{ "cells": [ { "cell_type": "markdown", "id": "3d3b20e4-f07f-449f-b7d8-2da0d616caa2", "metadata": {}, "source": [ "# ED Data Wrangling Exercises\n", "\n", "Emergency departments around the world must deal with highly attendance numbers on a daily basis. The following exercises work with multiple ED datasets. You will wrangle the dataset into a useful format using `pandas `and then visualise the time series using `matplotlib`.\n", "\n", "The data sets used in these exercises are synthetic, but have been generated to reflect real emergency department demand in the United Kingdom." ] }, { "cell_type": "markdown", "id": "7e296c3f-02bb-4eb9-b7c7-11512e30469d", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "1d3fb65f-e1e1-4ad9-b8a7-1e8835b6217b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "16475600-0256-44b7-a8f6-65ab3a6a6685", "metadata": {}, "source": [ "## Datasets\n", "\n", "The dataset `syn_ts_ed_long.csv` contains data from 4 emergency departments in 2014. The data are stored in **long** (sometimes called **tidy**) format. You are provided with three columns: `date` (non unique date time formatted), `hosp` (int 1-4) and `attends` (int, daily number of attends at hosp $i$)\n", "\n", "The dataset `syn_ts_wide.csv` contains the same data in wide format. Each row now represents a unique date and each hospital ED has its own column. \n", "\n" ] }, { "cell_type": "markdown", "id": "6038fcf0-2388-497a-8342-1c93bb19c9b6", "metadata": {}, "source": [ "## Exercise 1\n", "\n", "**Task 1:**\n", "\n", "* Read the two datasets into a pandas dataframe and inspect the columns and data so that you understand the dataset description above.\n", "\n", "**Hints**:\n", "* The URL's for the datasets are provided below." ] }, { "cell_type": "code", "execution_count": 2, "id": "c0e86cce-06e6-4a85-8a63-1525ef5622df", "metadata": {}, "outputs": [], "source": [ "# your code here ...\n", "\n", "LONG_URL = 'https://raw.githubusercontent.com/health-data-science-OR/' \\\n", " + 'hpdm139-datasets/main/syn_ts_ed_long.csv'\n", "WIDE_URL = 'https://raw.githubusercontent.com/health-data-science-OR/' \\\n", " + 'hpdm139-datasets/main/syn_ts_ed_wide.csv'" ] }, { "cell_type": "code", "execution_count": 3, "id": "5897843a-5126-43d5-9747-916343dfd5ca", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datehospattends
02014-04-011331
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22014-04-031316
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42014-04-051292
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" ], "text/plain": [ " date hosp attends\n", "0 2014-04-01 1 331\n", "1 2014-04-02 1 340\n", "2 2014-04-03 1 316\n", "3 2014-04-04 1 304\n", "4 2014-04-05 1 292" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# example solution\n", "long_df = pd.read_csv(LONG_URL)\n", "long_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "fe49fe3a-5ac1-419d-a5a8-a07fa0ae7423", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datehosp_1hosp_2hosp_3hosp_4
02014-04-01331287195184
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22014-04-03316249183192
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42014-04-05292291218166
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" ], "text/plain": [ " date hosp_1 hosp_2 hosp_3 hosp_4\n", "0 2014-04-01 331 287 195 184\n", "1 2014-04-02 340 293 177 181\n", "2 2014-04-03 316 249 183 192\n", "3 2014-04-04 304 313 208 157\n", "4 2014-04-05 292 291 218 166" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wide_df = pd.read_csv(WIDE_URL)\n", "wide_df.head()" ] }, { "cell_type": "markdown", "id": "6ebce693-e159-4ea3-810b-0f9311795eff", "metadata": {}, "source": [ "## Exercise 2:\n", "\n", "Assume you have only been provided with `syn_ts_ed_long.csv`.\n", "\n", "**Task:**\n", "* Convert the data into wide format.\n", "* the output of your code should a `pd.Dataframe` equivalent to `syn_ts_ed_wide.csv`\n", "* Make a decision about the appropraite data types for each of the series. For example, by default the attendance column is an `int64`. Is this sensible? What other type of integer could the hospital columns be stored as? \n", "\n", "**Advanced Task:**\n", "* Your data wrangling code should make use of **chained commands** in `pandas`.\n", "\n", "**Hints**\n", "* There are various ways to complete this task. You may want to make use of `pivot_table`.\n", "* One complication with a pivot is that you end up with a `MultiIndex` column for the hospital and number of attends. This is not always particularly clear for labelling. An option is to remove the Mulit-index during wrangling. You could explore the of transposing the `pd.Dataframe` using `.T` and the `.reset_index()` to drop the index.\n", "* You may want to build up your code command by command to help debug as you go along.\n", "* Don't forget about data types. \n", " " ] }, { "cell_type": "code", "execution_count": 5, "id": "b7d217a0-eacf-42bc-ad1e-6bedf78f8de2", "metadata": {}, "outputs": [], "source": [ "# your code here ..." ] }, { "cell_type": "code", "execution_count": 6, "id": "4b222bd6-7962-46f8-84a2-486bae01be1f", "metadata": {}, "outputs": [], "source": [ "# example solution\n", "\n", "def ed_data_to_wide(file_path):\n", " '''\n", " Return the ED data in wide format.\n", " \n", " 1. Pivot table\n", " 2. Transpose and drop the ('attends', hosp_i) multi-index\n", " 3. Rename columns [0, 1, 2, 4] tp ['hosp_1', 'hosp_2', 'hosp_3', 'hosp_4']\n", " 4. Index to DateTimeIndex\n", " 5. Drop the additional uneeded series 'date' (as stored in index as well)\n", " 6. Convert attendence numbers from int64 to int16\n", " \n", " Params:\n", " ------\n", " file_path: str\n", " Path to wide format file\n", " \n", " Returns:\n", " -------\n", " pandas.DataFrame\n", " '''\n", " # column name transfers\n", " translated_names = {0:'hosp_1', \n", " 1:'hosp_2',\n", " 2:'hosp_3',\n", " 3:'hosp_4'}\n", "\n", " data_types = {'hosp_1':np.int16, \n", " 'hosp_2':np.int16,\n", " 'hosp_3':np.int16,\n", " 'hosp_4':np.int16}\n", "\n", " df = (pd.read_csv(file_path)\n", " .pivot_table(values=['attends'], index=['date'], columns=['hosp'])\n", " .T.reset_index(drop=True)\n", " .T.rename(columns=translated_names)\n", " .assign(date=lambda x: pd.to_datetime(x.index))\n", " .set_index('date')\n", " .astype(data_types)\n", " )\n", "\n", " return df" ] }, { "cell_type": "code", "execution_count": 7, "id": "e5f835fa-bc97-4610-970d-3a792733eed4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 275 entries, 2014-04-01 to 2014-12-31\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 hosp_1 275 non-null int16\n", " 1 hosp_2 275 non-null int16\n", " 2 hosp_3 275 non-null int16\n", " 3 hosp_4 275 non-null int16\n", "dtypes: int16(4)\n", "memory usage: 4.3 KB\n" ] } ], "source": [ "wide_df = ed_data_to_wide(LONG_URL)\n", "wide_df.info()" ] }, { "cell_type": "markdown", "id": "dfef3606-cf06-407b-b98a-37d1e0f9ada3", "metadata": {}, "source": [ "## Exercise 3:\n", "\n", "Now assume that you have been provided with the data in `syn_ts_ed_wide.csv`\n", "\n", "**Task**:\n", "* Convert the dataset from wide format to long (tidy) format.\n", "\n", "**Advanced task**\n", "* Your data wrangling code should make use of **chained commands** in `pandas`.\n", "\n", "**Hints:**\n", "* Investigate the `pandas` function `wide_to_long()` or the function `melt()`" ] }, { "cell_type": "code", "execution_count": 8, "id": "15de927b-82a3-45b1-88c2-a85f472387dc", "metadata": {}, "outputs": [], "source": [ "# your code here..." ] }, { "cell_type": "code", "execution_count": 9, "id": "fadb4e8f-e59f-4aaf-a9a4-23a014b9e727", "metadata": {}, "outputs": [], "source": [ "def ed_data_to_long(file_path):\n", " '''\n", " Return the ED data in long format. Uses pd.wide_to_long()\n", " Assume wide format file is used.\n", " \n", " 1. pd.wide_to_long()\n", " 2. reset_index() to remove multi-index\n", " 3. rename col 'hosp_' to 'attends'\n", " 4. date to datetime\n", " 5. Convert attendence numbers from int64 to int16 amd hosp_id to int8.\n", " (could also be a categorical field.)\n", " \n", " Params:\n", " ------\n", " file_path: str\n", " Path to wide format file\n", " \n", " Returns:\n", " -------\n", " pandas.DataFrame\n", " '''\n", "\n", " translated_names = {'hosp_':'attends'}\n", " data_types = {'hosp': np.int8, 'attends':np.int16}\n", "\n", " long_df = ( \n", " pd.wide_to_long(pd.read_csv(file_path), stubnames='hosp_', \n", " i=['date'], j='hosp')\n", " .reset_index()\n", " .rename(columns=translated_names)\n", " .assign(date=lambda x: pd.to_datetime(x['date']))\n", " .astype(data_types)\n", " )\n", "\n", " return long_df\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "66478f04-012f-4cc3-9938-7fc404ded49f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 1100 entries, 0 to 1099\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 date 1100 non-null datetime64[ns]\n", " 1 hosp 1100 non-null int8 \n", " 2 attends 1100 non-null int16 \n", "dtypes: datetime64[ns](1), int16(1), int8(1)\n", "memory usage: 11.9 KB\n" ] } ], "source": [ "long_df = ed_data_to_long(WIDE_URL)\n", "long_df.info()" ] }, { "cell_type": "markdown", "id": "b2ef0116-6ffc-40ee-9702-aa941d2601e3", "metadata": {}, "source": [ "## Exercise 4\n", "\n", "We will now move onto visualising the dataset using `matplotlib`\n", "\n", "**Task**:\n", "* Using the wide format data, create a line plot of the data for the ED located at hospital 1. \n", "* Label the y axis 'Attendances'\n", "* Label x axis 'Date'\n", "* Use a fontsize of 12\n", "* Provide a background grid for the plot.\n", "* Save the plot as a .png file with dpi of 300.\n", "\n", "**Hints**\n", "* Feel free to adapt the plot to improve its appearance using whatever `matplotlib` options you prefer.\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "0e03f4cb-78dd-4d05-9443-783829757a90", "metadata": {}, "outputs": [], "source": [ "# your code here ..." ] }, { "cell_type": "code", "execution_count": 17, "id": "0bf9bfd5-2fff-4c5c-bbe2-69e5e7a8ec46", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example solution\n", "\n", "fig = plt.figure(figsize=(12,3))\n", "ax = fig.add_subplot()\n", "ax.set_xlabel(\"Date\", fontsize=12)\n", "ax.set_ylabel(\"Attendances\", fontsize=12)\n", "\n", "_ = ax.plot(wide_df['hosp_1'], lw=2)\n", "# include x, y grid \n", "_ = ax.grid(ls='--')\n", "\n", "# set size of x, y ticks\n", "_ = ax.tick_params(axis='both', labelsize=12)\n", "\n", "# save the figure\n", "fig.savefig('hosp_1_ed.png', dpi=300)" ] }, { "cell_type": "markdown", "id": "260825e0-e5f4-4672-b35d-43c6e4028d4c", "metadata": {}, "source": [ "## Exercise 5\n", "\n", "**Task**:\n", "* Create a grid of subplots with 1 column and 4 rows. Each subplot should display one of the hospital ED's. \n", "* Label each subplot with the appropraite hospital.\n", "* Provide an overall figure y axis label of 'ED Attendances'\n", "* Give the figure and appropriate sizing\n", "\n", "**Hints:**\n", "* There are several ways to create a grid of subplots. The easiest for this problem is to use the **factory** function `plt.subplots()`. Refer back to the `matplotlib` sections in the book for help.\n", "* If you are using `matplotlib` version 3.4 or above you can use `fig.supylabel()` and `figsupxlabel()` to set an overall axis label.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "0df37b9f-afbe-41d6-8aee-f32536fe4d5c", "metadata": {}, "outputs": [], "source": [ "# your solution here ..." ] }, { "cell_type": "code", "execution_count": 13, "id": "ab35315c-4cd2-4700-9010-541637018599", "metadata": {}, "outputs": [ { "data": { "image/png": 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6RoAxY7Wb1BpSFkWRqq4DZBlwdKTXzu4tQDAINutQam/KTGD/rrQVMoFAhW/6iP7NdJyohwUlZRkXnNb6EkeREoThfb3gnWOzuLdAkMsIRWoY0delGS3k234K/r8HRrsbaTOislM34WkonKprH49SpPgbz0N+97WsdS0TcuH5G1bcTjBrBVBhz8wi1dYM5OUB02Zrrn2GZadapAqLgKoJhhQpLYGJrRIAwJTMfeluOPm2DZQ9cNocemHKTCAQAFoyqG+VzveP9+dvhMglOfJNSi2yTGu3KfFRmHEI4Ooi66lRlLHP+2IVqVyS3WjDX3gC8u+uT/86IUPDCNllh1yXo1CkhhGnM8MMYBnCe7oBjwv8wO5R7YcRRkp2vNcP9PXS/6dokeKchy1S3WFFig8O0kY6U5//LDHaz99wwgMD5IpprQSrqAJcDsOTLW9vBqrrwCqrtU2ZYdn19YCVlNL/T2wCmmMz9/Etn1AcVCK8ynerrn219XRdCs8V7+mGvOppyP/8A/jbrwCTZ4AVFQMA2OQZ9JkRcu8bz8/fSJIrcuT9fVQmAMg8ZblXsbrOPIReMGgp4ZyHSx/EsUjliuxyAd7ZBvg84HIoreuEDFOH9/UidMeNmpeDkF12yHU5CkVqGLFaraPbAfUEu+2g8exho4RR2XG3E/LL/4N83+8R+r+rID96X/INtj5tdqoWqW6PpnxFuPZ1e+hfR2dO1KQa9edvONHiiCoBmx0Y6DPu2tPWDNROJAtQrx98oN+47NRkEwDFSXW10wZUgbccgHznTeCP/T1xGx4XkJdPbk8AWGk5UFaekoLOX3sW/LF/gG/+GJg0DdLp54XfrKymeLIRSjgxrp+/ESRn5LhtAxAMUuISvy8zK5LHBTAJbLpiLTV6+OTvBtRDiTjjP2dklwsoyiv6+pJ/LgohwzQ4uAfY+in4lvUAhOyyRa7LUShSw0heXt6ofr+WWW6g31D2sNEkXdnxPiqqK//8O+D/vR9812bKUvbas+BvvZz4QlUuFlvqMVLtilzrJgF+XbIJr0fpjAx0hdNVy2+8APmfd6b+Y7LEaD9/w4qS+pzZKsAqq+g1d/ruRnxwEHC0g02YSAoZALidhmTHOacYqWJFkaqbBHAe4ZLHWw/Qv2++FHaTikYpxssYC79WOzG1oPyONqCyGqbfPwDTD38JNvcw7S3GGDBlJviurcatd/t3pZwcYKSeP7710xgX2/FEroxjvukjoLAY7MjP0wsGxpuG1w2YLXSAgQwSTqh9KCoO13DTkSuyywlUd8o4ckrGcMpQfuohyE89OGztjzRarK6yrxDPX3bIdTkKRWo8oz/laz04ev0YZniPH/JN3wN/4QmwBUsg3XwvTL/7J6QbbgPmHgb+6L3ge3fGv1a1SDVMSdkipQbssqmzgEAgfDKry0SlLzLJ174J/sn7af8uQWK0OCILJZsAADgNuBt1tVEih9qJYBWqImXQbSkwAIRCmkUqvEnUZQVUx2RNPeR//5lcS6PgXhdZ2nSw2omR2QUTwB3tQPWEhO+zuYcDXe10cmoA+d7bIT9yj6FrhwM+0E8WvtUvjHZXxjWcc/CNHwGzDwWrVmL2MnDv4143YLFRLGGF3bhFSu1DfaNINpEEznlYkervHd3O6OCffjC+1ka1lIoj84Nrvn/3mAzL+CwiFKlhxO12j24HOtuAcguA8En4WCEd2fHXngXcDkjXrIB06bVgVbUAACaZIF3yI8BSAfmeW+JnL3R1AvkFtFGNep/LMnhwkP7T+5V3tAKmPKBxGv2tWKW4L9xnNZ6FyyHg4F6gvy8zVxgDZPv5k599FPK9t2W1TcOoxXhtFZolyVDmvjZSTsgiRcoLdzuMyU496VUsUqieADApUgHqaAFsdkgXXwP43OCPxnHx87goiYae2nqKb9A9o/Ij98QqNV3tYPaahF1kRxwD5OWBv7c6jR9G8OAgKWF7d6QUZzEi85/bQRZg/SHGOGPU1xEAaDsIuLrADllIig8MjjcVrwtQs1LW1Ie9J9JEzdjH6huB/t4YF/ackJ0B5FVPI3TLj8FD6cUzJaS3R+cCmZ4iNawydDvDbtrjAVWxVzKsZiI7+YG/QH7gr9no1Zgn18exUKSGkaKiolH9ft7RAjROpY1ma+qZuuQH/gL5wbuGsWdDk6rseG8P+GvPAAuWgM2eH/M+KzND+tb3KTOUkro34npnJ1k0ysqBgT7aLALgoRDkn14K+Yqv0H/XfANc2azxzlagqhbMYqVGVLcidTNXqotn6Wgj10oA8I3sZJCyDFN08+IbPwRf/0HEJpp3+yC/9dLIZ9Vxu4CCQlJazFZSbI249qlKTk19hGufobGrnoirMVL5+YC9OtI62d4C1NaDTZ4O9vkvgr+/Onaz5HGFE00oMMW6pSplnHPwD98F/3RduO3+PqprphwkxIOVlgPzFpGVNN1NWlcHKS39fUDb0BaEEZn/lLpf8KdRumCMMdrrCBBOe84OWUgHDoxllnBCd1jAauqB9hZjc4jLQWO/po7caKOsLbkgOyPwLZ8Cu7eBr3srOw16dcpKX3qK1HDJUEsY1NcDnkNWskzgLsUSpbj2GZUdl0N0eNGyX5SrQO6PY6FIDSPFxcWj9t2cc6CjjRap+klpWaT45o/Bt3wyjL0bmlRlx19/DujtgXT6uYk/pBZHVZNB6HF2AZVVQCkF9mtFeb1uSvF7+FKwU88GerrB1yqLWkcrLdxlFqVdb/jf4hKgvlHz+Y8wzY/wqXkqMuTOLsjfP5/cdpJ9jnNSDgcDtKFWX3/7ZfAH7wJSdEHgbifk+/+I0FXnRrq8pYvHSRn7GAOTJNrcGXHta28GKuxgRcVg+QVAmRlwOYyNXUWRYqpFClBim8LKDzpaaUwCQF0DKSa6+B7e10uJM2IsUoqboKqgux30vLm6wsks1DpT9sSKFABIS46lZ3Hrp+n9Pp37Fd+zbciPj8T8x9XU1+nUgBtjjOY6orFvF2CvAausouLOZpvhFOg8FKJn12KjF2rqyJobb34eCpeDxn5pOf2tc+/jnOeG7IzQSTG2/PnH086yFxevzlsizRipYZOh3hLlHidWKTVUoKcbvK/XuOycXbTWBgdzJgvwaJLr41goUuMVr5s2ZNUTKOi9rTmlCZkP9NPi5OxMnqI5B+D9veCvPg3MPxKscWriDxaXUj0dnzf2PWcnpb1WF2LVdUo5wZOOOhHSl78OTJpK1gNZBjrbqLZPmZn6obdIlVvBauvDCQYO6GJRjGwUhhm+cxPQ1wt55YPJT4S7veFNil4pP0jpvfm2jUN+l/zG85QMZM0b5OqYIG4tpX5HW20qqsCNWKTUjH0qtkrjxUb7Ii1SgOIy2NFKY6/bQ59R6kIxs5U+pFew9dkI9dhr6ORdVT737Qq/py60jnZqtyqxax8AYN4RQEkp+PtvpPa7FLRingWFwN4daV07bKj3ahxbpHIB7uqiZ1Clwm58nHR7yHqkuPYxJb2/lsQnnX65uwBbZfjwQqdIyb/5EVw/uzIcBztG4KEQjeW6SWSpW5d5gXeegUVq2FDdswHjcak5BOec9k7quuRMs4C6Ht0ayw3GswpGjhFRpAKBAH7605/iuuuuwzXXXIPHH38cAPD444/jO9/5Dq677jpcd911+PjjcBarp556CldddRW+//3vY/369SPRzazj96de4DXrKBt5VlMP1DXGWBISopyEgXOgs30YO5icVGTHX38e6PVDOi2JNQogi0WZJWw5Uq8PDNBrFXYw1SKlnmxrG1plsV96LLB/F7BlPcmypg4oJ0VKrSXFfR5yM6upo/TAPd1kkVI2DHyELVIpPX/7FUvSgT3AhnWJP6d3T9MVdOWaIpXcusE5B3/yAWDSVEi/+gvFDnW2Jb0mKR4nmE7ZUGtJAQDfvhHyu6uGbIJzDrS3gE1oCL9YUQW4HYbGLu+NVaRQO5GeF2eXJkNt42hWTuQjFCklG2G0a5/JBFRPAFdc6vj+sAWQt1EiGa6O7ySufQC5HLJFx4B/8n5EavYh6WglF9gZc8FTSKE+IvOfugEbxxapUV1HVJxdNMZUKuzGi/Iqcyuzqhap1OukxeBygNmqwmNOOczgcgg4sAeDW9ZD/tX3x1ZCA2cnEAqBnXgmUDdJsUplWL5Eb/1J0yIV7/njvT0Zu3NztzPu/49ZenuAgT6wGUptNEen4bHL1eRgpjztsDIb8MHBnCjNki45MQcmYUQUqfz8fNx000247bbbcOutt2L9+vXYsYNONE877TTcdtttuO2223D44YcDAJqbm7FmzRrccccd+NnPfoZ//OMfkMdYHSQAo9pn7fS4po4sUgDQMnScVEQa2o4MXK8Ste91Q37in+CO5ErdULLjHif4C/8FDj0CbPL0ob+43AIepUhpPv4VsRYprk9mAIAd8XmASZCfeYT+rq4jS5ckhV2zvG7AbAWrUeNZWoADe8DmLKC/s6hI8eBgeOMe7/2P1iCw+qXI11oOQH7y3xGLMt+3i5JmVNVCfvbRhIujtskpKNBOy3h/HxXSNOUBO7do8WVx8bhokTlyGcX7VNgjUsQDZNlLJW6Hc07t2fQWKTvgcYJv2wD5D/8H/uBfh/a7dzvJaqsqNgCYrRJwO42N3ehkE0DYja+jJRxQr76mWKT0CrZ2cmyJcu0DqJ+qm+D+ncCEBnr+lIQZ6Gqn71bqTyWDLTkOCAyAf/xeSj8NAPW/pp4K+7YeGFK+IzH/8c9AjNRor308GCQLvZrVEiDlxdVlbDOtupmpz3hlFZCXF1EmIKV+yTLNAxX2sCKlzondPoDLyPvicsBeA/mumw0ntBhxlAMmVlMPdvq5VAfyo3eHvIzLocQurl43UFhEc3WaFqno549v/BDyDy8A4sQcp4XeSubJXJEa6YPKGNRSKtPnAqD4a8Njt+0AHeJObNIOK7OBfN9tkO/+bdbaGylGew4cihFRpBhjWrBYKBRCKBSKrJESxbp163DUUUchPz8f1dXVqK2txa5duxJ+Plcxm82j9+UdLbQ4VdgpFgMpZu7TKU+Ga3skgG/+BPIvrwZ/ZSX4G88n/exQsuOP/xMIBSGde0lqX15ujrFIQQkMZZXV2uaT+3UWKdWSBYBZbMDcBWGXppp6snSVlofb9XkoAYWyMeebP6GYqykz6XPZVKSeegjyr38Y/70dmyDfeysG//XHiPgc+cG/gL/0pJb6mjIK7gGbOgvslK+SxS3R4tjRQkViZ8wLP0ct+wHOqa7MQD+wL4mrntIPzRpTPQFcZ5HiwUHIP7sc/MUnhv7x/m7yHde7v1VUAaEQ5D//ilzPQiFg55bk7Wh90rn2WSuBnm6UFxYM3Y9o4lmkJuhSoLcrMlTrXsVz7VNjBaJjpNR+drXTxnb/brApMxUrlWKRcnQAVTVJ51aNabNJ6UrHRa+jFax6An0v58AQrpmZzH987w7Izz029AdVq4guUcx4Y1TXEYA2vJyHywwAQKUdCAQMWQLDhwVkkWKSiayz6Sbj8XmAUJDWOOXwQjtcUpS10vlHQPrad+i1TCzgI0jEIejCo8gqtfLhIZMO8DWvQ77+kvgHHF43Ka7FJWlbpPTPH+9qh/z3OwBZBte7rRtBTRhUVp6xa5/8xvOQr72IkkeNFspcxBqn0u9ydBgeu7z1IDChAWzSFODgnqwkc+J9vcCGD4GWfRm3NdKM+hw4BCMWIyXLMq677jpccsklmDdvHqZPJyvCyy+/jGuvvRZ33XWXZr5zuVyorAxvkioqKuByjZNgxBGCd7QCVRPAJBPV6rDXRMa2JKKjlRYma0VaJ4S8tyci/Xc08uoXIf/hJkrHPnEyKRkG4Vs/BV/3NtgpXwFLUjNHDyu3xrr2qb7zlVU6i5ROkbJUkLKktrHkOPqfgsLwRrfcQpaU4CApTWYrUFkNmExaxiXWOBUwW8HVgr1ZgG/6iDbVUcoZ97gg/+1WCgwvLIT8vwfojfUfALspQYAm+/YWUoAap4ItPQ6orIb8/OPxv6+9heLtJjaR334wqPlusxPPBBgD37ohcX9VpVxRLFjVhEiLVHsL0OsH/yCFLFXeWPc3rQZUSTmkn95KxZi3Je4PoMRHAWTZUVE2iyEjdUB6e4C8fEpaoVJmpmerrYWsetU0JgFQEdH8gsgNpNcFFJeAFcUJrq2tp43jjo1kBW2aBtQ2RFqkkqQ+18MYAyqrU05hzQf66dS4ph6YPINeG8Y4Kf7eG+BPP5zU6gqArIpqscZxbJUaVZR5ktmiLFJAXPc+3tWe3BXNozzvqmsrEN9jYCjU1Oc2e9gK26e4ACljSrJWhEuApNv+aNHZBhQWk3eDZIK0/JtAZyv4O68kv04ps4E4B6Dc4wSsNkWRMhYjxQcDkO/5HSnVxaU032SCkjAINntGrn3c4wJ/6kFK3DOK9TK1ubSyCrDXGK4lxWUZaG8mT6KGyTSvZcP1cfPHtH54XNlJYCLQGLFywZIk4bbbbkNPTw9uv/12HDhwACeddBK++tWvAgAee+wxPPDAA7jyyivT0r5XrVqFVasoHuKWW26B3U6TfU9PD4LBICwWmkQDgQB8Pp/2PuccTqcTVqtVq5rsdrtRVFSkZQjx+/2QZVnThgcGBuD3+zUlT5ZluFwu2Gw2mEy0OXK5XCgpKUFRURFMJhMKCwsBAOXltFHv7+9Hb28vKipoExgKheB2u+O2UVhYiN5nHsXAwADyT/nKkG1UVFRAUjb+HZ2tyJ/YiArl93ZNbAJvO6j9/r6+PvT398Nmo8UsGAzC4/HA5OiA1DAZPBTCYEcLzGYzCgpoY+j1epGXl4fSUjr96+3txUCPHwXvrkLPE/eT1eZXf9W+AwAcDgcsFgt8H6wGpsyA9ONbgNUvIPDo32GTgP7C4rj3yWQywW63x9wnPjiIzv/8Dax6Aqou+A5YYWFK98lhtoB1e7W+uVwu5HV7MCBJsE+bie7eXvRJEkp4CGV2O5x+L0LWCu3zoVAIrgWLwYuKkVc7EZVVVaTcW2yQ+vtgyTPBASC/ogq22lo4ausRajkASBLshy6Eu7IKvNcPDkTcJ6fTibKyMu058fl8kCQJZWVlCe+Tu+WgphRberzwma0wm83IlyS477gRcn8fin96K/I2fojuR+5Fwf5d6P/fAzDVN1KszY5N4KeejTJnB3wAKhYcAU9ePoqO/SL6//cgKi1meHt6UVBQgJKSEgBAZ1cb2IQGlM2cC99LT6Ks14fug3vBysphP+wIuCbPQHDbBli/fnnc8eTzOtBXVIyCqlpYLBb0NE2F/62XgL4e2Bsa0bflY/gAoL0Z5T1eFCrJQ7SxYJLgu/tWyE3TwawVGABgaZoKuawMvb29sB5xFHxLj0Px2Rehu9yG/FnzwHdtQaXdHjEmAaC7mzbc3ONAf0kZyuomoq+vDxUVFQg0TYEbQH97CyoOW5zWffL395I87HZtPNntdrgbmgBnBwadncifNFUbk16vFwMWGwoH+mCx29Hb24serxtSRRXsdjsGBwfh9Yaf2cFZh8AFIO+jNQgAsB26CF6PC6GN61BpMaPT2Yn8w5fClJ+f0rzXPaEecmcbJJNpyHmvu3kfAMA8bRYKGhrRVVOP/IN7YdONp2gZB4NB7XvTmfeKiorgGezHAIB8Rzushy+O20awxw9nrx95k2cguHcHbPkmeBlLezx5PB5UVlZqljyHwzHkvBcIBGC1Wum+RN0ntQ2LxYL8/HwAgMfjiRhP6axP6lyY7fVJPxaSrS1ORWGxTZ2BPGU8FUychB4A5cEABnVrXKizDY6fXw7pa5fD/pULI+61Ou/5BnrRV26B2WbT7lOX1QZ43EOuT/r71PXxGgCAdco05E1sQCeAvEAAFXY7+uQgfADkcgsqbZXoAlAUDCAADNt90s97BR4ngs88AvMVP0FPYDCt++T2OBConoDy8nIUFRWBH/9FOF5dCfnZR1Fx2lcgFZfGvU8OxRpT1uNDcdS85/D7gElTIQcGkB8ahM1uT2kf4XQ6wTmH3W5H9z/+gN4Du1H4w19CfvG/gNeF4tJSw+NpwO8Dqmsh5xdAdnaG57k0x5P3ob+iXykxUtrvR4ndPir7ve6+HvTm56OwshqhCRMhK66vkiSlPO8BgHfvLvQP9KNsxmzkNdB6xFr2wT5jVtL7NOT6tOFDKD8EFnD4gBGf97p3bEGoagKsyvOS6n2SZVn7zEjNe9H3KRkjpkiplJaWYs6cOVi/fj3OPPNM7fUTTjgBv/vd7wDQzXU6wxq4y+XSfmA0J554Ik488UTtb4cj0kQ81N8ejyfi756eHvT0RJ6CDtVGdLEwv98Pv98PxpimFA5EFWMdqo1unxe+h/8G/tZLQGExQstOGbIN1WrH5RDQ2YbgvEXaZ/iEieAbP0JXeztYXl7cNjjnCLXsB1t8LCDLwEfvwufzRXzH4OAg+vooQJ37PJBv+TECXe1AmRm8vRlSMBjTL6/Xi1BHK9iCxeCmPHDFh9j57huQlh4X97d0dnZGKNTqfeIfvQu0NYN99wY4u7uB7vApdNL7VG4B7+9DV2sLWAFNNsG2FsBaAaf6DJSUodfRiX6HgywSNXURbbDCIrCvXIRQQYH2eqikFKGWA3DtJ+tMsKQUDocDIXst0HIAmNAAZ3c35OJS8P27YdLdJ5Xu7m5tYKv09/cn/i27toblsmUjpAmN8Pl8kNe9A771U7Bv/QABey0CR38BeP4J9N1xI9DbA/7dGyDv2gq+6llIA/3o3rweKCiEu6gUDMCA2QZwDseObWA1dQgGg+jt7QUPhcA72oD5R8KvnCL7d2wh3+36JjidTsjT5gCvPwt3RweYMpkD4fEU2rsLqKnH4OAgHA4HeKmS8bCzDY7iUsjbNpIrpSzDu/plSKedo7Xh9/vRvWMT5DdeoBcKaeHzMhOYasXuDwDf/iFUKQanzgZ/5hF07dsDVmbWxqSe0L5dQE2dNt4dDge4iRaAvtZm9DdGxt4NdZ94jx+8qDjiXjmdTsiV1VTvqa8HwcOWRI65cgv6uzowqLwmux1AuSXiM9oYLqIFLfDBW4DJBE+5FbymHgiF4HjvLWAwgKCtErIiYz3x5j25zAy+6ROYQqEh5z3VRbS7uAzM5QKbMgOBzZ+g68B+chd1dqH7wivgLy7RrgkEAjGHYtpvObgX/JWn4Lro+6TcK6j3KdRFm8LAvl1wTJoavw2lT6EJDcDeHXA3HwSbaUl/PAER6w2ApPNeojbizXt61PGUThsejydiHcnm+qQn6dqinLS7mQlMeb1PcaXz7dsNacpsrQ353TcAWYb80btwLPtiRJvqvBfqaAMstoj7xMvM4Pv3DPlb9PdJTX3vYflgbjdQXIKgzwOHwwG5hSwTfmYC7+kF8vLQ39kOKU6b2bpPenpWvwS++iUElp5ArrAptKHep9DB/UBDU+R9Wv4N4LfXwfGff0A682vx21Dijrt3bUPP3IX0+9Xx5HKAzV0I7nEh4PXEnV9Uotcnl8tFe4MP1wDzj0RwzmGQ31sNvmMjZN3cqSeV8RRydIBNmQUUFYPv3GJoPPV8shbymy+DnXo2+Csr4d+3B71Jfttw7vfk5v2ArQqBwUHIZhv4lk812aUzJvk+SiTUU14BlFsBAPL+3UPep2TzHg+FIG9cRx4zPg+8+8g1fCTnPb5rK+Tf/QTS926EY/4RSduIvk9utzvhWpLo74znvag26urqkIgRce3z+XzawxoIBLBx40bU19dHdHLt2rVoaCAXm0WLFmHNmjUYHBxEZ2cn2traMG3atJHoalbRuyemAw8Ogt97OylRU2dRQHxzGgGHLgcQDIaD2gFKpRoKJq9J0O0hs39tPf3X0x1O7R2vnxvWAV3tkK74KdiXv04mf6879nNadjzFHWTiZHK32LI+YduJZMf37CBXnkMWJv4d8ShXaz7pava4OinRhEppeTj9ua5gpB7p2FMgHXWC9jcrM5Oblepip0x8apIBNmkKvW62Zi39Od+5hYKGi0sj3TX3bAMKCsAWLwMA2Ovqwc44n1zOps0G5i8Gm3OY4h62CXzfTmDSFM3VjFUqbmHRaVsdHXRNTT1loWMS+MF9QPM+sAb6fWzWofTM7d6KuLQ3UypwFcUlkyuZIbmidGLyjLgZttQsceybV1FsRUlZuA5NHNisQ+l53L4p4WfQ1hyZsQ/Q4q6K+9OLIwBA9Vn0NaRUaifSMxIKATUTI99TFjaNBM8dADD1Nw/0AXWTwPILNJmqdcDYEDWkIqispmKYcdznuCyDb9+kZXjSAvVVV9rJMwGfB/JPLwF/8b/gH74N+fafRbiaJpv/+PoPwN9fnThFsOqGlcwdWXV3aZhM//YknqvGMkbXkazhcgAlZZHupmUWmoejXfvUMgg7NiV2y4xTcBqK63VasSBuB7nGlilu2cWl4ThFLylW9rp6OnEvswD+kXPtU91e001wwUMhwNlByYx0sCkzgYVHUXxxnLg0zjmgupJFfSfv7yUXbquNZJSma5/2/HldYKrrcFUt4HYazgAXkTDIVklZbg2UW5EfvReorAY79RzFnS6DlOMZwl1d4fhXO82ttqL0Y221GOQJE8GKSigONtOEE7u3Af5usGNOor9HIUsif+tl+tfAPRr1OXAIRkSRcrvd+OUvf4lrr70WP/3pT3HooYdi4cKFeOihh/CjH/0I1157LTZv3oxvfvObAICGhgYsXboU11xzDX7zm9/g4osv1kyYYw3e3wu+I8lmLvrzsgz+zz+Af/Qu2Fe/BemyH9PrQwXO61FTn+smYzaVTg355o/jXgIgnJ65pp7qJOlei8vubaR8LFgc9p+PFzSqZserJKWFSRLY7PngW9fHLJycc/AtnyTM3sb37wImTqaikGnANEXKE37R2QWmTnwAUFpGKcvViuvxMqdFU24hhVNNL6smEFCTKqin6eUWoK83K7W5+K4tFB8zsRG8VZeKfO8OYNLUiBN+dvSJYKefB+kbV9GGYvocIL+ANt4H94I16g4olEUyxre7Q/dcFBQCVbXgn7xHab0bmugz02dTXFicNOhabTJ9Ugc1RbcaWN2yH6y+EezwpcD+XTFBw3zvDqCqFtIxX4D0y79Auvne5M9A03SgsDhhnBTv7aF4pNpIxYYpwc+ykdozvfEVKX0yC6bLEAgotaQU5UPbXETXkNKjKuhNirVMLdS7UXHbGCL1eQTqwUbUmOVbP4X8m2sg334DuJKlEh2tgLVC20yzWfPIgjhpKqSf3wnpez8H2g9C/t31qdXtUTfgntiDFwCaIpUsQY5qkWCKIsXHeIwU355E+RhFuKsrMtEElJISNnt4bocyd2/fQMp2KJQ4DtbrIjdwPWYrHdak8/tdDsBmDydXKSkNF5v1eaJisMzg3SOjaHPOw4l3OtNTpNTU52qtOT3SCWeSQhRvL9DTTQcsQGyhc3VtstjADCSbAEAZWvt6wwpwVS0dVBlVXPQJg9S9g8eV/JroPvncdJh3/OnkBWGvMd6fbODq0mJ11UPJUFSCE+7sQujOmyLKV8TQdoDi45Q6lWiYrCWIMgrfsBYw5YEdQ95bRmouRrTX3oLQ7T8D700tLTnv7Qlnnhzt7IrDwIi49jU2NuLWW2+Nef2qq65KeM3y5cuxfPny4ezWsCPLMvi//wL+0buQbrs/dvGIgnMO/vg/KJHCV74J6eQv0xuV1aRInXhm0uu1dlSrk24yZlW1QMNkOu0/6cvxr1OVptp6QAlG5B0tYNNmx//87m3AlJlgkgSuTCDc7URMzjAtO55uMZ6zAFj7FmV+m9gUbvODN8H/cQf68/KAGfMiv0+WKZ34kZ9L/OMTEWWR4qEQbSBVKwwQzqynWtWSbWhVysy0oKiLl7J4s8kzwE154ZoS6r33eTSF0gg8MADs20UJHvp7wde9TQt3SMnA9/mwO40sy2B5eWBfCruCsPwCYPpcKsYaGKDU5yq2CipcHLUYRTwXAFA/CVCsRppFqqgEmDYHfM3r4Cd9ObwIAGFFTJ9mvLCIFNWuNsom5OwEPn8y2GFLwZ/8N/gn79NvVNmzHUx5HlheHpCXPMU3y8ujekeJEk6ofZpQH/teZQ2CbQaClvt6KANkNHplLXqDZLYC3T5yx+3poc1kAosUQEoZ37FJU9BZUTFtRDpaAMbCJ6IpwCqqwAGSfX0jAEB+5hHwZx+ljXPTdPA3XwI/7WzKJKazcLMJDZDufJgSYygbWemHKyDf+Qvw5x4F++ZVSVPWqoHZ3OuOmS+4HAonjkhqkVI28er8MYZrSfGebsi//xnQNB3Sj35N40Nh1FP/uhwRqc81Kqoik5W0NwNeN9iFV4KvfAj49APgiGMiLuFyiObA6EMqdX72eYDS5GNba8vZGdmvkrBFinvdgMUall15bB3BYcPVFf6udFOuK4oXq4qTRGnSVECSwPftBFuwOPI9dc6urFYKgMvhREnKesYsFeAl6VukZDXNPBCuq1hVS3NHV5uWQCgt1Hp5tkqguJTacjvSOwhS4jZVrw9mrwHfsy39vmQBHhwkOasHDsqhZLC9BSgPP+v8w7eBLZ9APrgH0vW3xk2WpWbsU2ENU8A/WgPe10uKsJH+fboOmDGX+pVfkLFFin/4DrB9I9WhnD1/6M+ve5v2G5JkyDNn1OfAIRibZp4xgvOd1+mB41zLmJYM/vL/wF97FuzEL4GdHFYi2fQ5wK4tqbs9dLVTZrkoxY0dvhTYvS1sPYmmo5XSM1fYScEw5SV0BeQ93UDbQbCpFAAJm6J0xDnpCGfHC28y2ewF9N6W8Kkll0PgSta47k1xLGdd7XSapt/8p4qWuclDf7u6KA7MrutTaRltxtzxi6LGRVEYeMt+oKhYiw9iE5sg/fnR8CSvWqriuD6mxd6dQCgINn0ubX5Vy0rrAUpHrFoqEOtDrcLmLNAWU9YYjj9hkokWgugUsh0tQGm5phxpdclMeRGLqHTOt8lF4z/3RlyuZceLsv6guha8q12rb8bqm8gSWt9IFi/1epeDFnIl1iBV2Kx5QHtz3IxQaspw1DbEvMcaJmNw9/b0U8729kSmPlex15CCWlYeqWACpEhxmVz/4mQjjEFR/CIsieo9sNnTs9QqSpd+M8w/fBeYMRfSr++G9LXLyfXvnVcp9XmUEshKSiNSrbNps4HZ8zXredJMq+p3euN8psdPMqmsBrzuxO7FbidQbgErLafNwVi2SDm7aJ3YuwPy326NSHWtlyMPDED+z70I3XVzxOW8sw2hX31/eAqbuqKK8SqwCnuENZNvJWs0m7MAbN5C8I0fxXoW+H0070avTer8mOImi/s8dKA0ZVb4Rb1rn88NZrZpsmNllnC9v+FGzWZptqbv2qdaMOJYpFhhIVDXCB6v7IAyZ7O5h9OGVbfGc70SVFwC9PelVeDX5XJp45SpCnA1KTxaEfB00axkFZpFKt1nlyuKlHaQYq+hWOAhrCTyg3dBfvrhtL5rSNxORJQIUPYV3fsiLUl82wb6vVyG/IebYjIdc85pX6WusQhb3FXFMV14Ryu51s8/kubrKEuyoTZ30RzPU0xbz995lfYrExoM1fvK9azdQpEaJvjgINhj99EJS14+WW+SfZ5zOgmefyTY2d+KrAUzfQ6d1KVYB4O76QQxup4MO+wogHPw9R/Ev66jhWpXSCZyD6uqTVxLSo1ZUa1VxaVU8C/eZOjspJMInYWHVdhpUOnipPiH79KpZl4e8uJYBPj+XXStEUXKrFqklJNC5QSP2aMsUj3+cJ2TFCxSrFzZGLccCLv1qe/p02DHqxlkAHUCw7RZukLLByjeCYgoTqxmUorp89wF9D+FRRHFaAGQ9TPaItXRGvk5xXqBuoaIjTubNBXs9HPB174VWUCyvQVgUji+Rv181QSgs42UUIAsXVAU/p1bwhuAvcqzNmVG3N+TCDbrUOr/9jhWqfZmUgTjpQtvnEYKdbo1SRK59uXlAdV1kTGL6nt6S6V+c5EAtvg4sHMuBvQKsHp6mc5pLkDWU1M4zoUPDgIdLWDT5lL81eTpwPQ54C/9jzah1bGbu5j+TZ9DxYd97oTPH+dc59oXZ4H00RhlsxSLdAKrFHc7wgc4ZeaxHSOlntAf8wVg44fgD/xFU+RVOfK2g5B/ex34688Bn7wf4SbM9+4ADu6lsghZhPf3kZtzPIuUrQpwuzRliW/bQPEqVbVg8xfTddExk56wdSSC6Pl5qH59vAbgMpjO4sVKSsNua14PYLGFn8F4dQSHCb5vJ5CXB3bYErIOpXMgo0t9Hg82eTqwb2esS7y6ns09jF7QH4BqBZCV9OecU5r0FLHZbDplTBlv5VZaP7pS25NEEy54XxkurJ5uLamD+wBrZfiAT53Lh3Dv4x+vAX/xyezWnFJrSKmKVEkZUFyCQl1cHg8OAjs2gy1YDOmqXwBeN+R/3BnZjttJ96ZOd8CnKIrcYP0nNZyDzVtEL9gqU1aA4rYnh8KGgRQUMt68F9i3k+a26JjgFEm0luQKQpEaJvirKxFqPQjp/O8ATdPAEwXhq3R7gMAA2NzDImoXAQCbNofa3BXHNzoeiu94DHUNQHVdxGl/BO0tkZu92vqEMVJ81zZSjhQLiHrSweMNLGcXTXhRaSTZnAXA9k10cinL4M89RkXojlyG4J4dsQvQ/l1kMdOd1qRMoVqzR4m9UCdb/eazpIwWYnWTl4ZFCh5nwsUPgPZeptXX+c7NQH0jncIrcuCtB8gnv6QM0LmEJEzbWd9Ei2pDONGECqusjlUg2lsi4+2U71Xd+iKu/+JXgcZpkB+6O3za1tEC2KsjFUuAFCuPi05wi4rDMXRLjiWFX6mbwvdsp/uunsylysTJpBxviRO31abUdNJlsNR+g6qoK4p7KvDBAPn8x7NIAZAuuBzS2d+OfUNJTgKfJ3wia0uswLNyM6QvfClyjlAsfSzFGlJaW5JE3+VUxmxHC1kLdIu4dNKXw65BcU7JY9pU5irs2pr4+fP7yHoKxLfQqlaJmYoinMi9z62b50rLx3SMlLqxZGecR4cR770ObF0PgMYxb2+B/JsfUTKSJcfSRXrZqYc/CQ7s5NUvIHT9JQljsOQ1r5NFK7roq7rhimORQmUVWQ53b6XN1fZN2uEF5i4A8vLIpShee9HPeJrzI1/3Drk/qYc6AM1/vT3k/tzXA5it4Wew3EKWGIPJEZIhv/QkQnfcqK1XfO9OoGEKzc8DfWl5IfDONqC6NnFR7abppKBGKzCOTvr9ynoccQDqdQEFBXTIox70xHHvk599FPI/7oh53WQyaYq+qvQwxuig1WgtKXWus9jILby4JG13M968LyIsACkoUry/V0n8E6Rso1ki2utGrdMn6+Wzdyft8WYdCjZlJtVujI6VUg6Q2QTdHsdaSfevw6DSun0TUFGluRGSJTkDy3XzvrAinoJCxt9ZRQcLS46NiAlOh1RSkI8mQpEaBrizC/z5x1C4eBnYvIXk/rZ/V/JJXAnwZ/oscioTGigz0c7NqXXA7YwonqjCGKPT/u0bYzL/8GAQcLRHbJZYTT3FsMQp3sb3bKONuM6XH7bKuAOLsuPFcQ056Sygth7yn34J+c+/IpP26eeS4unzxAx2vn830DA57uZ3KBhjkX7yjg5SBPVyUovythwgpSvBpjiCMkv4/5MpUroNs1HUkyDVCsjKLfSbWvbT4t00PfECrIMxBunS6yCdd2nsm/YacqcKUFpQ3t+rJGXQKdiK+x079IiYy1leHqRv/4ASazxNiQp4W3OsWx8Qzty3YR21p/SdVdcBcw8Df/NlSr2+ZwcVDU43wUiSpCZob07s2z+xiTaBCRSpuCfM6kl4gmeGzZwXdoPVo99Aqpthc3qnb4YtUoAS50Jzj6qwsHrdIn7oEeHDlRQUKTROpWQmyZLj6F0J47j2qUkB2KQptPFrSaBIuRzhea6sPOMYKfmFJxC686aM2jCM20kxbmYbZSCzVkJ+9lHtWZOfegAAg/TzO8GO/DxdE6FI0f/H83yQ170D/sjf6IAk0TP94TtU0DX6wM8ZddKugx22FKiqhXz3b0mx6fUDiiLFikqAGfPAP10b+T3qQVu0havUTL/fN7TViHucwM7NYIuOiZzvikuB/t5IC4yK6jkwDFYpvm0DsPVTYPPHNEfv3w3WNE3L3JpWwomO1hjLvR6mFcOOdO/jzk5yJ7NVklu/3iLlcVNxecbCMTZxEk7wbZ8mLqrucQGFxXRfVey1xovyehS3XHVOt1aGrVQpwIODtF+Io0glzQqnvldhB3/n1fgHv0ZQ5zT9AYG9BrLOi4hv20DP+Ew1brqCElUFw/vCeK6dTJLoADxZxuUEcM5prKix2gDteTxOw0V5tbndYktJfnzHJmDmPLIcKtmL03abz3GEIjUclJvBTl6O0HLKQsimzqbU0AcSZ2rRzMz2WEWKMQZMnQ2+cwirFkBuFl53fFcMKG5ToVDsSaGjgxIWRG+Yg0FtMY34jr07YjaGCU86orPjaZ+vgvTT28COPQXY9DFQOxFs0dFhS4dOXlyWgf27jLn1qZRbwtXtHR10SqM/6VCCnHnrAcpQloJSoi3Q0Pn5x4Hl59Mm26AixX1u8AfvopMgpQ4XAIon2rcTaN0fzuSmkMyvmM08JCI+SkN9/tR7rmaA1CeKyMuH6f/+DLbwqPht100CW/ZFWqhaD5C7WLQLIShgGQDQ7QXTnywDkI47jSb7j96l+z45Pbc+jTkLaBOgq3jPg0Ggqy0im15Ev/LzFbmGN52UDnwj5H/9EfJV50FWs9mpqCf98dKfJ0OLnfNQP8vM9P3pMGkKKaIz5w392ShYZVV4E6AUkNanaGeSBOmsC+g7UlDUWF4+pbDfuSXx86c/vY3n2qdapMotQF1DXIsUH+injbuycWGl5RnHSPFP3qe03aOxyLvJos3y8sDy88FO+QrVi9u2AY617wIfvwf2xS/T/VIVBL0SqmY/bG+OiCnjWz8F/8cdWlwpj7MGcVnWFKgYxcedQPGBYh39wf8BTKLvQNidFlA8DjpaIg/t3F0ULxjtBm0yhZP9DAH/aA3AeYRbHwCaXzkPJ5KJjpECIlKgy68/F3YrzgRlMym/shJoayErVNP08EFRnDgp3tkG+bXnIp61RKnPI6ibRNaJfZGKFBwdgL2G1qyayE0397rCz0wSixTcTtrkRsVPuVyuuCnrWTUpUunEW2l9im7PlqaVpL2FEvPoFClWWka/LwVFSjrnYvJ6yJZVytVFimFBuIYis9cg2NasxWzxbRsoq656YGux0r/6wwOPi9zgzboDWoD2YimGdkTQdpAOD2bo9gy2SvI8MHqou3MLHYxPnpGaO2Z/Xzg22Gwlb4SB1F1LAREj9ZmEFRRCOvNrKJ3URC9MpSD5pO59qiKVIOsWmz4X6GylbETJ8LrI3SKRe1DjNHLBU6rCayhZ55g+M5e60YyOV2rZR2lYo0/YbXayZugCjMPZ8eJnqmMFhZAuuALStb+B9N0byNWsYTLAGPgBXaBmZxspEU2ZKVJaWmVl4YnoizrBtR1Iza0PShyUUiBWszolwmwzNHnJb78C+YbLwd97nVK9Ljw6/P11kyhZgyxHxEcB0KqJp0N0LSktTWtdY4IrErRz+rlAQSHkf/2R0qTHU1r0mamiFCnMW0jxWk/8i65PM9GE1o85CwAAfKsuFXNXu3JokDjbVP7UWcD+3WF3nWcfpTpJH68BysrB33gh4iRRVaRYKlZMPcUl5Lbo88RuLlKEFZeQYpsgu2ZSKsJxLrz1AFBdF6PIsUXHwHTjH1K2CLLpc4CDe1AsxT+IUC1gbMrMBK59Xjq5LSun57t1f6xyo266KrJjkeKDg2SRCQ6ml4I7S3CPMzKG9HMnAZYKyM89CvzvAXKB+sJZ9KYSX6RfC7jXRVZ0QItf5b09kO++Baith/SDX9K9jpd2ufUA/ea8fPBP10bK2tVFG7sEcXusug7S9/8PKCii2ma651c7KNGXU3A5yM1biuOqY7aGkwElga97mw4OomvAKWNPS/9tsYbnQC0GS8na2u0F/8+9lK5/R4qeHolwO8g1eeun4G9TrRw2eQat5Xl5cTP38VVPgz96L/jbr4Rf7GpLmPpchZlMQMMULSYWUKwOzg4tYyirnRj5nV63TpGKb5HinNOYkuVwLUWFkpKS+HNTVS2NFyMJlKKf9wTeLIngSl1NNjHK3dteHVu+Q3+dqmTNmAd21Angb7+SliUsYbvOOCUClh4PDA6Cr3wIfGAA2LMtHPcJ3cGrPuGEz00HKtEu99V1gKM91vV2qH4ppXf0h2zMpvTTgDWOcw6+awvYtDnkDZBKG/194T2S9pvTswwb2cuMJEKRGkaKisjtjZlt5E+cLOGEs5MyoxXFf2DYdCVOaqiaVGrGuXgxUlDcnZYcC3y6VsuyxOUQ5Bf/SwuRfkM7sQkoKYP81EOaqxcQdh9Ra1Np2CpJiYs4KXXR5DxEWmY2c56muLHCIpjqGyNOT8OJJuJYUVKERbn2xcSUqGl3AwGwVFKfq6gFIYdIbw+zNSZLDwDwHj9NtHHgcoiUifpJkP7vL5DOvyzStVHvhhVlkVKfv7SIriW1YxNNfqm4delg5RawL35FOzmNZ/1hpWWa7Fh9U+R7kgls2SnhIHyDFilWWQ3U1INvXh9+UT00SJK2t2jmXLJ4ODqoQPbqF4BDFkK6/QFIF1xBfvZ6q65BixRjLByAO1QNqeGgQolz8biA1v2Rz5NB2LQ5gCxDShRj5nSQ+1HdJKDXH1tbzecly5xkovnI3x2bzU3ZdGnzXKkZ8HcbOh0HQH7/IWWTEi+TYAJ4y37ILz+VuRXL44o4/GL5BWBfXA7s2IzQ9o1gZ5wfdqMuN5Nyo6/B5XWTW53JpM3PfO1bQF8PpG9eRWNt0lTwOPVo1NhbdvzpdGClj69xOUiJS+JOzRqnQvr5HZCuuD7yDdW6rbMQcH1cWzTlliEPmriri9ybj4gtgcHUsdem9N9sC8+BZWrWVmX+V0/3ZSV7WrSHRorw3h46cT/hDKpb9/pzpFTV1NPzWzUhvkVKcY/ij/8T3NEBPjAA+d9/pliSeC7A+t85eQZwYHf4wLLbS6f86iFYTT3g6AyHEnhd4fVMkRGPtkj1KHWdgJh7UFRUBHicMQlCtBTtRhJOeFykPKnYKukQNlVFoXkfKanRng5D1ZJydNKmvqycDiaCg+DrI62w8qpnIP/vAcjr3k69eGzbwdisppOmoPjU5eCrXwJ/4zkgGIyw2Gou3Dp5q2n7Y6ipJyU73QQZOzbTmqL3JtAyLBtQILvaaa6ZPocOsfp6yP0/GQP9gLYXttJraR4oG9rLjCBCkRoh2NTZlHo8wYLLnV3JlY1JU+mE/sl/J04HDOiCeRMsVgDYaecC1XWQ7/8TeF8v+MsrqU7P1y6PqF7PiksgXXIN0LIP/OF7wn3ftY0GZ5S7h3bSoR+galrWeLFfScifMgPQW6T276IT1wkZbPTMpEjxgQEayDGKVHn4/1MpxquipFZP5tqnva8mu3A7EbrrZoR+/G3IP/ga5N//LP6z0XKA6hMdd2p89zg18YbNnlq69qGwKJncHB1Kgc1NYDMOSc3NMbpvJ54ZlmMipUVdjONs4NkxXyBrjdmaUe0tNmcBuWwpG4tw6vM4NaQU8tXNzP5dwKdrAb8Pklr4ce4CwGaH/M6r2ue1jUm6FimAfM0VRSor9zANtNiXjmagqz0i7a5hps4CmITBrbFJPgCEC7yqvzXqRJv7veExpctMGfGZ6KQFZeWkEKZZI0drb9+O8B8pnrDzbi/kP/4S/L//Sj1+NRFuR8zhDfv8yYDFBlP9JBoL6uuS4hoXdZLN7DVkrVAVqXdepcMwNSFQ4xTKIhe98dm5hVyZjz+drtsQ3lhy1xDrktqn2vrYwxL1UMap24y6HFrR0pg2zNYhY5hU10O26JjYN/UWKTUmVkWrI6jMv0psj3T1jUDdJMh332zMMqU+h/WNZEXkHGicFk4GU1MXU0KE9/qpAPnRJwIMkO//E+T7bgN2b4N0yY8SuhxrNE0nxUl1eY3OQFtTR2Ohs43Wur7eIS1S0Ftlog4ttELhtjgWKSDthBN8cJDugzVKkeI88plO1kbzPrKARiewUhSphPssRwdQpbhA1tbT+qSL5+R+H9XyfPG/4PfeBvnGKzTrV8K+uJ30HMTxmig7/1IqBv2/B8ilVU3GA4TjY6OTxsTZe2hKWhrxdrR+b4xdv7WanwYsUuqhy/Q54T1mEqsUl0OUjl87BLLSv+OsKK9QpIaR7m6dq8nUWbRAJzrhcHQk3SyyvDxI3/kJ4HVB/vvvEwYKasF/yRSpwkJKCOB2Qr73VvBnHgYOPyocxKz/7LxFYKedC77mNfBH70Pozl+Ar3sr/uZa2dToAxBVN550N8Kh+kbA7dBOEPn+XZRoIpPsLeUWchNT04hGK1JlOkUqnQ2t3v83GbqMNfzFJ4CNH4JNn0suAHt3ABtiT0XDE9fcmPcAhDMYxnF5jHj+UoRJEm2cnJ10+uRxhoNj022rsAjSBZfTcxVdP0n9TN0kSpkc531WbqYsZiecYUiR09qZs4Amc9W19uBeci9KYP0FgD4bueXwfbtIYbLZSYGCYi07+gQKLlfji/oUdxgjipTZSnL2eQy59mWEMi755k8o7iTaxdIArLgEaGhC38aP439AUaS0E+7oOClfWJFSFeyYOKnoeU49BEmSAp0HBxPX0Nu7k6w8wNDu01Cs+PfdThvCwiJSWvTvOztTto7xgQGyaEa5Y7OCQkjX3oz8H/0mdt6zWLV+8oByvcVG1oy9O8gld/8usGO+EE7i0jCVNqsH90V+/64tNA9VVlHRdv0JvasroXfDULASNWZFSWYiy3TIlqi9FBQpHNxL83S8hAzq2GtvJoumyRSeA0tKaSOrtq9u/pumQ7pmBVBZQ2thoucjEa6wZZSdeAZgMkV4arCaOiWOSLde795GY23xMrBzL6HCpp+uBfvadyLcthOhunCr7n3R8dXagVtHS3itGypGSnf4GZ05sbu9laxV0XNTRRXFVHYOrUhxzil5ysfvhZUlvRuo+kykaiVp3hfjxQCA1vTBQOLDkK52bd1njIFNmx2ZDXnHJoBzSD/6NaQbbqc4qvdXJ++LWp4jjtdEjwywr36Lxt3kGREH1XFLonjd4ZIYehRFKq2EEx0t1PbMqL2DWnfPSAr0nVsoO+SEhvAhXDL3PtWTqSjStS/d7MVG9jIjiVCkRgg2jU6447n3kY9zZzg+JVEbk6eDnXcZsPkTShUeD7eT3GaG2NCxqbPAvvhlSvJQXArpwisSblbZGedSFrXXn6PCnKedAxYv45s2GeoGlhpYHi99bhIkNanEgT3gLQeAPTuMJxxQUYvyKgUTY1z7ikvoJBNIa0Or1ZJKRZHqo4KB/P03wQ4/GtKlPwL7xvcow48uS5fGzi0k1wTyYyVlYMedCulzJ6fc3yGx19BGUPWvnmFMkQIAdtgSSJdem/jZ+upFkH7064TXS6eeDenUsw1/PwBg5jxyedqyHvK7q8A/fAdsweKkl7D8AqC+iTIKbv4E7OgTIvzW2VEn0CK75jV6QXPtK0u7e8xspUWPy+lZQrOBejq5Uak/lA2LFMi9T961Nb6rjrMzKmlC1Kan20tuuACdYJqt4Ovejmyro1VJzEFxQUw9BEmScII/+xjkn10GHudUl+/bCUyfHb8/0Z/lHHzlw8DWT8EuuBxs8bHgH72rpRbn69+HfP0lkG++llIPD4VqDYjj1slq6yHFSUAES0XYBdGr25hOnQUEBiA/eh+5iS1eFr6mkZL46GNPubOTNkJqJtD5R5LnhN+n1PtypD13R6CvS9ftJffJBBYplFso22e0q6cO3noAqGuMP5+oSoLPE1vwlzE6zFG9Obra6DCloBCspBTSlT8F+npJmUojDoWrBehtdrDKakg3/pEShahU15ESoj9c3LmFlLopM8GOPhHsxC+BnXsxpGNPTe1LqybQZlYt/KvKVz2sVOKc5dUvQL7jRnJjU+fwggL67ugYKb0CE7XJ1ZRLS5Sin5dHz0Yc176YMeb3gT/zCOS7f0sujECkBVY9hN38yZAHEJTh1B23HEY4Li/2wJpzHuvSP30u4OrS0pfzrRvIejJtDu035hwG/uG7SV13qTxHHqW8jwNbcizYsi9COuGMyNcLCmnPoR6uyiE6RIqnSJWZaU+XRgr08PodmYSIStVUpp9uvrMVfMsnwLTZdOCaimWrv5/+1eLIlXld94zJzz4ak+RmrCEUqWGkvFxn4aibRFp5vLTA/m7S3FNxofj8yWBLjwd/7jFKKx0Fd3fFLcYbt60zvgb2uZNoo6t3g4j+nGSCdMUN5Ad/872QvnRBWHnQU1KqFOXVK1KdlM2msDD280kwz51Pv2f7Rsh3/xYoKaWYgQxgqll5j7IARSebkEzaYpxejFQaihQA/uZL5K53zIn0XXl5YKeeTW5kuoKanHPwnZvBps9Jej+lr10ONm9hzOsRz18asMpqWoh2bKKJLzqoO4uwMnN48Ruu7yguASbPBH93FfgDfwHmHAZ27sVJrykvL6cMkW0H6fT4qBMi26yqBWbPB39nFS2AvT20QSkoSNBisi+zkv87MPKufYVFdMLfdpBcOqvinPQbaXf6HJrTomJyeGCANtQ6176YFOjdOtc+xsDO/hZt7p96AAAgf/Am+PtvRKbf1yxS8RUpLodI6Q0EIP/nvshsaX29QHsz2MxD6RAqQYwU97ohP/MI5BsuA3/xv2DHfAHSMV8gt7tAgApRD/RD/s995Pbk80C+/QbID/41ubDUOMAECYLijWNmsYUVKLXOl9kWjq/ZtQXssKWRll5LBc1B+tjTnZEWb3bokQCX6RTe4yIlIBNFyl4TjutQrTeJFKkhAtE550DrgcTupyW6Qwwl/iRCdmXmsIdDVwdQHZ53WH0j2Ne/S4XAH/pr6vWmXA6yZCrPMqufFOkeHycFOt+1hbK3FRZRKYpzL4Z04pdS+z4oG+EpM8E3fEhugo5OOlRQvpcVl9BmfOunQONUUu50VhgUl8RapDxK+n2TKTZGql9JpBNvbqqqjS3g/sn7kH92uXZgCSAcdzd7PvULiHQVrJ0ITJsN/ux/IP/mR8ndLJv3UX/0qc9VkqVA7/bSnKRb95lyeKJapfi2DcD0uVpMIFt0DD2/SgKXePA926kUTJxsq+Xl5XSPL7wyvjuqPgGVz5vwMI0xln4K9O2b6TmIF99ss4e9KYaA9/ZAfvQ+yL/4LtDjDyv8lgp6ZpJZpNR6U4prH8vLo7lacR/lwUHw5x+D/O8/J421MrqXGSmEIjVCMMkEdshC8A/fjn1gnKqP89Dub9rGIi8f/NWVsR9I5joR3VZ+PqRvfA9s9vyhP1tYCKb3/U7Qt+iq2Vo8RJpIZWayjLz0P6CrDdJlP05PuYmHovzxvdtpwxtP8VETTqRjkTric2CnfCWypla8zymLO3/1adpo6TPpLD2OCvjprVKODtrM6P2qR4LKaool27KeFpUM3OpyBTZ3AS1Yk6ZCuuL61DLQqYlNZs+Pq+xJy74IODsh/+ZasjQXlxqTlf45TFKMd9hQx2dtvaEabXFR3JtiLPBatr0qOoAwmSIsQDw4SEk+dOl/pSXHgR17KvgrKyE/8U/wf/0RmHEI2IVXhNtVFIaERXm3b1LcVOfRYcX6D8Lv7d9FyvLkGbTxiGOR4pxD/tOvyBOgegLYxT8Eu/BKerNpGqXLf+dV8BeeAFxdkC66GtKv7wY7chllBhvoTygqbb5MZ36z2ACfl5R4Xd0kVlGlzf/6uCpAmZ8nTYlMgb5zC22s1RjFxqlUY+exv0P+CR02JFR8UoDZqcA3ZYVTrTcJrOtDBaK7HaQAJEqIUqxTYOIF7OuTDXW1x4xpacmxYKedA/7ua5Bv+XHcJBExqMk4Ermc10SmQOeDg8DenVryKKNIZ36NUpU/+neKQYtynWenn6tZ+2PuX3Ep0ButSLlIPnESfsjqRjnOmsiqJlDcnc51UX7tWQCIqMOnZlKUvv5dSN+/Cey404Da8AEdy8uHdN1vwS6+BvD7KAFInI01DwyQsgNEFuNVUeUQT5GKjiVT2ygqBnZupux97c2RKfwXLCYX7w/fiW0PoIQf+3dRBlIjWKzhBFTqgUiCpFWspi5uBsi4/eIcfEfi+GaWRrp5/swj4K8/D3b0FyD95m/aoS3Ly6N5yJ1EIVPmPaZPFmG2gquHJZ1KpspuL/grK1PqTy4iFKlhpL8/cvFkX/gSVV5/Z1XkB9UTuxQTMrByC9hRx4O/90ZsFji3M3OFIxOiB6izy1CigP7+fqpdw2Ww5d8EMxinE4FqkepqBypr4m96tRoPqRdFZZNnQFJqhiVF3Sh0e8mlQ6eUsrx8sFO/Su4ailWK76KYHqOLbvTzlzLqQuN1Z+TWl0uwY04CO+EMSFf/ItJPPQH9/f0kd8YgHXtK/A8dfpS28GPHpnAgd7p902/6Rtq1D9DmnawkmlBgtkraREcrUsopKKusoue/3BoZI6W6XkWVEmDnXEz1qV5ZCUxogPTdn2lufQDC8Y1KjJT8/OOQn35Ye5u/vxooLoH0vZ8B9Y2QH71PU260VNJN0ynxRzzXvm0bgAO7wb7+XZh++CtS7pTNM2OMEg3s3wX+0pNgS46jDUxBIdVaUywpCXErvz86mF8h7ji2VNDptc8btuhZac5ic+aTe5c+Q5gCmzQVaDuouc/xXVuAqbM1t1UmSZB+civYJT8CO/nLYEuOAzKZAyqraTPl9yUuxquiJYTwxH9fLRid4DkljwI13bkVQKTsKGurj2LSvK641lfprAshffcGwNEBecUPIb+yMql1irsdiX8PQPepsCi8Ad6/EwgOUmbLDGCTp4Odejb4e68DOzbHuKlLx54K6eTl8dPMF5eAx7j2KdkUzdZwZkOFATUGKp4iNXcBZd587w1qp+UAxXwBEbX70NFK7m+VVWCHLIT0te/EHNowSYK05FhIF15JcU76On4eJ0K//D7k750L/uJ/Ka42jhcNKyikMXxgN+RXnkLo9p+Fk6+oypXeIiWZgKmzwHduAd9G/WazdYpUSSlwyEJy74vnctiyjxJ/JFCkhlqDWblVZ5GKU0haT009xY3rMignpPUgHRzFmQMA0DPrdaVUlJfv3gbMPATS16+MVfJs9uRFedV6UYW6NVcXK66V1qmbBP7KyoTxqYb3MiOEUKSGkd6oUx82ZSYwbQ74qmciay0lKcabCHbil4BQEPyNF8LthEK0KcngBDFT9LUFyMe+MxyUmAa9vb2QTjgT7EtfAzvprOx0Tu+OGB0fpVJaBhSXpLTZThtVkWJSjKsYoMTdVE+A/OjfafHeuZncJQ1ucKOfv1TRL8pZUWBzAGatgHTepUldWPX09vaCTWiAdPv9YIcnKDzMGC38v74b7NyLwc4431jndM9FTCHGEUArlp2FRBMRTJkVY5HS5jp1TrBWRLr2KSeV0a7DLD8f0hU/BTvxS3SiHR0DWlxK8vN3k7vIS0+S+/OGdeADA+AfrQE7/CiwohJKX+/qAn/s71Roee9OoKqWvtNii+vaJ7/yFNV3WXJc3J/KFi+jjWJhMdjZF4XfUE7NueKOFBePU5lz4ivi8caxtqHxuamYsyRpKb7Z1y6HdMPtcb0H2KSpdALcsp+ykbUeiKk/xirskBYvg/SVb0K6+IeUOt0g2lzi6CSLUn5BwsQzWgxrAosUVzM3JpsP1TgpxfofIbsyMxXkdSiKQYI1gC1YAummPwLTZ4M/8U/Iv7gS8mvPQn73NcjvvhYZT+RyJE3GoRXI3bUVfHBQc6WEkZpv0W2fdg7FCQ0G0to7oLg0frIJa0Vci9RgVweVZtEfXKgctpQOOJ5+hKxFq1+gTKs19eHsqFCSJFRNiK/YRaMm09C5BvIN64DmvWAnfQnSFddDuuG2xNfba4BP3qeyITs2U5+A2FgyBTZtDtB6gAo9l5QBUbWp2KJjaIzuiq0DyvckTjQBpLAGW2w0fqGPRUugSFVPoEOZFLIkcuUwlh0S6/IPgDwfQqGhyw0Eg5TYY1KCsjM2e/KkFaolXu/uqnvGeOtBOqy85EfAYAD8uUfjNmN0LzNSCEVqGKmoiD3BkU4+i1wdPn4v/KKjkxbSktQXLFZbD8xfTIVB1RpEXjedUhrMspQV1HoQoRCdLgcCKcV+RVNRUQE2Yy6k08/LmmsZKyjUBnRMogn1MxMa4gaxZgV1w3zI4XHjIVhePqTzL6PCy688RRapqbOTulMmI97zlxLqQlNanrXkA2MNVXaqO2YyWH4BpBO/BGlp/E32kKjPhcWa2kYj2ygHL9m0SAFA2aEL6QRV74vv6iK/evX5j3al8yun4XGKWzNbJaRzL44bq8EkCSgtpRipHZvIN7+4BPIDfwFfswoY6CP3WZCFl53yFXK5+9cfgL07wNQU4ZaK2HTsLfuBTR9TMew4cRAAKNbvgisgXXJN5DNjr6HT2IOJUyhHF+ONJu441ifq8LqUIp40T6gJFOIySUk48eZLkG+7gdKeLzk24XdnjLrBd3bQAZutMvF8rrPYx6X1ALnRJVLEgHCSJUU+EbIrt1AsoxKvw+Jl/lNgFVUwff//qJBxUTH4o/eB3/9H+u+JfwJQDgqHskgBYMeeCuzfBfnPv6LsmLUTUz7QSdpuXj6kb/+Q4voSJDqIS3FJnPTnVNeJ6a0FCvk9voSu7owxSF+5iMb580+Av/cG2BHHUHItnSKF9pak5SYi2iwzUzyQPi5JifdhX7mIDkSSzMvSaeeAnXEepBV3gR11HPin68hl2NFB8dpRh6RaRtz17wOz5sWst2z+EUB+AfiHb8d+2Z4d9Fwl2E8MuQarCaj0mQYTufZp2RiHdu/jmz6ilPyJSg2kmiWxvZniJCclSKRRQQfnCdPNa8kmIl37NKtz6wHAXgPWMBns8yeDv/Vy3Ngtw3uZEUIoUiPNoUfSJPFKuIgjd3Yacn+TTj4L6OmmjQKgK1I5iq59FXZS5rzucA2pDGoAZR11AUukSJ39LUg/XDEsX83y88G+9h1IX70o8WcOWQgcvhT8+cepyF+GvvSGsNjo5Hj6XMNKnCAN1A3kKLnksqbptBmLKuicKfmzKAYwwirl6lIKvJJCwiwVEa59mu+8kY2mWpT303VAfgGk7/8fuZT95z6al3QlBNiXvwF21oXk8ud2hH+7xUaZ43QFsvkrK4GCQrBlX0z69dIxX4hMgAFFwZvYCK6moY6H25l+bJyy2eIel1LEM8WNhr0GKC6ldO1lFkg/+d3wzs+V4eD/pMV4AYoxLSxKeErOW/YPfbCjKFJxa/ppMbKKpSOFJDds7mGQbvwDpFv+Dum39wELlmgu1/B3kzVoCEVK+txJYN/6Abm8bd+Y1TmdTWyCdMdDcUuXJLymuCScBABKApiebpp/FEVKvzEOuRxJY4bZzEOAeYvAX3icDiyOO43qPXrd4D3ddKja1R63DmLCNqfMpDT+nA8Z7xNz7bxFkM78GljtRLDDlpLSuG0jufbFW/cnT6dEO0BkwVy1vaIS4JDDwT9dG6Mw8L3bKfui0cNefVyg1w2UlMW3/AGUARIYMnaP9/cCO7eAHXJ44g8p45BvohIeCRUhJZ4yqUUqMEBxrfFQ49yiXfuU7Jy87aCWzIotXgbIcqRL6BhhRHZJgUAAP/3pT3HdddfhmmuuweOPPw4A8Pv9WLFiBa6++mqsWLECfn/4Zjz11FO46qqr8P3vfx/r168fiW5mnVAo1v+USRK5qu3bGS7iaFCRwtTZQNN08Ldeob/dQ/igjwBMlwKdb/6E/t+ARSqe7LKCmg0skSIlmbIXcB8H6bjThjz5l865BGoa9kwWXaMyZIyBXXQ1pC8ZdFUbBwzb8xeP4lJyCxvpGlIKbMYhkP78WNYPYNjEyaSg6RQp7nJEznUWGyk7QSUORbVGGHFxLCunjduna4E5C6jEw+nnUZzl4mWRMYmM0cn1hVeS29Lcw5T+KPdAiVfgHif4B29STGMyS0gSWH0T0LwvcQrlIeJa4z6L0RapFGM6GWNghy4Cps6C9JNbEs6D2YIVl5BlW0mzPmTiCl3Rcj1clulgaShFqjjSIqWXHdPKX2ynz+kLsCf7DZIEVlkNZq+hjbZqZVWC7FmC5Bl6pKOOh3TlDfSsHb40pe9NFVZYmN5Gvrg00iKlpt+3KYpUcDDC9U92OYbMJip95ZvkWts4DWiaDlanJJJoO0jWyFBQS8ueElNm0rPt6qL06h4nMCNBLcVkzFlAdd4+eS829bkCKyjU6jCyWfETb7HZ88miqktiwXv8QHtL0rIsQ60jmmXN5yEX5yTjmBWX0P0ZKnPf1g1AKAg2b1Hiz1TVUqzcM49A/snFkH9+efyyAwf20OFGTXzrrTaeE8VJaa59URYpgA7Q2lvCY1qrMRUbJzWi67EBhm/HqCM/Px833XQTioqKEAwG8Ytf/AILFizA2rVrMW/ePJx11llYuXIlVq5ciQsvvBDNzc1Ys2YN7rjjDrjdbqxYsQJ//OMfIY2x03G3O37gHFt6HPjKhyC/shLS9LlUV0WXwS1VGGNgi5eRr397c9h3e7Rd+wDITz1IJ3CHHhHjc5wKiWSXMUNYpHIBVlkFtvwblN1PradlgExkKKVxwjkeGbbnLw6MMcpCl4W4CcN9GIa51dPdTfET+tgCZyellVdRN2g+D8VNdXvodLg4gWtaMkrLNbc+ptQeY6d8FSgqAlt8bNxLpGVfBP/8yeGitRYbOKAkI6il4rShIJ2yG6WhCXjrJdpsVFaBD/SDf7Aa7OgvAAyktCVRpOI9iyy/gOI5vG5KCpOGNZFdfA2kkczEWVkN3tlGG6ehlI5yC7ji9iM/+FdwrxvSd39GilhgYMg4PlZSSvdP2ZBGyE6JIcO+nUBtgyErAps2CxxkZdUsBykeXLL5R0K686HRz4JaXAL09YFzTn1Rkp0wayW4Og90e4GSUio87XGCWZIfsrD6RrBLrwWrmQDGGLhiZeCtB8GU+mosDUWKTZlBct6zXbOeGUl8xPILwOYtAv/kfbKaxEtBDoAdvpTigRJYzdiMQ6g/OzaFsz2q9SiTZOwbch1REw0p43jIA5Gaurh18PTwTR9RCMPUxOsJKy6BdOu/6IBnwzpK4LFtIxBVRoXv3w00TE7scm7TKVLxQiIGYl37mNmqjKGtpGCr5VWSZO0cyfXYCCOimTDGUKRopKFQCKFQCIwxrFu3DsuWUcHAZcuWYd26dQCAdevW4aijjkJ+fj6qq6tRW1uLXbt2JWw/V7HZEvi6FhSCHXcq8OlaOq3t7zNmkQLAFh0NMAa+7h16mAsKIutpjDTqQrl9I9iSYylA3MAmLZHsMoWNAUUKAKQTzoD02/sSm/lTYLhk+FlgpGVn+uGvIJ2cWZ20XMNmU+oaHdxDyoMcUgq8hjeeTLUAqfEB3T6g3Gxsk1taHt50KS52zGSCdOKXktfJ039XdJHgA7tJQUvDLSmmfTVNs5Jwgq9+AfzBu8A/WE2bBllOmLEPSPIsWmzkLtedoIhnov6M9EbeXk2bTi4PrXSormV7d4K/9TKtkds3DpmxT6PUTG7JyhoYITvVyhkIAFUG5//6Js3KqqWtT+PgctSVKIAOKbisZVTjOouUVmtRX9tIllOylktHHBN2Aauoos1z20FwtYZUOmOovonu454dwI7NmdUzPHypUgw6lHDdl076Mkw/vyPx/ZnQQJlBdQW2+ZZP6NBncuJDjCHXEbUkiuLalyj1uQqrrgvX5IoD55wUqdnzh/SsYUXFYNNmg51xHlntNkQWxeWyDBzcC5Ys/k5JGpSwKO9AHxUG15cbURUmNUuiar0sLKb9axxFKtf3MiNikQIAWZbxk5/8BO3t7Tj55JMxffp0eL1eTUA2mw0+H6WudblcmD49/HBWVFTA5YpfJHHVqlVYtYpihG655RbY7TSp9fT0IBgMwmKhyTMQCMDn82nvc87hdDphtVqRpzxwbrcbRUVFKFbqUfj9fsiyDLOZXDoGBgbg9/tRWVmp/SaXywWbzQaTkgrX5XKhpKQERUVFyMvLQ6FSiFYtKNbf34/e3l5ULL8QXS//D9KT90MGUNY4GSVK3/RtAEB3d3f8NioqALsdztmHIrjubRQ2TUPQXgt7VRWcTifKysq07/f5fJAkCWVltMD09fWhv79fk38wGITH40FlZTgY2OFwwGw2o0ApMur1epGXl4fSUjot7u3tRSAQgNVqBQAMDg7Cwznyps9BwZwFKPvGlXC6XLBYLMhXgrQ9Hg8KCgpQUlKS9D4VFhbCbrdn/T4FFi5Ff7cHvKw8dRmDDgDcbnfCe51OGxUVFZp1dTjvkyrDePfJ6/VqY0Ftw8h9GsnxNJL3yWQyjdh9SjaexvJ9ysvLg+WwI+F54QkUdzSj793XgeAgzPMXId9mg9vthrmhER4A5fIgeiUJrNcP2CpRabenPZ66q6rRC8A0ZSbs02YYuk9ynoQuAIX9fTDb7XC2HoDcOBUlJSWG75NcshBdAPI6W2CznwLnurcRBIBXn4Z11iFwASipn4R+IO59Usdx9H3qqrCDt5DLYFl9A0zl5Tk5nnz1jehTkitZmqag0G5POJ7kqhoM7N0BtvIBoNwCKS8fppeeRP78I9ALoOKQBTApWQTjjSfpjHNQcPRxKKyqQm9vL/Ly8jSZDjAOj3J/SiZNQbndbmg8uSfPgGn/ThSYLejNywPM1jE175mqqtENoJQx9EsSigN98AOwNk2FJxik70EIRXY7HPspRsY8qRFFdnvK48leVQVXQxOkrjYMBgJgZWZUNU3R7lMq817+tNnAwd0IubrAZ8yF1Wo1NO/Jx56Ern/+AQgOoqxpqrbPSvc+uecejsCOTbDZbJAYg+Pj94BDDkO5vTrhfZIkCZIkJbxP3GJBJ4CCvh4M+Dworq0HEu0ZKyrQO+9wdL+7Cnzrp6g8+riY9cnU0QKny4H8L12AgqKilOc9z4LFGPh0Hcov/7E2Jt3bNyMw0IfyufNRnGAf4ZFDgMmEkv4elMUZT12BAHhRccS+PGCzIwBA2rUFIQConai932Wzg/s8MeMpPz9f+8xojadkjJgiJUkSbrvtNvT09OD222/HgQOJ62ok9CWPw4knnogTTzxR+9vhiNSMh/rb4/FE/N3T04OensiMNkO1EW129Pv98Pv9sNvtGFCClgd0wcsA4JIBtuR4BN96ib63qBS9unbVNvREt6H2Q16wFHjkHgz4fUB9o/Z6d3e39sCoROfjj/4tTmdkFhdVuVUZHBxEX19fxGv6Nhhj4D++BQMABhTl1+uN9HkPBoMx6Syj+xEMBiNey9p9OmQR/SfLack4og0dRtqIPhQYrvtUWloacd1Q8jFyn0ZyPOkZ7vtkt9tH7D4lG0/x/h4r94lzDp+dfOt7/n4nxbicdBb80+cByrU+iZYg38H9kKbORcjtBIrLIr4r1fEkK23J8xbGfCbV+8RlGTCZ0N/RioH2dsj7d4GdcAb6+voyu0/2Ggzu2YGuT9ZB3r8bmDYbfNdWuF94EgDQV1AMFqcNj8cDu7JBASLvEy+3aHGoPaYCMOXZzLXxJOtiy3ymArAk65NcUETJM7xusPMvA+ccg4/eh0FHJ1Bhh7uvH+gL38vo8YSScgyUlKNb+Y6SkhKtH1zmFMfDZfSVWTCgvJ7ueGJTZyH48v8QLLcClgowSRpT854conpIPY4usPpi9LQcBIqK4R0IaNYCX/NB+B0OzVrVLRXAr/uuVMaTXDUBwa0bgJp+oKYu4jOpzHvBhsngrz5DMY4nfimzeW/OAmDDuph9Vjr3SZ48A/jgTbh2bQfcDsjOTrCzLkh6n+x2O2RZTn6fSssROLAXGAygr6AIUoI9o8PhAD/0SKCiCvJ/74dzZmSGwe7ubshvk1EhNGs++vv7U5735NnzgQ/ehG/zes2qKO+mrIn+ihr0JNhHMMkEWCrQ23IQ/XHGE+/tAQqKIq7hSkKYUEcr1QMrKg7LuLQc8HlixlM8GY70eKqrq0MiRjzoqLS0FHPmzMH69ethsVi0jrrdbk3DrKysjNiAuFyunE9/GI9EVjQV9oUztaQCRl37AIAtXEoLRLc3aU2LscRQshMMjZChcYTsMsflclGChtqJpEQtXgb2lYsiP2S20NylufZ5Y2pIpYwSZ8TmLzbcZ61IsNdNgfLBIJAoY1U6TGwCb94H/v4bgMkE6Ts/phpaaqKgJK59CZ9FvRtQGq59Iw2r1LlTDeXap7qWVdWCff5kKnSsBtjXpV/nTC87Jkla4WaWQsa+RLCps8hNbPMno5rYyShMLVqsJJzgbl36/TIz7UnUOj9q3TcjiXAmTKIkEQf2pBUfpfVzykxyQYSx+Cg90vGnU3HaTPZZSh/49k0USpGXP+Rck9I6YraCH9xD/z+Ua19+AdhZFwIHdoOvi03HzndspvT6aT6XbN4iChH5dF34xQO7KQnSUC6VFfaErn18oD8y9TkQUYYmJgtnnPT7QO6vxyOiSPl8Pk3rDwQC2LhxI+rr67Fo0SK8+eabAIA333wTRxxBfu2LFi3CmjVrMDg4iM7OTrS1tWHaNONB96OFanZOBKudCMw/kvy5U8wgFLcdsw1QUg2PaqKJLDKU7ARDI2RoHCG7zFFlyD5/MtiSY8Euujq2RotkImVKTYHe7YtbQyoV2BHHQLr2ZrBM68BZbOA+ty71bxo1ehL1beJkoKOV0q0fshDMWgl2/Bm0UTTlhRMhxCHhs6ivpZNq+vPRQI1LKSweMomIugFkX/4GWF4+xRMrsYNG6pzFyE61jiWpITUkanKBwEBKGftyDvUeqJn53A4tSRQzmUhGap2fXVspm6cBRUqLfenrAWoSn+YnZLIi5yzUM2RzD4PpR7+m32eU+kbaq23fCP7Ru8C8hWGlNAEprSNma7i2WQpyZouXARMngz/1IPjgoPY655xq4iXJIpiwTbOVEgN9Go6T4gf2APVNQ8daJSvKO9AXUYxXQ7F8siglLV4dMyD31+MRce1zu93461//ClmWwTnH0qVLsXDhQsyYMQN33nknXn/9ddjtdlxzzTUAgIaGBixduhTXXHMNJEnCxRdfPOYy9gFAUVFRjCkxGumiqwG3I+MgVLboGPCtn6ZfjyRHSUV2guQIGRpHyC5zVBlKX/hS8g9W1YJ/tAZyTR0tvEZSn0M56ZyZ2ck1ADoVdjmA/btp819tYBMY3beJTeBcBnwerXAz+/zJ4M8/BpSZkybkSfgs6k+v49VNyhXU8hcV9qHXuUOPgPTjWwBdBku27BTKlmYgbXiM7MotQGdbRuukZmVtbx6TFikom3/e1wMGUDFeff2kcgu4UkuK79iMokMXYtDI/kS3SU6nhpR2TYWdXL+apudEPUMmScD0OeBr3wSCQbAjPjfkNamsI8xspbkBiDwcSdIP6asXQf7DTeBvvQR2whn0hktJPJMk+UXSdg89AnzlQ+TOaakgS2IqYy6B8gOAsvYlUqQ624C6htjX/T7wUChC6c319XhEFKnGxkbceuutMa+Xl5fjF7/4Rdxrli9fjuXLx1cWq3iw0vKMrFFaO4uOAd/4EdicBZl3SiAQCEYI6RtXQX70XvAn/00vGCnGm0WYxQa+dwe52zRMzs4mTs3cV1xKJSEAsNIycnVMVMxyqH5aKyjVd2k5WH7+UB8fNVhRMVk5UvCWYCYTEFU7jxUWwvS9n2enL/Ya8F5/4nTOqbYzdRb4mFWkwhYpLoco1b9esVQ3xp1tgNeF/LmHYTBeO0Nhr6bMe4MBoGaioa5KP/o1UJQ71gg2cx5ZbQoKY4pvG8aAiy6bexjVEP3gTUBVpPYp6dib0rdIAQBbsJgUqWf+A+TlU5HmVKzxlgqgvw98oJ+Kauvp7w9bgfUksEjBbAU4B/y+nHZXjmbEkk18FokOpB1OWEkpTN+9YcS+b7gZSdmNV4QMjSNklzmpypBNmAjTD38FvuljyO+8AjZ7wfB2bCgsFbSQD/SDHfOF7LRZVQuUlYMtPDqipIF03KlDXppQjupGYwxsONhJXx6VkhPRsmPnXAw2OJDg02kwdRbw7qqxGZOsj5HS0puHFSlmttJBwg5K9T2YRo0yPUwyUcrz5n1AtbGYtExi2YYDtZ4UO/SIWKUhDinNgao1uaAgfG9S6cshC8Gffxy8xw9WWga+dye5CauHNulSNwmorgN/+xVSgKfMTF7UV0VfCyvaZXagL66cWLmFDoHqol37lDp+Pk/EvJbr67FQpAQCgUAw6rBDDofpkMNHuxu0gHNOBWCzkWgCijvOjX+gOkfZQo2LGgOKlHTKV0a7CwDICghkXmeRLVgC7NwCzJibeadGmsIiQJKAfbvATbQFZPpkJ2YrKVg7NgFmK1kNAgFDX8UmzwCX5YzqIeYUDU1gx54CdsxJ2WtTdeezVKQV4sHmLgB/7lFg2wZg4VHg+3aSBd2gdZoxBum6m0nBrq5LOZ5MU37iKVL9feQeHX3N4mOBUjNYtLVRVSq97vgFfnMUoUgNI+Xl5THpFQWpIWSXOUKGxhGyy5yxKkNmVTYGAFhj5okmtHYrjCUmSCjHomJyMcrlRBOjzHA9g6zcDPbtH2S93ZGAMQbY7JQw4aN36UW9653ZCgz0gW/+BGzmPJjN5pi00Cl/1zkXgw0aU8JyESaZwC64IuXPp/L8MYuV5pt0D0SaZgBFxeBb1gOHLQb27wJbclx6bUT3xVqRfmIRq9Jvnzv2vQQxUmz6HLAoF14AmiLFfR7oVcpcX0uEIiUQCAQCgYp6QpyXD9QOkfp3FGGMgX31osyzFAo+c0g/+30401pRCZjekqDGKHZ7gQzTjrPCopj014IoVCtMCokm9LC8PGDWoeCbPwZrbyHrj8FEExmh9Jt73RHKD5dDZNVP5/6rslCzRo4RhCI1jEQXQxOkjpBd5ggZGkfILnPGrAxVC09945Cpf0eCZHKUjjttBHsy9hizz+Aww8otCZO6MLM1bJGdcYiQYQakJDtFEWEGXHTZnAXg6z8AX/sW/W0wni0jyszkKuqNskgFFAtSURqKVFExxWdFZQHM9Wdw9HNKjmOiq24LUkfILnOEDI0jZJc5Y1aGFivAWFbqR2WDMSvHHEDIzgCqVaDMDNQ1CBlmQEqyK7eQO11j+vGYbM5hAAD++vOkhBhIM58pTJLomYlWpPr76N84MVIJ22Isbjr1XH8GhSI1jFRUCN91owjZZY6QoXGE7DJnrMqQ5eWDffNqyjSXA4xVOeYCQnYGUBWpGXPBGBMyzIBUZMdMJki3/gvsqBPS/4LqCUBlNSWIaJyWcVp/w5ht4DGKlGJFSte102yNaSvXn0GhSAkEAoFAoEM6+gRDRUQFgjGP2QZU1YItOma0e/KZgTGWVsa+iOuU2qGj4tanYrHFJpsYIEWKxSvIm4xkBX5zFKFIDSOhUGi0uzBmEbLLHCFD4wjZZY6QYXYQcjSOkF36sLw8mG6+F9IRnwMgZJgJIyE7Npfc+9hkY4V4s9IHiy3WtW9Ade1LzyLF4ihSuf4MCkVqGHG746SDFKSEkF3mCBkaR8guc4QMs4OQo3GE7DJHyNA4IyK7BUvAvvV9YP6Rw/9dibDYAJ+XMvWpKBapeOnPk2K2Av7uiLZy/RkUitQwkut+nbmMkF3mCBkaR8guc4QMs4OQo3GE7DJHyNA4IyE7ZjJBOuqE0c0warEBXAb8Pu0l3m/MIhWvrVx/BoUiNYxIkhCvUYTsMkfI0DhCdpkjZJgdhByNI2SXOUKGxvmsyI6pNbA8OsuRgax91JaV/sfr0V7LdTnmdu8EAoFAIBAIBAJBbqLWwNInnDDq2lduVdryZNqrEUMoUsOI0+kc7S6MWYTsMkfI0DhCdpkjZJgdhByNI2SXOUKGxvnMyE5RpCLSlquKVGFhem0pFimuU6RyXY5CkRpGysrKRrsLYxYhu8wRMjSOkF3mCBlmByFH4wjZZY6QoXE+M7JTXfsiFKk+IC8PLC8/zbas9K9Okcp1OY5IdJrD4cBf//pXeDweMMZw4okn4tRTT8Xjjz+O1157DWazGQBw/vnn4/DDDwcAPPXUU3j99dchSRK+9a1vYcGCBSPR1axSWFiI7u7u0e7GmETILnOEDI0jZJc5QobZQcjROEJ2mSNkaJzPiuxYYSFQXBKpSPX3pR0fBYDaycuPUKRyXY4jokiZTCZ8/etfx5QpU9DX14frr78ehx56KADgtNNOw5lnnhnx+ebmZqxZswZ33HEH3G43VqxYgT/+8Y85H3AmEAgEAoFAIBB8pjBH1ZLq708/Yx+oyHDcAr85zIhoJjabDVOmTAEAFBcXo76+Hi6XK+Hn161bh6OOOgr5+fmorq5GbW0tdu3aNRJdzSo+n2/oDwniImSXOUKGxhGyyxwhw+wg5GgcIbvMETI0zmdKdhYbuE754QP96SeaUDFbI2Kkcl2OI554vrOzE3v37sW0adOwbds2vPzyy3jrrbcwZcoUfOMb30BZWRlcLhemT5+uXVNRUZFQ8Vq1ahVWrVoFALjllltgt9sBAD09PQgGg7BYLACAQCAAn8+nvc85h9PphNVqRZ6Sf9/tdqOoqAjFxXTz/X4/ZFnWXA8HBgbg9/tRWVkJAJBlGS6XCzabDSaTCQDgcrlQUlKCoqIiSJIEr9cLACgvLwcA9Pf3o7e3V8uLHwqF4Ha7E7YBQDNpDtVGRUWFZrVzOp0oKytDoRLo5/P5IEmS5mva19eH/v5+2Gzk2xoMBuHxeFBZWUknAiCXTLPZjIKCAgCA1+tFXl4eSktLAQC9vb0IBAKwWq0AgMHBQXi9Xk3GahsWiwX5+eQn6/F4UFBQgJKSkqT3yWq1QpblEblP6ch4LN2n8vJyyLI8rPdpJMfTSN6nvr6+cTWeRuM+5efna22Mh/E0WvepoKAAsiyP6fE0WveJMabJZ6yPp9G6T6WlpVrfx8N4Gsn7FAwGEQwGx814SnafPNU1GNixRbtPbh7CYFExSkpK0r5P+RV2cGcnKu12uN1uFBcXa/dltMZTMhjnnA/5qSzR39+Pm266CcuXL8fixYvh8Xg0YTz22GNwu9248sor8fe//x0zZszA5z//eQDA3XffjcMOOwxLliwZ8jtaW1uH9Tekg91uh8PhGO1ujEmE7DJHyNA4QnaZI2SYHYQcjSNklzlChsb5LMlOfuzv4G+/CtNfHgMAhH73EyC/AKZrVqTf1uvPAc5OSGd/G0BuyLGuri7heyMWdBQMBvH73/8en/vc57B48WIAgNVqhSRJkCQJJ5xwAnbv3g0AqKysjEh36HK5cr6ysUAgEAgEAoFA8JnDbAMG+sDVQrz9fYZipABAOv50TYkaC4yIIsU5xz333IP6+nqcfvrp2utud9ifcu3atWhoaAAALFq0CGvWrMHg4CA6OzvR1taGadOmjURXs0pfX99od2HMImSXOUKGxhGyyxwhw+wg5GgcIbvMETI0zmdKdhYr/avGSQ30gxmNkYoi1+U4IjFS27dvx1tvvYVJkybhuuuuA0Cpzt99913s27cPjDFUVVXhsssuAwA0NDRg6dKluOaaayBJEi6++OIxmbGvv79/tLswZhGyyxwhQ+MI2WWOkGF2EHI0jpBd5ggZGuezJDtmqQAHAK8HqK7LyCIVTa7LcUQUqVmzZuHxxx+PeV2tGRWP5cuXY/ny5cPZrWHHZrONul/nWEXILnOEDI0jZJc5QobZQcjROEJ2mSNkaJzPlOxUi5RXSQw30G+sjlQccl2OI561TyAQCAQCgUAgEIwTLJQ1j7u6ADkEBAayZpHKdcaev9wYIhgMjnYXxixCdpkjZGgcIbvMETLMDkKOxhGyyxwhQ+N8lmTHys1AdR34lvXAwAC9WJQdRSrX5SgUqWHE4/GMdhfGLEJ2mSNkaBwhu8wRMswOQo7GEbLLHCFD43zWZMfmHwFs3xh278tSsolcl6NQpIYRtUCYIH2E7DJHyNA4QnaZI2SYHYQcjSNklzlChsb5rMmOzV8MBIPgn7xPL2QpRirX5SgUqWFErRgtSB8hu8wRMjSOkF3mCBlmByFH4wjZZY6QoXE+c7KbNhsoKQNf+xYAgGUpRirX5SgUKYFAIBAIBAKBQGAYZjKBHbIQaN5HL4hkE4JMyeV0jbmOkF3mCBkaR8guc4QMs4OQo3GE7DJHyNA4n0nZzT8i/P9ZipHKdTkKRWoYMZvNo92FMYuQXeYIGRpHyC5zhAyzg5CjcYTsMkfI0DifRdmxQw4HTCb6I0uKVK7LUShSw0hBQcFod2HMImSXOUKGxhGyyxwhw+wg5GgcIbvMETI0zmdRdqykDJg+l/7IkmtfrstRKFICgUAgEAgEAoEgY9iRn6eMfaXlo92VEYFxzvlodyKbtLa2jnYXNPLz8zE4ODja3RiTCNlljpChcYTsMkfIMDsIORpHyC5zhAyN81mVHecc6OsFKynNSnu5IMe6urqE7wmL1DCSl5c32l0YswjZZY6QoXGE7DJHyDA7CDkaR8guc4QMjfNZlR1jLGtKFJD7chSK1DBSWpq9B+mzhpBd5ggZGkfILnOEDLODkKNxhOwyR8jQOEJ22SHX5SgUKYFAIBAIBAKBQCBIk3EXIyUQCAQCgUAgEAgEw42wSA0j119//Wh3YcwiZJc5QobGEbLLHCHD7CDkaBwhu8wRMjSOkF12yHU5CkVKIBAIBAKBQCAQCNJEKFICgUAgEAgEAoFAkCZCkRpGTjzxxNHuwphFyC5zhAyNI2SXOUKG2UHI0ThCdpkjZGgcIbvskOtyFMkmBAKBQCAQCAQCgSBNhEVKIBAIBAKBQCAQCNJEKFICgUAgEAgEAoFAkCZCkRIIBAKBQCAQCASCNBGKlEAgEAgEAoFAIBCkiVCkBAKBQCAQCAQCgSBNhCIlEAgEAoFAIBAIBGkiFCmBQCAQCAQCgUAgSBOhSAkEAoFAIBAIBAJBmghFSiAQCAQCgUAgEAjSRChSAoFAIPhMcvnll2PFihWGr2eMYdeuXVnskUAgEAjGEkKREggEAsGo0tTUhFWrVkW8dv/99+OYY44Z1u+95557cOONNwIAVq9ejYkTJ2at7WuvvRbTp09HeXk5Zs2ahQceeCBrbQsEAoEgN8gb7Q4IBAKBQDDeKC0txbPPPosZM2Zg3bp1+OIXv4hp06bhqKOOGu2uCQQCgSBLCIuUQCAQCHKerVu34thjj4XVasXcuXPxzDPPaO+98MILmDNnDsrLy1FfX4/bb78dQNjKdPPNN8Nut6OpqQkPP/ywdt1FF12En//85+jp6cEpp5yC1tZWlJWVoaysDK2trVi7di2WLl0Kq9WKCRMm4Hvf+x4CgUBK/f3lL3+JWbNmQZIkLF68GJ/73Ofw3nvvZVcoAoFAIBhVhCIlEAgEgpxmcHAQZ5xxBk466SR0dnbiz3/+My644AJs374dAHDxxRfjb3/7G7q7u7Fp0yYcf/zx2rXt7e1wOBxoaWnBv//9b1x22WXadSqlpaV48cUXUVdXB7/fD7/fj7q6OphMJtx5551wOBx477338Nprr+Guu+5Ku/99fX1Yt24d5s6dm5kgBAKBQJBTCEVKIBAIBKPOWWedBavVqv135ZVXau+9//778Pv9uP7661FQUIDjjz8ep59+Ov7zn/8AAPLz87Flyxb4fD7YbDYcfvjhEW2vWLEChYWFWLZsGU477TQ8/vjjKfVp4cKFWLJkCfLy8tDU1ITvfOc7ePPNN9P+bZdffjnmz5+Pk08+Oe1rBQKBQJC7CEVKIBAIBKPOypUr4fF4tP/0lp/W1lY0NDRAksJLVmNjI1paWgAATz75JF544QU0NjZi2bJlES50NpsNpaWlEde1tram1KcdO3bg9NNPR21tLcxmM2644QY4HI60ftd1112HTZs24fHHHwdjLK1rBQKBQJDbCEVKIBAIBDlNXV0dDh48CFmWtdcOHDiA+vp6AMARRxyBp59+Gp2dnTjrrLNwzjnnaJ9zu93o6emJuK6uri7mO+IpOVdccQVmzZqFnTt3wufz4eabbwbnPOV+33TTTXjxxRfxyiuvwGw2p3ydQCAQCMYGQpESCAQCQU6zePFilJaW4tZbb8Xg4CBWr16NZ599Fueddx4CgQAefvhheL1e5Ofnw2w2w2QyRVx/0003IRAI4O2338Zzzz2Hs88+O+Y7ampq4HQ64fV6tde6u7thNptRVlaGbdu24e677065z7/97W/xyCOP4NVXX0VlZaXxHy8QCASCnEUoUgKBQCDIaQoKCvDMM8/gxRdfhN1ux5VXXokHHngAs2bNAgA8+OCDaGpqgtlsxj333IOHHnpIu7a2thY2mw11dXW44IILcM8992jX6Zk1axbOP/98TJkyBVarFa2trbj99tvxyCOPoLy8HJdeeinOPffclPt8ww034MCBA5g+fbqWCfDmm2/OXBgCgUAgyBkYT8dPQSAQCASCMcLq1atx4YUXorm5ebS7IhAIBIJxiLBICQQCgUAgEAgEAkGaCEVKIBAIBAKBQCAQCNJEuPYJBAKBQCAQCAQCQZoIi5RAIBAIBAKBQCAQpIlQpAQCgUAgEAgEAoEgTfJGuwPZJtWK9QKBQCAQCAQCgUCQjHhF3FWERWoYsdvto92FMYuQXeYIGRpHyC5zhAyzg5CjcYTsMkfI0DhCdtkh1+UoFCmBQCAQCAQCgUAgSBOhSAkEAoEgJeRn/gP5vTdGuxsCgUAgEOQE4y79uYiREggEguzDnV2Qf3opMG8hTFfdONrdEQgEAoFgRBAxUqOExWIZ7S6MWYTsMkfI0DhCdrHwd14BuAwM9Kf0eSHD7CDkaBwhu8wRMjSOkF12yHU5CkVqGMnPzx/tLoxZhOwyR8jQOEJ2kfBgEPztV+mP/r6UrhEyzA5CjsYRssscIUPjCNllh1yXo1CkBAKBQJCcDesArwsoLU/ZIiUQCAQCwXhHKFLDiMfjGe0ujFmE7DJHyNA44012PEUrUiLkN18CbHaweYtSVqTGmwyNwFv2Q177VkZtCDkaR8guc4QMjSNklx1yXY5CkRpGCgoKRrsLY5axKjt51TPgmz4e7W4AGLsyzAXGk+x4ezPk758PfmCPseu72oEtn4Ad8wWgpBQYSE0pG08yNAp/7VnwB/6aURtCjsYRssscIUPjCNllh1yXo1CkhpGSkpLR7sKYZazKjj//GOTVL4x2NwCMXRmmg/zkvyG/uyrr7Y4r2XW0AbIMdLUZupx/vAYASJEqLAIG+pFKstdxJUODcJ8HGOgDDwYNtyHkaBwhu8wRMjSOkF12yHU5CkVKIMgSPBQC/N2Ao2O0u/KZgb/zKvgn7492N3Ia3tNN//b2GGugoxUot4BV2EmRCoWADBSDzxTdXvq3z6DsBQKBQJDTCEVqGOnpEYunUcak7Pw++tfRmdKJ/XAzJmWYBnxwkGTe68962+NKdooiZXQzzx0dQFUt/VFUTP+m4N43rmRoFFWRMqrEIvfkyN1OGntjgFyT3VhEyNA4QnbZIdflKBSpYSQoTm0NMyZl1+2hfwf6yDI1yoxJGaaD10X/9mRfkRpXslMVKaOb+c42MLuiSBUW0b8pJJwYVzI0ik9VpIw/o7kkRy6HIP/f98BXPT3aXUmJXJLdWEXI0DhCdtkh1+UoFKlhJNeLiOUyY1J26qYJyAn3vjEpw3TwKIrUMFikxpXsVEXTgCLFg0HA5QCqVUVKsUj1D61IjSsZGoAHBsKWuwyU/ZySY7ePnqPmfaPdk5TIKdmNUYQMjSNklx1yXY5CkRIIsgTvDitSPAcUqXGPd/gUqXFFJq59rk6Ay4BikWJFqkUqs3TquQjfvS27iUu6feG2x0uMlDLmxPwmEAgERN5IfEkgEMBNN92EYDCIUCiEJUuW4JxzzsHjjz+O1157DWazGQBw/vnn4/DDDwcAPPXUU3j99dchSRK+9a1vYcGCBSPR1awSCARGuwtjljEpu+7cskiNSRmmAXc76X8CAfDBQbAsVj8fT7LTkk309aZ/cRc9x6wqfde+sSZDvvoF8PUfAEefmJ0GVVdfICOLVE7J0eumf7vaR7cfKZJTshujCBkaR8guO+S6HEdEkcrPz8dNN92EoqIiBINB/OIXv9AUo9NOOw1nnnlmxOebm5uxZs0a3HHHHXC73VixYgX++Mc/QpLGlgHN5/MN/SFBXMak7Lq9gCQBRSU5oUiNSRmmg+raB5BVymLLWtPjSnaaa1/6m3mupkyvinLtS0GRGmsy5D1+oL8PvNcPVlKWeYP6g5UMrKa5JEeujrluL3h/H5iafGQU4ZyDr30L7PCjYg5Tckl2YxUhQ+MI2YXhnIOvexvssKVpH3rmuhxHRDNhjKFIcQkJhUIIhUJgjCX8/Lp163DUUUchPz8f1dXVqK2txa5du0aiq1nFbrePdhfGLGNSdt1eoNwKVNXmhOvLmJRhOnh1ilRPdpN7ZCI73tsDLstDfy4UMmYlSpdMkk10dQD5BWElVbFI8RQUqTH3/KlycnVlpTmuj5nMIGtfTslRtUgBgLNz9PqhZ/8u8L//nqyJUeSU7MYoQobGEbLT0bIf/L7btbqE6ZDrchwxE48sy7juuutwySWXYN68eZg+fToA4OWXX8a1116Lu+66C34/ndq5XC5UVlZq11ZUVMDlcsVtVzC24HII8sP3gLe3jHZXsg73eYByM2CvzgmL1HhHc+0DciZOig8GIF9/Cfg7rw792VdXQr7xioSp8vmn6yC/sjLzTqkWKQNxOryrDbDXgKneAOM4Rkp7hpzZUaQ0177C4px5PjNGr0jFce/joRDkB+8Cb28esS5xxf0UHmfyDwoEgtFDtdCPw73RiLj2AYAkSbjtttvQ09OD22+/HQcOHMBJJ52Er371qwCAxx57DA888ACuvPLKtGrwrFq1CqtWUYDwLbfcommuPT09CAaDWraPQCAAn8+nvc85h9PphNVqRV4eicHtdqOoqAjFxeSu4Pf7IcuyFsM1MDAAv9+vKXmyLMPlcsFms8FkMgEgJbCkpARFRUXIy8tDYWEhAKC8vBwA0N/fj97eXlRUVAAgC53b7U7YBgB0d3en1EZFRYXm/uh0OlFWVqZ9v8/ngyRJKCsjl5W+vj709/fDZqOT5mAwCI/Hg8rKSs1a6HA4YDabUVBQAADwer3Iy8tDaWkpAKC3txeBQABWqxUAMDg4CK/XG3F64HA4YLFYkK+Yct07tiKw+gWUTpqM0kPmJ7xPeXl5sNvtI3Kf0pFxsja6/N2AxYaihsno/XQdSktK0NffP2r3SZWhkfvk8XhQUFCgVRTPhfEUfZ8cfi9kew24owNmkwmFdnvWxhPn3NB9Kh+U4ezrQUHrAQSBpPepa99OcK8blYUFkMyWmPvkeu81DG7fBPvXLjF8nwb6euFRFCjW14vKysq07pPT7QQmTAQYQ2VlJeTiInSR0FKSsfp8RMu4f+sGeB+5D5U/uw15yjWjPe919faAA+CuLliyMO8VDvSjv7AIJns1eF8vSkpKDI8nu92eE/Oep68HA2Yr4POgpM+PUrs9oo3gwX1wvvUSWFkZ7JdeMyz3KXo8Dfb74Qcg+b0oLi6OuE/6Z3C8zHup3KdM2oi+T5Ikab83V/YRY+U+SZIESZI+s/s9/X3qNzF4AUhel3ZNqvdJ/wyO1nhKBuOjUDn0iSeeQGFhYURsVGdnJ373u9/h97//PZ566ikAwJe//GUAwG9+8xucffbZmDFjxpBtt7a2Dk+nBVmB79sJ+Tc/AjvpLEhnf3u0u5NVQjdcBjZ5JjB9NvjD90D63T/BKnLbJD2WCV11LjB9LrDxQ7Bv/xDS0uNGu0vgO7dAvvV6YOY8mK79TdLPhm68EmhvhnTTn8AmNsW+v+IHwIE9kO76L1h+gbH+dHshX/N1oKwc8HdD+ttTYNLQCwNAi5p81Xlgx5wI6bxL6bVQCPLlXwY782uQzjjPUJ8AQH7uMfCnH4a04i6w2omG28kWnHPIl38ZkGWwk5dD+upFGbcp//NO8B2byS2ysAima1Zk3tFRJvTb68i9c+8OsKNOgHT+ZRHv8y2fQL7zJmDGXJiu++2I9El++G7w1S+CLT0O0rd/OCLfKcgOXKkPxPJG7ExfMErIb70M/uBfgXmLYLr6F6PdnbSpq6tL+N6IuPb5fD6tMnEgEMDGjRtRX18PtzvsJrB27Vo0NDQAABYtWoQ1a9ZgcHAQnZ2daGtrw7Rp00aiq1lF1dwFOtRCtXoXkTiMSdl1ewGzBcxeQ3+Psgl7TMowRXh/L9DfB1Y3iV7IcoyUYdmpcVsdyQ90eDAIqIkcPAncllXXRXcGLkuqXKom0L99abjk+X3kwqcmmgDATCaKmUrBtS+pDH0e+tflSL0/w8lAH6DGtWUrRqrbC5RbgJKyjGKkcmoce91gFhtgjx8Hqrnb7tupbZKHG664YvI4a0pOyc4g8vOPg+/eNmrfP5wy5P+8E/wfdwxb+6PNeHj+sobqYm5gfs11OY7IMYDb7cZf//pXyLIMzjmWLl2KhQsX4s9//jP27dsHxhiqqqpw2WV0utXQ0IClS5fimmuugSRJuPjii8dcxj4AmmlSEEZLxaxupBIw1mTHAwNAfx9tnBRFijs6wGbMHbU+jTUZpoWqfKiKVJZjUIzKTtvMeZzgAwNgiqtFDF1tQChE13iciE69wwcDYZ9yjxOonmCoP+rBBbPXgO/dQXIqTTEjXWebcm1t5OuFRSll7UsmQ+4jOXF37G8fFXTpyXmWFCn4vIDFBlZcCt5hPCY0V8Yx55wOCiw2uv/x4lzdimIcCADNe4Gm6ZFtdHsh//33kC64AszoMx2NqtDFUaRyRXZG4YOD4CsfAhYeDTZ11qj0YThlyFv2A0kSj411xvrzl1UySOaT63Ickd41Njbi1ltvjXn9qquuSnjN8uXLsXz58uHslmA0UAfTEIpUKsjP/AdwdED69g8ybitj1OKb5Ragspr+fxgtUvJbL4Fv+BCm7/08a23yzjagZT/YYUuy1mai75H/+H+Qvncj2ASDbl2KIsUq7ODFJRmd+GcVfSbBrlZg4uT4n2s7GP7/eBYpnRUqI2VDVRBUq1IaCSc0i0N1HEWqf2hFKinq+HfniEVKnZdKyrKXja7bC9bQBOQX5s7zmQm9fiAYBCwVYLIMvuljcM4jM/C6HEBePhAcBN+9HSxakdr4EbBlPfgbz4OdewkyhXMe3phlYU3JOZQEGnzn5lhZjwd8HsCU25tkQZZQDzv7esF7e8BKSke3P1lk7Jl5xhB610WBgrqxG2LRS0V2fNNH4GvfBO/PPINYxunKlQxdrNxC8SzWiuF17duxGdjwIbhi1YiH2+0Gl2XITz8MPoSrGQDwVc9A/tutCdvk/X2aRTET+I5NQGcb+JsvGm9DVT6sFbT5zaDgaTwMj12P7jrFohMP3qZkNSssjlS+tA7o3PkyUDa0+6W6m6azoVddD9WDAZWiYvAUXPuSytDrUT6UeaY17nFl7kamPj8NkwGvGzw4mFmfOKc5odyqufalkhI/HjmzjqjPtsVGivlgIMYKxN1OshJbK4E9cdzRlNf4+6szljEAsrgO9JOM/b6Y5yBnZGcUdXz4PEAGVs2MujBMMuShEB1g+H1pJRgbS4z55y+LcP0anaZVKtflKBSpYUTNEDIe4cEg5HdeRehPv0pPCVE3dn5fUiUgJdm5usg9aufm1L8/DnzjR5B/ein45k+MN6K6YZVT1iDYa8Cdw6dI8R4/wOXE8TVQZNjZCv7cY+Crh1ZauNcNhIIJ0wjzx/5OgeSZoigR/IMMNlNenSJVWgaeZdc+o2OXe92AkjyBdyRWpNB2EKiwA1U1kWnc1Xb0ylMmykav4tqnWqTSUqQ6AGslWEGUe2KKrn1JZagcPPAMLVI8GIT8iyvB33g+o3bU01LWMBngPHMFr6+XrDflFqC0lMaqwQOfnFlHlDHHLBVhd8/oud/toOd66sy4cT1893agpJTi7zZ8mHmf1Dl2ygy6b/oiyMgh2RlEPz74jszWOaMMmwz9PrpnoaDhsZHL8C3rwR+9b7S7kTv0+slaDaStSOX6OBaK1DCiptUcb/CP3qX6N//+M7DxQ8j//VfqF6uKVJxFT89QsuO601C+5dPUvz9eW+vfBwDILzxhvA31t5itACgmJVsWKb5jM7jeFQwIy9GdeEIqLi4GmvcpbWwc+otUK2GCfvP2ZqB5X1IFOBV420Fy5/B3A5+uM9aI2wkUFYMVlSgWqewmmzA8dr0uoLaeNtCdia2AvK0ZqG0gRTCZa19lNXgm9XH83RSDoFiV0ikAzLvagKqa2DdSVKQSyZAHBkjRADJ37fN7qa39mRVs1yx3DVPo30zjpLT5wAIUKy4sBup4Abmzjmjxfxab9lxwR1QtKbcTzFYJNnU24OyMeHZ5fy+5Dh97GmCpgLzmtcw7pSSaYJNn0t++yJPrXJGdYdTxUVKa8YGhUaJlyDmH/N4b4AMDmTWs1lkDSKkaZ/D338DgKyszl9N4oacbqG8EAPA0kwzl+jgWilQOwnt7ID/zyIhlPUoHvncn5HtvA0pKIV39C7AzzgM+WpNyViHu1214fRmYa9WByBj4NuOKFOec/PYLCoEdm4xnR4pjkYLbmRX3Ffmfd0Je+XDki2rSjiEmJK4oUji4d2irjaJIJbQwelx0epjpJrO9GZh/BGCthPzuKmNteFykhAAZZ0XLKmpWs5o68ASKFJdloL0ZbMJEMEtFAtc+B22eauozzNrnJ/moCSb60rDcdXWAVcVJCFBYnNkJsqqwFxRmbvlRYhMzLvCtZJVlDRTTxjMtyqvMB6zMAqbKPsvupyOOZgW2hd09u8JzBR/op1Nnmx1siqLY7N4evn7vToDLYNPngC05Ftj4YdxMe+mgWv2178uwvZzD7QSKS8BmLxg1i1QMB3ZTtr2P3smsHb17/3hUpFqVw89ciQMFID/wF8j33T46X97jp5hoU17WMqPmCkKRGkb8fmMLJ//kffBnHwX2bB/6wyMIHwxA/tcfALMN0o9+DTZvEdhJXwYsNshP/DM1P+eebtqIAUnjpIaUnRoQPmcBWUmMBhq37AfcDrAvfx0oKYP80v+MtePzAgUFdFoPkCLFuXZiahQ+OEiTjv70DginkU8ySfv9fsqKZDJRX3ZuTf5lqmIbL60x52HLSQrxVonggwHA0QlW1wi29Dhg08fheKd02vG6AAspUqy0LOtZ+4yMXR4cpA2BpQKsug5I5NrndgKBAXIBtFYAXk+MlY+7HbQhtVUmvMfymy9BHspls6eblKiiErJMpahw8sEAuXjGsUixotQsUgllqG52GyYDPd2ZndiqBxgdLZnFWfR0k9tJbT397cow4YTeIlWiKFIGn1Gj60jW8bqBwiKwohIlDrQS6NJZpNTn1GYHJk0F8vLBdXFSfLcy/0yZAXb0iYAsg7+/OrM+OTrJ4qckrYlWzHJGdgbhbgfJecZcwNUFnq1EKGkQLUPecoD+J8PSBdyn80gZZ4qUelgGIKcUKb5lPfi+zKz3hun1A2VmwFaZtiKV6+NYKFLDiGwwuFh1Cco0fiDb8KcfAdoOQvrm98CUzQErKgY783xg9zbgk/eGbqTHr1v0PAk/NpTs1AVFOuYL9Pe2DSn8gjjtbPoIAMAWHQ12/GnApx+EEwGkQ7cHKLNoWZWY4iIk3/4zyK8/RxtT/fcODIB/+M7Qmz9Xl+IGGV5ouBwKuwklUdRkWSbXvkMW0qYmiXuflr4diO/a19sDKNa1RJaWlOhooXiRCRPBjjoB4DL4B6vTb8fjAtNbpHr8WQ1YNjR2VWXeYqN05V5X/EQoipsmm9BAmyQuxyrKbictOLbK+IoW5xT79ux/kv5u3uMHSsvBJAkoKk7dcqeOgZo4WRVTdO1LKEM1MYua0S0D10XNpba/LzNrhJIWnuUXkHtupptE9X6WW8myCBi2mhpeR7KN103PtkpVVByoYl1kNjtYfj7QODXCws93bwfqJoGVlNHJ9JSZ4G+/kpHnBXd1AZVVmkt19DOQM7IzitsJVNi1MhqjYZWKkaHqZp6JyzEQcZAa4akyHnA7tDkyV/ZxvL+PDqCj15qR+O6gEgdXWgZUVKVdYiLXx7FQpIYRs9ls7EL1xD/TiSqL8L07wF9ZCfa5k8AOWRjxHjv6C8CEBsjPPjp0Qz3dtIEEklqkhpSdqwtgEjD/SDqRNKpIbfwIaJgMZq0EO/50ID8f/OXEVin5n3dCfvCu2HbU4psKbNIUSNesoM3Gf+6FfNsNERtevuppyH+7FTi4J3kH1RNf/Yldbw8pV0g+SZflmwBHB9jkGcCUGeDbNyX+Hv2iFk+R0luNkmSjGwpVSWUTGsBq64Gps8DXvJ5eG6p1zFpJL5SWkZIXCCS/MA0MjV1lE8csFWA1ShX0OLLi7cpGZMLEsDIYbZVzO8BsdlKkuByrJLi6aH7weSJTqUfT0w2UltP/F5embpFSXELZxKbYNwuLU1KkEslQO0BpVIqsZ7LR0I+LTCylqgskQAt9pq596ml7uVlr12hCFMPryBBwOUTFXlNUGrlaQ0qB2WsjXfs0ixSNSzZ1NrB/F7jHSSf0e7ZH1EKSTj2bLIkvPG78Rzg6gMpqUoBLSmPcxYdLdiOG20nzQF3jqMVJRctQjdc14kkQQff4tUihVTcn50rRcfVwrK835mA3XfiB3Qhde1Hqrrnq3FdSBlZhT1smuT6OhSKVg3A17XA2UgM7O9MKME/YzofvACYT2NnfjnmPmUxgi44BWvYnddPhskwDqrKKTrUziZFydgK2ClpAZ84D37I+7SZ4bw+wawvYvEUAlNTlS44DX/c2WWiiPz84CP7Ru+Cfro1tzOcNn4oqsNnzIV33W7BzLgb27tBcNTnnmksL37czeR/VYO4eP1milP/XSDIhBfeTksbqG8FmzAMO7En8LKiKVLklvkXKqzyLTEoplXpC2g6Si5miaLDDjwJaD6S3ce3pJsVJb5ECsu7elzb6GJJqVZEiWcmrX4D81kv0WlszKTfllvBv0G1KeHCQ7ofNTpsoIEbZ4LvCbppJrbE93eEYnZJS8FQTHrTsJ1e3eEVTC4uAwED4eUwX5Vljk6YCQNyshSmj24zxDgOWZBW9wllRlR3XvpJSsLz8nHg+eXsz5IfuiozZ3LUNfOVDkO/+bWqxnB43xfSpVNVS4Wl1U6beR1WR+vzJAJPo4KmjhX6/TpFi848EW3Is+AtPgO/fnf5v4hxwdlJiHwAw25J6OeQq8mvPgcdJukPzgBuwVZJFefrc3IiTalVc+zK1tPg8dBgmSeNOkeJtioyyEQeaJbh634DwQY/RtnZupfVO32Yy1LmvtJzmV7fD+PqRgwhFahgZMOD7zznXYisyTg0shyD/5kfg//t3Ru0AAHd0AvZqsOKSuO+z+kaykrQnOR3vUywppeWkdCSxSA0lO+7sAioo4JnNmU8Zorrak14Tw9b1gCxHWNjYwqMpfmVLnFToe3eQ1cPrij2N83vBdBYprT3GwD73BaCgEFxNrHBgT9h/eqgNhHriy2UtIF5bdCrsSRezftWtZmITuYZwGdi1Jf6H1XsxZSbgccW6Iqq/t2Fy0mx0Q9LWDNhrtJTabO7h1H48eSdCLcabRUWKf7oWobt/q/1uQ2NXX2dHUUB4Ryt46wHwR+4Ff/AuyGteoxPd2npyA1V+Q0RmPv2GVNmUxlind20hV72KqiEUKX9YQSgpDWfLG+q3NO8jNyyTKfZNNRVtnMMGPQll6HNTn9QNcCaBx90+oKwcyC8AMkk40ePXEnKwyiqKR0nTVZTv301FrQFSpMqt9P9FxWnFp0Vj5FmM6dsL/wV/8yVAr4Cr1o19O8H/e//QjUS79lVPoPlcrW/kcgBlZjrcAsBq6sCWfx3YsA7yf+6l16bMimiSnXcZUGaB/K8/UDxoOvT2kLtQRRX9bbHFHM6lKzv5uUchv7IyvX5kAOcc/OmHIcerqed1k3yVwxQ2fS5Z8EY4oYZehjwwED5oy1BB4N3K4WOZedwpUmg9CJitMNVNyhnXvgilJ1P3PuWAN+XYdOXwl5WQax9kObLm4hBkYw4cToQiNYwkC5BLuGj4PIBa7DJTk/DenUC3F3xvcqtHSjg7Ywtz6qmbBEAXiBoPNcWwokjFWxB4YADyKyvR7Rhic+XspA0PADZrPl27+ePk10R/18YPaXOpZnwCgBmHACVl4B/Hxnvx7boYI51LHuecTnjiKFIAKDh74dFk6RoYoJggUx7QOG3IwM8INzt1sVEVhoYpdH8TbGj7d++gTVxlNTBlFmDKS+jep06IbPIMeiE6qFlVXmbMBRwdhuMaeHuzVmcJAFCnxAmlU8NLVSqsumQTgOGsaLy9BfJ9vwc+fg/8ozUADAa3et20YS63ghUVUzKMzjbIT/6blI8Zh4A/8Bdg/66we6vZSi6qesVcF2uiui9GW234zi3AlFlgs+cD2zfFPd3jISWWLsK1L8Xf1bKfDkfiUaAoUv3J3fsSyZD7PIDZClZYSH3LJEbK7yOFpXpCZpn7ev3/z96Zh7dRXX//e0feLduSLe+O4yTOnpAEEghLCEvKvjUsBVrK1kJLW6C0tLQUaH8UmrK2vGVpgRZoKUtp2aGUJKwJkBASyJ44iRM7XmVJtiV5k+a+f5yZ0Wj1aPGa+3keHmJbGl2dmblzzz3nfI9W94nCYtowiXNxJ//lXsiP3E2L4y4XpfUBFE2Ix/YhJFtozXu94BvW0L+3BxRO+a6tQOVEsGXngK96XXtN5GP00HNJF5FS0/T4TnLIuNpDSgc76Wxg6ixg+5e04aGmvKp/zzVD+vYPKJvh30/F98VUxT6bsqFWYA1LgY3Hdpxz8NVvgn/6XnzjSIZOJ92jkRbbyu+YGuGbpNQUDpYOnmKCbNhykJy78gn07Bkkksllf/R2Gco8AHM+3cfjCN7cQOUOlsKwjaKUNKJOZExNB0h4Coi5iW3oWOq6JN7UvlwzmLrxEYeDKcQmDmGKiooi/p7bWyFf/w3wXREWtWralKUo+R0fNd2t6YDhMCrnHPLqNyB/9kHwHzrawGI5UiXlQFpa7FCvUlDKzNEjUvzNf4H/66/IrYuewsD9froJ1fGUVQJlleDrjcuxct8A+Fefg80+PGjXnaWlgc1bBP7l+jBnge/crKVsBaWi9PZQqlkURwoAqVT19oBv+Bh83UfAnMMpknZwf+x8ZXsL7bYDWhqTWpir1a9EuU7SWhtpocQYLVonTYt8zQHaTq4mIxya3udykNNZVUO7SQmoR3HZD7QcpEJzBcYY2Oz54Nu/NH6Nqk6HuqjLTTwixfv7ID+2AkhPo55NH1D6XbR7NyadDiCvIHA9lZaDf7UO+Go92OkXQvrBL0nOvL9fE1xhkgkosASn9qkPmEIbORrpGUHnmHvdQNMBsKkzgRmH0fduqA8fjz6dAgDLMVYjxbs76btEqo8CAhGpQeqkotpQXUABgLUoudQ+dyc5LGWVgchIIgRFpJR5JY5IGfcNUD3jwf3Alg3khOnng1xzIKIcJwldi/qxfb6GoofmfM2R4n4/sGc72LTZYOdfDkyaBvmZhyn9OhL6HlIKzFZK94wqYuPs0KIn2mskCdIVN1CKU+1McipDYIct0pw5efUbkb9De0v4/KCmAxcFUvvQ6QyKJMZlO6ed5thk6+PiQc1MiLBpqt0XVmXhqfbgibVZOQTobajWR7HZC+gXgyyk+b+fhnzvLyL/sdtFWRzjLCLFOQeaG8AqJiCrvCp47t5fB/mH30guPT5RmvYDisAPj9HD0xBq9o9BR4rrN9EVRyoewYlk58ChRjhSI0FLI+DzabvfelRFNDZjLtDlTE7RSI3QDPQDbYOnvalpBvy5v4D/99+B3/f20EQXw5FiJhNQWhmchxuKGjHIMdPuYYgjxVsOgv+PhB58DfuiH8floMW8GpFiDOyopdQHyuDNyT9fA3R3gh1zUvh3OfxoWoTqnA4+0A/s2QE2bxFQUhHsSGkKXdEdKUybDRSXUQpNpwPS4hPAJk6lvkyN+6O/r70VmEi1JNrDRpmUWIzmoZxz+PbvDRILYNPmUPF3b4T0ri4XOUpKtChUcIJ3OgOy3kBighP2NnI49REpAJi1gOxtVJZVXXSEpPbxBCJS/Lm/AAf3Q7r6JrATzwDqtiW8UOEhqU+spII2DwptYCefBZZjhnT97eRE6wVbCgqDU/vUf1uLKP0vVAJ9z06Ac7DaWTRPIEqdlPbwUhzN7FxjTWE1oYnIESmmti9QI+fxovbaAmjhnUzqS3cXqWWWVimR0vh3e7nPR98lVxeRAuJbUNvbKHUWgPzffwNdLjA1tQ8AsuOoT0sxfM0qSiVdehpQX0eO+IG95AhPnQOWlk7zoNcdfWHUqabTWoN+zabPVSKiMuCya9GToNeUlEP6+e8hXXpt1DGyC68E5h8F/vwTQTWoXJYhv/Yc5F9eA/6vp4K/l6oYWKSm9lnIYUz0ulTnH687qJaUe9yD1rImiqYQ63VTHy496jynRqRy82jOO1g/JGOJOL6+PvTr64+bGwBJovMODLrZy3dvo2suxAmmLA5XILWve/w4UnA5KIW6vBqmouKgc8t3baVnfrJ97+KE93gBhx1s+mH0iyQiUpzzwEar0Tp33dpPi1qPo15SwpEaQqJJNqopbRHrQtqaKPw6ZSaF0BPMh+ZeN9X0qAu2QSZfzjn4K/8Af/NF2jVoawrsTmo7fzEiUgBYRXXMiBT3KJNlbh6l43i6tYUP5xzyPx8D0jOBQht8B2KkLyjREFYYGA87cikdZ92HMceofhZf9TrtYs9aEP6CWQuopmnjp4Hf7d0J+AbAps8FmzgFOKBzpJTCTZYfIyLFGC1Wujsp3e6wRZqDxPdHdiC4xw30eMBqKN1OS3/wuCmFTN2hjJIWwj3dQVEFNn02OaB14U2H1XQrFFhJZCA0ItWpNMAtVWp/VIn+bRvh/80NkWW+Q9Ep9ulhM+dTY2WjdVItjQGlLiDhGine6QT/+F2wZeeCzTmC5NjT0sA/eifs3uWcD76poTibGqqgxnmXBWrCikpguuHXdK+oWIvCU/uyc8CylHpES3DUhtdtowLtSdPALEVAWVUUR0rJSw+pkYoadVCPf1Bx7KNFpDKNpfZFlazVCbMwqy25yHt3J5gakZLlIBU5w4RE7gI7psFRV8559KipIhDEjjgW2LWV7vP8kIhUgql9yUj/8tYmEtQ5ZhndZ1ymDafdtEmkymprUbiO8O8MBJ5ZQdc3AEyfSw77vl20aWCJvHPMqifHzGhgkgnSd34CVE+G/Od7ID/5IPimT8H/ci/4689RLeDq18EbdRts9jZSkFTPmzo2neBEPLYL2hzT2YG/8x/Iv79laFKy9IqboVEpp52+n74uuWLisEak+NpVcN56HbjyPObNDZR9otQ3xoomc7V+zu8LVyXt8QI+H5BfADbOIlJQhCZYxQRddFs5t8om1bCnMirrMjapVhH6SiIi1d0ZkHY3uj7VHKlcqrPPzo1ro0rInwPo7+/HL37xC9x888246aab8OKLJHfqdrtx55134vrrr8edd94ZlAf58ssv40c/+hFuuOEGbNq0aTiGmXIcjijyoOrF13IwrMEeb20GbGVa3nfCu7U7vgJkGdLXziGltVhRDwD8s/fB3/oXyZuf9y1KP1I/W1lQaOpI0aioJtGHaItq9WYy5wV27pUbmn++Btj+Jdh53wSbNB39MaIT2gJH92BmJeXUlyQ0JRGUdiO//nyg/9HenUD9brCTzoqcapKRCcw5ghojKzcw37mZalmmziIHyNEOru6iqWFy/Q50BNjRJwOMgR1+DH1GUQnZIoojpRZ0oqY2+HM8XTQRxUpBUhbDrLIm8LspMwGTKXJ6n1q3IkmUrhMhtY8VFNJ3zMrWUlDld14BGvcNLpoB6GS/QxypvHygegq4wTop3tIYfIxstdlsnAtVdfE7a74yjgKww48BX7saHc3BETf+8t8h/+gb8D98F+RP34tc49jpCERaALCjTwK75BqKlsaAWQoDin9QUh50C1JmLQqqI+J124DqKWCKQ8NmHAbs3hru6KkRKbOuRorzwaXLG+spRTHfGvnvmcZS+yLNf7yvlyIG6rGtRVRrkYAcL5f99B3zCgJy84ko9+l3SwGyV3ZOmJw6/+sfIN/zi4gOtSoywc6/PHAcfYQ6JzfhGr6ozxED8LWrACaBHX0C1YJmZIJv+5J2xksrA9ersimlfx7x5kbIP7yQhCLUCHRBhIgUEOgFF5LaFw8sMwvS9beBHXk8+FfrIT98N/gXn4BdeCWk2/9ADdP/8WhgTu6gHlJa774CCx1Idy/FYzu+fzelpwPBjlRzA0XShyDlj7c0BupWQpU5lV5y6vcDlChxc8PwKZ6pogJrV9HPTVT7E1UER0+3K5BKHPo8USMiakTK053SPoBAIJoZsZ3HEMJV6fPyKnjUelInXTvaJtUwO1JaplBF9aBCX4Oi2jMjI74aqezcQNp7oS2u1L5k5sDhYFgcqfT0dNxxxx249957cc8992DTpk3YtWsXXnnlFcydOxcPPfQQ5s6di1deeQUA0NjYiLVr1+KBBx7ArbfeiieffHLUe6SRsFqjLES6XLTwA8IXj21NtOOjPJASVXzhWzfRgnfaXKC0QusLAwDyp+9D/s8zgddyDv7OK1RP863rAjUsSs0Bt6uOS3HMz9R22aM1tHV30/fOyQVTaySUtDj+6rPUz+mE0+lmt7dGl1JXH2iFweNhRy0FGuuDvisAYPc28Nf+Sb2cWhopGpWdC3Z0eFqfdqzDj6YHsipZvnMzUD2Zmkkqss1oIOdByzeOldoHUgOTfvx/tNgCRaliCk4oecisopp2JtWmhR43YM6jppd5BZHz61Ub6AQDWGYWUDM1iiPVGUhFspXQbq96LK1vUyGNuaQCvK2JJsLtm+g1uggd7+uD/Jd7w4v/m0nJSBOH0Ntm9uHA3p3gXg/1nVHThUK/lywDrQfBdOmBWjF/nAtV7QGr2yBgx58G9HiQsz0gXMLdXeCr36AIU30d+JMPgr/weMi4/HRf64vxC6yQojjrQRQUAu7ugHMWWmtitZHMtCzTrvi+3WC1MwOfM+MwcmpC0o+0Jpc6+XMA2uJGfvZR8K8iyC431kePRgE0rwCDplBFnP/0Cygg8D0TiUp53OQYmgsoIgUkJjjhVSN3So0UY0BVDXhIejHf/iWwZwf4f18KP0ZbMzlftlJq7A0EbaywHLOxtMoIRH2ODAL3+ahH25zDqU9eejowdRb49k3A7m1aNApAYG7XLW74vp1Afz/46jfAX/kHORlq9EeBFRVTyvL6j+jnwsQdKQBg+VZIV1wP6f6nId34G0i33gfplK+D5eaBXXAF2f+d/0B+9lFg8+darSEAzTnXS6AbtR3nnDa0VBVR3fynOdTtCaQzA5DfexPyqsi1X2hu0MSOwp71EcQ7UDHRcKp+SlCetfyz92mDtK0JrLyaNgvSM2I7Us2BezHMmVGemSzPAuTlUTQ51amvB/ZQw/JPhlE8BKBzqmTdFNQEWjxwvz+QsZNsjVK8NDXQ+bKVAnkFgYbhCaCpI9dMjSO1rzvw/AGUFhPGHalE58DhYlgcKcYYspQCZb/fD7/fD8YY1q9fj6VLabd26dKlWL+eHurr16/HMcccg/T0dJSUlKCsrAx1dQbrJ0YRpkjSwQB58cXkLOkdKc450NZMu6tR+scYgXNO9VEzDiPxhMqJWmof55wml7dfCqjQ7doKNO4DO/lsWvSVhixKOlrpIRpth1pFVe6Llt7n6SYHRjIFdaLnrU20OF5yCphkAqusRkwp9Y422oXOzAz6NVt4HCBJYVEpbZHv80G+71bwL9aCHbeMlNWiwOYuBDKzIT/6OxLe2LszkBdeTbVJXOnTpO3QDOJIAQCbOS/gRAJUJ9V8ALy/jxbKn3+s1TAFLfTNeVRYD2WBrEtDiuRs8327IBWXksCA/vOnzSa549Bogk4AgNlKg3cQ3d2UnqGq5JVWAG3N9IDinBbW+lTHXZtJofDj/wWPqbkxLBqljWv2fECWId/9U8g/uwryfb+EfP+vAnLSKh1tQWINGrrUKd7WHKROFhXNvrqUo2mzgfIJ6Pn3M4G89vfeAvp6IX33p5B+/yTY0SeBf/Ie9SHTbNRFiwFLAhO+1ktKWZQ4O4IXpJYiSoNxd1Hkb6AfrHZW4O/T59A4Q9P7vLoCXyBwLfS46cH+/tuQn3ooqLaMy36g+UBwJDMUJSIVdg2FEHH+05oWW+j/6s52Io6UtoGRT45KXkFitQdq5C4n4OCzCZNpU0bZ+ecuB22s5JjB33hBS3VS4W3NQHE5pfAuOwfs2GVgynmhYycWkZJfeBK9L/8j/u8EkPqcqwPS0tMC32vmfLKR1w1MDThSLEtJkdNnSLQ1A5JEjcVLyoHKmqDoiPbe6XMDmzxJRKSCjpmWDjZ7AZjatBkU4cWUGeD/eQb8o3fBjl0G6RJd3ZWW5RBY3EV9BofS0Qa4u2lDJyNDy8Lgsl+LxvEE0kb5wAD4y/+I6HzzHi9F+mfOp1+EpfZ1hNWcsUpls7IpdoZJquBOO6UYu7vB332V5riKCYHWDbFS+1p0G6qxIlK5SrPVFEdptJ5bIesRvmdH7Fpuo8ev2wb/vb8MbxWiRO0YY0gvVls82Ok6Ul87EhGp8qrA2isZR045l2zyDLouDKS8cn0bDigbMHFEeA3fxyNE2nB9kCzL+PnPf46WlhaceuqpmDp1Kjo7OzVP02q1oquLLi6Hw4GpU6dq7y0sLIwa2lu5ciVWrqT+PCtWrIDNRhO5x+OBz+dDQQEtbvv7+9HV1aX9nXOOjo4OWCwWpCnhfKfTiaysLGRn0wLb7XZDlmWtq3JfXx/cbremICLLMhwOB6xWq3aiHQ4HcnJykJWVhbS0NGQqi/28PLqIent70dXlQrqtBKaKCej75D1wvx+FNhvgcsDe3wdWWglzcQm6s3KQ3esFIhzD6/WisJAWYH6/H06nE4WFhZAkCb6mBnR0tCH73EuRb7PBPX0WPBvWIBMc2d4udLQ1U03Kv/4G2wNPofOjd9Bvzgc7cil9t6IitGfnAC0HkZ+fD6+7C77icqRnZiItLQ25ubQg83q96O/vh8ViIRvnmeFMS0e2sx15ip3tdjsKCgqQnp6OTl8/es15yMnJQWbNZNgBpPd64d++CTKAwiXLIOfno7OCoijmLieyiorCzlObww6puEw7l9p5mlwL5/yjMLD+I2D5t2Erpl1WV3MD+opKYPnVfej6zY2QOYfp5LORazZrDn53d3eIjc3w/OL3wDN/gu+J+wGQAIjVaoXJZkN7STl4w17kDPTB/cHbyFhwFNLM5rjOEwC019SC+/2wuF3o/eR9eF95FulnXoTC79yIru5O9JrzkWbOg2wtgtTXizyLBR2ebmQU2WC12eAqq0Tfgb3Iz89HRgbVDDm3bIJ/02fIOe+byLXZgs5T38Jj4Xr738CeHbAdv4zuhf4+tPV4kFVShnybDZ6Jk+H+4L/IBkeurRgDbhccANKKilFos8FdMwWez9eAr1mJ9NkLwHJy4VccdYvFgp6D9fACwJYvkHv5D5GdnQ25x4v2xnqYTjhdO2/6+4lbjkNHWRX8JhNyLroKpvwCuJ/9M+TfXI/sa36K/JNpl9+140v0AbDMmIMMm02zMcu3QBroR77VCvuffgts/xIl/3gHLD0j6J7Un2u5uxP9VhvyrIVB56n3ezej847rkfXmC8i//Adof/8tsMMWIn/GHGRmZmLg/G/B8clqpG1YA+vXL6VrsL0ZHgD5VRORZbPB5/PB5XKhqCiQmmO324POU2dnJ9LS0pA2cRJcADJ7vfAD8Hc5kVM5AZkFBejs7ET+xEnoBFDQ3wPnC08AGZkoWrwEUoEVLpcLGSVl6Jk0FWzPdmRmZ2vznluW4WEMyM6BzWZDf1kFnADg9SDH0wU3QA/UV59F7ndvQnZ2NnwHD6Cjvx9pE6fQnBRh3vOlSegAkCMxmJXXRLIxY0w71+p5yoGMTgD5ldXoBpBfMxkuAGZfH3okKeJ5StvwMdKqauCvmhR8nprq6VgVVciy2eCYUIOB1oPIy8vT5t2uri5IkgSzcm/29PSgt7dXe+74fD44FAfHWlWNNJsNdrsd2dNmw7v6DVgH+uAxFwCtjegFUHD9reh67F7wp/4I2/1PgaWnY2BgAI62ZmROnQmLzQbYbLBfcb027wGA3ZwPv28ARXl5YJmZhp5Pdrsd+GQVevKtsF1weVzPJ+7zwf72S+ATa2Fdeoo2d3bMmg81MbHoqOPg1T1bOkrLKT1VklBYWAhXpwMDxWVgM+eh6P/9EyYOsMzMsHPtnHM4+j9+FwBgq52GPo5B572Ojg6Yzea4zpPL5ULhT36Dvg/eQfbJZ8HJ0oLuJ5fJhD6TCdkDfchT5j39NTgwMIDOzk7tZ/WeLCgogH/3ZnQCSJsyA35bGdK7XbDYbOjeVwevnyyW7elEZn5++Hn67GPkeLqQq8xR+vPUt34NXD0eoMcDK2SYbCXaeSroccMBIG/mXHS9V4AMTxddPwA62tuBTidyKqphttm0e8E8dwHaGEN6ewtk5TzpbRxtLaK/n+J5PrU67cg6ein6vvocXOmvlVlTiwKbDY6ScshdTphMprDzVFRUBHdnB7yZWUB2LtI7nbAq362zsxO814s+AIUTJ8HT40EPgAKThAybLeZ5Uu8nl8uFjIwM5ORQ/Vik+8mp9EmTWg+iSLeOcD55P9KqJgE/ui2p9Z57VR08u7Ygp8uJ3Omzteu4p7kB2ceehHybjeyYb0GWtxsZXQ50AkBaGtL7ejV7pOI8DXY/tbU0gE2fC5vNhq7iUvQqLXGMPJ9C13vM3Yl+axGyqifBC6AwzQRThPWe/jz19veCWQuRoTyf0iZPg/v9t2HmfriZadB1uSRJ4eu9BNfl8dhYf4xYDJsjJUkS7r33Xng8Htx33304cCCGKEEcubLLli3DsmXLtJ/t9uBdncF+drlcQT97PB54QmRqBzuG0xneu8LtdkOSJC0lMaipncsB38Qp8E2eCb7ydbD63XCaTIEePyVl8Hg84JZCeJsaYFLeG9qUzG63Ux61SQLLt2rOprxmNb1+ykx6jSKf2rtnJ3q2b6I6nfMvB3/pKbT//THwdR+BnfZ1sMxMdHTQDhMvqQBaD6Krqwv+pgbafRoYwMDAAHp6esLGoVFeBe+eHejT/a6zk3Y//A47kJsHr9cLj4/OcX97KzWGLKuCKy0T6OrSpNS7d26FZ+4iAMHniXe0gldMjHhe5MOOBP/iE/CGfbArE4S/bgdQPRndZgvw899Dam8BLyrRzpOeIBtX1oDfvALsnf9QhGPqbO1cy1U1wP46uJ/+E3h/H3znXwl/jPOkJ2hTQBGccDz+ADXLzMzCwMfvov3sSyA31gO2UoriZuUADjvZwdONgbJK+r7mfMBp1zYhAMD//ONAdi56TzwLPbrPttvtdF4lCXznFtiV2iC1LqI3Mxv9djt4Nk2+3oZ69ICB19Puu99coHymhYrW21vgO+sblIb5+VpIfb1wuVzwb95Axz24H+4D9fAUFUNe/xHQ3wc+78jo99Odj8AEQLUeq50D/vBv0fP8E+ifdxTZXYkEdObkgemO48/MAlwOOFpagG2bgIF+2NevJaVCIOK59h88ABTatN9r46iogXTy2eh9+9/o62gH73JBOu0CdHd30wRcYAMm1qJ/1etoP+5rYIyBt1D6T7eUBrduXOr9pKI/TwAt7jijabivtQnIyQM4hzczB73KfdNtUhzk+24DHO2QvncLHAN+QPkcn88HuXYW+Htvwd/pAsvIpPPU3koKmZKJzv2AsoT2euCp2wakpYEdczLk99+C+9iT4ZlYC75lE9mmvCrqeVJ3YL1OB3p1rwm1cUdHR1hKdpdSq9nFTGAAuiR64HYfqIc0+4iwY3CfD/LDK4DDFsH0/VuCx6GkDnWDwW23Qy4qBTZ9FjhPOnpDhDGCvpsSyXT2D2jXVG9xGQDA8dUGSIuWQN5NjWy7KyeBffP7kB++C+2vvwDp+NMoZaejFf0Ljw06rjrvAYCsRL/tDfsDjaRDxxH6s8MO7nHD73Gjff8+sNw8w88n+aP/gbc1Q/rRbcFzZ+VEim5nZMEppQO6OcufXwi0HoRJlmG32+FvqAeKSmEC4OpS7KnYVX+euNpkNzcPHd2Bcxdz3gPiP08AOtOzgWXnQX1V6P2EPAt6Wg5qz5/e3t6wazDsmJ2dkDd/AZjS4C+fALnQhr6mRrpn1NpPxuDdvw99yufpjyG//Azce3fCO/0wLctBPU/y6reotpbLcGz4FOyIY7T3OXdQRojbbAEKi9HX2hS4tp12gMvwZmUH3WN9fX1AcRn69u3SzpOeaGsRPUafT9znA1xO9JkLwI9cCv72SwBj6LfSZoOcmw++dwfg99PPb7xAoiKHLUJHRwf8++roWZ6Vjf7mhmCbKc8cx4CfBKYAdDY2gBWVxTxPgBLd8HTDV1IOrzdYgVaznywDu6n5vL/pAOytLWBp6XA27Ifc3op+vx8mv187T3z7l+C7tkA695uG13uyUsLgra9DjyLBz7tcgKcbvdZi9Nvt5OhYbehpOYje7V+RSNDEWvQ77UHHjXaeOOfAtk3ga1eh/eyLg1Lajd5P3OsGd9iB8mo6TxlZ4F0ucFk29HwKXe/5G+qBwmL0KvVfjn17wHTJbfp5D6Dnk7/TBWYugF85Vn8BOT3dO7aAzZw36LrcbrcPeh8Pxb2gP0ZFRXAPPD3DrtqXm5uLWbNmYdOmTSgoKNAG6nQ6NQ9T3T1QcTgcmqc4lsjJyQHvcgbJuQKg1IN8C/URYkxL79PSmFSJaWuglxT3DcD/x1+Hpe/If7oT8pN/CD7+rq1AYTEJMACAkqbDD+6nRrNTZoB97TygejLlvjOAnXBG0CFYaWUgN9zeOrjQhPq+WMp97u5Ar5bMTEoJs7cCO7cEyUEzkwlSeXXE8DvnHHC0a814wz5/Bsl7qr1NeI+X0gaVuiZmK6UmpgZhaWmQzrwIpp/eFZQKyKqnUHrbZx+Anbo8UOweL1YbpSTVbQfmLoR05Y2U/rT1C7K7sqBjeTplI4+bCnTV9/f2aGlmfNtGYOtGsDMvQm5xuEoWy8qhuix9nZTajFdNOVTPtRLC52rxtj61DwAys8GOOJZswWVKhVJqeDBHqTXYojhV6z+iWiBdbc9gsEIbpfPYWwOFqc2NlNapfn/1tTlKat+OL7X0iWjNhzViXNfmy75PTV7XfUj3y9RZQX9nS08jQY89pICo2SikGN8Qil15SyP4e2/S8fUpPeq/O9rALryK6vdCYDMOo4L4PTpFRk/gfgNAdWSge4Lv2wVMmAx2/hVAXgH1ENq2kTY1mBQ1BRMAqTpK0qBiE+pucRBqfaiSBsuysintzRklzaOlkb5XhFQmrTbRrKTUllaQcEW8KXRaap8uDbaimppmK81P+YE9JM6QlQPMO5JqV7Yp6aOOdsDvp0VjNHTKkrxhH/wrfkaLm1joFeqMtgYAPSv4my8Ck6YBcxcG/Y1JEtg5l4KdeWHY+1gR1S1wzgNp5rG+k/o+axE9syJInw87BdYgJbGI12AEeH0d1Qinp5MarLLQ1/r91EwNiP/o39frpXvO5wNCVEf5QD/4l5+BHbmE1ECVeluN5ka6xorLaB7XXw9aU+4Iz7mKicBwKPd1OgAuI7O0ghRNAaoBVBRIYS0EXA66Xrxu8Neeg/y2LoWxpRGsrEpJFQ/pO9jdSXW+JpMmhmNUyY4//xfId90UO7W4uYHu61nz6d5sVdZWakquwx4kiiV/8Dal7MYhwqD2MwzqCaX22aqg+TMnJ0c7t7yxnuYQqy2QChvr+PW7Ia/4GeQ/3AG+7kPwt/5leGxBNKljUtJC8yz0vPYMPoaIqM9NtdTDSJ2Upzu4vlJVHDaYYmn0Ph4phsWR6urq0nbR+vv7sXnzZlRWVmLhwoX44AOqZ/nggw+waBFFHxYuXIi1a9diYGAAbW1taG5uRm1tbdTjj1bS3V2Qf38L5D/9VpskeF8vNXAtsJIscc1U8K/WUy52axPVIin1EUw/ue7eBmz5AvzT97Xjc68HaNgH1AUrdvE9O7Su8wBI3S0rG3zTZ0DDPrAFi6lR4gVX0uccfkyg27RKWSU9VD3dNOkNIn2uUVFNk0aPN/xvXndAihkA8q3k2PkGwOYeEfTS9ImTIztk3Z1UIxNlPFrxs7LbB6VgnKm9mFKEJjhRVAJ2eviixPBxGKPmhpOmQbrmZlqk5RVA/uhdepirC31FIpb7/VSUqy7M1Foapx1c9kP+11P0sDvxTC2MHfaZ02YD9bsCYh6hAgCqtK2a1+4KcRJUWe+Fx5KAhWILfmCPVsMjHXcKqf9t/pwWG5s30Oul+HKd1YJ4ruwuUsf4qvAX5pgBj5s2LbKygcqJgRrACHCfj+6tKI5UdoGFnNq8AkjnXBI+rkVLgOwcrYFvpIalhsnNA9LSwV/9J/g7/6FrQK3HA0hG22qj2ptl50Q+xtTZFGncEfjOoXnpmqPg7gLq68AmTwfLyQW7+BqgYR/kB+8gIZbS8sBiKQKMMRI/UWvIZD94f7gwTMTrr9MFmPODmmDDaqNo2nfPgf/7ywO1DUBA8KG1OVzZT1XNVJxqrcdZvKIAHnegdlP9jmnpQMWEQC3U/j1gSm0kYwxs2lzwXVs0hwMAWHF0p4PpHCn5tX+SaMJbL8Ycll7sgu/bZfjr8LWrgI42SOdcErGmSTrxTEjHnxb+xqISOqeeblro9Xi0dgeDIX3jakjnXmp4jENGviVISSzaHKiHhCb2BJ4RthKaa/t6SXApO4calbe3hGfL7NhMC3UA/MsQ4ZatG4EeL9jiE0mVdF+wI6VKiTOTiWoi9bWu6r8j9eWqrKb2JAkoXcaFsvbILK8CK6sE5i4M1AkDSu3mAF0rO7fQ4lwVDOrvo+dXWRXNsa6OIKVT3uUKiLHkGa+R4j4f2dnr0QROIr5OmUOkpafTz8paQi+KFNTAW1U1jtawPhLqc7Et4EgFFPvIacnKygqc24P7qa+jQbl3+Zk/kdPyrevAjvsa+PqPA41t44DXK3PHhBr6v9qWIQEJdO25WVxGfduAQSXQOee0yZmr26hS1RoPhm+QRcLIfTySDEtqn9PpxMMPPwxZlsE5x9FHH40jjjgC06ZNw4MPPojVq1fDZrPhpptuAgBMmDABRx99NG666SZIkoSrr75aywUdK3BHO5wP3h6QjW1rpgtHW7TSgostPgH8ub9AfvhumpSKywMP9EIbiTH4/eCbP6fj7tke+JB9u6jYv7+fHIZJU2nn3mknqWsFJkm0A6Acgy2gHW02cx7Yd34SttsOgBwpzsHVXddBFPu0z6qoBgfICdI7c4ASkdIt7AosNAllZgUVPgNAWvUk9H28Ery3J1gUQilQjBaRAqj4mW9YSws8deKsTq0jhSnTgaoaSBdeGSZ6ES/sqh+DcVk77+yoE8BXvkp/1DtSfb2ByVvZxWOFxWTv9mZaBDfuA/vuT0mhK9rnTZ8L/s7LwN4dwMx5gV041ZHKzaPohTrJuRxAbp7Wt4mZ88Gu+VlA9ctaRBGG/XXg/crDfepMsLkLwT9ZTY2nfQNgC4+N3zhVNaSGtmsr+JHHA82NkY+Tm0u7/V+tp4LxQlqc84H+QL8pPUrqTDRHCgBY7UxI9z0dWSI/K5vO08fvQi6w0I52jjnyZw0CUyTxeV8PpDO/ATZpavDfJROkFY/HdEJZdg5tyuzURaw93YFFChCISNVto8alk6g/mbToOPDpc4CmA+DNDbGFJlQyswKO1Bsvgq9dBemuPwc7SBHgOlETFemSa8jp5SARnK/WB64t1ZHhMu3gK84MANpUyckFUyWr1Q2A9lawmmAbxsTrDo7cKbAJk8G3bKA2B452QFXjA4AZc4FP3wOaGgJtFWJGpBTb79kJbPoMyM0D/3gl+OkXRO2vxBv3AcVlMGVkwG+wISz1yHsDmFirKdAZhRUpc0lHOz2LALBiY5F2dtiiuD5rqGAF1qh9+QCAb/oM3NUBSZ+BYW+la0BtM6HrqcVbmyjaVlxG13t3Z9D1y7dtpHthzuHahqh6n/LPP6a5dMZhYFs2gH/0DrjPF7hemxsD6pjWIurx1uMFy84JRCsjiXdU1pDoQ8tBYMKk+I1kEDULwKQIJkg/ui1Yit1aRNeL0x4Q95Flar1SUkZrk/IqyhBQMknUTTh9LzlkZtMGspGI1O6t5OCnpYN/+A5w3Neiv85qA+YeQRF2dVN2/x6KqPsGaK6bWEsbiqqgyM7NJFplhE41IqXbuGk+QM8rXfouCm3UN6vHS+P1++hZ5fdHnS95bw/QuB/szIsgLT0NfPJ08I/fBf9kNdiyc42NTz3W5i9I/ELZLGf5FjpvXU5AFS8xiqNdeW6WBc7fYBGpvl7abNCLTSh9MLlBR2q0MyyO1MSJE3HPPfeE/T4vLw+33357xPcsX74cy5cvH+qhDQncYYd8362AuwvsihvAn/ojeFsz7WqpHeKVnWt24pmU3vf84zQJzTsycCBrEV20nU7wLYocc8tB8O5OsLyCIKeK120DmzSVHtQA2JTpQWNilTXge3YAVZO0dDEAkKL0uGGllXSzKekKrMhYap9euU8fFdMiKfoFi3ojzpwXtvAfsCmLkuZGQLew5DuUCTvWA376XODjd4GGelKTKygM6u+TCliOGaY7HkrNsRgDmG43/NiTNUdKO1eqIqDaJ0edlJQHrfy3hyjid/r5FC0BwvKlNWpnAUwC37WV0hxDHCnGGNhhC8E3fgJ+6bWUwqB/MIAW30Hjr55MKoYeN+2y5luBuUeAv/8W+Mv/oN3LySGOtRHbSCagdhb47q1g3Z204IkUkcrNo8m60wnMPxIsO5dUpvbuDI7uqKjKQ1EcKdV2saTL2Snnge+vIwfW56P0nwSRvvuTmH83EsljMw4D/++/KQLY20MprfqGzCYTLVq2k7PFJgfmCJZvoXRjJTV2ULJ0jtTurbT7vHsroHt/xOtPSWsOGvf0udpOt3/bxuB5rWEvnVtPN/jB/VpUCAAtvNS0PkCXkhqfNDT3uIMU+zSqJwNrV2npqUy3GcOmzQEHyHFtbwEyMmNHI5Xj8/++BGRkQPrx/0FecTP17rvsB5Hf01BPC+WsHGDrF+CcR4wwBVFfBzQdoF3swV4bit6B6FfSpgyk9o0qSiqALpf2jAy9BuVX/0nXoM6RUttPsIl0/7KiEsWhbANam8CmzAQrLlM2rFqCHamtG4Fpc8COOJY2jPbuAmpnkgrrpnVgRy4BS0sDnzwdWPU6pahWT6HojL0FTJ1H9Sq92dX0/4zM4HRTBVZJm5X8YD1YHI4Ub2mkrBTF+Wcnnw1JeVZERImKeTMprSrselJ73bk6yJGaOQ/Yuwt860YwmeYBVlYF9HjIdvZWnSPl0iKAjDHDURr+1XogLR3snEtIvfHAnqD7ElA2E3ZtpXklPYMyVPQRqdkLaFNZbdPSfIDWWekZg6eDq58h+wONn0MjUopiH6DMgfqegFU1VJPMOW10hcyFGvvrAC6DTabNLjZhEjBpGvgH74CffE7QueCdTshPPgB22CKw408Nyibgfb3Ars20zlRR1hK8uxNxzhDa3MpspRS1N+cN3ksqtE+fAquoBl+72tC8FnUtM0oYW2GesUJODlBWhcyfrwhMlKr2vnrzqY4UY5RqceNvKOVFL0mr9pLavRVobgA7QtmJr6OFBt+zk3a0bKXgyu+wdwfJt1aFTLBVlJMaqb4iIsqEp8mzG03ts5XSbusXnwT/Xm2WmhvYIVcbfoam9QGAFCGHljvslPs/78iADGwEtCaRO7+i1Bz94msMwKpqaEcZ0BaHak2QKkmvpUharJRn398HdvVNkJZfPuikRNGLWvCvlNq9Lhelr+iiKezYZZQ+sfFTcv4LCiMfTH199RR6IO3eFpDmnn4Y7f51OpS0vsSmGzZ1NuWeKypMrCxC/Y46SUsSSddPVZxFXaqbnkg9pOIeV3EZTL+8D9Kf/gXpzkchXR95U2i4YDMOo82YXVshP/MwIPvBTjs/+EXZObShYc5P6rsjMxu8t4fSNpSeZXzjp4O/r8sVJP8f9h1qZ5E8/0A/HbthL9j8I2nHOmT3knd3BkXcWHYOfa94G3CG1pKpx1MWqVxRpNPPI6y4jFJXd26h2taS8tj3nXp8dzfYsV8DmzgF7LhTwNesjNgwlPf1Au3NYFWTIE2eTosVAxLxfO1KID1D20yJC7Upr6ONdugZS+4aGQHYVCUTQ5+5ocA7nVR31uXSWkwAoLmFMUCpa1Gfdby5MRBFUTa0tB466r/bmsFmH05RcJNJq4fma1cBfT1a9Jwp0V++V0mzamume1WpRdRS65VIFG161kS+pkoqaM43WCfFmw5A/su9kG//Afi/n6Y+Ys0NtAEUC0c7pbxmR6lPUdIOef1uqoeaczgwYy741i/IdupYQ1PFAYrs6duFmPMHrZHinJN9Z86jfn/pGeAfvBP4u5JiifZmemapUW2lbpt73UB7C20glZRTaiWgRUXY4hPILkaazHZ1kvNVaKPrSS1laG4AC204ry+bUFP7gJiOo3adKNcNALClp1PNqC71GQBt9Gz/EvyFJyD/8hrIavNkgKKDPh89E1W0SJIr+ucf3A//7T8Iq+/XWgCosu751sHtpaQjhvWPrJpIvQjj6Cc1WhGO1BDAsnJguv52WOYtpN0Bq03L2+dqGFTtwq6+Z+Y8SPc/A/Y1XdhWnag+on487KxvUEi7bhup0uzbCTZ5BjXnrNtGE82eHUDN1ED6gO74KC4DO+p4Y98hM4smCaedOq8b7I/DJAns9POBLRuCe/moub36m0lxFPVCEyr5U6bRIlznSMkvPgFwGdLF3409BqX4mW/eADQ1pLw+ajhgpy6ndER1ElYnX7WwVe0NJJkgfe/nkH5xL6TFJwQdQ5X2jHj8o04ADuyl9CF9vrrK9Lm0UFy7ihwhyyCO1MQpFBHydGuCEiwzk1KgAOPpEpGOrTwQ5Q+Vh2YEIQStBqV2JjXvzDFTlGxXlDopeysJJkTpexPLdmGfbTKBlVWCGegjNqRMmQGkpUH+11+BzZ+Dff3bVNugR93hnjw9/oiFnsxMikh1uWhBIEmklqlTVgq1IeecogExIjds6kyK7tXX0QPW66FIX9mE8MLk0MUYQLvP7fFFpOB1B64fPepm1K4tVAsZ2ox22hxg12a6JweL3ChplZAksFPOo/effgFlI7wZoVaqsR7gHGxCDcxz5tPvBknv4wP94Os+BFtwdFj/OEOY8ygK0tFOC/3C4pgpwqOSibUk7KCoLOqvQX3PRuh7QrU1Kd9V2UjKt9BzdsdXFDkorYgY7VSPx2bPJ3tPmwP+5TrwHV+BP/8ERWjUCK3SCFVt8K72SGRqdF2pdeVOO9XB1O+m2tkIsLQ0oLzKUFoUt7dCvvNGSpc9dTmk+56G6d6nwE46m6JHsRbzDjtQaIs+F+Zb6fpVGt6ymfPJoexoo8hRUQk9AyyF5Pip4kUD/bSZo99QMecPLsDQ3ECO0LwjwXLNYIuWgH/2AfjmDfDf/yvI3z8f8uP3gX+8ksajPDdYBdWUQXFOWPUUoGxCICLVWA9kZIApaYKxams11MwiRRUWbc1kyy5XwCGHcv2pdczZOXSdGXKkdtLmjE5UiS08DsjOBf/wv8Ev3rcLyM6B9NO76Jn99P/T0o355s8pC0HfdzDHTM++KL2kOOeQ//Eo0NwA+S/3kqOs0t5Cm1rqeqDAGtMhA6DbRA+ZP5U2N1p9WgzieR6PBMKRGg70D/dOJ+XshqiOAYoTot+1VxV7dm6mHbHKiVQHUbedJpUeLy2eamfRxdx0ADiwlxqlhR67rAqmu/8SKMg2gtKYF4XFcYkEsJPOAopKIL/0t8DCSgnvMrMuT3bpaZBuvjtc6AJKGlJ5VSAkv3UjsGEt2BkXGVIQZDPm0m4Ml8NC/2MBadFxMN32YCCHOi84IqV3SNn8o4JTngzAjjweMKWBr1lFzn2oYy9JpJi3/UvAGZ7aF4Y+7Uk3aUsnnkm747qdtbiZOIWirNs2UT1CYQTnR1k4Ml1qLJs+l4qfIwghwN5K1/Uob/QXDywjk2ojWw4CU2fRfRiKaqdkzgcQEJtQolHs6BOpoXCM+hS4HFTPqUt1CUOp7eR12zXFPDZhMkWglV5lGu6uMOc1rJm0EUJFOdRj5eRqkQhE2oyZoTSibT0YU2gCUBa/+RawI5dq8xcrtIGdcAZFpUKcJK7YFVWTkD5pKkU71KLxKPCNnwJeD9ixJ8d8XdQxMkYLsY42Lco21mDpGcozclv4H7dtpMgTECRIEvpdmSTRBpYiPMDKKum4liKgTedIbdtI0SvlOckOW0SLzz/dBZSUQ/rezwN1r4wBk6eD79sF3tcLefWbtCBVn7EFhTQ2p53qkjkHmxXZkQJAz/idm4MjaxHge3cCPh+kn94F6fzLAyUFc48AuBzsXIbitAc28iKNQbmmYW+l9UzlRGqsDpDTr2ziMMlENdbqfak10g7cu8xAap8aHVHr8djxpwJ9PZAf+g2lsx59Ijmyb79E41GlwismALIcEKeonkwObHsziVcc3E9KiBNrydkx4ki5lA1xxZHibU2aY8bKQ7Jl1HNbOTGQxghE/b6cc2DfrrA5mmVm0nf8Ym2Q4iCvrwMm1oJNnwvpul/SRsIbL9DG+uYNYaUTTJJo4zSKA8Q/WQ3UbQP7+mUkfPX/7tRapNBzsyRwXRdYjaf2hUaktDKQsV8nJRypIUTticGKywKiE0qxtSHHJCeXdggBsLkLqXZl6kxg/x4t2sOmzNAWrnzV64DfF6zYlwRMneSNpvWp70vPADvvWxTx+IxUGbXdJn3BYU5uYEcnhN7eXtpJ2roR/hu/CflPd5J06ClfNzYI/XHHoCMVhhaRUhwp8+A7NKE9WfSwvHxg3pGkAunsiJirzY45iXZkuTy4Gp2tlHbdzXnaAxSgh550zc0Jp/UBoFxsdXOgrCpyJGXydLClp5Hzp75v+hyKbuglwRW4vTVm2lIs241m2GGLaHfyihsi21yJjKi59wl/TmYW0NcDrjg37PQLabG/MZDSG2pDdSHDQiS5g46bVwCUVVLU/cBeWoBU1dAmksMekPnnXKmRCrkPbKWkNqqm+QBBUbJQuFqrECG1DwAwQVHqizCHBCmYGXA6pF/cC3bZdcHHOPsSWqw8+xjVXag07qNzVVSCPplTT7tBJND5mlW08DVa5xaJomKKSLU3D+ocjlZY7Sx6Rvb3adcgl2XwbZs0OfigqGVrU3j7CltJQN5f3XwsKQNXIlLc5wN2fAU2a742H2mbOFlZkG64IyzKySZNA1oaIf/hDkqBvvxHdB9BdUqslNq3bSOd+xibHezoE6kv3+drYhuj6QBFH0IFZGpq6d5Ra68j4bCDWW2x50JlU4TNOIw230oCaZD6nkcoKgmk9oW22wAM1UjxL9eRw6AqGU6eDnbGhWDf+A6kux+HdOUNkH73ONhZ3wBb/u3AeVHKAPiGtaR+mm8hJ8vvpwhLYz1Y5UTaVKudZahOincq8vRqKUZrE3izEjHXRaR6e3vp3FZUB16rpunrvm/QHOW0U8RLV8OqwuYtomeaqmI70E8CU0odOSuwgi09HfzTD4CNn1KrmAilE8grCLSP0H8vjxv8paeo5cdp51O6+sAAybD/+2lSEi3WPTfzyZGK1fuVqxGp0PshJ5fmKwOR1dH+PBaO1BCiNYsrKVfysnuocD9k9z8ajLFA+ptyM7DaWYDfR/1mzPl07PIqICeXdhKAiDdgQqg7SgYV+4LGfuTxVFT7yt+p8NYT7kjFwuv1gp3ydbATzwA78niwpadDuu4XhlNNtEWOOS9yBGOskWOmSKajnf6fNXhfhdBmhaFIx55MD6/2loh1K6y4TBNqGDS1jzGwwxeDLVqSXMpYtOMrD6GwVDX175lZkL51XXCEQpUEj7RYGKQ32mC2G62wZedAuudvUfv/sJxcck5qko1IZQG9SkTKUkgL0WlzwDd8oj1UQ23IP/uA0o6jnENtjLWzgLrt5EiVVoJlZgXSQNT0Pq+HFkLm4IgUisvo90qhPO9yQb7xm5DXrIz8YX09VKsSxZFS66QiOlJFJYEaRiP9lvQ9eNTf5eSCXXgV1YV99K72e96wD6iiHWyv10sLpfrdUZ1C3tEObN8EdsxJyW1aFJZQ2pm7e0xGpABQqrvfB9TvDlyDjfuA7k6qMzbnaZEl7u6i1KMQp1FTUsy3aDVCzFYWqHXetZmkzXXpd6y4DOzKGyH95LcRlRg1cZc9O8Gu/jGkxScGv6DQRql92zYCMw+LHS2fMoM2HNYE6mF4cyNkJRKh/a7pAKWIhTw3mWQCm304qVJGuKZ4fx89GwptsedC9bmg682o2UTnSAVFiiNEpGDOo/YV+s0E/XiaG4C9O4MzDhiD9PXLIC07R1POZXkFkM79JqQlpwTeXFql9L3r0SLLah0T37mZxqOI8rAZc4HWg+CuQeoRXQ6aR4vLyAZtzdSvKTMrKF1ctZ106wNg535T+d7KpqjSvoH7fJBv+Q7k/71Mv1fSP9mkCOu42lmUdrp9E/3csA/w+4NUStlpy4H0NMh/+wP9HKF0AvmWiBEp/vIzgLsb0qXfI8e4ohrSDXeQwt67rwBtTcFzXYGFVBkjtbtRibX2M6jcN9qfx8KRGkK0JsLqJG1vUSJScSjIWYsorUmNsKjRprZm2jVgjB6cU5TagpLymMXc8RCISMVfcMwkCdJFV9Mu8tv/jn0zRaCwsBCsejKkS66BdOm1kC7+bqChnJHPtxTSLvakJGtBRglMkuhhwzmQaza0WBq0ifXswwMiElGuGTVvHLayiH/XI11xA6RLvzfo6xJBk8OO1Sg29D3ZOcBhR4KvXRmU3sf7+ug+jOFIjcUG4ICSkqlvFxDKnCPAjvtaYjU0erIotY831mvNFdnhR1MtgtJLRW9D3twAHNgDFkUlNIjambS43boxoEqmiOVoD91IizEg4ByrC966baQa9tzjEUUdoilKacdbsJjm3ihRfm3DJgmngx21FJg+l1TIuly0sG3cD6bUaBUWFlKdWI83SCFMhXMO+bk/k5rZscsSHgcAikgpLQyMOIejEuVc8brt2jWo1TPNmg8Ul4OrqX1KzWlYREp1hPS/Ly6lBrT9fZDffJEW0CHRVemYk8LEBjQmz6Cm69f8NLJartUG7NlJkaAo9VEqjDFqklu3Dby1CXxgAPJjK8BffTa4P1JTg5ZCFcbcheQsRUrH1cmvx5oL1eiQvsm9GnHWK4bCVkq9uXp7ArXT+h5Z5nzKfPB6wLd8Af8jd0P+6H+0EfK/VyD/9sckiGSwxjtojOnpWlRR2xApp7UN//zjoLGy6RTNjSZSpOFyUGN4k4nqsduaaI4rqwp6Nqu2Y+npmmPM0jMoNVrN0rG3Ukrna8+DdzmpZ1xaeqDvk/67ZGQCU2aAK8qrfJ+SEqzbGGP5VrATzyTl1sqJ1Mcq9Dj5BWGOFP/iE/AP/gt28tlBpQJsygyYbvwN1fBfc3Nw30wjTXk9bqqRi9CbkFVUAy2NQX1QIzHan8fCkRoGWImyCG1rBjqdYAYjUgAgLT0N7LzLtJ1MlpunTYxB8sVKL6hI9VEJU1VDD+cEe1Ww6XPAjjwe/L//poJIJlEO8jAhXX8HpCt+NGyfN+So6X0GndHBYCYTKRUB0R2po5ZC+tUDcddgpZzamWBLTgkoVxpEWnY24O4OpJgCQEfyin1jFWnxCZC+/cPkD5SZRQ/q5sbAImT+YoAx8E3h6n380w8AJhlSk9Nq7HwDAaW8wmJafKiOlJscKabvkwWEKYTxvTvpIc4A+amHwnffoylKqWOpnAjTzXdHdTzZiWfQoiVW3dcgMMYgXXot0N8L+bc3UZPnvp6gHkFMrR2LkMrFP30f+HId2HnfMlQ/GhN9JGWMOlLMnA+UTwgo2UJxpKpqwCyFlLKo9g1SU+5Da4cVO2ibiYC2Ico/fhfYtRXs9AtiNq4OG1dmJkzX3x5VeIdZi+i8AzHro7TXH30iwCTwtavAX/+nFq3lSkSDD/STqmAUR4rNXkD3q9JfMgglojtYNgo7ainYqV8PaqmCuQvpmVEb6GWp3ZfvvQX+7qs0l+vrr9Rn277dkP9yL7D5c/Bn/gT5J98G/9dfgRnzIP3mT/HVeOtR10yKI8WycshxVRvwqqmPE2pIdTjCHKZH3xKElVZoESlWYXCjz5ynzWGagFRfD/hrz9H5mziFUtojwGbOAxr3UWpe/W5Kuw9p3MxOXU499qKpNOdbgsQmeHsL5KceotTJ5d+O/Lm5eZAWLQmkVgKBtjKqGnUklD59ETe0qyZSACDeJuqjDOFIDSF+NU9flU5tawa6XYNKSethC4+DpFfyQ2ChwfRNd9XFR4rqowCK6kj3PRXc2yreY1x4FRU/rv8IyM01nHbi90cO8cf12YU2TWJ9XKAuGg3URwHGbMiWnELNdidEdpQYY2CqFPsIwtLSIX37h4OmhYUxbQ5QVQO+6vVAyssgPaSA1Fx/45rMLNpB9g1oixCKAteAK4sT1Yacc/DP3qeiZyP93ErKtUiTel1SA8fqgHKfkhYTptpXWExpPKojtW8XFZdfdDUV53/wtvZS3tcH+aWnKEWnNM7rSoFNrIV06bVJpdMBtDMr/WwFkJUN/s/H6HeKI+X3+6k4fv5R4O/8J9BAGwB3doA//xegdhbYsrOTGgMQsnA2EIUerbDamcCe7fANDFBhft32QJSnpIwyJXwDFOFjUnDdB3SpfbqIlDpf8P/8HbAU0dyZStTIQWmlMUElSxEwewH4+2+D//dlilBl59CmJUCiM1yOGpFi5nwSwNi8Iexv+obAseZCVjsL0gVXBv8uwjMjYLunqZdliPKuqk4n//UBgAHS/z0C6bYHwc6+BOyan0H64a/o+yYIU6LmmKh7zpVXUYZHQaG2IcMkE0V1N36qNSSOiL4lSEk5OSWuDiBEaCKq7XRy71zpDcmOXEoKzfW7Y4oBqdE/vuMrEqCpmRrmpLC8Akh3Pw525jciHySvgGrsenvAB/ohP/Z7svu1P4tPqVOZz7miYhgJ7umOuvmrpmzzQZT7RvvzWDhSQ4jTSeFOlmMGzHn0UPf740vtiwA78nhKf9E1qkXtTLCrf0wCASmE5eYllRrHLIVg515KP+QYj6SothPoUHftoqQhhWLEhqy0AtKD/0hexW2Uwhgj9bqD+zU1JiM9pMT1NwiZgfTBoKa/U6YD+3aBy/6ADfdsBzrajKX1QXGalAh7UFSmciJwsJ4cM3U3NaRGiplMFE1obyHBifo6sMnTKUV1zuHgzz8O+a8PgjfsIwGbHV+BXXF9YKE1grBJ0yDd9gewMy6k2kTFQVXtKJ1/OS1+3ngegOII/u0PgG8A0pXXx6WsGhWllxSsNq3uZExSOwvweuD89EPIf32QRJhmH05/Ky4jB6OjnaIBRcXhu/9VNcCkacGRITVC19dDIge6vnspQVHpZbPmG36LdOzJtONvLQT7xndIsVCNSCmbDrFS4tmcI6j2LrQmyKk4EVZbauZCda7NyiY1w9BInqZk1w3pyhup3qx6CqRzLoG06Lik0/PZiWdCuu6XQc6YloJZNTHktWcAHODvvxX9gK5ASxB9lCw0IhXVdnn5gc2gloPUQ/Ti71D6m88Xu85dVRf84hOg5WBQfVTQ98g1R6+zU9uddLnA//4IcGCPZve4UDfGBkvti5ZKXl5FGxmhiqwhjPbnsXCkhhCrVecwFZdrjXTjSe2LBJs+B6af/z5oMmKMQVp8YlypBsMFO/EsStGxGVf/C7KdAADAlEUjMxiRMmrD8VBDFgt21FLAnAdZbUBpb6W6wxi1hOL6G4QsUhuDyRRUVI7JM6iWp6lBsyH/7EPq03L4YsOHl5aeDnbSWcH1npUTqa6go01XIxXeRgK2UnKWD+4H+vtoQcwYpO/8FOyks8E3rIH8fzcAO7eQOMAxicmFDwUsPR3S1y+D6ad3aTvDqh1ZWRXY8aeCf/gO+PYvId9zCzmCl34v8ZSnUCxWOqdjNK1PRU0rkx+8Hdi8AWz55ZqaoVb71dasSJ+H245l58D0y/uCU5rN+bSBUGgL1I6mcszKIpzNP8r4m+YdBbZoCV3bObkkUNBYT3WgTQfoXIbWf+k/c9ESUtt85dngPzjsVAOUnp6auTCvAOzYZaTgGmk81iKlx9rX4/v+BmF5+VTvqEeZt1iIoiGzlQLzjwT/8H9kxxC430/zjyq0of8+IfVx0Wynl3vnrQeB0gqwvAKwMy4CTKagbKOw95pMVFO5YS39nMAmqDqvyi8+Cf7JarCzL07M7jlmkvEfLLUvWg1qegatCwfp/Tfan8dpg79EkCgm3W4AKy6jiBSQdERqrMFMJkg33w3I0SUyQzGNo/4+KSPOGilhQ4JlZIIdfxr4W/+C/9rzSKWtfEJMB1LYLjYsMwscoDQkfY+S2hngAPjeHTDNX0jRo02fksiFAaVJ7Tiz5oftzLOps8GZRE6QpQjIzIq4ccRspeCbPtPmW7WWlOWawb5xNfhpy8HfexOsekr0GoJRRNBz5OyLwT95H/IDt9Hu/g9/pfXVSQVMMlGqUApTxEcEpe9iel4+/Jd+L1gAQq11am8mFbKQRubRYIyBXXglWAQVvFTAKieS4qbVeAobS08Hu+bmwM+Tp1Ed4IE9imJfRdRaG4AyEtiyc8DfeRn8uK9pDih3tGs9pFIxFzLGwK64Pvrf8y2QfvdEWK3PUMLKJ9AcphfFUJBOPgfyxk/BP3uf+lXp6XJpKYEAAr3mVKdAR1Tb6RsQtxwMqDKfthzsqOMjCkQEjX3GPPBNn9EPNQmk3ucrkfwv14EdfSK1YUgAxpgmgR4VjzuguhqJwuLYaZQY/c9j4UgNF/qQqeXQcqQAxLWIEkRB7e6dIrGJQwl26tdJCUlRB2Iz5g7yDkFMlNQ+FroIKS6nRcIeSi/CgT2UBpNEnaUKq54M6VcPQH7zBUpriVbXVFwGdHeSRLA5PyyFkxVYqc/dGITlW8EuuBz845WQrroxLiVTo5huuSflxxxuGGOQbv8jCktKYLfbg/+Yb6Eav707KXoaRzRPWnpaagcaQjxOVESU6ATfu5MiUgaEothZF4Ov+wjys4+RSITJRBGpeOtRk2Qw5yHlTJ0Fdtl1YAsjCBhNmw1UTQJ/91XI/X1AcwMwYRKkE84gxT4gkNqXkUn1bTl5xtNrzfkkLtHlIsesVImOMRazCbIKmzWPnMDiMhIgixc1xXH6XLBv/zC5rJQCK3gsR8rrid6nD3TejfTuGs0IR2oIcTh0BXj6VIlDLCKVCEG2ExBqPYjBiVPYMADLMYOdfbHh1wvbDYLSSDR0N5cxRvK8e3bA4XCAb1oHMClmE954YNWTYfr+L8APHoj+IlUk4avPSeBijKeuhl6L0glnACecMUKjGTswSYp4HzPGKP1TlUSPkfo21mD5FvpuOzdTf0ADdYksKxvSN75D8ukvPAE+cQo1clUiwuN1LmSSBHZ8ZMeYMQb2tXPA//ZH8BeeIOVPSQJffCKgNOOFrrciO+GMiIrEUW2npiQrzeLjFlEqqwJspYG2IHHCCqyQbroTmDQ1ZsTSEAVWTQUzFC77gR6P1gg+IoXFgKsD3O+PWtM12q/BYXGk7HY7Hn74YbhcLjDGsGzZMpxxxhl48cUXsWrVKuTn00V1ySWX4PDDqSD05ZdfxurVqyFJEq688krMnz9/OIaaUnJycuB2U58SVlxOOwiZWbH7vAgABNtOQDBzPl1DBmukhA0TR9huEIpKAFOa1ihZD5syA/zLdcjyDaD7q3XAlOnBjZJTAKuMUUBvK6X7ZKB/XIioiGsxcaLarqQ8IKWfqvqyUQKbNA18wxqAc+MRy8OPBuYvBn/vzcDvFAGWQ/X6Y0efRCI0VhvQ0gj53l+Cf7Wean6AIPVl6fQLIh4jmu3UZ7km0R+nI8UYg3TLPUASgjD63l/JwErKwbduBJflcPVStVFvbixHykbp9p2OqNG40X4NDosjZTKZcNlll2Hy5Mno6enBLbfcgsMOo8LPM888E+ecc07Q6xsbG7F27Vo88MADcDqduPPOO/HHP/4RUpISs8NNVlZW4OSrqX0papY73gmynYComki7UAb7egkbJo6wXWxYUTGkP70QcTeTTaE6KXyxFjiwF+z8y4d3cDopaxZL/WqMIK7FxIlmO21jU5KCe2eNByZPB9Z/RP826EgxxiB9/xatfxQkkxZxOVSvP8YYKeQB4OZ8oKAQfP3HtInDpECdUQyi2k6pd+Z12+hY8arlAcZaSQwHpZXAQD/gaA9Xwh2k4TkAsMJiuhd1dXmhjPZrcFg8E6vVismTSf0mOzsblZWVMUN169evxzHHHIP09HSUlJSgrKwMdXURum+PJQqsJG0ZRw8pgUAPsxTB9LvHwfQqaQLBCBE1JWTiVMBkgudff6PXzUu9CldMcvMozYYxIIo0sOAQR1242krB0sZXhYMWhTWlxRVtY5IEVlRC/1mLxnxKbCphkkS1VFs2gLc0AvmW5NoNqMJR+/cAtpLk0+tGEC0tseVg+B+V6B2L1bJFcZ54R2zBidHMsM8gbW1t2LdvH2pra7Fjxw688847+PDDDzF58mR8+9vfhtlshsPhwNSpgQdgYWFhVMdr5cqVWLlyJQBgxYoVsNmoYNHj8cDn86GggHYN+vv70dXVpf2dc46Ojg5YLBakKROp0+lEVlYWsrMp9c7tdkOWZS31sK+vD263G0VFVKgnyzIcDgesVqumKuJwOJCTk4OsrCxIkoRMJfSal5cHR+1MUoqRJBQWkkPl91O/lWjHAIDu7m7tGADQ29sLr9cbdozCwkItatfR0QGz2ax9fldXFyRJgtlMF3RPTw96e3s1WUmfzweXy4WiosAEarfbkZ+fj4wM6pfR2dmJtLQ05CphWq/Xi/7+flgsFgDAwMAAOjs7NRurxygoKEC6onLkcrmQkZGBnJycmOdJkiTYbLZhOU/x2HgsnSfVhkN5nobzfhrO89Td3T2u7qfhPk/tEyZDrt8NU3kViubMQ19f37DdT3l5eXCXVYIPDCDDYh3z50m9j8fy/TRSzyev16vZVH+e+qbOgAsASsrHxP0Uz3mSFixCWxo5UXkWS9Lnye/3a9/3UJ73+k46A65VrwNfrkPaxFoU2WyDniefzwcpwnrPUlUNB0D9zcqqYDabx8T9FOk8Fc6cCzuAXLcLXiDoPDl2boYMoKCiEhk2W8Tz1NlL5yi3z4ucoqKI52lgYEA7lyM178WCcc6Na1InSW9vL+644w4sX74cRx11FFwul2aMF154AU6nE9dddx2eeOIJTJs2DccffzwA4NFHH8WCBQuwePHgfUiampqG9DvEQ2ZmJvp0fQh4fx/1ShjDuw/DRajtBPEjbJg4wnbJIT/3F/DVb4B97VxIF1097J/Pt24EGIIbqo5RxLWYONFsx9tbIP/yGrCTzoJ0yTUjMLKhxf/o78BspZAuvCrpY4nrj+CyDPmW71D647wjYfrhrwZ9T9Trz++H/P3lVMe27FxI3xj+OTJVcM4h33AJ2OITIF36veC/ff4x5D/fA+nX/y9m03P/DZeCHXV82PtVRsM1WFERPbo7bEVHPp8P999/P5YsWYKjjqJUD3W3TZIknHzyydizZw8AoEjxSlUcDofmKY4lVG9XhWVkCifKIKG2E8SPsGHiCNslh6omxeYbb8Kb0s+fvWBcOFGAuBaTIartioqpt9m81PXgGk2Yvv+LlDhRgLj+VJgkgR1BUunMYIlGNNsxkylQNzTMMvOphjEGlFaCR0jt497Ba6QAAIU2cEegTQHftwt89zbt59F+DQ6LI8U5x2OPPYbKykqcddZZ2u+dzoD2/Lp16zBhAjXNW7hwIdauXYuBgQG0tbWhubkZtbUJNB0TCAQCwfCz4GgU/v7xhOV5BYKhhEkmmG64Y9w424LhQes5lQqhB6VOKm7p81EIK6sEWiPUSHk89P+cGKp9ANVJ6Wqk5LdegvzUQykc4dAyLDVSO3fuxIcffojq6mrcfDN14b7kkkuwZs0a1NfXgzGG4uJiXHMNhdgnTJiAo48+GjfddBMkScLVV1895hT7AEplFCSGsF3yCBsmjrBdcjBJgr96CjCKlZbGCuJaTBxhu+QRNtQxeTrY8svBjjjG0Mtj2s6cB7QiemPxsURpBfDp++B9vWBqj0GAxCZMaSS0FgNWWKxJwXPOgX07g+TZR/s1OCyO1IwZM/Diiy+G/V7tGRWJ5cuXY/ny5UM5rCHH6/WO9BDGLMJ2ySNsmDjCdskjbJgahB0TR9gueYQNAzDGwE4/3/DrY9rOnA9kZqcmujXSlCpKwq1NQPXkwO+9biAnd3AFyMJiwOsG7/VSFKvTSTL+6mFG+TU49sI8Y4ixWNc1WhC2Sx5hw8QRtkseYcPUIOyYOMJ2ySNsmDixbMeOWgp2yrnjQmZeTU/krSFib14PkDtIfRRATXkBwGEH9u2kY+qaqY/2a3B8NVAQCAQCgUAgEAhGMdKiJSM9hNSh9itrbQz6Nfe6BxeagL4prx18704gLR2oqkn5MIcKEZEaQvx+/0gPYcwibJc8woaJI2yXPMKGqUHYMXGE7ZJH2DBxDhXbscxMiiqFKvd5jDlSWlNeRzv4vl3AxClBCtej3Y7CkRpC9KqEgvgQtkseYcPEEbZLHmHD1CDsmDjCdskjbJg4h5TtIkmge91gRhwpSyHAJKC9Bdi/B2zS9KA/j3Y7CkdqCBnteZ2jGWG75BE2TBxhu+QRNkwNwo6JI2yXPMKGiXMo2U6VQOecB37p9QwufQ6lr5a1EPyr9cBAPzB5WtDfR7sdhSM1hIxFyfbRgrBd8ggbJo6wXfIIG6YGYcfEEbZLHmHDxDmkbFdaBfT2AF0uAACXZcWRMhCRAii9r+kAAIBNDo5IjXY7ju7RCQQCgUAgEAgEglELK1UEJ9T0vt4egMtA7uARKYAEJwAA+RatZmqsIBypIaSjo2OkhzBmEbZLHmHDxBG2Sx5hw9Qg7Jg4wnbJI2yYOIeU7TQJdEW5r8dD/zcakbIqEuiTpoVJwo92OwpHaggxmw1eQIIwhO2SR9gwcYTtkkfYMDUIOyaOsF3yCBsmziFlu0IbkJYGtLXQzx43ABgTmwCAIopChab1AaPfjsKRGkIyMzNHeghjFmG75BE2TBxhu+QRNkwNwo6JI2yXPMKGiXMo2Y5JJqCoFLxdcaS85EgZasgLgCm9qFjtzLC/jXY7ioa8AoFAIBAIBAKBIHGKywB7iCNlNCI1az6kn68Aq501NGMbQkREagjp6uoa6SGMWYTtkkfYMHGE7ZJH2DA1CDsmjrBd8ggbJs6hZjtWXAq0t4BzDu5RHSmDYhOMRXWiRrsdhSM1hIx2ycbRjLBd8ggbJo6wXfIIG6YGYcfEEbZLHmHDxDnkbFdcDvR4AU83SZ8DxiNSMRjtdjSU2tfe3o7s7GyYzWb4/X4888wzMJlM+Na3vmXoC9rtdjz88MNwuVxgjGHZsmU444wz4Ha78eCDD6K9vR3FxcX48Y9/rBWVvfzyy1i9ejUkScKVV16J+fPnJ/VFRwKz2Yze3t6RHsaYRNgueYQNE0fYLnmEDVODsGPiCNslj7Bh4hxqtmPFpeAA0N5CqX2SBGRlJ33c0W5HQ27eWWedhd27dwMAbr31Vtx333144IEH8JOf/MTQh5hMJlx22WV48MEHcdddd+Gdd95BY2MjXnnlFcydOxcPPfQQ5s6di1deeQUA0NjYiLVr1+KBBx7ArbfeiieffBKyLCf2DQUCgUAgEAgEAsHQUVwOACQ44fUAOblhUubjEUOO1K5du7SI0D/+8Q+8/fbbWL16NZ5//nlDH2K1WjF58mQAQHZ2NiorK+FwOLB+/XosXboUALB06VKsX78eALB+/Xocc8wxSE9PR0lJCcrKylBXVxfvdxtxenp6RnoIYxZhu+QRNkwcYbvkETZMDcKOiSNslzzCholzyNnOVkr/VyNSKUjrA0a/HQ2l9plMJvT392PXrl0oKChAdXU1ZFmG2+2O+wPb2tqwb98+1NbWorOzE1arFQA5W2pBmcPhwNSpU7X3FBYWwuFwRDzeypUrsXLlSgDAihUrYLNRUy+PxwOfz4eCggIAQH9/P7q6urS/c87R0dEBi8WCtDQyg9PpRFZWFrKzKRTpdrshyzLy8/MBAH19fXC73SgqKgIAyLIMh8MBq9UKk8mkjT0nJwdZWVlgjMHn8wEA8vLyAAC9vb3wer0oLCwEAPj9fjidzqjHAIDu7m5DxygsLNRSLTs6OmA2mzXZyK6uLkiSpKVO9vT0oLe3V7O/z+eDy+VCUVGRtoNgt9uRn5+PjIwMAEBnZyfS0tKQq3Sq9nq96O/vh8ViAQAMDAygs7NTs7F6jIKCAqSnpwMAXC4XMjIykJOTE/M85eTkIDs7e1jOUzw2HkvnSbXhUJ6n4byfhvM8dXV1jav7aSTOkyzL2ueOh/tppM5Teno6srOzx/T9NFLnyefzaTYd6/fTSJ2ntLQ07fuOh/tpOM9Tf38/JEkaN/eTkfPECgqR2e2CPNCPgdw85OTkJH2eGGPaa0bqfooF45zzwV502WWXoaurCx0dHTj11FNx2223YcuWLbjggguwY8eOQT9Epbe3F3fccQeWL1+Oo446CldccQWeeuop7e9XXnkl/va3v+GJJ57AtGnTcPzxxwMAHn30USxYsACLFy8e9DOampoMj2eosdlssNvtIz2MMYmwXfIIGyaOsF3yCBumBmHHxBG2Sx5hw8Q5FG3nX/EzIC0d6O8DsnNh+vFvkj7maLBjRUVF1L8Zikg98cQTePrpp5Geno7LLrsMAHmev/71rw0Pwufz4f7778eSJUtw1FFHAQAKCgo0r8/pdGoeZlFRETo6OrT3OhwOzVMUCAQCgUAgEAgEowtWXAa+awuQnglWVDLSwxkWDNVIZWZm4pprrsHll1+O9vZ2AMAJJ5yAiy++2NCHcM7x2GOPobKyEmeddZb2+4ULF+KDDz4AAHzwwQdYtGiR9vu1a9diYGAAbW1taG5uRm1tbVxfbDSgpvUJ4kfYLnmEDRNH2C55hA1Tg7Bj4gjbJY+wYeIckrYrLgOcHUCXK2U1UqPdjoZS+1wuF6677jq89NJLSE9Ph8fjwWuvvYZ169bht7/97aAfsmPHDtx+++2orq7W8jEvueQSTJ06FQ8++CDsdjtsNhtuuukmLafzP//5D9577z1IkoQrrrgCCxYsMPSFRlNqn0AgEAgEAoFAcCggr10N/rc/AADY6edDWn75yA4oRcRK7TPkSF188cWwWq24/fbbMWvWLDidTrS3t+OYY47RZNFHC6PJkQpNURQYR9gueYQNE0fYLnmEDVODsGPiCNslj7Bh4hyKtuN12yD//hYAADv/ckinnZ/0MUeDHZOukVq1ahWampqQnp6uRZSKi4vR1taWmhGOUw4F/fyhQtgueYQNE0fYLnmEDVODsGPiCNslj7Bh4hyStrOVBf6dotS+0W5HQzVSBQUFYYoZBw4cQHl5+ZAMSiAQCAQCgUAgEIwhCqyAIqHOclPjSI12DDlS3/nOd3D++efjvffegyzL+OSTT3D55Zfje9/73lCPb0wz0nKNYxlhu+QRNkwcYbvkETZMDcKOiSNslzzCholzKNqOMRaISqUoIjXa7WjIkfr5z3+Oiy66CD/4wQ8wMDCAq666Cueeey5uuOGGoR7fmEaVcxfEj7Bd8ggbJo6wXfIIG6YGYcfEEbZLHmHDxDlkbVesOlK5KTncaLejoRopxhhuvPFG3HjjjUM8nPGF2iFaED/CdskjbJg4wnbJI2yYGoQdE0fYLnmEDRPnULUdKy4DB1IWkRrtdjQUkVqxYgXWr18f9Lt169bhnnvuGZJBCQQCgUAgEAgEgjFGzVQgOwfIt4z0SIYFQ/Ln5eXlqKurQ25uIEzndrsxbdq0USU3Dowu+fP09HQMDAyM9DDGJMJ2ySNsmDjCdskjbJgahB0TR9gueYQNE+dQtR3nHBjoB8vITMnxRoMdY8mfG4pI9ff3Iz09Peh3GRkZ6O3tTW5k45y0NEOZk4IICNslj7Bh4gjbJY+wYWoQdkwcYbvkETZMnEPVdoyxlDlRwOi3oyFH6ogjjsAjjzwS9LvHHnsMhx9++JAMarygj+AJ4kPYLnmEDRNH2C55hA1Tg7Bj4gjbJY+wYeII26WG0W5HQ27egw8+iK997Wv4+9//jilTpqCurg6tra149913h3p8AoFAIBAIBAKBQDDqMFQjBVBN1Ouvv47GxkZMmDABZ511FszmQ6PZlkAgEAgEAoFAIBDoMZTaBwBmsxmXXHIJbr75Zlx88cXCiTLALbfcMtJDGLMI2yWPsGHiCNslj7BhahB2TBxhu+QRNkwcYbvUMNrtaCi1b9++fbj11luxadMmuN3uoL8dOHBgSAYmEAgEAoFAIBAIBKMVQ47UpZdeiilTpuD+++9HTk7OUI9JIBAIBAKB/6eeKwABAABJREFUQCAQCEY1hhyprVu3Ys2aNZAkw5mAAgDLli0b6SGMWYTtkkfYMHGE7ZJH2DA1CDsmjrBd8ggbJo6wXWoY7XY0JDZx1lln4Te/+Q2OOOKI4RiTQCAQCAQCgUAgEIxqDEWkampqcOqpp2L58uUoKysL+tv//d//DcnABAKBQCAQCAQCgWC0YsiR8ng8OPvsszEwMICGhoahHpNAIBAIBAKBQCAQjGoM95ESCAQCgUAgEAgEAgFhKCKl0t3dDbvdDr3vNXny5JQPSiAQCAQCgUAgEAhGM4YcqW3btuGb3/wmvvzySzDGwDkHYwwA4Pf7h3SAAoFAIBAIBAKBQDDaMKRnft111+HEE0+Ew+FAfn4+nE4nrr32Wjz99NNDPT6BQCAQCAQCgUAgGHUYqpGyWq1oa2tDeno6LBYLXC4XPB4P5syZg3379g3HOAUCgUAgEAgEAoFg1GAoIpWVlYWBgQEAgM1mw4EDByDLMjo6OoZ0cAKBQCAQCAQCgUAwGjHkSC1ZsgQvvvgiAOCCCy7A6aefjqVLl+Kkk04a0sEJBAKBQCAQCAQCwWgkbvlzWZbx7LPPwu1249vf/jZyc3OHamwCgUAgEAwZ3/ve91BZWYnbbrstofczxrB7927U1tameGQCgUAgGAsYikgFvUGScNlll+H73/++cKIEAoFAkDQ1NTVYuXJl0O+eeuopHHfccUP6uY899pjmRL3//vuoqqpK2bF/9rOfYcKECcjPz8fEiRNx1113pezYAoFAIBgdRJU/v+yyyzSJ81g888wzKR2QQCAQCARjnauvvhp33HEHcnNzcfDgQZxyyimYOXMmli9fPtJDEwgEAkGKiBqRqq2txZQpUzBlyhQUFBTglVdegd/vR1VVFWRZxquvvgqLxTKMQxUIBALBocr27dtxwgknwGKxYPbs2Xjttde0v7311luYNWsW8vLyUFlZifvuuw9AIMp09913w2azoaamBs8++6z2viuuuAK/+tWv4PF4cPrpp6OpqQlmsxlmsxlNTU1Yt24djj76aFgsFpSXl+OHP/wh+vv7DY13+vTpQVkbkiShrq4uRdYQCAQCwWggakTqjjvu0P596qmn4s0338SSJUu033388ce48847h3Z0AoFAIDjkGRgYwNlnn42rrroK//vf//Dxxx/j3HPPxeeff47p06fj6quvxosvvoglS5bA6XQGteVoaWmB3W7HwYMH8emnn+KMM87AwoULMX36dO01ubm5ePvtt/Gtb30LjY2N2u+bm5vx4IMPYuHChWhsbMTpp5+ORx55BDfeeKOhca9YsQK//e1v4fF4MGnSJFx66aUps4lAIBAIRh5DNVKffvopFi9eHPS7o446Cp988smQDEogEAgEhxbnnXceLBaL9t91112n/e3TTz+F2+3GLbfcgoyMDJx00kk466yz8NxzzwEA0tPTsW3bNnR1dcFqteLwww8POvadd96JzMxMLF26FGeeeaamQjsYRxxxBBYvXoy0tDTU1NTg2muvxQcffGD4O91yyy3o7u7GF198gcsuuwwFBQWG3ysQCASC0Y8hR2rBggX45S9/iZ6eHgBAT08Pbr31VsyfP38oxyYQCASCQ4RXXnkFLpdL+++RRx7R/tbU1IQJEyZAkgKPrIkTJ+LgwYMAgH//+9946623MHHiRCxdujRok89qtQal2E2cOBFNTU2GxrRr1y6cddZZKCsrQ35+Pn75y1/CbrfH9b0YY1iwYAGys7ODMj0EAoFAMPYx5Eg99dRTWLNmDQoKClBaWoqCggJ8/PHHePrpp4d6fAKBQCA4xKmoqEBDQwNkWdZ+d+DAAVRWVgIAFi1ahFdffRVtbW0477zzcNFFF2mvczqd8Hg8Qe+rqKgI+4xI4krf//73MWPGDOzevRtdXV24++67EWfHEA2fz4c9e/Yk9F6BQCAQjE4MOVI1NTVYu3Yt9uzZg9deew11dXVYu3YtJk2aNNTjEwgEAsEhzlFHHYXc3Fzcc889GBgYwPvvv4/XX38dF198Mfr7+/Hss8+is7MT6enpyM/Ph8lkCnr/HXfcgf7+fnz00Ud44403cOGFF4Z9RmlpKTo6OtDZ2an9rru7G/n5+TCbzdixYwceffRRQ+OVZRl//vOf4XQ6wTnHunXr8PDDD+Pkk09OzhACgUAgGFXE1UcqMzMTxcXF8Pl82Lt3L/bu3TtU4xIIBAKBAACQkZGB1157DW+//TZsNhuuu+46PPPMM5gxYwYA4O9//ztqamqQn5+Pxx57DP/4xz+095aVlcFqtaKiogLf/OY38dhjj2nv0zNjxgxccsklmDx5MiwWC5qamnDffffhn//8J/Ly8vDd734X3/jGNwyP+eWXX8aUKVOQl5eHb33rW/jRj36EH/3oR8kbQyAQCASjBsYN5Cn897//xdVXX43m5ubgNzMGv98/ZIMTCAQCgSBR3n///TAlPoFAIBAIUoWhiNQPfvAD3HbbbfB4PJBlWftPOFECgUAgEAgEAoHgUCRqHyk9TqcT1157bcRiXIFAIBAIBAKBQCA41DCU2nfzzTdj5syZuOqqq4ZjTAKBQCAQCAQCgUAwqjHkSC1ZsgTr1q3DxIkTUVZWFvS3Dz/8cMgGJxAIBAKBQCAQCASjEUOOVKx+UZdffnlKByQQCAQCgUAgEAgEox1DjtRYwmjHeoFAIBAIBAKBQCCIRaQm7iqGVPs453j88cdx0kkn4bDDDgNAKX0vvvhiakY4TrHZbCM9hDGLsF3yCBsmjrBd8ggbpgZhx8QRtkseYcPEEbZLDaPdjoYcqdtvvx1PPvkkrrnmGhw4cAAAUFVVhd///vdDOjiBQCAQCAQCgUAgGI0YcqSeeuopvPHGG7j44os1CfRJkyZh7969Qzo4geBQhe/eBvnJB8BleaSHIhAIBAKBQCCIgCFHyu/3w2w2A4DmSLndbu13gsjY7faRHsKY5VC3Hd+wBvzT94EuV8LHONRtmAzCdskjbJgahB0TR9gueYQNE0fYLjWMdjsacqTOOOMM3HTTTejr6wNANVO33XYbzj777CEd3FinoKBgpIcwZjnUbcfbW+gfjvaEj3Go2zAZhO2SR9gwNQg7Jo6wXfIIGyaOsF1qGO12NORIPfDAA2hqakJBQQE6OzthNpuxf/9+rFixYqjHN6ZJT08f6SGMWQ5527U10/+TcKQOeRsmgbBd8ggbpgZhx8QRtkseYcPEEbZLDaPdjmlGXpSfn49XXnkFbW1t2L9/PyZMmBDWmFcgEKQGLvsBO0WkuKMdbITHIxAIBAKBQCAIx1BEasGCBQCAkpISLFq0SHOiFi5cOHQjGwe4XK6RHsKY5ZC2ndMB+Hz0b0fiucGHgg25xw2upBynkkPBdkPNcNiQyzL8f/w1+OYNQ/5ZI4W4FhNH2C55hA0TR9guNYx2OxpypOrq6sJ+xzkXqn2DkJGRMdJDGLMc0rZrb9b+yTvaEj7MoWBD+f5bwf/1ZMqPeyjYbqgZFhv2eoEtX4Dv3Dz0nzVCiGsxcYTtkkfYMHGE7VLDaLdjzNS+b3/72wCA/v5+7d8q9fX1mD179tCNbByQk5MDr9c70sMYkxzKtuNqfVRFdVI1UuPdhryvD2isB8/NS/mxx7vthoNhsaHHrfy/e2g/ZwQR12LiCNslj7Bh4gjbpYbRbseYjtSUKVMi/psxhmOPPRYXXnjh0I1MMKrgnm6gqQFs6qyRHsr4p60ZSEsDmzIDfOMnIz2a0UtLA8A50N050iMRjBSKA8XHsSMlEAgEgtFLTEfqjjvuAABMmzYNl1xySdjfW1pahmZU4wSPxzPSQ0gZfPWb4G++COlPL4KlGdIoSYrxZLt44e0tgK2U/nN3g/f1gmVmxX2c8W5DfnA//SOJXlvRGO+2Gw6GxYaHQERKXIuJI2yXPMKGiSNsF4APDIC/+ATYWReDFVjjeu9ot6OhGqlrr7024u9nzRLRiVj4VMGA8UCXE/D7AO/wLFjGle3ipa0ZKC4HCovp5wQFJ8a9DQ8eoP+7u0npMIWMe9sNA8NhQy0SpTpU4xBxLSaOsF3yCBsmjrCdjqb94O+/Db71i7jfOtrtaMiR4pyH/a6rqwuSZOjthyyjvYlYXLi7g/8/xIwr28UB5xxobwErKQfTHKnE6qTGuw15k+JIcTnl1+V4t91wMCw29CoO1DDNSyOBuBYTJ17b8S/XgW/bOESjGZuI6y9xhO109PbQ/xNIxR/tdoyZozVhwgQwxtDT04Pq6uqgv3V0dERM94uE3W7Hww8/DJfLBcYYli1bhjPOOAMvvvgiVq1ahfz8fADAJZdcgsMPPxwA8PLLL2P16tWQJAlXXnkl5s+fn8DXE6QKbed3HC9YRgXdLqCvhyJSReRIiV5SUWjaD2RkAv19NDnnW0Z6ROMS/uV6yO/8G9JNvx2WtN640KX2cc7BmLhTBIkjP/cXoKgYplkLRnooAsH4QnWkusZfTXPMp+I//vEPcM5xxhln4O9//7v2e8YYSktLMX36dEMfYjKZcNlll2Hy5Mno6enBLbfcgsMOOwwAcOaZZ+Kcc84Jen1jYyPWrl2LBx54AE6nE3feeSf++Mc/jrkIWH9//0gPIXWojtQwpfaNK9vFQxvVHbKScqCgEGBSwhGp8WxD7vVQyuPsBcDWjVQnVTkxZccfD7bj278E8q1gldWDvzjaMTiH/PpzwP46oKMNKK0w/N5hsaE6L/kGyKFOoJZwtDMersWRIh7b8e5OusazsodwRGMPcf0ljrBdAN6jqO51u+J+72i3Y0xHaunSpQAoopSTkxP0t61bt+JnP/sZ7rnnnkE/xGq1wmql4rLs7GxUVlbC4XBEff369etxzDHHID09HSUlJSgrK0NdXR2mTZs26GeNJrq6ukZ6CKlD2fnl7u5hiY6MK9vFgSZ9XlJOu/+WQqAjMUdqXNuwuQEAwGYcBr51I3iXK6nrknMO+H1gaekAxoft5L8+CDZ1Ntg1Nyd+kH27yIkCqHYvDkdqWGyor43ydI9LR2o8XIsjRVy2q1euc+/oLmwfbsT1lzjCdjqUiBRPILVvtNvRUIhHdaLsdjseeughLFy4EPPmzcO2bdvi/sC2tjbs27cPtbW1AIB33nkHP/3pT/HII4/A7aaHosPhQFFRkfaewsLCmI7XaMVms430EFKHmtI3TOpY48p28dDeTFEoJa0PhTbwBCNS49mGqmIfmzmPfpGkBDpfuxryT68A7+8DMPZtxwcGAJcDvNOZ3HHefwtQnEuuaxRthOGwYZDs+ThNOx7r1+JIEo/t+L5d9A/v+BUuSQRx/SVOMrbjzY3gLY0pHM0I06fWSMXvFI32a3DQhPeBgQG8/vrreOaZZ/D2229jwoQJaGpqwrp167R6JqP09vbi/vvvxxVXXIGcnByccsopuOCCCwAAL7zwAp555hlcd911EcUtorFy5UqsXLkSALBixQrN4B6PBz6fTytS6+/vR1dXl/Z3zjk6OjpgsViQpuT9O51OZGVlITubQvtutxuyLGs1XH19fXC73ZqTJ8syHA4HrFYrTCYTAHICc3JykJWVhbS0NGRmZgIA8vLyNBt4vV4UFhYCAPx+P5xOZ9RjAEB3d7ehYxQWFmrpjx0dHTCbzdrnq+IgZrMZANDT04Pe3l4tUujz+eByuVBUVKTVGdjtduTn5yOdMbQpN0Fabw8KFRt6vV709/fDYrEAoGuls7Mz6KK32+0oKChAejotxlwuFzIyMjTnPNp5SktLg81mG5bzFI+Nh/o82TvaINtKUFxWTn8vKYdvzw7NprHOk9r9u7OzE2lpaZoNh/I8Def9pLcxd7ShNysb5plz0WUyIdvXjzybLeHz1LXpM8DTDSvjYMo9MVT3U+h5ys3NBZDa+ynX14cOAJKbHlqJnCczZLR/vgYZJ52B/g/eQXa3C3k2m+HzxBjTPneo7ie71w2YTIDfj4I0Cd2MjanzZPR+stls43reG6rzpL8GBztPzqb96AeAvl4UFRSApaePunlvJM6TyWTSvu94uZ+G6zxJkgRJkhI6TwPP/RkwmZBz632j5n5K5jy5GeABgO7Ae4yeJ0mStNeM1P0UC8ZjeC0//OEP8fzzzyM9PR0XXnghLr30UixevBjl5eX48ssvUVJSMugHqPh8Pvz+97/HvHnzcNZZZ4X9va2tDb///e9x//334+WXXwYAfP3rXwcA3HXXXbjwwgsNpfY1NTUZHtNQU1RUhI6OjpEeRtLwLifkn1wOAGBLToH07R8O+WeOJdvJn74P/s7LkG57AEwa/KaLhf/unwJZ2TDddCcd+6WnwFe9Bunhl8DirBEcSzaMF/8DtwE9XphuvR/+n14BNvcISJf/KKFjcVmG/ONvAV43pJ+vAKudNeZtx3duhnzfrUBuHkx/eDahY8hv/xv8P09D+s2fID9+H1BYDNOPbjP8/uGwof+OHwI+H9DWBOnan4EtPG5IP28kGOvX4nDA9+8BJtSEzb9Gbcc5h/yTb1PGhSxDuv9psPz4et2MV8T1lzjJ2M5/8xVAegZMd/8ltYMaIeTnHwdf9TqQlg7pkZfiEgYaDddgRUX0tPaYK7NHH30UjDH8+te/xp133onFixcnNADOOR577DFUVlYGOVFOZyDtZN26dZgwYQIAYOHChVi7di0GBgbQ1taG5uZmLRVwLDHSJz5l6FJmuHt4clXHlO0O7AEa9wGtKXDi25tJaEKlqJgWigmkro0pG8bLwf0BEYX8goTyrjUa6wPpPJ0uAGPfdlytq/N0gyfQg4PLfvAP3gamzwWrqAZKyqlGKg6GxYYeN40NAB+nvaTG+rU41PCdWyD/9sfAlvD+NIZt52inOXbyDPp5lDcANQr3+yG/8Xyg0D8BxPWXOInajvt8QKcT6HTElaE1qlFV+3wDgX8bZLRfgzFT+/bs2YNnnnkG9957L2688UacccYZuPTSSyHLclwfsnPnTnz44Yeorq7GzTdT4fMll1yCNWvWoL6+HowxFBcX45prrgFAsutHH300brrpJkiShKuvvnrMKfYBgMVigcvlGulhJI+6QGFs2GqkxpTt1CLK/XvAyickfBju7iKntTjgSLHCYnCAHvRxdgMfUzaMA97dRSp9FYpKX56Ffk70eLs2B/7d5QTDOLCdvq7O3QlYiqK/NhJNDUBHG9g51OKCFZeBf7UeXPYbjroOtQ0554CnG6yknO6RYdrkGW7G/LU4xPA179L/nR1hgjOGbVe/GwDAZs8Hr9s2fuqk6neDv/pPoLQSbNGShA4hrr/ESdh2rg6Ac6C/H+jxADnmlI9tuOG9Ome+2wVk50R9bSij/RqM6UjV1NTg9ttvx+23346PPvoIzzzzDK6++mp0dXXh1ltvxY9//GPMmjVr0A+ZMWMGXnzxxbDfx6qxWr58OZYvX27gK4xe0kZbz5VE8SgLlMLiYJWsIWRM2U7d7du/B1h8QsKH4V+tBwCwqbp7qkjXlHdSfKqVY8qG8aA04mWK3DnLLwBvPZjw4fjOLUBRCeC00y4gxoHt9I5UV/yOlFp4z9Qd+pJyiow6HYFrchCG3Ib9/bS7aSkCMjLGz+I3hDF/LQ4hvNcLvmEt/RDBkTZqO75vF5CWBjZtDjnl4+VaSlIkiru7MLB1AzD7iBQO6tAh4XvXYQ/8u9M5LhypoChUVydQYlwBdrTPgYbDPEuWLMHjjz+OlpYWPPvss2hoaBBNcg8RtJSZkvJxq4yVDOpOCz+wJ7njrP+YFvR6h6lQacqboAR6KlCV7EYLvIkU+1ChpvZZElbt47IM7NpK6n9JRraGA97cAP9jK0iVL9brHO2k/ggk9p3q64DsXC1tjqlR0rbRU4OqLQ5zc4Hc/GGLlo9VuN8/0kNIOXzDWuofBiT1bOL1dUDVJK2p93hJE+XqJmiC34ev/whdf/jN+FKPGwNwp86Rco09xeqI9PYEHMIkVXZHG3Hny2VlZeGSSy7Bf//7X9TX1w/BkMYP+hqwMY3ygGKllYCna1hydqPZjvt8lGI0mvKG1YjUgT20ME8A7u4Ctm8CW7QkuAgzO5caRCYggZ7s9cf9fsgvPAn5+oshr12d1LFSSlsLkJFJPbYAIK8A6O8DjzPvGkCgPmr6HKDAosmFj9Z7l3/1ObBh7eAOjcMOVFCaaSL1Y7x+N1BTGxA4UeuQ4pBAH3IbKlEDlpsH5JrBx+kmTyrsyL9cD/nGS6mR9TiCr10FlFUq2RLhESkjtuOyH9hfBzZpKpBLKl7DlXkx5KhRukQ3GZT38f3JbRIeqiR87+oiUsm2sBg19PYEniNxPpNG6/NYJanCo1gqFgJoUotjHk83SQyrwgd9vUP+kVFt9+U6yP/vTmDrxiEfg2F6e6h+rLcn7oJ8Ff7FJ4DfD7YoWHWMMQYUl4Er6WzxkMz1x7s7IT94O/jKVwFLEfhTD9EYRwHc0Q4UFgcczjwL/T8Rh0Gpj2LT5gD5Vi21b9Teux1t9P8Y35VzDjjawWqmKq91xfURfKAfOFgfeD8AWIuAtDRyYg0y5DZUF7s5ZloAJ7n45ds2QX731RQMLLWkwo58706an1yju2g7HnhbM0WTjzkZMOdFdKQN2a7lINmmZiptXAHjL7Uv0U2GHmVzSm3KLYiLhO9dZ7vWvw+d4ycixYrL6N9xPqtH7fNYYewpOIwh1P4EYx5Pd2Cxov48xESzHbe30v/XfzTkYzBMbw9QWQMg8fQ+vv4jyhmeMDnsb2zaHKBuOy1w4yCZ60/+w6+BvTvBrvoxpF//P6CmFvLj94Jv25TwMVOG4kipMCUdJ5EUNr5zC1BcBlZYDFZg0Y4xWu9dtTkzj9XU0OumzY7KifQwjtcuB/aSU69LMWWSCbCVxRWRGnIbaql9eYojldy8JK9+A/z151MwsNSSEjsq8+a4cRAA8E9WA0wCW3winf8INVJGbKdGW1jNVLC0NCAze/zYSbEJT/T79FAEkx/Ym6oRHVIkeu9yhx0oraDMC9fojsYYprcHMOfRZkWcjtRofR6rCEdKMCjc0w2Y88HM1ABtROuklNxhvvHTQetEho0eL9iU6bRjn0AKBO90Aju3gB25JGJvBTZrPjDQD+zeloLBGhhPbw9wYA/YGRdCOvpEsKxsSDfcAdhKIb/wxLCMISaOdjC94EE+NWFUIy98327Ia1cNehitPmrGYcpxrECXK+H0zGFBjUi5YzyIlHo6VlRMtumK76HFFQUz6CNSAFBcFldEaqjhOkeKmZN3pNDaBPR4wBOMuMuffQC+a0tyYxgieIfiSI0TWW9AieLPmAtmLaJnU6LnX02bVnfLc3PHTWofTza1T02XTiJtXZAATjttFhZYx0VEinMO9HqBrBwgL3/U1yLHi3CkhhC3e3xMxnB3A7nDG5GKZjvu7KAi+h4PsDW8b8hQwPfuhP/3P49Yg6NNELn5QGVNQhEpvmENwGWwhVHkaafNAUymuKNBCV9/Sj8sVhGQcme5eWCzD9cW6SMFH+inSbgw0E0deeRIccVhkF9/Dvzvj1DtQywc7bTzrDoMBVbA7wO87tF776r2j7Wjpy4MC4uBPAt4nKl9qN8NFBSCWYOV/lhJOdDeDM45eHsL/L+9KWYR+pDbUN1lz82l+cnTnXDtJPf7gXbFSUxg4cK7u8Cfegjym+HqtMmSEjuqkfxxEmnhA/1ASyPY5On0C3NexA0+Q7brdAA5ZrD0DPo5xzxu7KQ9qxMVm1AiUujxBu6PccRQ1x8lfO862sGsNsBSCD4OHCn4BgC/n+q98+Lv+zhqn8cKgzpS27Ztw0UXXYTy8nJkZmaivLwcF110EbZtG57d8bFMvP22Ri0eNzlRZnKk+DA4UlFt57QD02YDuXmkcjcM8O1fAnXbgb07wv/Y3w/IMpCdDTaxlnbu4lzM8c2fA2VVgQazIbCsbGDydBpHHCR6/WlS4qWVwX+wFAJ9PcH9IIYbVc1Il9qnr5Hifj+weytN3Pa22MdSHA5mK6Gf85U+XZ3OUXnvcq9HS7VBjNQ+rnek8i2JRaQmTQ3/Q3E5pQx2ucBf/juwvw58z86oxxlyG3rcVLuZmU0bGX4/0JeA4AgAdLSSEw0kpJLFP36XrrkhWGwma0fe36fV/kVLWePODvCNnyb1OcNKcwPNu0pKNXLzKZoYsnlixHa80xncoy/HPH5S+7qTjEj1eAElEyVZVdrRBm9rgnzzFUMaRU7k3uV9fbQpUGgDKygcH6l96iZ0VjY9r+N0pEbj81hPTEdq9+7dWLx4MXp6enD33Xfjtddew1133YWenh4sXrwYO3dGf4gKgPz8/JEeQmrwdJMyluJIRdr5459/DPnFJ1P2kVFt57SD2UrADj8a/MvPaNIB7SgPmZKfoqATcdGoOhVZOcDEKYDXE6hHiOf45VUxX8JmzQca9saujQkh4euv5SCJZ6ipLiqqSt5IyrGqaWv6Gqn0dMq77nJRfY86aTc3xDxUkMMBUI0UAHQ6R+e969A5hrGazzqUQuW8ArD8grgeWtzrBloOBgtNKDBVcenzjwM1ijHEC4bchh43RRIYo4gUkHjacWtABZHHeX1z2Q/+wdv0Q0cbuM+X2BiikLQdO3TXTZTIBF/5KuRHV6R87EMFb6wHALCqGvqFOY8amIakLhqyXagjlWumeXw84A7Inyf0fOzxImPGXCVtfZwJTnS0A5wPqbR7QveufrOwICCANKbpCayTWH5B3Kl9o/J5rCOmI/W73/0Ol112GV5//XVceeWVOPXUU3HVVVfh9ddfx+WXX44VK1YM1zgFI4mnmx5Uag+ACDKz8mcfgr/7KnjX0N303OejScVaTF3a+3rB166E/M/HIP/gQvDPhyZCpfZ04HsjOFLqBJGdAzZxCv073gdOp5N2nmLAZs6nSX+HsagUb2vCwL7d8Y1DpbWJVPEyMoPHUDDyjhR3RIhIAZTe192pqfABAG+K7UhpaXJW5VhKRGoor+HB4D4f5DWrIL//FuT33wLfo4uCquPNyIidGuGwB1QN8yxAt0tbRHFnB3is60JXeB+G6kj95xmaDzKzRzZ/39OtpRuzJGWreYuuoXO81/fmDeSsHLaIoiSOQSKhw40+ShYtItXWAnA5EPGMAa/bHqi9GSkO7gfSM7RrElr9bgLj6nSC6RwplmMeFz3JOOf0PdLSKdqqq/3j+3YbS2vr8ULKL6C09SGQQOeN9eAH41ekTQnqs3u0RXyU9QYrtI2OLJBUoGxuMiW1D+7ucVVzF9OR+uCDD/DTn/404t9+8pOf4P333x+KMY0b+vpGVyPTROAD/dTwMMcMlpZOodlIu76qs7ElNXVLEW3X5aRdR2sR9f3Jt4D/88/gH/wXkP1AwxApC6mRi707w29+ZYJjWTlAxUTAlBbXA4cPDNDDTo2GREOV5jWY3if//RE4b/thQrn+vPVgeFofAFioZibeHfuUop4Lqy349/kW8C4XqfCVVdFYmwd5QDvsJKKSqTiM6mKq0zVi9y5fuwr8qT+CP/sY+LOPQX7k7oATpEYWJkyOuWDkjnZqVQDQQ8vnC6hv/ecZyPffGlVQge/bRf+oqQ3/Y1Ex1Sf294GdcRFQaIt5LYTakHMO+fnHI29IJAD3ugORKM2RSnCB33qQNooyMuJ2DuX33gQshZC+di79IsEWCNFI9lpUlU6RkRE90qKqMQ4S0eMDA5DvuxX83deSGlOy8MZ6oKIazGQCoHekg8//YLbjnEeJSI2D1L4eDzn2qrOp22SQ/3AH+NsvDX6MXi/kjCzaJEwgbT0WfM8OyL+7GfKzj6TsmHF9vuqcDGHEJ5F7V9sstNoAbfNylDl78RKa2sfluDa9RvtaOqYj1d7ejpqamoh/q66uht1uj/g3ATHaC+QMoe7MqTt+0WSG1QXu5g0p+diItnNSGhGz2sAkE9i53wQ79mRI//cIOVedrpR8dvjn2oHsHHq4hjZC1ULW2ZRiVlIOPlizVD1qiHuwiJTJBEyfC75t06APMy77gX27wT3d4P/9t/GxQFlYtB4EK4vkSCljHMkohKMdKLCSrfXkF9C4dm8Fmz4HKK8aNCLFQ2TUkZVNi80u54jcu5xz8PfeAqomQbr/abDl36brQ7nu0dEOpGeAlU+Ina7X0U67mQDVSAHadcb311Ek96vPI49hfx1QUh5YmOpgaemArYSiXSecTtdDDEcqzIadDvBVr0N+5HfgqVBtUtsyAJojxZOJSJVV0n0Yx0YBb20Ctm4EO/40cuAB8BTXSSV9Ldpb6bouLo+4scI5D6QjDxaJUWvJOuJLX5b/fA/kV/8Z13ti0lgPVjkx8HOUtPNBbdfjJUXU0Bqp/n7DqrDy2y/B/9D/GXrtsKJutpQq/T7V5rq9XnqWDeJAcFkGenswkJaeeNp6tGM37IP80G9ok3akNuaUZ/dQZiAkdO86A5uFWqQ0Rc6e/M/HID/9/1JyrLjoDWTuhKrsGmG0r6UHFZuIJMcMAJIkRf2bgCgqKhr8RSmCy37Ib7wQVw2NIZSFCVN3fs35YY0P+cAALeyYBL51IxX8J0kk2wXSumiRKB1/KqQrbgArrQDyrUOibsN7ewCvB2zeUfRzaJ2UutOi9jmwFAYWvkZQxqxPLYkGmzWfUogG2/FuOQj09YDlW8BXvQ4eTxPOTid9p9IIzbazsoHMrBFO7WsPT+sDwPIKAo01p88Fq6gGWhpjpw+E9qNiTGvKa+Te5T1eyK89R8X8qWDPdqBxH9iJZ4DlW8Gmzqbfq0XeHW2KEl8B4O6K+N0o/dURqPtSH1pdnTROJYWNr/8w8hiaGgC17iQC0uXXQ/rBrWDpGWCWwpgP+DAbOpXrptMB+ckHkk/t8LgDDl+M+k1DtDaBlVaSSlY8jtSGNQAAtuQUWoxnZKY8IpXsc4TbW4GiUnI2I0VaujsDaV+DOaLtivpfvHVku7eCb0nNJhvvctHGgP461Rzp4PM/qO3U61e/kaU65wajUnzXFmDrF3H3+RtylHuBlQQ7Uur8PahoVF8vwDlyi4pJSAlISZ0Ud7RDfvB2Sg0+/JiRk8JW01iHMCKV0L3rsFN9a3q6tnmZirUNl2Xwzz4Erxt+oTiui0ixPNWRMl67O5xr6USI6Uh5vV4cf/zxEf9bsmQJenoSVEgSpJ6GevBXnwV/743UHlddmKgLlkgRKbU4cu4RNDkpdR2c84DzkwrUz7FGuKmGqihT/cxZ8ym1LiQtieuKKAGAWYrii9iou2FGHKnDFpKz+tH/Yr5OrYEpuP5XgF8Gf/158C4n5H8+Bv/9v4pdUK5Kn0dI7WOMxb1jn3Ic7cHS5ypq5AVKA+PyCbQQiOLUcs4pclMU4pQVWA1HS/jmz8Fffw58zeA9qwwd7723gOxcsKOW0i8mTKbzraSKail7eQWUshOpnsXVQemvqoOoUzTEwQOUUmErBTZvCFy76uf7fEB7M1hZdOETNn0OWLXSNFpxpCI6dG1N6PjZd4I3dhSHni09Ddi2yVhqUSyCUvvU+s34HSne20NjK62g+zee67vlIGApArMU0v1RXBYUkeIDAyNfT2RvpXOeE0VEQT/eQeynNWR2Gp/XtVqd5oagaDof6E/MNgf3A9AJTQCJ10gp8y/TzR/atWQ0vc/ZQfejvs5uNBAlIqVd34PZSplfWE5uIG09Bcp9fPMGoLuTNmQmTaUIeYTWIkOOOv+NMnlxrvaQAgIOfirWNo31dE3HqeKaEjRHKiesXcl4IC3WH598MrYK23e+852UDma8MaySjWoz0vUfg599SeqihZ5gR4qZ88DtIakrykNVOnYZ5K1fgG/5HGzabPDXngN/80VId/8ZzFYa18dGtJ2zgyIi2blhf2IFhSmrvQhCcQRZUQn4pGngoRLo+pA1oKQY0uKSSYO3aeOuOBypohKwhceCf/A2+BkXUFF0JOp3A1nZSJt3JNjS08Dffwv8sw8Cu86O9kDefOh4WhUFo0ipfUDcO/aphHNO/TXmLgz/o+owlE+g6F75BHCA6qRCnSWAFgl9PeFOWb4FaG0ydu8qThp//y3wE05P6p7jXU7wDWvBTjgdLDMLAKh2q7wqsHjpaAObdyQ1NATIOQpNwVMl3dUHsbJA5F0u7V5m534T/MkHwDd9Bnb0iYH32ltIQjyGIxVEQRGleXm6tYej9n327YZv9zZIB/YAsxfQ75Trhp11MdDTA/7qP8GPXUaRrTjhPh8thNR5KS2ddrgTEQlQUnFZWSVF2zvXg3Nu6Hzytqbg6G1JedCCmr/8DPiGNZBWPJnw9ZHMc0RN22O1M4H+PvD6CKl9QWIUg9hPiUjB1WHYRujrpTo9n4/mU+V+5C//HfzzNZBWPGFortTGqyj2QZ/al5UNmNLCIpKD2U6by3TXIMsx09xhNE1UnQcO7gebMMnYe4YBNXOElVaCg9JeGXTfebDvp26UZ+dQdKSqBvzL9eDnfBMsLebSMTaqg1pWBRysp393uegcDieaI+Uyfi3HSUL3bkd7oEY5J5fEQlLwzNWEmLxucJ8vuXMYL72BEggodY3xpPaNafnzyy+/fND/BNFxOIZvwant7LU00s5DMsfy+bT0PG2HUk2dyTWHPay4qiZWUQ3UzgLfvAF820bwN1+gHfAD8YtARLSd0w5YiyJPeAUWSndKMK0wWlpGQCLbRs0fDx4IVtAJiUjBUkiLUaNh604nSY2rjsAgsNOWA7094O+/HfU1vH43MLEWTpcL7MyLgKISsLkLwb75PXpBrNTD1iZSwwoVc1A/31I4cjt47m7q2xUptU9JYWPT59AvlGbCUeukQh0O9TgFVqDLaezeVXflmw4Au7Ya+ALR4R+9C/h9YCecHjye6inA/j26RsTFYGY1NSJ8RzlU0l3bqe92AQ37aFF05PEkFKFKmKsoMsCxIlJBY4slh6+KW6jjASjqI0lAfgHYqecBXI67N1ro8bXogfrvRCJSqvS5ktqHvt7ADupgtDVrsvAAwIrLgfYWLUrHN28g5yGJHeWkniNeN81RWkQqwuJZ3RhjbNDFtbaJ1t9vPGKjP6ZOAIbv3kb3UNN+Y8dRaawH8i1BUSTGGD2jQs5/qO3kNSshv6ar1eqMsJGlRTcH/368ry9gh6YRUp+LRrSIlDp/D3avKPeYx0/XsnTGBUDTAfBVryc3Lq+H5NQzMsDU3n0pSO+LW7pffXarm0FDQEL3rtOu1bgyxpTIfwocqZ26flnDrUqpzqeZWXSfMhZXat9wrqUTIaYjdf311wf9HBqhOv/881M/onGE1Tp4lEFF3ZGOq55Fj7qoYix8gRQHfKAf8oqfQX5MkbYPiUhFbHyopdzZwOYeATTWQ/7LfdquCh+kn08kItmOO+1RF/goKKSUpgQmZHnV65B/9A3w5gj9JJx2uuktRWBTppNjqJeP7u0B0tI08QOmKNsZ3kHqcpJynLpLMwisegow53CqfYpQm8MHBoCGfWA1U2G1WsHyLTDd/RdI1/4MbPph9JoY1xhvOUhiA9F2iBWBgSHr2RWLKM4PAE1RkM2g78jM+RQlUa49PjBAu6nquDuiyKjnWwF3NyzmKNE+Hdxp1xao/L03E/hCynFkP/iH/wVmzgt3YiZOoYfoXkVNr6gkEP2J9CDqCDj+gCJSYs4jafiGvcCESWCSBLZwCaXX6R6o2vUfLRoZSixHSk0h0ztSzg6goBBMMgFVk8jJ27bJ2GeFoo5bH5U154XVbxpC7ZtWUh5XrzTu9dA50Ed3S8qpMa+rg+Sl1R418ToLOuJ5joShiAMw1ZHq7wP3hYgotLfS9zbiiLa3kDMMGK8F1SnpqRsb3OfTNvyCFngG4I31kev4cvPCUgX1tuOcU5rzytcD80CXk3b89VkOyjVlSPFUN5fyFDpS3GEPbn2QCO4uZePCQmIjqmOoXtt9vbEFNZQNw7wSpZ/ggqOBeUeCv/bPgBJkIng9lMLMmE4MJ7nUNb79S8jXXxzX+onrU6OHqE4q3nuXez20ptA/lwqsxqTqYx1XlmmzT90QjyMalBJ6e4DMbHr2SCaa++NwpJKaA4eBmI7UU089FfTzzTffHPTzu+++m/IBjSdMBhbHfOcW+H9zPeSfXA75sRWQn3s8sQ/r7qSQ6cz54Os/Snihy194ggpKN2+gvGW30odC7SkUqfGhww6Y88AyM8HmKGlXA/2QrvsFLegScKQi2s7ZARYtUqLKh8c5IctrVoE//zjg90fO/3bYgXwrhcEnTQeA4BTCXm8gGgVoC/pYjUr18E7noIp9oUinXQB0ucDXrg7/Y2M9RTYmTQu3oVX5nFj1Da1NkaXPVQoKSeVqJBpWqovySKl6k6dDuuHX9LBXKZ+gOfH8jech/+lOrcYtLHKjolxHzEithbMDKKkAO24Z+KZPE98E2fEV4LCDLTk17E+smnqT8Y2f0M9FxVpqH3dHeBC1N5Ozou8BlmehFNLGerAJVN/EFh0H+H3gX3wSeF1zI2ApBMvOgSHUQuhI31vd7e0IOFLc1aG9h0kS2Mx54Nu/TGyu0kRwdKmN0cQUBqP1oNY3LRBlM3Au1ZTAkkBqnxadamsmEQKFeBbZvOkAycQrO+xGniNRURe8trKotT+8vZmab+fkxRTr4JyTI6UKDxh2pHSfpzqWzQ3kcALgOzdHeFOUMfj9QHNDcH2UijkvrO4nyHaN9STY0uMJ7PAr0udBWQ7xiE2o10legVa7lSycc1oL/PHXwRuW8aL0WWOM0bkNrZECYrYLUGso05TFN2MM0iXXAoxB/uefE99M6/EEbKxPPU4CvmMzPZca4zgHPV7KvgCGzJGK+97VmvHq1jmpqEtW6qOY+nxMtSjZYPT2BKdu5hXE7oUYQlJz4DAQ05EKvVFGZBd6nCP/66+Auxts+eVgRy4FvlyXWAGuu4siG0cuoYdnffzqOvK6D6kn0/S5FO7e8aVS0J0XeNBE6NcRFCmqmAB2zMmQrv4xyTTrFrPJwP1+evhFEpoAEuq3wL9YC/70/wNmHEY70mqKj/41OnEDlmsGyqoCvXYAmoz1C091cWl0keFyDN5DKpRps4HJ08FXhfdy4fVKtCxCQ1WWlUOTWZRJmft8gL2FVBCjEceOfaqJ6vyAHvJszuFBkTRWMYEK3F0d4CtfpWOoikWOdqqp0BeZA1qqiWxkIe2wg1mLwJaeDsgy+IexRUCiwdesBnJyweYfGf7H6kkUZd74Kf0cFJGKkNrX3gKoO8gq+RZg7w5KWVNrOCbW0j27dWPgvS2NxuujAK2BccS0E2+k1L6Q+3fmPHrvYI2TI6EucnWpfSw3tiMQDd5yMJD+VGBcJSuQEqi7X4rJ9rytGdi5me43cx4JfRgdz/qPKOL8+eCZBby9hXaxo/1dc6RKA1GX0Ne3t4IpjlZM+fguF/UQU9QkjW4caFFCc57mUHJV/a12JrBrq3EFx7ZmWjDr66NUzPmxHUH1HgK0a453OoPqowBQXQpgLLVPbZ46ewFgb02NaMLGT4F9u+jZkkSUiytrAgBke+X7BNW4xrpfFEdKX4vLiorBzv0msPlz2gBKZFwed8DGeQX07E2ydQlXekjGFSnr8Wr3brIRn5Sh1mTrNowHU0c1glofxY44ln6Ow4lJCREcqRERvRgiYjpSobUoQu48PgbL6+QH9wP768BOPQ/S6eeDnb6cdonXRZEmjnWs7k5ypBYsJnWdaPLG0d7f3gL+zMPAlBmQfnQ7kJVNtU7urkA4GCQ2ASD4IaOTkWaMQbryBrDDj6Gfyw3IUEcgzHZdLlJGipraR4s6ozKh3NMN+a9/BCZNhfTDX9FxI/V/Ck0nLCkPSlfioRNEvoWalhrNae5ygcUZkWKMkeBCy0HK0dezbxdNUoW2yNef1RbdybO3KmID0SNS2o59Z4LRl2ToaKMdRHVxMBjlEwCvB/I/HgX8MjXt3a1zpApt4SmMynXU2RB7Z5P7fBT9tNooCjF7AfjH78Z9nXOvB3zjJ2BHHg+m7o7qYFk59LB3tFOajqWIXpeZHVl1K6RmB1AUyZQdX7UYnjEGNn0u+K4tlPLEOdBy0HB9FABKZzXnx6yRQogjpb/W2az5ZIPtmwx/pgoPTTkGEqqR4pwDbU2BzQOLVRvroKgy58U6x7XQRg56ewulrE2dDVTW0FxvFMVB42//G1yWoz5HOOeQf3cz+L+fjn4seys1U8/JDbSw0M3dfKCfoirFZdF7BKooohSsdiYtfo0q96nHrJ0VUO47sIekkI87hf5uMPVRFZqIFJFiEcavtx3f9Kku3VyJjHU6wzdTTKZA38DBUCX9FUEVREoPjwPu90N++ZmAQx/abiMe3F0BYZrcvICQSKcjUBMW63wrjpSrL7h+mC0mgZqEUxl7PJojRanH+cnXSDXso//H6Uhp6rRDVPcbb22Ptjmh33AqsFI5RRJtNvjOLXSPKxkO8aTVpQLe4w1aJ7F8C/UV3LoR8sv/CGysRGFM10j5fD689957WL16NVavXh32sz8F/YLGMzk5sVNk+NrVgMlEkSgArGoSUD05csrWYKiOVI6Zamg+fhfy3x+huqvQnPhIY1n3IdDXA+m7PyW1sFnzqVDa0x1S0B2hX4vTHjXlDhUTqDC5oy2urxNmO60+JsrnxJlrzd97k77vZT8glbTSCtpF1r+Gc4o66D6Thcqs9/YERaSYyUQRJgMRKS7LNF4Din1hqAu/9mDnj9fvBiZNA2Ms8vVnKYy+AGoltbFI0udB7wdGRLlP7SFldEOHlZPgBL5cB3b8qeR87tlO/TSi9KNSoywZkaTF9XQ6KcVVeeCxo04gu4aqOg4C//xjYKAf7Jhl0b9HtZJKZSkK1NLlheeY8z6luWVxiCKjGsEymYDy6sDvp8+hYzQ30EKmxxNfRAqIquKo1R847WTvvl46vm6BwIpKgJIKcIN1UtROQXHMVGdAXyOVmw943PE5s10uZWeavvdgUdsg2prIGdelUTLJBBSXUuSzpRFs+lxqHNvUYDijg7c1U01L0wFg8+fRnyMdbVT7tmd79GO1t1A0CtClrOmubXXhWVxGjlYM50ETmiiromvK6BygqkXWzqLP7nSSpH/1ZLAZc+nYRuukmvbTRpV6b+tRxCb0dlZtx9tbqHZ0ySlkB1X0otMZeSNLJ8zBv1gL//+7M/L5c9qp3kdN+06iFg4A+NpVQMtBSJdeSzZORonW3a2rbSaRKM45nbeK6sBrotHjARhDjjXEPuY8EouIp1+iHq8nWHE235JUU1ze3RlIsYw3ImUtIgGEZCNiPV6a40IYbA0YhtaXUve+JCXQ1fooNn0uXQdMGnZHKmJEqr0F8h/uAH/rRfCV4dk1euK24zAT05EqKSnBVVddhauvvhpXX301ioqKgn4uKSkZrnGOSbKysqL+jfv94J++B8xdGKw+dMwyYH9dQOLVKN1dWqMz6fzLgamzwdd9APmxFeAvPTXo23n9bqC0khY3ANicI+ghUV8XsuurNj6k3XC1YW3ERSl0i1m1VoVzyGtXD7pDG2a7SDs1+s9JS6cJ3sBkw/t6SXlo7kJtZ5OVlIen9nnd1Hld7yQWWGnxom4i9ITUSAFAQaGxtBdPN0WAEnCktLqM1oDzx3u9tHhT0voiXX/Maoue2qc4UjHFBrQUyhHYIXLYI/eQioZ67WVmgZ11ETB1Fi0cWg+SjHqMflRSjNoBAJozqqkrzT8SSM8AXxef0Atfu4rGWVMb/UUTlb5N+towc3548211oRsqba86UuUTNFEUAPRghbKIVRX7yg0KTahYouTvqzVSPh89tNVFlyX4/mWz5gO7thja7MGeHZB/fjXkvz8c2EFWU4QAWiRwOSC1awCupDaycp0DGe07hb63tQnQ1UdpFJcDdeTcsOlzaNHa1xMcnYt2TDVCtvhEoKgE8tsvITMzM/KL1V34poboKWX2tjBHKkhEQY0yGYlItbVQJMpWEjuyHYqnm+5Btf9YYz01nq6upeeNrdRwnRRvbiCnL0L0Frn5NJ/qbKHOgfzLzwAAbMFRQAWlm/OBARpbpNTqnFwtZVL+eCXw1fqIfdu0ur/iUoqWJ1Enxfv7wF97Dpg8HViwmNK349yYCcLdRaI7UKN1bnpWD/SDVdbQZ8Y63709QFYOskMWsVo/wUSjOF53sLiHLmJuBN7cSJu8KkpaHzKzo6b28e5OrXk2AKo961M2QZXoSDLIj9wN/tRDYb+PtQaMSJ+qbqeL3iSbTq/2j5o+hzIwzHkjXiPFjj8N7KxvUF1zzdRB+43GbcdhJqYjVV9fj3379sX8T5AgW78AulyQjj056NfsyOMpNe+TOKNS7k4tjM/KJ8D0o9sgPfgsRac2fz74+/ftBtMt5tjcI+gf/X3BBd1qap+6kxWpOFKPspjV6qTqd4P/7Q+Qf3M95L/+AXznZsjv/Af+h/4PcoxGs1ynDBiVgsJAX6YY8I9XAu5uSKdfEPhlSQX1V9CnS2k9pIIVdMB5YEen10u72HqswU095fUfQf7PM+EDUZw+llBEihbLXJ+OuH8PwLnmSEVEaRgcsYi5tZnSgEJ7E+lgah+vJB2pSLt3g+Joj6zYF40CKzCxFuycS8HyrbQjDqUw2emIXGuVng7kmCE7Y3+/0OuRZeUAcxdS3Z1iW163Df5HfxfVSeAtjcCeHWDHnhwzysaU4n51kwMAOUehYhNKRJXpU80AzTkM63FjK6X7dudmnWJffBEpFm1B5fUEBGoc7dprQntGsZnzqHZLVSWMAVei2vzDd8DfeZkiAfoiZEUC3+juMve4wV/6G9UTKpERADSPGFlYtTUHCU2oaKmV2TnAhMlglcruv5FFtruLnNDyKrBTvw7s2YGBKBLxal0ItZgIF8rhsp96j6mOVK5aI6VL7VP7QhWXkiPq9UQXOLC3BFJLY0W2w76TktWgPgs2fkpZCsoGAZs+x3idVFMDUB7lGo3RlJdv/AyonAhWUkGbe00NgcV7tIiUp5s2zPR1laG4HJTeK5moHjgZ5b5dWwBXB6SzvkGpt5OnU/p2IpL+ahNk9XmtfB9tQ7JKqTGLdWyvB8iO0tvJWmTckQ4dl9cTuBahtpxwGT6G/MLj5LgoGyZc2VBgcw4HOqI4Uh++A/mx3wdqALUeWbnK/R5YN8jPP25szaSnYd+g6WmG6O0B0jOC5zW1bCHBZy7fTa052DSlNUheAfggqn3c64H/4bsTOscR6fUGiRixympI536T6pqLy+Jq8D0aMd4FTxA33d3RJyl57SpaDKkqdwosLx+Ytwj80/cN90XgPh9NTmp/GfVYaWlUBNvWHNPj584OWuhMmhZ4r6UoUJiuX1hn51KthjoBK6pcUdX0cs00EajFvRs/BSQJ7KSzwNd/BPm+WylituMr8P+9or0vzHbODkp3idaEFlB2tmI7UtznA//fy0DtTLCpswLjVBc/+qiUI9x50/peqBNvjzfsYcMswY4U/+C/4KteC08N0XqYxN+QlGXlaM1jtc9R+3VNpDzoiNeftYhqzSI8uLi9NbjeIxoWgwvN0OPXbYP8zJ/g/8V3If/oYvC66ClJYe8dGCB7xeFIMcZg+tUDkE45j35RUk4Pkc8/psVntGMV2tC7YW1YqmcQmiMViLBIi46jMe7aCt7fB/mvfwC++ARoqI/8nT7/GGCM0gJjMWEy3XO6c8PM+WG7irxdrdkJrZEqCBxH/3vGwKZRnRRaGinFJdZGRSQshdTQMnTx3eOBpC7WHO2BB3JIRAoz5gJMMlYnpSyQ2beuo93/kCbArFBxNA2mEfP/PA14uim9VwosXJiBiBT3dNMcWBqhsbVq/9pZtCBS0qi4EcGJ1oASIDt2GWDOR9frL0YeQ8O+gOqZviWDys4tgG8AbJKysaLOnfr61vZmOu95ForoAJoiK5dlahmgbgy0t5LDhdiR7bBxKoJFKLBSpOfzj+kYqvrf9MMM1Ulxn4+idRUR0vqgq9/Vpat1d3dT5Hb3NqofBijd3N2lya9H3MjKNZOdGvYGoquRnqFOO5iS+sYqquMSFQlFdQgwZSYdbzKlCxrZZAijx0vROdW5zM0jlcR2dbOlnO6hWOIcvV4gOzfic4QlqiTX309CVtnBqX3ochpKfeVeD7BjM30XVSjnwD7aEJpYS+mLPREi0qoDqToQatQ6O0frHQgokatVrwdFrwYdU4+Xrl97W5icfKw1YET6eul+1FNcTnWXkVSFjYxv91bqJak+7/IKBo9I7d0JbPpUc8KSJjS1T0+hTUsBj0bcdhxmhCM1AnBPN9VtHLU0Yndp6bivkbz1B/8NvGegnyRH1clWj+rUhCwsAIBNU9J31K7WkVCU3kIjGWyu4uTpHCnGGP2sLGr4YBEpIFiGetNnwLQ5kC7+LqS7HoP0vVsg3fs3sPO+RaIU0Rw+hx2wxq6Pod3xQRypdR8AjnaSENejqvfoFs/cGdyTB0AgDU91JJT0hyAshbSb2d9Hk8OBPfQACXFeNGckXtU+lZKK4IhUw16Srw4pntbD1IV/pJ0meyul7QyGwdQnPdxhh/zA7bSIqqoBsrMHzYsOQl1khaatxQFjjNL71B26KI6U9I3vkBjJXT8B3/JF5IM5Oyj9Qp+iMncRkJlFqmtvvqilTWmRg1CaGgBbaViUJmzcObmQbv4d2MnnBH6ZV0AppvrFR1szKWzmhmw2lFcDaemBZsV6lDopvukzoKwqfkEhSyE5paEKTF4P1XwC1LBbS80NiUjlmKku1EjPHHcXwCSwJV+DdPsfIH33J8F/V65dbsCR4ru3gX/4DtiycwIpZ/rvNFivNJ3DEwpTVBPV1EmWYyYH0kC0QrufSyqo9mrCpOjfp2EffUZRiTaHBx1r/Ue0KJu7iMahtrHQR6TsrXQNMqZrRKs8T3ZuhvynOwNqlO0tgWinbo4bFHdXQPm1fAJ9vlKXCgR2yuW//oEyE/76h8jKte3N5Bzo6/z0RFCUBQD+1XqAy2DzyZFiZUpkTFWdi+BIsdw8is7pUg5Dn02kJOsKbD5UVlP/sEQk+AFqXG8rBVPTVWum0iZDIul9qv00R0pJ61QdPUuhksoZY0EdIhAQhLWIvmu8Ss49am2jPrXPSs9HNa0tBnzLBnLEJElTYaT+eJPBFCc/Up2UFs1R5yklTZNl59D5V9cNanuMeGqm1M/jsuaoJkwEh4NlZgKTpsXVJkCFcw7UbSeBGPV4kbIZQt+nRl9DHC757X/HtQGqEWmdpGItphTwQcY0mhGO1BCSlxclRaq+DvD5wOZFkDsGgDlHALMWgL/yd20nl//rr+DvvQn+/lvhr1fSzJiq0KOnqoZ2ImMU8/J9u6gQPST1R0vvCz1uRTX4js2aGIPasDYarFyRoW5ppB4g6gOtsBjsiGPALEVhCl6htiOJ9eifAYAcks7oCyDudYP/5xnauVK/m4qtjIow20IiUiZTsKqTKrbQ6aSUrYH+4MJQIGCLTielw6g7ZKGTrDpZJxCRAgBWWh5QDoOyo6mLOkS8/qI4UlyWAYcuDSjW5yawG8lffw7gMqTb/wjTD24FO+5rcfVe4ps+o0X07MPj+txQWO0sSs0EIvejAsBmHIai+/4GWIsgP/R/9PAIbQXhoOtR73iwzEyweUeSI/XOf6jOJTsnUMsS+p3aW8KFIaKOe2awg5SXT7uyusUHSZ+HH4+VVkB6+EWtJ1XQ35TFPjrawIw24tW/X1Nx1EVgfT6gvw9ZldXkbDra6XrJyg5Pg4USDQ5Z/MhrVsL/u+C+hbQgN4NJJorYhKawWgrpfo2S3hN0/Jf+RsIl51wa/kdLIdk2lvCCOk9EahUwZSawYDH16lKprDYmRNDaTNFH5T5k5nywCFED7nFT5G3CZKCmNtD2QP27j3qEsXlH0kJMRSeiAICcfeUa1FJ6FUdKjXDy/71M0YlOB82TQGAeMVQL6taOrdXMTpikRQFZUTHYsScDkok2ENd9SM5U6A61ktUQLSKlprHpmzLn5eWRWl+hDVAd5orBHSnk5FKq984tlPYtSeHpR51OWjyrzcBVSfYE0/to/g48g1lWNlA5MbhvoVFUgQ8lyqhF69T00oLCwRtY91BEKuJzxFJE0ZN45d7V/pMhYhMAjKXkbvoMyLeAHbkU/KvPKRrUcpDSlm3RHSnteaWm5HsDESlSxfOC9/UFbB2P+MX/Z++8wyQpq/3/fat7Uk/HmZ6wM5tzYAlL2AUkCKuCgCJeuXINFy7KVcwI6k8x3MvFiwEwXBWvYryiohIVRBckLmFZWNhlc97J07l7Zrp7uuv9/XHqrarOYXoSvJ/n4WGnu6u6+lS9Ve95zznfY/6+rDrrgnPAAvB4nogUtPTXI/vzR9uKMTxA1+lSI/sGDmdp6XHdkQoZx6aqNCd9urL+sTw1TvfTAk65XqtcJGuqUjtONdKRmgb4gFbUn095CLRyrrzvI0A6DfV3/wt1y9Pg/3iIitnzKVyJm0O+iJSiAMvXFF3N4If3Uf64uYknACxZBXb1Z/TeA/o+Tz+PHI4Du4HgsNGwthBd84D4GP0GAOzE9bmf6V5AN9Sd+esBqBlvKUeqhVY2CvRV4ff+GoiEtVSezEuf1dXRw9Z8Iwz6qCbAlPZj3PSDxkMkewVJb3zrJ3Uq8f3DWTf4sDa5zHPjLIv2LlLAio9SSkH/sdw6mGy0h35O7nMoQLbzlpfah3CwbHU03n8M/JlHwc65UHfU2DkXUBPkMnsv8ZefA5atzr9YUAHM/EApksZm7eyG8v++BXbKmeD3/BL8x9/MLOgv4NizU9+k9xZjl18NzF1YOCI11K9HLyomXy+poX5K2clDxjVsxtthpDhWqtgHAC4xoTY51trDXmm2Ay1e8MBwRjPeHNo6Af+QIeAC0H3g4J5Mef9opKj0PVMs9Ft8xSNSnHOg9wjYujPyj718vymbwX5aeMkzXpitGZZrv5gR8WTdC4D+ntINVof6KA1H3E/tTqj56hl6tLqQeYvAFi2nHkZmJa7drwAjUbBTz8rcziSiwDmnvnFiJT+7Ya+w4/AA+CP30b+1iJSeyl1ODcWIST1Oe+bpaX0aypWfguXG22C58Tawy/8N2P4i+N/vz/gMF0p7ha5TkZpoimbxRBzY+TLYiRuMRQ+Plxz8nkO0COhw5+7LZqdFsj3bwVYdT/fN7Ime5kTqz6UucqR4JU1hxXHGxyhtMTv9dskK4NDeitsqGBEpodqnOZl9R6lnXUNDaXGRsdHCzbkraVydsU+tkbYpIqVnUJSok+Lj4+DbX6TFgZNPJ0nwf/yFoo0mRyqv4IQ2lvXaIOGQaDVS9P1BIzJeQUTK/H363K5aEvlT4NiKtZSSX2E0SPRNFL3fAFAJyGiseOlIvojUSJT6JZYhmpNBgXmSjrhPlhCcmMlMiSPl8/nwH//xH/jMZz6D6667Dg89RBPqWCyGm266CZ/85Cdx0003IRYzVsruvfdefOITn8CnPvUpbNu2bSoOs+bE4wUK6gd76aIqloLVPgfskvcCLz0L/rPbgcUrwN71AXpgZst06zfNXEcK0FYzhgfyDgCuqsDh/XkFChhjUDa8Oedmyk4+g1KYNj9KK/MllNSYlorBn/obMH9JpniD6bvYqhPAd20DV9UM2/HxcXpgt5aIlmSn3Zl/54Hd4E/8Fez8S8AW5K7MA8iRQKeoQ+ZvY3VanVY4aNyMc1L7NGcl5CcBCIuVHtg5Eamg0dS0CvTeN0P9JOebTmc4UnmvP7uTjif7Aag9DMqJSMHdQukVWQ9hPjqiFwCbUe/9NdDQAHbR5caxt3eREMqTj5SsBeRD/TTxPSmPA14p8xZRelOzg1Z8CxCPx8EaGsE+fD3YP10J/tKzUG//ihGZCvrzq/6tORlYvgbK+68FczhpYtRzOGcixEeiNGEtMyKVDRNjXZs889Q41StW6JhRPylKrWKFiviLkU8OX0ubSdU3UNpZwEcTmUJRa28HTRJMK/56vZdpZTijwWghvB2lU/vGRmk1vYBjV5ZKlpA+N6kgFqVrAU3MsxdTsuBDfZlRLrsTPBbNGSO6cz5/kXHvNjVh5y88RZPE7AiuzW4sNIWDlFIl0vV0RVZR/zpE569zLvhf/wQAptS+Agsy2b8nS/RAjyZlp1OaYG++CFh3Bi1gmCeO/T3kZBZaeGpupvus6b4Ue+FpIJnMWLxjjOlRKdidmYX9AhExSSaoQX2L10hjF2TX/bV4Sc1QqwGriN4jAOe5C2GLV9D1WmF/Kl3RMyu1DwM9huOQ1cBa3XQ/1N/9xNhJnBaE8j1HmPjNlYoRiGvPnNonUttLRYH2vArEx6jWbdVJQH29UVc9bzH9nsamnIgUV9PGvrVIjN6eockGJr4/6DNSZKN56j4L4Ruk73W49BYigoJzwELExzIU+3QWrwSs1srT+/bvomvZfG8XNbNFnGiRxpohSiEc3UodHt2RKuCUa8/RYg5axXacYqbEkbJYLPjABz6A22+/HTfffDMeeeQR9PT04L777sPatWvxve99D2vXrsV9990HAOjp6cHmzZtx22234Utf+hLuvPNOqJWuyMwARkfzh2H5YC9JjZeoR2BvuZQiNfUNUK65QU+149kqTnpEKv8kw6iTypPeN9RPE59iSm/Z+2tsAlt3BuXgD/WXLlAXg3g8WXwyvPpE+i29RzJtN9hLKRSFUjrEcemOVOYNmafTJJnsaQV7Z55UHrF9excJc+iTZV/+ybLLQ30vtBsEy1Y2Mk3E+NEDdA493pxJFI8EjQag1aDVZ/DBfqN2zrSime/6Y4qSV3FL7xFTTmpfnokm5xzqbV+G+sP/ztzvgd3Ay8+Bve1dujy/QDn3InJ6tz2Xuc1IDOqTj+gRCr5Nky4+YeKOFLNageVriku8w7AdYwzK2y4De89VlD8/0KPVRgTzXvesrg6WG/7biOLOW0STdq1eSmdIk52uOiKljXUxYfIP0xipxjHT0mqhSSJXhNNNk9c8jlTSUkdRmcAwOZ4FHCmWLyVHOFLmKEsZjhRrbS8tNiEWWgpFyMrolcYH+/Kn9RU6LtG3p4hyH+ccGMxSAhRjZjRr0nP0EODykPjNgiUAY5SiDW3lftvzYCeuz3X0hIgCoKeg6U2Ysxr2cv8QSY1fcBml5gCG02WKuhdlbJScZLHvlceDXfp+vWF7PhhjUP71EyT//n8/1F/nfccKZnEAWkTSZs9wDsaee5xeM6/Iw5RiWCit2pRGy5YfRxG4rIledvNUxhjYW95JKpjl1PyZ9yUc4+yI1OKVAAD1wbugPnAX1L/fnxm5LYSYJIvxYtMiU+m0fn0ze2ZEir/4DPjzjxv70CLreecxntJjJB8iGpojfw6Al4pIvfw8ORkrj9d6Xa6j42+ykYPNGC2kZEekohG6BoEMtV39OETz412v0L16yUr6fLG0R/NxiV5tnd10XzBRaA5YkAKiDHqdVL45XLFj27eThLVMGTj6c7iYcl++iJTuSA1XVhun2brgwqXdScInRZT7KrbjFDMljpTH48HixXSDaGpqQnd3NwKBALZs2YJzzqFmtOeccw62bNkCANiyZQvOOOMM1NXVob29HZ2dndi/vwbSklNMS0uBm/RgX/GmpxrMaoVyw39D+dr3aYLQ0U0rXtnpfdEITWYKyVYXqZMSufW6slOZsDPPp0HvHyrcJFfgcBkrkiedXnifq06kY9q1LcN2Qqii5Iq5kAnNFpzYv5MiGpf9a9EoBDrm0CQwFqEV/mBuREr/nmIRqaZminoEKSLFFiwB2joNZ0UQKtAMslxEPcxQHxUqNzRlKLsVvP48rbkPQN8gXUNmie1C5OsltW8ncGQ/qS+aJld80wMU/dn4ztz9rF1Hk6XHH854mT/+EPivfwD+59/R39ueA+YuypX1rhLl3z4D5SOfL/qZbNuJiR/f/iJNxLlaumYPMFJ1stL79BqbtvIn4xloD0MuCnSF9HkVjhk77RwoX/1udTVSoobQHAXWJkvOjk5abRQNM7MbewqyUnL4SMyYxJgnV7Fo6dTO1nZKOy0mghDMSsnKRtxHtm8xJn4mqNdTfunzgoi6nGJ1UpEQpfa0Z0akAOQqNJrqaVijjaJGYjX9tZeAsRGw07LS+qClVIlGs6JXodZLT48SiMm1bwistR1s/Tl0H2xs0o+HNdpoApsntStDuUzsS9TqWOugXHR58fuwdpzsLe8Eeo+A9x6h6MBAT+H6KIEpXY2n08CrW8COPzU39Vzsp8BClt4wtnMuLdDlUxYL+qgxrcm5Fw1/1b/eU/w4szl2iJ7R2c/Sji5aiNu6GfzB34HffSf4C0+W3l8sQnVdIpvELBglFhCaHZTiJSbFg32kejc6YtT/NtryP0f09NdKI1KaE2+u97Q7KU22iFAUKUg+T3LZWg8xXYVx3iLDUfB25NZImZ9TwpEyP7vFeH/pWdqviF6WWyclBFs65+ZEpAo+gwuRiBeMuLIVa0vWSalbnob66x+Cq2lK9R3oyUxnB4zMpQLKfVQvrTk1JgEI3dEdT+ZtMVCQEql9jDF6lhaJdFVsxylmymukhoaGcOjQISxduhThcBgeD13EHo8HkQidnEAggNZW4yHX0tKCQGBifWtmCjyZIG+/zEkLa7brD3zGGNjqE2iyag47x8LU/ydfigJK1Ekd3keT/kJKSIVYtsaYdJeQpGaM0Wp3+xyjo3q+z3laSeEv21HsO0Y32lLOZ4EO4HzfToAxajJc7Dj1Jrd94E8+QoIgq07I/ZxwpEwSqhnva+Ib/MAuenAsWEqr7tlRiXCwaHpnKVhDI60uDvZpykULc2q/8m7n8eau/vgGAVdLealK+oq9yWF6/CGSp+ccfCultvCRGPi258A2nJt34sQUC9gZ51NDVtM54zu20v//cjfU5x4H9u+uTVqf+F6Hq2B0pOA2rW1U+L19q2kiXoYUe9c8wGLJVdsU10Jb6QhgXoRDIdQzRQSnClVDpii6wl5VuFrypvYxm90Q9FBVY/KVjcdL41tMgEwpsOLhzTnXIlIlio6F6mSRNBH9ui2U2lffAHbexcDWzVC/eA1FAcwrsH1H6TdWEpES0vLFUvuEEqBJUt2Q9DbV/aRy6yHZwmXA4X1Qn3+C0rPsDmBl7r0rQ2yi9whFtTSnnCI6zTSZHk9q4hLt5Px84Frqx2bOonC35qS78Z0vQ/30FeAvbaYXdNGDIm0rCsBOPgNgCmU++AYpKlYkIgVAE1DQbLXvNfBYNO+9Qyj3sUKp1drx6kqX+ZTFgpSumiE409hE18625yrqKSUc4+wsFcYYLF/7Piw/eQDK/95P96C//ql0zZRQShTPg/p6wKrd28V1b3dQhGpslJQGhd18A5l9lvLAGhroWqnYkTJS6vR9KRZNACFUeLuXn6XnpXCeALDjTwEslgwRHaY5UhnjVdyb6huMOsKxERKmqa8nR05RaFw7XGCa/Hw5dVKcc6NXW0cXKaCa2wtUShGZcLb8uJJ1Uvz5x8Gf/Cv4X/5gNAVftirzQ1pqX8EIYCREqftWa6YohTmCVUmdVKkaKUBr8D17a6SKKATUnng8jltvvRVXXnklbFndss1UEjbctGkTNm3aBAC45ZZb4PXSis7IyAhSqRRcLrpokskkIpGI/j7nHH6/H263G1ZttSoYDKKxsRFNWqpWLBaDqqpwOmnSkkgkEIvFdCdPVVUEAgF4PB5YNCcmEAjAZrOhsbERVqtV70ovVEdG9u5EjHM4l65Ao9eLdDqNYDBYcB+AoaHvcDgwtv4sRJ55FOzYIXhPpptKMD6GpMOJlpYWKNqN0+/3w263698fWHMSxrc9Dw/SsHg7MDY2hng8DqXnELBkJZytrQiFQmhtNR4MPp8PTqcT9fW0AhQOh2G1WtGsNdMLnvM2JO/5NZwLFqHR68X4+DjC4bBuY7EPl8sF9qkvA6kUYnV1qK+v189/9nkKnXAqEo/9GRY1Da/XC845hvqPQunsQtucrqLnydHaiqH6BtSPjSDNmH6eAkf2YbxrPlrmzitqY3XuQsQBNAeGEPvLH8BWrIX37I1gjGWcp9HOboy+/CyYdoPwzOmC1evNOE+Btg6Ma30uPMevQ5KnEXtmE3gigdY5c4BEHMOJMTB3CxwOh36eIpEIFEWB3U4PcnGexIJDKpXKOE+B7gUYH+oD+o6i6dwL4fR69fNktVrh9XoxOjqKZDIJt9tN57FjDuKvPJ9xrgd9g7B2dqFVO3ehUKjgeeIuF4aabOCbH0PrOy6HGgnD9/KzYOe+Hcq+nVBefg4t770aviceBlIpeN5+Geq83rzjKbrudKQf/C2aD+xE48ZL4D92FDi4B7Z3vBeJl59H+me3A5zD8+YLUJdlY4DuKaOjo/qKVaXjqdA+0ul0znhqWHc6Eg//EfZoEBEADZ1dcGr2KnSevJ1zEJi7EMpgD9KAPp7CkSDinlbYXG59PGWfp2LjydraiiFrHZSRKGw2G9LREMYabWhqn4N0Oj2l971geyeSg/2w2+1obGzEmEVBBORIuRcthXCRlRavfhzZ52nY2w7uH6LrPj4C8fi2jsbQ4vVCHR3BcDoF5nDl7MN8nnzeDrLzeBwNXm/e8TQSCSENwLtkBdIWS977nvvfrwd7+7sR+/UPkbz7TtRZLfC850pwVYX/218Emh3wXnApFHdL0fNUpy1MhEIhcG8HrNEQPF5v3udTSItSelasgaW1FX6/H46uuQgDcIBjzGKh58rAMQTSKdQvXgGlvh5OpxOja09C9NnHwH96K6wLl8Fx3ddgbW/PeT4NNzvA42No9bgRGOiBOm8xGhoa9LEwbHeCj8bgUVPwA2ievwhjAFrOfkvOeBpr74Qai6Beu3c19B5G8If/TXVXh/bB+9Z3INFzACEAsDuKPp/y3vcsFmDtOqRf2gzbmhMRBeBeeRzqNTvnez7B5QEL+dHq9SKwYyvU+np4z34LWGNTxnlKrTkefgBweXLOU319PRqXr8JwQyMa1p8N1NWhYeEihAE0J8YwCg+8Xi8CsTDQ3gkVyBhPgbe8A+N/vw/1jz8E1ydvLDme0uNJ+HoOo/Ftl8Kl/bZC9yzre65E5Dv/gcZ9OzC+6sSC973QeAIJu1MfkwAwZHeAhwKwd8+HzetFpLUNYwA89VbwaBhiKcQ+FkPdnG74AbAmGxhj+rVtPk++1nawaBiKxVLw+ZR9nqJQMVrfAJvDmXHfi7laUBcfhSfPPCI92Affr/4HliUr0PrWS8Dq6uk8tXfC+l8/hLVrHsYsdUilUqhbsBjRZAIOnkaMac+/dAJRAOheAMtIFF6vFxGuYqypGXa7HU1NTRh2t0AN+KAsXQXPwsXwA2hMjiFpmkfkm+/5Dx2AmkzAvnAJlLZOhAHUBYfhXrAQgJamqihlP58Gk3FYmu2oN41J8XzynHYmhqx1aDiyF8m1J+cdT1H/ENKMgT/4WxKYqKuH9+QNiKfS+vNJrbdiGABikbzniQUGEQDA5i0CP7QPrW43mNWK4OgIkto14hhPwOJylXXfY2oacdA8KdHUlHde3jhnLpLbt6JVu+9lP58A6N8z0Xm5eTxVMo8oxpQ5UqlUCrfeeivOOussrF9PK0Qul0s/2GAwqBtGGFMQCAQKhvY2btyIjRs36n/7fJlebam/Q6FQxt8jIyMYGclM5yi1D3GiBbFYLEM4A6CTDUBvnBi1OREz7afcffBuShVSd7wEn6Z8lA76AbsrJ2oXjUb1C4Zr6RuB7duMWis1DfXgXrBzLtTtYLY7AD1KKBgfH8eYtlrFTz8fOLgX0c55Gb8l2z7hcBioawTqAKRSSKVSOTmvYhu+dDXw13sw8MzjRjSo7xjUju6M/eY7T36/H3B5kBwehMI5fD4f/cbd28E2nFvSxtzpARQF0d/+LxCLQvn4l3LsEQwGodY3AMkkVK0ZcTCeADMdWyKRgCoUpCwWhOxucJGj7htEoKFBT+3iTnfGeRJkF1dm21Qcl9rSBmx+FEinEW+bg6T2OfN5yt6HanMAySR8Rw8bkse+IaRXrs34nmLnif3Lv4PfeTuGf/Z9oK6Oonfnvh2q0430Pb/C8O7XoD69CZi7ECFHS4Z9zN/BuxcA3g5En34Uo+vOBN/5MqCqiK9eB5z8JuDmzwIOF0J2T46Ni9mnkjFZaB/ZjK84Hnjwd4g8QmpiCZuj5L3B7/dDnTMfqd2vwAJjPKWPHQLa5mBsbKzgeSr0dzisuRl2J9RwCKOjo0gfoR404rqZyvuearMDIb9uY3WIoi7BRAKw1Ouf5y5P4X20tAHDA7T9Aa0BaX0DUgEfjWPRk6s51+bm+x7XmvKGD+6HMs9QhjOPJzUwDNjs8JvGXN77nqsV/GM3AnfcguTv78Tw/KXgfUfB9+wA+9dPIJBSgVL3PRPc3YLkkf0Zn8vYZqgPsFgQVOrAtOOJcprkRPp7oKw4HiMjI1BfpQWa8c65YMkk2WfpccAJp4GdehbUU89CRFEAzS7mscC19D3f4UNQjx4EO+9iJBIJfSyoNjswEkVwP8lAjzbawZB/PKl2J/iRAyQbfeQARm+9UVNOHYc60Aufzwe1VxNJaHYUfT4Jsu976gnrwX/9A8QeI4GqsM2ZcR/Ifj6pjTbwge0YvOl6YMeLwKoT4Y+NADHj2vb5fOBKHdiZ54OdcFrOeUqlUhgFoHzvtxhXLMD4OJJWmoCNHDsC1tYFn8+H9PAA2MJlUJA1nmx2sDe9BfHHH0Lykiv0iF+h8cT7jwHjSSS0/ZptnH3Piq88EWhtx+i9/wdleeb9Wn3oD/BteoDae/QdBVrbMvbBbXYgFMCItQGjPh+4lcZm8NjRjH6E0UP7wUTD3CYbhodzow/xeBxphwvwD8OSThd8PgnEeVJ9NPay73vc4ULSN5QzNnhqHOo3/h/AAX71Z+EPG+c7lUoB3jlAMgWAxFiS2nFHD+0HW7KSrsGeo5SRMnch0i8/S68FA0CTTb/vqQ43EPCBL1yGYJoW8scG+/V5hJmM8aSlVI802oEmepYmjx2GLyvCP7z9ZXLytZTRfOMpGgoCqRTS1rqMManbNBoDFi3D2CsvwnLxFTnjKRIOQx3oBTvnAvDd26Hu3QEsXZ1hM5oTqZQBEA3nPU/8oJYiPH8JcGgffEcOgbk8dN+sbwCSCUQOH4CylOoOhw8dpMbfWuZU9nhStchecCwBpp3zbJsmbA7wgA++oSEwbXHLTL5ncy3n5eXso6urcAbClKT2cc5xxx13oLu7GxdffLH++imnnIInnngCAPDEE0/g1FNP1V/fvHkzxsfHMTQ0hP7+fixdujTvvmciPBKC+ps7YB84lvuekMesIC3EDHO6gbmLMgUnouGCQhM6WhqS3mQWAEJBynetojYCoFxry8e+VDg9ohqWHwcwBQ1HqSZO72ZfKqVD4HQbjW4B6l4fH8vso1AAZrVSumIsCqw7g2SF8yFSCEU+dD41GlEP0jUfrK7eqO8RaUvazWVCNVIAiQtoxcfZik9ilTCHLMUlPj5OKRrlKPZpKBveTL2gHvoD+N/uB1afBNbRBXbKm2ifD/wWOLwP7IzzizdRZoz6iu3aRop/21+k3P1Fy8C65kP59H9A+dB1lTeKnSB5bbdkJaWk7N9JDxRb/rSXHOYtIuERcyqFublptTic4IO9dP4K9JCaEtytlNIiamPGRgDG4JnTTe+Jc1es15y3PTO1z9VC9SLCZlraESul2uf2kCql1kuKq2moD/8xw/Y8GCgsNJF9XEL4wOOF+r/fBP/jL4Dla8DO3Fhy2xxa2miyViAtiw/2A97OzBRt8XvNNQl9R6g423S+macVlo/fCGX9OcXTe0Wq1uF9lCon6qMEmhgFF724ijXodrcC4RDUX/8Q6tc/CzQ2QbnuJpqAiXujXhNTXR8Ytu50So3d+gw1Gy815to76fo7vBfs1LPhueaz+ferKFCu/BTYkpWFv9vcMkAoi2npR5xzun8WEFpi606n+7JJSbEQ/CjVT7L5pdNrmcUC9rZ3UesRrbE4AKibHqD2Hh3dlJoXGAbLluYXaaJ6jZQQF4lQWiljdH0MD5pqiJoKPkeYuzWv2AiPj0H98+8oPTT7vbGRvPdN5nTnTe3j9/wKOLwPypWfKO9+qf3mDMGJUIBqSt0tlLaaTlOdkTnVTEuxZ0tWUhp6Q1N5qX3ie7wdlKatKIBJAt0RCyH9g69D/crHoP7sO8V3VkYKHFt1ItVJ5esLGvJrY3oR1QDXN+QvTVAUuhai4dx9wKSeJ1oUaCl9PBKm1gP19Rmpfeqv/wfqj/4bBRG9DrNFucy0eqnuOI/iMlBkLjNDmJKI1J49e/Dkk09i/vz5uOEGarJ4xRVX4NJLL8Xtt9+Oxx57DF6vF9dddx0AYN68eTj99NNx3XXXQVEUXH311XoIc1ZQ3wD+xF+Rau8EOrMcgME+eiCUKLYtBlt9IvhjD4InEpSrHA1ndK7Oi7uFViHMBX3aYGAlapymEtZkAxYsQWrnNuBt76YJYjpdOjde4GoB+g0Hlu/T8oTLcKQAkIPrH4LyrvcXPkaXBxya+iJjeRvo6cpIIn+7TdzgB8BgPJDzNoOsANYxBxygG3hW/VmhkDTztNA2QT9NpALDAOcVOVIAwK64hpTCeo9AefPb6bW2TlIXevYxyl9ff07p/Zy0AXzT/eDbt4LveAlszTqjWeeyMs9bjclnO2a1ksLd1s0kfV2mc8fmLSJ79xyiRtvxMcr3n6Djw447GfzhP0K98SNAOFi4wfdkY27K6+2gOojGJljr6shmrhZ6r1g9oLdTF4ngQ/00IWbMkN/VWzyUUO1TLDTpFT2Q9uygyVhdnSF4EvIXdepy9mmzQ/n3z0H9xucBDijv/1h1jn1rG010ouH8436oL+eaYFYrrWKbCsO5f4iaCRfqDVYE1myne9demoSzLEeKNTso+ucbIoe0mMPpockPf2YT9Yi7+HIwpwesowt8+4tUxytEQ8wNWCs5XrsTWHUisGNrWc8AdsG7qe7SQ+Oz3uvNiBpWjVAWE8/PkSidy0ICKlpEgh87aDS2L8Sxg1SPkj1XKAA7YyP4g7+DeufttHDV1AR+/13AutOhXPM5MIuFahaz65ts2Y4UjSUei9K15/GSIu1wP5hwpGzNhVOb3K3Ue0lNZ1yL/IUnwO+/i66tEzdkbjOa35GCy03jn3N9bHHfIPijD4Kd/baiKo8ZCMff3NsppC2ciH5hsQg52yb7MHcLOFMM58Hlzmy9kEgA6VSuI+8zFhyYtY7uf9oigvrEXxG66w5adFuxFnjlBfCewzljTiehRWOLOVJveQf4c49D/cm3oXzlO0YPLkCvu2Xtc8C6F0C55acFa9zgcGX2nTMT8FF/y/Yuem6Je08kRPfwZDxTqvzgXgBFynFE5DGfrLv4XZ422kPAl7fmvpz0uulkShyplStX4u6778773le+8pW8r1922WW47LLLJvOwJg3W2AR0zcP4/l3AWy7NeE9In09o/6uOB//bvcDB3eAr1mp9OvL3kNK3sVjoZmJypPTBMIMcKYAKfMcf/TOURIL6IwGl1ZrEti4P+G5TtG7/Tpp05OldlQ/l7ZeDrz/XkATOh5gEDfQCjba8kyrmbqUbg7gxNzsomiGKzXe8RDe5CV4LusJX59zchsqF0FZRecgPBlTWQ8oEq2+A8vEbSZ78+FOM1095EzlYa0/JvNEXYulK6pfz4O9okllq4jGNsLWngG/dXFry38w8Mak6BLb6JFoxBj3wJoJy2QfBVx4P9Z5fkTPcvWBC+6sW5vHStS6immOjmQ/w1jaAq8Wbdotrzz9E0brVJwGJOHjvYQDI7YtTDFMvKb79RXrN3CgzFADrrkxchy1cBuXaL1EKSzX9tkALVjRZGM5xpHQlwJXH52ynuNxQzRGpMnr3FURzaPjeHbT4kn2fE/Lo/iFaLCjirLFTziQH/vQ3Z0YLOrupWN0/rMtTFz33JWCnngW+Y6shIV/ss9a6SXmeGcpi2jNTCM4UkvS3NdM1nS0ykwd+7BDQtaBsG7GGBij/9hmof/0T+GMPkgjG6hOhfOh6PZrJ8jjAwonWexeKCNVIjBYvOrrA7E7ww/sMZbhCvX8AciJVlQQJTN/Ht2tiQb1HKdvAzOhIfufc6SbHdGxUd7T43+4DmAJ20T+XsIjpNzY0UvTJ3AIhHCAhJadLcwxC9D0mhVp23kXAklXGArfTkymA9H8/AO85DOUr38183vuHSKBCLKZ2dFOWgH8I/O47UX/cOqSu/DSgMKifvxr8kXvArr4u/8GLdiqF+qQBYI02KB/5PNSvXw/1ztugfOpregRa74EpmmY7iswJHa7Cqn3+YRpDJlEKBgCREFjXfFogEX2mIkGyr8WS4QTn/K76+oJiaAAyIr5Tm3tSG2ZRmGd2wRYuQ3Lva7nCGWVKnxdl6SpAUcB3b6fUCVUtndoH5DYVFA+F1iofypMEW7GWbqoHd1PvEKBwN/tsXB5gdAR8JArOOfj+neVHo0AREGXDuaW/A6CVrULh6gVLaVVU69Gj97gYHgAfT5Ka3Ukbym/oWQitb1BOI0egsNKlOH6RpmJOT6gQ5u2AsvEdGRMudtpZQIsXynkXF9nStA/FQtGU/mOUy57dRHQaKGQ7cWyVqP4xu5MeFCLNR3/gTTwVj60+EcqXboVy4+1g68+e8P6qQsuNF7L3fHQEaLLpNmSrTsibYmJGd+L7jlIqTvscmlzpqX1GXVgpzL2k9Emd5kjpzTkLKQgW2+/akw3J5WoQE/x8ildBHzV/zZPyrTY1Z64eF+pvVw4iMnT0AC2+5PSZ0iSxRW+cIrBmB5R3XJGTcqU/3wZ6yZGqMhql7+/E9dR3UWuPUQk1Vfs1KYvpUvPFnuXzFmWodfJkAukf3aKn8onXcGCP0VS5TNhx62C5/mYo37kLyhdvhfKJL5d+lixeAaxYa3xOnBcttY+1z6F7kn+IXgMyxnHOMej9BE3qrePjgCg7yKdaOBrLn54pnDstCsQjIfCn/w624ZzKr3XtOasTCtCx6v2TIsDYKJg5IjV3EZQzzze2cbkzUg35wT1UJpDlGGePE9bRDQz1Qf3NHQBjUEVj9mYH2NlvA3/hydw+V4J46cgNQM96dsWHgZ3bwB990HhjqJ+iyGXYizlcBVP7ENAcKbE4H4vQPDYaApxuur+Ke9ixw/T/dNpQZMz3u4o55ICxMFlAAn2mq3ZLR2qyWLiMJtrmEHM0Qg+WKmuSBKzRBixYCr53u7GqUGz1QWzn8eam9tnstL+ZxNLVAFNo1bT/WPFu9lmw404GFIUa8PoGaVKWLf85UZqaKc0DKHiDYG2dsHzzZ2DmiVFbJ4XfX3uJbuSnvmnCh8IaGqjB5blvz3mvkDIms9bRJFXIwg4PlE7jqeSY3K2wfONnJSfPGduICeqi5aV7BU0BBW3nbgG77INgb3pLRftja9aBv/ICeCSYs3I4URhjYAuWVJXqVRNEPyZRL6GlzQgbKu98H5RCq7AC0UtqpzYJE46U6GkTi5BccVMZ9yrRS6r/GDDQQ7LPIt03EqKFp0IpWZOJ5khxfx5HSjTH7cqNKlrcLYbMfSqlNYOuMuqiKaVBVfOnGDXbKc239zBNmKpBe77xwV6Sgq6yPkrAbM2w/NePwE44teJti6kDV3wcLcbzk7/4NI3fQmlaAPWQG+qjVF6A+ji+tBn8EVOPqe1bgcQYSb1Xc0wNjWCLltE9vQTK2W+D5fqbjW0tmtz9YD8tyLZ3UZ2PqgK9mhNkGsc5iMUkswT6vtcoRa2xCTxf8+nRkbzpZnrmgmh38NifKfr7tneX/F05+5q7EDh6gHpPpVLkMJhS+3gkpDcbLrgPp0dvo8KTCT1tjr/4VOYHfYOZCwkdXaRauf1FsHf8C5rnLTT2ufGdNK/52335v1TUEpVR9sHOehul0G99Rn+ND/dTP6tyngMOZ1FHirW00b1AE6XA2AhFPp1uctTCQWr8be6PWGh/8dGSv4nZmukzBWTVazmOJwPpSE0SQqhAX7kC9NxZVqXQRMb+V6wFDu3TV17LmnyKpoJalIwXyEedbliTDdYlK8D3bKeIVBkpHfq2C5aAXfZB6gHzy+/TaxVEpMr6DsaMeo9yJnZiu7ZO6nHxwlOF+7xUgXLR5Xlr5ITUZ14654K/9hJ4Ik4OZ2v79E3EAWDVCaRqVAPnshYUs51y4T+BLV9T0f7YW98FpMbBNz1ID2W7s3Th/GzB3IAaoIeurbn49ZeNywPU1YPv2gZAGyv65CpMtTZ2Z3m1SVqdBH/ir7Sv098MREI0qdcWDyrtI1YTbM202pxnssDFxDVPyqHV3WIsmIUD5OhMNCIF5HcCRB1NMllec+582J3aBL23vN5fk0hF12ApWtpINCYUAHa9Cnbq2cWFdOYt0pxScihEf0T+8nPUtwmgHlkOF9XQTAfNDvBDpNDIOrp0p4AfOwRYrWB1dYVt6BaRaJNq5vatgLWOxtxgLzky4j1VzUjdy0A0xX16E/iuV8D/8RfgpA3VpdEuXUUOW/8xcsw4J0fKKSJSIZrcF3t2uzwUmR1PAv09tI/6BvAXnjLmT+k0jWVzREosks9fDHb+JRm2Yy1esA3ngj/990yxMIFQrCxj0ZgxRvXDRw7QQhNAEaly08XtLvp9pvMDaLVgsYiW1msSpRDROafbmDMGfZkRulh+R4qXE5ECKOJbICJV03E8CUhHarLoXkBRC5MjxYWS0QQjUgDVESGdAn/leXqhnNoBj1frSq0VAPuHjYaZM4z649YBh/ZSZ+4Kb6bsLZcCx58K7NlOk7wKHLGyEdGbSkRDvJ00mX5pM9i6MyZUNzBRlHe9nxTEHriLUg2qSOurJay+AcotPwU7/x3TehyTBevsBtadDv74Q+BHDkyfwt4kIBpQ6yvTY6MkGlPpPlrbTY2K54CZJj48GinvHgeAtWrRrc2PAm2dYMdrkYyBHuMYaxR9rQTGGKVX51t17T1CdRx5ojeK022k12jRLFZJjZ75GOob9Mas+SJSGd9fTLGv2HcwptWK9AEjsby/aVbSoolr/OMvVPNXatFnHrUqEav2fNc2/RnMX3waPD4Gvn0L2MlnFq8fmUzsTmPMtXcZUfLew4WFCgROF9XZmZpx8x0vAiuOAxatoAiGqbk24mOkzJYv1bN9DrBsNfhz/4B625eB0REoF1QejQKMhVO+b6ceVWKuVvo9ikJCKqpa3JEyRchEZI2ddzEtXIs5XdBH+zE/OxcuA044jRQh8wkWXXQ54HBCve3LSN/+1YyoHS+nca15X4tXUAnEsUNajeVA+XW3TiNtLwOh6izmhUKUQnOkmNNtiJMFhsnhFveiAjVXxZoMZ6At9M9GpCM1STCrFcr8JbkRKYsVaK3BpFXUSb30LP1dQmwCgJFrLAZLYLj6XPtJJr1kJd2Iy+lmnwVTFChXfYpWTlYdX1wOuFq0FbRK0iL1FIB0GuzUs2p/TFlk92jJOJalqylne9MDQN/RioUmJgNmrZtymfNCFLNdtSgX/hOtyB7ZP2GhiRmHp9Wov9SUuSq2obgG7Q6wZruhshUJaZGNMlM+RSRlbBRs7Sn6/YMP9Bqr59MRkQJogpJn1ZX3Hc0bjQKA8YYmug8mxgwbT+S+LWSv84mTmKJHbALPKdbRbdRITaMjVctxzEQLkccfpmuqlLhLi5d++7FDJFzQewTszW8HuuaDb34M/NUtQDI5vVF4cS0whdL63C2kIJhK6ZPfQjZkioVqm7TFCT48AAz0gq09xRAGMaf3jWk1NPnkz+vqYfncLVBu/z8oH/kC2NWfKdx+pBRtnfR83r8TCBsLJ0xRyDEY1HpmFXEUmagjDgcp7dZqpawCq5WiiEBekSbW2ATLx2/Ua5azbcfaOqH81x1g7/k34PA+qD/5tvGmrtpXZvRlMUn38wO7KWqUGCs7XVwXosiOImUrOYtaqjwRKT7QQ+d7NWXW8GynTBANl1UnyVraCqb2TcbzuJZIR2oSURYvp9CrSn1++GAfrZDWYPVJ1EnpF3gZNVJ6Xn1gmHr2jMZmZGofACjL19DqEVB+DykTzO6E8tXvQrnq0zU+Mm3/oji2koiUuMm5PECFqWGTAbvsX+lBP56c9ojUGwG2YCnJpwM1q4+aKTBPK6U9cZ4jLVz2PsQ1KEQ4tFVhrjtSZU7IRS8pkEAEvB3090APrZ4rirEiO8XkmyxwVQX6jxZUpdPTtqMRwwmbiCPV1EyT2XxRrWbThKfa1D6Asi6CPnrGNJeeRM0KhM1HY2CnnlVy0YcxpgtO6Cmrq08kefYDu8Ef/hM5LjVOPa8EPVrY2kYLWYrFWOgtZwx7WsGFI7WDhF3Y2pOBOXMBxmiBQKCJERRLaWbNDrCTz4Cy4c2V/xixD8bAlq4G37+L0jABIwLtcBliP6VS+wCSd+87SsIsDiewZh34lqep1vWpv9FnKlW7rauH8tZLKf3RfC/QxSbKW5xlnla6Jg/u0X9T2Qt0YuE9K4qk129q80KmqftxsyMlVH9ffZEijEIEJk+NFE8kyNmaW4aibIs3sx/hLEI6UpOIbfUJtMrQ30Nh2wO76QZTI5jIq25sKk/9TUhMBnymB/LMdKSc7Z2GdHgVjhQAMJt9Qv26iiJutJWkMLW0AQ2NYKe8aUrqkRyO4hNP1mwH++cP0b/nTDzd9PVEKdtVi3LhPwFAWVLOswqPltoXH6N0F1tz5TZsowkJ0x0pMZkJAbFI6Wa8Gnovqfp6YPlxtHDVPodWUEN+wOmZvnrAljaaLCQTxmu+QapJKnBN2MTkKBalbAJb88QEglq8wMJl+R0BMbG2WMkhrRK9Dpjzaa2Rquk4Njme5UaR2LxFpPa24yWy7bzF1FtPUYCeQ9qzYBqnYWJMtZvqtsUij/ZsK2pDVwsQ9IP3HQV//gmgfQ5YexelkLbNMWr/AEPVbYIqjmWxbDWl4R3cS7YWixEOl96su2j6sXbv4eEQZWxoY5OdehYQ8kP9/IfAtzwNdv4lRR2porazO4GxUcNxSIxRZLC+vuyfyRatAD+4x1ApLHeBziRtnkHAB4hUbcAQpYiE6NjsDpprujy6OiNbspLquvKl9vUcojRY0U+zGB5T7VUWk/U8rhXTV6TxBqBOU4vjh/YCT28CwkEob6tdbyy24jjwv/6pvGgUQJ+zWGmwzMBmvNmw084Cr6ufmUX5wpGqJLXPaoXypdtmlPOqrD8HfM7coupTktrBVh4P5SvfLZjGNWtxt5IEbjmrvQVg3g7q89Ku9UFpaCBxhnCQehuVm9oHWvkH50ZvtTlzgb6j4C1thsrgdKDXF/iMWtk+rQajQKqYXisWC9MiWJX1UQLl3z6Dgs1axCS3RA+pkpjrgG0zexJULrqymLezeJ9BM/MWU03U1s1gJ5xGTpO7BVizjpTdTplmcR3NcWYdRiSDtWnjsIwxzDwt4Nueg/rVj9Pf7/5X482u+fq1DYCik0B+sYkaw5aupsbT257PWDhhDjeJRADFf5+YUw32kkN21ltp+xNOA+/oBrrmQXnXB6rKltER97ORCN0/42NAY2Nl6e1LVgJbnyG1RKaUXzbi8ZKy4uMPgZ98plGvHRimWk3xt8NN5y3oBxxO457Q0kb35aZmilzbnXnFJvjRA/SPBaUdKdY1n87Zay/PutR36UhNIuOeNqCpGfyZTdQr4pwLyHuvFVqdVNlF2IpCk4igLyeEO9OIx+NQNr4T2PjO6T6UvDCXR3vYVBbxqraZZzXEhQpQCcpaLXqDUa7tqiFfz6/ZjmjKq6fyNNkrt6HoyWOepDpd4P09lEJSgSOlvP/azOPrnAv+ygsAB1Bmc+/JIKMpr5AJF6v2BY5rXIuq82iEVmsneM9mrsKRJiYk5iea6ttmRDjYNEakaj2O2Tv/pXwnCjTWOUA1biKtF4Dyzn8BnzOPejtNJ+LcmCNSXm0hQ3M0itmQbXgzkEgAS1dRvzhzvVD3fGr5MJ4Eq6un/nJAVWm/FTN3IS3CjI1k9mYzp/QWq5GyWqlJ/O5X6W9tkYM1NsHyXz8q+zCK2s7h1BoEa45UIl6WYl/GPhavoPvu1mdo8aPMvpSssQns/deC//RW8Pt/A/buf6W+m76BTAEyLZLH+48ZAhwARbUP7QXmLSLHz+7M7HUnOHKAnNJyFn8WLgUWrwD/273gZ78towRmMp/HtUA6UpPIWDxOF8euV6iR2WUfrOn+WaMNWH1iZVK+LW3gAR9YYJicsAmkb0wmo6Oj030IxXEJ1b6Z299gxttwBiNtVyHiHiT6ITXZKrYh614A5dP/kSkF7XQbPaAqcKRy6JxLEbNBozh6WtDTq4eNoFDfUWo/UOBeErdoqT6xMBDwgS2ssgi/XLrmV9wgNhvW0EAOX2B4WsUmaj2OlUoX9jrn6uINzORIsQVLqWZyutEjUibHt72TJvja9VjMhmzxClKPy0f3AloAGegF5i0CxrSI1BTUzDGLBViyAti5LVOh05y9Uyri5vIY8t5VpmIXvf5MDW8BlK9uZ2b+Erq+RkeMUogyUdafA3Xva+B//RNUh4vET/a+RuqEGszhpmuh72iG0y8WhPRFQYcro4GxgB85QFLwZUTZGGNQLnw31B98HfzFpykFVmOmP49ljdQk0tLSoj+Q2Hs/DDYJucHKx78M9sGPl/15JiQmA8OAZ4LpG5NIS8s0NMyshK55JFs7Xf0/ymDG23AGI21XIVq6nC7na2uuyoZszUmZbQGcbj1nvtwaqbz7NUcRpkuxDyA7MZZRZM57jxSdqLV0zzVSsrUeL5OJ8rlbwC59/8R3JCbn0+hITfc4ZlYr0LWARKZmoKAPW7YGOHEDpYgJvKJGiiI21dpQ1BXp94SREbr2p2jxUcigs4KOVCl5dzf9v76+6ghtUdtp9zMRyeGJOEXRKoDV1ZEzBVNtaSXb//PVwNxF4H/4GdWCvfcasPdcZXxA1JYl4kbTZMCIimsS/8yRm9pHPbiOVrZgcPxpwJx54A//Ue/XBUz/OC6FjEhNMuz8S4A58yYtF7piBUCPFwj5qXfQDJU+nw2wunqwj3x+ug9DIpkZiJ4yempfbdJ39BVRwHioV4NZTGUaHSlm1Qq1NUeKp1IUJTvu5MLbiNQZrR/RZKdj10r8gHV2U+PR10sfqSpR3v9REmCZgTBPKywf+2Lmi22dWi3YBFQbAXKkLRajTmpsBGi0TZm4Blu6iu4dLmMSzhwueo2xkml0evr+nPmTc8zifqZHpEYrj0hBS+87uEevLa1o2/oGKJ+4EfzVF8E2nJMbFTc7niZHinUvAGeKEY0U6n6cG9GnniPU6qWC0gGmKGAXvBv8598BdmwF1p5S8W+aDmREahJJp9NgLg+U0988Y/rjoMVLKS5HD85ooYm0KAiVVI20YfVI21UGUyyUQuMfohdszbWxoXkVdCIRqUab7kCx6RSbAPT0agDUsDSVKtqTKJ1OUy3LUXKkZmrvv2zYCeuBNSdNq/z5TBjHbNHy2tZGTzKsoRHK139CMu2o3obMWkeNmfu01NzR2JQITegsXkmqnStNWSPCMWhsKu0cacp9hURgyqGo7cQCg3CkqqiRAqD3k2JVttRgLW1Qzr0wf2pxAUcKK4+H8q2fGzXfdhe1UUkYtUz8yH76RxlCExnHc9rZQIsX6kN/1F+bCeO4GDIiNYkEg8HpPoQcmEcrdk4mZqzQBDAzbTfbkDasHmm7KnC3Gm0Vmmy1sWGNHCkApNwX8mfWTEwDrKUNXHOKRMNSVkTFMRgM0oRGpEhNULVvqmBrToJlzUnTegxyHFcHM0V/J2JDNnch+M5t4IkEiU1MoSPFGhpgueHrmS+K+0k5qqIu7bMTaFVRzHbMYiFnKmrUSFXTroWdcCrwjn8B1hSOaleNzU6ZBqqaGZFizFAuBjKja+I3HD1A21fYj45ZrWDv+Bcg4ANPp8Eslhk/jmVEahKZkXmd5tXMGexIzUjbzTKkDatH2q4KRKTHagXq6mtiQz0vv64eEFLm1e5LSHJPZ40UoIswcM5J5ZApmUqF2R9vacmsD5sljtRMQI7jiTMRG7Jz3w7EIuCPPqBFpKa5ObOIsJSTeqxHpKp3pErazu6ccESK1TdAueS9JPBSY5iiGIIk5kWt7M8Ju5p6SfEjB4AFS6rKxlLO3Ei/SStdmenjWEakJhFlOhvtFcLkSLHWmetIzUjbzTKkDatH2q5ymLtVawnQTApMtbCheHjbnRNOj2ZnvgVodhRvxDkVtLQBqXGot3+FmrS3zzH6XeVByWooWq7EsUSO41owERuyZauB40+lfpdNzbowwrTR0EjiEWVEftiak4BzLwSWHVf115W0ncMkG16Nat9U4HRTU94ijpSeLaAJTvDUONB7BGzjO2pyCDN9HM/so5PUHpvdWNmdwREpiUQyyxARqVr2idEdqYkLFrAFS6C8830T3s+Ej2M+KV0h4AM743woV3+m9EZioiLv2ZJZhnLZB8lJCAyDNU9hjVQeGGPUZLaMexRzuKC876OTEunR0SJSXFW1iNQMdKTEvaeYI6VFpHSnsPcokE5VLMk+W5ERqUnE7/dP9yHkwBijqNRA74x+KM9E2802pA2rR9quCkTKnBbxqYkNTRGp1wts2WooP/hD0SiUGb/fb6QkybS+ipDjeOJM1IasewHYhjeDP/sY0DTNqX0A2Nlvm7L03lK2Yw4X+KG9QFITaZiBESld6dDuKvyhrNQ+ITTBFiyuyTHM9HEsI1KTiN0+/TeNvHi8lH4z3SkuRZixtptFSBtWj7Rd5ehqeFpBeU1s2NgE1NVPqIfUTKRcJwrQ7Kj9/pmcjj0TkeN44tTChuyd/0KZMDPg+lXe/h4oZ5w3Jd9V0nZ2B9VIxcfo72pU+yabji7qg2YtEndpbKJedyIidXAP1VZV0dsqHzN9HEtHahJpmMyQ8ARgJ20AO+2s6T6MosxU280mpA2rR9quCkS0REubqYUNGWNgp54FrFk34X3NVhoaGgxHUkakKkKO44lTk3Hc2g7lv38C9uaLanBEs4eStrO7qB1NMEB/z8SI1EX/DOVLtxb/DGNUxylqpA7uARavqFnbn5k+jmVq3xsQ5Q12M5NIJFOAJivOaixxrFz1qZrub1aipWGzjq5pPhCJpDqKqb69YdEWSLhvEADAGmdeRIrV1QHlCNzYXeDRCPhoDOg/Rv2g3iBIR2oSiUQipT8kyYu03cSRNqweabvKYXX1wPLjgIXLAEgb1opIJALW0QXlK98t2rhXkou8BieOtGH1lLIdczip/khzpGak2ES5OJyU2ndoHwCALV5Rs13P9GtQOlKTyEyXbJzJSNtNHGnD6pG2qw5zA0xpw9og7MjmLZrmI5l9yGtw4kgbVk9J2wkBB+FIzcDUvnJhDhe4bxD8wG6AMWDR8prte6ZfgzP76GY5M71AbiYjbTdxpA2rR9pu4kgb1gZpx+qRtps40obVU5bYBIzUvtnsSMHhIin3g7uBrvk1FTOb6degdKQkEolEIpFIJJKpxJEVkZqJqn3lYncCY6PAgd01TeubDUhHahIZGxub7kOYtUjbTRxpw+qRtps40oa1QdqxeqTtJo60YfWUtF1DI2CtAwJD9Pdsj0gBJOW+ZGVNdz3Tr0HpSE0i8Xh8ug9h1iJtN3GkDatH2m7iSBvWBmnH6pG2mzjShtVTynYkG+4CUil6YRaLTTCH0euv1hGpmX4NTpnYxA9/+EO89NJLcLlcuPVW0qS/++678eijj8LppBNwxRVXYN066hdy77334rHHHoOiKLjqqqtw4oknTtWh1gyPxwOfzzfdhzErkbabONKG1SNtN3GkDWuDtGP1SNtNHGnD6inLdnYHEPRR43GLZWoObDIQwhm2ZqCju6a7nunX4JQ5Uueeey4uuOAC/OAHP8h4/aKLLsI73vGOjNd6enqwefNm3HbbbQgGg7jpppvw3e9+d8Yrd0gkEolEIpFIJGUhUuJmc30UQPLnALBoOdgbbK4+Zb929erVZStvbNmyBWeccQbq6urQ3t6Ozs5O7N+/f5KPsPakRLhWUjHSdhNH2rB6pO0mjrRhbZB2rB5pu4kjbVg95diOaU15Z3V9FAA4PQBjYEtX1XzXM/0anPY+Uo888giefPJJLF68GB/84Adht9sRCASwbNky/TMtLS0IBAJ5t9+0aRM2bdoEALjlllvg9XoBACMjI0ilUnC5yNtPJpOIRCL6+5xz+P1+uN1uWK1khmAwiMbGRjQ10QUdi8WgqqqeephIJBCLxdDa2goAUFUVgUAAHo8HFi0kGwgEYLPZ0Kh1qG5oaAAAOBwkcxmPxzE6OoqWlhYAQDqdRjAYLLqPaDRa1j5aWlr0qJ3f74fdbte/PxKJQFEU3ZkdGxtDPB6Hx+MBQBdqKBRCa2sr5e0C8Pl8cDqdqK+vBwCEw2FYrVY0NzcDAEZHR5FMJuF2uwEA4+PjCIfDuo3FPlwuF+q0ztihUAj19fWw2WxFz5PVaoXX652y81SujWfTeRI2nMzzNNXj6fV4nqZiPE3HeRobG9O/V56niZ0nr9crx1MV5ykWi+k2ne3jabrOUzqd1n/v62U8TeV5UhSl6HkadrjAAVib7Wj1emf0eCp6nrxeDH/mP+E68RTUa1G2Wp2n8fFx/TPTNZ6KwTjnvOSnasTQ0BC+8Y1v6DVSoVBIN8bvf/97BINBXHvttfjpT3+K5cuX4+yzzwYA/OhHP8JJJ52EDRs2lPyOvr6+yfsBFdLa2gq/3z/dhzErkbabONKG1SNtN3GkDWuDtGP1SNtNHGnD6inHduqffwd+/13AkpWwfOGbU3Rks4uZcA12dXUVfG9aExndbjcURYGiKDj//PNx4MABALlGCwQCuqc4mxCevqRypO0mjrRh9UjbTRxpw9og7Vg90nYTR9qwesqynRBpmMWKfZPNTL8Gp9WRCgaD+r9feOEFzJs3DwBwyimnYPPmzRgfH8fQ0BD6+/uxdOnS6TpMiUQikUgkEomkpuiy4bO9RuoNzJSl9n3nO9/Bzp07EY1G4XK5cPnll+O1117D4cOHwRhDW1sbrrnmGj2H85577sE//vEPKIqCK6+8EieddFJZ3zOTUvskEolEIpFIJJJ88D3boX77S2Cnnwfl3z493YcjKUCx1L4prZGaCmaSI+V0OhGJRKb7MGYl0nYTR9qweqTtJo60YW2QdqweabuJI21YPeXYjvcehfq1j4O9+SIo//LvU3Rks4uZcA3O2Bqp1ztC/URSOdJ2E0fasHqk7SaOtGFtkHasHmm7iSNtWD1l2U5TjkPjLO8jNYnM9GtQOlISiUQikUgkEslU0+wEXC1AR/d0H4mkSmRq3yRSV1eH8fHx6T6MWYm03cSRNqweabuJI21YG6Qdq0fabuJIG1ZPubbj6TSgKDNenW66mAnXoEztmyZEQzFJ5UjbTRxpw+qRtps40oa1QdqxeqTtJo60YfWUaztmsUgnqggz/RqUjtQkIjpCSypH2m7iSBtWj7TdxJE2rA3SjtUjbTdxpA2rR9quNsx0O0pHSiKRSCQSiUQikUgq5HVXIyWRSCQSiUQikUgkk42MSE0iX/jCF6b7EGYt0nYTR9qweqTtJo60YW2QdqweabuJI21YPdJ2tWGm21E6UhKJRCKRSCQSiURSIdKRkkgkEolEIpFIJJIKkY7UJLJx48bpPoRZi7TdxJE2rB5pu4kjbVgbpB2rR9pu4kgbVo+0XW2Y6XaUYhMSiUQikUgkEolEUiEyIiWRSCQSiUQikUgkFSIdKYlEIpFIJBKJRCKpEOlISSQSiUQikUgkEkmFSEdKIpFIJBKJRCKRSCpEOlISiUQikUgkEolEUiHSkZJIJBKJRCKRSCSSCpGOlEQikUgkEolEIpFUiHSkJBKJRCKRSCQSiaRCpCMlkUgkEolEIpFIJBUiHSmJRCKRvCH5yEc+gptuuqnq7Rlj2L9/fw2PSCKRSCSzCelISSQSiWRaWbhwITZt2pTx2i9+8Qu86U1vmtTvveOOO/DlL38ZAPD4449j7ty5Nf+OQCCAtra2Sf8tEolEIpl6pCMlkUgkEskk8fnPfx6rVq2a7sOQSCQSySQgHSmJRCKRzHh27dqFc889F263G2vWrMEDDzygv/fQQw9h9erVcDgc6O7uxre//W0ARpTp61//OrxeLxYuXIjf/OY3+nZXXnklbrzxRoyMjODCCy9EX18f7HY77HY7+vr68MILL+D000+H2+3GnDlz8PGPfxzJZLLsY3722WexY8cOXHXVVbUzhEQikUhmDNKRkkgkEsmMZnx8HJdccgne+ta3YmhoCN///vfxvve9D3v27AEAXH311fjxj3+MaDSKHTt24LzzztO3HRgYgM/nQ29vL375y1/immuu0bcTNDc34+GHH0ZXVxdisRhisRi6urpgsVhw++23w+fz4dlnn8Wjjz6KH/7wh2Udczqdxsc+9jH8z//8DxhjtTOGRCKRSGYM0pGSSCQSybRz6aWXwu126/9de+21+nvPPfccYrEYvvCFL6C+vh7nnXceLr74Yvz2t78FANTV1WHnzp2IRCLweDxYt25dxr5vuukmNDQ04JxzzsFFF12Eu+++u6xjOvnkk7FhwwZYrVYsXLgQ//7v/44nnniirG2/973vYf369Tj55JPLtIBEIpFIZhvSkZJIJBLJtHPfffchFArp/5kjP319fZg3bx4UxXhkLViwAL29vQCAP/3pT3jooYewYMECnHPOOXj22Wf1z3k8HjQ3N2ds19fXV9Yx7d27FxdffDE6OzvhdDrxxS9+ET6fr+R2fX19+N73voebb765rO+RSCQSyexEOlISiUQimdF0dXXh2LFjUFVVf+3o0aPo7u4GAJx66qm4//77MTQ0hEsvvRSXX365/rlgMIiRkZGM7bq6unK+I1/63Uc/+lGsXLkS+/btQyQSwde//nVwzkse7wsvvID+/n6sXr0anZ2d+NSnPoUXXngBnZ2dSKfTFf12iUQikcxcpCMlkUgkkhnN+vXr0dzcjG9+85sYHx/H448/jgcffBDvfe97kUwm8Zvf/AbhcBh1dXVwOp2wWCwZ23/1q19FMpnEU089hT//+c94z3vek/MdHR0d8Pv9CIfD+mvRaBROpxN2ux27d+/Gj370o7KO98ILL8Thw4exbds2bNu2Df/5n/+Jk046Cdu2bcs5NolEIpHMXqQjJZFIJJIZTX19PR544AE8/PDD8Hq9uPbaa/GrX/0KK1euBAD8+te/xsKFC+F0OnHHHXfg//7v//RtOzs74fF40NXVhfe9732444479O3MrFy5EldccQUWL14Mt9uNvr4+fPvb38Zdd90Fh8OBD3/4w/jnf/7nso63oaEBnZ2d+n8ulwt1dXXo7OysjUEkEolEMiNgvJw8BYlEIpFIZhmPP/443v/+96Onp2e6D0UikUgkr0NkREoikUgkEolEIpFIKkQ6UhKJRCKRSCQSiURSITK1TyKRSCQSiUQikUgqxDoVX+Lz+fCDH/wAoVAIjDFs3LgRb3/72/HrX/8aW7duhdVqRUdHB6699lo0NzdjaGgIn/nMZ3SJ2mXLluGaa66ZikOVSCQSiUQikUgkkpJMSUQqGAwiGAxi8eLFGBsbwxe+8AXccMMN8Pv9OO6442CxWHSVpfe///0YGhrCN77xDdx6662TfWgSiUQikUgkEolEUjFTEpHyeDzweDwAgKamJnR3dyMQCOCEE07QP7N8+XI899xzE/6ucjvWSyQSiUQikUgkEkkx8jVxF0yJI2VmaGgIhw4dwtKlSzNef+yxx3DGGWdkfO5zn/scmpqa8N73vherVq3Ku79NmzZh06ZNAIBbbrkFXq8XADAyMoJUKgWXywUASCaTiEQi+vucc/j9frjdblitZIZgMIjGxkY0NTUBAGKxGFRVhdPpBAAkEgnEYjG0trYCAFRVRSAQgMfj0ZssBgIB2Gw2NDY2wmq1IhgMAgAcDgcAIB6PY3R0FC0tLQCAdDqNYDBYcB8ANYUsZx8tLS1QFNIP8fv9sNvtaGhoAABEIhEoigK73Q4AGBsbQzwe1x3cVCqFUCiE1tZWMMYAUEqm0+lEfX09ACAcDsNqtaK5uRkAMDo6imQyCbfbDQAYHx9HOBzWbSz2IXqoAEAoFEJ9fT1sNlvR89TZ2YlUKjUl56kSG8+m8+RyuZBKpSb1PE3leJrK82SxWKCq6utmPE3HeXI6nRAJD6+H8TRd56mxsRGpVGpWj6fpOk/Nzc36NTjbx9N0naf29nak0+lJPU+vp/ue2caKosDn871uxtN0nafW1laoqjpp56mc8VSMKRWbiMfj+OpXv4rLLrsM69ev11+/5557cODAAVx//fVgjGF8fBzxeBwOhwMHDx7Et771Ldx66636ySjGTIpIeb1e+Hy+6T6MWYm03cSRNqweabuJI21YG6Qdq0fabuJIG1aPtF1tmAl2LBaRmjL581QqhVtvvRVnnXVWhhP1+OOPY+vWrfjkJz+pe8Z1dXW6p7h48WJ0dHSgv79/qg5VIplRqPf8CupTf5vuw5C8QeF7dyD9vf8EH41N96FIJBKJRDKjmBJHinOOO+64A93d3bj44ov117dt24b7778fn//85/WQJEBhSRHGGxwcRH9/Pzo6OqbiUGvKdHvQsxlpOwO++VHwp/9e8XbShuXDOQfX7jmAtJ0ZvusVYPuLUH/xPVSSwCBtWBukHatH2m7iSBtWj7RdbZjpdpySGqk9e/bgySefxPz583HDDTcAAK644gr8/Oc/RyqVwk033QTAkDnfuXMn7r77blgsFiiKgg9/+MN6rudswuVyIRwOT/dhzEqk7QiuqkA0DMTj4KoKppS/9iFtWD78xWfA77oDyjd/DlZXJ21nJqrZ4eXnwB99AGzjO8vaTNqwNkg7Vo+03cSRNqweabvaMNPtOCWO1MqVK3H33XfnvL5u3bq8n9+wYQM2bNgw2Yc16YiCO0nlSNtpjMQAVQUSY4B/CGjrLHvTN4IN+UAv0GQDc3kmtqO+I0AsAoxEAXfLG8J25cKjYWDOPKCjC/yPvwBfvBJs8YqS20kb1gZpx+qRtps40obVI21XG2a6HaesRkoieSPA9+wAH6yh4EkkZPy793Dt9vs6Qf3h18H/+IuJ72hEq/+Jj018X683omHA6YZy5aeAZgfUR+6d7iOSSCQSiWRGIB2pSSQUCk33IcxaZqvt1J98G/wvv6/dDiNB/Z+850hFm85WG1ZEYBg8MDTx/QhHKhEH8AaxXblEw2B2J1izHeiaD4QDZW0mbVgbpB2rR9pu4kgbVo+0XW2Y6XaUjtQkIvT4JZUzG23HU+NAOAAei9Zun6I+xWIBeg5XtO1stGEl8EScHJ9waOL7Gs2MSL3ebVcR0QjgpL4fzOGiv8tA2rA2SDtWj7TdxJE2rB5pu9ow0+0oHalJpJy+V5L8zErbhbSV+pHaOVJ6at+iFeC9lUWkZqUNK0HYxhS1q5osR+p1b7sy4akUXc92cqTgcBniEyWQNqwN0o7VI203caQNq0farjbMdDtKR0oiqRUhP/2/lv12IiFAUcCWHwcM9oGPJ2u379mOcKTGRsETiYntSztnPCFrpDIQiwJO4Ug5gbERir5KJBKJRPIGRzpSk8jIyMh0H8KsZTbajgc1R2qkho5UNAw43GDzFgJcBfqOlb3pbLRhRURDxr8nGpXKEpt43duuXDQbM4dwpNza66XT+6QNa4O0Y/VI200cacPqkbarDTPdjtKRmkRSqdR0H8KsZVbaLmhEpCppXFoMHglRNKB7If1dgXLfrLRhBXCzomG4ekeKcw6MajdqzZF6vduubITD5BA1Uk7t9dLpfdKGtUHasXqk7SaOtGH1SNvVhpluR+lITSIul2u6D2HWMittJxypdJr6PtWCSIiiAO1zgLr6igQnZqUNK8HsSE0kIpWIA+mU8W+8AWxXJrqzmhORKu1ISRvWBmnH6pG2mzjShtUjbVcbZrodpSMlkdQKUSMFALUKRUfDYE43mMUCzJlXseDE65pIGGB0C+MTUe4z17TJPlKZxLSIlN1UIwWTmqREIpFIJG9gpCM1iSSTUhigWmaj7XjQZ/xRA+U+zjlFXZxuAACbu7CiiNRstGFFREJAWwc5UxOJSOVxpF73tisX4aw22+nvCiJS0oa1QdqxeqTtJo60YfVI29WGmW5H6UhNIpFIef1WJLnMStsF/UBLG/27FhLo8TFgPGkopnUvACKhsqMBM9WG/PA+pP/rOvCAr/SHi+0nGgLcLWSfCdRIZUQPtZTMmWq7KScWBuwOMEV7VNiaqadZGdegtCGgbnkK6du/An70YNX7kHasHmm7iSNtWD3SdrVhpttROlKTiNfrne5DmBA8FkH6hqvAd26b8u+ebbbjqgqEA+TsAIZ4wUQQqnRaFIDN1fZdZnrfTLQhH4lBveMbwJH9wOF9E9tZJEy1O053pvBEpYiIFGPgWkRqIrbjoyPg6XT1xyP2k0qBj0+vzDiPhvWIKAAwxijNL1b6wTYTr78p55UXgJ3boH79s1Dvv6sq2Xhpx+qRtps40obVI21XG2a6HaUjJSnMgd1AyA++5anpPpKZTzQMpNO6s8NrEZHSnAMmJrKuVtp3GdLTMxHOOdRffBfQIlHcXFNWDZEQ2cblmZhqn3CkXC262ETV+4qPQv3C1VBvuBLqr38Avve16vf1p19C/ewHoD7995qpQFZMNAzYnZmvOZwTc1zfQPBICOheAHbqWeB//h34X++Z7kOSSCQSSQ2xTsWX+Hw+/OAHP0AoFAJjDBs3bsTb3/52xGIx3H777RgeHkZbWxs+85nPwG6nXPx7770Xjz32GBRFwVVXXYUTTzxxKg61pkzb5KdG8CP76f+vvQzOOa1GT9V3l2E7PjwAJJNg3fOn4IhKIJwCTaa8Jk15xWRVpPY1N1e075l2/fFHHwC2PQ/2nqvA7/kVEApUv6/UONnB6QZLJMB7j1Z/YKKHVItXr5Gq2nYH9wBjo8DyNeDPPwH+5CNg//whKBvfUfGu+MHdQHwM/JffB3/xaShXfgrM3VL5fgLDwKF9wEnrwRRLZRtHI2DzF2e+5igvIjXTrr9pIRwEOrqgXH0d0kcOgB+rPMVP2rF6pO0mjrRh9Ujb1YaZbscpiUhZLBZ84AMfwO23346bb74ZjzzyCHp6enDfffdh7dq1+N73voe1a9fivvvuAwD09PRg8+bNuO222/ClL30Jd955J1RVnYpDrSl+/wRX3KcZfpgcKQR9wEDPlH53ObZTf/u/UO+8dQqOpgw0oQnW0QVYrDVpyquv+ouIVJNW8F9m2uBMu/743+8HVh4P9pZLKYo0kYhURKvRcbgBl5tqx6q9R4zESFDB3ao7UtXaju/bBTAFyie+DOXWXwPrTgf//U+hbrq/8p0N9YO96S1gV1wD7NsJ9Vv/r6K6Mv7KFqT/+waon78a6h23gL/wZOltDu4B37PdeCEayolIMYcrU3q+ADPt+psWIkEwl+b8ejuA4YGKdyHtWD3SdhNH2rB6pO1qw0y345Q4Uh6PB4sX06pmU1MTuru7EQgEsGXLFpxzzjkAgHPOOQdbtmwBAGzZsgVnnHEG6urq0N7ejs7OTuzfv38qDrWmuN3u6T6EquGcA0cPAMvX0N+vvTyl31+W7XqPTCiqUUu46CHl8ZLCWU0iUpqzIKSn6+sBqxUYK2/fM+76i0XB5i+myKarBXwi504TO2BON+D0UB+oam0+GgNszWBNTXpqX7W24wd2AXMXgDXawBoaoHz4BmDdGeC/vxPq4w+Vv5/RGEV9OrqhnHcxlOtuAiIhqN/+IkWYSm3POdRffIfSH9/1AcDjBX/xmZLbqXf9GOovv0/7SI2T0y4iooIyI1Iz7vqbYnhqHIhFydEHwLwdgG+w5Ooq7z8G9Se3Qv3xN6H++Juw7dsxBUf7+uSNfg3WAmnD6pG2qw0z3Y5TktpnZmhoCIcOHcLSpUsRDofh8XgAkLMllDkCgQCWLVumb9PS0oJAIP+ka9OmTdi0aRMA4JZbbtGL0kZGRpBKpfRGXslkEpFIRH+fcw6/3w+32w2rlcwQDAbR2NiIpqYmAEAsFoOqqnA6aUU2kUggFouhtZVqVVRVRSAQgMfjgcVi0Y/dZrOhsbERVqsVDQ0NAACHwwEAiMfjGB0dRUsLrVKm02kEg8GC+wCAaDRa1j5aWlqgaOpafr8fdrtd//5IJAJFUfTUybGxMcTjcd3+qVQKoVAIra2tYIwh7R+GLxxE07s+gGQ0Asv+16Bc+G5YrVY0aylmo6OjSCaT+kU+Pj6OcDicURjo8/ngcrlQV1cHAAiFQqivr4fNZit6nhobG+H1eguepwZwRAPDgGJBQ309OFD1earExoX2EU2MYdRiQYO3HUmnG9bxJBrt9gmdp8h4HHG7E9aGBv08DTU7gJER/TwJGzudTtTX1wMAwuEwrFarbsPJPE/ljieeSmEomYDF7kCr14tQRxfGjx0CY6yq81QPFSEATR1zEE+nkAbgUQDm8VQ8ngLJOMab7Wh0tyCeiOvbVjqexkZGoB7ai8bzLoLN7UYoFIK3owP4f7cgdPP1SP7pl7Cf93Y0tngzzlO+8TS+bwgBAKx9DtnY+yYkv/ZdBP/j08BtX0HLbb+AYmsueJ7s6SR8sSia/ukqJM/ciIb0OEYf+hM8jQ0IxhN5z1MDOIaPHQLUNOrGE7A31MMHoNHbgXHTeYq2d2J0bBRuezOsjU0FbVxXV6dfH7PlvldsPFV633Nq16i9ax6SVivQNQ+JsVG0NjZgTLEUHE/h3/8E8ZeeAbydQGAYyVQS3tPPrfnzqRIbl9rH+GN/QaPVAttF75lR58l8DU7HfW+mnady9pF9nhoaGvTfO53jaTaeJ0VRoCjKG+q+Nxnnqb6+Xv/MdI2nYkypIxWPx3Hrrbfiyiuv1A2bj0ryITdu3IiNGzfqf/t8makvpf4OhUIZf4+MjGAkq5lqqX0Eg5mF7rFYDLFYDF6vF4lEAgD0/1e6DzOl9pHtbEajUf2CEcTjmcX02fsQIVS+7QX6zo5u8JXHI/3MJiijoxivq8PY2FjRfWT/HQ5nSiWnUimMjo4W3SaVSmW8lnOetPotqGnEAz4wu7Pq82Sm2vOk9h4DXC1Ijo8j3dCIdCiAlLZvsQ/OOdTv3wT/WW8FO2mDvo9C5yk9NAA4XEin08Y+mmxgYyM5oe5sedDx8XE0NzdnHP9knKd844nHR6He/lUoH7gWI3MXYWRkRBfISNc3wefzQbXZwQPDYJxXdZ7GeqgmaqyuQVc1DB45BGZzlr0Pca7TkRDQ1Iw4B/jYKAKBANra2ioeT/zIfvD4GOLdC5HUrld9PL3z/cC2TyLyp18j9q4P6NuMj4/nHU/q3l30R3uXYZ/WTigfuxHqt78I3x9+CeWiywHkP0+BHRRBTng7wQDE15wMPPA7+P/xVyinvznvfS+26xVAJbXB5P7dCGgpfYm6hozzpFrpIRk8egSsxXiIZtuY5zm3M/2+J8g3niq970WO0TU6YqkDS6XAtRQ//96dYAuW5t1meGAA6uZ/gJ18JpQPfRbp7/4H0rGI/rmJPJ9EnWst73uC9F//hHFrHUbXv7ngPqbjPNlstim775mp5TzCzHTMI8zPH8F0jKfZeJ68Xi9UVX1D3fcKnSc+PAD1jlugXPUp+OYuKrqP7POUz4ZTPZ66urpQiClT7UulUrj11ltx1llnYf369QAAl8ulH2gwGNQ9zNbW1owTHAgEdE9xNpF9ImcT/MgBqhuZtxhszUlAMgEc2DVl31/KdrzfVLM1A1TseMgPeGhFBM2O/H2kkglg+4vgO7aWt9NIpvQ0AKCpGbzM+qtpu/4G+4GDe8AP7DFeE+mITdoCirsFGBvV5cYrRpeGd+mpU7xa5b6RGKVjNjYBXAXGk1XZju+n8cGWrs55j81dCHbymeCP/hm8jLQ4DPUDjAHtnZn7WXEccPyp4H+7D7xIrRzvPUz/EJL5i5YDLW3gLz5deJt9O+k7oQnNmG1sPoYym/IWsyHnvOzreNYimkQ7aRUYbR30/2J1UrtfAUZjYKe8CQDAbHakIsXtXA7q5segXvf+2qiJZsHjY8BgX1npnlPNbH4GzxSkDatH2s5A/d1PgKMHwfdUnqo80+04JY4U5xx33HEHuru7cfHFF+uvn3LKKXjiiScAAE888QROPfVU/fXNmzdjfHwcQ0ND6O/vx9KlS6fiUGuKCCPORviR/UDXPLCGBmDFcYDFAr6T1Pv40YOT8kA2U9J2GY7UxCcaEyboB3OTI8Vs9vxiE9pEg/uHytunkPc2Y2sGxsoTm5i2609cG+aapTFaOWQ2TXlQs1XVNW6REFDfANbYRLLlgDFxrZTRETpnWpoa4mPV2W7fTqClLSNKY4Zd8l4gGQf/232l9zXUB3i8YHX1OW8p77gCGI2BP/bnwtv3HAHcrWDNlLrAGAM75UzgtZcNufcs+IFdpDrZ2g4cOWDI7Gc5UnBo4hMlxl0xG/LnHof6+X8r6gzmbMM5+LFDZX9+quGB4QwnWXfsNUcfXnKk+PBg4X28+DQtNqw5iV5obgabYL0lj0bA776T6rX2VS/HX5DeIwDnQCwy49S1ZvMzeKYgbVg90nYE3/Y88CppIFQjuDPT7TgljtSePXvw5JNPYseOHbjhhhtwww034KWXXsKll16KV199FZ/85Cfx6quv4tJLLwUAzJs3D6effjquu+463Hzzzbj66qv1XNDZhMi9nW1wzoEj+8HmLwEAsEYbsGQV+DOPQv3Ch6De9GnwP/x8Uo+hlO34wDGKmAHTvhLKOSfVPo82gS4kNiGO019aLAAARQSyowGFnLQ8CBvynS+Dj42W+HTt0J1s8yRZ/LuJHCldxjs8AUdKOJmNTSTEUW1EalSLSDVoN+v4WMVjl3MOfmAX2NJVBT/DuhdQVOqxv5TsBcYH+4D2Ofn3s2ApcMJp4H8vHJXiPYeNaJTY7pQ3AekUPdSyP59OAwf20PEvWJoZkcoRm3DTNiUcqaI23LuDhD18FTxUd7wE9T8/pbdlmGmo3/tP8Lt+bLwgHHvRULvRRgqIvvyOFE+Ng7/8PNgJ6w0H2manBs8TUK3l9/4KiI8CFiupStYYXdI9ldJVL6cSzjn4tufAU6mc92brM3gmIW1YPdJ2AE8kKBo1Zx4wZx74UH/F+5jpdpySGqmVK1fi7rvvzvveV77ylbyvX3bZZbjssssm87AkhQj6aaK60IgCslPeBH73T4HVJwHWOvAplkPPob8HmL8YOLIfPBZGsQ5XXFXB//EQ2JnnUwSj1oyNUNqeR3MObHZKW0unwcyFijHNwQgMlezLxceTFMWZQEQKAHgoAPX2r4L984fAquhlVBV5I1LaMWdFpHjQX/TcFYJHQrqTyRij9CnNkeLHDgGDvXp6VNH9cE7Ha7ODNTaBA9U15fUPUXQtT1qfGXbBu8FffBp8+xawM84v/MGhfrCTzyz4tnLJFVD/6zPgjz5IkS4TPJUCBo6BrTkxc6OFy4DWdlLvy/7u3sNAYgxYugosMAz+0mZK11IU3fnVKTMiVQw9shTwAdqCTclt9rxK/x/q12uMZgp8fBzoO4aMeEw4BDQ7wLTCawCAtwO8kPO461Utrc903m3NgKqSg2Jrzr9dseM6uAf86b+DveVS8AO7KOpYa8xRwljESN+dKg7vh/qDr4N9+Hqw086e2u+WSCRF4X/9E+AfgnL9zVAffTAzm+h1wuwL88wisgvb1Kf+Br79xWk6mgo4Siu+5smK8ua3Q/nBH2D5xJfBlq+pKjxbCdm2M8PTaZpoLiNp9pI1UkcOgP/uf/OuxNcEs/Q5QDVSQE6/Jz3tJ5ksHUUTdRE5jhRFu8pJoYnFYkb/r6C/+IdriYiYmSJnekRMTLKE01ltL6loVv2YywMeCZGgxy+/D/XO2/OuUOeQGKOJanNmal+x6y8ffP9OACgakQIAdC+gSGqx9K6RKDl3HfkjUgDAFiwBVp8I/sITuW8O9VF0YO7CzG0YAzvhNGDPq+CaqIT+nfuM+i62gBwbvn0r4HCBZWcDNDVTr7QSjlQhG/JUitLBgLKk3PXttBq0Kb2Wy2Woj+rrhvr16BGPBHPGL2vrLByREml9q08yXrRpveMqWDzR98c51Lt+DLg8YJf8M12bh/eDJxOlN67ke44eJIcbqCg7gO/dUV1/tez99NG1hP5jOe9VOo4luUgbVo+0HcBfeR5YsRZsxVqw9jnUAqLCCPtMt6N0pCYRcxNhnhqnxpzF6hpmCPzIAXowZimrMEWLrng7qAFqorYPZDNFGzAP91PfoHkLafJbamVca5aL2CTVUmkTO1EjBU0uNEdwwjzJKDWB1Bqesuz6FFszkE5TBKwEqqqCD/Rm7G8iqE/9Deoff1H6g1rkLaMWJzu1r9EGNDSVrJFSH/sz1E0P5L6RXT/mdFNE6uAe4Mh+IDUO9B0tfaxCsclmp+MBgPhY5Q3A9++iSXD3/KIfY1Yr0OItntKmpT6w9sIqQQDAVh4PDPTmpNjxnsP0fvfC3I0WLCFHfjArveLALqrJam0DxAKKfyinGS+gRQAdTn3c8a2bkf7u16D+4y/goQD4ob1Q//BzjH3rS/nrsQZ76fwApceB+E3jSTqvQPXpoJOJmMSPJ43FgXCQRFXMeNsB/3CuI5tOg297DuzE9RkRLCYcqWqEOcZGKUX7zRdRX7Olq+m+ebjy1Ej16b9D/cPPcl7n6TQ5xYtX0AsVOFLqw38Ev+fXE6+rEivcg3253zGBlEgJIW1YPdJ2ABIJ41ndNofu/RUuoM50O0pHahIRKoQAgAN7KGWoBgpMkw0/vA+YowlN5KNNUxIrsLJaCzJsl40WZWFz5lF6V6l6E7GCPUnqflw4appqH9MjUlmTH/Mko5TghF6f4s58XaT3lFGk73Q6adIKbXV8gvC/3Qv+yD2l0zrz1UiJFXVzrrOnhdQOi33nk4+AP/tY5mtqms6lyTbM5QEiQfBHH6SmxUB5tTTaOcoQm0iMFb/+8h3n/l3A4hXGYkMxvB3gRSK6XEwIC9RICXR1wOx0rd4jgMUCdM7N3WY+NUbnRw8Y38c5+L6dejSNNTt0YYQcoQmBw6VHWNWH/wjsegX8rh9DveFKqF+/Hvxv90J9dQtweF/u7zuq1dRYrZTaVw6H91OUDZgREansyX/GmBA1AOFgrliMt5OcmWCWM+gfpPGyYm3m682aI1WN4IS434gFniV0fitN7+O+QfDf/hj8yUdy3xzsBcaTYKtOpM+Wme7JUykSZxlPTrh5ubB9vvtSpeNYkou0YfVI24EWfetpLsnE3LHCjKaZbkfpSE0RfCf1dZkRCnNF4KlxYN9OSt8rABOTrEl0pIqhS593zgXsTvBSkSYxWZ8s24uJnctUIwXkriLHIsYkv4TgBBcRpOzUIFtlEyt9Uj7BiBT3DwFadKuoWhzMYhNZEanGpkxHw91aNCLFOSeHM9sBHolRGpWQ4QaoRioWBX9pM9i5F5FTZHIWCiKO0dasO1KVSrLzkRjQd7R0Wp8G83YAviKOtJA+b+ss/BmAahitViPlTRxPz2GgozuzNkfQOZeuQXNdS2CYxojp+EVab05EVOBwUVR6qJ+iHpd9EMrX/gfssg+CXfkpKF/5Lh1Lvt957CBQVw8sWl52ap9IncSceeA1iEjxkSjVNZlfS42XJU3P46MkJb7tOePF/h4SPAHAh/ro2o0EAZcnY1t9IpEdkdTupSz7nIv6tAk4UkyraWMOJ9A5l2TuK0D9/U8pihkfyxGtEbVubPWJGd9ZkiP7jVrEiTrGpojUTFMNlEje8JgcKfFMq0ZwYiYjHalJxNzsi78mHKnQzL7Za5EzZs7Tz0YMhkoUtyoku1FaBv3HAHcLWJOmglXq4a1FjEoppVXNYC/Q2m5MXLVV5Jy0plgUaO0gdbhSEamBHppMm50FoKKIVCKRMGqkylC042Oj4HnqDACA79xG/1iyEnzzY8Vlq/NGpEZziuWZu6V4at9ojIrss2WV8zmZQmJaVcHOu4iU58pJYRLObrMjQ7Wv6PWXzcHdAOdgS8pzpNDWCYQDhWtVhvpIRj2P9LkZVldPv3N/bkSKdS/Iv421DuianyEjzveSJHaGIyjS+wo4UszuovOy9Rn6++QzwbrnQ7nwn6CceT7QNZ+iYnmuc37sEDB3IZi3s+yIFN+/C+jsBpu7MGfizXuPglcoEKJ++0tQb/uyXkfH02mo3/ka1G98vvTGQ/3ktJtqLvlAD7B0DWCto7TJ+Bg5H85MR8qQQM+8d+qS6GKRSiDuJdWk9on7oik9ky1dBRzYXXaNAn91C7DteeN6CGadr6MH6TcvXEZ1c2U6UnyvqZdMtS0QoIl8DFPjciQTOddGReNYkhdpw+qRtkOmI9XSRs+F4cocqZluR+lITSKiQI5HI7Q6bndSekoJKWqeSpGy1zQ4XPy1l+hCz04xMWN30qRzEgUniopNDPSSlCa0FfNSqX3iQV1hjRTfsbUs54v3HwPmmNKoRGpfVo0Uj0WotqSlrWhEio8nwZ95FDjhtNz0ygoiUtFQkCIfFgtN/LLqMnK+9+47oX7jC/nffO1lwOOFcsU1QCIOvnlT4R2JSZ9JtpmPjuSqv2kRqYKTOhHNGE9m1oSJ+rGM1D4tGnjCaWBtnSSY0HOYIqxF0KNnZrGJRLyi4la+fxfVFIo6kVKIyXIBZ5oP9ZdM6xOwpatIuXI8SduOjtB+s4QmMraZtwg4dtC4v+zcBtgdGTWRbGFxRwpOFxAJkwLgouVgre2Z32GxkPhKVkSKcw4cO0TH0NpG5z9d4rpUVeDAbnJUPdo1ox07TyRIvfAffym6j5xjGOgF9u8Ev+//6LUHfgvs2U5RjRLXjJisC4EOrqrAQA9Y13ygrRN8qM9YuBAOvsDjpWslO5o/PECRwuyaqjLFJng6nfPM0KNr4n4EUNRxNFaWchYfHSHZ4s65UN79r/RiViouP3YQ6F5AtX92Z9np03z3dv23lUrvLYom8sFOXE9/a6nMgplepD4bmMk25Dtemtj1M8nMZNtNBVxNU02USO2zWKhP4VBlc8eZbkfpSE0SnHO0tmoSz7u20Yq1kGYtkWLGtz4D9cffNIqrpxC+cxvVehSRsGWMaTK+k5faJ2yXDecc6D8G1tlNL2hF70WdTrGKWuAhzxMJqH/9U0aqDw/5oX73P8Aff6jocXJVJantznnGi4XScWIRmmy0tgOBwhEp/sKTQCwC5byLc9/UojrlNDJ1J+OUArdwGf2/yGoxT42T5PVINGd1n6tp8F2vgK0+kVK+lq6iXkiFHDPhnHDVSN8Zy+dItVC9SKHmzn7T9WUaM0bao2mS3zUfaGqG8jatZcKCpeUJTgg72uwUrbFYgfhYwesvH3z/LmDeYjAR0SqBnhpbaCFisI/UjcrZ19JVtDgjom+aglleoQnBvCVkz3CQ6qN2vgy26sRMdb6Fy6ih74IC0uR2JykeHj1QUGa+rrMb3J91jwj66HzPW0ROBVdLRyQGemibZavJ+R5PGudtuI/OcyX3oliUtnG6wR+5B+offw7+8B9o35yXTDXjIoo21EfXYmCYok9zuoGOLopYaTWJLCsixaxW+t3Zqo2+QaClPbfGrrGJHK+REuN9+4v0zDiwO/N3AlkRKaqr4weKp/fxHS9B/donAN8QlPd9xIikmWyjO8Va3R0czvJSI1MpYP9OsJPPoBcmEJHS62VPIEeKZzlSlYzj1yNcTUP9232G6FCl24eDaHr20RmZRcPTaaj/819Qf/G96T4UHa6qUDfdr2d2vNGvPyRpgQ/mZ2NbZ9Ea4XzMdDtKR2oS4KMxqLfeiKRIh9r5Mk3UjjuZ/hZCAoUQtR0TecBUAY+GaWJULK1P4O2YnhqpUIDSZrSIFBwumhQl8te1cM5L10jtfBn8T7/MTNXZo6WelErBM0+iNJjVShOgPDVSzO4kZbQCtSGccxJM6F4ArDw+9wNN5UekUpoToYsShEOFP7zrFWNymj0ZOryfvm8NXRfsvEvICdj+Ut7jx0jUqA0Rxzk2ktNfRlc5DPpJqvmPvwA/tNfYlzmaYT6mPEIcrK0TynfvMgQTtFQkfuSAtq9BqL/+oR650RmN0URVRKMamypqKspT48ChvWXXRwEA2kR6V+744SNROqYSin06QkBAqyHiRzQhh1IRKYBqlXoPU4RvTeaYZ002WL71c7C1p+Tfidn2BfpdWdrn5NaCaUITbN5isJY2eq1EnZRIXWRLVhkRGzGmNfVBXkkz5rCmsvmeq4B5i8AfuRfomg/l/dfS+6Yxz4N+qHfdkVlPZU5vO7DbmMx3ziMHeHjAiIJn1UgBoIlEloPJfYP6dWGGMUZ1kSXGu55mbV6dj0UoGm0ed+1z6J6557WC+1Lv/T+o3/0a0NgE5f99k9Qhhd3NTmYoQN8hrqdy0qwBWiBMJsCOW0eR0AlEFPRU5JVrabJWpcMw21C3PA31qb+V/uDh/eB/+BnU//wU1L/dWzIrIRv+zCZE7/wO0GekfPPxJNTf3GEsKEwXoQAtxL32Mrh5AWE66TkM/vs7of7np6E+/CfwdBktOF7PiEySeiOzhrVp98gZ6JxXi3SkJoNkEggHELzps+B7d4C/tg1s1QnGQ7WEcp9QtSpXAakY6m/uoAlqGTmmfNcrFDlbU9qREv1QJmswZEjHcw71x99E+isf02sYmFAks2tRiUIpJaMxOh+2Zuq/lCeNiIuJuRAEASjNBzAU+QrRb0yiMrDZM/socU6TjGYHRaRiuZEfAKRkdewQ2HkX52/YW0GNVErr1aMLhxQRnOBbnjb+yJbT3vkywBjYyhNofydtIJGPLU/m7iiu9WUSRfPCBmOjYNkNRc2T4t2vkiLg03833jc76uYJWjhEkSOR9qSRYa+2ToqAaVFdfs+vwJ/8a26UdzQG2JqNbRubgEQF8udHD5Jq2bLijXgzcLjpwZJvIUKcs47yHCnmcAGd3eD7d4EHfOB//i2l6LV4C2+kOVn86EHw17bRfjTVtXIRAgZYspIWBvKgiFowk/PKjx2i2r/uBZTaB5QWnNi/iyb/HV0ZzjdAwg4AyqoB1NEU81jbHCgf+QJw8hn0f20xxJx2y1/aDP6PhzKFS4I+Epax1pHdRZrcnHnkAJul2rNrpKBFJLNXZH2DuUIT4vN2R+mFE+2YuXmMaxFw87hgjIGddDr41qcL10P+4y/A2lOgfPl2sEXLabu6enKUzI7UMeEUL9KOszxHiu+mxspYdhzgbjWczmro76H61IZGoKPLENfRmOmyydXC7/0V+AN3lf6guJfPmQf+h59D/Z+bK/sizZ68xyROs38X+OMPgb/8XIGNykf9y90UEa5mHmG6b6gP/HbCx1ITxPjrmg9+zy8R/K/rp/Vwpp08jhTaOmlhtVAmSh5m+jiWjtQkwNwtUD57M+BuhXr7V2iiuOYkPRWpmIMk0iUA1ERpjT/+EKWv/OcnS6s1aZEzFErnMePtoLStSVLCCwRMD9eDe6hZpcMJtnAZ2FlvBZasBGCa0BU6DuEIzdPST0byPOg1x5bvfNmovRARqRKrbrrk7pwsR6rZnik2kYhTCpZWIwUgb7RLfexBil6uPzfv9zGLhfodmfadvu3LUJ/JrVkaPbiPIgcd2gSxwGSTp8YpGifSJbOcUv7aNmD+EkP9y2oFW3sy+PatuY6pUAoTk0JxnIVqpEA1bOqjD9K/NUcCoOtX9HbKSBkKB6jJaD5HU4MpCjB/Mfjh/SRG8CI5ijlRoJFYpkPW0AgeH8u8/rIw/2ZdTa5coQmYU2OzBAc4pwmBzZ6hoFdyf0tXAwd2Q/3Jt4DxFJR/v6G4bWzN9DA7doic5K75YMUcr3xoIiiFolEAMGbTanPMjsmxg0B7F1hjk9HAOmA4AekvfxT8UKZkOt+/E1iyin6T5nzryn261Hj5k3G9psLdAtY+B5aPfIFShT15ImTa/rmpOJoHfGS/hUvp2PqPAXYHmMOpp2TyfTvJ2W/OdPYB5PTh46PapCJbaEJDbWjK34/L/JvEvcT0zOAilTgLdun7gIZGqHf9OFfGfWwUGBsBW3FcrtiJpzWjHkV3xLq03mmO8mqk+N4dVFflcNL5zHKkKmnWyQd69PsW6+jOqZEqNo5nK3yonxzxUCDDcebbX0T6v67LqPETcw3lo18Ae+u7gO0vViS6pKdKipYFgNFWYnBi0T+eTIA//EfwR+4Fz/P8Krm9Nk7ZmRspqyRbdGcaEArCyoevBzv/Eoxve6HmDbBnFfkiUiJtvYL0vpk+jqUjNUkwdwtabvof6hvCGKXLiYdasdQ+UUMATNyRenULHcsHrgVUFeq3/p8x8cv+LOfgr70MtuqEsnrhMG9lvaR4fLSi9BuPx1jJ5ZsfBeoboHziy1A+8nkoH/w4mBiYuk0LPBzE6rNIP8n3OeGEBXzU4DTopyLm+gYg6Cu+WmaaRGWQFZEyK2jpK/hZghM8GgFefg7srLcU7uEFUMNfLSLFx0aph8+LT+d8zOIfopoNUfBe6LrbuY0mT+dcqB2HqR5pbBQ4uDsnSslOOI2cpOyeNGLC1zZH/5tznje1Dy4PRSf27QRe3ULy0b1HjImUfwhYoDnApvPGw7my0vlgC5cCvYeh3v9/QH0jfVfW9cpHY5nF+I1NQCKecf1lfD6RgPrljyL9g5vBx8fp4e3tIAXCStAiuhn7fuFJYM92khA3H1Mplq6ie8b+XWAfuNaI1hZj3mLwQ3uAva+Vl8qbzaJlYFdcA3b22wp+xLnI1NhXIIQmAHKmbHZ9sYK/9jKNv5ef1T/Ow0FgeMBIncxKMTMiUqHyV7ULpN2xujqKNJlT+8T+zcXRQR+Yp5Uc2CMHKINARKRFJPHoAcDpzqw7E+i9VLR9C+lzb/6IVJ3LUzoCLRZ8siNSea4j5nCBvesDFAXe8lT+/XjyONbu1sy0xoFe+o1iIcLuLBj1F/DUOF2nmpgRc7dmpPbx/TuhfvzysgQEdJEPsYjV0Q34hjLSMAuN49mMrqAKZLQx4C8+Q5FQ83NW3DcdLrC1WmlBJbXXouXFMcOREvWY2fVoFbNjKy0wejvA7/qx3ki8bLRrlV32QcDhgvrgDIhKCXs7Xcbi7RSXaMwoNEeKZUSktMWmCiTQZ/o4lo7UJFLnbYfy+VugfO6/wVrbqJjdZi+e2mfu7zLBaA9/5QWgvQvK2RdQXxeHC+p9v8n/4b5jNODLSOsDUFDGtxDqL74H9fp/RfqWz0H9+/0lUw0tFnLmeCIBvuUpsHVngDXmEcDQVMUKFTnz7IhUPptGw/okn7/2EriW1sdO2kA3+iKKWby/x5hEmWl2ZIauRaTG7gRaSOGMZ0ekDu8l+e61pxb8PgBAU7MhNiFqLQ7ty5lIpvuO0qS6oYmclAKOOX/xaaCp2RBDMasbHthNx7TqhMyNVp8EWKx0jZkRBe5CIn90hGyoqrny51YrNXZ9/glAUcDe9m5KDfQP0W/xDYHNXUQ1TBkRqfIcKRKcSJFzev7FNBHMvl5HRzKPS6uRslgstLiwZ4cukQ2A0gOHB4Btz0P90X/TpHBpBWl94rd7O4BhIzWWj42C/+HnwIKlYGe9pbJ9LT+OFmvOvgDK+nPK22beIpqIpMbB1pxY6eGDKRYo511cVGCjTk+Vo2uUj0TJaRDiBAApWIoIkEinNS/2iPooUftWV091NSICNaj13EqnjGuvFCE/TSytefpstbZlphqKVDHtuuFCjKLFS8eUTlEfLaHa6W6lHlnpdG4zbQ29fu/gHnpBRCYLRKQUh7OM1D66l2Sm9kXzRqQAkAO8YCn43T8Dj5tUZMUqf0tuuibzeDNS+/hgr+E4AvRdnBc/1sP7qD5KqMK6Wyk6pzlffM8OSo0sQ1XQqE/VbN/ZDXA1Q1pZPEdeT/CdLxvPPZODo9eXmucXsTBQX0/jdD5lmpTVqBzaM3UkSnV2xw4Z9yqR5jrBejT+4jOAwwXlc7cAtmaoP/5G5rVYisAwZW843WAXvBvYuQ3qT749eW1OyiEaokh0UzOYJ6uec4bCE/Gyrwl9GzUNvve10otXekTKFN0WtaAVRKRm+jiWjtQkw+zOzImW01XUQeJHD9LEYN6izIdihfD4KK1un0CTctZko5vNnu1G2pr4LOfgf/k9wJSy6qMAGA/9cgUnhgepNiiZAL/7TvBnHyvvd2x7juprzjw//wdEJKiQtHnIT5PMudRXJ99NlkdCQPdCoL2LVvv27qDJtSi0L6biNdBjTKJMsGZ75iqyuaeL20MPpyzlPn5kP51780QzH82m4nNRzD8SNdKcAPCRGP2ujm5KiXK489aR8HFK62MnbaCHs8WaGf0RjmiWihxrsgEr1oK/siVzf5rzqIfvR2OG3H92ah9AEQauUh8ice31HqHfkxijm2527UU4AFZOREr0vmlsAnvrpYC3Pbf32UjUWFEHqGBdiE0cPQj1218Ev/un9NsSCfC//glYdQJFebe/SGO5EqEJgbeDfp/2u/gDvwUiQSjv+2hZEeGM39nWCeWr3wN737+Xv41YWLBaqVZlElA8XrrOxTW6nwrC2eKVxodMwitiAQOH9+vpSXz/LnJMzOnGrhbwoJ9qDMMBQ1ijzPQ+HvTnyoxrsNZ2wylJpYx/i8l5LELiNh6vnl4MgBodQ0spFRGnQteoEHzQnERd/TSP2AQAKM32XOEa8+9JxI3xkRWRYoUcKcUC5b0fohq2rZuNfQknMo8jBU8L9Q4TNW8DvZnRTyGVX+z5Jp49om7T3ULOl7g3aaIGZT37dJEPzfbCqXsdC07wdBrY/SrJvbe06QuvfHTE6Blotl00otcRM1sz0D6n/EmzZsf640+l6ysUoPv78AA9HwPDVaet8UQC/JUXwE46HczTCuXq6yga/cJTpTcW+wj69OuUnX8J2Dv+hRSPv/oxcjangyi1OGGMAS4jdX0mw/9+P9Sbr89Q5Cy5zfNPQv3W/wNeerb4B/Ol9tU30Lh/HTXlnTJH6oc//CE+9KEP4bOf/az+2u23344bbrgBN9xwAz72sY/hhhtuAAAMDQ3hfe97n/7e//7v/07VYdaUvHmdDlfxGimthgBtnZn57pxD3fRAbhSjEDu3AakUpWBpsHMuAFyenBA4f/IRivq881/yrkTmgzU00IpruY7USBRs+RooN95Ok/Ui8t+AYTv+zCZywJYXmOw1NFFDyII1Un4q+BZ9hvI5XJEQ4HTRRH7PdnKmlh9n9MYpUCfFoxF6wORLpbLZSUpcrOKZerowReux48/cLz+8nwrqi0jPAyCHRKT2mdOQxAo3oOev65MLlyf/5KTnEDmqx59KN3+7M9OW4iGQZ3WdnXAqMNibKa0rJnyt7YZss4joZYtNAHqdFDvvYqCbai147xF9AstaOzLGDE+N00q7K/9EOIO2TqrFuOhysGYHpU5lq8iNxjLqWJiW2hcIBMA11UP+j4egbnka/ImHgUgIyiVXQDn7ArAPfpwa55a7+GBCryHzDYJHguCP/wXszI1gi5ZVvC8AYN0LKnPARKrrsjXF00gnQDAcpomOdo/gB3aSY7XQ+I3M46UJmX+IPrf8OE2sQVNbPLALWLg0M3qk9ZISD2Im7g3lpg6HA/p1l0OLdjyqStegqtIkQKyeinQij5ecFNHPzlwjqSkuFnL2GWPUQkDUdAwPkuBJlniKIGGpo55shVZ/hfNTV6/bgKsqLUYUcKQAAItW0L3YPH4DPhq37jzHLtL9QgFKiY2GMyJSutNWrM3Cnu3UjFn7rC4eojnBYsyV1UDcLPIBGLWgJsGJmV5bUQh+ZD/UzY/mvnFoL92v16yjxVZRu3R4HzmkAHjEsF12nRxbsFQfWyWPQbNjWvToOnZQ31avjRzqy7dpaXZspcjkKdp+Vqyl67eSdEH/sC5YwywWKJe8F8qNtwGNTVDv/ll1xzVBeDRsLCjMlojUwT0AV/VSkLLYsRUAoD742+I1jcKRyn7GVCiBPtPH8ZQ5Uueeey6++MUvZrz2mc98Bt/61rfwrW99C+vXr8f69ev19zo7O/X3rrnmmqk6zJpis+VLRXMXr33SagiYM+tz4SD4739Kk7ky4NteoMm8qQie1TeYolJaGs3RA+C/+wmw5iSwC/+prH3rtHWW30sqFgWanbRi624p2avFZrORetbuV8HOOC9/rQG0SYmpKS/vOQz1Nz8yUkWCPvo+UStQILWPOTRHKpkA/ENgK47TJw5m5T71yUegPvkI/SFWRLOFJgCanKfGjT4KIu1IRNBa28GznckjB4woShGYpkAIgByD+npyKA8ZjpQ+mRACEtnXk/iccCw65ujHl5EmGQoUTIMSTjp/1ZTeJ8Q8mu26UqJw+vI5iOyEU8E2nAu2ZCWlbrZ1Aj2HDQe9tT0zIiUk3MuJSDEGy9e+D+WCd9ML3g4g5NdrKDjnWmqfaQKrpfbZbDaaYCoKsGg5+K++D/7wHykapSn0KWe9FZZv3Gn0haoEU2osf+IRWvQQPbCmAk8rcMJpUIrUOE0Um81G17mI6uzfRaIl5odqSxs5CdpDXLnoPfpneSJB7RiyUieZSxMo0CZxbBlFN3i5ghNBf+GattZ2SgeNhIxJ4oq1lH4WHwOCImJD9wa9dkuMMwBMjKUCqX36dppMOvcNUi1tAerdHkohLLT6LxZT5i+m4+ScosCqSmmQhY7BYgHaOow6MICcMndrXqc8QzFRu7+wDuN3o4QjxcfHgQNGfRSAjJo3rqZNUZUynGK9PlWLuDTZaIFl0EgLzPsMLoL61N+gPvePiraZDPjf7gf/5ffBsyKR/LWXAaYAK4+nqPJgL6VmmdpGZDzjomHjmQNQunNguDxF4MEewGKB7Yw303cfPahHs9ipZ9Fnqu1P9eLT9NzWFkFEJDdbdbEogWFaiDHB5i6i7Iqh/opES2qG2ZFqatbqrGeuE8A51xVJzWn6fCQG9effzVvXzlWVFptdLZQ98nLhqBTPp9oH6BLo5VLpOJ5qpsyRWr16Nez2/CtunHM8++yzOPPMwgpQs5HGxtz6AVYktY+PxmgCOW8ROVwjUaM+Q0xGeo7k3TZjP2oafPuLYMedTHUo5u8/+22AqwXqD76O9BevgfqtLwJ2J5SrryvorBSCteaR8c13PONanyfxUPe0lgwjNzY2gv/tXoBzsNPPK/4FDqcRsXj8IfDHHzacilAA8HjJDjZ7zkOep9O0cut0AyuOoxVzAGz5Wk0MQckosOYP/xH8t/8LHvIbqlWmSZSOiHIIhycWoX1p6W2spS1TzSwcpJWrMhwp2Ox6lIf7B4HWDlIQO2h6mA70AopFn7Azpye/A6+n8mjRN4crw0Y8HCgY/WGt7UD3gsz0vpEYpdJZ64zIWZHUPuXsCyitQ9C9ALz3iOHgedvpuhGOqDZZZuVEpLJp66RVWzHxFJPNjNQ+cqQaGxvBB3sAbweUf/882TIWgfKOKyr/3nwI52uglxZHjjvZaDI9BTDGYPn4jQWb6daCxsZGPVWOj48Dh/bl9tvSHBL+7D/oPK88gSZU+3dRzWA6nbuNR6urEeNvmfZ+OVGMVIruvwUiUkyMA/+QPqljx62j13wDxn1Lm8Cxs95G91QRvQaMHmBFnH3dOTywi2qkijjjdSI6VEBwQsi1s0XLafFmbCQzlbgY7V2ZKcGB4fxpfQDZHbSwpEeh8zhSBZvyHt4HJJOZjpS2as9DfhL0EIpzxXreiWMd6MnNBujoyoiQ53sGF93nn38P/td7Sn8u5Ef6218qK21LfeReqH+5u7Lj8A0Aqgqurfzrr+98mYRemu1U58g5CfQc2kvPocamrNS+sO5oApoAD1CW4AQf7APaOmHztlNK4LFD5Ei1dQKaLH5Fjo/YbyIO/uoWsHWnkzMvyLoWi+4jPkbP1nzXqmhBYBYx2fsaCQRV2EerYqJhMJFKyRgsrW0VKYpOOaEA3TdtzSRapbVk4Y8/BL750YzemjrHDlHa8GUfADq7oT74u8JOawFHCnMXUlpxmb3IKh3HU4219Ecmn127dsHlcmHOHKMOY2hoCJ/73OfQ1NSE9773vVi1Kn8dwqZNm7BpE0ln3nLLLfB66QE3MjKCVCoFl4su6mQyiUgkor/POYff74fb7YZVczaCwSAaGxvR1ESSy7FYDKqqwumkB0QikUAsFtO7LKuqikAgAI/HoxfDBQIB2Gw2NDY2wmq1okFbfXU4yIkItbYhMRJFq8cNZrEinU4jGAzC4/EgPXAMQQDKgqWoiwQQB9BSb8FoXQNSkSCSAJSBY7Db7RgdHUVLCz2ExD5aWlqgKAqSu7cjGIugacPZcGi/NxKJQFEU2L1eJD55I0Ye+wvS6TTqm2ywXXI52LwFCIVCaG1t1aWTfT4fnE4n6rVCwXA4DKvViuZmmhAHu+YiueUptLrdYFYrxsfHEQ6HdRvr+1CAEAB7xxwkrVYwbwf4kQPwer36ecLPbocaCaHx3z6NWGMzRn//M/DH/ozGt74T422dRc+Tz+WBOhKF1+uFb/erSAPgO7ehbcPZGAoF0LD2ZIwDsLg9sCYTcHu9+nmqi4/CxzmsHi/qXB6Mr1iL1NEDsK88DmPxOOBpQf1oFHaPB4H+Xj1S0vD4Q0gkk+D1DfCuWA2mKIhGo/q5jnd0IQxAGRtB67IViKTGEXdQRK6lpQWjcxdg5PnHgXQaDrcbOLwHIQB1S1ehrrFRX3QYGxtDPG6oyKVSKQRszcDYKFo9HgTCAaS8HWhcvBzxv9yNVqcDkbE4xvuOAJ1d8HbOwejoKEbdLUjHImj1uJFSuX6eIqNRxG12MFszXC4XRlrbkDqwG1arFfX19RgbiUBp70R9U1Pe8dS84RyM3PsbeBobEIwnUJdMIOVwwev1YqjZAUtiDDYrQwRAg7sFqK8vOp583QvAX30RDSEfEjY7LHYnrB4vxvfthNfrRXDHViQBuBcuQp3Xi3g8nncs5BuTypLlCAKoC/thWbAYDb5+BAE0zV+Ece28xFpaMZJOgY+Pw+IbhGXeInhWrILvU19Fff9RODecnTmeipynUuNp0OkGtHRB9yffh7TNhmQyCbfbDQAFx5PL5UJdHUUIQ6EQ6uvr9RW7mXDfA4BoNArGGGwLFmHkmU1o6j2EkdQ4nOs2oNHr1c+Tc8FihAFqanzyGXA4nUisOQmJl56F5dAKqABaTzsTit2pn2vb3AWIchXWw/sw7vKgdeES+JpsaEyMYZwx2O12/b6bfZ5Gjh1GDIB97nzYvN6c8zS+dDkCAJriI1CjIcRtzahbvgZJAI74KMbHRjBqscLqaYWnpQXwejF+4ikZ5ym5fDWCAJq75qJZey37PMXqrBipq0fDsYMY8w+j4dSzkALynidVmwgr8VHYmufnnCc2FsOoYkHT8tUY3fQAPBYG1aogCEq3K3ae/HPmIrX7Vf33D4f84IuW68dhHk+sqRHDAFg4iLpUEgnFAu/KNYjFafJlX7gIQwDqE3Go2ngy76Px2H6MMobWDWcjmByH3W5HfUsLhiwWWKJhWHz9SACk0DoSgcViKTqeBvt7UH/aWfBoxxoOh8G6FyD9/ONoaahH3GIFY0z/LaXGkxqNYDgwDFjr9OdzofHk6D+K8J7tsPccxIi7peh4Gn5pM3g0DO+/Xlv2eBoUz5k9r8J10bsRjUbBR6IYO7wPzf90Jax2O0YWLoUKoDkwhNjhfcDqk8AO7UVdYkx/xqVjETS1dcDh9dI+lq7CGICm4X5YS8wjfMMDUDvnwmKxoGHJSqQO7YWaSkFZshLeufMw3NoGi28QrMR5yr7vBf7+INRkAu7zL0K914vR0VEkk0k0LFyC0R1b4XTYEYnGit73AjtfhQrAsXARmkzzCJfLheSylQgCwGAfvMtp3hi5dyvGtj0PJ1fRoC1aBINBNFgU2LS2NLW47w1GI7B4WtCqHXuwtQ1qyJ93PBW7dwKA3dYEcCCRShU9TwDg9/uL3vcKPZ8cgUGEATS/4wqM/O6naDq8F83rz4bvqUfAAVj6j+q/RZynusN7EAPgOv0chC1W8J/eCse+HWg887yc8+RLpZAG0DqnC0qzQz9PtvVvQuDuO9F47AASLd6SzydFUfTP1Or5BBjz8nLmEcWYEY7UM888kxGN8ng8+OEPfwiHw4GDBw/iW9/6Fm699da84b2NGzdi48aN+t8+X6aHW+rvUCiU8ffIyAhGRjJX/krtIxjMXAmNxWKIxWJoaGhAQlOnE/9XG2wA5/AdPpSRQx8MBqHuoAJJPnchkgeo4D1w+CDY/CVQtZUfdXgQ0aEBMJs95zhEHqm66c+AxYL4klVIZH0mHo8D85cCV34KDMA4QBMZzQ5+f2akKBLJXF0cHx/H2Bgdm+oioQDfvt0ZzSSzjyvSTyuEI0wBS6WgOlzg/kEMDw+DMUb1X1ueBsZGkbz+KmDNSYi+/BzYmRuRfPdVYCh+ntQmO/hAL4Z3vqrbib/2MoZ7e8BHokjY7FAApG12pH1D+vHFYjFdcjVta4aaSIC/5yqwSBgjo6P6b4z392I8GAR6tfx9bwfGHrkP6JoHdHTBn5W/m0gkwFXKV1fDQfh8PqR9g3p6YSAQgNrsoBXH/qOIWixQX30JYAypOfOQjsfpPJnIsKkWQfH1HIU60Ad22lIkuxcCqRR8L28BGm1QX3kB1osv17dTHaSo5Tt0UE9r8vl8SPce1Veaw+Ew1PpG8FAQSKWQSqWQ9g2BdcxFWjvn2ed2rGsBoKYR2PEy2NLVSAb9QJMNPp8P3NaMVDSM6CBNChIWK1gyWXQ8sbkLwdU04i9uBlrboKoq1MYm8GgEw0ODeqQqxBmYabtyxiSvp5tosq8HyorjMfYypTLE58wHU1X4fD6o2nmLDg0g3X8M6vLjaN+LVyC5eEXO9xQ9TygxnrwdlJ/e0Y3I3MVg2jVX6n4TDmdGtFPag7bYNlN53xNEIhGMNdG1OvoEpcNG27sQM+0nWmdaaVx+HD0k5y0Gf/xhjD/1d6BrPgLxJBA3thmx0oRsfPd2YP5iqmdzehAf6IPCOaLRqP6gFIjzxPso7WukrgGjpuMQ54krNAEY7TkCfuQA4O1ESusvFTmwl8QQPK1Ia9dLPvvw9m6wD34co4tXY8z0mZzztGgZxp55DBhPIul0Q8lj41AoBCtoQqpGI3nPk3rsCOBpRbxRW+A6cgjQxivszqLnSW3tAJIJ+PbvpfpZ/zDYujPynmvOOdDQBB4YRjIUALwd8JuuxUQiATQ2IRnwQcljn9GXXwDmLkQgQenO+jlyeZD2DyFt0aYjS1YiHfAB6XTB8STqU8dbOzI+w884D/zJRzB861egfOxLSKfT+rNXUGg86Y2CU+Pw7dyRISKU80w7SL3Oont3QjnulOLPp1gE8A1iuK83Qwa60HjiiThFlRQF8a2bkRwYALNaob7wFKCqGFu0HCwWA/d4gaZmRJ95FAgHwRYvhzrcj8TwIN1/kwkgEceYtd6YB1isQEc3Rna+CsubL857HIFAAFxNQ+3vAVt9IkKhEJId3RQ1BqCecwHdK9vmQO09AkuR86Tby3TfSz/1d8DdinDH3Ix7eNLhBlLjCB8+CNbaXvS+x7V2BDFrI0ayngO8oVn7TL++j7TWmy7ScwTMQmOc+waRvPGjGLnuP406yzz2KPe+x8eTQHwU6aZmYxu7C3xgV8X3TgAY/c7XgICPVJ/r6gvO9wTF7nuFfktkB6WKjp1+HnD/XRh97gmMRsIU5W5sQurQvpxtElueAeYuQpRZwU59E/iff4fwfb9BbMXxADLPk6plo/ijMbAxYxyG7G7A1oyxV7ZAOWF9yedTOBwuOY6rsXGpfZr30dXVhUJMu2pfOp3GCy+8gDPOOEN/ra6uTvcUFy9ejI6ODvT3vz4UPphTKBuFct88doj6crg8Rn69kDI19xwSE/o88FAA/MlHwNafW7B4uVYw0SuoVIGokAEXdUoeL9UOiVQVTdmNbXwnqTm9/Bws51Axf1nphg4SSOCvbaPjOu0c4NA+yt8FdEcBdldu/r5IsxR59nMXga0+0Xi/xaun9vHewwAA5YMfB7gKHD1YuGePpiSmFwPHohn1CmztKYDVCq7VW/GjB4DOuSR2UAoh2uAfItt5241Ui0N7wP/8O6C+EXUXGDVvTL+eQpn78g9lpiXZncDYCDXpVdOUYlOsR5LWjFMvEjf1ZWI2TV1QiE3kU+3Lpnsh/T/kp5RFcUxcpeslHCRlQ60hbEU4PSRMIuqvDu4hGWvz79PkvNW+Y3SNdkxeup3oG8TOu6jitNrZAtPOId+6mRrxOrPS3dwtlPIKGL2FRCrfUF9uWh9gpOUl4oY6pMtTXp86kYpVKLWvyUbjyz8EDPWDdXSRAqfNDgz3U72kJ/+2+j4UBcpZb6W+VMU+t3S1nn5UqIcUAEA0Ni4gK84DWtG9NsZ5OGSk1xWpkQJM9VxD/XRvSKcKpvYxxvS07Bzpc0G2wqY4xvFx4MDuzLQ+gbuVUuT6jgKt7XROS51LvT418/7LFi4D+6crgVdeAP/7fcX3kX2M5tYjfYWfsQCMVPtSnwPo3s95+fVEoq/YujPonrd/J3g6Df7QH+m5oqleMk3dF6/RAixbtEKrF9aeaaYeUmbYgiXA0RKpff5hSrPU7n96H0YYaqiskxogl92/DVoK546XtLrnzJV+fSyXkS5YXF1Sa0Fgrv3LJ2LSfwxIp8BLKc+Vi7C7qTaSebwkzlKBjXR6DgOH94HffWdNDi8f/MgBYM5cMJsdbM068Fe3gG96AGjrBDvjfKDncEY6JI+PUcsPrWUGUyxgS1aRYE4+kkmqM7ZkxmyYYgGWrTEWL2Y50/703r59O7q6uvSwHECrF6qWczk4OIj+/n50dFRR0D3NCGcw80XtppanlxQ/etBQ0xIPRW3iy/1DRu8IU+M6fmB3RqEp/+ufgHQK7KLLJ3z8JZm3kL7T1PUcAPi25zN7sWQ91JmYiIjaI63Oii1fA+WTX4Xyte+j9ZM3lj+5dLiA+BiJHng7wM69kFRotBU0USTNHM6c+jRdya7AxFz0TuGcAz1HKAd9xVq6yQCGYlT2dg6XEXEQNmg2qSc53WCnng2++TGSrj2ynx5wZcA0R0o8+FlrOzkDLV7wZ/8BvvUZsPMvhrPL5ATojlTWBMU/bDQIBkxy8hG6Rrla3JFqaSPnQ5MtRixqNJO1iRqpEao9M/eSKET7HHoIAmBezcEzN10Oa+IXVfSVYIpC50STQOeH9uoOqP4ZzZGt66cH76TWLS1YQr/ljBI1gLMUh8NhOOljI3mdImaxUJ2MSQEPnXONRZd8PbrM16NZIa8MgQK90WvRa7qdmkX6hgzZ//Y5pDIV8IF5ylM2LUWGPYrUSNnbNWe0UH+mwBDVdpkXSyqpkQJIcKJIDykdj9aUd6gv/9gopEp7aC8wniQRn2zcpMLI+47SwozTQzLrpv5t2Rj1qbkLWez8S4B1p4Pf8ys09JWuKdY5elB/RvH+4g6SrjhWwpHiatqoZxVCGqUQz8Oz3wZY68Bf2ULNugd7oVxyRcZzUa+TqqsnhVKzqJCmUJsjgb9gKRDwFZeY11Vfu2kci3YJgNGKoKOL7u8V9Lvkzz0OcDV/3bP5WixF0EcLMHnGsS5codVb8ZGooWZpcqREfRt/rTqpdD4Sg/r8E8YLmuPKTOIejXO6ySEdiWZvXnzfnNMii60Z/PGHoWY3zq4BnHNt3qHVzZ1wKl07B/eQiu78JVTjZK5b27uD5pfmJu5ONxAN5a+TSiaA+gY9zdMMW7mWBHfMc8UC5J1LzyCmzJH6zne+gxtvvBF9fX34yEc+gsceoz5C2Wl9ALBz505cf/31uOGGG3Dbbbfhwx/+cEGhilmHNmHPftjwrZuBnkPGip2Y2IvIVWAYWLyCJqdaZISrKtQ7boH6jS+Av/ICCSA88Vew099srO5MIsxmz+lLwUdiUH/4dfBH/2y8JoQCxA1drAaLSY2IEHg7wBjTpJwruDTFjWvnNhrgi5YDTTbwF7SbnFD20VZLMwa8voqUuWqn4/FSQ9nREYpIacfGLrqcVk/zrbBqsEXLaQIBkIPhyHygsfMvARJx8IfuppXycoQmAEMcQTiwYhK2aDm91tBIfZPMaJEA88OTCyfHFJHSC5OjEf3hU0zYgSkKMGeesTI7EjWENkREanSEGhTmuZnm7M9iMSbU2nExk3PHw0H9t1SFt0OXHId/iFZxzWiOVOoA9TzKu+peI9hb3gnllp/mbzT9esHtMVYjC/TbYqtOIOVGbcwzRdF7NOWNSDlchiiMLu/fUp78edBPx1PMwWhto55XXDUctbZOmlCE/CUjUmUj+mkxlhkVzkIRTmUesQmeSpEqWGsbOZ+KQg5lLEK/s1SEu8VLvcQG+4yFrRZvwY8zdytlThSK1tqdeRsj8z3b6Xfm6VnG3C0kuz7YC9Y1zxDpKDZBH+gh5yGP3RhjUP71E0CTDWNlCEfox3jsIEnCezuMhaFCCEfKN1i8ufzoCIQseVlNhgFDCXfuQmDl8eCvPA/+598DcxcBQopcIHoOLlhCgkpON4lUpdOmiFTWc0c8Z4rIoBuqr9r4crfQuGufo2e6sA7NiS1TcIJzDv7Mo8DSVfmdcK2GtizBCf8w4G4pvKDW3mUclzmDJ0MJWYtOD/Togi2VwJ94GPyntxotSMRczbQoaxFjqdJeUqMxEma58J+AJSvBf/k/4EUykaoi6Cd7iAjjcSeTc9rQRK04tGvLvFDOd26jc7TM3BvVTaJN+XrdaY5UPthymjvxvTtq8WumlSmrkfr0pz+d9/WPfexjOa9t2LABGzZsmOQjmnyy81MBGBN2U2ofH+qH+svvAYuWg73lnfRiYxM9KIScrX8IbMVa8NEY9dkBSLYyFABsdqg/ugVYsoJWey7658n9YSbYgqWZ/YsO7KIHh7l3gt5DSbuh67LifjAAfNhwpAR5bVfoGOwucABQVbA1J9IDZcXxwLbn6APCcXO4aMCPjWTKoVsshdPOhBMWHAZ6juh9L1hrOyy3/LT4gS1eDmx5ilbBY5GcNBu2YAmwdDX43+/X/i7XkdIiUuIGp6VPsUUrwLdupuaEzY5MG+ZL7RPy6y2myYjd1FRTkwkvunoPgHXNB3/tJa13Tcw4zzY7kEqR81OqN5Z5f90LwI8eyI1IxTTnLl+Pm3L33dYBfmA3oCkcssVZjlQDTTyT+3fTv6tRByz3WBgr+JB5PRCPxymFo8ULDA/kyJgLlCs/lfvamRvB6+rzRmqYotBkO+AzFPLcHlqUiI8Wd0zDAZqAFXHqWUsbeIJqjHRHrW0OIFaFizgalcCa7UD3AmB0pGgaYEIor+aLSIX85PC1tpNdRHsNrSdcqcULplgAbydFAcQ9olRESlPWyzcZZnaH0X9t72tQH7iLjq+/B5i3iH5zNu5WUnUFgK75YLZmup9HggWdVt7fQ83GC7XFsNmB+UuRPHIApZdvQPUtAz1gJ6wHZ6xoyh45rz6Khg300H+FsgnMk8tyI1K+Qbr32J1gJ5wK/htS7lOu/WLO72XzFoNDW7QD6BxyTotOomeiPWuRcP5igDHwI/vB1p6c/xgGeumZ6HDTOGaMImRmx1wbG3ygR28JUZRDe8nGH/x43rcpkjRHjyQVg9Qlizj87XPAd2wlqW5xLpmSqaAXCtBrXAXf+TLYWW8tuD91y9NAyA9FzM8ASr0DKHrX2k51e0CG45oStg/5jcbh5aAtajBvB9g1N0D9+vVQb7sRymf/C0xLp88H3/4i+NGDUMrJSNLSO4WSI7M7wc69kO4lTTbwOXNpMebYIeA0Elnir71EPTbrTNklYuEjEsxx2os5Upi7kOYIu7cDG95c9FArmQ9OB9Oe2vd6JrsAHABdOBaLntrHx8eh/vibAGNQrrlB79fDGNN6/4Rp4h8fA1rbwLoXktwp5yQ7zRQoX7qVbo57XwM7/bwM4YdJZ8FSkgoWfZy0JpMZ9QqxKEVJxGTB5aEHvZAS9g3QQ8M02c5ru0KIKIqiACup4FHk8MJmN/rWiEEubngAOQx2V+EHspBnPriXJjIV3AxFtIPv3Ea1B3lWwZXzLybnjilGWmcpRESq5xCl1YmUyVPeRCv7WjTKbEPW2ESfNcsKaw2B86X28WgYPKydn1LORNd8cnD8QzRpEpMlTd0RvqFMifFSCBvrNVJaSmuMUvsKNTotC28H1YC99hJdL/OzJkDaREHtPwZ0dpcVRZPkR7/+vB10jVaQJsnWnQ7lI58vbH9xTZpqpAAAoeJRKR70l1wYyJQyF6l9xj2V1ciRAgB24T+V7B82Fk/QQkQ++XMhfS7GsMsNHgnR/bhEfZROhyY7HRimCXy+xtkCs2OTL1prap+g3vdrmoQxhRykt74r/z5N54N1zTfObbEIY/+xnPqobFjXPKi9R8vrJ9R3jKT25y+ivoADvYVTC4M+WrQ7/lQAJeqkREpXXb2RjlgC6ivWTs6L9h2YlycaBZBdz74A7EwS3GIiGhIJFa6RarKRs5wVSVL/8RBJhA/16zVwjDF9HCuXvt/oyQdQba7FWnYTXf7Mo0B9ffGWC+1zyotwBX3FU1A75pDDH/RT+mVDE0njm55/PBQgwSh3q15nVvDYn/47+IO/y6h1EiUWfFBz/MTiuMlxTWiLOqXaveQgek+5W8Fa2qB89maAMajf/lJxJ//Zf4A/dHdZNVn88H4am3ONeYfyL/8O5W00Tpm1DuiaR5FaaHXcA71gx5+WsZ+C9dcAeDJeOCKlKMDy48qKSFU0H5wGpCM1iQgpRTNGA1nNkXr4j8DRA1Cu+nRuY0+Hi1Kx9IdlO00yx0apqd6rLwBLVoK1z4Hy6f8Au+QKsHe9f5J/VdbvEStxWnof37+T/jaHskciRgQIMFIQtKgVPTgyf3s+2xVEOEiLlhtpB2vW0WumB7/o7yByxwEt1S3rQZOBiJ5tp1VB1r2g/OOav5geNK++SH/nSyc6cQN9x5wyhSYAY6ITH6PVI22yyVrbqB+YZoMcG2Y15dUbApsnjsIWsShNSoVDXwSxQsb3vUYvCMdOOE/+ocoiUhvOBbv0/bRab9ofIiH6bwJRIlHUz198Bpi7MLM5LKCLTYBzIxohqQpx/SkXXQ7lfR+trVPa4qVJhna+WDmTb0CPSBVDd0qamvUxm7E45amdI6WsP4cWU4rQ0tJCCxFadIOraSr6Boy0IjGpdLrJBrFI6fooDdY+h4Q0/LTKXzRaJ6L7haK1didFBvfvAvbtBLvocliuvxmW62+Gsv6cAvs07WfOPCMN2VzPEh/VJ4c8kSCnr5DQj6BrPq2Il9E0nmtNSTFvEW2XTgHDBSIjQgxi9Yl0fy9WTyUcqYVLgcG+8voYDQ9QryZQdJS99xoo//rJ/HUmFguUD1xrPJfMk1qRbZHPMW7x5tSm8BefArY9D/U/Pkl1MtrCR6FnMVMslNpfjjhEMgG+5SmwdWfkbcyu77O9i/q1FbETV1WKRheNSGn37qE+rfZOSxk111GGtOj0mhPBd71S/NzEIrSgrV0TfHzccCBFBC0aoTRZ0+9rWaxlmVTYS4qLNFvRr27OXCjX3wwoFqi3fZnqvvJtF4tQ2m0Z38ePHAC65uU+A02weYtpMQQA3/wYYLWCnXZW5ofylA3oFItIAVQzOTxQMrWyovngNCAdqelAK8jlnIM/9w/q/5BvtUlMfP1GCpa4YfLtL5Jq3Am0YsVszVDecUWuKtZko63o8yP76eZyWKuXMjlSPBbNfai7W42bxfDAxKJoTjegKEbjTGgTn47uTAfNXP8jiIYL10cBRlPeXa/Q30JVrgxYXT0wbxE1UQTAmnMnNsxqhfLR/0c5/eXS0ETRFKBobUUOTjfVBgn8Q6RiZ3Ykm+3kPMXCdDO2O3OaOucgUg32kROdITYB0AOo2Cp3FszphnLR5UbNTH0DOTj9xyh6N9GIFEANBbOEJgBkpa5MXYPc1zNsxdqaN/5V3vl+KB/+rPGCPvkuMYEIBgxnoBBiTLXPMSavQqEUqKkjVTa2Zl1sgv/591C/8CFN/CLTkWION62M50klLkh7F02+Du0tnbYofrsWrchBu8+rD9xFReZv2pj7mZx9aufD20GOcdYKNx8dgXrDVeBP/Y1eH+yl9LUCQj8CPQWqHGW9Y4do7Hs7wbqLb6cLTXR2U5SjSD2VmPCypasoQiIajZs/E/JTvSo0AQDfYMaiqnL+xWULEWWIVGnOdF4HzNOW0WgeAC3Yrj4RWLGW6oK7ylg07OgG+ntKRv34y8+R4IwQaSq4vy4glSJHqRCxMNmyWERKCFcM9uH/t3fmYVJU5/7/nupZe2Z6m559AQZmlB1kEYjiiASNCxq3KFFjrkYJEbe4xZXEJGAETB4DwXiT6xYTzL2B+6g/Y64SJIAiYjABVGQblgFm6emZnn26u35/nKrq7pneq7q7mnk/z8MD09RUV33rVNV5z7uh8ShYeRVfbPFfaGlv40b8uKk82iRMzpi8+CrK28jvIvgVx3A5eXSLn94sM4vfE22xGVJwtvL3sN+7jpVWQrj7SV6heONrwX9PnttECI8cUmgiFFWjeHpJazPEHZvBpszyvd9l5Ps12CJWRENKypP6x7sQ9+2GeOjL+CocphgypBKIxxNihUOOYz96kBsRM4JPMpjJwm8a2VovLFJW6eXu62zyzKC/myyYMQ8oLucFJ44e5B3Fa84C+nog9kru2GAvdWshr4bn9fDVRXugQRBSu6DHkA/h4WeGhI4Idz8BYdGdvg/8wtYUBnV+H7Jvg4GvYPf1AFZ78Bj/cMc2qo57EIGQExs2qnZork64fTKmGCbMHtqQGqLhII8UWpsBW1FgFSjBwL2HrnYe+hApDArgk6/sXIj7JY+Uf7EJeb8xeKSCkm9ScgPDFb+IiL9hPbjQBBA0B4CIj1ju4VhhZZUBvV+UvLkgL3Nxzy6Ifb0Qe7ql+ziSISUZJf7X32zlOasZEQpVJACPxyMVbpEm2//cAXS5eEj46UZe+VGerJitUtW+9qHV2kKgFCZqd4QPlwIU7UJVs1S+8/PPeInraEJ65WeMZPiwzEx+vrJRfOwwr8q6/X0Avop9kUL7ZEMrmpA68dhhoHIUfxaWVvEcolDJ/S2nuafHWsiNtXCGmlR4g42WcoiCFJzwrn4S3lee5z+4nHzyGa4cfjiUxUInf8+FGgOFdl65TzYGPB4eLjeyFsLSJ/j7dB73lIa7j1nlCOD0CXgfuR3e9b8LXKjzQ9y+iS9QhCnOBAR6kkIiGVlhx6rFxu/XQ1/wxdLyasBs8RnnXg/3TpkLwcZO4dd776eh9yfneUsLxUqeelmVcqyiq2PIoqzH4wEsNl+10Ghpa+WtcAYtYrLqGrALL4P4wV8DinwNPk7F2Af3non//MhXAdrVAfHFlVyXEAWAlO+TqjWKb6/nBbOCGcLGPP5cDOaR6gtvSKFiBG9d8fYb8D73JLzLH/QV6PIjke8SLSBDKoEMbggmw0w8tE/cuRUwGMCmhiisUWDmD9bW0/yhUGDmE9LCYu5NKC6LHN6QBNjIMUDDQSU/ik2TeoLJ+QpdriGrGEwypNDWCng8Q14cobQLeQw1ZwU0OwT4QzngYauU0fYzpDraI/ckkidesSSLytT4eT0GJ2KqQS6OEaZs8mAN2eDQvtYmZdIYQL6JvxScjpD9dgL2yxgPnZBffv7FJpTjVVl1M9/km4So8EgxY56vz1VNEI9UZhaUvkY6uLfSmVjvYVUY87l3dZBHSjx1HN5f/Rje3//SVwAnkiFeYOGr3XJVPUApnQ+rPek9v9ra2qRWAp083O34YZ4L2nAA4o4PAr3SJgtf0Q8WBRAKf4MxkiGVb+JeqVATML9nnDwRjwTLMXLvn79hbLYq+SxyjgYOfsHD0U6d4PdohIUOZszjxxqxRLkXOHZY6ZXEsrOlyn1hDClbEV90Kq8OX7mvq5N7FkZL+bKnAo06sa+Xezf+vYsXvJAKLw0J84+WXCO/D+TQvlBjwFbEwxfl94HTwT0shUU8N2vMWCXkK9x9zC69Duw/7gOqayD+/S2If35pyDaioxn4fDfP345070hGvZJ3FAylh1SY0D5B4GGHUlg9z72TC9L0cM+N1wtYrLwqbPVoiLs+DDBAlOPv6+MeW8BnvBw/AmRk8mIdzaelKontQwp7tLW1KeX9Y0F0tobudbdwEWCywPuHdQGeQFEqMgIAaPIzpD7+AN61P4f3gVvhWfkYvE/9AOKnH4JduSiyh1C6J8St/8efm/49NuXjUfL54/BICQKER1dCeGgFhLse59915Ksh2yX1XRIHZEglEKs1xISvwMzdpbu2AWOnDHWVykhlJcWjh/iDW3YZSxN6NmmmPpLhR4zmOVv//JA3cpN7TsiTmkHNaAHwh0R3p/KyGvziCKmdCpQQMXnVpq+Pr1CHC+0DeC8pxJgfJf+uv9dDy5VsOResMPQLd4iGg/uzOJqDr+oVmKTQvraoCzuwcr8wG6XYhL8hpdIjVWDiL35AXWgfwCdJuXlBQ/cYYz6vFHmkVJGIezgUTA6DGeyRkitrfbod3g2v8m0jNdRlDMLy34LNuyzw80kzfLmXScRqtSrNrcXPdwMAhGu/yxuYi2LgYoh/PmO0oX1WO598AxFD+5ggQFjxIlj9pcE3kJ9x46byog1RIjy9NrBlg//E7OghZTIm7trODQ97cWDlsBBkjqgJSM4X93wK77b3AjdqOcXfA/7FfsqrQyb1iy2nfTlM5dX8GpwK4fXqcvHWD/kmfk6DPVKyt6y/D/jiX77S50XxGVK+Sa1TarkR/N2m9EKTjRIpfYDZhkY4hLuPWWYWhNkXwnDX48CEaUG9JOKHf+c5p9H0y7PY+LUO45EK24zXn+IyX46a3J8M4ONKmpvI0Q3svK8Dxw/D++gd8Dx9ny/XG/DlVGfnAEcP8kqAJ44AZZV8Idvj5jq62vkiuR9Wq5U/b+LxSIV4TjFjHti13wUO74foP5b7epSKmgH5fXJLlMuu4+OipALC46shXH5DxH6MzJjH35eiyNvqhNq+wBIyR2rwAveQ77AV8aqPk2bw58egvqRAct8l8UCGVAIxhBl0chKsXE47KPJLseFAwMuSSXk6cn5UqmEjavk/Dn7BSxxLKymi08FXanq6hhoRchEHKa8Gg3KkQmqnlnyTzyMlPyDDFZsAfHkBcRhSKC7z9XcJVWI9HuScozChfYM1VGL/9+/hq5/tbcFzrArMvLpfhzO60D7AlycF+AqL+BtPRnWGFPNf6VNpSLHZ83iJ+FCrozm5EGz26It/EEFJ2D0cCrM1sFoopIpqjAHjpwL/lNohRBEaygTDkEUq4dpbIXx7sWaHGy0Gg4EvSnR3Ant382dY1Siwa24Bm3E+2NTZyrYswJCKMrRPamAKRAiXUrYfqo1CYQkwYRqEhTdG9d2h9sn8jGLx2GGgbgLPN921jTe2jdJIy6yukXJ4PBBFEd71/wnxjy/y95KMNHGT++YA0sJQU2Pwyn3Np3wLf3KhnVBhgF1+i4illUOa8vqX5hY/+9jXnyrMAllE5KbIrvbQURCFclsPHiYXtPCQRLT3Mauq4dUO/bxzoijykMy6CVHlQTPGuCcpXI6Po4UbW6EWoOV9yWGCuUbuSTZb+M/tTp+HSHq/CfXfgLD8RW6gnDrOQxFlZC/P2ZN4mH7zKeBEA1jlSL9QxJPcyzXII2UwGPjzxtUesgqkKIrwvrom0Hhrawm74MPOvYA3Hd6zy/ehX+53QGjfiQagvBrCld+G4SdrYHh4BVgs0TWypzac90oOKR5MBI+UP4wx7tmUilv4k/R3SYyQIZUK5FULQwbYlND9spTVpN4eXrFP/nzWBWAXXgbUjk/kUUaP3wsIY8b6lSJ28Je/KPrCvSTkSk3iV/t4mEayErgLzLyyDaDc+CxSaJ+0Sssq4/BIMcYb5UbR0yWm/cphc7EUm5g0gyetb3vfl2gcJLSP5Zv5i0H0Rl0hT0nszjUqq1ZMMPiMKS1C+wC+uquy95Jw0eUQrlwUeoOcXBjC9OogdIrZOiSERmw8ChSVQvjeA74V7GgXB/REbh7Q3w9xzy6wcVN4U/CMTAh3PBhYDc+v2FC0OVIAfN7XKAypcLDMTBjueQps9NmRNw6HiU/MRPcAL3VeNYoXLDn4Be9FFGXYbUbVKJ6323KaRz+cOs5X7v2byO/fwyd7/sUVyqt5yPkgz4jY280n1nIoelEpr9wXynvV5fKFEpdVcqPOP5m+8RjPL5k0nbczaTkFmK1hK6lFxGThHo3uzqE9pGSk66zkX7dG6eUJA6uu4e+Mxgbfhwc/B5pOgn0tQgiZP8Xl4T1SrU2BETqhkMd0WZXkqfN5pMRBhhTAo2KEi7/JC4j4P0ckA0X2Rot7P+XPmYqRvMw6pFLooaJbrDY+BwqRPwZHC8Qt7/L3MqRwz+6usHMiJjfxHtxmBuC/JxlSoigCJ47EZjgNQrjwMrArbgibkzg4bUChvz+mXomsahTQ2BC69YBOIUMqgTgcweNiFQNp3JTwxQv8K/D5PeBYWRWERXdGdMsmC5ZrVHrEsNpxfPKclc3d5/LNPaTYhPSQOMIrRQ1OqgylnWoKzL6VG6mXV8TQvnPngl33HzFV7PNHuHIR2A13xPW7ISkw8clVmFW5wRqyzCywmXN5CKYU8sSCeqRM/IUIBJYmDodseAxOLpdDEFUXm5DOU21YXxQI19wK7+U3JPx7znQSdg+HYEhVLoBPVMurwfIKINz9JNiNd6Sdp9HhcPjCZDs7uHctFPKqOxBTKDErqeBe81RUJAyG2cIrxx3+iodOVdX4ojc8Hh5WFQVdZmlVv/EoxE+2KvmP4pe+3jXi3t3AWRMDmiLLC0Pe/1wF77sbIMpV5OTQO8kjxTIygNKK0AUtOl2+a1dWxY0bud8QJEO/pIJ7FZ2tPKcn3vwo+dhNFl9p7lDRFrl5vPqrf2hfgTmoARf1fSzn08g5bQDEDzfzsLJz5kR59OBFXk43wrNuBbw7t/LoCX9amqLSSC6ioizySe8O0dnmW3AJ1tpj0HNEbmzM6iYAGZmKt4pVjuTbZudAPMjzwwffcw6HX5XQUL2k5AbWsnEvbxchP5kNXjiSI2xq6oAuF8SuTt8cLM65CwCwsZMhLAyz8AjwuaqrfWjOVgweKQBAVQ3P8RzkuU32uyRWyJBKIMZQ4UxyqdoZ5wf/fxn/mzwWz0MKYKPO4g/tEqmJqcXGb/IuaTVnSGif9JBwu4eE9QFhtFN7nPkmXylT+YUWqU+SyQphwVVxe5TYyFoIISozxgu75FoIdz0W9piCacjmzAcG+uF9dwP/IGiOlH8YXZSGlNXODejB11kOQYyh/HlQ5GNKgiHFJs9A/uTpCf+eM51E3cMhMVt4HpE08RLdA0BTozKRYhUjIERZAEFPGI3GwAqYQRK+fRtLDd+B2AypBVdCWPpkgDGRUuRy9lLoEqsaxcOopHYb0eZf5clFHk5IhlTdeJ7/tP/f/PPmU3yMDDZOq2r44hkTIP73f8G77C5uTMk9pPxymFjFSODA50PCSgEA3Z1KDrTiRfPPk2o8ClZeDTZpOg9BdbXHX2hCRi44AoQcA4wx3ktKCe1rDumNivo+LizmBprcd0gUIe75BBg/NabFC3bhZWAXfAP4ah/E3/4C4p9eDNygtSlstVqF0kpuOMsRM3KIfUcbN5QKzLzp7ODvH5xrKUewWKzcWJQNnooRXMeiMu4pBYbkpBmNRp/XK0RrBiW8s/Eof3ZJ+VSRcjllg0/pryZ7zuS87OaTwHGp0m0c0TQxIeXzw7+/ldvNF2SzIucyyjDFGA8M70v6uyRGyJBKIDk5OUE/Z5UjITzyCx7nGo68fKVfEAtWXU1HsOv+A8JDK3x5JxYb7+kiP4QGeaRYdo5fCe+hL45Q2qnGaucPn7ZWX65UqPAHHcMKiwKrXAUhqIYjx/CV0UNfhg6p9H/5RumRkkMYh1xLeQKoMj9MNsRVlT6PgYSNv2FE0jWUE+jl/IDTjZL3IvqiB3okJyfHF8pbMSJsHywmCL5Fh2iLTYAvFvn34Us1zOJnSGXnKNXc2Ox6PjGL0iOVayvkBsMnW4FTJ8Cmn8ebgH61D6LbrRTvYOMCDSnGGIQFV8HwxHMQnvoV4HZDfON3EJsDPVIAwC69FnD3w/viyqFNXf1C+5R8KqkXkdjbwz1B5dV8Ai63wFDTUxEIiLBg4SrFFhb5Qvpam4NXcEX09zFjjOexycUCTp0AHC1DtI24H2shhG8vhvDsfwFjxvGwOQmxp5trGsXCMjNbITy2Cuy8BfxnQVAaVovtjtCLhGYbLx8vX0uXS8lxVvp55Rf4FvWKy3xhbYMMqZycHF/OeKheUnJDZ48HOH6Ez02AyBVzzVZeXKKHt0WQ51pyf0Sx+ZSvTHs8+d2xEKyXVL+UK5cdw3ugtILf34MKTuj9fUyGVIpgo8+OWAo04KWod49UgSmgtwgzc4+UKIf2BQtBkyfxalfgYkBuECm+8988tC87V108eprBGAP7mtQk02IL2mxXefnKFaCiRFj8CNitdwd+qJVHSjbuLIn3SBHpCavjOaPi5//if8sVQc+EfDd50SmcN0rGZOV5N9npFcIYgBzWfvQQUDnS15x73hUQfvbb6PpTyZRX81BmJoCdM5s3Ae3r5eXj9/6T58CG6IsFAKxyFNil1/JCF9s3cc+73/uMVYwAW7QY+PLfEN9cr3wuejw810X2SFkLgbIqiP/mJbllz5TiMZV7Qqp9H/rn/IbrkWi182q7ogg4moJW7IsVVjWKGwNej68RfTRjNti+BAPXxj9fqlUuihGdRmzE6EAvq9nGq8s5HaHfJRYr967Ii8Cd7UBeAR+DcgPbipFKNAgr8WvWHUzvfBPPo/OvpOeH2HjMV/a94YAvfzmiR2pQ77zOdv49sgeu6SQf9xZbbPmScaAU8vDPk5INqVhypAQDUDEyIDw0HSBDKoG4XK7IG0WiwMJXQ6Lo56Mr5DjjEB4pAD5vR5AXhybaBYEVlYLNnsc7aR89GDE/Kp0JpSGbVc/HVCgvp+yhKzDHlIfHco1DQjiUCY8W5c+BpIT2AYkbf8OJZGvIikp5xS9pAofGo9zrGqX3Qq+4XC4+0S+rihzFAPDFD42L2yQdv/tcaacBvrgYdd4muHaKIX32RJ4/JHnyxc8/Az7/F9i4qRG1YhdfzSe7xw8DhSVDKzp+bT5/r7y93pd/JTVQDjC6Js8EvtoLsbvTF9IlG1IzzgdKK3nlWxUEVG4M55GyFfGojLZWXhQgxPsgpvu4uoZPoJtOciO1uDyqan0hKS4DOqV8H8BXpj2a0L5gSB4pOB0hoxuUlh9SH0yxs0NZyGOSIRVQvEGu3AcMmU+4XC5ugNWNh/j+m/C+8muI8riAlEfUeAxswjT+HUcO8NA+Yz6P2gkD8y/qBSi941hOLj/P5lO8TLuKQhNRI405UaUhBUjG+LHDAUVZ9P4+TpohtXbtWtx+++344Q9/qHz2xhtv4M4778SDDz6IBx98EJ9+6ussvWHDBixduhT33HMPdu/enazD1B8mC2Ap1E1hiaix2PiqX8vpkKujSn8mtaEMMcIuu2P6+vIAACMWSURBVJ5X0dm/J3Lp8zMQZraCfeNasFkXBt9A1kSL6mZ52oT2oagUOGdOSvr4EOkDGzeVewbcA3ylt6g0qn5DeoflFcDwkzXKRC7stjPn8r446YyczwIE9neKB9lQkYpVsAIzUDEC4t/fBnq6huZHBYFlZkG4USoYFKLHE/v2Yl54YNdW/oGUH+zfT49NngF4PBD3fMoN/YwMX+l5ewkMT6/lxRbU4G9I5UUwpACl7HbQwkMxIhu94qH9wJf/Bhs/Rd3+ZG+P5JUSWySPVJxeO16goTV8aw/TYE9Ph++dWF7Nw0On+3KelRLoGZkhvcDCXY+DXXw1xK3vwfvjpRDlCn6OZl7tr7waGDEaYsNBHtoXyRsFKKGJcm6e6OrwLVgXlUI8fYJXvEx0WB8Q2KNLRjKkYq6yWzWKF2WRC7ykAUPjehJEfX09LrnkEqxZsybg88suuwwLFy4M+Oz48ePYvn07Vq9ejba2Njz99NP41a9+BSHJHeXVUlBQgL5QHc+jRJh3ue+mSyfk8uYnGoC8EKuj8sMiyENRC+1CwewlYHMugviPv53RhlQ4DYWrbgr9i3IYgAb5SGzmBXx1TeVCAMvIhOH7j6g+nmhJ5PgbLqRCQzZ+CsTN/48nfzceDexvlqbEqqMwO8QCSRqh5LM4HQEeqVgpKChA76SZQP03wGbM9e2/bgI3pBgDxk6O7pgmTAO7+hYwqeDFkP/PzgFKKiCelkLRJC8K84/GqDmLP18/2wmxp4t7oLReJJUNqbyCsPtmNjtEAJD7F4XwSMU0/soqAUMGvwf7+2LOjxqCZKSIpxt57k/Lae7hiDdUzeTX7yiUISVX92t3gAG8yq+UZ8kMBrA7Hxp0jJKxZzIPmefI2rGsbLBrb4U4cRq8Kx+DuHMb2EWXKxX7WFkVD7N89y+A1xOxMbb/cQYYfLLnrKgM4scf8BDFZHikco3ckNTEI1XDx+WxQ8qY1Pv7OGmWybhx45CfH11c886dOzFnzhxkZmaiuLgYpaWlOHBgaMfs4QCbPAPC+QtSfRgxo7idTxwNmfTMzvs62C13BYYiJAl26XWAwZC04gXpBMvMBPILwKJ5mEfa14jREC67XoOjIogoOGsSIEjNTf0q9hFpiMnKvVIV6q4hKzBB+Pb3A1owsLMm8n+MrFWq6kWD8I1rw3qwWEkFL7IA+CqY+Yf2CQawidN4EY3jRxIzPvMKeEhrJGND9kh9JRtSGnikMjKB8irg8H5ePVLWOV6KSrmxKzXoFVtPA4XF8Yet+rUHCPnuV6rs+QyUsDlGZiv3REVRtIqdNZGXy/9sBwC/in0V1dzb7PHwSo7RpHLkGnlhBrkaYGe77ziLSrkRBfCqkgmGMcZ1aHf6PozTkELlSIAxX9GSNCBpHqlQvPvuu9iyZQtqampwyy23ID8/Hw6HA7W1tco2NpstZB359957D++99x4AYMWKFbDb+eSvq6sLbrcbZjMf3P39/ejo6FD+XxRFtLa2wmKxIENKuG9ra0NOTg5yc7l7trOzE16vFyYTH5x9fX3o7OxEYSEf5F6vFw6HA1arVem87HA4YDQakZOTA4PBgGypkEFBAX+Y9vb2oru7GzYbv1k9Hg/a2tpC7gPwxYdG2ofNZlO8dq2trcjPz1e+v6OjA4IgKMZsT08Pent7YbVyg8ftdsPpdKKwsFB5SLW0tMBkMiFLKl/Z3t6OjIwM5OXxMK3u7m709/fDYrEAAAYGBtDe3g673Q73qNFoBYCeLmRYalEo6e50OpGVlcXLWdrt6KqoDnqdDAYD7HZ74q6TICD3sZXIrRwBg90etcbpdJ1kDcNdJ5mWlhaYzWZkSom5jrufQlZpBfJ1dD/ForHaffT29urqfgp1nQLuJ51dp4GBAeV7k3k/sdrx8H64CfB6kVE9Clk5OWl9neT7OJ3vp3iee66iUhgyDCgsr1B1nWRN/a+Td/ZcNP/nSrAJ0zS9nzpratH18QcwZmaAMaADQLbNDmRlKdfJNesCdH/4d6C7E8YxZ8MozW+0vE7NZgvEAjPy8/ND7qMnOwsdAHCiASzHCGtFFZxO55DrJIqicr7RPPcc1TUQjx1G5lkTYKuqVn0/NduLITY1wmw2o6PdAaG8EiwjI67rlFdWCSnbCoLNDmNe3tD7yW5HU14BMrs74RFFoMsFY0lp2OvUPaIGgtUOw6D5ntfrhSAIAdepdfJMiO+/CZsxF67WJvSarSgoKUOmMRdyMJvBXqLMmUJd68LCQjisdmT2dsPNGFiXCzlFJTDZ7XCUVWIAAAwG2CdMRq/bk/DnXqvNDneHU7mf+nKy4QSQYzajIMZ5hFBWhcymE7BIzz2v16tsk6rnXjhSakgtWLAA1157LQBg/fr1eOWVV7BkyZLAzt8RmD9/PubPn6/83NISGFcZ6Wen0xnwc1dXF7q6ugI+i7SPtrbA0LvOzk50dnZCEAR4pVWBwW7JaPfhT6R9DDY2XS7XkCS93t7esPtobQ1sGtfR0RHw88DAAHp6esLuo6WlBaLoWzFyZxsDtnG73eju7g67j+bmZkU7IDHXqbdqNHr5hspnZ9J16uvrC9Awkj7t7e2+H0bVoRdAr47uJ38SfZ0EQRiyfSrvJ38CrhOiu59ScZ0GBgYCxl88+wBiv5+8Z0+C+CXvE+QpLkdvb29aXyf/90i63k9A7M89tuhOeN3ugP3Eep38tRt8XMLjzwFFpZreT16pYl7X4a+UEL++jCyw/n7ld8Sas3lulNuNHosdvZIuWl4nb0kFmL0k8j5MFqDDCdFmV85h8HWSJ7L+hL2fqmoAvA937QTlczX3k9deCjSdRHt7OzynGsGqx0Bwu+O6Tt0ZvnxJb4El5P0kmizobzkNobsT8HrRLWSEvU7i7Q/AYxDglrSVNZbHn/9xsEkzIb67Aa1b/g/eQ/uB8mq+Dxh4qoGrHR6TJeK5OBwOeArM8DSdguBxQ+x0oTcjC/0tLRDlnmAlFWht7wi5Dy2fex5jPtDarNxP3hZeWr/XK6IvxnmEWDECfQe+UD53Op0R3yWJfu6Vl4fOXUxp0pHFYoEgCBAEARdddBEOHuT9FQoLCwMusMPhUCzFdCIdj1krWI5R6R/AYuhnIjOctdMK0jB+SDv1pEpDJfSKCWHLWqcLw3UsMpNFdXhxOO1YxYjYE+EjoLQAOd3Iq6gxYUjFUpZjBOqkkLcEhZ4KS5/gxS8iIU+4w4T1xTr+2FkTgZxcsKmzY/q9kPsrLgNON/Jqd92dQLwV+wBfaF+k1h5yU16l12T4MElmLQSTCy74EVS70WcDeQUQd+8ATh33lb9nDJD6VEUV2qccp4Pn44mi7zjlvmvJKDQhwUyWoMUmYg7tA8Cu+jaEB3+u/Kz3Z2BKDSl/a+/jjz9GVRVP6Js+fTq2b9+OgYEBNDU14eTJkxgzJnK1IkJnyDHIMcSgEwRBqGLEaN4IurjsjKjYR6QRcnGEUyf45DYvL2i/SKH+G0Dd+JAVANXCsnOiG/uSIaVFPqzy3ZUjYXh+PZjK3DaF4nJuQB3lC+2qqgvKxk6+KWgPRRle3c/ha3KrYR8mZjCATZwOcdd2Xtm43NcwnFVL89xoqvZByvPybzMjl7vPNwHjp4Kdo40xGxUmC+Dq8DUyVmNIFZdrUkUyWSQttO+Xv/wl9u3bB5fLhcWLF+P666/H3r17ceTIETDGUFRUhDvu4OVFq6qqMHv2bNx///0QBAG33XZb2lXsA3ic5bDGYuNlS+N4CA177TSANIwf0k49qdKQCQawy78FCGnWMiIENBbjJ9nasZxc3vPx9AnA7QaMIQotTZ0Fw9RZST22oMchV+4LM2lN9fhjxWUQIfX9AlQ1LGY5ubwwRKTWHrKB4pINlPiq+4bSjk2eAfGjv/N/+3kl2cy5fOyUROlJN1uBnm6glYfRyQYfYwyGe38c1zHHjdkKiF7uiTVZVBlSg0n1GIxE0gype++9d8hn8+bNC7n91VdfjauvvjqBR5R4BsdoDjeYxcYf0nGE9g137bSANIwf0k49qdRQ+PqVKfturaGxGD8p0a60gnukco1xvfuSihzaZwte+hzQwfiT+mqJ+3bznwtVevHMVm7sRtrGPQBRqhYYb7n1kNqNPwcwZAAed0B4J6uoBlv8cPRfIPeSOtGg6ji1gJksfL7X0cYNKTn/SIOogJSPwQikn5snjdB7XGfCkUqgs3BNAUMw7LXTANIwfkg79ZCG2kA6xk8qtGOlFdyr0OnSfVg7k0ILmdwLKQgpH3/2Up5r1nCA512rNE6Fby+GcOWi8Bsp7VuO8L/jNFBCacdyjbw0vM0OZoyuLVDQ/cg5XyqPUxOUprxO/nd/H5CZFTS0NVZSPgYjkPLy52cy6RiOqCmy+zyOB9+w104DSMP4Ie3UQxpqA+kYPynRrqQc6O4Cmk+C+eW/6JJJMyDc9QQwsjbkJqkefywzkzeobW1S10NK3t+4KZG3MVt5OOGJBiArGyw7vvC0cNoJNy9RmjbHzWCPVEEqDSkLP5YOJ29k3N+nSVgfkPoxGAl9Hx2R1rCKkbzMaxolDRIEQRBEvLCSSv6Pnm79e6QEA9jkGaqNk4Qje8ySNZeQC2U1HkuYl4fZS8CkKn1xI3vOGo8B2bmpLa4je8ecUvl8DQ0pvUOGVAIZXKN/uMHGT4Ww+jWwSImdQRju2mkBaRg/pJ16SENtIB3jJyXalfj1m9G5IRUNehh/TNKUqSl9HguygeIeUGVIJVy7fBNgMEjHmdqxxnKMfLxLhS+0NKT0MAbDQYZUApG7fw9n2KAeGtFC2qmHNIwf0k49pKE2kI7xkxLt7MU8EgNI+eRWC3Qx/qSy8qoLTURLrhHIkrw7KsLlEq0dEwRAagIdb2VBTSkshthyGgAg9vf5NFSJLsZgGMiQSiDZccbVEqSdFpCG8UPaqYc01AbSMX5SoR0TDECRFIqmopCAXtDD+GPFyfVIMcaU8D41PaSSop3Z1xsr5diLeS4boKlHSg9jMBxkSBEEQRAEQWiF1AeInQGhfbrg7Elgl1wDjJ+avO/Uk4ESDot6g08rWGEx0HoaoigOqxwpqtqXQDo6OlJ9CGkLaace0jB+SDv1kIbaQDrGT6q0Y6UVcfdQ1Bt6GH8sOxvsmu8k90s1MKSSoZ1cYVAXBl9hCdDfD7jauSGl0THpYQyGgzxSCUTvJRv1DGmnHtIwfkg79ZCG2kA6xk/KtKuuAQQhcuPXNGC4jj8mV+5TkXuUFO1kgy+Vpc8lmF3KYWttAvr7waj8OaEWvSfI6RnSTj2kYfyQduohDbWBdIyfVGnHpn0Nwk/WxlWxVm8M2/EnGShqQuaSop1s8OnBIyXlsIktTZqG9ul9DJIhRRAEQRAEoRFMEJSS3USaoicDJQxMA4NPMwqL+N8tp4dVjhQZUgmkp6cn1YeQtpB26iEN44e0Uw9pqA2kY/yQduoZrhqyuvFA7TigcmTc+0iKdqPqgDHj+N8phuUYeV5gq7aGlN7HYNKKTaxduxaffvopzGYzVq1aBQB49dVXsWvXLmRkZKCkpARLlixBXl4empqacN9996G8nK/o1NbW4o477kjWoWpGb29vqg8hbSHt1EMaxg9ppx7SUBtIx/gh7dQzXDVkRaUwPLRC1T6SoR0zW2F4WN1xakphCcTmU8BAv2aGlN7HYNI8UvX19Xj00UcDPps0aRJWrVqFlStXoqysDBs2bFD+r7S0FM8++yyeffbZtDSiAMBqtab6ENIW0k49pGH8kHbqIQ21gXSMH9JOPaRh/AxL7QqLgZPH+b816v+kdx2TZkiNGzduSMLY5MmTYTAYAAB1dXVwOBzJOhyCIAiCIAiCIDSC2YuBthb+wzDJkdJNH6lNmzZhzpw5ys9NTU146KGHkJubixtuuAFjx44N+nvvvfce3nvvPQDAihUrYLfbAQBdXV1wu90wm3npyv7+fnR0dCj/L4oiWltbYbFYkJHBZWhra0NOTg5yc3MBAJ2dnfB6vTCZeBJfX18fOjs7UVjIS5p6vV44HA5YrVbFIHQ4HDAajcjJyYHBYFA6MhcU8H4Svb296O7uhs3GExk9Hg/a2tpC7gMAXC5XVPuw2WxKmcjW1lbk5+cr39/R0QFBEBRjtqenB729vYql73a74XQ6UVhYyLt6A2hpaYHJZEJWVhYAoL29HRkZGcjLywMAdHd3o7+/HxaLBQAwMDCA9vZ2RWN5H2azGZmZmQAAp9OJrKwsGI3GsNfJYDDAbrcn5TrFonE6XSdZw0Rep2TeT8m8Tm63+4y6n1Jxnbxer/K9Z8L9lKrrJN/H6Xw/peo6eTweRdN0v59SdZ0YY8r5ngn3UzKvE8BLd58p91M01ym3cgS6pZ8NuUbkGo2qrxMAZZtU3U/hYKIoihG30oimpiY888wzSo6UzF/+8hccPHgQDzzwABhjGBgYQG9vLwoKCnDo0CE8++yzWLVqlXIxwtHY2JiowycIgiAIgiAIIgjiv3bC+/zTAAB2x0MQZpyX4iPSBrlmQzBSXrVv8+bN2LVrF+6++27FMs7MzFQsxZqaGpSUlODkyZOpPMy4kC1kInZIO/WQhvFD2qmHNNQG0jF+SDv1kIbxMyy1KyxR/qlVQ16965hSQ2r37t343//9Xzz88MOKSxLgbkmv1wsAOH36NE6ePImSkpJQu9EtsmFIxA5ppx7SMH5IO/WQhtpAOsYPaace0jB+hqV2ci8pAJDCBNWidx2TliP1y1/+Evv27YPL5cLixYtx/fXXY8OGDXC73Xj6ae4GlMuc79u3D2+88QYMBgMEQcD3vvc93Xc2JgiCIAiCIIjhCsvJ5U2MOzuGTbGJpOZIJQPKkSIIgiAIgiCI5OP56f1AwwEIT/0KrHJUqg9HE3SdI3UmI1cVIWKHtFMPaRg/pJ16SENtIB3jh7RTD2kYP8NWO3sx/1sjj5TedSRDKoFkaRQfOhwh7dRDGsYPaace0lAbSMf4Ie3UQxrGz3DVjskFJzQypPSuIxlSBEEQBEEQBEGoho0+i+dJGYdHbQPKkUogmZmZGBgYSPVhpCWknXpIw/gh7dRDGmoD6Rg/pJ16SMP4Ga7ayWaFVtX29KAj5UilCLkzMxE7pJ16SMP4Ie3UQxpqA+kYP6SdekjD+Bmu2jHGNC1ZrncdyZBKIHl5eak+hLSFtFMPaRg/pJ16SENtIB3jh7RTD2kYP6SdNuhdRzKkCIIgCIIgCIIgYuSMy5EiCIIgCIIgCIJINOSRSiCPPPJIqg8hbSHt1EMaxg9ppx7SUBtIx/gh7dRDGsYPaacNeteRDCmCIAiCIAiCIIgYIUOKIAiCIAiCIAgiRsiQSiDz589P9SGkLaSdekjD+CHt1EMaagPpGD+knXpIw/gh7bRB7zpSsQmCIAiCIAiCIIgYIY8UQRAEQRAEQRBEjJAhRRAEQRAEQRAEESMZqT4AvdDS0oI1a9bA6XSCMYb58+fj0ksvRWdnJ5577jk0NzejqKgI9913H/Lz8+FyubB69WocOHAA9fX1uO2224bs85lnnkFTUxNWrVoV9DsPHTqENWvWoL+/H1OnTsV3v/tdMMaU///oo4+wevVqLF++HKNHj07YuatFT9pt3rwZr776Kmw2GwDgkksuwUUXXZTQ89cKPekIANu3b8ef//xnMMYwYsQI3HPPPQk9fzXoSbuXXnoJe/fuBQD09/ejvb0dL730UiJPXxP0pKF8LF1dXfB6vVi0aBHOOeecREugCXrSsbm5Gb/5zW/Q0dGB/Px8LF26FIWFhYmWIG5Sod0f//hHbNmyBZ2dnXj11VeVzwcGBvDrX/8ahw4dQkFBAe69914UFxcn7Ny1Qk8a7tu3Dy+//DIaGhpw7733YtasWQk7by3Qk3ZvvfUW3n//fRgMBphMJnz/+99HUVFRws5dS7TUcdmyZWhra0NWVhYA4PHHH4fZbB7ynaGegckYg2RISRgMBtx8882oqalBT08PHnnkEUyaNAmbN2/GxIkTcdVVV2Hjxo3YuHEjbrrpJmRmZuJb3/oWjh49imPHjg3Z344dO5CTkxP2O1988UXceeedqK2txfLly7F7925MnToVANDT04N33nkHtbW1CTlfLdGbdnPmzAn6QNM7etLx5MmT2LhxI55++mnk5+ejvb09UaetCXrS7tZbb1W2eeedd3D48GGtTzch6EnD//mf/8Hs2bOxYMECHD9+HMuXL08bQ0pPOr766quYO3cu6uvrsWfPHrz++utYunRpok5dNanQbtq0abjkkktw9913B3y+adMm5OXl4fnnn8e2bdvwhz/8Affdd5+m55sI9KSh3W7HkiVL8Oabb2p6jolCT9qNHDkSK1asQHZ2Nv72t7/htddeS4vxB2iv49133x3RmRDqGZiMMUihfRJWqxU1NTUAgNzcXFRUVMDhcGDnzp244IILAAAXXHABdu7cCQDIycnB2WefrVjJ/vT29uKtt97CNddcE/L72tra0NPTg7q6OjDGMHfuXGXfALB+/XosXLgQmZmZWp5mQtCbdumKnnR8//33cfHFFyM/Px8Agq4A6Qk9aefPtm3bcN5552lxiglHTxoyxtDd3Q0A6O7uhtVq1fRcE4medDx+/DgmTpwIABg/fjw++eQTTc9Va5KtHQDU1dUFHV+ffPIJ6uvrAQCzZs3Cnj17kA61ufSkYXFxMUaMGBEQaaNn9KTdhAkTkJ2dDQCora2Fw+FQdW7JREsdoyHcMzAZY5A8UkFoamrC4cOHMWbMGLS3tyuD3Gq1oqOjI+Lv/+lPf8IVV1wRdlA4HI6AEIvCwkLlRjl8+DBaWlowbdq0tFnJkUm1dgBfBfr8889RVlaG73znO7Db7SrOKDWkWsfGxkYAwBNPPAGv14vrrrsOU6ZMUXFGySPV2sk0NzejqakJEyZMiPNMUkeqNbzuuuvw05/+FH/961/R19eHJ554QuUZpYZU6zhixAjs2LEDl156KT7++GP09PTA5XKhoKBA5ZklnmRoFw5/XQ0GA4xGI1wuF0wmU1z7SwWp1jCd0ZN2mzZtSpv372DU6ggAa9euhSAIOPfcc3HNNdcMMYqieR8nEvJIDaK3txerVq3CrbfeCqPRGPPvHzlyBKdOncLMmTPDbhdqZcvr9eLll1/GLbfcEvN3p5pUawdwN/maNWuwcuVKTJw4EWvWrIn5OFKNHnT0er04efIknnrqKdxzzz1Yt24durq6Yj6WZKMH7WS2bduGWbNmQRDS6zGrBw23bduG+vp6rFu3Dj/60Y/w/PPPw+v1xnwsqUQPOt58883Yt28fHnroIezbtw82mw0GgyHmY0k2ydIuHMF0TRfPCqAPDdMVPWm3ZcsWHDp0CAsXLlS9r2SjVkeAh/WtWrUKP/nJT/DFF19gy5YtQ7ZJtaeYPFJ+uN1urFq1Cueffz7OPfdcADykqa2tDVarFW1tbRFXo/bv34/Dhw/jBz/4ATweD9rb27Fs2TI8+eSTePjhhwEA06dPx4IFC9Da2qr8XmtrK2w2G3p7e3Hs2DH8+Mc/BgA4nU784he/wEMPPaTrghN60A5AwErr/Pnz8Yc//EHrU00oetHRZrOhrq4OGRkZKC4uRnl5OU6ePIkxY8Yk6MzVoxftZLZv3552uXp60XDTpk149NFHAfDQl4GBAbhcLt2HmMroRUebzYYHHngAAJ/U7NixI+4JTbJIpnbf+ta3Qu6jsLAQra2tKCwshMfjQXd3txLqrHf0omE6oift/vWvf2HDhg1YtmxZWqR5+KOFjgCUZ1lubi7OO+88HDhwAOeff37M7+NEQoaUhCiKWLduHSoqKnD55Zcrn0+fPh0ffPABrrrqKnzwwQeYMWNG2P0sWLAACxYsAMBdms888wyWLVsGAHj22WcDts3NzcX+/ftRW1uLLVu24JJLLoHRaMTvfvc7ZZtly5bh5ptv1rURpRftACg3KcBj3CsrK7U6zYSjJx1nzpyJrVu3or6+Hh0dHTh58iRKSko0PFtt0ZN2AA+N7OrqQl1dnUZnmHj0pKHdbseePXtQX1+P48ePY2BgIG1CqvSko1ytTxAEbNiwARdeeKGGZ6o9qdAuFNOmTcPmzZtRV1eHjz76COPHj08Lj5SeNEw39KTd4cOH8eKLL+LRRx9NmwUkGa109Hg86Orqgslkgtvtxq5duzBx4kQIghDT+zjRkCEl8eWXX2LLli2orq7Ggw8+CAC48cYbcdVVV+G5557Dpk2bYLfbcf/99yu/84Mf/ADd3d1wu93YuXMnHn/88Zgm7rfffjvWrl2L/v5+TJkyRak6l27oSbt33nkHn3zyCQwGA/Lz87FkyRJtTzaB6EnHyZMn47PPPsN9990HQRBw00036TqvQk/aAcDWrVsxZ86ctJh4yehJw1tuuQUvvPAC3n77bQDAkiVL0kZLPem4b98+vP7662CMYezYsbr3kKZCu9deew1bt25Ff38/Fi9ejHnz5uH666/HvHnz8Otf/xpLly5Ffn4+7r33Xq1PNyHoScMDBw5g5cqV6Orqwq5du/DGG29g9erVmp+zVuhJu9deew29vb2KXna7XfHC6B2tdLTb7fjZz34Gj8cDr9eLiRMnYv78+UG/M9QzMBljkImpDi4kCIIgCIIgCIJIM9IrC5ogCIIgCIIgCEIHkCFFEARBEARBEAQRI2RIEQRBEARBEARBxAgZUgRBEARBEARBEDFChhRBEARBEARBEESMkCFFEARBEARBEAQRI2RIEQRBEARBEARBxAgZUgRBEARBEARBEDFChhRBEARBEARBEESMkCFFEARBEARBEAQRI2RIEQRBEARBEARBxAgZUgRBEARBEARBEDFChhRBEARBEARBEESMkCFFEARBEARBEAQRI2RIEQRBEARBEARBxAgZUgRBEARBEARBEDFChhRBEARBEARBEESMkCFFEARBEARBEAQRI2RIEQRBEAlj5MiRyM3NRUFBASwWC+bMmYN169bB6/VG/N0jR46AMQa3252EIyUIgiCI2CBDiiAIgkgob775JlwuFxoaGvDII4/gmWeewW233ZbqwyIIgiAIVZAhRRAEQSQFs9mMhQsXYv369Xj55ZexZ88evP3225g6dSpMJhOqqqqwbNkyZfu5c+cCACwWC/Lz8/Hhhx8CAH7/+99j7NixsFqtuPjii9HQ0JCK0yEIgiCGOWRIEQRBEEll5syZqKysxD/+8Q/k5eXhlVdegdPpxNtvv43f/OY32LhxIwBgy5YtAACn04nOzk7Mnj0bGzduxM9//nP85S9/QXNzM84//3zceOONKTwbgiAIYrhChhRBEASRdMrLy+FwOFBfX4+JEydCEARMmjQJN954Iz744IOQv/fCCy/gRz/6EcaOHYuMjAw8+uij2L17N3mlCIIgiKRDhhRBEASRdE6cOAGbzYYdO3bgwgsvRFFREcxmM9atW4eWlpaQv9fQ0IB77rkHFosFFosFNpsNoijixIkTSTx6giAIgiBDiiAIgkgyO3fuxIkTJ3Deeedh0aJFWLhwIY4dO4b29nYsXrwYoigCABhjQ363qqoKL7zwApxOp/Knp6cHc+bMSfZpEARBEMMcMqQIgiCIpNDR0YG33noLN9xwA2666SZMnDgRLpcLNpsNOTk5+Pjjj/H6668r2xcVFUEQBBw6dEj5bPHixVi+fDn27t0LAGhvb8ef//znpJ8LQRAEQWSk+gAIgiCIM5srrrgCGRkZEAQB48aNw/3334/FixcDANauXYsf/vCHuOuuu3DBBRfg+uuvh9PpBAAYjUY89thj+NrXvoaBgQH89a9/xTe/+U10dnbihhtuQENDA8xmM77+9a/juuuuS+EZEgRBEMMRJsoxFARBEARBEARBEERUUGgfQRAEQRAEQRBEjJAhRRAEQRAEQRAEESNkSBEEQRAEQRAEQcQIGVIEQRAEQRAEQRAxQoYUQRAEQRAEQRBEjJAhRRAEQRAEQRAEESNkSBEEQRAEQRAEQcQIGVIEQRAEQRAEQRAx8v8Bxsbr/ZikNO8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example solution\n", "\n", "# print(plt.style.available) # list all default styles available\n", "# plt.style.use('ggplot')\n", "\n", "# try swapping tight_layout for constrained_layout=True and also omitting it.\n", "fig, axs = plt.subplots(nrows=4, ncols=1, tight_layout=True, figsize=(12,8),\n", " sharex=True)\n", "\n", "# note that axs is a 2D array\n", "FS_SUBTITLE = 12\n", "for hosp_idx in range(0, 4):\n", " _ = axs[hosp_idx].plot(wide_df[f'hosp_{hosp_idx+1}'])\n", " _ = axs[hosp_idx].set_title(f'Hospital {hosp_idx+1}', fontsize=FS_SUBTITLE)\n", " _ = axs[hosp_idx].grid(ls='--')\n", "\n", "# axis labels matplotlib >=3.4 \n", "AXIS_LABEL_SIZE = 12\n", "_ = fig.supylabel('ED Attendances', fontsize=AXIS_LABEL_SIZE)\n", "_ = fig.supxlabel('Date', fontsize=AXIS_LABEL_SIZE)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }