVeNH5xVKvVPPbuzdHvwA8u+qyv6/C0I0c04Sn3YmMBv+NHYWZLpaUoH8dUdOar8xTz4+/xlmEPSRvmPJrMLAIHiK2azboz0i6HnuBXIahCp6TdztZKM5xhkSe5ncd4Pec5wCmOMsManTBxfZ4VbuM7vHb+Cb7+s2/ib1/xck1qngaeJOmIZpKWyEGMYUczm/zAMEkx25lKjbQ1rZztsDYXoTHbuULOzH7DfBjpf0+9GaorBXfImTl+s5iokCM5xzracCFv9F+DXnuvdsqe1+pMKUyW0qTF4xJ1LnAQAC/MuTnDIhc4MLWkJi1n5sRDJ+DB4W3jCFCG6UBGQDNcq5gKUmPWgUgLA3MpCaLmyDYhNWbImSvPxqV82CqHHS6VFrJWqVQS5500XOxqCMS4if4koWbjlJOrgU2KRt23NMI6NWFngjR1ZhSh2eiAvx7Xpel3oHGa2w/fxr2vvpe7br0Lv+PzvYvf4weNHyTUhNON06w0VzhxsMmv/PrDFDZqPPHEJU4+899y+NAlHTpmhZoJCXHlsQhc5gKy3VZw2n6Y1G+Rm6H6NCGhWjXr04SEBqBU6UUqTRpKpR6f+9T7ee8Dj7B/qZqoVTMKMzNFoMv6eixPlEpaaTp7ts3MzCDad/Zsmy8/+iBvu+chAE1smkA1aTxgF9xcbi3jd3zmanPMV+cp5Nxkb1tg5sSIRfOB8DVHctIvkKKs8xDMwtpsgX4uR34woJMr8Ry38E1ez5f4cf7s8pvotkvcdPB5FlimT448Aw5wgZfxLAuscJRTPP+qmzj1qqN840fvZOMLVfjPaGJjkICEMmK6oUFS/bDD1WRZSIG5zWwvfdhJ+ubxdat/uT+muuSCqbAAhYUrzNTXaK17tPv7oK/G5+PY4xdHNTk/xjjCXKBefy8X20X8ukcuP2DQz9Far2gylR9QKHfJ5fscnL3ADGucGSyyevoA9Hf+X/XJB0+OtFWeVKGZtH2G6cILn3khXIAXjr3AsfuOZZ9dhqnHVJAaGJ7UjlNZQJOYhYUFlpeXh4iMq/9xeR8uTKL22O03M0E3x2QSJFefLsI3yZjSyJ2d1zOparXZsDEXYbT7cp1/1zApobFNAhKFNzvgX+HE3Et4xyvewX2vvo+l+lJEXgDmK/NxCFrPZ6W1gn/a53TjNLfuv5XX37nE4cOf5U8+916O33KeOZoRmbHVES8scOmV4jHY+TNm0r5XiotpmoYBQmwgaURwabUa5eTYhKZU6UW5NJ7Xi5zPxsHzeqyvD7i1OpeoR5NoYxXIFNRqRdbX/URInhCYtbVetO55OtRt5v6H2btX17iZYw6/6+MVPdbWNPG6cmXAob2aDC3Vl6I6NV7RI692mNSYdWck9EyIjhTmhHhi3gzbdUD1Idcf0M/l6OdyNKjzXW7jG9zJn55/KxtP6wKbjYU65KAxqJPLDeiT4yyLLLDC63mMV/Jtvs9LOXjwPP/fA3dyrnYzfA2t3sAwoTEJh0EWomR6gW0WIMTAztmxw8HMXBlJzJfaMXaf0sZUT+z+zLH2IZfvU881yM0OaK9XIF92ky7bpMDuW8wV5PpNxSdqU2Y9X47byTH9Ar18mV4N/nZhLs4fMpWgHYTLlczev9n+MlyDCNOiss8vw7UAFQSOkJudHoRSa8Czuz2OEAvAMLPYHWRjgZcEQbB/J06UPYepuNHHspPP4EU0TbmR73cabvSxZN+Fu49sLDf29+F2YJqeqe3Adlxf6jM4LUrNs0EQvG63BwGglHo8G8swpmks24jsOXQgG8vOIQiC/dN0jdlY3JimsWwTsu9CB7Kx7Cym7ftwO5Bd39Zih0tlZ8iQIUOGDBkyZMiQIcPWIiM1GTJkyJAhQ4YMGTJkuKYxLaTmd3d7AAaysbgxTWPZLkzTNWZjcWOaxrJdmKZrzMbixjSNZTswTdeXjcWNaRrLduJ6v87s+rYQU2EUkCFDhgwZMmTIkCFDhgxXi2lRajJkyJAhQ4YMGTJkyJDhqrDrpEYp9XeVUs8qpZ5TSn1gB853VCn1VaXUd5VSf6WU+qVw+5xS6j8qpU6G7/vC7Uop9X+H4/u2Uuo1WzyenFLqW0qpL4Trx5VSj4Xj+JRSqhhuL4Xrz4X7b9rKcYTnqCulPquUeia8P2/Yrfuy09jp59Bx/ueVUk8ppZ5USj0ebnPe+2049+8rpS4opZ42tu3W34NrLB9SSv0gvDdPKqXuMfZ9MBzLs0qpH9/Ksew0buRnMDxX9hxOAXb6OZyyz31q5gdKqbJS6ptKqb8Mx/LPwu3H1S7NEXYSu/19uB3Y7PN1LUJNOKfdNgRBsGsvdCm57wM3A0XgL4Hbtvmch4HXhMszwPeA24D/C/hAuP0DwL8Ml+8Bvggo4A7gsS0ezy8Dfwh8IVz/NPDucPm3gf8pXP6fgd8Ol98NfGob7s0ngJ8Pl4voOti7cl+u9+fQMYbngQVrm/Peb8O5fwx4DfD0uHPvwN+DaywfAn7F0fa28LMqAcfDzzC3289T9gxmz2H2HF6zn/vUzA/CPmvhcgF4LDzHrs0RrufncIeua1PP17X4YsI57badf5cv/g3Al4z1DwIf3OEx/Anw36ALjR0Otx1G+/QD/A7wHqN91G4Lzr0EfAV4C/CF8EtsGcjb9wf4EvCGcDkftlNbeB/2An9j97kb9+UGfQ6fZ3hC6bz323T+m0hOKnbtc3eM5UO4J5OJz8n8G7nWXtkzmD2H0/Daredwmj53a1y7Nj+wxlEB/gJ4Pbs0R7gRnsNduM6Rz9e19mITc9rteu12+NkR4JSxfjrctiMI5dlXo38BORgEwVmA8P3ADozxN4FfBTbC9XmgEQRB33GuaBzh/sth+63CzcBF4GOhdPh7Sqkqu3NfdhrTcC0B8GWl1BNKqV8It6Xd+53AtH3u7w/DO37fkOan4XPbKkzDtUzbMzjq/NlzuD2YlmvZ9c99CuYHEsrzJHAB+I9o9WK35gg7iWl5DrcNEz5f1xo2M6fdFuw2qVGObTtix6aUqgGfA/7XIAiujGrq2Paix6iUeidwIQiCJyY813bfqzw6BOCRIAheDTTRMmgadu2z2wZMw7W8MQiC1wBvB35RKfVjO3z+SbEb9+oR4BbgduAs8OFdHMt2YRqu5Vp5BiF7DrcL034tOzK+3Z4fRB0FwSAIgtvRv4D/CPBDI8437Z/dZnA9XcsQNvF8XTO4ijnttmC3Sc1p4KixvgSc2e6TKqUK6AfqD4Ig+H/CzeeVUofD/YfRv4xs5xjfCPyEUup54JNoue43gbpSKu84VzSOcP8ssLoF4xCcBk4HQfBYuP5ZNMnZ6fuyG9j1awmC4Ez4fgH49+h/YGn3ficwNZ97EATnw3/uG8C/Qd+bXRnLNmLXr2UKn0FGnD97DrcH03Itu/a5T8n8IIEgCBrA19A5Nbs1R9hJTMtzuOXY5PN1LWGzc9ptwW6Tmv8KnAjdEYro5LbPb+cJlVIK+Cjw3SAI/rWx6/PAe8Pl96JjHWX7PwhdTu4ALotM+GIQBMEHgyBYCoLgJvR1/6cgCH4W+Cpwb8o4ZHz3hu238hehc8AppdSt4aa7ge+ww/dll7Djz6EJpVRVKTUjy8DbgKdJv/c7gan53OXLPsRPoe+NjOXdoevPceAE8M3tHMs2InsG3ciew53Frj6HBnblc5+W+UE4lv1KqXq47AFvBb7LLs0RdhjT8hxuKa7i+bpmcBVz2m0byG4nFt2DdoD4PvBPd+B8P4qWv74NPBm+7kHH/n0FOBm+z4XtFfBb4fieAl63DWN6M7FTxM3of4jPAZ8BSuH2crj+XLj/5m0Yx+3A4+G9+WNg327el+v5ObTOfTPa3eUvgb+S86fd+204/x+hw2l66F/IHtitzz1lLP8uPNe30V/+h432/zQcy7PA23f7Ocqewew5zJ7Da/pzn5r5AfB3gG+FY3ka+N/D7bs2R7ien8MduqZNPV/X6osJ5rTb9VLhSTNkyJAhQ4YMGTJkyJDhmsRuh59lyJAhQ4YMGTJkyJAhw4tCRmoyZMiQIUOGDBkyZMhwTSMjNRkyZMiQIUOGDBkyZLimkZGaDBkyZMiQIUOGDBkyXNPISE2GDBkyZMiQIUOGDBmuaWSkJkOGDBkyZMiQIUOGDNc0MlKTIUOGDBkyZMiQIUOGaxoZqcmQIUOGDBkyZMiQIcM1jf8fjOwN4ra2nfUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import sys\n", "sys.path.append('../') # add sevir module to path\n", "from sevir.display import get_cmap\n", "# Get colormaps for encoded types\n", "vis_cmap,vis_norm,vis_vmin,vis_vmax = get_cmap('vis',encoded=True)\n", "ir069_cmap,ir069_norm,ir069_vmin,ir069_vmax = get_cmap('ir069',encoded=True)\n", "ir107_cmap,ir107_norm,ir107_vmin,ir107_vmax = get_cmap('ir107',encoded=True)\n", "vil_cmap,vil_norm,vil_vmin,vil_vmax = get_cmap('vil',encoded=True)\n", "lght_cmap,lght_norm,lght_vmin,lght_vmax = get_cmap('lght',encoded=True)\n", "\n", "fig,axs = plt.subplots(1,5,figsize=(14,5))\n", "frame_idx = 30\n", "axs[0].imshow(vis[:,:,frame_idx],cmap=vis_cmap,norm=vis_norm,vmin=vis_vmin,vmax=vis_vmax), axs[0].set_title('VIS')\n", "axs[1].imshow(ir069[:,:,frame_idx],cmap=ir069_cmap,norm=ir069_norm,vmin=ir069_vmin,vmax=ir069_vmax), axs[1].set_title('IR 6.9')\n", "axs[2].imshow(ir107[:,:,frame_idx],cmap=ir107_cmap,norm=ir107_norm,vmin=ir107_vmin,vmax=ir107_vmax), axs[2].set_title('IR 10.7')\n", "axs[3].imshow(vil[:,:,frame_idx],cmap=vil_cmap,norm=vil_norm,vmin=vil_vmin,vmax=vil_vmax), axs[3].set_title('VIL')\n", "axs[4].imshow(lght[:,:,frame_idx],cmap=lght_cmap,norm=lght_norm,vmin=lght_vmin,vmax=lght_vmax), axs[4].set_title('Lightning')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Georeferencing SEVIR Events \n", "\n", "In many applications it's necessary to know the lat/lon positions of pixels in a SEVIR patch. The catalog provides the required information to perform the georeferencing the data.\n", "\n", "Currently, all patches in SEVIR use the same map projection, a Lambert Equal Area projection centered at (lat,lon)=(38,-98). This specifics of the projection are stored in the `proj` column:\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'+proj=laea +lat_0=38 +lon_0=-98 +units=m +a=6370997.0 +ellps=sphere '" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sample_event.proj.values[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This string uses the [Proj4](https://proj.org/usage/index.html) syntax for defining a map projection.\n", "\n", "The class below encodes the formulas for this particular projection. Using this, it's possible to convert between pixel and lat/lon coordinates for each event in SEVIR. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import re\n", "import numpy as np\n", "class LaeaProjection():\n", " \"\"\"\n", " Translates between pixel coordinates (X,Y) and Lat lon coordinates for a given SEVIR event\n", " projected in laea.\n", " \n", " Parameters\n", " ----------\n", " event pd.Series\n", " One row from SEVIR catalog\n", " \"\"\"\n", " def __init__(self,event):\n", " self.proj = event.proj \n", " self.lat0 = float(re.compile('\\+lat_0=([+-]?\\d+)').search(self.proj).groups()[0])\n", " self.lon0 = float(re.compile('\\+lon_0=([+-]?\\d+)').search(self.proj).groups()[0])\n", " self.R = float(re.compile('\\+a=(\\d+)').search(self.proj).groups()[0])\n", " self.llcrnlat = event.llcrnrlat\n", " self.llcrnlon = event.llcrnrlon\n", " self.refX, self.refY = self.forward(self.llcrnlon,self.llcrnlat,pixel=False)\n", " self.binX = event.width_m / event.size_x\n", " self.binY = event.height_m / event.size_y\n", " \n", " def forward(self,lon,lat,pixel=True):\n", " \"\"\"\n", " Maps lat/lon to pixel x,y. For projection coordinates instead of pixel, set pixel=False.\n", " \"\"\"\n", " sind = lambda t: np.sin(t*np.pi/180)\n", " cosd = lambda t: np.cos(t*np.pi/180)\n", " k = self.R * np.sqrt(2/(1+sind(self.lat0)*sind(lat)+cosd(self.lat0)*cosd(lat)*cosd(lon-self.lon0)))\n", " x = k*cosd(lat)*sind(lon-self.lon0)\n", " y = k*(cosd(self.lat0)*sind(lat) - sind(self.lat0)*cosd(lat)*cosd(lon-self.lon0))\n", " if pixel:\n", " x = (x-self.refX) / self.binX\n", " y = (y-self.refY) / self.binY\n", " return x,y\n", " def inverse(self,x,y,pixel=True):\n", " \"\"\"\n", " Maps pixel coordinates to (lon,lat) position. If passing projection corrdinates, set pixel=False.\n", " \"\"\"\n", " if pixel:\n", " x = x*self.binX + self.refX\n", " y = y*self.binY + self.refY\n", " x/=self.R\n", " y/=self.R\n", " sind = lambda t: np.sin(t*np.pi/180)\n", " cosd = lambda t: np.cos(t*np.pi/180)\n", " rho = np.sqrt(x*x+y*y)\n", " c = 2*np.arcsin(0.5*rho)\n", " sinc = np.sin(c)\n", " cosc = np.cos(c)\n", " lat = 180/np.pi*np.arcsin(cosc*sind(self.lat0)+y*sinc*cosd(self.lat0)/rho)\n", " lon = self.lon0+180/np.pi*np.arctan(x*sinc/(rho*cosd(self.lat0)*cosc - y*sind(self.lat0)*sinc))\n", " return lon,lat\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 4: Georeferencing an event\n", "\n", "Using this class, we can get a grid of latitudes and longitudes for the grids in Examples 2 & Example 3. Note that when we plot the images in this cell, we set `origin='lower'` so that the positive y dimension corresponds with increasing latitudes (i.e. northward)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Pixel Longitudes')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proj = LaeaProjection( sample_event[sample_event.img_type=='vil'].squeeze() )\n", "X,Y = np.meshgrid(np.arange(vil.shape[0]),np.arange(vil.shape[0]))\n", "lons,lats = proj.inverse(X,Y)\n", "\n", "# Plot with origin='lower' so up corresponds to north.\n", "fig,ax=plt.subplots(1,3,figsize=(15,5))\n", "ax[0].imshow(vil[:,:,20],origin='lower')\n", "la = ax[1].imshow(lats,origin='lower') \n", "fig.colorbar(la,ax=ax[1]) \n", "ax[1].set_title('Pixel Latitudes')\n", "lo = ax[2].imshow(lons,origin='lower') \n", "fig.colorbar(lo,ax=ax[2]) \n", "ax[2].set_title('Pixel Longitudes')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This particular domain overlaps with north eastern Minnesota. We can add markers for particular locations by converting from lat/lon coordinates into the image pixel coordinates:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x=200.021527,y=79.057562\n" ] }, { "data": { "text/plain": [ "Text(170.02152736199426, 49.057561772525304, 'Duluth, MN')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lat,lon = 46.7867, -92.1005 # Duluth, MN\n", "x,y=proj.forward(lon,lat)\n", "print('x=%f,y=%f' % (x,y))\n", "# Plot with origin='lower' so up corresponds to north.\n", "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.imshow(vil[:,:,20],origin='lower')\n", "ax.plot(x,y,linestyle='none', marker=\"o\", markersize=16, alpha=0.6, c=\"red\")\n", "ax.text(x-30,y-30,'Duluth, MN',color='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example 4b: Use Basemap instead\n", "\n", "There are a number of python modules that compute these conversions for you, and allow you to visualize the georeferenced result with features like coast lines, state borders and other nice map features. `pyproj` is a popular module for computing geospatial transformations. `Basemap` and `Cartopy` are nice plotting libraries. The cell below shows how perform the georeferencing done in Example 4, but instead using the `Basemap` library:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(170021.5273619945, 49057.56177252438, 'Duluth, MN')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xm0X1dRpVt6uDsaXduH15/AWzoKsDHNuce+g0DzNWm/ye6bSNZkIiWr4rBGTaDZ52409x7jMS9tvj8Fb+P6c20QJmJAiErDM9zmii8E8A7VbRlUotTyucvVeqiHLVOLEDwS2UMSXJkmsmiMUqwvVrr6qHKDeG0RrBr2uz/SAkOFoWmrqTqPNhyloW/HQIjqGrLqpURnseqlJBVyrReWm3asy/T/JEYZdEVTXDj/5xJptXb2V40wiTI5NMBK/xkTJ3XfkPk2fQSohZqNJblmFmiEL11F7zjRq6Yj3CcdB93Yzv34+bF+S2+ZT7LLQl8II8Q6sCuVEjoCZnW7hdRkPxHXAmoWelR25LFXv5enPTuF5N81CqucYxlW9jCuxQtFUsCqepIEkLKU7LP0k/udZLhMTOp8FBH47zZBPDjgYm7EKk/n9ThU8/lUrv7GbEJ52io2DkgyUhn6vleNjmuUfFNIzw3fWMQzwkgaicSlzDDrWLhMZhNqz/Tjh80jGekAVpZixMzkftS33If7JCRhLWQD/MmQVbtuFv2TLlttNht4fjNsPgolnsd/g+dPYW6OjtoKOnQOdAN7Pm93Hwiw/g1j//jT+fezWP3LMqilSY6mEQ2Swik4lsncKS5qKH8dWWBVGInoWaP0hldp7iHIdqpwCJKR3ggxbgdgmUA26nRroC4RkTV36rZva1G2F80pBHGHrXjDx20DewPZnt0TVpxWmfzGwP61KFmI44ZiJs4+QRj8x6soTcVMmIT0E0mKimyBF6phIHBCH8UiDzOROuK2Qt18Ox0dlMui/P8w1pxMNsY4I8Io9Y7hehJmI2qK1PYFrigLr8DyFEPWnEx2f6ZyYkDa/XZJmLW/4x5fbTYeeF47YYSNQM5Yky6x7bwLrHNlApVc1DYVmITIbcvxzM0a89mFN+czLj4yX+8t3LufaCG6iUYgyb8nDoatXEd2ecSJBH60L1EhCOjVyzkZyeg7Y78LM2fsYkA6mYDySsVAmgbUBBaZbAm9ODnXHAV4jRcahUo1Be0Uzz2B7SmKndPzmrn9nBap+ni7CKaxszQdI3ReIB2J25Ck/DMFfteS2ZoZ7JpAEEZiPQVRchJFiYOnaWZTQKrWtm5mifwAfh1cuNMEy/IVIqhIhH4bSAJGGEGk2cgACtg2cgpdrEdEiShv3YenblEzUjjaNHDujnO69qqi7Zjs3sxbOYt9ds5u01h7l7zWHennOi70IIhtYPM2vhAA/f/hh3X3M/d9/4KA/nc4zPzzCyr5HZL9p7D9696ECetf98rv7t7Vx6/g2sfWgtAKpYbHhIZC6HyGVNaZFyYwGw8EYQjg22jV44h7F9uyj3y1hZZrNppU/g50B4oC0ISzADyAp0rNcUNpvjFx7biihV0OUyulypP6/4DCV+KmGSURMhvT0z+hmTxnQZ43GT1c5KWkwjiN2ZwNeMNJ4q2kZiApC8xxvII5mg+gzXOELUJQpaMpqcAlFQS+rMP1EexGyf/hxEGkfczJvQPBoc44mw/rqorBYIYqpnzxroR3R24C7oj5aJ2+7fvns79pzuNFNVjzVLP98+GrRi1tweXvTmF7DHsxYxNyCH/nl9DK0bZsMTm9iwYrN5f2ITG5/YxIYnNjO+bQKAQleeg19+EIf+y7M57BUHU5jdzY2rV/H5G69mLHAEdS8X7DeR55iXHMirjjmEFY9v5i8X3MKt1zyEWrsRXa2iykF/j9DGGbtBomiTarV2UwTmLNHbgze3l5GlHXg5or4ftativquMwMub4mNeXgf1byAzKshv1mQmNJ1ryzhrh9ATkzXy2E7/RoiWBcD2kAakm6pST2QnkwZMTRzJ9VPtu73Hn+54TwKm0iji90LDdnGfUZs0IsRlgcznIBtkfceiB8OgljoBHiLNJJU0ESbLDSW097AAZBRGnXa8FDNUPEouXkS12X0qnAzW/Dnojjxuf4Fty/L0P1RE3vHAzPyRcQS+v51GHH3Z2frUd3+Vl731CPY8cBE3/fF2Hrnz8YggtqwZwk9JyU89sJOhY7CXN/zXK3nDR4/mquWPc8odV1JR5gJak5K+BwTOpKZQFbz0eftw7GsPYf68Xv78i1v4zWl/QJXLDZVvsSyjfdg2avEcEzGxYh1Q+9OEZSJSRE8X1SUDjC3J4TsQNXQRNSLRtsDtgEpfjTisiiC/BaySGa//4ZIhj22jqEplWlvldNgu4piJetsKcSTG2S7imG6WP9P105FOq+M3G3M3YyoiCJFaBPAZFoI7E9Rd08B3J8IaVpZl1kfPTJOqCqETPE4mfhDJFFou4scI94GaxhFGSE2jWTTTLNPMuSIIO44/i/aSRQBUFw2wbVkeJPQur5B9aB3e5q1T39/TBIfsNB/Hngcs5LBXHsxFZ1/B7Zfc0Vg0b4Z44wdeyUEv3p//OP2XPJQZpbKgishoFmcGuPydJzIyWWJoeJKtI5MMD01w5z0rmbe+h9cdfyS/O+dq9GYvKkuiq1VU1QVVRlQqyJ5utICtz+tl4k29LL68CBrskSJs3GoKoY1PkFkF3QxQ7XIoDVimREnsUsmqJlsFr1Bb6EyAsoG8QHia4f3yDE50IsYmkNmsIbNkxnUyD6IJZuJHSC0nMt1x0kq+T1PWesbYDl9CXbZ0s8zy8Eafbvzt9GXsrrLUMwmdTTunNmE0R5pPSGttQnKVQrtB2G0YTh8WToRat76q26BhRNdc6/pk4FhlXsJcL6Uaix62qBWmThSCwBLh2KbkCj7xFg/uwhppANgjlSjiVMMOkUczzIg4Vjywli+/9aydVlLZti3uuWc1azaPULBBS4fqPJfVk6P89qH7OGLhYs647UYGyLOADgb7O/AKkq/9+CpKC/vISAnbxmoO8FivC9HZwdBBnYzsr1Gzqqx+VYGuFZAdz5Gf1Ynz8FoTDz1ZIrNqCBaZhL/SgBUVGZM+ke8jMxr4PAAZ3DfKARyB9DTleZ3kvdmwbqMxlSll6lwlySOJXdF9ZYp+INNun4KWySylTlbqvjMQ7A1jNNm31TId0yVa7qrZfEtk0e5ItVPQMIsPkgXrloXVHwKfaBSdCfWZ2Y5T80/EA28CjUQnEgZDItlZ909oRZHZbK2kfUx7UVuGsEfH6GdPhvcz5OH1ZpFr3SDKNDbRSsuZ2k7MiDh810NbO0e1126V6uQktlIM3jGCzthsOaQTf3MGbcGXves459Wv580HH8gpv7+CjrW1jHC7oimEA0lhShUHYbKhv2PygLkU5wrUrAoIqC6pUBnJoW2Jl8vSxUKcB1cZ8hgdJ1Opwj7z8ArSaBOi1s9YKNN0RdmB0LExN2IoewIfid+RwbJNhzRdKtfIA5qHuLaoiTTFdJpCfPzkti1oGa1WwK0ftjEjPnXMJts0+54m7KfqutgSgVDTYuoacjWbibViPkt0igwOSHBSTc+p6bnGbd3JY7YxLeLBPCLwdyQzwHWpXK9lhGQRc5RHlSLi5qgYhBS1ZL348XeERETNX4sOfCdxU2a1ivZ9nLVD9DNgyCOElFGbX630Ts1bmrl9Qu0cbUNaksNfdQgbVmxGDo/zluNeyNv3XEr/QxVm/61EZqPg5EsuZc+ePj7+3BfWasoA0g26ecWytqOsbmEyNTvuWQ2ALltGsHuSSp/GLQi8nGB8SRZvv8VB2J1RYTPLN1DYVMEpKqyqxnJrYbrSA7ussVyNVdGmvaQCWTVEpi2ByliIfB6RywVRHTEhI0VrhRFncG1NZ7QWBdF2mKIiW+oMSKO1UxF1r5nu13COLR6nKckkmkM1+HOkFU1IGsYMl8fXxZalHLD+NQPM9Hq10QgdZmKH2d+qnkCIhfBHz1dQzkR7ntlXq3rSCJ4R7XnRKzreDmoe2q2iSmWTQV6t1vV6j8b2ffz1m5B3PMjs24axb7wXNTJqtKEd6NI4FZ60OgVv/8wbmRwt8tefXcO/fui1vPbYQyl0ZLnrT39n9OHVLB6by9iyHv571UWc96l/Z9PWcS664T7QoGyBChqtCNsO1DFjHsISRluoVBl40GdYOZTmSsgqhDKhts4kaCEYX5yjpzwX+cR68BXaUlhjVTJSoKWDmwcQ9dqFAoRpXA8mbNcKJjReh43d04moVE29xWo1ymyPEgWTvo9k5FIams1yZYKYoLlmMxPsQGb37hBscY1iZxyvQUNRjTPJGQ7YuCw5xnb+T23/xs5BMqWgWfHItOu9vb6K7Yby0S4tPY/qkceD+zi9ht3Owm6rVRXHfofvw+vffzTffNcPeMFrD+XtH3sNn3rd1/nrr27m+P88yji4Vm+k+9Ex7Bs28slTf8f7jz2CI569R5RT4WclOudANhPM3hIPplbkN5bJjEF+o0VufWB7lFAeEPgZUI5gZL8u/H0XohfPBYzt0xkukd3m4pQ0wtfRflpirlh4KF0jDbOzwO+p9UwPExPNK9N4IZLRM602OJJW85l+s14a8fXNBGG8btVTlDR25fFSx2tVo0pqEeF1Dl5C1L9aLsvfxm5BXFt4SpJzK89jfMK3E/0ZadjtxJErZPnkzz/E9z74E+bsMchH//c9fO71Z7D+odVceNofOOK1h7B470F0qYR4Yi1yywhb71rHp771J774n69i2eLZKBvTOUvKWoOWlEJiVtHFKmkyY2CXzEsoo3GESX9Cg9eVQWVt6OmK2kLaIxVyQ1XssjFLIWO+jWngze5GF3KI7k5jusrnIwdXmtCI7I/x/hwp5JBqekmWC5kK02SG151Pq9hV9vZQAO/MaK+WDivqrv+MS7i0aJKM7oO039fEjPWUFGhtPKmoRXupxsnnLvSF7XbieO+Zx/PgrY+y8v7VfP7//oevn3A2j939BNrzGN80zKoH19I3qwvtK+P4qVQQrs8DD6zj9POv5tsfOZbFc00Td+1IdCHb+KBKU7NKTJbpWVnFKmnsYuCPCLrYagFCaYRvtBevK4M7rxuVsVHdeeRkmcyabRQ2lLFLiniFAWUJlCUizUMLQyrKFpRnZXC7HNy5PajeTtRgL2qwF+bOisqrQJBLEqBOOIW9lluwz0f7h7PYVrEzzFkJctvh2X+a7T/+vhsJJN50qoWN0zULy6rXMKYbI3xPhlYHaJNGG80wpZa0k3zSSexWH8dhRz+Hl//Hi/n8sV/ntEs/w49PuYC7rvh73TaDC/rZsnpL4LcQCF8hJ0s4k51cf9ujDHQV+Omp/46UgnUrh1i/civrHl7HXZfdw0O3PRqZrEQ2g+op4IxW6FkJY4szgIhyNESgbWQmzEV1uywqXRmEMlEXvY+AtW4r9kiGDsDLFfDCUK4gSVAJgbY0ygYPiY1CS2HqXWEDOUQQlSGrPmLRHMTK9XWCxPhoFGEdJ7OwdSFZR0Ct9geZAg3aRgvhry0hLUR4pmQQj0xKRqOlJXFNd/wpDzUD0gi/JmshhVpwoolPw7Lk+SWXt8N02wjxFOlDv1uJw6t63PPX+/jIOSdxyTlXcNXPr2/YZtbCAbauHTIXxhfoUgksSW5NBuF1c9mFd3LF+XfQm3FYOKeXxYMdHPXKA1mwqM8QB4Ew9RXWuq14S2ZjT7rkRmzKSJPIpyE7piJNQmUEI3ubS+FMgPCh2p8j6/YZ01UgTGU1yOVwAo0FcDtEYPrS+BlpfCLSEIq2BDosfVAN/uhs1kRcuVWomto5sqcLXSwF+TG6jgyAmZNB0gE/HdJ6ic+04m4aphKGrSLNqdyKGStJMsl1MxHGzY4TaiZhZrL5krJd+v5RT/udoQG28c+Np1iBzt1KHH+/9n7+fu39Tdd3D3RRKVUpFxOx0J4Hw6NkAa/XTPvzuSwnvv+ldOQcZi/o43dnX2Vm7zoQLJZEK4U1arq+O90Z/KxA+uBMKhMVpQEBI3sFcfJWzYehBcbvEZS5KWzx8HOCSpcFWuPnDQFJV6MckxSoLIjSXILoq9DE5XVmEJ6N5cwGwFo/hMjnTdlm30cU8shcDj0xYcpCx7NTiZkq0gq0tYJmUVdppBHDbnN4J8mu2XFnSorTkddUWstUSCONpMYRolkfhvhYyTahbbQR4ilGGvAkhuOmYXDRAFvWbK1bpn0FVde4E4ZHsQFtWYz7ijlze7nhT3/juj/exfoVW8xsPlFsTGwbQ/d1kwq8FtMAACAASURBVFszivC7Tb6FLaJoqXJ/jDSE0SCsKlR6beyyj6gqdCYoT+BBbsSn2imxqqb4IZhmUCIgoTiUFQiXkDzyDtXeDEJp7O4szlAx2lZ4Cq8zizWcMb2Th0drDaN8ZcgjapMZd7g0IZKkAGpCGPUnPIMaT2lICt6pSCeNJHbEyT+dsG0mkJOO7enGjZumEqSR9GVEmmLSPJWqlYj6z23yaCNEvMzOUyT5c0bEIS1pZtK7CIMLB9i6djj6XusvrkydfaVhGGQ+R7Vi862P/5JPn30CF/3oWjwhER15k+lpW2bGHjZ0Kpoqutn14A50YFET5uV+G7uocbtjJSskuAVBtctBKI3bYcJ9Q9NWZlzVtAkBflaY3h7AxHwLoaFjg4niCiO3hKdMBzJhwoBdy8bLd2FVgtIBjjS/Twq0EFgZG1GqwshY7QKFdXBCwaN1g1BqqMKZhmQBw6RjLUYgTXMlZuKHSfO9TOPsb4amv2uqPIkkMaWWQal3YteEfiDEk9nsIWkE70nzIhAlj0bjhWW9of5zEm3SaCOJpwhhhJiRd7KjpzD9RjuAwUUDbFkb0ziUSZUPu/ppz4NSGT1ZQkwUeeDGh7n2j3fyX199CwiBzjjofNa8OvJE/X49PzIj2OMVpKcQvnl1rSrhFMEZMxFWALkhjdslGNnHRkuBM6mo9AjGFtl4BXPJskMVssOVumgrLaDSB+V+mJxnUe6zCCvtalsiPR3kgwiUI9CWwM9J/IxEOWZZtSdDtT9DdSCPKmShtzs6d2HJ2m8KhVYKWvWJRFnSzZC8WVvNeE4JSW0l6quVCKSGfIjpziE1N0M0bJccqy6AwZKNx7WsKUmj4TjRMln3udXf80zrKd7GUxszuhvd8tT9bncU/fP6OOjFB/A/P/0ApckyW9YOcdHZV1CtuKabF2Z2LACtHXSpzM+/ehE/vfMrLFw2nzUrtxrfhi3Blkbz8HzEZAmCbG4831RHz5uEQKE0A38bxu3LU5yfw8vWHt7MmKY4aNGxyYs0iuKgxKoKlJMjv7FMdriCn7PxChaVnppQqHYByuSZ5IeCHh1CYFW0qcArA5OZNlnsEGgmQuBnRZCfkiOjNbKaNwLe8xChFUnIoIVtqB00idZpgpYyw6fLY2g1XyHxOd4qM33cFEGc/F1hddO0dSmYSuOpMznFjhdpSpZVt74uF2eqLHGlCQv9ini11HCsoOJB/JhNz78djtvGUwgzIo5ysdpgx9+Z+PP/XsWKe1eR78yR68hx4FH784M7T+eM489m+d9X1pEHwYNU2TbOyKZRMtUKolxB57K1xG5bmu078nUPpShWkIGPQ6TMzvPDHplJ80Dbkz520aew2Xyv9EryWxW5rYZEraJrIrMcAUiy28DtNNFZAF4Bysoiv9VDVs05+FkryiHRFlHVXS2EaXkpCYjKwhmLaRtWffa5KRdtCCUs8jgtWiwn0rRXRIik4KVRODcjhqk1hWaz92RkVMJc19TXExBM3ETUeEK1zwnhLuL9F1pJtqzzD4VVVQNTl5+416ZqTwq1wIU2abSxq5H0oUgrtWpJiKeU/ju0fpgbfn9b9P3i71/OS95yBKdd8kku+t5l/Pobl5iHKHRExoSArlbRo2NQzBghm8+hu/IgBNmOLK9643N59mF78pUPXwCOjaiYzoAiKIvsKEUBU28qv3bcCHHbjK+FoGuFiXIq5Gv19+2hCVOXqpTF7e5FKMhvVbidhlyqXcanYbng5ySgsKoKZzwoVBYG9tjS+FEgMmWBRltQ7cmQG3PM7w17IYM5d0AXS2Db8QCu5gSyizvFtaxBpAn5ZoSRFOrJY4Tf6wpKtkgO8X3SHNdRiK2s9WpIkkdICqkRYfXVSE2Z62T+RhPyaJNGG08G4hOfKeZITyniSMP1v72FB25+mE+c90EOf/UhfO1d57Bx5Va0DGaRMRON9hWCKlpZiHyOjqzD6497Ice8/YU8eM8qnvOCvemZ3c3otlo0Uxj2Kjwfx1c4jg2btpqG91IgHMf4T3IZxPgkUmvcpQtwNo3Bxi1GWFsWuayNtrsAGHhIkdtUwS/YKEfiZ42JSro6MktJ1/hYaqXZHdxO4xMJ80aUJQypzO7CDsKKgVpuSLFiCGPC/B4hBE3nrzMgjWnt6SnaRvNt45nQot6h33DgxFhJTSLNpJQ6TMKHEew7lUakE6YorYN8GqVNeHQ8/DY+fhhlYTVeBzMxsEDF2r+G5NGCY7yl7nBN0Erb0TbaiNBKg7QYditx5DpyvOhNz+fG39/WmKsxBbauG+aTr/wyb/jIa/juTV/mJ5/+FVf8/AZDHoltta9MBm/V5VPfeCvlUpVPnnguqx/fzJm/fB+L957NfXetbDyIb3whurerYZWuVhFuLa/CuX+lmRHGZppi/RbygBwrQqWK9nxszzNCp6cT1VXA786ggpmrtgUi9vw7Yy72pFlQHsyiJUhPG6d5RuL1xOvsE5k9JIEwSsqSWN/zGQmPZjdPSiJdJHjTTEXNTEtpM+ypkuaSkUhpx09D3AchjQkw2joyHdVMSRFJBPWjBHDQi5ax57MWcs+Nj7Jm+SbT1CcJz2vUhFLzNGpJhyLIMUqi1aCGqToVJkk/3tysdj5PrdDONp5+mBFx5AoZKE2/XRK9s3s49kOv5rUnvQLbsRgfnuC2P/9tRmNorfnDWX/h7qvu5ZQLPsyBRy3jzPf9OH1jpTnsRUuZO7+X97/iDHwE5LKsfmwjixYPcN+ty+vMVNp1aw1biqVa43hLmvr7loVu9rBJEZkx5NBYTcgp03BFl00rW2uyhPB78btyqCAvRGckIvB7SNdHlBRyrIjwe3B7MihHRNqHtkTkj9FCICxMra6sXXPW+qTPZHeUNKBGGvGZN9QL+Kb7ppiXQiEZ1yIS5x75TmL+htq5xmf9snFZPKEueVxLmnfbDt7D5fWneciL9+clbziMN33glQBc8J0ruer3d9aPZ1tQjk2C4o7v+HaSBHlYtTajKb89KnwJ6X1EYuQxnYbYlGh2YmOfNv6JEN4TU8xjZhSOu2CfefznGceRyaWUCE9BZ28HHznnPfz0obPo6u/kI0d8hr/86CqOOPZwnGzK7K0FrHxgDWe994csO2xvgIYuXACWJTjpi2/i3FN/hzdZQk8WYeswax5ez+IlA4iqC+OT6GLZkEbVjfqW62oVXNdELMWytwFjusrnjeCxbdOwKWjaFHYW8xcO1tnGQ7OHniwiN2/DHp5EVvyGP0VUPUSxgh4bx35sLbn149iTPlZZRcmK0bZaI6oKWfFMrgfUzClBiKe5OGpmlW5JF1KpghlaNzmlzaSbaRnBKxmNVUcaYcMuIYOIp5Sw2ygc1wqujWW2DVpxNryHBRtFbZ9Vyzex/P61HP/S0/ny+8/nXZ98LXsfuLDu3LUl0Z2F2jihKSueEChkML5Izy5vyCyPBXJMle/SrFlUbee6bVPL8T8Fs5LbeJIwg4KIM9I4Vj24ljlLZvPDv3+Db5/0Q+694cGm21q2xam//zibVm3mXft9hJEtJpHtknOu5APffRe/ePxsfvypC/nrL26YySkAsP8Ll3LfjQ+ZWV34IMZmb0cfdySbVm/l9kvuqu2kNaseWMMb3/NSegc68KseXsVl26YRLvjqRbhlt2YqUNpka8fj86VASAmODV394CtUxokaRwHIraP4WQu9aBbWeAUxNmlIqFgy5DE+gQScYhldyKE6DNmIqoecKKPHJ1HjE6A0suqS9eaiChmUE/g0vECgeAqhFKJYQcT9G04maCDlBpnmMGVoRCuYKmcj7mOaylTTzKSUsrymySQczuGyuOCt8zWkh8UKGWgXoQ8i6UwPJx6hr0JYUY7M6ie28u/L5oNl8dijm/jf0y7hlO8cxwff+D0qYyUTxBBoTLqQMxpsOF6YOxS2GpUmSg4VLFdN/BRT1dCarlBjWhZ8XMuJlXFPm3C10QZQm0zsrKgqz/M57d+/zQtffxinXPBhzj/111xx3nWp237w7HdTKVb49nt+iIrNqDat2sKpx3yNF73pBRz3mTdtF3EceOT+3HzR7WjPY7/D9mZwQT/bNo9FAmti2yQ9A51IS6K8WgP6e/58B9+3JZmsgy010rY46pjD+J9zT+L0489GhzP7mD1fu55xlHuesXELgXYs/L4CKmOhbIGfs9AWiIWd+FmTm5EZcZB9eZxtJUQui6hUURMBMUxKxJht1D3LzJq175u+x0EjelUqI9duxOrrQXR1oJ1Y0UHXR04EvhSljHAMEUZYVV1jjtOi1ld7R9CqQzw1QihmlpoCdaSRdvy6kuMJH0Z8//hxkjNyKRKEIxrPz5Jox2bNuhHmLh7Ayjn4nuK6K+7nkCP25QOfO4YzP/W7wMwVazvrmGtvlmN8J1KiUUHSoEBrZdY7sXpklmUIZ3trcE2Xa6NSstota7s00jb+ydGiBjojU1WIW/90F58/9uuc8KW3pZqcjv3Qq3nWC5dx+nHfqSON+vOTrFu+kfl7z+W9Z55gypm0gANeuJTnvOxA7rvxYebtNYcv/N9/c+Z7/pehNVuDyCqf6397C8WxEv/6n/8PVQ569QKe63Pz72/l2l/dyFUX3sQV51/Pl976HXr6O/ngWSca4R02dteKgfl9POdFyzjkqH1BaWPWcj0juINqt6YCLkHP8cAmL6DSZ1MezDKxTw/uvD50XzeysyOaoUd5F1XXZMOXykbQO3aNtKpV9LZR5OgEcrwYvZLQQRkSYdf/6cIy5hlhWTVTRTOkJfulzOJTSaOFrPCm2yTNXcms7rR1oSnItk1WtzSvyPSUcUzuTjaDLuQMEeSz6FzGVBewLbRtNAuddczyXMZ8zjpoxwbbwtWwZeMo8/adg8rZqKzD98+8nP2es5j/d+xzjfBPQMeJKUgeFLEs/7hpKf65IeIr3oNlqmz9Vup7NdtGyN3etbGNfw5sd1TVY3c/wfK7V3DMB47m6gtvIpvPkMk57HPonrztlDfwkSM+Q3G8uSd9wT5z2ePARXz31tPI5DNc9N1L2bRqS9PtpZS89ZPH8IYPv4Zvvuv7VIoVvn7zV7jgy7/ntr/cDYSmGdBovvehn/HNv36W6391E9s2jdap6RGUxq24fOHfvs3XL/8Un/v1R1G+YuHSeSzYdx7F8RJrH91AZ18H1bLHj079HQ/fuxZRsZFCBBfP+Hv8vMkSl55G2QGBWEaQlGdnyWEutggd8VolYv9lZPoxZiaTVayDfI04RLlSmyWHvZGlZTQb2zbLhKxl2SsvEBIKpN0YZZUkjSbJfg2kkXSMx+toxaOhtE7PwUhzeieRzNBO+g9Cv0JYjgUMKdiWIQAw5BGeRwhfoVGRWarueNJUH9BSsnrVVhbvPZtVa4dBacq+4rTP/h9nfO8dPHT/GjauGo6NbX6jliDCJJ1k3gYYcosCMKzmZqNWSru0ijTTX2jCmiJKq41nKKZLEJ5Jr4du0a+fL14efd/74D047dJPI4SgWq5SLVUpTZQ55+TzeOCWR6Yc692nH8eyw/bm2+/9IZ88/4Oce8qFPHDzw6nb9s/t5ZM//xC2Y3P6f3yHsaEJvv7XU7nvxof4yacuND8kHrce4D/PeDsDc/v42onfTyeOANr36env4FXvfhlb1mxl7SPrWfvYRkpFo6kIafHy41/Ciae+iUfuWcnPzryc9etH0Lks2BI/7+DnbVRGYlV8tBB4HZapRyVA+iZLPL+xhCxWESPjxpQUPsxurJSL0lFVXO37kdYQQghRP9N1vVoIaS4LGScygehyJdJsdLhdcIy4mWJKTWM60pgut0KpdFNVsoRH7FjROcTt+OE1CJzM0T62XbseQqAtWXd94vkZ8VwL4dXG1o5VlwCobRkQgOCd7/t/uJ7iFz+70az2FULDsW85nJcd/Wz++50/xvP86Ddark9vfwfDW03pAFGuGPIIyUEH/29I3q5ntFzPqwuhnpI00qKs4g772DNdV2AyThzTFbps4xmP2/XVjOnh1NnJDhHHzsJnfnUyt1x8B9f++ubU9efe9y1u+uPt/OILvwPgs785GbficcY7vluv4ifCC3NdBX5y/5l87YTvc99ND6c+jNqdov5WbCYuMhn6Fw7w+ve9ktccfxRX//Fv/PLc6xkvumBLtGOZkFlfm6KGMdNbtT+DlgKrorBKPlbZQ1RcxIahRvKwrPoHPBA4yfpO8VBOEUQWiXy+NkbGQUuBKFXQk5PGVxMPAfV9k4g2XTe+uJBulpGdsjztPGtjpuRjpGk88XOLKtxataCFUNsINYvA/IRtmZBlHSRcyuhAhhQUdaHNkPgeEIy2JS975YG88EVL+cqpfzTbBcQB8KVvvo1VK7bwk+9cZfZXine872W8+YQjOetzf+C6v/zDVCiIEQthzSo/WBYQR/R/TIftKB4J1MiqbmGbPNpojqmIY7tNVQPz+jj9is9iBw+tEHDR2Zdx8dmXz3isreuGmLVwoOn6/rm9/PE7l6KU4v3fPpGu/k4+/erTGhOmEupVebzIOSefx4fPfjeX//Rq+ucPMDC/j/65ffTP7eHK86/jN1+7qOlx+wa7OOCI/XjWEUs54Ij92ONZC7Fsi2q5yhvf/RJe8abD+OU513Lxr27D9xRkLRM6KwSy6kdCKDtUwc8HlzoeGDMv+M0K5DaTA+IvmIUcL0dmK+3YQQ4AyKER468J6lNF4/g+Qtpoz4/8HPGIH5HPg+0aE4/SUKmgpURIP+o62AzTkgbUR1dNhWYEkySNkEyTJBrfNgx7deyappFAkjTqwmibCdyQNILjrFy5lbcdf2TsN4hIU/vmly/mnAvey933rOLuW5czb1Yvr3/b8/nqx3/DBz79rxTHS9x59YM0DU8JSSSthHuT0u9xzKTPfNRtMETbKd7GDmC7iePQVxzExhWb+dH//AKAjt4CZ1z+Wa755U2MD0/MaCy34tIz2N10vVKaL/7xE+S7cli2xUeP+ixutbXZ0U1/uJ3F+y9gYMEAwxu2sfzuxxneMEJxvMTJP3wvc/cY5Hsf/Alo2OPARRxwxDKe9cJlHHDEUjr7Onno1kd58LZHOe/zv+WRu1fgacGSAxex98F7sM9Bizn8Jcu444ZHWLd6CII8MAEI36/5JgKBqbJGqPsFG3I2QhntBEvAQB6r6OF1OsiM2a7ak6E4JyBmBR3rO8it2gbbRhEEdulQaEemnSBprFxFx/JthOOY7bKZmjnLrUIVNOnkEc3s436AqfpoT4VW/Bl19aYSfofAtxEMYj5b0hBG3GxmyUbCCKE1wquZzXQTItFBDogWgjWrhpi/oA/Llvi+MtsF245MVjjjyxfzqc8fy/tO/DEnfexV/OGXt3H7rct59aMbKXQX0FZQdt2r1xzroFR9/4/4+xQCXms9I/JoQMIcOJOSJm08szEjU9XBBz1HX/iDX3P/zQ+z76F7cfNFt3PJOVdG60/5xYd5+I7HuOh7l7U85pwlg5x9xxmc/KLPsfbR9anb7Hf4PuQ6ckyOFlnzyHrKk6Yxk2VbdPV30t3fSddAF5mcwz1X39fysfOdOU793X8zZ4/Z9M/tZWjDNh689REevOURHrjlUdY8vC5owBNEJgWhsyIwBQnHMcUUbStWBC94kEO7dmhvlxK/KxuRBxhh5WdjETeewus0692CxM0LVAYqfWa9XYSBB6vY4y72ExuM8A9t54EgFWFZDMtCl8vG92EFx8jnIoexmCgaAVGpoKuu8YGESPaniDUsqkOsFEhD/kXwnrS3pyJZHiQN8WikIIJK5zKNCXXBb60zOUlpTEnx2X1AABFhSFCZZEVg83ber/6LUz/1W1avGqrtH3ts3vmel3LkS5aRcSze89Yf4JVcLrjsY5zyrp+wbvkmk3CqgmPHNcVK1fiagqZjTZ/FtCz48BSni1ZLZqS34O8wi6bW5rcL7Uz1pxV2mqlq4xOb+PkXf8uBR+2HW3G5PYhmCnH5T6/hfd86YUbEcfKP3sfvv3UJQ+uHmbNkkO6BLroHOoP3LrrCz/1dDetyHVl8X5EJQoLvv+lh7r/xoZa1kdJEmc++7gyedeQyVt6/hrGh8Sm311obu7nWCF+hcREZx8Ty+6pGHmA++8b5KZRGWxJrHCBrEvok+FkZmJSCsN6syQvxcgIvWyMNPwvK0XgdsOm5GWbdL4F5OJtG0WPjdf3JtesaARyWwZDaNCoMQ3XDWlk9nYhiOWxiWDNZpTQ1MuPUZ3NHHe1IcW6HgQhSIVRiZpycSSeFYUq3vXgYcc0pbgXXNXa9zQYNpx76OkRsfZ2pyhL4eacxOD3I61m9citL9phliCMFP//pDey5z2z+fNHfqAhYsvcgSmnWrR4Gx0bbFqJUibSOOLbHr7EjSO3GmAxEgKDGVXP/4YwR/oeJcdoRXU9PzIg4SpMV7rn6vqaz+kfuXM6i/RZQ6MpPGYob4sCj9uO5rziIg196AMd95k2MDY0HrwnGhsYZHzafNzyxiUfvfLxh/eRoke/feQarHljL/531Z5bfs2ImPwcA3/O59/rmGfARtDKJVEE/UA2IsD9GItS0rrZSMMsVno/OOIiKb2pgISLSML08MJ/t2jh+RqAc8PMalak9xNuW2vQrjdDdpgf7ZNGQVOhUDh3tYamL8BxdD3KZWjJhNoOoVNFCGi1KNBdi0/bWSPVTSFNcMM0BbzF1lrQZPBqrIbkv1NJcz2h8IcIgAgBXmf/CFg3O8AgSVNZG2wLlNJrcpKtYuXILS/Yc5Mbr0yMFfV9x6im/jb4fcsQ+3HPHEyZYwmvUImq95OMh0RIxldZB88ipmaChJW40eIr/SaqdQx6J/KGGQoxt8njaYbt8HNl8hoVL57Ng37ksXDqfbZtHuezHV/Pa976CWy66syXSAKMhvGXee5jYNtGylpDE/H3m8j8v/yKTo42JcTsNygcZ2H/DvAqljJZRqZpZXMYJ8jN0rfGP1mamGcK2IGMjK56Z4QpjTw+7CwoFKrRsBZdDVoEOk1QIoCzwMzC+MDA5uR1YpXIth0GpWiayWWC+Ow66y7T+DSOLcOzARzLFjDYcN6Y1NBVa8ZpWcT9DsnogGKEVj55Kq4cVtsxNkkZohglJwvOD8vZNfC1xcxlGu6v7iRUPsFFW4NsIz0FrlCPZtGmMQw5ZYjLBY2PlOrKUStUodJegsdahh+3JdZeZyZWWEhF1+gv+E983eSRhxFk4wZAytZdKGmnPxLfRtONiMyd8dJAg9wdSc3+AGRNJs1powsnUQsTb5qxdg51oKpwxcSx97l589bLPMLxxhHWPbmDd8g28/r+OZu0j63nzyf/Kp1/z1RmNt23TyExPIcKy5+0Dml1LGgG00uYhUhKNX5slWRJRNvH62leIzgJ4ftQjQ0M0YxYTRaRjowqZSHiFPcyhRhoqWJcdNYYkPydQGeNI9wsKF4n0BBPzbaBADrA2boOg/IiW9dFIxidgHLSqI2dIA2q2d5rM+hKCpmk/i8g0VXMcC9uuN8NMdcMmZ7ux49YJu1CzU6pmngu0DaEUOhsrvhkmt2H8THGyEK4KcjeIyE24PpYU+PkgKk3A7IEu3vm2IzjqyKWc872r6k7xBS9ayqlfeTObNo5wwn/8sJbHYVsc9JwlfOuMv6AdC+H6puSL9MyEIuZnEdhRVYOQPOKmpNTcmSbl2FOJpJl/o27M6cmjQTPczsKIdblUabkqQprWyFK0NZCdjSamwu3FjIgjk3P40p9O4cz/PIdb/1QrILj20Q18+ZJTuPe6B3ni3lU7fFKtYM9nL+ZLF3+SM97x3d1yvAhh5FI4M6y6xrkZaBx6WwoRChmFi4pyFWLahrLA7QyErQ/VboFd1FgVQEN2ROPnDXn4OY3OKXRZUu3W2CVBacCQR8e2SVCKyp6zyK7Yip4swaxexMi4Kb1hm5wHWaxlnYtSxUQhaWW6ImIiaoRtz8wUEpJGXfewoARKmPAm7foEN0kic140EFXdZY+boELyAPAweRsZJ9wwcW5mW6Go+TekRLhBZn7gAde2NIEKARwp+OZpb+G22x/n+OP+l8mxmhbd19/ByZ94Lad94Y985OOvjo7Z19fBG//teWzcMMLo0ETzBmqhxtGsp0aTRMnoe5Py83UItmnpf2yFPEhp9DMDAdSQgDtVgqOQ9RMZWdM8Fy+by/rHN+FW3Ob7t1GPXVABeUbEsXDfefzkUxfWkQbAleddx5HHHs4vvvS7nXpyTc9j6XxOv+wz/OCjP5txX4/thjIzRxFGC0lqETJSIuJCIJb9HSHMqSiVEZ05/Iyk2iWpdhlS0AKUY15eXmCXDGlIV+OMCayKoDgXvLxxlKMEXh6kC+Vei8oL5gKgJShrkEqfTce6MnaslAlQ76ANI6wIBIwI6iPZdtCdUEW/B+qFUJ22EZJGPMs8VrU4Mu2JMMoq0IiEqhf0zWajoWM7RNynpBT4AZGklSyP/SeRdqEC34c2Gl1omrKLHl7BEOhb3nQ4GzaO8r/nXotVNs3uhQCN4OOfeT2XXnIPq1dtZWK8zMHPWczrjjmUww7fixuvf4SvfMnkBmkrSDZUganK82u+KO0xZcdGaB7mHFXdbcGxvhOQWhJlp0RZpQRGQO2+kxaL95vPIS97Nge/9AAOevH+ZPIZfvbZX/HH71y648f/Z0caYcykN89URoKZzCyXzNlDL93yvJa3bwVdfZ3MXjyLwUUDPHLn49OarubuMZszr/si53/+N1x5/nU79VymRVpNJymCAoKyVubd92vhlYmZnOzsQBTyFA+cT2mWTblfGmEfkEY8SctyITMaOnWh2iuo9pooKemDPSHIjIPwtHHuWuDnwaqA8CA/pMgN+zhjVdAmukh4CjlZqdVQCiLE0NoUW/QVIuPUijAmCbBZYlrU06JmqjK9NUQtFDUUdjpGRAmto8FUE4YBq3qSibYJe3gIEWXLI0TUpAutgyTKeIkUYdrvWgKVfX44pwAAIABJREFUtaNja2kSCQcW9nLuD07k/R/9BRvWbmPP+f3stecgq57YzKGH7clL/+VZfOTDv2Dp0rmc/YMTWbliC5dcfDdXXXkfxfFKdJ2E1kazAVNqphL0eSmWjXCsuvWZ9VGo7BQJlUnTXQvk0dIzPlW+yI4QR/yZaVIDreE8AuLY99A9Of3ST3PzRXfyj+se4O/X3Md+h+/D695/NKcc/eW6Y7T9Ik0QJ4+ZXCNpcbt/5VOr5MjhrzmUk77+DmYvnoXv+WxevZXx4Qn65vTwoRd+huJYus/iiGOex/u/fSK/++af+NMPrtjh89huJB+GUOAFPTwigRj2+Y51chO2DY6D7O6ieOB8irMdKn0CZRMRiI5mxsZJnhnToAnMVVDt0SaT3BdktoHQwb42aNs41KUH0tVkRzXZER+hQCgdlTyp5SOYdxnW5aqYxlZobZIFlYpCe02or6gL/41II6ZlCGG0lrpMbzDXJNnxLgxvTvGnRKQQIlF+JYQIjxWY45K/zZQasWokZJkChtqx0E4tdyQkji985U08tmIzP//lLQC84djnctIJL2bz5jE6OrKc/LELWbt+BNuW7LnHII8/uN6UIUnJ8RDBvSB8hQx8ccL1gkg4VcseT5JHM4TXKb7ddmgejVUXpj5uHXnMUAA1rYWWQhzPPmIpHz77XTx61xN09hZY+9hGfvSJC6L1+YLDr9f9iLfOPynK55rOhDZV1FYml6Gj3+SATYxMUoyZJJ/pfpZdUnJkR3DQSw7gtr/8jV+e9oc6kvjAd9/FZ399Mp993emomGP1oBcfwLtPP45sIcN3/+tc7rz870/GadcQN1tpBUFDP610+gMWvGtMvofARY2NU7h/PZkFAww9uxOvYPI2rAr4WUME0gerTNSb3C4Z00oGgVcAx/TGMmYuG9MTxIsvE1R6oNJj40yC9DRW1cIu2qazYCAspBu0rw3IQ3fkTQ92pY3vIOMgwuZQnmf8OSE5xrK66yrWhhFbaQgFeOgQTimEKOKmqLi2EKv5FB0r0vQSuTShMLREkPMRRk1JY7ayTO8UHeavKM3zj9ibPfca5EvfuMREsgnBpTc9wDuPO5L/OeU3bN1sLroAPE/x+IMpSavhoyaEOd3gnPz+TqzxsgmLFjIKNhO+XyvGOFWDpemS/ZLYiaYssb0O61hEYoTQFBlvxAagNMXxMp09Hdx/8yMsO2wvrr7wxmgcYduUyx4P3/k4h/7Ls7nl4jsbQ32laDweNM2Kv2DFD6LbSvmKf9/jv2b+G5+BeFKIY2BeH3+76h8NmsU5J5/HV//yaf77x+/nodsepdCd5+CXHsiiZfM579Rfc+2vbt7u+PWdDuUbjXo7VEHtK1MnanwCe4NkABh6die+L5C+xqoan4fQYJV0FJobRl2hwZ4k6AMSaBce4JtwXS0xwssH3xKgzXZ20URsKVtg5SR2MSAMV5msaSGQkfCXtagoacKNRby3dpiZHc+zEMJoKRj7fuTbCCFFLa4Yar6KuClK66BGlaotjxNG+FmklDCJ3xt+ygw+PJakrjGWubgaJ5/hAx99JWeddQVV1zeC34KJkssV1zzAG459Lj8697ooJDckXhG/JYWIfqLQ5rtyJAQ5ItZ42TR8KuSMycoOfkeoTYW/PfmbpggcGFzQz5Z1w03XJzHj6Krp8m2mO15C664bM+rAaK7DivvXUOjOc/3vb+Wyn15Tq+Ac5n4IyR2X3cPz//V53HrpP+omaiLp40o577DFM75PZ28HmbzDG2a9GyEEf5n4ObZj4blts9d0aKHI0M7HrAX9DKXc6MpXfOVt36ZarrL3c/age1Y3N/3hNt61/0e55pc3PXVII46wT2+r6nvyZvY8hIb8sKJzg0921DjEhTYy1s+LiAikbyKvvDxMLqyNo2yzXoXPjTRE4eXNy88FTveCwM+AWxBUuiSVHotKj4XbaaOyFsqxTKiwYwWmHNu8AlKJ9/oO+10LS0bmN92RrzVJglodqVh9p7oMbyFqfTTCRkwNJURi9akIP4YOeVG/TuvAAR0joSiSStTCcpN5IQHe/h9H8NhDG7jrrhXB+dfWXXrDA7z8ZQeAwCQRBj6jxv835ocJkgqVLaLETr8rh85l0Z0FRDZjysFknFqgghD1AjB+7eIQgmwhy4e/eyIXPPJt/uXtRzZu0wRhD/fUvI5dhVDrjpGTVjp6oU0whvIVy/++kmWH7R1tt/8L9sXJ1Bqc3X7Z3zn81QebCYtjm1daYETSp5LQimcvmc3m1VvNuWjN6NbxKWvmtVHDk6NxzO9naP221HUTI5N85/3n7uYz2k2ITFzK1IYKIoGstVvIds6n3O8wuqc0wkkaf4XwwM8GQicLfk5T7VXoDp+J/QBPIMoWHWulsZdJcDuMBiJ8CGuKRKSijFaDDdoSOJMar8OslK5CORbClpFTF0B4Cp1zEBPUlzQHM8POZcx7oG0I1+S3UHVrYcihgzze7CmsoSV0lGcSjknGqSVZhoglNjaUzgg1lKQwD49hWVHWeGQWCs9FCBYs6ud1bzqM9x7/I4TWWBWFJ01pGKE1Rx66N3f8bUVtXEGdLyPu3xC+RtsSZZnAB6RAWQJtafxslowUiIoPg71YIxPmejkOmlLkGxOyPg/Gsi2O//Qx7P3sxYwNTzC2bZJDX3oAj9+7mj//+Bre/onX89dfJtoSNKlXFUdDUmfSJxXfdkczvCPySCyPa+1a8fCdj7Pf4ftyzzX309nXwTevPpUHbnmEL/7bWRTHS6x7fBOVYpW9D17CE/euNvvF8nTq8ofCPBRRK5kT3jtz9pjFptVD0TYjW8boGexuKpvaqOFJ0TgG5vex9Zn65yi/voxDIFjL/Q4j+1p0vWgz2RcMIQ8dpdLvUx5UTCxWVHu0IY0ejT27RGd/ke6BSWTBQ+d8vILRKtwOUFmNl9fGV2LXSAhAZUA5JgTY7TRZ69UOidtp4XXYQcSRRGVsVMY2n7O2KcuRzxqnd+jDqGvRmq0VFXRsVN5BF7Km2ZWUkeM5irQKixHGtZKgcx+2VVseOrVDxDSYabOnA+1HO3bzWlbC+Dk+9PFX86vzb2Lr8ATCMxFRdtkIuoHODt7wmkP47R/vDPYxb/FCimDIUYT1zGwRbSeCmlfmGggqfVkqs/N4vVm8OT3onk6TR1MoECVThsUpgd7Bbs64+OPs9ezF/Onca/jb1fezadUWLjzjYkqT/5+9846Xq6ra/3fvU6bcftMLafSE3osC0kVFxIKKoGL5gaAoFuwURXkVG6Cg8ioKqFhQ9AWkKEVAeq+BJJBG2k1um3bK3r8/9j5l5t6EBANEZX0+Azczp82ZmfXstZ61nlVnzt5b8oWjzsuik9EaB1/E8lHIOme/vxzWEq0/dc+zbLPH5iAk+x61B/fd8AiL577AeTd9mZ5J3QghuOf6hzn8/fuP3lU/ioLA4R/Yn95J3UAGkhOmjU0jDoDBVUP0jO/amO/sP9ZeceDY5eAdCOrhWiun/ivM/lCEb1bow7tNo39Lh7gIHYUGkzsH8d2I8tRhdEGhC4rG+JjGpAh3QpVCIcJ3I8a2V+jtqeB1NWiMjYnKmrBTEXUolG/0rZRrwcKxUUdCpNtPPmxLHpJ6j0vUZh7ateNTPePEteeYFEtHGd1eNjO8SwVUuYAq+6iSZ8Ci5KELDtpzUEX7t++lDj8PFDoHHukMcM9Nnx/hBJPUU1Lq2/p6LoIgd8yUcG9dedvnX3/gtvSOaefq39ydnqe9VOCIw3fgu2e+kyt+dALX3fAICxesssfRaSSnpUD5zT8jLQSyHtt0Vv589nXX7BOVHILuArXNOs14W89FdHXmUnCSrXebxQU3f4XH7prLme8+n3tvfJS//+5u/njRTRxy7OsYM6mH0w45h+XPr2q6hnVxIutjoznkV6rK6Kl7nmWb3bcA4MB378PffnMHF3ziUu740718/+YzmDRzPH+88Hq23Hkm5//jTLbZffMRx8iDx+y9t+aTF32Yvd+0S1OUOmH6OJYvXAVasc3umzNzu81Y+NQSdBT911dUvZi9oqmqHfabzecv/wRnHv3tV/K0m67ZnH6jSxIXoWuPFQw1ChTKEY40X3C/p04cmx+B68YU/AjXieksGqK6vdCgzQ9YoiRBu0OxPaBR9VCY7nTla2RD4CBMz10D00WdcCgFs+IOrSes97gIDZ7NybvVGBEbDSbV7psUizVtCV/j+GU6ATHRbBJgZqGHsUl11cN0e6DJqQPNAoQWUEQ+fZWYFDStefLkef7Yvtc8fS9dSTd/DAccMoex4zs5+7vvYd78FUybPpYdd5rG/fct4Jo/PcBX751HoxEZXcYWh6o8aSY+CoE7HFhCXKN8BxnERkZfgxMoorLlfpJezKJEaFM2XZ3RacYLz19twAM45M07cMKXj+L80y7jzusetkUDdla5EGy5y0wu+/pVvP8rb2f2nlswdcuJfOMDF3HvDY80XeO2u81i/LSx3Pr7u1hfG3Vi4MtkTaKHQrJy8WpUrLji2fOpDNW455oHQQp++/1rOeT4/Zizz1bcdMXtfOrAs3nXp9/MqRecwEl7fSk7Rk7LzHMdPnnRh3no5sfZYqcZ6SYHvHMvDnr3PnzxzefSPa6TL//6k3zvpJ+yYsHytV/oS9Tn+k+0Vww45uyzNV/+7Wl84z3fX+ts8f860wo9rhcnML0XQ7ePJ+jWLG/vRbRHOK5COoqOtjquo5p+x5XAx3NiPKkoOBGzJqyiFnlUAo/66iKiPURpDxEJkKAcjZBGbVfaNgwZkBLxaMuhWMHFRqeLW9c4bRK3niM0k9+kbJ4opx1TTeQPxyhP4A3ZqEpp4qKLiBSivYAMlRmbGyflsTId82oOpBFBhPZdRBijyoUUcNLKH6UsoOSqr8CAjRRpiktLCWU3vb5RoxetOfuLv2fc+E42nz2ZWVtN4NbbnuKb5/yZ2nDDjN9NQFBAU6+3EGgfgk6bThvrIZSmtKyRVlw5tcgCq8CtxmnFVaPHJSrJtHquMBAj0QSTuygNBZx42mHstMcsPnfsxSx69Pns2j3XNphqbr/6PnY+aDuevPtZLvr8r/F8ly/+/EQ+dcg5LJ23nK13m8XxX3obc/beiueeWMytv79r9O5/WiqtWmZ1vGKr7xyZ/fVjz6fSX+W5Jxanz53y3eOZ+8ACbrz8H+lzKlY8dufTaS9QW1eZA9+zL294514se24lcaR4YcEKrvz2X/j4Dz5AuaPEO059Iwcf+3pOf+M3ef6JRZx77Re56Vf/4J9/uX/9eJxNteHwX5CEGfU469j9FQGOrXffgjOu+izfOv4CHrr5sVfilJu0pTXllsTzB2PalgqGpgnigs2HD7vE7eYLHEQOrtMqWCcIY/MBO9Zx1kKPgSGrgFtxQWpklK2yla8Rysz3kMmo9YTkFaBaVuLKEWCrF/Mpl6goCMsi3Vdo02/ihJqg3cGrqlRUULmWj1ASEZv0mWOdZZNKbSPOpM99l7jNpPGcSoAu+YhEPVma/2jf9AEIaAYMy5Uk/IMWIi15tTfOHsdGSzYttHLVECvueIY7737WKt2CcAUoCxhKZ/cgIZTt+0gq4AyQCmoTCyl4JMdPgCRJQ/lDyigjFwROQ6NcgYw0vb1tnPm99zG0aohPHn0+1YqJLFOHluMfLvz05fYtZeKIl379j5z5m0+w7PlVzJw9ld98+8+sWNSXzqzJ27qaAHUizf8yW6vEemKP3zm36d+Hf/AAtt1rSz6x75cz2RYp2OXA7fjLT25iu3235o0fPIC937QL9930KL/59p8Zv9lYdtx/Nj887TIGVg7guJJfz7+AZx98jk+8/qv0rxjkhK8fg1KKX571h6ZrSjXbmqSENkGwyJuKmxouNRsIcBugafWyd45vsfNMvnHtF/nOhy8aMfjpv9FMl7NEFAuICWMJp3RTnVBgaDNLko/VhF0xlGKEo3FcCy6FsGnB7DkxrqMYrhXoaqvRCM0PcKhSREUSXUtWDTblNOikjs9pCGRg+jpEnKWuWiuF3Jq2Hee5SMNJ5FHy3IJpLiwMmlJiJ9CIWCMj4zjzfQ1CmfGtMlZmv3zNfG6Ik/KsHpMjcIYDo/lkJTzSHozWDvEW09ZZpq0jLb0KhkshBzwZkIzo/o4tcCid7qN8ifIkQaeTRWA6Axlh35oMNV4lSu+FdmV6/6JS0seh2XH6RM4+/UiuufpBfvW/tyJXV0xkpXXWvZ9oiEUR46f2st/bduf+vz3OgieXpk7uPZ9+E5WBKtddeitb7zydL13xcU7e5yvrrhZK9MheIcBIbARwjCJ+uNWus/j6nz7DaQeexeK5L6TPe8UCVy3/CYN9Q9SG61x36S3cdMXtDKwaGp2jSSVdzP/3PXI3TjzvOE7Z58sMrLJD3FpKvtJClk0dNBLAaFEzXm+Z+lE6/O+KrmdQvQqd4zO2m8Y513yRH5z009dAYzTrH8QTAq9tDIU1IlXJTUzHgtjW0dYC20DlKDPgz27jehFDtQJaC+JY4nkx2o3RhWylJISGsRAst9GIkEgP0AK3nvO7rQvQmLQTPeEFlNscKchQ41bNjJBMKiVXRZSjIzR2X1cgK+bLnR+lm1qsiQsSabmVuN1HBAoZqaaUk5bC6GxBCizpvcs14uUlRUTu9SapEbd5BrlAt4AHTSW3yYvJoCYtLUBZUCHW4JB28GvHxWnYbW3jprKcUFwQzN5qEt847SjO/cFfeeD6J9Jza9cx4FE0oV+bAwe8bTcOfPvuTNl8AkvmLWf6tlP4zsmXpivkX3/nGlCKju4yn/vZSXzvpEvWDho5YcFNghBuGfrVOaadL//qE/zg5EtY9NTSEc7tzxffyJ1/vo/H73pm3YdtWVxM2XIip/7wBL7ytvMy0EjOm5/DnkxC3FhpoJfD7GjrTOvN3qM4Ntefn4fzItcty+VMAmcdX4eXDTimbTOFc/9qFGzv+NM9L9dp/j1NCvvBRIhag+ILVRBlVJ9xMHFRohwNnkaHLWCCXSVLjVuKcF2FUubLIqVm+0lLmVg0shjL6p2saRiwCGOHRYH5uGPpo0K7+pUCGacHT7vURWwcniRzjOb/zStyp4Hpdq9kfInyBDK0jtW2byT7aVvZ1fA9pI1MzPlyuXcXVEGacRmhiVpEQafSKOltbMRmKJVtxtMtx9Fuxn2kzyUL2hz4KE+mFU/pdkJk1VMK+yaaPghzfk9S7AvRQlAb76XnSEBIaMMbaUcTlcAJcsdJUn0xvP3Qnbj0unu54+H5FFxpiPXOkrnHq4dNt3kY8d5PH8GuB2zLz865mgdufZLO7jZ+fNuX8XyXMIiMVpoF09N+9CFu/+M93PPXh7PrbiW8rZN8tUAj7QxPvh/pvxVSCr74y1O45Xd3cvsfLLGfyIkISdgI+ennf9UMNqOUEOcVEBLb5y27smTecubme3MSawWP0TrSc7Im63XvXi5iXTqmATJNYeYmSSbqCvlhXKPxMwnw5COVRmPEQrJpl436JqxN2WIi597wFS75/BXc+ts7X45T/FtamqZy7IddLJoafgnFZVX8gYjyckV5qaT9WY/2J33a53q0z/XoeDp7EAqEpygUQzpKdSZ0DTGtdw0zx/bR5dXT800sDrJt1zI6vDrtfoPNxq+h3NbA7a2jOiKiTkVjrKI+VhEXDTkedpjoISqZ6EI5tnmtaTKeiSq8ivlmxX62uk8AI/YlUUmmqRgzV93MWY9981C+IC6ZdE9cdIiLDsqXBjhtt3VCICfXkTflO7ljS5RrjpU8khSUqXpKIoIsYokLDnFBpimnpkeu6zt5z+nnGJvoR4YqjTiE1njDyt4bu4tM7iFEBdMzExWNoKUpiTY8UXvRZ/9dNueau54EIOxs5iPSTnzP5Yar7qNzTAeP3DWPKIxZs2qIBU8s5eiTDyER2kQp5uy1BXP22Yqfn/G7ESma7MCvLmjkTSvddB1aaY4/450IKfj5F3812g7N/09sfSrBtOKqH1yLihTv+9LbRt/G9tKMOjek5blURSH3aIpQ1vb3xrJEdiUpEmnp20m780czez06Nv1l8XAFXautfXtrGz3iGLfZWL510xn88szfctPlt23sw//HmLZjZ1m1BqdYIB7XhTsc0LYUwBDDPz/7WJ56bjnfuuQmYk8Qtpl9nYqDao8o+SGOJS4cqWj3GkihqEQ2reGavLjvxETaod03/14jSiA0ofTQdQcRCsIOhWwI0yhYNimqJA9fWJM5w7zFvqnQckJtBBYT/+SItMrKCTXKN2kg7dDEd8S2/0EnBLzSOCEjVjpJma8hoUVzSqpp1KxtsOv2kNahKy8HODbC0tIQ/Gl6CdLKMkT2XhPux7Fg6AT5aqNkP/OHbJh74NZVes4kHaU8A5pOw0RxjjDX5dZMZdkhr9uGex5bSGVZBcdGZ42xRYrL7RTJtiKiZriH5xeu4amHF3Lou/bkL7+8HeKYCz//Gz553nvZ89DtueC0y5n/8HPMvX8Byxas5MgTD+H3yeyKPMejc6vQV8tG03mzBO/eb9mVg499PSfvfnoqeDqCD2kFjXR+jGTsZuvQ7xKSOIr52nt/wC+f/j5XX3QDg33DG+EN5U8hQLp2cmgu4l3bqv9ftITMR0oDAmHUfI4XA6zctusjTbbRgeONHzqQO66+h7/+7O8b+9D/9qajyMxWzstuKA1BiOw3RKjsd3DqHUyc2svsWRNZ+uxK2p+vUZlaxLFpq0EEuuGw6oUuxk4aoOSFxEpSjXyWDncRKYkrFVM7zGyTamSAqBZ5dBbqCKEJiw4DhSKNhktY84gDu0qXIEKBxEwcBGj0CAMe1rmKPMGcLHIis7IWyjQTJhVHiIwkNp3T9u9kf+tEjYMGhMAJVFM6JwGleq+bEvVOoDNSH2zFVgYQcUHmKp3s09qAXVJynNdbTCKFRGXYbeim52Vk02oCWns5AJyGwh8wpbdxySH2JY1uSVTOtokTfb1Csr8Bj7ccsD0//uMdxDYq8YeVeRNJ5ZfQ6M4ScrgOCq78yS188bvv4drf3k1ch0XzVvCZt32fw961O+de/Wnes+WnCIOQrx93IeffcgZP3PMMT/zTcgA58Fhf4rRVWVZ4fpb2ieOR6aZ/MYLxix6nX3oyV/3gmpR/GLfZWLbda0tm77012+y5JeWOIqcfdg79KwfT/TzfZf937c3bTjmcKVtOYsXCVfzlxzdx0xW3Uxu2kXhu3odWmiiIGFpd+Zeud102QlJ+Y6eqckrdKj/uoPU8azvvS7yejZ6q2v7123LPtQ9u7MP+x5gOAxNtxLGZNx1F6ChGVGroWh0xXMVdtIoPfvD1PD9/Jd3dJszwB20jXqzpnAdOv4vT7zL0wBgWPDCV51b1MnfZOJau6GbVmg6Wrujm0WWTWDzUzepamdW1MtXQoxL6xErSiFxcqWgrBXilEHyF9jXaU6iSQnlmBe0EptooakveQPZIxBejQpJ+EdS7HBrdgvpYQaPLOELlCZt6Ms46LJty3qDDFAQkx4k9QdAmqPU41LvNIypKoqIktHpaUdGkr8KyTPkS7WDSXgWTWoqKkqhg0kKxb7dvkzQ6pEmrSXPtwnI6TpiBQ8LxJKmluCCIPWxJrq1C07oZkHIckTvUwGnEOIGiMNBSoTMK4PSMbWP25hN596G7cOpxB7DrLtMJOsz11scXqY8vonyHuOgSd5VACp56ZjkvLO1n/2P2NpIsUqKimOsuv4OhNRWmbzsFHIcVi/r47kk/5Uu/PIW2rhyC5ce4Sid7pK9nz4lEYsZxEIVCE2gIIazQZfN8GuH5ay2zzZuQItsvdw1Btc55H/oRux++M7945gJ+s/jH/PCeczno2NfTv3KQy7/2e6Ig4l2fOdLcwwldHPeVt/PLZ87noPe8jl+c9XuOHv8RfnTaL9npgDlc9swPeMuJhzSBBsBWu85k7n3z0S/Fea5r9O0rbSo2YL2hgqv/gm2UiGPc1DHsdvhO7H7YTmy+0wyeuPPpjXHY/1jTYYARkTLM8axtJlGtBCxf1IcGZs6ewk67Tufz7zifb1z1SYJeH28wQruCsM2htFrjVQS1cWYioFuDxmABWXGQsVk1uzVBfaomKDaXV1ZDj1hJojj74peKZqUSu6ZiK645qBKIWKbiiMIVhO3gDWXpoTTysOCBMKv5ZJWtBTS6BE4DvKomzpXwJoq+YMp7ZZD92220ENECgrIpWUrTYZ6g4Tkpp+KERl5Fe83OWTvCjtPNjm9esEBgQVAmq2ZFWiyQpKxkUigQZRcl4ywiyZ40J/BWVoinmu5vbxjCdnu8fPOdPXbfQIV3fO5nTJs2humTevjmR97E28+8lKEVVYJ2W0kX+8yY2MOS+SsJx7YjIsWvr7iTj33yMG782+OmbNd1oBHw+D3zmLPXlsx/bBEIwYM3P0GhXKDUXkyHFJkZ8AJBMyGapFaArLQzPw5YSjNDJC/9LiUioWTCMCOiLYDkq7XWNhOjiRi3aZzbr7qb26+6my12nsnQ6mFWLDFVYWMm9/DVKz9F37IB7rvxET77s5PY6027cOvv7uL0w89h4ZNL0vM/fOuTbL3b5szZZysWPb10RA5mm9035+n759nPsbma6+Wyf1kochOxlwQcnu8yZ99t2P2NO7P74TvRO7Gb+294hDuvvpfzT76E6lDtxQ/yX246ipi57WQ+cPa72Wq3zfEKHr/73jX84cLref8X38pvz7+eJUsH6OoqIzo8apZkro4z/3caZtXr1ARRu8bpd5ERuFVB1JY5qDUDJlToaK/hOoo41+WncrmaQiEilNl+caBt46jEqSWNiYKgE9uPASIyoAC2ksiWmUZl02go7WtCC+LIEtSJ6KJs9uLKz/EoDdIIRLWmtTGvpQKCts8k9q10eQvgGD6j+RhJ5GA6wTOLfdHEdSi3mdtJU24t6WIRWYmVWCHsVDp/dZ3axDKjmVC2Gs0C0fPL+1mpkYM2AAAgAElEQVSwuh/1GIzv6eCDb9yD7/zuVsaKIm/eZzZvPXAHpk7s5shjzqdih23d++gi6kHEXgfN5q7rH0MOS0QQ8sR9z7Hjvlvxl0tMqnjvt+zKvIefZ9WS1Vl1UEqmCiBTHIZRUiujXb8QULbvLen7ENJoiDUaLaNmndaCtabZGq2lr0A2JA2Y9+iipn1nbjeNmdtPY/4jCznt4o9w9cU3cvFnLmdodXNJbeeYdj77vyey9a6z+OXX/sDE6WN5z+ePomd8F90TuugZ38XM7afxP++/8EXf79pvRFJquGHzStYGoP9OtkHA0TW2g7Mu+Rw7HjCHhU8u5t7rH+K7H76IuffNR23EaWP/6bbZ1pM57ox3scP+s7nyf/7EOcf9kDFTejj1ghM49Pj9KJQLfOPkXxBM7KVv9TAT2tqYHw2jPJMndxoQdBrSNS4a5yhbvoOFrQeQQqeRhWkQjEZ0oOfBw3EUTvq6SwzEQhO3JRGGdcwKnKrErZmphUaLyQop+uYhQg1JLr9uogqgqVQ1Ff2zlU9Sa5xgLRyEtQR4wDjysGxX+VVT7poQ4fnoQLdUY+UjJWX5EyWE5S+SbUbe07iYO7bOtvOGI2QYZ6XFQYizcgC3s0DBwVSL5UdstBw3SZ0h4Kc33sNVXz6esd3t7LvNdP5x/zzmLliO7zkc/Z49eXrBcv5x/zz8sT6D1Tpbbz+F2+6bh+woUAhCHr//Od572htNWa5SHHLs67jhstuyQVuAtMOMVMMieyugwOjRhvkH2P1FsQDFArpWS+XvRUe7qTIeGs6iErdZIj49hSMBOXIUcF6moCUSuO+Gh/nk/mcxYfpY7r72wWxSaAJCjgNKc8znjmTWDtNZsaiPPY/YmTXLB+hfMcALC1bwxN3PsGZZP30vrGlqKHzJ1gKA671bAiCjcE2bemSyQZ3jc7bZTh+760e4/4aHGewbevEdXrMmGz9tLO8/8xh2P2Jn/vDdv3D1hX+lXm2keWPhOLzhmH0Y6K/y0F3zAfj2nz/NT668k3ufX0pYltTHiJRk1S4oTxunnHyMM6sgNIVChBQjP1tHKht5CJSSRDYCSX6sBTemETk0Gh5x5KAi4011mHQAAlogQoFTk2a0bSzS1bhR5TV/y8BERE4j08cC0nRTvqopcdJJiS/mNEQWtJKUVLJfqxlSPgMIIx5o/o79bDsZ2ogp1iZayvdU5M6bFgLoDIRkaFJUCXDISOPUFe5QYEp0k3nV/ea3IVwH3VZieM44Gp1OCvLC8ioJT5RUXSWg9+Y9t6WjrcD/3fckwwN1Dpw1k93nTGO4FvD2g3bkjB9dywlH7cWqNcOcfdFfEWuCNPVWmr+a8397MlNnjmPRs8uZPGMMx259Go1agPBGrhN1E6Fq00otM8Gb+hgcB1EsGtDw3CxtWTd8XXpcrdHDFVpnozdpZeWOq1tH5uarvVpnhLxIVDRCg6ulkmztO26ENNXaUl7rOHe+O72VG3o1wWNdM8c3CDh6/XF61+iAjXVd/3V29tWn07d0NT89/Qqqw42mPPKIH6dvluifu/hD3PvQYq69/1kAKhNcwjZB2GFW9kGX+ULKQKAKGjmliufFuVlJ5vUkReVINSqgCKFxpKbND6gEPvXQJQhcotBBx9lSXIdyBHjIholGtDSEelJyIQOMMm9AKm3SJG8CqXNOHXHDnCouGl4h/9pogJEnnKM2AxKqoHFqIuMwcubUsmtImvGEzsAoWfknTlwowyGB4VFEbMDDrSkjJTIY4D6/Ah0mKJUfPCURnoea0EtluiE6EgBxq6YUN/az1FcSjcWl3L3J8S3+oObg3bfi3I+9mV9ddx/n/+pWM6NIm9RlwqG0P7maDhc2mzWOOIx56g7TH5J8p+wHnt3DmpUPSBx7i9MW+SmMUqbAoQte08RGUa1n4GGnOqrVa7J/AyT3Ka+MLI3u2AjwWE9b11yWET0sa3PgSYS1McqTk5nqrc+tdfPmqrSm19YFHC+z2OK6gGODUlVRGDMiYfmarbfVh+tM23YqH/nW+6gO1akM1li9fJCbfnU7SmU/XKFU6ohWLlzFhLKbdk2X+mK8qoCV0L+lg79GErWZ0tS4KwIlCUMIa6YUqK3beL0wtD9wD0IlcBxlwEJopFQUvQjfiY10iTIfcpwj0BEarQQo2GfidOb0TqBbFmn3fK68/1GeWdM3okYvkeBQrnkpddA6c+hJCWwScSRRQ+rIk2PkSO98CispsdUSwg6dbp/wLE49Ayy3hgE9bBRhK7I0zVFGkwkTEQgFkSNM1FHVKWg4fcNpkQNJ/XxOxl1Xa4hKlfbFHnrqBLwxJaKSQ1QyVV8yBCUSjshEk1l3u/2f9Q1hh+Cm++byri/9gvlL+8w9tZge+yKNYoZmj0E/M8ATz65CDFWRbWV0I7AdwjmH7brgOoiOdtQKO2tECDQ5JxtbnG/tnlbNAIkQ6HIR0QgsCJnIQHZ3oSuVNFWVzKDRcWxAKOngd5x0Rn3i7EdMedxAa9o3AYW8Q887c62Alvf4r1greKwjnbU2XmlTTlVtQjVl//n286/8hv/78Y3Me3ABcRDyvi8dzZs+9Ib09eSLrrVGxwodK1Y8t4JxEzpw6nH6SBRZu59VFPvMPkFvDIEkrrmEVd/meQSVvjKVvjJBf4FgoEAYOkShQ6PhUq97BJEtgYzMGmKgViSMHaLIQSthog0wxwskvX6ZHx/6ViaVO4hQTOvp5i07bJOmndIO7eQ3koss8rl8MA5RRjrtzTDd2lnqJn24NpJIXnNJ+Z7Ipn+Q2WtZma4mzhPjeT9hK62yjnLbrJfMBxfN1ymUSVV5NWXJeImzpmoarkbrzFYqXUWrRsMAyOLl+H013FqOjFbmutLrILt+MO8nHSUsDKfz7Ko+lG9myEcF8wjLWVkzAoa37EI7Dqq7A0rFbL55YnaKo3Yk2pHI7q7mjuO8k4vjFCjyxK4IRzo27Xs2MknAyUF0dJjZ9I5d1dsopul6ct3P+SmErdFE66TCdUUbLzohMn8vEmB8OacebkAqbFMGDXiVZo7/t9oL85fzwvzlzNphOu847S1c+79/56df+DUqitc6OGfFwlXsecTOeC/0o12HeLNutDRNckGS/48scY1d7EbG8YlQop3EqQECgoECIpBo1z7fbaqAHEcRRGWC0EUpkaaotBJZVkMJjtlqB66f/yzf/ecdxEqz7+RpfHCXXZqXIMmCW5towonMuZtlO2iKJPLponRGej6dpRiVLDc3AGrjFU5NNHMVDqm0uTeE6b9IVriuICqZKETEOgWL5hkj5mJErA1f4phKL0drtAu1Gd2UnjNNlmmqRWvzf+sIdRQhCoXM8TZC3IoLY7wm2XWddJonRQT5tL7t0E9GAGsnVxrsWt5GQaNTUhhUaSpweMsu2ucNmJnwNk0lGkkVlMgGaiXd7z3dqL7Vo66MdawQXi7VpTS63jAfa7loUnTJwsezpeZ23omIFaKjw3Aeyco/WdxLZSMBkUVqUtI6J/1FQWCUfZL9RkQtKTi8DPIfsG6AeIlE+qj2KgotvgYcr7BJKfn2387glt/eyYUnX2KapRy51tzqioWrGL/ZGPTqNYjeHpx6TKPLBxwTVJQFytW4wxLlaZx+j7DbaiZFIlEvQSe5oTj3A3QVUd2Q4H4hwvMigrqLVoJ9JszgxO324kt3Xc+iyhrKrsdeU6dz3HY7ceJfr+aiNx/JnpOnAvBU36oW6fQk7WPk22XMqCkgsGmgiCaifAQHknAjdvvUwessygADnsprPpGJUjRR2ZQq+4MGEJJIJCoDyqSM8teUt6hN4A3qrNFPGLLeX9PInUiPChqAEYxzXRiuIACHXtxqEdUhm3mbPOglPj0peLKfY8Z5ZIArYvCGzfuud1nwsFaZ1Unbs4PgGOAkMA5a52e55xyr7OkmXtkyhrbVrCwIAEFohks5jmlGjGKaRvoKM/pKKIXobG8Gj/SkwgwNyl9PDgjWCzSS/68LPFqiiTRNlptnsl72r3Ah6wka66q42hTsNeB4GWzaNlN426lHsPDJJdz62ztZvaw/fU0pxRlv+xZfuOJUKv0VLv3qlahYpF8O4SWe3uRIVyzqY9zUMegwQi9fiSsFbT0+A7PMR1ebaFd5TkYI+6sTqQqIbPOZLmiQGpRAewocjXA1wlF4fkTQcAnqLqrmssekqVyw31v5w7xH+eMRx3HDorkcOWM2j6x+gZ88/U8GC0PMGTeePa64iDm947lr2SLi3hhndbJcBlQGIuaNQb6CKR9RKI8mEls52bZ5wcCk0zutIhOmDDgGvGFL/gcife/K00TtChkIpBZEZSNLkpTDJryKE5NGTEnFmmj5rSofCIxv0oJMTt1zkVKiEtBI5DxaUg1aaXQQIvoHYOZkSstrBB1tpv9D2WFOvhgx+yS5X6nOlwfa9tu4NeuUZdagqF0beQxptNQoBNoz43tpHcObjzhyTleWy6hqNdNZEtJUZNn0GzHgC1AyizRdx0rmS0Qj9961bkppifa2UcFDOM5IcnwtQDBim/QgwgDYi5DsI9JfNk0lWqq+Rj+faP4/bBiIbGDEYWTd1//wr5S9xnFsRBs3dQyn/fREzrvlLFYv62eLnWZyyePf41s3ncERHzmYjl7jxR+7/SlO3u10ttxlFuf9/Uy6etvSY+gwMI8oQocBw6v6CWoBM2dPNcRiXz/tj76AP6jxB7MvbFw23y5vUKQPAHdY4NQFsiGRVQekpm1clbbeGj1jhpg0bsCeGFTosMvYKVx04Fv5+K1X8/zQGhpxxH6TZvKx26/iuJuv4Ip593LMFjtw9cJH6Y9q3LH8eWLr3eMOMxpVxMaBG3mO7P4k2lEqScnkopSUH7EAkTzyludQUk4l+Qbnie38fsJUWSnfVHwpV6MKxsGqXE9IXFgLaCSVTZqmX4t2c45DyqxaCIyjbZXcyK0anaV9iFpI17MVCgPKiChqU2mV52Ey7geUo9GORrs6a7Qs6fQeRG3NHElYFinoVqe1QUsvC60RRxShgzAtyhClEtL3rKRI9sbTlXsUZc/bNFjcViBuL+RukgXRgl0MKZOOFaVSVtKbNzmKO1rbc8kDmiMcMODRst9aOZFRj7+WCGdDn/8PtteAYyNYR287H/32cVz84LfpXzHAN4/9AQufXMKfL7qej+7waa6+8Dp2PnB7Lpv3Q875vy9w8HH7EdRDznr7eczcfhqTt5i4zuNf8fXf8/+++W4jdxxF6Gqd4pqY4poYpybSMbAyFE2iev6QwB8SuMMiTfe0jasihMZzMkdWKoS4jQJHbjabnxx6FJ/+x7XM6O7i5O335v23/JqeQplHVi+i0/f5/E4H8e7Nd+Hypx8yTk4J8wglzpCTpnxSJ5akoARgu8tVrq8CWxrbChJJd7f5BxlBnCeOpUnhpFGNBQ+hIOxUxKU8qWJ6TNJvvADt2WMUmtNkMsQS99mxmwBQCiNiOCZj3kWpRJOtI88dr+pDDgwjGiF+f4ATWL2sCPwhnZUup+KQGdClkZrIIpKEuI8LYgQPlFx31F0k7ilnDjaZLBjFiFihlSJtoEvKdlsrqXJOVhSLJg3VngwHEwS9PkGPTzS2nWhMG9G4jtSp62Kh2cHa6GDEfUvKdPOPhLweDSzyz48WfayvtUY2UmwYIGzItmuTa1/b5uuh+/VK26Z3Rf9m9qaPHswHv/4ebvv9XXxk+9MQUnLxg9/m0dueYMKM8UycOR7HlVz/85t5/5YfZ5eDt+eAY/bllPM/xLIFK3jwb4/y5F1z13mOv1x8A28+8VD2OmJn7rJDefwBE/6XlznUxwoKK1zKyzSr9zIo4i/2aV+cHUP5kqhdEccS34sQQqO1YKw3kfdP3YujD96BuatX8fF/XM30ri6+tvvh/HnhY3xzj8OZP7SKN0/fjlPn7Mfflz7DG6/7CSsqVUTBpsTqpqZVFRQylNmcc8gqo0SWGtLCrvAxWk6p48+lqFSuH8Q8QeowIQcidkUO9jitv18lQJqIA2WiICfOAYWbZQ6k7TeRMWlHuYwx4pLWkZvekoTEBV1wUD2diCA06RaydJXw/OZRrImSKTHxipU4gCsE5aVQm1iAsoQwm4WCzO5Ber0WlIUCt2KGcOUbGZUnUvCJigKvqptkU1RHCVG13Eys0AUfESWNKjbNk0+zOY4BmHy/RpuJkHW5aKrKfJfalLbmCYrK9KmE49pNtKPAW64NOZ8CvU2RFQpQy+bIjGoJKOQdfK6c1xxOjx5BrE9/yPqkxV70GC1fvhdLYW1I2upl7tnYUHsNOP5F84tm+Tz/4edYs3yAs/70Of78o79y2Vm/S7fpmdDNSd99P9+97Wy+/YELOeNt36K9u4293rwrD/7t0Rc9h4oVF592KV+44pPce8PDPP3wIp6+fz4LnlkBTGT1tgUa3YLhaVBcUMBpQNsLGq+iCNskyoX2xZrhqRL9ZDu1KYojt5vOu2bsypad4/nzogc55m+/4LnhNYz3uvjFwe/ikTVL6QuGGFbDHDhhNm+ZNocTbvs1j61aaUZTalNxRSARlleQoWiSOk/MaFRplBBpNZV5wRLbEal0el5Xqmm1bwEiLmpkkOSZ8ychq9TywRsyq++4bPNg+ZR0IqoIaee2DA1fkkQtMjm3yhxvchgz6VBn71MCXe2IKELEsU0zZhLko4EHKiJetgIH8KoNvJXS9F844NYFQ1Ol1SIzak9Bt+1RsdGZ0xCp5lUaaY2SqtMSvKEIESozE8WVUC6Y0baALnmGHK7VjePNNTCKZKWf15NqazNlvJ6d/eC5RF0Fc+8djTcQ2vPa70QQo3wz7z4a1wFa4y3qy64vASnfM/NpRnPeFgxEIQtVdSMYtVQXaOnfaAGSPIjko5f1sfXoWm+yPI+zNkJ9PcFjQ0fAvty2QZ3jnaJX7ykOehkv59/TZszZjNN+eiLlzjIqVnxst9OJRqlx3++de3PK+Sdw7SV/4/Kzfz/qNuuyaXOmMed127Ltnluy9W6zmLTFBJ59fiU/uu6f3P3kQgCcOmaUa0PbGRJmPkZUFEyZ3M1bD9qeI/eYzdyhVfx24b3cuvJxglihtSCKpInwBczs6uQzcw5ji44J/M/DN/HXRXOJQifHI5geDzHsph7LqUtTRRVkKrbJzHEtdap1JWJSORAZ5UhgslSMdkzqJnXajuUkXN0kcZLqdOXJ9UJGIGtpwEYVbMlpIMwjNBeXpIX8QVLQS0bG5tNTSb+F2zD31q1p3GqMOxzgDDdMddGaAQgj64DjZrI8bFYpTqqSnN5uo0vU0UZt8zGE7RItTW9GfYxIzx10kIpXygicugWOOk1g7dZ0Ko2SXCeAV4kyQt8VOJUwa8KshcjhqukgD8IsVQUEs03lnFOLEJFCDpnIQOW4jLCriPLN/BMnUOnn7tZiQ8pjACQd5ZvcgqE69Nt5GolD16bMd4RJmQGHkBm/IgS6Uh2xeZNfawWjXIPmiOdbCfLRnP2Gchp5wBnteBvAficFC69EtdVGkxx5DTjWblJKDjvhDTz5z7k89/iitW7XO7GbT/3kRMZNHcMFp1zCuM3GMHP76dzwi1tY8syLC64l42dlexvlKeN40wn7s9VuMzjzK78311EzYFSbVKK82Ayo2W3vLTj6hNcxa9Z4/nL3E/zuvkd5Wq1BTVJsN6WXPSZOphI1uOr5h2hzfU7Zdn+OmrYjP336n/zi2bup1gVqMMl7a7Pstv0hYtio8uaduTucAw4nA498pZSIcqR4a0mqjTBSUjr3WqJYmxDHSX4/31yYcig62UeboVT22DK04JFwQ/a6HZuxkRFpn0QCGGAiEqGNQ/YqCm8wxGnEZsBSGBknaGetAM2jUANT8JCfeyFLRYTvIwo+uqONuKeN2uQSyjUjb2u9JsRRnmmMDNtBOxoRCQseBijyfEiixSVDs3BIgCMxJ1CpGKM7ZG6AbETIgYoRJnRd1ORxhD1Z6Bd2mGsurmggwxhVyBIVydjf1m5+cy3KAI7SyLotTXYlxDZiUwrRiBDDVaOZpXO9IC3gIUrFlBcY0f2uFLpSGeGUs8bM9XTM9pqa912Lf3yphPjajvcSSqde7ibB14BjE7TDPvgGjj/jXcx7+DmWPLuMg9+3H/dd/xC//sZVLHxqyYvuL1wX2dHBhM0n8t2/fJpjD/521txWdBFhjFi8nPEzxnPhDZ/nwu/8lfvnLmXG7lPZdocp7Lj5JLabMZGS67FouJ+vPXg9t654mq/v8ma6/CJfvf+vrKpVUUqiYoGutGQ1HQ2xQAQSt2IcXLIKblJ/TRZaCQ+hM9CAHHAkgJFLx7SmvBKgaTp2yzb5TvG88GIyzdCpibTiK1XWkIYoR4NbMc7XGzZEugwMiCTja53AOGO/P8CpR4ggMqvq0HRS62HrwOI4jTxG/fw62k2FkSPB89AdZeLOIkGXbyYxWhvazEF5pis86LJPWgLfadgII6Bp5G5+VohXbXZIbs32RiRKvkpTeK4PghBdr6fAUZ9UNh3yBdEk9xL7Ih2h61YUyhe4lRiVjAGWgka3pLQqNoPAagq3GprzRfbcic+JFMLeHzFYMY4wd7+05T1S0JAiU/lNCOMkBRRFRqV3fcBjbXxGDjia9103eGywNMq/GHU07fYygsdG06p6zTaeXf/zm7n+5zen/77szN/y1lMO57xbzuKhvz/GBSdfwtCatc9B1lGEGq6gB4cotxVwl60wWmI088PHnnoYURDxvg++nlMndPLk0y8wd7CfWRN6qQQh5957K7968mFCL2BiWy+HTN6Wg6+7kLocIukeLLU1oK1BGLiEVc/wGnWJW5HpilyoDDTq4xUyFAZQrCXdzYmlf0ua0k46eU1kjXjJKrqpMTA9EBkxXMi2S/gOLUx6qqkKKQcaQtsmQmk4hKAL/AEB0jhmEWtkDLKhzITAhk51wwBU0UMKAZ6DGNZ2JWxTE0GUrYyTVEvSMyAE+C66y5RoR10lEBakpE6l4DsWxWnPjtMwRQX5exn7oklROLmPiYVliWfBIrSTE0t9uUhICuozx+KvqCD7THWVbISg8yNus3NFRfMwn0uS+rKg4QgaXebvuCiQoSYqO8QliVNTeDbCIcyBg+OAhHCLCfjzV5phUMngp1yUgRQIKZvSaNmHYAGpVDKpruoo84BauY61gUd+u/Uh1ZUeWeqcPL+u8t1Xc9b7RrDXgGMTsepQjV9/84/88fzr+M7NZ7L9ftty59X3vuh+Hz33vVx53l8I60FzuaR1WE8/8BzPPLqIJ+5dwILBgLDkMfHIWRy4yxYccunPGRIBuqgQwEfn7M6fFj9AXQ7RXaoTFxsM1XO19n5kuJDQN6AR28FRJbPqzTfrKU/TGKOQDSO9DllOPu/8ZZhFI3leIZ9uSgj0pKEwHTWb9F2k59UpgOVLgsFEQ7T4iSYuJLdt2KlxawLX6lK5dWX5FgMabjWy+7ugNKrgIhsRqlxExrGNOmQGEo6tHOpsJxrbkTu/Y0BIa+JS9lN0AkXsS5Iqss7nI/o3d01Kzl5nnn+Jcx+RmbIoTG9I8n7anbSzHKAy0QMNbS8E2XEkqDHd5m8LBEF7i7NN7ql9ujrOodSniEoifT1vWoi0iEB5grho7pOIFEJlaalwTLsh7ttLiJpEhE4m956s6vOg0drx3iS46CDKpdHBI28jym/l+gFF0zHsd6c12lgfUGgFj5cgRfJq6lm9BhybmNUrdbyix7IFK150210O2o5ZO0zjmx/4UZNIHJDKKFz7s5ttrbsN77eYzMIHXqCjVMBtSLCpnYndLm+fuT3H/OMCuktZaWRbIbBDoGCorw0igTOcObWEsNWuWcQ3xsWIMFci6dowwaakorLhHBIH71aaI5G4QOqAEqeOFuapXHQRF0y+P+E5mpRkdS79lV5I872L2jVhu0Zow8mEHRpvyJL3SjSlztJKMJ2lgbQjQevsFDbS0AUfqnVQkY0qPESpRDy2i7jTNw7SrlC1MCtuLSAuOTgNwz9oYfgB7cq0obJ7XkRlooPqsftKjIxIztflR/OmfycBT6H5HgigPtajtDLE77PksgSkJOwupg2O9V6ZHsOt6KZCBoEBF79iO84DjSiOXGUnabGo7IxwOM5wA7fPOvnEkbpGKTeNPHwf1dWOHKqQSLtrRyKSCjBpRRhz0YhoK6Mr1RGVVyN1q3LguB5d56Pai5HfL4PpVzliea0BcBO0SbMmvChwCNdlnyN3wyt4vOu0NzFxxrhMxVQpesZ38pGvvws3R2SiNEGnRxQrHnthOTtPmYwuKkq9Nd6/1W78fdnjrGyYKpd65BLGDrGS1Bp+Ch4JKa5y6rVRm6YxLqYxPkbWRSqsKGJDQmsHYl/bLmid6iwl6agmcjzfwxUJ89AZyZ6NqNVpM6Dysua4pEOcBDhSEMqOG7Vpwg6FLihUURF2KnQxJuxWhN0K5WiCDgg6mp1OUjGkCk7zVEFpZD1wpenIlsLIeXguwnWJxxpyQguRTjvUjjD7OYK45NDolAxP9hie4lOd4FGZ7KdS62bqoaC0SuFWybgZx0w+XPuXZB3/TmiGch4JBKroEhckQYepxEvlThwIOwVhuxhxjDxglVZFeFWV8lxaiJSz0W4GmkFPgaCnQGOSicBSWZKU9HayxjfrlFVPB+GUXgPaUqJdx/xd8M0j30EupeGRWm9BfgbIaD0frZVW6+ugbVf8BllrKms9mwJ1FL3q5bivAccmZr0Tu6lXGi8+t11ILjz1Ur723vPZYqcZ/OT+cymUfNCaOXtvyQW3fJW3fPhAxk0dY7a3X+rSkiFEDPc/t4Tdpk1BBJKyU+CYGXtwyTN3UG149A2X6Vvdnj7qfSVqy9pBg9NvxddcTVzQdha5NQ2qqNFFm3O2ZaIyFEgbhSTNgUKBcjRR2az8o1Iik26rn3IaV0kqq1VqPU+sq4JGFc00xLikiX2NcnQq1WFOTvqNNxoBGZ0AACAASURBVLyHyY3pgq2k8ZTJt/coahMVUZug3iuJfZF2wCtHIAOVRgQiVpacVeZhVWSF65qRqT2dCK1NtOEYolk7zR3eTkNR6jOOIPahPkbS6BYMzPBI5N4TKZaOxbGZK6KhtEJnfE0SDeVSSUlpcSsHIrQZSpUQ5dp2a6uSR1xyUb4kLBmeJwVskd3vqCyI7MheMQop7A3GCG0qp4ygpAVMKQi6XBrjium/lSsIJrShygV00Uv7QwADHlaRV1Zq9loF4cQuGlO60vNpRzbvlxLoDqKna4SDXqscey59tlHspYDJOsBDR9EmI7f+GnBsYtaoBYSNkCM+cvCLbywFS55dxvRtp3DRZy+nUQt428mH8ZXLT+EHn7iUJfOW0TuuI8udaoXsG6R93gDzblrI3pttRrHf4eixe3Hnc4t58iFFdbBIdbCIXGIezpIibr+DU5G4qz2bYjJAICKBbIhsBezqVEBRezqNFuKitgKD2joe3ST/oTzzXFTWtmtbZyq7Kuv5AKz0uI16bH9GXFQpuR0XNFHJPB+1m0dcxI7YNed36gKnIfDWuLj9BoEKyzwKy92mdE59nKbem1yDIawdy0mgNE49MqStBlyJLphoQ7eVwHXTCiDtiFSmJLFWiRXT8a2yVXwRwg5Ys6VLdZwkaJepInDnwojO51UKGk1FB0m1lLa9Jvn1h+WQTJmu4W8KqwNUySVu84lLLrEvm6qo0l1dyzXlOvWTKC7hU/KlvmjsfBVzrKhNmgotVxAVJdoVKF8QFyVxQRL2FgnGltElH130TVc6ZEKMCQEeZW+2NquX2qze3HfDAogj0+FSCIHo7oJSfjCLvVej9XFsCrYxRti+zPYax7EJ2KkXfxStNDf+4haevPsZPvOGM/mfG79Cqb3IH773f2vdz/NdzvjNqfzz/x7glt/+ky9ddgoTZ47n1AO/xjtPfSO1SoNnHn7e5mCVmeYWRciV/Tx7w9N4x+zD3Sf/P4Qj+cSFf+T46dvzZP8q7h94gdIKgVvTqf5RVDZkMtgKJGkI7Lhd4Y+v4rqKyoD5cQpbuhsXdTOJm6SUfNuQp40DB9IIQwvM3IuiBpVFKMrNAU1eWbdgnK2IcwSIFqhiduLYNcqz7rAZbyttCgwMR1FYnv0M3CGZdog7VUF5ubaT+gwnE3sSJ9bInAOLCybdIwOIu0qmzLZcQDZCs4pv94mKDtoViNBEASLlSgRxwUQ1SWrNrWriFq5AucYRu5F5v25dIZSJDLyapt6dRAAgwpZ56tZkZD4Pr6LMqFkrBW/uo4PyZFpWWxjSBO0Ct6Kb01MqaUC0i4Bi0sGuCdsd/H6zIvb7A+rjCvbaM07HfH9IS3pFbKKIuJBxKdpxTLTSVjIRnO3pSNJcaepLmmgpAY/S/NVGpVcIRKIEnB9A1UKar6uE9qWOsR3VXqzCKtkmb6OQ5cJ1N5mI47U+jk3Arlz6U2793Z3s9ebd+NDsTxI2QsZNHcMP7z2X0w/9GgseXThiH+H5fO7nJ1Eo+/zk9F9xztWf5dE7nubiz17Oiecdx4zZU/ny0d+hOlTPJBscab6QvmeqVEpFtjx0Du94917suPN0Hn56CbO3nMQVtz/Iby67GzAqq0GnsIqrWGFAs4qPywo6Q/ximAGHst3kyXXmM1nJb0dmq1IZ5p2SmU/e2hCYVOGmjse10YOnwbc/rkhks0YSbkNq84js+w8FTkWaCKaFS0kGWyUpKaGgtMKUurpVbTrG67aqqh5DrNGeNM7WSxyaQDmCeo/EH9K49SxlF/sCGZty3vy5Y1+mhLNyBEGHsMKLwgxwCuw88dg4czArexno1NkmnEm924CPiEyHe9ocqDRBu0xLlYtrYoTSODUjcKgKjgE2m0pLCxkKwkYJEHRmKUZhwSMxp6bxqtrMZFdQXBkgIpPKq433TXpOZMdI3mvnoigFNydQKM+U8BaWV5oiC7RGFTxU0TXX6JsbpnxpwC9nMlT4y4YM4ESW80tI9GQqY7U2OmjYVFUTaGxMEnpdTYMb2NvxSgDIa30cm7gtnruUO/54D+OmjuXoU4/gym9dzcrFfdSrAY1qs1TFjO2mse9Ru/O6o/ciCiM+e9g3+Nh3juef1zzAz7/6O0698INstvVkvnTUedQqjWYCMIk8oog5r9uGo/7fQWy/5+Zcf90jXHThTaxcPcwXzzmaHcaO53eBMpPzqsYxBd0iLZEtdnjssvlkdp80hSuefJglqwZptHy9kvSSUGb+RVyy+Xehs5WwFk3zxsFGE8lmuVw9WKfualR7nJL02QlBFGIz6jYWOG22U1lldIlGErcp5KBsOa5OZ46L2FxmYXUSYQiwisP1HlPKJAMvux5Jk2xKVDazNQyxLtPmQYDYEQSZgr7Zvijwh3VaAOA0TJoqBQ27Mi8M6SYnqTyBV4kJ2xxb+aUp9kOjw0QgTpBJzpjPgRQQ7K1Pq5KiojOSSNfm3EnzoVtrLvvNH0e1GwK/MGDOU51UMJMfGzrdJugUuYhDEBdhcJpL27LYLi5s/4cvqE1tp7isavqDwth8bZKObtdERUkZc2vHuvIk4dh2ZBjjrKlmEw8TS/S31uZ4R8iui5cGHonTFy2/v/xxX+w86yrRfZVFDzcIOFzXMZKmr9lGtSXPvMDUrSZxyemX8YM7z+H6S29hYOUgYyb3sHJxJgh38Pv246PnHc/Nv76diz71cx6/ez7dE7vY9627ccIOn+HUC09g6pYT+fJR51GrBk0/AiEEnu+y/zv25Kj/dxDFtiJ/uuRmvvO5K6kiiTsLfOqzR9Dj+nzpc1dSiGIavR4SKBY8dt1iCjvuNpW9p27GDhMmIoXgqqcfZ6jeQGgBylQ6oQHHDBASCjybHhIVu5Iuk5XZCt0ccUiNxnR1t3aIayyH4mc/LuHYFX1SxWWPq2yEIaXK0luBY8AmEkYoMRS2cRFDAssMz/wBE2Eli9LQrpijkrDyJBn4hR0iBbvkWqOSwBvWBJ0Cz6i+mM5vm/JJoyobSgXtIo0mZKyJtTmf8rF8kn3NyogoV+ANJQS0JCkKFrGmONAMLk6c/Tv2k+hR0LGwRQ/KEuk659AS6RLhm/uRAqQwjZJerj9VeYKggyaJk6gkRoz81VKkIBUXyIAJU84LoIWgMbaEPxCAI9LPJd/rotxWpMvOE3YaDXrPc/BWDJlUV4tTzk/d1C0d4yM6wTcUPPLO3g5kS/+fvoFR0lf/Ro2BGwQcnWPa+cDH382Nv7x1vXSVEusa24nMD6bPWRRGDK1ee4f0f4MtenopU7eewjU/uYkbL7uN8+88h9pwncFVQ4SNjBl2fZe7r7mfiz51KWBynkeffDh/+/Ud1CsNdjpgNg/d8jhR3Pzl6x7XyVs+/AaO+MD+LHh8MZee80fuv+0Z0+vhSKTr8tFPHsKs6WP5wimXISLFjrtNZ/u9N2enXaaz9czxzO3rY2JHOxM7O7hx/rOcd+ftLFiwBoTGKUjDZ2BX765m3MzVVOomRKmuNMtstzMAJdDDZsXuVJq/E9oBgTYppyTdBKBM1ZT2NXSE+AWzWvQ8s4oJQyc/4hq3GNNRbhBEjgEcLYgiB6UEwWCB2BXomul6d2rNjl/a6CjWwki+21V64BkSXElTppsn7E2EYKMWZYAytH1+hdUSt6pp9GRqtsnK3QlM46TbMFyDjIThgfId88rwFV4lzgCkoUyVVZTJ6wddbtpwlzjV2BPUek0qzK1B2G4AoD5GUB9TZNxDdRNZNBRBl4tyISrl0j/apMCcIFc2rUnfW9huZfHt4j32hT2eIeeVI+zIWvAqmkanSa1l7x9qYyTFNVlRQN6UK8GVyMiQ7t5QgHIl2vUMAOkMSM0PIuFSRDpOPOptw12NBQ+MrEr6YScINvLkoyrtro+NFiHkilM2GvH976aOu1/5jRxy/P5M2nwit//hLp68+5m1br/boTuy62E7sWLhSsJ6OOo2hXKBMZN7eOjvj3HvXx/a8A/qP8D2PnI3jvjwwXzlyHNxXIetdp1FUA9ZvayfNcuzsbP7HrUHn/7fk3j0tidZ8NhCFj+zjJO+czwf2+vLrFjcR1tXmU9d9GGmbD6Bb3zgIorlAkd97FD2OmInbrvqXq7+8U0sfPoF84OxI2qFI3nvp9/EO048kGt+cxebbzuZrXecxsJFfdz/xCL+uXgJ3e0lPvimPVhTrfHNe//Bo3NfwBs0zlP5poQ07NTEbQo6QhxP0dNlltoyR3IMVouEgUscSXQoIZSIhszSTrFxzrKRrUrBrCTjjhjZHjJxrJlY2OGbFXOoHCqBTxA5+G5MrMwPs7dUZTAopP8OI8cAiRbUBorm3JFAhAlRTvPwJrt8deqM1MjCOlFbrqoc3TSnXEaQb1bMqwU7detYk0xGrA0fUjNkc6NTonwI28wJ3ZrRzfKqisJA5ixkkBwgO29UtJ3qGhrdDg3LKRhl4aQfhKy6KoCOxRFRUTbxD07DpqDse0o6w5P3HLaTGx7WwnlomrrUtW1STPiVRrdIj5vI2DuBprjaSLo0uhycQOMPxYaIjzVONcqaCNta+DN7KuW3LEKEIehlPTISKrFJbYkgNGKOSmcOPbfKz8+MhyQaWU+ftD6d363AMRrvsZ58x7+lyKF0JPu8dXc233GGWUWEMfMfeZ5nHljAnH22Yuvdt+D+Gx7mvhseXq9j73zgdrzu7Xtx2Vm/o3/FwHpf03+CTdtmCmf96XOctOvpbPe6bdjpwO0YO7mXn33pV6xYuKpp2822nsyM7aYxY7vNmLn9dBY+tYRfnJnN/kBIjvjIQXzknHdTHarx55/8jesuvZWhAVNNIhxpO8mNk9nhdVvxrT98knlPLOGRu+fx8D0LeOTxpQzXGozfZSpfOO0IvJLHD665nVvnPZcrkTVpDdMJbpxKfas6u8xayHBYoL9eSp15YoPVIloLGhXfcBFKIKpOE18hG5kjT4jfuCdEFuMUNCa1DdLlmZVjLfaox5kzGQqLSDQ9xSpKCwYaJRq510MlqYcu1XqB+lABGhLZkGhX4w7JLJLIIYVTJ208FBqSoVI6Gelq37/KpdESna64aKu4YuNAvaFM0ytR5ZWBLZsVtvLMN6vmqGyAQ4aagk1BeRWFEyicmpngp91cNZIQKWGsHEFloktcNFGDcjMeJp1yaKuhZGgjCoeU14nK1rFDU7opaiOVPknABzLOI+GJnHoupWj/jMoijTaiouFEEh4kuR+xb47lVQzhnsqZAKUVzTIkYIA3Ltrih9wiXESKwqqaEVIMIwMaSaWV1uj+wSbgEOVsEqHqH7Cb6fT1tVrOoacz2tdlo0Uc6zsA6hUGj1dEHdfzXWZsN42tdpvFsw8+x9P3PrvBF9o9vouDj9uP33/nLxu877+zeb7LnwZ+SRzGPHP/fB68+VGEELzlpMP43kcv5p9/vm+d+48YLSkknRO6qA41iJMfS1JZJQR4rgnrhcRxJaWOIpWhjEhXPZ3gCGbuNZOzz347D8xdwvevvI3lQcU2hJmUiJaC+hgjM9K+2SCTOobo8OtNwJF2nAOu5SSG+svoSEAkM5CwJmsSpM56BdoivHbjncZ1D6eg0eY2KDkhSgsqcYFVDZMOi5RMoxxXKpQWBLGbgkto81KD9SJRLKnWfYJhH1mIUTUXb5WbzupITEtTCSXD3BwQQTb/W5Kq72pfo4XpYUEL3JrhUkzvCARdlofxwLdRWzIy1qkb5x3/f/bePNyyqrzz/6y19t5numPdGilGi1EKUAFRsEUbEtSIU4JKbKOxzagxP+MQk07SUX9kak2MmYwdTYyzQeKMgFHAMCnzLEWBUNRcdacz72Gt/uNdezi3CigQEZ/c93mq7r3n7LOnc877Xe/0/dZGO5CCvjjiqCO1lahjieYTkXzVagQ8rFFFhGRDzcIRYTE0KcOE/j5noIcCfmZYNgfYykR82hydoUGNsg9X+cmqpJFm6Ir0VQ4aeQQVT+QvpgCw2pwrWJMLLXon111tCFDOg0c+SW5UMVkPHqyctDoHvRTTS+TvQVJMpjutKAgO984XzjgnSMzNzi/sP9p4nCy25UU8TKrqQClLnkTweFK6qpI4ZdON97Hpxvse9z7mdy1IPURr7I8q4/hTZEmc8uvPeCe7t+xl0CuLllOrJvi5X/mZfYBjcuUEzzxrIzvu38UP73iI4bDywfEfzPaeNoV+81LLMtlOO7IUOnM9VJXnJ05wUcj919zHG9/wUV73xufxuQt+ib/54ne56NrbcYFMA8fjkExa9MwQ4z3EIAsZC4cE2pJazfygQZJp4jQgTgKUctTHhvTnvQfyxWk5r9FzrYLGQSsWWdtapGViTp24n1BlzGYtEhswtAF1Ix6u5yKsU1inSb2XtCjqJiW2hlBnZE4zVpP7rLXF1uUYbV0n0VJjCeaCYvI9X6k75bwIlU9tpWU+ygyUtAhXzj/oSUdZ0JMow0ai3JeMy2c7qwNOoZG6ST0WYNAxRItSXM8H+GykiMcg6khrrQ2EkqSxcygg7pFDpw7yEpGzTP4wYeFpISr2nVr5qtz5yEaLUy8AQpWRhxnk100lqvGbuRIU8tfptHw+T1EFfYkadOLKwUJ/23J9+nhKES46qSdVdNTTBgK85SmTNQw6tnJsf15lQd9JA0FcRhaADAWCgEXgD2A0zExJZ1mu/ZEXyUDIErNstDXcukfudFoKCo9U71j6mh+hKP6TmO94yrXjfv+bN3HKOSfxvYtv+kmfypNqW36wbeTvE898Ome88jTecup7ANBac8o5J3HimU9nYU+b6y+5mdWHruTlbzmHeqsuq8HM8dA9O7j/9i08tGk7ztoiiogiw/jMOBMrxpiYGWd8Zpzx6RbjK1rUx5o45zCB5t7bt3LVFT8QnQSrSOb7XPT56zjtlKdx3GFr4NrbsTVZGdrQodYN0Kb8MiSZfDFTq4sU0dMn1/NzB53MH11/KYGfl1ChxfnupypguFBWv65maUyJ5xprDPcBjbAi+lHTKTWdsZDUsd5zdVOp4WgctcCz2frnNI7Aa8M2whQHDJKgKLbjFK6VknYCVKyl5iJnLffZ5F1OvsXUig8rJG1RfsiwBI3yAj2jcNODRH4Zuowy8hpBbd4xnKpEHlox9IXu3Amr1TXRvBhkxf6ruiY6ddKtpED3fWeYr01VecJsONoW7bSoDupUjuf85Qd9ceg5BQl5yiop01NOC2hEXSf8YfthQq9S5DstPFiB70Arohon/9UWXaH7LhQmukiVQiUqcb5l2RNOZq1IVAsHiQBGyuhCSmupfUQhuaYHgO32KLis4ko7b971tD/weLxF78daMH8Y4HqyweMpOQD4tr//Fa7+0vfoLvbpLvToLfboLfbpdwb/JYrnU6sn+fvr/5y/fPM/sG3zTl7wmtOpt2pcf+kt3HblXQ97D4Iw4JCnH8zhGw9j/ZFrMWG+fFMM+zHt+S7tvV3a7T7t+T7thR7t+S5x5fN26otOYuNpG/jCP11BpxtzyIbVvO8f38g9D+ziHy+6ml5g6U46OtMpg7EhqjkgtZao1iN1FqPFUWdOMd9pcnBjhs++8A1MhDU2XvgBskoHi+0Kvbce+klgBS6yEFqCZkoYpdSjhLFazERtwJp6m4ZJ2Nh6iAeHM3SyGkOf09ramxq5FzlodeKINJPC+NrxdvG88cCRWMMwDbBO0U8CFttN0VQHsm4AqUIPtZeYHdVUz9Np1dV61ZQV5l0QB1zl3MrrIWagim3NgKJYnD+WjKmiGB30RieuzVCEmsJuPk2ejTjkIu3k6U6SMSEuzGrQXV/WKUC6y3RCkXpLxl1Rp9Gp756yjixSZL4c4FQJNkGvrFfIufiUXKAEaALpXktbI1lAtG+9zmtnS0FWp8LKG1X4tnTqCoXG3kpDc0/mr8GWnWdxho5lwFENs5LGXWuZq7HIY56+XQ0T8Bo3I5Yk+5eSrTrvh3P8S7fZXwTySKDxaO25S/b3RAPHT50C4Iq1U6w5fDWtiQbNyab8nGjSGK8XbXLVXusq54xzjmFvSG+xT3exT7/d97/36LcHAkLtAfEg3u+xf9KmtebPLvkD+t0BW36wja2btnPFF66ht7ivrvL+rKh3VD+Q+crM5GG6kSK531aFIc5ammN1Egu16THO+9UXcsfNDzBz6AznvPxZBPUAHRnCwKBrmiDQhEYTGEOoNaHWBNqQ2owP/+ASPnrX95nQk/zbWW/gI3ddw28d/zxefdkneai96E/P4azCDQwqliEKFzlUPWNqxWh79kETiwTeozSDmJpJi7/va8+QWY3RlkZQJuTzyGcxrkk3V2Jo1BOmm31qJi2AI7dOXGP34hiZj4KSXiiRkGfyNV1dcG8BkuoJkNkTjU+ZiB56DgZmUJGnTSm0R2yUv5aRVJ0UzynAI6uL07VhpRZQSZ/lBffaYgkeQEH9bo0qfs8iTWe9ken0SQGGki5dFTrwWV14w/KIJVooO86CHhJtVqIIvUTeN1qQdJ7xBXQbyLZZTaK1tMk+HWqF+JYt71UOGjltflABjmKmxN93gObuDNOXxgHlhbaUA91L0INypsk2o1K1MU9NJSmqP9z/VLlnnH5M3VWPZAea5nqc+3oiweOnbnJ8dsc8szvmH33Dh7F6s0bTg01zvE5zosmaw1bRHG/Q8H9H9TJ+rjVr3HrFnXzvGzc+Eaf/uO24047iFW97Cc886wT2bp9j7eGr2Xj6Mfy3Vz1HALAjUVe/PaDX9qDY7tNvD5jdMc9d195T7qw6ueqHjXIqBQU4a2lNNDn+tCM58XnHcNLzjuGwYw/ioft28Ydv+Cj//IFv8JyzN7J29QS/+/ZPMxtRqLv1V2qSMYhXWKEdAVQjw0QZ5xy6gV884jQ+ntzJx85+DRfddzufvf5OXnrw03na+Aq2dsuOOaUd1DPxO8YxsbKL0ZZVrS5qCQtg7OsV/YEUwS2KJDPM9Ro4YKI+LIDDOoXRlk5cYxCHRQTR69WYbvb3AY3EGkKT0awPsVbTH4aowOIyM7KdM65I2QCoTHl6+dFzLabQfadQ2C5X4s4XiYu6SVQ+p5QinhLwyKqdQ6k4bacUCldJLymMlfmInCRRWUcW6HKy2wOfTJo72oeI9kjVCondcPRndfXvjDj9R6JFdQaG0wozgNTtq9+R+gn8qmxwfu1AMYmfswnYkKKVN56S/erEkbYkYggGZdfVQitg+h5RLnSBRqUWG2mcCmX6PK93BBqQ5pACPJbUAvcnBauUYrSC9Qi2v6nxYkcPE3lUU1Y/wrzHk5WyekpGHD8JO/PVp7P+qLV87k+/9KQW5qdWT/LC889gZt00d127ieu+fiNjU03qY3UPdA2a43X/0wNf8XiDxlidxlidI595BF/9yKV84YNCinj6y07hnf/06/QW+3QWenT9v85Cj2EvZsNJh3HYcev5wY33c+t37+bWa+7l7us28cY/+nn+2ytO4VdfcAFDEzC+YoxX/coL6DnLFbfcz/0P7mE4oemu18VqMm05sobFBY4VUxFXvvLXuWnndh4azPF/7rmQifqQ3znmVTTNOF/beiPXb59lW7uPMZYwSlFKUkcrWhJVzdTLdIF1itgGzA0aWKcKEJjvNLCZLuor8v23aO04bHquiDi6SUR3GNEbRCT9EB1lrJzqUA9SBqkU67Vy9IYRSWZIU02WGrJE44ZGZkt8DUYP1UixVCdKIg9PLa9SKZgrQCVSCDdD/D/ZJh6XVlehhnckk3L+gadBkTkShemL47YBlchAnKVT0pwQ9EpKkaLoTSVlBIVsbFqX92s4oeke7GhuL69FpzLUZwOZx3HGkU1555No6tuDgtbdqbJoLvdAfopehysioWhBoYe+7df7mOF0JTOwn7ReQZzpO9Rqs55FIJA23dyCyvGLCXwEXKc3yQlJAd2/L4ktSCllcl1JAd3KYKGKU1RvAMMY15XPoGo1JW2Va9zkAmnJozjlA6l9HCAH1X6zB4/h2D8qgPzUpap+Unbqi55BGqfc9O3bn5TjvfnP/wdzO+b5zmf/80eKsABm1k3zl1e+jy/8ny/zjY9fzm/+1RtZ2L3AZZ/6Lq3JFmNTLVqTDVqTLZoTDR64ayt333A/SZzKlyMMOe3s4/ntv/ufXPaZq/jEBy4Wb1yLcFFIs1Xj2eecwKHHH0Q7S7nips3ckcyTjMNwptS8yBqW/3jNm7i/s5ffveXTjDe6BNpy3GSDs1b/N9bVN3D0+Hoya7lrYTt3Lmznq1tu5YGeCFfNtHrs7TY5emZ3cW3WKW66+3AAlCc1DPz0eJZpjLGYwDsG/3FeOSHg0/czG1mmSBZr6EZKVE+ZbPWZXWwSRRmhycicwlpNPJR6R9YPRkkTc0ZdO1rsLgf5Si4mE0PO7LtUUhe8I6x7AGi6UvI2kVSYGUjNoboyN0PZr8pG+afMcDRlk1t+rLzWkPpUkU5hOFlZXXt1w2QMkjFXMCCnM4nsM5YdhXOmKP7naS14eOAIulLs1mlZvE4bqih8V4Eja5T1nqXRUF5ncYFothSP98rakEp9LcRnc6vgkXNa7UOG6DuvVGpRXhtedfuwhNvKLiyy1B4WPB5LGuoxOPnHCyAuTUda9R8rkCwDxwFaVI/4hXe8lM9ccNGTcrzX/+/z+OR7/+3RNzxAO/c3fpYzXnEa7znn/fz11Rfw7c9exVc/ctm+xXSly7qHD9HrrRpf3PYR3v+LH+a2a+5l3YY1bL5zmwjpeAlUjMGON6ivGuc5LziG9U9fwxwxl23ezObZOR95OA6bnGJbbS9DlzE5Kd/mlWNdZupdrFMMshBtD+Lg8AjOWH0kx69Yy2sv/xgAQZAx6EcF71Q8X0P3xWnZ0GGnklLkLcpwVhXAMZgthwxUPcOEFqUtSScqGHLRDt1IUUZqLCbIiKKMLNNFfcM6RdYLpL5h1SihYqI8cWPpRKtmQycT5X72I1gw4uT8LooZi5qknHKn6bTzoYtcmQAAIABJREFUcyKybd7Km6eGnIH6biSl5ZxvdZXfsyX6GTJXIo8FfenekmOV29mQQsUxa/jp96p2ec1RsBgjxw26ugAPnZbXLtK3Uhep0rfkzj3oyXVnNQHFtAF5K21WK2styvOIyR+M3F+7n6S6CFr584kFWPPtVt2SFFGMNB5kHnRtkabSQz8YWKUciRNUp1JP1Bo7t++irmDQrQLS46lfVAcIH8axj8xpHQh4PEGsuj91NY6flMWDmFqj9ugbPkG2XxWyx2n1Zo3XvueV/Mn5HwLgq39/Ca9+18t55W+9mEv+5XIu/eSVzG6fk42dFdIlkLyts/QXUr75z5dz/rtexjs2rGHYj9m1ZZbPfOhibrj8bnISOB0nxO0+V2ybF6bSZ63h9DOO5NxnHkeKw9Zhlh5b+9PszPayfTBPx3aZ7TWY7TVE+txkaDVPoB7kjsU6r3naszhqfA13z+8mTQxJN4REEyyWGtW5CFTVbCKDb6k1JL0Q0y69lusb0tq+tBxYhZuLcE7h6hlqDJKkrAWMHiBHKCeRRmghlH2j8ISfqlIjcEWRHAS8skaK21Xz0QJFqg3yDqayEG1rDu11NNJmudoOBqPpobzWUVjFyZaKe/J42pDfl9YtrJFhxHyWI5tIUalGTcS4xUho6vdjLpDhzJzrsdrCKyqEvn5j5T3TiaTm8u2Ejt8VBf/qZeTU9iNvQTgKJFCmBlM0LrDCNxZKx1bYEeDdfVLIzJ1p8TqdyLCgjpHByUCTBZGAh81wNYMaZtCIRHZgoSPhaxigZ1Zg987u936MDO5VaxQHapWaRw4QS537AU2kP8w+f1y2DBxLbNAdUG/VGXQHj77xU8he/e6XM7djnn5nwNTqSb79mf/kW5+6kmNOPZIXv/ksPnH3h3j/qz/IdV+/UT6g+/lgfeKPv8DLfuNnueQTV7B35yLP/4Xn8Cv/+1W84T0pn//rb3L1N26WldYwRvUHsmj8nuXS3pC4pYocdnB4xEHrxlg/PcOphxzKqpZ4rchoLt91C/e0t/H2Y87l7LUncOfiffzz/V+mo7ahdQDakYZWuKxgxLEoB2ohxE3l+REll5EpzEJQrIadkdeZxIwMqaUTGSouaxbEmqxvROQpLEMHrRxZqlF+0M+FoEKLCixKgdUO1wskGkgo96eg0DoPrQCOA7sqhr2hnwdZ4ggVoisCYGXlrjxFiU0YvSZvsnIXbfd8QC4XnxJtjnLb/F6UN1F+DGe8ENOKVFpTaxZyoG2lRcpPdUQVMb/G6pS8GYzS4udzFvkqH8Tx61gVAl45jczS88mHKm0FPJz2HGDKjdyv3Gzd7sM8kEzI68MFRWedobXLt12PG3TiyDwle9DP/ByKEuVGEPBIMiFJrEcFW7DSGr16JXaXp/+xdp9OzpHW2arjfjxF7pwyPf9pM6mX59/bA9nnj3neYzlVtcQ2Pu9Y6q06119y84/1OCYwvOXDb+LDv/l/n5D9vfK3X8JpL34W02unWLFumrGpJgu7F5ndMU9nrsuaw1fxm6f8Lt0FX/xbSlPCfgpzxqCU4rkvP5Xz33Uu9UbEt79wLe2FnnR3dWN63QGDxLH7qBXMmZTh4pDZsZThRLnf4Yx8gMNx+O3TT+LyXTfyf097C6+56gO0oh2ATJzv7UvbTZoZMqvo9mvEs3XCuUokUZmBAEbmKqpkgkXKZOkwb+GAvJRt5FDNFG0cWlvqjbiodaS76wJOjQxVy1DGFR2cdmjAg5vpSjuxrftaT2jRtUwa2nxLr3PihPVAWHkLgj4F6ZgtV9tWHlNepz1c1IRtn7LRJbOsyvLJc9Eezy1PUcXjMnsRDMpUVW42LIvOCyckmPmAbCqVtugKaOQ3THUlVVikknyU5EJLMBcUnFb5+1P+wT5RIlBQhEC1VuKBw/goyCwBjep+8nuHpLfyVOBI40IqdaLWNkfNS/Iq6+c/LAIevVQiDqDIfzoncx+DCu28UpLi6g/KmkelgeYROa0OxNEvrXdU97OEBXd/9EIHut+Rpw4APJZrHI/BwijgNe95BZ9634U/vmPUQt78Z6/jS39zMdvv2/ljOYYJDFOrJ5lZJ0Cy+eYfjmh75PZoxbMcQABOPvsEnnXWRprVjq68y8t3dzXG6tQaEfEgodeP6fdjev2Y797+Qz58+bW85aWnsz3pcM7Gozn/qk/SbA05ZuUu2rHUJxbjGp1BjSQxDPc2UJnXNbeVAbWgTFspS2WymxI4gkrqw6qRriNrKKKBrGVRrRQXa3Q9ozUmkWaaGgY7WpCpYihR1zPqDfGSSRxISi0Vhl+dekVEv50xtihopIlf0WYKvRBKEfwRwEPFAhrirKE2rwoep9zpCldWZXXv/N9LagNR20+iV+6LdGspbA0GM64Q6MpZiIubGFl5MNYEC6bYZzpuJUpSrgQOf2Dhu8rrPJSg7gcgnRG5YRWr4r0bmVj35581XBGh7NMCnC/mc9CAEeBQViIkmX2R6zeJKxoFVCbT9NFCLMXzqjnfZZU5KZTnc2M555sHlGrd41GBI7fH4OQL8HgE+vQDLpo/znmP5RrHY7AkTgmj/XEk/OimteboU57G2a8/k8/92b+zZ+vD5E2fAMvSjL3bZtm7rTzGhpMO57jnHMV//vv3CgbiR/sAuTQtqBhuuORmbrjk5iISKUzrcqhQaVRgqB+0ksZUi2jtBD/3smexbqLB1L0JalfMd264m/NO2sivNU7nH+auw0w+k4ZN2DIQ2pUkMQxnGyPpEdvIyBpZWeRWrhjQszXZznR0Wax2EC7qESba4QqhwCiAxw/suZ58DWxH0+6EqKYAiULSMVmgcKnGmMRre2gZEMzTWcqRNX3kEtoim1Krpdh8jsIpMIqsmaGGMkyoh6oAj6CjSRtOCvFOQEOI/gQ0lK8n5C7AhVJ0TsYqdYDiTVNFgT4eFznbnDDQKTlfW6uATP4RMGDaButnc/RiIEACpJMZpm3QCYQL2lO1eyCIpEhvBmoklZSz6laL1CPzK7EaaS7IzyfwHWVxHllW/F7Q1VhPLpmDRtGynEchVj4fOStw2oTUiSyvGUJ9XmQe46mo1H7XivqegaSuTE7WVUP1K+FUJQpRkxO4hcVHZ7J4nPUGpdVo5PFI9mhRzY+h5rEMHPux7kKX1mSzSOv8KLbmsFWc/LMnseawVdjMcs/1m/mn93z6J1JD+bUP/BImNLzpT36RzTf/kCv+7Rr+86LrDpjGvgCZpeplShff2+Oes0GikpkJxiabNKeaHP309XziX79LAMT9lOOiKX7/A1/hY+/9RV7ZPp7D1k7x5U138e4rLqGxukeytYWqOENbk6jAhBbVSIgi78xSTZoEZL5lNCMgA0xPE3RkRVubp9ARr+1VDKcdNl8NIyed58nzlmLXCQg6hpxwMPM5/qQTUcym+/Zc1/JtncYSRHmfrCMIrBA9ognCjDQxMiTeSLFpCEr8oRmqIvUS9NVIy6kZyHO2hhTNK5anh4JeOYPhArkG0/OBjL+FadNPn6eejdcK7UhWg2RaHEoVdHVPFy8uGg5y/XbKFb7OKilB5esZS4vqqrwWZaU+ko3JeSo8s20KYd5262s0zkDY1mAhmfIt2G0/61JpC5YnGKFPKbmxZGGgFpRI+CLXPJgy1OczdCzgkjZlvwPqAh5Aka/LF5FpBrXKMEl/gJqcQEFBw/647WGcutIKx8NLxC5tt31EWwoeP6L07DJw7Mduu/IuTnz+07nmq49MZ74/a443OOmFx3P0KRtQSrHzh7u4/pKb99HVeLLt8I2Hcuhx6/kfR7wFpRWnnHMSZ553Om+64Hyu+tL3+NCvfbSkYH80sxkOU3Z65B/ILON17zqXxfke92/ayUMPzTFILfdv3sXBB6/gbb9+NimOZiOkNVmn0xmwYe0Kts+1sV1HfVfAcDgmu/Sa4aqykkyHBlxAGPbpzTeojVe86aBMrpuBOJWwVxIGJmMKNYD6HumuGcw4v7rM0xeq0DQHcYLGp8DCeU065nAR5WxHaHER1MbkHMIwQykn3VpOEZrM3xJNmuqim8pZBZHFxRp8d1JBjqh8wbkmbc05E2/alC+qykr6kcJ8RVynDosM0KV+FkIPFIGlWLHbwKeqnFCOVGsCrgqmec9wVcGq2nXm5Lxs5ErKlUQVCpB5wT6rUbQy29DPogwUtZ2G4aoMO55iJySysZGf/RhAGpbvuXIQzfkOQFOeTrToGYeNgGo8bT2r7yhwuUDOw2mvwBg7AY9JQ9grHWnQl/TaYHUdLNR39IQd1yhQCjs1hpnvUC0AqZbU5DQePB4Lt9QBdmBJ5PEIu1ySMVBBMBp9PAIooQOJah4HgCzXOPZj2mje8U+/wafef+HD1iC00dQaEbVGxLqnreHEFxxPY6xOv93n5u/cwaYb7ntKUcO//aO/xq4H9/Dp//+LI4/XGhF/+IV3MOzH/Onr/pr00SZjK5avdopVTxjyr7f9Be/5hQ+x46F5fuGdLyUIDNsfmuWMn9nIxpMP46r/3MTcfJfF7pC5ZMhiu88eYu7dPcvOqVimqcdlXgMEOFy6xHlph5kLCfoQz+TTdRJphAtSzzBDWHFnLCI/HnySlsYaxWBGJFSHUw4XFi+Xgm8FPMxQFWmceKXk/lXNUvdgYa1Ca4fWrphAh5JAMbWawSDEWS1BhZWU14gWSaYKgMrbW9Om7Cdvx4VymHCky8xS8F7Z0JFOWlyt4gRi39Lcl9fmYlTCGeWKfVBdqVfb0KrtTx5E8uFG/P3K51DyWoVOyntWyMT614Ydub7BSkk1pS2La8r56sWAoKOknRbPaaVdcTol8zCFCJW0G0uqzYVIqq+Kb0YijqCnCDp+gNKfe04DE/Zs0UAgl+k7qayjsaVd1DhcFPjz9IJoSYrzcthqEOMGQ+ziYklXciDzHY/BHksn1AFHIfCIwLFc43iMZjPL3/7Wxzj79c9nxbppbDb6xiulsJll2I+J+zE7H9jNV/7um/Q7T90W3sOPP3Qf6naAYT/mvT//f/iDz/8Of/D5t3PBa/9KpskPwPIPs4oiUIpaM2Jq1QQ77t2BA2rO8uk/+xqfvfVPufCj3+ED7/os/Tzc9xQQZqJG/cgpDls1wcbJJs2Dm8w0G0xONVjRbFALA37vW5cR5zxbVtJHYVd5zW1DMi4+rr5HBJHqcxmNnfJexESFQlxtLmOwwlCbg+EKcVLJmICHAvCkgWSKrObI6pK3twZQjhUHLRCn1a+Mn6o2GbrCf5VHHcOhBw0nXVUuUwIafjXvAjlu3l6rPGHgSMHXHy6NHCry+X/PKJun4FASoTjlisl61wnQscbWHImpTHgHst9szBbOMvC1INFDL3M+yjI6W5H/Wil6m37OGFymj6rHMkPPUeUFNGxewLeSekqRYwgzruxDJxAtQOwn3KvgltdLcnqS3FQCAQoblCJgGD9gCMWiQyc+xea3SZoak2SVYUYfeWpF77AJGg91IfCMukA23cTM9UTjY8nCUI+P4foDr4+S7b899ylmjxbRPJwtA8fDWL8z4Kv/cOlP+jSeMPvT1/01H7zivcztmOc/Pv3dkeeSOOX9r/5Lfv8zv80fXfhO3nfeB0mG+9eI35/lFAzHn3o82+7bhY0TVKNehPVjk02mV43zlt8/l4mJOpMrx5mcGWdy5RhRLWRhvsf8Qp+5Xp+9vQGd3R12zA2556FdvPWlp7Om1mKrb4OMFiXvH3aFRE9ZAYzeWkXYcbR2pETzo62UZuho3raVdP0MWb1ZaHHLRLEiw2FiVehL2MBh/NI1beURjYBB5LU94jTAGKljaL3/b56zahQ0qmkUjeSplqznXFleECfvoyVnpLCdaidFdVuunvNrAQEMYGS2JGtlcihbPuaUAz/jkU5Y9FAJtXrFqWo/GFkMX2pXZOpyvZH83piBDCqqtDyXHNB1Im28+yvkh/PaNwjse01yPwRgNXK8kXZfbyaWxzMPinkHl0oUhFZaiP1EpE7ylFk5fxK3NGFv9LyU8+qOtUoruK6Ax6IsTFScCIBoBRhUvYaLE2kecU7mnqrDgUvtALz2Y527eEy1DyCXkX4sKatl4PgvYjt+uIvfe9EF/MW3/oh+Z8DVX/7+yPNpknLB+R/i9z71Ni742u9x8+W3Mz49xth0i7GpMcammsXfrckm//D2f+HST1wOgMpSznvnufzCO17Gh9/6MfTEON2TDyU67WB2v+Zo/uErV6MnA+57aC/dG+9nYccc87sXWZgTnRWikJwGJTzpcNavniRZU+fOLbt57ekncdDuGt378Y7FFql3p1XRrVOdZdCdshMmAuKpGi5NCbbspskqoInOFDZQDFYoTKXGkNX8lLEv5LpAuqUU0BtENOtxQaC4P8ujjcz/dNbXNZykpTBOprKX+gtVcYp5m27+w3ggyGsVtRI88ohAuKEM8ZTdJ12DQuoqS45HLGm8ojnAp7yysQwV6yKFplIlkrh+pa8Tf16BT1HF4ox1wkiXkjD6+nP2OuZUGhZVickoyprSiGmpY6hRAluhbq+k7lQmkShKYU2po55T1zvjSIVYmWhB0a/J+QV9h3KKtF7yelVpXLrrG5jYUds7pJjnANKpBsF8HxeFQgGTRx+hXKDLdT4AZx/B8T9CNPJ46w+wf7B5TGDyKLYMHP+F7MG7HuIPz/0zLvjG79PvDLjpP24beT5LM/7kdX/Nee98Gc3xBnu3z/HAnQ/RmevQme8x7A154/tfy7oNa3nV//dzXPqJy1l7xGre/S9vJUsz3vrc/8XubfP0zzqBhcNCPnfVLfzyLz2b+bkBF952B+a2Ic2FlIN3d1m7dprjTz+G1QevQNe80LRS9LVh6455Dj50hrGOpTfbZ03bsGUhwxpx9pD7xjItUWs7wo4lmh2gskz0FYYxarelAX7VJ2R39T0xzkRkkcw5xOOqcNzF5LWXiVWZQhlHGKXYTNPp1kE5jB8YjK0hCigK45n3lMNhKMN/IEqHVa8d2II8UP52uMoEerVDSGf7YgxWVuI2UPuUIXTsI4QwH0Z0KN/tVSgu5q/xTVIqk5QTQDbhU12hK6bOi3SVzmsBUiNSSR4RKL+fkoDRhr7Tyx8yq7EPr1fVqpKzVQnaXKcjq8u8ifbT9Dor91dlztUxEAl4LIWh/FyG07maoC98RxAtQhwqDx6V98GLVw1nal7nnaK2MQIeUETYqhah0gy72C5a111caqUX9jCF9B8FMB7J9heJHMi8yP5suTj+X9A2Pu9Y/ujCd/LHr/wL7rzmnkd/gbfmeIMv7vk4QRjQ7w745se/zQtf+zw+/xdf5qIPXwzGoKcmWTz9cDprDcMV0D84ZV1rnPOO2UiYGIJF6N3bZu8tW9m+ZZZd2xewmSWIApoTNWjVSCdrtNt9fuX8Mzjs8JV88+u3cOVV95CFvrsmkJ/xeOl8Zc7BYfqW+taOSN/mAj0VsysncaEhHY/or4qESrylSFriQJKWTwtpP+hmHLWV/fL1WTlHopSQMlZXwkliipRUlmpsbCTCUEBoCetp8dq4F8LQlANtmcL0dTG3UTxuVcHPJO3DS96YCgYl4xa9cogCAt/ppbWj166NAsdAo5ww8gYdkbq1gSNeITMOykqEoweSSsrvCZTMvXqoilSaspI+NH1H5vmxskiK8CaWfUmHk/PpQAEnM1CoRK43r+3kvFx5i3Ey5kZoTPJzyNUD81pHXlvJ/7bGFR1mKqVAo5ziRSWKaKFMs0WLeVNEJXpNHWldYRII+kLDHi149t1eIouUQSLhkLWSuqpaDiDy4dh37sO6fSKOHxdw5FZwYj3KcZYnx5dtHzvlnGfwe596Gzf9x238+99czB1X3X3Ar21ONPmZ1z+fc375hVx/2a3cd+sWLIosCLCNOqlSPHhEyPWdnSTjjnRCnNHMeJ2XHn4sN2zdxpZrZ4vvy8mtVfzFW84ligyZFqe0Z67DW//48/zZu1/JkYev4orL7+LLX7qBzQ/s8VPTmrShi4gjH6QLO1kBHKo/xPXLhgUVBLiJljCeNkIGaxrEYwZnYDCtyeqyGnWBn+T2ZIV6IkFrV/BZZaku9Mvz2oUy4qBtJikqpRy2X67ugrEEpYXrylQ02gedmixUh4Z8piRc1CPpKmUryoP4yWwqNQv8qrzmSKYzwumBnG9gC0GsLNP0F+plZ1qiHh040tGpbjm4ojYn+7CeHj6fRcnBI56ELJLoI14tOzDtkpY9HSuvX1lF0PZ08v28M0uec9p3VwUU7wWUKT3Ty+tQ5XN5V5ZEPI50TNJ6VBoJbN0V+wvahrDtwcPL3+YsA0G/UmhHVA3DTqntXt/h6XusFfAIyhTmyIJlGD8yeGT7Ou8nUz8c2O9cxzJwLNt+rTFW52ff+AJe8dYX02sP+NLffIPLP381yTBhfMUYB21Yy0Eb1rBuwxoOetpa+blhLRMzY+x8YA/bN++gs9DHRAEmDDBRgB5rYALDqiNWsCft8efXfJfv7XqIs485gj957jncsPdBjplcw3hY4/Kt9/PgwjxvPPZk/uRjl3HljZuZO1baYD/95lfzuTtv45ZdO3jlumOxvYzzzjiR7dvn+cMPfpXZ+R42lFTNcFImowFq7YzWvYuSd+72ZXAr/xIaA2GAa9RwxhCvkaR3f2VI2lAMpxTDaUgmLTayULeYeorzKSSlIYxSkkRyWs6Cy3x7baYgcMKgC54E0aGbKVo7xloDlHIkmSkK5iARStIPJXWVO/KuRlUWrkuBI3eAI+YkRZUdPMCEGVo7wgpx41LgCOYCbOSI5rTULJSw1mZ1EeVSToAjP0ze8aWsouZ9Sa7WByXxodNCJin32xGM523VkspL5yMhccy7nHLqkVhqS6LyR7mvZnmJNnKYviqAQtl8zsUVE+r5ueZAmDXL+6Qyn8ZT4MISvMJFQ9CVY0eLTjRO/P5ybXNTcGo5zFA60sJ2QpDX0/aRLlDF4yq1qPk2bqyJWmhj253RYVrYN+r4SQAHjIDHcjvusu3X+p0BX/7bb/KVv7uEU1/0DF75tpfw6x98A9rncLdt3smO+3ay7b6d3HHND/jWp65k2+Yd7HlotphR0ePjAKh6HTXeIlkzSdYMaB9R4wUvOZYP/syL6aQxjSDgNy7/Erd07kdrxyGtKZ636mhOXHEQ53/nU/xgcpb6ubFMZ1vFBTd8h7/77y/jhZ/5OItBzNfuuIvVM+NsXL+GvdOObtPgNMRToown+RSIuop0qk64c18BnpyhUA0TqCtMXwR8dBYw3WpyxskbeMHJRzIxVuevvn81Vy5sBsB2Q05ctZaxKOTa+ftG56sqg4c4V/6tHWYsYXqiV/qGJbJ3aeq3Tas79J1Vvqirs3I1P8J6uyR1k7fk2m4ILcCDhlZO9EXyFJsDNZB0WLCkGG16Qk9u+pqsaWWyO9/EyEBhbV4VtRGQAnXaQAgY604ANxK+rlxTRfmuM6UcekI8sJuVfFJWd+ihlrfGlFxaOZdXXuTWibQi28DPtyhJg+X66Ao5p5zDy9akQJ6n0wqqk+ola9FLyc9DpULPoj2xYpGaq4DGyPvXCoq0qRl4HXNvthZ4ynYlXnZqHKzFTYxJvb4KHnKTDqjD6sdmORvvAdpyxLFsI7Zy/QqG/Zj2bOeAttfj49J62KhjD16FjQKyZkBvTUhvtcauVJx+/OFctesBujaGmiWop5hAVsWFQwNajSH9YcSgE4FTXPKyN/Hub1/CimGd15x4AjOtJr/xma/QSWPiFZ6GoiO8Tnmb5dg2S9TOCBfK1aDqx5BlKN827MIAahGrnraS5571dJ571nEcefgqrr3jAS7dtJkkcrz9rDO4b3GWf7jtOs47+gTO3XAM125/iDdcfKG0eTpQ07FoewQOIotppmjlMIHFORhvDlHKkfnVdT4DYq048jzySLqROBgHKtGYtlC46KGnCPFMtpDzQ1VW0X6GIm1Z7zClqyqcknRVLUpJUkMSB6SdEKwiWDCyws+qLbX+Rygpr7S6Uve/RnNaRJmyygyFB7pk0sk5GIceTyR151+ojS3bkv0wpN0jNL85Ky7gCS3lvPLj5NdcMJ1U60mTrnisaGGGMi0FhWb5CCtAAM5TyAcLpqgnmViO39wpi5DA1zokfVbeDzOspNqyvBMLTD9DJyIYZUOhb1dJJgqDuZ/NLKo/lElzawU8lg4LVkDkSY88KrYccSzbAdtjJl7MMmmnTVPMbAdWCGVIbU6TNBSJgituu494SlawWEMWWEyQEfp/qQeP1WMddqsW1iribsSqZouduzos9vs8+2UH88aPXUgnjUkmrDgG40jHIFyU1XDkp4HThgZCksmQrKYxQ0t9Zx/dTzjs0GnOeNGJPPfs41m1dpJrrtrEFz53LTfc/AALEwobKvqrFN/6wb2c/+wT+eCZL+ar99/Nr1z8Jd5x6vNQicJ0/exBr+71KYR+JAcNgFqUkmbap6aQmoP2NQcDQwKSxJDGOd0txU9n8DMermw5zh1jVY0QCjXB/LUqkdbZZL4O2jEMLSayZG1pE807t7KmQy+okW4vZYEEjGciziLKyGJQdfBg+kLrXkxiLyqwmnTSYrshZjyRwETbouYTBBbnRBc+XuWEtp4y3UXgCqZja8DkC/j9gIbOBFjza88HIquzIPmUfD6fUw4BuoKePh3PCNoGjLQi2xAGqWJs6/5X/2Zoi4YAFLhAoXw6yxlFZuRigm6yb/oqf88aNTST2PkFKVT7Gocs4vOUkYDHE6Wf8UTbMnAs249kttdDxYF8AazDDIaYeg2dTgB14q4hWlAMZgxpA4ZrMlymiu6kKMho1mLWtRbppZFocPRCmkFI04Ts6fYY6wdMtRrMdvu4QFTl8kEyp6SgjJOIA8AaRTxm0Jl0Lx174npe8KwjOfPUIwlCw9XfuoN//MDF3H7XNlKtcKEmqxmCocEljjgLmKm1uH3rLs789MfImgkbWisZr4u3yVqWoKNvztCvAAAgAElEQVQxA0XakPMRMUCHtYrpcSmadgay/f6EHtPUkKVGcv/gHRveGQlVhg1Ae89uK1oc+XVmNYpJ6tE3Bem0ShVkhmzgFQu1HCsf6IunLdGCHiFQLJxuUBIp2kiikKAvmuFOe/AY5IXr0agAoNUakKSmYAfOGwLqUcIgDnEFA7CnUtEi+FQqKJYDmTko2EiuPT9HuQ8CHjlVvss7nyt1IZ1WiQ/lQ2PahswTVGYti0pUEUWlTUd9r7TmVluIlXPYSEn0kYMHVVBXozK01Te+SgyqlIBH2ipadsmykq5kiT0VwWMZOJbtRzaXpqA0yllckqC0xuyap84UytaAgNQLDLHTMFwNiRdB6gONRgwtuHfHKrKBfCTXNsdZiAdkExkuCXhw7zyXvvNNvO/r3+bf77iLAHEk0bzGDGQAMOhbGTwzmmcdfwhnnnokzz/5SNrdAVdet4n//cGvcf/NWwkGCStWjnPMSYewZu0Ua9ZPwWQ5DGCdY4vtMjAZR649kX/ddQMLcZ9VjRaHTkzy4OJCMazmAocNS6qP3JRyjDcGdAY1rFVYq7FWEQX56nLpTUQK7Lmj0jzs3EO106dg9C2GB0vqkmK/IJPiToFx2MlUHu8ExJMyNR4MvKyq9cf1nUg2lIL0PjUVDbYGWSjRSzLmxHH7WlNuaWqIIt9ZZSyDOCzAJJtOMbOh79yS8861NFwA2RJAzAGzGlnkr7UtS9ay0j5c0UIXWn2FxhXzHkWnWN/Tw0e2HEzMpFi/eAQ0d2gae2x5fzMl4BH6FJ/yYGIUJrYj1501A0wv9WBiIctwdYmwVCz8+G6sKfWOCnj8tNgycCzbE2POYvsDsA49CQzBbIlp7m1Qm27RHK8xmAlZOMLALkPW0GRdgx0TyvHbeuuxczVpRQW2tNv8cGGe3z7pDP7m6mv4xh33cNJBa+l1Y8k5pwo6XmcigzEMz32ORBXPfcYRbNkxx+XX38vffv5KVq0Yp9GIePGLT2TyFacw0awTBoZGM2RysslNtz7Iey/8DmYxLR2tUWQh/PIvn8GKsMmexQH/fN0NfOlVr+N7Wx7iw5dfw6a9eyXaqZUeQ2tHkukCIKIgJU4DYaXQjtTqoitL5N6llbcgcszTKiDFcV8DyOqumJR2Rq45y+k7fBtvzvnkiuEKv3r3dCFVM3MVAa/AkTYgTAQsCoBw/vhLQC5tlTMdTkOyzocmA2kpJrQs7m1hGtKRFscBLlO0xgc+bQUmyMgCLec8zFNIqtDwcApcLe+W8lFJxZaCZw6cti7Rg2i3y/XkfFXKNxnktDLFTEwk90klugAkF8BwCuqzFQBXkPkBVIN/fcIoaFQikaxmMAMnoDFW4cuHcuWgNWqshet0ZVgwy34qoo7l4viyPfGmDSoMUFGECgLUWItszRTpWERnfcRwUpM2IWtIv38+pGV60uqZTIgjmF7Z5Cvnv44/+PJlPHPlOt5w5rM45/0fY7E3LB2shYOTOhd94M3ctmkbV3xvE1feuJndcx1WrRnnt37xTE542jpmJprsmG2zbfs82x+YZev2ebZum2P7XJtffdOZpDh+7++/RtZJ0alIjDqtCA9p8rqXnMxfXX411kCzFvK600/iFScez0v+6RNkyhUtqKqZEtRSgsDSqMX0hxHOKaxVhGHGeENmSgaxLG/b3boMCILQrDt80UKAIGxLOixf3aat0dRJ2pJOoCodeq75XUiuVoEooygUFBFTDiieb0pnnknXg1PhkCscU/nKPV2dYGoZNvU8XFYVcroEFoxDB6ORWFQvnZ9zEPdD9K4aQd+35mZlaqzaRWYGqog4itcrim6utOnK66as5UClAG9H/PpIBFWtE+U8XDpVTN4r7Lk5hXvVTOKkO62fVdJWHlCcg8yJ2qDvtlKe2FMlmbSJg6So+kNcnOB6kuJ01SHCSqfVkw0cy8XxZXtyzWa4YYZLUnSrWSin6cTS2CtfGJMo3CKkTYVty2czbMsXLRgokhbMZz3e9ZmL+dD5P8elN21i51xbQAPIW1SDnmO212Pn3jYfu+gabrl7qzjZmuLnX/RMxpo1PvLNa/n61XdgY0dj1hJ25RziCUMWKn7n77/C+978Iv76d17FO//y34nnYz9bYBns7LNl7wInzqzh1j07GWQJ//c71/PCozbw4qOP4uLbN+G0dE65XkDSDUg0pFOaNA5QfnAwTTXtfp3xxoAkMxJ1gEQCVo16NMAMtMxWRI4glXy/6ZV5+KzmpLuLioN3qlA7zJo+ZZSDUUVbQyeUzy1JB1njsA1Z5Yf98mVpowSRdDITYKiY0k7AI7SFZompZWXw5B+LhwGNpoQPzheYbeRIUUR5VFEBu1I5UDbWMaVErq99FFoiypX0KJ40sbwwys/NflyhHsqMR7XLCyCtK5xSRF1bDAbqpAQ1F0AW6fI+OgESL1Pla1a6rH148CiGBbMMAok0aDYFPKq6HpUOq6dS1PEwlI3LtmxPgNmsoJ7OWxJz8GjuyhjfmjLxYMbk5ozGTkfYFadmBo7avKOxS3HrbVv5+KXf57wzTmDLzvki1VCYd2xf/PbNvOpnTvJSpoqNR6zlvi172HjEWq666T5s4gh7DhNbbKiIJwzWCOdSmln+4KMX8+DOOf7u919Na2WTrKZwgSLqZHz5e3fw8mceR2PO0dzhqM3BR791Hb95xnM4ZmYl4yqitssIr5Wn6kjm6rAQynxCZcK73fd5buUIgtwTSX0gvy6VVZhilRRrbSROqtoxlHcNLZVrBa+C2NWjDlQ5hK9LCsrK+ZV8ZTWvs3I4L/cO8WSJaOnkSLWYLNZeY6RCZxJaVGTRSnRKVD4X4RSRl9PNEx1hLcWNC8dKMi6StsX15Yy8decVDP0hUs/E6/dRREMK4eby55/TpGQNKym4ymcmpzmpmrLKd1aVT+SgNBzXxb+lzQjOCLg4lXeE5fWvUY4yFxow5XZyTI9kXnpZNZvS3r6U1+opZsvAsWwPayoI0K1W8U+FkfwLggNm2nRxAmmK3j2PHqaYfoqOLWbgASUTBxb2K19+vxrWscMMHZ+7+EYuuuI25jr9chv/hc5qirSu+Pfb7+a5Jx3B5EwLp+Cc5x7LPQ/sYqE9YH62JxTqiStIEnUqhIcgztY6xwWf/Bbfv/NB/vF/vZqV02MS/fQyTM/xjWvu4qWnPR0czFDjpqse4KYHt/HB817Cd9/1a1z1jl/lcDMtK1sjQKBShd1TI2lHpKkhHgbEw4C0MvAX1ZPSuTgBDT3Qoo2er6T9DIL1/4oZC+2koygqV9qu4r+Lek31W67EkTrjRijQweOKp/zQiZeWHRt9relqTFfLpHviByY8eOkoQwVWBv9cZadIfUdph3O5KqKh360RdyWEymVvq47b1qz8rhws8aMjg3xOSWHeOHTXoPuVC/aAnNXKCEyK8D4lmAOxrtz/tKzr2HA/DrzykNtP+GLDUr9j6TnbWjCi7yH7UxKBKIUKDHp6CqUUyoy656dKtAHLqapl86aCQDo7QGoTRqOmJnG55rLR2MkGNjTYUJM2ZdvWVZuwnS4uiVE1v1zMu0M8VToAzklu1yupyZcLYXjVklrK8s4W3w2Tp6MA/vzT3+ZVZ57AyevXccPW7cIn1QAdQtZQJMmQy27ZxEvP3sgNd2zhxvu2svHog7jl3q2Y2GFiRzSfYkM9slzKNRZyR/S3F/4nncUBH3nva3n3Oz9LO+1w6Pq1bN4xywufuYGxRo2/etvLOfKQVdy46SH++cvX8ZUf/IB/+a1Xs27lOPe3vUSwk/RH1pCia9YJoeUJDv1cg3OKNDG+OE5ZMM8H1ZCW0oJ+pDLYJqy5kg4pCtUFiy3SiquF/8nWyzSV845UD/2+U1WQ/snzZaRTiCCp0rHnZvqy8raTck06kAJCEKakQ8klpcOAoJ7IkKd/6YpojDc87bkkVoYkH1ic5/a9O9g8mBe+v6pTjjywe8bf4ZRESEGv+sH1P61EStrzZpmhfK5G2nCrvtrJawrpYPmIiupjNlrTKeo9edpMjzYMuIAR1cPiGGmlPmFUwaqbGY3pDv399i28WkO9JiAyjNHTU3JZc/O4/Ov0FEpVLQPHsgnVgAcNXavBmpW4WkS8qsn8hlrx5csiVXAH6QTGH7J0zziK2lyMuXkTav1a2LUH59sPAVQUCngYgwsNg9W1Yl/9Gc92a1QxoyATuK7sbinJaLnoytt42/nP5775eXapvuSXA5knyCL4zE238revO5d/+95tnLTxYI6aWcEtm7ehUwjbmew7tqRNQ1rXIz33NhQHYQbwya99n/7sgI9/7M2kqaWfpnzuOzfzqctu5PVnPpNrv38fu2Y7XHbjPbz9NWcSf8UxnwwYmwigLSerjCOdTlG+6K0SjZ2PhCNpLMEYKxxVuTl/kdUVbD534QWIivsTM1IIBukm0gN/P7U4XWUR7qu2RAXOeEfqO5WcksPpaoHdv95W9DecoSCRHJlfSBV6IRDnOx0Xp25CS+ajEWfl+p1T/MKGjRw2Mcnf3X41naFEWoc2p9k4s5Y3HH0Kf/Ctb5UnUU2vUTpqnUKusaHTcraleu4FZ5VVIxPf+fxJldFXOaFgJ/M+3wO7GSzhB6vcn7SmZKrc+XtlNMpIdOyUgHlWk6jCDDNI7JL3VZG1aug4RQUalzl0V6Jp16iB0ahBLGy7raZ0XHkxqKcKeCwDx39100aE672plStIVo6TjocsHhqKQ9UyjJZMCMV10JPawOLhmsYuRW91g8aq4+mtNETtVYQ9S333gOCBXX4ZZ3CtBoM1TVnJhgIaLlBkkSjFCQWGX137Wq5ORoufNoSPfPNa3vqyM/jTr18uFE9aQMOFcPvuXexsdzjhuINojkeceORB/PMVNzCYUgwnQsa3JNhIk7TEC6QNXdBypw1f0B1IdPKNL93IVf9yDf1hyqmveAY/d97JfOKia1nY3WbrzgVec+7J/PHff4P7Owv841texc5eh/FwdOBP1TNc6FA9U65QU0W2GGHrMgipjJOOKhBHq5yoT8lEoTg6O+oQwafpmrYAAdVMsZ6XJBdmUrbUAQcBA+21NEDmMHSKTwvi6yhutPBswIUOqyrzD97x6kSigawO7KqRTabgu05NhUTw8OYMv3TsyXz1/ju5cPPtstL3xfIH2vM8sLjA0VMrsa0Mp4xog3hwwAgIBvNlq2yxuveHsJGT9GCmCgBdWr8oPu6eoTdrOKEZGSi0VSMdXOVNzoGpBK7Ap1SzSBUEiCrL02H+sUxhEjm5LNQitKhUsW0eibjQR/hZJjQ41Q7XMIAkle9nFAk9SZw8ZcBjucaxbGJZhjIGu2MXwZ42ZphRn7fFqgpkACvsCBtp2nLEk46Fo2DvMyx7nx4wXKFYPEIzmDYMVtWxa1ZATfTIXRQWXzRgvzngvDAe9KRbKm+DhJyjSdF2CV/8/u28/vnPKhTrxPFLrv8z19/K+aedxNBm9NKEsZUN0oYiGVPMHhsxe4w41ywSLXHR4FBFikE5CLuWcHbAYLEHRnHHbVs44Yi1TN0/4Otfu5nnPHsD923dy3NOeRo3J7t4z7cv47hVqxlv1MqVcWjRgUNHGYzlVd3yWt3AwFDjel6vYz+qgMUgWyjXlrecOg3pVAqBg5pEMAB4gkEXuGJ4b/T++kK5LbXC87bXvFurOq2dn67TDjee+vfAF5upbJcoVKowCwF2LiLrBqT9AIPhfx5zGmcduoE/ueHb3Lhnm4DGUPvrVWVuSiER1lhK1rRkdc/Q659PpqpFeflnQwG6AtD0aG1kCaek6Hx4RDEDJRP//rNc1Vl/OAsGjvqCJRg6iWTyKAxG0qomHk1R5ToyD2tG4Zo1oe6pmlaoKBQC0XqtrHk8nAztk2jLEcd/dbOZ8KoFAS5JZf6i08N0GtSVwumI7hq/SvPOJQcPGzlZ9RpH7xBHsGAIeoreWsVgRYANx2ltMah+gmvIlyLoWbLJcnlnYlCL0iMftoXSOieXK2VHpUgZT8rfd87v4ah4Nc8+8mCufXBLST9i4OI77+F3f/b5fPWWu7llyw5efsKx3Hj3Q+XlhtA+RPtzkb/Thvxe1Z5Q1uJqEVkrYr49YHa2y6+/5SyuvO5eLr/hXsx4yKvPeSadBxxh03L1zvs5ae0052XHY7Timj338lCnI9FHYHFjaUm/7i+utseQTFTAVIELLU45lFaeRlyXfEyhI6lLlGE8GAVh6rU3pPW1066LP/a7TRSEC7qYa9CxEhlWV9Y5RPXQjTQmqEIkyeHGhCnQTSQ4pzC1TDiZFgOJEn0dxvkajUXzrHXreOkxx/CJu27kh/Pzct1FDyvlsfK6Sd7JZUvEckvChnhlRtrS1Pbo4rxNX5F5KV3rRaJyqdhiwtxjTtp0hVjUkg5l/9mWIcvq0GMOBrmsbPF45fN5IGaDMkIpUmWV+Q4XSioX59B9W6kT+g4rnQvBK09fsq9+xpNpywOAywb44rjSqChET4zjxpokB03SXVdj6Mn/0qbv5/eTxrZmcXXfHTXUkgawSoRxYr/Cc1CfdQRD0TEoIwhF5yCDsq5QfNMphJ42ZDihaB8ujyfT+YukzRTEof3u2afzsdtuYFe3B5ki2mvQQ8U7X/g86saQJBk/f9oJvPB9H2VIVqjSQVlIztM4YUcinqArK9jm7pRwUQYL5o9qclxtgrNf8HSefcrTOPigKXYudrHa0WHIbNwlUUNQKdZZXFbn5JWH8PorPskP27NCN5JqXKLLGYeFgKAnjjsvQueqeM6vvgtzSGHcSEpGRZawkRQiTVXgMNqSZIbuQsMP5YHqBn6FTTkY571mXkcaAY58oa8hmU5R9dyJgQksYZQSD0OygcHMhgUDrbLQmAp586mn8MOFOS66506JoqouJgeFoHTEeqj54zP/O++/9DuFQmAxmGjyc5PzNR3t1f+kNpHV5Z6pzE+T+4lwPHWJStVILUhlvvXYlaBpa65g1c3TdmFX7o0ZlMADEHYdUceW9bcKwOSdejpxBTdV3nxhAymChx1pS5ftLFiLHqQFaKg4LeobAGQWnMN1uzIkmGVgHS5ZMkpfSTk/UWmsZSGnZXtUU6F4VBWF6BXTuEaNeP0kc0fVfE+91Dn6a0UVLSeIU6kqh6Yc0n0TuIK2WneMCPT0FWEHxrfI42HXFqyisqHUHJKGJp5QdA5xqMO7BIGlVZcvyUK7gbUCHEo56jri3Sf9d9571bdReyTaMUM4ZGKCL7799fzrf1zPs448mM9fdyuX3rkJG3jnHLgRESKgULXLi9DRgit0GJyC+nwmTLUGake0uOB/voTvb9/KZXP3ctqha1k9ViM0GVt7e/naA5s5a81Gfuv45/OGyz9DP844tDnD4WPTHD6+gnVmnP+4ezOX3LGJzDlsTpmhKBha9wccAK6VEtQytCnV/cCTJg4CpleK0lySGTqz/4+9Nw/b5ajKvX9V1d3P9M57njLshIQESIIZCAQjgwKKIoiKAgKiBkfUw6eeox4Vjx5R9KgXgnrkExEVEFFEZZJBwhAGk0AISQiZdvY8vfMzdXdVfX+squ5+3r2TAIkej9+u60r23s/QT4+1aq37XvfdRY1MkOBQNcBNXX6Mznu201hRh+BRLJQiFx90uNKsRGtHlljW+kHZNjf4UmGWUp71qEdx6Y5t/NFtn2FxNKzvj5Gu5OFtJ5TGOo3FQN9wxeYdPPPiC7jx4CHet+/OSvgxGmrJQSrMqqmsa70ShV6XhcCiqVhjcsx6km7bSDGSQSNoJmGfUg8uLHqGImcTcbbmtWitSHDK+m4icJjcSRCNHeJe2IMuEY0rHCSj4JMytuhxKZhHYXHdLASNQuxnY+AoLViL6w9EuiQEDqAOHhtwyjOB48z4dxu6G+hSSqF2bSffNYttGdb2JFJTbyuKKSin5CErpyymbyrf50rFNPUTgSNalALooQSQ1pI8nO1FR+dEWU3Iw00J/Z2K8ZwEjanumJn2uKKuHl8Tx74iT6R04jTnZNt4xu4LeNM/3IjJ4YnnncVTHr2Xx+7ayg1f3MeF52xl7C2vevt7qmBRdj3lnK1Wpd0DplKCjeWHbEUyj9jpHns+bFsznNfMnzPNX//Ui3jxu9/BXf4wj92ymQvnN3Hr8iG+66wr+fM7bubrtuzm1656JieGA/atLnHfyjL3rS6zdmLMdzz2YnbMTPPmG27inTd/kTWVV0ZG6EnL0ljO8ZlDtS0mcSjtyLLQAT9OKAYpJmQGne6Y9eWOiPKNJXCYoapLRHW1bCKY6FwFMyYvvh7G14FDib/G9oVVnFf0xxn9YYZzmq16nh989FV8dN+9fOzAvpq268Gsm9AXUmc6Lg2YhZegAYKfuQSu3L2LZz36At5402c5MFoVqnC8l7xobJnh5FxWzPjQRBnKWyGbMStJZQgFUZ8qEgcaoomVrIpkN9EXxIxr6q9qZE7ZmmBv6aDRC2Slo1z5mMn6irVn23XkMSOHch5VOGFceV9lJbLPQ/GNyWtZdt/v44va08MHX5kHMn46EzjOjH+XodIM3WuIsG3dXAWOfFozntMUPZG7KGWhWa3MK6puW7y6k74iD6WlZrkBJHDErt72CWEMZcu+qh+vnS29AcPdJfM7VzDakyXyEFinWVzpVbvovaLsp6ix5rl7LmKT6XL21CyfvWc/1//rPTzxvN389+97Bh/5wt38zc23cueJkxI0pmptqRg4Zu6szXyU81UQ6R63dA4P6l6PRJPPZYxnDeNZxTO/+WJ+7unXkiaGg4MVcluyb32JV33q7/nhR13LTccO8vH7768c92zw2s5OGHSpuHT7dl5+zeVcdc5u3nrjLfzup0QPS6Qz4oEiQTn1+E5YraYWbUTKxBiHtZp8lFSYqR0kMuk7ZKIsFDoX3asIwFflFy2Tuou9I6ms4F3XhkZGUIlDJw5jHN12XSIZjzO++5wrmcna/MnNNzIa1qB5HDFwTBgqhfshsqOqbAdhgl2wZTPnLszxnn131oHDA2ONGWjR2YpzpharX1m4yP6ig1rxSiq02tCX0iwtVXhWDKYIzlbOWdRYfkOPIVsNvushAJmxOAvGQJL1He1WyqWP3sVj9m4n1aYSKVTW4wrLsaU+h0+scN/9J1lc7Etm4jxmWKJKh0sbXuXWYZYHqMFIgspgCN41goWv/w6nDR7e+UcE/zgTOM6M0w6VJJgtm/GjMQTGhup1yfdsAqUou4a1PalMtB2FyYWnXnapWUhBJynSZaP3N9RGQHkEgHUNugIV1VOVkK3oqslquLtEdUvm59dJg4/D8cVp3LhBa7WS4mTHpRT2hO27+Ny+Q1jnSfoCZsbfGW8KzYVh0oqTpLJSjugck39XVMuWonPSkq0WmH6B1wo9KlDWM9w9TdkzlC3F4mMUF+/Yyr1uidXxmGxa8ZfP/G5uPnqYX7/hozz3/Is4r7NJjhXpD1hRI04eHXBipc/R4TpH1tbZMTPNB17x/Tz9T/6U+1aWJ0HXRte0a3l85mRF7UAlnlYvJ0msdKaPEtwokSwvYBlxBR1Lijoo7KKo/L6bQcrruAjw2KkQPIzHtKyUqTKLUp5Hz2znuXsu5213fZ7bl4+Jx8ogqUFupFwUMSmofUyq94N4Y1UmAvCKTe0O33LRBbz5jpsle/GNkqhvsMPCPVTMxagUT5T8YYZaGF8bpzjPqa9B8Dj3lX5Yuir9HMmwDjRm7GmrhEvP2cGl5++k4zWjYcEXbj/IbV8+TFFKJiWB0pOg2bJpiq07Z/mGJ17A2972KU4eW5PsaVSrMSsbyluFQ+clFCVqMMKvrwumEcFy74Wa6wOOstGr/BEKGnBG5PD/tyMC3kB1g1WKtZvm8d22zCErwSbWaOGTK9Fpku/J6irte1orAlxzEoquCvVhAf6qQFLKir1sC94gftGqKr24NKz6Vahzh2J2Me1pnZQsJF00FMCSF70LX2goNSpX+K5EHtWQ7UiGcNPdB+UfOlBLR8LYcqmwtZgOwUPJ/pixPNyt5dMvnAabDTp3JMsjdCkAJUVJ++A6g3NmMFomptsOH6OYk3Obr3l+4J/exTu//XvJnpTwmcMH+Oe77+L+5WXW8hzlFPNlm63dHlume1y2eQdXXr2bs+fneN8dd3L/iWVUJZ7XAKs9cswF+AyZGK2cf1tqrFUkpDx/zyV84Et3s1rkkl3EbCXKkZhgRBR6NmLW0ZQecamUcHyu0OOEcsrhu1Z8UtolZel5xUVXs16Oec0X3stonNQTtgmTt5fMIQYJr0O2paCccejoJpjKccVek7iZ5f6QTborwLajMrYS4FpV2YM34r5YOzb5KnDFz0fQvrlYaYLdG7Mf+Qf4lsO2DeDJdMLXbd3OZefsZMqkjPOSW790iL/4wI0U/YJ0EBYicRFelW4VBZ5DS2scXF3jtnuO8KMv+Qbe8Pv/jLMebzTKurrcVTiUczDOqWRI4LQy6/W+6gcsWX2tQyklelkPEn/OBI7/pMNslpUu0UTGe1S7jd+1hf6eKWxLkU9pWquOpD/N2u60mvzzGUW6XvdQVNvMpW4rD5um6MrNpZQXC03rSQJDKhlJnV6VUqmybWkUExpoQwrCy2fax8ID7yNQbXCpkYwEqjKLWtN1uSUAu1BPfMoGYDsPde7gEhcfzvF8KJUdr0tkUfXUK8inBW9pL8WH2Uoj1rKAzmphlnS9RFnDzH2KlfM16bKugsfqcMxL/vGdvOSSy3jO2Rdx1qWznD03x9ha9i0tc+DkMvefXOH+k8scW+3zuB3bMErzw+94V3UuSKQUV2UbcTEewFvxvPCkHakXeqf5zauew2MWtvELVz6VV3/ww/zD7V+qzm8ckT3lxNJd6L4DhckVKq+vhURXZCL2CjUyErCBn3jM1/MvR+7ktuXDOFf7pqNAt6yo4AZp+ArQP11zXfiZSszRU2Wk2aoiKQWXEXtaVWVH8ZhiD0dzWxhPiuHxW3ayPsj50o7zamoAACAASURBVJGTk8dv5Ds7Z2ZQDo71+xQRhG7MhEmmuHTrDq68bDdTroXrO265/wh/9bHPMRoVqDLgG1bm90qSJDb5+fCMNMpgAMVawd++92Ze8F1P4K1v+5RkwF7VYLpz0HQQjAHDbXgQtRa6eJWu1MFDafWw48h1r/0+nn3dN7FteucDfuZM4PhPNlSSoDodmA9ND8trsHMrCihn26zvkYa4fFruaJtpkilN2VWM58M2PJQ9NdFApgvFYEfCzL2uethdJtlGbB4zpQSMKPOQT0VJESDoWbu0ng+TdU22pCpRPRRBJwiyFcV4PpRZmFwlmuDboGxtb2pGvqqlp1GyJHT0KgcMJfB1TkgpCupgkwxlNZysWzrH69/JTo7g+JKk/rEdfHGFzHvs3gXay5bygKK/W5EtavERSTyH19f4zU9+TM7bUHoONnW7nD09y97ePGfNzXHNeWezZ2GWd912O++69XZ+/Non8hsfuV5W/0VonA5gflSPBURYUPuK1uuc5lWPeSq7e7M8+21v4SUXXcYTdu3mH2//kiQqDfHDJjsoChoKI0kmvWiWFLWaxA42EB08XHfBk/jkkfu45cQxlNKyKE5LISsQrl/LSVOjUzW1tkG9xapqolVWTUi8ix2tBMbhuOCirVu47UTjgoSJuGLGGU9iNI/bvIMrd+1iOsvIS8cth4/wDRecyzj/IvtOrqCDxe0VZ+/k6XvP48DyKnlesm1qikRpCM2oi4MBBZaFuS63nDjMW267mcGKJRkoknUFBmJyXbYh7Yfd0nV0n3BtVHUwiV7l+w4scuS87Vz++LO5+TP3SjYbhmsl6EEBWSqUXEB1Onjbr4OHUvAQ8MLD6SxP0oSnv/haXvWUX37wz31NWz8z/kMOlSTo6WnRtwnd2mrrAlAHDdtSFZtG52KDmacwnpeH0WVQBIMek1harYJEi+Xn8GSHsis9AVWZI0zeEYDsHs1FrjzRmNwzmgusmRzAiyxDoWAQZEYKYano0lO2FcnQS1BTimyl1lCKXeLyDyYau5SVzCIZ+cZ7PkyOXlzYEJ69bSv0wFcTFUhgSwaTy7T2fYuw1peVnAszmxHRRpUXmJHFtg3dE5ZiJqmCbhzN2r5LPScHAxZXB9y6doRkKMFxtKnOKP7xjjt56RWP582fvRldgsrDBDlTTG44TL44RbGe8b0XXso3n30hz3/HW3GLjh3ZNAcWV2uPDnVq0IBQuqlWyrKPUc69Yl0FSReU52UXXc4Xjh/js8sH8V6jjYgUKuXpdHOGg6ByGxv41CRbSC4UYDzeSe9GxA2icRK+Xgi86fp/5VXPuZaTg3/l6KBfb8IoHrN3M1fv2MNM2qL0jluOHeGvbv8ca1ZoUmpg+MT9+/nv1zyF133qBq6+YA+X7djBZw8c5Lc+/LHKkClK3PgJP3I5F37DzNg8f7H8GoOFS6i80L1mAueBRgkrgOsf+acvcN3Lv4F9dx1j+ehq43NIo+ywgHaGCvpVKljORqOn+lyEhZl1p5SsvtbgcfW3Xc7+2w/y5ZvuedDPnQkc/0mG7nZRvZ6IChpN/4JNIj64PpZU2EPnREF/e4pGka2GrCCVzMEbcZSzM7YKGhtHe2HEiDZu3UiJY9ygEY68lHc8aOtxOEgN6cBRdEOn9lAAaDHmCftdetqB8lpMaWymyNY8OWCGonxrM3kmdNEQ4/ME0FJ+s+rsJQQNJw+sspD2y0bPSIJLw3bCs59PaZKhwxSO9OAyqj/E53mdZcQH0iuU1vgsJTveJ9/Sw7a+skfIpR7dmFB0Xov02fmCm0YH2ZvPc815Z3PDl/aJC95CWRskFbXCrCo0nXHKK558JS+8+BJe8Pa3s7o05rzpeb79cRfx8je/U3Y30nsbowKFNwRO5Sf/jPiAHiu+65JLObC2yscP7AMts2zaLdDG0Qp+4p1uzmA1UO5Sh6fZQ9G8NhJYbMdBZEhR/57cP8Jw+v1//gQ/883X8rdfuI3Ld+1kbqaNVfCF/mHefuctrIw2WAIiOBheYa3jd274BD9+1RN4351f5r0f/fKEpItPPQ5FkgNFfeyCfymKgMmoQlXCiC4VXbV0bfJXq3sJufer15Wqso58RpOthuY9BW/5i0/wQz/wFN7wun/GOXEJ9E4WO76dQF5CryOaVfHoeh3c8ZNyX+rwIDhXd5M3gsdXGzTOevQuvutnnsOTvv0qfuulr3vIz59hVf0nGLrbRXU7YgbTbuFbGcuPF7HB1mKOHhS4doLtJuSzDa9pDf1tpuoIH2+z+LZFGU/SapRHkHvVlkbkSY61MANFtqYwQ5i9r8SMhZfe39FiPCtPUeeEkwcplmqTeuJsLxaoIARnhgX5fLvSr/KJYjxjqu+MNgdwPUz0ykYtK6ptRz8P5XwtPldKYEmG5cSkUfaitLtiNCfd6zP3jUjvOYIvrTx8tvFAWludW4ypvBN8p4XrpAx291jbk+BSGM8L3TfpK/HmTjas9h10D0u5ZjzvyXcUgg2MDWpo+C+XXsPrPnYDxawTJd2YZRUyIeqR5upNu/m1Z30T9y4u8isf+jBHF9eZcilv/8Hv5a8+/Xn+6gufx2Y1/Tf+btIPXfdJXT6qBBGtBLIJIUUF337RReSp5d377qDyQWlZdNuSpLai5xZW/EZsqYWPEe4d2w/L+XgvhRKbGmvMUIdVeCznhE7tgLHbNixMdbninF18Zt8BTuZDXOoptpTVMU3srGei8a+JgShb4y4uq19PV3Qt7EgdPCpcyfhGv4v8JVuR+94UonrQFKBMQ+Zq8rrHw2sl2mipIhk6dC5d43vP3sJVl5/DO9766fBjXno7SocqbLCh9dLTAajS4vtDyTwa87a3lj2P2s65jz2LG979WYq8/IoDx67zt/NDv/V9XPzEC/j717+Pd7/+/awtCVnmDKvqP+mozJRMjT7azTMMd0q/Q9nR2O0tOsfqa5+tlJSdSCWB3lHL2h7pY9AjhU0UPtcUg/CZLKy8jBc115HBtz3pqsYMYWZ/WT0gRTehbIfae6Lobxf6bO+oJRk6WssFeiyrruT4KgwDkp6mtEpHORO6kVNNd+TIZxOche5RT9GpsRQ8ZOt1QDIFdI7nKOdxiZ5ouIr7BoiR1PqYZEWTb+lRduX8zdw3Ij1wUrIMmPR8hlMMddC6eqBVashWSjptzXCzprUkpUCfSHeyDxhLLMEQV/QKUaddS0TWW4FWijJ1FNOTEz4aSD0ztPmFq57CU/aey//454/wgTvvCoFU8avf/o3cduQYf/WFz0u2Mu1qr4kwmVbHE4yM7JSrAkdNr67vlWdcdD6J1vzjZ+8gbWthw3mPSl1lyuR8xFoUpmEnaxKH1g7THTMaZhSjpNbp0uDbDovsh/SSgEWucRqrNx4W1wa8/7YvV4oEldcIULkmmpCqFLoC2EUCRBoaIcz5Wv7UuapKmkDlSRL9SSLDamN5L3p4lO2wvXXwnfi6BF4fdMBcImXXSFXXpa+yEZ8ovNfcffAkF164nUu+7mxuuWkfKIXLjOAemprVFJVyi1JKpd0uvi/lu4Xtczznuqdx4sAiX/rXe3jRL34Ho/6YD775Xzh+4CQAm3ct8JhrHs05j90jbClAKUV/pc/jvv5ijuw7xvft/THGw7z6/OZdC3z60x/igcaZwPF/+YimSwAszGI7qUh3dBXpwDOe0wy2tmkv+UpPBwTfUE7q2um6J12XFel4vmEdSuD0a7DTchenixpdKFpLEjR04TEjh84dblpuJzOmqiOnA3lgspUCZR3J/hP48RhiDdYYVFGgT66SDsaQpRTzHXyiyVZKxnMJJCpgMvJQJiPxPjBj6dRVpcf0C3nwE+EIRzqxGVtU7uS3j6/KhN9tY0YW3TVkfUd6zxEA6WfZOLTGW4cy4PNcJK7HHl+W1UNoWgndo5DPtAAhAHioyy8TF0ysWNM1JU2I2sM4mGIlKYN+7KxEJtqQZX3r+RfwS1c+nfffexfP+n/fzPo4D+dE8aKrLuX8rZt4wZ+9TTCqGSsTT+JQI0MkHZixwma+wlejZzlQ2V7Ece2jzmFzr8vbb7ilahI0A6FS60SYbnjFOE9IEocL94w2DmcbQQrodEJWMoqNiUqOzUgZy5qIfXmSvpZy0Pqpl6KSSbG1AZP8qPSZOGNEdZj6vJtRJIGEklnFyw2nOfPoXPTVQLKc6Hdis/rjE5cwBh0VMY0QlDS1mKGBoqflHm2WBJ3gbvLsed73/i9w3Q8/jf37TrB0si/ZSS8lWfdQ1t3i1W9riUzdbfN820uejHOev/6999Jfkn6PO2+8h+m5Dt/44muZ3z6LzUtOHFzk1o/fwfXvuGGC2tub7fLMlz2N5WMrvPAXno8LAPyTn3cVH/6rj/PmT5967HGcCRz/N4/Qo6EWBJnNN08x2hxASg2DrVqc8tow2K7oHpFA4lqyqpu912JyR2slSIwnsYHPM54L7BcXarxRvsFB0ofpAzYwmSRoyErP0z0mEiLJlHSBS2Dx6EGBORJW9c7jBmviGOgDqbAsxZdgYRZdOmyiKaYN3iiK4JWhS1HOnb5vQNlLSVdzocuWDn1iCT/VRWuNmuuK25oCXTjMiVVJ9yMzpSuZTbZakB5awR4/Idmb1jWuAbJveY4yRhqwVFkHF61ryXijsS0t/RHGo5WqgN+iF/oiNJQ9wTpsmzqriEKEVjHVbbOe5+Kul3hs4tk1NcOvPemb2DU1w4/887u58eghVKZIAuZx+bYd/Ni1V/OCP30bQ1dSzjRrcvKZqunOyUQqMupeAkfofahk1D1cdc5u9m5a4M9uuAmlaymOcsrhU48dG0y7BK9wTlVBQy6jEYFap9AaSqvRWiJo2inwgcJrBzUTCwAjnh95ZsmWDMU0FXNOOaCUU970P69GoaFl0ZnFeigXPMlSUn2/Mo8IJIAo+Hi6kQxCiTOQBjbK/0cQXxchSBS+NohCyp8xA8FL34wZOim/Wdmech5cLUny5r/8BC963lUU45L3v/fznDi+Vt1/UeQQgFZGakue9cInMrd5mne/4f0sHVmW/VKqoueuLfX5u9e9t76NG2WrZ7z0Kew8fztlXlLkJZt2zfPG//qXrJyoQfrHP+1xvPU3/u70Jyiepwd9d8NIs4RNWxawRclgbUQ+yh/6S2fGv8nQgWmhspR8j3hdu0zA5aKnyOcCqGzqldp4XlUy3nqsWN9hWLijxGYiQpcc8QwX5MOtZS92l43nJhl40uCT0V7Mw4RXT4DJyIL1+FSjnKx028dGqGGBOnIc7z325GJ9DPEvxsjEnXhsL8N2BItxRjGelhW8yeugYZYGKNtBrw5RozGMc1lJrfVRWpOsBRZOKwTR/hCKXNgngBqNMfvk3nXNspRzdfBorvSaPPr4vhMcpNw8TdlLUNbTWnUopydWw9mqBO5IAZbtyR/posF26892s4RL92wnbRvazvCEc3bzpD1ncfOxw7z/vi/z9bvP4al79vL6mz/NyFm2qR6/873P5hff+QEOHl2BHuxV86y3c46OZMmuRwJANxvcXCtmnwRLU6HeGjTX7D6Lx+7cxv++/rNVf4suwRppeCxTC4XCkqBTi0JT5HpCcDGOilvQuImUduA0pltibVqB5c1ms3zeVjiDckFnS4X+k65FtSxZqxRL2ji8wg6j6FSDhFDGjKPW/2o6BAI1DdnXUjreCN222ZDuk/q7th0WBCbgIYHFB4FlFbbpjPQx6UIIKj45NYXJV0a86c+uZ6bT4lnffAlzMx2uf9+t3PP5++vzliQ89VsvZe+jtvG+P7+eg3cfm9yIkYD9YAyrsy/ezQ++5kW86w/eS5qltHst/vq1fz8RNGY3zzAenCbz3jC+KnD80ksu8x9674cxqSFJDe/47XfzN//rHynGDxC+z4x/k6F7gmEoY2DrJsZnB8pt17C+w4hx0XT9eWmqgrJL0CKC9jHYdsMKyjmKBdGp8lrR3y5gZrRzbTYCtpbLKjgApEdXUaMcu10yHnNiFRc0r3zLCMB3UG5wt7J6WsBOd7ty02cpbN9CvrWHbRlpGMw0ZUsYUOnA0T2Skx5bQ62sSaCwdnJjTYMbJ4173nv8aHyqDDWcQllUrVZVfmo+F0pteNiNkSasJME+ajfFTAZagmz0YkfJpGFbSnpdDJRd8RRxYRLLVlWln2XbAsJu601x/vQCP3/ttayPc37x4x/krpWTdJKUH3r8FSyNhnx0/70c3bfOn33vd+Kt59Nfvp9LztrBpWftoHQODzz3rX/BsX5fqNOlqlbuUYsqjt2zM1yz92x2zk3jLdx231E+fMc91X0TGUO2JUB/2XN1Y18i4L1OLSa1mBAwrVUY40nTkkQ7ypBlOKfIx3J/2VzKSqpUgsEE3KGpcBv3s+mJTuJEVn5D4PBOiSSNU6hcY9Z1BfhHULvsefk9F8kA0o3fJASYDXNmMpDmVl9lXvEHG5+PhI2Rr85zMnKVwGK6bqU85T3OKGzbSKk0EkcivhTIIhnwlKdcxHkXbOfWT91FUViuePIF/Ms/fZ4vfX6/6FiFMpYvS3zECuXk1/dvA9/zRc5/+4uf5J4v7OPtv/kuHmi89NUv4Nj+E7z3jR/6t9Gq2rF3G6/47Zdw7uPO4o//nz/nk3//2a94O2fG1z50rycBA1Dzs4zP3UI+m9DfJq+VPSVeGZmk1ckAZu+z5D1N2ZH32yc97UXL1G3HhGsfKH/jnTPYVrDoLIURpce12YxZG02kzmowmgwGZSjl6MYEDlAUuNGIjUOlWe1sZgxs30Ix38G2DS7V2I6usJJszZH0S7K7DssDM85Fbno8lrS/3aoyBj8cfk0cdpVKADjte83gYYxcA2MgS7FnbwPApwZlHa5lGM+lkv11tUhjZLLatK0weRvIQkUin5HgkU0ZfvLqJ/H8Cy/mtR/5GO+68XYArjhnF7/x7c/grLk5fumDH+Rzh46wqzvN7z332dx6+Bi37DvM5/Yf5qbjhziyvs6PXHMVTzl/Ly98619ji8n+lJlOmyees4eLtm1Bodi/ssIn772fg6urRIfUJDThxYlX7IOpdayMx7Vlcvcti8oc2njSrKyUjJUSj5A4ohx+Pk6kVJWHC7ueoEeq7uUg0MO1nzCwqrpGFdXfdWYr0obLTV32y0UMsRYjlMBR+drHwFHUjaRxaEsVFCCwvAJ9PGbvVVd42FZsYjRjkdtRNjCugiGZGTlM7uRZUop8NpXAUQZPDkIm0qDy6sCsuuSxe2h1Um786B24doZyDr06kNKrtXjrJvs7gpZVHNvO2sx1r/lejt53jKe/6Fpect6PMVw/9VmM43999Ff52ae/mrK0/zasqsP3HOVXvuO1fN03XsKP/O7LeNy1F/PHr3rz17q5M+NBRsWeUhplDCp0hft2i2IqYbhgKHuK0UJglwRANRkrNn0xJ+mXtIF8Xko3rRNj0v0n8EWg+WUZlCUtrRnumaH7+f0yAc+EzGYwknJQUTTrD3WZp1nKCZmAz/MHnbwFU1AVsK/SFIZjTLvBWy8cLtVBlTSspKZ7qLU+JAl4J/iDK3Fra6f9na90VOc4GPA86GgutqzF3HuE8oJd1UvOSMnQtgKe0GgwiyvaJFTTiimZfJ6wZTeved4zufHQIb7tDW9haXVIKzO86puezLMuvoDf+cjH+KVnPY19R5aY1hkfuuNuLnvNH+BswwgrVZy1aY4//vhneOz27fziU5/Cq9//YQCmOi1e+eSrOdJf5xOH7ud9n/hyVc1Q4X8eEF+U2ikv2sV6RdWP0TweSi3+4VMSNNLEkhhLYQ1lKcFBa4/WkwFMJQ5finyMKlUFYgPCjkuFflxRalXz77KfzWBRva6odKrqDTZk6gOgrRoBIoLW1fGqutQUA2bsMankUZqVxySwwlry4FVy7Vr6OprMPrzHjDZkyl6EPquSWKqlp0MpbrllP3pU9xR5rXG9Dlq6L1GUkCa1Yq5SsqAJ9+i3veIbKQvH6mKf177sDx40aABooynLhxZJfNjg+E0fvIXXv/JPeeEvPP/hburMOM2oJrT47/lZfJaC1rhui9GCIZ9TjDbVftQAs3eJ+RDUk27nyBC9tA7Lq/hGWcev92Xlv7hCd3Glbn5blJvROz+BEQASLBoSzzFrUK2WsKYe7JgaJSF5QXADrxV6dYheHZKmCT6TY1d5idd6wuBGJQZPhmoqhz7c4R1fqZ+z9x7lA1dWK9K7D1OctwNvNKNNCbYlWJNLA/2xlBVothpYai1Ff4e8l3USfvc7v4Vf+ccP8eHb6o7d6558JXs3L/CcP3oLF+3Yyu1HjrM2Krh8907u2H+c8zctcNGOrWzr9QTj0rB5qssV5+6ilSQ848Lz+eTd9/OZQwf4yac9idd++mOsjsfSIa7URv3LWvAPkTrX44Y+VEOlt/IHUT4wnMBZJbay2qEVtBKLtbWWVTcrWB+1MImjLIJ4nxM5mQpXaNwSlWx/+FHR6Qq7EnEkLV9SharcEYEJCfdmcKj23wteQV4HjEoQMgQlm9XZRCSFVKW7JGxjAnSn+ofXXvS1SilNaa3wyuNapgLEIfY16SrrUC50228sAjkvpd9wnytrJatPAGtFYoihPJ+NRVySGr7xhU/mp5/2ag7ddZSNY2Op9prnXcWXb3zwjvFq21/Rpx5i2NJikq/sgTszHt7wWYrvZHhjWHrsDGUHim7taaCskv4B7StWiBoXqMMnwVnpUdgomgbCHkoTWa1EiQ3rmPACgFPKUMoIXVVwigw1Ow0r8c2QTcQyUhRbNNJAp9JgV9vKwBh8u4Uan4pFRFtN307xxghzKgLgWskD8BDB6hEfzlVS9DgPIcj1d7bIp0X7a+LjmYLcVwKSLnTqA3z/1Zfyr0cO8v4Dd5MYKZ/0spQXXnUp3/Omt7M8GvGYHVv54uFj3HbwKPPtNt9z2eO469hJPnz73SwNhzzvkou57huuYv/SCm++4WZG44JrLzyXa84+iyedfxav/ZePs6pyojpwvD+kG55TJysIIH9NfXVJKFW1rTC2qLEgPzTY1JKbhE5WkCUlRjvWhq1qe1PtMSeXp3BOSZYy0pU0y2lprxaZoRrZjgpUXpHEF1zJdpwEsEmsXGJd87gaCUu1/cbrAD6t90UHWm4TA1EOkYPJNgSdkI3ohqul16oOFLouRU2IhypCsPBVduJdyFKUZDC+JYrV+JqJ5RMjpb22nF+lteAezuMHA3RieMVrXsi9t+7n8L3Hq+dUpdlpgXOAZ37/U/nDn/yzUy/EacYjGDgeSALzzHg4w5dlnXVohZsS8Hm8tSOYRVcx2mbxPQulQg8N5qQAsvm06EWpwydhPBYgrVFCUq1w08X01m180qidx5yTklanLdS/gDEA6G4HOqF5b7Yn2OkKNVuq2pirH9pOR7KmzbMUsfEv02QnAgumm1FOByA1k1VZ0i/RpcPRxhQlrA/wxVfeJftQ5xlChuf0KeUq7/0pILkvSrAO1crweUE+l1bsqdFC/bm0L5PReC4cW8Mzq9fKePnVV/CCd7+VPWfNcNW23fzdrbfznY95HDfs3889/SVowcXbt/LRL9+L9/DJ2/fxSfaRGsPzrngM1117JfceX+Rn3/E+bt5/qJo0/+Fzd5Bojc9glFkSpfDIKr9eLfvTztpRZqM6ViOd6BOChb5RFlKScRSFmShLtbMC5zSF1YzytKLu+n6CzrX8hEb8SpyakCeJelFeETxIlHTQ01BFjplCw2MFqIDpjYcWb291Oj6Pp/JqAWFOpf26ZFdpo3mktNS4tasg5WtPGpuFRtXQzKecryxkmzpe3igBz0NlgFCerUqiSlWBo3rNaKGcxypAYqSkDEzNbebn/+j7cdbx6y99fb2PRgfQvBlhXfWMTs9PcfjeUzOT041HJHDsveRsBqvDh/7gmfE1jRg81IXnUsy1sJnGa0UxpVg/R4KG6ZSiaRQoia4FLs6n8zMimDYeV93RQAWyo5T8Pd7MzRsyvt/rotIUPzst88Rq6NBqZbiZLj5L6odhbgqVpaiTS4JdgGQl3qFmpnFTbYrZDmUvYTxnsJmqNK3anXoBEr3OlfM4pSlJMGOHSjRmmYfGIr6GUQVqi2RMOngTaF1nak4yrIrVVZawazu2FQDgGaGYjjcJrbQIQsUudDHroarYPT9w5eUYpfjjZz2XqSzD41nLx3z/lV/HdX/zLimDJJ6Ld27lDz79KVCQtgzPv/yx/NCTr+DLx07yqne8h5sPH5ZLFYHbuKtjBwUYJ13USsl7OlcTWIVqfCc63k0EjuapDv0hTb95r6FczUjnRhW2UX3XK8o8FWA8ZCpiLiW/EwUXq3JULKFRT8je1QFBN8yZyl4jmAXVYG+EcmxGqsY0HBOlXFLwAdQ+pVSm6r/Hz9sWFfDtmQwa0YwqqkJXL7tGsIlYh/UoQ5U5qLIWg/SpRucWlVvJskPGIb1CYsHsGxm/8r6+L0sLWcpZZy/wS2/8QT71npt54y+9A1dMLqqUCplZxF0CdXfHuVtZX+7zlY6HHTi2n7uVl/7q9/AzT/uVh7upM+MBhkpCCeneg7DwKADyWTOR8rrAUolAZ9R2ah8fQ2LwvQ6UJXp2pipXVYEjTQRsBmEoZamUfsqyDiib5rHTbcrplvgN7JgRym4mN7K2vgKW0+Ux2qWorZsqW0x9fBkw2PkeKxdMU/QEPB5tltVb2jeB0qgxuRyYS1T1X9qvi8oGKLfMkBwSYFClifRbPULlqo3Zh9cTc6iMWG/OMtz5u6uXi26YrExw0cvCzJd6kcrw4NoaPZJemqK0vOXzn+MDJ77E7WuHeM0Tns1vPfVZ3Hj4ELeePA4Get2MrVM99g9WeNE1l3HdVVdw29Fj/MTf/AO3HjgWVGxjJlCL8uk8NLJFhlQuUvlxslfe16UYR7TfmFAOmDxmRfT2jiNZ19iOl7p+rihWWhTGo1uWTq9epFSZRqmEMquo5U6a5z4qh1QImAAAIABJREFU+qo6O9C5qjC5CkQPmYayqja9eqgRvxpwDG+AIOOvHiBpjUyspuZYMpLenFNbV8K5H8l5xdZBy6VapERUA8wHoplJlFf3RspbqrCVJLvLTA2wx4ZEpaoKmyoA7XnC0y/kp37ju3nj/3w3H3rbDdBug30AxlXUYdMStZ/3ym/m/W/6yFdwEsM5+Io/eZqhjea//vlP8Nbf+Fvu++L+h7OpM+MBRgwayhhUK5OHPVHkwQNcObmBfEjRk1GjCxjQw5LIyFDdDn4wrEtTzd9RCj8/gxrluJkuem2I7w8keExPYafbjLZ3GS4EwLrBFDEFgW7oGW0yFOfIUjZb9/QO5ST9ArtrMyjFyvk9aVCcFb8NH4BGUGSr0N+mSQaK9kr9dDmjGM8oqQFX3P2MXjfFDBYwXz7wCJ91GVX24TTeladoVqlQX9b3HWH12r0AFbYR7Vp9S3odlPaQefxYo0eq8s1+w2c+U9Fbr7vqiVy5ZQ94+MNPf7pSib142xas93zo5S/n84ePcN3f/T23HT4mE1dDFmOjSGF0vvNK3tMluIbCsLKq8uOIrCrlGrasjZ6KqCfl0OJ9ngkNtoj6Uwp8oz/EjQ39okPWDB6jRjap5ZjNoM4kcOAzgo+HD34dcp4iy8uMa3/0SmE517iWE8n2xII18lqT/RV/txFgbNsLTuLkECPtuHn+bLvOGnwq56Bsn7rd5nCNezoxCkrRrHJGo0+DLyorvuN6XOKNDn4lQsfFAUahRmUdNCCsBlRVunrBD17Lt73oibz6FW/ijs/dj5/qCm4CuLVQHQiZswIhlDQy9kd93V7e8NNvfvADa4yHFTi+5+eey3iY83e//56Hs5kz4wFGFTSyDNXtkF+8W5r8tosSq21R1ZpRwFiT9CWNT/p1R6zLEsgSdF7KTTOYLCsqpfCz0wzPngPkgewcAD3OodNmdN4WbFvT35Yw2iy9CL5R728tixpsMvYMt+jwPow2KdZ3t5k6kFWqoenQUUzVE0icBMopMIUiW/GVXAeATevfmTDJAcYLKd1BcMErHj7OcbrRxJi8paYPt1uS5huN6rZZ222qlbhLoZgJgG218xtWxb5+2Su4cstufv6Kp/Kvhw9yYm3IjfcekuM1UFjHh/fdzf/+3Ge57egJkqGSFbObXPVuBId9gkzGZsOE2fGYoZpoBKx8O4wXTauWn3jfpUAwT1Ktun/CzzvUclpjEyr8eCH7mNsWGI8yze57Wem6zIX+haAV5aVvwrYkCPnQEagLcSjUlZJv3e1e7b4NgLv2IqAYLGlxdVnLK3AtF5oNa08ZtJR2betUhkAkCFQ03AcZthUDtyIZyP6NpzVtK3puyjUwikivjYsR7yevpdG1Qu4o3NuxvBVLpEqRTbX46f/5XHbumuOnnv86Th4IygxJS7KSqa6Qz7zHrzd9TUyVfSSJxkX72nivPwRu+DUHjgsu38tzX/kt/OjlP/vgnrhnxtc+jEFPT6HabcaP2sZ4PqW/VUsjWRZYOWG1iFV0DifiIFdKM1Jr1UGiIaTBEkCmMAANQT8/M8XilZspgybU+m7Fdqbolo7x9imGm8VWNh14xjbe8LGb2JPPSzkh6WvKnq/ECGMpougoaSoDykBTzWdl32PZxIwVekyDA68qVVGXSFCK3htxdI6MSPYfx+X/dtI3G8F9aW4Ls3CSoLptfJpgxh7bkWzPGSnhFDMiMuh1WN0pj+pYLGBGCeW5I9zIoNcTbjpyiBf+7V9zydbtfOK+fVWfgS7hc/uOcNPR91SToEulA5pQaql2b8NqGUKJpRk0gitfZOHF73kNruMwA03ZCAKVeZZGOsUVKCMZlNYepTzFjII8Rs0wuReBLdW1VXRUiSjq4lTlT+614C4urR0Iq5E43LRDL6ZV0Dj1AoVjiOKJzY81g4b2klGkogFmBhrFpMtl1ctCwCwImIbxE6B7bIqU81nfs5UrZTAUi70glcSJ93XWYH0VPADMSEgoamzlmU0NvpXCuJjAfVTpKnxi885Zfvl1L+b+u47xMy/+Y4pB4wQ2Mhs/1RVHwameBI84Xwd85JtefC23XH8bTSq6ShJ4EEGQrylwtDoZP/eWV/KHP/UmThxcfOgvnBlf9RA3vynUVI/87E0MN6es7w78dwXjTR6XeFzwgiawW5JhqGdbwQiG2zp0jg6r74HgA8OdNbXHJYrxjGa0Fcq2pDCHr07o7Vmgc9JVD2PRrYHQGDRcCj5z+FThMlmZOa+qh0ZbaK84zMhR9DSjhQZg0Khhm1HtUx4zDjOWFN8EocR0vUSPLclKcEZbWsWtrgXM5hHq5dgwJlht8cHSGp8X6MAMI0tZ+NKY45e1K2tcM0KkKgwUmUJ1HFp7ktRCp4AF2DO7xv5j81LyXkv41H37+fQ9B4Qx1KgkaguMtEh/x7JJUvdQVABsyC6i+1+EKuLK3KUeH7rWIyYiHdF1NmS7EjxorrCbFTqPlN3iUJ60m1OQCYYTG/KaXi6x3OWUyLFDPclXhfoQ5AJY7RJVOfPZtkNZPZFx+gCmu9aG0k+g6gLiqT6OE75qzODgOlIm1WMVNLuqtypQvnot9HEkzUTd1++5VK63LglioYpsKGC4eJP7CZrugw1VlGIslYbnMy4AUoNow3mwlic8/TG88tXP42//8pO8848+UmvGJUJdV9ZV2UzMdFSa1sEDwsnWXPtdV/MbL339JNnEnQ7Yq8dXFTiUgic+5wqe98pnc9dN9/KRt33iq/n6mfEVjqpENdWj2DHPaFPG2h5TObpFxz475VDtSOFzDHfBKNfM3K0p27KKs5mh6PWqGzef1hQ9ReekYzwTHrBE0d8tWj66IKiHqiCVUX+m6CmKKXkgXctLOSENoB6IW1ohlq8A7ZOezqKjczQnn03xRmHyoBg6UpShZGJycftzqULjoRTMJF0TCosY2kBr30lhj4Q02i0ti+TCaXSovqZzDhOrLrybTNm1qgkFxkArw26ewbYToVqWiNAQVIZADk+6Yii0R08XGOPYNbtCKylZHbfpTY3o+zasJSK7Yanq+80JXfoH5DWvJdjWO984kMghaK6eY5CINXwdfSJqoNsnvsoQvRHSrhmLhpRryfVWhZZFQgwAXlU/nfVy8n4GubB/Ii6iWrYKNMp4XCnAuE/iMlqdsrJVVkHjtPuepcg86dIGtlbqJXOJgSnM+h6p4+tR3YNiu656XzlVeXrERYoKeFK1merkCfU3XQ+fyerPRyqwziPjytM0zkxGEjDUxu5xENyicMKoUkr8xsclrttC5yV6kIv9cysCOZId7L14J9f99DOZ3zzFb/3iO/ncZ+5Bh05vCRSxnCdWAngvz0xgAqokQS3Mi35bMIRqdzJWT6xN6rRpBQ8SOb6qwLH3krP5zv/ybXzwL67nQ3/xsa/mq2fGVzF8xWbS4iMxcLSWNcWUrI6EZquwbY0zBpVZdOqwmcMrGG5TpKuCF9gZxXCr3ABzd9ars2i4tHYOgKeYi+JoGp0rWsvyIESF3NXzZEKp5SfApw4daMDRB6G1rGifkIekd9SGunUJsynK+uoBBJmUlK9XzLIyVujck65ZWodWUcMxfjhCddq4k0tCJ7b2EendiEMlCaftGFdaGqbgFGAcwK+toxOD3SHYUNqfLD9EYNUbMKsJfqqc6HFYHHTor7Vx/bQqi0Aok+RAo/lOgUSCwEiKZSldUukuPdCIGYenvnby5cahNkpB0nEt1z5Sd4FKO2pi29aIPhWQtEtKl4iUbtyuqsuLHoRWGylTYdL3aCwurP5F8lxZhR+l0nA4FRYKWV0yqn9A/jNtmcm9U7hCT5TwmqPpBR/xQTOqDZ/iy3HOjKB8LKPp2PwXs+VC/jNDP9E3YvJgDBWyDa8UDcSryiTid1yq8UmKWc2r8y7ML+npWNg8xcte8VSuetL5/OUffoT3vOtGnI06VwbVlAkJUv/KhaARo2DERrQWUVG6+MGAX/ru35ugmyulHhJ++KoCx/23H+RVT/nlr+YrZ8bDGY0u6nRQu4lNdCVHdp126F5OsZ5RzCnMQKRIBjullyBZ16ycH/j3DoqpyXqRDjXqZD2uWCBbk8ljdW/oNA5Bw0WKKcKewSr0wNBa1LRPeLI1TzpwdI4Mq5u2c2RAOZUx3JKiC0W65rFtVU9kisrAJzqoqXGtjeUjM8T5Rz5obByNlH2juCFQCxwq2UeznlMstOmclChR9uQ72RLk8wpcYLccajPYCYfD5tYPzuC1R481eqzqbueAb4jYZGNfnaz+vWeCPQV1Hb4KNK6efEwuBk4TtNXmvBB7NiJekMhS2sWEJOAqeFBjjUMMmZJOKbHMKsE9gKRbQrekHCSoocENEnGRjKNyAWycVy1lIxcYXTG2VqWi0JvU9L1QJSQrmnIWfNviCo1OXaOEVGNx3tTZFK5RRs1rXw4zUqhMpNubGUcsT6lq8hXbWHmRKovRpSg4Ky8sQBEw9OJVE095ZDc2M5CQTatS8A/XTdEjhFEFtLsZ3/nCJ/K877qS9/zdTbz8+X/AYDCW86dN9bnKh9wFyq/3ElAq+q2uMvX6vIub4NpSv/5MI3g82PiqAkeRlw9a9zozHrmhkgQ/GJIcPIntbiftK5TTjGeFsTFaADNQIoiWA61SZK2ncoq8TTHrsW0ntfICyuA/Hf2wm74ATU8IEJbUA+6XD05yLWAUgk1fk6wr0r5kGdlyQbIqXaz6qGBgdvcWUdxtAIvKCrUYJZ7nZUcmLGmOS3HZVszY0bnrBL4/QBXlRMftIzEmMAx44KbCZtDQSv4zBrt5lmKhzdErW9VkrseCS2gL7RMEJlpgi93fZm1L3XOjnCJb0hWjJ9q6xudMF6oyH3IZVP0LzUsWM8BYkkpkItK5EltamGRcRb8QV0+w8hkpP6I8vuMh1zIh50rMpaIqbhgxYDRH1pJO8WTWMqKFWUmwU0gfi/IN4KXe9+rUh0ncNiyCzUg0zATTCcG0oMIgklVNkUj5zIWMozkkSw7U3pEOardqArOwWb0fKtq/KirV22RYZ00xa1BOFjd4kV7XwY/DjD0mfmYDrhGbWSMGUb0WM5VKnkRDS/GN33oZL3vFU/nCLfv50Zf9CcfuXwrvUy+oUgNkEGxflXXSJBgaBX1i6lOsU8lAQPq4lBKwvtutfcybwYMHHmccAP+DDl+KlIYGWl86RKuVYTdNo86dYrhJk60piimPWdOU8w5bGnQo2Mau5GSgKaecsHDiA+Ul1U6qviB5PVpnKg9TB2PNVOFCgxIIkBh5/cbLcksX8np7UVRBzdhhhkUVMEBqpnplwHjzJvLgDBhXk95IplH0vEhaaB1WhwqvDclQw/mbJXjElfsjXKryZSkS70ZPPDhVum6M6GqBMFqiBleWYXspJy5pMZ7zlPOyT+1DKWZc25+2FqlKfvmcD77tViTJx6Zasbo0BlVfdUiD0FBjp7IumAggsWsZ6rIYBErwrJV+ko1lm4Y2VYWjNDvFjUclHhKLH4KLq09Vfw+PGDRZ+dNHVlWrIE2F9s0sjEI26ro2sMBUJUYYtxOzkIm+jniIHpHriKymRpe36FT5qjHRFxpKHXSr6vu2+qPxsxHTaO5Huqqw7SgdH05F8NtI+3EbsgAoW8ISU66WUDdjXweLKnvTAcsAtPSMaGqmowgbQkSLVGG59PJzuO6V30Sel/yP//YObrvzCHpQoPNScI/U1OQJpfDRzwagKGWBlW1oYonXUGsmpEsIZdiGj/mESsIDjDOB4z/qCPVINxiggte1GedMATAFXpOuwmCHgpWEMnMUJLjVlHSgaS2KpIM6YujvcUHYTlZK2bLYyIK4AoKid0huFF16ukfGjLZkFC1Ff0ctEQHQDvL8sQkqWwVdeLrHHckw6Ekt96tJVykFM1OUW2cmaKHy4KvKi8J2HXo+p0wTlBOgOA8P09gnsHcTnS+O8GUoEz3C5arTYRg4KR9UQQPkt42GTfMsXbaZ1XO1BI1tOWmnoMwTRjsleDSPN+0jD/tG8aTG/KYLyBeiVkhdj9eWiRX6Rp2kagqIQcOAawsY7JN6Epw86PBd7SHxQrLwVOKFgPRFhG1UZTCN6Eap0McR2ryVrns1WonFhHrTuGPxY40aN87vBs9wVSr0WE1gKE2tLO0bB6mpxRZTN1Eukpuq/pwnZBrjEGUi66zR4Ai1lAjIgsonSggaw1BW8oTm07BvHtJh3Ueii4BnlHUJStR5Q1ag6mTLp0HZVyWYYdm4gJ5duxd4xY88jXMftY03vv5DXP+h2+S3AR3M8lRjv6sGQCPBpCpbgShJVwFf1Qwr+wABIWTQp5ijPcA4Ezj+g45aM8kGnwQNQ4c5dJLWbJt0XZPPyIww3KbQheT3uhBqa7rqydY9w82a3n5d+SoAbLqtJBnIRDG9HykJDMu6juskNfcaspUa8Wsv+mqV1lqU8lIyhPaKJRkIQ0SPQ9bT7cBojJ+bppzvYttCjHcp1cM+2iwTgO06UVwNo+x5yYDaUBbyG2XPMHzMLtqfu0/EFp1/ZNlUcTRWWqLeGx++OMtI0Fi5tBE0NpW0ejnddk7ZLmAG1ltdWve2KlA1n5bJ3oxg+m7DeF6TLzh69xvKwLzMFxy+Y8WrwinKKYVeSUSmIwwdyzSqMblGZhSTJakofVINLwsA32lQuBOPSsSICeXRmaXMTfDKiDM3+NjAqD2mZVHKYwstDKvEYZKYpYm0utGOTlYwzFKKtkGNtOx0c39C70XEH0RaBExjgvaqsd+6LhlV3w/H2TzG6vBdbQ5V+UA158V4aUMJjNBQmTRUOuI5j9uot+0rrKTZzBnvF6ephAqVJwSUekedUahg/DUz0+HFL/t6nv6Mx/LXb/kkv/6L7yQvJidwn2jp4dg4Gt3j3ihoZ6jhmCbOgfeQpVQe5s2g0nzmm9vbaMa2YZwJHP9Bhtm8CQB74iQQVsFZVrOIRmORUM5zssUh461d0nWL1wZtpceiubKc2V9iho6pg571XVnVgT1zf077iwfqjCDWQ7V0QccUV29pk60Luhopi93jIShYKjOaYiqptKXStUJubmPAuipo+FTjUk3ZCXVXXXtwR0VRjMeupKhCnNtcSuV5bVsK26oPTiUJnoenS7UxYExkSABpWgeRGDS2b8anBjvVIu8pimmPna4f5iyxJN5RWg1a6M3tUHqJdXTb8biWdEorZyi7suofb7aonpR4kkwYQsUwxc2WMNKh/KhwsYt5w/CJbxgUST0/Zh0VeyoGEoXQaeM8VpXWHUni0MaRD1N8bkKjXuNzHmw/kQxFgU5q9z8QNdw4jHa025KFeasmFWkbQcB1HKavq9cFC9hwvVzIejV4J5jPKdIfVqHHsqKvS7OxzEr12kY5dZeK0kJ8PXavn5ZIsGGo0FuhCyn/TGBwzXKQ85ixwwVtNzN2ZFrxnO98At/z4idx/Udu5wdf8AZWlgfVdVGFq/GMWKKCkH3KxfBpAGQSjcqdZB4jNVmaMroKPD5LJRvZWJKN9gTRiydKmjzAOBM4/g+NOHGpVovxNRdRAO17FzHR3e/gEfTWzbhjJ2pFW2vBavTSGi3AtROgRTJUjGdNLQznobO/dsSbXxR2k17p45dWcN5XxkteN9qPK0cfT7Z5inw+o71Ur3w6+8I2E41rJ9hOQjJsrIycr2q3VY1VKVyiKbsam4oiq0vqB1iPFemqpiBpeGPXQdA0kgrlkElcP/xs4xRQPA4tD6JSqrLURSsRMzQSNJYu7LJ6XthO5mjPjdg2u0Y7kZlxedShNz2i78EtyewmCq+EUoun7CnshVJTtqVGBbtVk1p0ALnTTkExTKHlROQvxrFx3RFdOdfVFP4Nx0O9VFbUZaYIIHiFtxqvLU5pwAkwnDqxd43NClBPoE7hC43pSKDTxpGG8pQJ+54Zi3XST2ESR2lC41/q6kAWRB8Fd/OVRLvLxEQqnrc4lAen65JRspxIT1E74AU2+ImH+0cVAYNrUJWjW2LTe90ihBG00GotqurHMcHsKarrNo2YqlOcT/ZpROKJysNixPmKURVZVl9/7YX80Cueyv59J3nVj/859993UgQOM8lCVOmkAjAO56sRSMXICcE2ilNXEb4bImppK8+YmK2ocSMwQHWve+cgS1FR/NDa099PYZwJHP/OI3pg6L1noZbX6D9+D+M5g9fQ376N0Sa5WklffKy3fwDckWNBR99BqwWlRa/0gR7JMKHE0F60Va03WyvQa0OIJvbtFn44wg9HuOGormcahzK2SlMrMNg5ktvuI2238QuzslrZf1RuwiA1zrnbMcNyQrNKx5s9DNeWp8+lDSmDoL8EkA7EhEoAUR1W5T7UomVS0yW0VuykVlBRoqenH7ZdbDWMqYQfK9ZUEtqYXei4TRKRgmgMl0J7bsTO+RWevf1WWqGmcf94E3evb+ZIZ4ZDzNG+q11NiGVPJjrVK5nrjciSUPZxGusUozwNrnlh8oll+wd4iGMpJ77vWn5SusNRM8U80ljXVMEM23YYNFbc+VSweu2W2KGZ+BxOUSnxNk9hwDSsk2uZW4NRHqMdrXYhGPhow3Sj6j996qUzvgiinYYgnSP76lKPLtWkPlXVY7LhuiQ11bZWAm58L54vRUUKiNmacoEZVYh/StkRZea8p0iHfrLU5QO+4eoeDjWJOwtzsGJTwYUX7uBHfuTp9HoZv//b7+Wmz94rgLv1OG2CxHysPQqd12st7Kfg5RGva7OD30cBw1jiiv0bGzAN32mJ/IhzQW3CTwLhoTwuq5wzGcf/0aHSDH3uHty+A+izd4PRDPbOgZ/j5GPTin7ojVBSy60Fat2QLdelo8oTwlqZTXLQqwPS0mGmMgG/vEeVDrPUl76HACD7/gCKomYiRbVXqG1XnautYb0TifLhCLW2LjdXZSYlT0hydEV8OBIxlImrpOZTo0c5rptWKzVTgC1lppMHTRGlgpRTqHYwOdKCB+Sz0jDYDgQtkzsI0umPmMe40rVasNZ10JCTvnFOYunCLsuPBrtd9uOsEDSe1rudx4VrdWfxJd6dXMrKVIfrOZ9Dfr4Cjl0/JZ0do40jSyyZsWjlcdpROI1W/x97bx5s23aV9/3GnHOttZtzzj23ffc9PempeRKSEEgCJEKC6QJEFmAC2JDGFZxgF05XJi6nnFAJqTim+MuVpFKuxA42VMplWiehTAx2Ekv0YCFMJyOBZDWvf+92p9t7r2bOmT/GnHOtvc+5T6LR0xO5s+rWuWefvVe315pjjm983zdg1WZGzDjhi5fELkp/CpOVsIwituJ4O/n41sgQjmdUijcKaYU+U44jJjfCsLGorAGKSntndINeMw0ggXWX+rBEwXuDMYFY+S0BoNRKn42DKQ2aYnLrzbUZ83yVMs2kJZkwwrasVtL3pHqTRN/tZFTHD1IovGoLMpmEI7RXtG5XrluA5m6kXwrtJe3aWCC9geKhFlzy2AoRMZKciPU5NF5bxwJcv77Pn/+Or+Dtb3+MH/iBn+Wf/PRvEjde7dTTM2M2vbrjVlYhr8pqXMvZQs52QiDWDll3GmRinFBuR9aUtJ121ex64rwp8FOc1Ro8RDTAGKOu2yULMfoMPMg4PnMjBw1ENGgAw5UloRJuv8kx7Ck2PexpSnr1sbtqR7Fp8M9cLtuJ6eaIWRSYfjegmGXe39ma2PXEnG0YUybZc7j+rqNsgqpKgBmGwrKI/VBwUJk1xNMVRoTYVNobPLe1zDYH6aa0JxvqEOku1/pAJf67KtfHFH993aQaACP2bmD5bCg1lPquNqKK92OGfIqjXIeptbwxCt+VIrhmIbHvCTevsrm55Mmv1M8NlzzNvGc5b3nXzQ/wVcvf4fEqYtNn31DN+FP7v8HPrR/nyUuHHDQbbq2Wut0rYwF5v2kJObNIP30wzOqedVsXyArQQJG77U1HTLBVH7Go5bj4tDK/IDOAFDAmGg5Z60o3LgdCn0Rj1Ytc47Rij6XmIHSd1eN1eg7WBC1dSaSqBqw19AIikeANIVWPxUQ1M3RGt5fourYOBC/0NzvMUaX+XVEDZKhSfWZ3YsuvJQpTqBhpxjYtVub654s6AIY6qcKTBicatQ2Bsd4GFLPNLPJTQR8aPIiEKkNmkT3n+Lf+7Jfwp77xC/iJ/+P9fPvf+ClWg9dtWCGgk7b0XrfjvdqEWTMWrKEEA0C7Tq677dRmPIv0IwWbNDeEeYXZKEIgMZbFHrlzq7P63szSipM6yQXjQeD4NI/Yd4SPPlGCx3Btj6PXzTl9hRZXh4NQVljXHr3HY5fucNIpRtk/FbnzjutcPVvjb90meq+r45xJoHinLObQdsTNhpiU1eHsfDevrQZF9/nbi70uzo0ZSlai1hWyvyQucsebdINbQ2zqUtCrzgb6PZeKiFD3o/FbvzDMXwhqyT5Tqw5khBnsasB02yyT3Dv596vnmNqLTAvhJWhYk94jxdtnfXPJ6SOO4ZJn/+YJs0r3+fjhLR5yRzzqBvbMsuzDiuFN9YLH3Mf4huXvcidYfujeO7nXL+ij4WxouNMumNlx9jIS6YLj9nqBn+AxbtbTn9UK4wwK2+zWN7RNqtpESNF86IpYYGREpRHNWDy2G4WGQhORU0eYBaID35tz2dYUEgOS2C4SCq0r0CVLlJ4USKrJ/SMR5wID2zCLSATnGfrJeVcDA9qgK+wPgFMr+CQExIzZ1v3gs2gj2BRwU8wdrvXQC9IZqqORaj6F96LVNVQWCeYifCZ0hEqDQu74V76PmBdCBhcj73r32/j2f/9P8Gu/+lG+8z/4fl549hiMKFK76101idN6r+e64+R90wXTtBtlVqR3PbGp2TYrDPhrB7qpLBoUQZoa1m3ZfqwrfR7SwvRFkg3gQeD4tA9xToMGgDVsrtdsLmvQyLz1mO68nN6f9TVPffwqV2YAwu2veBWHP/I8iLqy6qtATAXHox5S7+3o/SflYv9hxXOx6/Vy1gDyAAAgAElEQVTmDAExoj45q3ak8BlDtCMDxHSDQmvrgdCMt5yESL9fUZ962gNLdRIZ5pMVZT5R0VW1Od2oQDAfh0/B7A9wPlPdRgkaWc8hUnqob15zldV1x+aqMLu63goajR2YmZ6Z6Ln6OD7YVgxWhCo9rH/y4Dd4arjMx7trfHh1Q7ftXck4AO6sF3SDY/C2dMwzJo6TYkaupotBiePEkSZybU0LcU+hIBnydRzvNQky9u2G0oND2Vhpu9PJ+OLkRf+UDiEmVV5Eg0GUiPcGawOVHe9Jl6i703MUiVSVp+8tQ+9KECkZySwo3RTKhB8T5dV24BGtk9SZnAFmZVMzpvF7qRYdde05e2FBfxnsqcEld1xfa9vf+jhfI4WHqjMIiZXo2hGyUo+wUciXoaR3fOGr+Iv/4VdzcrLme/6LH+N3P/RM2f9uwCjZxkXZwzASCaYajXOZQA4ImZASRmV6fiZLP/O0T0hZjTWadYioyjzGbbrufcaDwPESjTivwUfaA0t3CLnQ6I6TC+0s0nWW33zqEfqjhiu/Nn41/VLgbW+EX/9gCR5bDYaGYbwh44tADH9kJxNST24pkJjMZsTlXFWrySNHXUo9EYt9PtklNLmgo8drLy1TVjIjWsv8BVSx7rb59OZ0A089l4r6KlTSGs2nHjxKtlF6q2fJtRkLkun12OhD2O9b+qVmQZvbc976yFMABIQvP/wQh2bFnTCwiWOGt29q7LnlOtTiecgdcbda0gXHad9wr53TB0OIwuAt3WBpO1cm1TJcINSop1hMOH4uxqafkhTWMWVrdqV2MnG6IrewZZmehmavjB0ZBa1tbAWPtGyXmCClybUVnfxjChwxipKBQqKfOk9lPZuuwqZ6j3Ne35eK6OPlDwyDxQ9WmaguEvd69b0KQnfF406tZgn5tFqgEzhz9AcpeNgd8ePkki6vrzi7O2ewEYlWCRom1UAqKZlxHrv9xBU208lYfGTWOL78a97E133D27l0uOBv/8//lF/4uQ+NRfkYxwl7OikHrbXEnXqaQlf67KQLnHZqSuah2U1MFiMywqwxagbRKpxl75yqnmM66mqEqdL2ozGwnGs75n540eDxIHB8uocYnUwXDcNhQ3s4fhnFQG2jbrb+WOGOvRPtO3z59zbYM80wzBPP43d6YeN9YlvFPxBs8/sd52CrFLziepPw3TEbEWM0HQbi0cn4DK7WY3BrGq11OksjEM2caCyLZyObK2pjonblQR8Wa5EYNHjm7fnf53kb2WZQZSX4NKCkERZ6/JvrQncwKfoTaexAlaqzd3zFxgzM8iwROk7o6GPkJAonoea236OLlk2saczA0nZ8tL1KHwzrrqJPjrJ9r9lGCCquC51NE32a2NwIWUUHDCCqkU7K9Mmp9gIr9HPo50u/jZ2h1h6pn0qT9mfDWEyfzpu5jpAoXcZEJE38mgkrRu4Hi3Ue7w3Zb3x/seFkNVN4CkNlfcm6auepnf4eo9AOFu9NCSJUAXrlHaseJQeydHzpGKtjQ78fRiddSTGv8bqd2mNMYHG4ZnWk99ywUCFqc8tiXW7QFLdU5lNtid0og/ANb7jJu9/9Nr78K9/Eb//mE/zw3/tFfuWXP0zwcQvuOWernl/3Y1ZR1N95nzZlAMX6xmhRvBu2UAXpB+Ks3t5wCh6AIgITCq74AOtWM45K65NbwcwY4qx5EDg+k8Mc7Kn9NnqxL/3LmqPXOoa5+uJI6hMtAapb+kUdPKGFsuqDT5Xt+Oee39mwjCyrlyBo7I6yP0kr4LYtgUwkWcGdrQjtjlAvWzJUTh+sxRwZPPbuGY01QMPmsmX+QqQ60wZOpvfIyVkSVyXmT12puaP3nzTjuLAYvvN7ga7SAxYWNYgwf3rN5qsW2/20EW40SjjosTzv97AhsG82WCLXk/hkE4U7fkaXjnkTKkIUTn3DvV7l4uuuYt3W9J3T5zpCGJLKespmynNgChrZPbf8OWUcwFar2NKju9J4bVdmhK4m24iZrSQgnVGm1WDApULCNAMKacJ2mmGEVGM1Rpk5SieG4BV2EonQ9CyajpNNgzGqFcnwlcnwmSibywK9tzgTaJxncJ5u0KBrGs+wcYRBe7pkKi1CcRUmjnDWsKeZg0Qge4TFMRNq9lqG2YA/rZCNob3mMb0lVEKohMXzmdGk2/W1cCgV/8ZXvZGv/9rPZ29vxj/6yV/nL3zH/8qt506KWnxr0s2LOz3Z7XtQhOhyrSUmaCmLRpITcuu3MuJYp4yACP2gkHGMo35jB/aKzmoGkokuaDCRwW9nIoYtKPhB4PhMjxiJqzXxcI/o1G3TN7K1irMbqI8jixc8duOxfSDcuYe5tE+4d7S1OXPpAIwlrlaItecn55dwxL5LSm7KjRa6vvxtOnabJcV+gNVai/uAu3OGnztmaCGyOtU+zZJ6Lks1GrdlllmxZAmR3S6AuZdG+T0/CDnbiGGk3ubhHP6h1Ht99yFvPL/2iVfyzsc+DmgguMcSS2BhWs5Cw013xNPDHCOBTaxYhYYuWk7CnFVoeK6/RBscz633NdtIQSP4REsFLd72OZClH12uY3AuaOixjpVrtarPq0ttyESbujZaSle83e2EitKCNUSjavTMzsrwVI5IiU0lZmwju32tGbMNoBsszrrytxjBR8GmoOFswEikSnYl3eCwJuKsT/+STsQbtaIBfJsCWtqGied7g2cPrFgpQSB2ls26ZjYf700BpR3nOdsCQ1KP5+sU4e2PP8I3fM3n86Vf9Dre9/6P8b98/3v4jfd9NCGHAs5oYtjtfDnTkfzP8o5zzc90qdlSdrW1E3PKmAKEMVr3cCPlthTJNy3M9YBlo+cWK6cQOYCPYxdBY0rwYMqsClxca7lgPAgcn+7RD6MCOQ1tVDOuEEGDxt4zAzIEZk+fwNPPEaJSW82lA90OKP44mxG7HlksCMfHL+HJXDziMCBitDj/IkFsS60dgnpOeU9crZXiO2uob52BLMvkZlfqoRUP9pDjZDc7a5BNm1Tv58e55ktVNdFqCOTPJcissKigrNZK0Eg/xQusHD3wkaOrLF3LB+PDvHH+DCdhxvPdAZ+/eIIX/D6VtiWiSwD7Hb/HiZ9zZ1hyu19yp1uy6itONg3eq2Nq7FKWEcDk/hN5fkkZaemhHRixc5PmyQBM2FLR6aI11Aq3uDPBrbZtaUq2kU+1B3oh7Kklu7dR3WZnfqyTBH0NL0gVtjOR3e9b52psgqnawZbXvTd6yU0owSMk9bwPhmXdcdbVLKqeVZ+1TPrP2KCq+gk9WWYe3xnc7cniItvATw8xlwInpASRiJ0PhI2mav2eUpptB4tHF3zj29/Mv/lln0ck8hP/9Lf4m3/3PZy8sFKtxsQ5eGQtMWYeJJiqGB5KIpbsTNA5AEwmbiUDTHrcg1JmN+FC6EuOTvMJ6Zxjk82IiMJZjSuwpdSVQlmZtjul5sdYCub3Gw8Cx6d5hPUGw0wZOzFiupQ6e6VA2rVi+YsXPG49UL1wNn7u0gFSVcS+L8FHZjOlwDpLzBPpZ3iIc5SC+ScZ2cJ8fCFue3EB7qQj1DrJmEHZNIJVFXvy7DGrCm7fHY/BCBgtfos1GpTy364cjoyT3AuhTerZGMfjSEth+8wd/MNXNHgEbbQE4C8NEIUX7u7zmzzCGy8/z/v9qwGYm46Pd9e45k64Wd3jLDTcGfb44PphAO50C0I0vLDeo/WOk03DZlMp5p4LwBNrDPFgO50Y1ZI7/SEklCkXuVPgEIMuw1PDrVCln/OAPTUMy2SrAVur8lRqSNeAdM0ZFdoRtStPJogqkFT4Krvn+tbinC8TO8StiRkoBXFQSMt7GAajOjMTtCYSRsW5kcjhfM3c9exXLc+e7U+YWUblGbVXP618Li4yXJ1ompyaNubhTyud4IOkwJUmdqM9NPIRCvAlb36Mb3vLW/hXX/8qfub9H+Z7//Y/5jd/92kA3CaktYc5z2AUCLXFdH4SmMdFSDRaa5KBVJucBIAc/BODKmcI54YxY3YtoseQGY0pa4mV2/G2AkkGpLFyqvdaJnfN6TOQt9GF88FtMh4Ejk/3SPUH8R452wBLbK+wQnNbcJvI/FagvtdRPX+yxZrYglG8199DgEEn2rhev+iX+1KNUiT/VJlN05FTd++VBZJaXtpEH5R2nAhCndXruvKKww7zYxI0ZH8PmprhxsF4nGnVZ09bWMyQTasrrXwN0/H7G5fBp1qNwKPvGTh6TcXJq3X/fs/wAvssqp6rszNO+4YrzYob9ahmr8Xzs3ffwJAkzSEKG19p0GhrNpvJyngw+szmB9yjbXVVhD322ZggRfk6xPwzsFUcz0EDwC8DnBmi23aLzRBM3g9koZswLLQ/+NY+CyNrZyUahb51xSF3SjEWoK7H+6KyyqQSiaxXDX6wNLOebgBn1Y9GkppeT01/7jctbaLohiAErxmaVCFla3pS4iAOqVeGC4nNnS7KXq8BLwdIE7E2lCB35eqCb3v1W/nWN76Fo9WGH/+V3+av/+A/YXOnS8/s+P0ozBe3YLFyrS5aqO9esmRDMlWOS4zQhxHLC2BWKYPPLrcZjgxBayKZUgvbTZrO1lpMt5MugGmY0xW0nUJW09pe/mlMakX7IHB8Rkf0HtoOc3LG/MmaUB/QHOkXVZ8E5s+1GjQAfFBrkqaBEIkhTWypCB0Hr4FjtdJC5B+Btfgfxfh9F+cvKlT3A7LaJKbVWAwMs6qk96YddPLa6AMl1qYAMgka167gr+zRXp0Rky1EHqaPcKjZSHOnxt45U/jv6LSs2uzzd8FZwuV9BJg9v2Z9zVGdqJ2H7Syd1Nzdm7NJVhutdxgJfK42TGFmerpgywR41M3pveXpOwe6SBwyXJbmg84ggykZRoY7jFf4itSZbtT+MAaJZKuRfZ62JqlkERKayOCj9tDOhfFJsDKp1oqA6cChyms/6RbIxcggeCF4p90G84TvgmZBuYZhgqrGU1Hae6OtYkUzD1PnrEOD3pDU52eDfldHmxmV85yezbQe5Cc6nMZr1lB5rI14L2U/MMJSgh5PrscYE6mM8CduvJE//dgX8NbLr+QffvhDfOdP/QQf+vgt3InQ9FBZlPYdwHbjZBqsjAzaHEiMZomhttjNMM69O5mjXe9I1wMlWGA1O5AsV8/utlODRZOU5daer3eABo/jM4Wk5k15Wc7Gds6sN9oAyloNICLg7IRh9QCq+oyNOAyQsP/YdZi2Y/+Fe+xdPqC/vkT6gPvdJ7egEjOfQYZzTOo8k5kZvlMdRz+8bILGpzTMaCCYMdsYo9JrMxtI8Qs4PUOsVVv5WY3UTum+g67GZJUUr1VdCAJY9PrVFWFvRmgcqxtVgm0otvIZGzYezm465ndmiIfFJxKzpffazwAwxyvivCFa4fIHjiEe0F0S+j2IYrnr9jlZDIgJ7C833Fvf5LnVwdZpZ3jlwx97qNQDpPZFOR16C51hCycBiidT1NpDTLQ806onVfaj0r7kCdKSlDHEpAi3QpxFsJHYBLyABG0FK2bcdnaAnU5uoU7Nkuqo0NSUwZtproXumgrLEs/B4sYG2rZisAFjIsNg8INNYkE9Xz9YeoFgA8YE9eA0AZ9qG9kAct2O8GO96HAujHCTpJ7n1tP2FZJSq3ZTaUE97cs6DS6PXWr4d1/7Tr7ukS/kyfUdfuLJ9/Fdv/Lj3LmToK/LQsQxu51KT1ZwQ4KaBfxMM+PB6Purs0H9v3ZJAoUCGxVK1Btf4aiJaaGEZIkeM7U6FcDNyLqKtmCB4Gqij0Wrodcg+VFlWyLviae9ElBy64RcuxiSULjttAboJRXfve5z1pxngE3Gg8DxUg7vCauVPoPP36a6fa/AJHG9QeYzwvEpJmOPAJfTRHT3GFL2ET+JMvxlN4xNNYhJoS8p3CPJUGhIr1mrRe2o5ymAHTxhOQenlvL4oPqVmFgoqdAuTU24cRm/P6PfVzy729f9+XxJY7Zu11X2GsuwEGCf5laLPUvslBzcnCm1hOVzPVDhG6G5K0RTMVzTzd7dVNjac7qasbfYcG2h6sUPfPgVBTYp5n67RoHJrjWruqnTLtux+FtU424MGqBBY1owtxt9Y59symNktC+HsTieIJUwKTdlmm6Gs7TWoQGIoO1kYyrgA8XKA4RYhyTWm9YyQmFeaYbx+4dVfTDEqK7BQ29VYd54mnpQc8gkIPQTeGyqUpd5x2ZdJ6PFSNMM/JnH3sZ3vflreO/zv8p//YH/id+6o6xFWzua/RntSVOCYr8nqueIyVNuYbDd+eJ0cEZhp+m46HRj1iVN4KniK5VbP2t9Q4ag93avNYyYHHLFJ92FFcLhEln3I+Qao4ps2+TpNhHr6n6Smadj7KI5DPq5mQYeCSAnZ9v1l53xIHC81CNE4nqNzOcKP13ag6NTTRfPVttGe4f74+cyK+Ml1mt82ke/k7InDYiAXpNNi8wazFFy6Z2efwoyEeDh6/SHc7rLNdEIq2uWfk+vWch18bTKnoq5ugO1bo9WV3R+2WCyvYNPat/0dZguML894FqdfecvCKevqLWh0yJoABLIlIU7TxwiC49rhoL/ey8F1x96q0EiCy+ysaCNxOAY9sFsoDrN5xEZFnFsebpJQTA937lfN6JK6mhEJ8CcLSRVuZ9HTEuhn0oQ7UmRA8IEXpm+EL0kAR6FMBBdmgB7A/X2xJkneutCWYm3Z9k5QLCz7XtZhY8q+ls0/VibmAwxak3irMcaVZxvukoL6ilbMTaQUSMJwnzeEYEbzSX+2tu+lZuLGf/Nb/+PtPGD3GqXHM4qjlvVQDgXYL+lbedjcE8Zhxlicr4dM9cM+UUBXxn9e5pwQ5OL5FEJHrlXjRWEvDhCF1M+bJE1ZLDjil9EA4XIVsCJOT5agWh1oRXQbdWV1h037bidbCdSs+XAUALEMFmQJtLK/caDwPFSj9zNB9QcUESDx2ajRamm2ba/gPFLTF+kiGy3CH25j+CV8ZQK/HF3JZMyDaCIlHT5GoHEuIJzqbOIwGyGiNAfzmmvqHjQz2CYqcASxlV2LlwWe21ItOiIrw39pQq38oRmG8y3SUeivkS2wIrVKmI7wfcgp0ZbXSw83WnNvWcW0AQwOnFaG7i0WGMlsu4r5lXPvfWMzbomkBom5XnCBbjcEU4qILnKxqTDMGgzpgAwZhvGj82dCo03kkwP45iZGPU384t8buoNZoJ21HMbtnQg29/TmG0Aoy27y1mzhTlb5xKjMLQ708xO8dzYUER5+dY4DYZ5023VRfLok/37PHUbzAEm+4hVZizSn2wU3/+mV76d/+zNX8v//uTP899/+B/y+r1nqDHUZuDp9SVCLRytZ8Uzyz50xmo+w580DDPNOkKi0MdGFxsZtoqgHfiGkH4fz8/Ptbd4Memc3vvZRgSUHJIzBhHwvYrzjFHdhknvt7p9GYIWvVOtJIpoq+Pp5G9ky5Ot7D9DWdPgkY5hi531IuNB4HiphxhtSwqaYSwXxFt3tibPXOhl040aEOeKweFn4yjMq4lFCkDMSnIm518+lCfqfBOn4DLpnxGbinB5j9NXzRka4eQ1wjBX51K7nrQgFcbWqpNhehVf+ppUfdYAMfWAGhYjA0oCyXJbj3v+vDbqUbGYBg+7TkyqBoxV5s5DBycFWrGJfmolYmzi106U22Vfi4GA0+5/+ZKkrETMzuIhjPOxZlZqW2NaQyCoviOOfy+fncVC0wWl4eq10EZIoUkXIlJqNKYzY6YzyKiqjxBXFuZ+Wzidazs5GCXr9OkIqU9H1nfEEFlTa0Opych+WF3nqN2ANdBMHHizgFA3anj8sOG73vCtXJ/t8xd+6Qe55T+KMzWroNYvlXguVRtCFB4+OOaZY4WG+2iZ7XVAs/2dpMM2/di8KbOpJF0DGcK2Gnz7BMgWH1OxXTEljGPwUGaTL610Yz1mHJldKQCV0/1FQ1zMkJOVPmOTyb/AVnZ8hkpTp2JIGrZ/vsh4EDhe6pFXzd7rQ3frzjb8NDUpzPinMWrNYS2cnelN0XVaHP5sKpDnG3QaNIIfBXm7Q5TpIU2zxQyJaVthfwYi9Ac1R68xhAalkdajuV3G/DNcZVPx2ExicFmpW6HfM1pAHnJRkzETSK/ZTShuqfVZgGcNq5s6g9jWMswzfCM0s47Dxbqwq+auJ0Rh1dfpkoSxyJwCR9ZHlNnIxQSxTVbyJDV0p73It4rqk5PK1N4cOEvQsGPWktlaphV8nTI0GYOBtEYD1nQOTMFkq1STz2PlYDmM28iiRAGxsSgmYhBs5cv2/GAIgym1kq51en1G3/LCxIoRjo6XiESuXVZGYohC6y0NWlx/9yNfxHc+/nX88Ed/mb/7kZ+hch2VVTuTD9x7mM85UBufs6FmSAy4HJhCEDanNbk0poyqdD1CgptyfTLDyM4oTbZcj/EaTgvhur2xzkHugzER+eoJpQ8MXgPL1LZkarE+7LjrWjNuK4+s+xgGfd6sqJZjbzHqmsynDmM8CBwv4YhD6rq3XkNdb6etQTHO2KM3RVPDMCh0VTn89UuY47Wa6t6997Ki4t5vbAn9UhOoXMyOXa/Cr6Cr5zJScMn28JLszakc61dpP/b6qCt4cagMvjYg0F73RKcTsYjR4u6YLOgxhdFckqhGdnlCDC5lM6JQF6IBxnjNYGItYxOfLmJ6XVlKgor6hbC6Kbi1Zj2Iwi/r3tE4Lea23lEZz2Zw9N7StRXFgTbBTrq4SOC57DQtitv/9zVYohbA09McbVQBXw54QUpHvTLyOVcRgqqk/UyV56pTEA2UMc3SfvyOsr9a2c4gGtymm1+psHGrIVQQheGSXUnoNUNzlU/WJWlB7lMKJqnt6qTW0TQDfa+srOAF6yKDt0kDotDYYXXIf/m538zV+oD/9Ff/Dr97/CyLpmdZdbTJyj5E4cnVIc74VGAPEA039k55+viA9UlT6jkwqftAWVRow6ax5mC6sXWy6ceJXqaTfKorkZo2FQv0LYhpewLPTrXSJfiqYJEyZijZyFBEfaly4MjvMfb8Ii1G3WbuxZEXqp+C7ciDwPESj5xdFPsNuSDK+6RRaGowhu7RK5y+csbBRxJYc/fei1p7vByGBontmgTGYPbUAThulJ6s+pSg8JxzitMCsR+QWaPw1sGS9WOHhEoY5ob20JUVNChzav0KTzQRs0zWEb1Rc784gaciuLUUAZcWOzUw5FVjcBDSs6XahohEKU18IGC6iNskTLoPRHGABqp+T+m6ebQrtRFvq4HKepwJrIeKbrAMg2Fopx4g6TDjeFtIE7R2sLXaB+lNyoYivk6Ct2myKmh/CkthSU33Mf1/aLTupp3v4hYEZjr1epqaK2br9bw/uxH8PJZax7S9K70Zg4eJiNV/oTeIjbhqGzsUG4jeqqjPRYKNGAzWeep6oEuW8/1pDaKEoU3vqILgbODrX/EF/KU3vot/8MQv8QMfeS99UMrusurSoUUCQmV8CRohnbCRiDNq6U5v1OzR6OLCbWK6F7a/h6mrbFn1p0m4UHHjmH3EIKnh0zT9kAsn69jUYwDoh3Gin7Iup3DXNMvIivKidhSKEOcimm1dldpHNip9sfEgcHwGx3078omBvkeWC07f+ggnr7SIh7tv2uPaL60+JQzyMzWmTrQiouyx/LfLlzj9XG1itPzQbczxKXG1LiaNMmvgoWu0D+8z+8CTAPhHr9NenREqods39AvBz7RIO6QJursUiYsBkyeoXrUKoIEgw1Oz26qcLirgyapZfCp0Th6qbHZ34Xn2oRQ8Kx8BLWSbPsFgadEcN5ausawrxxAM86pn3VdsuoqQ8fzdjYfELLNRV9/ZTnxaV80K7pyVWEYsPBer8+LUMa1HE6tty3GAMAvqT1UpxJb9sWwHxpsEv40HkHt6g2Yq2HzOcWu7pX6DigJzL3PTBKyNzOqetnd4bwpKKy6AFeKQbE3SNjXLMPSrqkBlsTecncx4zfWK//ZtX8+N2SHf8Qt/jw8ePcve7Pxz0riBKgoz2zOzA6tBU9KA0A6OZ072adcVDEJ1d5Jx5Pawk8tQlONmhDH1usvY2CnTb/N2YlTa7TRQ5Ak/9QvPqvIt/7QJy0lWm2JMGJ1NtRBKbWQ8kPtkDlOjRR90eyale6n/+Ll64854EDheBmOXYiuVZhpHX/pq7r7eEp2uGpfPROIzzxM2m3PbmMJCnwkIa8v51ogK+BZzrU9c2mP12CU2Vy3BKUOFz7nK7IUl7mPPYdJN2r7tNZw9XOEr4fhVr2X5/IB4aC9Zun2hO5DUnx2GeVQrDVFoxjWeYaUzpGmNtp2udRUc5tDc0n1k5W+eGCWA7SmQg68TmjZRm0dD6Zduukhztx25+CY1EQL8rMF2kSFof5XhUCeM/qzmVGA5b+mG7Qcy+gtWdkbhozg1EDQJNkr02SkMJSFlSaJutqGKW6t+VaLH0te8TOZhfI9qOtTcMLoEfaV5c9dhZHpdQh1LwZ46sNW/QwAbkeRTZaxqWCQJBatqQCTSVAOdWJ0bE2Mqn3vsDcEqhBaCaNDI+7A6cX/zqz+P7/6ir+RHPvo+/taHfow+ekIwrLoKZwLzusdI3GrVe60543SoWbieT5xcJkTheNOwXjWEMxXEmUGoTybXiHwfxK3XtggXeRFSJvsU9HIxPFuM5LpF7raX4am6Uvpu6rCJSLFOH/cRU3+aZA0yDRAZFssW6sV/Kt8Mqb7k0ed0Ovfk4FEyoPtnHQ8Cx8twSOUwB/usrhvF6A3Mn4tcf+9T+PX63PvNbFb+H2MsQeQPE0Au6kt+bhUybSYzzTSsVQX3YzdZP7KkXxq6peDnqWvdnkI/vp6z5CFVaw+Bk0drTh8VYgXNbbi3V9EnKUtMk93mWiA2AbPsaZIOYOgtwQsEwaysKqPzIiw3PioHitY2JtYREkaYx3Zxy85DNzL+tF1AWi1GRpGUtQTsJjJ/LmL6hvrYJH1IxbCA9hAgDtwAACAASURBVPqAn1mGMPY6mDcdvbPM5h0nL+xpDSEXoHMw2ercN07mUSImFf3zKth41RqEOhREYpdSGyc4Sw4kpR+3S4LBzDwzjDyNVOuJTsq1Mf3OpJKox5hcDxFwSRRotxXlOjcpzTY7Ig2p25+xEZ8DQwpu0QseS/B2rDvUgYeWS77vX3kXj+zt8+3v+WH+5eaJso9501E7jzWB/bplz2l0H6IpXlohGj5xcpk+GI7O5to06rhGeqG6p9mjO1N4ytdKv5ZhB66CLQhLabK5BmIxfihiPfpJsbsfNCBML0xWi49ukWPAyJP61Igw/98m+5GLIKj7iS5jgGCI6OfE+7EoP63J3Gc8CBwvs2EWC+TVj3L05sv0+8q9XzwZufb+Y8KzzysTKRW6xDn9t7+vnjNAPDn9Q/fnEOcK1HT+ACfU0Pz+vGIS0WL29SuERc36kSXdnmF1w6j/0FIzJzPoCiwaQ3AL6pPUSe/zohrzDUJ7GeLeuBpy84GqHlhaxaydCQzB0Gfju41DOoWoMmMqzAIy0237E0O/p+6kuad0NKKBwoyRQgI657Vj3SNPBLYN2I2fYNc7ndOA+qRnWCgDrLmnq7Z4xzJ0hpONpd7rmDU9lQ3MqoFN77CLAX/m0gxqdorlGhB1JSsjVBInivEUJE2EUOu5TBlY57CwCDJIgfNAtx0vQifKNlKx3IJphfGKMe586zOx9OpIFwubWsVOEZWI+la5ZL2O83RUDNmLKmdeiemkX0TkW17/Zr77C7+Kv/97/5z/5Jd/lAGPc9rXw1lPZQPLusNNCj932kXyFIuc9g19KmZlVXp/r8GuDHajFvQmN1nzuqAwQxbyxTLBK3Fh/F5yx8piHpgfl3zPZFhqmGgmjGwHEBgL6jnbsBOb8yLYy9tKxzBpWQCMFFyYFM12dR1BC0XOqf9bM+1hc5+gw4PA8bIaUtWIc5y+4RBfCfufCMxu9bh1SjsnK4EcNMzVK9z7116F6SPzZzdUT1vkzj1lLv1BA0jOGtL/t45RpKS/BcZORmkAXL9Cf20P3xi6PcPmSgoac603GHQe9A2sb+hW7KYiVuAv9WAjbjbQzLRj3LXFGc4EQhRurZa4xNE3EtkMDmcCp14tIswmZwDpuDqBlIyFOhJbFQWuZwpDmBaae/p316bJoR8nbT9LZYQd7UdMYq/M1c/NeKIAAdwqUFvNOqozZd8Me2o7Mmt6bNIaVCZANWAPT7ln5yqUqwKxtSU45Ek+u9KaPv1MpoQSRrgq0/S9iwUmArY7CcIIWZEDxiRQTd+XXhv7S6TaR5y+IW2DyYLYpAwjpSeJqFbMBkNQ9byxAec0cOzasJeR6zVBoDPcWCz5vi/7Wh7dP+A7fvaH+MDdZ8vBeG9Kw6c8AoKJGjROuqYctjeaeZy2NWerRoPGmcGtNGiIHyFI4FzjrNFNdrx0wYl+V7kF7HgQSAjIplcLkaTs3m0UJj5BU2EnaEz3N4GlynOYL/wWrT/9fkFQAhjtf1IfnVxvne7rRcaDwPEyGVrX0C+sudsTpWb+7FjLkN/5SCqYqs2GzOfIpX3uvfMRVjeySd4MuII7Oj6vPv9Uj8O5kmmUgCBSoKgYE42w63WVYgREXWnjck5/bY/N9fr8doNCJ8Mc+oeS4ndlMRujk7oBjAaNveWGG3unXJ6tmNue1jtWQ12yjBxIANreqbI4ZQoZYhn20gN35oh1IMwiPQF3apIKG2QOfqaTcX0C1RnU/Rg8zKn+rI67EYKYeFj5eUW/7zh92JUJxHbQHHuMV3gnVHpc8XLHfK/FJpfYRTWxi4+qTahmQ6LzG4VkQsoyUgMnSfBQXgnnwGFbxnpGEuhjGbUauxX46cQ/hZAKWWAinIznA+f4gcn/g6T9SdmFqT0kWCpTamNEISdywICq8iV4hBxEJI7ZFho43/2aN/DffelX8/c//Ov8x7/04/TRJ9Nk9asK3mCSDsMHw6qvaBJNtw9G+31Makwnp3OGE62ZNC8ok8Ct0/VM9S8zgNtEzNTqY3Ld8nWSIRSabpbfiB9hzdLidar9mKq2YXvCvggumsJULzZi1EXm1GpkNxYEfeaKmDbXRNpO6ywPWFWfXSN6T/XPP4J71SOYW9qoKJyo+5FYdbiU+QzZ3+P4Cx5mdcPQ74Fdw+nDlvmzwPWr8MLtF92PNElQN1FxA3oTVZXuq6rVDsXaJLozysI4Pt2ah2Q+Jx6ofYqfjw+maiYioRbtSOdgeFgn0KYa6AbL+um9QvU0jaeZ9VTOc3m2Yj/h0s51NHZgiIZbqyXr3jH43E1OlKZ5SQhLIZ65rRU1oBDWRpJjbBxLFhZghLYkqCJ4ilm70179hrqRFx8rDabrh2rOblqF1SZxWoJj/pw+rMMcugP9vzERa7RBUR6tV03CwXLD8dlsy27dndhSZM79M/LBm15GPUUc/27XwrAUylka1IRqmLCy8s+s6A4yQluTgnzOIgoME8fzzH2+ldEVCxOsDBMJg8EkA6yY9CAxmCKyA9W59L1eGxE96tCbMWgMAibyLa//XP7zL/oy/txP/QM+sH4yIS5C32Z2UcC6wLqtmDc9ung3bFLvj7Z3nK4apfECkrI6CTB7Xv/vNmMgMB5kiLh1LNodLXqn66CnjunDtrlhpuKmiV8yjbZNCu1saIjZhgaNUn/z+88Fh6TzAohnK6XPikEyu2rqcyVqNRLD/SJ+Gqntsjh3zgronC3QzngQOF4mI/adZh35y3zqOUJOPfOqxFrVNlQVp2+5yeq6wdeTVU+MdIc17tY2rDUd0jSYxUJXI/2gQsJu0n9ZUgpb1XDlEjjL8ZsOCYm+5zYBM1ymOuqp7qyItfYbj+nvtvVapG3GZVm/p4ru4eFxP7O659J8w+Z1LSfrhtULSwzamyHWwmao2HctlfGsfcUnTi9z0jacrGbpkggxeRiV+bA3KePQwm/pu11WrjnzKYdGqCJujdJ0u4jdeNxRO9IVYYtOiQh+5hiWjruvt3SXIsOBV0ZRKgLHCKGqMb36QIV5YL5sqaznylxdcyvrab0rq+Pjs5kScVJh3B3ZRO3dsU1JQWSrIVM6LwLKCibBR53RLCBtUyYKdUk011ggsQRZGSUT5CJ4TPuV8W07N9Tk/3H8XWQ8uJxBSEzBJU3mddPT97Y0VMrv9Vv9beGbHn8zf/UdX86//ZM/wkeO7mCWE8Qm1X9CHLOYvnMaiExQ08I0+rszpDPYtS4WJIj2HpkEjK1TixM23YRuS4zYXtlVJnfKy6v7EDG9V/pul7KMfkg25mHS3ztoG9icwZIgrGzJMx0xqu5rWl9suwQbZ0sEWz4X4w7TCjjXrjaO+4oMW3ZH4/ncP+t4EDheZiNGtUgrk3kR8KR2qMYyvOqGCrt8KjSnVZCu8D1ycnbOel2qGqkrDTz7e5o61wGyin3K3mgabU0LHL/pkOPHLKdv3RA3luaZitktgArbzqlPIs2RL3WYYW6JdmyeJEGps9HoxF4ftNw4OKWynrnrOWhQ+OC6tsxdND0Hsw21HWiD5WRoeGG9V4KG9zp7hSiEQVempgpaXM7BIVt/5+dsiy6pM2KeALW3eaRaR+p7A9W9TerUCHGeV6eDNnaqHX5Z8cLb1SFw9bh+R7ODlsM9DQg+GG7f2aN9ZafNmXqDu7rBmMjV5UoV5ESGaDjtanwwnKwa+laPP64tdmVK0DA79mT5UTb95Pyg1HZsq/dFnk+2gkZ+z8aMl6JsOEMoEOuRZaYmkIkNl+HAHH+mavRkbChbr2kgyLlImEQekwKFtSM9t3wsZ4URvuHxN/LdX/wV/Dv/14/ykaM7ut84UZNHPUfZGLWBqTTaxSoQe0eca7+U/rTGHVtsq1lZHraj2MnvzpNZECl+vL7Gp2CBLijEh3FhMTmJ6AzSoZmEs5px5PdMYeTsS5UndRGSxe+oJs/+ViEFqcpB1+tcUfzres1CysHLOHc4xzmn26kwMAer1PpAP55TzYvHg8DxchqJIrdleJi9qkpxLJRewrO7gbU1xS68UFCvXEpCo670+Ja6wly5jL95GUApsKtWg0ne/dGx/i3d2HK2Lg2QAJbXVnANjo9n2Gdrmrv5b5ZhYXCrwPpaYjk5tSxf3VRPJX/gccueKwdnHDZrFq4rbVUfvXTEk0eXuLxQCMdI5LibQQ23N0vOupqjU6VL5hEGo6vzKPgzp7beaWSqakzOsKUPxmDGiTDRdG16nutjjzvtdJV4fKqZ1+lKWSYi+EVDWGjQaK9C+9oNi2VLjMKl5ZqDuqVxQ6m93Lm3V2zGm1nPjf1T5q7HEHHGM3jF3FdtRbeqS8BQOxPBeD22HAjyNQWd3G3HtusvUJxaI1vU22Jlkovr06B6n7EFSdUBuzaT11QvUuCtOoxBI3fX27U42TpQbd5k7diIaRRdj0ysP/nY5/A97/wq/uxP/yi/d3cHeo0pk+kN1V29EKa3DHtB3X57R6gifpX+NgjNnbFGlEfuzVKgRkmB14Bvcu+WVOMIsdimS6lnJH1GAAmeaMyokUknJm0/nuAwgGvGoOCmeFUaueaQs5EcMPLohy2SSoyxsCrHEzMpTQyjgvx+lN08PtnfJ+NB4Hg5jpyS7qabyZLd3TmjMUJ7tcKtSM6scPiRVnH1w7l+sXfubftFWYN0A7F2hJlDKgvDDKywuTEHbrL8F8+pHw5AUxOccPLGnsuHZ1yabzhaz4j7G1adwfSu8PklCrUT+iXFnuPkcU+ce6pFj7OBy/srHlqcsnAd8yTGatNs+OilI6XXJoqkj4bbmyUvnC7ZrGvtXZGGSFQYJju+esGejhObTBZq9ysj5tW8QhZqXIhJxm87yloAe++U4dLVEjTqmZ7TvO45qFv26w0L13HaN1yabeAQTtcN1oZicNh5S209XXDcXi9YdxXr00aDxlmiEg9AFNwZmI7URGiEUoKFmMWJebLNt0fyp6qPDJtKV92l3pMmM8k1jKBzS578txxzp0EnXXY/V7W5BJJjbtqnjedW6yIRVw1KvQ2iPy/4Drw3W8GjfDcm8tWv+Bz+2ju/ln/vp3+MD925hQymZDjRi5omD2P0cymLcKfj+6SXUbXeJ1JBIi2Anm/2MsvBJNgxIOegka33p5mGfibAMPpTkYkj+f5bp06Vw1gfA0aluEih7Rb67VaBfDLhA9mocGoJEqf1kKIBeZFVwX31Hts+Vg9qHJ9Fo1iPe79Ney28bI/UEZ69hUsdwkxXE2qFhnxtqE4SY+nucdmu1BXm+lVi5VTJOihvM9SWzSNzjl6tt8HyuUD/jocBWDzbcfpow53PBUxkkXofzJNFBKINgboI0QjVWWRzWfC1ajDa6wOyHDg8XGFMoHaeg7qltgNz25fJFCj/D1HovQrlVl1FNzi61jF0lrhOt6pJGoVctwiozXeY4NT5OTaTIJIKwKaXYnIoqb+C6XSCsLdPVZxV+i9nUaM+iKubtXonpVqGNYH9pmVZtTwy1y5ye05TmJO2oUrahEXTFbZPPsfTTcPZ8YzYWaQXrWWkekN1qhNZDhpjMRtMABLryzeyPWF3KRvZwOyWYXMjas3HpKLuLhYT9LUCOV1gF1IylwpilUSCVRiL6BP9Roz6XWa4ypiY9ZFjPWoiK4hB2O1jHqPwrz/yer73He/iz733h/mds+cT3DMKOePGEmfJ170J9JcBLG4l1EfjCbSXNajZNtFrN5NrmWsxKdsIbvybrymZaDSiBfAuYNphW/wXtCdGgapiJBozwlJTx9vpRZrULEdar9YcqRKsNM0wgi/b+WQTemFQhbSN+7Erp0ryEmhS35yyrfvv5kHgeJmN4qBrz0d/EdHgkVYMphuoj4R+z2GB+cfuIcfKwMo1EqkrFeXt3HB+5thcrTh6rSVUugpbXzPMbwXER1Y3a9bXDNEFxEaO1jOWTcdZW9O1FdLpzeZrsBUMc+1J4Wdj0JjvtRgTqGygsR6RyL5rMRIxEuiCOpVukl/Qqq85bWsNGJ0lhmQC2NpS2I0pw8gFXsn6jVTnyS1US311UGGb6cGtFP5xZ1E75GXPtwzxLRotZFZuGyOefj8OfGup6gFrIoZIbf0YCCOc9LOtVXSMwmlXs6h6hkFpoquzhjgYZGOwK1OK27urYtOPCE/pEZImO+NjIS3o3yOh0kzKzyhUZ3EaAGIVNFBN7Uim2cZWzWNSw5iei4lacM9F96wZyTbuhlLohjF4WOPxg+7bd1n9DcOgjZPqFGS/9Pob+L4v+jr+/M/9EB+4+/zFXl6Z9JC/opSRTWnDZoD6WG3ic/AdFuDO0nlYzTamPUy2iAZQWFSEqEEjxLErZAh6r/UTrUQ/TCzVc4oYxkwgRs0WXswHyqcieso24jAUEst0nAsgWwV6P6lpTAJHLpBPg5KYyXsnx/VJ2vw+CBwv15F51dMv0NrCrJBVS9xfYDY9zabHnLYJZgkwDISjYxCDVCoUpO1S2h1oX3WF7pLj+DHLMGcsesa08kpQyOrhOLZdjcLppqHdVAz3an17WqV1lyK21bqBbyK4iGuGZPmgE2tlPTM7ENBVdzvUBITVUDMEFWM9e+dgq9ub32SX0lRUNRO/pRI49NctWioUB1wRdCGVIDV3FnFp5Vkm4NzucwI57I5YOdZXdcaVM0tY6vYq69l3LU3COrrgaOzAKXU+TFZdxawaOGkbVm3NMBhCa6E1eg558su1iPzBNJTdw9gsSNCCrgeaHZing1Dr+bs19BWJOqozcPajmq6c8/c/3VKxK5naoufjypCg057i042FXrUZYmLqOW5KIdxYT/B2i3EFIxX3S64/zl9/6zfyF3/hR/itu88gxqibrIvabiCdOzZiqrEdrd/UqfUvKcPQ62gZ60J6TuDnqYYxcSfPC4tsrQL6ntm9iO0Ctg1FEV7otD5qnSL5UUnuZ3E/LUYKGuNFl7HHzK7XVLoX4/Tn/cZFmo7JnBFPz5Dl4lzxe+s9Maqpal1DGyai3/vv90HgeBmPLfNDM+mEJwY5W6uP3XKGuXeqLIvBQ98VKq5UatteqLm+Rfqefs9x73WOYYk+aJ2uxGZ3w6QAOnkATh1nMUmw17ZM3rHKUJoQ6qjU0yYWxfKmq9STyCo80xnL7XZZNjsEw6qvOVrPCFGSQ2pyRPUCg0GSYSEkaMPEkVYKpSWqBApdtHRmywhMUolXpxnrnj6o28XSWFdbNElEiE1VfrcbKa68AHvVKC8egsFPCsBtNz5ewzDSRYdeg4bp1N5iCrPt0kKjSXUYn9h2k85/UbYzkuhIFFHBCYRa7THi9CmXqIElgmkn33HUa5m/07J03u21Mf1IBJNt0SV9P0GIg9HA4yB6KX02IGk0LhhffO11fO/b/gz/0S/+KL9+56kL3wOaBUny9IpBNHi4qA696UBshiJTQAyVBtRMZyYFDd9sf/ej8C+yuBVwZwG79iNzKmcZOePwXgvfWWORBbHJ5ZZ+mxIn2f12xxa9mBo2lXbk814nc++16+dFwWGSxZQxhZ/ChGZf4DJ7npaLIhnU9WQb/sXrJDwIHC/LUXp17Axxrtywsev0Br59b1wXpBsuZiPETO3b2ojohBLAKYOU5dOB+lQfklAZ1tccvoLFs8L6hk5AHkc0cWQvpclEel2qlsksve57i7UD61YzioNZy3E7w0ctlra9oxss7WYs3oez7LUjivsnL6UsEIw2Fr1IZkcViCLKaCfOmIHkoOFWUJ3F4pMFpL4ISfTnI7F2OjHkwBH1gY7WElL7WPHjhHt9ecq+a3l0pkLNFsepb6jNwNGZTg5D7zR45jpOMITuYqgin290wAX+lAWqimOwIE5KEn1aSccIrWoU6ruG/mA6sV6w0bwpE8EztoKdUl4vqKd+shG9fte+t2p0mF4r9RGnE9oXXn4d3/f2b+GvvP+H+MDJJxCZdKEChaa2oLM0r4lu0+31yf0+X1ehPh6zipCYdbm2VYri6edWN8iguh4zaKOu4pETR5t0kjttYUul5052LD9ym+RSM4NzflLS9olZJeVzwKQwHrZf37rAk9emIt6wrc0aYet6pKabsYi+ZV2SPo+5IFhNxoPA8TId56zWp30iurQq2bRbN0/0vvhTFTZV6qSnPbot8XCf4JS9Ez0cPDGoAjlGQmVY3XDazCjP5wk+kV4QZGylOugEkHtPl/XeoO620Ru6jRbR+96yXjU0M31CQxD6zhF80mJ4wZw4pjZDptfCd3ZqhaQD2ALn82o8i9cY7SCSqjoLvGynzXiClQLLFZXwEMEKobLYzUDYU51Gxq/DoiJaw8HHB+4snQYjE3nF4ohHZ3d5rLnFJlR8or1a2GKgQSN4wVi2mUODwNwrXRgBQxILokXoXN9oNUroRCelG2HJOqar/y3lOphPNtvnYC+Tn1uZRU7XJp/Jm8uakEpp0QDGhSJezBKA4j+VspGYPxvza/CF11/N//DF38xfft+P8r7bTwCJhRXL16Qjq9+B2BtiuhFzId7t9QyDECvBdHZspmXAXGBdv0vBnVrGIGDapBifzp9bq3tl4TEEPWEfiL7fXvBleEgEUifLbJcubT9uJ5qxp8YfoNeOLihTPSQTaXYCjYjoYnM3s9g6vVhIObKLXe6MB4Hjs2jEYaLwzAaGk5TynI16UqFjtLseMTAcLjB9ZPGc1+53/Xh3rK85Tl+lk4LbMOoEqrGJTTbUA53Y1IYieU312v/ap89EMeMS2UWGtSsUWunNlu13Zr6UkYrcMowiOD+PhJisvxO8k2GrsHMnR8vWpNccjavVbk9ZYDFtI1TCMLNIZYi1wbQesxmIri4ZTmj0YuRjXMzGTOO6O+a17g6/YVd8uH0Iuwy4m4FPHF/m1l31hc+itfmiZSOR4GUSbBkzhwse1rLwN1A6Wk+DRsbrZQJ1RaiPlW09eEqfjXztgGSlPtlRvl5ZbT2db4tjr8KI0gtshNgEsHo+ANhtNbpuJ0FLxd1XQ8IXXHklf/NLv5m/9Iv/J//szhNIupdFRmuScUZPK5i00IhJ0xOtJwYN5LIc4KRiWMQk7EwjI7UZmoqkbHRy38TJtS8JV8RuLmBF9YNCShfVwiZogdr2VErHTYsQIWk0coAIQTvv7UJPUxru/WocOUi8SMAYD/t8V7+L3lsyFdtcvM80HgSOz5JRMpAJPilGSoq6m6EARJ+mmaknDeDWIZn7RWbPbwi15eh1c4YZ9PtZNSyllzYrCA3F5sJ2Glyye2hwmmWYDmIHYAiTOsIUt88TvUn3Z4ZnmrtpYqwnK2DZQlKS4jdh9JPTLY2L8nnnpkdeJ4apQrq9pOyv7pIwf0G9tPq50M+TcLES9p7uqaC0+8QIpvVUwOUPwb3guNdc4SPXrvFt1/8Zb6xuAfCO2RPc8ws+srpO53Njq4jfuOL4KxKZzTtWZw1ZkFdWxNOJqzB78oUb9TqFKrorALzPEA9iubg3uB2vNaBBQ8A0fvSMYkRaYqTAiOIFj9HgkVftQcaCejYqjJqBZs0NwNsfeoS/9RXfxF/++Z/k55//ONZJkS+FFBTEqFgSoG/d2NgqJDsVAZ+dfxsPUYh1gHXGTfXcc40nWr2smblGum2y1X/5vlEL/XL9uvFmk7ZXg888CpQUSjE8SkAW2ZY56mJvGFTZ7Xcyi4mIrwSLXKO4yN36wmJ4OB8EppTfC8bY4ClcOHfIA1bVH7MxMS6LF9xDwFhInxTGJVkSuA8/TXjLK7EtVHeT+25tGWZw8lommUXaVAvUo423W6cAYXfS/aSJYEjBIAuUplBHnof9WF/JKma3UhuQ6CDYZIpY4AP9YHs4Bp38t5Dw+KKeT1lKXoEPy4ifAxiWzwbmtwNnD+tBHT8O1ZEp9Y9oYVgIvqm49hsd0aovVW4RG43QHhqChdAEqnSRNtEyE8/t0DCbAOY+M8QCDCuHr4dCVbXO09fqApAzHxhXxKnD6tZ1K5dxElCDG7+zqX5lGkzcWuizUK80uNreZskogmDmOpGYKmyJ7LKtSKwistLXbSsMNWwBS5PsY6tPR3r9rdce5vvf9c38lff+I37muY9hKgjeYlKl2thQggdoBmJsxPs4ttEtTa50ERNaO7K94ngNp+w50v0VE/xpBpCizo9Ky45Qn+08WCJqkz4NGBfVH6yBYUD2EwEk1ym2NEE7jrjTEWJ5vj/loMH9s4xyDKkrZw5OGbZ6sRHaVhma9xkPAscf0xEnGKYYIQ7JbK2C+l88CYcHyGpDXMzoby4ZFmOa7FZS+k37WiGPbM2QV2WZxQS6St8tMhaNRH4tP1udFkRcqy8UT6tk8xCjwmeZBhzsCGHNbkf6/awXGTv15eAU6rhtCjgZGdrKk2p7NeD3AsEZ/FwdZSHRWa3QH9RkiwlEiE7wjWF91SgbrdneSRcNfbQYAk4C66HibFPrztIk17UV88VkQqgCw1KovCmF/ly3gfOZRIFZ8vWcwC3FbiZlD9FJ0npobC6OrkGNF6fakN/XSFErdwyEpBeZ7WQdOUil+kbOPN5y+SH+zru/ib/6np/mPU9+VGs6iR3ld9rqZjBPBFw14Ltat5sFoDlYpuwSD5LrIJZRwZ1++pSZmk7KfeA2Y9AwvWagU0ahdIOK+kDZUsFr5pDpt7m9K5yHlCbGg+V3GAPQBYyouGmZNksb//4pBo1dt+vd93fdyKD6Q4wHgeOP49ixU45BYaqw3mBMogLeugOzGbLasLliy+RT3xOMh/pospKHFEjOzzLDTGdvCaKU0aAPYLW+YEbKkHVeUQd98n0tI7d+0GCSF6qG0eJ8mE23lczzok6coVJ7b28jdm3O7xeFqfqlsLmu3ll2ryfMLPGpGj+btE4NMMwNbh2UgRYj/cIxLA3RQXc5cHD1jD4anuiu8mp3l4DQp2X8Q80xT60uKaNo5bYgmuy3FYJJK3JKW1wlKUyOW8bMruDuu3RdITG/ts91y0Jk+v7iGDwG0bL9zPzqrFJed/ueI6Up3AKm/AAAIABJREFUVEwWJpAXFTnLu8/3Drz58CF+8N3fwn/13v+b/+cTH2HaFz3kdrOQ+pIrZOUqT10ljcyq1mxhevLT4QXpknW+2amZoQy7UGtmmY0Ns7tAdkeenpeep1EbEdAFRDYBLBs1F07qxUokmBfvrQEjXb7A0Tvvv2j7KXOYOkxsaTNyY6ZU29QgnjKPT5JtfCrjQeD4/9mIXY+4OKbMxtBe0segPlJl9fxWxmopE/00fc8PT9YYhAp8pXNGtYpJMAVu5QtWOiysZiaZThu3oSjxaABBA0pIK+ZpEx3f5IcxZShWV8/5WPKx+lnEbmTydEO/r7TizdWInwfscqCuB6gH1pct7tgmEaAynKLRYzU+0h5WhEpYXzH0S4hXth+83+uvc90ecy8symszO+V4pusWGZlGJV0jTWCpLWn+nXEhO4UOy7lO/y8Qpk7kcfzuMpSlnenOT+qFPNULIdcrYKTN5mCfjqPsN/tBpaxCOoE6vWWn1zlR+JyD6/xv7/7TfM/P/r/8449+WJmz2eDQm60Ws1mvE6O2i93amp8WZCYnm1wEyrXZXTuUDDgtDmDr/sgEg3NxzwrSxa2JXtqJzmcna5Arl1X3k1hSsXKICWPA2bUOyRlCDh4XwU7/H3vfHS5LVWW/9jlV1Te8ADxyDgKCgICAoIJIkKCiiA4qZsyiMP5mhDExiqCCg2HMOiojiGDABKiAAiogOGJAsiBIhvd4N3Z3VZ2zf3/sk6pu3xd4JOHu77vfvbe7ulJ373V2WGvPBk7Lkx/BMgAEaLbqr4TAITAHHE8Ka3NCmBnEFtzrAVWFRX/pYvH2wzBDhMxFCrrPyHrxw6pcsZC1pG1sLl9gbWIYofuMYtxA1Yx8SZxeaIcyZABMoaCRAI9LU9mMZJ53H0GS3bhoOneAZXNCNu2jCwdYgBPqgzga78xqOYYHGC+A119dCIq+7dRrSXUzedzP0gaAapSge5K2shmhGlao5gtQETGKzGBeVuLeaiHWyiZwv1kA47zWfN3DkK7jHG0vl2JIZOHhVthOesNHBzaLaaoGizx1cC3Q8F1f3lG6LuX4Gp+ScqkYM9Tan8PXQa2pUqSPqbbwWGKNYUThnN0OMgHiLVdbhNMPfDk+/Otf4vybb3IV6eQ4FqFLCk7iJuySganJIYSurLb5CLb1nNUMdITDY9PMTBq5MVxKVGTNTYeCPlh37RzFmIHqG5jRAqpXiYyI1i4/6PanpcuLlAL3+5EsmmlwrkHd0n0WOWpQtUHDF8jbdY2Vbc315L4B5L0ZAJLO3bDJ+Qxglg+yOeB4ElhoEWQLrmqQtfJF1Tp8d0fvtZhaR2HeHaLJk0+6lZEi2EJB94w4+gowHQ2qGbZQjhMiKarOmAHVjOKBKfg5y2CGKmvUGGquXgHYXMEUCqrm0MViCgVtGbp0rcLWr2wVME+JGGGXgnQEOpA201TGW8ljftSqd26SpmB4DkHQlyK3D4v4GkXBKdfDhHK+1HE4A0izzAxxxdwpW6BweZGKM8zTPYxmnnRlwKylhbRWqJFBOYfqOQ0CAC7S0gTtOSgpn6ztC1o8DiCJEP39zRCn9vkFcgIwQLLCDk7c564QQIOMpKg4Tx5P9jWDE+F3zIQtVlsdZxx4OE783cX46c03zAQNfzLusxE4IO7YvtHJ80Wg3b1j+ZtyC56OxFEAQQzRg0cYK0wIf5uhpCuQ4kLDZnLf82mGGVbgpcJ8h1LByXKRi/ItUQSCJJ0lNTF/o1t1DO/AyUVH1ufGGNTpRPBYRnrK/958h41x23V3oi5bXVHLqnG0ycWDAGI5oAHMCOjm7IlqoeXOd1dYC1QV2Fjk1/8DZBjz7jIY+ftSDN8+Bj3WgyoNdK9GPl5C9WvoqQqqb6C7Btm0QT5ZQ/ctsp5FPmXRuWcSxX1ToF4F6vWBsgqSDLorrxUOhwVVFrov+8im3cQ0wyjGKxQPligeLJFNVsima+iegapsg6uhSgStLPnfp7GcU3M1j3RFHIAD0oVT1vIzvHpX5pK7coTNJPVWjcp4T1YEKGmHrRYaaG2xwehSjKgSa2RTobbRNi8zIvwKAvU02ChZZHYzN4FOakqBCc8O6NqNPQNqG37fAQx0BCF/3aZAmHseiHetiIO94jDcNr7C7kCDKhJpF9/N1I46FIS/ke7DEjYbXQNnHPgKfOKqS/DDm66Tc1Bo8HeaRW4Iuc8okS0x1GTZe4FF5X78ez9agVYrAcWhvdsMJdGQB6tZ7iFT696l96do57xcdDBUILDIIU7dbrJuTGF5ABnquHskUQgGKEL42sPyjIhARQHV6YCKAu889XWwdeuiViLdFK/Jxp8VAA1gLuJ4UhlbBkFY5IEQVFVgazHvt3+TD3Bdg1ZfCHQAmnar/W5fuCBFDh4uoJSCLTRQxQ8pWRbA6JeS300mCpIbRqU0QVVxZWYLLZ9Ag9DyqiqJUnzvPGsNO5w1c89KlE6tV2ZlcpGNajo1v5p3jiowowmAIdS1RpYZWEtQozUsAMsapgKq+a4FmRSqETlEuboFOhZ5bqCJg7Bh2ybNEBb3R2BT6XFfZ4AOUuNyUuQXnOFfKLR4KWheF4mkemgx1QMiEggAxhpIkqN3ZQFP3pxhfuQsAHYjX9P0FVly58ex9dZC6hZOHmST+avh2y/4F5x61W/w/RuulfcijQp9FJCedzJfJYADIdRA2NJgtdzkvviUmuimAWqpcqODEetHyf30hfKggKCluE4WyKZcnUIrmOEcWTqQCUhSTr5LgGCHc2ndTTgh6BRAbcA+wk81rFRy/8J9GBwx0FAk5WV+1ni7/jFbq+8slpKGG2ms5dgccDyZzBowtIAHKXDou7fNL8TYOJBloqrZL8MHk8oKNN2TdsQFI7CdDHqqEmG9qb6MrG1NK/P5apqchqrdB99a8HAB0m5VS0C2tAvqST4YWieT0QzIatg8fpjbK2ZlICCmHJi0NgwplWSwD2eSDqlrHRwSNMMOWZhKoxqVQmo9LPWVciFgRw2GF/agnY7PXf2FGFIVFFnk7NSSyGLCDGGq6sgckVoJ78CfVk1AT9pvsykVWOPK62657eohQOXSGt12lZ4oGYABCByExqW7H5sMW6LarcQVN+6j3CCEuSU+jab6KqR+qAbsEGLkknEkFDLkb8XYaHQ1fPugw/HZP1yOs2+4JtYfyIGHP09XmwIg96htg6YIeja5S2+FoU6GGrUar7dVD0vKU5etInsSbSiOEZ2qRM9MlKR5RpQCQGodfuaGFyRMjHMdZ7/3atFGyzMQyzeOXMstIckEuBwddTpRa24Zdshb9sHvfv5nkNYDCXzLNR5M/FtRmwOOJ5tZ4wYJ6hn6V5RlroNDcrE8JSw9mQNiY5tvXUOVFbD6grhfY0WdtzELAGDORBAOENDxo3ABUC4rMKotaEzmiFCnAMNI0dGF+9UCJ1GuEQUK/SLP+aEgMdFB4ICEc3Dz2fMxST2ZYal/VHmOfKSCqZ3wYJLmMsOAnRYHVQ8LkdB79UwbdE2Oymrc1luETYYWo2KN1fQ0buuviUnTwXjZkTqSpeB4AUeOLLUMFXLnT4ZmtuICQYyPiEAaMq6UpJkgjSYA6aqaURPxNaWEECjkTJfKSSMwuO0tQoTBxLAdC21kB6zRxDCdgIb7s6M1vr7/YfjqX67Cmdf/uQlmfo5Hakk3VVrraNdvAMTOK2+WpHYEwHdWtVNxZr4BjWsYSKcdMfwgTYlIknp04/770wo1tgRBqjqmpCDvj9lgTXmZ756yLmpO8bB2M8L9mNc6GdimtVvA2YFdVJRyLyxjj4N3xPtf9unW/VixNNNsIqorY3PA8WQ1F334v71RGGyvhaikkpWa/2CWFRiAenBcJKKtlVkgdT0zT8rijdjtKxS7tYKaLsFFBjXRbQBKWmCsVhfeCTumrylcd1BHuqVsAaBKyYeycmuDh1/1EjNoUhxMjQwVEFMjgHT46ERIEAI01WoGqmOCWOHS/jDW6EzDMOHuciFWz6YxVo+gbzNcP7YOFo+Nguum96NauAXKSIThHW6INLzTBAKBzXQAytz0Oj8ylhAL0n4BrhAn1yUraPbdQwUAEoJkGqk0Oqz8lD1/mNCi5e8hIuN8UCrdEP7fLnvhpgcX45vXXB22Y8UxuphtFrmS6yUmiYQ932RQKi09dq2aaSE5cZc6EzAyoxZ60oci8V6zFvCQdmUAFk5Mkl2UmUnTBjtlX7fQkU6qWdJJ6Uc/d/pmtZVzTNnmwMy0kiK5B8n8cO71W8KEYlprlL1qIIdjRWyZ0cYyiuve5oDjyWx2Zj6UjQXKclaNGwAy58OBB41PipO3slqSyCR+8AiIK6xUUmFiEqQUaFxGsnFZAkoDwx1AqSifXlsgKVBKuJ+u4F2+3vEJvByKBw5RyE1nXqR1GaB0ozJ9xxBZguopeMltICkuQwretbaYKDuYKDvYbMESt7cRdFSN68bXhWEF42eku1U8OIJGIM752ob/zlP87Vt0ybrF7bBsF4iSA3gKQbk4NeWcvSf3ZYgzN7wvTUbGch7TMwE4EpVbVUbuDFKQqQm7rr8BXvKUbXHA974Zj08IbbkgxFqF4iZYGxeZMRqD6DxwRP6L24evhfjzS/ym7inU80yow3B6bweYcZxYXcpuateWzgrgjEAVg3MNkynoyT6ghsPntmGpUCEn15Y5EqFfGGkdU11AnB/uZ357NWtjmpGGs/1esQf++rubAevqlFqDrU95KYCtjKBeiVTUykYgc8AxZ01jK1/S5EPXGHXp0lakIeBR5FLsS4fO+FSU/zAaC2QtT2cZ/KDM6Q6RiIJELvNGQP1aZqS7bckAnXHJMVQjMpSpmoew+i7G5YtazSdYI198PwnPD3pSlfzOJCuG/hoy35t11JXyUcGgCqytlZQo3P/T0x08ODmC0aESi0amUOgIxIvWmMTiJfNEQwkxRST/AFQiMpvTY/lUS1wgNxjQszRwyXNa+F26QugQshmLtpYHUna1jRktzK0CiU9bmcjq93yOIGPvT5CBkSzHJ593EN5/yQVYOt2LKZrMLfEJQjxFEkWk/BC/T0bIPyonuEgEENhRHiKIhd82Hot6PlVEsYbnzjNI0phmOouVEE794sIW0oJdTMz8ENiRQiLlhfMk4mYGr7sozB3nVmODKALEhRTnmaS/gqJjssjKZEXAACjPgTwHu+9WGlHs+8pn4WNv+kr43lAWRx1ze8b5Q7Cg7juIN+PscQ8cQyMdHPCG56HsV+hOdDE90cOdN96Fe/5+P0w9c8U8Zw/dwgrF50D9oBcbW3nJrYQYiODhZZ1TqWilYi7VGMxgqfpw2LrctnuMUYAmp+X1qy+AnnIzPDoaumch5XWFaiSuQAEEcmCxVJa21aiTQPEqqC6dlU1z0HfqLCV0C//65mQ9EFAuYBTjhGyKwKRRrwbYUqHUWqb4AajKDEvLDGOTQ1i0UFahxipM90VXiaa1RDFVM40RzquO0UWw5DwIzmnP5g+oWdNhL4+U1ArYOW/2GlUux++7ltL7GHZbC4LpruM3+M1CUTkCBzHhfXs8F1feeQcuvPVvPlvYdO6po/bHMiSfi76K2/jtXEFfa+vmcyTRjZaFi3UzYcL9svGgelqh9ukujox8mzFI0cx6kkYgYPpTyKctqOamUqx1UYVqpZ38pVoLhgrnFEBDuxkjnQLcL119USVNIAjdiCHKYAbleajreb5IZ7iD8cWTzeNqDdvtrVCaaVkWjt2SYG/b4x44dj1oJ7z4qINwzW+uw+iCEQzPH8aGW62HReuvjntvewB33HgX7rzpbtxx412448a7cfPVt2JqbHr5O56zZVrkfegYcVgG21rmDABN9cwZYmsOPPx0sSAn7Sejpblevw8FQimdSFpJay8KZJOMGjFkLxRgM4VijGCGRFcr68XjZz2gtwahHpbnWUnxWHdj5KH70m00crdTxHV8B2GGy37yyWT2iAGor0S2G4j8gtwIvlqFxUvnoTNUgZnQ6+WwfRmzq3tJmsW6lL7LqSsn/e4uPzpmN+OENQI3IdxqikAzgxVNmCm3njpk35XkQIMKlzosNTz/QqY6RtBIX4aampEKgL022hR7b7I5DjrztPigT1FRBKfwEfEtyLUKq1r227nX6MIiy2uRHLGO++JGC5M2MtN8uIadykUKngnQgK0ZyjU5qL6S1lpDgauBTDqnfMNCuEfKpREhQocBSNsdU1pJ6qlOFj6tEa5CfG1fNKJse5GDO0UzXWWseOMy+V74RpA8B1sLIsKuB+6Iv1+XjNZNmd8PETQGpqkGCS0m9rgHjh2euy3O/5+L8N1P/rjxeN7Jsd7m62DDrdbDhluth613fQr2PWIvrLvZ2jju+Sfg9utnn1s8Zyth1oCtaXy42ABenhnA4AKdIsnRApLeAgQs2lPU/D5ddOIZ7agBuvcBqNERIMuQT+bg0SHU8zvIugpkc1gN9Bcql8ICWBGGFlfoLcqRTwC2ILAjCso4UAGMrOfE7KQxGdm0eEVVu1WsM1+DYCXOW9Uc9Zy8Hl2dNRxwXeowe4KmdVjZhsFTlgJjOY63lcJ2Q74jnETzd8oOt4X/nwOQkOssIiMg2KihpPuzBBpO0pGFAfe1i86SmkFaj3GBQeqfFnQ6+PhzD8C/X/QzTJRlXGn7VFHqf0LNBEDp+BWEwBVhX7nWDKVNQw4qgoaNi2FCHDrlD5Ex0G8d02+bvM46dV/yNRIbI7xgFoD25xxvIusIHLzBWhIRELltOQKEb2P3//t9EMEOZcBwDjXebX4nZtGlIqUApfCC1+2JL37gbCESpoz1lj3UVlv2A6eWUeME/gmAY/s9t8Gn3vLlGY9X/Qq3X3cHbr/ujsbj+x6xJ06+8EM47sAT8fdrbn+0TvMJbzO0bqyK6ZX2iifRwWH3wfZFPNnefenSwTXJMaBdlJNl0lXSieXwjBnVohHovgUPK3TGLOb9owtYhupV6K89uszryHqiwcWKUA0DuidSIvmkdNLUEKCQuR7pDYCbNS6yIFK4jg5W+ASu4Gscy5pdYd5E0PADrGawr1vfU7JxZW8LhnHprhBpuII9Z7GDTFWQjjBA5MpbKSIy1BpTTc2upRBtSKoq5ZWkp5y2AX94j31xwa0347f/uL25IcUX+IJ4eM6Dhu90CzOvZIGhWmBAhECmZEuSkiKSe64QSYgAvNyM7hP8LC3PH6GaIvkRLXPX5Fn8cm9jVCJjk20AAXXfgwCzgIZObzIF5j95EKhde7l/niio5yLTQg7MBQgonfnhbGikwPpPWQ/rb74WFq27Gu69fUlLsl1qIA3JkodifgJjSFfNvunjGjjmrz4P6262Nm6++tYVfs1FZ/wadWXwiV98EO87+ET87Y9/f+RO8EloDQBJlTbZCjM9mUrYkHJmbg7CCTscEF5byekwM8gY1+bL0s1VGaiegdKEDIDqW6jpEmp8Gpxn6NwD1KMLYAotAncaoNKlp3pNb513OXRvsQIUM/IaYb6IN18T0WV0fjan5njSrqzw01qF7rvahvGgIybcDczIs6ettT4dFVV/xeOl2lI24zDhkNhdq3P2XjojRCK1Z0S76y1aKRijQCXFtJhLwbe7t8yQcDsA4MDNtsRO666PF/7v/wYOiS0ghLy28/edUCDp1kqfruUCOGegVuDcgq2CHTRYJblX7MHH12zczbVDFrqvZcjU8MwCt389sfA4OJP3tx6O+lX+elg54cs6Bdi02O2cbTrmNc02GRbBQx8mZcoJhYrumh0poKb62GjTRXjXh16CoH2VfLRMbbD0gSmwAsYWT8QI3393tAbsqhfF5cKXXdvw9rgGju2e81Rcf8VNK10Ev+Tsy2CqGh87//344CGfwA1X3fwIneGT19ogwa7V1pMLvZGysYax4juXGd3WunkInpTAQG2gp/oCRj0DVVuosSnw5JR0oiQ98EMPMnqQFaCwh4GsZ6G7FjZXMmvDMBRIgii44VXsC+gyiTA4RQceZJ2D8Q7C+1qbtKr62ey2CRo+Cmj7RLKIbbZuhQwgkPRsx81eT/1XWFG7FuVkJkesb7Qcp4bjVUhkFLqUHAPbKw+zZjcnHZGbl7HUgJiwKB/BCc/eD+/48U/Qrb08jAMkX6/wOJvO9PBihdQ6t/TPWsFqL+jnXuvlbVydAvCRjPvbtVNzJeSWeliiDt13isbpOSTRkOfCjNYZ5ncKPIhpl66TDeohHUQ/mQjEslCBq1Go0jQFDS1Ent+nsnxE4tO62kUbJCKaqisS7f+45QEc+6ovyuLKGAwqTr/vq0fi6x//6YzHlzubfDnWIARaqT/+06WqhkY6yIoMk0unsMNzt8WfL732Ie3nN+dciaqsccJPjsNRux2H+25/4GE+0ye5eZCY5TlvK1Kvm7WHPKmjNLbvllBay6yE2sIuWSpPGIN6wRDqIRX4HkNL0qK5RbHURUwM0cqCOAlRp5UUlHaRCsCwJOqojhIgr3UDgVRfQImzZKKer5EwnBNpnbuFk7RA4Gk0RApTyRRykYJyBEeV3E9q+D+kORirEQmFyb4CaMy4z61tk31ylqSoNOQYNXDS/vvjB9dciz/cdTd8QX4QqTBwLdqPzziW+/G8DROHJillYYeMFPAHWe6AMKTDRMl3pBjCy7d5GtYfmY81R0axaN4IcqXD9RIQ3qPaWvz+ljvx5Qt/h2qBWxxUhKwWMqjNFcgwrJJoQVc10JknTrZG5B050KCyCukpzvJABmRC+DuOJJbPK3w7O4C0HuJt0ToLccs1LjXfJvwpCt8jrwKx0nWOGTpVs79hjzvgeMOJr8TzX7c3Tjv+LDx976fhC8d84yHv6+Y/3AqdaVT9hymMm7NHzBopsPRxl66Sec4mUiEmuwARqF/C+hXa+uvIc8ZNgEu8tqoY+ZQVEUXIF12VDFVQJBBqad+1mpJitluBG4j+kNQ/pYAMF3QoAhQ3/bQreoeOKrT2F8h3M9NBIVpw5L/A40hAI4yI1UmNo0wiFeeIQwSTO/XadKXvxCG9dEcbPGzHFbctglMmCxy65bbYdOHqOOZH57l6gKvHJC26zd8UuR9OiZf6yUX7mkjKLOcYbTATVMYw1gKVgq00VC6dVRgSUgYbgsqt7N8QthhehC/s9xL84Ma/4qoH7sRtY2P4x9RSTPUqUO1Sciz3TJcUOtyUBfJxDiOObUHIpkwscAPQ4z0gz6Su0K/ls1k47kNZy+e0rKSrsJM331MAVBmofh0Y76HjsMib4AGIjA+AjbdZH2OLhWwbQMGg2drespUBj0bUsQKRy+MOOPY8bHd88o1fwIvfeSA23Hp93HDl8tNMm22/Md79+Tfjsh9fhYu/81vcf8diAMDhx70Ev/jmr/DgvUsf6dOes1Ww9MPd4H6EbhXdXAmVTradGXZqOnav9EtkS4DhQqG3RuHG2kpBXPctijGnbsqAnq4lbdADqmHVmEmuXKQhhWxHDvMkOABe2bXBn6DoHHwNQ/eiM/YRQGOcqXtN6I5CTJ2E1t1lLABF7FCcO2sp2gcCo3ueC46trunJgpGywkMqR3EoCjfMrejXG5qP9z/3uXjD2d9HGWZQoHl/gvRumqLjWJxXDC6sk2n3Nw+gngLPd2kvSzB9DVX4i4Go9vpzn8WUZjxvo83xnu32xhHnn4UHeq413zcvZAKSvkBuCwfmrmkhTAp0o2UlQkxAYywOKAsFb0TAaHRElZUASFVAzRuWCNfP9FAKBAsYFtVcYxw5MHbspft62dv3w4++finarb/xBJxmy3JSTCtibMxymeSPO+DIco3rf3cTfvvDK7HGuquhag8pGWB7vWwPLLn7QWy41Xr40tWn4O9//Qcu+9FV2PeIvXDktsc8Cmc9Zw+nhdZcZkk5MYPqGqg1PNGQp6alY8upkxIR0C9BSkFPlhgCUA9nYdBUPl5CdWuRvFYAd3IhCNZA1meYXKa0EROMEmdhtXPCGtKK6h15QtBj372kkmxRHSMSIIKGqhPg8KCRdD+1gSI4Y4ZLh0RnXI9E55FKhvj24UD884/73x5EAmgwqFYR4NIOJZduC6YYHz/g+fjfq6/GdXffLyPDtctwQIDWMgkrPalxeJJg2GciESKz6v11tBRsXbsyABnk5F/XV7AkfBt27ccgBtcKb9l+Vzxv/afgkPNOQ127iIkh6azQGGDBrIBKmg1Mh6FqScEFuXd/yVVafEnTiAQuMklVeR2qTLt9WHAWh6SRddGoF0DkuA8ZicnxjVcqkguT4224xdr4029vlOdd1CFt7nUC0FoUHyjmNJcVdSzrueWNpX3cAcedN92DDbZcD4vvfhBL7lmxSGGXA3bEV4/9Fv58ybX43FH/g10O2BHPe8WzcdYnzsHS+8Ye4TOes2WaL5QP0MValnFdg8h5ay3eiWuXS+j2wHUdWn3Da6oK1CmgH5yC7WTI3NJNT1WiwFsZ0HRP5op08sR5MXSFxtxucfSSQzFDIjbYiDCUA41WzSDwNmokwotwg5oQnFJ7VOsMiXMkK3j3t7QJi1P2s95VX8EqKx1T5YCdwNduXIShEKfoGUiax8mIBPl0B1jhdW63R2zzdCzsDOFLl13p+CLNQVnBU9YUA8QUQNDclhUjDOv1zQRdDXQiWtlSizS/dVEM3O9SRSKi28VJux+IEZ3jlRed4dprZ199pxMiAQcepQOSgpw8v4wNVkqaKHTfgIeks8+MFFBl7Y5h5L1N5nIAiJI5ScOGzRS0cYuX0JHIjujpVHeVpM6881607kJ0J12kk6axHkIxfLZI4p9eq+rOm+7GBluuu8JF8YVrLsBGW6+Pay+7EQBQlTUu/8nvcflPfv9InuacPRrmuquULxBWpYgoGhM1eRSJ7PhQR76A3R7s+ms5x8guqrCg6X7okad+CTUO6EzJ+FvIKpkUhfkeHkSETZ5M0kvMuJbWsIL0LPMqYVz7ukYfgGqCU8i6OIduC575rwkcAAAgAElEQVQpheH20QAY5z99m7DnXXDOrQ4ut/r34NZWpnX7ospN+vM+KUQ4DjwI2HR0Id6z+7Pxym+fDe6HA8Cjr9RaHMikUwL9bxcFEVPT4bVPqVKy26BbJQtvynwNyYOeuxmKoQCctt/h+P29d+Azf7xMVAcIM/kj6TGTxgUCkE1RBPUMKBcQOksZZoigagWVqOFyLiknO5QLYX0KAIxEVTqJHJL3gROuh80UVMUww7lwQyyDKgNbZNDTDiCSRdHLj3o+zj/9t7KYckRAtObehPunReuqHXWssPmoaDmSI8vmlT8GdufNd2OrXbZY4e133n8H/Oniv6J+GMS95uwRMGtWOtrwJhpYkqpiY2eChjMa6sgXRWnQyDBU3wGEYWRjXagHxkATUyLx0OtLSqtfIhvryvjaqdoN8OGQHmjwJTx4jLD8DMtP6szZpbPCOTnAEOKgRDVUs5NURwNYPOlM92YKLKrS5dsdwDSK6WmhG5BVqkq2SZ/zoJGMXE3biMnrPtkY/pB158WEU55/IL54xZW4ZfGSuE+//5RvopAMd5J9hbQdJz/+PXbcl6he7J73Dt+/1HerJefniek/fOFrceZNf8Jn/u9yAZRSxs7ygII/lXKtqpLUmu4R8nEKpxvOiwj9hfKAzQimo6PzN9yoaZnRPKSQ4Bw75zr+dKK8OhkGZzJRUB6U9lzbyRx5UTdAB4qw1U6b4Dc/EZl69qnaWaYE+tesqFGWRWBZgcl/4RArvOWjZL847RLseuBO2PeIPVdo+10P2BFX/fyPj/BZzdljZmzBPbfErSoBjUFdJI5TwtMi4ZAtnUZ20x3AvQ+A3XhctjL1jKtKwKNXIl88DVWKmB0Q6xQCBiKWKN01sqI2QxE4bOZSSOmCzhWqU82oNFKhmoN2lkwsdH+773qIGFwhXZR9E+Jf4vTZ/Q7FdENN4IBLpTVGtsaVNeAcqXEX7n9a6bcjd3wGLAPf/P0f4raDzF27HBPSpeY6svR0u3Us+bvl5yiVS/fFcw9q/q1P+C6vu+g7OO+26wWw/LXWJD/J9EXqerKe6HCpmtBZKnI06XmlAGI1yYyO0sJmKqSh/G9VW+ieK+g7cp8tMoky3HhkW2QCIFmTLOh/c0YQGZIcbY2okXkd1L4r1G/vow1r8FC5GzPMRyiWw2JtWfa4A47Fdy3B+w4+CW855bXY5YAdl7ktEWGXA56O388BxxPW/HAo7nZhywpclXFglDf3YQcg7Yz3PADc8wC42wP3+uDJKSkaGvdFYxbw6PZAlUF+yz3oLOkjHzfIuha6kpSRzYB8Slbo+aRzNiUFR912sABAFUQc0Ei6p7GSBhrpkAAYrRqHvJ4EMHwbbD1zFUlAAAzA10ASv94unGQMuJZVACKNkqaV/GuC0yZsufqaeOsuu+K95/0sAlQKZMnJSD2EXWeWDUKNoTmgq4IcCyWjYj3QAkldKL0Gk/z4a0rmeSwtezMGPlGt5MeQkA5r5STV5b2xhbw/VrufIr43KZBFkiUALZGHmVfAa1KlbboSPcRcJOdKyH5KogohEHJoxyVjwRk11W/hog732GFv3w+/OudK+byzRNwis27i595/9t3YZZnkSSsVQcj5t7ZfRuDyuAMOALj9ujvw4cNOwXtPOwrPOXS3WfNtW+y4KSaXTuOeW+97lM9wzh5N47p2aSvTeMyvkJhZtumXYVvu9yWt5f/v9gKQwLKMui1L4IGl4NpALZ1CPlGGLhqbCbmvGqWQqmqDQJAGIQEMqgZ0UyFp5yRI51CrZutVcE0nRinKTfKTDVwklHR0eYcHuHRXctwGXniH2nasfS2tu3XyIic/rmphqRdG4b8OPBCnXvpb3Dk23rimQceiNI3krjc9bpiJ4m9HkkqyucwHaYyn5daPTX4nwCH6VUkqy5uLOqikIKei+wIePnLx760f0+vP2/+tK4kMPBkRmqLXJKlXsKKQlkKm5Ee7x3TLd1mRaZfUpZVOP2ZYJ11iFwyDhwtgeAg0Mowd99waPz/zd+5+cOM39/vgbld+ezmfWUQPZzVSKw8weJwCBwBce/mN+Ojhp+KV7zsMX/3LqTjg9XsjL2JOIO/keO3x/zJXBH8SWxqNcLcr0YX/qWo3jdCF3lUtXy5jwpctrNwUgaoaarpENlmB3MjWcn7UrEqlysNYViX1iawrjjvrisMNs7+t6GPpHoJkN4CgLxXSWWlu3YOBT1W5Fl4ycLM7WJjquUeTmXl8AOCOFRXf1IhlZe7ab7NJWYX7Yn4ARVfbeMduz8QDk9M4++q/wPNKUmCwGZDOMx/8JknHUjgFP189abWVJ+K1p228aUQVHrNSx0Bfg3sa6Gt5rFLSndXToEpAQncJ2aSSn2mC6kttg9hFfQWiNH1SmvHvgV9IVPM0bMLbsIUWMCFINKHJpam0/HQy9zy5McTCOOdcRxDysumVpLtUZYUPAki6tchkbdQeXxAiDY9+NgxTC9u0zQPECoIEl+XA4ru3x11XVWp/vuRavHPXY7Hj87bD4e99MV5/wivxg8+ci4u/81u897SjMP7ABL75gTMf69Ocs8fQuPHhTr2z+1tpNzTHbV/bMJYTJUDeaVQ1qNtHBoDWlnFRfhW6LLlzVSLOEq+TxxhQJSPzfLEa8m1L0iHW/99aqGMAFphCuAbWOtKf2y7levihUPEYM8MDtgCVKoxpFVAigDikZYiB7ddeB6/aZQe89EtnyLaJFMrA1mECothgks4bdOuMFGYiYdCluVyXFIAoxuiK+SEd57utkloNVQS4wVqqp2LbswM7USeWKENVAPUJphPvteq7iJJlweCFDpmkNTfrS8RRj2oU4xYml/STybIw6MkrElTzssj9IFfHYIikCAAGgTuZ1EVYXmch4EGOu6EmpOhyyGuehSt+dZ3wLSwD7NJTXvgTiBwmINYmUqAZBBQrAh7LqXM8roHD2x9/dQ3++KtrsMXTN8XL/+0QvPHEV+K8r12Ez7/r6000nrMnpy2ra6ulqdVoTbQWXNUuFVHJF3CoCCq67CIDL1zYlgbRPZqZ77dAPu2XrjFNVQ/HXHYg+lHcJ2ccWkTZT6hjNIHGFZt9esnXJ7xTtYVT5838eFfAj2EVL4hkh34fCLIhCvL6Qmt84sUH4uM/uwT3TUyJn2nXWFJ5EWr937hJAIyM8fWz3+VeOnBJb15jfG287nhvXU3GzTD3PIxQ9vCz5Vug5eVfVI2gIuzB3acBvQwMqwgeklYU5QB/vvWQbr7fDvireVlISxknWcMKIqJZufN145HD7A8GWBOossLh8HpV7nOy+37b4QNv+EpyLAe4Dhy8Y2fmQJhFVcVxBQCC/tSgTqtlRBTLM1oZEskCWoOfSfs+5IM9XDY00kFvehV05+fsSWsBOLSOM0KUkqmGeQGaN4LeZmtibPMCvTUJNnOpFr+oyyAtpFqAw7fQUi3ja1UN0TkCXIpKnHE9TDA5RQnvEQAkkUSanvLg0S6GmyFfq4iPtdNmAGA7fkSsc1L+d9gRBaJgNqUiy125NBgBx+6zFzZcsABHf+9cOS+fEcki8dDXI1i5c2u05iapKS8n4py87sv/NnORU0uaJNLvnVPMWSKktO7hN/UtzU4I0gOB7iPIw4falJH3J9yGDpr7dFGfv49ZV96/zphtHCvrMbKuDfdfueK4B5fGmFkHFqriEHGQdQsEp55LxkJPOb2TWgrfvqaycLVhjN8/AfQdf4ktULsUbCU1jTBh0wsc1s0OrOUCRzpBsGVXVD/DuF08MBH5TxFxtG0ONOZsZW0GCcr6jh9ZpYEK+NBEd2uQKWRln7UdOQthEG6euUt/6C6g+8LTgFvBKj/zHAIsihgmo4ErVlDM9LCFRA1JoTdEKYmza/SMpNFJ48KT55LoJJX6CFP7DGHnTdfDi7Z7Kl78pdPDatynnVSJZnosHCO5ICc/AuMiAwP44UqAG9FSU5RDcaDRmANC4ohBHGoVgcGeaGr5c26fgioJujUwK3Qbu2vWfcwgdPr0oSlkNofpAJ2x5r6JnXaZS0HFegXgmx/8drHwL0+qSkA8tuGq0KIbwCOx8SXTzRk2oUYxM8vSkA4ZJHzoQSI1/7//PWME7T95qmrO5uyhWMgNz2aWwb4uUtegIgcXbW+SgIZ3vkCYD6FLoFgqgEG1J/Oxk073Xqvp3EJhPElDBTxwZDgRP0w9Fpp1AwLa6Zg4kRGi5JsaQ5xuK6uXLvBH8hwnv+hA/OdPL8KDU120zc8MAaTzyuim8/dKwKxFjh0VudpHjNgGHVz3KJAcpZAMKIvAj7E5h66xVL6eHW/ETyv07c1miGWfJoKdvwcByN0cFm8+SjQdatR6dCnvbTk6oFXVA4OfFKikJqIrNx8FjvzJAFgmTCq3GOEsIq91blhPlaHAHT472ulPeWsBAhFJBNIGhYQ5HqKO9mjnVbA54JizJ6xxXSMdKjXQ0pVYOlfapT50L7ZrshaHaZVbOdY+/RIBQ1eyn2Zqxc/Ujjl0IDrhIKTIzccHWgI2DQa2cim01B/4+gYAsGOHk6zSU7l3ECPLND7xkgPw+9vvxC9vuGVGaqiREnPHViUFJ+0PF4iItUQZlKzC/Wttx7pWXJdO6giAqBrIuvG86mEBD3ZS7OCk9uPPaQCnRFUUIr9w3klazxevWQG64sZ91H1GxwDlQkI2DdRDETB0KcKX2rdXO9/MWt5DDyBRlr95Yr7e5fkc4W/FsIUGVRlUbdCY5ucWMkRGtNryAoQSjDykq5aVblqutV/XAKbZweVx247r7XUfPhxrbbTmY30ac/bPak7yhOu6GX3MNmGKGaqskfUZ+QSHdtus5353gWxSWkrzKaAYk32KZIk4B6+Cq2p2zG/ZtcmbX0RWHEa8AoBvSeVkxRu2bX2Hg8yJ/z/jWAyfcQ/iLHFfb0jl3UfzAl97xaGwlnH8jy6KKr6+ZdZFM5x0hbEr1OseNWRRKFy71DP87Iswd72lHOyN4B53UYHUJJy0PSfA5C+p4NgMAAiHxgiIx6gino8vmuseh/8DaPj74s5P9+R9TWfOi3JyBD/f6GALH2UJ6IQ5Lsyxu2qANpdnlnsuiC00zIIC1VrzwHkWW3gVRfBIohQiAvJcfoDBEUTaPTUodbUssFlO59XjGjg232ETHHr0wfjsZSdi3c3WfqxPZ87+2c2aZaeuAND4JABg5J4K+TRLGqpEg3ugDFBMEPIJFg6HczB++A+lkYvL16fEQeWVsH3apc1pQHwOSFJQfrXvirhpu3AbgMLBuQkaQMLOJmD1kWF86zUvx22Ll+Jfv38eSjZBu9A7W2ViSsufT4PrUEuBRvcTtnvijH0UIm3LFFJL4X70KICUd+r+b92nwJOhWt4HDxh+HklQJC/dnHev7eUv0zqQ6yaO3QNj2Ca+xkeaqo4tylmPw0LAk0OZIgD7NJ6AR7P+IalLR/pjbnw+Vth8E0emAccMJ62a5GhFzZ+2rcg4zhXc9nGdqtrzsN1x3lcvhKktXnr0C1ZpGuCczRmA0J5LWRZzv0CoQ3AVi5H5NIM64jiZIovcp0F0T8CCjFu9IjopuGKuT3G1gSFttw3A0I4wvOYUSXTSYEW7aIUq11FUu5RHDilQVxRARlpixXkrN4NCVYT1F87H1494Kc7/6434zK8ul/NK5oWkUYkHEasRuBQ240AeVK5QQ+7afGuqBcdZ6On+aoJ2vJO2i6Nabh8r3zDQzMvRJKFa4CK9tKju25NT0qRhNwqYA8D76wiqwwOMrESZUv9pRQwu/RY1p9LXcWOnurTJ43EfxAkbPTFVCiFVLj7ZcaaByrXskhIgsXJvSetGe27zQlYlNpgd4B7XEceeh+2OX3/vCpz/tYuw9+HPgs6Wk6+eszlbQWt3obDXsgJAtUUxViIfr5FPW2Rdi7zLKCYZxThDlTJaVFfxt19NpmZbchPeeagKskIvCXqaGgOeyLRAI6zcybXAcpxDAQiAZCy/029zu1Zqk5W+BZ6y1iJ8+/WH49tX/Rmf/eXlDY3DtPuoIbES0lSyf+Wk2L2ib2Ml71tlPevbg4pvN3Yrf+WGJ5FBQ44EybbSuRajGWUIncUKncUqXA8g4Kp7MaIi5nBuukqPy1GhOInEGscN0aUAjs0pXr8DZF/TCCQ/gwYYtGscbQvP+80soKar5jbGYnlChqJN9ei68sdtxLH1rk/B8PwhXH/lzWBm3H3LfXjG/jvgyvOvfqxPbc6eINaYs2wVuNcHDXVAd9wLrLc2OmWNYixDNb+ALcSTsyZUiB1VomDL0XFalhSGlVSHrLzli59PSVG0HqbQOSWvkSJzII2lfmJQxiFhhwcpFO2ikpQ5njgkPzSJAey48Xr40qGH4GMXXYqf/vF6iS7SNBZHFnoqtcIaIiePJtD51zXk3v0peKa3O59BUw4HiSaSH91KgTMXagzp/JN8Ihbes14CTCYCU9TG8n84p60oAHVId/l2aiNTIeGHWUHAQ1VJ40MAktmLyKZQIeoAWmASwJUDnyMsPvxvPyqWOZEUaaWRnLQJ6SiOKI0hrfOajbfRiLzVzP0PsMcMOHY7eGdsvesW+NaHvzvjuY2fugE+fM6/4wvHfCOEX/fedj82edpGc8AxZw+r+c4rUhZsAJ7qSu749ruAIocaHQF1R2FHcmRTGeoRDV1qmJyQT5qQukiNENsxyTC0ldWpGZIohH2axJ+DkiKz6XD0+ctaQBIkyiBERjc5/SpG8LQ0AHX23HQTnPrCg/DeH/8cl/ztVugk/aX7jn9SxXMwLvLx3U1hNZ+mZxJH3mgzdrUN73hFhoUCyAXlXxdVpPsLbcIWkWCeRELhHNLmMB+5JUAlr2mmlNLOsHA878SZ498O5Jib15uaH008qxFgcyU6VN5hh/37eggHQuAMIUM3fXDmgZuPUZ6Fx2Yldc/G2/BgsRLg8ZgAx0vedRBecexLkHdyXHDaJbjn71HddoOnrIuP/+KD+NpxZ+DS710BANjmmVti+z23waff+uXH4nTn7IlgKzLC1n15mFl4HQDYTEJZhhoDzDqrhU0zALpvYwHUfQlNR8nqDwxLskK1OSHUO7LouFIOBcOlo+AKuMrVE7JkI0uutuHqJ8QyS5sQx6ASZCaFBtigMU72RVttjQ/uszfe/r0f4+rb74Iu/blLvYasl+KIUVNIZqcA2fZLiQMOD7k0GxkEvkRIg9Vyoimh0UcGIdXkHHvommpx0vy5BpHIJMqQ3xw62xqvRwQEAjeihRQ0AIk6LJGkHLUUyFkT4IHI48DywCPckzS1lQAEu0hVKRCMMMh9pKEc/yJ9DIiRgyLA+nDJAtZpV7XmiRPRTEBJo4+VrIU8qokxpRTe8Zk34AVv2R9HP/sDuOBbl+DAI/cJz6+72do4+cLjcdrxZ+HC0y8Nrznqc2/C1447HdMTM0lJczZnq2RtnodfaVkL9rLsk1NAVUHfvQT5A5PIxytk0wb5g10US7qOaS6zGbJpg2zKCdiVNkx9A4QcZjporMq9o/NaSrqUHH6wVqeUyHS4h8KkvuR36ty9syfgNdvviOP23guvPev7uPr2u8JcEZk86I7vQMObGWrdq/S0rGvDDcOmkp9E8DFco48qkrpCet2qkohH91gY+JU4cVW1TsHXRsoEJNzr/SRFkfkAsn68lrR+09hfcr0BeJIaRwqSQX49m/n+2IzCTxrlyHvBSUcazfC6vlDOuYIdKaT9Ns+ATgHkmZAFi1wK4kSupqFlTK2fUR4OxeFzG/a/rDGws3VgLccetYhjaHQI7z/zGOSdHMc85wOYGpvGGuusFmaLr73xmjj5wuNx5sfPwc+/8avwuoPfvC96Uz1cdMavH61TnbMnolkjX7YBkQcNyAUHORJrIVMIe0CnA1o6gczY8KVlpaC7FThTsLkWsToAuqdghuTrZQuZo206CG2krCHpJOcEgfic1MZJRA09Y1oBMwZHeWBgBxoW0rmkJT3kCYrH7PosvHirbfDKb5+FO5eMB/0oz6xWrs21Udz355lERFL7cCDlaiEN9QvVAsQ0deWctjJJGs47cxOBS1VJ2ojkAkNkMYupKkZ8gOwr63Oo1QARMAbVYXyNSkQJm/vWYT4Lwm9Vx/se9sXJvhCjC9/CC0WhFdzkCsglYvWhJ7kbyYpgh3OobgsxE5stFcV+LnoykyPosSH5PA/aR7v28Xjgcay5wRr41KUfwZJ7HsT7X3ASpsamkXdy7HrQTvjNOVdi0fpr4OQLj8c5nzkXP/3SL8LrFiyaj9d++HB87l3/82ic5pw9mSwFkUHWmHfgvlBlBa4NaHwS1K9AE9Mga4Hagno19EQf1DegvgGsizasRB5ALCCn6RdypDXdFxG+lE+g+01Aa0im18LP0F0VCH1BPrwmUKmQdzVO2HM/7LfpFjj89LNw5+JxgCORUfcROrpCmsanX/xI7CQ60D3HpXDO3XdBhZW8jwBS1jbHa/SF90Z0UsfOKt2TbiddOZKez8pU0aEHQPIgm6TJIlmToUvppFKGoYwIE2ZdO2utorFvYAbBsvHRyFpRB9DkZyxnAS/cFxbvqxDJfm52h801rFt0hEFQK8D9mDWycHPQ0/bexraDyICPdI2DiDC6cARTY9MDkXCLHTfFR350LH70ufNx9ik/Do8/Y/8dcMufbgMR4ZSLjse5X7kA53z2vMZr33jSq3Dxd36LW/9y+6qe5pw92W150iPekpUWM4OMCSs2H9IzM6gvYQJN98RPGAseGYrbVQBpBdMRD6xcu2k2DVTzgKEHmmkU9xd0KSJ7AERgEYML5dHxJiVwik67YxROPuRArDVvFK85/buY7JexnlBGx69LbpARPSs6nV3eqE1wPE5b+j1t44VBmDfSnBLoziGpY4ARBmBlPV+TYJSFKwwzyQq3RiA6Bv6HZ+j766k4dj55AC7TdJTUAGaAAsXoAhC+DhPBBAD1IYtsKxFIrG2IjAhcrSLeB5uR4/pwFP1lF5F436wBmb7Y9J9eABF55hoEpDZCzOB2oUkRAA0yBpznoCBHogbXN9qvXUnJklUGjkOPPhhv+virQQRc85vr8e/7fjg8t8Ne2+IDZ78Hn33HV/GbH/yu8bo9D9sdf770Wpx84Ydw4emX4Luf/HHj+S133hy7v/AZOHLbY1b1FOfsyWjL1agyYRu2HNNVaXeJM/arcZ/Mt6o5otOt5Gh8EhjqgIscrLXMm6boALxgXtbDwPQLKRYl2NSnuG4rwM3K9pfnohGf1w8CgwrojGp87uWHoFfVeOO3f4CqNo5DQVIENy0l3zpGGIO6xOKNkBU9II4zdDVxfD4tXmunohtmjqj4+rBLBSffwg12NhugmJApjDL1jgKRkpAcp45vi668uKR7boAv9Kt9Vctq3urkfQjnzsj6QN2JKSdpFuC2/FcsjJO7fE2iipyMm2VXempyVGZ31D7dKRuSm9khf/vIgbQCh4+g43o48EBdRymSsBs3D31lR8vOYqsMHLsduBM+evipuOOGu/CRHx0bHh+eN4T3nnYUTn7d5/D7n/+xedA8wx6H7IK6Mjj3Kxfg2yf+YMZ+d9xnO1x81m8xNTY947liqMDCNefj/jsWr+rpz9kTyVY0qhiwbQM82matdLwYI8CSZWCm2MGS7kcrqX8A4CICkDgrChmA2F2EsOL33I6s57psjTTwZK5YXo1yAzCACBppMfqjL90fY5M9HHvOz1BD+BshLWUdaKSkQxZOis2ik1clGvwGX4cIvA0HMG0NrdDamoBJ6jR1v+kwpRUZkX/BgCp92kchnwLKea7gXAum+3qDCCa61wCohwj5FMMPEwQQ9aL8SwzL3HAAMLItasxqjXnjyTX6+gwQ60CxE4zCk6wBoxW4dJMCPchoCg0VYZ/uftkig6qki4ozBdV1HVVE8tlqL1wABI19BQcqaXuY78ByvcV+oZNGImmXFjBDRbltqwQceSfHNntshY/8y6lYb7O10ZuKczLeeNKrcPUv/zIDNAABhfmrz8NZJ/8Qp33orIH7Xm3thVhy94Ph/3U3WxvPPHhn7HrgTthxn+1w/e9uwr/t85+rcvpzNmcNizpWBuQHPQHw5CvWWpyi71hpFxA9e5fFOVFlwR0Nqq3Mvy4YpvD7bObnbebSPyQtoqoCbCF5er8qzidl6eplxn1aKqziGXjp7tvhqWuvhVefciayipFBuqO8yq+kgwZfP1kBJAtpO9UupeXJdfC5eTi9phZZMeVzkJV9NDge7reXcAGcP/R1FZf+YXI1n651NQuF3kIFW0AAO7xhcLNBCGyEA5P13IE0hcl7ISoiH43Ec6P0XBLnLQDOqIdcM4CThvfb+nkfAvqRVe6BgAelw9x9axMSpXXYuvfdeWzDMVUFRIdOye/Ax/CfO+tuqHKNBe51pESaxL2O67opZ9I+BjDzs92yVQKO7Z69Nf5+zT8wPT6NodE4le9pz9oae770mXjTdu8Z+Lq1N14TZ538Q3ztuDNm3fdqay3A0GgHbzv1ddjtoJ0xunAEV51/NX79/cuxzR5b4bTjBwPOnM3Zw2HsowtSIA8IKXgYK1yJGiI85wuQgHx5TZxDbUfi1yzrMeoOJekU+YLrCmA37pWBUDhn5aILEwHEq83GFlrZ9inrLcLRBz8bR37qbPT7VZD40OMA2CnHsqTMPIAFIEjHndoIGCH100izNPcBiBNkLZGBrlw+3xPSfBRTRYfbHkIl6Z14/PQ53Wd0Jhj9+QQox4vxx03qLA1yoGFEfgTFyIH89TUjEVNQiE7S/Wd9jimr0B3WlK+3OhbL8y67Dromt8MW5GpL7EQPm447bdtuPF4ZATkLcC6fIwKAqo6fS2tFct0T93QCJG1rzffwi6OBXVbLsFUCjp322wF/uPDPACT6WH2dhdhhr21x9BffjM8f/Q1MLp0a+LrzvnrhcvfdnezhKTtuiivPvxonverT+Nsf/w5mxhtPfLyYrHsAACAASURBVCWuOv9q/OXX163Kqc/ZE81WJk21MsYylxyAsHONEXVSnyrQAFs3X4EIVNWSD881GEqijcrCFkrmOWRu0E+6oEsLzEknEnwU4kFGyYwKcsXkEAVUjGGd4ZTXvwCf/u6luP22JUFXMMhvpHwF68hsSYeXT6GA/UqZ3RQ+BGfZttQxMrkitU9led+U1EBUeh6+EzUtsiNNAyX7VnKNypATa2zWJVTteBu95jU2xrUCDfBoWyigu/sZwMPGOkd6XmHgVuiQ49Bo4N+vNjHQFoR8sgUQLnvESpocqDIunQQwtOQqFUKqiiovxaxk8RJGx2oBj3BBrje6PbzJMkKtJJyYXX4BvWWrBBw7Pm87fO3Y0wEAf/n1dTj3KxfgmC+/Fbf++Tb8+vtXrMquB7bgbrDlejj4zfvhrU//t1Xa95w9weyRAg1vYYKaBZSSUF9roCxBhbRAsdauBuIKoyMyrSm0qVpxSGHCXcI98FmFugOkCrheL8qvugHpyqpHCFmXYwsuA+87Yl9c+7e7cf4l10I3ZN1bqZ3ESadRBCtyLaXx4aDBZRDSNKl6brqPVLajLWveOL4n2aXPp6DWfl1IIzE641bqGJNANd+lkAzHbq8B59Xgazhy4AwCX5I6atQaWvNT/Px4ADMbG6yb/ldyI2qymRTL/TFMR0H3rHwmmEE1C1hAog6YZD65L5JXwggfWNcI7HKLwCIPhTRfdGk1fChXI0mZ6MAA8Jg96lglHkd/uo9iSKr3pjY4+5Qf443bHI1z/vs8vOtzR0I9zIqN7/jU6/Gdj5+DxUntY86e5PZIg4Y3tmBjwWUJLt2IT2Pc31b+90J01oJc2jbkxHsGqmLo0iKftqHDSiW+QBlJdQgoOBXenpsBUbhRqDUwfD+jM8bIpxh5l/HiZ2yD7TZbF5/+0kWNziIvK65qhif8hU6oWXxCumJOgcnzL5668dqN6wI8KMZjBmKf//HAWSdzKXxhOHFUuoyM8VRhVw6IEA3o0g3ZKoWv0WCEM2aSGYFQd/EF6iBFUsf/m/WaOIjJqx974PTgyUlHlueReCa8t6xn3ZAvDr/9/WciUGVcQ4ARPpA/79pJj/RL4QyVFahfAf1S5pDXZnCdAogg0S6QA4AxDVJgex/LZJkntkqe/borbsQ2e2zVeGxkwQiO+9a78fS9t8ObT3nNqux+hj1l581x8VmXPaz7nLMngLkpf4+4JTljLkuRI+n3YaenwZNTsBOT8lhdgyamoO95EHqsC92roXs1iqUl8nETHQgQHCIQ+Qi6ZGnZddwG3XMAkjglX+PYbO018K5XPRcfOuXHKMf7KCYMdF9kO7IeN48F/1qOXUwJmEjUkWyXEOKIgf/3sufinS9+dqxPcCTneXBRnldh2F0Ho5iy6IwbZK4FOJ+24RwbGlLGAUPPBuJemKToVuhByr6UIVqN+otz7Lp0zjrpqFJJeigFkEEtu/7aRLrEp7kGREOIIOLftzTlGAr1HH/SNBXVVt6DyoDKugl2bmESdK3aQGFt8/+0O8qbTqIPT/JLn/d1udYCn4iWCyCrCBw3Ydvdm8Dxjk+9Hlf9/I845jkfwG4H7YQXvu35jec32HK9hzxX44E7FmPR+ms85POdsyegecB4BCIPtrzciYEAJPJwUQd3e8Iwd0KJ8Mxy19uvezWyKROcUszDIzgWcitrHzl4LSdPkNOV/IyywolHvxBfPv1S3HbjfZL2qIUl7VfRWc+BkZcICekqDl1UUQ4+RhIh3cRAoRS+eMxh6PUrvPsz50h2xJ9bqu+U1DJ0BQcONtGdElDwYKBqTrgtSSSSRCSqsm6Vz2ECoK4Y+TSjM2HDPJShpSY66sTaAJIa1RZZt5afSSHMBdJjAprNF7lfaSG+BQi6tFFKPQENVVnHSCdRzK2lRhFSUr5Vtl8GcJsVNDxQ+Mg31I5S8JklIgndWGlEsnJQsEo1juuuuBHvPe2okBvbad/tscNzt8Vbnv5v6E318IEXfgyf+vUJGBopsMGW62G3g3bGmhuugQ++6OMPSR79vn8sxlobroEbrlqVs56zOVs5WybHI93OMc25LEVdd94oqFdCFTksMtGIyhRUaZBB8t9mWEO5JTMBUvy1kl8Pq+RGFMDIpyzAwNFH749bbr0fP/vJnyT/nrSbqsor9SKw0ckVsH3+niGF0hntqI5PQgA2WX8NfPwtL8Bnv3spLrv2NqhkhR86pHyNwMZoZubNcRFD6twJEIHG6LSkJhSvW1UWqpZWVTOkpUZhCGQtOJN55o0CfM2wjoTnfwOSkuKktkFpFOa2ySZFc6we1g3lXs9FmcFZMbFBIPJUZnHW6fUZhuqbCDZppFEleS7mOPUPaAAGcyLBPxtAhIO2uqxmWwwlXVrLs1WKOJbeP47b/voPvPnkVwMATGVQ9ir0pqRR/O5b7sVHXvZJbL/ntrjzprtx3AEn4JKzL8foaqMP6XgP3LkYa2205qqc8pw9Ee1RqHP46CONQGZEI5ZD5AFjwL2+RB21gSprUK+GmixdtGGh+xbZlEE2aaC7FqrPoS6R9SyynqR0ikkT0jOqBtZbZyGOOXIf7LTtRvjMx85FsaSHfKzvVve2EcX4grC8NhZp01V4KjqYyo+8YI9t8dEjD8JRp34fV/z5tkAADHn8xLECcG2m7m8/EZEQBCOpZigj5+gBgWqJStrFdOFyGKjKgCqJ2HTPYF6ncFEIQ/Utsq6J0UnNQR+sPX0RQIjIPGgo73A1iTCkA41wTQRUoyqcTzMiG5wCnM0867xtQczQ2AAaYeqfTX4bA3bjYZk5fNaYWQDB/4QDqsjhANBuzSXfWTUoJeUAZFlLpVVmjn/wkE/gYz97P9752TfiC0d/A9ZaPH3vp+FPF/8VAHDt5Tfi+ENPDtt3J7sYmd/Wa57dlFY44A3Pw5obrIEtd94c/W65qqc8Z08ke7SK44m1wYMUNTpX2H/x+1IgJwAYHpJVq1bSXckMM1pIdVUT2MjcB7aSxgDguq7kWPmUwfrrrYZ3vPl52P5pG+Jn5/0Jxx75dVT3T4ZW4GyiDzOSi3fLRIFVTsh1dCXRDCCrX5NsI4AjK/gPvW5/zBvt4DUnnNEQHGx3gsX6RhJpJBFAaso77VTJtgAsKXG6Xo3XtY2SkW4iApDnhDe8bR8cdtiu+Mynf4afnP/n4NnSVb4UsLlZS/CpuNbsFKQscmf5ZB0ik3pIB/0p6+aHkI1y7UwIkwJTXkgonru0FIBG9KiMdZFVWn+wcr1IHvf/pxHJgMVK4G8wQ97kZrfUikz0m/Ga5dgqtz1NPDiJ9+5/ArbceXMc8+W34NwvX4BD3n7ArNtPT/QwPH94hfe/+wufgZe950UgIlzy3cvwi29evKqnPGdPFBsEGo9WoTyxACTpF9TGuQhcluCpafDUNMhYUFWDpnvQEz2o0oBKC6qE75H1DIqJCsVYhXyihu5Z6J7FGiND+ORH/wU3XHsXXvWKz+MbH/0Jlty+WDpuqpgD97lxakyVg3vO/ZtEGF4Q0P+MDhX42vsPx613L8Fxn/1plDn3xeK62T0UupRcpKT73JipkXYUkSvQEjNUWUsUVsZog4nEaVtPBhSnu9nma+HzX30j1ltnIY5+2zdxxBHPxqEv2EmuiYBNN1kTKp31nab2HBY27k0dlYsxKEpI0k6em+LrRV6uPZAWfX3GAKqUKCjs39U+dNnkblitRAW3kwk7XCuZv2Gt1DOMnVGfYN+xNyi68KDhPnfhtYNAxttDmMGR2sMyj2N6fBr/ceBH8dGf/geW3jeOHffdHovWXwOL71oyY9vuRBcjKwEc+716L3zvv36M8//nlw/Hqc7ZE92UftSBA4jgQcq3ISn5olZV5PcpDUx3ZUHODOr2kHX7sPNGwMOy9GcdSVvEgJ60GCo0Tvzkq3Dxj/6A7372AnluYkpSCnkm3nOoADtFV9ZKpD1qhoWV6MMNC7KFRBRpG6kn1D1ti3Xx/jcdgBO/8Qv85W/3hGvzfA5lpHMopMLSAvGACXh+tZ4+ryoTAQ0QQT8CTKfA2mvOx5abr43bbr4P99++BETAy161Bw5/zbPwlf++AD+/8K8gy3jP0d/CKZ86ArvsvgW23mpdjIwUOP3My3HGdy5vyLjIOc6+ig7EPi/vQYDNVbw+ZuiunKvt0IzZ4uwmPXqWulyQvH+6sqCukagjV+G1ythwLwJwsXP2qZQ/gKBPRTQ4+kDy2IqAwrLAYiWiDeBhHOTUnezhd+f+HxautRAXf+c3OPjN+w6cJz490V3hzqj5q8/DzvvtgP960xcfrtOcsyeDPYrpK0oG9ACtQrpyhKqyBKpKHH2WyTQ3OF/Tlbw/Jl2aq1PI63KZ9qZ7JY476Qjcecu9+NaJP4zMZZf7JkDAw9goQeHPjRnEopkFAPWwU+sligls59xfefAueN4zt8RbPnImJvplGLiUzt+OHAx3eaGlOF3iS7Fdai3RcXtJDaptIFICCI+t3inw3ye9AvfcN44N1l0NC+YPYemD03jgvnG8601fx133j8Mrxd73jwdxzL+egd122xxf+PwFqBXw5c+9Hhf9+jrcc/dYPOYsoOE1oDyASUusY/f3DWwiTqlLC5sr6B6DiWE7TefbFipsp8kA2TcXbphSzY3ogIwRp8+8Ys47TSkN6qRaFjik7bhOoDO8sp2qWk6X1cM6AXB04Simxqbwl0uvxetPeMVA4Fh67xgOfMM+uPLc/8PVv7xmmft7wVv3w+9//seBCrlz9iS3x6C2McgGtesKeFhh8aZjPR05EOxUdfMMcFwQdDogpURSIs9AXQD9Em/9yGEYGS1w0pFfEUkJX0vx89HdbHTkA77KFlC1hc1UqJs0Zmw7UDjpPS/CZL/CW47/Tphzkar3eh0paSe2M6RGdJWm6Jr1BM+kV5W7bi+pQX6VT1Ca8KH/OASXXHYjvvDNS0CGsSDPseHaC3DL9ffAQFbtgDhem2ssuXMpzjvvT+GwZ33vd/jXdzwf7/3Qd6XbakVmgGcqgIfq1wAyqNIIGQ9APS+X8b+GBUwUQXfjnHkk9ZR2DcjfGwAz6ii+niTHhLzng0AjLZC3zYPAoHRUCh7L6KRqsMSZQX5BU84+fdDbwwoc81YbwfREF2/+xKtx5sfOGbjNL8/8DUgRjvrcmzC1dArfPukHuOKn/xee7wwX2PfVe+El7zoIAHDy6z73cJ7inD1RLJmn8Xi0NnhwEimQMTPGXvDklEi3dwopqhuLQ9+6D56+x5b4fwd9DPVkF6nSaSiEqgFfYS8dQgCQtttGB8cgrDl/GCd/4DD84Nyrcd4vr4HOKEqWN/YXf3TpUi0KkdntwaGMuSv2UZONq+PAV0jAizOFN79jP8AyvvGZC0DzcnBGGK8qXH/7A1CufdmSSKJw5grRtbTPekD8/mmXYf9vPg377L4VLv71DQiExrQQnwIcELgUqifnpVA3ah7ZRCngVgFUqxCpyJQ+mdan+zZEcY0JgCzXSZbBhqFgQ+QXti+l4y4Aw7IK1IpE6ny254PMiJr5WAoajb+boNQAjOW05NLKCFstoDX4mbTvrM8f+7/vwjP23wFXnnc1PnnkF5a5L6UUnvPS3fCq9x0GUoTvnfoTbLLthjjgDfvgustvxDmfPXe5EcmczRmAxzWAkErkHdrPZc5Lp44DAJTCc160M972iVfhX/c9AfffsaT5Gr+i1DL+ljINHh0GtIZZOCwO23Va2VzJzHP3GjNEUCVjt103w9te91z85yk/xW3/aM61ESkNinNCfHF42oQxuP6c9VTlHLqXuUj8SaZcZ5E8p8o6FI5ZS+5+7xfuiNe9dW+8881fx/h0CZsr1KNyv6S4Liv+tCOKmKG6dSIzIs8/bedN8P4PH4rXH/k1TE97kgkCkbBx733HFmMGoKVRmR3JZzprN+I13rBYI2lsVsVUmD9mqHVUBmqi14w2bKvOUeRuXHEdJW3aNktjxvIsFNsTW7BoHjbffmNsvt1G2Hy7jfCy174EY3bxwNzXwxxxjGJiyeQKzQi31uLS712BS793BXY7aCcc+u6Dcdt1d+Dde7wPd99y78N5WnM2Zw+b+frFCjHK3XYEJ3mdOhvLkmbSegaDd9tdNsO7PvVa/MeLPoH7brs/HtvNUgiAQwy0Zl97Jw3EVAnVDM4haaGK8dbX7IWtt1wHbz/qNPQdkcwPFoICKJ1OOEtrrY8wyKfevDSHT0UpBatzAa+OBwLjzlFObIunroe3v+cA/PtR38L4VF9W6F4k0tVKvFQ7ZyQcDI48DOpX4CIL57Pheqth3rwhPH2HjXH5FTe7mwC0BzGFa/A+N4v1FlgLff9SQCmYtVeXqKRqgmX6t0+3zdh3G6icJhU5B68csElU5DciieSUyPRznoG6swxPAVxtxM58LDEfGKQSIqQIG26xLjbffiNsvu2G8nv7jTE0UuDWv96BW/5yO6657IbZj4uHGTgu/d7luOGqv4W5HCtqV55/9UNiks/ZnD3a0caKsshnvsalreKD+P/tXXeY3MTdfmek3b3mggs2rmBjMBhTTSc0U0MgJEBCCIQACSnUUAyBhA4fBAgJhBIIhAChmBYgQCjGmF5NL8HGGGODe7nz3RZJM98fUzSalXb3in3nWO/z7HN3u9JopLubd37t/SGQBGSMN2T9Afj9P0/ClcfdhM/fmR0dh0LKm4RCdSQIwHM5IYCX4XCXtsLv11gWJBUFfxznn38w5n+zApPOvBeAWACCnKMtBWK7Q7Q6byibolxTEWVVFfSWNSwk8EABBI1ZOAU/sqARn6FP3wacd/XhuO7yx/HlzIXCXZ91IFKbAKULzxwCKs+lARPqsUaqKm3Og3g+1l2vL44/cS+cdcKd+OTjeSAN0l9vWQb6W4eCO3JBNz6nkjQAwFnaDK/fumCgkrDkYWbsQiUbqHuTGWiRALwiGQIQlAehRSadIXAIiJ9LHnjvJpDmleBE+gYj55Jop76YzYytObXBJkPwf4+eibaWPGZ9+BVmvT8HT9w2FbM++AoL5iwuOz8JXUocz9wxrSuHS5GiMrrJRVWrtWGfQ2hYJGh8IP75CcUGmw3HhQ+ehn9c+ADe/I+xkVLnqOsagWfxfrQPA+EcWpDCqGEAAa644t8otZS0pRLkHKPNarlfW+lE0RKD6lQHSMvC3Ckr2RQlmeH5ACUg9RkZH+GgBBi94SCM23wY9v7+Nnj+iffx0pMfABlHhG6KAC8FQl6knoqCQEpAioiQBSdEPBKZqsodik233QDvvzELM6Z8CNehIAP7iIZKkkCSYgM84+ix6QqjfxBjQEloSxEiai8oWOiKI0RaRTEpunaWmbSaCOfSAiVgDVlhdehjKbgLED/qkiIlD7rbX4DyOEjk76lyGvrgEf1w8YOn4frT78QLj8i4cgd7kHcpcaRIsVrQg2MalaDJAzDqPsTCs9uh2+GEPx2DG0//B6be+4p9IuTB4VuGVhEA8HweBPVAXRakGAA5iEXG4ZEAcbHNk93naKjdZAxEfdlW1eeRtFaVAQRKQFeWxILLmO4fkfV97HHQVnj6/jfkmEQX23FZR3LdP45HXV0GH745Cw///UU8/8T7wl3kUmF9ETFXt80DpxmwHI1mKVEhC+K0+WUprJtuswE+fnu2Vo11vl4Cf2h/OG1etAVrDFhdBrQgA8NGPIr366O/F308LPKAJINIplrCpkJZJroqXpJWyY+6qCziiPTbcJzYPhomuMzYU18V1lm3Ny7715m4+4pH8cLDb9YmalhBITcljhRrFtZQ0lCwrRVCCI699HDs+v3tcfZ+l2LWB3PiT0zoAc2DQKfj8kIR6NUgrAFHSGNrATwqArokAJy8B55x4PXOykFCSQzVE9skDaetBNV4SLQxZSAlriudG3MOzrvtZ9hixw3x9tRPsGTBCgDAhuOGoP+oQXh12n+x8bihqKvP4uf7XSVcMKrdrnmLMnjOvQC03gWKKrhs+e1dCqetJNxAcnHbdOv1MeVBQVrcF21VXVmA7A/pJ85pFVlSLOuGC6/hygr694pchxZ8kWoseFYs/DL9ljsIpUW0hIv1u5VutUjrWvMQZTGptGCz4C8JOhVbkgclEavBbsbEOUdT3wZc+uBpePquF/G4WUgdZ20YNTaVkBJHijUDPZAw7OK/9qJXvyace/fJAIATdjgXLUtX6nFrgtqFAlKzyPCBByJwTjgAVegmd/6AcDU5BdHPGlRmUMkAuZI1d2QAVzdcUt32/EDIZHg++vauw0W3/QyfTZ8NwjlGbjwYK1e04cjf7Iu9f7A9fC/A29P+i/0O3BJTH3tXVLwDIL4DZDOCQADhymrJi+/rc0I91qFh+i0g61KEYKTe9XOOxvoMhozsj5lvzxK1LoyDByLbC44DZ+lKIJcFdwhocx6OHyDo1yQIpMLvz+9TF9alcMDNl8ClKxCy2l5I4Aul3rIkAgoggEhTpiRSMa+sJRVc5y7V2WOiP4okhiAkx7K5qmMUmei3iZC7oRS5+iwuvOdkvPfSp7jnD4+GfzdJ0N0EK5NH17boS5Giq0GdbiONSgu4+qy9gXKF0eOH4/rXLsXMd2fjnAMu16SRiCShOs4NHSOx0JAgEBXJPhO7eLmzJF4g/OrmAqaC3RzRTnpAWOnNOUi+BNqaFz53hwJ+gIGDeuPKe0/AW899jOvPmYxZH8/FPj/YHjc+PQn9BvbCL3a9BK0r2vDQa7/H5hPWx5T7XgP3PHA/AC+WRDc7xkDyJZCCJzrb5Qsgza1wl+fhtJXgNheFlldJpPHSki9ccfLeiR9g7LghmPH+HPhFlbYq3YGquj5fBEqeTAUOgEIRztdLkJm9AE5rEU4+puBNV7bLtN1A7O5VPIQbRX1EqvxyGk3TJZ7U4aIEtODr4kJaCiKxEpFMYPxsLtokalHUJFgo4WZcnHP7L7HwqyW4+Zz7oh+qRlBJzaGSCg/V2DXPIkWKtQgmMZS5lzopELfH4Tvj19ccjb+cdCumTX6l64iRcZGB07tJuK8SfOGEMXAe/YwThP3IOcLdsWxviowrNtSuA5bLYMTg3rj05p/iX7c8j3/dMhUgBJ+9PxdHn7kF/vLb+/DmMx8AAE6Y+H9SjsmISUgFV+77okI+J/u2qwI07oEsXQHHccD7NAn3lUy7dZa0CCtFyqwgCDBu21H4+I3Po0kCRMQSOES2EmkrgNfngEJRky0hBHTRcrCBfXXGFGTQnbsA9USRICgRciR5EfBnRsxEWWriPPmeTl5Qx5AwaC5380rRGABIvqTJWBCVsWhXkiKx3zcqyanr4jd/+Skoobj6hL+L+3VdURNio4b+GzZS4kixVqKSm8kkhmquqPa4qqhD8fMrfowdv7MNJu11Ib5IimdUg0zh1QFyxkTVOQAeMJCWVvBejWLBlYFXwpggAMBwO4meIEF9mFkFIOyjoVxbvqwCl4v3hmPXwyV/OgK3X/YInpn8uj5v6oNvYOqDb4TSKAC8otEGgfOwUZGqgpe9S8JjZJqyTDUmK1YCkjy0XItSkOUc1KGYsOemuPPyxyLPpgxBANKaB5e9LcC5JEIXdNFy0etiYD+QBUvBB/WTzyoAMrmweLJe1oz4oZUGSPIIOGgQiJoVM9mgEC7UQhTRgJk9VSiF72l3IwstShsV0nI55zj+sh9ivfUH4pxDrkHgB/r9rkJKHCl6NlZRa1hzwe+sBVEL+gzohXPvOQV+ycdJ2/8WLcsM11RXyacEIvbAfYTqub0bwR3j39zzxa42B9A2SN86DeMbeqcrP/NCNxfPOBi/9Uj8/orDcO0F/8KrD78ZtVo41z1IwnuzFj6142YQOl00I4nAIDV5L5o82grhZ2bwmBCccNEhWLGkFW9P+zRyjyL2w8TzkHEgIucTWXRZ6J8ji0QwnS5cZtzAOuBZFyzjgLthJlqZdLscK9MsCMDrlRWxmDgYO3ziM8CV2VQyhdk+llAaIePo5+VkcPjpB2Cr3TbBmd+5UvcvivwO7PhFanGkWGOhFs5ukERf1dhwq/Vx/v2nY+q9L+P28+4Di3MXdAB2cRcAsUtVlgJjIM2t4P17Cz98vhguur7oe+40Q7ijAoag3hUV4XklvhddUHbYaUOcdsHBuOKUf+Ldlz/T7+v+6lLptWxnW2lhkumlovmVkS0EiLEoQApFIGN0nAIASnDoL/bExluOwJkHXwNmt08NAqP2QWlMQczTaLoF5oMzlc0kjwM30maFZUK9AIFLRZpynJXJuExzFsi0lCL1LYCQXCkrFtRBcBWjCl1Yikx5qaSvEUEMkex/zG7Y7ye74vT9LsfKauKwHSAMhZQ4UqzV6Iy1UYubaq8ffwu/uOooXHvCrXjxodfjibGz1kaMCyLsQx2AfLMExBVZTKCCVAigezy4S1sBQuC0WAVtDtFB3InfHo+fnbE/zv/ZrfjsrVnRiylp8NgF1ZDrMMUNuZQUpyT0u6tjmIyDAIDrCsvDU4VwIgvpW/tvgQN/sjNO/8H1yAcQyq7MkYusytSSZKSsoIxriAUatTFMBnYchBlKqsqfMdDWoiCGlgKCdRrgLG5BMKBXRN5FxEGciNCjqKOB7DEu4jckLmPJ3gAodxoMS4Hx0CozpNHN6+9y0DY4ctJBOOPbV2Dp/OXRY+N+J+bvolIKcAxS4kixZsBccLvQbdURCRHKGcbwZdiJfYVhvAU5BCjCwVzSCy+RYZiJdUAyGfziD0diu/23xBkTL8KXH8/tsjkDCdYGJfELBWfgqhd5JhN1lcgYBK/PCctDDC6C4YH4/LtH7YRDjt0Nvz3yJsz55GsR1DavX83CMAO9hGh3FedcVJorIUjGRZDZoeHi7vvCpUVkp7yAYejYofj1RYfgnCNuwGJTJoNS8bfBlGihIAGt16QW44CBONbiDQgiVX9aprKsuh9K4TQXZIqvSCv2B0ZrP1jWCTOxbCLVZG6RB2NClwp+B/yPKAAAIABJREFUWee/8N4IwKVl5gUgjhPRodpyl7E48cof45zv/xHffLEwfowKsDWtuIoBJSAljhQ9A+1xUdnHdoJIKpFGnEUxji3CQZiJJngocIoWZLACWVBwDOUt+An/EF5dIwb/4XwsGT0IJ+xwbrSfzOroUJiQssk5B/H92Bx9UigJX7t5LCE48sS9sPt3tsSZP/gLFn6xQJNA1GfuQJZ+iwXTcUTvEXGgPYmQPAAR1CdOKNjHqMxSMgK+jMvxxTnb7LoxXnniXcz6YI4QfDTdPw4FhyueMeOG5YWy72PJQ81XuZAiApQkegwAd/FKwKHw12koH0s3eOKiSpwbVpl5HT0+DT+vJLEOhM8XwJgJo3D2rcfjkqNvxKwPvopaENWSO+ziyhqtj5Q4UqxZ6MJYSBJpJFkhO7G5OJB/juUkh0WkAeaejIGgGTn0Hdgb2+w4GsuuvRp3zeqFVjI0/h5WBXmoQK+9HkpBRAAiq8gPXR66ayClYcYTY6AlD7+4+FCM2340zjz8BiyXro+I60QMGPro5Xs8SQJcwXRblVknLCQMlXVl3h8l2HTb0Xhr6keCGEqecMPJcSOxEmqNbxe3MQ5Qm2Sd+EWbc/HcbNKVfyfusjZdyMezblS0kHNBkNRoYmIQBylafTDMdFxz4SfG+RLDN1oPF957Cq458TZ88PJ/5ZAVFn5F2J3MsEqJI8WaiS5cfGtxV41ji3Ag/xyLST2CBPmP4WOGYOz2G+KDFz/FotkrcADmYznJ4iM6sPOTJFF/ut4ZGgsjV8VkDo32AFHBa+oYu2axu+dMxBmo42DiIRPw7SN3xqfTZ6Pfur3Rf3BfnH3In9Ha5gl3UVwwNWCRxb0qadigNAxk1wLGsel2o3DH/z2iLRAeI85YPk8jcysIAMeRKcxmHjINvxIYGX1UZ3bx+px4xgET9SSMl3f4U0FytUjL3wXLuqBtRXGvirxhPK+SF/19JrmtJAYO7YdLHz4dt55/P1574l1NarFS6rKa3Pw8CbWQSkocKXo+klxRnYx1xPUKjyv2I0GAg/hMLCe5CGmYukAbTxiN9TZYF6/++22sXN4KEIoVPIeD+Ex8wvuDmQu/TXhWynFVIkuqVbDTTO3WoszXcQJxvliYNtl6Q/zq0sPAAoZ7r3saozYdCkoJ/vibO1HMe2VBWP0zi6aIctP9oqwKtctPWIyIEv4DwoXbvIZ1D/3X64tsXRZffz4/eq9AWftcXvLK9Jg04apF1JwDldlVume8WzF1lfgBuCpEdGTSgc/AVc9ydaj9Z6oELhV5qMLHpOdk6FIRh4Izht79m3DZI2fgkZuexbP3vFJVIqQioSf9PVVAShwpej5WU5tYm0jU1zFYhkaUsJg0lp1DCEF9Ux1GbjIMz09+BSXD7VAgLgbyNmyIZfgM/cWbSVaScX8dyvRSLhjGwmye8GbUwLKoTFgbA4b0wbHnH4LxO22Ev1/8sCjeA/DaE1LSXddN0PiFJSn9FiiXzrA/A5I/j/HLq2uwgMFxKBoac2hrKUQ+g90rOyHdNBoDkMWTDPqZafedGSCWYxFVI6JkXACRXaWJUmw0eELXRw1KEdEWYzEErEiTUJ1lxgOG+qY6XPLAaXjl39Px4HX/SXyOHcmW0qgSG0m1qlL0DChNKrWA2kTRjfUdu/C5KEJksdjKowAwavwIzPl0XoQ0FIpwsAuXGVWr6R6EvAcLA876AwZKOEaMGYwjTv82bph2HhbMWYKf73Aenpv8mnCNqJfvi5iHqntQ6bY6iB3j9lA7ZnMxVAuiWsAcqYpLDetCv2+40cyvBmktXbAC7zz/MfY+Ymf9Xnw9S3SHHfu7S+pF4TiA6xq1I8b9mcWK0lVISp6wHmTrV+JJrTAqAuPU+Lvg0ioixRKQL0TIjvuB9Tx5mFIs0btfE87754mY9eFX+PsFD4SaWoTolw2b2MuO6cBGJbU4UvQMVKpvWE0WRxKG8Ra0QCwi9j9dti6DIRsOxrT7X409txUZDOWySrwL4zLE3LWbwnSm1UEZBo8cgI223gAbbbU+NtpqfYwePwLLFzXjg1c+w4m7X4SFc5ZEFw7bLaWsFLOnBTdIRMFehK26DTnp6NzV9RwnPFbVb5T1IAkXz4dvfAZn3HgcHvnrlMjz4DG798jziUzFnAMLrQjHic94yrhalBHFIJyzGWdSlofqlOiGbYFp0QPLZaT0iy/GkuTFufUs7cQDAH0H9sKhv9ob+/54Zzx7zyu4+dx7y+6pjMQhstbM92oKitfQ3CkljhTdg2qLqEkW3SypnkOAFZBCfNY/3vrjhuPrzxdoaQcbAQjqUKVSvNr9xQTj44LjCkNGrYvDfnMAdj5wa5QKHj57ZzY+m/4F7rny35jxzmxdURyOEU2xjdZosLAoTs3DDrKqhSZJjtt4T7W8jRSzVdrxyusSh2q32Mevz0RbSx7b7bM53nj6/ejx9vOodbE0ERjEoKyooqElpefGoz+r91RMQmapqVgILXqChOWYkQw1XTei3GTimH6D+uCwk/bFXj/YAVPufQW/3PH3WPy1lEQxnmus5Wc9k/aTRvLxKXGk6B7UsvPuZktDoQgHVOisRt53HAcjNx2Glx5+M/FcBxyFVfRvZnd7W3/cMPzwjAOxzV7j8e9bpuDXO50nFhlK4905jMUuDVwdbwdNuXBjRbJ9TGvH/EoNv7+EJg0gmvUV3pAxLi93XSG0LP5147P47i8n4vWn3gutDYM0hm20Hi5/bBKO3WISiq2FyGX0szDnoKwr8+/N9wG5YTBOLp+3nC8JWBjvUIcHxnOhSl7EeH5llpr4bMCQdfCDk/bBHt/fDk/f/TJ+sfMFWPLVovhrx8FMd5ZWl93kyZw7gLAQswaLI41xpEhRBXNJLzQhGr+ob6zDjgdtg3xLAWO2Wj8xCNkID/NIU/iGXJgOO+Ogjk/IVO8NGMZuOxoXTD4Vlz12Fma9Pwc/3ewM3HHJw+HONAZmAZneORuuHv252g37fhhYl8fUpHUkSUiThrIwKBGuHYeGi1yZ9EaMS0xi0byl2HCLkaFFYc1l6YIVGDi0Hx5b/DesM8hoAauC9kashVQLZAPgjfXJH5rkGMiYh3xFyFARhrI2yrSnOAYN74eTrzwCNzx3LgorC/jZDufhlvMeCEkjzsoByonbRgd7iychJY4U3Y8eYFVUwktkGHKI/uNttstYzJj+BRhj6DdkHWyz9+ZwYiqRc2B4mQ7XmVIDhvbDta9dVvvFTTeVFSjdcrdNccWTv8W5d52Et6d8iJ9uehruv+ZxnW1kIhIY9v1ysggP1K8IeSitJGZl6lRxf+hUV0kapKlRvBoapDvI1m2i4mUGy9UcAIAS9B/cF5Nu/jmu/MXf5Gfli2Vbcx4/GnMqAOC+2ddjg82Gh6RhZHwRS28qQozhTYivbgXLUVkTqlBQSb8rmM8pZpOx3voD8Js//wTXPXMOVixuwc+2Pw+3nf8AVixYHtXysmHoWiW6Cr2YRlX6/JjYSg1IXVUpei56CKHMxDpoRRZ13EeBuKhvrIObcbDgy0VY8OUijNlqA2wwfgR2PHACXnt8Onzp267jPlqRwQzeFwBwwM8n4oDj98KlR1yLeTO+EYPH3GOkjsOMLRCxe9/+gK3xo0kHoalPA+698jFMnfyq7rkAIFxArGAxB6ou9Pb5PAirpSOEYQbhk8bUloSyLIxF25HyIPkCdB6sKgTUshsUuoxcvu9mHJz7j1/hib8/L5pFWcFfAHAzDo6/7HBsv9+WWDRvKRbPW4ornvgtrv7FzXjj6Q9C1102E9Wnks+H+yLlllAqguKeLwLaZvKBWqxVMJ1xACyMYahnpJ85iZAyIQQcHMM2HIQfnbo/JkzcDI/+bSqOnfC7SAwq9nnasSX7d2ciJguwK5ASR4rux6pQjO1CMELxKNkQP+YfweMU4781Fh+/GsqKz3jnC3z132+w88HbYo/Dd8ILD7wGv62APijin2QcaDaD8x88HS1LVuKE7c8J60XMe6zSd4RSYNdDd8Thkw5C4DPce+UjePmRt8BUMZkhThcJmlNavrBX6iltp88a73EjVkIIERk7OoMrPnsJjqNJg2Qz4Lms6JGRdUFaCyCoAzxfL9aiwl3557ns9BeSx/EX/wDNS1finqsej39IEGt3XWMOjX0acO0pt+OFh97AJtuNxu//eRImX/M4/nXDM6H14LpG+i+PyLPowXQWmSUXYkKRg0Ojx3g+kHHD+AcAuA5GbjoUP/rVnthi543w8F+n4PpJ96CtJQ9eLAqlX0DocAGhrLo5bi0k0FGiqCHOQdrDQr1JP749mdixyaRIUSt6EGmY2InNxSF1czB85y3w8pSPY4/Zdt8tMaBvDrOeext3LRqI5TvtiVNuOA5/P/8+vP64KKyLlWO31H8JJXBcBxtPGIWt9twMex25K5bOX457rngEbz37QblbwcpMKrMO9HVY/Ps2bEtCkoN2PaneFb4fzeIxCctxxCIof58klwXv1QBWJwLOtOTrOgaSl9LnQRBKm5j36JWw+yHb4cizDsLJe16Ctua8vm8ehIFfM1B+6En74ahzv4cfjjoJhdYiBo0YgAvvPxUfvTYTN551DwJKo8WNhjuMyFRb3qtRyI0YPVTMNZPYRENIGLfxg5CMMi64QzF6zCD86MS9sek26+Ohv07Bv297HoWVBR1LUu1zFXlwz8rIq7Re2y4wK7NKx1WS0q8j5zK85j+FZrY0NniXEkeKnoceShy7HbYDjtl3KOac/DvQlmYU4aAVGQQgcMDRCA85BOg3dn2sf/1l+LL/Bli5dCXO//7VyFuZPRHyMEhjg/EjsNVeW2CrPTfD+F3GYv7shXjnuY/w8iNv4qNX/hubmhuBsSjEkke1gLY6Lo44ABFINuMP6j6CIJS10HUNTkg2GRckmwXv1Qhenw3H8wJABpJ5LsxgIi2tkWlxxnDjlHPw1wsewrtTPyxf8GQ9hLrn0ZsPx6UPnoYrjr0J06d+pA9r6FWHs2//NbJ1Wfz9skfx2ftzYntxK9Vd3lgv3FQlT5NHJKvMFookRNRvUIo+/RqRcSlcl6LfsH447Ge7Y8y4oXjg5ql48o6XUFiZN/SzWEgctqurHTGliDvLsCx5rFsrmTQAVCSO1FWVIkUVUEpx7t0ng1CCYw//MxBsgQ3pMuzC52IoX4k6+CjAxTzVj+OzdbDLze/hlOsn4MUHX8ct712Jme/NxuSrHou4uABg8Ij+2GriZthqz/HYcs/N0NZSwDvPfYhn//kirv75TVixuKW2SapYiLGjjOyMLUmLRCkKOz4SniQWUkkOxHVlVhSRcQKzNoNGv1ogPhP9zAFwRyy8PJcFz2bEeJwDaBTXkZbI6PEj0NCrDu+/MkMQUMFoUSsXOnVPw8cOwcWTT8W1v7kD01/4NHLttpYCLjj8Whxy4r44+8Zj4HkBnrn/DTz38FtY+rVoHUsUAZj3rr41M8sAUXdBDGuLUmTqsvj1BQdj129vgdbmPHyfId9WwpMPvY3LJk2Gt3A5VPGfPX5nuvLFuRfbPV5EaaDCpVKLI0WPQw+zOM649Zf4+LUZeOKWKdUPNrDVxM1w0K/2wUN/fgIjNxmGQ0/7DpYvasZzd7+EUZuPxNYTN0OuIYd3n/sQ06e8j3emfICFcxZrV1UskiyOskprVHRfJf3fRyrSyz8MLQhdj0HDGABnoWvFDKjLrCqSyYD3atRihDxjxhI44BAhSS4mCNqc15bP8WcdgEJzG+64/FGx8zeK5pSrCgC222dznHTNUbj94ocw5d6wml9bFJbLbdwum2CfI3bGTvtvjo/f/ALPPDIdrz/3MTwvEHGJhjpBXowBhWI5cZBodtbA4QPwu1uOw4J5S/HHcx9AYXkbuOuAN9ZJTSwG0lYUY/p+NGMqCKKEqFBJ8ytp/ZauKTP2VX5MXKyG6ef1Op+CZp66qlKsCehhpAEAV005D5P2vgSsM7tBAJQS7HzwdtjpoAn47O1ZeOe5DzD7o7kVkwNqIpCYhUyMEU8c1f7n47sLypiFFeOw/eVqIYwcR4kgQ4cK4pCuHO5SvfjxjAOWccAdEVtw8h5oXtRBUAB3TT0bk75/DeZ+NKes0h0AttxtExx97vfQ0Lset134IN74z3uR6WttqrhYjeuirm8Tdt5vPPY6fAeMGjsE0x5/F88+8CY+/aYZzpIWKTVSEvEXWwNM3uOWu2yMSX85Gg/dOg0P/OPliOXGetXpBAJa8EFWrBRE4RsKw5yDt1bpE26SSII7UbmpIjGfOFTpYf6a91QicaSuqhQpakBnSUOMwfHiQ68n9x5XMMjTjIVESCShy18l1LpJjBXFU3pOQHzVtzpWSoOU1WGIgXQcQJEGdwhIID8jAM/IzKj6DEjJB/E5JuwyBgu+XIy5//26jDTGThiFn573fQwa3h93Xv4opj38FpiZ1ivnSjgDZwzEkl5XWVDFlXk898AbmPLkBxg0dB1M/N42+O11R6FQCvDMQ2/j+ftfx7J5S4x7oeJ3KBfrQ34xEYf8aiKuPOUuvPvqTKChTs4BgigJASeIKO8CkMcYelw1Vm5HYGfJKXJs79+skpYBymI+NlLiSNFz0AOtDQBAwqa/Q6iRMCLHxj0XteOvRCCmlIT9vhVEr9nzoHtnGGOqRVR97yBMSwV0TQTv1Qiek0Fn5aZKSC91VpZAAlFMN/Hb4/Hs5FcjmU2jNx+Bn5xzMEZtNhz//MOjeObuV0JJGPVszMdGqCAN29Wnep3LGA5hHAvmN+PuG6fi3uuexdi9x2Gf/TfHX5+ZhI/fmIWn73sVbzz1AbySrNVpyOK0Px+NMVuMwCkHXInFC1qEK06l51JBjurZ6buMS18mVBRGMumySqrTsMkHKM+oSophdRFS4kiRQmLE2KHos25vZDIOMjkXTsZFJuvGVoTXBCvFNvK1PX3Tbc2uSplVSW6rsjHjg+hVwTjARG1C2eKUQCqKNISF4QAUYFkH4CIlVy2s3HjOxAuABYuRq89gx302x7vTPkFDrzr0W68ffnLWgdhsxzG4949P4JKjb4BX9IWlQ8IFWrtx7Narqn7DIlweMBDXEbLnMm7DOccH787Bh69/gZvA8a3dNsZBx+yGky4/HNP+9Rbefu5DHHfeIfjkrVlYvqgFKxY1i0SBjCuyxDIu4DogPgPgg3iCMFnWBenfG3RZi5Zjt1OQI33bq6FKE6cIqlWHG1ZHxcPSGEeKHoVutDrumHEtpk/5AMwP4HsBAl+8pj/7AaZP+bD9A1YjhxhiUe4o7aIySIOYsQUTlf7RK5FHO/owhFpTMVIdeodPIz+rxZw31muiYTmROcWkxUFLvng/6yCoc8EpkF1RAp09H+AMlBLsd+Qu2HH/LbDpdqPhFTw8+Jen8egtU1BoLRrBfKtKXUHrQzFDCj2s3SCUijiDQt9ekYU4WKdBDF/wQaQC8uDeWUw8ZFvsuP/mePz2F/DkHS9iv6N2wdBR6+LWix4WGWd1ORx4zK7YcNxQ/PH3D+mYjpI5J5yDrMyLVF8JXihKYhY9P7jVSrYMtnvKhpEaXdYrPglpcDzFGoVae1WsQmK56rnzcMaeF62awatUhivYwfC4VrYdQrX6D4WY8bXGk4KKG5iLlaoQdxxdA6GK3nhDTrtmuOMALgVz5eLNedTSCBic1hLI/CVli1xdQwbcD1BsyeuFMDaQX18nvupGSGHhG8lkRNDYbCZlNmaqy4le4qrOpK2AYPA6It5SFBpfpDUv61aii/qfnpyEv57/AI44dX809W3E2y99hrFbj8RNl/0bc79YpOtXOCEiu8oXAXeiCgUZF5lWnuzxXo04FCpZHO0lDkBkx1UhjtRVlaJnoBs7/K1ymPdWi1R8LfGLjsDUvUpCUv9p07cuv4+rB1EV1/ol3oyO5TMgo+o4Qn894YDT5oGUfKB3E8jKMMOI+wEKrcUwzhEjgwIgDIqbFgiXwXJJaERerwyKEP1ASIWo9rAlH0YfKVEU2JrXY6gY0VtTP8Z3j90dN/zufsyfuwxwHWw4fjiOOXVvXPLL2wWRGinInBCQXBbw88b8qQyQSymXTEaKSyb8LdRAGtHjSTJ5VPrMQkocKdYc9NTgeSW0kxCFwKHRf4KSsl7o6r12WR9mO9Ykd5d63wqqR/SvVIppgt4V51y0TVWxBKt6nXAObpKKuk8urA3iBcb1qVHnEMqalHlJzOdg3wMXC7C2gtQ8ZYvciMstriBPDatEDo17Iq4bqVj/59VPhJZQNgswjpkffAUK4Kr7TsBH787Bv+56FYtbS6JuRc2lsT5CkuqeSMYV81Ruwmoxjwo91u2xq0nWVENKHCnWDKwFpFGGhEAll35wjiq1Hu29VgXEkof5PmcAJ1JriotdvQwOI+AA5VErxHBRESnbTnwmduHyc6BKxhel4cJvx1mS7ksuwMSh4KopFQtAVH/xIBCquTLuIeo2ADAGUiiBS50tXp/TVe3Eui8AkQywi465GTSbxe4/2B6nXXoo6ptyWLG0FY9PfgNvvzJTnKaEDdsMaRpCARiKvHGZWJUEK1Eh8cEkD1M+pkYrNyWOFCkU2pFcVBHtyZiyz6GOWHhVHUQl7pFur3ZZH7XGOmJQ5pqSBXWiIhrCbHAMYqDGgsoAOMI9A5cKskDCDjnjigwnAKRQApFkpI4nDtW/Kl5mNTAxflwmnCI8czFV+lOeJyyTTEYLL2pZEIfoBV1nSwGCYAos/L7kiWB7WZotAWMMUx6ZjimPvQtQghFjBuHgI3fCEb/cA19+vhDXnv+wIKtsRkqui7kpq8asi1FCiOK5skRLIwm6ENR8RKZVW6WGA0DayCnFGoLVEANpa8mj77q9OzdIR0gjDooIkortktJ6uwqViMhcrExRQ9Up0PfFTr6lFaQ1L1xXyjDgHPAZSMAleYg4B89SsKwDXucCLhUEE4PQSkjy+RNBGkqM0Z43YJCZrNo2K7dNgUZX1GPQpS3xiykhgBJmVN9nMyLwLsfixnMihZJweQUMc2YswLXnP4zTj/wrBg7ug1Ebr5dY01LWlz1B+ZjLFGLzVT7l6hsMUqlhlbps1SNSpFhLsGJRM9YbNaj8g/YsztQpr9mIAwvCceMyrpIqxhPG4ozrV23zJOULUmTM+HEii5IiEC6kRsSCbqQRA2KR8ww9JsZAgkDHMgjj4SpEiLBSAMCQI9EIYtw0Mbt7QLiSeH1OBJfDyYvdOg+lUSJzBgTxmdekDnhOSpz7PnihqFNoOZXZZrkseMaVNSDh77BskWZMNIVSwXfpovvzeQ/hV+d8RzyLONIwGnmVWYxdoGgQh2rkkRJHip4Pc3ddZRH/TzAZNwVP4ZbgSdwU/AeHsP+KXW4V3Bk8htZZX2Hd4f3jD2AB9gk+R3+ej5zTO0jQFoohjUFBM54J7sPRQaij1Dtow5P8QZyIdwEAR7EP8VjwAPqyNr2wPOI9UP0a6tmwQCxwVSSzI728qxJTZRIpU2KV2lQAdPc82iyeE8mLinDiBaAlQR60GESDxbbKa9LvT7mddNqtZVGoY9RclTXkeUAQSpjzIIim5Fog+WKUBPzwWO7Q0HUFhG4uc5qK4LSlw0QiQLEEUixhyexFaF7Whs22GRm14CKTsGM3q6gy3LxOhUukxJFizUDCImmjBAe/dPbFz539cTbdHdvxb3AU/6jsuDgsW7Ac/dfrmzj2PpiN/sjHnFk7vkYjdsB8fT+7Yi6+RO/I4tiMHA5hn0YXwyQkWTWVCLbWNF+TXNTP5lc1nFrsTPcIFzt5sViLOgW6ohWk5InF1ZQqp0Qrk3NHZF4RLxQkBAktI70TjkidB+FcVVA9XwQpeqHbTPdZZ1Jc0MiSojTq4w/kMbJXN2/Lgzc1gLiuJhCSSMxW3Y0dEwLCroIyswt+gD9PugfHnvWd+DGTYEnltxeJbitt2SQzR0ocKf5nsZzU4Ro6Ad/lMwDOsQ/7Aieyt/XnFwcvYHO+UP+89OulGJ4r4Wb+tHiDBTiUfYqj+Ef4Fp+LjbAMZ7NXcVPwFLKBqCI+GDNxQ/AUbg7+g+G8ufKEqIMiHMxBL2wULAKog93xFaZhWOSw/5ANsBubg148RmLbAKGkazKqgNqtDvNrGbGInbVyB5kV0LxQFATiB4I81D0owiDy5RjzUFXndTmQhnqQuhzguuWBby56o/NAuIB4qSSsrlJJZ01BWhU6RqKaTkXEBkPSU0V4AHRqMa/PAXU5LQsP1xEvNd18MRw3CeozRR7y1bK4BfO/XIztdh9b8dcg5kqjX+MQ8/uJI4pE8qjy95ASR4o1FzUEnueTJhBw9EXlRRgAFs5dij4DreC43J2/SIbhM6yDy7Edfkn2QomIa68gdfi1sy8eI6NxGP/UHjIWz2M4dsdXGBC0gIFgCeojroc8XDxFRuHg4LPaYxbtRZLV0ZGiQ2ZYGrJYjZc84ccvedKCk3EQ3w932qZLxiHiJQUQWUMWrCkH1rsewYDeCPo2gfXvK8hDxRGUC8hwZ2m3k+rY5/uCTBRhAIAXU5GtZEiUJWD2/OAJKa/moizP4dxIO5avMqtDWTtqfvKZXfvb+3DEKfsK11ZCzUakf0et6MjfUJVzUuJI0fNRQ2yjEmL3TiyAnX+7cM5i9OrXyzo5Lq0zDIC/RIS1MIP0wyBepZeCxJsYjK2xEHvgKzyP4bHHPEzGYG/+BRqCgphnBfdcLDqSzaV2mZXII+4zWywxCADPC0X6PB/wSnrXD98HKXlCwsNcwJlYgLkKBeRcBHXiBddQhGXCNVaWOcR56HaSLilVoKeh3E/SSoEj+oREdthmsaSCrhex6jUIEVaH6umtnwkNX+b8gHhi4ByF5jxmvjcHe35/ghWgN1x1qpbGvA4qWA7yfFs2piOurciQnTo7RYruRA2L6OBgBRgIljMXAecgnOnzsmCRxbh1RR7ZxvrIP0WWW2mY1oLsySI8BgInoS76CwivAAAeXUlEQVTBhu9kMIP0w6H4DC9iaOwxrSSLqRiOA/F57OcRMUQzi8vM6goPjgmuRn8m9s64g4hkXUn3EbfdM4C2FGhBiBwSX2ZYccN9RQl4hoK7BMylIMVSlAzU974fdh5Uc/CE1pOOZTCmSSMC1Zip8k2Vf8+5nA8TLipTidd1w9gMEGZ6cS4EFRkXFlBM2uyN59yL7x2/Z8w85TGOE52PrUVlHgt1+couqjKhyBqQEkeK/1n0CdpwKqbjEYwGCMF8NGI0loNwjoG8DRtjafQEFsDr3x99UUAv4iNDgB3wjf64DVnUI2bx0RCWwcZ8CSax1yrO7QGyMf6G8WghueRjsBEOwCw4tVQmWmShlXQjWTJGWmdSKm4cyShUsDYARP3qyn2l03aNe5A9MJSkeDg+B/XCzQBhPBKEJiUPXFkyhuuL+z5029og0DEOTRhm1hQgK84dUWQJuejK9Fhe8kKXViYbJQQTSrKkrWAt5FwQlNWqFqp40n5e+tYFmfglH+++8Cm++/M94p9znJJAHGmo49R51aTXqUEeNRBIWjmeouehE0q5WQS4KXgKDhgCEDyLEXgQGwEAPkJ/zEcjbsYzmI3emIm+5WO6GdxFxuE69izmoxFfkd4AKEAdPM3XxynsbZTg4GTsUX6uxLpoQxGVXUVf8iZ8SZoqHtNMcniZD8WhmJF4z7aWlXovcfEnYVV1RGFWylkoKY6kcxMRt7gyDo5AL9D6ONXCVaa1EkkWRMqOKFB5OOUc7sJmoOSB5wuaKExwWWXNSyU9Tw4eumkUpDS83X89kpKbEM8gAQtrUkz5Dz/mebmyr4dpZekLqrThaDaXigXdduFDuO65c/HIX58r05XiMem+sUj6XZlClcbPRL6nSagKeaSy6il6HqoRR2d0q6qM2xXS6j9n7+JZsj6+IAYxVSNCO924wnE1Sa8nEUTiuOGCwpN22Ynnxu+iI375TEb25xDWDslmAcdBMLCvDoorAhG6UB54XQbElxpRshc3X9EcWhkJ0Cm76lrqvg0rI6LPBBlUV4FtQMwvm4kEyUljY/RCzCYvSYCqcl1lXxlKu+JahjVgFx8CAGf44W/2h0Mp7r768fBeAPCikeRhLvRxvy8ztmHXtljEoUUUjTFfKz6JZrYk9o8mdVWlWLNQjTTas0Anvd/eQLSFWzA+Shq1oNo1jdiFWSWelHWlU1YzGdBcTiymUoaDZLOiolpJeJs7bLUbb0+ar00Wced6nog7FIsyLiEXascSCORcFAmWPNClLSDLmgVpBAGQL5SPWwuU/AiVLjrHCXfk1Li2+RWSgKgTrd424ipmOm2ENFRMw3VEbw8LkWC8el5GQJ57Pu79w2PY6YCtRUZYoQheLJaRRgTmM68kUZL0fNqJlDhS9Dy0d8G2F92OLPjqHNsC78hczDkpmIHruAB2JXTUwnIc3bmPGC/kciB1dSDZjPjZfHU0QF5Bpjs2VVftro2Kcb3b93ygWAIvlmSVt0iv5TLdtZoIn/6cknLpDDO+47rhz2aKr5JQacvLRd6JqO6q+4mk3sbAjtHE6kfJ5k1x6bVP3D4Vx//fj8J5qa8VuwLGzMUkxaTKdHPeNfwNpMSRYs1FrVaBSSyqkVLc4t1ZwcC48+1rdxWqjKfdIdmMeNXX6Repy4kGQpmsdmfol22BqDqGWqrYKyCyYBqLNC16ouhPWRt2vIBIRVtTA6oGET4xvvLXi7TYWBJRx5lumriKbGLENIzCOi1kqJ6PmfYaBECxVJ6qC2NxNiVgTHCOx/82FeN32giZrJx3NV2qRN0xVu6eUi+V3ltrf3N1qXYdnSJFT0G1RbiDi7Vf8lHfVNf+uaxK9V7birE7CsZ9D4iFOJMRr7oc0KcX0KcXWP/e4H2aBHlYbopoXUQNRFFNLDFubMa0YCCWLIeztFVLjPCMA9anEbxvL5BsRrqJrJhODbLfoWUhXG8R0pApzMShgOtqsiizBhzDnUUJyoLmcRIsaoFW9SSmQq6NODejmW7LGO7/0+M48U9Hx6buAtWtA/OZVzgoYsmEwo/Jca6UOFL876ID7qEVi1swaP11a79GZ1xZHTkv6bMyOXcSWYR4NgNkXLBedQjqM/D71oP3aQL6iViMdgGpdqlmHMCETSY1BNFNi0bv/gkJr+X5OjAeNGTA6jPguYxoluRGFWfbszMmylWXcaPprEEgYgkB0z/bCQGmrAkhREilZzMxUu088kzs2EdZqi5CF5cOopsxJcYFYcpF/Pn7X8P6mw2PbGbak9BUkVgM0UU1rn4mnFXijZQ4UqxhMN1NHYHK2EqwEpYvXIFBIweUXzNpLh1BR8+r4Z51xpWsZ2CtbcLyaCsAJQ+04IP6ojq7bWRvFEesAz5qGMjggeW++qQ6DwW1wCQF6O2iwrg01yAACsUwzRWi8I9lHbFQZ6LupZqsDQWV2UTD2A33fFGUmC8ATHxV9R/mvXCZRksoBW9qEJpZqtFSLlsxliCsqYKO49gFdsSQi9efmfUXJsEAuPPih3DqDcfVft8SZaRhPn81BzNek3YATPE/j45mT1U5b9n85Rg4LEZaPa5nRjXUWo9SKxRhVsq8UiBGrYKS1ljZJnf7veENFDvYIEtR6l+PXNEDqcsJ91G1HW2FxaXiDtduc6oK8BgTc8u4oBkH3CEiqKzky9WC1t7eE4yFvc8DiBoPQyqEF4ohYUTuzeggaLi4eKkE4tYDDgXxieigZ/fQMFJ6o3Ox6iPMXiOqRaypKGzgzaffw+6H7YCrn/0dAILF85bi/Rc/wetPvIMl3yyPHJssWmiRRhJq7BCZEkeK/03YVkmNC/jieUswbKMhtY9byxy6mjziYNZ3qBoOtTAHLNTrkosvCbgIShMIVdpcBqSW+6o1QB7XHzvyeXlchOSLQC4DwkRRICl54C0rxWIqhQrbA5JxdWyjrHCOG5ZF5CRDX8rM8oJRL2OORQlA3UiPcX2JgEXvkTOAUZGCbF/ftNwcoX1lksBVv/ybPD7A6C1HYrt9t8Qp1x2Lhj71Qpex5GPm+19i+pQP8f60j+GrJINqFeMR3auEepwYpMSRoueiM4tue8+Vi+aCucuw2bc2Tfy83a6y1dDyVl+HWumlKpOIBaLnhVoIC0XUzScoDmwAl+KBuviOUq0x1a4iQMajAWSV3hsE8QSiYgXSRcLBQBgDXZmX8/FD0lAy6V6ppqmQTIwriZdXcHOvvAJdDKAsNQaezwsizmbEM7a7EprnqPtViBNOhEEopmvIsEgIkSIznhdd+CWZzHpvDma9Nydy+VxDFtvuuwV2OnACDj/zIFBpMa1Y3IIPX/kvXn/yXXw9S7YQsOJEsTETSlCpkVNKHCl6NmohgDjLooO7/QVfLERfW1rdHDfp5x4AzjiII9JVSZ2lgcW4UJg1XC/Z5UV4vXOgpQCsPgOnoQ7wSqGqba3WBWeha0wGwInrCgKKyI0kZRcFIG5W9OpQQ7YVBGnk86GgYQ0gRooxCE2OiagU2sjJ0lKjhl5XwAAHogCv5AF1WZC2mGZeUn8r/lqGO4uY7zFNnDCsxbBvei7sr17FfVhsK+Glh9/ESw+/Kd6gguyGbTgY2+01Dsdd8kP06d8EQEjUzPl0Ht59/iO8+dR7yLeKwkJCSM2B95Q4UvRcdESvyiSLDizui+ctQ1PfxuoHxl2vp4DSsOJZIsxoIkAuK97zAmSa5aJR8MEzLkhjI7i3Qiwi7bpmaG0Q19UERRR5BEG4ezZFD5XKrx8ACEI3ULEoLI12yJ9ESENfS7qElLspiYDM9F0V31DEok4JAvDZc0F694pKfUjijFg1iXEO4/q6eJBHK9mV9cI4iEvDbLdq7r8YzJ05H3NnzseD1z2l5+a6FJvvuim2mTgO3z5uT10nkm8t4r9vfY43n34Pn77xecVxU+JI8b+FziziLABjQdd11etOUJlCanaLowQ844LVhf/2xAvAM07Yl92VBYC6d4TM/jErwRmv/IxcF8QV1da8WIqSh1n4ZgZiZcc+QKTRtpc01D3re3WMam+ZIqul1630WSEtEupZwXWlJaDIwCA6WYOi52737tBxitA1yBElSfMY8VWKIepJyQC7jIUQh4oEAifcDPBCtDGZrUdGVFW8mpt0QQKiVmn6s+9j+rPvRyyMdQb1wfb7bYkDj98LP7v0R9hl1ycSH3VKHCnWbHTVbt8Yp11NbrrJ2tBBXy2vYVleQSAWwIwrajgYk6mpFCwnrQGpRkuXtwrlVxgLkl10ZxKIiqfEzcsRFhj3Uf5sTEXagIE40IuzSn8FY2DK6ojoLVUO8opYTujyiSycZpzFrrkAymszfF/GiIgwEBiPWioBA8DCBd9uZQtIovJAsllBopyGNR46vmFkYDlUdgMM50MyGTFUoQiSacdSXbGlbExVvHxuyxaswH/+MQ1P3fGCPCJ5c5ASR4oUazCI65ZbBUEgFjTXAa/PgTVkETRkNTn4DS4cj4EHHBQQfTGKJVHhrIQEEzS7YsMeJHRBca70mWRwXS24tp+eMXAAhFjv2VlOdhC5EmTWEoeMlZg9KWh0V69Iw5Yh4aUSSC4n5q+LIANNapwb1pYKcquvqpBPSZKYyQLqOdjBdUUeSoVXna8yrwgJ06TN+8xkIo2p7DRcHshn4DhhnMT8PE4zqx2WdkocKVLYaJdzf/UjspsGxM5duX7Mf34/AGvIwutThyAn4w8cWg/KafVENhXngjSKxTAQHWnp2gGrSpKG3efC3LkTQsDlrlq0mmUoc2G1F4o8SqUwQYDxcFEPEkjDcImxYlFYCnIxjYgaAmArW0GbGsNFXl9bXUffIHjJC3ucqDiImidkQD2QMvGEgFBXfBYgujqruXIm+n/EdTO0H0UQEp6YeAL5ajebyogjVVOfU+JIkcLGGhLiiPbbcKK7ziDQtQssE6ZWcgBu0dr9m9XLUrNILxwJpJEY5/A8aUkQTRpRddzwuhwc4KXwPXNRleQhMn2CmvpvRAghLghuFdfp+Ia2BozgPiCtJzmHpKI5200VExyPLMIlL1oNb1oiEEF8oVhsXcd0b+lLcaMqPYFstYuOxwfXI8SntKogUp8ruGxT4kiRYk2ErHCG44CYnevUAhQEIF4JtDkPDKjXVhQ1ZMx5zhFBV8jFMZsB2oR0eVXXUIU4BzwPLEajKZw3wt13HC8ZpGH+XCtUoycSsFA6HoJoubFRj1gc6prZTGQRLiO9Sn0uTNJQ96fSws3n6fnS+pHuP2WVyesqNxP3PB3nEB9IXS0rMB5LGnGLfoLFUWaB1eAWTLWqUqSwwQFareK2G6FiGpGdrCQNknF1IJV7PrBoCerntoBwAARw8oH4rycELOOA1cuFMpcFyeVAGuoj12qPhHlEwdXoPR47/xoWJ7ONKclkyw+gTrkIYvRCEXeZ6dePvS9TTdcx4jalkmGBRe9HqQ/HQsd+AhHDkP1E9Djq92hbUzwMxnPznPYkbVRAmcKunWhRA3ruf0eKFN2ElmUrMSBOr6q7EFelTqygKyB97DQimyGqo+UC5RAE9ap1qnixjIOgX5M4PpsBqasDra+LxlASyEO3cDVTVk2ysHt5cJnKyoLEzoWqCI84qhOhMY9MVhQ3uq4guYxBGgnkoWI2ZmpvUnMn4rq68RWAMPXWdqUBupVtZAzA+n2w8D2TKCQx8CAQ8RTrPq0bEKRT8srcb6FAohX8Nn9W38dZG5LAbfddLQSSuqpSpLAgpNUHYOGcRd09lZA0DPLQsQU7xmDIc6vcfwDgX85DPYDWUX3h11P49RSZlgCEcfAMAXey4G4f0LwMljfWw2nNI1iwqDbLwPelVlY7itMquLo452FvcNlcijNf3Xxs9k+kraqC6tOtZE1syRIjWK0Ua3U2EhCNycQ9B0e6+uzMKc4BGFXh9lxL4TyixYos6iYrFMsUAMrcVCbK4hcxPUbMeaJ9VoaJ1OJIkcLCsvnLMWjkwO6ehkCVjCbtHpIZNHphUb3FVRHggsVo+KoFJACoL3feKkvIJWAuBc844FkXrCkH1reXWLRqjS+waADbtii4GZhWLiZU3uFGWtvagoimZHtSNbjqvREEmjS0tWHflxkf4lbdRhJ5SmJR/cYj79v3JEUdieuK30vcdO3r2vdSI5KaPgHQCQK1WhZJSC2ObsLAYf2xzT5bYODw/hg4rD/6D+mHgcP6I9eQxRU/uQ4fv/pZd09xrcWSr5diwJB+3T2NEHGiioZoYdkCoYO2RrVzyQNd2gJnYEN0GI8BFAjqHDhFUUXOHdGJj44cCjJzNngg60VqWGii5KEuEpVlUdaEaQHoDCfOQJysCFITCjhStiRye8Yu3UsgHVMOvdK844jR3LmbC7ZyaanrqwpyR7oHM1nAtGpM8jSvoyRXqOFqAqJZcTK1VxX/cS9c6OOk0yN/A3E1GUbMpCuQEsdqhJtxscN3tsb+x03E2O3H4I0n3sE3XyzAp2/MxOK5S7B43lIM3mBdXPDwJJy55wX48uO53T3ltRKLvlqCEZsM7e5plMGUTQcQakMZLgnt2gik71rl+3MOvqIZbpuI3XCHIrO0DWAMfr9GIAP4TRm4K73IgkcH9Bcuq84gzmqqtINWWUmOlD4JZNYXjKQAq/FQErHFLpQWWZCMC9guIyuYHk7NSLP1fGE9BAygSibECedlZpAZ8zEl3nVKrZkqa7usjDhV5BzEEIb9fVylfBcgJY7VgOEbD8F+x03E3kftijmfzMOTt07BhYdejVKhXCZ61vtfotc6TfjpRYfjwkOv6obZplgwZzH6DOzT3dOIwK6ZIISECwylIJFdslw0zCIxGeh1VxTCMZauAC8U4S5dAX/8cDCHgJR87eMn5mLVRYuOsioqjkcNFV+7hkPVeMRkZpnkkTh+gutNW0GyK54OqitLCIhqYZld/XSlOKJxEUrKricaZRn3YFsGcbUWqojPrIFRw1YSbaz2nDuBlDhWIUaMHYpTbjoeQ8esh2fumIbf7Hoe5s34pup5z9wxDd87+dvY7Qc7YdrkV1bDTFOYWDB7IfoM6NXd04iHdJfoXaeVTcMLxTCwDGtHGgQgX30jUm4JAW9tE5/7PupnLgKvz4WZR8WSqDxftrxdUhTVkLiQ2a44ubiq3XmktqQd/n6FpMww4tBoEFlnIVmd+CwrL7bTnyQNJmVbSF1OVPWbGVcxRY4attVhIFYipMJzqLV3SUeREscqwoR9t8Skf5yIf5x3L/5z21QEdgCtAhhjuP6U2zDpHyemxNENyK8swM32rH+NyM5XvSfJIyLVYS4whiKq2t3yUgmsrQ0klwt95o4DtmgJSFMoJ88B8JWtMrC8anatJrRF5RgV8Cq4zaLullgSMOU8zLcteZaq4Bw8YNFgul2QaBwLICI9ItrThoKRpL4OoKoi21oDzI6AFeTSy1SCK7ifao1FdRY967/jfwQHn7Q/Dj/7e7jwkKvw0cufdmiMz976HH3X7VnukhTdCyHzIRcbtTipD3WxGY/2vgDCwKjHw+ON9FUeBCDZLHhbPloMpusfVq0CsF6cKQmtpSDceduNnCLkodJzGS+PXZjFgTFpscSUC5FuPU3CNkzBQgM8XxDkoGIt2Wy4cHOmrQ9z7npu6j1TOsQ81iwWlONVI4XVQRpAShxdCsd1cOJfjsO4HTfGKTudiwVfdjyo6GZd+KXV80eQomegagUvC8DhQCjPBmXnKah+EcQRFgdnxuKf0PJWy1youInniZTOuPqIroZc/GlDQ0hy1nXNZ2I2bDJdOKZ7JrGiXHUrVJ3+gGibXHtxTqgb0bBiDzZRlF3buJ9KVfnt7kWympESRxehV78m/H7y6Si2FXHqLr9DW0tMe8l2IJN14aXEsdbA3EFrqfS4nX7Me9z3xWLKWeQ8Hiegqj6DEyETgiDMLLIqrVcl1H3ThgYtGGiShm1tkExWtlWV+lNyrrHFfQp2hpGRBmuOX1FIMUnk0BwXAK2vE+Rhx2Ni3GWaPBgFB49aQDHXWF3WRC1ICwC7AMM3HoLrXr0MM6bPwvkH/6HTpAGkFsfahkhXOUJBVLGYfCVZCvp8r6TlPGqCeZwiE529Ey6EVbWqqFN1bkkw4wesrU2kEFsuNJXZFF5Pprya3Q3jCM7utheDmklDXS/yZphhpYsujcC4voYpy2KPa4kKlml96UF6FmkAqcXRaWyz9+Y4686TcevZd+Gp25/vsnFT4lhLoV0wJLrTpqQjyUQ1g/s+CJGBWkqF2wpBvHqtibjixFph7cJZW1u5NLzpotJpsUa9hfosk41aHUEQVpzb5MF4mM5abYpJnfeMLCzVvIqZ7jUrWB8XxI6OJ2NX9nsx5/YEpBZHJ3HspUfgjgsmdylpAMJV5Xvd05Y0xepHYqaQenUDiO6AVwWSPGpW0kVYzxGOIfWk1K47Mc4jrISIdAclsfENQoxgu3ktJchYxdoI3YckfEXmUpnJK44b91xN91YPJg0gJY5O4/FbnsV2+2/V5eOmFkf3opgvoalvY/UDuxLG4kaUYKFdLb4qL++VQncVYtJHK0Cl02rXWs0XZVFLQXUOtLSUIkV4ZvW2FQMBEKb0qsr6OKshznVkqu+qxd0mi5hYByFEWBssPlBffgKN/2rNq6eSBpASR6fxzB3TsNGE0Ri56bAuHTcNjncvmhe3YPCoQavteoky46s5s4YXi6KOIQg0eVUjg9isrgqIHcuWXjeO1b047AU2JgZi9+2IkEAM1Lm0rk4Ep00rj1r9wWtFBZ9iLaTaWQHC1YGUODoJr+jhkb88icNOP6hLx00tju7FsgXLse7w1diTQwWrWUyAVC6o7d7Nd2o+soK8UjZRJ5G0QKpkgLIFX7tyOLjng7W1xVslQFTtthS/+zdrKnhQLkEee+92gaUdoK8lEGUfY7ilejphKKTE0QV47ManseN3t8WAoV2nqOomBeVSrBYs/WY5BnZhM6daFn3u+2Eb0Tgdo9UFnbZq1DpUiwOoU2tU0LWPKwseO4I4RL2F8RxkX3ReLFa+ltKeCoJIUV+ipLiKe9iLOmMhWUQEBcMGSbo7YHviErx8TmsSUuLoAqxc3opn7nge3zvlgC4bc8b0WVhv1Lpd7gJLURsWz1uCfuv17fQ4HbYS1EJmv72aFhiScau6eez5dHZu+nxVoKdgxDxU2nGla9GmRiHLrsassKBHfjeVrAUzVVlmUgmXXvv0s6oR5pqClDi6CA9e8zj2O2YPNPZpqH5wDcivLGDyVY/i6At/2CXjpWgfFn61GP0Gd5I4YtJUq5GIrYKrsDp3pZxx0Wfb96MppknHd+XcrEptHpTXMCRdS7+vMqaMGEhV0rBRwdprj3ZU0jzXRCvDREocXYRFXy3G1HtfxvVvXoF9f7o7HLeDue0GHr3+KWyyw0YYs/WoLphhivZgwexFnZZWN0lAdcCrLCderhCrC/tWJ1RBYDuyqrr2+lwTRrtVXjkDz+fBC8WOL840rtcFiy/OMy+9BhNBe5ESRxfiLyfdij/+7EZMPHI3XPPixZ0er1Qo4e7LHsRPLz68C2aXoj1Y8vUyNPSq75rBrErwWpGYabW6oHbsq4lAdG1HTHZVe8B9H6xQ6Nj5qk8GYHxl4c/d/TvpIUiJo4vx/gsf46y9L8KozUeirrGu0+M9+bfnMGKToRi389gumF2KdqErYtPK9RInuGdjFavQdgSJmlmr+rqdII0u2fnLQLmKYeh+IHGxjG4q0OxOrH13vBrAOcfXM+dj6IaDOz2W7/m466L7cewlP+qCmaVYndCBWRZTpJZ0Tg/Z0eoFeA0ijS69plHFrSXm1yJXVDWkxLGKMG/GNxi60XpdMtYzd76AvoP6YJu9N++S8VKsPtiZQFUXHyZk0Ltrp9+dWJ0B40g/DLPdrBFXsl/mMXFzX5uQEscqwtwZ32DYmK4hDhYw3HHBZByTWh1rB1iw1pHG6kaECGLer3Yu90oRAllthZk9BClxrCLM+WQudvruthgyuvPuqr4De2PFomasN3owdjxoQhfMLkWKFF1Wd9IFY61pWLtocjXi+XtfxsBh/XHtq5fi+ftewV0X3Y/li5rbPc7wjYfgjy9cjDmfzMWbT76D5iUrV8FsU6RI0V7Y/TTWJqQWxyqCV/Jx92UP4dhNToXv+fjbR9fgyPMORSYbz9UDh/XH2XeejKMv/KFWZW3s04AL/3UWbv3tP3H67ufj8qOu7XAP8xTtB2ccbhfU46T4H8VamE2lQGxhr4oHE7IIwJerbjopUqRIkaKHYCTnfGDcB+0ijhQpUqRIkWLttbVSpEiRIkWHkBJHihQpUqRoF1LiSJEiRYoU7UJKHClSpEiRol1IiSNFihQpUrQLKXGkSJEiRYp2ISWOFClSpEjRLqTEkSJFihQp2oWUOFKkSJEiRbvw/51M04GYdRvcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note: Requires basemap module to run\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "from mpl_toolkits.basemap import Basemap # conda/pip install basemap basemap-data-hires\n", "# Create Basemap Object\n", "s=sample_event[sample_event.img_type=='vil'].squeeze() \n", "fig,ax=plt.subplots(1,1,figsize=(7,7))\n", "m = Basemap(llcrnrlat=s.llcrnrlat, llcrnrlon=s.llcrnrlon,\n", " urcrnrlat=s.urcrnrlat,urcrnrlon=s.urcrnrlon,\n", " width=s.width_m, height=s.height_m,\n", " lat_0=38, lon_0=-98,\n", " projection='laea',\n", " resolution='i',\n", " ax=ax)\n", "m.drawstates(color='w')\n", "m.drawcoastlines(color='w')\n", "m.drawcountries(color='w')\n", "m.imshow(vil[:,:,24])\n", "\n", "lat,lon = 46.7867, -92.1005 # Duluth, MN\n", "x,y=m(lon,lat) # will be in projection coordinates\n", "m.plot(x,y,linestyle='none', marker=\"o\", markersize=16, alpha=0.6, c=\"red\")\n", "ax.text(x-30e3,y-30e3,'Duluth, MN',color='r')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Addtional resources " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "* NOAA's Storm Event Database: https://www.ncdc.noaa.gov/stormevents/ftp.jsp\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }