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spaghetti/notebooks/Facility_Location.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "-------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### If any part of this notebook is used in your research, please cite with the reference found in [`README.md`](https://github.com/pysal/spaghetti#bibtex-citation)."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "-------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### This notebook requires installations of:\n* [`geopandas`](http://geopandas.org)\n * `$ conda install -c conda-forge geopandas`\n\n* [`shapely`](https://shapely.readthedocs.io/en/latest/)\n * `$ conda install -c conda-forge shapely`\n\n* [`descartes`](https://pypi.org/project/descartes/)\n * `$ conda install -c conda-forge descartes`\n\n* [`matplotlib`](https://matplotlib.org)\n * `$ conda install matplotlib`\n\n* [`seaborn`](https://seaborn.pydata.org/index.html)\n * `$ conda install seaborn`\n\n* [`ortools`](https://developers.google.com/optimization/)\n * `$ pip install ortools`"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "---------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Demostrating fundamental network-based optimal facility location modeling\n## Integrating `spaghetti` and [`Cbc`](https://projects.coin-or.org/Cbc)/[`ortools`](https://developers.google.com/optimization/)"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### James D. Gaboardi <<jgaboardi@gmail.com>>"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:00.806922Z",
"end_time": "2019-11-12T17:33:00.828355Z"
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"trusted": true
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"cell_type": "code",
"source": "import os\nlast_modified = None\nif os.name == \"posix\":\n last_modified = !stat -f\\\n \"# This notebook was last updated: %Sm\" Facility_Location.ipynb\nelif os.name == \"nt\":\n last_modified = !for %a in (Facility_Location.ipynb)\\\n do echo # This notebook was last updated: %~ta\n \nif last_modified:\n get_ipython().set_next_input(last_modified[-1])",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# This notebook was last updated: Nov 12 12:32:57 2019",
"execution_count": null,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "---------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Scenario:\n\nThe Neighborhood X Planning Committee has been asked by residents to set up a [Little Free Library](https://littlefreelibrary.org) program to supplement the community's growing reading needs, as 15 families just moved in bring the total household count to ***400***. Since the neighborhood can't afford to have a library on every corner, the committee must decide on where to locate them and how to do so in a transparent manner. There are currently ***14*** candidate sites in the neighborhood for Little Free Libraries and the community can afford to support up to ***5*** locations, but would preferably support ***3*** locations with the extra budget going towards new books and unforseen maintenance costs. The committee also must locate all the libraries within ***1 km*** of all households, but preferably with ***.8km***. As it turns out one of the committee members is an Operations Research professor at the local university, Dr. Minimax, and volunteers to build 4 models to optimally site the Little Free Libraries acording to objective functions and specific sets of contraints. She puts forth 4 facility location models:"
},
{
"metadata": {},
"cell_type": "markdown",
"source": " * **Location Set Covering Problem**\n * Site the minimum number of facilities to cover all demand (clients) within a specified service radius.\n * Originally Published:\n Toregas, C. and ReVelle, Charles. 1972. Optimal Location Under Time or Distance Constraints.\n Papers of the Regional Science Association. 28(1):133 - 144.\n \n * ***p*-median Problem**\n * Site a predetermined number of facilities while minimizing total weighted distance.\n * Originally Published:\n S. L. Hakimi. 1964. Optimum Locations of Switching Centers and the Absolute Centers and Medians\n of a Graph. Operations Research. 12 (3):450-459.\n \n * ***p*-center Problem**\n * Site a predetermined number of facilities while minimizing the worst-case travel distance.\n * Originally Published:\n S. L. Hakimi. 1964. Optimum Locations of Switching Centers and the Absolute Centers and Medians\n of a Graph. Operations Research. 12 (3):450-459.\n \n * **Maximal Covering Location Problem**\n * Site a predetermined number of facilities while maximizing demand coverage within a specified service radius.\n * Originally Published:\n Church, R. L and C. ReVelle. 1974. The Maximal Covering Location Problem.\n Papers of the Regional Science Association. 32:101-18."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "-------------------"
},
{
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"end_time": "2019-11-12T17:33:02.810280Z"
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"cell_type": "code",
"source": "# pysal submodule imports\nfrom libpysal import cg, examples\nimport spaghetti as spgh\n\nimport geopandas as gpd\nfrom shapely.geometry import Point\nimport numpy as np\nfrom ortools.linear_solver import pywraplp\nimport copy, sys, warnings\nfrom collections import OrderedDict\n\nimport seaborn as sns\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport matplotlib.lines as mlines\nimport matplotlib.patches as mpatches\nfrom matplotlib.colors import ListedColormap\n\ntry:\n from IPython.display import set_matplotlib_formats\n set_matplotlib_formats('retina')\nexcept ImportError:\n pass\n\n%matplotlib inline",
"execution_count": 2,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Suppress `matplotlib` color `UserWarning` messages"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:02.813009Z",
"end_time": "2019-11-12T17:33:02.820699Z"
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"trusted": true
},
"cell_type": "code",
"source": "warnings.filterwarnings('ignore', message=\"Setting the 'color'\")\nwarnings.filterwarnings('ignore', message=\"The GeoDataFrame you are\")",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "-------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Set parameters as per the scenario layed out above"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:02.825147Z",
"end_time": "2019-11-12T17:33:02.834885Z"
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"cell_type": "code",
"source": "# n clients and n facilities\nclient_count, facility_count = 400, 14\n\n# candidate facilites to site\np_facilities = 3\n\n# maximum coverage meters\nmax_coverage = 1000.\n\n# minimum coverage meters\nmin_coverage = 800.\n\nrandom_seeds = {'client': 3006, 'facility': 1520}\n\ntitle = 'Neighborhood X'",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "---------------------------------------"
},
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"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:02.840038Z",
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"cell_type": "code",
"source": "class FacilityLocationModel:\n \"\"\"Solve a facility locatiom optimization model\n \n Parameters \n ----------\n name : str\n Problem model name; must also be defined as a class method.\n cij : numpy.ndarray\n cost matrix from origins (index of i) to destination (index of j).\n Default is None.\n ai : numpy.ndarray\n Client weight vector. Default is None.\n s : float\n service radius. Default is None.\n p : int\n Density of facilities to site. Default is None.\n write_lp : str\n file name (and path) of the LP file to write out.\n print_sol : bool\n print select results. Default is True.\n \n Methods\n -------\n build_lscp : build location set covering problem\n build_pmp : build p-median problem\n build_pcp : build p-center problem\n build_mclp : build maximal covering location problem\n add_vars : add variables to a model\n add_constrs : add contraints to a model\n add_obj : add an objective function to a model\n optimize : solve a model\n record_decisions : record optimal decision variables\n non_obj_vals : record non-objective values stats (eg. percent covered)\n print_results : print selected results\n\n Attributes \n ----------\n model : ortools.linear_solver.pywraplp.Solver\n proxy of <Swig Object of type 'operations_research::MPSolver *'\n n_cli : int\n total client sites\n r_cli : range\n iterable of client sites\n n_fac : int\n total candidate facility sites\n r_fac : range\n iterable of candidate facility sites\n aij : numpy.ndarray\n binary coverage matrix from cij (within s service radius)\n sij : numpy.ndarray\n demand weighted cost matrix as (ai * cij).\n fac_vars : dict\n facility decision variables\n cli_vars : dict\n client decision variables\n W : ortools.linear_solver.pywraplp.Variable\n minimized maximum variable in the p-center problem formulation\n lp_formulation : str\n linear programming formulation of the model\n solve_minutes : float\n solve time in minutes\n obj_val : int or float\n model objective value\n fac2cli : dict\n facility to client relationship lookup\n cli2fac : dict\n client to facility relationship lookup\n fac2iloc : dict\n facility to dataframe index location lookup\n n_cli_uncov : int\n count of client location outside the service radius \n cli2ncov : dict\n client to covered by count lookup\n ncov2ncli : dict\n covered by count to client count lookup\n mean_dist :\n mean distance per person to the assigned facility\n perc_served : \n percentage of weighted clients covered in `s`\n \"\"\"\n def __init__(\n self,\n name,\n ai=None,\n cij=None,\n s=None,\n p=None,\n write_lp=None,\n print_sol=True\n ):\n # Set model information\n self.name = name\n # create a solver instance\n solver_instance = pywraplp.Solver.CBC_MIXED_INTEGER_PROGRAMMING\n # instantiate a model\n self.model = pywraplp.Solver(self.name, solver_instance)\n \n # Set parameters and indices\n # facility parameter\n if p:\n self.p = p \n # client count and range\n self.cij = cij\n self.n_cli = cij.shape[0]\n self.r_cli = range(self.n_cli)\n # facility count and range\n self.n_fac = self.cij.shape[1]\n self.r_fac = range(self.n_fac)\n # demand parameter\n if ai is not None:\n self.ai = ai\n self.ai_sum = ai.sum()\n # weighted demand\n try:\n self.sij = self.ai * self.cij\n except ValueError:\n self.ai = self.ai.values.reshape(self.n_cli, 1)\n self.sij = self.ai * self.cij\n # if the model has a service radius parameter\n if s:\n self.s = s\n # binary coverage matrix from cij\n self.aij = np.zeros(self.cij.shape)\n self.aij[self.cij <= self.s] = 1.\n \n # Set decision variables, constraints, and objective function\n try:\n getattr(self, 'build_'+self.name)()\n except:\n raise AttributeError(self.name, 'not a defined location model.')\n \n # solve\n self.optimize(write_lp=write_lp)\n # records seleted decision variables\n self.record_decisions()\n # record non-objective values stats (eg. percent covered)\n self.non_obj_vals()\n # print results\n if print_sol:\n self.print_results()\n \n \n def build_lscp(self):\n \"\"\" Integer programming formulation of the Location Set Covering Problem.\n Originally Published:\n Toregas, C. and ReVelle, Charles. 1972.\n Optimal Location Under Time or Distance Constraints.\n Papers of the Regional Science Association. 28(1):133 - 144.\n \"\"\"\n # Decision Variables\n self.add_vars()\n # Constraints\n self.add_constrs(constr=1) # set coverage constraints\n # Objective Function\n self.add_obj()\n \n \n def build_pmp(self):\n \"\"\"Integer programming formulation of the p-median Problem.\n Originally Published:\n S. L. Hakimi. 1964. Optimum Locations of Switching Centers and \n the Absolute Centers and Medians of a Graph. Operations Research.\n 12 (3):450-459.\n Adapted from:\n -1-\n ReVelle, C.S. and Swain, R.W. 1970. Central facilities location.\n Geographical Analysis. 2(1), 30-42.\n -2-\n Toregas, C., Swain, R., ReVelle, C., Bergman, L. 1971. The Location\n of Emergency Service Facilities. Operations Research. 19 (6),\n 1363-1373.\n - 3 -\n Daskin, M. (1995). Network and discrete location: Models, algorithms,\n and applications. New York: John Wiley and Sons, Inc.\n \"\"\"\n # Decision Variables\n self.add_vars()\n # Constraints\n self.add_constrs(constr=2) # assignment constraints\n self.add_constrs(constr=3) # facility constraint\n self.add_constrs(constr=4) # opening constraints\n # Objective Function\n self.add_obj()\n \n \n def build_pcp(self):\n \"\"\"Integer programming formulation of the p-center Problem.\n Originally Published:\n S. L. Hakimi. 1964. Optimum Locations of Switching Centers and \n the Absolute Centers and Medians of a Graph. Operations Research. \n 12 (3):450-459.\n Adapted from:\n Daskin, M. (1995). Network and discrete location: Models, algorithms,\n and applications. New York: John Wiley and Sons, Inc.\n \"\"\"\n # Decision Variables\n self.add_vars()\n # Constraints\n self.add_constrs(constr=2) # assignment constraints\n self.add_constrs(constr=3) # facility constraint\n self.add_constrs(constr=4) # opening constraints\n self.add_constrs(constr=5) # minimized maximum constraints\n # Objective Function\n self.add_obj()\n \n \n def build_mclp(self):\n \"\"\"Integer programming formulation of the Maximal Covering Location Problem.\n Originally Published:\n Church, R. L and C. ReVelle. 1974. The Maximal Covering Location\n Problem. Papers of the Regional Science Association. 32:101-18.\n \"\"\"\n # Decision Variables\n self.add_vars()\n # Constraints\n self.add_constrs(constr=3) # facility constraint\n self.add_constrs(constr=6) # maximal coverage constraints\n # Objective Function\n self.add_obj()\n \n \n def add_vars(self):\n \"\"\"Add variables to a model.\n \"\"\"\n # facility decision variables\n self.fac_vars = {\n j: self.model.IntVar(0,1, 'y[%i]' % (j)) for j in self.r_fac\n }\n # client decision variables\n if self.name == 'mclp':\n self.cli_vars = {\n (i): self.model.IntVar(0,1, 'x[%i]' % (i)) for i in self.r_cli\n }\n if self.name == 'pmp' or self.name == 'pcp':\n self.cli_vars = {\n (i,j): self.model.IntVar(0,1, 'x[%i,%i]' % (i,j)) \\\n for i in self.r_cli for j in self.r_fac\n }\n # minimized maximum variable\n if self.name == 'pcp':\n self.W = self.model.NumVar(0, self.model.infinity(), 'W')\n \n \n def add_constrs(self, constr=None):\n \"\"\" Add constraints to a model.\n (1) set coverage constraints\n y1 + x2 >= 1\n x1 + x3 >= 1\n x2 >= 1\n (2) assignment constraints\n x1_1 + x1_2 + x1_3 = 1\n (3) facility constraints\n y1 + y2 + y3 = p\n (4) opening constraints\n - x1_1 + y1 >= 0\n - x2_1 + y1 >= 0\n - x3_1 + y1 >= 0\n (5) minimax constraints\n cost1_1*x1_1 + cost1_2*x1_2 + cost1_3*x1_3 - W <= 0\n (6) maximal coverage constraints\n - x1 + y1 + y3 >= 0\n - x2 + y4 >= 0\n Parameters\n ----------\n constr : int {1, 2, 3, 4, 5, 6}\n Contraint type to add to model. See above for explanation.\n Default is None.\n \"\"\"\n # 1 - set covering constraints\n if constr == 1:\n for i in self.r_cli:\n self.model.Add(\n self.model.Sum(\n [self.aij[i,j] * self.fac_vars[j] for j in self.r_fac]\n ) >= 1\n )\n # 2 - assignment constraints\n elif constr == 2:\n for i in self.r_cli:\n self.model.Add(\n self.model.Sum(\n [self.cli_vars[i,j] for j in self.r_fac]\n ) == 1\n )\n # 3 - facility constraint\n elif constr == 3:\n self.model.Add(\n self.model.Sum(\n [self.fac_vars[j] for j in self.r_fac]\n ) == self.p\n )\n # 4 - opening constraints\n elif constr == 4:\n for i in self.r_cli:\n for j in self.r_fac:\n self.model.Add(\n self.fac_vars[j] - self.cli_vars[i,j] >= 0\n )\n # 5 - minimax constraints\n elif constr == 5:\n for i in self.r_cli:\n self.model.Add(\n self.model.Sum(\n [self.cij[i,j] * self.cli_vars[i,j] for j in self.r_fac]\n ) <= self.W\n )\n # 6 - max coverage constraints\n elif constr == 6:\n for i in self.r_cli:\n self.model.Add(\n self.model.Sum(\n [self.aij[i,j] * self.fac_vars[j] for j in self.r_fac]\n ) >= self.cli_vars[i]\n )\n \n \n def add_obj(self):\n \"\"\" Add an objective function to a model.\n \"\"\"\n if self.name == 'lscp':\n self.model.Minimize(\n self.model.Sum([self.fac_vars[j] for j in self.r_fac])\n )\n \n elif self.name == 'pmp':\n obj = [\n self.sij[i,j] * self.cli_vars[i,j]\\\n for i in self.r_cli\\\n for j in self.r_fac\n ]\n self.model.Minimize(self.model.Sum(obj))\n \n elif self.name == 'pcp':\n self.model.Minimize(self.W)\n \n elif self.name == 'mclp':\n obj = [self.ai.flatten()[i] * self.cli_vars[i] for i in self.r_cli]\n self.model.Maximize(self.model.Sum(obj))\n \n \n def optimize(self, write_lp=False):\n \"\"\" Solve the model.\n Parameters\n ----------\n write_lp : bool\n write out the linear programming formulation\n \"\"\"\n def _redirect_to_file(self, text):\n \"\"\" Write out the model in linear programming format.\n Parameters\n ----------\n text : str\n full lp formulation in str format\n \"\"\"\n original = sys.stdout\n sys.stdout = open(self.name+'.lp', 'w')\n print(text)\n sys.stdout = original\n self.model.Solve()\n # linear programming formulation\n if write_lp:\n self.lp_formulation = self.model.ExportModelAsLpFormat(True)\n self._redirect_to_file(self.lp_formulation)\n # WallTime() in milliseconds\n self.solve_minutes = self.model.WallTime() * 1.66667e-5\n self.obj_val = self.model.Objective().Value()\n \n \n def record_decisions(self):\n \"\"\"record decision variable relationship\n folowing optimization.\n \"\"\"\n # facility-to-dataframe index location lookup\n self.fac2iloc = {v.name():k for k,v in self.fac_vars.items()}\n # client-to-dataframe index location lookup\n self.cli2iloc = {}\n # facility-to-client lookup\n self.fac2cli = {}\n \n # record client/service relationships\n for j in self.r_fac:\n if self.fac_vars[j].solution_value() > 0:\n jvar = self.fac_vars[j].name()\n self.fac2cli[jvar] = []\n for i in self.r_cli:\n ivar = None\n if self.name == 'lscp':\n if self.aij[i,j] > 0:\n ivar = 'x[%i]' % i\n self.fac2cli[jvar].append(ivar)\n elif self.name == 'mclp':\n if self.cli_vars[i].solution_value() > 0:\n if self.aij[i,j] > 0:\n ivar = self.cli_vars[i].name()\n self.fac2cli[jvar].append(ivar)\n else:\n if self.cli_vars[i,j].solution_value() > 0: \n ivar = self.cli_vars[i,j].name()\n ivar = ivar.split(\",\")[0]+']'\n self.fac2cli[jvar].append(ivar)\n if ivar:\n self.cli2iloc[ivar] = i \n \n # client-to-facility lookup\n self.cli2fac = {}\n for cv in list(self.cli2iloc.keys()):\n self.cli2fac[cv] = []\n for k,v in self.fac2cli.items():\n if cv in v:\n self.cli2fac[cv].append(k)\n \n # count of uncovered clients\n self.n_cli_uncov = self.n_cli - len(self.cli2iloc.keys())\n \n # clients of clients covered by n facilities\n if self.name == \"lscp\" or self.name == \"mclp\":\n self.cli2ncov = {}\n for c, fs in self.cli2fac.items():\n self.cli2ncov[c] = len(fs)\n most_coverage = max(self.cli2ncov.values())\n self.ncov2ncli = {}\n for cov_count in range(most_coverage+1):\n if cov_count == 0:\n self.ncov2ncli[cov_count] = self.n_cli_uncov\n continue\n if not cov_count in list(self.cli2ncov.keys()):\n self.ncov2ncli[cov_count] = 0\n for c, ncov in self.cli2ncov.items():\n if ncov >= cov_count:\n self.ncov2ncli[cov_count] += 1 \n \n \n def non_obj_vals(self):\n \"\"\"\n \"\"\"\n if self.name == \"pmp\":\n self.mean_dist = self.obj_val/float(self.ai_sum)\n \n if self.name == \"mclp\":\n self.perc_served = (self.obj_val/float(self.ai_sum)) * 100.\n \n \n def print_results(self):\n \"\"\"print select results\n \"\"\"\n print('Solve Time:', self.solve_minutes, 'minutes')\n \n # solve time and objective value\n if self.name == 'lscp':\n u1 = 'facilities needed for total coverage within a '\n u2 = '%f meter service radius' % self.s\n if self.name == 'pmp':\n u1 = 'total weighted distance with '\n u2 = '%i selected facilities' % self.p\n if self.name == 'pcp':\n u1 = 'worst case distance with '\n u2 = '%i selected facilities' % self.p\n if self.name == 'mclp':\n u1 = 'residents within %f meters of '% self.s\n u2 = '%i selected facilities' % self.p\n units = u1 + u2 \n\n print('Obj. Value:', self.obj_val, units)\n \n if self.name == 'pmp':\n print('Mean weighted distance per', 'person: %f' % self.mean_dist)\n if self.name == 'mclp':\n print(\n 'Percent of %i' % self.ai_sum,\n 'clients covered: %f' % self.perc_served\n )\n \n # coverage values\n if self.name == \"lscp\" or self.name == \"mclp\":\n for ncov, ncli in self.ncov2ncli.items():\n if ncov == 0:\n print('--- %i clients are not covered' % ncli)\n else:\n if ncov == 1:\n sp = 'y'\n else:\n sp = 'ies'\n print(\n '--- %i clients are covered' % ncli,\n 'by %i' % ncov, 'facilit'+sp\n ) ",
"execution_count": 5,
"outputs": []
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{
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"start_time": "2019-11-12T17:33:02.960632Z",
"end_time": "2019-11-12T17:33:02.969980Z"
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"source": "def add_results(model, cli_df, fac_df, print_solution=False):\n \"\"\"Add decision variable relationships to a dataframe.\n Parameters\n ----------\n model : ortools.linear_solver.pywraplp.Solver\n proxy of <Swig Object of type 'operations_research::MPSolver *'\n cli_df : geopandas.GeoDataFrame\n GeoDataFrame of client locations\n fac_df : geopandas.GeoDataFrame\n GeoDataFrame of facility locations\n print_solution : bool\n print out solution decision variables. Default is False.\n Returns\n -------\n cli_df : geopandas.GeoDataFrame\n updated client locations\n fac_df : geopandas.GeoDataFrame\n updated facility locations\n \"\"\"\n col_name = model.name + '_sol'\n fillers = [[cli_df, 'cli2fac'], [fac_df, 'fac2cli']]\n for df, attr in fillers:\n df[col_name] = df['dv'].map(getattr(model, attr))\n df[col_name].fillna(\"closed\", inplace=True)\n if print_solution:\n selected = fac_df[fac_df[col_name] != \"closed\"]\n for idx in selected.index:\n print(\"\")\n print(\n selected.loc[idx, \"dv\"],\n 'serving:',\n selected.loc[idx, col_name]\n )\n return cli_df, fac_df",
"execution_count": 6,
"outputs": []
},
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"start_time": "2019-11-12T17:33:02.974590Z",
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},
"cell_type": "code",
"source": "def plotter(\n fig=None,\n base=None,\n plot_aux=None,\n buffered=None,\n model=None,\n pt1_size=None,\n pt2_size=None,\n plot_res=None,\n save_fig=False,\n title=None,\n figsize=(10,10)\n):\n \"\"\" Top-level scenario plotter for location analytics. \n Parameters\n ----------\n fig : matplotlib.figure.Figure\n complete figure to plot. Default is None.\n base : matplotlib.axes._subplots.AxesSubplot\n individual axis to plot. Default is None.\n plot_aux : dict\n model data parameters dataframes to plot keyed by\n descriptive names. Default is None.\n plot_res : dict\n model data results dataframes to plot keyed by\n descriptive names. Default is None.\n buffered : see\n buffer distance from roads segments in `plot_base`.\n Default is None.\n pt1_size : float or float\n size of points to plot. `pt1_size` should always be the\n larger between `pt2_size` and `pt1_size`. Default is None.\n pt2_size : float or float\n size of points to plot. Default is None.\n model : ortools.linear_solver.pywraplp.Solver\n proxy of <Swig Object of type 'operations_research::MPSolver *' \n title : str\n plot title. Default is None.\n figsize : tuple\n Figure size for plot. Default is (12,12).\n save_fig : bool\n Default is False.\n Returns\n -------\n add_to_legend : list\n items to add to legend \n \"\"\"\n for_multiplot = True\n if not fig and not base:\n for_multiplot = False\n fig, base = plt.subplots(1, 1, figsize=figsize)\n \n # add title\n if not for_multiplot:\n if model:\n title += ' - ' + model.name\n base.set_title(title, size=20) \n else:\n base.set_title(model.name, size=20)\n \n # plot non-results data\n if plot_aux:\n for k, df in plot_aux.items():\n if k == 'streets':\n df.plot(ax=base, lw=2, color='k', zorder=1)\n if k == 'buffer':\n df.plot(ax=base, color='y', lw=.25, alpha=.25, zorder=1)\n if k == 'cli_tru': \n if plot_res:\n df = df[df[model.name+'_sol'] == 'closed']\n psize = pt2_size/6.\n pcolor = 'k'\n else: \n n_cli = df.shape[0]\n psize = pt1_size\n pcolor = 'r'\n df.plot(ax=base, markersize=psize, edgecolor='k', color=pcolor)\n if k == 'fac_tru':\n if plot_res:\n df = df[df[model.name+'_sol'] == 'closed']\n psize = pt2_size\n pcolor = 'k'\n pmarker = '*'\n else: \n n_cli = df.shape[0]\n psize = pt1_size\n pcolor = 'b'\n pmarker = 'o'\n df.plot(\n ax=base, markersize=psize, edgecolor='k', color=pcolor, marker=pmarker\n )\n n_fac = df.shape[0]\n if k == 'cli_snp':\n df.plot(\n ax=base, markersize=pt2_size, edgecolor='k', color='r', alpha=.75\n )\n if k == 'fac_snp':\n df.plot(\n ax=base, markersize=pt2_size, edgecolor='k', color='b', alpha=.75\n )\n add_to_legend = list(plot_aux.keys())\n else:\n add_to_legend = None\n \n # plot results data\n if plot_res:\n dv_colors = dv_colorset(plot_res['fac_var'].dv)\n # facilities\n df = plot_res['fac_var'][plot_res['fac_var'][model.name+'_sol'] != 'closed']\n alpha = 1./float(len(df.dv)-2)\n if alpha > .5:\n alpha = .5\n # decision variable info for legend\n dvs_to_leg = {}\n # plot facilities\n for dv in df.dv:\n fac = df[df.dv == dv]\n fac.plot(\n ax=base,\n marker='*',\n markersize=pt1_size*3.,\n alpha=.8,\n zorder=3,\n edgecolor='k',\n color=dv_colors[dv]\n )\n # update decision variable info with set color\n dvs_to_leg[dv] = {'color':dv_colors[dv]}\n # plot clients & service areas\n for f, c in model.fac2cli.items():\n fc = plot_res['cli_var'][plot_res['cli_var'].dv.isin(c)]\n fc.plot(\n ax=base,\n markersize=50,\n edgecolor='k',\n color=dv_colors[f],\n alpha=alpha,\n zorder=2\n )\n # update decision variable info with set client counts\n dvs_to_leg[f].update({'clients': fc.shape[0]})\n # create service area polygon\n service_area = concave_hull(df, fc, f)\n service_area.plot(\n ax=base, edgecolor='k', alpha=.2, color=dv_colors[f], zorder=1) \n else:\n dvs_to_leg = None\n \n if not model:\n class _ShellModel:\n \"\"\"object to mimic `model` when not present\n \"\"\"\n def __init__(self, plot_aux):\n try:\n self.n_cli = plot_aux['cli_tru'].shape[0]\n try:\n self.n_fac = plot_aux['fac_tru'].shape[0]\n except KeyError:\n pass\n except KeyError:\n pass\n try:\n model = _ShellModel(plot_aux)\n except (TypeError, KeyError):\n model = None\n \n if not for_multiplot:\n # create legend patches\n patches = create_patches(\n model=model,\n for_multiplot=for_multiplot,\n pt1_size=pt1_size,\n pt2_size=pt2_size,\n buffered=buffered,\n legend_aux=add_to_legend,\n dvs_to_leg=dvs_to_leg\n )\n add_legend(patches, for_multiplot=for_multiplot)\n add_north_arrow(base)\n add_scale(base)\n \n if save_fig:\n plt.savefig(model.name+'.png')\n \n # if for a multiplot explicityly return items to add to legend\n if for_multiplot:\n return add_to_legend",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.008202Z",
"end_time": "2019-11-12T17:33:03.024688Z"
},
"trusted": true
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"cell_type": "code",
"source": "def multi_plotter(\n models,\n plot_aux=None,\n plot_res=None,\n select=None,\n title=None,\n figsize=(14,14),\n shape=(2,2)\n):\n \"\"\"plot multiple base axes as one figure\n Parameters\n ----------\n models : list\n solved model objects\n select : dict\n facility-to-selection count lookup.\n shape : tuple\n dimension for subplot array. Default is (2,2).s\n plot_aux : see plotter()\n plot_res : see plotter()\n title : see plotter()\n figsize : see plotter()\n \"\"\"\n pt1_size, pt2_size = 300, 60\n # convert list of models to array \n mdls = np.array(models).reshape(shape)\n fig, axarr = plt.subplots(\n mdls.shape[0], mdls.shape[1], figsize=figsize, sharex='col', sharey='row'\n )\n # add super title to subplot array\n plt.suptitle(title, fontsize=30)\n fig.subplots_adjust(hspace=0.1, wspace=0.005, top=.925)\n # create each subplot\n for i in range(mdls.shape[0]):\n for j in range(mdls.shape[1]):\n add_to_legend = plotter(\n base=axarr[i,j],\n plot_aux=plot_aux,\n plot_res=plot_res,\n model=mdls[i,j],\n pt1_size=pt1_size,\n pt2_size=pt2_size\n )\n axarr[i,j].set_aspect('equal')\n add_to_legend = set(add_to_legend) \n # decision variable color set\n dv_colors = dv_colorset(plot_res['fac_var'].dv)\n dvs_to_leg = {\n f: dv_colors[f] for m in models for f in m.fac2cli.keys()\n }\n # set ordered dict of {iloc:fac_var, color, x-selected}\n # *** models[0] can be any of the solved models\n dvs_to_leg = {\n models[0].fac2iloc[k]:(k,v, select[k]) for k, v in dvs_to_leg.items()\n }\n dvs_to_leg = OrderedDict(sorted(dvs_to_leg.items()))\n # create legend patches\n patches = create_patches(\n model=None,\n pt1_size=pt1_size,\n pt2_size=pt2_size,\n legend_aux=add_to_legend,\n dvs_to_leg=dvs_to_leg,\n for_multiplot=True\n )\n add_legend(patches, for_multiplot=True)",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.035780Z",
"end_time": "2019-11-12T17:33:03.043437Z"
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"trusted": true
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"cell_type": "code",
"source": "def add_north_arrow(base):\n \"\"\"add a north arrow to an axes\n Parameters\n ----------\n base : see plotter()\n \"\"\"\n arw = 'rarrow, pad=0.25'\n bbox_props = dict(boxstyle=arw, fc='w', ec='k', lw=2, alpha=.75)\n base.text(\n 221200, 267200,\n ' z ',\n bbox=bbox_props,\n fontsize='large',\n fontweight='heavy',\n ha='center',\n va='center',\n rotation=90\n )",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.048527Z",
"end_time": "2019-11-12T17:33:03.054625Z"
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"trusted": true
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"cell_type": "code",
"source": "def add_scale(base):\n \"\"\"add a scale arrow to an axes\n Parameters\n ----------\n base : see plotter()\n \"\"\"\n bbox_props = dict(\n boxstyle='round, pad=.5', fc='w', ec='0.5', alpha=0.7\n )\n base.text(\n base.get_xlim()[0]+75,\n base.get_ylim()[0]+75,\n '| ~.25km~ |', \n fontstyle='italic',\n bbox=bbox_props\n )",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.058326Z",
"end_time": "2019-11-12T17:33:03.081455Z"
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"cell_type": "code",
"source": "def create_patches(\n model=None,\n pt1_size=None,\n pt2_size=None,\n buffered=None,\n legend_aux=None,\n dvs_to_leg=None,\n for_multiplot=False\n):\n \"\"\"create all patches to add to the legend.\n Parameters\n ----------\n for_multiplot : bool\n for a single plot (True), or multiplot (False).\n Default is False.\n model : see plotter()\n pt1_size : see plotter()\n pt2_size : see plotter()\n buffered : see plotter()\n legend_aux : see plotter()\n dvs_to_leg : see plotter()\n Returns\n -------\n patches : list\n legend handles matching plotted items\n \"\"\"\n if pt1_size:\n ms1 = float(pt1_size)/6.\n if pt2_size:\n ms2 = float(pt2_size)/8.\n \n spacer = mpatches.Patch(\n [], [], color='w', linewidth=0, alpha=.0, label=''\n )\n # all patches to add to legend\n patches = []\n # streets -- always plot\n strs = mlines.Line2D(\n [], [], color='k', linewidth=2, alpha=1, label='Streets'\n )\n patches.extend([spacer, strs])\n # non-results data\n if legend_aux:\n if 'buffer' in legend_aux:\n label = 'Street buffer (%sm)' % buffered\n strbuff = mpatches.Patch(\n [], [], color='y', linewidth=2, alpha=.5, label=label\n )\n patches.extend([spacer, strbuff])\n if 'cli_tru' in legend_aux:\n try:\n if dvs_to_leg:\n pcolor = 'k'\n msize = ms2/3.\n plabel = 'Uncovered Households '\\\n + '($n$=%i)' % model.n_cli_uncov\n else:\n pcolor = 'r'\n msize = ms1\n plabel = 'Households ($n$=%i)' % model.n_cli\n cli_tru = mlines.Line2D(\n [],\n [],\n color=pcolor,\n marker='o',\n ms=msize,\n linewidth=0,\n alpha=1,\n markeredgecolor='k',\n label=plabel\n )\n patches.extend([spacer, cli_tru])\n except AttributeError:\n pass\n if 'fac_tru' in legend_aux:\n if dvs_to_leg:\n pcolor = 'k'\n msize = ms2\n pmarker = '*'\n no_fac = model.n_fac - len(list(model.fac2cli.keys()))\n plabel = 'Unselected Facilities ($n$=%i)' % no_fac\n else:\n pcolor = 'b'\n msize = ms1\n pmarker = 'o'\n plabel = 'Little Free Library candidates'\\\n + '($n$=%i)' % model.n_fac\n fac_tru = mlines.Line2D(\n [],\n [],\n color=pcolor,\n marker=pmarker,\n ms=msize,\n markeredgecolor='k',\n linewidth=0,\n alpha=1,\n label=plabel\n )\n patches.extend([spacer, fac_tru])\n if 'cli_snp' in legend_aux:\n label = 'Households snapped to network'\n cli_snp = mlines.Line2D(\n [],\n [],\n color='r',\n marker='o',\n ms=ms2,\n linewidth=0,\n alpha=1,\n markeredgecolor='k',\n label=label\n )\n patches.extend([spacer, cli_snp])\n if 'fac_snp' in legend_aux:\n label = 'LFL candidates snapped to network'\n fac_snp = mlines.Line2D(\n [],\n [],\n color='b',\n marker='o',\n ms=ms2,\n markeredgecolor='k',\n linewidth=0,\n alpha=1,\n label=label\n ) \n patches.extend([spacer, fac_snp])\n patches.extend([spacer])\n # results data for single plot\n if dvs_to_leg and not for_multiplot:\n # add facility, client, and service area patches to legend\n for k, v in dvs_to_leg.items():\n fdv_label = 'Little Free Library %s' % k\n fdv = mlines.Line2D(\n [],\n [],\n color=v['color'],\n marker='*',\n ms=ms1/2.,\n markeredgecolor='k',\n linewidth=0,\n alpha=.8,\n label=fdv_label\n )\n cdv_label = 'Households served by %s ' % k + '($n$=%i)' % v['clients']\n cdv = mlines.Line2D(\n [],\n [],\n color=v['color'],\n marker='o',\n ms=ms1/6.,\n markeredgecolor='k',\n linewidth=0,\n alpha=.5,\n label=cdv_label\n )\n serv_label = '%s service area' % k\n serv = mpatches.Patch(\n [],\n [],\n color=v['color'],\n linewidth=2,\n alpha=.25,\n label=serv_label\n )\n patches.extend([spacer, fdv, cdv, serv, spacer])\n # results data for multiplot \n if dvs_to_leg and for_multiplot:\n for idx, (k, v, n) in dvs_to_leg.items():\n fdv = mlines.Line2D(\n [],\n [],\n color=v,\n marker='*',\n ms=ms1/2,\n markeredgecolor='k',\n linewidth=0,\n alpha=.8,\n label='%s ($n$=%i)' % (k,n)\n )\n patches.extend([spacer, fdv, spacer])\n return patches",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.085463Z",
"end_time": "2019-11-12T17:33:03.092697Z"
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"cell_type": "code",
"source": "def add_legend(patches, for_multiplot=False):\n \"\"\"Add a legend to a plot\n Parameters\n ----------\n patches : list\n legend handles matching plotted items\n for_multiplot : create_patches \n \"\"\"\n if for_multiplot:\n anchor = (1.1, 1.65)\n else:\n anchor = (1.005, 1.016)\n legend = plt.legend(\n handles=patches,\n loc='upper left',\n fancybox=True,\n framealpha=.85,\n bbox_to_anchor=anchor,\n fontsize='x-large'\n )\n legend.get_frame().set_facecolor('white')",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.096189Z",
"end_time": "2019-11-12T17:33:03.106080Z"
},
"trusted": true
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"cell_type": "code",
"source": "def dv_colorset(dvs):\n \"\"\"decision variables color set\n Parameters\n ---------\n dvs : geopandas.GeoSeries\n facility decision variables\n Returns\n -------\n dv_colors : dict\n decision variable to set color lookup\n \"\"\"\n dv_colors = [\n 'fuchsia',\n 'mediumseagreen',\n 'blueviolet',\n 'darkslategray',\n 'lightskyblue',\n 'saddlebrown',\n 'cyan',\n 'darkgoldenrod',\n 'limegreen',\n 'peachpuff',\n 'coral',\n 'mediumvioletred',\n 'darkcyan',\n 'thistle',\n 'lavender'\n ]\n dv_colors = {dv:dv_colors[idx] for idx, dv in enumerate(dvs)}\n return dv_colors",
"execution_count": 13,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.109709Z",
"end_time": "2019-11-12T17:33:03.117095Z"
},
"trusted": true
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"cell_type": "code",
"source": "def get_buffer(in_data, buff=50):\n \"\"\" geopandas.GeoDataFrame should be in a meters projection.\n Parameters\n ----------\n in_data : geopandas.GeoDataFrame\n GeoDataFrame of a shapefile representing a road network.\n buff : int or float\n Desired buffer distance. Default is 50 (meters). \n Returns\n =======\n out_data : geopandas.GeoDataFrame\n Single polygon of the unioned street buffers.\n \"\"\"\n b1 = in_data.buffer(buff) #Buffer\n ub = b1.unary_union #Buffer Union\n b2 = gpd.GeoSeries(ub)\n out_data = gpd.GeoDataFrame(b2, crs=in_data.crs, columns=['geometry'])\n return out_data",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.120396Z",
"end_time": "2019-11-12T17:33:03.131233Z"
},
"trusted": true
},
"cell_type": "code",
"source": "def concave_hull(fac_df, cli_df, f, smoother=10):\n \"\"\"Create `libpysal.cg.alpha_shape_auto()` object\n for service area representation.\n Parameters\n ----------\n fac_df : geopandas.GeoDataFrame\n GeoDataFrame of facility locations.\n cli_df : geopandas.GeoDataFrame\n GeoDataFrame of client locations.\n f : str\n facility decision variable name.\n smoother : float or int\n buffer (meters). Default is 10.\n Returns\n -------\n ccv : geopandas.GeoDataFrame\n polygon representing facility service area\n \"\"\"\n # client location coordinates\n c_array = np.array(\n cli_df.geometry.apply(\n lambda pt: [pt.x, pt.y]\n ).squeeze().tolist()\n )\n # facility location coordinates\n f_array = np.array(\n fac_df[fac_df.dv==f].geometry.apply(\n lambda pt: [pt.x, pt.y]\n ).squeeze()\n )\n # coordinates of all location in the set\n pts_array = np.vstack((c_array, f_array))\n # create alpha shape (concave hull)\n ccv = cg.alpha_shape_auto(pts_array, step=4)\n ccv = gpd.GeoDataFrame([ccv.buffer(smoother)], columns=[\"geometry\"])\n return ccv",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.138374Z",
"end_time": "2019-11-12T17:33:03.147503Z"
},
"trusted": true
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"cell_type": "code",
"source": "def simulated_geo_points(in_data, needed=20, seed=0, to_file=None):\n \"\"\"Generate synthetic spatial data points within an area.s\n Parameters\n ----------\n in_data : geopandas.GeoDataFrame\n A single polygon of the unioned street buffers.\n needed : int\n Number of points in the buffer. Default is 20.\n seed : int\n Seed for pseudo-random number generation. Default is 0.\n to_file : str\n File name for write out.\n Returns\n -------\n sim_pts : geopandas.GeoDataFrame\n Points within the buffer.\n \"\"\"\n geoms = in_data.geometry\n area = tuple(in_data.total_bounds)\n simulated_points_list = []\n simulated_points_all = False\n np.random.seed(seed)\n while simulated_points_all == False:\n x = np.random.uniform(area[0], area[2], 1)\n y = np.random.uniform(area[1], area[3], 1) \n point = Point(x,y)\n if geoms.intersects(point)[0]:\n simulated_points_list.append(point)\n if len(simulated_points_list) == needed:\n simulated_points_all = True\n sim_pts = gpd.GeoDataFrame(\n simulated_points_list, columns=['geometry'], crs=in_data.crs\n )\n if to_file:\n sim_pts.to_file(to_file+\".shp\")\n return sim_pts",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.151537Z",
"end_time": "2019-11-12T17:33:03.158605Z"
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"trusted": true
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"cell_type": "code",
"source": "def map_coords(df, col_name=None, coords=None):\n \"\"\" map point coordinates dict to dataframe\n and convert to shapely.geometry.Point objects\n Parameters\n ----------\n df : geopandas.GeoDataFrame\n service/client point locations\n col_name : str\n new column name to create\n coords : dict\n point coordinates snapped to the network.\n Returns\n -------\n df : geopandas.GeoDataFrame\n updated service/client point locations \n \"\"\"\n df[col_name] = df.index.map(coords)\n df[col_name] = df[col_name].apply(lambda x: Point(x))\n return df",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.162924Z",
"end_time": "2019-11-12T17:33:03.169756Z"
},
"trusted": true
},
"cell_type": "code",
"source": "def snapped_df(df, snap_col):\n \"\"\"copy a true location dataframe and swap\n out 'geometry' column for snapped points\n Parameters\n ----------\n df : geopandas.GeoDataFrame\n service/client point locations\n snap_col : str\n column name containing snapped point coordinates\n Returns\n -------\n df : geopandas.GeoDataFrame\n new service/client dataframe of snapped locations \n \"\"\"\n df = df.copy()\n df[\"tru_coords\"] = df.geometry\n df.geometry = df[snap_col]\n df.drop(snap_col, axis=1, inplace=True)\n return df",
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.173614Z",
"end_time": "2019-11-12T17:33:03.187462Z"
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"trusted": true
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"cell_type": "code",
"source": "def analytics_matrix(mdls):\n \"\"\"create stylized dataframe visualization of\n distance analytics\n Parameters\n ----------\n mdls : models\n all modeling scenarios\n Returns\n -------\n df : geopandas.GeoDataFrame\n distance analytics matrix\n style : pandas.io.formats.style.Styler\n style dataframe view\n \"\"\"\n model_names = [m.name for m in mdls]\n boiler = ' to assigned facility'\n stats = {\n 'abs_min': 'Absolute min dist'+boiler,\n 'abs_max': 'Absolute max dist'+boiler,\n 'mean_means': 'Mean of mean dists per client'+boiler,\n 'mean_stds': 'Mean of StD dists per client'+boiler\n }\n # instantiate dataframe\n df = gpd.GeoDataFrame()\n df['stats'] = list(stats.keys())\n for n in model_names:\n df[n] = np.nan\n # calculate stat for each model\n for m in mdls:\n mins, maxs, stds, means = [], [], [], [] \n for f, cs in m.fac2cli.items():\n rows = np.array([m.cli2iloc[c] for c in cs])\n col = np.array([m.fac2iloc[f]])\n dists = m.cij[rows[:, None], col]\n mins.append(dists.min()), maxs.append(dists.max()),\n stds.append(dists.std()), means.append(dists.mean())\n # fill cells\n calcs = [\n np.array(mins).min(), np.array(maxs).max(),\n np.array(means).mean(), np.array(stds).mean()\n ]\n label_calc = {\n k: calcs[idx] for idx, k in enumerate(list(stats.keys()))\n }\n for k, v in label_calc.items():\n df.loc[(df['stats'] == k), m.name] = v\n # stylize\n cm = sns.light_palette(\"green\", as_cmap=True, reverse=True)\n style = df.style.set_caption(stats).background_gradient(\n axis=1, cmap=cm, subset=model_names\n )\n return df, style",
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.192010Z",
"end_time": "2019-11-12T17:33:03.202726Z"
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},
"cell_type": "code",
"source": "def selection_matrix(mdls):\n \"\"\"create stylized dataframe visualization of\n selected decision variables\n Parameters\n ----------\n mdls : models\n all modeling scenarios\n Returns\n -------\n df : geopandas.GeoDataFrame\n variable selection matrix\n style : pandas.io.formats.style.Styler\n style dataframe view\n \"\"\"\n def _highlight_membership(s):\n \"\"\"highlight set membership in pandas.DataFrame.\n \"\"\"\n return ['background-color: limegreen'\\\n if v == '$\\in$' else '' for v in s]\n \n # set index and coluns in empty dataframe\n var_index = [v.name() for k,v in models[0].fac_vars.items()]\n df = gpd.GeoDataFrame(index=var_index, columns=[m.name for m in models])\n # if site was selected in a model label with\n # latex symbol for 'element of a set' ($\\in$)\n for m in models:\n for f in df.index:\n if f in list(m.fac2cli.keys()):\n df.loc[f, m.name] = '$\\in$'\n # lable all other cells with latex ($\\\\notin$)\n df.fillna('$\\\\notin$', inplace=True)\n for idx in df.index:\n sel = df.loc[idx][df.loc[idx] == '$\\in$'].shape[0]\n df.loc[idx, '$\\sum$'] = sel\n df.loc[idx, '$\\%$'] = (float(sel) / float(4)) * 100.\n # stylize\n cm = sns.light_palette(\"green\", as_cmap=True)\n style = df.style.apply(\n _highlight_membership\n ).background_gradient(cmap=cm, subset=['$\\sum$', '$\\%$'])\n return df, style",
"execution_count": 20,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "---------------------------------\n\n------------------------------------\n\n--------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Instantiate a network, snap points to the nework, and calculate cost matrix"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### In this example we will use an emprical network and synthetic, randomly generated points"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Streets as empirical data"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.208420Z",
"end_time": "2019-11-12T17:33:03.492250Z"
},
"trusted": true
},
"cell_type": "code",
"source": "streets = gpd.read_file(examples.get_path('streets.shp'))\nstreets.crs = {'init':'epsg:2223'}\nstreets = streets.to_crs(epsg=2762)\nstreets.head()",
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 21,
"data": {
"text/plain": " ID Length geometry\n0 1.0 244.116229 LINESTRING (222006.581 267347.973, 222006.609 ...\n1 2.0 375.974828 LINESTRING (222006.401 267549.141, 222006.581 ...\n2 3.0 400.353405 LINESTRING (221419.878 267804.150, 221410.853 ...\n3 4.0 660.000000 LINESTRING (220874.568 268352.647, 220803.400 ...\n4 5.0 660.000000 LINESTRING (220801.878 268398.082, 220916.451 ...",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>ID</th>\n <th>Length</th>\n <th>geometry</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>1.0</td>\n <td>244.116229</td>\n <td>LINESTRING (222006.581 267347.973, 222006.609 ...</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2.0</td>\n <td>375.974828</td>\n <td>LINESTRING (222006.401 267549.141, 222006.581 ...</td>\n </tr>\n <tr>\n <th>2</th>\n <td>3.0</td>\n <td>400.353405</td>\n <td>LINESTRING (221419.878 267804.150, 221410.853 ...</td>\n </tr>\n <tr>\n <th>3</th>\n <td>4.0</td>\n <td>660.000000</td>\n <td>LINESTRING (220874.568 268352.647, 220803.400 ...</td>\n </tr>\n <tr>\n <th>4</th>\n <td>5.0</td>\n <td>660.000000</td>\n <td>LINESTRING (220801.878 268398.082, 220916.451 ...</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.495568Z",
"end_time": "2019-11-12T17:33:03.876056Z"
},
"trusted": true
},
"cell_type": "code",
"source": "add_to_plot = {'streets':streets}\nplotter(plot_aux=add_to_plot, title=title)",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Generate synthetic, random \"houses\" near the network"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Buffer streets"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:03.884941Z",
"end_time": "2019-11-12T17:33:04.065254Z"
},
"trusted": true
},
"cell_type": "code",
"source": "buff = 50\nstreets_buffer = get_buffer(streets, buff=buff)\nstreets_buffer",
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 23,
"data": {
"text/plain": " geometry\n0 POLYGON ((222131.236 267071.937, 222131.236 26...",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>geometry</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>POLYGON ((222131.236 267071.937, 222131.236 26...</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:04.074058Z",
"end_time": "2019-11-12T17:33:04.536518Z"
},
"trusted": true
},
"cell_type": "code",
"source": "add_to_plot = {'streets':streets, 'buffer':streets_buffer}\nplotter(plot_aux=add_to_plot, buffered=buff, title=title)",
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Generate *n* synthetic client points and *n* synthetic facility points"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:04.550210Z",
"end_time": "2019-11-12T17:33:05.581378Z"
},
"trusted": true
},
"cell_type": "code",
"source": "clients = simulated_geo_points(\n streets_buffer, needed=client_count, seed=random_seeds['client']\n)\nfacilities = simulated_geo_points(\n streets_buffer, needed=facility_count, seed=random_seeds['facility']\n)",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:05.583425Z",
"end_time": "2019-11-12T17:33:05.591466Z"
},
"trusted": true
},
"cell_type": "code",
"source": "clients['dv'] = ['x[%s]' % c for c in range(client_count)]\nfacilities['dv'] = ['y[%s]' % c for c in range(facility_count)]",
"execution_count": 26,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:05.597844Z",
"end_time": "2019-11-12T17:33:06.906169Z"
},
"trusted": true
},
"cell_type": "code",
"source": "add_to_plot = {\n 'streets':streets,\n 'buffer':streets_buffer,\n 'cli_tru': clients,\n 'fac_tru': facilities\n}\nplotter(plot_aux=add_to_plot, buffered=buff, pt1_size=60)",
"execution_count": 27,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "------------------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Synthetic client demand (weights)"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:06.917035Z",
"end_time": "2019-11-12T17:33:06.947051Z"
},
"trusted": true
},
"cell_type": "code",
"source": "np.random.seed(1991)\nclients['weights'] = np.random.randint(1, 8, (client_count,1))\nclients.head()",
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 28,
"data": {
"text/plain": " geometry dv weights\n0 POINT (220621.368 267349.691) x[0] 1\n1 POINT (220802.618 268059.862) x[1] 7\n2 POINT (221870.232 268396.925) x[2] 4\n3 POINT (220715.450 267147.585) x[3] 6\n4 POINT (221329.906 267984.832) x[4] 5",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>geometry</th>\n <th>dv</th>\n <th>weights</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>POINT (220621.368 267349.691)</td>\n <td>x[0]</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>POINT (220802.618 268059.862)</td>\n <td>x[1]</td>\n <td>7</td>\n </tr>\n <tr>\n <th>2</th>\n <td>POINT (221870.232 268396.925)</td>\n <td>x[2]</td>\n <td>4</td>\n </tr>\n <tr>\n <th>3</th>\n <td>POINT (220715.450 267147.585)</td>\n <td>x[3]</td>\n <td>6</td>\n </tr>\n <tr>\n <th>4</th>\n <td>POINT (221329.906 267984.832)</td>\n <td>x[4]</td>\n <td>5</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Create a network instance"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:06.958138Z",
"end_time": "2019-11-12T17:33:07.072058Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ntw = spgh.Network(in_data=streets)",
"execution_count": 29,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Snap points to the network"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:07.074959Z",
"end_time": "2019-11-12T17:33:07.577735Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ntw.snapobservations(clients, 'clients', attribute=True)\nntw.snapobservations(facilities, 'facilities', attribute=True)",
"execution_count": 30,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### `map` snapped coordinates the each dataframe"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:07.587722Z",
"end_time": "2019-11-12T17:33:07.617198Z"
},
"trusted": true
},
"cell_type": "code",
"source": "clients = map_coords(\n clients,\n col_name='snapped_coords',\n coords=ntw.pointpatterns['clients'].snapped_coordinates\n)\nfacilities = map_coords(\n facilities,\n col_name='snapped_coords',\n coords=ntw.pointpatterns['facilities'].snapped_coordinates\n)",
"execution_count": 31,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Instaniate a `snapped` dataframe for each point set"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:07.623002Z",
"end_time": "2019-11-12T17:33:07.654470Z"
},
"trusted": true
},
"cell_type": "code",
"source": "clients_snapped = snapped_df(clients, 'snapped_coords')\nfacilities_snapped = snapped_df(facilities, 'snapped_coords')",
"execution_count": 32,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:07.657676Z",
"end_time": "2019-11-12T17:33:08.320792Z"
},
"trusted": true
},
"cell_type": "code",
"source": "add_to_plot = {\n 'streets':streets,\n 'buffer':streets_buffer,\n 'cli_tru': clients,\n 'fac_tru': facilities,\n 'cli_snp': clients_snapped,\n 'fac_snp': facilities_snapped\n}\nplotter(plot_aux=add_to_plot, buffered=buff, pt1_size=60, pt2_size=25)",
"execution_count": 33,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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KkZGNoYyz1mDTqm3Zy1JeAp8lc1eU+DlXQDTxoxeZc0M7+poCeEZRGKIJtlhtPL83gQWTZ/PkhDf92l/V1/LWFKqqMnLkENbGzif+yGrWxs5n5MghhYGbpmmsWLGeuwdPJLr9cO4ePJEVK9ZfsT7B1f069ZbZfBybLbP8BSW/69SpkwXg3LlzBgCTySQcDs8yXkdHR5uTkpIC6tSpo1133XU299c111zjAOjatav5yJEjpmuuucZefJkmTZo4XNsEsNsv73rUrVs36xtvvJHx22+/pYwZMyZr0aJFdfyz55Ik+UIGmX5SUHAcs/lkVRejVCNG3EyLQd3oFxLEKuAosAro52GzLk+C1PJu6vX50tWiugcPTz01lJCQd6CEs1ZVp/G4yKq2ZS9LRRL4uAKicZNG0sJoIFEIPgLaU3mBx5854ZCrFnHh5Nk8t+cov6Rl8Nyeo5USzJemul+n3hJCkJ9/2G99t6WS9erVq9ns2bNrb926NfDYsWPGH3/8MeTpp59uHB4errlqMVu0aGE7duyYaffu3aZz584ZCgoKSk0Q8Oijj2Y3a9bM9pe//CVy7dq1IQkJCcaNGzcGvf766/W++eabUIAXXnghU9M05fbbb49cv359cEJCgjEmJiZ48uTJDWJjY4MAWrdubQP49ttvQ8+ePWvIzs5WDh48GPDss882iImJCT527Jjxt99+C9q+fXtw+/btq98Tf0n6E5FBph9YLCmYzVdsLGKfFKnF6NKOvzSsy5wu7Zj40YseNZfyJEgt66Y+JOQdJk26tXJ2TqoS1T14GDHiZgYNakBISB9wO2tDQvoQZDzNU6V8rjqUvSz+yGh6JQOPP3MG1upQi1jdr1NfaJoZi+WyVpeSH91yyy15y5YtC7/rrruiOnbs2PKJJ56IaNWqlXXjxo1JERERDoCnn346q0uXLuaBAwc2b9KkSevPP/88rLT1hYSEiE2bNiV16dLFMnHixIiOHTu2uu+++5rGx8cHtWrVygYQGRnp2Lp166n69es77rvvvqYdO3ZsOWHChCZJSUlGV6Kf/v37mx9//PGM5557rnFkZGTrxx57rHFYWJh27Ngx0/jx45tcd911Le+///7I7t27FyxYsCD1yhwtSZJKovhvsOvqITo6WsTHx1+x7TkceeTk7PpTPFXVNI3Vq2NZ4tb3aLxb3yPXkBG//36B/PzXwNnrKyTkHW66qQGLF0+pMX1/pPLdPXgiz+05yogS5q0C5nRpx9rY+Ve6WEVomsbKlRuYMWMlZ1LOo6DQMjIIoyb4e/J57gV2AAnoAUBPYA3Vo+ylWbFiPQsmz2ZLCQl8+oUEMfGjF8vt4xjdfji/lNJH+yjwl4Z1iT+yutqUtyYoKblOano2byedo6TOCFfqGqkJ16kvVNVEeHhvt2zbV46iKLuEENHlLbdnz57zXbp0kW17JUm6au3Zs6dOly5dSmyqKBP/VFBBwbE/RYAJl5ralXZDqKoqX345hdWrY5k7dyYpKeeJjGzMpEm3V5skGJL/1JThG9Z/v5H6509ym91KBlD3FPxsNPCmqrBTE2QA3YHPge+AmOBAnqzETKtxcX+wYUMcAIMHdyc6ugO7dx/hxInTtGoVRXR0hzKvFVcCn76/xTOiwIIRsAOrggNp5WFG0ys5nElNycBaEaUl15kGfIVee1n8L3qlahFrynXqLU2zYrdnEBBQr6qLIkmSJJVABpkVYLdnYbNlVHUxqpXyAlHp6lETgodVqzaQGBsH5gCW041AemFhOy3t+zhOHjuBr4E6wDDgASA1VGXTprVs3/4zRqORgIAAjEZj4cv1e0nvwcHBGAwGAgMDMZlMBAUFFf5sMplY+OEKUn76L90LzOwX8Oa/1xAY2Zi2Dgc9NI3lqsq6AV15dfrTpQaaqqoy74u/8dj9U4nduo9udju7jEaiendm7udvlvswR9M0eg/txUsHE6lntWECjqPX5N6A/wOPmpCBtaJKzaAL9AaWAWOLfeZKNRWuCdepr2y2dBlkSpIkVVMyyKwAi+VsVRdBkqpMdQ0e7HYbx4+f4PDhQ7w/7XMGm60spxudeQsVAxq3s59p3Mg2ugGJKmgCVAW6q3A8qID9+w/4tO0GDepz4cLFEufl5UHkKXjPBu1UcAgYk5mLPSuXx4MVgkwGugOvfnOa4Ye3ERERhslkIiAgoPDl+v38+VyU/UeY3yScAIMBB/DyoePMnv0p117b7LLljUYjJpMJg8HAF//6Dmv8YcYbVP4G5AAPAXOAnUYDXQd183vgoaoqw4cPpnnzJh7X2NYkS+au4N58M8sAK2BCT6bUE3gd+BhoCRxxzleADwJNTH5ypM/b1LPWxvDp7K84c+4iTSPq8+QL4xg1akiR4+q6Tleu3MDbHywpXPapF8czcmTVj5NZkTE8HY7sK1RKSZIkyVsyyPSREAKb7UJVF6NKuG4K5s1bV9gk9qmnhtaYgb0l//G05rqyBoMXQiMpKYnDhw9z5MgRDh06xPHjx7HZ9PT2aRchAwikFyoGvcwYCKQXBrYRZ1B5o2t7DEJg0zTmZebw2l/HcO21zbHb7dhstjLfi08TQpCXl4fFYsFsNmO1WrFYLFgsFhISLtJbvUh9VaAqoCjQ0AGtAOEQ2J1l7mqHrxPPkpVV+kOs9HR4IBvS83MKp7W1w9dfr6JeGRU7eXnQLBneMYAi4E7gIyAAeEqBszi4kJfInXfeUVgD614T6/57efPdfw4ICGDpwv/g+N8xegjB1wYDa/t05qW/PU5QUBAmUyAGg8Hn86B8RXMPlJSLoLz8BPp89/5/+vKapnH8yCkOo/fvtQN9gK3Aj+i143+gH+eOwDagALjGqHIo7gDmu/oVXgPFy1ByOfVtPvvo2+yLjae73cHjwOacfN599l1+/e43Pl74apHryuFw8MeO/dyoKDzRuB5xisIfO/Zz22093Zbz/hiVfMg8X4+mabzw1LskbN7DEIuNZwAlLYNZHo7hqWllDtUoSZIkVSEZZPrI4chDiMvHaaruSuoT1qNHR4+a2MXHHyIhIYn583/g8OFc7PbbgZakpTl4/vkVfP99HIsXTwEgPv7QVVljIXnPf4PBC86fP18YTB4+fJijR4+Sn3/5jWbz5s249tpr+SVzL3VPpWJhOxq3O2syHVjYTitgY91wXsgpoLumEaeqNB7Sm5Ejh1XK+bpz5x98MfEdss+k0cChYdM00oCzKNyGEbtFQw0wcrh2CG+++TjXXdcCm82GzWbDarUW/myz2Th48CSHPltPo1qBGITAqmkczjNz66030qRJ+GXLu15Hj6bR/9wFQgNVzGY79VUHvQSkBSrUCoA+VsHXJ85Qrx4lHldfuQe3RgW6C3hteQq3bvuFWrX0ZW644XoOHLhUg1xSwNWpU6diy/itiLRv344jR46WOv+66zpw8OChy6bn5UEbC4xEDyr/BSQCDYCp6LWYHYAngdrAJOB5BQbYzSz76nsGbPy+8Bh4KiMDDMkwWMCn6F/kE4En7Q5i122nX7+7qFu3aBndj/+NAl77Jokhm3/wetvuOnXqyIEDf/j8+fR0UJLhFvQRlmOAhsCmfDMDnNl3y3qAVRO/gyVJkv4sZJDpI03Lr+oieE3TNN6Z+i8SVsYQnVfAfuBvn31H35FDeG3GM6XeWGuaxvRXPyFj4y5Sks/TKN+MkXoc4QhmIhEkUVAwlNjYdaxcuYHdu0+zaZMdTeuOqv6XAQN2Mn36BBloOrkC9pKCcE+bwJW1jqren65d2xdJZJOYmMKp33exMd/MXvSanLaUfyOZlZXJ4cOHi9RSZmZmXbZco0YN6dChA+3bt+faa6+lXbt21KoVCkCbNuv59Ln3aWnex36mXeqTyT62AC/8YxItWjQlMTGF0S0jK/U4du3anr8ieN5mZyBwADgFZAnBHIuNAcBmu4O9NjuG1Vu5555bSy3LLbdoTD9v461Nu/UA2ajSaki/Mvtygh7oLn/+fdrUr01BTj5nEpLYC0xo25yOYSG8l5RCYOAFBg0ayLPP/h9WqxWr1VJYI+v+7noVn158vtVq5cCBFAamniU8SEXTBELT6GN2sNIQQHAwWCwWFEXB4Sg7iZqvzZhLUlJSUlXVJwohyMgAcypYbWAKgIyMQ9Srx2XH12YT9DIIdtshGr2pbBhgA7qhB5qPGyHICHWsYFKghwbnFOgFnHQYMJkurbN4ttSSsqfaLlq5Swiu59KXuBG9eW6IgBUXFUIiL6X5ycuz01u1E2jU12UAegvBaSWA0NCAMo7R5dt2TTObzRw48AeBgXrf47KUtp6Uo9ncjFYYKD+MHoTvRR9KZ87cFeUEmVdXdnxJkqSriQwyfaRpVp8+l5ycxLx588pdztPmXA0aNCAtrfwMhUIIzp/PxfL7CWbk22hnUHEIwbPZuWxf+hMPnT1I48ahJW4nNTUXbUsSYxT4Jd/MGEz8Hx1oy3ROYiCb1sBUCgpGMXXqhxgMNxISMhNVDQAGsXbtVEymd2ndOqIwQYrBYCiSTKWkV0BAQKk3EaVNV1UVh8Ph0bLlLVPSNKPRiKZpGAwGVFUtfNdfBgwGAwaDWjhNn69PczUHnP3WInL+u4/uDo1vja5EL88A8MT4N9izfsdlTeBiftjE/C/fQlVV7HY7j94/lXxn0pdVRiMhfa/ns2UzMBqv7CXtegCR6Qx2vlUU/hFgpK39UiKbLRcyeSvfzDtAGpcyuTYEXsk388+5Kxg2rC9Hjx4pUkt57tz5y7ZXu3Z4YTDpCizr1i29fagr6cmJ2DhGm7eRyTbqAJuA3AbGwj5pPXp0rJTj427Nmt8ISM3gTeA3QENvfJmAnojlGPAccIPdwYDfd5VZi6OqKq9Of5r4+ENeBcjR0R1YN6Arz2zaTbRD4z9BJlKB/QVmvrDaMLdtQsiFC9SvX596ZbW79ZIruG1VvzZGRcEuBGcvZjHno5ecx144r9viAdaln6dNm8bWrf/l73//G/3793dbpqQhLHwf1qKw5v3oLqYUmOkErLLD3GQwhF3Dz7/9u8h1tnPnH3z7/PsMTEklJiefB4As9GDzW0WhZadWpNkctA4wkn78NIEGlf12Bw+0acYSm515hcfAc9Hth9M/L4MY9MDMlWE4DrgZ+CmkDj/9dGkIGtfx7+B2/M9dzOKfPmzbZeHCBXzzzVImTJjAmDHF0xp5pv01w+hPfpFAuTv6tdCTmjmGpyRJkqSTQabPvB+2JCUlhffff599+/b7rRShobXIzc3zaNn0dLi/AGproAkHChAtIMNsZe/eI6X25UpPhwcK4JjQn9QnoaLQExWVcATZ2NBvDTLIysohIKATBQWXapzs9g6sXfthmX3FSnL99Z29PlYtW7YgMfGkdxvyQufOnSpUm1Jis7XFp+gVuwa7XUE9JbiphCZwv/28lZtuupemTYPZuzODDhlWvkLPiprpsPJAbDw3XncnvQdFXbbNpk2bkpJS/sDlngba7tPS080E/+8iM0wqRkUhyOrgdI6Np8ICCDKp9BSCo+lWEtADzLkUrbHQgMOHTzBs2O2XNX0MCgqkXbt2RWopmzRpgjcBhHtyItf4rhGN65GXfZyWLUKuaO3vV/NWMrXAwk3ATcBg4B9AKHoG0t5uy3pSi+MKjr0JEooHp0+3aIIQcOrUWUa3jGTv3v9y6pv91K5d26d9LI17cOtqmlxnQFeiozs4l1AwGMr+OrJYLAAEBwejKJX3d3PPFGsC3kA/d98Q8O3BUzx2/1QWLZ9VeO649u33jbtITT7PPQVmbgR2m0yE9b2epd+8w7vT5jNl025amYxsy7dgCAnkS6uNugO7uR0Dz0VGNkRJy6Ah+nXUHT3AbIg+VErxrLXlH3/vuR7mVaQvbdOI+mzOyWciRQPlh7ly2XclSZKkyiGDTJ95/6TcYjGzb99+GjduxHPPPVd0bR4OKO2+3OLFizl06DAPPTSBDh06lLqcy8GDp9g0aym56Tk0CzDiEII9Dg1L3VBefHEs1113TYmfP3jwJNtnr2Sc0cA3J84yRmgIdqAxkmwM6GlD4oAWREQ0QlGOERraBDCgaTZyc48wYsQwmjWrV5gsxfVyOByFiVMcDkdhAhWHw0FERIRXQcD58+dJTDxJ4xEc76wAACAASURBVMaNaNq0abnHw5NjXnyZRo0aFdZmapqGw+HA4XAU/l58mvs8h8NBfr6Z3qoNk0FPjxEgBD0dcMwC1guCUYJSm8AtP5ZNVlY2hky4D3DtYQhwP/D2RTM7dx4r0hcLIDk5GbPZUu6++iI9HR6wgl3TbxBP2mCgAJvFBs4K5V7ARmB0sf3qjp4cpVatAFRVo02bNoXB5LXXduCaa5qjqhVPBlM8OVFmZgb33jv8ig/inpKSxvVuvydBkd/dVeYYiiUFp716dQZgy5ZfAKhTp47ft+lLzas7V5AZGBjo17IV99W8lUxxDkWyjaIPR+4U8ODWfcTHHyo8fu77dvz4aSwWK0FBJm52a8bumn/ixGmGmK0EBppo3dr3Zu7jnhrJrMmz2eRsgn4MPTC7ARhQwhA0/jj+xfkjyHzyhXG8+8wsnnRo9ORSoHwD8GwNHsNTkiRJkkGmzxTF+y9Wk8kE6E0ue/fuU+EyrF27FoB27drRo0fPcpfv1i2apINn+Os3v9A9z8w+IEFVadOhFWPH3lNqU8sbbuhCzNodfLBlLzYhmI2VcA5xhFcxMxj9drkewcErmDZtvLNP5ttoWncMhjjuvLMBr79e+X0yP/xwNt9//wP33Xcf9947vFK35asdO/bz70ffwpGVi2a1o5qMJNQPZf78N3h6wpv0L8gstQnc9yG1aRJajztFIruc81zL7AImCVgb0pyP579aGEAtWrSI7dt38MgjD9O7d+9ipSkp8L68zGUF6Pv2HWPD24tpUycUo6KSnpPPnMQzPNiiCXVCa2FHkJCcypH0bHbYHUX2awew2RTApFce4cEH7yq8Pq5WTZs24F9pGexHv2IKgH3o/VOLq6panMzMTAC/12SCbzWv7i4FmWX3/6so94cBCegPQ1z/GesA3ex2EhNTiuxHeftW0X0vztUMfIBz7Mue6OfMs2WMfemvMhRmip67gfNp8PE/VqBptX3KFD1q1BBWfrmW2O0HCRH6/zkVPVCu6WN4SpIk/dnJINNn3gdMrptoq9W3/pz+cOp0KqdsDsKB5kAPTWPN9gNMevjvJWb51DSNpx76G2e27We41YYKfIqRU4UjwZmAlgQHr2Dw4IaMHHkzI0dS+MS8Zcs+VywpzYUL+pAyDRo0qPRt+ULTNBZ+vIw9qRnMtjvoD2y22dltscG/lhPZtCFKWmapTeCaN2tMSkoaI4AvS1hmOPDZxRzatWtfuE1Xv7r69evTpk1J4UzFXHNNC/ZvO8JLzmZ4OxSF043r8fDJ83Sz29llNBLS53qiTUZiN8Qxzu6gH7AF55iMQ3rwyCPDr/qkUJqm4UAhFvgbeg3mv4A3gWGAe9hkBmZUUS1OVpbezL0ygsyKuhRkVu7DiMjIhuxLy6At+gOAz7n00CcT2GU0MrhlZKWWoTxVNUatq7/qyd/iebDAoj8wOpXK/Oc/8DJT9KX9mPLWwzz66Mv8mBfMT2pQtRhrV5IkSao4GWT6yJc+QVUdZK5atYGkjbvZY7UVual9qcBCv1KyfLr6J20psBR+5q/Y+ZJzPK0swxAaROvWzZg0aViRmwJ/PrX3lCvIbNiwevbjcR3//XZHYRM390QvXcbcyqyE5DKbwC2Zu4IDaRm8jV4T6FqmJ7CGy2u/XLXTdnvlpPov3hTw5JKfCDh1lsEWKwHAYIeVVdv30/KmaF7++K/M//ArYp1Zc1+pJoPBXwmrVm3AlpBEHJcCyg+BMegZSN9CbyK7Hz3ArKpanMqsyawoV5BZXibTihr31EhmTJ7NMGcN4Y/oD3S6Ad8qENb3ep/6Mvp7rFhPx6j1p1WrNnDyt3huLrBwkksPuYYUWIiJjSt3yJGSqKpK3bpw4+D2zJ79YSWUWpIkSaoKMsj0WfUJMj1N4+7e18hdEKUnGinpMyrwEBAmspjTujFrY9/zvfB+5MqyW11rMl3HMoRSEr3EH6LFoG5lNoETQhTeALuvo7Tar4AAfXgCm81WafvlaoZ36tQZcvcmsNVsLXK+vFBgod/vuzDeM4jfdnxZaeXw1pUc/qC062gp8ALwbHAgwaEhVV6LUzNqMiu3T6arKWo/53U4HlgNvK1A1A1t+HbZDK//Nv4bK7ZqfTVvJcOdAWbxJF4jCiwsKSdZlSRJkvTnIYNMH/lSk+m6OfJXkOlt4pLiiUfclZZoxJfPVAW73UZGRiaqqpQ5pEVVKvdYnkljzYZ5ZTaBK34DXF7tV2XXZLrz5SFGVbjSCX+g9L+9in6D/kNoCPFHVpewxJWjaQ6ys7MBCA+vfkGm2WwGKj/ILKkpqt2WhyHcypxPX/JpmCD3jLWu66MtMCzfXGorkuooJSWtMGlX8SReGVTs+0COeSlJknR1kUGmz7wPMvUxE/UBxx0OR4Wy8vnCva9RcaUlGvHlM1Xh4sWLgN738EofV095cizLawLnbV8s1w1xZdZkutSUBxJVoSZcRzk5uQgBYWGh1fAaEoUP5yo7yITLm6I+8sjDJCaeLGwZ4K2a8gCmPJGRDbGnZRQOM+KenKwFvp3HVfHQR5IkSap81b99TjXl2zhtSmGTWZvtyvfLHPfUSGaEBGEuNt3V1HJ8CYlGfPlMVajuTWXBf8fSdQO8NnY+8UdWszZ2PiNHDimxuZ3rptibmkxN01ixYj13D55IdPvh3D14IitWrEfTyh4bNjKyIftKmVddAqmqUhOuI1dTWX8PX+IP+hBHGgaDWu54mpXh0nAdvm37ankAM+6pkawKDqQueg38Qud7XWBVcGC1OI8lSZKk6kEGmT7z7dC5gkyL5coHmSNG3EyLQd3oFxLEKuAosAroV0aiEV8+UxWqe2ZZqJpj6W1zWVffsYWTZ/PcnqP8kpbBc3uOsmDybJ6c8GaZgWZNCKSqSk24jrKyZNKf0lR0TMir5QHMiBE30/KmaGKCA2mB3kS2BRATHEirwd2rxXksSZIkVQ+yuayPfKvJrJzkP572ZfEl7X1Vpcr3VnXPLAtVcyy9rcmsSN8xb/uL/pnUhOtIJv0pnev6MRp9CzLdM9ZWl+FqfOF+Hs987SPSM/Jo1TKSJ19+qMrOYyGEbHIrSZJUDckg02dVH2T68sXqS9r7qkiV762a0FwWrvyx9LZPZkX6jtWEQEpXNTek1f06cg1f4ktzWUVRMRjCAQ0hHM53rdi774ldrlTSn9JUtCbzanoA4zqP4+LWsXNnHDPe/T+6d+/h8/pkgChJknR1kkGmj6pTTaZUM2oyq4K3NZkV7TtW3QMpqXQVqclU1WDCwrqUuYwQAiEcWK0pFBQkerV+V/eCqmou67p+fA0ya84DmKLKGtuzooG3JEmSdHWTQabPfLspCAwMJDg4qEoS/1zNXDWZMsgsytuazJqQBVWqHBUJMhWl/KyriqKgKEZ8qUm2WPSaTNdDuvKUFRz5EtC5Aipfhi9xqYoHMBU5DmWN7blu7UbyRRbp6XD4cDJdutxYbQNlSZIkqWrIINNHpTXxKe9L3WAwUFBgxm53XOESX90qK/GPv29WrzRvE/9cLX3HJO+5msv6VpPp+dAeenNa73iT+Kes4Gj995v4dPHfAby6ritak1kVPDkOZf0PK61/9l/yzXRat51WAQoPaPDf95dzYl8yr05/ukL/E+U4mZIkSVcXGWT67PIgs7wv9bmfv8mFC/mkp8OBAye49tpra0SgUv2JSgkyK3qT5r6eqgpUva3JvJr6jpVH3tQWVZEhTDypybyk7KFwSuJN4p/ykletXLmB9d9v9Oq69kdN5pVWkSReUHr/7L1AD7uDp4VCUBC0qlOLv27aTXz8IXr06FhJeyNJkiTVNDLC8SP3L/UR6F/oI4At+WZOxMbx2P1TMew8ywOpsHnWN0x/9ZNyxx4si0yYoMvKysJmsxMWFkpgoP/6bJX190x03qSVpyJDgviDt30yXX3HJn70InO6tOMvDesyp0s7Jn70osdBdXUnL5uSVXZzWZeK1GR6EmSWl7zqXzMWeX1dV6f+h56OY1vecVgyd0WZ2ymtf3YC0A9QNP0hjVFV6a5pJCam+LpLkiRJ0lWo5jyWrQHK+lIfUWAhdus+Pgg3YLVDq9ry6a+/pKUVrcXUb8Ji+HT2V5w5d5GmEfV54vkHaNWqKYmJZ2jVKoro6A7lBkyuv6cJ2IZ+c9UW6En5mVZdXIHqxnwze53raQtsyjczwIPahIrytiYT9EBz+PDBNG/ehBMnTpd4vDRNIz7+UKnzq4uSyimV7MoFmZVbk1le8qozKWkssDu8yKAscDj0Mld1kOlN64qKJvEqrX92W2AOcIPzcncAcarK6JaRPu+XJEmSdPWRQaYflfWlbgS62e0YFSNWwKgohU9/q0OQ6boZP3YsGavVRmBgAK1bN6u2wYO7CxcuJf3RNI0nxr/BnvU76G538DiwKSeffzwzk84hQdzTtBHLDSrrBnQttw9RSkoanYA3gDSgO/A58CMwnvJv0kAPVP+ab+adYutoCLySb+afHgSqFeFtTSbo58L0Vz8hc9Nuumsay9Wix6u8+dVFaeV8Zsq4qi5atVSR5rLe9Mms7OayruCoNbCDog+H9gIOITgObHUuf9xtfknB16UAU6Wqhr9x8aYJbEWTeJXWP/sGYKfRQKoRetodnM7Mo9GQnhV+gCObr0uSJF1dZJDpR2V9qduBXUYjY51fpKnp6cRYNVoeP8jSpRc8Wn/xL+Hk5GQANm7cyMmTJ0tdrrx1appg/ZodBB45Q152AYrVTneTkZjaIcxp24Rb7u3hVRPDwMDAwnHtSiuTp2Usabni0xISEgC4ePEizzzzOvvX7+Amu8an6Cf4/cCDAu7OM9M3K5NbawXy4toNTDPm0LFjC3Jyckpcf6AJVqEHh3Od63oYmASsBkwm+PTTeWWWNSHhFKKUdWjO+Z988i+f9ru0ae5cWXdPnTrFnDkfebSu06fTufjjPt4PDsCoKNwsBC+tWc/LtvNERdUjOTmd9J/28l6wCaOiMFgIXl6zjhct54iKqutx2Vxq165dmHSmIvtafLmUlEyyf/2D94L0/bhJCF5e9StTMvXhMwoKCvjnPz8mKCiI4OBggoKCivxcfFpgYBDBwfrvvg5h5Am73c5XX/3Mnj1H6NKlPePG/QVVVSu15thqtVBQYCYgwEhwcLDXn6/s5rKu/ye7d+/m73//GyaTqdRXhx4tefvgCXZa7WRw6cHOGmCFqtBFUVCAF4HGwDAuPTzqwuXBl8NRfZL+eNO6oqJJvMrqn911UDfOZR3l66Q0/vHmIwwbNsjn81F2+5AkSbo6ySDTj8r6Ul8VHEhU7868se8QnTWFbecukhgGCevWVqiPWEhIMOvXx1So3Hl50CwZ7gY2W+EjIMls5VZhZdrOTOaePUStWp6vr06d2mRmZlWoTN4KDa3F8eMnOHf0BKPscD2XTm4bMND5nnkhm/w8uNYOX/+wnpyczuzbt7/EdeYZYK4Cb4hL6zIC3YC3FTAYMvj22+VllktosBn9Rtd9Hd3Ra1KEZmHlylW+77gHgoICuXDhIt99t9aj5dPT4YFsyMy/NO06O3wds5V69S7Nzyo+P/a/1Kvnffkq63xJT4cHciC74NK0jnb4etv/aNhQxWazs3r1Go/W1alTRw4c+KPw98BA02WBaGm/l7dMUFCwc7kgDAYDI4c8TfjRJAYiiFm2jtWfrSW6d2eyt+yptJrjorWY3v9DUhTPhhbxlclkokGD+pw9e46zZ8+VuawQcNoIO63wNVAHPZAcA9QWgrdUBwlAJ2AyEAU8AjwJvKJAkOU0999/X2HQ6mpy7nA4ePXVqYXTAwICCl/eTAsIMGEylT5N317JfwNvWleMGHEzv373O11i47nFYqUfehKGWR4m8SpvbM8HHxxPvXrQtWv7atWCQZIkSaoeZJDps8tvAsp68tvqpmjmfv4mEyY8yZIDx+nTpytDrm+DqurrKelpbnlPeDdt2sTp0ykMGNCfZs2alfvZ0tYXH3+CG7IPkAf0zsijlkGlnkPDFF6LocC+7p2Jjm7l0Tp/+ukn0tIucPvtf6FRo0ZlLuvLPpe03N69e4mLi+f66zuTdiKB/piJQa8xNAIBwEb0G0pFUWnUpBEJeRZGj+5Px44t6NWrV4nr1zTBvA9/4Nvj57gT/WY1E/gWqNs6gkkv3F349yvNjh1H+WXJRgrsjsLy2NGb8W00Grhj7E307NnOp/0ubZr77+fOnePbb5cTEdGY++67z6N1HTt2hsOfbyAiNAijoujNC3PNPPTQENq0aarPXxRDE+d8e+H8W2jbtqlX5d23bx+//rqOzp07cdttt3m9r6VNAzhy5DRxH6/lrjwzwq6hGA3srxXEuHG38Z//rCAoKJDHHnuMgoICzGZz4auk38PCwqhbt47zdzMWixWLxUpWVnaJ2/bVhQvQ4QwsUcCkKjwuBCMPHmfriZN8XicYk8HATYrKK2vWM82YQ/v2UWUGuHoAe2maqpZcG1eR4UuASq3ZBbBarVy4cJE+fXozdOhQLBYLVqu11NeuXSe48fejJFkdnHBoGFSFXgocVRXqhBo5lWnhegeEAVmABWgApAfCNQH5nD+fX2T7qqrgcGhs27a9UvcT9MRUl4LPgCI/O+z5ZbauCA42sGbNaoKCgjCZAgk0CtqHBxOWpTHXrnGmTi0mvf4o998/tNz/XVD22J7VKRmSJEmSVP3IINNHJd3YlvfkV1VVmjSpzZkz8PjjY+natVuFypCUlMTp0ynccsst9OvX3+f1dOr0B8v3vM/4ACNf5ySjGA0UqBoNGzciwWZnwoQxHvcbjYuLcwaZt9OxYyefy+SN4OBg4uLiad26NSdbW1D2HKUh+o1Xd2AnkA8sBNoYjZwzBnHNnX2YOrX8mqDRo0fz2P1TeXDrPrrZ7ewyGgnrez3fLpvh0XAGI0dqPHHOTOz6HYyzO+gHbEHv09R1aC9mzZpaqbUAR48e4dtvlxMWFsY999zr0Wc0TWN6qp2/OfsyxqkqzYb15LnnnrjUJ/O8jTcvm/+41/tisVj49dd1tG7dmttvH+bLLpa6Dyu+fIND2QXMsTvoD2x2aBx0aBh3JSGEfiM/YsRIH9YusFgshQFoQYEZs7n8QNWTYLagwMxAAQYBdk2gAn2A3RYH+dm5uEKfDs6a+K1byyhmCUymgBJrWl19Hn0NMu32TAyGEA+X9r6m1BXINGzYkIEDB5W7/M6df7D8+PvcUL924YOQf55OxY6gbVRjbsnOY9GRk/Sx2rEaDRgDAzgWHsoXc//KDTe0KRKwXrhwgVdemUJYWChTp07FarVis9kue3f97P57SdPK+7zDoWG12rBaL0/WJcJgbmYZrSu4wMcf/xO41ELlHQMYA+BOI7yWl8PcuR+xePFHKAoVqo0vKCgo8reRJEmSJHfl3iUritIM+BKIQO9GtkAIMcc571ngGfTKmZ+EEH9V9M45/wa6Otf/pRBihnP534EmgKsB21AhRKqiKIHObXQDLgL3CSFOOj8zAXjdufw/hBCLK7rT/qIo6mWZEst68guXErFYrdZKL5+noqM7sG5AVxZv3MUZReGO3HxuBHYfTSKk7/V07dq+qot4GfexJ0+cOI3dBrt3JzJ24ghmvfghm5zZXI+hN4XrDFyvwM8KtHI4ePJGz/bJaDSyaPks4uMPkZiYwuCWkV71h1NVlQVL3mblyg3M+2AJsc5st6+8OJ6RIyt/nEzXDaA3Q6Woqsqr058u3OfRxfa5vPne8CahizdWrdpA0sbd7Lc7Cs+D54Ab7A4GbN5DZkMID7+0vHdjmSoEBgYRGBhE7dreJ8kpjaZp3DLocTamn2AyerZTM3qz6myDgeYtm6EKgdXh4Fh2PqNG9aVp09plBq+un13vruAlOzvnsu27amp9YbOlERjYtPwF8a3W0/VAx9MEVq7/ac+4PQiJGNqLCOCZzf+jm8PBwVrB/L0W3N6gLvEGlWsGdKV//26X/b1DQ0MB/WFW7959vC67tzTN4RZ02rDZLgWpcXHxvPbipyzL57LWFeEtGzP+sUHO/rUF7N59kn4XTlEn0ICmaTg0jT4FdlaoAZhMDqxWGwUFes28r1q2bOFRjWhZFEWlefNm1K1bt/yFa7jjx1+uX1Xbbt36vYtVtW1Jkv6cPKnJtAMvCiF2K4oSBuxSFGU9es6Eu4HrhRAWRVFcbSNHAYFCiM6KooQABxVFWeoKGoEHhBDxxbbxKJAhhGijKMr9wCzgPkVR6gFvAtGAcG77eyFERgX22Y+8/3L19mbpSlBVlSn/eIrRd7/AyRMp3Cr0pmODLVZWbdvPpIf/Xq3GSCyexr8TeoKeT3/aR3aaxjUDbmTApv8xNd9MT/Qmy48DzQX8bLZyICGZGS9+yIYfN3u0X6qq0qNHR5+zAKuqyujRtzB69C0+fb4iXM0jXU3bPP9c2ftc0WPiUllB5ldz9QQpIUBv58vl5QILj58Bi8XMF1/8wNixt/L0I295NCxEZVq1agMkJJMK3AsMADahP3XLdmg8nZ7HkNBg4lQjze8YxKuvetsnU2C1Wkusec3MzOSdd97hjz8OcuFCGg0alJ15tDi7PRNNs3mYZdb3mkxPz+PSHoQAhdP+dk0TFAVOnjxb5oMSm03/X+16QFjZVNVAYKChxDF/z5w5Q2RrOJ9ZhwdT88tsXbFz5x8sf/59WrjV5p69mMXHH71Ejx4dcTgcWCzmwibgpdXGl/TQwmw2s2XLFhITT/qhJlOQlJTscy16TZOZudnTKn+/qVOnf375S11dEhISjO3atWu1fv365CFDhhSU/4nSZWRkqGPGjInYsmVLSF5ennr06NETLVq0sI8fPz7i119/Dc3MzFR//vnn5Ntuu61C2ynJo48+2kgIwaJFi1L9vW5fvP766/X+97//Bf30009nqrosUvVXbpAphDgLnHX+nKMoyiEgEv2+faYQwuKc57oABFBLURQjEAxYgfI6Lt0N/M3580rgX4reHvVWYL0QIh3AGdzeBiz1dAcrk16T6d3Nu+tGxZtxC8vjj9Tva9b8Ru7eBA7Z7EWSFr1QYLksNf6VKlNp3NP4m7iUBOM1h+Db7QewDerG47NfYM6nKzl+PAUtN58ZQvAgeuKL9pSc8v9qpA+74F1N5pVUWUHm8ROnSxxOyI4+xl8PO9yUaidmyj/5fPZXBFzIZKvZWu6wEJVpydwVhFts5AKtgAPO94tAc02QEBLIkMkPVKDmWMFkCsRkCizxhn7Dhg1s3ryFTZs2MXz4CK/WLITAZrtAYGATj8rhLffkO54q7UFI8Wk9e3Yucz12u61IGaqSw+FAVWHIPZ0ZNuy+MltXlFSbW2dA18Jg22AwEBJSi5AQL7K6ubnrrjux2XKrzcPHmuRKBn2+BrV5eXnKtGnT6q1atSr83LlzxuDgYNG8eXPrmDFjsqdMmZIJMHbs2MaJiYmmbdu2Jfu31KVbsGBB+MSJEyOEEEev1DY//PDDOrt27Qr+/fffkyIiIhwRERGOJUuWhK1Zsybs559/Tm7Xrp2tQYMG3qfNLsf+/fsDli1bVvvIkSMnXNNefvnl+u+///5lNeJ//PFH4nXXXVd4Y7lx48agF154odGBAwcCa9eurY0ZMybrgw8+uFDR/2NTpkzJaN68eauYmJjgigbv0tXPq7NNUZQWwI3oeUveA/orivIOequul4QQcehB4t3ogWkIMNkVJDp9riiKA73y6R9Cj0YigWQAIYRdUZQsoL77dKfTzmnVRNXWZPoz9bsrNb7nA5RXfplK417WbRRNgnGnEDz43320eOUh1sbO5+7BE3luz1GK3zJ7u181lbc1QJ7wrmlp2Z9PSDiF0OB//zvJ/fdr/rthtTvYB5cNJ7QIqI3eNj9IhZcCA7gjJZXWggqf+xV15EQKzdH77BbPTt0XOHc+g/vuG1pp2x84cCCbN29h48aNXgeZ4GoyW36Q6cv/iKpsAeKqyawOQaZr/41GY7ktCfzZrL0krgdXpSWTkmq2hx9+uPHWrVtD3nvvvdTo6GhLZmamGh8fH3jq1Cmvq/TNZjNBQZfXzNcUx44dC2jXrp0lOjq6sJ/T0aNHAyIiIuyDBw/2vb05ZR+b2bNn1x08eHBuVFRUkS/wqKgo27Zt25Lcp0VERBQuc+LECeOwYcOihg0blrtw4cJzhw8fNk2aNClCCMHHH3/s2Zh5pQgNDRXDhw/P+fDDD+vKIFMqj8ffNoqihKIHhs8LIbLR7+nrAr2Al4HlztrHHoADaAq0BF5UFKWVczUPCCE6A/2dr/Gu1ZewSVHG9OJle0JRlHhFUeJd4wJeGd5/WVdGTaY/pKSklVjzAyUPUO4NTdNYsWI9dw+eSHT74dw9eCIrVqz3uXbNvawJFB0epA7QzW4nMTHlsmWLq+h+1QSuG0p/BZmupsoLJ8/muT1H+SUtg+f2HGXB5Nk8OeHNcv+m7p9/ds9R5uRZGFUAm778jYkPTvNbjavNaGA6eoDmbgfQDz3jMECAqjJQ6P3aSnIlz5EAu4OplBzsvgoYKjnA6tOnDyZTAPv37yc93fvuW3Z7Bprmyf8135vLVkWQWd1qMsHzsrhqc++7byg9enT0a62j61p1tZaoOpXXaubP7Jdffgl97rnn0seOHZvbrl07W48ePSyTJk3KnjVr1kXQa9SWLl1ae/v27cGKorRTFKXd3LlzwwEURWk3c+bMOvfee2+TsLCwNiNHjmwKkJKSYhg9enREvXr1WoeGhraNjo5uvm7duiID8x48eDDg9ttvbxoeHt6mdu3abQYMGBAVHx9vcpYpeOLEiRGubSiK0m706NERZe3H8ePHA/r27RsVFBTUtlmzZi0XLlwY5pqXkJBgVBSlXUxMTJEytGjRouXLL+v9Z6OiolotXbq09n//+98QRVHa9e7du1nv3r2bzZw5s0FSUlKAoijtoqKiXPe4zJo1q07r1q1bBAYGtm3RokXLfJZmgwAAIABJREFUV199tZ77/V5UVFSrF154ocFDDz3UqG7dum169uzZvKRyOxwO1qxZE3733XfnFp9nMBiIiopyuL/c/yd8/PHHdcLCwrRvvvnmXNeuXa1jx47Nfe211y78+9//rpuTk6O4/n4tWrRo+cUXX4S1aNGiZXBwcNtbb721aUZGhvrVV1+FtmrVqmVoaGjbYcOGNU1PTy9ykQ8fPjxn3bp1oZmZmXKQW6lMHn07OJP5rAK+FkKsdk4+DawWup3oSYEaAGOBX4QQNmcT2q3ofSoRQqQ433OAb9ADUte6mjm3ZUSvbEh3n+4UBVzWDlwIsUAIES2EiG7Y0Lu+RBXh7yfy/g7GvBEZ2ZB9pczbz+UDlJdE0zTS0vJJT4cDBxLRNK3CQUl5ZW0LxKE3gwQ9WNhlNNKyZaTf9qsmc91U+usccm+qPAL9+I8AtuSbSXQ2LfXk8xvzzewBYtDHNB1gc7B73XZWrtzgl3K2bxVJGPqTrFXAUef7BuB3Lp0vNk1jo6I/nCjJFT1HjIYyH4golRzkBAeH0KNHD4TQh0fylt5k1pPgtPIT//jTle6TWRbX/leHjK6ugLfigau8T62OGjVqZF+3bl2ttLS0Ev/Ab7zxRvq9996b07VrV3NycvLx5OTk4xMmTCjMKDZr1qwGvXr1Kti5c+epmTNnpuXl5SmDBg1qlpubq/7www+nd+7ceXLo0KG5d9xxR9TevXtNoAehAwcObN6wYUNHbGxs0pYtW061bdvWessttzQ/e/asYdCgQQXvvvtuKoBrm59++mmZfRWnTZvW8KGHHsqKi4s7OWrUqJyJEyc22bp1q8f9M+Li4k7deeedOT169ChITk4+/v3336d8//33KU899VRGVFSULTk5+XhcXNwp0AO3jz/+uN5bb711Yf/+/Sc/+OCD1C+++KLOlClTijRvXbBgQZ2GDRs6Nm/efGrx4sUlDvy7a9euwKysLLVPnz6X1ZSePXvW2KRJk1ZNmjRpddNNN0XGxsYWeTa5ffv24IEDB+a7/5+444478goKCpQdO3YULpuammpcsmRJ+IoVK8589913p+Pi4oLvvvvuposWLaq9bNmyM2vWrDm9Y8eO4DfffLPICNj9+/c3OxwOYmNjr3j/YqlmKffbwVk7+RlwSAgx223Wd8Bg5zLtABNwAUgCBiu6Wug1nYcVRTEqitLAuXwAcAd6tyOA74EJzp9HArHOZrS/AkMVRamrKEpdYKhzWjXhv5rMygjGvDHuqZHMCAm6rObHjD7O5/hJo8r8vKZpTH/1Eww7zvBAKmx5dxnTX/2EFStiKhSUlFfWnlA4XMl8YJyiUKvv9YX9jiq6XzWdv5vLltesesncFR59fi+Xmjk/DnwK9LA7mPfBEr+Uc/ykUeQEB/I08Alwu/P9deAP4H7gYw2GW2ycj2zEziBTlZ8jrVtFlflARNjtlf7waeDAgQBs3LjRp4deNlv5uSl8eTjnj/PY14d41bEmszoEmZeay1Z1TaZUGebPn3/u0KFDgREREW2uvfbaa8aNG9d42bJloa6/e3h4uAgKCtJMJpNw1abVqlWrsFr5tttuy3nllVcyO3ToYOvUqZNt8eLFYbm5ueratWvP9O3b13LdddfZpk+fnt69e/eCTz75pDbARx99VCcqKsq2ePHi89HR0dbOnTvbFi5cmBoeHu5YtGhReFBQELVr19aAwpq8ev/P3nmHR1Guffie2U2ySUgIgRAg1IAoRUAIAQ5FBdFPPYqSiArBckQBPSoBRYrYKTasoIgIR0CQCB67RxAVsQABQ5MiBJAAgVRSN1tmvj82k2zC7mZmd1OAua9rL8julHd32vt7f8/7PJGRHi/gpKSk/Pvvv7/w8ssvt86fPz/7iiuuMM+fP191KuOWLVvaTSaTHBAQILdu3doeFRUlRUVFSaGhoZLiKLZs2dJeVFQkvP3225Fvv/125pgxY4o6d+5sTUhIKH7qqaeyFy9eXGV/PXv2NL/88ss53bt3t/bq1ctlqYFDhw4FALRr167KyNqAAQPMixYtyvz8889PfPjhh6ciIiKk4cOHt/38888rBN/p06eNLVq0qLJe69atbeAQ8sp7FotFWLlyZWbfvn3LrrvuutIRI0YU/vLLLyErV67MjI+PLxs+fHjprbfeWvjTTz9VmbgdFhYmh4eHS4cPH67/kTedBo2ap8NAHGGtQwVBSCt/3YBjelOsIAh7gNXA3eXCcAHQCIeA3AYslWV5FxAE/E8QhF1AGnACR+lCcIjYpoIgHAImA9MAyudyPl++nW3Ac9Xmd9Yz2jtLomiguBg2b/6TrVv3VjyofXGIfE2y43AcZU4bDfShqvMzKMREh6vjGDlyqMdtpKbuI3/TDuYFiYw0whuNQ8jftIN356/wSZS4IiFhGO2v6sOgEBOf4jg52+OoE8eAy3l/9dyKjo/zst58r/MdZb6UvwSJr+HHyvrVw5yNOMJYT2b6J8t+QsIwOlwdx9shJh4CvgYeAt4NMRE/PJ79MfBWcwPXzHuY9anLiR3at97PkaQH3Q+IPA2MKi2r9cGnAQMGEBBgJC1tJ/+6Y7rmQS9HyGxNbmPdJP5xxpdBPMU9bAhOptZw2dpEn5N5YTNs2DDz0aNH09evX//36NGjC86cOWNISkpqdd1118Woue/Ex8dXuZVt27bNlJWVZYyIiLgkNDS04rV169aQw4cPBwLs2LHDtGfPHpPz52FhYZdkZGQEKKJLK9WdwP79+5ceOHDAv5nmgD/++CPIbDYLY8aMiXFu/6RJk6ILCwvFU6dOVVwocXFxNc7jLC0tFQBMJlOVDt7IkSOL77nnnsK+ffuWDR8+vPTTTz891bdv39JXXnkl0vWWHCiDe86DfNHR0TbnuZzR0dH2qKgoW8uWLZ3fs2VnZ59zkQcFBcklJSV6GIKOR9Rkl92M+15Bkovli3CUMan+fjGOOpiu9mF2tU75Zx/gELQNDq313iRJ4udvdtHmOHT5ZgdrthzhuyG9mTHnIa8S7/gjyY5zOZD5JWaOAy8Ax4Cwxo2Y8eIjquo5pqdn0FeSMAoiZYBREOgrSXyRmeP3OZGiKLLow+dYt24jbyxM4fjx05SWnKVph1BSPn+tSlurL6skqhn/4G2MHDn0gh+F96ZOpidiYqLYlZV3TkIdUBda6rz+UuBeHDchG46EN61a+KeMnKfjfu218YwYMYJGjUzcc89NAA3iHElIGMZ3n/3EoB+3M73EzOU4ftOnge7AfByjgrWZ+TY0tBF9+vThv//dQt7e7fzHZmeIhv3KsozFkonJ1NrDXuo+8Y/zIJ7WDMJK1ElDEHYNx8mUkSS5vC0X9j30YiYgIIChQ4eay5Pb5CmZXdevXx983XXXeUz64uxqAkiSJHTq1Mmybt26Ey6WlcqXYeDAgSULFy48XX2ZJk2a+OUh5jwor9zbqw/UW61WzTcp5Rm7fPnyk126dDnHnYyKiqoQbiEhITV+l+bNm9sBsrOzxejoaI/Lx8fHl37xxRcVc02jo6NtmZmZVW5YGRkZRoBWrVpVtCMgIKDKFxcEQa5+nxMEwaWRkZ+fLypt1NFxR/0/Nc9rtN2HUlP3EXL4NE8boHWYiWZNG/PvTTtITd1XbwlqXHW+JuNwTwZZbYiioKqTHRvbmjWiyD/Kb0Y2WWabKNKqRVN2FZZ4LUrcIYoiiYnXkJh4DYWFBdx88wgaNXIduuW87MWG0gH0V7hs0sRE5ibP58ZqAyJKaOn4GkJLlfU3lZgrwpz74kjIs9Vo4IkpYz2urwV3x72o6Jw8Cg3iHHEljEuLShhVWlYhMBVqK/OtJEnkHLPR+QyMkO18BKzHEU4iqtyv2XyEwMAoRNGdWVD3iX98yZ6tO5nnonSoHeOc/jEzarPslY5/6N69exlAZmamASAwMFBW+2yJi4szp6SkhEdEREjOQseZ3r17mz/66KPG7dq1s1UXqQqBgYEyOK5LNdfBb7/9ZkpISChW/t66dWtw586dLVCZkVURYAAnT540nD59WvMFdsUVV5QFBQXJhw8fDnDen7fEx8ebBUFg586dQddee61HQb9z505Tq1atKuZg9e/fv/Tjjz8Ot9vtFffOL7/8MjQ4OFju16+fT9lwAfbu3RtgsVgEf2xL58JGF5k+oNXJTE/PoJ8sYxQcD1TF7Tty5ITPDpG3+Kt0iVKTbdrHX9HTBn+fLaHFtQOYcMWlzJ3ymteiRA1K0XKl5qJOJf7OLuvObZurMrRUWX/Ij9t5osSMhCMz2M+BRnpf04/ExGF+aaeCq3IriffeREPtz1YXu3GXjuSh0jKX8xpqY/ApNXUfjdKzeFB2zHcOxDEQsAUYoHK/smynpOQgjRq5rj+p9b4JvjuZvgziOZcNqW8aSuIff87HrIOqVw0Ob2tX1iX9+/dvM2rUqIJ+/fqZo6Oj7fv37w+cNWtWs/DwcElxMdu3b2/9/PPPw3bs2BHYqlUre+PGjaXg4GCXd9f77ruv4O23325y/fXXxzz33HPZXbt2tZw8edK4fv36kK5du1pGjx5dNHny5PwVK1ZE3HDDDTFPPvlkTvv27a3Hjh0L+Oqrr0JvuummoqFDh5o7duxoBfj4448bDR06tDQ0NFQKDw93e0dfsWJF48suu8zSv39/87Jly8J37Nhheu21186Aw22Ni4srnT9/fmS3bt0sNpuNGTNmRClCVgvh4eHypEmTcp977rlmANdff32x1WoV0tLSgv7444+gt956S1PpkOjoaKlnz57mjRs3hjiLzAkTJkTddNNNxR07drSePXtWfPfddxv//PPPIatXr65wiB955JH8999/PyIpKSn68ccfz/vrr78CZs+e3WzcuHF5YWFhPj/9NmzYEBITE2Pr3bu3y/mkOjoK9f/UPK/R9nSMjW3NYlFkiOwQmYrbN6pDjM8OkVZEMRBRDObEiWy/OKhKTbYxx9JY+Wc60x6/g9tv/ycAG77YpEqUiKIJQTBit5/rNHkiMDAAQXBkgZQku+Y5QkZjGI5cVL5QGz2lqtuUZQs2W4GqNRVxtXxBCsf+BFNgGSkp61XXslQwGiMQxaq/zdLV7/DJJ9/w1lsfcvxEJm1iWvDgv5MYMSK+xm07u3VvLUzhzz8PYTRIJD99P+PGJWpsWzggYrO5LkDiHAo+rcRMD2BXVh5zpr1NhgCRrSxs3brXr7UD/U1dDz6lp2fQDwgOECmySjTH4TQfolJkqtmv1ZqDxZJFYKCr5eo+8Y8vv6MSLtuQnMyGIjLrux3nIxERg0vquw1qGD58ePHq1avDZ8+e3ayoqEhs2rSpfcCAASVLly7NVBzAhx566OymTZtCrrzyyrZFRUXiggULMh988EGXD6mQkBB506ZNf0+dOjVq/PjxLXJzc42RkZG2Xr16mf/5z38WA8TExNh/+eWXY1OnTo26/fbbWxUVFYlRUVH2/v37lyi1IgcPHmy+//778x599NHo3NxcQ2JiYsGaNWtcZmgFePbZZ7OXLFkS8dBDD5mioqLs77zzTubgwYMrHLilS5dmjhs3rsVVV13Vtnnz5rYXXngh6+jRo15d7PPmzcuJiYmxvfPOOxGzZs2KMplMcmxsrCUpKemsN9t74IEH8l966aWm8+bNq0hWkJmZaRw3blyLnJwcQ1hYmNSlS5eyL774IuPGG2+sOK9iY2NtX375ZcaUKVOaDxgwoF14eLh011135b/66qs+1chUWLVqVfg999zjrvKXjk4FwoUWohIXFyenpqbWyb6KivZgtaq/ZiVJ4r7bkynYvItrGjXicFQzIsrnZAKMv+spjroRY+/+59lzOsJPP/0Umzb9zLPPPsOQIVdqantQUAwhIZcwNC6Oh7Zvx1Xp9bXAG70689nGRaq3+8gjD7N79x7efPNNLr/88orvvW7dRpY7zXcb62K+m8nUnoCAJhQW/qHpuwD83/9dR1mZhW+++RqTKbjmFZwIDe1OYGAzzfusa6zWXIqK3OUfrcRZXE0tMSMDPwPrgwLpPqwviz58TrWoCgu7AqOxcY3L2e0lFBRsVbVNZ267LZHs7BzWrFmD1vJDISGXIQhGiov3uPw8JWU9i5PnVwkFl4DpwFagXwBkdWxfcQ2q/U1CQi5BEIIAO7JsR5Ylp//bAani/9X/rrpOzaSkrOe95PlsdjH4NCjExPjXp/g1XHbr1r2smfQKUwoKKDqZS0/gYRxzZwdo3K8oBhIWFo8oVh3LNJszKC09pKldR46k869/3UeHDu354IOlmtYF+PLLY7w58SF+Li7W/Dt+9dWXvPLKq9x44w089tjjmvbrmDdvwHHmyZpDQqs78aYggSIxl0cfvYt7771X07b8idlcyvXX30BQUCDffutbwvc9e3bz8MOP0L17N956623N60dEDPHKHfcFQRC2y7IcV9NyaWlpp3v16qV3xnW8wmKx0LVr1/bPPfdc9ujRo7WNvtcSmzZtMiUkJMQcPHjwiL/myeqc36SlpUX06tUr2tVnupPpA1oT74iiyC1JQ5l9bBdbunbiwQfHVXFR6iP5yH3JycwbP54bXXS+fHNQq06urz7fzVUY472PTGTMmH95tbegoCDKyiyUlZVpFpmODuCFg3Mtytk4SoX0BUrLLGwsr0U5atRwVdtS2yl2CCjtKCHOQUGBmtetqWPpKhR8C5AHrASO2KG307zo+PhuqvZrMIRjNIbVvKAHHL+rVKMwTUqK5fsvUxn8/c9MKymtGHyaFxJMx6H9GTXqFgRBdhKwktfHAirD3l/6cRtRQi5PyNAcaIJj0EltWDSAJFkwmw8TEnJplfe9K2HiW7jsnXeO4pu1nzJ4/XdVfkc138cXJ1MUgwkPj6/4u/K4SxQX78JmK3S7bnUnvjuOY7BQgCUL/8fYsWPrLYS3NsqXXGgD3jo6vhIYGMgHH3yQeeDAgfoPoygnMzPT8MEHH5zSBaaOGnSR6RPaH7BBQYGEhkKXLtHndGq1Jh/xR3bZO++8k69SUhi8YQPTiosrO7GhoXS46gpN5RskSSIrq4TcXNiz5wjdunV32QlxF8Y4798zWP/ZRt5aMklz5yUoKAgo9Gpepi+d8rpF3fF2VYvSiMONSiqvRalWZDoPFnjGu+dNpcjUnlFeEAweO6au5uEppVMiAEmmyrxotSLTHygOlyDUHG646r/fsHr1ahbMn8/fGRm0bd2a5MmTueOOO1xeJ1UFrERp6V9YrepKwyhh76mp+5g371X27TtCpiGCG62CV4NeZWWnCAiIJiAgwvnbq1rXGaPRt8Q/giCwYt06li17iTfeWqppEM+3OZlVt6vluDsnZQsEZuG4nmfJ8PHh04y7YzofrHlR9bEwGhsTEnLpOYMaNls+ZWXnJPz0iD/DZf3xHNPRuVAZMmSIeciQIQ0mwc6oUaN8Tmqkc/Ggi0yfqPtU/P5GFEVWrFt3Tid2UnIy//d/LVV3YCRJYs6MBYi/n2CMGX55eTWHd/7tMgzRfTmBUgZv+J5163poDgFURIp3yX/OlwE5deebIq5+w3Utyo2aalGqdTK1/4ayLGGxOFyiwEDtTqajA+9+gMDVPDyldMqNgChQZV50Q0UURUaPHs3o0aNVLV9dyAQGRqsWmcr+4uO78cILj/Hvfz+EKBawfNEiOnbs5HYdV5EJSRMTSUgYRmnpAYzGvk7Oc90n/gEZURQZNep6br21v6Y1fXEyPQmompw7Zyf+N6oOGN0E3PXLLk0OvCAYMRhc5ZuRzxGZno6nKIrY7f53MnV0dHR0Liz0J4QPeDMPxGQy0alTR0JDQ2uhRVqoGs46evRoNqamcigzk42pqYwePVpTByI1dR/5m3YwL8jASCO80TiU/PIwxOp4ymg7rbiE5QtTNH8bVyJTkiRSUtYzYuh44i4dyYih40lJWX9OzUhvBFJdI0kSq1al1PhdoFxc4RBU23DUoAT/16J0xhs32GJxJKZzJG7Sfi3VtE7SxETmhphwHgLuhyP0cwzwuQH+nXOWiCG9iYvronn/5wsBAU29+n27du3KLbfcgt0u8corryBJro+xEpmwOHk+j6Yd5NusPB5NO8h7yfOZcPfTWK3FmM3HKpb3xrlSRKb3WZId14k3IZn+dDKr4rktzk684sArLYgA+thsHDmixYFU97vXdDwlScJms1JcDGfO2Ni6da/f6vDq6Ojo6Fw46CLTJ7R3lmRZ5tChw+Tm5tZCe+qP9PQM+koSxvIOpHMYYnX8XRNUkiQKC+3k5sL27fuRJElVR0mhoYfLSpJE0siRvP3gpBq/C1SKq55AM+Ae4BXgbmCrQWSiplqUtRcu60uorAPPt6+EhGG0v6oPg0JMrAUOAp8CG4KD2BUCa9sGMOr1xzQl/TkfEQQDRmOkV+vef//9REU1Y//+A3z66acul3GOTEjAMbiRAGwuMXPkh1TWrdtIWdnf2GxK3oq6zy5bKS61n6e+ZZf19F09X1vKYBGcO2CUD2w3GumgwYF3L+6rtqOm4/nJJ9/z2vMf0OY4JB4vY82kV5gzY4EuNHV0dHR0qnDh9qzqBO2dJX/XLYSGkTAhNrY120QRW3lblDBEV50g585TdbSWZVDCdI3bMhlzBja9uJI5MxaQkrKhxo6v01ZU768+WLVqFYc2bGBTcYmK71IprgYHB3EIyAV2APuBsNbNGTnyatX7Vp/4p+5FZk3z2pRyKeNfn8IbvTpzfVQT3ujVmXtfepjWnaB5cyPx8d0uaIGp4LqUSM0EB4eQnJwMwJIlSzh9+txKATXV2l2+MAVZliktPVh+PtV94p9KIVW3TqYnB7mma8bZie8HROGoWboISBIgdGAPjQ6869+9+jVe0/F859XlFP26h9kGSAwy8HbTxm6jVrTQEJ5jOjo6Ojr+48LvXdUi3mVJdHSML7RR37i4LkQM6c20MjvrbPDo2WK3YYiuwhjBkdF2XmgoYx8cpXq/Spjuy8EBjDTCa2HB5G/awbvzV9TY8VUoKzvJ2bO/e/H6zcXrdwoKtlJUtIvS0sNYrTk+h+Muee01nqiW/dfdd4FKcTX8kTvIDQrkceAhEdZ2jKFPsIkdOw5o2Lvajp/2QZPadjKhMpnWZxsXkXpgHZ9tXMStt1510RWADwhopirZjCsGDPgHV111JaWlZl577TWqnxNqIxNstoLyuX91n/hHabM312J9OZnOTvynwFigPfC8AHmXtub91XM1DpCoczJrOp4nM3Poa7djFBxb9BS1oqpVF9vFqKOjo3ORoItMn6j7sK+GipKVUh4Qw8rmMPDx292GIboKY1wLDA4JpvPw4SQkqM18WhmmGyg6fldRlukrSZzMzFEdkivLNiTJ7MWrzMXLjN1egtWai9l8nKKi3RQU/EZpaTqSZFX9vZz5+/hxzeHFoijSrl1LEtu1IKKxgcBgiI5qQrzmzmBDdjL125daBMFAYGALr9d/+OFHaNQolN9/38o773zI6tX/q5iLpyUywWw+7La2sKc51P5I/FP1X/X4NifTe5FZ3Ym/MaoJy6LDMLSBac94U75E3fOqpuPZqkVTthoEbDIgCB6jVnR0dHR0Ll70Xlodc6GKTHB0iqKiQomMhG7dOrgdZXcXxvjQgrksX7u2IjRODUqYrr18NNxil9gmirRq0dRvIbm+IklWzOa/KSjYQlnZKc3rt23TxqvvUhHCXP63TZK86Aw23DmZ3jpzChdbeJ7J1NZrYR4ZGcn48RMoOAkbZ3+I9Oryirl4o8cnuI1MmBtiYqxTrV1ZlrFYzg25rWkOtSzLFBdDVpbE1q17NEeCKIMgde1kev69az7/qjvxN97ZhyZNICDAm9BddU6mp0iTuSEmJk4ZS3B8N2baYW2Z/aJInqWjo6Ojox1dZPqEHi7rLa7CGG+/fQSiKGoSD0qY7hNlNtbZILmghIghvZkwOUl1x1cNajPVekKWbZSUHKC4eJ+mzu59ycnMCw3V/F2U32aGDdbZ4N+5hbXWGawPJ9Pb29fFGp4nikGYTO29Xr958/Z0sQXxPBL/Zy2pmIvXvn1Ll5EJg0JMdLg6TlWtXU/JZtI3buP+O2fSJgPGnIGPJ73qRaKZhudk1jTI4eqes3fvSWTZ2/qU7q6Xqu1wF2miHM/ExGFMeOwOjreBLy5p7HPyLFEU6dWrJ61bt/ZqfW+OqY6Ojo5O7aPXyfQJPfGPO3xrk/rOihKmO13OZeW3PzJ69JVMmTKRtWs3ctpooA/wHI6w0t04RJnajq+C4rIc+3E700rM9AB2ZeUxN3k+6z/fxLv/eVZTB8tiOY0sWwkNvVyV4Lnzzjv5KiWFwRvWM624RPV3UX6b6//YyMrMfF58bhzXXjtIU1vVJ/6pej7XVGcPfBOZgiBctGLRF4KC2mCxnMFuL6p54Wqkp5/g+iaRBGRnkpuTR2STSPpKEkePnmLRh8+xbt1G3liYUnG8xz94GyNHDlV1vnlKNpNQWsbGX3YxJwAMMnRrEsbD5Ylm1NaIrBQi3juZ/k7840kcubrnpGXlMc0gkBMABw9mMGiQ5Jc5mdWvcSXSxNPxlGUIDYV27cI0HAPXSJJMWtpOunbVnVAdHR2dCwldZPqAL4l//CEyG2In2x9t0hrSJ4oisbEtCAqC48ezGDViMoVpB5lfWsZx4AXgGBDWuBEzXnyExMRhqjtnkiQxdeob/PLNr4TIMguA+4A7gRtLzAwqz+6amHiNpjZbrbmUlh4kJORSVd9vxbp1fPTRh7zx6lxNnXhRFGna1ITFAj17dvLCbdAeLqtWlJvNZoqLIT09n61b9xIX10VD+3wLlb1YEQSBkJDOFBX9oXkgKDa2NWuCgripeXOyMk9z5O+/2dq8Fbd3iKmITNB6HSh4SjZjxFETMiBIRLJLGKAi0YxagaN8V1/qZNZl4h9nZ9eE4+paBlxtl2lmh59fWkPmoVxNDqKWe3NNx1OpmXoxZGbW0dHR0fEOXWT6RMNwMi+RQkidAAAgAElEQVQ8tAkISZL4+ZudtDkOl5xOJbPIzDBZJgGHJzoZR2jpIKsNURQ0Cczxdz3FgW9/5W1ZdoglYB7wNbAcR3bXNxameNW5Lis7hdHYhMDA5jUuK4oio0ffyY03tte8H9/OOe2Jf6p3kMER/ugsykeOHMpH731Fm+NwZW4Gaya9wndDeqvuNNdv0p+GFzmgBaMxnMDAGMrKMjStFxfXhe+G9Oa5TdtpLRjZXGIloGmQX8KvY2Ki2JWVxyUuPrPhqAmZgA0BsJbPLR7l1dxi7cfOFyfTc1SG+7ZUd3a3AFnAuzhKEqUXmVms2c1VNydTDUqosi4ydXR0dHTcoT8hfEKfk1kbaBUQqan7CP4rk9kGuL7MynJZJg9Hx0zBXbkPTyhiaZskV5kn9jOOeUqrcZ/dVS2lpYfOCTX1N76dc9pLmKipm5iaug9h91FmG2B0I5MXtfb0W5cvBAd3QBSrHyHPKOHXt7/+OCSPJqMtZJX+RXr6YZ/b4ynZzNrgIEIH9mBmxdziAi/mFkvV/lWPL06mO/dQlmWPrmp1Z/cvoC+OUeFGgGSze1E2xJ8i07GOP0VmQ5z2oaOjo6PjPXpPzSd0J7N20HZapqdn0E8GowA2m50IHB2yQ9WW0yoIPYmlacD7+J6pVpIsGjLOeheK7EuItvo5mZWddzV1E9PTM4grr7UniqLmWntKcijvwrMbXph5XSMIBkJCOmteTxRF4uO7kZx8L0lJtyJJMq+88orP9zNPyWZih/bl/dVzye/aiJXN4frnx2tONKOIOm+ETO04mZ7bUb2MyCXANhyubhEgGg1eZIr233nvz3DZBjjrQ0dHR0fHD+gi0wfqe06mwoUzAuz4HlpLU8TGtmabUcQmg8Egko+jQ9ap2nJaBWFNYukY3mWqrY7FotaN8K43VjmwUZtOZuW21dRNjI1tzRbBUWtPFEXNtfb0Gpm+ExAQqSpU2x3jxo2jefMoDhw4yPLlH/rUFndljca/PoV3//MsRqORpk2DiYyEHj1ivZxb7N19UrlXG43+nJPpuS3Vnd1+QBQwAZgPzAsL0ezmqi1hogY9XFZHR0dHpyb0J4RP1G+4rJ74x0FcXBe4PJZpFlhnk7gd+AmHk6n8yt6ULqlJLBULguZMta6w20ux2dRk+/TNyVTch9rAOeS3pjp7Yx+8jbi4LpR0bM5MO6wqKvOi1p5+6/IHwcGdEEVvxBMEB4cwefJkAP7znw9ZuHCBV6VsFFyVNUpMvKZCyCjnsRK+qg3vRWZlnUz/ZZetaWCwurN7COgF/CDCuya44YVxXpQNUZddVg3K88u7Uio6Ojo6OhcDek/NJ7wJl/W/k3nhof20zMot5G8bHClP0HMX8CpwK5CCtpp9CopYKgF+w5HdcRGOUNkJQNwNA1m49Gm/jObb7WdrXMZbAV/XiX9qqrOnZMQd9H89ON4G9t/QW3OtPa1ut+s2XygRAN4jioGYTB29Xr9fv/7MnDkDo9FASsonpKam+rF1VVHCVb0Vmd4K4Mo6mbXjZLqqh7l27fe8s+yZKs7uW70607RPc9p1ht69L/XivqM7mTo6Ojo6dYeeXbaO0RP/1IxWAbF27fecTTvMKCAPx4j/NuA64AtgVrsWTJl5n+qafQoJCcP4339/pPv6LfS12ekGbAaswD+AU7/uZO7Mhcyc+2+fO1t2e7GKpXwTmbWb+Kdy22rq7AFYrRZCQ2HIkMu9qLXn/e/dAAMA6pWgoBZYraexWvO8Wv+aa4azfft2vv32f2RleZ8EqyYqRaY3c4slGpKTqbRFTbkfJXO1JEnccstoMjNhz54jdOigLWzYnyHmyoCVnvhHR0dHR8cdusj0Cc+9VVcF6W8ecy2y3PCdzPoNxdXWcVnxzickllk5CizEcVLfCzwIJAH/KSvh6NE/mD//j4p13HVoqr8f0tTOJcFGHiqRaGSX+TfwOHCnUWR5YTFb13zDpNKTxMREOJYPCSEpKYkmTSI1fQdJsmhaXgt1k/in6rbV1E0sKysDIDAwUHO7auowu7r2kiYmkpAwzKnNMikp610uc7E5NMHBnbHZtnnt9tXF76WITLv9wnEy1ZT7SUy8BkmSmDNjASFpOYyxwsYX/sPu3/ZrDJltmE5mQ5z2oaOjo6PjO7rI9AFPD0d3I9Sz9x8lQwSLpcSLAvQXB1pH3E+cyMJIZYp/yv/ti8PZPJNdwFdffe1VW3JzYYwFjEZoLEGwXJ651ibRG8guNPPTT1uIdNKUrVq1IiEhUeOe1HSAfZ2TWTdOploUkRkUFKR5XU8DETW5Q68seIzsbMjLsjDn3y/xotVGb851kC6m69JgCMZkak9paXp9N8UtviVNq585me7OU2XwpqZyP0oN3tTUfeRv2sEcI0gydG4SxuQGUCdTn5Opo6Ojo+MOXWT6hPtOv6sR6o7AVrOFrUC/9FLNBegbAp4cIufv4Fvok7bfIiYmCltWHttwOJhGHKn+twHtgbZtonn88bGqtlV94OCvv06w9/3viDIIFPydTRNkUoGxOOZoZkrQNLQ1j08dzfffb2D79h2a2u60Z81tU0t1kan2GDrQPidTDZIkcexYNrm5cPToGSRJ8ngNVG9zm9atuH/KdBITrz1nWU/u0D++38o//3E/l52Eq4FfsfEusB7XDtLFRFBQGyyWM9jtapJQ1T2+JP5x3I9cn6M1XQ++OJk1ZXRVU+4HHGWa+koSBkFAAgJEsaLkj68i05fEP+fLc0tHR0dHp+7RRaZPuO/0uxqh3oLDWVsJHLHJ9G7amH9rHo122rtPYUbedSw8OUQLlz7NmTPF5ObC3r1H6dGjp1edEK1zMkePT+CtiXOJA0YDA4E9QCTwkSjw8BP3ccMNwzW3A+C66yTmnDQz/YtNdJRl0gA78CZwAhgGfH8si+LiAFq2bAnUTvhn5XKCpk6hJElkZZWQmwu7d6fTo0dPJt7zjMc5YN4cs+rhsjW1ac6MBZg3/sWYUtjx9uec+ivH7WCLu/Nu3vjxfJlyJW8vmVJlPU/uULzZwuFTWawCwsvfvxX4AHiAcx2kiwlBEAgJuZSioh2ahUddhDz6nvjn3O+k5p6Wk2MmLw927TrEkCFxGq8Pd8s6RFpMTBS7svK4xMUSziWXYmNbs0YU6VMu7uzANlFklIY6mf48RvqcTB0dHR2dmtCHIX3C/UPb1Qj1XzhCLSNwhDxpLUBf3zg7RAk4nJ8EYHOJmfSN2xh3x3T47ThjzsCvr65hzowFXoVoag2XlSSZbOA4EI0jm2w6sAHI9bEAuSiKzJjzEIcaBVMCjAQGAN1wZK+dB8woLWP5whQsFse8Sm9EpvpLUf33UcScffMxxpyBLa9/wn13TOfoD6kuj+GRcgevKjV3/LS6mEro39xAkZFGeDOiEfnlgy2ucHfe/VxczKENP57TZk/uUB5wpewYXTMAgcCVgLP/7OwgXWwYjWGIYnV53jConJPpTbishCsnU809rdlfZsacgc+nL/TinubZPVRT7gccZZoihvRmulVmnQ0ezi/UXCdTn5Opo6Ojo1OX6CLTBzw9HF3VWLwERwhnPiAKaC5AX994cogSSsso/mUXLwYZGGmENxqHeBQOntF2Wr73+kquApYD/8Ih/ETgZuANSWLlu5940Qan1ogihflFPAKMB54HnsPhmIpUihJfRKZ6Ya2+Q6aIuZdNRkYa4fWwEEp+2cXI0jK3c8CWL0yp8r4ad0GryFRC/8TybQcYDB4HWzydd9OKS85ps6f6pk2AnwRHOLUdsOCoqdrbaRlnB+liRIsrXZf44mQ6zuNzz2U197TZosxIIyxo2ljzPa2m7LJqyv1A5WDXmY6BrGwOt7z4iN/qZOpzMnV0dHR0agNdZPqE+w6/qxHqfjg6uWOAz0W8KEBfv3hyiIxAH5sNY7nw9sWl1epknszMYQgQA1wBDAJGAbFAT/zjSnkSLoooUUSmvxPZVEW9yFTEnFF0rGPAcYzczSxz7eCp6YBqEyWxsa3ZJopYyx0pSRA8Draonbem4Mkd2moKJLNVFHcAL+EIlS3BMTihLOPsIF1syLLdq0zHpaWlAAQEeJOBVR2+Jv5xNRii5p6myCjneZDq8SzslHI/zvUw3+jVmfGvTzkndF0URUJCZCIjIT6+mx/rZGpHn5Opo6Ojo1MT+hPCJ9w/tF2NUH8KbAgOYlcIrG6F5gL07qiruSyehJYN2G40Yitvi03yxaXV9nu0atGUn8vboLRlG9AJ/7lSasLa6sbJVI8i5uzlp4dVltluNGJ1s7zr38r/TqYS+vdEmZ11Nnj0bLHHwRY1At8ZT+5Qx2HxfPXr++yPgbmBsCfAyAQc4dWuHKSLDUmqfoar4+TJkwAV85JrA18S/7jLLqvunuaorepN5ElNTiZUlvv5bOMiUg+s47ONi0hMvMblc0ER2EajdgexpiREWqiNOZneos/l1NHR0WmY1P8T4gLF3Qj1hDceo3UnaNIE4uO7NoiHtFo8Ca21wUGEDuxRKRwKSrx2abUm/pkwOYmtRgMTgMU46mNG4XAx/eVKqQlrq4s5mVrmLylibmr5MUkuKCFkYA/WBgfVOAesEjUdOG0iUwn9y+4czMrmcNOciR4HWzydd/NCQ85pc03uUGBgIM2aQdceRp5c8AQLanCQLibs9lKv1lNEZqtWtRf673vin3PP05ruaab+3Zlph09tgpeRJ/7L6AqV3927MFXP5VS0oKzjn+tEn5Opo6OjcyGiZ5f1Cc8PR3cF6d99dy52u4TdLp1Xc1oSEobx3Wc/MejH7UwvMXM5DidpboiJ2KvjWLj0ae6550FW7v6LxyffxujRt3jZCdG2zm23XcP6z39i47e/EiI7Mr6KwBA/ulKKcFm3biNvLEypKHUw/sHbGDlyKKIoNrg5mYqYe7jwb1ZuTmX8+Ot54IGxTLznGZfH0NVvpW5OpvbwRVEUMZnsREZC//49PJ4n7s67eaGhdLrmSpfH1921B5VCXRAEt8tcrEiSdpFZWFhAQUEhwcEmIiOb1EKrHPiS+MchMM89l2u6p734ZjLXXZdAhhDAW68/5kVd45qdTC3fQbkcvbuvNszEPzo6Ojo6Fya6yPQBb7PiiaJYLjLt55XIVCO0mjcPJTISunVr73UHRGvoqCiKvLf8ea66agRrDhfxRUhj2rSJrtIuf+BJuAANLrssONrcpk0kkZHQsWNLjEZjjcdQK1rDZRXKysoAMJk8z2F1dd61bdOW5ClTSUgYTknJXq/2r1MVSbJSVpaheb1KF7MVtelK+epkunLca7qn5efnExoKTZqE+LnMlPchqo5QWe2/c0MvYaKjo6Ojc2Ghi0yf8O6hbTAYsFptSFLDzOLoiZqElp/2on0NUaRt23AMhiKWL3+L1q3b1EK7PNPQnEwFpSPo3DFUfwz9Hy7raIsNu11CFIUK8eCJ6m1u1KgXAQERWK05mvftOxfmHLCSkv1IUpnm9RSRGRNTu1myfU/84/q4eboebDbHDGY156hr/Odk+hYqC7qTqaOjo6NTl+hPCJ/w3skEbztL56J0niRJIiVlPSOGjifu0pGMGDqelJT1XtWq9FebvMHbJDiKuFMcsrrGNydTXcfRGzdCOd+8Ow/8n/gHKo+RIxOvN66MfuvyJ2ZzhteC/cQJR7ZVh5NZe/iS+MdxP9J+nlqtjn15nzXX3ZxMbwZmFCfTW8HbsEuY6Al8dHR0dC4sdCfTJ7x3MsHbTj8V6546VUBuLhw4kMGVV9qYeM8zHPtxO9NKzPQAdmXlMTd5Pus/31RnyUz8EZKlNfGPglI65OGHHyYwMBCDweDyJYqi28+qLxMdHU1eXp6qdQsLC4GGk11WwbfzTVsJE0mSWLv2e1a880lF6GHSxEQSEoZVOf8UkemdIAd9fMx/2GyFmM3pXq9fVyLTt3BZ13Mya8JXJ1NNdln1bXFcZ/52Mr0Rd/50Mv0YxXtBsm/fvoDXX3yxybpPPgnPLSkRI0NCpJGJiQWTnngir0uXLu6ShV+0DBgwoE2HDh0sH3300WlftjNq1KgWJ0+eNG7evNntHILHH3+8aUpKSvjRo0ePeLufgoICoXPnzh1SUlJODh482Lv03g2MsWPHRoeFhUkLFy70vX6cznmNLjJ9wJc5meC9kylJEnNmLKBo/X7GFMGuRV9z38a9nPxtN5tLyyoKi18C3FhiZtAPqaxbt/E8SnDiXcelSZMmCAKUlpopLfXPvbpXr56kpe1UvbzBIBIcHOzFntSeS9rPOV/CDNUl/nF0OCVJYvxdT7kd6Fi49Gk+/fQHVrzzCX8fz8RcAlInx3paO6veDkSUr+3DuhcWsmynpORPr+fVQqXIrO1wWV8S/7jLLlsTteVk+jYn01vBq8/JPN9Yt25d6ANJSa0esFqF32022gHHiovFJStXRgxes6bxeytWnBw5cmRxbe3fk9ASBKHzokWLMh944IGC2tr/xcCzzz4b2aNHD3NdCsyvvvoq5Oabb27dpk0ba3WBvHbt2tBZs2Y1O3ToUGDz5s3t48ePz5s1a1aelmWef/75nK5du3Z45JFH8i+77DJ9IOQiRheZPlE/TmZq6j7yN+3gZZORQjPEhAVz1y+7GFlmqRCYCiZgeomZNxamnDciUxAEBEH0qlMoyzBr1pP06ROH3W73+JIkz58riZmuv/56F+tKLpe/7LLLCAqqfhTUfGe1l6L3IrP2nEzHdteu/Z5jP27n5xLzOQMdAzduY8S1D2E9+DfTSsx0Bd4A1uwu4NqrH+Dr9Qs1uZp6uKx/KCn5y6uyJZIkkZq6j59/3sLWrXsxmaBdu3a10MJKfHEyHYMl3gg7W5V9a8XdeeqNe6i0RZ+TeXGwb9++gAeSklp9UVoqDHB6vyMwx2bjJptNuCkpqVWX7duP6o7m+UlJSYmwdOnSiMWLF2fW1T5PnDhhGDduXIvBgweXHD16tMro2S+//BJ0xx13xEycODF31apVp3755RdTcnJydGhoqDR58uSzapdp3769bdCgQSVvvvlmhO5mXtzoIrMeaNasGUaj0WsnMz09g76ShLF8ZNooCPSx2XA31n45cOLE+Xadi2idQ6U4iIIg0Lhx41poU+0himoFlu+Jf/yNUsJkxTufMM1JYCqYgEGlZWzc9RfbJBkjMBwIAaYB63cfZnjcWL7fsVJDZ17p3OqupLdYLKexWLT3bZRIitwfU2mdcYIYu4yxdyeaNImshVZW4sucTO+dTCuyDBkZxYwYOt5jCLhr/O9kNiSRqc/JrD1ef/HFJg9YrVUEpjMDgPutVuGNl15q8u7SpWfqsm3VsVgsPPbYY83WrFkTnpuba2zXrp3liSeeyBk3blyhsoyrMNbp06dHLl++PCIjIyMdYMOGDcHTpk2L2r9/fxBAmzZtLHPnzs265ZZbSpR1XnzxxYj33nsvIiMjI6Bly5a20aNHn3322Wdzq0cbTJs2remSJUsirFarcO211xYtWbLkdFhYmKy2vdUpLS0VJkyY0HzdunVhoihyyy23FEZERFR5qKppvzP//e9/Q81ms3jzzTdXuNHZ2dliVFRUp/fee+/UZ599Fvbjjz+GmEwmeebMmdnJyclnVR0QN9jtdm6//faW48aNyzebzUJ1kfnKK69E9ujRw/zmm29mA/Ts2dOyd+/eoNdeey1SEZBqlgEYMWJE4TPPPBOli8yLG30Y0ie86+Dm5eVx5kyW1+vHxrZmmyhiK38o22SJ7UYj7oYydwMxMVFe7au+8CYc0mRyyJvSUu8KytcXgiAiiiEql61rkak+XPbEiSx6uFlmG/CMJGMCPsAhMD8FpgL/BaJPnGHFim9Ut8ofTubF3Km120soKTno1bpKJMXU4nxuFuy8FmaidZ6V1NR9fm5lVXzNLuuNmDKbzWQcguO/n+T/0g7ydVYej6Yd5L3k+Uy4+2kV0QENR2T6c36os5Ppa8I5f4bxXkis++ST8PtqGFAZZ7Ox7pNPwuuoSW5JTk6OWr58ecSLL754ZseOHUdGjRpV8MADD7T88ssv1T3YcAweJSYmxsTFxZVu2bLl6JYtW44++eSTOaGhoRUn6OOPP970zTffjHzuueeyd+/effTVV189s2zZsohp06Y1dd7Wl19+GZaXlyd+//33x5cuXXry22+/bfTss89WjIJ5095JkyY1+/LLLxstXrw48+eff/47NDRUWrJkSYSW9lfnp59+Cu7WrZvZWSBv2bLFBPDmm29GJiUlFaSmph67/fbbC6ZOnRpdWFgoAMycOTMyNDT0Ek+vmTNnnjPqN3369KaCIPDMM8/kumrP1q1bg6+55poq4dfXX399cUZGRsCRI0eMapcBGDhwoDk7O9uwc+dObxMv6FwA6E7meUhcXBe+G9KbqWv/RzcbpBeWEjKwB2t/281kpzmZAGYchcXHP3hblW1YrTkUFqYBykO+8uXLQ9+XdSXJjNWaX94Z0r4dxck830Sm0djY7e8mSRKrVq1iyWuv8ffx48S0asqYibeqdFEc1FW4bExMFLuy8rjExRLHoUKApgJXAsqTxwRcKcOuXVpEj/ci82Lv08qyRHHxnxUOtFbS0zPocraAooICRINIx/YduCzjDI888AK20jKNTp96fAuXldAaGSFJErOnL6ZHCdyBzHbgQ+B51M11d4T9+09k1l4JE21IksShQ6fIzYVjx3J4YOws/v5pR70mnLsQyS0pEWsKQG8L5BYX1+oP/Pvvv4eEhoa6uq0DUFRUJCxevDhizpw5WXfffXcRwOzZs3O3b99umjt3buQ///lPly5edfLz88WzZ8+Kt9xyS1G3bt2sAMq/yn7efvvtyI8++ujErbfeWgLQuXNna1ZWVvbUqVObv/rqqxXpsVu1amVdtGhRFkCPHj0sn376aeHGjRtDgRxv2ltYWCgsW7Ys4qWXXjpzxx13FAEsXLgwa/PmzSEFBQWimva74ujRowEtW7asckPbvn17kNFoZPXq1SeV9e+9996zCxcubJKdnW0ICwuzTZo0KX/MmDFuXVeAqKioKjf4r7/+OnjZsmURO3bsOOruHpKVlWWs3p5WrVrZADIyMowdOnSwqVkGoF27djaAv/76K6Bnz54WT23VuXDRReZ5iCiKzJjzEA8X/s3KzamMH38DDzwwlon3PMOgH7czvcTM5TgczLkhJjpcHcfIkUOrbEOSLEhSw7ruHeF73ieEO1+dTEkyU1S0p+JvpWMqSTL3jX6UIz/8xrTiUkcH7swZ5iYf0dSB88XJlKQyLJYzVHZQhXMGJSTJ8XsnTUxkbvJ8bqwWMmsGbILALlnmEiAO+AyYhENomoGfBLihR2dVbRIEUXc/fKC0NB27vcjr9YODRdbm5zFQgNjWrTl0OIP/5RdxtyxzG7UnMnxP/KNN2KWm7kPcdYQVQCvABjwIbMERqljzXHf356h3czJrp4SJlrYoodJHP9/MmDxI+2gzB4st7LbZUSyg8zfhXMMiMiREOlZcLHb0sMzfQGRoaK3WKOvVq5f5ww8/PFX9/W7dunUA2LdvX6DVahWuvvrqKuJs8ODBpa+99prqGPpmzZpJo0ePPnvzzTe3HjhwYMmgQYNKR40aVXj55ZdbAf74448gs9ksjBkzJsb5/m+32ykrKxNOnTplaNmypR3g8ssvr1LHrFWrVrYff/wxxNv27t+/P9BisQiDBw+u0rno379/yXfffddITftdYTabxcaNG1cRbDt37gwaMGBAibNA3b9/f2BwcLDctm1bG0BUVJQUFRWl+rhnZmYa/vWvf7V89913M1u3bu3V6KIoijXeKJyXCQ4OlsAx79Sb/elcGOgi8zxFFEVatWpMZCR07twao9HIog+fY926jbyxMKVi7tD4B29j5MihF8VosuJkms3nVxZwu73UZfKVlJT1HNn4q8tEOlo6cL44mXZ7CcXFf6paNiFhGN999pPLgY62ndsy9+Df3Fhi5l/AKuBWHI7meuB0THOSkq5XtR9Zligo2Iaj01w780w9YbXmYLeXVhPb4EqAV3aGqr9X9f3q60HVCAN/iWqrNYeyMrcZ+WvEYinjv/9dyenoEF4sEflHbjH/yy8iTpaZhsNfri2R4VsJE+11MtPTM4iz2VHi4YxAX+AQDpFZ81x3T/fchuRkqm+LEir9akgg2YVwU6mFN212duL4TRS8STh3MYevu2JkYmLBkpUrI+Z4ON/fNxoZmZhYq9ldTSaT1LVr1xoTC1W/R8myXOU9URTl6sfYarVWWWnlypWnJ0+enPf111+Hbty4MWTevHnNXnrppdPJyclnlefX8uXLT3bp0uWcEXJn5y4gIKDKjgRBkCVJEqq957G91T8r/w4uP1fTflfLN2vWzJaXl1flgt69e7dpxIgRVVzKHTt2mC677LIy5dqfOXNm5Ouvv14lRLg6kyZNypk9e3YuQFpaWuDp06eNo0aNqkgBLkkSsixjNBo7v/vuu6fGjRtXGBUVZTt16lQVXaD83apVKzuAmmUAsrOzDQDR0dF1/5DWaTDoIrNe8e9DVRRFEhOvuWhHjs9XJ9MdnhLpaOnA+TaXTT2iKLod6LjllquqOO0LgDeBFwVo370j69cv1OTQ2O21lrW/Rszmv+tlv96I0+qi1m5XFbnmlgULFnD06DHad2/Nv+5P5vGHX+ZuJ4GpUBtZrX1N/KP1fhsb25oUo0i+1eHS2XDMLb63/POa5rp7HhjwZsCn/kuYKEnnDOXbku0yg6kU3s6oTTinRyW4ZtITT+QNXrOm8U02m8vkP78BiwMC5J+nTs1z8XGd0aVLF0tgYKC8cePGkN69e1eIv82bNwd37ty5wlFs1qyZPTMzs8rJu3PnznNSsffp08fSp08fy6xZs/Luuuuu6A8++CAiOTn57BVXXFEWFBQkHz58OCAhIcHrB4Da9lZfJyAgQP7pp5+Ce/XqVbHO1q1bz6lX5q79rrbbq1evssWLF9UG/JsAACAASURBVFfM6ywuLhbS09MD4+Pjq4yUp6WlBfXs2bPiPa3hsgMHDjSnpqYedf78rbfeivjuu+8affHFFxlKiGt8fHzp999/HwpUhB5/8803oTExMTYtywDs2LEjyGAwEB8f7/I31bk40EXmeYzJZKJp08gG9ZBu1KgR0dHN62Xf56uT6Q5PiXS0ZAwODg6mQ4f2BAUF+all7vE00OEsQNPTMzAa7Fx7XW/efvuFOnfaO3e+5Lxz912V4ahL82fTpp/4/PMvCAgw8tRTT9OpUydspWXchmvPzt9ZrYODg+nevRvh4drznNjtpUiStr5OXFwXyrq0Ycyuo9wBbAeigH64n+vujCxL5QMS57raNpvH/qFLbLb6zy4bG9uaNaLItVaHSBYMIj/bJR51sez5mHCuIdGlSxfreytWnLwpKanV/VarMM5moy2OENn3jUYWBwTI761YcbK+y5c0atRIvv/++/Nnz57dLCoqyhYXF1f20UcfhX333XeNPv/884qwiWHDhpVMmTIletmyZWHx8fHmVatWhW3ZsiU4PDxcAvjzzz8D3nnnncYjRowobt++vfX48ePG33//PbhHjx5mgPDwcHnSpEm5zz33XDNwJJuxWq1CWlpa0B9//BH01ltvZfuzvc6EhYXJd99999nnn3++WYsWLWxdu3a1LFq0KOLQoUOBzZo1s6tpvytuvvnm4qeeeioqPT3dGBsba0tNTQ2y2+3079+/yjq7d+823XrrrRVzHLSGy4aFhcl9+vSp4v5GRUXZAwMDq7w/efLkvKFDh7ZNTk5udu+99xb8+uuvpvfffz9izpw5Z7QsA/DDDz+E9O3bt7RJkya1Gs6t07DRReZ5TFlZGTk5uQ0qzKioqIjTp8/US5vO18Q/7vCUSEdLB85ms3HkyFGKiryfh+cPnAXomjUf884779K9e0ydiz1BEDh48C+MRv+VX6gJSZJYu/Z7VrzziRdlMOqfzMxMXn75ZQAmTpxIp06dAP+do2qQJIk9e/bSsmVLr35PrSVMRFHkoSduZ9qkt5idW8oEu8xIHFmR3c11r7o/O6Wl6Zr26QlJ8k1k5udvculyy7J6Z1hJOjfls++5zAY7Q4LYL8n0tFWNklAjwnVqZuTIkcVdtm8/+sZLLzUZ8Mkn4bnFxWJkaKg0MjGx4OepU/PqW2AqzJ8/P0sURfmJJ55orpQEee+99045J9GZMGHC2T179gROmTKludVqFRISEgoeeOCBvNWrVzcGCAsLkw4dOhQ4duzY8JycHEOTJk2ka665puitt96qGKmaN29eTkxMjO2dd96JmDVrVpTJZJJjY2MtSUlJmkp7qGlvdV5//fUss9ksjBs3riU4SnTcd999+Z999lmY2vZXp2fPnpYBAwaULlmyJLw8+VBQdHS0rU2bNhUX1NGjR43Z2dmGvn371vro+eDBg82rVq06MWvWrGYLFixoEhUVZZ85c2a2c2kSNctIksQnn3wS9swzz6gS/joXLkJDEij+IC4uTk5NTa2TfdntpRQUbNG83qhRt5GVlc2aNR8TFeW96zdnzmzWr9/AzJkzuOaa4V5vx5889tgUtm/fwSuvvEyfPnF1uu/ff/+N6dNnMGBAf+bMmVun+64NUlLW817yfDa7SKQzKMTE+NenqApFTElZw8KF75CYmMBDD/271tqrheXLP+SDD5aSlDSG++4bV6f7ttmsDB9+LUajgfXrN9T6/iRJYvxdT3Hsx+2VGTipFCreJMepS9Fqt9t49NFH2bv3TwYO/AcvvPACiivmr3NUDRs2bGDGjNnExl6GpTCAwrSDTC8t88vv6Y7//vdTXn/9TTp16kNWemHFbz22Hua6p6X9wdKlS2nTpg2PPfZ4ne23OpIk8eSTs/nqq42MGjWCI39mceynHS4Tzqk5FocO/cX99z9Ap04dWbz4fc3tadx4EKJYt+PlgiBsl2W5xgdcWlra6V69euXXRZt0zk/Wr18fPHbs2JaHDh060qhRowuiQ75s2bKwefPmNd2zZ89R7xOV6ZwvpKWlRfTq1Sva1Wf60de5YLjQ5mR6SqRTk4vijNLJ866ESe1QVuYIXayLEN76Zu3a7zn243afEzgpuBSttVg2YtmyZezd+ydRUc2YOnUqzmGX/jpHa0KSJNb+ZwNtjkP8yXR+LbUyTJa5ldpNNmSz2RAEuOKK9jz0fv0O0FgsFnbt2l1xn6svRFEkJqZJedK5Vkyf/kg9J5y7IPrlOhcpw4cPL502bVrOwYMHA5zniJ7PlJWVCUuWLDmlC0wd/QyoR84HF/l8CvO70MJlPSXS0dKB861OZu3QEERmXV1//krgpOBv0eqJHTu2s3LlSkRR4MknnyQ8vHGVz5Vz9JNPvueZuR9w8kQWItA0KoJh/xzslzaAI6upsPsIsw0gWG1MlGWeobKcCNROsiGr1RGN6Fwsvb5QEv94PyfTf4iiSHh4GAEBAX5IONdwcgro6NQHkyZN0hTu29AZP358rWY81jl/0EVmPeDvRD211Vn2xTGpDwF9oTmZ4J+MwXWVXVYLFotjwLY+RGZdJ8ryVwInBX+LVnfk5+cxe/ZsZBnuvvsuevTo6XbZ9Z//hCkrn/dsdsd94lgmc6e8xvdf/uwXZzU9PYN4WcYoQJldJoKq5UQU/J1sSMlkW1cj8p4G9bwpYVJbg4QWi4WCAu3Ji3R0dHR0Lh4alhWl06BwdkwScLglCcDmEjNHyh2T6tRnptsLLbusv2iI4bLKMboYwmVjYqLY5eYzb5Lj+Fu0ukKWJebOnUtubh69evVk7Nixbpf15j6hldjY1mwTRWwyGESBfBzlRDpVW87fyYbq0slUBvUWJ8/n0bSDfJuVx6NpB3kveT4T7n4aq1Wb4K1pe77cD5R1G1o0i46Ojo5Ow0F/Qui4pSbHZPnClPpollsuRCfTHzREJ1MJlw0MDKznltQ+SRMTmRtiovrQh5KBc6zGDJz+Fq2uSElJYevWbYSHhzFjxkxE0b17Vhf3ibi4Lhh7d2amHb4MEEkSBJrgKCei4O3vWR1JkkhJWc+IoeN55ZkUMg/Cjh1Ha32QpiaxvmmT46irdTJrU/wr9xJ/iszzYfqIjo6Ojo56dJFZj5w6dYrTpzPJzc2lqKiQsjJzRZr62kaSJLZu3cvq1f9j69a9LjtQimMi4Sj8/GH5vxL+D0vzB66cTDXf05/U9f7UoHQEG5LIVMJl6zuJSV2QkDCM9lf1YVCIibXAQWAtjuyr3iTH8bdorc6BA/t57733AJg2bRpRUZ5Fqz+dVWeBF3fpSEYMHU9KynoA/vVIAsfbwA+9miP3786G4CA+xfffs/r+nd2/TUVlLCiFtFU/++z+uduf8n2nP/QithIza3HcYxUUsf7TF45M5mqdzNoU//50MhtQmWcdHR0dHT+iz8msB6Kjo8nJyWHSpGSXnxsMIgEBAS5fgYGBFf8/fvw4AGvXruXXX39FFEUMBgMGg6Hi/6IonvO+IIj88MV2gg+dpp8ks9ggsuCyGG4YNYiAAGPF8mGNAknLgmVAFo45UEuBL4FeQERECNu2ba2ybaUWY0ZGBpGRkRWfOb+c21P9fV+SQAQEBGAwiFitNux2G4IgMmfGAvI37aCvJLFGFPluSG9mzHmoVsK8JElyub9pL0xkx44DpKdnEBvbmri4Lpr2L0kSqan7vF5fT/xTnbrt1forgZNCbWd0TU9Pp2XLlvTs2ZMBA/5R4/L+qpVZ0xzwR6fdTmgotG0bxoIFr9dKRlNn9y8QR2KhYuB1i40pG7f5NamSu9I284CvgeVUjgJfDmTnFNAsXL2TWZth1cq9pCEkIdLR0dHRaZjoItMnvOusZmdnY7dLREc3R5IkbDYbVqsVi8WC1WrFbpew28swm8tq3FZwsIkDBw5y4MBB1fsvLoY2x+EpAxgFGCLDzF/zePX4HkJDK5fLs8MTAgyV4V0cJ8u9wAQc79vLTjB16hPnbN9kCuKNN95U3R5nDAbXAtTdq7pgVZg6dSrZ2aWUbjzM02U2BAm6i/Dc8ZOMzzlETEwEgiAgiiKRkZHk5+dX/C0IQsX/AVXvCYLAsWPZHP34V54stYBdpodB4PmTp7nm9wOcOdMWSeqHwfA1l166nMTEHhgMYo37lGX4/KMfMfz5N/F2mSUGkfe7tyPxnmsr1q9pG+npjoLw2dnZ/PHHDqfBB+V3E6sNSqh/XxC869ArbvPFEC4LjmMxcuRQ2rZt6XGwQM2AgnNG1+dfXc7JzBxatWjKxCljSUz0Pevzhg0byMg4wSOPPKJq+aSJicxNns+NLmplzg0xMV6ls1pT1twf+l0KOJLx+CMhlisU9y8QmEXl4NpHQKfSMj5csMZv+3T7fYHBwGpgdPn7u4GmkY2AEtVOpr/Evyv0OZk6Ojo6OjWhi0wf8DbJjZJE4qWXXqJt23bVPpWx2+1YLFasVofodAhQx982m63i/8uXLyctbScjR95K9+7dkSQJu92OJEkV/6/+tyRJ/PbbfroX7KJ1mAkZx1yY4YWlbO95KT16tKlYzm63s+KDzUSdLiQXaAQUAVFAWdMQbri2K7IsV9m23W4nKiqKkydPVuzf3cu5jY6/5XKBLQFWr4+LwSCyffsfHDsIE8zQWWm7BL1tFt79ahftOleGaXXt2oU//9zn9f4AZJmK/V2i7M8OzSylfLc7HFPwZATBgCwP5LffniIjY3EVQe8OZUBgdvmAwEAZZv6QzZOHtqtaX8FkCmLnzl1MnjzF26/oFmVgwNk1r8lVP3HiBADz588nNDRU9SCC1s9dvRRkWebXX39x0V6Dm+9U+b7rz6qu5yzA3bnczq66mmWcObhjP30MBia0bMY2UeTgjv2QOMyPx1WdS6U4qwN/SCWhtAwjYAPWBgcRq8FZdRZ4vwF/4biW+uEI73x51QYIrN2wb8X924JDYC6kcnDtPiD9WKbf9uUpnHUasACHyFTEer/hvdi69TvVx8Vf4t8Visj0Z6I3fU6mjo6OzoWFLjJ9wrtRXGUkWklJXxUBg8FIcLCxYo6hO77++msAunTpwtVXqw+R69hxL2tSj9OsaWOMgoBNljkUeJb777+H+PhuVZYdMuR63r/veY6eLUSy2BADjfzVOIwlS2bRr9/lqvepBlmWzhGejper96oLVse/Tz31FAUFhVx11Qi+3f8V2diIxHGiBwLZQHO7gWHDRjBokOO7GgwGLBZLhWCWZbni5fy30rFy9d7vvx+g9M9NZGOvsr+/AYPcn0aNIgkLMyHLMoWF13LFFRJXXNGuxn3u3Pk3/fIO0zw0CJBBhqHFZfx6SXu6dGnhcp3qf+fk5PDXX4do3DicDh06eByM0PK+YzAAp4EBbTRr1pQjR476dM74giTJzJz5pKZ1wsPDNJVuUERnSYlAi3QrcwIEAgSBPsDMlce5cecPNG0ajCiK5OdbCd2Zy7wgkQBBZAAw/eOvGHt8J9HRYVXEcFZWMeYfDvNycAABgsDVwOPr/sdk8ynatWt2jthXE0qvvJeTkwPA9u3bOXv2bMVy1bdR+TLw8NTbeD4nl+//OEQfm43tRiNNe13CjOf/RWbmqXNc8EpnvHK7GSfO0J2qDqISnj8WyDydR0Sb2hWZivtXXL5/5QFpBHoAv4drGNmpAec571twiOoOwF7gB2An/D975x0fRZn/8ffMbnoCSSC0hBaKRgUCJAhS9AD9HWdBaQcIIopHUYGIKOU8K8VCs1BERAWUMwQLeiJdigqEELoCQiD0QAIJ2ZTdnfn9sZlks9ndbEuyJPN+vfJKMjvlmZlnZ57P8238F3hLI3L7fR3p2LEFe/ZUvvi3hifdZasyI7mKioqKSsWhiky3cM+SqaSkdxVl5tdZl6W4uBg29OjAc0UWk72iSGiPDsTFxZRZNz7+TjY+1J0lZus27dGB+Pg7rezZPQRBLBqUu94tFQGfvOUQbxUaSAXGYRow7gXqAzP0Rj7YephXXnneA602sWrxaGYYjGWO1ww4ze/cyO1P69bNkWUDvr4nePrp4WUEvTX27DnC1yfeo5HZhMDpazeYMGGcQ9sD/Pbbr0ybNp077riDmTNnuX6SVig9MSAVi/3SgtT2cstJAket3o5+Zu1zvV7Ptm2/ANClS+cylviyFvaS5YGBgQQGBjotwLOz4WEJBKOM8q3vaIBVF7LIz88CIDMTHi8EvVRix29ngFWH/+LChdLXPTMTHs+Fm2Ye9XcaYNXW3wgPd/+++vv78eWXXzm8frHFXQtaH3hM1jM95TCDBj3lsMVdd9OUwMfSgjgOWAsUFprivc+fP8+QIYPRarXFotfW3+Y/jqzf9K76vHn0FPMLDXxZdHwtUAD8KECb+BZs2rTRYRFf+ndpa3f9eqGkZmQVx7x3BN4ALmKyYF4DXgQ0gkDvR+5Fkq4Cjgs7URRZ9NlrjBo8lS27DhaL/6gubVi4/FW3XF1tucuaEhltYvHclcVu3GNeGMbAgb1V11oVFRWVGoYqMt3A1Xi0Ekum3q1i2YrIdHYmWBRFps18luTkY5w+fZ5BzSNtJpNxZl1v4sLFa8RiStm/G1PR9pGYXO9O4vnMuOfPZ1g9XjzwFAdZnT+FK1f6I4p76dFDa1XQW8OZCQFbKIPSirAAeWJioLKRJCPbtv2CKAoeF93mmAvw3buP8M3kBcSEhaAB9LLMhcwc3n7jadq0aYnRaCQl5Q++m7IYKScXSW9E0Go4WiuAyZOf4I47mpYStEeOnGbfh98RFRyARgC9JPNXjo6RIx8gOrq+g5Zo65/99ttvZGZm0aFDe2rXrm1VhFv+/ddfmXS/fI0QfxHTY0mmW76R74OCadjQ3+Y+zP/3izCyMB1ekUtbEDsCbwrgEy4higJGo8SlS5cr6J7BFX94Vg93ySYX2baYrKlHtVD/+C5mzNjlkWNl5ZSOeb+C6XmxCOgETAAGAY0NRl57YSaRMabv8TfffMPPP/9s1V3cUthmZuaj3XeJeaFafARfhgNT9h9h9OgEIiNDy93e1udpaWkA7N69mxs3bhQlXdOycE4S6Skn6GSUeQbYkaPjnefe5rvV/2PmvAn4+fmh1frg46MtTmAnSaqbrIqKikp15NYZGXol7lkyCwsL7WZTXPz563bFnDsxLKIo0qnTnQ5Zw5xZ11to1LAOB6/doBXQpehHwdMF26F0kg3L4z1MLgejzzAm4QrNm9/jlEj3hMj3xhImNQFzAd61ayy/3BfHBLPJgro943ngge6IoogkSbwxdQmHMrOZZzDSHdhhMHLIYMRnfQpDhz5a6p7ffXdnLp3M5N/F+9PQ+B/3Mn78KLcngMaPf57MzCxGjBhB27btHNpmz54jfD3xPVqYWdzPX7vB22+/6PBzQ5IkBjw8kf/+fpiHZZlQ4DrwX0GgRXwM734wgX/9azShobVZuHBhsVA2GAxmf5dYxUsvt/63+Y+yXK83kJJyitTtx7iQcYNvBWjZphEj729TKgbdmlC3tITb+6xuXQP7M69T96aRTCALqINJVKcBvYB7gRQgvxAMBiOiKFBYqKew8IZD1zQzEx7Ph3wDxSVv2hhgVfJhivKBuUxAgD8//bSen35aD0BWFmjSSyeKGw2MMUps2X6ARx99irAw946poqKionLroIpMN1CyeToj9iRJ4tq1fDIzYfnyn0jbmszOvAKr2RTLS5fvqrtsTaDfkw8x6z8fV0jSC2vYS7LxdqA/z05+wuWslO6KfPPEMipVQ3mTBUlJmzn7SwqHDEYOYLKETwDaGYz02LavzLOgIj0MXMkc6gmLuyiKfP3dXEYNnsoTZu6dIV3b8snqWeTmmtxlZVmmYcNGzp2UiyQkTCQ19QDvvfcisbHtPb7/3bsP8cnTb3LsYgaiDHlAMvAUJpfpX4DGwF13tuLBwR1Yvfq/DB06hAEDBlgRrsr/JQL3wIGT7Hj7S5rVDkSLgF6SSMvOZfxzfWndOsphN3HLz7ds2cL58xe4554u1K1bF71eT9LyXfyfnENbSlui7wYCZfj2hg8N76hTnMyuJKu6yTlcfY+pqKioVC9Ukek2AuCYyFSyR8q7zvK4Dnb/dxst9AYsizgoxbIXLEx0SGSqiRNKUK7Fww935bct+yqslqAlFV270B28sU6mN1DZ2SztTRYomUYDKWsJt/UsqCgPgxKR6XhSF0+JXq1Wy6dfv128n55m+1FcsvV6PYmJG10KMXAWvd4kgBTvE0+jxLx/8MN2Wl28yl4ZLgEtgRmYsnnv8fdl7LODyMoymR6Dg4MJC3Ms8LZ169s4sT+NKWbiv9H/dWPkyMFuXas///yT8+cv0LdvXzp1uhuAr5f1ozuwiZJYVgOm2PRewI++wVbjfE+d+ounnx5VrqeFrdCSp57qgqpPVVRUVLyPckWmIAiNgS+ABpgS4X0sy/KCos+eB57D9C75UZbllwRB8AE+AToU7f8LWZZnCYIQCCQCLQAjsE6W5SlF+3kSeBc4X3TYD2VZ/qTosxGAkgLyLVmWP3f7rD2KiOmylE9y8jGub0/hnQAtuYXQJ8/IMkwxfF0s1nWkWLaa8t02Si3BiijY7g3Hc65tFReTeSvijZMySqZRazjyLPAkJZlDneuznhK9tvaj0YjcvAlpJ/KYN/493igoJBbnQgycRRGZWm3FiExFnO997D5emfIB2cdOc19RwrLGmARmi16d6NevJ0uWmGohO5PRtaIs3sqzxHw/kZERCBlZRFA6+VkEprekrRAFWZbJzYWzZ2+yZ88Rm/VjbYWWbPvpCCuT1qqWUBUVFRUvwxFLpgGYJMtyiiAIIcA+QRA2YkrU2RdoK8tygSAI9YrWHwj4ybLcpkhYHhUE4StMeQ3ek2V5qyAIvsBmQRD6yLL8U9F2/5Vl+TnzAwuCEA68CsRhMhfuEwThe1mWs9w8b49hcpd1bN1Tp84RL0n4FA36A3x9aJtfyEnKikxH4gZddZd1J9nQrURFFWz3luM5imrJ9H7MY3otqYgYYntYExBVjSRJvPfaUiLPwEADZFBIKqZEW86EGDhLiSWz4px+RFHk7rvbsH7zYtau3cIKs0mqsWaTVErJK2fLhlSExduaS/WwsQN4O2Eu23X5xS7fI4F2QA8bIQqSJLFkzmoap0M3n+t8PfE9q7Vhk5I2c2bbPnaYhSMo9737xk2sXr2aoUOHeuz8VFRUVFTcp9xRhCzLF2VZTin6Owc4BkQCY4HZsiwXFH12RdkECBIEQQsEAIVAtizLOlmWtxatW4gpn0FUOYf/P2CjLMuZRcJyI/B3J8+xgnHcKhIdHcVeUUSxJwWFB/OjINDYYj0lbnB4OXGDrrjLKjPCSxPmMiH1OOszspiQepyPE+YyZsSr1UaIqFbeEhSLlGrJLCmxcOk4pB2Gvj1Hk5i4scr7/bCxA5gV6F+cnEXB0WeBJ3ElJrOiSU4+xo0dqbxhhARMiWUyMHmBQEmIwYqFiR49riLsKspd1hxlkuq7LUtI/nMt321ZwoABJaU/lLYo2cmrEmt1Mvv370Wz+zrSI9CfC5hiMS9gEpi2QgaSk4+Rv+cYMzQw0F/Lh3Vqc317CsnJx0qtp7iT+1ts7w9Myc3lk7lzPXp+KioqKiru49QoQhCEZkB7TO/21kB3QRB2C4LwiyAI8UWrrQFyMZX7OovJeplpsZ9Q4GFgs9ni/oIgHBQEYU2Riy6YxGy62TrnipZ5Ec4lxwjt0YGX8w2sNcBrgkBmkwZMCvAjCTiOqU5cNwfj+FwRmeYzwooVoD+wU5fP6SJLwK2MN7pCVjVqdlkT5hMs4/NgqgH+nnqcJRPnVPkEizJA7xbo79KzwJO4EpNZ0SheICIQjMkFJx6TtUyhItyKKzom0xmU76+zlsyKwNpEhBIyMHr+JBbEtqZPRBgLYlszev4km27Myn3VFj22tYJAvCRx6tQ5EhM30rfnaOJu68eRw3/ZdSc/e+6ch89QRUVFRcVdHJ4SFQQhGNO4Z6Isy9lFlsowoDOm9/3XgiBEYyrxZQQaFX2+QxCETbIsnyrajxb4CnhfWQasA74qcrsdA3wO9MS6mbCMiUoQhH8B/wJo0qSJo6fkEZwRNUp8zGT9ZVZt2sWIEb34aPwzfPvtNpfi+FwRmfZmhB1JNqTiHIpr8qJFGzh//jKRkfUZO/aBSnVNVt1lTSQlbSZtazK98gpIoyRmrHdeAZu27PW4q6UzeFNMr6sxmRVJdHQUX4siMZiS4fhiuncjzdapCLfikpjMqrceKiLTm9pi2S+dDRmIjo5ipSjSwQhCvpGsGzfZIwqcXvEjNw+cKI6/HAQcBJvu5E2iynOKUlFRUVGpbBx6WxUl80kCVsmyvLZo8TlgrWxSOnsEQZCAusBQYL0sy3rgiiAIuzDFVCqC8mPghCzL85X9y7J8zexwS4G3zY5xn9lnUcA2y/bJsvxx0X6Ji4urZD9J55NjNG9en/BwaNasHlqt1uU4PldEpjclGKksqioGVZIknnhiNtu2XUOnmwa0JSPjIAkJM/j++718/vmUShEPqiXTxMpFa+hXJDAXYnr4jcSUpKR/XgErqniCxVtier0xJlMpkfLqqTQ6F8JVTEkB7i76vKJKE5W4y1rmAK98vMld1lNW1Q4dbuNVjYbXC+C+Aj2//nmG9Hph+KRdZFd+YfFk6IvAbOBBKFMianZQEAkvvOBWO1RUVFRUPE+5owjBpGCWAcdkWTYPfPgWk7URQRBaY5pcvorJRbanYCIIk6Xzj6L13gJqAxMtjtHQ7N9HMMV9AvwMPCAIQpggCGHAA0XLvAjn3TOVQYIyaHAVV0RmZGQEB218dgiIimyARhOIRhOAKPojin5FP76Iog+CoEUQNAiCWPTjPe6pkiRx44aezEzYv/84kiRVaQxqUtLmIoG5C8yck3W6X9m69WqluSarlkwT589nFLtZmtfxU/6vjhMsruCNMZmKF8j1mEAW+8NOXx9iAmmqfAAAIABJREFUMbnLVqRbcWFhIVCxiX8sMcUNl7iKKnHDilXVW91lXSEl5U9aGowM9AUhSMvk25oScSWL/mYCE2AIpqdnFyjjTt7q/l4MHjzYrXaoqKioqHgeR96cXYHhwCFBEFKLlk0DPgU+FQThMKbkPiNkWZYFQfgIWA4cxqTAlsuyfFAQhChgOibBmVIkTpRSJeMFQXgEUybbTOBJAFmWMwVBeBOTZxTAG5bxnVWNIDj/klVEpjJocBVXROawsQOYlTCXBy1cZotnhCf/m1q1OrnYFtNPSdIdy2WO/y9J+eh0Jxw+vlKDNPRYLr0N8OP0JezenEKr9rfZzEpomY1Sq62NKAZQ4pFtbhSXzc4Ti8/Lri/LMosWbS6yYJZ1TtbpprNw4Tv885+P2txH2WPKyLIRWXZuckItYWIiMjICQ0ZWsZuleR2/ZlRuBldvxhtjMsEkaOrU8UdurWPEiLF8sGJ9hbsVl1gPKycm01apjpkT55AV5otBAydOXODee6UqnQTwVB85deocd8sS7bXg76/h9trBxBmNWF5tEVgJzAPGaDXUCqtVfN9Hjvy3V02IqKioqKiYKFdkyrK8E9vmumFW1r+JqYyJ5fJztvYjy/JUYKqNzz7FJGi9FOcteUoSiaqwZPbv34sN3/1C920pTNHl0QaTBXN2UBCt77/f5RlhUxuEor9d2kUpjEadU+srNUhn+QjIwG1hISRsT2Hx1r284mAMqq9vQ/z8Grjf+CIuXLgKdpyTL168Rq1acU7ts6DgIjrdn05to8TWuWrJDA5ugyD4UXZSACvLSi8vPXmAlWW2/re179L/y3IhBkOOQ+cxbOwAlkycQ++8glJ1/MKApAA/xlRiBldvxhtjMhW0Wi2CAH36dGHkyMcq+Ggyer3iLls5lkxrpTpaAHvyCtibV0CcFlIXrmPmqawyZT4qE0/1kejoKFZqNChBLgZZZp9WS09jYZl1RUyTQTF3teC7LUtKlqsCU0VFRcUrqfrgjlucW82SqSQYWbfuIB99uJKz587RJCqKhBdeYPDgwbfsC7skS6GAnpIshesuXauyGNTGjZtw5YrtdBVRUa4kqXJewSvuda5aMkXR5D7tjej1Wdy8ecChdZUJlk1bk+mfV0AWpkFrUoAf0T3jHXa1DAqKQaOphS0BDNgR0lTadrJswGC47tA5meONMZkKyrPTaHRvgs4RSupSii49513BWmK23UAWJkveaQla1Q5ialGZD0/WvnQGT/WRuLgY1sTHMP2b83TLN3L+2g0Cu7Yl6bdDvJBXUMbbpiLiblVUVFRUKgZVZLrNrWXJBNPA4J//fIQnn5xY/sq3CEr2ybiia2KQZfaKIo0a1OFgjq5KitwnJDzN6NGzyc0tm64iKGg2L7yQ4PQ+XYmBdT/xT/WoOWqewfWVCTMo0EObu1ozxklXS0Hw9VrRbY7RmEt29t7yV7TAnXi7wMDb8PGpi20BDCZ3+EKHJwfMUSZM3H12OkKJFbPyypdYS8x2ApPVPRSQZPARReIlPadPn68ykempmExRFBk7eQhTrp3gN9mXF1+cQIcOtzH2ydfotm0fU3X5xd42s6qgnI+KioqKiuuoItNtXLMs+fn5uh0j56rINOE9CXs8gZJ9ctqqdDoa4EJWDnV7xjOm/W3MmjTPagxqRc+KDxkyhMTEH9m0qTu5uVOgaLgUFDSb++9v7aJrsuuWTNcT/1QPkQklGVw/+mgGQCm3u+pG6fhhx3En3k4QNIhi+aJMEJzP1ipJEhcv5nPpOPTtNZ6mTRpWaJZog8G9GpkhIR3QaIKsWpmzs3+3uk1kZAQHM7JKTYq1wpTk4EFAFIriiEWRQc0dLxmt1dZGq62NpfCXZQOFhZedPjdPxu2KosiVK2do2rRJsWj2lnI+KioqKiquo4pMt3HNslRQUOi2yFRe9N6U4bUysFWSZMpbY/lHymZWXb7Bu2/9i9697wFg07rtVTIrLooia9euZPXq1cyd+xHnzp0lKqoJL7yQ4IZrcuVbMl0VKypVjXsi07V4O0f7p3P9WJIk/jX8FTJTMhgoQfe8HITMHN5OmMvG77ez+PPXPS4+lHAGV0WmKQu3pkyMuizbnuyxlpjtbkyp3IcBcSKcv6GjwQNdiIuLcbgtPj7h+Ps3LbPcaMxzS2RWVNyut5TzUVFRUVFxHVVkuokrAk/ZxlOD9+opMq2fk63si7MS5rLhu1+wHFhXdZF7URQZOnQoQ4cOrdDj2G+Dasm0jUx1s+qX4Np9c68GomPX0tlnVmLiJlI37uZvkimV1iYgAtiuy6eHRZZoRymvfq4iMl2vS2nr2WL7vihxw5aTYpsC/LgcJHAyIJ9/T32c/v37OPns8mwf9+a4XRUVFRUV70AVmVWA8mJ2t25hTXSXtZZ9sRXQR5fPXRt+p6lGojfwv39/zJ4t+4szMFafWXHVXbY0t2Y/9mbcERCOP4uc2/fiuSuJNxhZjOmlNRIYBxygbJZoR7A3WaVYRpW4T9djMktfC0mS+Oqrr1g2by5nzp4uI2rB9qTYmHEDWb/+K/766xSxsa1cuDe27ou7LtWeE5mqx4SKiopK9UIVmW7juvuiuyKzJrrLWsu+CKbBZieDkXESBATAbWHBJFRxBsaKwJV7rbi01fTEPzWPqhAQFWPJPH/pGs9Q8sLSYkqGcxKTO6mzWaJtTVaZ189t3745ublw8WIBe/YcIS4uxqlrYp6RVpIkhvXrx8lNm3g5N9eqqDUXmpaTYpIksXLlMjIz4ejRNFq0aOkhS2bFxu2WZy2GmvX+UlFRUalJqL4uVYDyclXdZZ3HWvZFMGVg7AYIRZdUKWFy+vT5SmxdZVD5JUxUbk2qIvGPMzj63JIkCY1RYjtwDbhU9HsP0BLXskTbmqxS6ud+8dHXLHr3Sxqnw8Mnsvl64nvMnPaRkxODJef31VdfcXLTJrbn5tIfk6DtD+zU5XO6SNTaQpIkZk77CP+Uqzx+Bba89YXTbbF1rV3tI464VCvW4qUJc5mQepz1GVlMSD3OxwlzGTPi1eL2S5JEbi6kp+eyZ88RtydfVVRUVFS8A1Vkuo3rMZlVmfjnVhWmkZERHLSyvBWwE5CLTkspYdLciQyMtwbuJP5xbfCmurHdqrhy32QkybRdxSb+AUdfP0lJm/Ev1LMTeAL4ouj3SUz5mt/09WG4k1mibU1WUbTPU2cuUbD3GDM0MCjQhw/r1OZ6kWeEo5hbMpfNm8fLubk2Re2KhYk295OcfIzr21OY6SPQTwsfhIU43RZPu5U7kvjH3FpsS1hLksSid78yifmTrop5lapi0KBBDbp16xZV2dveylied5cuXRoPHTq0flW2yduZPHlynWbNmjU3X+ZI/7G2XVWSnZ0tNGjQIHrHjh2WrwKvZPjw4fXHjRvnVp0/VWRWAZ6yZLoXk3lrMmzsAGYF+pNvsbwdsEer4VUfgbUGeD4rh9AeHZzKwHhr4MqEQsnX3F5mS9tUX5GpCujSlExcgWvCxJltHFt35aI1PGMw0gZ4FAgCEoB6QAfgmr+v01mibU1WgckyGlwriDijEa1ger665hlR8r07m55uV9Tac/c9deoc8ZKEYjPUiqJbbSmNe5ZMey675VmLVyxMJDn5GPl7jjJDAwP8NC6J+erOsWPHfJ58cnS94OCIlqKoaR0cHNHyySdH1zt27FiFF3AtbyC/ePHiK99+++0F5f9u3bpFDRo0qIH5OtaWebJ9giC0tvz59NNPQyrieI62yZlrpuIaFXUdK7K/vv766+Ft27bN7969u+UQ1mNs2LAh4IEHHmgUGRkZLQhC66lTp4bbW//HH38M1Gg0ra2J8TfffPPaZ599FvrHH3+4/KxRRabbVF1MZnELhJpzG/v370Wz+zrSLdCfJOA4kAR0EgXq3xnNzTYhrKoHfd78V3HSn+qEqxMKisXBtT5X/YRYzZiXcf6+uZvQxZn+6ei6589n4AP0Ax4B7gGCMVnG4gAfXx+n22trskqpn/vYkP9jjyBgkEEUBJc8I8zPr0njxnZFrT133+joKPaKIvqie2MEt9pSmoqL2y3PWnz+fEaxgA4JCsDPz89FMV/9nk8Ka9euDerYsXuzVavqhObm/i7KcgG5ub+Lq1bVCe3YsXuztWvXBlVl+8LDw6W6detWqdm5U6dOeenp6X+Z/wwePPimrfXz8ytsfO8Qnrhm7pxDVZ+/p/CGvucMOp1OWL58eejo0aNvVORxcnJyxJiYmMK33norIyIiwq675Pnz5zWjRo1q0L17d521z5s1a2bo1q2b7v333w91tT3VawReBbjjquq5xD+ubH1rjrJFUWTRZ68htmrCc4JAL2AO0FuSKfjzDOdOlnxXJEkiMXEjfXuOJu62fvTtOZrExI010hXLvbjM6juIq964LjJdK1/iLI49gyIjIzAAyUAdoD0mcXkFuAuIiqrn9JFtTVZ1K6qfO2nSMIR20Uw3wtf5Bp67dsMpzwjLib+nExKYHRRkU9Tac/eNi4shtEcHpupl1hpg/HVXvDQqP/FPedbiyMiIYgGdk5tHQUFBNQ5zcJ5jx475DBv2r0Z5eesEg2Em0AJTyqsWGAwzyctbJwwb9q9GlWHRtIW51W7QoEENdu3aFZiYmFhLsShGRUVFWy5bv359gK39vf3226EtWrRo5ufn16pZs2bNp02bFq6UErKFj4+PHBUVZTT/CQwMLO7YXbp0aTxkyJD6kyZNqlOvXr0WjRo1auHosVxpT3lYs3RKkiSMHz++bnh4eIvg4OCWQ4cOrZ+bm1v8pbV1Dt9//31gly5dGoeGhrYMCQlp2blz58bbt28v5TxgbduPPvqoVq1atVrevHmz1IPhpZdeqtO4cePm9sZI7777bmirVq2a+fr6tqpTp06LBx98sJHyWXntUVyDp0yZUiciIqJFaGhoy0GDBjXIyckpbkdeXp4wYsSI+iEhIS1r167dcsSIEfULCwvLPMAsr6Mj25XXPmt9WOmv5fWFTZs2BcTFxTUJDg5uFRwc3ComJqbpt99+G6h8/u233wbl5+eLjzzySK6y7OrVq6IgCK2XLl0a8tBDDzUKDg5uWbdu3Rbz5s2rbfMGlEP//v1zFyxYcHXkyJE5vr6+Nh/wRqORf/7znw1HjRp1PT4+Ps/Wen379s1JTEys5Wp7VJFZBSgDONVd1jW++WYr8omznJZl0oFfgblA7/xCGl43cNd5+PzFD+gdN5yPJ86xm3Ti1sNVS6YiMp0/b9Wl9NbElfum9A/XPQA8H5M5bOwAkgL8CMNUtmRp0e8wICnAz+l4TCgpFTJ6/iQWxLamT0QYC2JbM3r+JBZ//jparZaBIx8gvTHsiGvMoPkvOukZUfo6DBkyhFa9e9M9KMiqqLXn7iuKItNmPsuVFr6sqgePvj3eBS8Nzyb+cSQmszxr8fBxA4mLi8G/0x1MN8KaAqPTYr468/bb88P0+n8J0MXGGl3Q658R3nlnQVilNswGixcvvtKpU6e8hx9+OEexKB48eDDNctl9991ndUA7efLkOu+//374G2+8cfXQoUNpc+bMufLZZ5+FTpkypY67bVu3bl2tjIwM7YYNG9I3bNiQ7sixKrI9lvzwww/B165d02zdujX9008/vfjzzz8HT5gwoZR7g+U5gMlqNWbMmKydO3ee+eWXX85GR0cXPvLII1GXL18W7W375JNP5giCwIoVK4rdio1GI19++WXt4cOH37D1bHnxxRfrvPbaaxHPPPPM9ZSUlLQffvjhXNu2bYu/4o6054cffgjJysoSN2/enL58+fIL69evD3799deLXTonTpxY94cffgheunTppR07dpwNCgqSli1bVq4lzZHtymuftT5833335ZXXFwwGAwMGDIiMi4vL2717d9ru3bvT/v3vf18LCgoqfsD+8ssvAXfeeWe+eUms3bt3+wO8//774cOGDctOTk4+889//jP7pZdeqq8I7+nTp4cHBQW1svczffp0uy6x1pg6dWodQRB47bXXMu2t17Vr1/yrV69qDhw44OvsMUAtYeIBqs6SWbK/mjVXYC3W5zdgO6bYzFgJ9l/JIk1vYB6gDN8sSxTcmnUzXROZJcl/VEumim0kyfUamSY87y7bv38vNnz3C5u2JtM/r4AsoBkmgRndM97peEyF8urnSpJEUBDcdVek02WQLJ/Joiiycu1aVq9ezYdz3uVs+hkiIyMYPW4g/fr1LPd6i6JIYKCMKEKnTnd6sE6mazgyGaHct27b9jFVl08bTBbMWWbCWhRFxk4eyqC9G1kXXIvZs190ulRMdWXNmrW1DIbf7a5jMIxizZoutZYvX3ylkpplk/DwcMnHx0f29/eXo6Kiil801pZZcvPmTeHDDz8M//LLL88/9thjOoDWrVvrMzIyrr700kv15syZc83Wtr///ntgUFBQK+X/unXrGs6cOXPafJ2IiAjD8uXLL2s0GoeO5U57XCE0NFT6/PPPL2u1Wtq1a1d44cKFqy+99FK9efPmZYSEhMiW56Dw+OOPl3ILXrFixeXw8PCQ77//PuiZZ57JsXb+CgMHDsz+9NNPa48dOzYbYN26dYGXL1/Wjh071qo7Z05OjvDhhx+GT5069epLL710XVnepUuXAmfa06hRI/2SJUsyANq2bVv4zTff5GzZsiUIuJaTkyN89tlnoe+8884VxeV54cKFGTt37gzMzs62+VBwdLvy2metDzvSF65fvy7euHFDfPTRR2/eeeedegDlt0JaWppPw4YNDebL9u3b56fValm9evUFZf2RI0feWLhwYdjVq1c1ISEhhokTJ15//PHHc7BDeW6xlvzvf/8L+Oyzz0JTUlLSyvNaatq0qQHgxIkTPu3atSt05jigikyXUQprL50zi/RzF6zW/7KF5+tkurL1rWv9tBbr8zMQBSwG8oAnDEaeBrZRIjKhJOmEs8XbvQf3RKYiIlRMyLJcjeMzKz8msyIS/yhWx7VrtzDn1Y+4nHGdxpH1eH76Mw4JNFdRXKHMZ54dp+y5iaLI0KFDGTToQXJy9ju9R4PBND7Rap13ZbY9Eel8HzFPHmZvgtP8vi1YmFhcJ9NSWIuiSFAQREUFVquaxu6i02WK0LSctZqQm5t5yyvy/fv3++Xn5wuPP/54pPnkk9FopKCgQLh48aKmYcOGVl9esbGx+V988cVF5X8fH58ynbpdu3b5ymDakWOdPHnSx9X2uEL79u3ztNqS4XiPHj3y9Hq98Mcff/jGx8cXWJ6DwvHjx32mTZtWJzk5OeDq1asaWZaFvLw8IS0trdRDy9q248aNu96xY8dmqampvrGxsYVLly4N7dmz583GjRtbPa/9+/f7FRQUCP/4xz+sxu852p42bdoUmG/TqFEjw7Zt2wIB/vjjD9/CwkKhe/fupazdnTt31m3YsCHY1nEd3c7R62V53o70haFDh9545JFHorp27arr1q1b3qBBg3LatGlTLDTz8/PF2rVrlxKZBw4c8OvSpYvOXJD+8ccfvgEBAXKTJk0MABEREVJERITHXO8uXbqkeeqppxouXrz4kr2JH4WAgAAJTDGlrhxPFZku4ExhbVvk5sLRo5dcKvKtoLg61bRZ38jICA5mZNHKYrkiPAUAWaYdpiQZlpSXzdGbcT3xj+kFoyb+MSEIQg1wA/b2mEzHn1uK1fHy5T9YsyaJceP6V/gkkXsi0/a5udbvZAwG09PMfDDqOO7HZEqSRFLSZlYuTOTMEfDzhcTEjXYnVsuzFkNNScLlPIGB4VJu7hnRFItpi7MEBYXfqrEfxSjPnRUrVlyIiYkpYy2xZ6nx9/eX7rjjDruBkoGBgcXXyJFjHT9+3MfV9ngCa88I83NQeOihhyLDw8ON8+fPv9ysWTODr6+vfO+99zaxjEW0tm2HDh0K4+Pj8xYvXlz7P//5T+bGjRuDv/rqq3IzbgmCYPOh4Uh7LCcBBEGQJUkSzM/b2TGto9s5er3McbRvrlq16vILL7yQ9b///S9oy5YtgbNnz677zjvvXE5ISLgBJgt7VlZWqRfroUOH/Pv27VvKSpmSkuJ/++23Fyjv4OnTp4fPnz/frov2xIkTr82YMcOu26tCamqq7+XLl7WDBg0qDnyXJAlZltFqta0XL158cdSoUcVtunr1qgagfv36LvV5VWS6gHlhbcVl01FXTEmS+O+y9TROhx5Xz/H1xPfY0KODS5lQSx5ENestPWzsAGYlzOVBM5fZ/wPeBg4C4QJkySYX2lesbO9K8XbvQXWXVXGUyo/JrIjssuYoAkux6lUkish0RdTZD2FwXfwLgqvhEe6JTEmSGP3EfzizbR8v6fKRgR0GmDv+PTZ89wtLvnijxk12VjQDBvTLXrVqWagp6Y91tNpPGDCgX3YlNssuvr6+suVEprVllrRv377Az89P/uuvv3z69++fa3dlN3HkWJXZHoDU1FR/g8FQ/KzZuXNngI+Pj3z77bfbdE+8fPmyeOLECd+kpKTzjz76qA7g9OnT2mvXrjk8Qzhq1KgbU6ZMiQgLCzPWrVvX8Oijj9o819jY2AI/Pz/5xx9/DIqLiyvTLk+0JyYmptDHx0f+5ZdfAmJjY4uPsWfPHpvJohzdztH2WfZXZ/pCx44dCzt27Fj4yiuvZD3xxBP1P/3001BFZMbGxhYsXbq0OEY0NzdXOHXqlG+nTp1Kha2npqb6tWvXrniZp91lu3btmp+cnJxmvuyDDz4I3bBhQ/C6devONW/evNTLNSUlxU+j0dCpU6dSFmhHUUWmC5RXWNueK2Zy8jHkg6eYoYHwQB+a1KnNc0V1wZx1FSpJ/OPCSdzCwvSxx/7GJwsTaX7wJFpZpjGmbJOHNSKTZInOIhwNCeF4di7tLRLdKEknRruQLMQ7qHxLZvW3+KkoVGZMpjPrKla0Lz7ayMVLsHD2WrTaCIfCE1xFEbKecpctwfnvoHtWTPeTwyUlbebMtn38ostnBpABxAN5BYVs2fA7a9ZsZtCg+906hkppXn55YtbXX3evbTA8bCP5z2/4+CyVX3ppR1ZFtiM3N1fcvXu3n/mygIAAuW3btmWERtOmTfU7d+4MPHbsmE9YWJgUHh5utLbM17d0DpFatWrJEydOzHzjjTfqAvTp0ydXr9cLqampfvv37/f74IMPrnrqfBw5lrvtceaaAWRlZWmeeuqp+pMmTco6ceKEz1tvvVV32LBhN5R4TGvUrVtXCg8PNy5durR269atCzMyMjQvv/xyhL+/v8Mv7GHDhuVMmTIlYs6cOXUmTpyYac+DpVatWvK4ceOy3nnnnbqBgYFynz59cnU6nfj9998HvfXWW5meaE9ISIg8YsSIG2+++WbdBg0aGO64447CJUuWhJ48edK3bt26NoWUI9s52j5r/bW8vnD06FGfRYsW1e7bt29us2bN9Onp6drff/89wDwp0iOPPJL7n//8J+LUqVPa6OhoQ3Jysp/RaKRz586lROahQ4f8H3vsseLYUWfdZbOzs4Vjx475Auj1euHy5cva3bt3+4WEhEh33HGHPiQkRO7YsWOpfhgREWH09fUtsxxg69atgfHx8XlhYWEueUyoItMF3C2s3UmS0QqALJeqC+aqyKxJM8iSJDH2ydeQT6TzoSybXJWBV4vqZF7VX2LZ5Zs8//wgfHcfpcf2/TaTTpSl+ooptYRJzcOVyQFvjMk0t6K9rljR0q9VuBXNHXdZe9ZG17L+KvGYrr6y3csuqyRbO4BJYC7ENHgYCQwzGFk0Z4XbIlOdzCpNTEyMfuXKjy8MG/ZwI73+GcFgGAU0Ac6i1X6Cj89SeeXKjy/ExMS4V1OjHFJTU/07d+5cKjg0Ojq68K+//kqzXPfll1/OOnr0qF9cXFwznU4n/PTTT+nWlv39738vk2F29uzZ1yIjIw2LFi0KfeWVVyL8/f3l6OjowmHDhnm8rqAjx3KnPc5cM4CHHnroZkhIiHTfffc10ev1wkMPPZTz/vvv243p0Wg0fPnllxcmTpxYr2PHjs0iIyMNr7/+esYrr7zisJtWYGCgPHDgwOxPPvkkzFbCH3Pee++9q3Xr1jUsWrQobPr06fVq1apl7Ny5c56n2gMwf/78jPz8fGHUqFENwVRC4+mnn77+3XffhbiznaPts9Zfy+sLISEh0smTJ32HDx9e69q1a5qwsDCpd+/eNz/44IPie9iuXbvCLl265C1btqzWjBkzMvft2+dXv359g3kMbFpamvbq1aua+Ph4l4uZ/vrrr/59+vRprPy/fPny0OXLl4d27tw577fffkt3Zl+SJLFmzZqQ1157zeVJHqG6Pdjj4uLk5OTkCj1Gz7g4nt23j/5WPksCFsS25rstS6xuu2fPET4f/SbPZ1wmvHYITaKjee7aDQbNf9FpkTly5JOkpZ3h008/pXnz5k5tGxDQEn//qPJXrCKMxjyys3eXWZ6YuJGlCXPZYZFdVgfcpdXQTCNzNxIXGkdR52/x3NYxhlWL1xQnnRhuJ5tjYOBt+Pk1rLiT8gBGYz7Z2fYzDlrj8ceHcuHCRVauXElkpHM16AIDW+Pn16j8FasAvf46N2+mOr1dr149kSSZTZs2OR1/GBzcFh8fpzOGVzoFBRfR6f50aptLly4yZMhQGjSoz1dfrXb6mLVqdUajsfTxsM7NmwfQ68s3wijfeUsr2m5gi1bDyx++XCFWtC+++Jzlyz9j+PBhPPXU005tq9XWIiSkg9XPCgszyM094tT+cnKyeeSRvgQHB7Fu3Q9ObQsQEtIRrbbsGM3RtsTd1o/1GVn8BhQAz5h99iHwRkggf5750el2AZw7l87w4U8QFRXJihUrnd6+du0uiKJf+St6EEEQ9smyHFfeeqmpqZdjY2Ovl7eePY4dO+bzzjsLwtasWVsrNzdTDAoKlwYM6Jf90ksTsipaYKpUfx5++OGG+fn54saNG8uNx1Rxj40bNwYMHz684cmTJ080rwU4AAAgAElEQVQHBwd7vfj67LPPQmbPnl3n8OHDafYmOFNTU0NjY2PrW/tMtWS6wNMJCcwePZoHLVxmHXHFjIuLYWX7lkz/6TL36go560ZdMHfcZW/V2prWypcAHAA6GYyMkyAgAFqHhfDCjv0069/LpuC/FXE/8Y+aXRaU6+j1z3g3qYo6mc7gWF+uDCuaNRR3WUvXPsfwbEym4oHgakImd7PLmidbW47p2msBA7ATaNTA46UDVYqIiYnRL1+++Io3lClRqT5cvXpV3Lx5c8D69etD1q1b55SFS8U17r///rwpU6ZcO378uE+HDh2cLgdS2RQUFAjLli276LoHjTPp/VSKcbew9hPj+pLeGDa3beBCke8SaqK7rLXyJQAngG6AkvfM3A25eqEm/lFxFFfcZd2LyXRuEsSxdZXv/AlMFkzldafF9J2/cMmjJeuKKSw0jQG8IfFPSfkSz7rLOsqwsQOYFehPOyACGAcsBcYAe7Qaxk4a7tb+VVRUKpfY2NhmTz/9dKPnnnsu05r7skrFMHHixBu3gsAEGD16dHbXrl1dSvijoFoyXcC8sPYH780i/dx5pwpra7VagoIgOjrUrbpgNTG7rK3yJa2ABUDbokthkGX2iiKDmjvnGur9qIl/VCqOyozJdDRLalVZ0Soq8Y95nUnH2+Je4h93s8v279+LDd/9Qo9t+3hZl48E7AJ2+vnSoVc8Awb0crFdKioqVcG5c+dOVXUbVKo/qsh0EaWw9mOP3UN+fppT2yqz/a7VLCyhxJLpivC4NYWptfIlAO0wzahf0cjcbZC4kJVD3Z6dXHJD9m5US6Znqb7n5k7iH9frZHrekql857fr8outaEpM5h6thpcryIpWUYl/3HGXrarEP6IosuSLN1i7dgvzFnzFsT9PERSg4dU5kx2aWHUEdTJLRUVFpXpRc/wsvQhRNA3g3H2plsRk3pqC0T7Wz6l//140u68j3QL9S7kq9wj0p8MDncltV5tV9eDvb4xy2Q25OuKOJdObhVj17PueovJj/5zDsXunfOd7BPoTC/TClCl6p58vHR7oXGFWNHfqZNo/N9ezy7oek+meJRNMQnPAgN4sS3yLpnfCXffUZcCA3m4/Y9XvsIqKikr1RLVkuokrL0jF8ugpS+atapV0BfMZ9QULE4uzxiquyo8/PpSCAoiNbV0tBaa7iX+MxuojMiVJ4ssvv+aTee8V94NhYwdUaO3EW4uqSPzjniVTqYe5ctGaUvd00Wev8e2325g5exlpZy9Rt04IL7053mNWNGs44y5r2e7GUY14ZtJUhgwZUqZ9rkwuKm1xXfy7l/jHnMpNDqWioqKicquiiswqQHGlUt1lXUOZUR8woHdVN6UKqHx3WW90Y5MkiWH9+nFy00ZeztWZ6qVmZDErYS4bv9/O4s9ftzkIliSJmzdl8vJg796jdOp0lzpgLqIyE/9YupSa18Ocosu3ek/Dw0WmTHmT5s0b0aRJxZUbkiSJs2evkpkJp05dQpIku/3JWrtnjx7N/9asYUVSksW2t17iH3Pc7SMqKioqKjUD9S3hNs6/vDUaz4pM1d2oLN4ojDyDWsIE4KuvvuLkpk1sz9XRH1Pip/7ATl0+p7cms3btFqvbSZLEzGkfEXlW5vErkPjCXGZO+8jt76J34npMZlVYMpOSNnNm2z526PKt3tM1azaz5rONNE6HbnvP8vXE9yrk3il9JHfTnzx+BQ4s+tHucWy1e0duLsc3bmT1ast6o1VRwsR9d1kF9/uIZ6m+z3oVFRWVWxvveEvc0jg/6Fde+I68HCVJIjFxI317jibutn707TmaxMSNSJLkprts9RSm1V1wu3p+tiyZSv/q2XMyt932BD17Ti7uXyV43yBu2bx5vGxRpxbAH5iqy2fFwkSr2yUnH+P69hRmaqCfFj4Mr8317SkkJx+r8DZXNlWT+McZSvdlWzVwlXu6aM4KOHSKGRr4Z6CWD+tUzL1T+sjbvhr6aWF+7SC7x7HX7im5uXwyd26p5d6UXdY7+kj1fmarqKio1FRUkVkFKAP+8mbgFTespQlzmZB6nPUZWUxIPc7HCXMZ/cR/yMwsIDMTDhw4UU0tMSrWcFZoSpLE1as6MjPh8OHTxX1FkiSeeGI2CQnrSU2dQkbGZlJTp5CQ8BMjRsw261PeJzLPpqdbrZcK0AZTbUVrnDp1jnhJQlt0CatvPVXwdkumZT+2VQMXTPf0wqVrdJJktIJJHFXUvVP6iHIFfEXR7nHKa/fZc+cslrqe+KeqSpiUbot3WTJVVFRUVLwT9S3hNq4k/nFMZNpyw9quyydlw+8EH8rm8Svw0ytLq7HLn0pZHO9zkiQxbdrn7NoVxZUrCcybd55p0z4vTlSybds1dLpdYNbDdLpf2br1qpnLqfeJzCaNG3PQxmeHMNVWtEZ0dBR7RRFD0Skp9VSbV7t6qq6hWLorIybT8vUTGRlh9542alCHvRoNBtkkMivq3il9RF/0PDWC3eOU1+4mUVEWS73JXdZ51JhMFRUVFRVHUN8SlYCly+uzw98kK6t8kWnLDesA0Mlg5HW9TD8tfBAe4rTbWHV3K1UxkZx8jO3bDfj7z0SrfZiQkPfYvt1AcvIxFi3agE43Daw4+ul001m48GfAO2Oenk5IYHZQEPkWy/OBWYH+DB830Op2cXExhPbowDQjrDXAc5k3CO3RoRrWU4XKtmQ6/0wpvf6wsQOYFehv856OnTQc346tmW6E/+r0PHetYu6d0kdezjew1gATs3V2j2Ov3bODghj1wgsWn1RudtmKqtnpaZdqb3zOqKioqKi4jioy3aS8gZU1l9dJx86gSYdd2y6we/chm2LTlhvWCaAbIBS9k6u3y59rVO8Bi+OD+VOnziFJ8YiiqQyDIGiQpHhOnz7P+fOXwY6jn+lz8EZL5pAhQ2jVuzfdgwJL1UvtFuhP87/F0a9fT6vbiaLItJnPcqGpyKp6MGBOQjWup+qamMnKgm3f/1EmBrx8nBOZls9OWzVwlXs6YEAvnp4wkPTGsD4mnEHzX6yQe6f0kfwOEayqB3+b/oTd49hqd/egIFrffz+DBw8utb47JUy8oWanpxP/qPOdKioqKtUTtYRJBWPu8uoPSMBnQE8ZIm7o+eTpN9n4UHerg5jIyAgOZmTRymKfrYAFQNuil7OxyG1skOryV0MstI6fY3R0FKL4K7J8DwCSpEcU99K8+T1ERtYnI+MglOlhAIeIjKxf9Lf3iUxRFFm5di2rVn3KgrnvlqmXam8ALIoiwcEC/v4mq1X1FJjOixlJknj39S/QpMM/ZB3d0SFkZPG2jbIwlrUhoyLr8a8XX7FaG9I6pdcprwauKIr4+fkSFARRUUF06nSnU+fnDKIoUquWhvBw6Njx9nL7k2W7mzRuTMKklxk8eLCVbZ0Pa1Csh54Wmd6R+EdFRUVFpTqiiky3sT/gt3R53Q1kAIuBTCDtRg5LilxdLQdNw8YOYFbCXB60cJltB+zRargsSnQ2yFzMyqHO3+KddBurCWKseiIIAo6ODePiYujRYw9JSdMwGNqSnf0XffqEEhcXw9ixD5CQMAOd7kFKu8zmExg4g3Hj/lERzfcYoigyZMhAHnqopdPb1ozJCOcERGLiJk7v/YO7ZMgFVgF3YooB71FUFkapTet8bUhrlL0H5dXAVUSWK/VenUWv1xcd06fcdS3bHRjYGj+/RjbWrlwXVU/3dW8rYaKioqKi4p2obwm3sf8Ct3R5PQHEY1L3wYBUaLDp6mrLDatHoD8dHuhMVkwAq+rBw7PGVWOXP5WyOD5oFEWRmTNHcP/916lXbx6jR4cxc+YIRFGkf/9e3HdfXQID7wGzHhYYeA9/+1tdM5dT77Nkloe90j8q1lk0ZwVhEjQAugD1gC3AfsqWhXG+NmRZXBE/Go1JZCruoxWJIjJ9fFyZi7X9LL7V3WXdTQ6loqKiolIzUN8SFYxl5sFWwF7AANwERF+tzcyFihvW6PmTWBDbmj4RYSyIbc3o+ZNY8sUb1K6ttenOVdMH2dU6JNNJK7QoikRFhREeDi1bNizuK6Io8sUXU5g//x/Exs4mIqI3sbGzmT//H3z++ZTi9W61+FZ7pX/GjHgVg8HAzZsymZmwd+/RavydcO6+nb2QQXNgEfBM0e8o4GfKloVxtjakdZwXmVqtyZJXGSJTOYaPT/mWTEvsC+jKTfxj/zVf9TGZALVqhRAYGOix/amoqKioVD2qu6zb2B8oWbq83g38AIwBIoATtUNoaidzoS33MUmSuHHDQGYmpKT8yb33xpcqjWLNlW2WWWxVdXWXrRlukK5YgEyDU0tBVZ57oolbS2RaxkGDaXLnQV0+XbfsZdTgqTRKM9JJhqRJ89lyb8dq6gng3H0LCQniLl1BsSQRMaWFMlC2LIzztSGt4fz1Vix5lWvJdF5kelrYuWPJ9LTg9XRMpiAIZGfnEBQU5JH9qaioqKh4B6rIrGD69+/Fhu9+odu2fUzV5dMGiAVeFiA7SMPKZa8QH3+nUwNcSZKYOe0j6h7Po48E66YuZNd9ccUDZXuD7G5FsVWDB4eh11+12LOnxYTr+5Plio+5sqSg4JyVa+IMcpEF+Se++Ggl585dIiqqAU88O4yBA/u4IGKsXz9ZLnS6ZcqA0JVYNoMhk5ycVMtWOL0f+7i2P2v9xJ6VrX9eAVt2HWSGD2hkuDO8Fs/biIm2RX7+aQoKzmMu9ksG8uYD+tLLSg/2ba/v/HrW1zcac+2ehyWDn3iQbe+uYCAQDmQB+4CJwORAf0ablYWxlZQMTIK0cVQjjMY8i7YKlD4f5++5rZhMyyREkZERDBs7gP79e7k8eVASk+npZDuuJ/5xTdhVTOKf6jcpo6KioqLiSVSR6SblWc6sZR5sUD8MY/Yp2kSHcPfdbZw+ZnLyMa5vT2GmFgQJYsJrMcFsoGxvkD1Vl8+ChYlFlqsbTh+7OmM05jo9MDfHugU5k1nj32D9N/8rk52zMjG3cjuLJOmRpOueblKFYc/KpgU6GgxofQVkWS5V/sdRkWkw5Hisrd7E5MlP0O3z73n2yg16A4cBP+DFAD+iLcrC2EpKptS0HD36H2Rn7/Z4GwVBJDcXdDode/YcKfYAKc9zw5XvXYm7rK8L22bZnAySpDyn9+dOdllZljAYsjEX+Yrol2XnLcJqTKaKioqKiiOoItNtynddtHRJzMrKpF+//i4f8dSpc8RLEiFBgUhS2YFyea5s5rFVKp7DEQuyfbfUisMdS+athj0rmwHYp9XymFyIBjCo5X+K0Wq1/Pu9Z5g8+T3+zPdHI/gQ3bQBY54dVKYsjDUPjUOYBKa9OqXuIEkSC2Ysp3E6dBEK+Xrie2zo0YFW7W/z+PdOkowYjRKCABqN82LKZOn2HO64y0pSPjk5KR5rS0VZMm+12G8VFRUVFfuoU5FVgDtWJTDVPtwrimTn6tDl6orrZCrJgyyTDZljGVtV3WjevDlt2txVJccuz4Jsnp2zslH6XE0QmcPGDmBWoD/5FsvzgaQAP4K6tmW6AdYa4LnMbELtxETXNEQRGjSAp8b9jcOnvuf7rR8zYEDvMoLCXlKyirLYJycfI2fXQWZo4DEf+LBOba5vT2Hx3JUe/96VTvpT9XHe7rnLepaKiMlUUVFRUal+qCLTbZx/QborMuPiYgjt0YFpykA5K6fUQNneIHtWoD/DzWKrqhunT5/m0KHDVEWymvIsyEcO/1VlGX79/PwIDq4ZiTVslf7pFuhPdM94Plk9i4vNNayqB/3nTKymSX9cwxlXSMVD47stS0j+cy3fbVliVZB6CsWDQytQytX5wqVrHvfccC/pj+dxL7usZ/EmwauioqKi4r2oI6sqQBDcKw0hiiLTZj7LxWamgXK/d8eXGijbG2RXlCubSvkW5CYGY3EZjcoWmpIkcfNmbvHguTpTnpVNq9USHu5PgwY+Vsv/1GQkSUIUBa+8JtHRUSRrNBhkQAaDLLFXFGnUoI7HPTfcS/rjedyrk+lZ1MQ/KioqKiqOUPVvrFseVyyZpm3ccV0URZHgYAFfX+jUqXR2WmvJhiIjIxg9bmCZ2CoVz2EvGcpsYDLQr4riM22VMKmulFeapbCwkMJCveqqZ4HRaESSZK+0UsXFxbChRwfe/PoSd0syi67eIOzejoxpfxuzJs2znYRo3ECns8/q9QZq165FSEhIpZ2fPdxJ/ONp1MQ/KioqKiqOUPVvrBqIp4rcl2xfdqDsWP3D6oH5APLo0UtoNfDDD7t45pmBlToQspUMZTbQGhiMyXWgdIbfyqEmJf5RcR1Px9t5EsWDo8fOdRzO0fPhO+Pp2jUWgE3rtttMQvToo/c5nX3WYNBz40Y2gYGBlX6e1ggICKBt2zYEBwdXdVMQBIHw8DD8/S2jYKsKNWGQioqKijeiikw3ccUS4m5MpoIiMmuyMca8bMhLunxkYAew/NVlJO84xJIv3qg0oWluQR4zbjbBBiPNgQRKBCaY4sTOnc8gMXGjw5YVd+sAeqrPqdz62OtL3u4KKYoiYWG++Pjoad++VXE77XluuJL12dtiMq9fv87Bg4fo0aNHVTcFvV5PZmaWByesavALTEVFRaUao4pMt3H+BakIU0+JTG8dEFYGygDyF10+M4AMIB7IK9SzZcPvrFmzmUGD7q+09igW5BULE5mQehxrhWoOAcaCQpYmzHXIsmIwGHjw/nGkHzyJVpZpDLTPyGLJxDkO1wFULZnWqWllE6zXci3pe/f+/XbAu58pisuoEqcI9j03HK8bXIK3xmR6g4XZ2yciVFRUVFS8A/UtUQWIommgUJHusjUFZQB5AJPAXAg8AywGOhmMLJqzokraZS/D75u+PmjyC9mhy6c/JqtKf2CnLp/TRZYVBUmS6Hv/s+QdOMGHsswWYBLwK9Aqr4BTW/aWWt8WNamEiSPU1FhMc6uetb6XnHwS8G4BYU1k2sOVusGlS5hUPd6U+EeNyVRRUVFRcQT1LeE2rif+8Zwls2YOmKFkAHkCkwVTGYJpgW7AhUvXqqRd9jL8XvP35e1CvUN1/ZKSNpNz6AR7oZQo2AH8BXTPK3CoDmBVJP6RJIk9e46wevXP7NlzBEmSrC5zZDsVz1CeVW/vlkOA4xYzSZJITNxI356jibutH317jq7wMj3OikxX6gZ7m7usN5UNUS2ZKioqKiqOUPXTojUQxYpi0ogyrloiFUNmTbXKQNEAMiOLVsByYCSmTm0AdgKNGtSp9DZJkkRy8jF6PtiNM3e14I21W7h4OZNGDeowdtJw3v73QmIBCdiNSSC3Au6mrGVl5aI1vCbJ+AK7gJ+Llv8f8BIwD7jsQB1Ac0umSRhsYvHclVy4dI1GDeow5oVhDBzouRqHkiQxc9pHXN+eQrwk8bUo8nP39gDc2LG/eNmGHh1Kld8xGAw8PXgqul0H6WgwkKTVEti1LctWz/IKK86tjjIpY6vvZWXlUi/cMQGhuN6mbU2mX16B6XvnpBu38l05deoc0dFRxMXFOOz67ajItJf1Wck+a4m3uct6U3bZikoOVdNc11VUVFSqO1X/xrrlcUXgCYiigCTJ/Pzzzzazzdp76Zp/tn79eoe202q1DtdJtLYPR5dV1j5lWeb2+Ga8dewUuwoMRADjMFk0dwO7RYHe995GUtKacvfl4+NDYWGh222TJJmfEnfh+8d54iWZ1Jt5CDK8EOxP8s2b/LD6ewIDNKQCn1ESQ7oc+AGIBQICNHz11ZcA/PVXOncB/waOAB2Bg8AGoD1wFgj117Bq1Uq77Txy5AgAhw8f5h/3PcmVo+e4W5J5BtiRo+PtZ2ez/KOVDHm6F0FBgeh0OqfO23K9tLQM0r//lTmBfmgFgf8zyDyftJEcZJaHBqEVBB4wyLz43WZe882lWbMIJElm+aINNDidwUogFLhuLGTYlmTuvXsoI0b3LmO1d7ZdCopAWb58OVqttvg7KIoigiAgCILVZT4+PkiSVPy/sp69/x1Z5ujxrS0TBBFRFCz2X3qZaTuBehG1Sc3Istn3atfyB/LR6/Xk5GQjiiKiqEGjEYv+Fov3lZS0mbStyfTKKyCtaF97gd55BWwqcuO2l0HZ2kSE5aSDNZy1ZCpZn7tuTaa/IoaBpAA/om3UDa4Id1lFUP/1VzoFBXp8fX1o2bKxQ8K6qt1lzSemzqRfQpDgwIGzRXVV3ZuYqsFzpCoqKirVGqG6zR7GxcXJycnJlXY8g+EGOTn7nd5uwoTxHDp0iMq8/E2bNuHMmbOVd8BKQJbhShrUuQmvSiYLzS7gBwF0wVC/uWODmObNm3H6dJrb7cnNhcbpMEMDggyaPFggwN/84A4RphvhaCgEXoGesil2VBn0jgG2CGBsDGFhpv1dOg7j8+AoMBWIwXSOY4HTQAoQ0qRkfXsEBQVy7pwOTbr9Y99zz+0cO/aHW9chMxMevwL9zMbEiQVwRIJpgCSDKMB3IqxuCOHhkJUFxnR4RYbRZvtaArwpgKaxY+fpKMpEjzPUqRPOtWuZnmtEJZOVhc37vxnQ1QNJAmM2SEbw9wW/CAgNLf09EkWBi3/KPK+DNEyx0Mq+xgHNgIUhWu66p04pcarRaIr/zswswHffZd7206AVRIzITCmQ0HRvRsOGtcqsr/z/+++/k5Nzkx49ulOnTh00Gg1arbb4R6PRlFkmywIfz/0Gv2NniTNIJGs1GNs0Y8pbT+Hv749Go0Wr1RRvf/DgQRYseJ8OHdozadKk4vMu+7wufyJKlmUkSWLRu1+i+/0ITS9eZXdeIYWAxkeLNu52Zn0wsZSAtNzHBx98wL59KTz//HN07ty5SPiXiH/lOpl+l3zmiXh9SZL41/BXSN24m3iDke6Y3PV3C9CxT1eHMnjbs1hfvnyJwYOHUL9+PVav/q/T7atV6240mgAXzsx1BEHYJ8tyXHnrpaamXo6Njb1eGW1SgUGDBjW4cOGCdufOnecqej8LFy6sNX78+AYGg+G4O8eq7njqntQkTpw4oW3dunX0xo0b03v37p1X1e0pj9TU1NDY2Nj61j5TLZlVxB9//IEsQ69ePUu9oC1dX239L8syP/+8AYC///3/yuzfmgttUFAQd955p9X2OOpya209R5dV1D4lSebw4XO88ttfXLl6HV8txPW8i7i4lsWWr/Kua0BAAB07dnS7bSkpaXS4cYxGwf7k3MwnxKCjiwzZwYE0CvHn/pv51OkeQ/KvJ4i4kEUmEAzcBCIAGoYxZswDxVao/fvTWJz4O88ZZcIwBVGLmKxGFwFNWBBjxz5cNKC03c7jx4+zZ89eyPbjQbmAtpSOX70bCJRhkxROjx49iI+Pd/laAKSlXeHP//5G3SCTJdMgyexNv0q2ZCrrEgpclyFZghCf+jz5ZB8+mbuOofI19mESK4po2QeMk+FLuQ6jRj3qVrsUPv30UwwGI08+OaJUvKosy8WiwNoyrVZLYWFhuespf9ta5sg6lstsHcvRZfL/s3fecU3c/x9/3WWQhB0BmcoQ1FoVFLHWPfDrtira1tFWW8VR96r601qrOOrWOrvcVpRWa50o1mq1gBaLew8QZMrKzt3vj+RigASSEDTQez4eeUAuNz63P6/Pe9E0fHwoJL7MhnuhstS15wagiAu8lQO8S2mEoxhAZynwVRqQU0igbgC069PcczKF5hyVjYVuBSAfQIlUhczMF0bPQV4eMEwGyFWAXDutmQrYk3IbTysZCxOLXXH+/J8Vz6SHbvCHB3D5wABahXk37mPSpLmwtze8DI/HxdWr/2DYsOEmb6ey7c9XAC60ZsBoMoB+ShXWXLqO7h0+g2+DigfE+HweNmzYiA0bNpq8XZIkSgl05lNWwFf029OnRci8nI7Oalo3MBENYCwNnDv5F0aOnILQUH9wuVzweLxyf0mSg+OxF8G99QytaeBHksSO0CCMGNcPfD4fRUVFVTu4LNVCReKAIIiQrVu3Zo4ZM6bwTbSNpfbw6NEjbmBgYODx48ef9ejRwyYElS22qabCiswqY9lIsaZjq8T06dMhFJpf8JumKZw8eQoEAcye/YVFbaiNfPTRCDx7loaYmJnw86v32refmHgDB66vhEcdZzgWSfC8+Cn+AfCxtyc8HEW4n1uAzz77CJ9+SuG7T7/G44IiUAoVSD4X95wdsen7+WjduqlufRRFIerJFBy7nIr/0YAHAAWA8wBe8LjYsTsGbdoYy535it9/P4rExCTIFTTaA4hH6fjVJABdAfwup/HBBx9W+ThQFIUY6bdYrHWFjJdI8ISiEQVgIV65VrYCEJ/xEvb2PpDKKAwCsBOv3J6ToBHfAwF8L6Os0uEHgJ07d0KlUuP999+HQPB6rSBvmr//Ti137f0tFOBdmsac3AJEQGOfGw/AF5qBgHYKO0SPm651f6WhVlMY0G0cVNc0SanKXkv+ABo3DMB3exfrEj4xH7WaAkWpce3afZxftgcBTiJwCAIqisKTghJMmzIIDRv6lllGXeo7ACgUCqhUKt1HrVaX+5/5+88/T/BO3gO4i/g64d1JosAZ77oICHApt57CwkLk5uZBKBTAtYz53JQBtLLzpKdL0BoFsKMpeACwh2ZgpwCaGrr3pACHI4avr73RdXh7e+PZs2eljodardZ9yh4rzXGmQVFqAGoApoVKlCXzLjBYDcMDU2oaB+JT8fRpqtHl9b07uATwLg3MO5WNSbcu6wQ+h0PCw8PDovaxsLCw1BZksrI1CWo2rMisMlURmWxJidpGeHhjnOrQAp+fv4pwNYVjAj6yAKRKZfhJoYRLhxYID28MADjdpz22akVYEkmifocWaNWqtKWZJEkcOLwan74/B5PPX0U7NYVUAngiEqDzhz3QuvXbJrWLud6cHAUgJIpS8auMkCNhONOmpQSHNcSWhCT8lpkLWq7Eh2oKMdrt3YdGmLQGECGVY92mWPj4uON6dj6+hiamVn+eX6zctv8yrWmdJDEAACAASURBVFo1KXftCTzroOmlfxEEgEnn0gqac9AGZetJEuBwOBgxfjC2TlmFblJ5qWvJFZp4x7GTh8LLy9toOxo0CMadKw8xW68dXv9rixEjBlk9c2li4g0ceLASPnWcNZZ1msaT3ALMnTsDERHlvTvi409jyZIYtG3bFvPm/Z9Vtv9N/2n4DAoUQzNQlARgBIBd0FjqT9Bu2LFja5W39Qq6nEDXCFJmmrqUWGWEadnfhvabg/bSYqMDU3E8EaZNi4ZKpYJSqYRSqdT9r1KpkJh4H00zb4BUqKBQUeBwSLzLI3HBxxeBgS6QSCS4ffsOMjMzrbjvLK+TZ8+ecT7//HOPhIQEe4VCQYSFhclWrlyZ1bZtWzkAnDhxQtizZ0+/hw8fPgwICNAFU3O53JD169dnjh8/vhAA5s2bJ961a5dzZmYm18HBgWratKn82LFj6fb29jQAHDlyRLRo0SK369ev27m4uKg7duwoWb9+fVbdunVLpbNeu3at8zfffFOnoKCAfPfddyU7dux44eXlpetsbd682Wn16tXiJ0+e8OrUqaP+8MMPC5cvX55jLAaboijMnDmzzk8//eQik8nIbt26Fbdq1aqUGnj06BF3woQJHpcvXxZKJBLSw8NDNWrUqJcLFy7MN7ROhUKBSZMmuR8+fNgxNzeX4+LiQrVp00Zy+PDhDOCVJTkqKqrI2L7cvXuXN3nyZPerV68KCwsLyfr16yunTp2aFx0drbMwt2nTxq9+/fpKDw8P1e7du50VCgXRr1+/ou3bt2cxx9WUeQBg+fLlLtu2bXNJS0vjeXl5qYYOHVrw1Vdf5THHLScnhxw1alTd+Ph4B5FIRH300UcFlV07gYGBgQDQs2dPPwDw8fFRpaWlPbTkPDFupj/++GPGnj17nC5cuCByd3dXzZs3L1f/mBQWFhLTp093/+233xwKCgo4gYGBijlz5uQOHz682Fibbt++/UgsFjc4dOhQet++fSUA8M477/hdvXpVkJeXd9/BwYGWSCSEq6trg7179z4fNGhQiUKhwIwZM9wOHDjglJeXx61fv75i9uzZuZ999pnOfYMgiJClS5dm/f3338L4+Hj7jh07StasWZNVdt8WLFggXrdunfjnn39Or0nWVVZkVhlWZLK8giRJzI2ZgOTkW3j0KB0T/L1A08CTJxkYEuBTKhZJf76yv+nD5XLxY+xyJCXdwJkzyWhI0BjbuRUiIpqY3Bln5gtu6Yfl5x7gvLa2KCPkmgPoYCTTprkwWUefnLuC+RIZmkGTrCgGwMfQdKrb6M3PZNSdvXicLgtoG715KsoCymI+Za/RIQE+oGkKy/pMwWztPIyIGKn9bqieJJNQJ16bUCcfGgvmIaEdAru0MphQp7J2mJIExxL0B38YQas/4FMWa9eCbNGiIa5RFMZAk7wrBZpBnR0A6kJrqTchS7R5ECBJjq4us6X41/cGkX/X6MBUYKAv+vbtZ3BZiqJw6rcpuFiiwFia1rjJU2r8paJAKh3xzTcrkZeXi8GDh1Qhu2ztyithjLi4OPuE06dFnSMjJQMHDix50+1hoCgK/fr185HL5URcXFy6i4uLetGiRXV69erld+fOnUeenp4mdXJ2797tsG7dOvEPP/yQ0bJlS3lOTg4nPj5e5+b1+++/i95//32fhQsXZu/YsaMkLy+PM3v2bPd+/fr5XLp06Rlzr167dk3g5uamPnLkSFpBQQE5YsQI78mTJ7sfOHAgEwAOHjxo//nnn3vOmTMn54MPPihKSkoSTJkypS5BEPSqVasM1jxbtmyZy+bNm8WrVq160b59e2lsbKzDihUrSqWuj46OriuRSIjjx4+nicVi9b1793gZGRlG+9jLly93PXz4sOOPP/6YERwcrHz+/Dn3/PnzpdxqKtuXwsJCokuXLpJFixblOjg4UEeOHLGfMGGCp5+fn7JXr146IXL06FGH/v37FyUkJDy7c+cOb9y4cZ6TJ0+mv/vuuyxT55k5c2advXv3Oq9YsSKrVatW8tTUVP7EiRPryuVygjluw4cP97x9+7ZdbGxsupeXl2rJkiXikydPOoSGhho1z126dOlJmzZt6u/atet5p06dpEzf2JLzxLBgwQK3RYsW5axbty5ry5YtzhMmTPBs166dtEmTJkqKotCjRw9fmqaxe/fuDF9fX9WJEydEo0aN8nZxcUnr06ePxFCbHBwc6LCwMFl8fLyob9++kpKSEuLq1asCBwcHKj4+Xvjee+9Jzp49K6QoiujatasEAKZOneq+d+9e57Vr12a2bNlSvm/fPscxY8Z4eXp6qvv06aPLrrh8+XK3L774IicmJianrCZQq9UYM2aMx9GjRx3j4+OftWrVSo4aBCsyq4il5UOsJTJrWd4mq/EmjwtJkoiIaFLKQvLOO01Nmq+idbZu3bSUK605MNdbw4YeEMIFHc5dwRyJDK2hqRU4USRAgJFMm+Zy6NAZPDl3BX/qlYwIBtAbQHsA+wEM1ZufqVXIiJZ22rY11f621IptK8t/9f4pe+1RFIUMVyeMyXmJrnglIlpr5zdUT5IkSWzduQhxcWexa1Ms0tOz4ePjjrHjB2PgwC6VCjSKonDo0Bns3nxQt+zwcVEYNKir1YWmuYLWmrUgKYrCuE8Woq5Kha7QvHQDoSlHREGTgOkwbNdSP3xcFJZPXW3RwNShQ2dQlHIXXWm6tJs8TSP+nzuIizuLzp1DAbzeGr41jbi4OPtJw4Z5j5PJiEk//eSCPXuevw6hefnyZZG9vX1wRfMcO3ZMlJKSIvjnn38eh4aGKgDg559/zqxfv37gmjVrXJYvX25SserHjx/z3N3d1e+9914Jn89HUFCQqnXr1roO9eLFi+uMHj06f/bs2UwiJeWuXbsyGjRoEJiUlGTHzMvj8eh9+/ZlCoVCGgBGjRr1cuvWrTqf9xUrVoh79epVtHjx4jwAePvtt5UZGRmcRYsWuS9ZsiRXIChbRRjYsGGDODo6On/cuHGF2mXyk5OThSdPnnRg5nn27Bm3T58+xUw7goODK0x//fTpU15gYKCie/fuUpIkERQUpGrfvn0pMVbZvoSHhyvCw8N1afEbN2788syZM6I9e/Y46YtMFxcXaseOHS+4XC6aN2+ueP78ec6sWbM81qxZk+3o6EhXNg9BENi4caN479696QMGDJAAQEhIiDI7Oztn1qxZHqtWrcq9efMm7+TJkw6HDx9O6927twQA9uzZk+nv7x9Y0XGoW7euGgDc3NzUvr6+ug6xJeeJYfTo0S8/+eSTIgBYtWpVzvfff+966tQpUZMmTQpOnTolvHLliiAjI+OBWCymAKBRo0YFly9fFm7YsMGlT58+EmNt6tChg+T06dP2AHDmzBmhl5eXqnPnziXx8fH27733nuTMmTOiZs2ayVxcXOji4mJi+/btLjExMdkff/xxMQAsWbIk78qVK4KlS5eK9UVmjx49ivSua9y7d48LADKZjOjfv7/3rVu3+BcvXnzSoEED01Kq2xCsyKwyb0Zk/pdrY1YEe1wMw3SWKYrSCYN1esIg2kRhYAq7Nx/EF2VqEgKAAMAXAL7FK5Gpb6XUFy3V1TYG9jopDUmSmPr1OKz8fBm6q2mdmzKJii3JJEkiKqpbhaVKDKFv7f6CsXZn52Pp1NUm19g0F3MGdaxZC5IZdEmmUa5OZ3sAuwFstGFLPTP4U3Zgahyfi+BKBn92bz6IOVI5BqC8CzzjJt+lS4sqtrD2jxQlnD4tGieTEfMAQCYjEk6fFr0OkRkaGirbuXNnRtnpTZo0CWD+v379Ot/V1VXNCEwAEAqFdFhYmPTWrVt8U7c1fPjwoq1bt7r4+fkFdezYsaRr166S999/v8jFxYUGNFa9q1evCr7//vtyOcZv377N0xN3CkaUAYCvr68qJydHdyPfvXvXLioqqlS2qa5du0rnzZtH3Llzh9+8efNStczy8/PJzMxMbtu2bUu5KL777rtSfZH5+eef50+dOtUzPj7evl27dpK+ffuWdO/e3ahb42effVbQs2dP34CAgICOHTtKIiMjSwYPHlysL54q25fi4mJi7ty5dU6cOOGQlZXFVSqVhEKhINq0aVOqBllYWJhUP3t1hw4dpEqlkrh9+zafsYxVNI9MJiNkMhkxbNgwH/13p1qthlwuJzIyMjipqal8AOjcubNunwUCAZo3by4rKSkx+2Fu7nnSp0WLFrrBCR6PBzc3N1VmZiYXAC5fvixQKpWEn59fkP4ySqWS8Pf3N7pOAIiMjJSsWbOmTl5eHnnmzBlR+/btJZ07d5asWrWqDgD88ccfok6dOkkA4NatW3ylUkl07ty51Llo3769dM2aNWL9aREREQYtvWPGjPEUCoXUX3/99bSsS3hNgRWZVYZ1l2WxffQzqFoqDEwlPT0bxlIRNQVwD8BdGLZSVnfbWIwzeHA3bPxmK1Y/zsNXlEYQVJcl2ai1WyJDu4TkSmtsVjfWtGRWNugygSDQvpos9dag7ODPvftPQKvl6PVBB3zzzbwKjxHzLCCBUi7wwCsXbCYDOGvJNE7nyEjJpJ9+coFMRmwSCOgNkZGSypeqOgKBgHrrrbcsyhhF07RuMM9QLXCVSlXqnPv7+6vu3r37+MSJE8IzZ87YL1u2rM6CBQvcL1269CQwMFBFURQmTpyYN2rUqHIZbX19fXUWHh6PV2rUgSCIcq7YZQcZmd8NDT5W9Js+EyZMKOzXr1/JkSNH7M+dOyd67733fHv27Fl06NAhg8HGrVu3lj9+/Pjhb7/9Zp+QkCCaNWuWx6JFi9wSExOfurq6Uqbsy8SJE91PnDjhEBMTk92kSROFg4MDNWXKFPeioqIKR8dMcU3Xn4c5T7t27XreuHHjckLM3d1dTdO01UduzTlP+tjZ2ZU7bnpZ1wlHR0fq0qVLTypbriwdOnSQ8vl8+tSpU6Lz58+LJk6cmP+///1P+umnn9o9ePCAm5qaKvj6669zKtuHstP04171iYyMLNm3b5/TkSNH7EePHl0j03BbP/jlPwcrMllsn9d5vfn4uONfI7+lAlAL7dDT3RXrQkMQvXZ6tVitWMyHJEm0iwxGkS8Q08C7Ws9RRcJrjkSGXZtirbYtS2DuE2tYMisbdOE4iGz+HmAGfw6f3YoJs/vAMwRo06ZRpW2u7Fng4+MOgigvQMyhttX6NsTAgQNL1u/Z8zxz7Nj8Da/JVdZU3n77bUV+fj4nJSVFZ7WUSqVESkqKkBEkTFzms2fPdIaNxMREu7LnTigU0gMGDJBs3Lgx++bNm4+lUikRGxvrAADNmjWT3bp1y+6tt95Slv04OTmZfBGEhITIy8Y+nj17VigQCOiQkJByAkosFlOenp6qCxculFrm0qVL5dKS+/n5qSdMmFAYGxubuXHjxsy4uDin/Px8ozeJk5MTPWzYsOLvvvsuKykp6cn9+/f5p0+fNjnd+aVLl0RRUVGFI0eOLIqIiJA3bNhQ+fDhw3LW45SUFIFK9crT8sKFC0Iej0c3atRIYco8YWFhcjs7O/rBgwc8Q8efy+WiWbNmcgBISEjQtV8mk+HatWvG/VrxStipVKpSnWlzz5OpREREyAoLC0mpVEqU3Y+goCBVRW0SCAQIDw+XxsXFOVy/fl3Qo0cPiaenpzo4OFg+f/78OiRJ0owlt3Hjxgo+n0+fPXu2VPmICxcuCENCQkyKqxwxYkThli1bMidMmOC5efNmJ0v3+U3CWjKryJuOyWRhMQV9S2Z1M3xclC6BT1n3wKUiAb5aO521VNooFEXB1RVYumIyWrWKqLbtVCa8yiYZet1YM/GPj487/s3Oh6HAtlQAQUE+Ni0wy2LOsansWaBxk2ctmaYwcODAElsSlwy9evWShIaGyoYOHeq1YcOGFy4uLtRXX31VRy6XE1OmTHkJaDrcPj4+qoULF9ZZt25ddlZWFmfevHlu+v2nDRs2OFMUhTZt2sjEYrH6xIkTopKSErJJkyYKAFi4cGFO//79/aKjo91HjRpV6OTkRN2+fZt34MABx++++y7LmDWoLLNnz84bMmSIz/z58+Xvv/9+UXJysmD58uVu48ePzzMW5zdhwoT8pUuXujVq1EjRrl076aFDhxz+/PPPUuJh1KhRHr179y556623FFKplPjll18cvLy8VM7OzgYv7IULF7r6+PioWrZsKXdwcKB37NjhyOFwYMhSaIygoCDFsWPHHAYPHlzs5ORErVixwvXFixdcd3f3Uh3L/Px8zqhRo+pOnz49/969e7zFixe7DR8+vICJxzRlnilTpuQtWrTIDQB69uxZolQqiZSUFLt//vnHbsOGDTlvvfWWMjIysnjy5Ml1uVxupre3t3rJkiXi4uLiCh8UdevWVdvb29MnT54UhYaGygUCAe3m5kZZcp5MoVevXpJ27dpJoqKifBYvXpzdsmVLeV5eHvnnn38KBQIBPXny5AJjbQKAjh07SpYtW+YWFBSk8Pb2VgOaWM0ffvjBNSIiQiISiWgAcHBwoEePHv1yyZIlbu7u7qrw8HD53r17HU+dOuVw5MiRcrVnjTFq1KgiHo9Hf/bZZ14KhYKYPHlypRl7bYlK3xIEQfgRBJFAEMQtgiBuEAQxWe+3iQRB3NFOX6GdxiMIYgdBEKnaZebozd9SO/0+QRDrCe0ThiAIO4IgftZO/5sgCH+9ZT4mCOKe9vOxNXfeOrAisyZBURRiY0+jf5dohDcciP5dohEbe7rWd3CYDuHruN4GDeoK/04t0U4kwCFoXGMPAWhXjQl8LKf2W0HMQanUeMZZw4JXEaZYuN4k1nSXHT4uCktFApQNumGE1ggbjcU0hjnHxpRnQVUtmew9/GYhSRJHjhxJDw4OVgwYMMC3bdu29bOysrjHjh17xlgweTwe9uzZ8zwnJ4cbERFRf+LEiR6LFy/O0b+GXF1d1Tt37nSOjIz0a9q0acCGDRvEa9eufcEkSOnVq5f02LFjz27cuGHXtWvXei1btvSfOXOmh6OjI8Xn802+CAYNGlSycePGzH379jm1aNEi4IsvvnAfNWrUy2XLlhlNUDRnzpz80aNH58+ZM8e9VatW/n///bdw5syZpeanaRozZszwCAsL8+/atWs9iURCHj16NM3YfeLs7EytX79e3KFDh3phYWH+R48eddi9e/fzpk2bmuyevGHDhixfX19Vjx49/Lp37+7n7e2t6tOnTzm3yj59+hQ7OjpSnTp1qvfJJ594d+3atWT9+vXZ5syzbNmy3KVLl2b/9NNPzuHh4f6dO3eut2HDBld/f39de3ft2pX59ttvy6Kiony7dOni5+3trerVq1dxRfvA4XCwcuXKF7/++qtjQEBAUGhoqD9g2XkyBZIkceLEifS+ffsWffHFF+7NmjUL6N+/v+/x48cdGjRooKyoTQDQvXt3iUqlQvv27XUu6127dpWoVCp06NChlBv76tWrs0eMGPFy9uzZHmFhYQEHDhxw2rZtW4Z+0h9TGDFiRPHOnTufz54922PlypUuVdn/1w1R2YOdIAgvAF40TV8lCMIRwBUA70GTeX0egN40TcsJgvCgaTqLIIihAPrRNP0BQRAiADcBdKJp+jFBEIkAJgO4DOAYgPU0TR8nCGI8gGY0TY8lCOIDAANomn6fIAgxgGQA4dC8Sa4AaEnTtMG6QwAQHh5OJycnV+mgmANFKVFQcNHs5UaP/gz37z/A9u3b0KBBhcnbjECjc2dNZz0hIcGC5WsfFEWhf/8P8fRpFhYv/j/07t25VEfIYLIRvIo5s3WXtapw5UoyZsyYiZYtW2DlylXVvj2KosplHR1RDQl8LKVXr56QSmU4dux3CIWiyhf4jzBp0kSkpl7H+vXr0LSpMVtj1YmNPY1tU1fjggELVzuRANFv2Nr988/7sWXLVrz//hCMHTuuSutinjuPjWRNrmnPndWrV+G3345i2rSpRkuX6FPZs0AiKUHv3n0gEgnx++/HzG6Po2NLcLmOluyKxRAEcYWm6fDK5ktJSXkRGhr6srL5WFiqizZt2vgFBAQo9u7d+6Iq87CwGCMlJcUlNDS0rqHfKnWXpWk6A0CG9v8igiBuAfABMBrAMpqm5drfmHo7NAB7giC4AITQ1J0u1IpVJ5qmLwEAQRA7oRGrxwH0B7BQu/xBABu1Vs7/AThN03SedpnTAHoA2GfWEahW3pQlk82OqQ9FUYiZ+y3s/83DMAUQv+hHXLt4E3NjJug6cBUlG2n5+wW0bTkM0+aOqpYSCm+a12nJZLbHJvCpeTAxOfpZBquDN1Guxhysacl8nVmTXwfmHpvKngWsJZOFhYWldmJWT0LrxhoGTTbybwC0JwhiCTQD0DNomk6CRiT2h0aYigBMpWk6jyCIcAD6fshp0IhVaP8+AwCaplUEQRQAqKM/3cAyNgEbk2kbJCffQv75q/gamkLy9bgcLDh/FcnJt3QlCypKNrIIwOInmdhWjSUU3iQcDgc0Ddy/n4v+XaKrvS4hS82EcZetbpFp68LLmjGZzHpqy6CLtY8N8wqt7SELLCwsLP81TO5JEAThAE04xRSapgu1lkpXAO9AU2P5AEEQgQAiAKgBeGt//5MgiHgYNr0xQ5DGfqtoGf22jQEwBgDq1atn6i5ZiZopMkmSD0MhudavH2jp+mio1UZLTJXjwYNnCMzMgZ1EjToUUPgkE4ECPh4+TNOJzMqSjRQBuC6RoV3CFfz6618YPLiHhW3XYL1jWXo9FCUHRZmUnExvGQpp9wF7aRrG0sAgANfNqEvI5TqVa4cpba0qlR1DmlZBpaqezN4UReHQoTPYvflgKVE+eHBvcDg8/VaU+atvlaGtPF/18sqSyatkzqpjy8LLmpbM2oa1j42h8hYsLCzW4dKlS8+sMQ8LiyWYJDIJguBBIzD30DQdp52cBiCO1rwZEgmCoAC4QVNn/QRN00oAWQRBXIQmpvJPAL56q/UF8FxvXX4A0rTi1RlAnnZ6pzLLnCvbPpqmtwHYBmhiMk3ZJ+tRM0WmSNQYPF65msY2A0UpUFDwl8nzy+VKXJLIMQE0OATA45C4JJGjm+xVorbKsjzWA1NCQYpvN/+KTz/9v6ruRrUgkz2FVPrQ5PkpisLiL7ahmQT4AJrA5p0AvobpdQkdHJqDIKo3GYwlqFRFKCq6YtYyFEWhqIhCYSGQnHwTbdu2KNdhNhi/qxXlCb+nYM8vv70RAVK6I25cjNK0HIWFSWavnxGZPJ75lkw7Oy9wua4A6DLimfkw7Xv13bJ5me9UqXlomiq1Ds1vFChKpv3NdBghVd0JkGoi1izvArwaSGLdZVlYWFhqF5X2JLSxkd8DuEXT9Gq9n34F0AXAOYIgQgDwAeQAeAqgC0EQu6Fxl30HwFqapjMIgigiCOIdaNxtPwKwQbuuIwA+BnAJQBSAszRN0wRBnAQQQxAEo4a6A9Blq7UFbMNd1pjR978Dn88DR2SHyUUqhNM0rqkpcER2sLN7VTKqonT6ywBM1X5vCuBpmskZpm2e5ORbQMp97IHGvUAFYDw0N2EbaOoSrtsUW6HI1BQQfi3NrVaY2F3Ph0r0pYBfZm7AH53CS8XuAhXH77Y/cw779+/H0KFDX3v7Sz9vyp8Q5me12qL66VWKyeRwnMDne1i03eqkqOgqVKpy9dsrpCrWOi7XCfb2TcxYwpwbiy4jvg0J8rLzGF6OpmlIpfdA0+a9g6wtwJljzLrLsrCwsNQuTHmDtgUwAhrhmKL99ALwA4BAgiCuA9gP4GOtVfNbAA4ArgNIAvAjTdNMtvpxAL4DcB/AA2iS/gAaEVuHIIj7AKYB+AIAtAl/vtauJwnAIiYJkC1hidB805bM2kaDBn5wq1sHXUQc5POAIfU94Va3DoKCXhnPjaXTbw8gBBorH6C1avr6lt2EDWHe9fbwYRpaqtRg8l5zofFvv6/9blpdwtphLUhOvoWX569iCRcYyAU2ip3wUhu7q09F8btflEjw3erVsG3MP18URSEnR4K8PCA19WG5Tn9l5X+YBC61gapY6wiCA5K0M+PDN+NjBw5HAA5HCA5HBA7HHhyOPbhcB3C5juByncDlOoPHcwGP5woeT6z91AGf7wY+3x18vgf4/Lqws/O06JxZ2122qpZM1s2WhYWFxTYxJbvsBRjv1Q43MH8xAIOFv2iaTgbwtoHpsgqW+QEaQWvDEDC3U8eKTOsSHt4Ypzq2xL596WhBAHtUarh3bY3w8Ma6efSTjSxc8j3Sn2SiGTQWzA+gGXHRFQmP7omXLy9oO0AEAFLvf0LbOXv9/wMENJ7ophMY6IuDXC5eKpQQQWPJTAIwUvu7aXUJa0dH7uHDNLSiKHAJAhRocAkCrSgKjx6l62J3gcrjd23d0m2Je2jM3G/hcqsEkWrg2Pyt+PvMVZ2FtyL3YSam13a9Kcy/dquW3MZWj0N5LBFo1ZEUCQAoqnY8Y1hYWFhYNFRvCsH/DKwl801DkiTmxkzAezcvYs+TF/h6/ifo08dwlkqapuHi4oiMjFzkqFSwo2jcR9kSCp1B0yrUhkHy8PDG4LRsiGGXrutiMt0BtIaeqK6kILxM9gSacGlCK7ZJGBPDhgUyaUCwk6XWZ/2kU+UJDPTFAZJEGE2DBKCiaSSRJIYElE5aXWn8rk1bugFzhRVj4Y3haNyiG4udMVkvO3NF7sNMTO/HHze1+l5YA0uEVNWsdTVHZFpq8QasmRRJ/3hZEvpRCx7SLCwsLLUQVmRaAYIgzY5rYUWm9SFJEmKxHYqKgObNG1SazOVtAJsBTCAIqHlcNG4cgOgJtlFCwZqQJInl305Dt3ajcE8KjKeBgQB+gel1CeXy9NfSVtNFK2HRfRce3hinOrTAvF1P0IoCNuUVQtwpvJTFG6gkftdehKnTplVhL18H5nW8GQsvqV2SR5KlLLwVuQ8zMb2ffDK1/IptAsuFlCXushQlgVT6qErbL0/V12FYbJsfB1kd3YU/zQAAIABJREFUSZEIAqBpzbpJkmM0szNbbomFhYWl5sCKTKtguSWTSbRRFTRJWWrS6Hn1Y6hDZcgasxbAMppGOy4HIyYMtslyCtbAzs4Ovg0AwBknyLr43sbqEjLou3lWhxWZsXh3vvQ79ryUY8OKiWjXrnx22UGDuuLU4T/Q7twVzJHI0BSvLN2BnVuhT5/GKC5OBUFwtFl3Odr/Sb3/OdBYaDmgaQI//xyHH9ZuxLO0dNTz88WoKVMxdOjQajn25rrLMhbeUIoGB5oaVPoW3srchzUxvbb6DHq91jq1Wgq1+onZy9UUrG3JpCgKEgkBqZRGYuJNhIc3xrhPFlboml1626wlk4WFhcUWYUWmVXjVuWJGYDdvPoX09Bfw8amLceO6lxuBtYYlkxn9ZXlFRWLbFGtMbRWZJEmCIAAPDz5+/nnrm26O1THH8kGSJBwdOSBJoGXLRgY7y/rxu+s2xerWyYhytboApt66BuMZs7KwNHo0juzfhq27loAkeeWEaUX/VzwfB+ZaqMLDG+Nk+zDM3fkYrQFsySuES4cWOgtvZe7Dmphe2xiosAbWjjt8XbwOC6A1S5gwscA+T2m0poHYaauw2dsdzy+l4oJUbtQ1u7Y+p1lYWFhqE6zItAoaYUNRFD76aBnOncuFRDIXQDNkZ/+LqVOX4MiRJOzY8YUuiUZmZhHy8oDbt5+iWzeqxnVmaiKmWWNqJ0yHsDaWCTAlKY0l9xdJkoiK6lblDm3F8YxJOHjw5BvvNJMkiZlfjUGHhF/wWE1i89oZCA9vrDtuFbkPMzG9tuZNQVEU9u3bh20rFyMt/YVZgsv6cYfVg76oTEvPglquBEemwHKFEqGwzn1QFmsKcF0sMBfg0EATVyf0u/gvBsoVZgwGsiOtLCwsLLaIbb9BawhM5+rQoTNagXkRwCBoupKDIJH8hYSEHMTFnQVFUZg7dwdOnHBCVtZUbN9eiLlzd0ClUlVYHoCl6vj4uONfI7+ZlmHVdqisnERZSLL2xgDri7hXdx1wQSLDI63l401SmQV916bYN9GsctA0BXt7oG5dPiIimpQSEcbK/7QrFdNrOyKToigMHzgQ66KjMSnlNk5k52Nyyl1sm7oaYz/+ssLnKkVRePo0F3l5wMOHL2z2GcwMrmyfuhqTU+7iZPZLrC4sQR2FEr8CCEL13AfWFOBMLDBP+w7lEARaqlTgGZm/tg8GsrCwsNQmWJFpFTQvyM2bT2ktmOW7kxLJPGzadBLJybdw/rwSHM5iAH3B4SzG+fNKDOk/TddZMKdDxGI6w8dFYalIAFmZ6Yw1ZkQlGVZthbKdS1Oul9psyayKiHsd7uY1xYKuVGpK43C55R1cGPfh6LXTsS40BD3dXbEuNATRa6frWchs53Wyb98+3I+Px/mSErMGHhj3zZfHUzEsC7j5/SnEzP3WJu8bY4Mrf0IzCLBfO5+x+8DcgSr95YBXA1dVITDQF0kkCSYzgYqicYXLhbEiTYYGA9k6mSwsLCy2CesuaxU0IjM9/QVQQXcyPf0FHjx4hqzMYJAlMtRVAdLMQuRx/SF7EItbSpVFMSiaxD/W3J+aj6F+R0XJXEzJsGorVFZO4uDBMyAIlIrLihrZBzRdNUumrWZ8tETEvU7XTtPiGd88TBIyHs+wHaky92Fbcpf9fs0azC4pMTv+mnHfXCHgoUgKeDsKsUCvlIstUdHgyhcAvgUwVDut7H1QFRfzV9llq37Pl8/2XABR22Y4dCkV0/RiMgHTyy2xsLCwsNgGtjP0XKPRdK58fOoCFThk+vjUhVyuBCU5h0CSgjsBBJIUaOkf+J+ewGSozBJjS506W6GiY2KaNcb2qcxyFzNrXTkr5845m5D12PJsxpZYT18Xtu4GXVMs6My1YciSaRq2c/88ffbMIusx477JHAH9Ui62RmWDK0/1vpe9D6riYm7NmEwm23NWAzvs8QD6L5+I7/cvRUDn8Epcs1lYWFhYbB3b6RXUYBhhM25cd4hESwAD3UmRaAnGj/8f+HwewkR38ZJagFz6N+RT89GQ/hcBRtZtS+50tQHGGnP47FYk34nD4bNbERXVrcYITKDyzmVRYYnBzmOdYiA72zKRactxj7Yu4kyLZ3zzKJVVFZm2M+hVz8/PooEHxn1TqS0Bo6ZpJJEkArSlXGyJygZX6mn/N3QfVMXF3Np1MkmShJMTB2Ix0KJFCLhcrpmDgay7LAsLC4stUnN61jaNpnM1aFBXdOrkBpHoXUCvOykSvYvOnd0wcGAXNGjgB/+6dljilopPeGuw1P06XPhyGHNitAVLTG2DoigkJt7A/v0nkZh4w2QrHEVRuHw5FTExPyAm5gf8/XfqG7HgVda5rA9DUcHAVxRQkmmZu6wtJ6+pmoir/g5qTbGgq1TGYzJNwZY8Kz6dOhXL7O3NHngID28Mlw4tMFOqQpwKmFosLVXKxZaoaHBlMYDeMH4fVCVOuDrKuzDrYuIra8NgIAsLC8t/HTYm0ypoOlckSWLnzi8QF3cWmzYt09XJHD++l67gfXh4Y5zq2BJ7j5xFQwLYraZh3675G4hBqd2jvwqFAmq1Whs3VLqOaczcb/Hy/FW0oigcIEmc6tACc2MmVNiBoSgKS+ZsxMWD8fArkaIpgG+//xXBUd0wb+nnlS6bnHwLDx+mITDQt1RpCEtgykn0lMhwDcA9aCyLzQEsAPApNFUS/9b7rTU0nUe5wrJt2nLymspqWtpCx9Ra5VCqk8piMivnzR9nhg8//BC/x8aifXw8vigpMTn+mnHfjM69hz2JqZj4eX+MGvWhTVxDZTEWY/41n4dcAR/f8nnw9fUweB9UJU7Ymol/GJgBCsuS+NTudxkLCwtLTYUVmVbhlYiprDPJdGKW2Cuw5+BR9OvXCl9+OQvjPllocUIaQ+9lW03SUt3w+XyQJIGxY8cCAAhCY5lhPiUlgNtdKZbySfBIEq0BzNn/G8a/fAQ+X1lqXg6HAx6PBy6Xi8zMIjw++i8alSiwkSTAJQjcLirBgrjTiHFUIiTEFxwOp9TyXC4XJMnBwZ9Ogf73ESIoCjs5HOxr2RBjpg0Bj8cHj8dsiwsuV7O90v9zUNYNcdCgrjj56zm8ffpvRKjUaAdgHYBELgcKoR18iiSYDyAbQCsAPwI4CiAUgB1PU6qCIMy7BphOaRDKi9dUAN7ebkhMvGE1IW0uNUHE2TpVj8m0HUsmSZLYHReH/fv3Y/03i5CWnmXywANJknB3t4dYDLz1lr/NPi+NDa5MMGEfTal7agxrJv5hYNpqyDPkv/ouY2FhYanpsCLTCpjbYSdJEiEhPhCLAR8fV10MijmWGIqiUFICSKVAUtLNUnXtTMkcaPtY1mFVKBSgKBpcLgdqtRo0rYk1Y+LN8vKA/6kACmrItcuEqYCEJ5mQyTKMrjcvD2hWDLRUAzQBKAE40UDjgmLsjz0KsdjwciUlgN8zYAkH4BLAOzQw72gmPr72B+ztTdsnDocEl8vViU4ul4viYhr+HBrjKYCkgeYkkMMjkOVvj7k3peisprEFmht8JICxAGYTgJ07sGHDBvD5fN06ywpjoVAImqZL/fbu/1pg8a1HSJQrkY9X4vVXAKfsePB0FGHfpOWIUNPYz+XgZIcwrYXXetaOyrC2xdhWqa5Od0UlTEzB3OdgdUOSJIYOHYpevXxB0+a5tVe1FmR1XYuG1jtwYBf4+dXFmTNJAABvb3ckJd3Ao0fPjW6bsYK2TUjGIKkcXAAqAIeEdgisZGDT2u6yFEWhsFCNvDzgypXb6NLlHTPfZawlk4WFhcUWYUWmVTBfEDEdOcZ6YI4lhnH59HlKozUNxE5bjXg9l8/KSlzExZ3FJ5+Emt3mmsS2bdsQEBAIilJDpVJDrVZBqVQiMfEmjs7djBAXe3AAKCkKz14WYdSooWjUqB6USiXUajVUKpXuo1AoERt7Ho8PX8bfNIXhNMDncVAI4KajEH37toGPj4tufrVaDaVSCZVKhevXn6NdzlOIhVzQNA2aptFBosRxsRi+viKD29P/qNWU9qOAXM/XNS8PGAZAKHy1z61UKux5mY1CHuCmBvIAOAAoBuAGIM8OqO8C/PLLrxUeu+DgBrh3736paTQNpHGARAB7ALhAE/M1DMADKOGadA3RWiEdRgPzdj7BOwm/wtn5lUXWkKA1NM3YdGPTOBwOOBwuju4/D+7NZ4igafzIIbEztAFGjOunFdS8UpZiRkQUFhbCzs5O6yJavZY4lUqF3buPIyXlDkJDG2L48J5mC7qqlJ6oDEY8WO4uazuWzNKYJkL0xfvt2w9BEsCBA6dhZ2cHkiQNunKWnUaSJJRKJXZtPgLVP/cQoaaxg0NgT1gwRozrZ3A9pqyXad/uLb+BSnmAVhSFHSSJnc0DQdPAy3MpaCVVIBXAobV70VDAQ3cXR/zEIbCzeRCGjuld7rr4eOz/sDLzBeJTHyNcrUYyhwOHxn4YProbLl++ZLQtUqlUt69VhXmXie9I0F0FHJ23BZc7XzHrXfbxx7ZVWoaFhYWFRQMrMq2AJSP4TGY+S0pKMLXcYjgAB0ATsRMm6tVyqyxJy7pNsfjkk2lmb7cmQpIc8PkcAHwIhUCXLq1xuUsypmljMpNIEnW7tcGgQb2MWoyjP1qAJwlXEKSmcBfAZwDeUqrxF4+D0EHdMG/RRKMdrsTEGzgwZSXq1XEGlyCgomk8yy3AokUzTKq7R9OUQRGanHwLx+dvQwMXB61YVuNpfglmzxgCpVKJs4t340GJFLRSDYLLwXV7Abw8JCAINUaP/gwkSRoUtUqlEiKRCAEBAaWmqdVqODll4t0rGXiiVOOhmgbJIfAOh8A9Nz7ezVdCwNN0SEmaRms1jftyQKXSiPzqpqzF+F0amHcyGxNvXjJqMSYIYNiw4QA01mKBQKD7CIVCo9+Z/yuaR/MRQigUgM/nQ6FQIjJ8BOqmZ6EjDRzb9Tt+XL0bp5N3gc/nm7yfTKf7D2087iVoOt3nJTJ0MKGmbkUwlkxLsoYSBGFTiX/0MSXOT1+8z5LIQAP4E8DvOxJw/FAC6gbApFrEgYEBSE19VOpabE0D8469wPjUCyZ7LxjCkFfE58dfwIEGVqqAEBIooIGxNDCoWI0mahneIYB5J7MwxcB9oFsfD+DygQG0CvNu3MeMGQsrbWdQUKBVRCbzLlvKI0ADaOjigKlmvss++ujzKreDhYWFhcX6sCLTKpjfuWKsBZaITF0tN0JjYeIShK6WW0REE5tO0vKmYWJik5Nv4dGjdAwJ8KnQlY3p1F/QupR9DWAHgAQAhFKNAHXFbnhMsfHP9UStOdkqCYIEl0uCyy1tXerevQ6Sz13DDL31enZvgw8+6AcAeHYrE9/p/dawQwsU3jqNwsIi9O7dG87OLiZtXx9GMIfqCebvcwswfcxAXN8Wh0Z607NyC7B97TSEhTXUCk1lGTGrKjeNEbTGxG9F065ceYSI/HtwF/EBmgZF0+hUIsdZHy/4+zuVsi6rVCo8ffoUFEXDwcEecrkcSqUKJSUSlJRIzD4ulUEQwKO7QCuJxr1YAGAqDbyXloWwJgMwYWpvSKWSUkLVzs7OoGj9Ye0ezJLIsASlY27dAcyWyLBhU6zFIrNqiX9qrsAESot3/WMrpYH4YsDJyQ9BQYZ94vXFtVgsRk6OGh2zX8BF+Oo4dpQqcdbbEw0a1DHahrIivez3e/dy0Sk7A2LRq/XWfylDiJqCO4cGj0OAVtPoqKZQQBKws7ODSMhDJ6kS5/y8ERLiXmq9d+5ko1NOOsSiV4McnSQK/FHPBw0behhtS1JSEh48eGiVEiav3mUElAA47LuMhYWFpdbAikyrUHV3WXMIDPTFAZJEKK2xZKq0tdyGaGu5VSVz4H8BkiQREdHEJEsiM5LOBzAcwH0AqwCNmyKAL3/6DWNf5Bl1UzRX1JqzDxWt19BvQ4acA/DKYmUuhgSzc/sw2NnxcSHnJXree4q2XC7u1HFCvd7tER6uiRPWaBZhZauvEomJN3Dg7kr46AndJ7kFmDNnusHz3K9fXxQVFWPv3r1wdHSCWq2CVCqDTCaFTCaDTCYr910zTVrqb9n/DX1/8UIJUgJEAmAMRPbQfL+SK8Hu3UdhZyc1aT+f3NM4f2YD2IRXMbfjockofPPmfYwdG12BUC1veWXme/z4MYDyMZmmxYDapsg01VWWuc+vofyxHU4Dt18Aa46sNWldzGCMv961+DS3AHPnmua9UNl69b0ilGkvcFeuRHFBMfx4XNir1DgvleNDLhf16/lB6CjCk9wCzJ49rdy2Da3vSW4BZs2aWmE7Bw0aiLy8fKtYMpl3WSvtYIBl7zI2JpOFhYXFFmFFphWwxF2W6chZ0uFnOvtzdz5GaxrYnFcA1w4tddaxqmQOrC1Ylgq/PMxI+j5oBOZ5oHRsEEXrYoMqyihsqqg1h4rWa+i3qljPmXXqi9fB/l7Yvn4//txzHIu1LoYX1Apczy0E0rMs2oalVNVizOFw4eDgAAcHB6u3rX/naLz19C7+ADAFAB+AAsAfAIYA+PWJFP2Gt0J4eDjkcrlB0SqXyyGTyZD/5AH+fKlAK7x6eHOhsbpdBMDlULhz565F7aRpQK3m48mTIiQm3tAdO1NiQG0t6Q+DqQl/mPv8ElDu2LYDcDYz1+RtVvVaNGe9wd3bAKAx5+AZhJdIkQrgDp+L/UI7FEnlSFYojW7b0nZWNSmSoTbM2fsMLVVAen4R3LtEsO8yFhYWlloAKzKtguWWTCbZRmWUtSZ4e7vhvgtwnwdsXT0NERFv6176xuqnmVoSpSZj7bgwZiT9ewCzgQpjg2y9fAYjMi21ZAKlxWts7Gk8/eNqqaQcQwDI5Aq0O3elSvGBlrSrOizG1iD9eTa2QmNtHACgIzQCUwJgEoCflYC7uzsGDx5S6bpiY09j9aSVkMoVGAnosoL+DeBPPg+T549E584tyllgK7K0MtOu/HEfdV9I0TrjPg7cX4lTHVogOKxhpYlXNOe4Zlsy9S1mPwKlju0FAN6ext1cy/K6vRcAIGlgF5w5k4xAgsbIji3B4ZB4/Dijwm1b2k5r1slk2tA39Tz2pOUg5stP0bNnBzPfZawlk4WFhcUWYUWmVbBcZJrS4TeUUTIlOx+zCU3G0LK1xWpCcfqaAjOSnq897oaoKbFBVXHRNoQpSTlep/C2xGJsLYt3Rfj4uONmdj5OA/gBwFUA/QGMAnAYAJ8HJCbeQ/8u0ZWWJGFqpJ49/TeGa2ukXoCmRmqLbhEYM+Z9i+7vxMQbkJ39ElM5UtR1EMCrjjM+P38VWxKSMN+kc2yrzxTTLJnMfX5eIoM7NAMCraAR74lcDmZPH2H6FquxrqOxa7x166Zo3bppuWmWrq8irF0nkyRJiMV2kEiA5s2DSh0j9l3GwsLCUnNhRaYVqIq7rCkd/rJp3CkAPwHoQgNuMuDH0Utwtm8HXdp3gC1Oby2YkfT043/hX5o2O87VlgqJM5ZMhcJyS6Y+NTkpx+vMhKrv8jdGb7oMwGI7HkrUStw5ew9jKWAQgOsVlCQhSRLbdn2NgwfPYPOqXTibmQtvzzqYPX0EoqIsv6b0k4kRBKFLJvZbZq5J57gmZ5YFXt3nHc5dwWyJDBQ07sd/8nlo0S0CUVFdTVpPdZaYMfYsGTCgM375JeG1PWOsXSdTf10UVf58se8yFhYWlpoJKzKtQvVmly1rMfobmuQUW6Cphfi4oBhb9dK+s1gPZiR99uz1+PLHI+hN0SbHBlVnh9MSXg1sWEdksgmmTMOYy1+M0A4FAh5a5SvxAYArAHZCk8G4vDvqK0iSxJAhkRgyJNJqbQwM9MV2AmhHAwRJ6hKweHvWwb9FEhPOsa1alEyzZOpbzDZsisWNm/fA49CYtXgcPv64v8n3qSl1HS0RSxU9S1Ys2AKXwhLMkcpfyzOGEe7WXC8zSGFqDG2ZFlmtHSwsLCws1sNWewY1jOqtk1nWYnQPr5JTOABQK1W6tO8sGqzpBkmSJJYvn4RGPd5FO5EAhwDcBXAIQLsK4lz1O5yDoOlsDgJwQSLDI22H83VS1cQ/ZRk+LgpLRQLIykxnhPcINikHgFcCJnrtdKwLDUFPd1esCw1B5KQPECiRYw+AaGgymmZDM4jEuKPu2hT7WtoYHt4Y8hBvzFMD+4pl+Dy3AC4dWmDstOEmnWNbTfxjjgBhLGaHz27F2+84wjMEGDiws1liqjIXckvPZ0XPEsGLPHwulb+2Z4w1E/8wMCLTkCWThYWFhaVmYqs9gxqFJa5i5nT4fXzc8a/e92AASdAkpSgGwOFxkUSSCNCmff8vU11ue8aEQvTa6UatBdXV4bQUayT+0WfQoK7w79TSLOH9X0VfwCTficPhs1tRv74XWqrUYCqWMlli72u/v06XY5Ik0aVfOJ75AandmmLI2hmYGzMBgwd3M/Ec26q7rCWWsVfP5bLlXCqjulzIK3qWfAWNBbzs9Op6xlSHu2xVLJmvI66apXZz4sQJIUEQIY8ePeIa+m4MgiBCtm3b5vR6WsliCPYcmM/MmTPr+Pv7B7yObbEi0yqY38HicEyPySxrMWoNTfH1sQBWA1jh7GCVFPksFWNIKERFdTPa2bK1mEVrWzItEd62xpvsnwYG+uIKl4uX2u8qaAaPGmi/v26XY7VaBXt7oE2bRoiI0NQ4Nf0c2+q5tuwEMwMxzD1jKmUHBPWpyvms7Fny1Mj06njGVIclk1kXKxhthyFDhni2a9fO19jvbdq08SMIIqTs59y5cwJTlrdlOnXqJH327NmDevXqWedlqWXbtm1OBEGEWHOdLBUzZ84csa+vb+Cbboc+ttim6oKNybQK5r9seTzTs8saiukKBXTZZfdsn4t33mleIzr1/yVsLWaxKrVZjVFTk3LYQqKa8PDGELVthmFnk3Uxme7QDCK9iTqAzHVR1npnyjm2VXfZ123JrK66jpU9S+oZmW79ZwytG5ipHkumJSKTFaZvigEDBhStX7++VFFkDw8P0+qy2TACgQC+vr41fj9YWPShKMpqRgZTsc2eQQ3Dkg6rOXUyDVkTNoSGAP4E6oegVI1MFsvh8cQQCOpDIPCDnZ0v7Ox8YGfnBT7fE3x+XfD5HuDx3MDj1QGPJwaX6wIu1xlcrhM4HAdwOPbgcEQgSQFI0g4jxn9gUzGL1naXZakaJEni+/1Lcc9NiK8JwB/ACAC/4M24HFtqvdPw5kW7YcwXIBSlBkXRIEnC7FqQ1eVCXlH885cAPjIwvTqeMWo1Y8UkYM1z/iq7rGWDAixvBoFAQPn6+qr1P3w+3+L13bp1i9enTx9vFxeXBkKhMLhRo0b1Y2Nj7QEgJyeHHDRokKe3t3egQCAIDgwMDFi0aJGr/jXDWE/Xrl3r7OPjE+jg4NCge/fu3hkZGaVu5OXLl7t4eXkFCoXC4I4dO/o+fvy41EPPkLvssWPHhI0aNapvZ2cX3KhRo/rHjh0Tlm3/1KlT3Ro0aOAvFAqDvby8Aj/66KO6eXl5JLPO6OhoT0Dj4kkQRMiQIUM89dsUFBTkb2dnF+zv7x8wd+5csf67ev/+/Q5NmjSpLxQKg52cnBqEhobWu3z5sp2xY3n16lV+x44dfZ2cnBqIRKLgBg0a+G/dulXnVkoQRMjKlStdoqKiPB0cHIK9vLwCv/zyS1f9dXz33XeOYWFh9RwdHRuIxeKgrl27+ly/fl13rO7du8clCCJk69atTm3btvUVCATBfn5+Adu3b3c0Zx4ASE9P5wwZMsRTLBYHOTg4BIeHh9c7depUqWNsyjnQZ9OmTU7Lli1zS09P5zLHfObMmXUA4OXLl8SIESPqisXiIDs7u+BmzZrVP3z4sKii9TFupvv373cICgryF4lEwe+++67frVu3Sl0/f/31l12HDh187e3tg8VicVDPnj2979+/z62oTevXr3f28vLSWTeZ4zZo0CDdNfLtt986ubm5BTHXfGpqKq9r164+9vb2wfb29sGRkZE+N2/e1LVl06ZNTlwuN+TYsWPCJk2a1BcIBCGHDx+2L7tf2dnZZHh4eL133nnHLzc316pigrVkWoXqrZMJGLYmREZ2g0qlZl2MrASXK4ZAYD3vnk8/bY2E36+hfXw8vigp0WUVXWZvj5DIbhg5cr62s0ZrLS60yf9LJPdA0+aNSFWHJZOlanC5XPQe2BQnTiTiEN8b3xdI31gdQOa6sKSTaKuWTFOzy+pjqRUTqL66jsYyFC8VCSBzFGFDYQkcpfJS06tjkIKirB+PCbCWTFOIi4uzP306QRQZ2VkycODAkjfdHmuTlpbGad++fb1GjRrJDx48mO7j46O6du2aHXOtyWQyokmTJooZM2bk16lThzp37pxw6tSpdevUqaOeMGFCIbOea9euCdzc3NRHjhxJKygoIEeMGOE9efJk9wMHDmQCGrE2b948jy+//DJ7wIABxQkJCaL/+7//q9Dk/+TJE05UVJRv3759i/bv35/x9OlT7rRp0zzKzicQCKjNmze/8Pf3V965c4c/efJkj7Fjx3ocOHAgs1OnTtIVK1ZkzZo1y+PZs2cPAEAkEtGARrzs3bvXecWKFVmtWrWSp6am8idOnFhXLpcTq1atyk1LS+N89NFH3nPmzMkeNmxYsVQqJZKSkuy4XK7Ri3/o0KFejRs3Vpw/f/6pQCCgb968yS9r1Fi2bFmd+fPn53z99de5hw8ftp8zZ45H69atZb169ZICgFwuJ+bOnZv79ttvKwoKCsgFCxa49enTx/f27duPBIJXvhoLFixwX7x4cdaWLVte/Pjjj87R0dFeb731lqJt27ZyU+YpKSkhOnXq5BccHKz47bff0lxdXandu3c79unTxzcpKelJ8+bNFaaeA30+/vjjotu3b/NjY2OdkpKSngCAk5MTBQDDhw/3SklJEfzwww8ZAQEBqo0bN7oMHjzYNzk5+XGzZs0UxtaZlZXF3bJli8vaQ5kSAAAgAElEQVSuXbsyuFwuRo4c6Tly5EjPy5cvPwOAlJQUfmRkZL1x48blbdy4MUuhUGDhwoVukZGRfjdu3HhsrE2ZmZncyZMn101NTeU1bdpUeeLECXuxWKy+cOGCThQmJCSI2rZtKyFJEiUlJUSPHj38/P39FadPn34KADNmzPDo1atXqfNDURTmzJnjvmLFiuygoCCls7MzlZiYqDt5Dx484Pbo0cM3JCREcfDgwQyhUGjVByorMq1C9dbJNIYtuPzZKragu0mSxO64OOzfvx/frl6Np2lpqOfri6nTpuGDDz6oUkdNKn1ktsisSkwmn+8Be/u3dEJX0xlk/i8vhA2LY0q7nP7/pq3P+LpVUKslZu+PLeHi4gJXV2DG7OHo0aPnG2uHMXdZ07BNkWmJaKmaRdfwgGBVn9UcDgfbdn2NQ4fOYv2mWKSlZ8HXxwPR4wfr6mSWnW5KnUxz3YmrIx5Tf32sJdMwcXFx9sOGTfKWycYRP/00yWXPHjy3BaEZGxvrfPjwYZ11LDQ0VHrx4sU0S9a1Zs0aF4IgcPz48XRHR0caABo3bqwbEfX19VUvWrQoj/keEhKiTEpKEuzfv99JX2TyeDx63759mUxnedSoUS+3bt2qs9CtWrXKtV+/fkXz58/PB4C333674NatW/zNmzeXsuLps27dOldXV1f17t27M3k8HkJDQxVyuTxnyJAhpbItLl26VNe+4OBgVUFBQc7IkSO91Gp1pkAggLOzM8XsCzNfcXExsXHjRvHevXvTBwwYIGH2LTs7O2fWrFkeWpHJVSqVGD58eFFwcLAKAJo3b25UCAFAeno6b9KkSfmhoaEKAGjUqFG50eX33nuvaPLkyQXaY/1y+/btLidPnrRnRKb+cQWAPXv2ZHh4eDS4ePGioGvXrjrHiuHDh78cPXp0EQCsXr06548//hCtXr3atW3btpmmzLNjxw7H4uJi8vDhw8+Z525MTEzeH3/8Ifr222+dt23blm3qOdDH3t6etre3pzgcTqljfvPmTd7vv//ucPDgwfT33ntPAgDbt2/PunTpkjAmJka8f//+TGPrVCgUxL59+zK8vLzUADB9+vS8zz77zEsikRAikYiOiYkRd+vWrXjlypW5zDKxsbEZYrG4wa+//mo/dOjQYkNtcnJyUvr6+ipPnjxp37Rp05cJCQmikSNHvtyyZYtrSkoKPzQ0VHHx4kXR7NmzcwHghx9+cMrLy+NcuXIlw9PTU63dzvOgoKDAn376yWns2LGFgOYduHLlyuzIyEhp2X1JSkqy69u3r0/Pnj2Lv/vuuyym6oU1YUWmFaBpGrGxp80qhs3lWjcJC4sGWxPeJEli6NChGDp0qFXXa4nlqCruskxnlNmurRxmtboEhYVJVViD+SKEwxEC4ABQg6Yp0LRa+79lIxtOTpo+WkFBgUXLW4va6S77ei2ZAODoGA4u18GiZStj9OjOGD36awPTuxicXhEKRQ5KSq6btQxTYoS1ZL5eTp9OEMlk4whgHmQyEKdPJ4hsQWT26NGjaPny5TnM96pYQf755x9BeHi4lBGYZVGr1Vi4cKH40KFDjpmZmVy5XE4qlUr4+PiU6kQFBwcr9Nvh6+urysnJ0fWe7927ZzdkyJAi/WXatWsnrUhk3rp1ix8WFibTfzZ26dKlXKd99+7dDhs2bHB9/Pgxv7i4mKQoCkqlkkhLS/t/9t48vqkq//9/3pukTVugZQdLWcomIFIhLEoLyqKjznwcaUVQHFcGEFSqzA+XUUcUZNRBGAUFd5ABqaA46FdBQDYZ2oIIIlqgIG0RKLQsbZqmyb2/P9KUNM2etE3LeT4eeUBv7nLuuUvO67w3TadOnVzGRv3www+RJpNJuvvuu+Mdxy9Wq5Xy8nLp999/1xgMhvLhw4cbk5KSuqSkpJQOGzbMOG7cuJLExES3A8ipU6cWP/roo+2WLVsWm5ycbBwzZkzJtddeW+64TlJSUjUP/Hbt2llOnTpV9eLbtWtX5PPPP9/ywIEDkcXFxVr783n06FEdXPLev+6666rtZ8iQIWVbtmyp5nrqaZ2srCx9YWGhNi4urlrYudlslvR6vQq+XwNf2L9/fwTA6NGjq81QX3fddcasrCyPLrht2rSx2AUmQEJCgkVVVX7//XdN165dLXv37tUfO3ZMFxMTU+1cysvLpZycHI8/rkOHDi3bvHlz9IwZM87t2LEjetq0acU//PCDfv369dEajUY9efKk9sYbbzQCHDhwIKJ79+5mu8AEiI+PtyYmJpoPHDgQ4bRf50gLzp49qxk5cmTChAkTzi9atKjWslAKkRkkiqJw39gHObJxc40i2Z6KYcuyRGkpGI1lZGYewGDoVcdxlY3/h7lxE7iLdmATG+J+saPXdyEioqaXjqoqlJTsxWK54GIr98TGxgJw4YJ/24Ua+30RiMgMX3fZurdkhm9fBE9tu8sKS6ZrRo++wfjhh4/GmUxIev0idfToN8LCfaNp06ZK7969QxZ/4WmS+MUXX2w+f/78FnPmzCkcOHCgqVmzZsqrr77afMOGDdVmdHQ6XbWHXpKkGpMX/k5Gq6qKJEk19uvIli1b9Pfee+8Vjz32WNErr7xS2LJlS+v27dujpkyZ0s5sNrs9oP2eX7Zs2YlevXrVsE62bt3aqtVq2bRpU/727dv133zzTfTatWubzpo1q/WyZctO3HHHHS4nG+bOnXv2vvvuu7Bu3bqYzZs3Ry9YsKDltGnTiubNm1c1KeAcGiFJUlV7SkpKpFtuuaXDoEGDyhYvXnwyPj7eCnDNNdd09nQ+9v7yhuM6iqJI3bp1M69Zs6ZGsfeYmBjFvr63axAsqqp63WFERITLNtj7TVEU0tLSLvz9738vct7WW1KsESNGGGfOnNlmz549EaWlpXJKSopp+PDhxk2bNkVrNBq1ffv2Fsfnzbk/Ks+hWr9oNJoqt2xHmjVrpvTu3bv8q6++anL06NHiLl261IrFq/H+GtYRK1asIHfTFpdFst0Vw1YUhfkvfUhCHtyRZ2bV9NeY8/RC8QNbjfqwjDQcIVXXlsxALEKXG5IkI0n+CxO7yAzEkilJWmJiriImpjfR0T2JiupGVFRiQD++ZrNtfBOYuArPn5JAsssGa8kMX6uuM4EkRapdd9lADJmXQ06CMWPGlC5f/u8TkyefLF6+/I2wcJUNNddcc40pKysr6uLFiy4foB07dkTfcMMNpY888sj5IUOGlPfu3bviyJEjfgeQd+/evfz777+vZq3asWOHR+tV7969zXv27IlynKDdtGlTtW22bNkS1bx5c+u8efPODB8+3HTVVVdV5OXlVXuJ2AWK436uueaa8sjISPXIkSO63r17Vzh/7O8hWZYZNmyYafbs2UW7du3KGzJkSNkHH3wQ66ndV155ZcWMGTPOffnllydmzpx55oMPPojztL4j+/btiygqKtLMnTv3zC233FLWr18/89mzZ2VXz9vOnTurlfDNzMyM6tGjh9nXdQwGg+n48eO6uLg4xfn87RZgX66BKyIiIlTnWFR7zOWGDRuqWVt37twZdeWVV1az9vpLUlKS6eeff4688sora1zLVq1aKe7aBHDzzTeXnjt3Tn7ttdeaDx482KjT6bjxxhuN//vf/6I3btwYk5ycXDW51KdPH3NOTk7kyZMnq6z0BQUFmqNHj0b06dPHoys12CZjvvzyy4JevXqVX3/99Qn2xEShJjxHBg2I915/nZmlRpdFst0Vw87OPsjFHT8yWwO36+DNlrGc27qH7OyDAbXhMviNFdQg8DjgwNxlG85NpigKGRkbuG3EJAw9x3DbiElkZGyok0mcQERmcO6yViIiWhER0YbIyPbo9R3Q610VtPBOMBa8cHNTv4SwZLoncJEZ6tidS+6yvj2jjs/4VZ0HMsJgYPny5Y16onbMmDGlb731RmFdCszS0lJ5165dkY6fffv2+Szs/Nl++vTp5xRF4eabb47fuHGjPicnR5eRkRGzZs2aGLC5wX7//ffRX331VdRPP/2ke/zxx1v98MMPzkMvr0yfPr34iy++aDpnzpy4AwcO6BYuXNhs1apVzTxt8+ijj54rKirS3HPPPW1//PHHiHXr1kU/99xzrRzX6dWrl7moqEjzxhtvxP7yyy+6t99+u9n7779fTdR17dq1AuCTTz5p8vvvv2suXLggNWvWTJ0+fXrRrFmzWr3yyitx+/fv1+3Zsyfi/fffb/rII4+0Ati0aZP+ySefbLllyxb9kSNHtOvWrYs+ePBgZK9evVwKogsXLkj3339/my+//DI6JydH97///S/y22+/jenevbvPAioxMdESERGhvv7663EHDx7UrVu3Ljo9Pb2Nq3f9xx9/HPvuu+82/emnn3QzZsxouWfPHn16enqxr+s8+OCDFxISEipuvvnm+LVr10YfOnRIu2XLFv3f//73Fv/5z3+a+HoN3JxHxZkzZ7SbN2/Wnzx5UlNSUiL16tWr4o9//OPFxx57rO3nn38evW/fvoiJEye2ycnJiXzqqaeKve3TE88++2zR4cOHI9PS0tpv3bpVn5OTo/vqq6+iJk6c2OaXX37RuWsTQEJCgjUxMdGckZERO3z4cCPAoEGDymVZVjds2NBkxIgRVSLzgQceuNCiRQtrampq+507d0Z+//33kXfccccV7dq1s9x7770+uUVFRETwxRdfnOjXr5/p+uuv72hvXyhpKL+GYcvxvDyPRbJdFcPOzc1noKKglUBVVLSSxEBF4ejRGp4CHgnfgV040HBEUWD4f+2DSfzTUCyZiqIw6S/P8U76PB7bm8PXhcU8tjeHJenzmHzv8yiKgqIoXLhgoagI9uz5xa+BqaIorFjxKSMMBrq1bVtjcCvLdWvJVFUVRbHUWBbIpEAw7rLh+lMiLJme8P8euVTCJHTXW1EUzpwpo6gIfvrpqNfnscYzfvoMU3fvZv6kSdyTmtqohWZds3fvXv2QIUM6OX5uv/32K2pj+4SEBOuWLVuON2nSRPnzn//coV+/fp2fe+65VvZ32UsvvXT22muvNY4dOzY+JSWlU3FxsfzXv/7Vb0Fw9913l8yaNev0v//97xYDBgzovGLFimazZs3yGJPWuXNnS0ZGRsEPP/wQNXDgwE5PPPFEm1dffbXaNnfccUdpenr62RdeeKFV//79O69atarpSy+9VG2dlJQU08SJE4sfe+yxtvHx8V0feuihtmBzbX355ZcLP/zww1iDwdD5hhtu6PjGG28079y5cwVAXFyckpmZqU9LS4vv1atXl0mTJrVLS0u7MHv27LO4QKvVcu7cOc3kyZPb9u3bt/Ott97aoXXr1paVK1f+7ms/tWvXzvrOO+/8/t1338UkJSV1njlzZutXXnml0NWz/8ILL5x577334gYMGNB55cqVsW+99dbJlJQUk6/rREdHq1u3bj2elJRUPmnSpHZ9+vRJvPPOO6/Izs7WJyYmVvh6DVwxfvz4kj/+8Y8Xb7/99g7t27fv+sILL7QAWLp06akbbrih9IEHHmhvMBg67dq1KyojIyPfU2ZZX+jXr5/5u++++62kpET605/+1OHqq6/u/PDDD7crKyuTWrZsafXUJoBhw4YZLRYL9thLWZYZMmRImcVi4aabbqoSmTExMerXX3+dFxkZqY4aNarj6NGjO0ZHRytfffVVvmPmX2/odDrWrFnz++DBg4033HBDwoEDB0IqNKWGZKHwBYPBoGZnZ9fZ8UYYDEzdvZtUF9+tBhYk9WDtpsXVlmdmHmDV9Nd4KO8YWqBPv6t5pOgCY+fPYNCgPj4f+6abbsRsruCbb77xu+xAkyZ90ela+rVNXaIoFs6f3+73dhMnPsThw0d4550ldOvmqnS5e6KiuqLXJ/h9zPqgpGQfFRU1XP5RFIXVqze6TEK1cuVK5s9/h2uuGcSDD/7FrzhgrbYpTZsOCPVpBI1z4p+MjA28kz6PbUZTNe8CE7ZahRPnPU7Onl/48ePPGWhV+L1TAi2vH8jTc6Z67Qv74Pb4lh+YWWq0xV9jL0kzmmWrV2M251NWluvXORw7dpT773+Ajh0T+OijpX5tC9Cs2eDKZEQ2VFXh3Lmtfu9n6tSH+fnng7z55hv06XOVX9tGRXVBr+/k9zFrG5Mpj7KyI35tk5PzK5MmTaZHj+4sXrzE72PGxiYjy+Gf7sBsPkVpqX/eM2fOFHLHHWNp2bIFn366GvD8zvHlmZrz9EIOrvqSfmXl/Na+He1vvM7j8+jpGU+JiSF9yZKQJ1pzRpKk3aqqGrytt3fv3lNJSUnnarUxAkE9cejQIW2PHj0SN2zYkDdq1CiXSXh8WUfQsNm7d29cUlJSW1ffhf8vYZjzYHo6cyf9lVudXGbtxbAnuSiGbTD0Yv2w/vx96TEGqbDo7HlaDB+AwdCrztptsZx3Mcsf6gmHwPdny9hZt1itFykv93mizwuh7Mua+1KUml4vdhH023e7ayShWr92C2bTBRLy4JpzP7Nq/2usH9bfJ3FlP57J5CozfW1NUvm2X0WpPun48Vuf8qTT4BMuua+/+K9lDNBoeFkLSHBl82ZMr3RV9zbBs3r1Rn77bne1wW134NbSUlLWf8PSpW+QluZ/XcJgLJkA5eXHndx0A7smlyx4/k9kVlQUVSupE5rJy+D3YbVe9L6SE8FaMsvKDnv0MgndxG5w+1EU/8d7FouF0lKoqDCTmXmA/v17MuW+f7h853hKfGcnO/sg57bu4ZVILWUV5XRuFs2TXp5HT8/4k6WlLJw3r9ZFpkAgEAi8I0RmkIwfP551q1aQ/O3GGkWy3RXDlmWZp+dM5frv17H8vJk3/jmN5OT+dZpd1mQ6XmfHaiiYzacxm0/XdzMCxq0IMppI2phF12gdszXQLiaSdi1jmeajuAKbmCsrO1yr7Q8FBQWFHt3XT5w8y+T2rdBKEhao5qrurR88Dm6NZSxYsIjbbuvnd5vtMZkXL15EVRW/Y/r8mRjxZHWyxyJGRPgvMi2W81gs9VuCJVCq+mTRpxzJzUcxV3ChAs7lHSUjY4NPFjlHzGa3JdYaNIqi8O85H5GQB0M1Zaya/hoLr2jFiZ372V5WXuOdk1yZ+M6xXqgzVaEjsk2UayS8Po/envHj+QGVaRQIBAJBiBEiM0hkWeajjP/w0UevsGBRRtXAbdLDdzBmzAi3gxNZlmnRQo9GY6Zfv24BCUxZltFo5IDijgSND08iaHS5mSZWK9pImyXFH3HVkIiPb82+wmJcOUrvB65o15IsWWZApTXJoqpkyTJju7it51yFt8Gtq/hrX9BotDRpEkNJSSklJSU0beoxB0XAeLN0nyouoagIfv75GJ06da7jkkr1g6s+2QP8DSgvMvHS1H/yzeffsWTZi5dFf3giO/sgpf/7idkaiNZr6NEylj/t2MeYcrNbz4F/zH7P4+9gYmIHVskyyZVGWYvi/Xn09ox37NAhkNMTCAR+0r17d4uqqjnBriNovFzev5ohQqPRkpY2irWbFpP96xrWblpMWtoor4MSe4a+wBKx2AZIVqsiEgAJAM8iKBn4XlGwqKCoapW46uKDuGpITJiSxsvRepwrD9vd16c8cQ9xw/rzlAXWWOCR4gvEDevvk6t6fHxr9rn5bn/l94ESrMusLzhauh3LLW01mtiz/n/o9xRx92nY8MIHl01JJec+6QK8jW3SYBrQ22Jl59ffs2rVt/XaznAgNzefgVYFSQVzuULZRSMDLBbc2b37AgW/naxKuOUKg6EXccP6M7PcwhoLTL9g9Po8enrG58bE8NDjjwdyegKBQCAIMUJkhoTARF5w2T4FnmhsCa18wZMIkoHjTaJ4xgorS0xMO3veZ3HVkEhNHUnn6weQHK1nNZCDLQFXcqX7elraSJ6eM5WzPaJY3gb+OHuKz3Gp3gTsPS7ir32lLkSmO0v3j8Agi5V/VCiM0cKbLZoFVVKpIeHcJ+8D0cBn2KyZ/wH6qTBvznv11cSwoUuXK/i66AKaMmhlsnLi0HF2Ae5SMe4Hrga39aLhUuiIblgiy9uA4dHbvT6P7p7xlMoEXOPGjQvqPAUCgUAQGoTIDAmBiUx7YgkhMkPH5WzV9SSC/hmtZ8xDN5OXAFsGdGDs/Bk+i6uGhCzLLF46i0nzn2BBUg9ubt2cBUk9mDT/iaokJLIsExeno0UL6N+/p8994E3Auoq/9pXgamX6hjtL9yFslm6pcl5GJ8sBlVRqiDj3STYwHIgANJWf64FTZ1wnCK3Pmqx1jarCKRUWSLAOlfnAOX0ESyN0rq2KwF9xXy/ajizL9OgRT+/ebenVq6PX57HGM96mJQsHDCB9yRKWrV7d6N5pAoFA0FARMZkhINDi26ESmZej1U5Qk9TUkaxfu4Xk73a7TEI1YsQ1bNy4mq5dWzSqOExnZFkmLW2Ux4QjvuKcKOeKK1qRNP4mFmQfpOCEb/HXvmC3ZF644FMN5YBwF8vWHViAzb0RwIrkc5xqQ8e5TwzAWmB65d9W4Dugbau4Gtt6inH1JbNqQ+PYsRNMaN6EpuZSTml13JvYkWuMJj6M0TPgx0PMgqp3zlygBzAOOIz3eOXS0lJOnjyF1epbVnHHZzwysgPR0d2COjeBQCAQhJ7G8wtYrwRnyayoCExkXs5WO0FNvFnxIiMjAaqyiF5OVphAqFH0vbCY6T8eYu+Kb2jboQ2ZBz/1Of7aG8G4y/p6Hd1ZuvsBmVoNz2kr41TP+R6n2tBx7pMHACNwO/AqcBfwowSPP/1gjW3dxbhuN5o8uog2VBITO5Ct0dBbhv+L0mBoGs0erYYX5z6CtVM7XgJuARYC6cAybAMMX+KV7b9lgU2YiklWgUAgCEeEJTMkBCcyrVbhLns5EkwRc3d4suJdmtSouOysMIHgqSSML+UZ/CFQkenPdfRk6e4/vD97c75nuRnemT8Dg6H3ZXH9XfXJZGzxmD8AWq2Ga0cPZuzYmtfZW03WBYsyQnZ/hAMGQy8+GdCTZ744QYpJIb8yrnvgwD48/vQDLEmfx09O/eGpXrQjdpEpJrgEAoGg8dD4RxF1QLDusnbLkiB0hLsLsSsr2WN7c1iSPs9jNsZgcEw0dblZYdzh6TbxJiI8xZn5S6Axmf5cR0+W7jfe+ztNmkC7djoGDbrqshCY4NQn/XpwQ9MYHo3QclaGpu1jeXbRk27Ll9RWSZtwRZZlHnh0DHkJ8E3vFtXiuoONVw7ufgvvd71AIBBcrghLZkgILrusr3Eo7gh3QVWXNBQX4rq0ktmx328VFRWXnRXGGV/uk7oUEYHGZPp7Hd1ZuktLS4BLE1+XE8598sknK3n77cXceedNHp8Bb/UagylpE87ExEBiYvNqcd12sb5mzSa/6kXbEZZMgUAgaHxcfiOKWkCSJCRJ8lvs2etkBmrJbCiCSlCT+hB5Wu0lS2ZBwfnLygoTCHUpIgJ1lw2VELa/g+wTEZcz9r7wJrgnTEnj5fR53Bqgi2hDxC4C7b9djgSTcMsuQkVMpkAgEDQehMgMGRL+/tiJOpmXL3ZxoAC7sJWR6A4MpvZEnk53yT3bLqC6ujh+OFlhFEUhO/sgubn5JCZ2wGDoVWeunHYRcZPRxH+wlbcwYMuY+UxkBNdd05PMzAM12hRImwN1lw3VdbQnHwsnkVlf197+PvbWF7fffgMrPvwvV2Yf5A8VFjpje55XR0WSGGRJm3DC8TooShmqahOFobw+wpIpEAgEjQ8hMkOG/1ZF+0x5aWkpZWXGquWuZnM9zfCWlJRgsVhxFrnO27jbh+vFvrXB9TJ3LQ31PmsutFshioqKOH36VNBt9Oda+NOPbVrHsrewmA+BQmAg8AGwDkgC2rSOJS/veEivzZkzZwAoKyvjxtRbmP3LMTJNZoodjv85sEEfQWracHJzj3jZv//tkiSpxkDS3TkqisK78z/FvPsXBlkVlskynxh68uBjaR4tH770mV1I/PrrL1UCz3lfPXu2IS6pKz2+P0A/bPUS1wDPAv1kias37mLp5iz+07879027vWrg/eabG9izR4+iDEaWN9K//5dMnVozA63j8exusmfOnOGHH/a4Xc+Z5JsNvHTwKJnlFTWu4/pIHTffbCA7O8tFH1Xf59mzZwHbID8rK9PrsR2X+2J98uVd5LhMURRWvvv/UH/MZaCi8KEs8+HViYx76A/V+tHXd5w/xz5yxHbfHz9+nM2bXccmWywK/56zAt2BY3S0KBwGmgK7dRqiesSTOiGFzZs3haQ9npY5o9Vqq3nGBNs/iqKyfHkmBw7EoSiDsVp/QFFiSEg4y8TxT6D9OY9BisJ7sszi3gn8313XI8s1vXq8nU9+fr7P7fO0H4FAIBCED1Jje0EbDAY1Ozu7zo97/vwOFMU/t9dZs15g69atWK11M3vbrl1bTp48VSfHqk80GjmgPu3X72p+/HFfLbSoJsXFoMmDESq8jW22x4Its+UmCawJ0Lx56I8ryxKKoqKqkH8YrjbCciAOOAfcDeyLhg7doDa8sTt2TOD48Tyf1i0thYQ8mK0BrQQWFZ6xQl6CLS4sWHy5T86cgSsLYCW2a7QTmAc8q4OoiJptKi2FvLxr0WhmIUkaVNWK1focCQk7Q9JmZ0J5HXU6rU/llGJjm3H+fO3V84Tav/beiI6Owmgsc/mdY5+nA19gqzOaA5yT4MWIumunM61ateTMmbMh219JCfz227VYrS9hf0vpdM/SuvX39DgT2uuTkNCBhx56iGHDhvu1XUREO2JirgzsoAEiSdJuVVUN3tbbu3fvqaSkpHN10SaBQCCoD/bu3RuXlJTU1tV3wpJZj6iqitWqEBGhqxHj4ire0nlZaanN+hkTE+02PtNxeXR0NM2aNfW6nid8aZc/+wv1PouLi7FYrLRo0bxaTJUv+2vatCnt2tV8Tvxpi6/nHR8PmecKaX2hgiKgCVACtAYuNtUxuG+bqn2F6tpYLBby8wvQaGQ6diLeIOkAACAASURBVOyIRnORIT+f45hVQbGqyBqJIRqZC1fG0bFj0xr7C/Sa2NcxGo0cP55HdHQUHTp08LqfY8cukHKqiGb6S89GisnKNy1b0LlzbFDtysnJwWKx0qNH92pukc7b7dp1ghFSMVFam/UsX1EZYVWJ0GqJaWKrOzqsrIJv27YhMbE5R44Uc/r0cKKimmH3bigrG07btvl069bCY5vA5oboauLP0znGxp5haPYJfqtQyFVUNLLEUJ2MdUA83bu39Lo92K7NgQM/ExWlp2/fvh7bqNfrKS8v99g+f+4LV8t++eU0w88U0DLm0rW5vrSCbZ070LNnG7+P7U97jhw5Ql5ePt26dSUhIaHGOgcPnqT4wC+MQ+UcNtfkGKANUKbCUG0E2d260rt3+5C0x9Myx78PHz7M4cNHSEjoQJ8+fXzaxtMyVVX54IMsLJbhwFXY31Jm8zBKSvYxsolK2yaXolFHlpST1acbV1+dUGNf3o6bmZlJXl5+QFZJkZtAIBAIwhMhMkNEID+OdrfBZ555xu/ZW4BbbrmZsjITGRmfEhUV5ff2jZHJkyfx6685zJnzMj179qzv5nhk1679vPvgixw7fxHFbEGO0HIotinL3nuWwYM9D/QDobDwNGPH3kmLFi14//0PyMw8wKrpr3FNy1i0koRFVXnv7HnmzJlRLXNkqNi9O5sZM/5Gr169eO21f3ld396+RIf25Z89zwsvBN++cePu5NSp08yaNYu2bdu5Xe/DD//Lt0++wROROnSyTI+KCjKM5Yxr35YOV7TGoqrknT3Ps8/a2pSZeYDp07+nZcsuSJIWVbVw9uxxnn12Zq30KVzqpySHfnr37Hmeecb3fjp8+DATJ07kiiuu4J//fKVW2ukP9nNKcDin386eZ8aMx2qtH+289dYi8vIyGD16NGPH3lnj+9tGTGKyVWU3cA+wDLgX2yRRW2CnBf42fWqtt9MZ+zUsLS3lb3/7G7JcMzmPP2RkbKC4+Ag2h/4W2IYLEUAhRmNzfmht4vEOV1Rdn9yz55ky5SGfztu5RjBqOZZoiIiICKClwZ2nQCAQCGoHITJDRuAi83KpSSeozsCBfdjwxxQWb93DQEUhS5bpVFncvDawu4ba7zeDoRfrh/VnmsPx44b1x2DoVSvH95fabJ+9D7yVD5ow4WbWvL+WMTnHGY7Kdyoca9GMFyO0DDpdVKNNBkMvhg3LZOvW6SjKQGQ5i2HDtLXap6HoJ0Wx9UO4vIvC+d4sKCgkFVha+TkN3A5ch81l9qAk1Us7u3XrWhUScfDgQfr0uSqo/b311nrKy18C9gIPY4v4zQLaUlHxKrvNjzLt7Hm/r4+9RvBv3+3mSaOJq7DV1FwkwT+eeo8vvx3kVykdSRIiUyAQCMIRITLrEfsA11U6eEHjR5Zlnp4zlezsgxw9WsDYLvG1mkHTWUjU9fEDofs1PXl7cxb/PXmWK9q1ZPI1obFO2585b9kstVotaza9zccf/z/27cth9NU9+OCum9i795DLPpNlmTlz7q3q0y5drqv1Pg3FdQy3Ca9wvjfj41vzU2ExL2LL6JsDlAOR2Bykc3t2rKd2SqSkpJCR8Snbtm0LWmQWFJzCloYsFduZHgbux+YgfJgzJthttfr9bDrWCI7AlkirEHhWhU/25/LQuKd4f9U/fe5DITIFAoEgPBEiM2T4b8m0i8xQDUicXZDi41szYUoaqakjw2JwVrc0jIRWsiwzaFCfOnGts7t0O94LdXl8f3C0djxrNHE1sO+ikZefeJ2N67bx9kcvBHVP+2rJVBSFzz7bzGdL11FQUMiRvTnExOhJTR3pss/sz+Bbb62noOAU8fFtmTLlxlp/BoO9jp7qH9YX4XpvOtbHvBa4tnK5CUiO1jNp6th6a1tycjIZGZ+yfft2Jk+eTCBZz+3Ex7elsHAftqI4jmcKsB+ltJxnD532+9l0rBG8E5vAXIRtMPInFf6yYx/Z2Qf9uO6X22+bQCAQNAzE2zlk1K27rKIoXLyoUFQE2dk/Y7FYmPSX53gnfR6P7M3h4cJiLu7N4clJc+jf9TY++WS9qEF2mePsLlvX+JOgw9HakYptmJsKbDeaOLo5mzVrXJeW8BW7mPIkMu1C9530eTy2N4evC4t5bG8OS9LnMfne52s8T4qi8Je/zCU9/Wv27n2SwsKN7N37JOnp/497750b1s9ffd8bziiKQkbGBm4bMQlDzzHcNmISGRkb6qQPvd2nqakj6Xz9AJKj9azGZslcjU1gdqnn+phXXXUVcXGxFBSc4OjRY0Hta8qUG4mOno1NPjtiQuZZFqrnA3o27TWCwVbXdSCXZrvjgAEWC0ePFvjcTmHJFAgEgvAkPEYUjYBgEv/4az1QFIXZT72J/pCZq3+HxY+8xgN3PsmxzdlsMZr4DPgE+Ds2J6d550t4+7HXXA6MBZcP4RZ35wlHa4cjeuApo4llizKC2r8v7rL+Ct3Vqzfy3XdnMRp3VK5p28Jo/J7Nm88ELYxrk3C6N/wV93WNLMssXjqLSfOfYEFSD25u3ZwFST2YNP+JoC3swbdNw9ChQwHYvn1bUPtKTR3J9de3Ijr6OnCQ07I8AAPH+IvT+r4+m/HxrbEXiuqOLcrTXjjnHLBbq6VLl3if2ylEpkAgEIQn9T+iaAQEWms0UEtmZuYBdnz6LVdWwI1WaF9YzOEtP/DnsnI+wxY5sxWqDYz/Z64IiQVI0HAJt7g7TzhaO5zpW/l9MPhiyfRX6L711nqMxqcr16i+hdH4DIsWfRNUm2sTV67U9UVtW7FDgSzLpKWNYu2mxWT/uoa1mxaTljYqLPovOTkZVYXPP1/PypXfkJl5ICBhLssyS5c+yfz5t5CUNJfWrUeRlDSXVjG/sZQyl4MHX57NCVPSmBMVyQfA08CXwM3Aq8AESSJm6NV+Jk6q/z4XCAQCQU3E27keCTTxz6ZNWSSUlvGGBPdJsEirobuicBJ4D5iJq2FuaCxAgoZLOMbducPR2uHM/srvg+GSyHQ/+PZX6NoSpbjfwvZ9eBJOExC1bcX2lUAnD+ubpKRrKD2lge8LsL66lFXTX2PO0wsDFpppaaPYtOlVfv11KZs2vUrPrvH85GZ9X57N22+/gfPNYpgHTAO+BboCc4D9TaJ4++MX/boPhSVTIBAIwpP6H1E0CgIbjAST+KcvoKkMHdJIElcDp4DjeBrmBm8Baig01AFibRIucXe+XJsJU9J4OVrvIhoMXo7Wc8/DdwTVBl8smf4K3fj4tuBhC9v34Umok5AFQ21bsRs63uJV9+07Qi9LJLM1MCZC4s2WsZzbuofs7IMhOX6wz+Znn22m+UUjWdhKv3wMKMBcoG9JGZMnPOuXIBYiUyAQCMKT+h9RNArq1l125MiBZMdEkaNAoQo/myvIitGzL0JHBzwNc4O3AIU7/iSXudwIp7g7b9R2chV7H9j7xBX+DqY9JUqJjp7Nww/fFFSba5NwsmTWthW7IeNLvGpubj7X66PQSnD+/Dm0ksRARfErmY4ngn02HS3Vu7iUXXYS8LGqUlqZXdZ36v+eFQgEAkFNvL6dJUlKkCRpsyRJByVJOiBJ0mMO3z0iSdKvlctfqVx2tyRJex0+iiRJSZIkNXVafkaSpPmV29wnSVKhw3cPORzjXkmSDlV+7q2NTgiW4GMy/ZuJHTiwD93TRvG3CFisgdltmtPnrj9w1ciB/Bah4yVcDXNDYwESNFzCSUh4o7aTq/hiyfR3MO0uUUp09HXccEOres066o1wcqWubSt2Q8aXeNXExA78FBODFSgpKcVUUUGWLPuVTMcTwT6bl1l2WVV41QgEgsZK5djBreuJL3UyLcATqqrukSSpKbBbkqQNQFvgNuBqVVXLJUlqA6Cq6nJgOYAkSX2Btaqq7q3cV5J9p5Ik7QbWOBznE1VVpzkeWJKkFsDzgAGbuXC3JElfqKpa7EO765DgRKa/AztZlnnm5Wlcv/NLVp438+YbMxg6tD8An366kZf+vwUMuFDKLGzuZfuxDc7qO72+oH4JJyHhC/Z4sLS0USHfty8i0z6YXrNmEwsWZVTVnp308B2MGTOixmDanihlzZpNLFo0t6pO5sMP3+Jy/XAinCYgUlNHsn7tFpK/281TRlO9vcPCURx4i1ddsCiDz759i/XXG3gx4zRXG00cKThJwi3D/Uym45lgns34+NbsKyymOzaR/AFwP7bBiD277IhGkl1WkqRzZrNZFxkZafG+tkAgEDQsjEZjpCRJJ91971Vkqqr6O/B75f8vSpJ0EIgHJgJzVVUtr/zutIvNxwMrnBdKktQdaAN4y7F+E7BBVdWiyu02AH9wtc+GyKXEP/4P7GRZpmlTDRoNDBjQq2pwOHbsaNLSRvo8MBZcPoSTkKhv7H3gSWTa1/NnMF2bwtgTjm7igYijYGMyJcnVdoG5rms0GpYsm83q1Rv596JV5BecpkN8GyY9fCepqSP9bKPV7/4IxuVekiQkSefPFj6so6IoZsC3eFVZlnl6zlQWtNXx4YefYDC05+k5U/2+tpIkI8uRfm2jqhYUpcLjOhOmpPFy+jxuNZoYDKwDHgYGAJ9IEk0bUXZZRVHeLygoeLRz585WWZbDb9ZCIBAIAkBRFIxGY+TRo0c1FovlWXfr+WLJrEKSpM7ANdhCKV4FUiRJsgchzVBVNctpkzuxWTudGY/Ncun40k2VJGkYNh+zdFVV87CJ2TyHdfIrl4UZdZ/4xxO+DHSjorqh1cb5tL/Qxzl635+qKly8mB3wEQIZaOv1CUREhO72Cm2/Vd+XyXSc8vJ8v/ZgF5mBtis2dmjV/8vLj2My5XlY2z2BWoji4lJcLj9//ntU1bNYdMaXOpnuiIyMJyqqm9/buaI2YoiNxhzKy0/4tU0wExCyrKt2b4SKiROHM3HirKD2cfHibiyWiyFqkXe02uY0aeJOBgaGqiqcP78DVbVWswI64xivKssy9947lv/+9xPy83+lvLycqKgov44rSVqaNh3k1z1aVpaLyXTc4zrOlup7sLk0vSRLdB/Sl3dXvtxosssqijL/4sWLhn379iUD4dtQgUAg8A9FkqSTFovl2QEDBqxzt5LPIlOSpCbYAo2mq6p6QZIkLdAcGIItrGKVJEmJduEoSdJgwKiqqqts5+OAexz+/i+wotLtdjLwETAC12qkxghVkqS/An8F6Nixo6+nFELqNvFPKJBlPVptkzo/rq/4KxrsBGeF0KHRODuihSeuLUeeCdZdVpYdLTT+Hz9YQeV+MOn/fn21ZLpvSzgnmPL/fdTQXKkvJyRJRqdrgdlcWM0K6PimsserTnKIV23RogV9+vThp58OkJWVybBhw/06rqKYsVovoNXG+ryNqnqftHF2Qz927ATm8hL6XJvIqlWv+ykw5bB+FgcMGGAGxtZ3OwQCgaA+8OltLtn8f1YDy1VVtcdR5gNrVBuZ2AI/WzlsNg7XrrL9AK2qqrvty1RVPWt3uwXeweY5Yz9GgsPmHYAaU/Sqqi5RVdWgqqqhdeu6zzwYbOIfMbAT+E/gQiKQSY1wHsgF0jZfYjLdE95eb4G8j4Kb8Arfe6OxoNPZflr9TUaVnJwMwLZt3iJTXFNRccbPLXx7nuzeNms3LWb+e+m06wF9+3YI4P4LX1dZgUAguNzxJbusBLwHHFRVdZ7DV59jszYiSVIPIAI4U/m3DNwBrHSxyxpxmpIktXf48/8Ae/7yb4AbJUlqLklSc+DGymVhRrDussGJzHBMUOGIoigsX76cEQYD3dq2ZYTBwPLlywNyVbzcsfflzUP/7LJGnieCc88OZyERuMgM7B4M7+ctEIJzpQ7neyNwwum9qtW2RJIkvzO7JienEBvbjHPnzmGxeI6VdIW/IjMQD5Tyctv8sl7vvxdJOLvKCgQCweWOL+6yQ7G5tu6XJMmeJfZp4H3gfUmSfgLMwL0OMZbDgHxVVXNd7G8scIvTskclSfo/bJlsi4D7AFRVLZIk6UXAHus5y54EKLwI1pIZaLKN8B/cKYrChDFjOPztt8wsLeVqYN/p08ydNImvPv2UZatXi0Q0PuKyLwuLeTl9Hhu+2Oq1fIDFYqG0FA4dOktm5gEMhl5+9H3o7rVwGLwHY8ksL/8ds/kkoEGSNJWuy/b/awDZ5f9rfqepdPfTVNs+EFfo6tS1u2z4v4f8IRzfq7KsRauNo6Ki2K/kUvHx8bRq1Yrs7N3s3bsXg2GgX8e1WsuwWkvRaGJ8Wt8Xd1lnTCZbsRohMgUCgaBx4Ut22e24H0VMcLPNd9hiNV19l+hi2VPAU27Wfx+boG101Fbin3BixYoVHP72W7aWllbFEHUHbi0tJWXDBlauXMldd90V8uMGpmPqX/x4wm1fGk0kV9bIcx54KorC6tUbWbYog0MHj9KjAq47cZxPpr/G+mH9A8o6GSi1N3iva3dZu1C2oKqhr0xg6ydnMarxQZza/laUco/7d4XIPBz+6HStqajwv3rX0KFDOXIkl23btvktMgHM5kKionwTmb66yzpSVlYGBCYyhbusQCAQhC9+ZZcVuKPhJf6xWM5yKQzWPcFand751z+Z6SCK7OiBJ0tLeeNf/2TMGFdZQwM7bjhaIULFe6+/7rYv7TXyHEWmoihM+stz/Pbdbm43mkgEngNOGSvQFZzmra27yc4+yKBBfXw4ejj3a127y9YutmfOGnDyq0AIZsKrMT9z4YRO1zKg7ZKTk1m6dBk7duxg+vTpflvKKyrOEBXV2ad1hbusQCAQCOwIkRkCAhVil+pk1v0PZXn573VynLz8fI913fLy8igrO1InbWnoHM/L81ojz5HVqzfy23e72WY0sRKbbLcAnYDTF410OH6S3Nx8n0RmOAuJQNoWbHbZxoZI/BM4dm+Bj9/6lIKCM3Tq2IUH09MZP358SCcQZTkSrbYZFssFv7br3r07bdu2ITf3NPPmfURKyiC/XOWt1hKsVpNPmbeFu6xAIBAI7Ahfk5AQrCWz8f5Qxse3Zp+b7xzrugm80zEhwa++/PitT3mystSBGfge6IKt0GwPYGdZOSaTuRZbXFfUvbtsY0PEZNpQFIXjx89SVAS5uae8Wrrt3gLvpM/jsb05fF1YxNTdu5k/aRL3pKaG3FJuzzLr3IaMjA3cNmKSy2RgiqKiXGhKQh7ELPmMVdNfY87TC/1qm+8JgIS7rEAgEAhsiDd0SKifxD9VRw/jUMIJU9J4OVqPyWm5va7bPQ513QSeeTA9nbkxMT73ZUFBYZXlMwKb28I0bDWCHgPMKkRGRvh49PoXEu49BoTIDBYRk2nrgzlPL+TE6kzuPg3H/rPNqxhz9BZIxRYjnQpsKy0lpzLmPJQ4i8yaIreYx/bmsCR9HpPvfR5FUcjOPkibk6XM1sCt1nLebBnLua17yM4+6OYoNfFVZAp3WYFAIBDYuXxHFGFAsIl/wtmF0Y6/dd1CRxgr7wAZP3483UeNIiUmxqe+dLQi9wTaYEsTrcdWJ0gboaNr1w4+Hj34ey2cEv8Id9nqNN7yNr6TnX2Qc1v38K/oCMZo4V8xkV7FmKO3gCP2mPN3581ztVnAaDTRaDTRVX+7E7nbjSaOViYDy83NJ1mnQ6/TUF5uxlJezkBF4ejRAp+Pa7WeR1G8l0AR7rICgUAgsCNEZkgI1pLZ+H4o7S5ct4+awp6sA5S3juOZju34Q6s4j3XdBO6RZZmP16whfckS3rimj9caeY5W5MHYROYywAjMlySaJPfDYOjl49GdhUT4CItAxGs4J/6pD4KxZDaEyS5fyM3NZ6CioK08H60keRVjjt4CzvQFjufnh7ydOt0lt3hPIvcpo4llizJITOxAtkZDdLNmAJwtLiZLlunSJd7nY6qq6qM1U7jLCgQCgcCGSPwTAoJN/NPYhJZjVtMnjSZbPUdsLp1dbjAIcRkEsixz1113cdttSZjNpz2um5o6kvVrt5D83W6eMpq4B1gDzNZIdBvcl3dXvtxIroNwlw0W+zusMU54+UpiYgdWyTI3VvZFhaqSpZEZ60GMxce3Zl9hMd1dfLcf6NjBV08B39HpWmEy/QZ4F7kFBYUYDL1YP6w///hmO50t8ENhMX3GDfVjgslGRcUZIiPbu/1eVZWAfguFu6xAIBA0ThrDCDMMCERkqlWxlI1joH8JX1y4BMHi/Z6TZZnFS2cxaf4TLEjqwahm0fw7Cgb8KYmML15Hq/V9jim8rVV15y7rLclKQ8XeD4Fd58ZxbxgMvYgb1p8njGbWWOCJ0nLihvX3KMY8xZzPjYnhoccfD6zZHtBqmyLLkYBvidVkWebpOVOZsPBJMjroONLGzEPT0/z+3bFYij3GXAbiKgvBuss2rt9OgUAgaEyIN3RIcD/gdzcoraiwFXGXZYnwHqT5jy8uXIK6QZZl0tJGsXbTYl6c/xDtesDVVycEMLERunvUV2uH87MzcuBAli9f7kLQ1Y27rC9JVhoqooQJVWLsitRBLG8Dnccn8/ScqR77xF3MeUpMDD1Gj2bcuHG10lZ7AiBfE6vJssx1113DrbdeS0wMfP/9934fU1UVKiqKPKwRmFdAcO6ywpIpEAgE4YoQmbWIp0HplHufp6QEioslMjMPBDlADa8kN764cNU2gbowNxQCOb/6FhKKolBaCkeOFHu95109O6EsDRGIu+zq1Rs5tjmbV40mSoEzwO00Dgu9KGFiQ5ZlOnVqRYsWkJjY1uOzYq+PeargNHkaDY9ERXJDsyYsHDCA9CVLWLZ6da15qdhFpr+J1ZKTkwHYtm1bQMf1FJcZSGZZEO6yAoFA0FgRMZkhwfWA39Ft1P7z2R242Wjiqm8zSQCGahVWTX+N9cP6e501byh4i1OqzdqY4e3WGUoCF5n1EXenKAofLfychDwYfvq013ve3bNza2kpKZWlIe666y4URWHVqq/46M2PKCgoJD6+NROmpJGaOtLjs2Tvg99++43du7PR6/WVnyiiovRVfzvWsF22KIOuZeX8BxgIfACsA17EZqFfsCiDtLRRIeqxukWUMLGhKAq//Xamsk7mSRRFcdkn7uLO50oy7RMSGDduXK32pVYbhyzrgAoWL53FmjWbWLAoo+oZmPTwHYwZM6JGG4YMuRaNRmbfvn1cuHCeZs1i/TpuRcVZVFVx6aYq3GUFAoFA4IgQmSHAnVXJndvoj8Agi5WHZWjeRE+3lrFMq0yVP2hQn1pvb20zYUoaL6fP41anc7e7cE0StTHrhfq0ZGZnH8Sy5xCzNRAXpaWzl3veW2mIhfPmMW7cOCaMGcOhDet50lhmG+gXFvNy+jw2fLHVY4IpvT4Kvb45a9du5+uvtxMdDa7mJyIidOj1ejp06MC+A4dJBBZhe3HeDzwM7MJmoT98+DiffLKySqBGRUU5iNfqAjYyUk9EhI5wsQIGk4SssUzs2Otk/r42k7vPQc6K7cwpiXA5EeJ2EsRYVm0SpLaQJAmttiVm88kql3hfJjiaNGlC//79ycrKZufOndx00x/8Oq6qWrBYzqHTtXDxrXCXFQgEAsElhMgMCa5Fpju30UNAMiCpUGE2V0uVX18i0160Ozc3n8TEDhgMvQKeibdnNR26OZvUsnK0QAWwNEJHbPcEEhLaurUQCHzFf0tmXQsJuzvhx299yi9H8nmo3AySreXe7nlfSkOsWLGCw99+yzZjmdNA30Rypfuqq4G3oih8/vEmovcWc69Ww26djlNtokjo1Yzy8nJMJlPVx2yuwGyu4PTp0yCpXM2ll6YWm0XzMHACUKwm3n57sc/9o9HIREZGVglS+8dRoDr+68s6NvEc6beFp75dqcMBe53M16IjOFsCrWP0vOhmIsSXSZDaFJlgc5k1m0/6vV1KSgpZWdls27bNb5EJNpdZVyIzEHdZVVUwm231NyMjI/3eXrjLCgQCQfgiRGZIcD3gd+c22h1YgG2wLEkSFlUlS/acKt8T+fn5xMTE2FpSrSnV2+XO4mq1Wnn7tZWYsg4yyGrlY42GTwf2YtITzi5fNbd3tU9VVZnx7ASeLTrHxj05DLBYyAT0Gpm7ii+wfOpcPh14JRPT76xMfOTbPl3hvNg+K9748V9k2vuwLsS9szuhFVus2H6g4KyRG9pcJFOSuNPNPe9LaYj3Xn+dmaWlRADLgfeA40BHYKjRxNKFq1yKzOzsg0T8UsBsDVzRpgVPX3EF086eZ+yUGU5iQq0UneWUlZWxYMFKvlyylmkqRAIWIAu4C5geoWXUmCH07t0ek8lEWVlZNbFq/7u8vLzq/xaLFaOxDKOxDCgOtKtdotdHuhWkrpbn5OQAl3cJE091Mp1FZn3Ux3RGp2uOJMl+u6led911zJv3OllZWZhMZej1UX5tX1FxBlXtXmPiKRB3WZPJHo8ZSSCTFcJdViAQCMIXITJDgusBvzu30X5Apkbmd0khpULl97PnvabKd0WbNm0wGo8xZcrDPq3funUrCgtrJm4oLYWEPJitAa0EBhWe+ayA8dnfUqld/aZqn1qQNHBHGSwwldP09CkeluGZz08wYfemgPfviXbt2jYaFz53hHviH2d3QgvwFrAWuM6iMvfgMUqv7Ez//j1dbu/J5XpuTAzpjz/Oc+npXAVMwGZNnAlVsXFzgOMHj7m0mOfm5mNQFH5WYOdFEwMvGhlgtboQExKRkTbX1tjYWF58cRqjv87k5uMnuVVV2VfZnieiIuk+YiALFvhX/9VqtVBWZsJkKqsmSu3/Lysrq/o4L/f0vclUXvUpLj7nc3vatWtLVJR/gsNG43jWnOtkWhSFLJ3ryb/6qI/pjCRp0GpbeEzG44qWLVvRu3cvfv75IFlZWaSkDKuxjqMXgnOsM5ixWi+i1TZz2sp/S6bJFIyrLAh3WYFAIAhfhMgMAe4G/Ha30eTvdvOU0URfbAOQl6P1XHXtVfx8LJvP9dH8618zAnJPLSwsRFFU4uOvqLatO4EVGxtLdHR0jeV5fwX22AAAIABJREFUeSUk6y7QRH/pBzvZZOXLZnF07NjEaztcHe/48RJSTp6jqV6DyWSlpcbCYOC0TstgvYaUMitfxTWnU6emPu/T3Xk5Lj9+/DgnT55q0OUkaotg3GX9FRLO7oRZQDdgLlAEjNBqeMdiZc+eX126y7p7duY6lIZ4d948Fp0+zWFgK1R3mQUMFotLl9nOna/gqYsmriqHay1GPio9zn59BP/o5L7QPIBWq2VD1lL+9a+PWbLiG0oulJLYqR2Tp451mWTFGxqNliZNmtCkifdnzB9UVamyvjoKWE8iNSsri9zco5jN5gCO2DhEpsHQi/XD+jNj7UZ6WiDHWE7nPw11OfnnyyRIXRAR0dpvkQk2l9mffz7Itm3baohMl0mNnGKdKyoKa4jMQNxlg8ksC8JdViAQCMIZITJrEVmW3Wb+u+663tx99920bRsddBzmW2+9RdOmzrPKvpOZeYBV01+jW8tYtJXuuwVnzzNnjrP7oP/77NoylrKLRk4cOs6PwL1dOtK1aTT5Z8/z0kuB798djzwyjZ9+OhDSfYYn4W3JdHYnPAQMAloCUcBZq8IgDzGZrp6dTh0TSX/88arMnQ+mpzPjL3/hTUVxGRv3gqK6zPgqSdBWgsdUaCPBcOApXCf+cUar1TJz5n3MnHmf751Rx0iSXOUS6yvl5eXk5h4NyF22sXgN2OtkPq8rYfkX6xkzZijdr+zJ7aOm1LDmuZ0EiY6q1fqYzmi1LZEkya/as6tXb2Tpm+s59it88OtGCgsjGTfuJgYO7IMsyx6SGl2Kdb7zzj8RFdW12r4DcZctKws8sywId1mBQCAIZ4TIDAnuf+BlWWbMmBGoqlrlerRsUQZFRSNR1fCIgbLP4E/buoeBikKWLAfkvutunwarwlf6CE4D+8tMfGiuCHr/gvAuYeLsTtgdW8mP+4ESQI7Qeo1Dds6aGRc3vJqgGT9+PNMffJCrK60hzriryXr06AlGNonCqpRzsUk0V7Rvxy1l5Rw79juDB/cN6HwbOqKESU02/Deb7Uu+5amycpfWPFcTiFMeuY/77ptZZ/0oy1q02jgqKrzH9DpaKP8/o4nNQJFVpf3SL5m/ehO9x/+BZ16e5jGpkWOpHqu1FI3GMd5BuMsKBAKB4BJCZIYE9wN+d65Hs385Rr4MkmQiM/NAUNlcg8U+g5+dfZCjRwsY2yU+6PY473Nq5/aoKvz22+8h2b/Af4IREv5aq5zdCQdjqyk5GWgNHIptSqcgJxpkWabvVVexb/duv2qyJiZ24B2NRIoETZroiWoaTba5IuDEW42BunSlrksURSEjY4PL2ELnc7WXMDmxdhfjzkK25RQDgdsBmZrWPPvkoSOBxEoHi07XyieR6Wih/AFbxu+FQLkKR0vKeH3dNrJTR3pNamSfuKmoOFNNZAp3WYFAIBA4IkRmSHA/sHDletQVyDSZyQSG/HLBa2H6ukCWZQYN6hNS91VX+xwy5PK0FIWeui1h4q+QcOVOmATMlKCsuZ4P3nu2yj0vGB5MT2fuXydyq0MZE/Bck9Vg6MXCKzvwzI5iRl80cTjAxFuNieAyD4enyFQUhYl3/42jm//nNrbQ8Xyzsw9SvHU3z1mtnLfAvcB8bHVQr61cp8qatzCDbz7/rsbk4dxHX2LTuiyWrV5dZ+9yna4VNod0zzhaKH8FOgNngKZAHNDtdBG5uflekxrZJ24qKs6g13eq+i6w7LKBu8tKktRoXLUFAoGgMSJMSSHA0+y1K9ejXdgKFiwH/s+q8GbLWM5V1mML9fEvVwLpkobUj+GeXdYeUzlp/hMsSOrBza2b80rPBKwJMPLmrgwe3Dckg/Dx48fTZcQQkqP1rAZysJVKSY7W0+UGA2PGjHDZtj+kXsfPcfCGxcrXJ8+SuWs/q1dvvGwTRjVGd9kVK1ZwdPMuthlNpGKzRKYC240mjlZaIx05dOg47XNPIJ0poRO2jMhtsQkyR/oCPx04UjV56LjvbcYycjZsYOXKlbV9elXIcqSLTK81cbRQmoHvgS7AFdgmPrOtCiaT2eaFEK3H5LS9feLmnsqJG4vlIlar41r+WzLtJacCs2QKK6ZAIBCEM41nRFGvuB/wu3I9OoStiHscYLWq1eqx+YOYxa3J5dMn4R2TCZdiKtduWkz2r2v415IZNG8ezDWqec6yLPPu8teridkFST2YNP+JGpYqO4qisGzx10SfhtRzRl4/d5FHfzzEkvR5TL73+ctSaDZGd9n3Xn+dJ50s3HDJGrlsUUa15YcO/UaWuYIeQALQA8gEnKf+9gOSxeo2bvHJ0lLenTcvZOfhCzZrpmfi41uzr/L/EdjcmKYB7wAPA1ZZJjIygtTUkXS+foBPEzeOmW3r2l1WuMoKBAJBeCPcZUOC+wG/K9cjexKUWwGNxpbN1VsSlNrEU020xmTZuNypS0tmXeKcIMgbGRnfcvKn44xUbXU1v8UWJ7rVaGJYpYXL1301FuoyXreuOJ6X51NsoZ2cnOMAPAoYgOzK5b84rGPCVoYH8Ljv4/n5/jc4CHS6VpSV5XpcxzFOuifQBrgHyAWGAOfbtqBr1w4es6I7l+qxuczaaoLWvbus+G0SCASCcEa8pUOCe5HpyvVoMNAcuBtYp5OZVo8xYfbERO+kz+OxvTl8XVjMY3tzLmurTsMgcEtmIKIgNEIiPMTI2/M+ZrCi8jYwEVgEFAI/4trCdTlQ11buuqBjQkKV5c4ZV0mhWrSIRcL2Xo4E7qpcfpFL1rwUbBbOHuBx3x07dAiq7f6i0USj0dSsgeyIo4UyH9BhS/xzEPhYhhbDk6p+g5y9ENZuWkxa2qgakxBW63kUpcL+l9/tDkZkCndZgUAgCG+EyAwBnuLjXLkefQasj9SxLxo2J7Vj7PwZ9Zb0xzExkS9xS4JwIfzdZcOVEyfPksIlNw4tNvf1w7gve9LYCWYCIlwmD5x5MD2dudFRXmML7dx11x84EqnjFeAU8Cq2eMxi4BZsgiwdWIat5uvzsuRy33NjYnjo8cdDfj7e8OYy6xgn/UZSD75uFccv3RP4JqkDJ7pA32s7+v0bpKoqFRVnK/9ftyJTuMsKBAJBeCNEZkjwXCfTOQHKgqQe3DrjTjp0gx49WjFoUHBZNoPJV+OtJlrDteo0nCQ+dUVjdZf1lyvatWQbtsQuVP6bBXTDfdmTxk5jvDfGjx9PlxsG+5wUasiQvvzpnlv5vamelTIc1+uQZIkd2CYgNmGzbpqB7VGRNLu6e419p0RH0WP0aMaNG1eXpwqATuf9vnW0UO7O+YzNu5by0kuTadIEduzYHtBx7XGZgbrLqirs25fHbSMmYeg5httGTCIjY4NXLxrhLisQCAThjYjJDAmeBY2rmLE9e3azbt3HQVmVQuHC6GtNNEF4EUh22VAmdwnXODxfmPz4BP45dS6TFZXB2ARma6Af8IibsieOyLIOna4tYEVVlUoLjhVVtVYOtO3/twJKvWYt9jXeujFauWVZ5p3lr7Fq1WdeYwvt6/997iNY9GWsXfsNY8aMJi/nHMO27Kkqw7MfmxU08QYDiz54ns8//67avidPu4/7759ZL14pGk0TZDkSRSn3azuDwYBeH8mvv+ZQWHia1q3b+LW9xVJU9Qz4g6IoHDpUwG85YDq4hZcqrCThucxMdRrPvSoQCASNESEy64ngBvyhw9eaaIJwI7xLmHiivkvF3HHHKD56ewWb9h0jWoWR2Fw6hnkoe+KIJEUQHd3N5+PZhegl0Wl1EKbOIrX6Os7f1dzOPfZ4a+dajs4DeEVROHHiPEVF8Ouv+Vx7reLnPRK+Ew7+JoWSZZnOnVvTogUkJrbl2Wef8JgAx3nfWm1cvb3TJUlCp2tFebl/WcojIiIZNGgQW7duY8eOHfz5z7f7tb2qKlRUFPnlLqsoCnOeXkhBRjaTTXAGK3uhKmTjVqOJZC9JuIS7rEAgEIQ3QmSGhMCtSvVtOXDMOOhrMXtBONDwYjLDxfgpyzL3P3wLs2cvYoMlji8rJI8WrmCRJLnStU8X0v3axHpNQVpSshdVVavFW9ufbecB/JgxI5jz9ELMW3K52wjZb3zOiZxCv2LEG7JV2xOqqvotUuubQEQmQEpKClu3bmPbtm1+i0ywucz64y6bnX2Qc1v38KzJVjKmBbYyKruAa7kUrrFgUYYHkSncZQUCgSCcESIzBATjulhfA/7o6B7odK144IEhbP5qPynfbuLJ0tIql7C5MTH0GD2S++//u5vBZqgHls77Uzl/fkeIj3F50xjLVASKLEs0bw5paSOZOnVafTcnIGzXROPWouMt3nrBogw6dmzPua17+GekhjIzdGoWzVNb95CdfZBBg/r42pIgziL8aMj3ulYbhyRpUVWL95UdGDJkCBqNzI8//siFC+dp1izWr+1tyX98t2Tm5uYzUFFAUWlC9eRb11au4z1cQ1gyBQKBIJwRU4Ehoa7j44I/viRpkeUItFo9y9d8TvqSJSwcMIBb2rZl4YABpC9ZwserP0Or1SPLES4+uhB/tNU+kqRFURQyMjb4nRAC6t8ls/ap35hMdwRzzeqDxnif2M/Jl3hr+2C/KtOuLDNQUTh61H9rmKD+sbvM+kuTJk1JSkrCalXYuXOn39urqsWvZykxsQNZsowqQQnVk2/Z8RauIdxlBQKBILwRIjMkNDzXRUdkWeauu+5iU3Y2h0+eZFN2NnfddVe9xosGUr9TURTOnDFSVAQHDhwNW2ETCgIRR8HFZPq2f0/XzGKxUFoKubnnyMw8EMLr03AtT7VJfHxrr3Ui7YP9ikpXR6uqkiXLdOkS78eRRP+HE4GITLC5zAJs3+5bltlgJpQMhl7EDevPPyJk5gGTsSXfGlz5vbsyM44Id1mBQCAIb8RbOiTUtyWz8bFixQq/6nfaE0lIOwu4+zTsePUT5jy9sBELTf/vObswrS1Lpqeaq7mbsnhx5hIS8uDGnwpZNf21Rn596gfHyYcJU9J4OVrvsU6kfbA/02RljQWmXzASN6w/BkMvP47aOEVmQ7Vy63TNAxJgQ4cOBSArK4vycue7pjqBTAI6IssyT8+ZSnn/lryth20ROpKwuct6KjNTnfqfoBUIBAKBe4TCCQH2wYg/M7t1GZPpql0rVnwa1gP89+fP96t+pz2RxNxIDWO0sCA2hnOVsWUCG7XtLuspBjC1rBzpx8PM1sDYKC1vtowV16dWuCSMUlNH0vn6AR7rRNoH+8qQeJa3gaF/G+dX0p/GSEOOyQSbG6lW28Lv7Vq1ak3v3r0oLzeTlZXlcV1PE0quJgFdIcsyMTHQqQdMnP3/s3fm8VGU9x9/z+xuTs5wSjijgBRBhAAeERXQ/qq1tiQoKorWKqJYQagHVK1aQFtFaAuI1XogiIagUI8KcijgAQEiiFGOCCThJgFCNsfOzvz+mN1kk+wxs0eyCc/79cor2c0czxw7+/0832s8//ToIz1+zpQA7UtEuKxAIBBEO6LwT1jQDLcLcKMoTkpLITf3CJs37yI1tY8pw05VVc6cUSgqgm3bfuSqq4Z4Xd/XuJ5/8E+s+nA1i7KyotKgPJifb6p/Z1VumSRRAVglqSq3zHgBk8ZE/YbLGjG8/eUAWoFBihOrq8Bq078+DY8syyx8+1m/LTjcyyUlxZKUBP37n2/6/mjsoqwpYrO1xeE4YXq9tLQ0fvghlw0bNpCWdqXP5YwUlTJSkbe8vBxJ0gtw3XNPuqmxinBZgUAgiG7EUzosaKZmdlVVZfnbn9MlHy775mfToYPu0NA2u8u5/RisfGK+z/V9jWtDqZ3dq1ezdOlSn/tYvHgxw1NTuaBDB4anprJ48eJ683527dIlYD6ZJ+7cMsXlVXYElVsWOvV33uo3D1jTnKhqRdWPt+qV/nIAFWCr1YLiGrYSxPWprDxGRcURKioOU1FxiIqKQsrLC1DVMtPH4yaYkEhNU6isPEZl5XEcjpM4HEU4HMUoymkU5QyKchansxSn047TWe46Zw5UVXG1GolkGGbNbbtbcKxYu5Dsn5azYu1CMjJG1hGS0dJDVRAebLY2QYn/tLQ0AL766iucTt8Vao0UlTJCebkelhsXV1uuGkF4MgUCgSCaEZ7MsKCZmtnNzs7FsusgMyzQsVkcHdu0ZKKJtgHu0NBZVkCCC1u3YJKP9f2N6/HSUubNns1tt91W43+qqjJ21Cj2fv45j5WW6t7PY8d4fvx4Plm2rF68n7+fNIlZ4+813L8zNbUPq4YN5PH3PuZiBQ6eLqXjdZebyi1T1XIcjmJ0Q11ziQHN4GtQVSd33zKen9dt4rFSe/V5u+9e/vvem7y25B8uw8/oNn2/ru/CP7qoO+R3GX89V7PiY2nVrwfTv/uRYWUK+SdPm879s9t/ND1uX4TifVPVCkpLfwjTGGRAcnllpBp/e3vP/beqamRmfsrb/3qL/MIjdEk+j3EP3c3NN98Y5DG5743Gabirqsq7777L6y+/zMH8fLp26cI9kyfz619f2NBDaxBk2YbV2sr1PDNOly5d6dq1C7m5+fz9768zfHia1yib5OR27DheTE8v2whUFdaNpqm0bNmSiooKYmNjTY0TRLisQCAQRDtCZIYBTdNMzezm5RUw2KlilQBJMh066BkaquA/9DDQuA7mH0RRzuApYJYseZ+9n6/my1J7zSbupaVcuXoVixYtYMyY3xFIFKmqk/feW8nb/3rDZQh35M6J4xg9+npkWaqzvN7MW//7xht78+G7g0hbv5Un7OVV/Ttn+SgI4c4tuyP/OxZ/v4/Hpt7CmDG/MSWoKiuPUFl5xPDytcnMXE3e2g1s8BBZPYEb7GWkrdnIu+8ubtCm7s2aNaNz5+SI5QGnp49g1YovvF6zlGtSmfinDB5//Dk2JLTi0Ucnmw4Rb2ro977T9bfx9byGwB87yayJ0/kk64OAuWy+tgm4PpfmKCvLo7z8Z9wiWBfCkonXeLznKbBlj99Srddy1bKaBnfd/Hvy1n5Rc3Jn/H2svGYI89980tT5kCQJi6Xx35d6yKw5kamqKpVFCXTJh5avf8T7K79h1bCBdfJ0/U0oeZsE9EZ5eQXHjh0nLi6WYLzhIlxWIBAIohshMsOEmZndlJTO/FuWSNP0r1Z36ODNBkMHU1I6874sM8hlmfpbP9C4OnVqTUnJthrvvz5nNo95CEw3uvfTztw5/+A3v/Evhn0awg89xafLVxoyhI3kk3kiyzLt2iWSlAR9+3avdwETrjylSFFcXExBQWHEcugC5QD++GMuZWUn6dGjvcjDDAHPEPiakxnlpLlC883eZ6G2t6meLHK/DmozQZGZuZp9a9bVPR+ldtLWfhPU+XA6gwtvdzrPUlKSU+vdcJ4M49vSNKfprWdn59L28BketEC8WkHvNi28Rtn4m1AKXBVWp7xcD3MPLlQWRLisQCAQRDdCZIYFzdTMbmpqH+b17sT0r4q4trSCvSZDB92hoU+8c5DBTjhcfIY2Vw/2un4wM87hyLcJhyHszidrSGFmhnDlKUWK+giJDPWaqapKVtYa3lmwrEqkjp2QQXr6iHPa6+lJJCYz6jNcNtzXOJomdzRNQVFO1cu+IkFeXgFpVhvxsTYclQ4qy8q8RskYLSrlj4qKCiB4kSnCZQUCgSC6ESIzLGimZnZlWebXY4bxH/shdqb0Ydy4W02FDrpDQ0du/ozFJ0t5eeYDXH219+qywcw4hyPfJhTDz22ELliwisLCoyQnd2DChOuiXmiE47xFklBCIusDsxWaw0Fj7IUYicmM6qJQkf18ReIaR/vkTmPCHSUzokULTp04ycniU2yJTfQaJRPqhFJZWShFf0S4rEAgEEQ74ikdJtwzu+PnTGGugX5fquqkvLyIfv2SGTKkr2nDSpZlWra0kpQEl1zSy+f6ZscFxpq4ByJYw09VVe6883kmT/4fOTmPc/z4GnJyHmfy5E8ZN+75gFVaG7KdQjjOWyQJNSQy0oSj955RGnPbDX9VfIOdzKiveyMS1zgS5+NcJTW1D62GDeRpycZyBSacKDZdoMsoIlxWIBAImjbRaW02Uoy2CwgXRg1ls+My0sQ9EMEafllZa1i//iR2+ybwMEPt9q9Yt+5EWIVGuAnHeYskDV9B1P/9Gsj7vWh+ZsRG1piIxGSG+96ItHcoEtc4UpM7jdHLHSpVBdTmT2N5t1jyOiiMvf/GiHyHiXBZgUAgaNoIkSmoQzDez9oEa/gtWLAKu30aeDFD7fbpzJ//WTCHVC+E47wFQlVVMjNXc9Pw8aT2HsVNw8eTmbnaUB/O+gqJDBYR9miMSExm1Ne9EYlrHO2TOxDa57a+kWWZSy/tx29/exWJifDVV5sisp9QemRKktSooxEEAoHgXEDkZAq8Emq+TbDVBwsLj4IfM1T/f/QSyWJFoeazOZ3OqjFGI9Ge0xothKPoSm3q696IxDWOxPkIJw2RaxwOrrzySj77bBUbN27ktttuD/v2y8pCCZcVXkyBQCCIdoTIrEc8qyru25ePU4GcnAOoqhqVRoYvjFSHDNbwS07uwPHjO8CHGZqc3CFyBxblhFqxN1pyMn2FIYaj955RGrsXJNyTGfV1b0TqGkdzJepItJypD1JTU4mNjSE390dOnDhO27bGJwCMfEeEEi4rQmUFAoEg+mk8yqaR457N/vfk2Tycs5u1JWX8sQy+ztrM6N9MRlGUoLddn6lDtY/jf8eLeThnN69Ons39456uEf4VTI7qhAnXkZAwA7wE2iYkzOCBB35paJxNMZ8q1Hy2hs7JDKTrGkPYY1PF/XmJtMg8F69xY801jo2NY8iQIQBs3LjR8HpGvyNCC5cVpotAIBBEO+JJXU94zmb/Dngb2A9Md2rw9U7+MOYJ0/k5DeGNiXQF0PT0EVx9dVsSEi4HDzM0IeFyrrmmbZUR6ivHqSmKSzfufDYV+Br9Hvra9dpIPlsoLUxUVWXz5l0sXfoZmzfvikgumdv7fe/sR3iuZxfSmifwXM8u3Dv7kQYPKayP429I6itctj7ylsNFuJ4ljTnXOC0tDTAnMt3fEV/Yy+mE/ozqBHxZ6ztChMsKBAJB00aEy9YTnrPZXwPHgfnoF+BGTePOTTvIzs6t0fA6Golk43NVVcnOzuWGGwZy0UWHWb58OkePHqdjx/ZMmTKKjAw91Mo9U75/XTajyiqwAsrxYhZOeonStrHEtja+r7y8AlJSOpvqU9pQ205ObkfO8WLeRL9/BgNvAB8BAwiczxZsSKSqqsycNo9TX25jsKryviyzathAps18MCKiYPe2XAZaZO7r0IYtssyub3dw7bWD0DQNp1PF6XT6/VFV//93Op3s2rULgP3797N69SqsVquXHxs2mxVZlnltzjIqtuQyRNVYYrXw0RX9mfqX+4iNjcFqtWKxWAhUPTfcuO+zvXvzqax0EBtr4/zzuwR1v9VnKLUsy4waNZyuXc+LyOcvVMI9eRfpXGMjoanBctlll2GxyOTk5FBScobmzVsEXOedBct41F7ODGo+p9oBj9nLeeHFt0hMrOTbb78FRLisQCAQNFWEyKwnPGez96B/8bpPfitgkKLw88+F9SIyjYggVVXZsmUXa9ZsAWD48MEMGdK3hjftW9ex9ASG4n1W3qjg8hQyg5xOPjqhUEx/Ona8H4tlC9u2FZCRoS+blbWG/euyGVFWwX70c7kFGFlWwSeHKjkVwEb0J5okSf+/d3HiX+CoqhOHw8Gb//oAZdseBqsqb0oSb/TrQcZd1wKan3UDbVulTfdEntgpc7VT5RX0++du4H7gcYtEt9YKU6dO8bntY8eOATB16lSs1uqPvi+Pjfv94uJKmu08xfM2CaskMUTTeHxJATfu/JLWrWMCru/G4XAAsHfvXkaPzvB6nGfOKCQfgBkWsEpwiQbTlxzglxs+IjHR/3U1S2JiAtu357B9e47f5dq06YzyZQHPOvXQj37AUz/nM2LDxzRrVr2czeZNqFqx2WxYLBZsNpvf98ysI8sWVi5Zj/z9AQ4Vw86KPmhxV9K6zRpSUz9h0qRfERMTg9Vqw2q1uNa11hije3sg1WsodaQmLSI5cRQK7jzUX9nL+Y7qZ+bFhJ5r7G/CzWhRIX/nrXnzFgwYMICtW7fxzTffcO211/nZksapU6fYf+AQGjUnUu8GHkD/3tiXV8Df/vZ3ADp27EDz5s1NH7cIlxUIBILoR4jMesJzNrsn+szu3egX4BSw1WpleI/kiI8jkIGnaSqKojBz2jz2Za0j1V7GDg3W//sDUm9Mo327ln69aUlJzdi5cwcOhwOHw8GiBStx5uxjsNPJG7LMa327ctPt16BpuvBRFAWn08nu3YXkvreGP5dVsFNRKVMvxSn/ibNxScTEXMUHHzxOWdl0OnZszgdvfcPdLoFZ24i51anxj+Mwe/ZsYmNjvQqZ4uIKWuWWMtOqB11doqo8vbSQy9cvJz4+tPNbWgpd8qtF0qUaTP/8GE/89G3IIknT4IQN2jqhCGgGnAXaAidtGs1O5lFU5H8bsixx+PARU/stKoLbHeDUwOl6b5ACiwtOYLebOwaLRcbhUDhx4qTX/5eV6RMWNhmQJGIkics0jUOWWJKS4rFYLKZ/ZFmu815BQQG7dv1A165d6N27N4qi4HA4cDr1iQJFUare27TuEHco0Ifqc36ZAq8ekWjdx+IS8SoOh4LDEXxutRnc99kY4IXKy0jhKX4utXBUuYaPPnqK7757yPD9ZrVaUBT9yt5++21YrdY65yzQayPn3f26sPAUx1Zs5aWEWKyyzC+dMPW/a3mpjUyPHu2x2WzYbDZiYmJq/NZ/YoiJqfue1Wpl9rOvcXpDTr14282Qnj6Czz5cz0Wrv2WI4iQNmAtstloYePWgkPJQ/U24fb52i6FiYIEEf1paGlu3bmPDhg0ukalRVFTM/v0/c+DAAfbv38/+/fs5cOAAp0+fobIcNlBzItXqer0JaNUynmtuTujLAAAgAElEQVSvvYLCwkJ++CGXysrKII68cRfuEggEgnMBITIjjDuU6VjRGZ4CbkA3oj9CF0WDgPeAw+3i+eCDRXz4oeTVM+TtvZKSEgD+8pensVgsPj1jnn8XFVXQKreEmRaXwNI0pr29nyu++JD4eBVN0w3Y5APwdwf0knVx8cczZ9n83v8oTILHJBiuUceb9pgEzrJ85s6dy759eXUE1+UaTF93nGf2bq1hAGsaHNgN95fDBcAuwMKltFBlCo+eIi4eFKUv69e/TFISnCiqNlpqGzHFQKUD8vMLfF6ToiK41qkXolHRvVNDVI0fyiA+XhdCwYqY/fvPcNXxY7ROiEGSQELiGruDjSnduOiiToYEkL+fvXuPsG3eR+wrLUdTnEhWCz80i+fPj99Cv37n+93+1KlTKS4+xZw5L5OUlFTjnPgKEZQkiZycPax65nV6tmqOVZJQNI3CUyXMfPoPDBjQ07Wc93Ptud19+/bx5JNPcf75KTz//PNej2/btp/InDybvm1aVu1r/snTzJ0zNaxe/o8//ohdu36gX79+TJ36J5/LZWauZseKFzkOJKHfZzHACaC9YuO++/5ERsbIqsmZanGq4HQqLsHqRFEcNd6rLWZrrlv3/drrbN9+gKFFezmtAc7LsckxtHJqFMfGoWlX0abNfjp3TvAqmj3fczrVKoEJcOZMSdjOsS+KiuD2U3DybPV7vRRYufJ/WK1nfa/oh6pnjRVsssRAYPrig1yfs4527RKqxGpNcer9vR9//BGAHTt28M47i4C6z1/P11artcpL74tO57eg7KsY/lhWiebUGGiR+Gt8DB17NOOtt970ug9v1F7mP3M/ZayPCbf0sgpefmY+xcV5Prdz4MAJDq/YwosJMVgliWs1jakrPufP8im6dm0LVOdOfvXVVzz44APk5+dTUuL9OiUmJpAyoDWfbj5MmVOtmkhV0CNfNsbGMG3WI2RkjGThwlf44YfcgMcsEAgEgsaJEJkRxLM/2nP2chYBlwF/Bu4AlgPPSVAWD8mtT/PNN9+a3ofFIrNz5/eGly8qgpEuZ4sTl8DSYLFdxZ0a43BIDNU02sggS/rPUA1KJImKtokcsZfTrkSp4U1rB9hbxdInJZ59+/Lo0qUzJSU2rj5xmDaJMUjozbOH2yv59sLzufjirlXCYufOQsp+yOYEKknARUAM33CW64nRrDRv3hyLZQ+///1tXHhhF16Y/hZK3hG2QA0jZgvQHYixwaRJD9O3b1+vgmvHjr18/OeF9GndApssowALis7w6pwpDB16EaHMkm/evIv3J71INw+RtP/kaR55ZGJYRJKqqsw8WsFrLs/DFlmm57CB3H33mIAeG/f/k5OTTbUj6NChI++/8QkZm3YwSFHYarWScEV/fvnLtBpht4E4ffo0ADabzef+Bw/uy+phA5nocXythg0kNbWP4f0YwX0u3AVvfPHOgmU8W1FJDrrh7vYUdQCeq6jkn64cZEmSsdlisNliwjpOX2zevIv3977IHTYrb+7dRqw1nXIndO16Hg7HQZ55Zrqh+80dUXDDDTdQWengvfeWYrXafOa21g7rDvTa28+ePYfYs2g97RJjsQCKqrLrdCkVFWfp2LENV1xxRVUkRGVlJZWVlTVee/t99mw5Q3FgBTRVQwJSFY3Fh4upqCg2fX6bNUskJ+c7cnK+C7hsUlJrior876OoCG4vB5sNsOnvXVxexuKVn1FrvscUh4/4n3A7fLSYJUve9T+uU1DkoRkvVGDxx2vrjCs2NrZKFDZrlkiPHj3o1q0b3bt3p3v37nTr1o22bduiqhr33fEka1d/y1iX53YjLs/tiMFNsoKwQCAQCOoiRGYY0DTvlSZr90dLB5YC/wC2AVjgosHdmTbt94aM9drephkzZlBScpannnqS1q1b1/Fc1fzb4hJY+/j0yYVcmKQLLKemMb+4hFdmT2bo0IuQZZnNm3/grfEzsB8rIsFmxQl851BQ27fmpZf+jKapvHbPc+w/XYJaqSDHWNnTsjlvvv4kGzb8j48//oRbbrmFdu168P6kF+niIbh+PnmaiRPH1zCAbxo+nhmKWmXIDwIkdqDwFEnapRQXb2PsuG489NA4ZFnmzBkLCye9xMiyihqGf2vgXYtEbDuNrl27csEF3kptwNVXt2FR5w/5bS3RNGhQH0INw0pN7cOqCIokWZaZNvNBsrNz+fnnQm7ukWw49yyYNhWqqjLhrr9w6OudjKqoxAYMd1aS9fVOHrj7mbBXBA3l+MzuB6oL3viisPA4A9A/u98Ce9EnNoa6/m6oyqDu++ztL7bSITaX7fbHkROuxuHYw7BhNsP3myTJWK3V57ZVq9bExERWKKuqysxTEs+5PyNWmXYj+nLgx3W0atWKSZMmm96me3LnoqQWyIBDVTl88jQvPPMH+vbtHlCkegraLVu2sH17Dv36XcSAAQN87tP9PLZarV4nKzyf1/v3H+On976mbWJs1bPwp9IKRo26nB492ntdx997bhb+fQVK/kmfE27Jndpy772/9bmNvLyj7FmygfYe49pTWsEttwzj/PM7Vi23cuVKDh06zIQJ9zNy5EhXJIT3bcqyxKuLnmPZsjUseGkRa4+cpFPHNjw25Y6q4m2eNOWK4AKBQHAuI0RmWPBuqNauxCqj51DtAs4DuqiQd+AU6z/KCSp3yGbTp8QvvvhikpLaGFqnffv2bF67jUkeIijpqkEMHdqvav+pqX347LpLeWLZ56SWlrETyE+M54rrLqsyXlf/+koWemyj27CBDB7cl7Vr/wvohpdRweXNkF9IKfA1m/iaufHNmTnzqarxpaePYNWKL/h8XTbpZRUUoxtUWfGxONrF0qrVGZ/HH2nRVB8iSZZlhgzpa9ozWm3MGRfS7omSjWUVNSoKP1JWEbFG8sEenxn0gjeBRaZnLvVlrh834agMGiye99m+fQXcWFFJXFwlKSlXhFRdtj66Inn7jHTokMhdd62r6p1oFm/PmjbXDOa669JMnws9HDmHAQMG8Pvf3xPUeGqjqiozy+bxV4/x9fjNFUx7MrSc0djYjj4n3LLiY3n4z+P9fj4VReGe7Ye4p9aE26OPTqwx8fnNN99w6NBhevfubei7RpZlbr75Wm6++VqfyzRECy6BQCAQ1B9CZIYBX55Mb/3RvkUvmPMq8B3QtVk8z365rd7al8iyzON/ncCLLy7i5aWrOHumlJRvd5KVtaaq5L0sy0yfNZEto65hzZpsUiSNe67Rq8u6DSJfQkpR9FjcmJgYw4LLnyF/BDi/+3k11nH32lu+fC2L5mdWle2//4HRbNr0kd8Qt/oQTfUhkoKh2pNp3LiLRMuaaPBcuEVmoHBZd2XQG2qdg3JCrwwaKuG8z9zXpL4M/9pjP35c9wi78/+C2V59eMCDJVLj8zfhljLcf2hqfUcpCAQCgeDcQojMsOBdZHrrj+ZuX1KOnusYY5EZrKr12r5kwl1/4cD6rcy0l9Mf2HGqhFmTZ9coeS/LMkOH9mPo0H5et+PLwHUXwHDPghsxhIMx5GVZJiNjZB2B89VXHwO+hUwk+3xGO8EIiXA2ko8mz4XRcFm3EZ+2fitP2Mvph+7BnJUQR49rUhs0v8xdVGzBglUUFh4lObkDEyZcF1J/RHdriEj2XvRGvKusc7CeTIjeyR03kRifvwm3UaOG+71WwUy4RcMEkUAgEAgaB0JkhgFfnkxv4qkn8Dp6cRvZBk4ktsgyNwfRvkTTNIqL4c7fPsqRo8WGDMHaeaLuMd1gLw+LJ88tMt2hvEYIpyEfSMiEUzQ1NoIJl410I/mGwqgn09OIn+thxI83YMRHElVVufPO51m//iR2+zSgP8eP72Dy5BmsXLmFt9563PDYVFWlpESlvByys39g0KA+VRNRj7snoo4X15mICifx8frTSPdkaogWFcbxNeEWiHN5wk0gEAgEkUeIzLDgXWR6E08FwFqrhTwJhuIkr7Sczr8aZrowjKIo5G4vwXoGbtDySAe+N2AIRtqwqO3JNEJ9GvJNVTQZIZhw2WgOFw0Fo9Vl3csGY8RHkqysNS6BuQk8povs9htYt+5yw5NF7j6JnQ/qxYwyJ89mfqe2HPp6Zw0PVzgnorxhsVix2aw4HAqVlY6IFx/yRzR53CNJ455wEx5VgUAgiHZEwkUY8OXJdIun8XOmMHdAL37VrjX/HNCLx/71GEm/+QWL28PAB28yXfRHVVXuGfMEfU47eVKD/cDbwO+AjfZyfnYZgt4wYlioqkpm5mpuGj6e1N6juGn4eDIzVwcMLQSqcjLNeDKh2pBfsXYh2T8tZ8XahWRkjAy7x2TshAxmJcRROyjPLZruaKSiyQi+wmX9Xe/09BF0v3oQaQlxZAG7gSwgLQrCRUPBaLhstLJgwSqXB7PudJHdPp358z8ztJ3s7FxOfbmNGRYYZYV/tWmJfdMORtUKoYTqiahF8zPDcAR1iYvz9GYKIk1ycjt2+PhffUy4nStiXiAQCM5VhCczLPg2VH15QbZt+5ykJOjf/3zTQio7Oxf7ph0sBjqhl6x/AL2o0GX490gG9OR1alfV2zOYULlgwmXrk2jOsYskqqpy5ozCqVOwdetPXHnlQGRZrtHL1df1jsZw0VAxWl02WiksPAp+pov0/wcmL6+AwU4Vq8vet0oSgxQFX5/eSHq44uPjKSk5S3l5GS1btozIPgTVNNUoBYFAIBBEB43TQowiNE3z6cn0R2VlJUBQYWF5eQUMUhRauV67m2/vdb32ZwgG8uT1Su1TlbOZjh4ml05gD6mbYMJlw0mg2XFv3uW5A3oxfs6UJltN0R0S2X5vJbcfgxWP/ZOZ0+ZVFXcJdL3D52WOHs+F0ZzMaCU5uQP48UPp/w9MSkpnNlskKpygKFB0uoRvVA2Hzy1HzsMlPJn1SzBRCqLwj0AgEAiM0vQs6nonuC/dUERmSkpntlqtnHK9djffvsD12p8hGMiw+Cn7B785m4FC5YINl/VGKGG7/qiv0NxooSok0uoKiUxqwSlX25xAObqRCo1saBp7uOyECdeRkDADvEwXJSTM4IEHfmloOwMH9maPxcIzFbC2Asbl7udHTSPL65bhuRhbxELK3RVmG1pkJiQkcNFFfUlISGjQcUQaMxNukQxtFcJVIBAImiYB3U2SJHVBT/nriB4X+qqmaXNd/3sImIiucz7WNO1RSZJuB/7ksYn+wEBN03IkSVoPnAe4rYjrNE07JklSrGsfg4CTwC2apu137WMc8GfX8n/VNO2tEI437ATjxYTQRGZqah8SrujP7WuzGQNsBdqhF+4IFOoUqMjOkD4ZIRWDCFe4rJEwztqiUFVVjh07S1ER/PDDfgYMuKTJCkcz5OUVMFhVsaJ/gK1ydducxl38I3gauyczPX0EK1ZsYf36y7Hbp4Mr8DshYQbXXNPWcNj3tm0/cYGicFmM3pN2tGShheLkFHAl8HjVluGvwMm4mIiFlIejjUk4sNvtfP/9LgYMGNCg46gPorGolUAgEAiaBkZiGhVgiqZp2yRJag5slSRpNdABuAnor2lahSRJ7QE0TVsMLAaQJKkfsELTtByP7d2uaVp2rX3cAxRrmnaBJEljgBeAWyRJSgKeBlLRXYZbJUlaqWlacdBHHHZCE5mxsbGm15VlmdeXzqJfz//juTNOHtBgFPABxnIL/RkWoVZfrQ6XDU1kmm214g4JVTce5PYy+Hp2Jvu/P2S6qFK40Gf+q3/MvcbvMpqm4HAUGR5LSkpn3pdlBmgaFkDRtKq2OUavd2xsMhZLYtX/FKWYysr6FaDNmw9EkqzUPh8VFQWUlx80tS0z1WV9jUUfhztcXgNUl1fG82/VtYyvv93rVv/t7b3a+5FljXfeeZqsrFXMm/eCq09mex544HpTubJ6TqbGJVaQZAmlXKUcaAbYgHnAQaArMBaYF2OL2OcpWjyZAoFAIBAIQiegyNQ07TBw2PV3iSRJuUAycC/wvKZpFa7/HfOy+q3AuwbGcRPwF9ffy4B/SboF+UtgtaZpRQAucft/BrdZLwTryezevTstW7YMOnfRarXSd1BL9u4t4qMWKbzu6pMZakGWUItBVHsyzR+XxRKPJMUAEotf+cBUqxV3SOgLsRbKHNCteQIPfPQlI9ZtoeTUWUM9RGNi2hMT06mOuANzojHSVRMV5bQpkZma2odVwwYy/e39DNFgQdEZWl81iNTUPoavt82WhM3Wpur/muYEghOZwYbHyXICslz3vtKFp9lthRYua7EkIkmWoNYNJ3/4wxX84Q/PVL12OE5y9uxOw+unpHTmPYvMJZouKuUYKxscCg+jFxG7zWPZLKBz5/Z1thET0wFZjvEQ2BqVlUdMPxujxZMp8I0IbRUIBAKBUUxZZ5IkdQcuQS9k+nfgSkmS3IlBUzVN21JrlVvQBaQnb0iS5ES3Wf6q6d9ayUA+gKZpiiRJp4E2nu+7KHC9V3tc9wH3AXTt2tXMITUYe/bs4dChwyEJEkmSaN0a3sp8nrZtzRXjiI1NxmptRW2BNG5cf9Z+nMOVa9bzeKnddPVVd06mxWIhM3M17yxYVhWSG0jkxcX1ICZGN2ILC0+aCuPMyysg1amiKioOBQ7mHaanvZxOGjyEsQq5shyHzdaqzvuNHVmWmTbzQdK+XMHiUicLXprEpZf2R5ZlE9V2QxfO0dSxINTqspqmRdXxBEtqah8+TRvA9HcOcKmqsTupGdsqHFys1PTw+ptk0p8lLWq853CcxDX/aJhQCv9Yra2Ii+tOTQ+xSnn5AZxOu+ntQXCCSpIsWCzNvP0nqDF430do23I4zAcCiXYjAoFAIDCLYZEpSVIzdGE4SdO0M5LuPmgNXIpe3PR9SZJSXKIRSZKGAnZN07732MztmqYVusJus4A70HMxvX2DaX7er/mGpr0KvAqQmpp6zk21BjO5bLE0JybGuzBd8sF/Wbz4DebO/puplhWqqlJUVMGZM3DXrU9SumMvT5RVmGiDUv1e1y5d2HHsmOGw3R49OjHvRDFDz5TTQYWiinJ2AY+hh9lGupl8tCPLMgkJGrGxMGRI36rzHyhHt3HktJo3gGU51JzMpvGYkWWZqX+5l2u+WMEB1cq8eU/x738sZdgX22pMOjwtS7To1ZXf/vZqQ9sNxssbiidTkixeJ4gqK4/4FJnu6sq1J8JCcdZZLIk0b35J8BuoB4qL1zf0EGogvKMCgUDQNDEkMiVJsqGLwsWapi13vV0ALHeJys2SJKlAW6pj6MZQK6xV07RC1+8SSZKWAEPQRWYB0AUocInXlkCR6/2rPTbRGVhv7hCbLpGaXZZlmVtvzeDXvz7f8DpVbTL2VXK9AlsLfmCEpvE7dOloROR5Hs89kycz674/GA7b1TQ4BswBBmmQg/7aE1+hto2NUI2y2vdN4y/+Yf5zYLE07uqyvgju3tDXkSQJSZKZ/8bT3PjLh5i4Yw9WTaMLMFLV2PDTAR64+xlDrX6CEZmheDL18G3j+CssZj2/PWftsHVrHv377yI1tU8jmWxpXAjvqEAgEDRtAn5zunIjXwdyNU2b7fGvD4HhrmV6ATHACddrGRgNLPXYjlWSpLauv23ArwG3l3MlMM71dwaw1iVePwOukySptSRJrYHrXO8JIozZfKqqNhky3KTCIk2jGD2u2k3gthjVt+Ott95KDxM93PbvP8S4tq34Vcs4jgN3AncDebX20JQrpgbCLUCCM+6i1yAM5nhCry7bNLwvqqryt6depUs+3HJI4f1JL3LvbdNRdx/gZ00jH/gKffJmU1mFj1653s5/8J7M4Ar/mLuOvvrDfmkv5+iufJIPwIC1u3h/0otVPWUFAoFAIBAYx4gn8wr0sNadkiS5q8ROA/4D/EeSpO+BSmCcVj2NPgwo0DTN08aPBT5zCUwL8Dnwb9f/XgcWSZK0F92DOQZA07QiSZKeQ28DCfCsuwiQINKYM6Lz8gpIVZxYJSjXoBV6DPVe9AIibvyJPH1uQkeWZRYueo6srDWGwjhTUjrzvsXCZJtMVxl6qLob/e5a+4hkM/loR1VDEZnhI/zhccGEy4ZWXbapiMzs7FxKNn3HDAvEWiX6tGnJjZt2MKqi0nDRLW9EuyfTV3/Y74ChqsYEDXo0j6ddm5ZMdPWUHTKkr+lxCQQCgUBwrmKkuuxGfFtxY32ssx49V9PzvVL0Ppjeli9H93x6+99/0AVtkyRa01HMejJTUjqz1CIzQANZglOaPjNgTuQFH8bprqD62Puf0FeGbA0Ga3rvUDdGK+RGP8GHRELDiczI7Td4kRlK4Z/oxPzk0GCnitV1Cq2SxCBFwVcDIu+TRHXPf33nZJoVmb76w+4B0qiOqbBKUlVP2XNZZEbymRG9nyWBQCAQhIJINGkgGtqbFBhzX/ypqX1odtlFTHfCf60wVpJojXeRd4dPkRf87eiuoCqndWPpeVByUQ8+j4/lAwKH2p4L1DTkmla4bDCIcFmdlJTObLbIKBogSSiaxlarFYeP5Y1GAoQiMuvDk5mc3I4dXt7vCWykuvuxu6dsjx51ipoLQiT6vwMFAoFAEApCZDYJImHwmvPwyLLMH6eNI78LrEhJQLv0ItMiL1SjQ5ZlOnRoRlIS/PXv47l/7lTmDujFr9q1Zu6AXoyfM8VQ0ZKmSHU+ZgMPJCIEX102+Fy7aBWZ5ieHml/ej+lOyKpUmXjyNAlX9CcrPpba/sTAk0SemP+MhdYn05zIHDshg1kJcXWO8WLgW1niKQssLilj4snTtBo2kNTUPkGMSSAQCASCcxfzXcwFjQJf5fn99an0xGy4LOheocRE6NChGUuWzAmiLUb4xF/jr5jqD/MCx+3IbIoCO7jCP6FWl41WkWkOWZaZ9Oe7+b+NH3PIEsvcOVMZOLA3E+76i4HeqTrezn/952TqvTE987r94a8/bIfz21NoP8h3qX25++6x50R1Wff3xYIFqygsPEpycgcmTLiuzveFCG0VCAQCgVGEyAyRhgr5UVWVU6ccFBXB9u27GTmybY08M1/l+d19KgNj3phQFAUAq9UapMgL7VyqqsrevSc5shvuuflZunfvZEpYN2WCmTTwJJz3eTQU/gk9XLbpIEkSiYnQqlVsVd5hqL1T6zsnEzAlMv31h62oOMprr73GwIE9zok8TFVVufPO51m//iR2+zSgP8eP72Dy5BmsXLmFN954lGPHzlJUBD/8sJ9LLhkY1PO09sRnbKxEqVxdkEwgEAgETQshMhsc81+w7p6UrXPPMlKBT/78KpvXbtdzEmW5Rnl+d/XE2n0q77zzF/5HFYQoqazUM7lsNl9lQ/xj1ED0hqqq3HfHkxRsPMBoJ1xZdhYpZzcveAjrc1lohta+JDxEY+GfYEVm9Hp0wuPlDj0SoH49mTpOzHyl+TrGd99dEuT+GweSJNW4f7Oy1rgE5ibw+Maw229g7drLGDNmBtu2JVNWdgOzZ+9n1663mDlznKnnae2Jz4vQUyjmS/DqPz/htttuw2o1fu2i9/MnEAgEAjfnrtXdiHH3pJxpkxhlhX+2bsYpV5l98F2eP3CfSk/Mf4lXVlZQWgqFhWVs3rzLbyiiqqpkZq7mpuHjSe09ipuGj2fx4qVBhy9mZn5Ozupvudqp0R+9P04Oet877739GjMiXLYm1SLT232Vmbm6zn0lSRKlpXD0aGXAe9U7TcfIDdXLHe7qssGKTLPFfyJD47svFixY5fJg1v3GKCsbzaZNMrGxM7Fab6Rlyxf58kul6rvGKJ4Tn78D3gb2A09q0HbfUfqnjKZXrzsYPvxPXj+vAoFAIGh8NEWLs8mTl1fAYFXF6vIMeZbZB9/l+cF/n8qamPuSV1WVhS+9R5d8uOGnU36bmLtntf89eTYP5+zmf8eLeThnN/+Y8AB3pKcHZWC8MvsdBitOFgA3AvcCm4ArgSvs5bw9733T22xKREJImEVVVUpL4cCBkiCFXeDte7uvXp08m/vHPV21P1VVeemZ1+iSD6MLHH7vVd80PjHhi0h4ues7JxPCLzLPFW9ZYeFR8PmNYUVRBiFJupdRkqyo6uCq7xqjeE58fgscQ2++fQKJDGLofrYZJ068RE7O40ye/Cnjxj0vhKZAIBA0coTIbISkpHRmiyyjuIyg2mX2fZXnB+MtCMwaWNnZuVRm/8gMC9ycYONfbVrW8K564jmrnY4eypsObCgtZffq1SxdutTUvgEKD5+kP/AG8E9gB3AdcDl6S4Ifc/ef00aL+3o2lCdTVVX+/fL7dMmH638sDlLYecctjnzdVxtrebOzs3M5s/E7ZlhglE3ye6/6JjoFSDDCKBJe7obJyfQmMusKZ6Pe7nOF5OQO4PMbQ8Fq3Qro+faapiDLW0y3dPGc+PwJyCORe7mMV5nMbK6kHAkoA9Kx279i3boTTSz6RCAQCM49hMhshKSm9qHVsIFMc2gsV+Ch4pIaZfZ9lec314LAnMGVl1dAqtOJVQJZkup4Vz3xF877eGkpr82ebWrfqqqC08lbwArgELAcPSTrR2AD0EFRDBgt0SkcahOckGjYnMzs7FwqtvzIDCuMjreGWdjpx2Q0TLw6EgDQNL/3qs+RNCEvV2S83OZFps1mw2KRURQnilLdqdO4KAzsyTTi7VZVjdJS2Lr154h43KONCROuIyFhBnj5xoiPz+SKK1TKy6ehKP/l9OmpDBtmNd3SxXPisxLYTn8SeJYkbqEFs/iJ84EK1xJx2O3TmT//s5COSyAQCAQNixCZjRBZlpk280FO/aI5i9vDr567r6roD+jl+btfPYi0hDiyMN6nsibmjOiUlM5sliUUTRcy/pqYBwrnPVhQYGrfWVlraFnhIBZoAwx2/Y4BDgIfAs+omsFc1KZJ6KKoppAwW6QpL6+AK6xWUi8ZQO/evYMSdr73qY/NaJh4Skpnsi0WFE334vm7V88FIuHlDqaIl6pqOBwxFBXBpk05LsFnLE5VPqIAACAASURBVARaP47AIjOQt3vZsjV8lvU1XfLhkvU/hNXjHq2kp4/g6qvbkpBwOXh8YyQkXM7w4e1YunQ6aWmHaN/+ZSZP7mS66A/UnPiMAWQuJQ8LJ1DZj0Y5w4FYjzX6ucJ4BQKBQNBYESKzgQnW+JdlmVatbCQlwSWX9KpTGXLh288yfs4U5g7oxa/atWbugF6MnzPFcJVVs96N1NQ+0C+F6U54r0zx28Q8UDhv186dTe37nQXLGKCq9AJeBe5x/e6Fnmn0GmZyUZsmnkIiHOGC7hwtowQK8Q68PwnfjytdZBoNE3dHAkx3wnIFHvRzr/omWj2Z0eHlNhsu666Y3SHPwe3H4IM//ZOZ0+aRmfm5oRBo/TgC37+BvN0LXlpE7O5D/C3eyu0tEoL0uDcuZFnm7bcfZ86c6xkw4HnatRvJgAHPM2fO9bz11uNYrVY6dGhGUhL84hfdgpqM8Jz4PAS05hvsqBTQhjOcj8ZB9Ce2m52uMF6BQCAQNFZEC5MGItJ9B0NvQWBOZMqyTPq4kTzx4zd8dX43Jk+e6LOJ+dgJGcyaPJsbahl75cDziYlMfuQR1zsSRozmwsLj9AM64J4l10ffHzgKbMd4LmrjwLyQcDqdlJZCaalCxo2TKMnZzRNlFV57qBoxImU53tT+U1P7sGrYQCZ+uY3BqsoWWTYl7GQ53udnxv2+v/tqVkIc411h4u5IgCu++JDFdpVXXprE0KH9TBrP0SoyzRNuL7eOOZHprpj9QqwFJ056tkxgypfbeGXdFp70Iwrnzs/0eMYF9mQG8nYfOnKS2xJi0BwKWq1Q6qbcM9Po90Uok6LuvqRvz3ufYz/tRqt8GtQ04AT603uoa+lyEhJm8MAD1we1L4FAIBBEB8KT2YiJZH5dMMaE06mQmAj9+nVmyJC+Po12X+G8VyYm0uvaaxkzZoyp/SYnt6MTsBXIRc/JzHW97gR0xkwuatNDVVVe/IteTTX9QCXyN98zoqyC3+HfM1STmveaxdLMVEikW9jdPGcqTL6dm+dMrRHiHQirtWXAZcyEicuyTIsWFpKSYODA3kF4Z5qeyGzIwj/uPNkYi76epGkMVlUOHTlpuFK2kXDZQN7uTh3bVIX9gwildhOO7xq3kF257lXyCt5n/IRE4uJmY7WuAwYAe3GH6V5zTVuDaR0CgUAgiFaEyBT4wHwOkqLoFQhtNpvf5byF8/5jwIVMfvVVFmVlBZXvszw+lt7ALGCJ63dvIBM4GGMzkYva9MjOzqXkqx3MsMBvVFikaRSjtxJwY66Hqp5zZ7W2NjUOWZYZMqQvt9xynd9JCG9YrUn+RlO1fTNh4haXoAkm3y56C/8E7+X21d82mPBqsyLTHU6tusRMpdPJFlmmU8c2hitlGxGZgYqiTZhyBxW9k5nuhCUlZX7D/gXBI8syKSkd6NXLwa23dmbAgL/VCdNtmj19BQKB4NxBhMsKfGDeWHU49IqQgUQm1A3PslgSaNFiiOl9gu7BWrXiC9asyya9rAIV+AXwDlDSIpE//+1hMjJGNCGjxdy1ycsrYLCr8m+5Cq3QiyPtBS7zWM5s3mpMTEccjpOmxhIMsmzDZmvjZwnJY1njYeJukel0BlPUJVpFpjlUVWXeC4vpkg9p1rO8P+lFVg0bWOVldhfeObB+K4/by72GV3vzckmSjCRJhsW4O5z6icxP6K/A/lMldPplGvdf0ptZU14OGAINxkSm+1mRtn4rT9jL6YcuVme5vN0ZGSNQlOPMKfie7Zf8gnvuucNn2L8gdCQJBg1KYe7ccQ09FIFAIBCEGfHNKfBKMG0NzIjMugQfjuX2YN0/dyqvtU1glhWyeiYz+dXp5OSt5Oabrz2njcSUlM5sscgoGlhkOAVsAS6otZy/vFVvQsJma4vFkhDS2Ix4yWJjOwcIzQ3u3nHfE05nYHHSVMnOzqXs213MsEBGnKVOoRujvUe9Y9yb6Q6nThx5IYvbw8X338C0mQ8yevRIE5WyA19HI95uWZZITIRLLulm2uMuEAgEAoFAR3gyG5hwhN0Ft4lAKwXvybRazd9WwbQ88MTtwdqyZRWbN29h5gsPMWTI0MArNkrMXZvU1D6svLQf09/LZ4hFYrMKgzUNz7PjzTMUCEmSiI8/n7Nnd5oajxsjXjKrNYHYWP/VhoPNF3OLB1UNRmRGqyczCC+3u2co1Cl0E6ga69z5mdxzz1PeR6JJZGau5p0FyygsPE5ycjvGTsggPd17VIE7hHL3bujatW3VMu6CMXPnZ1ZtZ/wDoxk1aniN7RjxZLr348/b3VC9ZKOZaMv/FwgEAkH0I0RmAxGOL+3IfvFHLifTO+E9FmG46KiqSlbWGrZvzWWnAtutcN75yawuOMaQ8so64YJm81ZttjbExp5HRcVh02Pz9JK5RUxP4AZ7OWnrslm+fB133TXFQH5fcPdOKDmZ0SsyzZGS0pnFskyqpgtHd6Gbm12Fboz2Hq2Nqqrcd8c09q/b7HMCwZvQjI2No7QU1qzZTps23apCVY1VPj13PdKNESHmBQKBoGkjRKbAB/UdLhuekDRhuFTj6Sl81F6OBmxwaqzOP0bchd2YAxw6dMKnZ6gmvs9rfHxPnE47inLa1PgCecn+9cpK7r33OQNbqv9w2aYyiZGa2odlg/sw/YNC0iqcFNYqdJOc3I4dx4vp6WVdf+HV7777LvvXbfEzgbC2jmhUVZVvPs+lSz70+ngL73+1t0Z+aCCEyBQIBAKBIHoQySYCH9R3uKwQh0YxKnDcnsIv7OXkAJ+j9w5Nq6jkyK48xk4YTfZPy1mxdiEZGSODzj2TJJnExH5Yra1MrRfIS5ZfeDSo8RilKXoyzYpfWZYZP+UW8rvAx71a1WktE6gaq94WqO5n9/WXX+Zxe5nPCQRvVYyzs3NplneMGRa4tVlcnfzQwARzHQUCgUAgEEQCITIFXqn/cFlxK4Ybt6fwO+A4MB+4F3gFGKI4WfDSIhNb8z8JIMtWmjXrHzB/0pNAPQu7dja6rdDCZc/l6rJuEhOhW7fmdQrdmOk96snB/HzTYbZ5eQUMBaySLvw980ONEC5PZtOf8Ar++JqKB18gEAgEkUdY9g1E+/bt6d69W0MPww+RbWFSm1AL/wjq4vYU7kFvWeL2L1uBNODQkfC2H5EkmYSEC2jefCBWa8uAy/vzkj2fmMgfHnnE4H5FddlQcOsGb+fRbO9RN127dDHc39JNSkpnsi0WFA1Up7MqP7SHKz808HGc29exsdH0xbxAIBCc2wjLvoE4cuQI+/cfCFN5/PDPLovCP9GMsWNzewp7orcsUVzvK8BGoFNHf70ng8dqbUHz5pfQvPkgYmOTfbY5yci4lpRrLuXKhIQaXrIrExPpde21jBkzxuAeRXXZaoIZl76OL6PfXXhnxdqFPsKr6653z+TJPJ8QHyDMtiapqX2gfw+mO2FJSTkTa+WHBkaITIFAIBAIogVR+CdEghUzbu+JO2Qv+jB/XJWVlUBwOZmi8E/4GTshg1mTZ/OlvZx2wAPoHs1vgc1WC49NucPE1syfV6u1OVZrc0D3MjmdZehCQEKSbMhyHEtXrmHp0qXMmz2bgwUFdO3cmcmPPMKYMWNMTMCEGi577hb+geqc1HB+dm699VZWLn2TtLUbecJebqiKsSzLjL3/RqbsyWZd1/N49NHJVdVljRANnsymdF9EN+I8CwQCQbQjRGbIhCoyo/USRM6T6W6r4dk/766H7uWuu3qJxudhJD19BKtWfMGw9Vt5zF6OCmwCNsbGMHDEYDIyRtTbWCTJgtXazMv7Erfddhu33XZbKFsPaq1qT2ZTysk0Py63LgrnZ0+WZf6zdAFLlrwZsL+lJ4mJiSQmQteuen6oGTRNRdO0WmJZ5B+Gk0icE3GeBQKBoGkSrQqnERH9nkxvou73D/+RO++c4NPYMxsuq6oq+fknKSqCffsOc9VVqtdte7bV8Oyf9/xDT7Hmv5tYlJUlhGZAjN1z7ny65cvXMnvOEn7c/TPNEqw89eKfArQrOTdoitVlgyGY0HhPfHlALRabof6WnsTFxQNQVlYW1Fg0zYkkia+1cCMiRAQCgUBglnPbygwLDSMyVVXl1KlKioogJ2e3T0PZLer+PXk2D+fs5n/Hi3k4ZzfzJj7KHenpfgxs48elqiozp82jfO1ebj8G2+atZOa0eV637W6rscFeTjp6vmA6sMFexu7Vq1m6dKnh/QoC486n+/d7z9KtL/RPax9Uu5JoNjKDHVso4bJNS2T6z8kMHvNfL/HxusgsL6+dzWmUhg+ZFQgEAoFAIDyZIROsFyAUkekWdS2+P8M1Cnz61GtsWfcdvQZeyJKFWVXeyrETMlBVrUrU1WiKXmrnSpeo8xaqaOa4srNzOfXlNp6PkSmrhG4tm/GEq79d7ZA3d1sNb/3zHi8tZd7s2SGGTgZPUw7bikTeXfQQanVZ85/h6L1XoiNcFvQQabPEx+tPhuA9maJXZmMjej9LAoFAIAgFITJDpv49mdnZuRR/sZVbZTigwVirhZeWfMqnb3/MXysqq0JQZ02ezVGrhdkmRZ3ZL/28vAIGq2qV38ImywxWFX7+ubCOyHS31fBGP+BgQYGpfdemaYqo2kSPkIgOQvNkBlddtukQujDzfv6DE5mheTLDWfxHiJ+6hPOcnBvPaoFAIDh3aYoWZz1T/yJz7958Thw9ybpSJ0kOeHdfIZWl5UypqKwRgrrRXk6LM6Xk+9iOb1FnzuhMSenMFlnG4fKWqeCzv527rYY3dgJdO3c2te9QUVWVzMzV3DR8PP16XMrw1FQWL14cZJ5e+Ma0ePFihqemckGHDmEZU6SERDTQMH0ym44AcQuH8E9AmH+2xcWF5skMR7is2fvJ8xlyyQW/jIpnSLgRglAgEAgEZhEiM0TMzOx6GiN7tzs4shs++GC9aWOkstKB017BXAnukuAlRSGOutIwDngWWORjO75EndnZ6tTUPrQaNpDHKhSWK/DwGbvP/nZjJ2QwKyHOa/+85xMT+cMjj5jatyeqqnLkSAlFRZCbezDgea2Tr3rsJA9u3cqc8eMD5KtGDlVVGTtqFHPHj+fBrVv59NixsIwpcnl30UEwx9UUq8sG42mK1L1R25Pp+fxL7T2Km4aPJzNzdY3zHxsbiyS5nnFBtZYJXWSqqkZpKWzffoDNm3f5vT/q5rwXNfgzRCAQCASCaECIzJCpadT5MqQURakyRh7K2c0rCowugzmTXmL8nU+ZMkZiY21clhDLAeC4pofMXgbEelm2H3AATIo6c4aRLMtMm/kg9ovbsLg9jHzyLqbNfNCrZyQ9fQTdrx5EWkIcWcBuIAu4MiGBXtdey5gxY6o8eTddc59PY7TOiF15qo4v8rj9GGz5x3KfxYfc+CxCVFraYEWI3n33XfZ+/jlflpb6HFNwQkL/3TTDZYNDVJfVCT0EMnC4rK8CZK9Ons39456uugaqquFwxFBUBJs2bTd9bUIVmaqq8knmJrrkw6AvfuT9SS/6fY5E4zNEIBAIBIJoQORkhky1gearPcesybN5c8EyKn86wJdlFfwV2AW0AXpWVLL1s69ZtmwNN998raE9nn9+F7I7tqVCKcPucAI2dlU48Lb2TqB5i0TSFGeNpujPJ8RzwchryMi4AUUpqXlEWqXpsyDLMs2byyQlwaBBF/oUM55tNTz75z348P3cdtvdKMoZxo0ey74163is1F7jHK5e+SWvvPWM1227iw+9EGfFXgldmycwzUfxITeBihD966W/M3r09bX+G05xUXdbr83+O4+Vlvod029/m2p+T004XFZHwuy1CaW6rNNZSmXl0RrvhTeHL9gw/JLAC9XeU4jhspWVh1BVlffe+5C3/vka+QWH6NK5E3dOvIvf/OZiZFmuIcZqFCCzl5O2Lpvly9cyatRwZk6bx3n7FW5U4IM//YMvrxnsc8LKGw7HcVS1ekpNVc2F3WZn5xLzYwEzLHBe8zg6tGnJRD/PkUDPkH++9DyjRl1hagwQznvJ23aia4JE5L4KBAJB00SIzJCp/oL0Z0il7tjDSFVjO7AW3cM4BNgMFDpV5r/4tmGRmZrah1XDBvLkknwGAT+2asZ3J89wsVLTWC4HZiXEMe1vDyPLUrWo69SOi1P78FP2D/Tp3KOqEm16+gifvS1r99n0tryiKADYbDa/43e31ajdP6+0NIfMzNXs/XyNX2PUW989d/EhqyvkzypJDFadXosPuQlYhCj/AGfP5vg9lnBzMP9gwDFVVBzyuw1v1+vaUVeiaU03XDYYERxKuKzDUYTDUWR6Pff+jHye6otQw2XPnv2p7uTasRPMmjiNT7JSeeWtZ/yKsSfs5cydn0nXrufpE0UxFpyo9GyZyJQAE0W1qaw8BhwL6jhAf44MUTWsrlOhP0dUn8+RQM+Q/PwCysp+Dno8TZmm+ywSCAQCAYhw2ZDxnIX1Z0g9o2psBj4DOgMLgHtdv3sABw8dN7xPd3hqyUWtWNwe0l+cyCXXDmVYrRDUtIQ4elyTSkbGCDIyRrJi7UI25y6jfXI7vnv3MyZ9t8dn2JobI2FuuhdjFds2nmDPTrj5him8996qoIz3QMboovmZXtdzFx9SXNdD0TSfxYfcBCpClJzczvT4QyXUMfm6Xh/MfJuCvXDw4NmAeWaNE/MGa0xMDPHxcUEW/gkOo2Gj9UmoItNXyOhGezk/uyaGAomxwsLjVRNFMVbdwyxrapXAqy9SUjqzWZZQXI/1QM+RaHyGRAIhCAUCgUBgFiEyQ6ZaZAac1Xb93Z/qEy8DFwHNmyea2qssy7RuHUNSElxySW9eXfQc4+dMYe6AXvyqXWvmDujF+DlT6oSXGjEIPQm0/LJla7jvjif528QXuNiukq5C+7xDvDDxBdO5phD4HBYWehfjVcWHyvXiQ5NKfBcfcuOvCNGshDjueGC0qbGHg1DH5O16/Q64ttzBxXb41Y+nA+aZeSe6jcxgjGBN0ygrK69XkWn281cfhCoyjUwMGRFj7oki1TWOSsUZcKIo3KSm9sFxYWemO+HdkjImnjzt9zkSjc+QYDFSmEkgEAgEAqMIkRky1SIzkCHlkCSuAbYCucAh4AdgPXDruF+HNAp3COqKtQvJ/mk5K9YuJCNjZJ3wO7OewkDLvzzzP+xas4V2TpUewJXontn2TpWdn282bTQH6xlwe3c7/C6VDamdGfLwqIC5XL6KELk9wKNGDTc19nAQ6pi8Xa9vgWLgHeD6Cgf/atOSU64wxKZDfVeXDY5gPfWRRJIk+vfvx3nnnRfU+kYmhoyIMfdE0XSnxH+x8MdTZwNOFIUbWZa5/uY08rvA1qsu5OY5U/0+R6LxGRIM/jzs4+98isOHzxiu2i0QCAQCAQiRGQaqRWYgQ6pr/55MjY8lFr21yOvARAlOdzuPqVPvML3n7t2707fvLzBTN8GspzDQ8icPHeeiSgddqBkC3AXoX+kwbTSH4hmQZZnYWIWzZwvo1atzwPw2dxEiIx7g+iLUMXm7XnuAwUArwOnUsAK9T5Xwx/v+ek57LEKrLhscwXrqI4nT6WTHjp0cPXo08MJeMDIxZESMuSeKYq++gDeTnFw84demiv54EopXTpYlEhNhwIBuDBnS1+/+o/EZEgy+POxf2svZtuobytbs465iq6Gq3ZGg9vX89bDbm1wvUoFAIGhqiMI/IeKZk5mePoJVK74gbf3WGpVcZ7kMqflvPM2HH67nP3OW8P1PP7PaJnHfw3cyZcpYrFbzl+LAgQMUFvovAlOb5OR27DheTE8v//PmKQy0vAp0cP14hgD3B44C20wazYHOYbg9A76KEDUkoYzJ2/XqCfwHGA5okkTOjj3872wZ4zSN0Rir3hv9OVnmxxdsddlQCveY/fzVB6GGy46dkMGsybO5oZaH1j0xNP6B0T6rSo9/YHSVwAT93k9J6cDevdCtW9ugBaavKt/+7nE3Zs9DfT5DIlU0ypeH/TtgiOJkYrlKbKxmqGq3UTQNSkshOzuPiy7aRWpqH5+F57xdz+fHj+eTZctYlJXVaMS8QCAQnEuIJ3PIVIvMQLPaVquVjIyR/GfZDM6/CIZc1Z7HHrsrKIEZLGY9hYGW75Tcjk7UDAHOdb3uhHmjual4BhoKb9drMLrn6H7gC1VjWokdp6bxKNGRExge6idcNtTCPdGYwxeqyDQaMmo0pD8uTpc6ZWXm2o+4ica813AQyaJRvjzse4A0QHJt2rPabiioqsqq5d/SJR8uXvu93zxx0YtUIBAIGifCYg+ZmrGqRgwpt+fE7UmpT8zmEAVa/sHH72Z5fCy9gVnAEtfv3sDy+NigjGajxqigLt6u19/QP+i/k6BShoeAXsAWj/UaMicwHAQjkILxZIYqYKIxhy9UkRnuiaH4+HgAystrS3FjRGPeaziIpHj2FfLcE9gIaK5LaKRqtxGys3OJ23OIGRa4rXm83zzxQL1IX5s9O6SxCAQCgSAyiHDZkDHfSLohRabRsDWjywN8/t8vWbN2C+nllajAL4Cs+FhShg9usMIX52qDb2/Xyxofy52lZQwuP02FHQaihzLvBS7zWNd/TmDTC5d13+tmRKaRfo/+wibNfv7qg1BFJoQ3ZNQtMoP1ZEZj3ms4CPXe84evkOeLgc1WC8/EyqQqDvaX2On0y7SQizHl5RUwxGmsH2nAfsYFBSGNRSAQCASRQYjMEAlGzLiN2vCFyZobg1mDMNDyC99+lrffXskL0+fiUCT69u3J/WE2mo3mIkV/7mDkqX29Nm/exdv3z2B42WksFplTisoW4O5a6zXuvn71Ey4bDgETbXnA4RCZbmp/Tjt1akuvQX3Ys/VHCg8ZyyEM1ZMZrrzXaJuoiqR49pcLP/DqQSi2YhZv+4E/Tvwtd999S8DneqDndUpKZ179f/bOPD6K+v7/z5nd3AECiAIhIOEqgoghBJSjCmrrT63fQkC0eNcCikI8qoBQjwLaAoKVS6UqghwBrFoP5JRDNASKIIcc4QiXREgCZLOb3Z35/TE7ySbZezfJZv08Hw8eZHdmPvOZcz+vz/sySPSvUo90qAsLqbfr2bpVq4CPWyAQCAQ1h/A/DJr6ZcmsCWRZ5ve/703zjtBzwJUhd28NxwL29Yn09M5E9ejABDv8N0pmuCTRGOjltE59rOsXLIFklw20xE44EyqRWfU5/aKgEMMPh8j596eM+cH35zaYmExFUeiQ9htGSxLt0JJdLUZLUFbf7/GavPc8uTzPX/gKLVs2okkT6Ny5tU8C09v7Oj29M+YOLZlgh48ueq5H6imO+bWEBP789NMBH7dAIBAIag4hMoOmfopMRVHIydnL0qWrycnZG7RQs9msQOiss879+8c/PuDYhly+MZlpCWxDSyq0qZYTeXg6Z4qisGzZ19zc6wE6tbmDm3s9wLJlXwd8XkN5fWRZ5sEn/o/8FNh4/VWovbuyNi6Gj3EdE+iq/MPixR/Vipg/fvw406ZNw2az+bll7cRk6gNeE9p9uNDx/2VgQkw07a/v5NP18nZ9Q/18eiJUIjM7ey17123nLyYz54EZwDkqnldfn9tALZm6uPlhyWqeVFX+ghZ7PB7oAdwYGx2SuNfavDbOuLv3TIRGPIcqFl6PHfX0vpZlmdsG9SI/BX4Y2MVjPVJ3ccz9EhLoeOutDBs2LKjjFggEAkHNINxlg6b+iUxFUZgyfjZFm3bSU1FYLst83T8t4Jp0AFarJgqioqJC3r8dx8+Sainj78AvaNlS3wOaAc+bzPwriFikQPtUcc4eB+Av909i15rv6Wmz8xiw+ZKJfzz5D9Z++g3zFr7scgBf3RtPLd/Xay/OpWjz/+hpU1hmlFnd73qef3Uksiy7dONz15aOxWIBQJJknp/4GMePn2XWvBUuY2xdlgsYOZIvV66s0XIBx48fJysri8LCQoqKinjppZd8nrQIRCDpx3H58mUuXLjg+Lb6uVUUpbz9m266js9u6ErXjTvJsCv0BWYCm4GuBom0jTv4aPMuPrmhK0+Nf6DauVJVFUVR+NfUhZRs+5GeisJHssx/enfhyXHa+vpy03d76WlX+MigLR/9wv2V2nN9H/h/bxQUaG6WZrOZkyfz3bbl2nu04p6dNv4teljK+C9gQ3Ph7ArcBbQHMqj83E5/YzE9erSr1qfi4mIAfvnlF/Lyjvjcn6+++o6j63O4xWzlKHA1kI8WV3gRKEpuRtb4ezl8+FD1o3Bq69y5cwAUFhby008HKq1nt9tZMGsFZbk/0VNR+FCWWdqjE4+OGVzl2rg+T5X3WfV4PF+7jh2vpPH17en63b7ye28WkGOQaX99e9q3b8ru3T/45Obrbd9VPxcVFQFw+PDhckuzu23envYBz5vMTAYKqP6+fv2f79OmTUNOnz5FQgL06JHqsRyKqzjmVq2ak/XsiwwbNkwkhBMIBIIwRQq3uJNgSU9PV3Nzc2ttf6WlxzCbj/m1zZ49u3nqqTEYDDKJiYk+bePqOl2+fBlFUUlIiPc6+HTm4kU7Vx62MMWoJVywqSrjbXCufTSJidV/sH25R+x2O2VlViQJYmJiPG7rrb3LlxVaHLUz2dG/S5dU5qG5R61EmxmxAY8DA4FRRmjbrSK+TlW1gupVhYen/Xbt2pU9e/ZUWb/i75ISSMmHyQYwSmBTYYId8lOgrAwM+TBAhXlO/RsJrJfAngKNG3s85Ep42ldCgu/tOB/HxdPQ9jL8NiaGEy1akORmUiE7ew3vZM1gs4uah/0SEsh6+23uu+8+/zvhBWeBqdOnTx+fhealSzux2S76tc/333+PpUuXYrGUeVzvmms6s29fRdbLy5ch+Ti8YtdcQWwqTAaGxsD1Ru/Xy9v1DfX194WoKGP5RFEglJRA88PwN2A58BawF03kzUezujWl8nM70ght3GiL6OgoysqsfvXh7EF4qhSOoWW4/gVoC4wG7gSmSXCmnW/nMCYmGsjM6QAAIABJREFU2uV94eravKhKnEhWa+zaOFP13lOASQY41QZ8/CkJGHfnpCrH98J8G6wF5lD9fe183Zs0aUxmZib33uvfO8VobEiDBmn+HUAIkSRph6qq6XXWAYFAIKgHCEtm0Pgv0hVFIT4+DpOplOJi/wbGVZEkKCkx+bVNURHcoWi1z+yoSEBPBRYXWQh2UlhVwWy2BNXG5cuQoYJB1YRhtAxdFThKxQ1rRJsh3wpER4HdXtXdUMWfa6OqqhtLjYbFosUwVmRD1D4ftkDZLzBEhW5V+tcLiFdheQFITVxb21x9Z7Wq9EIlynEtoiToZYejNgmjUXa7nTtr3uXLCm0v25ksQ1JcFFc3bcRoNwXVvZULmD1jRshFprPA7NGjBw899BDjx49n69atvPTSSz4KTf8tmYqiYLGUERcXW+6i6Yr4+HiaNm1S/rmszEK/6FIaRcuOzyo3l9o5ZzAQFS0TBdxoUfhPTBzNmlU9k2CzWbjRYCIuRts+CuhjUfhPbDxXXRXH6dOl9DGYiHcsj3Ys/yQugebNK/fT1/vAk6W3tLSUCxcKiYuLpWnTph63c9dOfn4JN0gXOKBqz2U00AhYA/wW0OWi83PbIDGatm1bumyvefPm/Pzzz16Pw/nzqQPHMGKnp2N/DRz96InmtttLhW8aX0mbNg09nqPCwkLOnSsgKakRV111VaV1jh27SL+fL9AwrsILpZ/ZzldNm9K2bSOPfXWFL+fX+bu8vEJuLiigWVyFx8iAUitrml9Jampjl9uEoi9HjhyhuPgi7dqlkpSU5LGNi6f2s/kXEz1x/b5unBRPRkYXTp8+zcmTpygpKfHaN4FAIBDUP4TIrAPsdjsmUyndul3LK6+84mIN1wOCquOEUaNGcfr0GebOnUNycnKVdV21oX23Y8cBPnn+X3Ru0rDcknn2wkX+9Y8n6dHjN34MUiu++/HHPfz1r8/Tpcs1TJs2zeu2ntrLzd3Hymdm0sXRvzPnCll3JJ8GqjYjrs+Mfw9siYnm5TeeYfBgzdVz0qRJfPvtNl5++SX69OnrYr8udgvl1k93/czJ2cvysdPp2rRR+Tmbd76Yd2Y+y+P3T6RfaSFr0TK26v3bjjZz/3liY9avX+V6xy7Q9jWNLk77mnu+mHkzn/XoVuaOpUtXY5n6b4wXziERXuUCqgrMyZMnExMTw/Tp03nmmWf8FJr+oVtx77nnHh588CGft9OvTyfH9Sksvsy3Px3nuXZt6NIoEZuqcuZ8MdOnu75eVbe3qSqnzxczbZq2vr68Y5Xl//xnYNffGxs2rOeVV16ld+/eTJr0t4DayMnZyzuPvESH07+QAzyIFivYCPgUeNSxnvNzO/Efz4XUzf3uASOw7TrIdmAQmiWzDO05vBNYGhPNq69O8noOv/jic/75z2nceOONPPfcX6sd5/Kx00h1ujb554t5+eWauTZV0fff1mn/J84XM3Fize7/xRcnsHXrtzz88MMu36vOZGesYcZT0yi1lFV6H+rXfdyULDIzb2Hx4kW8++6CGuuzQCAQCOoWITKDxjdrmXNK92PHTlNmgaSkSzRo0DDgmBJ9u8TERBo0aOjzdv36pbH5pnTGOOILt8syTW5Kp2/ftID7oseXRkdHExvr3irkC717d2P9b3vwpKN/OUYDha2bc/zkOYY7YpG2oNVvSxvYs1JyCv1/g8EQ0pjXtLTfMLvlFdy1dTc9bDZ2GI3E9+lGWlonkpObIRUU0gzNJawn2sC2GZpLm79ZH9PTO/N1/zRGO10fd5kXvaEoCseOnWb7zxe4rgxsZSbONDhPjsHAPXVcLsCdwATo0KGDn0LTf0umPoHgb8hA1euTI8tc7NiahWVWDpy74PV6ebu+obz+vqDHiAcT25ae3pnVd/RjxUdfYikxczdaDdZvgH1oz0U/Kj+3oa6hO3xUJvPHTueWUgsvoMVkfgsYgDeAhn26+XQO9bhyq7W6u25tX5tw278vDB48kNX/2cj6Nd8z3Gav9r6uq9rJAoFAIKhdhMgMGu8DVD3roZ5MpStabOHczccZ8ocslv1nesitNJ6QZZnxU54gN3c/R4+eYmjbZNLTOwc1yLTb7agqHD9+kbsHjPBYy9Lf/t3TNpnX0zqxatUG5k7/kPVnz9OyeVOef+Z+MjP9azsQFEVh1EMvcXrbHgZZyogCBtjLWLltD48//DL3jRjM68+8wSaTmR+Aw2gWzeuA/vGxjPAz62Ooro9+3x3bkEtqmY1/Ao2sCgcP5WNr05zX0zpV28ZdUXa9XEBWiMoFeBKYOv4LTf8IpE6mvl3V+zMtrRM7d/7k0/Xydn1r4vn0hH78wbQvyzITpo5m+6CbWbZsDVvWfk9u0WVaNm/C7f2uZ+fmXWz4uWafW73W49oNuQwutWAAUoCvooyk9ryGd5dO9Wmf+v3lSmTW9rUJt/37gizLvP3hq6xYsa5O3tcCgUAgCA+EyKwF9JTum01mooGJaFn3XlRUlm3bw5+HjePfy1+v1R9fWZbJyOgSMhcrs9nMycNQ+ONRRioqg4EfCwqZmjWDNZ9uYt4HL/stNKv2b+jQWxk69NaQ9Ncf9Ou3pdRSSXg9XWqh74ZcpLv6c/VNPejvKGTeC83q96RTWRB/CcX10fu9qdTC34ETQHc06+q2k+dYtWpDtfPprij7ayEsF+CLwNTxVWgGkl02UEsmuL4+/lwvb9c31M+nJ/TjD/b9I8syvXpdS69e14aiWwHtX89C+qEjC2lycjMmODIn+3p8uiXTVRkdZ4+UYCbSgqE2741AkWXZ5/d1pCUfFAgEAoGGEJlB4ssPpHMylW1oAlPPuneXqvLA1t0uk7CEsg81iaIo/PNvC+lmgmGo7EDLJvkqcIfJTF9HbbSaLjPiTCjPiadkOONMZmbNW8HHa+dWSrHvXBakrmbu9X7/gBaf9j4V8VHD7Qpzp39YbRDoslxA8pVkPTcpJOUC/BGYOjVl0QzUklnT1LaQCYW7bLig13oM5l2ji8yyssqZVKt6pOjlfQKdSKtPBFtDtbbaFAgEAkH4IERm0HgXM87JVA5Bpax7SUAPm81lEhZvhMuPdG7ufqL2HmMRWtFtPV3992hxWeNMZmbVQi3LmsJbMpxTpwpCMrgNNXq/t0G1TI99gfVnz7vcruqxSJJMUlL/oPsTiMDUqQmhGYwl05lQisK6EDKhcJeNJNxZMp09UvQJpw7U3USaQCAQCAThjBhV1ALJyc3Y7fi7A1pSGH34UgTsMBpp6yIJS30hL+8k6TYFPbG9nq7+sOOzLsTqK87Xryp78D+xT22h97vqPWdDS8TRsnlTd5tWIfjJjGAEpo4uNBs0aFAuNCuEQODussFYMnVR+E7WDMbsOshXBYWM2XWQt7NmMPLBv/ndtrOQGYx27QYDW0xmjjqETKjR+xjKRFn1GXeJf7x5NHw4J7t2OigQCAQCQT1AiMyg8W4FGT4qk6nxsZjRaifqWUjnA8MliQQfsx6GK6mprcg1yhQ5PuvlO9o7PutCTFEUsrPXcPeAEaR3GsTdA0aQnb0m7NwVq+J8/ZwxA1PjY7nfz8Q+tYXe7+uouOfeAUaiZXoc9cz9tdKPUAhMHc9C0z9CYbkLtSisCyHza7Bk+vPucZf4xxePhkinrkMzKgiXfggEAoHAHZE7qggjBg8eyNU39aBvfCwfA/ejpdefLEtww7U+Zz0MV9LTO1PaKZl7gX8ADwFXoAlqXYj9aWRmSC0+tYnz9VsJHETLDtw3iMQ+tYHe7/7xsXRHq9m5B61WXdptvcnMHOhjS4FbMkMpMHVcC0273+2EwpIZalFYF0ImkmIyXeGvtdlgMFJSAkeOFJKTs7d8eX31aAhXwiXcQyAQCAQ1Q2SOKmoBRVFYvHgx/6/vIK8z43oylREzn2FW947c2iiBN+Og6+86k/3pG0EnMAmHyeUrr2xEsQSbgbNAIZWFmKqqteoGGMoZ96rX7/ZmjZnVvSMjZj4T1sk+nPs9tV0LRhrhiysTeeZfzzF/4Ss13u+aEJg6VYXmlClz/Raa+vEHc6+EWhTWhZCJdEtmdvZajqzN8endoygKC2Zlk5IPtx+4wPKx05gyfjaKotRbjwaBQCAQCOqCyBxV1DCKojB80CBmjRjBk//b65NVTk+m8sn6+Uyb/xQNHCGYubn7A7akhMtMcG7ufqIOnGRuHExt1oApCbHsN8hM7pBSLsQ+mr+yVtwAa+qcOF+/3J9W8cn6+WRm3hL2A3O935Om/YU2XeCOYWl+9zuQc+osMFu0aMGf/vQnDh8+zJEjR/xuqypms5m9e/dSVlbGI488giRJfP/9bl5//X2/hGYoLJmhFoU1KWTcuYzq5ywSYzIVRWHq82/yYpnV7bvnzckLys/JwBseomDdDl5By/w9NcpI4aad5Obur7ceDQKBQCAQ1AUiu2wALFmyhMNr17KppMTvLIOKorDi/a9JyYcbLxxj+dhpfN0/jfFTngh7weKOvLyTZNhVjBI0SIylU6d2DDt3AbL+VH4eRDxT3VLb1qpt27ZRWFgIwJkzZ3j66acBSE1NZcGCBUG1ffr0aUaPHl3pO0kykpOzj6KiS1xxRZKbLSsTCkvm8FGZTM2awR1VJlB0UTjCT1Hork7p1CCFjKestcb2V3K5BP73v+Pk5OwlPb1zvX0XVWXlynVculji+d1z/CwvHT9LN2BWQSEJQDzQqMxOwcETpMZGa++4jC7VyvuEQ6mi2qQmYjLDJ85TIBAIBKFEiMwAWPDGGzzvJDB1yusmeijXkZu7H+nH40w2wJWJMbRs2ojRjpnycC6u7YnU1Fa8LUM/FSRZxqaqbJdlhjplzE1ObsbugkI6uNhexDPVPPpArras37fffjtbtmwp36/ZbCYvLy+k+4iJiaFdu3YAWK0XaNeumc8CE0JjyQy1KHRVpzQUQsZd+Y3bTWa6/JhPaxnSLu5j+Z76P+nlzKK5K2gD5VmWq7IH6IbmPgua6FwFPA/EqWApK2Oz1crvzRYgNHU46yPh4jUjEAgEgvqDEJkBcCI/P2CrnGb1UzBKICFhlCR6KkpAdTKDISamBUaj6xIWZnMedrvJ57bS0zszq31zJuQU8btLZg5GFZPUP61SxlzPFp84nsp6msTEayu1W1KyD1X1P6FLoERFXUFMjD+lZEI78PJ1IGc2n8BqdV3j0h3BiUz/t2nUqBFvvfVW+ee8vDweffTRAPbtnuTkZGbPng1AScleysr8s4YHUydTlmNJTNTeAkv+8xXLlmXz1sx/kZ9/ipSUZMaOfZJ77hniEGr+n79HHrmBRx6ZULXHXrczmfZhs12s9r27BEU/AL0UlVEqtG0YTzM/J72MxgYkJFzrdT3fCNXzVNHO6dMXGAW8BtwB1d49kwDns3wSsAN/BdKBHZKEHTh16hef996gwfUYDIlu+xQcwbdTXLwVVQ0sI7NAIBAIBL7iVWRKkpQCLASaAwrwtqqqsxzLngRGo1Wt+FxV1b9KkvQn4DmnJroBaWghLNlAO7Tf8c9UVX3B0c5DwD+BU45t3lJV9V3HsgeBFx3f/11V1Q8CPtoQ0Tolhd3nzgVklUtNbcUCWaKPY1zryurnP/4Pkg2GRKKjr3C5zGI54Vdbsixz051pvHPmAD/2vo7hw4dWc7nzZPFpN6A3w4c/5sJyEviAKjDhEENUVOOA91lbSFKU39vo5yMSrFOuCbxOZiD3iiRJGAzxABgMMHz4wwwf/rDf7YQe1+fBnbv6IaAvWnC+BAFMesnIcnTAva1pUlol0/rcL3QA+gEvQPm75+9AMTDMaX0JaISWAXw/cH9sDLOsVvx7bCQkKfLiWwUCgUAg8AdffjptwDOqqnYGegNPSJJ0jSRJNwN3A91UVe0CTANQVXWxqqrdVVXtjvZbfUxV1V2Otqapqvob4HqgjyRJtzvtZ5m+nZPAbAL8Da0aRgbwN0mS6lwFPJqVxWsJCQEl50hP74ztmhQm2GFJSRmjz1e3+tU9/g+6FcVOQgLceONvyMjoUk3MeMrQ+s7iGSETP8KtyzXBlYiJzHOq33PhXD4nVLhLUNQB2II2e4gklU96tfV50iu8742HnhrF6/GxvAtkAbOB/wf8CyiQNDdZ5zfP79BmOt8HLMBCVeVkYjw339zT532qauTfTwKBQCAQeMPryF5V1TOqqu50/H0JbYI3GTQvJFVVLY5l51xsfi+wxLHcpKrqBsffZcBOoJWX3f8OWKOq6gVVVQuBNcDvfTmwmuTee++lwy230C8hwe8sg7Isc+ew/uSnQG6/Dgyd+WzYxT8FMkiy2TT3K0/lWNxnaBWz/jWNsGS62CIIS2b4Jitx3S93WWuvA76XYZIBPrpY6vekV7hP6gwbNqS8VmwMMA94HbgcH0vr6zqyJS6m0jm5AeiP5kb8tQxnr2xMn8xb/AxliFyRKRL/CAQCgcBX/IrJlCTpajQr5Pdo7q39JEmajGbEe1ZV1e1VNrkHzdpZtZ0k4C5gltPXgyVJ6o+m2bJUVc1HE7P5TuucdHxXp8iyzKJVq1i6dClvTpvMyZNn/EzOoZKQAN27twnTZD/+/+j7IjLdE94D1fAjcFFUWzGZ9YHItGS6vjc8uas3bdOEU2Wn2dfneu67LzOisssaDEa3iZT+7/9uYtRDL1U7J+viYsg3WPilMcx566/ccMN1fp6PyBNNNTGZEO4TFAKBQCAIDp8VgSRJiWgGu7Gqql6UJMkINEZzoe0JLJckKVV1jGYlSeoFmFRV/bFKO0Y06+abqqrq6SY/A5aoqmqRJGkk8AEwANej22q/4JIk/QX4C0Dr1q19PaSgkGWZ++67jz/8oRtWq+9JIaA+FD8PXGQGUmtPksL1PEQO+j0nBnYVBGPJDFch4e5YPGWtPXfuINnZ2dxwQ6cAJr3C/X6SPGaEdXVORj4+hPfff4OSEhPXXdfe7/e0cJcVCAQCgcBHkSlpmUZWAotVVV3l+PoksMohKnMkSVKAKwA9xeMwHK6yVXgbOKSq6kz9C1VVnVNlvoPm0aTv4yanZa2AjVUbVFX1bUe7pKen1/Lor7atSu7bCxWBtCcsmbWJb9dHURRWrlzHorkryMs7ic0K+9qcQVGUMJ7gCJTA3WUjy5LpHndia/bsA+XL/Se8n11vE1juzsnixVpmZKvVGsBew3MCQiAQCASC2sSX7LISsADYr6rqDKdF/0GzNm6UJKkjEA384thGBoaghbc4t/V3tOR9f67yfQtVVc84Pv4BLe4TYDUwxSnZz23AOJ+PrlYIJEmONqgNxOrnTM1ZpfwfdNvtWqmRuhaZwlKnoSgKIx6YxPGNO3jBZKYr2izRvM93M+QPWSz7z3Sfr1WkntPghHa4ConA30eRKDID7V9UlJbBORCRGQmWTOcJqlOnCpCwYo2rmQkZEZMpEAgEkYkvo4o+aFliB0iStMvx7/8B/wZSJUn6EVgKPKhW/Fr0B046ucMiSVIrtJJk1wA7He3oYvMpSZL2SpL0A/AU8BCAqqoXgFeB7Y5/rzi+q9eEv+ti7Voyw/c8hCver8/Kles4vnEHm01m/ohWg+gYMMGuwrY9/HnYuIiy4AVyD0WmJbPuJr3Ck8AmEipEZiD1JOv3/aRPUL2TNYMxuw7yRUEhjxRcxp4Pf3/xg/J3fbCI975AIBBENl4VgaqqW3A/HTzczTYb0WI1nb876a4dVVXH4cZCqarqv9EEbZhS25aDmqf23WU9n4eqs+rJyc0YPiqTwYMHhu05rGsWzV3BCyYzscA2NB/2OWgP/F2qygNbd5Obu9/HGLzIHAzq904kxWQGQjCTXuEuFAKN99ZFps3263OXdZ6gigYmor0/JqqwbP9x/jxsHP9e/rp49woEAoHAI+JXIkgCGaCGu8gMp+yyVWfVvyooZMyug7ydNYORD/6tkhVKURTOnLnIhQtw4EB++TJFUcjOXsPdA0aQ3mkQdw8YQXb2GhcWrPo9OHTm1KkCugKLgfuIpRESuzBwFs1fvYfNxtGjp+q2kyFFWDI1hLtsZYS7rL84T1B9T8UE1QhgkQoljgkqgUAgEAg8Ea4qJ6IJf5FZuzGZnqwhzrPqg9GKxw8GtpjMHN2Qy6pV67UeKwqTx73FxdX7GXYGvntjJZPHvYXNZvNZpNYXfJnYaNnyCu4njhF05hgT2UI7viWFN4lmCZBrMNC2ra/VgMJdSARGcJbM8CSQY7Hb7RQWwoyXPvIyCVP/CNaSGVjin/p93k6dKqCb4+9DaKnj9bd6EpE4QSUQCASCmiBcVU49IvDssqESmaEcJKuqGlB7+mAssLgu1yJGkqRKs+rOxALjTGY+nJMNwPbtezm0Yi1TSsoYYYeXCi9zaMVa/vnPhT6J1EijY4/O7KAtJewE/kouV/ECVzOPLJ7iRvYmNCMtrVNddxOAEydOUFhYWOm7oqIiTpw44UcrtWvJDF9h6l+/bDYb2Yu+x54PQ4/+zBd+T8KE+wREYP3TJ8sCs2SG673hG8nJzdjt+LsDWjIEPQqzCNhhNPoxQVUz1PdzLBAIBL8GhMisA0KV+CeY7UtL8ygq2kJR0WaKijZRVPQNhYUbKSr6JqD2aiom03lWvSrXOpYDrFu3nfSSUjoZZJpJ8BujgfSSUpYu/NwnkVq/8D7A2rHjFAqvoB3pdmx0ppQVFDKWUhZyriiVadM+DAtr1dVXX03btm1Zs2ZN+Xcvv/wybdu2rdH9Blcns/6jKAqPDhtH65OFTFS1xFALgT/izyRMeItMfyyZzm71q1cc4OxBWL06J4BnpO6fKU94+90YPiqTqfGxmIFeQDPgcWA+MFyChD7dSE/vXOP9EAgEAkH9RojMoKmfMZmqakdVbY7/laAH2jXlLus8q16VPY7lzp/tjuOwOz5fulTik0iNNE6fPgdund4SQc1g+cwlYWOtunjxInfeeScLFy4MsIXALZmRlfjH937l5u7HtHU3i9Di7eagxd99j++TMPVBKPgiNJ1jv5/cdZC3zDaGlMLK6csY8cAkP4VmuN4bvjF48ECuvqkHfeNj+RgttfzVwKsSFHVuw7tLp4ZxqIdAIBAIwgXxSxE09VNkhhrdkmkwhDbxj/OsujNmYGp8LPc/PgSAAQN6kp8Qx5MqvK/CE3aF/IQ4Wrf0XaRGEsnJV0H5kbdD4jMasJdWHKcBP2HkO/5dZg0bl+HevXsTFxfHww8/zNSpU2tln/rzFw7W3NDh+/soL+8kPWw2khyfjWhTEYcdnyNnEsa7ENZjv78xmdkFrEWboulXZmfn19+xYsU6n/dW3xP/yLLM/IWvMGLmM8zq3pE7mjXm31cmYkiBF199MEBvFYFAIBD82ogclVOPiGSRaTQGEpPp/jw4z6qvBA4CK4G+8bG0vTmdQYMGAJCR0YU+mbdwJC6KNQbIb5RAn8xbGPXM/T6J1PqFdyExatRtxMdPBseRX8VumjAJmU9pyjja8APRhI+1qnfv3mzevJkWLVrw4osv8uGHH/q1fTDlNyLJkunPsaSmtmKH0UiR47MNLf6uveOzb5MwkWHJ1GO/f6Aim+pjwDwgw2Zn7nR/7sf6LTJB+23KzLyFT9bPJ/enVdwxLI3GjaEmXgW/Vnd1gUAgiHTElGSQBPIDGfrEPyFpJih0kSnLMtnZa/yqaelJIOiz6qtWrWfWnOzyNkc8PoRBgwaUtynLMhOmjmZU0VG++24Xjz/+Rx57TCvjuvazTfTduINxJjPXog2ep1YRqZHG4MED+eST7WzceCMmUx+GYaAdeZxhM52xchmVPLSYq3CxVl177bVs27aN22+/nX379tW4uI1MS6bvpKd3Jr5PN4avz+UeYAda/F0vKiZhRnidhAl/kenLXKoe+72Nyo7lRqAvsP7seZ/3FomiqT64RQsEAoEgvBAisw7Q4xfrMvFPKFEUhV9+KeXCBXjysdex7D/OuFIL3YDdBYVMzZrBmk83Me+Dl90ITc/Hoc+qZ2be4nW9li0b0aQJdOqUUr4vX0Rq/cL7IFaWZRYufIFVq9YzZvRscsuKuQeJtig0AZ4AHiY8XIYffPBBMjIyAEhJSWHr1q2MHDmSs2fP1uh+I9GS6U+/ZFlmwdKpZHQbxKs/X+JxFQYBHxNpkzDe35PJyc3YXVBIB+A9tGfDiGbd3QK0bN7Uj/39OictBAKBQCBwRojMoKl7S2ZdoigKU8bPJnF3IcMskHvyEH1VlT+i2Q86AHeYzPR1xP65Foo1b7HyRaRGGvpx2+0Krz/xGu8qCr3QXCKbAdcBT4aBteq9996r9LlRo0YsWbLEz1Zqt4RJ+OLf+8hoNPK7u6/hyy+/Z2V0SxYUl/o5CRMeE12e8MVddvioTKZmzWCTyVyeTbUnWhKkHKOB55+53+f91feYTIFAIBAIQkH9Vzl1zq878U9u7n6KNu1kshHuVmCRqlKINjjT8ZapMtCC6b9W/LW8DRlyC1de04r1kma5HAh0B/pHlLXKf/TnLxiX90hAURQaN4bJ/3qS3J9W8cn6+WRm3uLT+ylcvCk8472Peux3//hYuqM9I3uAb4wG0m7rTWbmQD/2Fzn3hkAgEAgEgSIsmXWAJ5GpKAorV67zK6axLsnLO0lPRcEImFVIoiJD5Q1O63nOVFkfBqr1F1mWGfbIAGbO/IB1ShM+t6gRZ61y7qOvz1Bk1sms7Umv8L83fJnEco79/tecbA4dPo5qt3D7Pf2ZNu1FP89N5Foya+JZiaznTyAQCAQ64ada6hGKorB8+ZfcPWAE6Z0GcfeAEWRnr/HqfufOXda5VtuYXQf5qqCQMbsO8nbWDC/1DOvuRzo1tRXbZRmroiBLUETlDJU6nmP/Qj9QFQOXykgSNG4Mf376TnJ/WsXHa+eiqip/vGWUX/duuOPvM1RSAocPnycnZ6/fxx6O91ggfdKP22AIJDN0fcC3nznnjKrPvjSE5h2he/c2fovvcLwvgqUmLNb1wwouEAitXpUhAAAgAElEQVQEgkARIjNAFEVh+KBBzB/zup+C0H3iH71W22aTmcFo8YyDgS0mc9jUM6xKenpnkvqnMc6m8okMwyWJxmgZKnW8lwsJ3WDj1zFw8W8QqygKR4+e48IFOH68AJvN5udkRn04p1offX2GFEXhg9n/ISUfbtn9M8vHTmPK+Nn1WmQHKm4i3ZIZSB+jo6MBsFqtAeyv/t5DAoFAIBCECiEyA2TJkiUcXruWzaZSvwShoijk51/gwgU4cuRspUGtXqsttso23mIa/UFRFHJy9rJ06eqArDdVkWWZ8VOe4GSKxNIWoPTqytq4GD7GfU3LqoiYzJpDT8yUv+xb/nQO8pdt49Fh4zi2IbdeTWb4iq/PUG7ufmw7DzPZAEPioniraSOKNu0kN3d/rfe5rtEnvSJVZAbyfjEatUiSQESmSPwjEAgEAoEQmQGz4I03eL6kxC9BqA/4i77cw5/Owb4FX1eynui12hS0em0LHf8reItp9A19/8vHTkOa+VHIrDeyLBEXp9KkCaz87xuMnPUss7p35PZmjZnVvSMjZj7joXwJ1IeBanjhu8VKT8w0LSGGQUaYnhCDaetuBpVaanQyo7bRLdj6M+QK52coL+8kGYodowSoKkZJoqeicPToKT/2Gm5ukbVvyawfngP+9zEqKgqoqP/rH+F2X4Q3keheLBAIBAKR+CdgTuTn+zSYdUYf8P8zNoqLpdAAGxP/u5HpTSVSU5uTEG9kF/A+UICWQOc94L9o2UDj442sWFEhAIqLiwH44osvSEpKwm63l/9TFKXSZ7vdzvHjv1D05R7+EWvEgMRvFYXnsr/k0Z8P0KxZvNft3f3TB2IGg4wsGwIoF1IfBqr1E+fETABGWaaHzUaUm/Vd3bv1Q0hoONc7rIpzXHBqais+NBjIUDVJYFNVtssyQ9sm12Z3Q0ywIjMyYzIDsWTqItNqtQaQjC3yLJkiJlMgEAgE/iJEZoC0Tklh97lz1QazCjAbMF82kd5pUKUBiT7gj42KwhRl5FJhEe1tsGjRSpo0gWIVnpdggArz0C7Ow8BItO/tagGzZ8+ptL/o6ChWrFjpU58vXIA/XYJLpRXfXWuDxTv30aRJwKfCqS/RAW0nBhs1R2pqK5bLMrc5rAV2VWWH0cgAe5nL9T0naApntHtIr3d4RxWXWT0uWK8Jmp7emaU9OjHhszP0K7Vx8nwxSf3TSE/v7Mc+w8sCE2xMpsEQme6ygTjsyLKBkhLYufMomXeN5dKug4wrtdAN2F1QyNSsGaz5dJNLDw1hmRMIBAKBQIjMgHk0K4vXRozgDieXWQW4F9gHvFlqoVuppdKA5NHRQ1kuSTS6ZOInk40OiXHsizPwu9+lkZLSFFWF9+avp9mZYi4AicBloBmgtkji0UcHIMsVg7o1a9ZQXHyR3//+dzRt2hSDweDxX17eWfa9+zXJDeOIkmRswLFLpYwdM4iuXdu63EaWPbdpMBhQFDt33/1/AbqWhZZfh2D1fRCbnt6Zr/un8cwna/mNDQ6VWIjv042V2/bwdBWX2apCrIL6c04HDx7I1598Q9+NOxhnMnMtmnCeWiUuWJZlHssawoO7NvJVkya88sqzpKd3DssyQTWNLjIDe3bqw73hXx8VReGzJd+Qkg9pZw6y1WRloKryRzS52gG4w2SmryN+ubrXRuRZMgUCgUAg8BchMgPk3nvv5fPsbPquWV0+mJ2NJjC3Q/ng3XlAcvSOfhyKMnLqgon+Ciy6WMbl31zNu1Mmliea6NXrZt599FWOFV9CKbMhRxs51KgBcxdMpFevayv1YefOnRQXX2TIkCGkprbz2mdFUZhy2szETTvpqShsl2Va/r4vDz44JKjBtdXq2iom8B1VtaOqCqpqB+yOz3bHZ8XpbzuKYvG5XT0x04tyEYs/X8+wYf157rnRjHroJa9CrH6hCQnneoez5mSXuze6qglqMBhISIA2bRqQkdHF7z2qqkp4zWkId1lX+Osum5u7H/nH40w2gFRmZ6Sq8hLwPRW1f/X45VlzsquJzPBP/BP4TRs+Vtpw6YdAIBAI3CFEZoDIssyiVatYsOAlZs1ZxqlTBZgvm3jTQ0KVV99YRJrBwFON4zBdNnFvcjP+brOzc+dP5YPcnj27sObOfsx3EoJt+qfRs6f/g2BXfR4/5Qlyc/dz9OgphrZNrnHrjf/xTOGLJgIVqotA3wWiLiarr1dzyLJMSkpTmjSBdu1aYDQafRZiGmGlpLyi1zv0FhesH2d9LltSGeEu6xr/+piXd5IMVcUoQZldIQktPv4wFSITPCVjEwLIF34dXicCgUDw60WIzCCQZZkhQ24hM1Oz/KR3GkS3UtdWpmuBw0dO8jtJwiyDJEOjhDgyLHaOHj1VLjJrWgjKskxGRpeALDfuUBSFkhKw2bTyKHp/FUVhxAOTOL5xBy+YzD7FM9UlVusFLl/e7UEg1t/BY9UMor4KsUhGH+QGfl3r7/3gTDAlTOqDUPDXkpma2ooPDAZuUMFgkChSVLajxcc74z5+OVImLQQCgUAgCJzwGeHXWyoGmsnJzdjtZq09QEtF5axdoZlVQbXAoSOnyZEl2lbJaKkLwXvuuY2MjC5eB391KX4UReH1ifNIyYdhZ5RKZVFWrlzH8Y076qQeYyDnRFHMWK0XsNmKsdsvY7ebUBQLqmqrc4GpKArZ2Wu4e8AI0jsN4u4BI8jOXuOzFU7vf30QBYHh/3EJS6ZGMCVM6ocl07/jSk/vjDGtAxPs8JlRZrgk0Rjo5bSOHr98f7X4Ze1Zq+v3hUAgEAgEdY0QmUHiPJgYPiqTqfGxmKusYwZeA14ETgBPAVuAiSYLuZdLSUvrVFvdDTm5ufsp3rKLyQYYHEWlovaL5q7ghSpZPsGfeozhN4ANVuwFus8RD0zinawZjNl1kK8KChmz6yBvZ81g5IN/82nfwYnM8LsOoSGyLJnBZpeN1JhMf+9fWZZ55KlM8lNgQ/crUXt3ZW1cDB8DB4GVQF+v8cvhdW8IBAKBQFDbCJEZBFUHdYMHD+Tqm3rQNz6WlVQMSG4AOgLtgPbAC0AL4Emg2blCdu78KaD9h4NVKi/vJD1tilbUHioVtT91qsDvWqLhTCjEXiCEwiKs36vh5J4cSgJ5FvRMzZFjdRIxma4IpE5mbGwMCQmQkpLIis9mMnLWs8zq3pHbmzVmVveOjJj5jEd3//BP/hMYNfGsRM7zJxAIBAJnRExmUFT+cXSV2fJi4UXG2eyMBRYBGUA/xz8TsNVuZ9my1Ux+4c16mRgnNbUVy4wy3VWIkioXtU9ObsbugsJqtUShftZjdBZ7rrIHuy5nEDzeLMKuMlxWJRgBHA6TGTWBLj4ixZIZKMHEZNYHkRlIH/Vs31arNcD45ci4N3Qi9R0gEAgEgpoj/FVMWFN9IKEPSD5ZP5/cn1bRuWs72lBRXy0H2AwsBNYC2xSFbR+trhXLWE24eqandyap3/VMsMNKK4x2KmrvyX3YXTxTOBO8+29ghMIiHOmWzMBiMrVtRExm4DGZ9UF8BGLJjIqKAgii9m+k3FMCgUAgEARGpI44awVfLCDOQktPg/8acBZ4EziswnZLWY0nxqkpV09Zlnn+1ZHkp8CS5hJDZz7L+ClPIMuyW/dh7/FM4Ulduf96Syjli0VYxGRWJ3hLZrgR2HFE/gRE4CKzrCywGsCR6i4rEAgEAoGvROqoopbwPqhzFlr/AFqjicu+wIuS5ja7p8o2/lrGfBkj12SmV72ofdOmUqVsuLr78IiZz/gVzxQKakI4hELsecKdpfm+EYODtgjrkwj1wfIUGLVvyQw3cRpof4S7bHWMxmAtmeF1b4QKEZMpEAgEAl8RIjMovP84OgutD1o3p7lB5meDhBQDMQYD/dGsm1XxxTLmj2CoK1dPqD6IqMlBRU2KqJp0//VkaV732Sba/DYtJBbhyLVW+U/wdTIjg0gqYaIoCosXL2ZAejrtr7qKAenpLF26yu+JhOhoTWRardaA+hFplsyaeK9G7oSXQCAQCEAk/gkS3wanepxm69YtWD52GrE/n8JeZkWRjWy22RnjYptQJ8apSVdPRVEoKQGrVSUnZy/p6Z2RZblcOB3fuIMXTGa6AbsLCpmaNYM1n26qcWtmqBk8eCBff/INfTfuYJzJzLVo12lqCNx/PSYV2riDx2Y8jfzHm8sTSiUnN2PE40MYNGiAT+cwOEtmfRgM+t/H4EVmuInTX3cJE0VRGD5oEIfXruX5khLtfXPuHK89sZ//Zqf59b5xTvwTGOF2bwgEAoFAULsIkRkE/g5O09M783X/NF5YnE8PGxxIiucHq43rbPZK6+mWsREhTIzjLdNrSqtkYmPboChmysp+9rldRVF47cW5pORDL1SWj53G1/3TGD/liTrLxlpTuMoe7K/Yc4duaY4GtgGH0M5VLxwZZOet4OO1c2ndugV5eSdJTW1VLuZ9IfLj7vxHPxci8U/gJUzKys5gsxUG3QdX+Pt+XbbsMw6t/ZrNJaWV3zclJr/fN1FR0UDg7rJmcx6SFOVhjdCcp0AmSFQ1UBdggUAgEAh8R4jMoPDvB16WZcZPeYLf71zH4p+Lef31scgfrqb/NztDbhmryvBRmUzNmsEdVVxmzcBrCQlkPTuOuLi2WK0X/BKZubn7Kdr8PyYbIEqGLk0bMXrTTnJz94ek9EZtoygKubn73Qo5WZYZNGiAT2LPW1vOnDpVQFdgIlCAliTqPeC/wP3A8RNneWH0VEq/30u63c77Evy7SxvuHNYfi8WM2az9Ky0tLf9f/9tsNpOfnx/EWQl/S2YgFtrIs2QGRjAxmVbrhVB3J2De/9e7vOAkMHUCed8YjZpVt6zMinad/bu/rNZC7ysJBAKBQBDBCJEZFP5bQGRZpkEDGasVMjK6cNttfUNgGfMtAZErV8/XEhLoeOutDBs2zLGmf4OpvLyTZCgq13TSbKRGSaKnonD06Kk6ycbapEkTrr22a7m7mz/YbDayHvs75py99DEaWJYQV26VdbZ6TRk/m6JNO+mpKCyXZVb3686YCQ9jsVgwmzVhZzKZmDnzS/73vzhstnQk6Ss6dPiQO+/sWC4KnYWgYi9lJZrAnIP2YD4MPA6sAi5dvsiRj9cy2QBGCXqpMGHdOV45uJ2EBN+Or2HDBhgM9dslMpRIkkSHDu1J8PUEhj2Bid7k5GQURQmo1Ec4Ecr3jSwbSE5uSVlZGTabrTwR0K+VmJgYGjVqGNI2ZVkmMTFBeFcIBAJBhCJEZhAEm83RYDAEWOjbf6q5ep6+QJuUNmQ9/TTDhg0r/6GXJP9uidTUViyXZR6Mj8coSdhUle2yzNC2yV5ddPWYU3/36YnCwkL27PmRP/zhD5W+V1UFs1kTgc4WPv3vkhITc6avIO5/R5gNmCSJfjFGXlm1mseL8khKisZsNnPyZCHG7WeYbABZVeluszN+4TFu2fCfSmKvpATy82/AYHgOSTKgqr3Ztm0SJ09+6FIUKokwpxAmqhUPpRHoAbwqQXyzWPoW22gYF4VskJFlmZtLbeT8pj3p6e2Ii4sjLi6O2NhYYmNjy//W/o9j0aIP2bbtuwhyDQ0eWZY5ePAwVms8dw8YUT7JM3xUJoMHD/Rh8BtelsxA30fHjx9HUdSgJiAURWHlynUsmrsigPMYGnx93/jK+fPnMZstWK1CZJaVlVFcfDGkbaqqyuXLJeW/hwKBQCCILITIDIpgRab7018TgzZnQRsX147Y2BQX61R1NvOMHmc62mHZ2y7LJPVPIz29s0cXXeeYU3/36Qtvv/02CxYsKBeTZrPF4/p2ezT2A2X8xQZXoNmoj1rtdCq1sGzbLpo00da7cAH+VAaqEeyAAS1uMp9omjZNLBd2Z86YKSi4icTEJsiyJgpNplvJyDDQr1+XakIwOjqaF7LmsOyHw9ylqiQBRcAySaLjDdfy14l/JjtrBqlNG5WL+WPnixk9egQZGV28no8GDRoEdT5DxYkTJ7jvvvuCasN17UL/3WXtdjsnD0NcqYnh6kEGAz/W48RUgb2PVBRF2y6QmEwgbBJ8+fq+8RXNG8KCzWYF4kLYU4FAIBAIIh8hMoMieEumK3wZtCmKQl5eMfn58PHHm8jKahuQi2hVZDkKWY5FUaoW6nC3vhZnmpu7n6NHTzG0bXJ57KEv2VgNhngkyZ0FxX/h8OCDD3Lx4kVycrZXWxYbG1PJ0uds+Ttx4hJNDuxjBwp/AWKAJCDHDlcktubVyX8hPj6ew4fPsPn1j+jYpCExBgOKJDGv8BJvzXy2ktjLydnL2LHf0rRpCpJkRFVtnD9/mAceGOZWFH729Rz+PGwcD2zdTQ+bjR1GIw36dOPdpVORZZk1bsR8fcJms3HmzJm67gaKojDm0Sl0M8EwYAewEHgV3xNTRULpE/0YtPBU98+bp0mvcEnwFersz9HR0UBJEBlmBQKBQCD49SJEZlDUjMj0NmhbvnwtH81ZzhV7f2GwClunLWXQZ9tYtX5eSIRmVFRjLBbfhYAsy2RkdKkmnnzJxmo0NnbbruZG69kCWZVWrVLIysrCZDI5icg4YmNjPMacvfbae2z//Ed6AmPR3FQ/Ba4Gfjz2M6dPl5KZ2Ydu3a7jQO4RnvYi9tLTO9O/fw6bNo1FUXoiy9vp39/oURQajUb+vfz1csE+wEmwA27FvD/UlTBKSUnho48+Cmmble91/yYkcnP3U5azl8VAS8CGFv/6PXAD4ZuYyjP+X1tfamR6m/T6+eS5gBJ8hdpbI9TZn4MvYxJ5hM/ESrj0QyAQCATuECIzCEIRk+kKb1lZX5iygI7nCllkAIMCT0cbyTx4gkWLvuShh+4KqE/OREVd5ZfI9IS3mNPo6Ks8bBuL3V7i9z6bN2/h9zbfrt5GS+AC0BRYCrQGFgCflFrKB8qeLLeV+y4zZcqD5eu1bXujT6LQnWD3tswbdV34PCoqihYt/L8uNUVe3kl62OwkOT4b0TL6HkYTmb4ligm3ga7//bHbvYtMb5NeZwwGvxPu1JSLbShj3KOitDhMITJrhrp+JwkEAoGgZhEiMyhcD+o8z9BL5QM7dzFQ3rIk/vxLEY+hkhgTi4omVn9rtbF790E/+u7+Bz4qKgmjsQE22yU/2vMfo7ERRqP7jIUGQyJW6/ka7YPO6dO/8C6ayDwM3I0WaylTfaDsq9gLRhQK/MX3AauiKBw7dpptikoREI9mydyOltEXAksUU9cEMumlKN7Ll3ib9HoqLobd4FfCnXBxsfVEhcgM77qS4ZB0SSAQCASCqohfoKCoPqjTZ+jfyZrBmF0H+aqgkDG7DvJ21gxGPvg3LBYLJSVQVCSRk7PPZbbP5ORm7Hazxz3AVVck8Q0SiixjNBqxqSrfINGtW0efe+4+DlIjNjbV57YCJS7O8z6ioprUeB90kpOb8SOaFet+x//6w1EfBYfANfrzue5fy7CrKvcB/wAeQkv41IuKRDH3e00UE26WTP/xxV3W26SX1WhganwsVaO4PZ1Hb8L1wznZPh5BzVEhMl0lmgoPvP3eiGzSAoFAIKgrhMgMiuqDTOcZ+sFos/ODgS0mM3nrt/PYvS+Skg/3/ayyfOw0poyfXW0gMHxUpsdB29PjH+Vix9YMsliZVmpmkMXKxY6tGT78dp977i2ja1RUY2Jias69MSYmGaOxkcd1DIaGNZJ51hXezrl3wSGoSzy53imKQnb2Gu4eMIJube9i65ffMqrUQl+0uqRLgJ/QrNgrgb4BJoqpewKPyfRUvsTbpFen1GSuvqkHfeNjWQkcxPt5rIsauv6ii0ybLXwtmZ5+b446LMJVcX4e0jsN4u4BI8jOXuOTIK2JmMzwifMUCAQCQSgR7rJB4OrH0dMM/eBSC+u37WFmo3iiZImrmzZi9Kad5Obur+RS6S1L4tCht5CZOYBFi75k9+6D3NKtI8OH3+5X0h+DIdHrOnFxHbDbS7DZQlsfzWhsRFxcO6/rSZJETEwrSksPh3T/rhg8eCBf/2cjvddtZ2KZtfycvxodRYebetRDwVGZhIQE2rVLdWTM/PXgMvYPmIBWfuZG4HpgG7AByI4y8trMZ3xMFBNug+Oaicn0WhrkiaEMGjTAr4Q7oa5pGSqcXU8PHMhDluCLL77jN7/xP8lWbeDNIlw16VKgsbAiflIgEAgE/iJEZojxNENvBHrYbFhKyrAaZIySRE9F4ejRU5VEpi9ZEmVZ9prkx12sztChdyPL3ouLS5JMQsK1lJTsDll8ptHYkISEaz1menUmJqYlZWWnsNtLQ7J/T6jAReDvaDUqkxyfw01KBEJxcTFHjuQF5D5XPwaYrvvoLvZvB7AXmIUWk/kX4B5gfZTB51jASLDA+BKTqU969dmQy+BSC0a0GNaVcTGkOiyVsiwzaNAAWrduQV7eSVJTW3lMdKUL19tNZn4ADqFdl+sIrKZl5WNSyM3d71M/qm434oFJHNuQy6BSC3c6jjN7+jIO/nCsVup9euq7q2X6742ClhlZP4+9qGwR1rddunQ1e9dtZ7uljD1okysdgE0mM/1rMRZWURS2bTvA2YMwf9pXrP9kv4gjFQgEgghDiMwQ42mG3gbsMBr5P7WMaMCmqmyXZYa2Ta62brBZEj3NWK//fAcfffyFTz/mshxFYmJ3TKafKCs7F1BfdKKjmxMf38FrPKgzkiQTF9eJkpIfanRQv3LlOk58s5N9ZdbK1poyK3037gho8KWL/Llzv+bUqZ9JTr6KUaNuq5OBlLeMxp6pDyLT9fl0Z+kxAt3Rnkl9667A9gYJfuwz3ERm4O6yNpuNTZu+qWipyrN2z0M38+bps6zde4x0m0KuUSa+UzJDHvgt33yzEUVRyX5vNdKeY/RUFN6TZf597dVkPnQbslz5/lFVlaQkiL8mhS47D9NLUemLJvi/lyVaX5NCw4YKa9euqbZdtSOu8p2iqKz8YC3y3uNkKAoLZJl3urRh0AMDK/XDVVtbtuzlyNrvua3MxjG0bMPbgdssVlav+Y5Jk2Zw442d3exXqTQZ48u7quo6drvCZ0u+wbj/JBmKwruyzLzOrbhzWH8A/rt0E8b9+WTYVd41SMzrnEJ8nIFdwPtort89gfeA/6Ld3wnxRrKzs/l82RaiDpykw7liutns3AW0BzIc6zcDnjeZeWXy20Bhtb4dP37c6/H4iv7bdHjtdzxVBkYs2HYdZP7Y6UFlFhYIBAJBeCFFwmy8M+np6Wpubm6t7Kus7BdKSn6s9F129hrezprBFheuZX3iYmiR0QXTdzu5QZI4e3UbkvqnMX7KEyH/Uc3OXsM7WTMqWXD0fvRLSCDr7be57777/GqzrOwcpaV5KErVyEXPyHIscXHtiY6+wq/tnDGb8yktPRLw9t64e8AIxuw6yGAXy1YCs7p35JP1831uT1EUHnjgNTZuPI/JNB4cjprx8ZO5+eYr+OCDF2p1IDVp0kQ2b97CK6+8TL9+/f3aNiYmmfh4V9Mm4YPNVsylS/+r9n16p0F85WLSZyswFfgbkIwWj/kE0PuvD/DCCw/jC4mJ3Wo1OZU3LJazmEwH/NqmoOAcEyZM4NAhzy7pJSWQkg+TDWCUwC7BeCvkp0BCQvXlNhUm2CuWu+LyZUg+Dq/YNZGvAJMMcKoNJHr35vepn770Q+fsQXiqFI4Bc6DcYvs4Wr3cN+OguZvcarIsoSjB/ZZ66ju4XrYvCeLPwQAV5jn1eSSwXgJ7CkRHV2xrKwWLCm8AC9HKNenHOBAYaYQ2bpJht26dwkMPPcTNNwcXOpCdvYa3x05nYKmFQirEfGNgbVwMI2c963VCz2CIp2HDjKD6EQySJO1QVTW9zjogEAgE9QBhyQwxnuIpU29OZ/qcvzJw4B84oRqZPfNZn125/MVTrM4LJSXMnjHDb5EZHX0lUVFXYLUWUFZ2FputyO2MvSRJGI1JREc3JyrqyqBdLmNjU1BVG2Zz6GbUnQl1IpKVK9c5BOZWcHLUNJnuYMOGG2u9REPkWzJd99GdZ8ENaG6yfwUGAOskKG7dgmefvd+PfYbbBF0gMZl2Dh06TGxsDL169XK73v79P9Pv/AmuSNBieiUkBpRY2NKuDZ07N2ffvrP0O3+cZgkx5dsMKCljS7s2XHNN82rtSZLEvn1n6FN4nOR4R5ywBLeWlPFtx6u55poWPr8znNf78cfT3HjhKFdW6oeF7zq1o2vXlh7bef/QBoyU0ZOKH0a9fmohgBTNHXe4fmZd9bXqd96O54cf8skoPEzzxIq+D7xsIbdrR0ClZ+EhmjeoeKPfcslMoxs6svO7IzQ7W8wFIBG4jGaZVJo34uGHb+aHH07Q7exe5DI7qDYOAL8F9Oqf+jFuBZpfmURm5kAAVBV2787nx28PUnD+ImcP5tO69f/47W9vCuo3a9HcFQwqtVQS8w+jCd3BpRY+rBJHKhAIBIL6iRCZIcZbPKXFYiEhAWJj5Rqtn+hNNJ04eTKgdiVJJjr6KqKjr0JV7dhsl1CUUlTV5lhuxGCIx2BI9Mst1hfi4toiy7GUlh5CVUObmj/UiUjmzv3aYcGsLvNNpgnMmfNavRGZ9Tkm013SmjJgrwR5Euw0wKOj72XcuEf8Sp4Vfl4g/vdHz5zatGlTXnrpZbfr5eTsZfnYabRq2gijJGFTVY6eLyYrazQZGV3KlydXW/6E2/ecu23GjHk84Hej3mbLKm0++eQIr21+u/ootl0Hy+ul6lbB7WiWzI4dr+bZZ58LqF8+9/3gNJo79T3vfDEjRz4CwPIDlZcdcSxTRyi8++irHCu+hFJmQ442cqhRA+YtmEjPnl3IvGssW0rKGKGq2ID9wJfAo4792tDiObfERPPMS0+QmXmLU7jFbl4xmVGBzcDqt7/k7NFC5i98JWCheepUQbmwdSXmwyGzsEAgEAiCR4jMIHA3+PYUT1lb43Vvoql1q1ZB70OSDERFJaGlyKkdYmJaYDQ2orO2KVIAACAASURBVLT0MFbrhZC16zWDpp+JSE6d+hk8yPzTpwuIjr4KSTI4xLjs9LfB5ff6sosXt/otcHQx8WuzZHryLLjm5nSaFO/i0qXLjBlzj18CUyPcahAGZskEvB57enpnvu6fxuhNO+mpKGyXZZL6p5Ge3tmn5YG0GQjBtDl8VCbzx07nllILj1PZjXNlXAwja7iMkbe+e1q25s5+zHda1qZ/Gj17dmHlynVc2nWQgarKS0A6sArtGXgc6AdsAXKMBtIG9izPoq0nzPrGZGYyFfGepVY767/+jhUr1jF06K0BHWdycjNsBYVuxbyoSSwQCASRgRCZEYon0fRaQgJZTz9dV10LGoMhnsTEbthsF7FYTmO1/lJuSQ0ESZIZMuT3rPl0C303bGecqbRcjLwWH0f7gX24994HMBiiHFlxDVWEX3WB2Lp1ewoKdoMbmZ+SkkpCgv+DaVVVA7KgRbq7rKcJH0+eBZmZWhSuzWYPYK/hZckMxLrv6+SDLMuMn/IEubn7OXr0FEPbJldy9fe2PJA2AyGYNvUJibWOLLqFaKJnebSBDgN61koZow7Xd2Lehu18dvY8LZs3ZeT1nbwu83TMi+auYFyphT+iWSsPAxOBI2hZtD+XJdq3a8Xzz9xPZmZFQjI93OIHNIHp7NY63GZn7vQPAxaZdS3mBQKBQFA7CJEZobiz4LyWkEDHW29l2LBhdd3FoDEaG2I0NkRVVez2EhSlBEUpQ7MwubIMuhOImkBZ9ukGli5dyuwZMzhx8iStW7Ui6+mnGTZsmNdBqqIoLFmyhAVvvMGJ/Hyi4+OJifk7FssdUEXmJyS8xtNPZ9XIOXGHrxYrnUrlb05foE1KGx7NyuLee+8N08yP7oWwJ8+C/9/efcc5UeYPHP88k2QbHQEFFhAQUJpUQQVOQER+cuoJnogg6umBqAdiwXJ69nqH5c47wLOcwh2KYG8sgohKW5AibekdXVhY2J5knt8fM9nNZpPdZDfbv+/XK69NpmXyZHYy3/k+xVcevvKJRM2oLhv+cWEYVhX/UNVOS5ofrXWiuc3AYZ5atGhCz7GX81XyVnbs3Ic2c7lq/KU888z9gNVpTeCQUNHoLdq/N/BHfL2Bn87i2Xte4ptPv8PUmv3L1hWd99ny/N5Yg31mX7MJA6sd8oX29IuB/sCIMxqydNU7RfbHt94KilZrHQAsOXq81J/V99v09eKV/D7Pmx/ML4iPpV0FBfNCCCHKnwSZNVSoDM4f7QxOevp3dnBV8CjutRWghbds4ddEaZmC5UItYxgJGEZCGOtZr7XWKGVixQrW/LFjx0bcIZJpmoy75hp2Ll7M9MxMugPrgT866uJx9MXrfQzsML9OnecYNqxjGYL80gU2kWQygw5/8+sxnps4kS8++IB3FyyogoFm6bKtvvLwekuTCa/+Qabvc0deVbj6CznM044DtPlNLxq2TuCHH9aTlZWDx+PhjlueCDokVDSG3Qg1nusVWTn0X7yaU1BoeCXfvAEljG1Z2rbm/uu9ReFqrd8DLc46o5SftOC36eGHX+TVd74CI4aOHc5mkt840EIIIaq/2ndlUYuUNNamlYnRfq8raMeqgcBAtug08AWm77//NTuSFrE8K7vwRaA3g64x2zET/0xWVjaJiWdx552jGD16BFlZWyIK8gtel04kQWbIC97MTAYmLWLu3De5/vqiVdoiyez5bloU3LzwZZQLTw+/h9HSXZgWBJk1obps6Tv+KV016uot1HE+PCuHjl/9SFelmGbC8v8tZ9i343EdO8kPOXkRB3rhKK438Efy3DxFsC7E4MGsHF4ppjfW0rY19633XVYOTSG/WusqrPab0++JpBfmogzD4MILz2Xlyq+48srh3H139W2+IYQQIjgJMitJ1atqJ/wFBuDWtODLvvPaXB7wCzB9EoAX89y80sjk45/ezp/u9Z6gVDFNGUQSZBY//E0Wr8x4kZEjz4n+TgZREGiHCkJ9QWrp+MrDF2xFIi/vKF7vafxvOhS9IVEwvSBgDpZh958eehsWE9B2G0zTPlZNPJ6TEX+GsrXVrd5CHef/Bc7XMEdrXAb8yWlwzaFfaa9LF+iFo6TewEN9syUNr1Rcx1dtB/cJWTXVt96gb9cyPSsHE2uIk+9cDnoN658/zEnlkd9PIYSo6iTIrGDVYzgIEYloj7FZHiIJJqrS5ykI9s1yybSXpU2mx3MKj+dUtHepQvmC69pYXTbUcZ4MXELBj6PLMPiNhp9DbCca/xMlVWsN1X93ScMrldTxVaiqqf7r/f2f80lJ2Qs6j9G3jODxx++OSpVW+S0UQoiarfZdWQgRZdEeY7M8RBJkVofPEy1lyWTWBJF2CFWThDrO+wAfArcCLsBtmixT0D7ETY4NgCs+lquGTLSCuBZN6dD7XFLWbuXw4WNhdRBUXLXWJ2NcnAJy/Npk+uaFM7xSSc0mwlnv+eef46uvvubiiztLm0khhBBhkV8LIcpo3O2jeTYhjpyA6b6LwPGTr8U0TebPT+KqIRPp0+karhoykfnzkzDNihlrsSDILDmYCOfzVFeB38Oabw5w4gS43e7K3rVKUZszmaGO87HABgXXG4q/m3Ctx+SXls1YHRdTZNksYIphEH/0OFPWp/BV6gmmbEhh1Zuf4Niwgy9STzBlfQqz757BpAl/Cfn/PmrUUM6+pDcDEuJYAKQAC4ABCXF0uPQCeg7tG3RecVVehRBCiMokQaYQZVTcBWLbwX24+upLmHjjo7x+94yCC9EwLjyjKZJMZkmfp7pe1Pp6E/V9D1+knuCPJ3LxHoB77ni5VmYza3PHP6GO80sS4rjw8otoOmYAMxpD3MgeJCW/S7shRQO9LjEumihYkedmFFZnQKOwqtxmAmvt199n5bDH7iAoGF/11Ikv38MrPToyomkjXunRkYkv38PMd55g9rtPBp9Xxl5tIyV9CQghhAhX7bt9LUSUldTuqbjhCaLRM2U4IgkyS9uOq6rz/x5isAalTwUe0fDepl3cOuZB3nz/+Wr7+UqjNnf8U9Jx/tFHH7J583J69mxNTExM0GXrnjjFX/YdDd5JFvAaVmY0nA6CSqrWWpoqr9FSnu0nJXAVQoiaSYLMSiI/rBUncMD1aA6i7lPcBWJxvbVGo2fKcEQaTJS2HVdV5v89rMAKMP+JdRL8rYYbf9hIcvLWIgPa12S1ubosFH+cB3YKFWzZPp2uKbaTrP0Br6tCJ2BlVRHnUyGEENVf7byyqETSo17FCjngepQGUQ9HeffWGs5FX23OWPn4fw87sMb9850AGwK9PR727DlUq4LMqtjxT1UJYnxlUlw16pI6yWod8Lo6dpplmiaHDp0gLQ22bz/EgjmPsH/Zuko7nwohhKge5NegjCq7QxdRPP8qkv5tpkpqIxVNLVs2ZWOIeWW98AxsZxiqvWdtbnvn4/89dADWAL7w4SSw1umkbduWlbJvlaWqZTLDPZ4rQjg9DxfXSdZzWD3U+l5Xx06zTNPkmYde4+SXm7nhV1j7909Yn7SKZZV4PhVCCFE9lBhkKqVaKaWWKqW2KqU2K6Wm+M27Sym13Z7+gj3tBqXUer+HqZTqYc/rrZTapJTaqZR6VdlpPaVUrFLqPXv6KqXU2X7vMUEptcN+TIh2AZRFaS6ITNMkMxOOHTNZvXpzhV00mab1fvPmfV3q943GNipaSVVV3/3n/HLfh/LsrTXcILogY1V7g0z/76Ef0BSYDMwCximoc3F3+vQ5r1L3saJVtQx3Vbgp5BNOJjNU50F9gDpAL6p3p1nJyVs5+d06Xox3cY0THs7Koa/Hy4aA5cpyPpWmI0IIUTOFc/vaA9yjtV6nlKoHrFVKJQFnAlcB3bXWuUqpZgBa67nAXAClVDfgY631entb/wL+CKwEvgAuB74E/gCc0Fqfo5QaAzwPXKeUagz8Bes3W9vv/YnW+kQ0PnxZzZu3IKIOXUzT5IVHZ9HqAPTDy1u3Pc5b3dtxw8QriImJwel04nA4cLlcOBxOnE4HTqcTp9Pl97zww7o4LL4Kbv7d6O/W0dc0ed8wWDSoFw89c0fYVZsCt/GeUrx97tkMvKw/7du3ok+f86JSTco0TZKTt7J790HatUukV69OrFu3Pf91pO/jqyJpAquwqkl2wAoyIqmqGrhfvmAknH0dNWooiz5exoBv1/JgVg7dsDKYz0bhwjPc9p4VHUxUlSqP/gK/h/HAQuBJBc3Obc17856tdVX9qlqGO1rtl6Nx/AW2yQwmaOdBLZrSv895bE/ewhX2OJkV0WlWefzP7d59kL6mictu5qE9JgOBncCFActGWvVfmo4IIUTNVmKQqbU+Ahyxn59WSm0FWgK3Ac9prXPteb8GWf164H8ASqnmQH2t9Qr79TvA1VhB5lXAY/Y6HwD/sLOcw4EkrXWavU4SVmD6v9J82Gh7+9WZEV0QJSdvJf379fyzaUNOnziJ53gqDy9OZdr2VdSpU/r9CAxA27Zty5EjR3A4HDgcDtLT3cT/dJznYx04DYOLgAfe/5ybDm+mRYsG+cv5gtZgrw8dOsHRj9fytzqxOJRic+opDu88QNrytSyNi2Fm51ZcPW4ILpcTwzAKbcf/te954WnWX6Vg9oz3yVm9hb6myVzD4HGnk46mSV/TZJ7DwRcDevDAU5NwuVwYhoFSxV88tWzZlPWpJ3gbq6OXvsBbwGdAD8KrqhosSP96YE8A0pf/lB90P+Vy0sHj5QK/ZS67ZjB79hzm1ruuY8/IQTz50hwOHTlOw4Z1GXDpBVx33WWl/t5N02TX3iPsAn6wp+0ieBBdmiDT4/EwZ86XrF+/nR49OjFu3IiwqlX6Mvx7lyZzTXYuTsCTeoJZU/9Wqe22ggUEDsODI/Y00/9yQ5WpMlqRqlp12Wi0Xy5rO2xfsDbzhbfZtw8+P7yWLl2SQgZrVaGTrPJqe96uXSLvGwZD7Gyjchos95pMCbJsdW1zKoQQonxEdGVhV2PtiZUUehEYqJR6Gqvm371a6zUBq1yHFUCCFZge9Jt30J7mm3cAQGvtUUqlA2f4Tw+yTqU7cPBwRBdEu3cf5AJT0651a/YrBVozOCOXb1u3oH37xng8nhIfXq8Xt9ud/9zrNfF4vHg8XiAXgMzMTI4e/SX/fdPS4IY8yDPd5NnTzvfA3A3bOXCAsKSlwQ0n4XgGbPTCyVx4RcPxzAyG5sDDy9N4au+GMgXLmZnQ6gA87QCnglgPHMmDW2Mh1gG9NDw8dz+Dvvsk/32UokhQ27lzZ1JSUjAMgzS3mwcMGGzCTKwD/mZgEvCAAU1jT3HHHZMxDCP/4QuCfY/U1Exyl+7ihXgXLqW4BJj2/lecBt5oEIdLGTTOdXMo9TT3NK1P3fgYLtWaUXM+J2VBEgOdDmYbsMPhoKOpudL0svroMY68n8Qbi37k393OZvRNl+FyOUMG/L5A3JrnQCnF7BnvcW52Dg7gBeAX+7MFBtFam5imdZEY7oWmx+PhmiGTqJ+yn9+gWTxvEQvf/JiFS2aWGJAsWPANe5cmMzQ7l71Ygf0a4NLsXBYvWVMhQ7aEEhgQPPfcs3z99SK0Dl31O1gWu6ZkPMuz45/SlJuvI532FK15ECqIsdrFL2bmjDkcPnqceglxmGmn2Oz2kGAvE+6QQf7B2sP5wVpmle/YpryGSerT5zwWDerFfQsX0dkDmxLi2OLN5nxP4eyur+r/xGrW5lQIIUT5CfvKQilVF6t5yVSt9SmllBNoBPTHuo58XynVTtsNLJRS/YAsrfXPvk0E2awuYV5x6/jv2x+xquHSunXrIiuUl1aJiWz8NTVkz4KBF0S+u8ITlKJNmzZ4tGbv8XTuv//uUvdoqbVpB6BevF6PXwBq2kGol59+2sY3T/6Hdg3q4ATcpsm+9EzumTqKTp0S/QLW0I+UlIOkzPmOpgkxnDqdTf+0TPIUnNG4HrGxToaezmHVee3p0qU5Xq8X0zQL/fV/BJtnmia7d5+kHyfQuZpcU3MA+I0Gl2HgcCocWnOhqdnrNXA4NF6vidbYn9UE3ABkZ2dz8mQ6AA4HHI+BJjmQBtQFMoAmWNPrZh9ly5ajxZZxWhrckAkZuQXTuubCZhNST2djatgIDNSQfiKdrNNWIN4mF+715hHvgkYeOJ0HU5zQwFRMMTVTs3MZ6M1l3rdpPLJrXUQBui8gf1xb/8TDgVeA7lh1zycB0xV401IYMmRo/nrDhw/3O3aKtoXyTUtNNel4QPMO4DLgDyaM2byL3r2H0bRp8Its37qHt2n+lA17KRgi5Gas9o+jsnN5ZOrTvPHGX/Mz7y6Xq9i/4SwXExNTpO1cOG29du3aBcCyZcs4evRo/g0GpVR+VfQv5/+Aa9tB+pmaNwyD2V1aM2rCMJzOwjcjAm9S+LZReL4Dw1D5zx0OIz8j73vuP08pVWg5rbV9U8mN2+3B7c7D47H+733/+76/eXnB5/m/XrduHQDr1q3DNGcXqYofrIq+/zyrar/Db7ozvzbDv178L1mrtnCBXQvhy4E9ePDpycTExBCqiv+420fzzNS/sTo7lxMU1Dz4CFgcH8ukgCDGNE3+OP4R1ietoq/Hy23A8tNZrML6P7iTwtn9UFVufQHxvHlfs/mbNazJzWMT1lA3HYDvsnIYVEywFpj1Hzt2OOvX76iwGxPlNUySYRg89Mwd3J19mLnfruSmm35LbPI+Bi1bF7Wq/9ImUwghaqawgkyllAsrwJyrtV5oTz4ILLSDytVKKRPr2t2XvhtD4WqtB4FEv9eJwGG/ea2Ag3bw2gArJjgIXBKwzreB+6e1ng3MBujTp0+F/WL94e67eXbiH7ki4Mc91F1d313hO+1ql2sMg4aDepWpsxGlDFyuGFyu0MskJiayacV27vd73+aXXcS4cddE1iYz3cGT363jjFjYbGQztHF92rVLxAPsPp7OHXfcVupg2TRNRv92Kqvz0rhLaxpiHQB/B4Y74ujWtQMe4OjxdP718r3576N1sGDWxDQLpiUnb+WDe15lz6ksTLcHw+VgW706vPDkH+jWrZ29XME6vodvu5s372XdPz4msV48DgVuU5O86wjpHg9tsYa/OGHv6xDlonmLJnyXnkXP46dp3qwhcbEuMk9lMSQtg4S4WBrmuElwGfT3mJyuG8cQrfmxQ1vOPbdZsYG+/82APXvSGeBKp36Mwen0POK9Vicjm4H2WP+IaXHQpqFVvjExLvLy3OTlucP6PjIy4BJtBZhocCm4xIR1mdC4cfEdPuW6rROL/xAhvtcngNw8yMnJxZd5j4amTZuQmnqsVOueddaZrFixkhUrVhaZF5hdv1jDw8uO85fdP5Upa19a7du3Y9eu3VHdZsuWLdiyZStbtmyN2jYzMqDlPnjCa/Uu1xV4dPd+Lv72E+rWBYfDCBqoOhwOjsRpVmdbDfsbAlcA44DjDVysXbuYjRuX5Qe127b9wvakLQz2ePNrKkzEusnyJeAFhlGQ3R8P7NlziGXLvs3fhmEYzJ31Gd6fdtL6UCrd8zz8FjgHuMBetykwPSuHvwcJ1gKz/knzFvGvp/7NxU0a0g9K1QY+UtFqex6MYRi0atWYxo2hU6eWTJlya+E2qKVscyptMoUQomYrMci020a+AWzVWs/wm/URMAT4VinVEYgBjtnrGMC1wCDfwlrrI0qp00qp/li/gzdiXZcDfAJMwLpxPBpYorXWSqmvgWeUUo3s5S4DHizth422sWNv4JN5bzJg6cqw7ur67gonJ29lz55D/L5tywqpeheN9/Xfxq5dBzm8aAUvbN/HBaknohIsL1jwDafXpzBUax7DCkhWA3nA9IxsLt91kO0N6xV5H6UMnM7iP8fllzdl3XebmO0XZLcf1ItRo0aEVQb9+1/IL7vS+LO9/uKMbPZ6TUZDkX39c66Hy0/nsTw+HuqbPNA6Eadh0DMhgxfTcxjT9Ayyjx7HcBisV15uaNGcd90epky5PaIAffXqzbw/9a90PKMBWaczObB1Lz94vPzGMNgb52Jng3rMe+MR+vXrhmn6qlMXFew6TynFO+98zjcP/ZN7Y60qwm6t+SHXzcMP38GNN17hWzLo9n43dDKeDSmswcpgOrF6D1sDnA1069KR9758uVDWzfpbkKHzeNxB5nuCTnO73TgcDtzuogF0sAvZwGnx8fFkZGQUusHgeyQn76bb0Z8x8jzkeUycToMBMU7WdjyHzp2trL3WutBNiWAP3zytdZHlItlGQkICDRrUzw/OfNlcX8dh/tndYPMC57tcLuLj48nOzi5SFT/cKvuB891uNyuWHeVaj5vzKKg9cKEHZh6GOh0Kah9YNz2yC30fzrrQ9zTsMcHUYCjoY8BOVwYrV64qtOzRFLjWY2Xw/W9odAN+Bu7D+v/0ZdIXAu68TB577PH8bfgHxMquGfAE1g/UQL91TWDTzylceulQYmJi8jPoR47k0XLraeY4IEYZ3GaaXJfmpo0nl6H14rhEKaYvXMR97l9p1+5MYmJi8tf3PUJNc7liiIlxFfrugrV1b9GiSZnbnocrVBtU0zRZuXITS5ZYrWaGDu1L375dqmT1YiGEEOUvnEzmxVg3gDcppXy9xD4EvAm8qZT6Gev6eoIuqPcyCDiotQ685X478DYQj3Wj+Ut7+hvAu0qpnVgJrDEAWus0pdSTWNenAE/4OgGqCgzD4D/z32HOnFlh39U1DIMLLuhS4QO+R+N9/bdx3XXDohosz/nXBzyYncvvsO5A7ARusv8+rTVP/JrGOfUSmNSzU6n2u6xBdoeenZi5dA2fHj2OznVzvdfkGawDcydwC9aF3Qta80aMi5f/9RBJHy7lTrtjoNVKcapja570eGgX42RFVi6OhFjeyXPT6De9Iw7Q/bPifbwmX9SN51fgoiYNmeVw0GZQL/r27WJ/fgcxMZH1HnrjjSP56O3PuMbOzixDcbpja8aPvwKHo/jTxrjJo5k19W9cmp3LZAraZDYCFsTHMumOa4mLi49ofyqDaZokfTaV7zPzmGhn10/mefnebcJJBw888KBcQAcxf34SOxb9lVSgMdaPjO8O5FlmDHfeeR+/+90lfoGpf1V/L+vWbSPp8Tc5r0EdHFjV+w+mZzBtyig6dmyJ2+3OD26n3fYKA7OzWEzhGxo/YP1w+W6tOIHewNMORa9LzqNDhyb51YY/W7iZizzZ+QHxQazg8gdgAAVZ+B+AWJcVIGdn55CdbQ1KdPQojNXgMMGLiaFhMLAmM5crvFa2vrMH5i7+nsaNS1+u3bt3Y+PGTUHnnThhVY8foou2PZ+uID7vENdeO7pQO+9gwWqo6Tt37gTgiy++YMuWLYWqsludsDn45uM1HEzeRbscN92U4uV/zafewK5cf9v/5QfK/jdCfvnll6CfRQghRM2galp7iD59+ujk5OQKez/T9HDq1Aq0Dt3NvShZn07X8FXqifz2rSZWFbmdwHSsTMVGCrLEFdUBR9BeG4FngHOBdyk82GwKMKJpI5K3L8xv57VnzyHatm1Jjx4dmDFjLh/972vSTpymUaN6/O764dx77/hSdbziv/2zz26O1rBv3xHaRilD7mtntnFjCt27d4y4d9k9S5MZ5etdFivAbDekb5XtPCXQ/PlJzJ76N4b6tQ/0BcuL42OZ9Mq9ldqjaFV11ZCJ3LU+hfUUZNXWYFU57QH8vUdHPl4yK+T6gb05+2pKBKtuGuq9PEAmMBU4HzgJjFMKLuzG/E9eyt/O/PlJvPSnv3Jxbl5+cHYcK4t5NXAlVg90k4DvY2O45+9WgJyXl0denhu3O4///vdrVj39HxbEOHEpRbbHw6gcN5e1aMyExvVxm16mpmfRYcIQ2rQpCG6tbeQVeh3sr+9569atSUlJCdrG3ePxsHOLl0nZMI2C7PEMYGYctOkYvNZCJFq1SuTAgYNB52VkQL290NlrtQ13YlXZvc8Fh9oQsmp53bp1uOaaa7j55lsi2hfDiKNBg/4RrRNNSqm1Wus+lbYDQghRDUiQGQXZ2XvIydlXoe9Z01w1ZCJT1qcwyn49F+ti5Tso0t51QEIcE1++p0Iu8OfPT+L1u2cU6rXRtx8DgbuBsX7TFwCvBLmIDhWsVnTQHK6yjrlnmiYLFy7hXb8M//gKGCswmnzHpH92/Rysdm4fEvx7FgU3jHw9xPqX204KbsIUJ/AGTaibJvPnJzH77hl8l5XDBr/36gZ0MxRtHAb9TM1ap5M6F3fn3/OeLXSjJFiQutreTjN7W7uA1U4HvS7rz6x3niiyH4FtMr9FsbNufH6bzOKC5GhatWoT//7DE9x/MgOv24PD5eT5BnW4/tV76dmzo19QGrzNd7BO2vynK6XIzs4uUlU9L8/Nq3/9mM6HTnAFVg98Xqxu4Wc5FOuHdOCcc84IWt19wIABTJhwU8Sf1eFIoH79C6JbgBGQIFMIIUpWNQZHq+bi4lrjdv+K15td8sKVINqDdJfHoN/jbh/Ns3fPyO9E6Q2sDGa0e0uMVHG9Nj4AvEZBkFlcN/7lNcRAeYjGmHtVYezAsvJ1pmJgDTzvP/h8WTtTqcl8w5B0oGi5hTuWYrjV+0eNGsqij5cx6Nu1PJiVkz/UyV0JcfS+pDe33nUde/ceYUiIQPXQoVR6AKMoCIh9Vd8XYFU57dihFdPvGc/o0cHPb06nk4VLZuZn/Yd178hbdu+yFdn2vm/fLiSNHMQsvwzw2YN6MXjwBeX63vPnJxF7LBMFrMPq/t2J1dJ2tanp3+tCpk+/KarvafVFKIQQoiqTTGaUeDynyMhYX+x4e5UhGhk0/6Dy4MFfcee5aZKTx5/z3FHLyPn2c699sXgvsAiCDg/jXyW1vAVW4w3cj6HANxTu8Gnmf6xORfwD8ZyMLEZn5/IShavXQujsZ2UpLntbkVnkyhaYXfdX1b6zqsSXXfy+go6fsmTNa9p3HG4GOJp82eB1wFdAa6ybMN9jDSqlup/Dp9++SkuKzgAAEfpJREFUHtX3jI1tTkJC5O3zo0UymUIIUTLJZJZAa43b7cY0SwoeYzCM9mRnb6tS43599NFSDv34M4u9mtjYWMAaK+ZSr2b4D5v44IMlXHXVJSHXN02TqZOe4cDy9dydncN+4D2t+c7twdd1SzQycoZhMOudJ/K7xs/4eRcbPd6wxyAtL/5ZmWD74Y2PZUTdhEIdPgEh23GOp2g7zqqWFSuvMfeqm8Dsuo8MPF88X3ZxgH3DKBpjKRanLFnzmvYdV0bHcr6M/0KscovBagM7DCtQP7BtH6ZpRjXYdTgaRG1bQgghyodkMkP49ddf2bFjB4cPH7YHRA/vB1Jrj11ttmqU645tezkzK4dgnRqmAb8kxNHh3LNDrp+WdorU/Uc5zzQxgG1AU61pmJdH823bOOennzjL7iUwmnf+KzobEs39iFY7zuKUR5Vln5KytxWVRa5sgdn1wGCpqrWjrUqqS5tc+Y7L7qohE+m5PoUVBG9D38dQTJn5UNTO10op6te/EMOIicr2SrkPkskUQogSSJAZxIEDB0hOTqZr1660atWKuLjAnE7xtPbi9WZgmuENfF+eli9Npl+em7pB5mUAq2JcDBwc+rdyzYqNtDuVSXP79RKsAcpdXi8HMjP5efNmzv/f/2i7d29UA5CqcvFXmv0oqQrea1jlCKULmsu7E6GaVoWwLKpLsCRKT77jspk/P4m/THqWf2hdIecMl6sJdet2jcq2SkuCTCGEKJlUlw2Ql5fHqlWrGDp0KI0aNSrVNpRy4HQ2wDTzMM3sSg024+JiOB0iyDxtzy9OTk4e9fxex9vrNXc4OKd+fZr27k1Sbi7N//lPNuXkRK0aa2D12XDGIC0PpdkPX/WxYLphde2fQumrEJZ3J0I1rQphWdSEDoxE8cryHZdnjYLqYtSooTx814t0zwv+Oxft5gBxcW2iti0hhBDlR4LMAAcPHqRZs2alDjD9GUYMhhGD1l5MMw+tPYDXbrPpn0G2npdHVjnx7Bbs2LyLZl4Th990L7DDYdDm7BbFrh8YpLaioHt/B9AgJoYWrVqxq1Urnj10IKoBSFW5wI90P0rTjjOSC9LybjNZ0W3qhKiOotELc01gGAbnndeWjRtSyr0NfUzMWTid9UpeUAghRKWTIDNAamoqzZs3L3nBCCjlwOGIL3lB/APNwL/W84I4NPj8wtuAxMQ6HPvlJD8eS+Mcr5d6WJnInQ4HdZo0pmXLRJRSfusW3martq3Z+XMKzbxeHEBL4FfgR6wx5OoBMU2b8tdOHWnXqQWjR/8fhuHbnvYLqDXlGUxXJSVlAh8vY3vSkjKlZc0aVJUsshBVWXUalqi8jZtc/rUfHI544uPPKfN2hBBCVAwJMgO43W5iYiq1QwHfsxDzI99mr779OHz4MHt37SI7J4f4uDjatW9PixYt/N4vuFat6nLslxP8mJqaH6SeBWw1DDY7HBiGQV6DBlz42yu59dZbI+ggqSDwDB2IhlqGoOsVvwwByxFk3cLTiu5HSdu0po0Zcy2LP/2RgUtW8UBWdn4m8LmEeNoP6ce1115ZbCBuDYMTuF8FSsqURiNrUFWyyEJUVdILc4Hyrv1gGC7q1OmGYcglixBCVBdyxg4iVOB16aWXMmfOHM4666yovVdSUhKPPvoomZmZAMyaNYsLL7SGL7/yyivZuXNnftD79ttv06NHD/7973+zb98+nnzyybDeQylFy5YtadmyZcT7p5SiZ58+HD58mCuvuorp995LyxYtONcvSD18+DBxdetGlOGyyljZzyPerSpv3sffMG/ePF6bMYP9Bw/SOjGRu6dNY8yYMRFnAgMD8tumPcRzt9/BFZmZRbIGz9VJ4E/T7qdevV4EC2CLinbhh7M9/0Da9NtH33Oz0DJFlw02PxpC3WAgxPTAGw8UM73iFPxvGfZzA6WMYqYF3vAwKXzsBPuO/G+I1E7lXaOgOinP2g+GEUvdut1xOBKiuMdCCCHKmwSZlaxevXp8+umnNGnShA8++IB77rmHH3/8EYCtW7eyfv166tSpU2idDRs2MHjw4ArbR1+Q2qBhQwZccklUg+yayjAMxo4dy9ixY0teuASBAfkNN4znywUfMnDxYh7IzCzIlNapQ8dhw7jhhpulSmsVEiwADS/DTpDpACo/QCwcPPqmVexdG99nKZyBL3he3LyiWXszxPPigt1oPI9cRdQoqE7Ko/aDy3UGCQnnYhiuqG1TCCFExZAgs5L1798//3lCQgIejweAnJwccnJyigSYYAWZ06ZN4+TJk4wbN44RI0YwYcIEOnfuzMiRI1m6dCnt2rVj+vTpPPbYY6SkpPD6668zYsSICvtcovwYhsGchQujlikV5StYFfialL333QSxgtzqyRfUhg5ETfwz6Vqb/GHqFJ674z6uyMwqWqMgIZ7Jf5pIbGwLv3XNINvzz8YXTK+sLHhV4XTWIza2DTExTSp7V4QQQpSSBJlRlp6ezvTp01m5ciWdOnXitttuo1mzZrz00ku89dZbxa53//3389BDDwGwbds20tPT6dGjB/Xr1+eVV16hZ8+eAOzfv5/c3FyGDx/OU089xbBhw1i5ciWZmZlMmzaN1157jbZt27Jw4UIWL17MBx98wLvvvsuIESPYvn079913H3v37mXIkCFMmDCB9PR0Fi1axDPPPFMhZSTKLpqZUiFqOytQdkQU/I8fP4mvP1wUskbBhAlTy3TDxz+gDaymXHKb9FCvKeM2imahw6vOXnzW2Oocrw5OZwNcrqY4nfVLXW5CCCGqBgkyo2zNmjVcffXVzJw5k88++4wnnniCrKwsHn300ZDrHDt2jBEjRnDzzTfnBw1t27blyJEj1KlTh9mzZ3P77bezcuVK9u7dS2ZmJmPGjOG9996jU6dOAGzcuJEJEyZwzjlW73txcXE8+OCDGIZBbGwsDRo0AGDJkiW89NJLJCYm8vrrrzN+/HhatmzJyy+/XM4lI4QQNUd51ygoCHwdJS5bnRTOGpuAIR36CCFEDSRn9ii79NKC9igjR45k5MiRxS5/4MABLr/8cqZOncptt92WP90XFAJcdNFFvPTSS0BBe8zNmzcX6gV306ZNDBw4EICsrCw8Hg9nnnlm/ryuXbsCcPvtt+evc+edd3LnnXeW9qMKIUStJjUKIlearLEQQojqp/o2oqkBUlJSGDx4MI888kihADMnJ4dTp04BkJ2dzeOPP87kyZMBK8i8/PLLmTVrFr///e/JysoCrEDy/PPPz3/epUuX/O1t2LCB7t1D9YMohBBCCCGEENEjQWYFW758OZMmTQJg8uTJpKam8txzz9GjRw/69++PaZrs2rWLfv360b17d/r370+/fv246667ACtg7Nq1KwMGDODmm2/mlltuAWD37t106GD1c7hx48ZCQeWmTZskyBRCCCGEEEJUCKkuW8EGDhyYX6118eLFQZfp0qULW7duDTpvwYIF+c8nT56cn+Hcv39//nT/rChYnQgJIYQQQgghREWQTGYQtbnr+NKQ8hJCCCGEEEL4SJAZwOFw4PV6g8678cYbqVu3bgXvUdUR6vN7vV4cjprVA6IQQgghhBCidCTIDFC/fn3S0tKCzpMgM/jnT0tLo359GddMCCGEEEIIIUFmEa1ateLAgQN4PJ7K3pVqwev1sm/fPlq3bl3ZuyKEEEIIIYSoAiTIDFC/fn1atGjBsmXLyM7OruzdqdJycnJYvnw5TZo0oWHDhpW9O0IIIYQQQogqQHqXDeKCCy7gp59+4vPPP6dhw4bUq1cPw5B43Mc0TTIyMjhx4gRt2rShd+/e9gDbQgghhBBCiNpOgswglFL06tWL888/n19++YWsrCzpQdWPUorExETOPPNMnE45hIQQQgghhBAFJEIohsPhoEWLFpW9G0IIIYQQQghRbUgdUCGEEEIIIYQQUSNBphBCCCGEEEKIqJEgUwghhBBCCCFE1EiQKYQQQgghhBAiaiTIFEIIIYQQQggRNRJkCiGEEEIIIYSIGgkyhRBCCCGEEEJEjQSZQgghhBBCCCGiRoJMIYQQQgghhBBRI0GmEEIIIYQQQoiokSBTCCGEEEIIIUTUSJAphBBCCCGEECJqlNa6svchqpRSqcC+yt6PMDQBjlX2TlRRUjahSdkUT8onNCmb0KRsQpOyKaqN1rppZe+EEEJUZTUuyKwulFLJWus+lb0fVZGUTWhSNsWT8glNyiY0KZvQpGyEEEKUhlSXFUIIIYQQQggRNRJkCiGEEEIIIYSIGgkyK8/syt6BKkzKJjQpm+JJ+YQmZROalE1oUjZCCCEiJm0yhRBCCCGEEEJEjWQyhRBCCCGEEEJEjQSZEVBKtVJKLVVKbVVKbVZKTbGnv6iU2qaU2qiU+lAp1dBvnQeVUjuVUtuVUsP9pn9rT1tvP5rZ02OVUu/Z66xSSp3tt84EpdQO+zGh4j55eKJVPkqpen7lsl4pdUwp9bI97yalVKrfvFv9tlVlyyfSslFKnWEvn6GU+kfAtnorpTbZ5faqUkrZ06vlsROtslFKJSilPrfX2ayUes5vnhw3cs4p7tiRc45Sw5RSa+1zy1ql1BC/bdWoc44QQogKoLWWR5gPoDnQy35eD0gBOgOXAU57+vPA8/bzzsAGIBZoC+wCHPa8b4E+Qd5jMjDTfj4GeM9+3hjYbf9tZD9vVNllUl7lE7DdtcAg+/lNwD+CLFOly6cUZVMHGABMCvy8wGrgQkABXwIjqvOxE62yARKAwfbzGGC5X9nIcSPnnGLLJ2C7tfGc0xNoYT/vChzy21aNOufIQx7ykIc8yv8hmcwIaK2PaK3X2c9PA1uBllrrRVprj73YSiDRfn4VME9rnau13gPsBC4o4W2uAv5jP/8AGGrfNR4OJGmt07TWJ4Ak4PJofbZoKI/yUUp1AJphBQzFqdLlE2nZaK0ztdbfAzn+21FKNQfqa61XaK018A5wtT27Wh470SobrXWW1nqp/TwPWEfBsRZKrSibElTL4wbKp3xq8TnnJ631YXv6ZiDOzlTWuHOOEEKI8idBZinZ1YJ6AqsCZt2CdacXoCVwwG/eQXuaz1t29atHfNWP/NexLwTSgTPC2FaVEqXyAbge6+64fw9Vo+yqXh8opVpFsK0qIcyyCaUl1mfz8f+c1f7YKWPZ+G+nIfBb4Bu/ybX5uPGp7eeccMg5B0YBP2mtc6nh5xwhhBDlQ4LMUlBK1QUWAFO11qf8pj8MeIC5vklBVvdduNygte4GDLQf40tYp7htVSlRKh+fMcD//F5/Cpytte4OLKbgLnq1KJ8IyibkJoJM0yXMqy1l41veiXXMvKq13m1Pru3HDcg5J1y1+pyjlOqCVY12om9SkM3WiHOOEEKI8iNBZoSUUi6sH+y5WuuFftMnACOxLuR8P6YHgVZ+qycChwG01ofsv6eB/1JQTTR/HftiuQGQVty2qpJolY+9zvlYbYfW+qZprY/bd9cBXgd6h7OtqiDCsgnlIIWrgPp/zmp77ESpbHxmAzu01i/7JshxI+ecMLdVq885SqlE4EPgRq31LntyjTznCCGEKF8SZEbArl72BrBVaz3Db/rlwHTgSq11lt8qnwBj7HYtbYEOwGqllFMp1cRe14X1Y/+z3zq+nvhGA0vsi4CvgcuUUo2UUo2wOm/4urw+a2lEq3z85l9P4YyCr02iz5VY7YygipdPKcomKK31EeC0Uqq/vc0bgY/t2dXy2IlW2djrPIV1oTs1YHqtPm7knBO2WnvOsauYfw48qLX+wTe9Jp5zhBBCVABdBXofqi4PrF4JNbARWG8//g+rw5oDftNm+q3zMFavqdsp6JGvDlbvhRuxOlh4hYJeZ+OA+fY2VwPt/LZ1iz19J3BzZZdHeZWP37zdwLkB0561y2wDsNR/flUun1KWzV6srEAGVmagsz29D1aAsAv4B6Cq87ETrbLBypZorCDAt86tctzQGTnnlPh/Zc+rtecc4M9Apt/09UAze16NOufIQx7ykIc8yv/h+6EQQgghhBBCCCHKTKrLCiGEEEIIIYSIGgkyhRBCCCGEEEJEjQSZQgghhBBCCCGiRoJMIYQQQgghhBBRI0GmEEIIIYQQQoiokSBTCCGEEEIIIUTUSJAphBBCCCGEECJqJMgUQgghhBBCCBE1/w+RvdN2hB80xwAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Calculate distance matrix from all clients to all candidate facilities"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:08.323558Z",
"end_time": "2019-11-12T17:33:08.609709Z"
},
"trusted": true
},
"cell_type": "code",
"source": "cost_matrix = ntw.allneighbordistances(\n sourcepattern=ntw.pointpatterns['clients'],\n destpattern=ntw.pointpatterns['facilities']\n)\ncost_matrix[:3,:3]",
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 34,
"data": {
"text/plain": "array([[1471.53181612, 1283.3690228 , 1703.75520358],\n [ 638.15807808, 361.05893423, 1707.02308155],\n [1407.3591824 , 1081.06088431, 1157.55620084]])"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "----------------------------"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Optimal Facility Location"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Location Set Covering Problem"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:08.612938Z",
"end_time": "2019-11-12T17:33:08.851112Z"
},
"trusted": true
},
"cell_type": "code",
"source": "lscp = FacilityLocationModel('lscp', cij=cost_matrix, s=max_coverage)\nclients, facilities = add_results(lscp, clients, facilities)",
"execution_count": 35,
"outputs": [
{
"output_type": "stream",
"text": "Solve Time: 0.0036833407 minutes\nObj. Value: 4.0 facilities needed for total coverage within a 1000.000000 meter service radius\n--- 0 clients are not covered\n--- 400 clients are covered by 1 facility\n--- 185 clients are covered by 2 facilities\n--- 30 clients are covered by 3 facilities\n--- 10 clients are covered by 4 facilities\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:08.858761Z",
"end_time": "2019-11-12T17:33:11.993144Z"
},
"trusted": true
},
"cell_type": "code",
"source": "aux_to_plot = {'streets': streets, 'fac_tru': facilities}\nres_to_plot = {'cli_var': clients, 'fac_var': facilities}\nplotter(\n plot_aux=aux_to_plot,\n plot_res=res_to_plot,\n pt1_size=300,\n pt2_size=60,\n model=lscp,\n title=title\n)",
"execution_count": 36,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## *p*-median Problem"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:12.006321Z",
"end_time": "2019-11-12T17:33:12.907491Z"
},
"trusted": true
},
"cell_type": "code",
"source": "pmp = FacilityLocationModel(\n 'pmp',\n ai=clients[\"weights\"],\n cij=cost_matrix,\n p=p_facilities\n)\nclients, facilities = add_results(pmp, clients, facilities)",
"execution_count": 37,
"outputs": [
{
"output_type": "stream",
"text": "Solve Time: 0.0147666962 minutes\nObj. Value: 898919.1804206152 total weighted distance with 3 selected facilities\nMean weighted distance per person: 562.527647\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2019-11-12T17:33:12.912284Z",
"end_time": "2019-11-12T17:33:13.845849Z"
},
"trusted": true
},
"cell_type": "code",
"source": "aux_to_plot = {'streets': streets, 'fac_tru': facilities}\nres_to_plot = {'cli_var': clients, 'fac_var': facilities}\nplotter(\n plot_aux=aux_to_plot,\n plot_res=res_to_plot,\n pt1_size=300,\n pt2_size=60,\n model=pmp,\n title=title\n)",
"execution_count": 38,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x720 with 1 Axes>",
"image/png": 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ekps74LRUQgghhBBCCCFG2aCCS6WUFSOwfExrHesneQB4Rhv+A0SAHGAF8JLWOhhtKrseo89kbF/HABat9cbYMq11U6x5LfAH4Li4Y8SymAAlQM0QX6MQQgghhBBCiDE2mNFiFfAAsF1r/cu4Vf8AlkXLzAZsQCNGU9hlyuDGyGxWxG33BXpmLVFKFcb9+mmMfp0Aq4BPKKUylVKZwCeiy4QQQgghhBBCTCKDGS32FOByYItSanN02XeAB4EHlVJbMQbtuVJrrZVS9wIPAVsxmrU+pLX+IG5/y4HzE47xP0qpT2OMTNsMXAWgtW5WSv0YeDda7tYk/TeFEEIIIYQQQkywAYNLrfU6kvd9BLgsSfkOjOlI+tpfYv9LtNbfBr7dR/kHMQJZIYQQQgghhBCT1JBGixVCCCGEEEIIIZKR4FIIIYQQQgghxIhJcCmEEEIIIYQQYsQkuBRCCCGEEEIIMWISXAohhBBCCCGEGDEJLoUQQgghhBBCjJgEl0IIIYQQQgghRkyCSyGEEEIIIYQQIybBpRBCCCGEEEKIEZPgUgghhBBCCCHEiElwKYQQQgghhBBixCS4FEIckTo6Orj4kkvp6OiY6KoIIYQQQnwkSHAphDgivfHGG3xQsYt169ZNdFWEEEIIIT4SJLgUQhyR/rV6LYVzFvGv1WsnuipCCCGEEB8JElwKIY44Xq+XN99+l09d913Wv/UfvF7vRFdJCCGEEOKIJ8GlEOKI8+abb5JfNo/swinklR3FW2+9NdFVEkKISaWzs1N985vfzJ42bdp0h8MxKzMzc+Yxxxwz9fbbb8+IlVmxYkX+SSedNGU863X//fenKaVmj+cxhRCjxzLRFRBCiNH2r5fXMP1jywCY8bFlvLhqNcuWLZvgWgkhxORx9dVX569fv971s5/9rH7JkiX+lpYW04YNG+x79+61DnVfPp8Ph8MxFtUUQhxmJHMphDiiBAIBXlv/FnOPXwrA3I8t5bX1bxEIBCa4ZkIIMXm89NJLKStXrmxesWJFx+zZs4PHH3+8/6tf/WrbHXfc0QRw4403Zv/lL39Jf/vtt51KqdlKqdn33XdfGoBSavbtt9+e8dnPfrYwNTV15kUXXVQEUF1dbV6+fHlBVlZWWUpKyqwlS5ZMffnll53xx922bZv1/PPPL0pLS5uZnp4+87TTTivZsGGDLVon57XXXlsQO4ZSavby5csLANasWeNcsmTJ1JSUlFkpKSmzjjrqqNJ//OMfrvE8Z0KIgUnmUghxRHn77bfJnjqTlIwsAFIys8meOpO3336b0047bYJrJw53Xq+X999/n/qGRrIyM1i8eDEul3y/FYdMZJNOrfWOwZbNy8sLvfzyy+6rr766LTc3N5K4/pZbbmnevXu3be/evdZnn322GiAzM7O73B133JHzrW99q/G2225rDIfDdHZ2qtNPP33KrFmzAs8///yBzMzMyKOPPpp6wQUXlLz77rt7jznmmEB1dbV56dKlU88///yOV155ZZ/dbtd33XVX5tlnnz1127Ztlaeffrr3zjvvrL/pppvy9u/fvxvA5XLpUCjERRddVHzppZe2PvLIIwcBNm/ebHe73XrkZ00IMZokuBRCHFHim8TGTF9yBqtWr/1IBpd+v5+tW7dSW1dPTnYWixYtwm63T3S1JqVQKEQwGCQQCHQ/+wIBfP4gfn+Avfv28fyqNaQWzSA9r5i2bVt46Ml/8NnzP8HMmTNIc7twu904nU5sNttEvxwh+vX73/++9oorrigqKCiYOWvWLP+SJUt8F1xwQefy5cs7TCYTaWlp2uFwRGw2my4pKQknbn/uuee233zzzS2x3++77760jo4O07PPPltjtRota2+77bbm1157zXXvvfem33///Q133XVXRklJSfCRRx6pi233hz/8oX7NmjXuBx98MO273/2uJz09PQIQf8zGxkZTa2ur6TOf+UzH/PnzgwCxZyHE5CLBpRDiiBEMBvn36+tY8dOv9Fh+1Aln8Pi3H+BHoRAWy0fnv70dO3bwu4cehfR83DlFtL+/gT8++hSf+/S5zJwxA7fTgcvlwuFwYLfbUUpNdJXHhNaaYDDYI3D0+/34AkF8/gD+QBB/IIhWCpPFisVq6362WFzY0myoSITX//Y8pyz/MoWlZd37Pli1mzVr/saUOUdT1xUm0FxH0NeFBUhxO0lLceF2ubrP85F6jsUhQ8keTqQzzzzTV1VVteeNN95wrFu3zrlu3TrnZZddVvTAAw90rlq1qtpk6r/n1PHHH++L//3dd991NDQ0WDIyMmbFLw8EAsrhcGiATZs2ObZu3epwu909yvh8PrVr164++3rm5OREVqxY0frpT3+65JRTTun6+Mc/7l2+fHn70UcfLQGmEJPMR+dblsDv97NlyxbqGxrIyc5m4cKF0gFfTHoej4df/vpuAsHQgGU72ttJzZ9CWnZej+Vp2Xmk5Jew8ob/JSU1dcD92KwWvvn1lWRkZAxYdrKJRCJ4PB6q9lfz24ceZeG5lzJ9znwsFjMANZW7eGn137h6xjw6uiKEPI2EAj5CQT8uux23y0GK04HT6cThcOBwODCbzRP8qvoWDod7BI3BYBBfQuAYCIUwmS2YLTbMFitmqw2LxYrF5sSZYiPVasVms9Hfl+kP3tuEu6C0R2AJUDitjMrC6dQdrGHhsYu7lweDQXxeLy1dXdTVtRDyHyQSDOB2OUhLcZESDTidTuekPr/iyGa1Wlm2bJlv2bJlPsBz//33p1177bUFq1evdp5zzjn9zuGU2CQ1EomomTNnBp555pnqJGUj0TKccsopXffdd19dYpn4JrfJPPbYY3U33HCD58UXX3S/8sorrttvvz3nzjvvrPvGN77ROqgXK4QYFxJcfkTs27ePX//uASIpuaTkFdO++V1+/+cn+dQ5ZzF1yhSsVgtWqwWb1YLdasVqtWKxWLof4XCYHTt20OzxkJ2Vxfz586VpnRgXbreb9vYO/rX2VU749BVkF0/rs6wNOPezC5KuO++rP+LAjq30N6xPU3UV7zz3J8478/TDrh9dR0cH9Y2N1DZ4sLhSOVDXTOGcRcyav7BHuaLpM6kqnkF97cEewZDWGr/fj9/no9nnw9/eSshfRyjgw2Yx43Y6SHE5cMUFnWPZ9FNr3auZqt/vxx8I4vUHCESzjSGtuwPG2LPV4sDqTiMtw4rVZsNisYw4Y+jxNJOaU5B0XWpOAS2e5h7LrNH/R1PT0rqXRSIRfF4vXV1deDxeggebCPq9OG1WI8spzWrFBFuwYIEfoLa21gxgs9l0ONyrRWxSS5Ys8T311FNpGRkZkaKioqQbLV682Pf444+nl5aWhvrqL2mz2TQYzdQTW5ocd9xxgeOOOy5wyy23eK644or8Bx98MEOCSyEmFwkuPwK6urr42W9+R9mpFzLz6GMxm4278werdvP62r/zlSUnY1KKUChEVyhEuy9EuNNHJBwiHApSc2A/L7z0Mu78qaTnFtK5cQf6qX9w/X9dxYwZM3odz+v1cvHFF/PUU0/hdDp7rRdiKGw2G7/6+Z2c+swz3Hn3fZx06fUcc/oFKAVag0ajtQZtPGsgEAwYP2uN2WTCYrGQXTiF7MLk07Vprdn87+f58LV/cNst3+Jzn/vcYdF8MRgM0tjYyMH6JnwRSM3IYcrs+VitViorK0nNLUy6XbJgSCnVHTQmCgQC+H0+Onw+mjxeQgEPoYAPFQ7jcjlwO41HfLYzEAhQXl5OU3NzrxtSkUikV99GfyCAL2D0bfQHgviDQTCZu5uomi3RbKM1BbvLhjuabRyvrF9mZhZb9ydv7djeWEvGwoHHcDGZTLjcblxud/eyWFDv7eqirssrzWrFuDnxxBOnLF++vO2EE07w5efnhysqKmy33HJLTlpaWiSWtZw2bVrwueeeS920aZOtqKgonJ6eHnE6nUmDwi9+8Ytt99xzT+Z5551XfOuttzbOmzcvUFNTY1m9erVr3rx5gRUrVnTccMMNLY8++mjG+eefX/y9732vadq0acG9e/daX3jhBfenPvWpjmXLlvnKysqCAE8++WTKsmXLvG63O3LgwAHLb3/72/QLL7ywc9q0acH9+/db3n77befChQt9yeoihJg4Elwe4Xw+H/94/p/Y8qcz55jjIO57SeG0MioLSqnavatHBiOe3+/nr888y8kXfZHC0jJ0RBMKh6n6sJyf3nUfN6+8jtKpU4l13gdYtWoVL7zwAi+//DIXXnjhWL9EcQSIRCKEQqHuRzgc7v45EAwSCIaYO/9ovv/tm/n5L+/iw3df58yr/xeHOxWUMi5rpaI/K4x/JjApAuEw/qAPs9mE1WLBbDaj4j4I3s52Xv7jHejGKv7y0B+S3jCZDPx+P+Xl5TQ2NWG32cjMzqHNG8CRmklmYSlFKSk9yo9GMBRjs9mw2Ww9snBgNEn1+3z4fD7qunyEPE2EAj6q9+9l9SuvkVFSRmZ+Ma0fbOSBx5/ik2efSWZWNqFIpEffRiPbaMPqTMGdZiXDZsNqtU6qQGrOvPmsWrOWg3t39+xzuXc3XfX7mTv/c8Pab19BvTSrFWPt7LPP7nziiSfSfvKTn+R0dHSYsrOzwyeddFLXQw89VFtQUBAG+NrXvtb6+uuvu5YuXTq1o6PDdO+999Z+9atfbUu2P5fLpV9//fV9N910U+61115b0NzcbMnKygotWrTId8EFF3QCFBcXh9evX7/3pptuyr3kkkuKOjo6TLm5ueETTzyxKzaAz6mnnur7r//6L8/KlSvzm5ubzRdddFHbL37xi4Zdu3bZLr/88rSmpiZzZmZm5Kyzzur4zW9+0zB+Z0wIMRhK6yNrFOclS5boDRs2THQ1JoWWlhYqdlWxdcdumq1ZHH3Cqb3KbHnnDaY5Q5y27Kyk+/jgvU288cEOTv7kxb3WrXv+SeYVZTCtpIgUuwWftwur1cp3vvMdVq1axTnnnMNtt90GwIwZMw7L/muib7FgJzEzFR8YJj4CoRCBYIhg9BEIhQiFwkQAk9mCyWyOPluifeQsWKLLY020Q+EwD/z+Xl594y3Ovf5HlMw+elD1DYXDRMIhIuEw4ZAxBkRD1Ye88sef8qkzT+Wb3/h6j6bekUikO/uZ7DHQ+r7KxJZFoj9HtEZHor93l+lZtrqmmudeXI2roBR3Vj7tzQ0EW+q48oormFI6rc/35+6772b+sgu7g6FwKMy2ze+y6cUnuPyyy1hwzOiPHOv3+7n7179mztJPkVdcSjgUAqWor95LxWvPsXLl1w+7JscxB/bv4y9PPIkrbwqpOQW0N9bSVb+fL1x6CSVTpo758eOb1fp9XoK+ru5mtUbA6cTtdmMymdi5c2fSrLEYHKXURq31koHKbd68uW7RokUtA5UTQogjyebNmzMWLVqUn2ydZC6PUNXV1VTVNlFYOpOp/jB7PxheBqO/fkbpeUVYrSFK5yzg17/8Bb+9+1eEvO1Yos1u169fz8knn4zf7+fWW2/llltuGfkLExNOa82HH37IHx99AktmIe6sfFo27qDtkb9w7pmnk19YdChAtFgwmYyA0Wy2YLY4sTgtOFItuOICxoFGJUz0jRu/zQknvModt9/MvLMv4cQLLx9wHxazmUAkTEtrG1qZ2Lzqr7z3zz+zYM4c5i1YyKYPthnBHUaQZ2RAlbFfpQCFUsaD2DNx67uzpj3LKGWK+9koo5Spx75M1kO/K6WwxP0cCAR46YlnOPZTV1I4rQyTUpjMJg7u3c0Tf32KlStXJu2fZ7fb+cKll/CXJ56kMm8KZkcqH2x4k/bGOpacfjZvb6/klddeH/XA6MNt5bjypzKlLPb/ihHUTJt9FDU7t7Lrw4o+W0pMdiVTprJy5UoqyrfS4mkmY+Fs5s7/XI/z7/f7+XBbOR5PM5mZWcyZN3qB3WCa1e4vf4/n/vkCqQXTyCoowbe1iif/8QJfuvxSZs2a1c/ehRBCiJGT4PIIEw6H2bWnEk9XiKkz52K1WkfUnGswTessFgs33HgThSUl3PWrX+Gpq8bk89PR0YHT6eTuu+/m+uuvH/XXKsZHJBKhs7OTtrY2PG0dNDZ5eOzpv3P0J5YzpWyO0czUZKJufyVv/vtZVn79rHEZjOTk03KpVvEAACAASURBVE7ngbnz+PEPv8fTt73L+df/iJSM7D7La61pbvYQiURYc/+PcZoj/Pih5/B1tvP6v5/lv/9nafd0HJOpOeYH720irWgGU2b2vAlUWFpGZd4UKsq39hmsxYKhLZs38fBDD3H0qedy3OnnYo2+Pwf37uYvTzzZZ4A6HEMd+OZwY7PZ+jzfiZnNrft3sGrN2jHNbMY3q/X7/Tz62OOcfNGXyC+ZTjAYJBQMUl25gzvu+QNXXnoxWZnpZKS6cbvduFwuGThICCHEqJLg8gji8/nYvmMXEXsqpTNndH9BTsxgJDbn6u/LxWADU6UUK1b8P95//wPWrFmDOzOHrpZmTj3hOK655ppJ9WVd9C8UCtHR0UF7ezuetg7aOr1YHS5srhTcGfn4GlspmLOIWQuO6bFd8fSZ7N02td9gZ7Tl5OXxq3t+x3e+uZLydas44YIVfZb1eb2YLFZ2vLWGdKeV6370q2i2s4C920vZWbF9UmbURhqs2Ww2rFYbc088gxM/8eke6wYToA7VaPb1PJz4/X7+8sSTPZohw9gE8H35cFs5rrwp3ce3m+3YHXZmL1xM4/7dtAci5Kfn0dDVSXVLAwFvJ1aTIi3FRXqKEXC63e6P1FywQgghRpf8BTlCxPpXpuYVk52T02v9YJpzJTOUwDQUCrF+/XosFguzZs1iz549lO+tZWP5h+SkpzC1uIiUhEFHxMQLBAJ0dHTQ2taGp7WDrkAQq9ONw5mCO6eYnFJ3jyanra2tkyozpZRiT1UV53zma/2WC4XDmC1WSo8+nu1rn+5xw2MyZ9RGI1gbz2ziWA18M9klBnYxYxHA92Wg97mjvY209HTS0tO7lwcCgWiT2k6CzXX4vZ04LGZS4wJOl8slAacQQohBkb8WR4CamhoqDzZSWDqzR1+cRP015+rPYAPTqqpKTCYTt912G2eeeSZr1qzh1ltvRTlS0M5M3t9RSbrTytTiItISRp0U48fr9dLR0UFLWzstbR34wxHsrlScrhQyinMpdDr7zTRPtszUjorthJSV3Kk9v9RrrfF5vYTCYSxmM2aTiXDAT87UmUSUmf27Kpg666gJq/dgjUawNp7v2UhaShxOEvtW1tfXTvhNl+G8z7GRgNPjBlzz+/10dXZysKOLYONBgr4uHFaLkeFMTcEVHalWRqkVQgiRSILLw1iy/pVjZTCBaVnZTNauXdtdj7POOoulS5d2T2CelZ1Ni8fD1t37SLGZKS0pIj3uDroYfVprurq6ok1c22lp7UCbLdhcKThdqeSWFiad17A/ky0z9carrzD9Y6f3CIgDwQBNTc20N9eTVTQNb8BH0OclHA5jttooXXwa61f/k9TsAhpq9tFYWUHOWafS0uLBYrVitVixWq1DHmhoLIxGsDbe79lwW0ocLpL1rdy3dQPpRdOSjso9XjcvRut9ttvt2O12MsnqXubz+ejq7KS6tYtAbTMhvxeX3WZkOOMCzsnwmRFCCDFxZCqSw1R8/8qikimHXZ/GFo8HT0MtTrOmtKSIjIyMw+41TEbhcJjOzs7u/pKt7Z2YbHbsrlRc7hTcKSmjchNioqdkiNFa8/+Wf56l1/6QopnzAGMAoqrdO1n35O+o2rSOqYtO5pTLvo7d6aLd04hC0VpfzUu//ja5M+ZRX7mdSDiExdo78DGbzFitVmNUW6ulO+iMPQoLC2ltbcXhcGC3241nhx2H3dFzWfTLujHwih2Hw4nFYolmjaxYrca8jrGfbTYbVpsVm/XQfI+BQOBQsJaZxdz5C4YUrE2W9+xwl2yKF4ADu3fw2C9/yIpv3MKUmUd1Lz+4dzflrzw7Ln0uYfzeZ611d8Dp83YR8HYSDvhwO+ykp7lJjTandblch+X/7TIViRBC9K2/qUgkuDwMDdS/8nDS1tpKc/1BbCpMaXEhWVlZh+UXkYkSG3ynta2NlrYO2rt8WBwu7K4U3NFgcqyarg0m2BnLaRkAdu/cwX//z//whZ8+is/vx+v1sm/7Zl576E4yCkspXXQyezevp6O5gbO+8n0yC0sx6RA6onns5hWkp7hIycwhHA4TDAUJBUMEg0GCwSCBYGDA48+YPoM9lXuGXO+yGWXs3rN70OWtFmuPgNMYpKf/Zcm2UUrhaawnEPCTnp5B6Ywy3O6U7u1iQbDdbsdmt+Gw27HbHcY6hx2LWRq79Df375q/PkTdzq1MX3TiqAd2Q/ksjfRGxHBprfF6vXR1duL3GQFnJODH7XKQkeomJTpY0O7du2n2eCb1HJwSXAohRN8kuDyC1NTUsKemgaLSsn77V44ln9/HzTffzB133IHDPrQmlX3paG+nqf4g5pCf0pJCcnJyJMhMwu83pnhpbTeauHYFgthcKcbgOykpOCdRs7TRzqBoramrr2Nb+TbKy8spLy/n7TdeZdbHz2fJZ65GRyJsWfM3Nj77MHNOOIOln72c3LxccnPzqNj0Fn++6ycsOvcSzlj+RdLT01n7p7tYXJzKFV+8ts/jhSNhQsEgwWCIUOhQ4GkEokFCoRA+nw+fz4/f78fn8+H3H/rZ5/fh9/np7Oyk5sA+OtrbUcpEQXExzc0eAoGAEcgGAgSCAYKBYK9loVBopG9Fv1xOF13erkGVNZvMcYGno3dAGg1C7Tb7gOWcTifhcLh738n+FplMph5loHeZxM2S7SdxmcViIRgM9rlfi8WasP7QfirKPyCcPZ2yow/FHWazmXA4xO4tG9B1u0hNTaOzsxO3201hydToYDg6YV+Dr7enqZGN771HenFZ92ep9cBuFh97DJnZOQnbDH6/fZfpvY3VaiMQOHTDZbD7jUQihIJBAgE/TXW1tHd0kDNtDlkFJfjbGlHtjXz5yhVMnTq5sucSXAohRN/6Cy7lNvRhIr5/Zemso8a0f+VA3n7rLdatW8fbb73N6aefPir7TElNJSU1lc6ODvbU1VK5v4bS4gJyc3MnTbA01vx+P+Xl5TQ1N3ff0Y9EInR0dOBpNTKTgQjYXSmDHnxnoozGtAwtrS1GILmtnPKt5Wzbto2m5qYeZQKBAGVLTsMc9vP6wz8n3RLirrvvYXdTFycvO6O7nPljp3DMuZfwwaonadtbzme+8VNmH38Ga/90Z5/BpVIKi9mCxWxhiN1Se4gF2bOXnNodGLTVVHL6x0/BarMNmIWKRCLRoDZAIBBMCEKjy+IC0sRlh5b3DmI9Hg+vvvYqToeTYxYdQ8AfMILjgB+/z08gEOgOlv1+P+FImC5v16CD0f7MO2oe27Zv67dMakoq7R3tIz5WounTplNZVdnn+rzcPOob6pOuC3i7KD5qMTUth85BYWEhBw8epHLTOqq3b8LmdI1aXXUkggaOPvOzdNoy6GzzgS0Df+ZU7n/gQZQCpcb+/8jMjEw8LZ5hbx97HZ/58v9y8ic+id1ux+/3cXBPBfc/8jjfv/mGI6ZPrhBCfJRJcDnOamtre9zdHczdX5/Px87KvZicaeQVFtPcbIw6qJPcXe512zr5oqTH7bM+aDo6OqirrQPg0UcfA+Dxxx/H4bBjNluYMnUKmRmZWCyWETXDdKek4E6ZSVdXF3vrDlJVXcvUwjzy8vKO6JEJ9+3bxx///ASWzEIc6dk0bX6X5ocf57xzPkHpzNk4XenkTy+elM3HkhnqtAxer5eKigrKy7dSXr6Nbdu2caD6QK/9pqWmMW/+PObPm09eTjYPPvgA2Wkp/Pue77DiC5fwhcuvJhgMsuXuu3sNahIK+EhNS+OCM07h8e9exRnX3ExTSysH9u8bsz6HyYLs+up9PLf1A/avXc/xp53J1v07WLVmbZ8ZXZPJ1J3xG23vvfcer772KrNnz+bee+7tt6zWmnA4jM/v6yMI9eGPLg8E/PiSBKeBQKB7+9TUVEpLS3scI/5GyZo1a2jvaOesM8/q8dqT3kxRib/2LhO/XUpKCgsXLuyxPhIO09xYT11dHdu2b6egqITTlp7Waz+RUJit5VspyEwjM78YAKfTifZ30qT8nHzJpZjNlqT17LVsEPVuqK2h05LKgo+f3quMGz/uUCf5RcVD3m9iXfr7/Z8v/BNPi4cLPnkBGZmHRpUdyn5rq/ezvbqZ2uY2Ojo7SE1LxWa3wYyjqN+zja1bt7J48eSbZ1YIIcTQSHA5jhobG5k+fTo+n29I2znTMknLL8GcMM/Y3LlzqaioGM0qDsnGTRvZuGljr+UKdWgQlOgj/vfEdRarpcfvDocDHTGC3FAoSFd7K97WZiw6jN1uw2Qy9QqCrVZrjyZbMUMJovtbPmXKFKqrq7uD59hjNH6PRCK89O91zDz1ArILSlF2B4V5pTgLy3jq2ee58DNWHA474VCYA/v20tXVQVp6BtPLZvVzp3/4NxkGu6y/Y7y34V2CjpzozZSeZQLKyvr169ixew/bthlNXPfs2UNER3qUc9gdzJ07l/nz5zNv3jzmz59PSUlJ95fVxx95gC6vjw1P3s3PfvZz5h1tBAvJRlc9sKuCLWv/zozSUq784pf52PEn8qMffI+Ozi7e+PcavnDFNUle38glBtlBv5+1z/6V4y+8Er/fT0F+NvknLR1SRnc0tbQYrfky4qah6ItSCovFQoolBcahRf4r/34FgvCDH/wAl2v0MoHJxLLLuTOOolSbaeUfmDqbufrKK5MG/LHyZpfZyEbXV+Jqr+GXv/zlqN+oeO2VNez1Wjj6hFN6rUu1hJnmDHHasrNG9ZiJ1q9fT0tLC1deeSUzZswY1j5ee2UNzWvf6bXcbrfjSM/tvmkqhBDi8CbB5TiaMWMGPp+P/Pz8Hnd3+7rDHY5EcGbkkJKV1+tOeFtbGxUVFaSnpfeaSmIwd/aNRcmbU/bVzLKzs5O2trZeGVOH3YFSilDI6Jem0QSCgUENiJJMWmoabe1tPZbpSISQ30+Hpx5vm6dXpGSxWMa0b9qpp57KG2+8MSb7NltszF36STjYyO7anl+wKg80sOZr12GyWDCZLeTPmEdqTj7tjXXo9gZqaw8mHeXUbrPjD/jHpL6DEWs6+OH+3k0LKzetI9C4n9aOzu5lFrOF2TNnR4PIecyfv4DpM6b3O4DMB++/z7LTPs4NN32blNTUHut6TYUxNZenFThcRlQ07+iFPPDIY/zijtt4f/NmvnDFKL3wBImT2u/dUU5q/hTyppZRV70Pn9cL9J3RHWsej9HMMTMzc9yOORhaa/w+4/od62x9YnZ537797KppJM1h6TPgH8+pVibDvLKxfq8jaT2SmZlFe0Mdae6sHstDwSBdnnqyjjluRHUUQggxOUhwOY4cDgft7e28//775Ocn7QML9OxfWTxtRtL+ld/97nd5adVL3HTTjZx77nmDrsNIR++8+eabWbt2LRqNQnHmWWdyx+139Kp/MBTsDjZDoVD34CfGoCihHuuCwZ5lI5EwoVC417GVUoSCQVpbPXhbmshw2cjIyODAgQN861vfYsqUKfz85z9Pul0yQ1lutVq5/vrrCYVChMPh7sdQfvf7/dTV1eGNBhQWuwOT3U1LWztZc4+nZNYcIjqC1hod0WitMfvaSAm10eUPMW/ZhaTlFKAjmoiOEPF18tY//kRBQT4m06EvfZFIhO0V21Eo5s+fn/DikrzeQTRtG8oylHENHKypwWmG9NyC7mO0NtSi2xs4/sSTsdlszJt3FPPmzWf2nNlDHhzq1tt/3j1NRzLxc7NWVGzv1S8tJTWV7//4tqQDt4yWxMCgvdVDak4hAIGuDhz52d3rUnMKaPGMb/ZmKJnL8RQIBNBorBbrmDeHT8wu62gGPTO/GFcotc+AfzBz/46GyTCvbHdwaRn+ezFn3nya9lZgTs9B6+hUJl4f+3duRbU3sGDBgtGqrhBCiAkkweU4imUY+2sWGz9/ZenMGaM6WEuyib/76+sVEwtIG5saeWX1KkxmKzPKZlJZWcn6desJhUM9MkyxJp+MYcIhGAzSWF9HV0sjPr+RIZ03bx7Lly8fu4OOQKxPZXrZMShnOp76GoKtjVx55RV4mpqMqQ3iBqCJeTPUyhnzplDrNyWd+qAg1capC2f3+JIbDoc5/oTjAXj44YfHZcCfZDctGurrjOvN7O8eyMZpaucbf/zjqDQdHI0skVJqTJuhzpk3nxdeWsXbLz+H3eWmpaGO9qCivdVDsLOVnNxD8yGOVxYqXiy4zMycXMGl3x/NWjrGvo9xYnY5EjGCS5MyTUjAnyhZM+/4kZfH8vrt/lw3NhDwdhEZQesQu91OTlYWW1b/jeI0OyUzZuFvbcDc0cR111wug/kIIcQRQoLLcTRQcNna2sr2nZVjMn/lcEfvjA9IsbkomL2Q6Xnp3HTjjVR8uINbb72VqqoqZpbNHNX6DsRqtVJYXEIov4BX3/oPKVl5pGdk4vP5ejUTnmh+v5/fPvRnSpacRWbhVJzuVBwOBwf37eaJJ//KV77ylX4zExnHHE1nMPlrSvbl12w2YzaZCUfChCPhMZ+bsL+bFuPVdHCyaqivw+ftYst7G8gomUmnp5HyN1cTioQ567xPYzYb2dTxzELFizWLnWyZy9j/kePxWU7MLkei/b1NJtOEBPzJjGcz3Jj4z/W0j51BQ/VeHn7kEa65+uoh3RwKBAK0tbTQ2d5Cp6ee+soKjs61MX9qCrm501mwYHzm4BRCCDE+JLgcR06nE0geXB6av3LmkOavHOw0pUMdvROSBKQaTlx2HnUHKrsD0rVr10bncJsYFouFQChMal4RU+Yew4atFeRlpFJSVDjmg4AMRjAYZNXq1XhtGRSWzTOugWgiMXbuK3ft7Dcz0dzYSMUHQ+tzZbVaCfuNORrHMrgczE2L8exDOJDxnNc3dm5OuPBy8kqm09hQj8/rZUZZGW8+/wR5Lgvp+cXjloVK5lCz2MnV57I7uByleXT7k9jsNJa5bG08iPbWjyjgH2k3hHjj1QwXen+udzf5SMmfwoKlHx/UwFM+n49Wj4eu9hZUKEBuVjolU/KxqQiRUJDFixeP2jRWQgghJhcJLsdRsszlsOevHGJLx8SmX/H6avrVKyBVYDKbJmzwkb7U19WjlGLGzFnMmHs0TQ0NbNq2k5w0F1OKi3APIVgfLZFIhLq6Oqqq66hpaqdoxlE4Xc5e5WLnfuGxi/vMTOTm5Q+5z5XFagE/YzrIEQzvpsWEmIC5QBPPTX6B8fkrnT4dFeiiyKXIdYYmNKM7WTOXsWax45G5TGx22uoNUrlpHfXay6/vumvY78twuyFMBonXbmwk56LSMg7uSv657uzooLW1BV97C1alycvOYEbZFFJSUrqb5seex/MmjxBCiPElweU4Sgwux7J/ZaLhjDg4nIB0IsQmO8/Ly8VkMpGbn092bi7NTU1srthNhtvO1OIiUhNGFB0rHo+HPXsPELY6KSqbS7s/zBuDyDz2lZkYTp8rq8W4SREMjm1webhcIxOhv3OTUVBC7jhMITGQQ30uJ2fmcrzmdY1vdvrPfz5P9fZNfP7i5cMOAofbDWGySLx2Y1NDKdOhfqhaa9rb2mhrbcHf2YrLZiE/K4PM4rI+W42MR/9vIYQQE8s0cBExWmLBpdfrpbW1lc1bK7Bl5FM8ZeqY/9GdM28+XfX7Obh3d4/lh7JfvUfqy8zMor2xNun+2htrycjMSrpuvDXUNwCQl3doBF6TyURObi4z5i5AubP5YGcVW7ZV0NraOmb16OrqorziQ7ZX1ZBeWMrU6WXY7fZhnftEsS+/py6czTRniFMXzmblypV9fvmNNVUey5FQ4fC5RibC4XBuPC2TNXM5fn0uY2I3d2YfNQ+b04XNNvzAtr+Mviua0Z/MEq/dWOZSAU3Ve/H5uti97X38nlpKMhwsWTCXY4+eT3Fx8aTojiCEEGLiSOZyHMW+KFXX1LBlZ9WQ+1eOxHCyX5NhCPzBqK8/lLlMpJQiKzubzKwsWjweyvccwG2tprSkaNS+UAeDQfZXV3OwqZX0nEKmT8npcbNgtEZ7HEqfq1jz6qEEl8PpH3a4XCMTYbKfG5/Pi8/nw2qxTrqAYLwzl/FiTclH0pf8cM/oJ1674XCYcDDAzi0b6Dywg7OWX09ubu7gu3EIIYT4yJDgchzZbDZMZguNnUE+MZT+lf0YSt+VoY44OJFD4A+W1+ulvaMdm9VGenrfwaJSisysLDKzsmhtaWF7VQ0O0wFKS4rIzMwcVuY4vl+lIz2babPn9zkn33iP9tgdXIYGF1wOt3/Y4XCNxBvPvl6T/dzEN4mdbM0Vfb7x63OZKDbH7kjm1xxON4TJJHbtPvrYY5Sn5lC9bRMttftYmOLjpv/5CkVFRRNdRSGEEJOUBJfjxOfzEYxosqfMJDO3YMSBZbKJ7wdjqCMOTsQQ+ENxKGuZN+gvyOkZGaRnZNDe1saOAwex7qumtKSQ7OzsQe+jpaWF3VX7u/tVDibDMp6jPcaur9AgMpcj7R822a8RGP7nZaQm87k5NFLs5GoSC+M7FUmicNgILkeSuZzsWeuBBINBFPD5886mo6WRX950LQDf//fzo3LtyoA+Qghx5JLgchzE5q/MLZ2NdfseAoHARFdpSMYzKBqqhuhgPrm5vZvEDiQ1LY3UtDQ6OzrYffAglftrKC0uICcnB5MpeXfkrq4uKvftp9UbIq+olJRxGiRoqCzWWJ/LgQf0GY0RXyfzNTLRJuu5mayD+cCh0WInslnsSDKXkz1r3ZdQKERDXS2+1iaK87MpKju2e2oWq9U64npPtgy5EEKI0SfB5RiLn78yPTqX3OEWXE5mdXWHMpfD5U5JwZ0yi67OTqrqa6k6cJCpRfnk5eV1B5nBYJAD1dXU9NGvcrI5NFrswJnLw71/mBgej+fIylyO1pySo5G5hInJWg/3HITDYWr272fLprexmjRzZs4kPy8Pi8VCV1cXMPLzIYQQ4qNB/lqMkXA4zO49lTR1Bbvnr8zKymLxsYux2WQQhNHSnblMMpjPULncbqZOL8Pr9bKv7iA79mzA2+6hpaUVXzDM3GM/1m+/yslkKKPFHu79w8TwHBaZS8fggsPRnFOyO3NpGfnnfDyz1sM5B5FIhKaGBnaUv8ez61/HU1qKPz8f08aNlLzwArdcc0339SHBpRBCiMGQvxajzO/3s2nTJt7fUk5KdgEfP+PM7v5vnZ2dbHpvE6eccvKoHe+j3nelPjoNSX7cNCQj5XQ6MZktPPPSGsxpuaRm5xPobOODp585LCZAh7g+l6GBm8Ue7v3DhuKj/nmJ5/FMzmlIYGiZy8H0GdZaDzqjF8tcWg+jYGqo/aa11jQ1NtLScJB0p4XV722g4zOfIWPBAhwuF5FwmLr33uPWBx/kJ9ddB4xucCmfQyGEOHIdPn89DwP79u3j3gceIeDIIqukjOp6D+/95jdjEpBM5iaZ46muvg5IPg3JcMW+qC08+/MjngB9tJrqDdVQpiI5XPuHDYV8XnqbzAP6xDKXDvvAweVAfYZff2UN720pH3RG71Cfy8Pnz+Ng+01rrWnxeGiuryHTbefYo2by/vvvU5WTQ/7ChdidTgDMFgv5ixez/9132bJlCzA6waV8DoUQ4sh3+Pz1nOT8fj/3PfgnChafSdn8Y7FGm77GByQxctN29DREM5e5uYf6XI40oBuNAW5gdJvqDdWhzOXgpiKZzKOairERy1xmZk6+4HIomcv++gy7M3N59tm/ct6XvjnoG0Wh8MjnuRxNg/n/bDD9pltbWmiqqyHFZmLhrGmkpqbi9Xp5s7wcZs7sDixjTGYzkcJC6huM/2Mny/kQQggxuclfi1FSXl6OTsll2tyF3YEl9AxIJmg2hCNabCqS/HwjuByNgG40BrgZ6fQeIzWU0WJjJuuopmJsTObMpc9vBJeDuSnUX5/hA7sqSC+aNqQbRaMxWuxoGez/Z/2dg+aD+8jPS8HbVMP8GSWkp6cDxhzB/9m5k9RZs7DW1SWvQE0N6aWlgASXQgghBkf+WoySpuZmnBl5WJLMX5kYkPh8PlpaW3oW6iedmWxVbMTZzs5Ompub48r2LqzpY9/JyiYpmnSfgz3OGB4jHArT1NSEQuHz+dizZxePPPwn5i37DAVTpkdLHUPt/kru/8MfuPKKK7Em9DtKtm+f38fBqlqmzFkICa/pYOVO8mcUUFlZ2W99P9y2lYgzHUdqFp5mT/dyR2oWYWc6q1f9iznz5vd7Uvq6JAZzrnxe48v53r17qfiwYsjHGfT70WvZ8F/HYI85mGMkbrd//34AvD4vu3btxOF04nK6cDqd2O32PqeeOZJ1B5eTcECfWOayqqqKd955B7vdhs1mx2a3YbfZsdls3cvK5szps89wY1UFC8/8dNJj9HWjKBwandFiR2ooN6iS9ZsOhcLsKX8fz55yzll+AwUFh26YxQLLcEkJC+fM4dW776Zt927Syg4dp23XLlIqK5l55pmA9LkUQggxOBJcjpLsrCw6N+1ERyJAzzvesRE3LRYLNquNPz7wR/74wB9HfEyL2cIdd97BHXfeMeJ9jYbMjEw8LZ6BC44ii9lCKBzi8xddRMDbRfFRi6l3vAO806Nc5bY9/P3CT2FzugBYdMwiNr+/Oek+dSSCBsqranBnHurL2elpYMvav/OkAqX6D0b8nR0ctfSTVLU91Wtd476dPHrvz7G7x3aOTIfdwW9/91t++7vfjulxhiMnO4fGpsZxPabVYuXAgQNccumlvdY5HA6cDidOZ/ThclJQUEDAH+he5nAmlEn6cOBwOrvLORyOSRu4TuYBfbKzsklJSeGRPz3CI396ZMDyOhTC8tcnKZy1gLS8Yrqa62nevxObWVHv1dS0eDGbzVjMFsxmM2aLme1vrqFc+dhasSMarBpB6549ewD48MMPee2117DbbVitNmw2G1abFbvNjtVmxWa1YbNZsVqNbc1m86j2KRxK8/xe/aaz8qnZsx1LZwPf+cbXegWW70YDy/SsLAAuu+QSHn3ySQ5OnQqFhXDwl0ptewAAIABJREFUIO6qKi4566zu61f6XAohhBgMCS5Hyfz58/E+/jTVVbuYNvuo7uXxI26uf/sdAsEADrsjaXOvfv/wJqzq6uwiEAzgdrl7Na9Mtp++9p10edJF/e8zEonQ2NSI2WQmJydnTI6RuCwUClFXX4fZZKawsJDW5iYKps4gLS2t1zYFU2fgr99LepZRt4yMDKYmaSYb27ff28Xe/6whd/rc7gFuGis/pLigAHs0QO3vNXS0etC+TjIzMnuVa9zRydSppaSk98wYDfY8xR+nr+3r6upobWslPy+/V/AwVu/HYPfv8/nYtWsXDruDWbNmDXn/Ax0jHA7T0eohFAxhtVpJSc8kEAxQUVGBw+6gqKgIr9eL1+fF5/Xh8/vw+YxH/M2R2tpaGhtHHgA77A4cTkd3prSvQDV+mcvlMgLVXsFsz+B1uIFrJBKhtbUVgIz0yRdc1tbW0tHRwVFzjyI1NZVAIIDf7zeeA378vkM/B/wBIhYLoUiYPe+/g46EUSYzVocDNNQ3r8eSkdf7RtErL6IUKPVqr+O7XW6e/tvTPP23pwddZ4XqIwA99LBarYMuU7lrB9aiOezcuROLxYrVaul+NjlS2VtVyYxZs3A4nVjMlh79pndUbOPshdM4++z/6vH3IRZYhuICS4CCqca2u7dupcXjIWPWLKacfz7mvXu7mwlPdCZXfDQsX768oKamxrJu3boDE12XZG688cbsp556Kq2qqqp386VxkniOBvp9sPsZK21tbWr27NnTn3rqqZpTTz3VN5bHGg2XX355fmpqauS+++5rmOi6HK7kr8UosdvtXHzh+Tz14jPU7JyddMTNWD+4yy6/jOu+ct2Ijvf973+fF158gZtuuokLLrhgNF7CiNTV1XH+J88nOzubF198cVyO2dzczNmfOJvUtFSeffZZPnhvE298sIOTP3lxr7JvvvAUN1z+2SH1KQwEAocGuMnMYu78BUMaJfbuu+9m/gmLezVpy+zYz8r7fzOmfS5/+tOf8vTfnubqq6/m4ot7n4+JtHXrVq686krKysp4+OGHR3XfiX3UYp/Bk044npU33EDJlBKefOLJHttEIhF8Pl9cwOmlq8uLz+ejq6sLn8+L1xtdH3tEA9PY713erh6/d5fxRYNXv6+7GWoyOhIh6PehIxGUyYTV7kANInC02+w4Xc5+A9X4ZbEANxKJENERUlNSJ2XQEKvTVVddyVlnnd1vWa014XC4R/AZ8AcIBPz4/QEO7NvLy2vW4Dan4c7Ko6WuGt1ezZe/+EXcqWlx5Y0A9s0336S6ppoF8xeQkZlBMBAkEAgQDBrP3Y9ggGAgiD/gJxgIEo6EjcA34KeDjhGfg4C3i7JFJ7G/ufe+Kjeto3r7Jmw/uQ0wsvKx99liNuFrriUj1c29996L2+3G7XZjt9tpM5mwzZ5NZk4OTkf0RkXsZobDgcPlojA7G6fTSVdXF2mRCKFIpMd7IsZOc3OzacWKFQWPP/54bVZWVmQ8jnnSSSdNmT59euDxxx/v0fG28v+zd97xUdT5/3/NzmxJ3w2bRgohnQRCRzhFPWzo3YF4SDlF7847z7MB3p2KWH/i4ddyD42eoohdBEEUBbEACnggKj2BkAbpbZNN3Trl98fuLJtkN9nNzhbw83w8eLCZ8pnP7MzOfF6fdztzhsnIyMjYsWNH7ezZs42B6Is/uOSSS1JGjhzJfvTRR02BON6CBQsSN23aNGCGe926dY1//vOfu6U4xpo1a1p43v3t0X+9u+9gqHak4oknnogtLCw0+VtYfv3112HPPfecpqSkRNXQ0MA8+OCDutWrV7d7u82TTz7Zlp+fP/ree+/tyMvL8ywrIqEP5G0hIemj0nDbn/6M1tYWlxk35Yw9g6cXSVYIrjGbzSg/fQrm3h508izMZrPbeo11lWWoKf4ZrYkxOH7ksMfZY31JcBPs8h6iRUus2RdKiGUmpC7JMliM2o4tb0MQBr5E/V0qhud5mM3mPoLTaDD2EaENdTXY/8OPiEwchXCNFh1N9Wg9W4qkhATQcoVLMSsuE8VMB9wLV3eoVCokJydLdq5SIgoZT+q0UhQFhmHAMAwiIiIGrC8oKMCvr7jy3ETRlDzkFbhPqPWPf/4D9Q31uPXWWzFr1iyP+8xxHKxWC8xmC6xWCywWKyxWi0O4iuJ0wDZOgtVZwNbW1uDb776DdnQusvMLwVpZWFkr2hvrYGiuQUJSsuPesrJWWLut6OzsQGdzHQwdbQM7GB0NpKcDP/7o6QkBZWVg7OWMpBCXo0ePxqWXXhoSyZJCkU2bNkV+9dVXkZs3b468/fbbu4LdH8LwmDZtmvHjjz9ucF4m5WTBUG15eqxATGAYDAbqrbfeUq9du9bv4r67u1s2ZswYy+LFi7sfeOCB+OFuk56ezl5yySWGoqIiNbFeDg8iLiVEIZeDsvJuBYk3tQeDQbBqMnqLaJ0K0yZjzGW/QY+uGUUvvojFixcNEHTN1RU4tOcbFE6fiXo2DKXHA1cOJJjlPcTBWyBmJb1FTNYi9b0lxqjFJ6ejuakJJqMRqrAwxCenIzIxHVZT30nTQJSKkclkDouSK0QL9w1/v3+AIC7ZvXXQrMKCIMBsNsFotFlYRatrfytrf8urwWiAodeAb7/9FqWnS3G2+izSR6VLcr5SId6/nohLT/Bmokic/JO7SM42GDRNg6bDoFK5vtbecvjwYezatRO1P+3CxOxRjgmqCKUZ96//wHGPCoIAs8UMQ28vThcfQ3xUGBQKOXp7e9Hb2wu9Xo/iujr0xsUBNG27R+xWeaPR6Pi7zz1jNMLQ0wMjbNeApmlJYnPPnj2LvXv3SnZdLzTefvvtaPH/UBOXooUzLS2NXbdundpqtVJXX311z7p165qjoqIEANi5c2fYgw8+GFdaWqoEgNTUVMvq1atbr7/+eoPYzv/93/+pX3/9dXVdXZ08KSmJ/cMf/tD5xBNPtA/2extqn2effVb9+uuvq6urq+VRUVH89OnTjdu3b29YsGBB4v/+979wAKAoKhoAnC2xQ7VrNBqpO+64I37Lli1RMpkM119/fbdarR5yxlYulwspKSlut/vss8/CV69ePeLUqVNKjuNQUFBgfuaZZ1ovvfTSPi+pwc5rMHdW5/WDfQeu2hnqO/HkGjvz6aefRphMJtmcOXN6nZfrdDpZXFxc1uuvv964devWqO+++y5cpVIJK1eu1C1fvrxzqO/YFb///e97f//73/cCwCOPPOKy+Lkn2wDA3Llzux9//PE4Ii6Hx5DikqKoVADvAkgEwAN4XRCEF+3r7gFwNwAWwHZBEO6nKEoO4A0Ak+ztvysIwmr79t8BSAIgulhcLQhCC0VRSvsxJgNoA7BQEISz9n1uBfCwfftVgiAMnd0hSNA0DY61uF0fyuIymDUZvaG/depUcze0adnIu/zXjgyKoqBrbWnB8fJi/GH5I0jN6hsHG4hyIEDwynuIg/OQtlyqpBWXen07aFUUDv54EPKIGCjCI2FpbkNlVRXk4dEQeM6RaDbYpWJETp8sgUKTiN6uThz5fheiYjQYlVPgUU1ViqKgUtnEjGYYGV8fe+wxbNu+Dbt27sJtt93m66lIyjnLZeDvX/H5LJcHd+6VZVkwcgXS0tIwszDH7QQVRVFQKVXQNTdjXM5oZGVkONaZTCb8WFaGpGuvhXrECK+O39HWhpSuLjTV1ODyyy+HweBy7EjwEYVCkW21WingnMfJwYMHwymKygFsQsVisZQHsYsOtm3bFrV48eLOXbt21VZWVjK33nrryCeeeML63HPPtbEsi/nz5ycvWrSo85133mkEgKNHjyojIiIcqYH/9a9/jVi/fn3MM8880zJ16lTziRMnFPfcc0+C2Wymnn/+eRfm9qH3+ec//zni1VdfjX3sscdar7vuut7u7m7ZZ599FgHY3D6rq6vlCQkJ7CuvvNICAFqtlvO0L8uWLdNu27Ytcu3atU35+fmWNWvWxKxbt04ttjFcuru7ZXfccYd+8uTJZovFQj333HOaOXPmpJw+fboqISGBB4DBzssbBvsO+jPUd+LJNe7Pnj17wgoKCkz9Jw8OHjyoAoCioqLYlStXtj333HOtL730kvr+++9P+Mtf/tIVFRUlrFy5MvaFF14Y9MG1bNmytqeeemro+nBecvHFF5t0Oh197Ngxxfjx490P7Aku8eTtyQL4hyAIhymKigJwiKKobwAkAJgLoFAQBDNFUaJ5+UYASkEQxlEUFQ7gJEVRH4piEcBNgiD83O8YtwHQC4KQRVHUIgD/B2AhRVGxAB4DMAW2YeEhiqI+EwQhsClJPYRhGNsA1g3+EZe+p3SXcqDt7xTz/TMoMgwDi8WC+ORRqHEajBdOnITjRw5j9ITpfYQlMHiNuwuF88EtVqVSSdpuZGQkju/4FpffsgxRTsmSujv1+HrXZ6Bk55IAeZOJ05+Uny7FscM/oYujEaVNQn1ZOX7atxtXzF3gcU3V4XLllVdi2/Zt2LlzZwiLy8BbuKwON1DvLJdSI/52FQrlkPdih14PytyN0dn5jmUmkwk/lZXBmpzstbAEAJ7joGQYx0QVcWX1D01NTZWbN2+OfP3112NKSkpUJpOJUigUQkFBgen222/vnD9/vu8BvBIxcuRI62uvvdYKAIWFhZZPPvmke/fu3REA2jo6OmSdnZ2y66+/vqegoMAKAOL/ANDT00O9/PLLsevXr6+fN2+eAQBycnKsra2tuvvvvz/elbgcap/HH3+8/eWXX45dsWKF7v7773fEBsyYMcMM2Nw+5XK5oFKp+lgSPelLd3c39fbbb6ufeeaZlkWLFvUAwCuvvNL6/fffh3d1dQ0aEP/DDz+ER0REOLLVabVatrq62pEA6KabbupzTd97773m2NjYqM8++yzir3/9a3d3dzc12Hl5g7vvoD+efCdDXWNXnD17Vp6UlDTgQX7o0CElwzDYsGFDg9jGn/70p85XXnlFo9Pp6KioKHbZsmUdN91006BxqnFxcX4Z5IwaNYoFgPLycjkRl94zpLgUBKERQKP9czdFUacAJAP4K4CnBUEw29e1iLsAiKAoigEQBsACYCj3jrkAHrd/3gzgZcqWDvIaAN8IgtAOAHZROxvAh56eYCBhGAY8534wJM6EW1nfxWWwUt4Hoj+Dode3I0p7Lq0+QzOwwAKWZQcMxvtv64y/B+7Bxh9usVK4TZvNZpSXnoS5twfd+naYzWbJ3GMFAejWNcPY2d5HXBo729Gta4YgnLtHQ+HeMJvN+PHQYeT86hqMv/Qax/KWmkrs2voRUpKToZ6UP0gLvnHRRRchMiISZeVlqKmpQVpa6HgoBFNcisf01i3WX/0YKtbRbDajrbEGE/NzHL97UVhahiksAZu4lNO0Q+RKKS5JnctzxMbG8rfffnuXIAi46667wlQqlWC1Wqnbb7+9M9RcY8eNG9dH3IwcOZL97rvvwgFAq9Xyf/jDHzrnzJmTcvHFFxsuueQS44IFC7rHjRtnBYAjR44oTSYTddNNNyU7jxfsybioxsZGOikpqY9QGGqfw4cPK81mM3Xdddd5ZVb3pC91dXWMxWKhZs6c2SeZ0fTp0w1ff/115GDtT5gwwfTuu+82in/L5fI+N3xZWZn8oYceGvHzzz+H6XQ6WhAEymg0UmfPnpWL/RvOefmCp9dnsGvsCpPJJIuJiRnwID927JhyxowZBmdxWlpaqggLCxPS0tJYAIiLi+Pj4uKCEtsTFhbGA7aY0WAc/3zHK78fiqLSAUyErYjgswBmUhT1FAATgH8KgvATbOJwLmyCNBzAclEc2nmLoigOwMewubkKsInVWgAQBIGlKKoTwAjn5Xbq7Mv69+t2ALcDCOoAiabpQcUlE6IJffw90JYyllOjiUVxbZnjb8cglGMd9UTdbetM/20vNKR2i5XCbVpso7nXijGX/QbW8DAUFRVJ5nrd29uDKZdfhZLdn6ImIRVR2iR06xrR3VyL8TMuQ8nhHxzbhsK9cfpkCZLHTAQdHY3uTr1DEMenZaI0Uo2a4p+Rt2SB346vUChw6aWX4osdX2DXrl3405/+5LdjeUsoWC6DLS45+7tkMFEnCAIaas4gKzUJ4eG2EklSCEsAEDgOjFwuqbgkdS7d8/bbb0dTFIUHHnhA99RTT8UFKu5SoVAIXV1dAy5ue3u7DABUKpVDGPUXSRRFCTzPOy7qBx980Hzffffpv/jii4jdu3eHP/3009pnnnmmefny5Z3iROd7773XMGbMmAGWIFcWqKH2aW1tpcV+eH7GQ7cbFxfH1dbWMgCGVe5JpVLx+fn5bgXXb3/72+TY2FjuhRdeaE5PT2cVCoVw2WWXpVkslj4/EG/Pyxc8vT6DXWNX7Wq1Wlav1w+4v06cOKGaO3duH6vk4cOHVXl5eWbxWRNMt1idTkcDQEJCQui5f50HeCwuKYqKhE0QLhMEoctumdQAmA5gKoCPKIrKADANAAdgpH39PoqidgqCUAWbS2y93b32YwBLYIu1dPXGEQZZ3neBILwO4HUAmDJlStCmRG2Wy+G7xQYroY4/B9pSx3L2zwhLM7aHUP2ZCkc9UXfbijjXHr1QkVJcSuE27dxGnL4HvT8exPjx45GWqJUsxlGjiQVTq8P8v9yL6tPF6O7UIzknG6N+Nw+7P34PlOzc+y0U7g29vh3qhGSMyhuL4pJidIhxooYesGYzUpLiceD7vX59Flx55ZX4YscX2LlrJxGXdkTPkmCLSzHedDDLZVNjAzRhDBISEgBIJywBABwHWqXyi+WSMJDU1FT2scceq509e7Zx2rRppnfeeScmEMfNycmxfPXVVxEsy/a51w4cOKCSyWRwJTQGY/LkyZbJkydbHnnkEf0tt9yS8Oabb6qXL1/eOXHiRLNSqRQqKyvlYkKVoRhqn66uLlapVArbt2+PmDJlist+KhQKob8Hjyd9GTNmjEUulwt79uwJmzBhgqPtH3/80aeMXc3NzbLy8nLFxx9/XC8mwTlz5gzT1tbm+IFNmDDBPNR5eYOr76A/3lwfd9fY1bYTJkwwr127tk82sN7eXqqqqkoxbdq0PgmMjh49qhw/frxjWTDdYg8fPqykaRrTpk3z2hWZ4KG4tCfp+RjAB4IgbLEvrgOwxW55/JGiKB6AFsAfAHwpCIIVQAtFUf+DLWayShCEesDhXrseNiH6rr2tVAB1dtEaA6Ddvvxyp66kAPhu+KfrX4Z2i3UvLoOVUEesDVd+6H+ISkhF/oSpDsHm60DbH0lT+pf4aD1bhtrK04jpqsbdd93Zp71glwMJJlLGXErhNu3cRoPuEADb70XKGEdRMOoaa5E17lxbjdWV6Gk6C7lK5XDHC4V7Q5zUiY6ZiYsumg5dawtMRiO4CCUO65qgU0eh2sj49Vkwffp0RIRHoLS0FHX1dYjTxoVExmipJkeGM2F3Llts8BP6AO5FXXdXF9judmSNs7lOO4TlyJG+C0vAJi795BZLGIhzDcLrrrvOeN111wWktuTdd9/d8f7778csXrw4cfny5XqNRsMfOHBA9cQTT8TNnz+/S0wwMxQnT56Uv/rqqzFz587tTU9Pt9bW1jI//PBDWGFhoQkAoqOjhWXLlrX/v//3/7QAcO211/ZarVbq6NGjyiNHjihfeuklXf82Pdnnzjvv1D/zzDPa8PBw4dprr+01GAyyzz77LGLVqlXtADBq1Cjr999/H37q1Cm5RqPhY2NjOU/ajYqKEm699dbOJ598UpuYmMjm5+dbXnvtNXVFRYXCl4Q+Wq2Wj42N5dauXRuTk5NjaW1tpR944IE4ZwtxdHS0MNR5eYOr76D/O86T72Soa+yKOXPm9D766KNxVVVVTEZGBgsAP//8s5LjOEyfPr3PfidOnFDNmzfPEY/qrVtsV1cXderUKQUAWK1Wqrm5mTl48KAyKirKYUn2ZBsA+Pbbb8OnTp1q1Gg0oZdy/zzAk2yxFIB1AE4JgvAfp1WfApgF4Dt7VjMFAB2AGgCzKIp6Hza32OkAXrCLRrUgCDq7WP0tgJ32tj4DcCuAAwDmA9gtCIJAUdRXAP5NUZQYQHU1gBU+nbEfoWkaEHgIguDS/ceduPRFhPkSuuIsaEdPvgTfbHwLP+z6AoVTfgXO1D2sgbbgZFj2V9IU5xIf32x6D/VnqvD4P+9xOfAOZjmQYCJlzKUUbtPObThiyWjGqzaGYjDBeO21s7Hjq6/6bB/se6O/9TQhMREcy2HH51tAy4A5ty2D3N4Xf2WxVSqVmHnpTHz55ZfYvHEjrBwfEhmjpbBcDnfCzpHQJ+huse4tl1arFc11ZzE+NwMMw8BsNuPn8nKbsNRqpeoAEZe/AMaPH2/Zu3dvzcqVK7Xz5s1L6e7ulqWlpVnvvPPO9hUrVnicPDEqKoqvqKhQLFmyJLqtrY3WaDT8lVde2fPSSy85Sjk8/fTTbcnJyeyrr76qfuSRR+JUKpWQkZFhufnmm92Wnhhqn+eee06n1WrZV199VbNy5cr46Ohobvr06Q5h/sADD+hPnjypnDJlSrrBYKDEMhye9OWFF15oNZlM1F/+8pckwFae4rbbbuvYunVrlLffswhN01i/fn3DsmXL4idPnpyenJzMPvHEE639y2IMdV7e4O476L/dUN+JJ9e4P+PHj7fMmDHDuG7dumjRffXQoUPKhIQENjU11SHSz549y+h0Onrq1KluhepQ7N+/X3Xttdemin+/9dZb6rfeeks9ffp044EDB2o93YbneWzevDnq8ccfHzDhQfAMT6ZmL4bNffUERVFH7cseAvAmgDcpiiqGLWnPrXZB+F8AbwEohs2t9S1BEI5TFBUB4Cu7sKRhE5Zr7e2tA/AeRVEVsFksFwGAIAjtFEU9CeAn+3b/r1/8ZsjByGwvY1cDAncJfYYlwnwMXXElaGdcNQeHvvsSJd99hj/++c8Yt9jzgbYrMe3PWE6xxEdyejpqm5oGFVHBKgcSTKR0i5XCbdq5Dc7u7idayKWMcXQnGGtqa1xuH8x7w5UYrjldgrITR3DzspUOYQn4N4vtlVdciR1ffIFt27/Afc+8GtTSLCK+iktfJuwcMZdBzhY7mOWyvvoMRidpERUVBbPZjJ/KymBOSpJOWAJ+FZckoU9oMXXqVPPXX39dP9g24sDbmdWrV7evXr26HQBSU1O5HTt2NAx1rHvuuafznnvucSsmnS24nuwjk8nw0EMPdTz00EMdrtbn5eVZDx48OKDvnvQlIiJCeO+995oBNDsvf/HFF92KDlf9788111xjPHXqVLXzsiVLlvTJIDvYefU/xlB/u/sOvP2uPb3G/XniiSd0S5YsSVqxYoU+MjJSuO+++zrvu+++PsdIT09nBUFwPdDwkNmzZxuHasOTbd59992oiIgI4dZbbx3UJZfgHk+yxX4P91LmZhfb98BWjqT/8l7Y6li6OobJ1T72dW/CJmTPC+RyBv1jF0TcJfQJRuZKV4JWrlBg+tVzwFvNkDNySWLg/J00RaW0lbMQy1sQbEjpFitFfKJzGyx3LgumP2IcFQoFcvMLHO6QpSXFYCQueyIV/cUwHynDyOsXIj55oGXNX8+CGb+aAZoCGE0iIjXxfdYFq2yPr+LSF6+J0Eno49py2dLUhEi5gJEjR9oslv4QlrYOSC4uSUIfAuGXx1VXXWV88MEH28rKyuSTJk0K+bIeZrOZWrduXeNQmboJ7iHfnMTIGRqcmwGRO7fYYGSuDISgDUTSFDF+ymwetifFBYfZbEZjXQ3MvT1orKv1udyHFPGJzm2U1rWiy8zixJ5eaBSC5DGOrtwhG8tPgLVaQtJi4mw9VWtise94YJ8FKqUKBfn56I1IwJmzZ1BYWNhnfTDK9vgqLn15voVOQh+75ZI5J+p6e3pgaG/GpMJ8WCwW/FxWBpM/hCXgEJeiV8hwsmYSCAQCACxbtsythTjU+Nvf/hZSJYDOR8jbQmIYhnFrLXInLnPzC2BoqUVjdWWf5edE2FjJ+6nRxKJb59p7o1vXBLUm1udjiIKiZPdW7N++CScO7sP+7ZtQsnurZIJCZbdImUxEXAI2YVVUVIQWM4Uxl/0GPbJwFBUVoc6NW6iniBa2mYU5SA9jMbMwB0uXLvUqFk9sg+9owKk925AZF+V1G0Ph7A75q9/ciHEXzcSvfnMjCn59PWQ0I2ndT38QjGcBAFwycya6dc2oqqoasE6q54E3+CoufXm+BTOhj9lsxvEjh7Fn905UV1VA4HlHbDLHcWiqPYO8rHQIguBfYWk7IIm5JBAIBILXEMulxCjkDCxeWi59sQwN1xLjN6tiv+64i4ETBAHHjxz2OSuluI/JRNxinYXVyF4Ler7fhzFjxiArbaQkcXNSxCcqFApERKmhjIhCXsFYyeP43LlDJqSORkJGPgxdzW72DA2ClcX2xoWL8NraN3DmdAl6uq9EZJStRniwyvYwjG8xw74834KV0Ke/xb3JYEuPZuixhf3U11YjJU6NsLAwvwtLQRBACQJkMhmJuSQQCASCVxBxKTFyhobRrbh0ndAH8D5zJeVjRh+pB7GDhdL0FyVSll055xZLxKWzsOosLQVgG8QFK27OHeK1UvkhDnJwd8gEdLTXSX5MqQlGFtuYGDWmTZuK/bs+wUc0h6kzfx3Usj2+Wi6H+3zjOA4cz4ECBVoWOEudqwREvDIKrUYOZRWlaKyvh5I3IyE+2SYsExP9Z7GE7XtQ9EsKRmIuCQQCgeAJRFxKjEIuB2d1PdsuzoT3T+jj2DfAmSuDMYiVuvalKFCIuOwrrCjK5vEuuoEGI27OHeK18kf9xMHjl5sdSbVCnWBksb399jtw4Icf8P0XH+PicZmYWTh20OfBcGpIeooUpUiG83wTjyeXywMqhFxZ3HleQIQmDrTMimMH92He767DofJym7CMixukNe+xmM2oKilBh14PtUaDlKwsyP0gLgkEAoFw4UMHzqDYAAAgAElEQVTEpcQwDAOONbhdN2niJIRHhAe4V+4J9CBW6tqXKpXoFts35tKfA99A4s15OAsrcWAsup/5KxnMcBCvlXjtpMSdO2Rz7Rk0V53E6PTRkh/zQmH8+PG4cf4CbP54M3Z8sws3LrrJraCQ0vvAFVKIS8D751uwkvm4sriLE0PKKA1UjAzFNTV+EZZNNTV4f+NG9KSlAUlJQHk5wr78EjdddBEwdiwRlwQCgUDwCiIuJYamafCc6wERQ9M4fOQw1DHqAPcqdJA6S63SRSkSfw98A4W35+EsrGSyc+IyWHFz7jhnuZTeLdadO2RT+QnwHEsyXg7BPffcjT179qC4uBibNm3CokWLBmwjtfeBK6QSl97CBqkMiSuLOy/w4FkWvW11MFApfrNYvr9xI4QbbkBS5rlr2XbyJDa+/z6unTmTiEsCgUAgeAUZaUkMwzAQeNdusbRT1j+pCLXECEP1R+ostY6EPvZSJG6zhc6aiw83bITFEvIllgAM7zycs/Me3b0NuppylOz7StLsvFIgXit/xFwCrjPb3rxkCRh5aJx/KBMZGYUHHngAAPDf//4XTc0Df6uDeR+E270PfCVY4tJqD1lgApwptn+WYIEXYDQY0FZXhda6Coy85BLJhSUAVJWUoCctDdGZfa9lVEYGDKNHo7i4mCT0IRAIBIJXEHEpMQzDuLVcSlnYPuQSI3jYH6lLLThiLu3ZYgMx8A0Ewz0PUViN1kbg1J5tQHeL5OU+fEV0i/Wnm7LoDnnprCtROHES5ERYesyvf/1rzPr1LBiMBjy9+ukBQiAQNXL9MRHnCWKmWHmAY3MdE0O7PsW3H7+HA998jmM7t+D4t58g/eKLEJec7Jfjduj1NldYF/CJiWjT60lCHwKBQCB4BXGLlRiapsG5mW0Xi2GHeq09fyJ1ltpzpUhsgiUQA99A4Mt5KBQKZOXkQhkRBXWsNmQsliLiRMD5GAP7S+H+++/Hjz/9iH3f78POnTtx1VVXOdYNnjTJu9hedzHFQXOLdUroE2hiYtSYc901aK6thFwmw359LbrVkRjZz6ooJWqNBigvH7BcrlTCVFsL9dSpxC2WQCAQCF5BLJcSM6hbrD21PevGsvlLwZXb4nCta/1LkUjtdhssfD0Pmf1e49zci8GC4zhYWSsoUEERvUL/QqwEl8TFxeHee+4FADzzzDPo7Ox0rJPK+6CutgZFRUXYd7wM1UYG+46XoaioCHW1NUF0i7XXuGQCN+9qNBpRXVmOruYajM9Jx/W/+x0SsrMQNnYsoFKB9mNfMgoKEFlTg67Kvteyu6oK4XV1SE1NJeKSQCAQCF5BLJcSQ9M0IPC2ItT9XIDElzPHhtaAPxhIlaVWzDgqiktfiqe7IxiZZ309D/Fe47nQspKLsaJKlTKgLnLEHc975s2bhx07duDI0SN48cUX8eijjwKQxvtgqKRAl112GYAgiMsAZou1Wq1obmwA29OB0alJiImJwbFjx3DgxAko09Mhs/fBn0JXoVTi5oUL8f7GjWgUs8U2NiKypgYLFi6E3mCQVFyOGjUKM2fOJEKVQCAQLmCIuPQDjIwGy7IDBihizKUAATzPS5K5MtQSIwS6P67qXE4cW4Bt77wEbXoeUrLy0KtvHbbbbbAyz/o6gKdp6eJ7vWEoIe4oQ+KHTLEEaZHJZHj44ZVYtGgxtn62Fddddy2mTJkKwPcauUOVJKqrPgvgwswWy/M8Wpub0atvQUrCCCRnj0N9fT3+9cILqIyJAZeRAUVbG0pOnAAsFr8LscQ027WsLC621bnMzkbmvHmgZDLUFxc7rLlS9KOmpgb79u0L+HUlEAgEQuAg4tIPyOUMOI5zOUBhaAYsx/osLkPNEkMhOP0Ry1mYTKY+QrDwijmoOv4zDu34CHPnzsWli70vj9DV1YUX/vMfJI6ZiPi0TIzKKYBcqZS05MJg+DKAD4ZbrCdC3Gz2fzIfgnSkp4/GbX+5DWvWrMGqVU9hw8YNjokBX7wPhoopNujOALjwssW2t7WhvbkeCepI5I0bA6VSCbPZjGfXr0fTrFnQFhRAFREBADhutQLPPw8EYMJOrlAgb9LAa2kNC3NMCJEyPgQCgUDwBCIu/YBCzrhP6kPTYDkWHMcFNK7nQkUUKQZj7wA3u4kXz0JjdSWO7N6KS2dd6VW7dbU1eKmoCObIBDAj0lBaVo6f9u3GFXMXOKwrpSXFkrj2DsZwB/CBdsH2tPahyUyS+Zxv/PHWP+Kbr79BZVUl3lj7Bu6++26f2xwqKdAota0WcKDj0/2VLbanuxutjXWIkFOYkJeJyMhIx7ri4mJUx8YiZswYh7AEADoxEcjPh662VtK+eAOj0aDLYLD1h7iyEggEAsEDyFSkH2AY2u2Mu5TlSAjn3GI729slK0EiCqWsi6/D5OsWInfqTEy5dgEKZl2PXVs/gtViCfnMs6JbbKAyE3taOsXhFuunGpdDElpe5OcFcrkcDz/8MChQeO+991BW5loUesNQSYGy88YACF5CH6ncYk0mE6qrKtDZWI28UUkoLBjTR1gCQFlVFQyJiQjrt1zgeSApCWajUZK+DIfImBjo7deA1LkkEAgEgicQcekHFAzjVjyK5UiIuJQGR7ZYo1GyEiSiUErNyoXF0ONYHp+WiaiEVFSfLg75zLOOOoEBcov1tHRKsMqQhJgX+XlHYWEhbrzxRrAci1WrVvn8/HLUddy9Ffu3b8KJg/uwf/smlOzeisWLFiIsLBzA+SsuWZZFfW0NmqpOY5Q2CpPGj4VGoxmwncFgQBvHQdnTM+Am5XkeaGxEVEyMT33xBYVSCbP9t0rqXBIIBALBE4i49APywdxiJY+FC60Z4EDPSCvt2WKtLCdZCRJRKGm1cbD2dqK7U+9YF6VNQnX5Sa9KLgQDh4U8QG6xnpZOERMvideNcP5w1913ISE+ASUnS/D222/73N5gJYmCV+fSN3HJ8zxamppQXVYCbRiFKRPGIjEx0aWo4nkex6qqkH355Yiurx9QDsTS0ACcPImUrKxh9UUyoqMBiiJusQQCgUDwCBL05wfkDAPW7D7mEvB90B9qM8DB6o9SoYTA87BazTh14FvI5EpMvuwayO2z7cMpQSLGg9EMjbEFY1FcUoyOiBgowiNRefQHKHuasey++4JSp9FTAu0W62npFFFckmyx5x+REZFYsWIFli1fhldefQUmkwl33nmnT799dzHFwatzOfyEPvr2drQ310MbHY6csXlDun5X1dZCHxmJhMREl+VAhE2bAJaFKixsWOciFbRSCURGEnFJIBAIBI8g4tIPMAwDnrO4XOcQl8QtVhLq62pB0zTi86dgzGW/wYnDB7H/m+2YcvlVYCAMqwRJf6F00UXToWttQW3FaYSb2vDIk6sGxE2FGoF2i/W0dEqwYy5JrJdvzJw5E488/Aj+/e9/48233sSkSZMwY8YMyY8TPHHpfUKf3p4etDbWIYwWUJgzGlFRUUPu09TUhC8OHgSlVkPf3o6MgoIB5UDqk5PR3NICOsiJ3yiaBqKjAzZRRSAQCITzGyIu/YBNXA5uueQDWCLiQkVMvDP+6hshj4jGpJlX4KJZ1+LkkR9x+IsNWHLzzRi32PPaeyKDCaV77r035IUlEHi3WMCz0ilBK0USYpb+85nrr78eR44ewbZt29DU5NoV2lcCne1YxJuYS7PZjOaGOlAWA3JGpSA21jPX+4qKCjzw+uswFhaCVqmA8nJE7tqFmxcu7FMORJwICXZWcZ7ngehomC2uJ0yHA5nkIRAIhAsXIi79AE3T4DnWZUF5cdDEEsulz4iJd9QKC3p7e3HgwAHHoNAkj8R7772H+J27HNv3H9C4GuAITjGsHMei9qc9MBtNUKpUiI2Lx1tvv+Nyv8jISPzxj3/0eIDpbwLtFisyVOkUk58T+rj6zfU/lifbEAbH34In6JbLQcQly7JoaWqEuasd6ckJSEjI8LgGZFtbGx5auxb8kiVIGTfOsbyrshLvb7SV7JHbJ2NYP2RpHQ48xwEKBXokEIShFs5BIBAIBOkh4tIPMAyDhrpafLRl64CC8la75YbniIuRr4iJd+IVJtTW1KK8vNyxrq3XjFN7voYyYmgXNU8QeB5WswkCz4OSySBXqkD1G1AmJSVh8eLFkhzPVxxusSE2iWH2Y53LutoafLhh44Df3OJFC88d32hAUVGRy21SUtMk7xNheIRiQh9BEKBraUFnWxNS4jRIHl/gVeKfpuZmbP72W3SNHYs0J2EJANGZmWhMS0NlcbHDeilOQAbbcsnxPCCTwcgwsFgsIR1rTiAQCITgQ8SlH+A4Dtu//Bq/mn/bgOQm27dvgyDwkg36A+1dNJTVRwhg9lox8U6HATCbjcjKyERUdBQio2Nw3NqBX912G1LTMwfs52r23N2MOkVRaNe14qdDhxAzMgNRcYnobm1CZ0MVpk2ZjFhtHL788iv89PNPIeXq5aqeaihY7LyNufS0z6KLdMGsuQN+cx9u2Ijrr58LgefRYzC43Wbp0qVk4Owl/rrn/SkuB7un3CX06dDr0dZcjxGRKkwuyEWYF0l2OI5D2dmzqLJYwKnVkIeHu94wKQkd+nOZqUPGcsnztmyxsbHo6OhAfHx8UPtDIBAIhNCGiEs/UFpaioiENJcF5eNGj0Hbj3vAuYnJ9JggeBcNZhmKiJTGQugNufkF+PiTT9DKRyFm5GjEjEwHJXA4W34S4ZwBd937iM9iwWw2o6ioCHP++o8BgqRk91bcfMsfUVJyEj/9/FNICROxnqroFjvYtQukxc6bUiTe9Fl0kXb1mzsTn4qqijJYzSbEjZvqdpvSkuJBXXoJ56D8/ACiaRoUKAgQwHGcZAJrqHuqf0IfQ28vWhrroKI4jMsahejoaK+OZzAYcKyqCh3R0UjIyECH0Qg4eVj0obER6uxsx59cqFgu7f1QREejQSJxGUoTcQQCgUCQFiIu/UBHZyeitYkQeAGUrO8gLDouCQLPgTvP3GKHsgzdcsstQekXz3ForjgBo9GA2KgIcIYONFUUI1YinTeUaCktKYbFnugilOL2HPVUOW7IaxdIi52npUi87bPoIu2KKG0iujobIPA8IgfZpkPf7u3pEPwIzdBgWVYycenJPSWKS4qiUFt9BoKxG1lpyRgxYoTX8YKtOh2O1teDTk1FvD0WO6OgAJG7dqGrshLRmef60FVZiciaGmTOm+dYFlKWSwDhERFoNhjAsuywBS+JuSQQCIQLH8+yEBC8YkRsLCxdbTAYDAPW9bY1g5LRIRcLNxSDiazw+FRUnD4VlD4l5hRi6uwbwFnMoE165OVk49bljyAxpxClJcU+H2Mo0dKhb3cIplCyXDq7xQ517aT4njxFdIsdSoh722eNJhbdOteZS7t1TYiOiQElk6FnkG3UmtBIxkSwIbVrrCf3lMViAWs2Q99YjZHRSkyZMA5ardYrUcTzPMrPnsVPLS2IyM1FjFOSL4VSiZsXLgS1ZQsaN25E4969aNy4EdSWLbh54UJHMh/AyXIZbHFp7wctl4OPjkZnZ2dQ+0MgEAiE0IaISz9QUFAAubEd9eUlMBlNjuWN1ZVoqy6DXKU670qRDCWyOjs6Atyjc31SKFVQJ6Uhe8J0ZI2bBLlCIZklaijRotbEOlkuQ0dcOrvFeiKQA4XJ7FnMpbd9zs0vgKGlFo3VlX2WN1ZXwtBSi8ysHMiVKrSeLXW7TV7BWG9P5xeL0WgE4N8JFanF5aD31IhEVJ89g4YzZWitPo20xDgkJyd7nAVWxGQy4VBpKSoAxOXlQeniPk9Ms5XsWZSdjdlWKxZlZ2Pp0qVITOvr6h0qbrG83YVVRlFQqtVoDsKznkAgEAjnD8Qt1g8olUrcfutNWPPW+zh78gi0aVkwdbXD0FIL7YhYtHfowUpUvy1QsSti8hxXdOuakDnaPmgLYCiN2CcmbAQA9Ilj7dY1QV2Y4/MxcvML8NXOXWisrhzgSmcTJDfAbBEzoHqWpCYQOLvFDnXtpPiePMXsYSkSb/s8WG3SxYsWguMFUDIZIsLCULJ7q8ttQsnyHOrU1dUBAFJSkv12DKnFpbt7ymK2oLHqFEZnJ0JFcRA4zquEPSLt7e04UlsLJCcjXqsddFu5QtGnpqUrHG6xwRaXdpEro2lExsSgvqYGeTzvtfB2hsRcEggEwoULsVz6ibS0NDy+4p+Yf+kERHWexZTsFCxduhQRUbaEEL66xfo7oUZ/hrIMZeeNCWh/nPvUrWsBAIdgl9ISJYqWkt1bsX/7Jpw4uA/7t29Cye6tDkFiMdssl6EkThxF6DluyGsXSIudp6VIhtPnlFSbRWhmYQ7Sw1jMLMzB0qVL+yT/UajChtyGMDQOcZma6rdjSC0uXd1TPMej6uQRKIxtmPu73zpEjze/ZUEQUFVTgx8aGqDKzoZ6CGHpKZz9vINtueTsMZcymQw0TYONiEBXV9ew2iIxlwQCgXDhQyyXfkShUODiiy/GuHHjcKKsCizLDsjieb4wlGUoGMJK7NM//vkvdHIMkqJVaK88LnmfRNFSWlKMDn071IU5yCu4wdF+KLrFyuhzMZehdO3OlSIZXFwOt88KhcJlxlfnQa27bQie0dXVhY7ODoSpwjAidoTfjiO1uHR1TzVXV4Bvq8Hyv//VNlFk8W6iyGKxoLiqCk1yObRjxkiafCfUEvqI/ZCr1Wjp6IBarQ5mtwgEAoEQohBxGQCio6NRkJWO4ooKUHZvIJ9LkQSBwURWR4d+6Ab81KdpU6fi7bfWwZqTipk3Lugj/KRiMEFyLqFP6GWLFQeGQwnkQOHIFutBnctQ6TOhL+dcYlP8aoliaNvrScrkZ873VGtLCxISI3HjnSsQbq896Y247OzsxOGzZ8EmJiIhIUGyPoqwIRJzKX7/ohtsZEwM6hsakC0IxBJJIBAIhAEQcRkg1Go18tJZdLW3QBD4864UiUgoWn3CIyKgCAtH2ujMoPTNMSANIculs1usSChcu3NusZ7Fp4ZCnwl9cRaX/kRqy6WIeE/VVp9BcozKISwBz8SlIAiobWhASXs7IjMzER0ZKWn/RELOcmkXl3KFAnqlEj09PYiKGl59YxJzSSAQCBcuRFwGEK1WC8ZqgKGjHRZ7EhhfcX5Jm81mnD5ZAr2+HRpNLHLzCwJeezEYgwbxHLu7u2E0GkHTNGiahkwmC8jMuiOhTwhZLkUrgwABvI/JN6REzBYbSjVBCd5RW1sLAEj1Y7wl4D9xCQAGgwG8sRuJuel9loviUi6Xu9zParXi1JkzqKMojBgzxq9WxZDJFuuU0EeEVqvR1tHhtbgklk4CgUC48CHiMsCEh4ejs6kWDTVnfCoO3v8lXVdbgw83bES4PZaouLYMX+3chcWLFgYmWUkQBw1hYWFQKpT4YP0H+GD9B33W0TLaITZphgZDM+f+dvXPvk1qaiqam5sho2UD92HoPu3q220uwaHmrknLaHA8FzBx6cnkhqd1Lv2FEMh0xhco57vlEgBaG+sxOiVpwO9iMMtld3c3jpw5A5NWi/ikJL8KJZ7nITgl0gkmnIt+RKrVqC0vR7qfJxgIBAKBcP5BxGWAEQdM4RSH2qoKpGVm+zx4MJvN+HDDRhTMmjugXMaHGzZi6dKlISd8pEShUMBsMYNhGDAMA47lwHEceIEHx3PgeA6wetemTCbD8RPHPd5epVQhIjLCy577F5q2iUuWY/1u/RhqckMUnu3NzbAYDZAFeDKCWEyko6a2BsD5a7ns6e4Gw5kRFxc3YJ07cdnQ1ITjLS0IS0/HiOhoSfvjCtFqSTNM0O/d/gl9AECpUqFFJoPBYOjjVkwgEAgEAhGXAUZ8QWvUMYiLVqL2bBXSRmf6NIA4fbIE4fGpfYQlACSNysSZ+FSUlhRf0HFr4uDmyiuvxFOrnnIs53kePM+D5VjwHA+O48BxLFiOcwhQcRnnWG/7m+cFWK1Wp2X9/7FgRRHL88jOzoIqhOpcAvaMsVZbuQV/MtTkxvwb5mHzlk8QHp+K9GmzoG+ux1tvv4VbliwhJUDOMw4cOICjR4+CltHIzMwcegcf8Je41DXVIyct2eUzt7+4ZFkWZWfP4gzHYUReHuQBmqQLlTIkwMCEPiIytRrtHR1EXBIIBAKhD8F/c/3CEF/QPM8jIz0dbEUlaqvPIHXU6GELTL2+HVHaRJfrorSJ6NC3D7u/5wNhYTZRZzQY+yyXyWSQyWQhMUALBmK2TZ6XLtumKwab3CjXJGLNmjW4bNHtSErLRElDB9TJo1F41axfhFX9QkKna8UjjzwCALjjjjswYoT/ypAAzkmppBOXnR0dUMl4xMbGulwvisuqqiro2tuh6+1F3JQpSMrJCagFMVSS+QADE/qIRKjVqKuuRsrIkV63SRL6EAgEwoVLaGT5+AXhPEChKArZmRmIkLFoqKsdVnuCIECjiUW3rsnl+m5dE9Qa1wMpfxCMQUNYmG3m3Gg0DrHlLwtxIoOVsJSDKwab3DAYjVCOGImkUZm2ODJBgIySIXl0FsLtVvWAQsa0w4LneTz66GPQd+gxbeo0LFq0CMePHMae3Ttx/MhhRxZgKZHacikIAtqaGzA6zX2saE9PDzByJN7X6fCy1YqPzGas37IFzbXDez4Pl1ApQwL0TehjMZtRevgwfti1C9WnT6PFYPDq2gfbxZdAIBAI/if4b65fODKZDHnZWSgpLUNjQz2SRiZ7tJ/zSzo3vwBf7dyFxurKAW6JhpZa5BXcIHm/B/QHwU3oAwAGoyFoffAHvmb/ldF2K7mf3WI1mlgU15a5XNfWUIPU/IkAAJbr6+oXSKs6GdP6xrvvvoODPx6ERq3BnXfcjv/+979+Tx4mtbjUt7cjSkkjJibG5Xqz2YxmhgHmzwfz298iIT0dNMOgq7IS72+0WdkD5RYbSpZLMaGPvrkZRbt2oSctDUhKAsrLQRcXYyRFYcrkyUHuJYFAIBBCBSIuQwCappGfm40TJ0vR0kQjPtG1FcgdSqUSixctxIcbNuKMfcDXrWuCoaUWixctvODdDsPDbeLSZDQFuSfSIUX230C5xQ42uQFTD2RW23VhWTFJiW3A3K1rgrowx699I/jOiRMnsHnzxwCAh1euxJdf7wxI8jApxaUgCNC3NGB8bobbbUpKSmAdMwZITUWEVgvafvzozEw0pqWhsrgYeZMCE7seKmVIANiy1vI8vvn2W4z429+Q5BRrqxs3Ds+++y7ezMtDRERoJTQjEAgEQnAI/puLAMA2iBg7JhfHS0rRxjAYodV6tX9KahqWLl2K0pJidOjboS7MQV7BDRe8sAQAlWi5NFwYlkupsv8Gyi12sMmNO+++Cx9v+RSN1ZWI0MQDsIneQFrVCcOnu7sbK1asQFdXF/5+x98Rq44JWPIwKcVlW2srRkSFITIy0u02Or0eXFwcoFINFHVJSejQ633uh6eEnOXSZIJx9GhE90vipM3Px9ncXGzctg2L58xxeJEMBYm5JBAIhAsXIi6DhKuXq1wux9gxOThWUgqapqHWaLxqU6FQXNBZYd0RprINaC6UmEupsv+KA1N/u8UCg09uiMKTC4uBrqYcraZexJkbfxFW9fMZQRDw5JNPorGpEflj8nHrrbdi/749AUseJpW45DgOnW1NmJQ/uJVcq9GAa24GCgsh6y/qGhuhzs72qR/e4LBchoC45O2WS1my65ANZWYmdG1t2F9Whinp6W7djgESc0kgEAi/BIi4DDBDvVyVSiXGjcnBsZLTkMlkiHbzoo6JicHYsWNDanBeOK7Qq5hAqRBT4V8o4lKq7L+5eblITEx0DFT9jbvJDVF47tj+OQ5+dRrxiYmBzxJLUZg8aTKioqMCd8zznC1btmDX7l2ICI/A6tX/hlwuHzS+Vmo354SEBEyYMAEymU1gDTcGWdfSggR11JBWtdzcXAgnTwITJ/bJjNpVWYnImhpkzpvn2wl5ARtqpUhkMqCx0fUGjY1Izs6GMisL+ysrMTEhAYkJCYHtJIFAIBBCBpItNgQJCwvDuDHZaKs/i96eHpfbdHV1obi4GBaL9FkahwNFUTh+4jhKS0sDfmxxgGkymwImpPyJVNl/qyqrcOToEXB+jrn0BIVCgbT0DNQ0NoHlBxapDwSHDh9CeVl5wI5nNpslzagqdXuDUVFZgeeffx4A8NBDDyElJRWALb7W0FJri6d14pyb81jJ+tDR0YGjR4/CYDCgrrYGRUVF2He8DNVGBvuOl6GoqAh1tTWDtsGyLHr0LUhNGTpRmslkQmZ6OrR796Jl82Y07t2Lxo0bQW3ZgpsXLgxYMh/gnOWSDgFxyfM8oFIhsroaXZV9r7tDeI8di7CICGjy8nCorQ2V1dXE9XUY6PV62R133h2n1+vJ2IxAIJy3BP/NRXBJREQECnIycKKsEknp2aRQ9SDIZDKEqcJgNBlhMpnO+8QSUmX/DaRbrCeYTLbEPsGwbgcaKRIy+bO9wTCZjFjx4AqYLWbM+d0czJ4927EukMnDRKud0Wgcdgxya3MTkuM0Ht1zLZ2dKG9uBi8IWJidjZ7ubqizs5E5b15AhSVgE3TjCguR6GVyN7/0xW65/N1112Hvli1oFLPFNjYisqamj/CWKxSIy83F6TNnYCgvR35mpsu4USI8XfP555+Hf7P3f9EXb9tmXLJkieuZZQKBQAhxiLgMYaKjo1GQlY7iigqkZORApVIFu0shS1iYTVwaTcbzXlxKNYA/V4Q++JZLADCbfxniUqqETP5qbyief/4/qDpThfRR6bj//vsHrA9U8jBRXNbVnEV44mivY5AtFgtMnW1IHl8w5LEEQUBdRwd4AKBpFEydGtT4QKvFghPHj4fEbzd2xAhYrFbEJydj6dKlqCwuRode71Z40zSN+MxM1NfVwVBaiglZWY7fPIm5HJzNW7fHTJq9QNi8dXsMEZcEAuF8hbheBAlPZ27VajXy0pNRf0/clpEAACAASURBVKYcFovFz73qSyDd8HzFEXdpuDDiLsUB/MzCHKSHsZhZmIOlS5d6ZaVyiMsQcIsFAJPJdv8Ec5IkEBaTwRIyhdvFUDDbG4ydO7/Blk+2QCFXYPXq1W7jFBUKBXLzC6DWxEKvb0dpSbHkzwdRXHZ3dQ8rBrmlqRGpiVrI5fIhj9Xd3Q2jXA5QFORyedBFEBtCpUiam5vRUF8PmmEgVyiQN2kSpl9xBfImTXJr0aUoCnGpqeiJj8eB06fR4ya8g3CO0tJSeUNrm+LKJfdwdc2tirKysqFvXAKBQAhBgv/m+oUxnEGLVqsFy7KoqipHWlZunwGHv8bKw3XDExAcdydVmE2wXChJfQDfs/+KpUg4NjTEpSg+gmG5pBA4sSBVQiZ/teeO+vp6PLlqFQBg+fLlyMlxn5wnEG664uSISqUcPAbZRRIhk8kEtqcDSdnjPDqWrqMDnN3jwRMxKhUWsxlVJSU2S6BGg4yCAiiUymGXInHXni+I1lOZzPu5aHVcHHqUSvyvshKTU1J86seFzsdbPonMveQ6MAolcmdeh80fb4l8aMWDgat/QyAQCBJBxOV5gpj1s6aqHGmZOfDnWHk4bnjBnukPD7NZLi+UWpdS4Ii55EMs5lJ1YbvFSp1RNRAZWlmWxUMrH0JPTw8uv/xy3HjjjW63DZSbrjiJNiIuAV32JEKexiC3NNYjPSXRY3FW39kJVVwcgMCJy6aaGry/cSN6xBjG8nJE7tqFmxcuPFeKxAvL5WDtJaYNX/CLzw96GOISACKjoyHPzcWPFRUwhLD3SzBhWRaff/lN9PUPvyoAwLjLfiN89u+7oh+4/1/6UKh1SiAQCN5AxOV5RHJyMliOQ21VBQTBf4JBqjqLgUR03zOZLhzLpa+ci7n0vQi9FIiWS5Xywo4dliohk7/ac8Wra15FcXExEhMS8egjjw46WST188FdiRGHsKIor2KQDb29gLkX8fEZHh3fYDBAb7WipqQE6OkBFApYzGafLX6DYTGb8f7GjRBuuAFJmee+x67KSry/cSOmTp0KwHPL5VDtLV26dNhJiXjRcumDyFGqVBiRl4fO2FiAYUIiljSU2Lt3rypsRJIsLjWDB4D4tExBqUmQ7dmzRzVr1ixTsPtHIBAI3kDEZZDYvn072tvboVQqoVAooFQqPfoXER6O8M4utLe0+C1+LFBueFISFm4Tl4YLJOZSChxusSGSLdYhLi/wmEupM6r6O0NrZWUl3n77bcgoGVatWoUYN7V1RaR8PgzmXiuKS5ZlvUoi1NpYj4zUkR67cZaUlODNzz9H9+jRwO9+B3NHB4qKiny2+LnDYjZj1+bNONPVhZGdneDMZtB2IRudmYnGtDTUV1QA8NxyWVVSgp60tD7C0rm9yuJi5E0a3oQgZ7dcDsct1hmGYaBKSAAyM3GmqQlWqzWgLsihzKZPtkblXfrbPg+nvMt+K2z6ZGtUMMXljBkzUkePHm1Zv359s7f7vvLKK9H33ntvIsuyrt0uLlDuu+8+7datWyMrKyvPuvr7fKaoqChm6dKlCQAwZ86c7q1bt7opfjuQ9evXR950000jAeCyyy4zfPfdd3X+6ich+BBxGWBSUlIQHx+PDRs2YMOGDcNuR8bIEZuSgaeffhrPP/88aJoGTdOQyWSDfh5qPU3T6GxvAx07Eo2dRlAUBRklAyWjQFEUTu3/Bj9burDvwEHIaBkYmoFMJnPECFnMFqxZswY0Q4OhGUebNE2DYWjQ9u2d/+6/jUw2cB/HNgwN2mm97Ti0YxDW2dkJk9kEChRkMnu/xc+/sEyFNBNibrFBzBYb6GsvdUZVf2Zo/emnn5CVlYWC/AJMnDhxyO2lctMdyr1Wo9EAgOPZ4kkMcndXF+SwQqvVetQHk8mE5z/+GPQtt0CbnAxYLJDHxECYOtVni58rRNfVMwyD+nHj0F5eDsWuXShcuBCRopBNSkJXbS0AgPHQWtih19tcYV2RlGRbP0wEicQlYP8dRkSgJzERP5aWYmJm5gVfZuvue5fFfbP7u6jBprXCojX465JH+phzx158tbB209qonLETotztRwG4atbl3S8XvdA6nL4tWLAgsaGhgfn+++9dDvQ/++yzeucJjksuuSRl5MiR7EcffeQIgj5z5gyTkZGRsWPHjtrZs2dLPrs7Y8aM1B9++GFAZrFvv/225vLLLw+48C4qKor517/+FW82m10WTX788cfb7r///gs2VlahUAiVlZVV4eHhLm/pn3/+WTFz5sxRPM/D+TuaN29eb21tbeXf/va3hN7eXpJM9AKHiMsA09LSgpaWFlx99dXIycmB2Wwe8M9isbhc7vyvt7cX+voziE3OACjAylol66PA8xBwGkK4GhGaOMfyXn0rTuz5GhQFUNTAZ4OckcNitWDtG2sl64s3yCgZVj21CqueWgWB52E1myDwPCiZDHKlCpRM1kd0TpwwEcePH+8rQN19pmzi2t1nQICxpwccx0KhUCAiKgY0w3i0ryefh7NP9dlqAMD7H7yPb7/91qOJhcE+i8Lf68+0DAxNQ9eqAwCYLWbodK3nJhHsEwTiJIIUg9hQwNeETP5uT6SqqgoVFRW4cb77OEtnpHLTHcq9VldvG5d440Kpa6pH3qhkjyYTrFYrPv3iC+gyM5ExZgz0dgFGy2SSWPz64+y6OjI8HG06Hej0dPSUl+PHdetwyQMPQBEeDjQ2QmUXXLSHlku1RgOUuxzrAo2NUGdnD7vfUlkunYmMjYUlJQX7y8sxZdQoqNVqydoONZbec5f+TE2tQlAnK2b//WE+Ilrj0X5hUTG4d93XLm/+3i49vnx1lYzqqLcsvecuvwmZuLi4kJiZnDdvXndRUVGL87L4+HiX343JZAqqd0x0dLQQHR3tk983x3EQBGFY2aIDcf4pKSkuz6+7u5tatGjRyEsuucSwd+/ePrNGYWFhQkpKCqdSqXgiLi98iLgMMKKlYd68ebjjjjuG3c4dd9yB1157DX9dsgBzF92CuIQkcDwHjuXA87xnn7lz//f/3NLUiD179yGSikTUiER0tTaA6m3E0rvvRowm1rE9z3Ng7e0BttpyYhvisRx/cxxYjnUs43m+z9/9txH7424bnjvX397eXlhZKxiGgcCy4CkZUgsmIyo2EV26RjRVnQRntYCRK2ylOXjbA9xs8T3BBGu1QEYzSMjIh0abgG5dMyqqToLnWDDywBZf70+YKgzff/99UPvgjEKuwBtvvIE33njD7TYUKDcW6r5W7gH/+m0jWtZpmnaU8eno6MCjjz5qE872Yzh/Fvdz/hwVGQWz2QyalvWxvHsjwm3rnfd3+jzIsRnaWaDbtg+2+JbKTXco91pd5QkA5yyXQ9Gh1yOcgcPiORi9vb04UlWFM1YrwnJzAYo6J6JEa6GPFr/+OLuudrW1ob20FJxKBTojA9bEROzbsAH5kyYhsqYGI3JzAXjuFptRUIDIXbvQVVmJ6H4xl5E1NcicN2/Y/XYk9JEwsYwgCIjWaGBUKLC/shITzWYkJSRI1n4okZ2dzX684YP6Z5//j+bdf92kvubOx4SM8RcN2z+/6thB6qtXnqCunz2r45/3PaP3p5BwdotdsGBB4v/+979wAKAoKhoAduzYUXvttdemAoD4f3JyMltXV1flqr39+/crH3zwwbhDhw6FKZVK/qKLLjK+9NJLLVlZWYP+yFUqFe9O0EydOjU1NzfXotVqufXr18cAQEtLS6XFYsGKFStGbNy4MUan09GjRo2y3nXXXfp77723U9y3o6OD+sc//hG3bdu2qK6uLllWVpZl5cqVbYsWLRp27Rx3brCvvfZa9KpVq0a0tLQwF110kXHdunVN2dnZrPM+Dz30UNtTTz2lrampkR8+fPhsZ2en7OGHH9aeOHFCabFYZFlZWeYnnnhCN3fuXEfmwqSkpIybbrqps6Wlhfn888+jRo8ebUlPT7d2dHTIdu/eXe/ch2nTpqVmZWW5dHNevny5dvv27ZFlZWV9+j1//vzEpqYmt9ZtZ/70pz8lXHrppYYJEyaY+4tLwi8LIi4DjDjw8rVmpRg7lpyYADlrRHdnJ+ITXQ/Uhstv58w954Y3NQ95BfdKXihdKp599lls2LgB99x1Fxqbml262pXs+hR333MP5Ao5BF4Az/MQIAzrsyAI4AUeZpMJ77zzDvJ/fT0SUtIhwHZtmmvOoGT3J1j0h0VgaLlte56HIAiSfAYE8Pzgnz/c8CEqKiow//fzMXr06EEnE/p/FsW7VJ/FyYaM0Rk4ffq020kElmUhQADLsmAhbSIihmFgNBmx/YvtXu03buw4nCg+IWlffIEC5d7SPIhgdohTp880TaO62mbh3rRpEw4cOODYxtGOi+PIaBkgCKgt/hkWiwkREVFIHJmMHV9+5RDPrqzZ59qSofbsGdR1WRERlwyKktkt7zare9Wp4+jt6QVgq7NYXHwCDMM4rNu2z/YJBYYBLZOhrqocY7NGwWw2O9a7olWnw5H6eihGjUKa1Yr9doufmLjGkRXVR4tff0TXVY5lUVxaihHTpqGjrg6c2QyMGIGeH35A2Vdf4f+eegrHTp2y9cVDQadQKnHzwoV4f+NGNIrZYhsbEVlTg5sXLvTJtdddKZLhlD3pb1EOi4gAk5eHw5WVyDOZkJGWdkGGL6hUKjyy8iH9ZTMvMT746OPxZ2bMpi9bdAfPKDwPEWAtZnz34auy6h++4v6z6tGWSy+9NKAuoWvWrGmprq6WJyQksK+88koLAGi1Wu7AgQPVM2bMGPXee+81XH755UZ39+zRo0cVV111Vdrf//739pdffrnFYrHg8ccf11511VWpJSUlZ925WXrCp59+Gn3jjTd2fv3117XiZNTixYsTT506pXz11VebcnNzrd9//71q6dKlCXK5XPj73//exfM8rrnmmhSGYYT169fXJycnc1988UX4LbfcMlKj0dRec801krn4NjY2yt98882YjRs3NrAsS919990JN9xwQ/KxY8eqxd9VY2OjfN26deq33367UaPRcKNGjWL37dsXtnjx4q4XX3zRxDCMsHbt2pgbb7wx+ejRo2fz8/Md7mpr1qzR3H333fp9+/ZVcxxHtbS00LNnz06trKxkMjMzWQA4ceKE/Keffgp79tlnXbpQ33XXXR1FRUWxu3btUl1xxRUmAGhra5Nt37496pVXXnFdC8qJl156KaakpER56NChmjfeeCNaki+OcN5CxGWAkUpcirPJDMNg7JhcHCs+hTaGwQgPY408wV9ueP6ksaEO4YkZrl3tEtJQXnrKdk4STcIfP3IYCZkFyB03oc/y2FgN9PWVEKwsxowtlOZgXrJ3715UVFRgxozpuPzyXwelD8PhnNBlwXKck4Xa9ndfKzYLzsmCzXEs2H5Wbo7joNPpsPrp1VDHqLF8+XInQW3b3/mzKITF44aHh2HChAluxfhg4rx/W4N5EXjalgDBJsQlzAIcpgpDxf9n78zjmyjzP/6Z3HeTNGnS+y6lhbZAuZZDZdkV1/vgUEBUEJX1xyEroKjrgdeueKCsCAqoLJRDYdVVLKKygoBCKVCg0PtMj/RK2zSZHPP7I52Qtmmbtklb6LxfL160czzzzHSO5/N8r7xc5Obleq3N7nC43wMldc0d3e8P7wdBAEKhCD8f+Rk/H/m5y7ZsViv0hZdhs1x9rxIEAQ6HAw6HAy6X6xC2XC6o4GBwNRpw+Xyw4bBmE3o9qNZ3Z319PQ5s3gzW/v2oiogAj8cDi7ZKs9lg0VZrFsvp+u5O7LPb7VNTUoI8LhdFAKpYLAiEQgiio2GprYX9yhX4BweDr9Xix0OHoGtwGFdqampw4vjxLo/pepyZM2eiNCcHzdXVkGs0iJo2DQKhEC0tLW361xMB564UiTfLnnB5PAQMG4bs/Hw05+QgISqqV+6A1wJTp041ff3F7tJVzz6n2rH2EfGty9ZR6pDIbkVVdWkB8c17a4n4EHXzN1/u0SuVyn53V1UqlXYul0sJBALK1Yqo0WhsgENodmZdBIDXXntNOX369Ka33nqrhl62d+9enVKpjDlw4ID4gQce6NRauHfvXr///Oc/TsGSkpLScuzYMaclTavVWj755JMqWqhduHCB++WXX8qysrIKEhMTLQAQFxdnuXjxIu/DDz9UPPHEE4b//ve/orNnzwoqKipy5XI5BQDx8fENx48fF27YsEHhTXFpMpmIzz//vCIuLs4CAJ999plu1KhREenp6UI6TtVsNhM7d+7URUREOF/st956a5vaau+9957+u+++k6SlpUlffvllZ+a0MWPGmN54440a122jo6PJTZs2+f3zn/+sAYBNmzbJ4+PjzTfccIPbSYmYmBjrDTfc0PzRRx/J//jHP1YAwNatW2VCodB+//33N3Z1fqdPn+b9/e9/V/30008lfZkkYLh+uD7f4IMYOjseLS7NZjMuXLgAfU0NVP7+SExM9CjhCW25JAgCXC4XIxOG4eyFbLDZbEf8zRDF2NwMTT9muh3MmXWvliIZFGEzHkO7fnozk6RO50hqJxAKcNttt3mtXW/QWSmOznCKz06F6lWRbLfb2vxMu7C7/vzZZ5/h+InjmDVzFsaNG9fG5f2q8G4rfNuvd7VWO7drFdVdrTfU16P4yimwQmNa3e910BdeRvKIEWg0GlFYWAi5XI7goGCHddtqdVq8rVarc1ldRSlEAj5sXA4sFgssFgsoinL+3NLSAvD5AC18qlzCt0gS+PhjICEBRHAwLGVlqL54EbBaUVlV5f6P0BvoxFomEzB5MlBc7Pi9tBS4fBn1EyYABQXI/PhjQCqFUCTCyRMncPLECe/1oRXCQ0HMZrNBtmZ5XvToo+Dz+WATBMrLy0HMnAmBUgmW1Qq2RgMbRSHj6acxZuxYCEUicLlccDkccHk8x89crvM5bA+LxYImOhq6sjIYs7OREhMzoHFzvsTf39++5cONVds//VT6wSt/Vf31o2+7HYzveXkJ8eQjc/UPLVjQONBu8b0lMzNTUFhYyBWLxW3cAcxmM3HlypUuX/YzZsxofPPNN/X070KhsM01S0lJMblelxMnTggAYNy4cRGu21mtVvB4PAoATp48KSBJkggODo5x3cZisRDR0dFeLciqVqtttLBs7S8pk8nsWVlZfFpcBgQEWF2FJQCUl5ezn3nmGdUvv/wi0uv1bJvNRphMJqK4uLjN2D01NbWDEH7ooYfqP/jgA+Ubb7xRY7PZkJaWJlu9enVN++1cWbx4ccMjjzwSWFtbW6VUKu3bt2/3mzNnjqGrZ7G5uZmYM2dO0EsvvaRPTk7um9WE4bqBEZf9jKvlsri4GOu3bIEOgFkoBLupCepdu7Bi4ULExcV1GVtFi0t6Gz6fj5HD43D2wmWwWCzIuikncL0iEovRqHfvweGtgvOu9EeB+97CYtOlSJiacoOVrkpxhIS6twA5xTe4gBcS73777bcAgPj4eNx0U/9buEmSvOp+r1AiPnEEeDweDh78Dmufew7jx43Ha6+91un+1ZWV4FmbMCy2zRgRdrsdFosF9fX1OJ2Xh2aFAjK12ilInfHbVivMRiPSv/4aOz/7DFFxcVixcSMIFuuqELZaYaOFsc3W5merB5Zsen+DXo8zp0+jxmwGe8wYQKcDkZ8P+a23gqNWw1hYiOAJE1BvNiM3NxdarRbhEREdjt/pMT3YjrLbQdntsNrtsFo8TwSX3eqqC6MRGD3aIcrz24XWcTi48sknQBcZYEPDwtxmwSUIAqqQENQLBDh++TJSo6IglXaaKPWahsViIWH4cFKmUHlk5ZEp1VRiQgJ5rQpLwPE83nfffYbnnnuuw4xrZ8l5aKRSqd3VDbQ97a1ltLX9f//7X1F7IUpfQ7vdDrlcbjt69Ghx+/b4fL7PrW/ty2KJRKIOs8D3339/YFVVFfv111+vio6OtohEIuq+++4LIkmSaLdvh/4+9thjhldeeUV94MABcXNzM2E0GlkLFy40dNWn++67r2nFihW2rVu3yiZOnNhy8eJFflpaWnlX+xQVFXFyc3N5K1as0KxYsUJDn5vdbgeHw4lbu3Zt9UsvvXTdZs9lcA8jLvsZWly2tLQ4hKVWC65GAxGPB7vNhoqyMqxZvx6Pzp0LtUIBpVQKuUwGkUgEoVDodGeiX56u7k1CoRAjh8fi3KUcsNnREEsk/X+CA4w2MAQVlSWOTJZh0Y5BFkVBV5QPQ3k+wu+6xWHFcMGdi5inyyJjYvFdejrK8nMQFBnj3MabBe57C5tFlyJhxOVgpLtSHMuWLeuXGOerCVsGZuDamfu9a53LzrDZbGioqUDqiPgO61gsFhoMBmRWVECcmAhNNxNu+tpa7Ny/H6HDhmHiH/7Qw7PwnObGRrz63HMwm81QTpkCxRNPgM3jwZCXByIgAMtefRV79u7FO2+/jZumTcPKlSu9enyKojp37W4vTq1W3HfffQCA7Z9+CqvFgrO//oqTAQHwGzvWKbTtrW3U83iICQlBYGwsrBYLyFbLsYUkYbFacfLECZQUF3f5N5WrVGjm83EsPx9jgoOh9mKox2DizJkzfE1skiPVeDcExI4kMjIy+OPHj/eqRa2n8Hg8qn1pK1qIWa3WLn2tU1JSTBcvXuTHx8dbfC2S6etUXFzMufvuu43uthk3bpzp9ddfZ1utViIpKcmnFrfq6mp2Tk4Oh07gc/bsWV5jYyMrISGhy7/nyZMnhW+++WbV7NmzmwFHAqLS0lJuSkpKt/G2/v7+9ttvv71xy5Ytfi0tLazbb7+90d/fv0s3Jg6Hg3nz5jVs27bN7+zZs/zx48e3jBw5sssZqKioKMupU6cKXZft2bNH+s477yiPHz9eFBwczAxAhiCMuOxn6MGiTqdDY0gIRBoNxC6zs4LYWOiqqlBrNsNPKkWB0QhbXR1gsYBls0EhkcDfz88pkNoLHrFYjMS4KJy/kofAiNjrvoYY4CgpQJJm2KxWNBkacMMfxuPrL7ZCFBAKRUAQmmor0awrxO0z/gRjdRnoL43rzCHlZhk83O7GcaPw3/3bINJGICg6Ho01lV4rcN8XaLdYq5V5tzsZRNEg3ZXiyL6Q1S8xzzY7nbDFe9lAvQEtLs1mE86dyXDrNlxdVYlAf78OLpR2ux0FJSXIbmqCMj6+20QzAGBpFTxcH8f7iaVSLF250hGzyOOhqqmpQ/IdWnx5M0MrDR2L6glOrweCwIgRIwAAAopCQU4OAiMiOmyvy8rCzNmzOy3fsnr1alRUdJsbBGKpFPaICOz8/nso7XYkxMZixIgRA1Ij11ecOpslDBrzF4+2DYpLwukzB4UAurQ89Ybm5mbWyZMn21xYoVBIuRNc4eHhlqNHj4ouXbrEVSgUdqVSadNoNDaxWEx9//33opSUFLNAIKBUKlUHEfP888/XTpo0Kfy+++4LXL58eZ1Wq7Xl5uZy9u/fL125cmVdfHy81+qpJSUlkTNnzjQ8/vjjgdXV1dVTpkxpaWxsZJ08eVJQU1PDevHFF+vuuOMO48SJE1vuuuuu4HXr1lWnpqaa9Xo963//+59QIpHYn3zyyU6vNUVRaH/NAGDMmDFuxaJAIKAefPDBwPXr11fZbDbi//7v/wISEhLM3dUFjYqKInft2iWbPHlyi8ViIdauXavqSd3qJ554ov7Pf/5zmN1uR3p6egcLrTuWLFnS8M477/jn5OTwNm7c2O3DKhAIMGbMmDb3yrFjx6wEQXRYzjB06PYLQxBEKIDPAGgB2AFspijqvdZ1/wfgSQBWAP+lKGoVQRBcAB8DGN3a/mcURb1OEIQIwF4A0QBsAL6mKGpNazsPAfgnADpt8gcURX3cum4BgOdal6+jKOrTPp/1AEKLDX1tLSyRkVC5sy7KZDA0NEAoEkHoIg7tdjtMLS3Ia2pCdet2F4uKcOrcOShlMvhJpRCJRJBKpUiMiUBWbi5CouI6DLx6GuM1GLBarSDNZphMJpCkGRazCVbSBCtpBo/NhqG8CNX5l8AxN2Dq2GTcMC4FOTk5qK+vh3J0BEaMWOhDoZeMW/40Dd9+9x0q6quQ4sUC932BdovtycfoemUwJqAcLPG6dpv36xh6Aw6HA6uFRG5uHn45d6WD27BGGwhjXTUSkhLa7EeSJLLy81HJ40EdH++xQKPj4DlejPXtDG1YGJYtW4a8rCxHttXYWETffbczqystLgc6sY27MiS+LHtCQycMMoSEwCyRQJKRgfDDh7FyzhyE9TBh0GDEbrcj68JFwaz7VzlfzhRlR8ah/cTvB7YTY+96iBr9p7spup50SNwI+97P1wvsdrvXn9PMzEzBhAkTwl2XRUVFke1LaQDA6tWr6y5evMhPTU2NMBqNxHfffVcyY8aMlrfeeqvy1Vdf9d+0aZNSo9G4LUWSnJxM/vzzz0XPPvus6vbbbw8xm82EVqu1Tp482ejv7+/1GdB///vfFS+99JLyjTfe8H/yySe5EonENmzYMHLJkiV1gON9l56eXrpmzRrVqlWrAqqqqjh+fn62ESNGmFavXt3ly9disRDtrxkA6HS6PHfbBwYGWh588MGGmTNnBuv1evbYsWNbtm7dWtnd33L79u0Vjz32mGbSpEnharXa+tRTT9UajUaPb4CbbrrJFB0dTdrtdtAZYLsjMjLSetNNNzWfOnVKOHfu3F6XZGEY2njy5bICWElRVAZBEFIApwmCOARAA+BOAEkURZkJggho3X4mAD5FUSNbBeVFgiB2AagC8BZFUT8RBMEDcJggiFsoivqudb/dFEU96XpggiCUAP4OIBUOm8NpgiC+oijqmvXfpgVHE0lCYrG4z9pnMLgtKs1isSASiyESi8GXyQCpFKLgYLSIxchtbIRdrwcsFrApCv5SKURsOy6e+R0xicmQSqUgCKJXMV79hd1ud4hHsxlmkwkWixlWswlWixlsioJQyIdYKIBcKIBAoYBAIHAkzLM+agAAIABJREFUmGCzsVMmht1mhUwmc1671NTUfus7j8fDrX/5C06fvQBNZNyAC0sA4LAdjzfjFusom0C2GGGoq8W5MxmDYkJlsMTr+qKOoTeg7Haw2Bwk3nQn/nDrTOdy2m141r33IDhA2eZZa2pqQkZ+PkwBAT0uzWRpjT/sr2eXy+N1auEbLOLSXRkSb5Q96cqBgDSbsWP3blD33IPg6GiAotDc0ICqnBy8nZaGfyxfPijer32hpKSEbQWL5afW2gGg2VCHgx+uYxH1ZeTra/9W+84HHyoLM4/zZjy+1i6WKSAPCISFIlhlZWXs0NBQr73Q9+zZUwGgU+vU8ePHS1x/j4+Pt5w8ebKk/XaPP/644fHHH29j6VuyZIlhyZIlbZalpqaS6enpXcbwddeH9vz+++9u13O5XKxbt6523bp1nQpFiURCffDBB9UffPCB2/Ic7li6dGmDa63M9rz99tv6t99+W+/u9yeeeMKtNbT9PjTjxo0znzlzpo3FccWKFW2OrdPp3NYUBRwTZjU1NewVK1Z0mcinPRUVFZxZs2Y19Dbza3fXiOH6p9svF0VROgC61p8bCYK4BCAYwKMA3qAoyty6jk6rRwEQEwTBASAEQAIwUBRlBPBT67YkQRAZAEK6OfzNAA5RFFULAK2idgaAXT06y0EEl8sFWCzwAwLgR5IwlJdDFhTkXG8oL4fEaER0fMcYIldot0wOh+MUnDQ2mw1NLS0wtbSg3m7GN4e+RaA2GFKRGF/v34+Um2chJHoYOBzHYLI/Y7woioK5VTySZjPIVuujlTQBNhtEAj6EQj78hQII/KQQCNQQCAQDPsjyBC6Xi6iwIOSXFSMiZthAd8c5IBzqbrGlJcXYtn07goePRkBoBH45NzgmVIYlJOL7Hw474oPbxVz2Z7xuZ3UMB5qy0hJoohIg8Q9oszwwPBq5/kG4lPk7xsy5Kjorq6pwRqeDMDIS/rKel1mjk9t4M0txb6H/JgP93nNXhgTo3vLaGZ05ELjWzKyrqEBDcDBCaKsoQUAsl6M5MhJVly4hKysLozsR5dcKZ86c4QfGjqQIgoW8zBNE+ocvE3fNmFb/t6f+UScQCDB58uSyf65/W/HZ03PlNy/5OxWVPJ4Kih1JZWRk8ENDQ93GEDIw0NhsNpSXl7PfffddOUmSxJIlSzwSeuXl5ey0tDRJdnY2/4svvnA7CUCSJCEWi2NvvfXWxtbJCY/Yu3ev+KGHHgoiSZKYNGkScw9f5/Toy0UQRASAUQBOwuHGOoUgiFcBmAD8jaKo3wHsg8OiqQMgArCCFocu7cgB3A7gPZfF9xIEMRXAldZ9SuAQsa6zUqWty9r3azGAxQAGvcuMyWQC/PzAEQoxb84c7EhLg66gAJDJAIMBEqMR8+bM6fYjTblJ6EPDZrMhlkgglkjgr1ZDoa1GWXU9SksKYVcGAn4KlFTqwAYBAZ8HsUINjl8AzmdmYMy4CX0+R4qiQJKk0wJJkmZYSBNspBl2KwkBjwexSACZgA+RUgw+XwmBQOAVYesuZrI/CQgIQEV1DWr0evirVDCZTVi9ejXefPNNCPj9m1qfcYu9mjQn4aa7UME9DolYgj/cOrPfk+a4g8/n4/45s7ErbTcKWj0JGvUV/R6vO9AJfTqjxdgMqUrj9v7liWUQclvA4XBgt9uRV1yMK0ajx/GV7iBpcTkIJrKclssBtibb6YkHN/3oyvLaE9rXzKzOzkalVgt5QwMkLkmYCB4P1oAA1NRds45LTk6fyRT4Rw4nfvj0XaLoxPe2t9e9UDV16lSn26JAIMDza5+tu2HK5JY1L7wYkD/hZrZ/5HCcPpMpuPPOO5mBOUOXXL58mZuYmBgZEBBg++ijjyroOp5dYbFYEBwcHC2Xy+3/+Mc/Kl1Lp9DMnz+/cfr06UYA8PPz69HAYsaMGcbff/+9EHBk/+3JvgzXHh5/RQmCkAD4AsByiqIMrZZJBYAJAMYC2EMQRBSAcXDEVAa1rv+FIIgfKIrKb22HA4flcQO9DMDXAHa1utc+DuBTANPgfqKzw0NCUdRmAJsBIDU1dRCl7GiL2WxGhcEACIWw2WzQhoRg2dKlyMvORn19PeRyOaLj43vkVuRJMeyA1vT7l89lwj8kCkKpY1bfbrfDbLHCaDaBFIhx7PRvaKEAuUwKhcwPYpEYQpGoU/dBi8XijIM0mx3i0UKaYLeQ4HE5EAn4kIgEEPoJIBD4gc/ng8/n96iAt6d01mZv64j2hdioCGRcuAyZnx9OHD+Oo0eP4sTxE7jxxht9etz20G6xQ7kUCZ00RxsWBeC4c3l/J83pjJBQhwXIWYpjAOJ1B2tCH7lcgUZ9ZQdxabFYYagsQdQfx4EkSZzPy0Mln4+A+Pg+WV9pt9j+iLnsjkHjFmv3bTyuqwtsYKulkiuRoPL0aZzLysKECROcwpayWMCuqoJ/a2Kha5kz5y8KC0p/YE0cndT4zZd79Eql0u1ge+rUqaavv9hduurZ51QnfjwvrQkJEvZ3XxmuPRISEiwURbmPuegELpeL7vZRKBR2hULRK2EolUqprsrJMFxfePTlak3S8wWAf1MU9WXr4lIAX1IOU9FvBEHYAagAPADgIEVRFgBVBEEcgyNmkhaSmwHkUBT1Lt0+RVGu/uBbALzpcowbXdaFAPjZ47MbRFAUhUs5OWArlQBBOAcyXB4P8UlJPW7PXSmSrgjUaqFVK3GxIB/xYycDcAwYeHweAB5IYyOihw2HKDQUBqMRVXW1QGUF7KYWEDYbRDw+hFwueBwOuBwCsNvBZbEgFgkgEvDhLxWCz5c44yAHg4tdcXEx3v74Y9TweLCJRCCamqA+cABPLVrkUwu3yWSCQV+BY7oq7Nv/HwDAvn37oNVqAADBwSH9Ur+N/hsMZXE5WJLmdEVnpTj6i8Ga0Cd6WDwq819HfdV45zKKopCXdQYcYw2ioqJwPDsbpEYDjUbT5+P1d8ylK65uoXKFAmaTw4g14OKSds/1sgWV9jDJv3ABTWFhTmEJAIrERIgPH0aTwYDaqir4a7UwGgyw5eVBW1GBEXPmeLUvA0FIkNYy+547GuY+8EBTd8+dv7+/fcuHG6v+vXOn8diJ367/9O8MDAzXPJ5kiyUAfALgEkVRb7usOgCHdfFngiDiAPAA6AEUA5hGEMQOONxiJwB4t7WtdQD8ACxqd4zA1thOALgDQGu1ZnwP4DWCIBStv/8ZwDM9PcnBQEVlJcqbm6FordnVk+LVbmn9OPfECjhx8mScOrEBBdnnEDFspHPfyqJ8NJTnQ3XjOBga6mGxkLBbSVgtJAjCDo6AgyaKhNHcAq4Z4BEEJHw+ZHI5lH5SiMViiESiQZVkwWw2460tW9AQFgZKKgWLzQZlt6Oipgb/3LwZ6194wWf9ff/99/H3v/8dEj8lAiJiAQBnz57Fww8/AtJC4vHHH8ejix71ybFdoRO0DGW32MGSNGcwM1gT+ohEIthtVpw/9CV+DQmAVKVFZVEuLFUFWDDnPvxeVgZhRASUvYivdIdlgGIu27uFIicH2ZmZAEmCPdAxl124xXqD+ro6xzm7wObzkTR7Nk6sX4+SCxfQGBsLaXU1Qmtq8NT99w+q70xv2fTBhqrut7oKi8XC/HnzmubPm8dk72RgYBj0ePLlmgRgPoDzBEFkti57FsBWAFsJgsiCI2nPAoqiKIIgNgLYBiALDrfWbRRFnSMIIgTAWgDZADJahQ1dcmQpQRB3wJGZthbAQwBAUVQtQRCvAPi99bgvt4/fvBZoaWnB+fx8KENCwNU5NLSlj+KSnvll9UBc8vl8PPDgHKTtSEPx+dPwCwhCQ1U5GsrzccP0G8C1mSDgcSEQi8DlycHn8TqdObdaLKgzGlGh14MqLwdlNkPE5UIpk0Epk0EikUAkEg1Ycoxjx47hitEIlVIJoVjsFNJGDgclxcU+TQrx/PPPQy6XY/Xq1dBXlEGsUMHYYoSAL8DTf3sas2fP9slx20OLhaFsuaST5lQUF7RZ3t9JcwYzgzWhD4fDAYfLg8zPD1OS4qArK4MmUIKUW+ailMWCf3S0RyEEnmIZgJhLd26hAHDBZgNyckAMcAy5191i232v5AoFkJPTYTNxaCgiExMxsbYWYwCEjx6NESNGXBfCkoGBgeF6x5NssUfReZK3eW62b4KjHEn75aWdtUNR1DPoxCJJUdRWOITsNQlFUbhw5QrYfn7guog1umB3b7HTg44exi8GhYbi/1YuQ3ZWFupqaqFIjcOwET2P8eJwuZD6+UHqknDBQpKoaWlBWXU1UFYGWCwQcjjwl8mg9PNzWjh9KThJkkRmVhaOZWWBpVZD1K6OqEgiQQWfj4LCQp+JS4IgsHTpUvzyyy/Yf+A/EIhl4PIFmDxlMub0o0sXIy6vJs35ZOtWFJzPgTokAr/+d2+/J80ZzAzWhD70u9JutyNhZBI4hB0cHoEykQgB4eFeF8OuoQr9hTu3UADgBAYCCQmoLe9R1Qav42urtruamVaShD4zE8HFxXj22WchEjGeoAwMDAzXEgOfFu86p6S0FFUmEzThjnq7dLIIr1kuezHA4vJ4GOkDYcXl8cDl8ToIzmqjEWVVVbCbzYDFAgmfD6VUCoWLhdNbsUV5VVXQA4gcNgy/HTvmdhuexQJ9YyMsFovPhK7FYsF3330HUHaoZUI0kMCxo8dgtVmdiXZ8DRNz6SAkNAwLH1mIfTP+jKayXDy94N5+T5ozmKET+rD76b70FOdEnMWCK9kXUN1cD/+YZGgCArrZs3dYSBJA/7rFunMLBVpFXWAgzC0t/dYXd/jaqt2+ZqZFqQSVm4sovR7PLF7MCEsGBgaGa5DBNZq4zmhubsbF4mL4uySP4XK5SBk1CoFuBhQ9oatSJIMJWnC6QprNqGppQUllJVBaCpAkxHw+VH5+kEsdMZxisdjj2fKGhgboamsBlQoCjQYKlQpiqRSSQ4fc1hH1I0kEJyQgr7AQ8bGxXj1fmuzsbLBYLOzevRtTpkzBZ3v/g83bPkNhYSFiomN8csz2MDGXV+HyeOAJRZDKlQOaPGcwMlgT+lA2O8gWIyp1pUg/+hOmzZsLhY+EJXDVm6Q/xWVnbqF2ux3Q6SCJjOy3vrijszqXvUUqlSIkJKRNOAddM/PUjz/CWlSEccnJSE1NZSZ/GBgYGK5RGHHpI+x2O85dvgy+v3+b1PZsFguZZ86gxdi3UlXOUiR9amVg4PH5jlp0crlzmdlkgq6lBUUVFaBIEoTFAqlA4Ijh9PODSCSCSCRqIzhJkkR+URHyq6pgVygAPt+5nsfnd1lHNCAoCPmFhdCq1ZC79MNbjBgxAnq93jlAuvmmyZg+4y/QaPs2qdATGLdYBk8YjG6xpSXF2LDzMzSOHwV7aCgy1SoUffop5s2eDa2PMj0PREIfd26hAGAuLQUuXkTwgw/2W1/c4e2EPk1NTSgtLXXGcgKO+6+2pARTIiOROH36gGfIZWBgYGDoG8xb3EcUFhejnqIQ0E64EK0zwPY+Jmqg3WKJQWZt6C18gQB8gcD5O0VRIM1mlBuNKCovB0gSaBWcUqEQpUVFOJ+XB4lajZTx48F1U7uyuzqiUo0G565cwaQxY7weU0QQRJuZ95hIR+1Lq0rdb4NXxi2WwROuuj4OjmyxZrMZH32xG7XTp8MeHgo7ZUPY/Pkw5OVhx+7dWLZsmU/iIskBcItt7xaKwEBApwP27QOsVgiEA1vW0Nd1Li0kiZq8PMQJhYiJihr0njgMDAwMDN1zfSiTQYbBYMDlsjL4azvW16M/0vY+DvivFbfY3kIQBPgCAeRKJdSBgVCHh0MVHY0Kkwkvfvgh3vnpJ/zPaMTBixfxwcaNaDYYAFwV3TR0HdEJU6ciPimpzaBUJBajmcNBfmGhz89HKBQiTKuCrqzE58ei4XAYt9j2tL8/GFzE5SCxXF6+eAH6QC2sQYGw2KzOiThZdDSawsKQl5XVq3ZJsxnZGRk4cfgwsjMyQJrNbdZbfWC57O6YwFW30DmxsZhhsWBObCxCQkOBLrJ19xe+TOjT0tyM2uxsjFYqERsRcd1+y3pCc3MzUVFRwW5ubmYuRhdMnDgx9IEHHuhzcdtZs2ZpJ0+eHNLVNk8//bR/RETEwPqn9yOenK+3rn9vmDhxYihBEHEEQcTt3btX3JN9lyxZoqb3feaZZ5RdbWswGAitVhv1yy+/CLra7lpi/vz5miVLlqj741iDYzRxHWGz2XDu8mWIAgLcfpBZXrZc9qQUybWOhSSx78AB8MaMQeT06QhOSUHgpEmgEhNxOSfHWfuzJ/hrNMitqIChVZz6kuCgILBJIwwNDT4/FnDVEmW19S0z8fUAM3DtnKtxdYPDcllXXwdSqYSVsgFmEyiTCXqdDjarFQgMdCTB6SEVxcXYsGED0nJycJDLRVpODjZs2ICK4mLnNnTMJc9L4tKTY9JweTzEjx6NCX/8I+JHjwY9HTTQtUd7ktDHEyFN02wwwJybiz+EhSFQMyBj1EFFZWUla/PW7bI1r7wZ8Nbmz1VrXnkzYPPW7bLKykqfj9G6ElgEQcRt3rzZO4VkGRi8xN13391YUlKSd9ttt3WIL/vvf/8rYrPZce4E8muvvaYvKSnJ02q13Q6KXnrpJWVSUpJpypQpJm/12x3p6enCP//5z0HBwcFRXYneL774QpyQkBDO4/FiQ0JCol555RWF6/oXX3xRMXr06DA/P78YmUwWM3bs2ND9+/e3yYj2yiuv1Gzfvl2enZ3tc/ccRlx6mbyCAjRxOJBIpW7X0x9pqo/WpN6WIrmWyb98GU0iUZsEPQAgCwoCqVAAvcjAy2azIQoIwPkrV3xu4WOxWIiNCkd1eXG/WBOvWskZyyVD5wy2OpdyPz/Unj+H4qJCh5toXByy9HqcPHkSLTk5jiQ4PaBNLcnZsxE4dSoCZ88Gdc892LF7tzNLLO0Wy/GCuPT0mJ1hbRW6g8Zy2c294amQJggCMJvBLS7GH+LifBLvfq1RWVnJWr/xI3+jX7jwtsWrrbcufMp62+LV1mZZmHD9xo/8+0NgMlw7mEw+1TrXBAKBwB4SEmITCoVtLAplZWXsRYsWaadMmeI2qYlcLqdCQkJs3U3aGY1GYtu2bfLHHnvM55aAxsZG1vDhw8l169ZVq9Vqty6Nx44d48+ZMyd4+vTpzb///nvRs88+q1+3bp3q7bffdpZmOHLkiGjBggUN6enpJceOHSsaO3asaebMmSGHDx92Wl4jIiKskydPNm7YsMHnL17mpeVF6urqkFtVBf8uZmJpC4qtj+LCGXM5hMRlfV2dIzGPO6RSoJfXVCKVwkAQKCrxvcuqTCaDRi5BZYXO58di3GIZPGGwJfQRikSoOn4MNqkUiIwElEqIExNBCgQoSU9HWFxcj9qja0nK2tWSbO9m682EPp4eszMGjbj0IKGPp0LabrfDpNcDubmIDgiAcIDjSQcL//nvd5Kg5Cms5AlTrTy+YxzI4wuQMvEGa2DSZNZX3x6UdNNEv0CSJJYuXarSarVRPB4vLjY2NuLjjz9uM4vuzl3ymWeeUYaEhETRv//www/C1NTUMIlEEiuRSGKHDx8efuDAgTYWljfffFMeHR0dwefzYyMiIiKfffZZpbvybWvWrPFXq9XRcrk8ZtasWdrGxkbngMiT/ranpaWFWLBggUYqlcb4+fnFLFiwQEOSZJtBlif978n23Z3rxIkTQ++//37NypUr/QMCAqKDgoKi33vvPT+pVBrT3n36hRdeUGq12ijXPAtdte/J+XaG3W4nli5dqlIqldESiSTmgQce0ND92bhxo0wmk8U0NTW1aWvVqlX+oaGhke7GJL3ZxxWbzYbZs2cHLlq0qH7s2LF9quF04MABsclkYt1xxx3N9DK9Xs8iCCJuy5Yt0ttuuy1IIpHEqFSq6Hfeecevq7a64957721+77339A8//HAjj8dz63731ltvKZOSkkwbNmzQJycnk0uWLDEsWrSo/p133nFaOX/66aeyZcuWNYwfP948cuRIy7/+9a/qmJgYct++fW3u+TvvvLNx7969PvdGGByjiesAi8WCzMuXIdNqu7QA0DMmfbVcog91Lq9V5AoF0Jn7amMj0IdrodRokF1aiqampl634SnhYaEw1+vR4uMadoxbbEcoMDGX7aHrXA6GhD6NBgOKs7MQPmkS+D/+CHz7LZCRgca0NPB+/BGhU6ei+MqVHrXZWS1JAG3cbOmYS2+UwPD0mJ0xWMSlJwl9PBHSVosFVZcvQ1JVBZjNA35eg4Xm5mbi/JV84fBR49y+pBNGj7eeu5wnHAwxmCtWrFB//vnn8jfffLMqIyOjYNasWYbFixcHfvPNNx4XI7VarbjvvvuCU1NTW06ePFl48uTJwueee65GLBY7X8xPP/20/4YNG5Qvv/yy/vz584Xr16+v2r59u3zNmjX+rm1988030rq6Otbhw4dLtm3bVn7w4EHJSy+95Bxs96a/y5cvV33zzTeSLVu2VPzyyy/FYrHY/sknnzitPJ70vyfn6+m5fv3117Lq6mpOenp6SXp6esn8+fMbLRYLkZaW1mbiYffu3bKZM2ca6HFmd+13d75d8c0330hqamrYP/30U8nWrVt133//vWTZsmVqAHjooYcaCYLA559/7hQ2NpsNO3fu9Js/f36Du/dJb/Zx5ZlnnvEnCAIvvvhirSf974ojR44IExMTTa4TjSdPnhQAwIYNG5Tz5s0znDp1qmj27NmGVatWaVwnNdauXasUi8WxXf1bu3Ztl/Ge7fntt9+E06dPb3ZddssttzSXlpZyCwoK3L5MbTYbmpqaWP7+/m2soZMmTTLp9Xr22bNnfVrriXnDe4mcvDxYhELIuin6TFsa+xpzSe8/4F+cfiRq2DBI0tPd1q7k1dUBXG6v4i4BxyBO4O+PCzk5GJuc7FPRzuVyER0ejNzSIkTEDPOZ9dlZ55Jxix1SFv6e4qxzOcCWS6vVisrSQohEfHCGD8eEv/wFOa+/DuulSxg2axa0992HqhMnehxz2VktSQCATgd5a61bkrZcekH4eHrMzqAtDwMdc+lJQp/uhHS1TgcFh4NRAQGIjYjAuHHj+jUj72CmsbGRxRdJQVss28PjC8ATStDY2MgSi8U+S/t94sQJkVgs7vSmbGpqIrZs2SJ/7bXXqhcsWNAEAK+++mrt6dOnBa+//rrSXeybO+rr61kNDQ2su+66qykxMdECAPT/9HE++OAD5c6dO8vuvvtuIwDExcVZqqur9atWrQpYv359Db1tUFCQ5aOPPqoGgKSkJHL//v2NP/74oxhATW/629jYSGzfvl3+j3/8o2rOnDlNAPCvf/2r+ujRoyKDwcDypP89Od+enKtarbZu27at0vU5vPnmm5t27NghW7hwYSMAHD9+nH/lyhXerl27DJ60/+KLL9Z2d75dIZfL7Z9++mklh8NBcnIyWV5erl+1alXAO++8Uy2VSqmZM2catm7d6vfEE08YAODrr78WVVZWcp544gm3rqZisbjH+9B8++23wu3bt8szMjIKvfHOLCws5AYGBraZ8Dl9+jSfw+EgLS2tnP4bPvzwww3/+te/FHq9ni2VSq0AsHz58vq5c+c2dtV+Z+6vnVFdXc1p35+goCArAJSWlnIiIyM7TE4999xzSoPBwFq4cGEbi0x4eLgVAHJycrjJycldx2f0AUZceoHq6moU1NVBExHR7bZeyxY7BGMuXWtXlublocluB1lTA7nZjLioKFy+fNm5LWk2I//yZdTX1UGuUCBq2DBHbc0ukMnlqGpsRGlZGcJCQ316Lmq1GpX6GtTo9VCpfZO8i3ZzZEqRMHTFYEnoU15ShDCNEqShBva8PHD4fHCiomBtaYEiORlsHs8jYdaezmpJGvLyICkuRvTddwO46hbrjZhLT4/ZGYPGculBPG5XQtpSVAQ+l4s/hIVBLpejqqoKv/32mzO+dagjlUrtZmMjSLPJrcAkzSaQLU2QSqU+nSFMSUkxffbZZx1iNRITEyMB4NKlSzyLxULcdNNNbUTZlClTWlxd87pDpVLZH3jggYY77rgjZNKkScbJkye3zJo1q3HkyJEWADhz5gzfZDIRc+fODXadELTZbDCbzYROp2MHBgbaAGDkyJFtMkYFBQVZf/75Z1Fv+5udnc0jSZKYMmVKG5eiCRMmGNPT0yWe9L8n59uTc01OTja1F00PPvigYfbs2cGlpaXskJAQ2/bt22UjR440jx49mvTkWv7666+C7s63K0aNGtXi+n6aOnVqi8ViIbKzs3ljx441L1mypH7MmDERmZmZvJSUFHLLli3yadOmNYWGhnY6IOnNPhUVFexHHnkkcNOmTRUhISFeGeyYTCaWn59fG8F29uxZ/sSJE42ukwnZ2dk8oVBIhYWFObdVq9V2tVrdbzP6LBarg0Xlrbfekr/77rv+e/bsKWsvPIVCoR1wxJX6tF++bHwoYDabcS4vD4rAQI+sI17PFjuE3GIBR+3K2ffeC1tREciSEvCEQrCDg3ElPx9oHZBVlJZiw/vvI+3oURwsKUHa0aPY8P77qCgt7bZ9pVaLS8XFMBo9mojtE9ER4WioLoe7WBJvQLs50m6PDAzuGAwJfWprasCzmxEaEgK5RgO/igoY8vKuvi/t9qvCbMSIHrVN15IkvvwSut27ofvf/6DbvRvEl19i3uzZzvJEFi+6xXp6zM4YbOKyK2tAVGIiJMXFMOTltVluyMuDIDsbd91wA5O4pxPEYjE1Mi6q5dKZ39z+oS9mnOQkDYtu6czt0lsIBAJ7QkKCpf2/9tu1H+NQFNVmGYvFotqXe7JYLG12+ve//115/PjxomnTphmPHj0qHD16dCQdt0ZPdH3++eflv//+eyH9LyMjo/DChQsFrhYfLpfb5kAEQVB2u51ot6zL/rZf13oObtd70v+ebN+TcxWJRB3Eyp133tmsVCoKUn+4AAAgAElEQVRtW7dulVksFnz55ZeyBx54wGnh6659hUJh9+R8PaX933306NHk2LFjWzZt2uRXXl7OPnTokGTx4sVdWiB7s09mZiavsrKSM2vWrGAOhxPH4XDi1q9f719UVMTlcDhx3cXZukOlUlnr6uravPTOnz8vGD9+fBshnpGRIYiPjze7vh994RarVqutOp2uzTuC/j0oKKjNAO+ll15SvPDCC+o9e/aU3X777R0Gsnq9ng0AGo3GpwNDxnLZByiKwqWcHNglEvAFnpXCcR0s9enY13mdy84gzWbs/uILKKZNQ7iLa2xuUxOQnQ3SZMKOtDRQiYkIbOc6uyMtDcuWLu1yYMfhcsFRKHAxJwdjkpJ8en2FQiEiAtUoKytBWERU9zv0EMYtlsETBjqhj9lsRn1lKUYlDoPdbofeYsGCefOwa98+UFeuAH5+qNizB5qaGo+EmTvoWpJ5WVkOb4bYWETffXebtryZ0MfTY3bGYBGXnrjF0kJ6x+7d0IWFOVxkdTpIiotxzy23QODht3GocuettzSt3/gRn6IoTsLo8VYeXwCzqQWXzvzG0Z07al/518d8nwigG4YPH07yeDzqxx9/FNGWMQA4evSoMC4uzmlBVKlUtoqKijY37dmzZzvcAGPGjCHHjBlDPv/883UPPvigZuvWrfIVK1Y0jBo1yszn86m8vDzuvffe29x+P2/3t/0+XC6XOnLkiDAlJcW5z2+//dYh81Rn/e+sP+62X7hwYXFfzpXD4eDee+817Nq1S5aYmEg2NDSwFyxY4HTH7O5aNjY2Ep6erzsyMzMFVqvV+Y46evSokMvlUvHx8c62Fi1a1LBmzRq1QqGwqVQq61133dXtefZ0n0mTJplOnTpV6Lrs/fffl6enp0u+/vrrUncuo92RkpJi3rJli3NGrLm5mcjPz+eNGzeuTarezMxMfnJycptlvnCLHTduXMvhw4fFAJyu0t999504ODjY6np+f/vb3/w3bdqk3L9/f+nNN9/sNqlHRkYGn81mY9y4cZ3XivICjLjsJWazGUeOHMFvly8jctgwSKTSbt0ugat1KfssLlv/H2riki5HEtiuHAlfqQQ0GuRfvAhOTEyH9bKgIOgKCpCXnY34pKQujyFXKlFZVARdRQWCOosl8hKBgYGo0F+AoaEBMr8+JR3rAOMW6wYmn08HBjKhD0VR0JUUIipEC6FQiNraWtgkEgRHRmLZsmX46eab0VJWhltuvBFT5s3rlbCkoWtJdobFizGXnh6zM+hnlnON1LnsTEjXl5e7/da1t3IMZTQajX3lXx+r+erbg5JvNv8s5AklIFuakDQsumXlXx9r0mg0Az47KJFIqEcffbT+1VdfVanVamtqaqp5586d0vT0dMlXX33ldAn64x//aFy5cqVm+/bt0nHjxpl27dolPXnypFAmk9kB4OLFi9wPP/zQ784772yOiIiwlJSUcE6cOCFMSkoyAYBMJqOWL19e+/LLL6sAR9ISi8VCZGZm8s+cOcN///339d7srytSqZRasGBBwyuvvKLSarXWhIQE8qOPPpLn5ubyVCqVzZP+t6er7b1xro888ohh06ZNihdeeEF14403NtFutJ5ey+7Otyvq6urYjzzyiGblypV1OTk53HXr1qnmzZvXIJVKnQ/3vHnzGtesWaNev369//Lly2s9iYfs6T5SqZQaM2ZMGz97tVpt4/F4HZZ7yh133NH8wgsvqPPz8zlRUVHWU6dO8W02GyZMmNDm73z+/HnB3Xff3Wbyp6dusQaDgbh06RIPcFj5KysrOSdPnuRLpVI77T3w1FNP1U2bNi1sxYoVqocfftjw66+/Cj7++GP5a6+9VkW3s3jxYvVnn30m37p1qy4xMZEsLS1lA4BIJKKUSqWzPz/99JNo7NixLbTl2lcw4rIXFBcX4x+bNuGKyQSuVouTR49Ckp6OeXPmQBvithaxEzqle1/FpX2IWi67K0fSaDBA0dl6mQz19fUeHUcZGIgLBQVQKhQ+nXlnsViIjQzH+ZxCSKSJXnVNZLMdjzfjFjukQpN7zEAm9KmqqICUR0Cr1QIAKurqwGutY8nl8SBSqQCDAWHx8X0Slp7gFJc+Po4nDAbLJWk2ozg7G2hqQoteD9Js7nIC1a2QJog237qh9r3yFI1GY3/04QWG5ubmxsbGRpZUKrX72hW2p7z99tvVLBaLWr16dUBtbS0nPDyc3Lx5s841Oc7jjz/ekJWVxVu5cmWAxWIh7r33XsPixYvr0tLS/ABHjGlubi5v/vz5spqaGrZCobBPnz696f3336+m23jjjTdqgoODrR9++KH8+eefVwsEAioqKoqcN29ej2oOetLf9rz77rvVJpOJWLRoUSDgKNuwcOHC+v/85z9ST/vvSnfb9/Vcx44da05ISDBfvHiRv2bNmpr267trv7vz7YrbbrutSSqV2m+88cYwi8VC3HbbbY0bNmxocx1EIhE1c+ZMw8cff6zoLilPX/bxNsnJyeTEiRNbPvnkE1lrIii+RqOxusZ+FhYWcvR6PXvs2LF9Kjz666+/Cm655RZnko9t27bJt23bJp8wYULL8ePHSwBgypQppl27dpU9//zzqo0bNyrUarVt7dq1+qeeesp5fbZs2aIAgLlz57axrMycOdOwZ8+eCsChG/bt2yd98cUXPZqk6QvE9TaDmJqaSp06dcpn7ZvNZqx+9VVUaLXgBQVB0Fqry1BeDuLChW7dLuvr6zF9+nT4+fnh8OHDve7HokWLkJmZic1btmD0qFG9budaI/vcOaQdPYrASZPaLD9x8iTOHziAm+PjwY2J6bAeAHTHjmHO5MndWi5p6vR6qAAkJyb6fFCUm5+PRhsXgcFdT070hCNHjuCplU9hyuQpePfdd73W7rWIXl+Nm2fMgMpfhe+//36guzOouOGGG9DU3IQjP/8MiaTH4Sm9xmg0oqowB6OTEsDj8WC32/HjuXOQjhjhFFX3338/cq5cwY5//xvx8fE+7c/kSZNgMpnwv19+gaibrN++Ztq0aTA0NOCHH35wJMzpZyqKi7Fj927kcrk4VVoKDUXhJq0W82bPhjYszON2qktKMJrPR0BAAABg7ty52LlzJ3bs2IG5c+f6qvtegSCI0xRFpXa3XWZmZmVKSopns5YMDEOM22+/PdBkMrEOHTpU5o19Jk6cGBoZGUnu3Lmzsrd9CgkJiZo/f37966+/3mnZkkOHDgnnz58fmJubWyCRSK4LobR9+3bpG2+84Z+VlVXojYnLzMxMeUpKisbduqGVDcYLXLhwARUA2CqVU1gCDrfLJpEIednZXe5PtFqmbH11i6WDz4fYTHBIRATIggJcPnQI+pwc2FqzDppra4HKSkQlJEBiNMJQXt5mP0N5OSRGI6J7MEBVqFQoa2pCVVVV9xv3kYiwMJgbaryaSIh2i+2rlZzh+uaq62P/uWDa7XZUFBdgWHS4M4FOQ0MDLGKxU1iSZjMsDQ1AUxNyz54FafZpiAgsrdbCwVAmw+kWOwCWS9Jsxo7du0Hdcw/kd9wBxMZCcPPNoO65Bzt274alB5leCRaLef8wMAxB9Ho9a/fu3eKDBw9KV65c6VHtSU/32bt3r59YLI7dv39/j2YBV6xYoRKLxbHl5eXdvlj/9Kc/taxZs6bmypUrA/9B8BJms5n45JNPdP3xXWHcYnuIvqYGJoEAfu7cgzxwu2S3ikuqr26xQ7AUSUVpKXakpcGm0aC4pgb5JSXgHjyIqOhosLKyAJsNPIHAWa5EV1DgcKE1GCAxGjFvzpweu7wptFqcz8+HQqHwShbJzuBwOIgOD0ZeWTHCvVT7knGLZfAEevDfn26xurJSBMhFULhY5VxdYmnLWUN0NJCQgPSaGmRv2NBjy5mn2O122AaBKyoN7RbLHoC+5F+4gKawMARGR0PfmgGWRRCQRUdDFxaGvKwsj+NIKYJg4isZGIYgKSkpEfX19ewnn3yydsaMGW6Ty/Rmn127dunoMhquJUA8Yc2aNbWPPvpoAwAEBAR0OzBavnz5gLjl+orHHnvM0P1W3mHgv6LXGCp/f7CamtzPxhoM3aZcJ5hSJL2CNJudWWCjgoIQYbOhVq9HTUkJODk5SEpORnZrnUttSAiWLV2KvOxs1NfXQy6XI7qXMVt8gQBNEgmu5OVhxPDh3j6tNjhrX1ZXQ9XqRtYX6HvDZmXEJQ0z0O0IPfnQX3UuDQ0NoIwNiExKdC6z2+0oNxggCQtrYznjX7wIlJdDcdttoEwm7Ni9G8uWLfN6XKRrjcvBEBc4kDGX9XV1joyvuPqdcl6TwEDHeg8hWCy3CcWY55CB4fqmtLQ03xf7RERE9Dj7K41Go7EPhgRZQ4GhoUy8SGJiIgIpCg3FxW0+kJ66XTpLkfQxg+dQK0VCZ4mVtWaBZbHZUGk0GJaaCm5YGBpr23pQcHk8xCclYcLUqYhPSurTYFSpUqGovh56vc9joBETGYEGvc4rtS/ZXkoedV0wRJ6T3uBM6NMPE1VWqxVVZUUYFhPZpryFwWAAKRKBw+E4LWey6Og2pZtk0dFoarWceRtvlyHpCxRFOa2onmRX9DZyhQLQ6Zx9AVy+Mzpdj2JACYKAlUnow8DAwDCkYMRlD+Hz+Vj9xBPwLyhAweHD0J0/D92xYyAuXPDI7ZLlLctl6/9D5VPdZZZYmQykyZGwyxcz4gRBQK7R4HxurldEX1cIBAJEBKqhKyvpc1v0wJQpRcLQGRRFwU71n7gsLylCmEYJqbRt4qCq+npwWr0+XC1nHeoC99By5inW1ufal67vnkI/rwSLNSCeKVGJiZAUF8OQl3d1EpPFgiEvD5LiYkSPGOFxWywWCzbGSsnAwMAwpGDcYntBWFgY/vX669j1xReos9mgTUry2O2S5aWYS+eM8hBxi5UrFMCFC+5XGgzgCT2q+9trBCIRmoVC5OTnI2HYMJ8ey1u1L51usYy4ZOgEZ7wlwfK5ValGrwffbkZoSHSb5RRFobS+HrLgYACtz3pOjqNf7cWlTgd5bKzX+0b6oMZlbxnoMiQ8Ph/zZs/Gjt27UQcAlZUwFRSA8PfHvNmze+QFQhBEn5PXMTAwMDBcWwwNZeIDhEIh7r39diTExiJuxAiPP7j0AK7P2WKHmFts1LBhXWaBlavVPu+DQq1GYU0N6nxgOXGFxWIhLioC1eXFfXJpZdxiGbqjv5L5mM1mNFSVIS4mqsM7y2AwwCwUgtPqkupqOXMVl72xnHmKa8zlQDPQ4hIAtGFhWLZsGVIJAvjqK0Q3NGDZsmU9TqZEsFhuvXSYmEsGBgaG6xdGXPYBPz8/xGg0qKn0vNwOPeD3luVyqJQi4fH5mDdnDogLF6A7dqyDO3J/xCaxWCxINRqcu3LFOQD0FVKpFFqlFJW68u437gTGLbYjzKC2Lf2RzIeiKJQXFyA6NBBCNx4G1fX1YLskQqMtZ8SXX8J86BCQk4PaAwdAfPlljy1nnmIZRG6xg0FcAo649YCICEAqhTIkpFfXncVitZlIHSqToQwMDAxDGUZc9pHI8HCILBYYm5s92t7109qXYe5QLEVCZ4GdM3kyZoSFYc7kyVi2dCm0ISH91geRWIwWHg8FRUU+P1Z4aGifal8y4vIqxJCJTu4Z/ZHMp6qiAnIBGxpNx1rLFEWhpL4esnZJYmjLWVRdHfDVVxjLZvfKcuYpPU3oQ5rNyM7IwInDh5GdkeHVGpz08zoQyXzaQ1u22b28PwiCYGIuGRgYGIYYAx9gco3D4XCQFBeHXy9ehCAiwqNBGsFigbLbYbPZwOnlAKJDFr8hAp0FtjP6wzLlr9Egp6AAASoV/PoQE9kdHA4HMREhyCktQkRsfI//1rSr4/UmLs1mMy5fvIC6ulooFEoMS0gE313dWYZu8bWQMTY3o6WuCgnJiW7XNzU1oRFAeVYW6uvqIFcoEJWYCB6fDy6PB1VYGCCVQh0e7hOLJY2lBzGXdA3OprAwR+KhnBxIDh/2Wg3OwWK5BK5mNWf18v4g2lkuGRgYGBiufwb+63UdIJfLEaVWo6iqCiqtttvt2SwWrHZ734TQEKtz2R39KbJZLBbEAQHIysnBhFGjfGphUKlUqKjW96r2Je3qeD3FXJaWFGNX2m6IAkIhVWmRVXIF3/9wGPfPmY2QUN9Yta5naLdYX7xH7HY7dMUFSIgO79QimHn+PLalp8M6fLhboUYLLF+7oTvFZTcC1rUGZ2D01cREhrw8r9XgHEzi0mrr2/3RWUKf6909Pd9g922GuS6IkrE8KljPwMDA4CsG/ut1nRAdEQHd6dMwGY0QiERdbku0z4DYDaTZjPzLl6/O7A8bdrW4dd+6zdBLJFIpqgwGFJWUICoiwqfHiomMwOmsbMjk8h7FhHXnFmsym7B69Wq8+eabEPAF3uiqTzGbzdiVthuJ0+5EYPjVgb2uKA+70hwD++6uz/U+qO0pTrdYHyT00ZWVQquUQOGmLmJTUxMuFRZi/VdfgffII1DHxTnXuQq1fhOXJAmge7dYuganq7AEAFl0NHStNTjjR4/uU18Gk7ikv1G99bBpX4pkKHnaVBipfnen0IoI7/lnAzh48KDwlltuCQWAkSNHms+dO+dxPMjp06d5qampEQAQHh5uKSwsLPBm37wFQRBxH330UcXixYsNA90XBobrhYH/el0ncLlcJMfF4Xh2NjSRkV1+ROkkPJ6Iy4rSUuxIS0OTSOSo83jhAiTp6bC0OCYnh0opksGIv1aL7Fb3WIlE4rPj0LUvy8pKEBYZ3f0OrXTnFnvi+HEcPXoUJ46fwI033uiNrvqUyxcvQBQQ2kZYAkBgeDQKAkKRfSELSaPcD+yH0qC2J9h9lNDH0NAAytiAiJi27rBGoxEF5eUobmlBUVUVrCkpCHARlkBbodZv4rK1/e7EpWsNzg54qQYn/bz2VtB5E8Yttm94W+x1hS/F7PHjx4siIyPdFnkuKytjp6SkROj1enZ+fn5+ZGSkFQCSkpLIkpKSvNdee0357bff+u4D2UdKSkrylErl0L1JGRh8AKNMvIhSqUSkUona6uout2N5WCKCNJuxIy0NVGIiAidNQuDIkQicNAlUYiLqGxsBimIGzQMIm82GSK3G+StXfO56GhgYCI7NhIb6eo/34bi5zwwGA7KzLyE7+xL27fsCALBv3z7nssbGRu923IvU1dVCqnLvdi5VaVFfV9vPPbr2sfkgoY/VakVVWRHiY6Oc1nOTyYTs/Hz8LzcX5TIZ1CNGwAaACApy30irUOt3t9huxKVcoQB0OvcrdTrH+j4ymCyXtDDsi1usu1IkDNcWGo3GptFoOnzkbDYbZs+eHThq1ChT+3VcLhchISE2sVjc78LNZrN5/M4ICQmxiUSiQXeTmkwdLikDwzUDIy69TExUFDhGI0wtV8MeSLMZ2efO4cSRI8g+dw5E68e2u3Ik+Zcvo0kkgqzdAEwWFAS7SgVYLIy4bEd/uz1K/fxQb7OhpLTUp8dhsViIjQyHXlficYIeVqs1ymq7+pHdvXs35s6bh4cffgRnz54FAJw9exYPP/wI5s6bh7Tdad7vvJdQKJRo1Fe4Xdeor4BcoeznHl37OLOBcrxnJSsrLkS41h8SiQQkSSK3qAhHLl9GsUgE/xEjoAwIAEEQHgm1/hKXpIdusa41OF3xZg3OwSQunfdHX9xih2DM5bXAxo0bZTKZLKapqanNIGLVqlX+oaGhkZ5MmD7zzDP+XC6XWr58eZ9m9jZs2OAXExMTwefzYxUKRcz48eNDCwoKnA/Ar7/+yp86dWqIWCyOVSqV0bfccktQbm6uc/3TTz/tHxEREblt2zZpdHR0BJ/Pj1u/fr2czWbH5efnt3mQtm3bJuXz+bE1NTUswOEWu3nzZhm93mAwEIsXL1YHBgZG8Xi82JCQkKi1a9c6Py5lZWXsWbNmaZVKZbREIolNTU0NS09P7zLG9vjx4/ybbrop2N/fP1osFscmJyeH7d+/v038VEhISNRTTz2leuihhwJar0EY3Z9HH300QKvVRgmFwtjExMTwHTt2tLEEr1ixQhUTExMhFApjAwMDox588EFNbW0tM75nGDCYm8/L8Hg8jIyORkNlJSiKQkVpKTa8/z7Sjh7FwZISpB09CtJiAazWbt2F6uvqHK6wbqBkMsBuZ8RlKwN5HZRaLS6VlPS6ZIin9LT2Je0WS8fVAcCiRYvw9N/+BhaLBWOLo7/GFiNYLBae/tvTWLRwkfc77iWGJSTCWFUCXVHbgb2uKA/GqhLEJ/Z9YD/UoBP6EADOncnAkR9/wLkzGTD3srRGjV4PASzQajQoLCnBkUuXkMfhQDFiBPz/n703D2+rPPO/P0e7ZMmSvNuxncSOY8d2FpJAIQE6DZRSoDBQqENJpy20Q+l0EqbQKUwLLUxf+kJLf783lKGllMIQwJm2FEqBEEiHLTQUEkJiJ3YcL7Edy/siydql8/6hJbIteZVt2Tmf69Jl6ayP5COd5/vc9/O9c3JGRMAmI9TmSlz6Jhm5jK7Badm9G8s772DZvTuhNTiTSVz6Z2jowyhDH+l+lTx87WtfswmCwDPPPGMIL/P7/Tz33HPGr3zlK0MT/c9fffVV7TPPPGN89tlnO2eS+fD++++rv/vd72bfeeed/bW1tc1vvPFG60033RSZ/3j48GHVZz/72cLzzjvP+be//e3U3r172+RyOZ/97GcLHA5H5ILq6upS/PrXvzb99re/7Tx8+HDzN7/5TWtWVpbvySefHNGJevbZZ1M/97nP2dPT08d0wAKBAJ/73Ofy9+zZo3/44Ye7jxw50vLkk09asrKy/ADDw8PCP/zDPxTY7XbZyy+/3P73v/+95bLLLrNfddVV+Z988kncL//Q0JDsS1/6km3fvn1tH3zwQcsll1ziqKqqyq+pqRnxg/P444+bMjMz/e++++6pp59+ujMQCHD55Zfn19TUqHft2mX5+OOPW775zW8O3nzzzXl/+ctfIuJUo9EEHnvssa4jR440/+Y3v+ncv3+/9lvf+tbUHAAlJBLI/N+9FiGZmZnkd3fTZrGcSWuNij7KDh+GgwfxuFxxxSOEUrBqa2OuE4eGQCaTbtZJgEKpRJWWRm1DAxvXrJnV/8nSggI+OlyDw5GObgLjqFhpsYIgsHXrjXz88WH27duHiIiAwIUXXcjWrVtnrd2JQK1Wc+PWKp6v3k1zyC3W1tuJo7uNG7dWTcrsSJxRddnFR8AfwOf1YLXaePfIiQkdeMcrA+N2u+m3tJKXaeadY8fwpqVhLi9HEUewhYXart27sYTLelgs6FtbI0ItXBoknLY6W4TnXKomUecyXIOzMVw+paSE4muvTViplEh5mCQQlzOtczna0EcieUhJSRFvuOEG65NPPmm87bbbrAAvv/yyrqurS3HbbbcNjbfv6dOn5TfffHPu448/3pmXl+c/cuTItNvR3Nys1Gq1gaqqKrvZbA4AbNy40RNe/8ADD6Rdeuml9p///Od94WW///3vLWlpaStefPHFlC9/+ct2ALfbLTz77LOW4uLiyEjUDTfcYN29e3fqT37yk36Ajo4O+dtvv53y/PPPn47VlldffVV34MAB7XvvvXdq8+bNboCysjLvZZdd5gR4+umnDXa7XfbSSy91hAeiHnjggf63335b9+ijjxoff/zxmHOiLr/8cicQSWf7xS9+0fvaa6+lPPfcc4YHHnggEvVdu3at62c/+1nkfe7Zs0d78OBBjcViicwLLSsrGzpw4ID2kUceMV111VUOgJ/+9KeRY5SUlPiGhoZ6v/71r+f6/f7OZKiXK3H2Mf93r0VK6YoV7H/+eYY0GvJHpbUKqamQnU1TQwOZ45SXKCotRb93L9aOjhGpsdaODmQ9PaBUSuIySTCazXSdOkWHxcKSePPIEoBCoaBkeQEn2iaufRkrLRaCkZH9+/cjl8tZvnw5zc3N7H9vPz6/D4U8uX8S8guCHfu62hoGB/oxrVlJWcV1EwpL6XsSG5fLgUyuYPWl17Hpyhsiy2M58I5XBiY3bwlHDv0dj8yPXZaOedWqSYmtiYTaXKfFxhPCo1GqVDN2hY1HMkUuZ2zoIwiLqhTSYuPb3/724IYNG5YdPnxYtW7dOs9vfvMb05YtW+wFBQXjzr2oqqrKraqqsl599dUzTtf5whe+MPzAAw94i4qKii6++OLhz3zmM46tW7fac3Jy/ACHDx/WtLS0KFNSUkqi93O73cKJEyciX9iMjAx/tLAEuOWWW6yPPPJI2rvvvqu56KKLXE899ZTBZDL5r7nmmuFYbfnwww/VRqMxEBaWMdZrenp6FCaTaURbPB6PoNFo4o6iWCwW+d13353+7rvv6np6ehR+v19wu91Ca2vriImVGzduHPH6wIEDGq/XKxQUFIxwsfN6vcKyZcsiAnzXrl36Rx55xNzS0qKy2+2yQCCA1+sV2tvb5UuXLl1cha4lFgTzf/dapKjVatJ0OjwxOgiCIIDBwFD/+NMUVGo127ZuZVd1NZbm5mCU02pF73Cg12oZHh6OOM9KzD9pubnUtrSQZjaj1c5embP09HRSJ1H7MjxiGZ0WC9DS0oxMJuOBBx7gkksu4c033+T++++npaWFFcUrZq3diUKlUsV1hR0vsiYxlpP1J8guKseYOdIoabQDb9wyMC2N/O53v2PNBeeDScfqT12AWjO1sjbjCbVkM/SZC5JJXCbC0EcUBETJfC4pWb9+vefcc891/upXvzLee++9/W+88YY+XlQvmv379+sOHDige/TRR9PgzBzakpKSohtvvHHomWee6ZpsG1JTU8VPPvnk1F//+lft3r17dU888YTp3nvvzdyzZ0/bpk2b3IFAgOuvv976wx/+cEyHKZyuCqDT6caMYqxdu9azZs0a11NPPZV60UUXuZ5//nnjF7/4Ret43/PxrtNAICCsWLHC88ILL4z5jMYzLtq2bVvO6dOnlaayJ0cAACAASURBVA888EBPcXGxV6fTiVu3bs3zeDwjTjb6PQQCAcFgMAT+9re/jSkBo1arRYC3335b89WvfjVvx44d/Q899FBPenq6/7333tPedtttOaOPLyExV8z/3WsRs6K4GM1HH+Fxu1FFdXAFQQCbDf04KbFhcvLz2bF9O411dQwODmIymSguK+Ptd94JH2y2mr8wmccULKVKhSw1leMNDZyzevWsdqaKly3l0AS1L+VxSpEUF69g3759kY70pZdeyqc//emk6MzOhPEiayl6w8QHOAsZGhzEkJEd81qNduAdUwZGBKfTSUBnwGHMos0+yBeuuGTSkb/JMtdzLqdSR3a2SCZxOVNDHwiWIwkEAsjlcsxmM+Xl5Unx3iSCfOMb3xi66667Ms1msz8jI8P3j//4jzGjetF89NFHLdGvDxw4oPnOd76T8+KLL7avXr16yhO2FQoFl112mfOyyy5zPvTQQ30rV65c9swzz6Ru2rSpZ926da5jx46py8rKvNMZ5Pjyl79sffDBB9NvvfXWoZqaGvVvf/vb2K5wwLnnnuseHByU7d+/Xx0rerlx40bX73//+1STyRTIy8ubdETwgw8+0N13333dVVVVwwA2m01obW1VlpWVjftZnXfeeS6r1SpzOp3Chg0bPLG2efvtt7Vms9n/i1/8oje87Pnnn5dueBLzivQLP4tUVlaS+9xzdLe1kb3iTERItNuhq4uC4snVLFSqVJStWTNiWXikMN6Prcftpqm+PphqZjZTVFo6QuAuNpJFYpszMrC0tJDX1UVOTuyyGYlAo9GwLC+L9nFqX4bTYsOmLWEEQRgToUmGiM1MiBtZC6V3/tM//dM8ti55STHosfV2IRPG/o7YejsxrQnWoIwuA+Nyuhiw23DKZKhMJgw5+ZgNQsKFJcxhWmw4cpkEoscfeq/JMFdqxoY+EIlcAgwODnLs2LFZn0ObLMxm7clEsW3bNttdd92V+fDDD6fffvvt/ZO57kYLnZ6eHjlARUWFZ6ppmNXV1fqTJ08qt2zZ4sjOzvYfOHBAY7FYlOXl5R6Ae+65p3/z5s1Lr7/++tzbb799ICcnx3/y5EnFn/70J8Mdd9wxUFZWNu7F9NWvftV2zz33ZH3961/PKSsrc5933nlxBd0VV1zhOO+885xf/vKX8x588MGe9evXu9va2uS1tbXq7du3D91yyy3WX/7yl+bPf/7zS+6///7e8vJyT0dHh+KNN97QlZeXe8LzP0dTVFTkqa6uTv30pz/t9Pv9wj333JMxGdf3K664wnHhhRc6rr/++iU/+clPejZs2ODu7++Xvfvuu1qNRiPu2LFjaNWqVZ7+/n75I488YvzsZz/reOutt7RPPvmkacKDS0jMIvN/J13EqNVqbr/5Zn6wcyeWrq5IWqvs6FHw+2fUeQiXMYkVcehsb2dXdTV2nS54ztpa9Hv3sm3rVnLy86d9TonxCQv6np4eWuvquOm660idRHR6uuTm5tLVW8vQ4CBG09h7Sby02MXImMhaiHB658n648EFkrfICAqXFdHVdAxb3wXAmUGrztamkAPvdUCwDMzHTTV09fYyLIAy1UiKWsWw3Y53qIectefMSvvGE5cet5um2tozA2gVFdMeQAuLndkQyFMlKSOXM6mDGopcnm3k6ITpWS7PMTqdTrzhhhusTzzxhHkiI5/ZIC0tzf/aa6+ZfvGLX6QNDw/LcnNzfd/97nf7/uVf/mUIgqmtb7311qn/+I//yPjCF76Q73a7hZycHN+FF17oSE9Pn1Ch5eTk+Lds2WJ//fXX9ffdd9+4RchlMhmvv/56+x133JG5ffv27MHBQXl2drb3a1/72hAEP6t33nmn9d///d8zb7311pz+/n5FWlqab926da6rrroqbsT3ySeftNx66605F1544dKMjAz/7bff3h/tdDtee/bs2XP67rvvTr/rrrsyu7q6lEaj0V9RUeH+3ve+1w9www03DB84cKDvvvvuy/j+978vO//88x0/+clPer7xjW/kTnR8CYnZYv7vXouc0tJSbtm6FavXG0lrPfjaaziczhndcMN95NG/Th63O6ZDrbWjg13V1ezYvj1hroYSZxgt6N09Pey/+24e+P73KSwsnPgA00AQBFYsX8qRE83oDYYxgxXhaENADCz6OU/RkbXRGDJyGBoanOMWLQwUCjkBv4+afX/iTZMGXaoZW28n9q5TXPX5y+nqaMft8dJns1JfdxjtyjUUrgqWfHE6nPScOoHf3puQ+o6x2xdbXHa2trJr927sYZfZhgb0+/axraqKnGl837xSWmxMZmroA8BZaOpTlCpzTrxV8tDR0aHYsmXL8PLly6eVInD55Zc7RVE8MZ19Q+mw4xaK3rhxo2fv3r1xa3D97Gc/64t2WR3Nnj174u47ut0mk0n87W9/2w10x9o+Ozs78PTTT096TikE23/w4MHW6GV33nnniJtSe3t7U6x9U1JSxJ07d/bu3LmzN9Z6gIcffrjv4YcfHvH+b7nlFttU2ighkUjm/+61yFEoFJj1etIzMyNGF2ERMJNC0gX5+aQaDGPmXDbV12PX6UYIS4DUvDwszc001tWNSbGVmBnxBL2lro7v/fSnPHTXXeTm5s5KxzW69mVefsGIdYIgIJfJ8Qf8+AP+pHeCnQlmcxo1bbH7NrbeToqLZi9FeSHj9foQAI3gY0v5EhRyOZkbiygt/ToOh4MTp05xangYCrK47KYb+N8Xf8+pIx+gz8jBPdRLwN7LP371y7M2YKWIUYrE43aza/duxOuuIzdqaoG1sZFdu4MOt1Ntz2TrXM4FvpCgSwZxOVNDn9DOY+51M7n3SSSO3t5e2b59+7R79uwxvPzyy23xtquoqFi+evVq1wcffBB3m9F88sknqk2bNi31er1CXl7e2ZEHLSEhAUjick5INxqxOJ0RcSnIYhutTIVTp07R29s75qY/ODAQv3ZmaiqDg4szgpOi17OqvBzNFJ0qE0E8QZ9bVkZbVxd/fu89SpYuJS8tjSXZ2ZjN5pl11kaxtKCAg5/U4hhOQ5eSMmKdTCYLikvf4haXpeUVvP7mPiynGsfMuXR0t1Hy+c/MY+uSk8GBAdpO1tHTcoLirHO58oorAHC5XLR0dNBst6MoLKQ0MzMS9T7n3I001tQw1N+PMa2Q4srKWc2ECKepRkcum2prsRcWjhCWAKnFxVgKC2msqZlymZBkmnPpS6I5l4k09AGpJFCysW7dumWDg4Py73znO/2hWowjuOiii1y1tbXNAFqtdkojAqWlpZ4PP/ywBc44m0pISJwdzP+d9CzAnJrKKYsl8jo8f2Umo7cRQ59RN2uT2Qy1tbF3sloxxZibtxhwDA9z/Ngxtnxm7kVELEHv9/sZ6O1lwOPhdFsb6zdtos/t5nRjIyq/n8KsLHKysjAYZm7qplAoWLEsnxNtrWNqX+bn5+N0OWc0kLEQUKvV3Li1iuerd9Mccou19Xbi6G7jxq1VSZHumCw4hofp6mhDJxfJzzQR8HlRKpV4PB5aLRYaBwcRsrPJWLZszCDIbNZ3jEWstNjBgYFgKmwscnOD66dIpBRJElwnyZQWm2hDH4nkIl4qZpiUlBSxvLx8WlFHjUbDdPeVkJBY2Mz/3essICUlBTxnzNXCkcuZzEMJhG/Wo8RlUWkp+r17sXZ0kDpqzqXe4aC4rGza55SIzWhBb7daOVJbi0epxNnZyftDQ5x69NGgoVJhIT6vl+bBQU7W1GBQKFiam0tmRsaMoq7h2pe93d1kZmdHlnd3dzPsGCYgLv45T/kFhezYsYO62hoGB/oxrVlJWcV1qFQqBgcHSE9LD34Xz1I8Hg9dltOIThsrl+aTlpZGb1dw0Mvj9/P28eOImZmYKyuTImoGscWlyWyGhobYO1gsmEpKYq8bB6nOZWzC4nJG18NZaugjISEhcbYy/3evswCdTgdeb8RUJRxtnJGhT0hcjk4zUqnVbNu6lV3V1ViamyMOtXqHg21btybFyPxiI1rQp2Rnc6S2FjIzUTkcqORySq65huGenhGGSumZmZCZicvp5FhvL4FTp8gyGCjMzcVsNk+rYxmufWk0myORunDEwe9b3JHLMCqVijXnxIisCQJ9/X2zXtIiGfH7/XR3deIa7KUwN5Pc0mBE0u/3Y+nqQpmbi6+4mNTy8qRwS41Go1Zzzvr1I8r6FFVUoN+3D2tjI6mj5lzqW1spvvZaYGpusoFAAIVCkVSCLhnakoi0WKTIpYSEhMRZxfzfvc4C5HI5qTodbpcLjVYbcd6b0WjuOHUuc/Lz2bF9O411dRGH2uKyskUpLMPlP043N4PHE6kRN5dEC/qGQ4cYcjrR9vWhslpZc+mlyJXKuIZKGq0WjVaLKIrYbTY+amlB3tBAfno6ednZGI3GSc9TCte+bGtvZWlRsK6qPBHXmsSCRBRF+vv6GOjuIDc9lYo15ahUKgKBAJbOTuq6umhWqfBmZ6MwGJJOWAIgCHx86NCIQQGVWs22qip27d6NJewWa7Ggb21lW1UVSpVqym6yLpcLn8+HKgk+A7VKxTnr15OWljbfTUGhUMR0op4SMSKXktiUkJCQWLxI4nKOSDMYOO1wBMVlSCyICUiLjSc7lCrVoneFjS7/0aTVQn4+77//Pld9/vNzXs8zLOhffO45PM3N5JWWYl62DHl0ZzVkqBQWxJGISmkpKrUafWoq+tTUYERpcJBTdXVogLy0NHp7ehh2OMhIT6eiogJ1nAjM6NqX4U6h33/2RezOZuw2G90dbaRq5KwvL0Eul3P06FFONjdj9fvJXrOGjNJS9ENDIJPNrI7hLBKvFElOYTAFurGmJvg9Kimh+NprUapU03KTTaY5l0NWKx8fOsTatWvnuyk4nU7sNtuYuf1TIqoUiWToIyEhIbH4kcTlHJFmNNLSHizlFHGLTUBa7Og5l2cLo8t/tH34IQwOEigqmrd6nkqVitXr11PrcJARa96X1YrP42HnI49E6mFSW4t+797gfMyQIJbL5ZjS0yE9nca6Ou7/wQ8YFEVSMjPJMZtZ8uKL3PGNb8SsnykIAiVFyzhc14jeYDiTFuuXIpew+CMmLpeLro52FD4Xq5blYzabaW1t5cFnnqE5LQ1vQQHKoSGMf/kL26qqInUM5UmQghmL8BzI6FIkkXVxzIWm4ybrDc2Jl+ZcjiQhdS5jlCKRkJCQkFi8JOdw9SJEp9MhhjowEbfYBIjLRJa0WEiEy3+kjir/oUlPx67T0VhXNy/tKiotRe9wYO0YWbPZ2tGBzmZj/8GDQUG8eTO5q1eTu3kzYkUFu6qrIx3cMK1NTdxz3320pKYyvHIlnTIZNc3NNKlU/Pw3v8Ezavswer2evAwjXZYO5AopLRZAiBvjXxz4fD462tvobKpnaYaB9WsrMZvNuN1ufvK739F+ySVkff3rLL/qKvJvugnxuuvYtXs3brcbSN7fkXiRy/GYjpusN3T8ZBCXkTmXSWCqlIg6l4Jk6CMhISFxVjH/Q6NnCTqdDrnfHzT1CbvFzqQUyVmeZpSs9TzHM1S6YMMG3jxxYkw9zFjzMT1uN79+/HHc55xD+rp1kW3dXV00fPwxYl4eR44cYePGjTHbUZifT8+R2sjcXCktdnEiiiK93d1Y+zpZkmkmf11lRJAFAgFe3buXxpwclm3cOCI6GY7iWZqClQimkhY7FaOcmTIdcTkdN1nJLTY2iTD0kUqRSEhISJxdzP/d6yxBJpORqtPhcjojo8CBGdQeDN+qz05pmdz1POMZKh38298mLYib6usZVKtRjRKi6uxsPOnp9NjtfHzkCBs2bIg5wKBQKChZVoDLOogoivj9AdxuN/XHahkY6MdsTqO0PP7czbkmmduWrAwNDtLb2U66XsOGyrIRpWzcbjdHGhuptVrRlpXFTnvNzcUWEpeTTXucqlHOTJmOuJysm2w0HiktNiaJqHMpGfpISEhInF3M/93rLCLDaKTF4YjcqN966y2ampsj6+PdcGMtD4+0v/TnP6NWqRi9xeh9VCpVJAVuovMRY3msLWPtP9llsc4xlfP4vF7aDh6k1eNBk55Od3c3AG3Hj+Pt7ma/Ws2Bjz8e91wAWp0Ox/DwtNowlc/v3Q8+oKejgxMDA1hC/7voreyffIKqsZFPQum87U1NWHw+7B0d2EYNQng8Huz19fxhcJCPP/6YdJMpIjBHt6mztQmlKZPHHv0lpzssmAqKMWTkYOvtZKDtYVaVlmI0B10p1Wo1Lrdr1HuZ/mcRc1mMA1oHB6g/0YA5f8WZtrX/jJUrVpBqMifkPB53UDy4XC4efvhhBEFAkAnIBFnM5wICMpkMlUqJz+dHJpMhkwkQWi4IQrCsUJzn460LPgdBkI14HlwnxH0ePrfH42agpwu5382S7Exw6hno640ce3h4mLqeHoT8fGQ6Hbb6evpXr0YglOkgBJOEhxsaSA0JGdfwMO+/+Sa2oSFMaWksLy9Hq9MhC5n9yORyfF5vcJ7zF784aaOcmTIdcTkZN9nR+JIoculPgnmw4ej0QFsbOBwEZuDCLQhCJL32bM20kZCQkDibkMTlHGI0GPAODFBQUMDJhgZ27do1o+MJMhn/5xe/mNS2ZWVl1M3TPMRZw+eDw4chOxsMBuQuF13t7XT5/Xxy5MikDrHunHM4HBahs01YBA0Ogl5/ZrndDkePcgLOGDR5PLBkCTid4HJBdIe4oQFqa7GcOBHcrr9/XAFtFOS8/sYbrL70OnyGTAbcgCEHWa6cP/zpTxFxU5BfQFt7W6LfNRBM4/a6XYiBAIJMhlKtQZDJEAMBRGD1JdcSMGUy5ANMeShEJS/95UzbEoFcJsfj9fDc889Nep/srGy6ursScv6ZIooiXpcTe18nLttQ7I0EAfLyICMD5HIIR4y6uyEz88x2PT3wxz8CIAfeeecd3untjQgxjh0Lfr+irzuHA9avB5MJ4a9/PSOkZTLE2lr+cuGFKI3GiBiVyWTI5XIEQUAefj1q3UTLwkJraGiIe++9F7lcHqlHGe8R3qYgP5/+9nbcJ0+SajSSV1lJXVMTJ0+dGrOPPTTA1HH69IjPe/TnH+OfMvLlqNVej4f2hgbsViv61FSWrFgxpuTL6OOGB8p6e3upr69HLpdHHjKZDIVcjiy8LPQ5hZ/LFYrQQIhs2kIuOjrdc/75oNfz8p//TMny5dOKTguhmqoSEhISEmcHkricQ1JSUhC8Xjo7O7Hb7WzevJnMrKwR28TrEIxe/tKLL+L3+7nmmmsio/tj9o16bTAYWB2jNEnc802iDaPPMd52MZfFPPPUzuP3+xns6aG2poZTLS2sOfdc1kXNUZzoXIbUVNbFsvyfwfuKdz5BELAPDXG0tha3QoFgMCDabKhFkdVf+hL6UCqvIAj4fT4++OADPHl5DPp8+GUyUKvxd3Uh7+3lszfdhCk9nUAgwHBfH9kqFaZQym10m/7rv/6Lzk4Lm66q4sLPXjGmcWlqgXSljyUFS1GpVDFdOWO/xcl/PgP9fXxy5AimJcUYMnKx9XUy1N7I2rVrGLbb6HHLWPsPV4zZN1MrJ1Mjkl+4bFLnGW+Zy+Xil4/+Eo1aw7e//W1EMYAoBueURT8PiAGILBeRK+R43B5EUUQUxcjyWK/HPEdEDMR/LooiATEw4jkx2uEP+HEN27H2dYHbiWJpzojzhB/DPh/u7GxkRmOkcH0gEMBjtzP45pv4y8ogJyciHg0ZGTh9PoYGB5F96Uuo8/MRAXH1agJr1yL+4Q/IFQpEgin8PlEMis/w+4/+sDMysA8OwiyICLVGg9vl4tVXXkn4saORyeXceeediTugxwMKBZSXjy/aY6DV6Xj6qad4+qmnpn36iQToaNEql8sRgL7eXoTrr0eh0WDLyYG0NA4HAtz67W+zsqwMtUaDUqk881AoUISeq1SqEa+VSiUeh4MTAwMULllCe8gxXUJCQkJi8SKJyzlEq9Ui8/sjabFVW7ey6YILpnWsV199Fb/TyR133olOq01kMxckj/7Xf/G7J59k8+bN3HLzzfPdnHHxejxj5mPGStW77uqr2VVdjdVoxBYI4OnrwxQI8K1f/5qC5csj2/l8PnpbW9lQVEROTs6IY7z44ot0dnVRWrmGVatWodFqRqxXeOws0/q4eMuls/Je3W43O3fu5Pp/uZvcpWdSKS2nGqn960ucd+65nPZqYg98OIcS1jar1covH/0lSqWSm266acbHmyv6+/oY6O4gy5jC0sICVDGuk+HhYQ43NWFPSyM9Ly+m0PZ6PGdqQprNFFdWolSp+OWDD/LUkSOUXnghF1500Yh9LEuXsrWkJFK2o+7QIZ4/cYLcL30pJIZDIjMQwPI//8M/XnUVRZWVQbHr9+OPEr6BQAC/3z9m3WSWiYEAPp/vzMPvH/k6xsM/wTaj15+or8fn87Fs2bIRkcXRn+VkBjYEgmK8p7sb8YtfRJ6TExmh8W/ejPDHP5KdnY0QNc919DEKCgpoaWnB7/dHPo8Rz30+/OHPyu/HF/WZ+fx+EEUCoXVjh4vGIRydlsmgsxMAmUJBv88HRiOnX3kFdLqpHDEopsOiGsjPz0+K9GMJCQkJidlBEpdziCAImPV6ZBEHTylV6GxEqVJFXGHHI54x0GghqlAoSM/P51BjI+cpFGRkZIxYhyjitw/gsFtRq9UIsjMdWVtvJ6Y1KxP23kYb83g8HnRZBSOEJUDu0mKaswoY7O/H5o6d9proti0khu12ujvaSFEKrCsrJiUlJeZ2Pb29fHz6NKqlS8kYx8QqXk1Im80GubmxDVtGle0oqqjAsG8ftuZmUouLI3WsrI2NpHV2ck6c+YwLgcs/9zl6e3v5r8ceI2tUNsl0qDt0iOqGBnKrqsass6SnjxDts0G0OI8nQKMFa1i0Hn73Xfanp5N+/vkEAgHeefddhgYG+NQFF+A3mVizdi3LKivxer14vV58Xi+e0PPwa5fLRV97Ow67PZjurNGgKihAI5Nx6NAh2tvbx8z/l5CQkJBYPEjico5JNxojz/0zMEmQiM1icyGcrBBVqlSYlizho/p6zlcoIm654RICjq5WnP2dCDIZGm0KKpWK7tMtOLrbKKu4LiFtbW9r5fnq3eiyCjBk5FDTdoKGg/tZvuHCmNsbMnIwKRw0HanFcqpxTGQzkW1bKLjdbrosp5G5hyldmk9aWlrM7QKBAE1tbdTb7ZhLS1FrNDG3mwiVWg3NzbHdYkeV7ZiOUc5CIRH1HKPp6epiyGbDv28fGrMZc0UF8rD7cZxam4kkPO9yqjd4v81GbUMDWdnZAChDUy5ycnLwHz/OlksvHVcUh+drqjdtQh26PlQnTnDbDTdw6UUXceutt/L4449LdS8lJCQkFjGSuJxjUvV6ZKEbqy8BkcvFJqami+RCGJybZsjN5cNjxzh/9WoMBkNkPu7n/mEzR//+JjJjNkqDmT5LG1ZLC1dfdRUDfX2k6PVodbpp17Nzu908X72bii3XjBCJhuwC3tj9Oy747NVjxIett5PMNSu5cWslz1fvpjkkSm29nTi627hxa1XMNNCZEMutNhnw+/10d1pwDfWxbEk22dnL4wodt9vN0aYmutVqslatmpEgSs3KghdewNvRMWJ5vLIdOYWF7Nix40yKbUkJxddeO2lhOZc1MqdCIuo5hulsbWXPvn00Z2SgXbkSGhpQ7dvHmqoq9IWFcWttJgOjy7iE7y+OlhbS45RxCeNxu9m1ezfiddeNcBPuPXaMp3bt4uJPfepMGS5JXEpISEgsWiRxOcekpKQgD4nKmaTFSmJKIhYanQ5/VhZ/r63lgjVrIp3l9PR0fvi9a6ipqaG/v5+01RewcuVX8Xq92O12Bvs66DrlQKZSo9KmoNGmoEtJQaPRTOpaqz9WGzP9tXzduRzY9yoH39rD+ZddHVkeHZlUqVTs2LGDutoaBgf6Ma1ZGVmeKJL1+yKKIn29vQz2dLAkw0T+2opx56NZrVYONjfjz80lOwHpmwEAnw/5n/4ULJEziWhkvBTbiZjrGplTIZxFMlNxGRZYhm9+E2NvL6xahfrii3E3NnJk925WXXVV3FqbycDo6LS7vh7q65G3tLDtttvGHURoqq3FXlg4QlgCmEpK6Cgo4PDhw5HvoSQuJSQkJBYvkricYzQaDQpRDM6Dk+ZcSswCKXo9Nr+fD48ejXTm/H4/KpWK9TFEgdlspoCg0HE6nQwPD2O12elv68Tp9aHU6FBpU0hJ0aNLSYlZ3H1goB9DRs6Y5XKFnDUbN1H71p8JeN1xI5MqlYo158zeHLRkxDo0RK+lHaNOyYaKUrQTGHOdtlj4pKcHQ3ExqdGlbGaAL+RceuFFF3FRScm0opGTIV5UazZrZE6FRKXFRgRWaSlrcnI4UlODzWgEgwGn34/1V79i+x13JHUKcXR0+qPHHsPe1cW2//iPCQcABgcGgoMGo1AolQSWL+fj48fj1uOVkJCQkFg8SOJyjhEEAZ1KJYlLiVnFYDQy6PczHIrITKYIvSAI6HQ6dDodmaGaiD6fj+Hh4WB0c6ibtvZhRLliRHRTq9NhNqdR03Yi5nH9Lhtfu/lmlArlrEUmFxJOp5PujnaUooeK4gKMUfOwY+H3+6lvbqbZ7ydj1aoxdRJnQrj0jFqjmVWDmXhRrdTiYiyFhTTW1Mzq+SciUWmx0QJLbzRy/vnn09/djcvpxF5aypXr1s17lHYyhKPTmvR0sNlQT8Ih1mQ2B2vwxkA1OIjbaMThcgFS5FJCQkJiMSOJy3lAq1QGxaVk6JN4pBHxCKa0NEhLA6USj8czrWMoFAqMRiNGo5EloWUul4vh4WFsdjsDnb10ON1oVAp6Go/RUn+MghVlyOXBCFA4/XX1jWevmAzj9XrpsnTgsw+yvCCXrKysCdN1HQ4Hh5uasJlMZC9ZkvD0Xl9IXM52aYh4US1gTgxuJiI80DfTyOVogSWT9r4rtwAAIABJREFUy8kIvW/Lhx+SvnTpjI4/1/im8LmMnq8ZxtrYiKGtjfX/8i/s27sXkMSlhISExGJGEpfzgE6jAa9XMvRJIJPpcnvcbprq68+YiZSWJoWZyGyiSUmBtDROnjqF3+9PiGGJRqNBo9GQnp7OMoIdxeHhYbRVV/P0/1Rz4qMlmHKX4XUM4expnxVjnmkzD1+XQCBAb3c3tv4uCrLTWVKyelL/h96+Pj5ub0deUEBGHNfYmeINDXApY6Q6J5LxolrJYHATiVzOUFyOJ7CSea5lPKbyuUzkJqzV6VAXFIDJNO3BLgkJCQmJ5GfCHoUgCAXAfwM5BP0fHhdF8f8LrftX4DuAD3hFFMV/FwRBCTwBrA8d/79FUfxpaPsNwFOAFngV2CGKoigIgjp0jg1AH1AlimJLaJ+vAj8MNecnoig+nYD3Pa9oQuJSMvSZOzrb29lVXY1dp4PUVKitRb93L9u2biUnP3++mzdryOVyUCjoF0WO1ddTuWpVwq8dmUyGwWDg3HPPZe3atRw+fJjjdfX4jSouuPoWzLMkjKbCfH1dBgcG6OtsJyNVR+nqVagnMZghiiLNbW3U2WwYV65EM8FczJkQTpeONY82kSS76AqEI3QzHHxZbOVapvq5TOQmrNZoID8fy8AAoihK9zEJCQmJRchkehQ+4A5RFA8JgmAADgqC8AaQDVwDrBFF0S0IQti68AZALYriakEQdMAxQRCeD4nFx4B/Bg4QFJeXA68BtwADoiiuEARhK/AgUCUIQhrwI2AjwZjDQUEQ/iyK4vzmUM0QjUYDHg8eqZD0nOBxu9lVXY1YUUFuXh4QTINrq63l5z//OV/7yldYWVm5KKOY4YhDitlM+/AwypMnKV2xYtY6dSqVivPOO4/zzjuPwcFB6ptO4XI6yM7NS1gNwYWAY3iYro42dHKRNSuXYzAYJrWfx+OhpqmJTqWSjLKyhESaxyM85zKR8zhjkcyiKzpFMxHX6EzLtSQT0zE6Gs9NWJDJQKViKDWV1tOnWbqIB/YkJCQkzlYmFJeiKFoAS+i5TRCE48AS4JvA/yuKoju0rju8C5AiCIKCYITSA1gFQcgFUkVR/BuAIAj/DfwjQXF5DfDj0P5/AH4pBHu/nwPeEEWxP7TPGwQF6fMzfN/zikKhAL8fl9M5301ZdMRKE26qr8eu00WEpd1q5UhtLR6lEqdCwW9ffJEl//u/izKKGRYnXrebvv5+Dh44wOply7j8sssmFUWbCSaTiQ1r9DS3nKLlxHFyCpahS0mZ1XPONx6Phy7LaUSnjZVL80lPT5/0vjabjUPNzbizssjOGeu8Oxt452jOJSSv6EpU1DKa6ZZrSTYSWf8TzohUbWYmtQMDGPV6TCZTQo4tISEhIZEcTCkXShCEZcA5wAfAz4CLBEH4fwAXcKcoih8SFIfXEBSkOuDfRFHsFwRhI9Aedbh2iHiELAHaAERR9AmCMASkRy+PsU90u/6ZYESUwgXgxKdQKMDrxS2Jy4QxXiRucGAgmApLMGJ5pLYWMjOD0aThYfQGA2JODruqq9mxffu8d3YTiUwuB5+P1/bsIbOiAtFg4K233uKlv/6VH//bv83690WhUFCyopiMgQFONDeiSk0nOyc3qaOYbreb+mO1DAz0YzanUVpeMaEQ9/v9dHd14hrspTA3k9zSZVN6jx2dnRzp7ka3fDnpk4xyJoK5SosNk4yiK1FlSBYjiTI6ChP5lZbJSC0q4uOTJ9mk1c76QJeEhISExNwx6TuGIAh64I/A7aIoWgkKUzNwPvA94H9C0cbzAD+QBywH7hAEoYjYnivhMFO8dePtc2aBKD4uiuJGURQ3hksoJDPhjpwvZMsuMbuYzGawWgEY6O3Fo1SiDnfgbTY0BgOpeXnYdToa6+rmsaWzhFxOoKKC3M2byVuzhmWXXkrPsmXc+/DDuOcoNdtsNrNhTQV63LScOI5jeHhOzjuaiQyw2tta2blzJ+8eOcEpp4J3j5xg586dtLe1xj1eX28vzfW1pMq9bFhTzpIlSybdGff7/RxvbOTjwUFMZWWkzKGwhLmNXCYriY7OLSYSZXQURggdRxRFtCkp+HNzqWlqktxjJSQkJBYRk7pjhEx6/gg8K4riC6HF7cALYpC/EzT7yQC+DOwRRdEbSpXdT3DOZDsQnXOYD3REHasgdC4FYAT6o5fH2GfBEhaXgUSIS8ktdkKKSkvROxxYOzpwuVwQGiV3d3WhsloxL1sW3DA1lcHBwflr6CzgGByE7OxgvboQMpmMnNJS2hUKXnz55TmrtxqOYpYty6P71EksHafnzu14EnNM3W43z1fvpmLLNWy68gZWf+oiNl15AxVbruH56t1jHC5tVivNJ44jDvexvryE4uXLp+SK63Q6+aiujlNKJdmlpfMSMZ+oFInH7abu0CEO7NtH3aFDi3KeeLgklCQux5LolOHwoIsYEpPmrCy6VCpa2tvH201CQkJCYgExobgMRSN/CxwXRfEXUateBLaEtlkJqIBeoBXYIgRJIRjZrAvN3bQJgnB+6Jj/BLwUOtafga+Gnl8P/FUM9jpfBy4TBMEsCIIZuCy0bEET6cj5fJHO3VSRPPYmj0qtZtvWrQi1tdiPHsVZV4ftww+hpoY1l16KPPz/sFoX3fwfn88HBgOBUSJOEAS0ubk09vZy8OjROYtgAqSlpbFhbQU60UXzieM4HI45O/d41B+rRZdVQO7S4hHLc5cWo8sqoK62BgjW+TzVdBJrZyvly5dQuaoM3SSKzEczMDDA/hMnsOfkkFlYOG+umeOlxXa2BqO41Q0N7FEqqW5oYOfOnXS2xo7iLlSktNj4hMtlJUp4h6/z6N+jjGXLqLNa6e/vT8g5JCQkJCTml8ncTTcDXyEoGA+HHlcATwJFgiDUANXAV0OC8FFAD9QAHwK/E0XxSOhYtxEsU3ISaCRo5gNB8ZouCMJJ4LvAXQAhI5//DB3nQ+D+sLnPQibckVMBziTpWC8W4sXBcvLz2bF9O1/ZsoXstjb0gQArPv1ptKGInrWjA73DQXFZ2dw1dg7QaLVgs0UiBSOwWllaVIRVoeCDTz5heA5TVZVKJaUlKyhbmkt3SwOdlo55r9k6MNCPISO2kY4hI4e+vl462tvobKpnaYaB9WsrpzwYIYoiLW1t/O30abQlJZimYPgzG8Src+lxu9m1ezfiddeRW1VF7sUXk1tVhXjddezavRvvIqpTKKXFxifRabFhAR+dBiuXyzEWFfFxW1sws0RCQkJCYkEzGbfY94gfKNsWY3s7wXIksY71EVAZY7lrnH2eJChkFw1hcamUyXC7XBiMxnlu0SJgEpGfvu5u/rp/P6ayMpoaG+np7UWh01Gcnk4msG3r1kVl5gOQlpkJb72Fs6dnxPJoMa1UqbBbrbx/5Ajnrlo1p9HbtLQ0NhgMNDa30Bx2lJ1iFHAqjCdgzeY0atpOxNgJetqaycjSkq6BJUWV0zLA8Xq9HGtq4rRcTsaqVUkhZuKVImmqrcVeWEhu8cgobmpxMZbCQhprapLOmGe6JNq0ZjGR8LTY0O/06O+hRqfDmZfH0aYmNpSVSf8LCQkJiQXM3FgESowg3DGVCQKBRTiHKRmJrnVZlJfHUq+XgZYW+ltakHd18e0f/QidXj/fzUw4SrUa/H7Eo0exKJVB11yrFb3DMUJM61NTcSkUvF9TwzkrVpA7R6UwIBjFLFtZQl9fHw3NDWjNWWTl5CQ0VVSYRCJ5aXkFr7+5D8upxmBqrBhMgW2pO4qz4yTXf+MuUkOuw1PFbrdzqKkJV2Ym2bm50zrGbBAvLXZwYCBYizIWubnB9YuEREfnFhOJThkWYkQuIfj73NXWxoFjx+hobubySy+VHGQlJCQkFiiSuJwHojtywjTnXIaR7Hwmx+hal3KlkoySEjJKSrDs309rUxNla9bMcysTj1wuB4WCTZs2sWnjRgYHBzGZTJGIZTQanQ55YSGHmppY5XKxfOnSOZ0LmJ6eTmpqKo3NLbQ01JFTsAytVjtn51er1dy4tYpdzz7LsdQstEYz7qEeZLZe/n37t6YlLN1uN++8+y5/b2oiq6yMytLSWWj59InnFmsym6GhIfZOFgumkpLZbtqcMRt1LucKj9tNU21tsG6o2UxRRQWqBIkyURQj6fSJnnMZnabf2drKrt27sRcWIhYU8Nbx47z64IP84GtfWxClxSQkJCQkRiKJy1nA6XRyww038Pvf/z5m5zgsLkVRRKtQ4HG7p9whmC8DkGQnXtpjdK3LMSxCl9gwkWiMIExKPCtVKjKXLuV4ezsul4vSkpI5Td8MRzF7e3s52XxiwijmdGpSxiIQCDA4MIDP7eSGKy/D2h9MI87ecB6VlZVTcoEN09LSwo+eeILTBQWoV65EZrHw15072VZVRU6SdJrjicuiigr0+/ZhbWwkNSo11trYiL61leJrr53Tdk6G6QqthWroEy3KyM2Fhgb0+/Yl7PqKRBcFIWH3m0habOj1iLm9oevMt2kT3QcP8rPnnuPh7353Wt89CQkJCYn5QxKXs8Drr7/OK6+8wt69e7nmmmvGrI/UufT5yDAa6XY6EzbafLYyUefHZDZDbW3slYvQJTZMWBgGplBuRC6Xk11YyKmODhw1NaxZtWrOO3gZGRkTRjHb21p5vno3uqwCDBk51LSd4PU393Hj1iryCybXuXY4HAz09eK09pNh1FNWmIPRaJxxZ9pms3H3r37FcFUVy9etixzP2tjIrt272bFjR1LM7w27VY9Oi1Wp1WyrqmLX7t1YwuLFYkHf2sq2qqqkaHs0MxFaC8nQJyyge7q6eG3PHlJvvZXc8vLI+kReX7PxuYxOi401t1ehVKIrK6Onvp6amhrWL5K5vRISEhJnC5K4TBADAwM0NzcD8Ktf/QqAxx57jIKCYJnOoqKiiICJFpfm1FTaurrwaLU01defGXUvLZUEZwIpKi1Fv3cv1o4OUkOpsbAwXWI9bvekr5Vwqp9virUsBUEga8kS+nt7+fsnn7C+omJWjXZioVKpWFW6kp6eHk42nyAlLZvM7GwEQRhRkzK6dIjlVCPPVwc717EEsSiK+P1+Bvr7sQ30ohR95GVnkFlUGbfW41Sx2+1Uv/oqfaWlLDvnnBHrks0QJzznMtZ7zyksZMeOHTTW1ASvtZISiq+9NumEZazoF0xeaC0UQ59oAT2kUtGcm4vxlVdYo9ejDwnoRF5fs/G5jK5zGW9ur1ylwpGRQd8imtsrISEhcbYgicsE8cgjj/CjH/0ItVod6ajt37+fTZs24Xa7uf/++7nnnnuAkeJSr9fT/dFHPP3ss9h1umDqZm0t+r172bZ1Kzn5+fP2nhYT4VqXu6qrsTQ3xzW2SXY629vZVV096WslErmMVYpkEqRlZGAdHOT9Tz7h3PJyjPPgbJyZmYnRaORkUzOnTg6SU7CME8ePxa1J2RyqSbnmnDOda0EQCAT8uJ3DtNQdJdOcSkVR/rQNeuLR29fHofZ2hrRa1AvAECdeKZIwSpUqKUTweMzU2XYhRC5HC2h/UxPa9evB5+PI7t18ascO5OHfsBjX13RShv0JrnEJY+tcxpvbq1Krcba2kv6pTyXs3BISEhISc4MkLhPEPffcg8lk4q677sJutwPBCIZWq2Xnzp185zvfiWwbLS7lcjkv/PnPaDZvjpjNQDCitqu6mh3bt48rfOa7NuBCIlzrsrGublxjm2Ql2vE23rUiiuKIqCahjrM/JCKmg0ar5diJE3zwu9/xqcpKLrroojl3clSpVJSXldLd3U1jUz2nmpowpMevSTk4ECyH6/P5GOjro9vSRl9rI0pB5FPnrJ5WKZHxEEWR1tOnqRkcxFxaSq7fvyAMcbxx0mIXEjN1tp0NEZVoRgtojVYLfX2oKyuxFRYyUFNDRlhAj7q+ppsyPBuie3Sdy3hze+0tLWhaWlhx000JO7eEhISExNywcHsUSYYgCGzfvp13332XP/7xj4iiiCAIXHXVVfzrv/7riG2jxWV9fT0uo5H0rKwR26Tm5WFpbqaxri62EYtk6BOTicS2UqVasK6wox1vw4SvlQ/eeYcDhw+PiGq2HTwIPl/EtGSqREdKA3o9//vqqzz3yiv8+N/+bV6cHLOysjAajbSfauLYyTpWbdyEQjGy82vrsaBasYS2lia8w1ayM0xUFBXgdQ6jSklJuJDy+/3UNzfTHAiQUVaGQqFYMIY4kVIkCUoJng9m6my7ENJiRwtoc2YmqqYm3P39kJuLKySgR19fM0kZnpW02FF1Lseb23vtF76Ax+NJ2LklJCQkJOYGSVwmEK/Xy2uvvYZcLqe8vJxjx47x6quv4vP5RnRotVotmzZtIjs7m1OnTuHX62Pb4C9iF9NEcza4547neBvQ63nxpZfIvuKKEeKzzeOBw4en1UmLFSkV16yhs76en+zcyS8feGBenBzVajVXX3UlH/znT2k8+hEFJZVodToCgQAt9cew1B8m/4Jylmamkla6DLlcHskmSDRut5vDJ0/SbzCQXVAQuQ4XiiFOPLfYhcRMhfxCqHM5WkDLFQrWVFZypKYG5/vvY8/IwLJ795jrayYpw7PxucSqcxlvbu+w1UqfzUZGRkbCzi8hISEhMftI4jKB1NXVIZPJqK6u5otf/CJ/+MMfuPnmm6mrq6OysnLEtu+//z56vZ51n/oUSq83tjhaxC6mElNnPMdbW1sbmEwjzIoAdJmZkJ3NQFfXlM8XK1IqCAJZK1ZwqrWVw4cPc9555035uIlArVaz/Z9v5tdPPUtnQw3K1HTsfV2IQxa+9+1bKI1TTzKRaeQ2m42PmpoI5OWRlZk5Zn2yG+L4/f6gsYogJHVK6ETMVMgvhDqXsQS03mikPDMTa28vn1+3joysrDHX10xShmfjc4lV5xJiz+3V6vV0WywkV2VYCQkJCYmJkMRlAqmsrKS3tzcSzbn++uu5+uqrx0QFwq8Hh4fJKy/HePRowl1Mp+IoupioO36cP7/8MgqFAoVCgVKpPPM89DfyiF4X9Tz6tSyJIqLjOd7Ke3rQrVs3Zh9BJgODAZfDMeXzxYuUyhUKAiYTx+vr501cAhQWFvKju+6gpqaG/v5+0jYWxa1JmejIdndPDx9bLGiLikg1GOJul8yGOOM5xS40ZiLkF0Kdy/EE9L9u3x537uRMUoZn43MZXedyNKONhwyBAB6PR6p1KSEhIbGAkMRlAhEEYcxNMNZNMbzMLpORk58/IxfTWJGYqTqKLgb0ej05OTm89957vPfee5PeLyMjg97e3rjrBZlsQpE6WphORrSOOVZouTLOccL7rq2sZN9bb9FuNCI3GhHsdvTDw1y8eTPvt7fjcrmQyWSRhyAIYLOhiBe9GIfxIqVqjweb14vD4ZjzEiXRqFSqOa2DJ4oizW1tHLfZSFvgAzaLISU2mukK+YXgFgvTE9AzSRmeizqX0cQyHpIfPcpSpZK1a9cmrA0SEhISErOLJC7ngUAgADodaDQIgjAtF9N4kZjJOIomS1peIhm22+ns7KS0tJSSlSvxeb34fL7Iwzv6dehvqsGASq0euz70WgwE8Ho8eJPJWEIUwesNOsHKZKBU8spf/hJc98knoNef2dZuh64u3urt5R8+85mISFVGidnw85zcXAYHByPrZYJAU2MjR7u70WRkRASrb2gIeU0Nf3O5qPvBD1i2ZAkqlQqlUjnib6xl462Lfi6Xy5NuHq3P5+NYUxPtMhmZZWVzLkamU05iPHyLwCk2ESwEQ58wUxXQM0kZnos6l2HiGQ/1lJfzf/7nf3h81SopeikhISGxQDi7exXzgCiKnO7uhtTUSK0vSJyL6USOonHdZxcJF110Ed/61rcSdjx/IMCw3c7J48fp7+8nRa8nf+lSBJlshEiNJWLjCVafzzeu+J3KMaOP4xoexlFfjz8zE1GvJzA0BJ2d4PcjCgJ2m23c92q322lpaRm50OeD1lbIzgaDAWw26OoCv59jx46BwwGzZDo1FTE6kaANC1WPx8NDDz1ESkpKzIderx/xWqVSIQgCLpeLj0+exGoykbVkyZwL3+mWkxiPxZQWO108bjctx46B3U7j0aP8x113IQuL7VFZIbFSOZVK5QizrNGZJDHn+E5w3Fj7zPS4Ab8f++HDeD0elCoVKRkZPPR//++4x3U6ncDs1rkME894yFxWRmdeHjU1NXOaoTBfDAwMyO685570n//nf/aZzebpWXxLSEhIzDOSuJxjOiwWBkUR5PJI5CCRjOcoKrnPTp2eUMR3SKXC7nDg6evDCNx2220sKyqa7+aNwevxjIiAN7S2ct+Pf8yWSy7hhz/8IV6v94xA9XojQtbr9eL3+/F4PCPW+3w+XC4XHadOYbdaUajVmDIyCIgiPp8Pp92Or7ubzNTUyLE9Hk/kONF/Yy2Lty7cFo/Hw/DwcEI+G1loQOD73//+pPeRy+XodDoU2dloSkrQG43odDq0Gg0arRZt9CNqWXgbhVzOgMWC1+0mPTOTlatXYzCZ0Gq1EeE6ETMpJzEe3rC4PEsjl2HB3qzVknLjjVgbGtj7+uvBAZVJfp5Gk4mhRfybqlSpWL58ecKON7rOZZh4xkMKpRJvTg5d3d0Ja0My8+eXX9a9+P77qZ/+y1+c//SVr8yOxbWEhITELHN29irmieHhYY42N5MRmvcYjhwkkvHmyUnus1MjnGJsz8mh9ehRPKmpUFBAV1cX3//BD3jwgQcoSGDHKxGMjoB39PUBwc7ceMYzM6GrtZV1BQXkTWNeZzz8fv8IsToZoTreMrvdzt13341CoeD222/HbrczPDw84cPr9WLT6yElJRixnYrrrscDCgWUl0fSEbn3XvD7QalEkMnGCFONRjNGsDp6e2k0mzEPDaE4enTEvFyrVstrL7xA2fr1aMP7h441UbpreM7l2ZgWGy3YTQoFw3v2kLZ6NSU334zwxz9y2ec+hyIq4h1m9FCAIJONif6N2SfGAMJEx41Vx3iuj9vZ2clDDz5IW1vbmH2my+g6l2HGMx4Se3tRJeFA3mzwzCuvGFVbt4r//corRklcSkhILFTOvl7FPBEIBDhSX486PR1NqOaeNwGRy9E36fEcRWfiPrtQSGSpiab6eoZUKlqPHoXKSgzZ2cEVZWX0GY386te/5sf335/Uc1jDKY+zESUPOxL39PTQevw42774RfTR8z1ngFwuRy6Xo9FoEnI8h8PB3XffjVKp5Gc/+9mE2wcCARpbW6kdGkK3ZAk+vx+n04nL6cTpcuF0OiOPMcscDux2OzVHj+K75hrEzMxIFNi9YQOuZ56BQAARcAwP45goMmu3wxe+AB9+OHZdSwsf7NwZTFkehUKpPCM4Y0RXI+IyRlpsoud3JhvRaZh9zc0AGAwG1lxyCZbeXlYWFCSty+9c0RASewmdWxxOix0VuRzPeCi1o4PMiy9OXBuSlLq6OuXJ/n5V+o4d/oYrr1SdOHFCuXLlysT/cEtISEjMMpK4nCNaWlsZCATINplwuFzAzCKX8dLpVGr1jNxnFyqzMQducGAgmAqbmnpGWIZQ5eUxODyc9HNYwymPiRjIiGa0I7Grq4sDhw5x/x13UDjNOYDJgtfrpaaxkU6ViiWrV0/L0KTu0CGq16wht6pqzLqnjh7Fe+AAr779NjqtFqfLhSuGYHW5XDhdLlqOHePDQADtOeeMmGPr9fkYPn4cU2kpQkrKGJHr83qxeb3YrNa47dRotaxcuXLEstmY35lsRKdhhus5ysP/5wnqP54tzKqhz6hBwPGMh/7pppvoT1BqfDKz+8UX9YErr0SmViNeeSXVf/qT/t7vf1+6ECUkJBYckricA4aGhqg7fZqMZcuAM2lo3imIy9F1K0e77UUzHfdZibGYzGY8fX1QUDB2pduNKj096eewhqNSngSKy1iOxGJlJV319Tz42GP8n/vuW7DOjg6Hg48bGxlOTydrlCnWVBiveL1q6VK8773HkQMH0KekTBgZ9FxxBTt37kRMTx8T1RGWLGHHQw+N+W6LoojH44mI1mjhGV7W0NDAE7/5De3t7WfONUvzO5ON6DTMSD3HcIRugvqPo1msUd5IKZLZqHMZI8NkvFIr3TU18172aDbx+Xz8fu/eVN0TT4gA2quvFn//z/+c+oM77xxI9hI5EhISEqORxOUs4/P5+KS+Hn12diS9KNzhn2zkMlbdSpfLFTSeiEOi3GfPZopKSzECXV1dEJVO7LbZUHm9GGSypJ/DGk6LTWTkMpYjsSAImJct49Tp0xw9epQNGzYk7HyJZLy06YGBAT5qbUVRWEi62Tyj84w3h0zR1QUyGS+1tZG+evWEkcHplJMQBAG1Wo1arcZoNMZsR1paGk/85jeootJi47l2phYXYykspLGmZlGki0anYUZHLidT/zGa2YzyzrdoDX8usjmqcwnjlFpJTcVqsy1acfnOO+9ohvPyZIaiogCAurhYtOXkyN5++23Nli1bXPPdPgkJCYmpkPyFvRY4DU1NOFUqUqLmoimmkKo4Ikq0eTO5q1eTu3kzrF4Ncnly1V9cZKjUam677TZUTU30HT6MrbsbW1sb9PSwPD2dVJdr3DmsHrebuiNHOPD229QdOYLH7Z7D1geZjTmX8RyJ1RoNLp2OxqamhJ0rUUyUNn3aYuFAezu6khJSZygsISReWluxNjaOWD5QX4/v6FG48UZSrriC3IsvJreqCvG669i1e3fc73M4qrO1pITLvV62lpSwY8eOGQmYWHMux4u4LqZ00bBgF154gYGXXoKGBpx79yK88MKE9R/DjIjyVlVN+n85GTpbW9m5cyfVDQ3sUSqpbmhg586ddLa2Bn9XDh3iwL591B06NGu/K5GI7hzUuZwIbWoqXeOkdy90dr30kiFwzTX/P3tnHhdVuf/xz5l9Z2YYGFA2GUGERHI30TQt9VdmlgqaSaVZeu91uZpLWdc2UzMazm5OAAAgAElEQVQz9aplmhUqqFdtV7puqamZOyiK7Mgi+wzL7Of3Bwx3wFlhgAHO+/XyVZx5nuc855kz53y/z3drtPNlnDiRjP/++9bJwuYgQ4cO9Z8+fbrcfsuH2bp1q4jBYITab9m5+Oc//ylTKBRB1v7uyGzatMmDIIhQgiBCJ06c6FQGv7179wpMfUeOHOnXWnOkcA8oy2UrUlJSgoySEnjXu8OaYDphubRWt5IQCgG5HFl378LLy8tlc6ZojH9wMNauXo3tX3yBiupqsDw9IaTRIMjOthnDasnaLEhKwozYWPj4td1zldUKlktbGYlZOh3Kamqg0+k6RP1Eo9GIu1lZSNdqIQsLs5jcpjlYszbqLl2CKDIS1b6+dd4H9ThiGbRq1WkmpvqM5i7MtiyuzrqLujsmhX3LJ58g+YcfEPZ//4cF//qXw26/rWXlteWa/OWOHWDzeKgNDm71eNgGt9g2qHNpD55QiAeZmTAajS5VdtuC1xcu9Pr51CmhrSsmpVJI3n/fYH5MMHYseXT7dmH3qCirCiYB4OmRI1VfbNxY3Jy5TZ061Sc/P59x9uzZPEuf//DDD/fNs0lHR0f7devWTb9///5C07HMzExGcHBw8K+//po7bty42ubMwxZDhw71v3DhArfp8ZMnT+aMHDmyza26mzZt8njzzTe9NRqNxQflqlWrSpcuXdo5duEswGKxyPT09Awej9follapVMSKFStkhw8fFhYXFzM8PT31cXFxlWvWrCkFgEmTJlXn5uamv/766/Lq6uqO9SOmcBpKuWwltFotbty7B7Gv70MvQ2csl9asRAQACIVQVla6YrqdBtfliv0f/j16YNX77zscw2opJhGoy9gbn5CABfPnt1ncmklZcia+1x62MhJ7aDTwj4hAelYWwtxcEdFqtbiZno4HXC68Q0NdLrRaiiEr8fDAvawsAIBG3UQuamPLoOn5Y+4WaytrpzPuoh0FJosFqZ8fIBRC3qOHU7/L1rLyWlNa+YGBuEiSCAkPR9DEiQ3HWysetjUT+lhzi7UGnU6HnstFdXU1hK1UUqm1WPK3v5Wn5eWx0v38WIJ//ctId9Azgu7hAdmJEwZLnxnKy1H13ns0RV6edsnf/tZqDw0vLy/nvqhWYtKkSapNmzY1Knbq7e1tcW3UarXLsow3B5FIRIpEIotzcxSDwQCSJJtVJqotrt/Pz6/R9el0OowZM8ZPo9EQW7duLQwPD9c+ePCAXlxc3LAzxeVyST8/PwOHwzFSymXnh/qCWwGSJHH77l3o+XxwuA9tuNUlSCAIgCQbXI+sIZZIAGvuQCoVRFbiqbocrZAt1hxTDOuQESMQFhlpU4gzWZtFTazNom7dUMXjIT01tVXnao7Jeqh1ofu0KSMxkZKCgnPnUHDzJgrOnQORkoIZsbHw7tYNmcXFULqxG1t1dTUupKaiTCqFd1BQq1lDTNbGIaNHI6xfP8i8vcEqKwOARpZLAHWWQRe45DqKJbdYc3fRgsREFPz+OwoSE51yF+1omNbBWUu7WCKpq11qiRZ8l9aU1vLiYuh79gSjSbkfkUKBqnpLqStp64Q+dvuKRKhw42eKNUJCQvS/xMfff0Uur6iOiaHVXLjQopdVzYULRHVMDO1VH5+KX+Lj74eEhLi+YHY95m6xU6dO9Tl37hzvwIEDIpN749GjR7nBwXVFSMePH+9PEESon5+f1aKkf/zxB3vEiBF+fD4/RCqVKsaPH9/t3r17djUoDodj9PPzM5j/M3lcDBw40H/GjBnyhQsXyry9vRUBAQEKoO6dt3jxYk8/P79gDocT0qtXr6BNmzY1EpgqKiqIWbNmecvlcgWXyw3p06dPYEJCQovqaVlzg/3iiy9E/v7+PdhsdsiIESP80tLSGE377Ny5UxgcHNyDzWaH3rp1i3XmzBnO448/7ieVShUCgSAkKioq4Pvvv28UeOzr6xu8ZMkSz5kzZ8olEknPxx57LOD555/3feKJJ7o3ncOgQYOsujkvWrRIFhoa+tC8J0+e7BMdHW3T3Wrr1q0et2/fZh87dixv4sSJNSEhIfphw4ZpnnvuuRpb/Sg6L5Ry2QoUFhUhr6oKUpnMahtHE60E9+oFQU0NlPn5jY6TKhVQVIQgN7cOdUWsWZsBACJRm2aYba06l6aMxLHR0RgXEIDY6GgsmD8fPn5+oNFo4MlkSLl3z2kLRWtDkiRKSktx7t49kIGBkMqbFU7UbIIjIiCqj9s1Vy4bLIOPPNJmc7HkFgu0TnynO6NvpnJpLa62pd+lNaVVXVsLVFaCY0lpbQWrd2sk9LFW59IReCIRCjugcgkAHA4Hq1asKP925coC3sqVxsoNG2hGJ2NljRoNKj/9lMZbudL47cqVBf9avry8LS1027dvfzBo0KDaCRMmqHJzc9Nzc3PTR44cWXv+/PlsAPjuu+/yc3Nz0y9dupRtqf+1a9dYTz75ZMCgQYNqz58/n52UlJRLp9Px5JNP+tfU1LRI4T5y5IiosrKSlpSUlPvLL7/kAsC0adN8fv31V8G2bdsKb9y4kbVs2bLSt99+22vbtm0ioO4eHDt2rF9qaipr7969969evZr1yiuvVMycObPbsWPHHrYKtICCggLmrl27PBITE/N/++233IqKCvrzzz/f3fx3UFBQwNy5c6d49+7dBVevXs0MCgrSKZVK2rRp05QnTpzIvXDhQtbjjz9eM2XKlO63bt1q9LDavn27pFu3bvozZ85kf/3114Vz586tOH36ND89Pb1Bgb158ybz0qVL3Ndff92iu9vf/va3ivT0dNbx48cbbqrS0lLazz//LJw1a5ZNF7nDhw8LH330UfXq1aulvr6+wYGBgT1mzJghLykpoXSMLgrlFutiamtrcTMjA55+fjaTiDAYDOi02rq4SxsZAK3VrcTNm4DB0CktCR0dWzGJUCrbNMNsa2SLbRjbRkZigUiEoooKFBQWonsLSnq4ioZYL4LAnwUF8AgNtehV0Nqw2Gw89cQTuLh6NSrKylBAp9vN/Npa2FKqXB3f6c6YXMaZTrqgNSeLryNYc03WFxWBefMmJHPnPtypFeJhTXGRNBd6hVirc+kIXD4fpRoN9Hp9s9wF3YERI0aoTyYm5i185x3Z6bg4Pu/jj0lWjx52F0ObmUnULF9OjJTJqjfu318ilUrbfNdOKpUamUwmyeFwSHO3SLlcbgAAmUxmaOouac7q1aulY8aMqVq/fn2p6diBAwcKpFJpzyNHjvCnT59eZa3vgQMHPL7//vuGHduoqKjac+fONcSJ+vj46Hbu3PnAdH+lpKQwDx06JEpOTs6MiIjQAUBoaKju1q1brG3btknmzp2r/Pnnn3nXr1/nFBYW3hOLxSQAhIWFVZ4/f567adMmydixY10WP6pWq4nvvvuuMDQ0VAcA3377bcGjjz4alJSUxDXFqWo0GmLv3r0FQUFBDZbop59+upHl7/PPPy/59ddfBQkJCcL333+/zHS8f//+alNsowmFQqHdvn27xyeffFIKANu3bxeHhYVpHn/8cYtxqj179tQ//vjj1V988YV49OjRhQCwa9cuEZfLNU6bNk1l6/qysrKYBQUFDAaDQSYkJOQrlUrakiVLvCdMmND9/Pnzuc6tFkVnoGM+od0Uo9GI5Lt3QReL7QoWTCYTtXDMomSpbuXvBw+6tHYhheuwFZMoqKmxmWHW1TBbIebSUaQ+PriVlQWZpyfY7Vz3z2AwAEwmyKAgeIaFtatw2qNXLwCA6O5djNPpGtXza0u0zbTYdTYsuQc7iq3ajM3FmtIqycjAI97eqM7NbZN42NawXLbELZYgCBgFAqhUKkja0H3c1Xh6ehq/2bLlwdfffCNcNWeOjPXbb3YXo2rOHOK96dNLXomLU3W0hEYmrl27xsnKymLy+fxGuyAajYa4e/euzR/fuHHjVGvXri0x/c3lchutWVRUlNp8XS5cuMABgEGDBgWZt9Pr9WCxWCQAXLx4kaPVaonu3bv3NG+j0+kIhULh0hTMXl5eBpNiWT9frUgkMiYnJ7NNyqW3t7feXLEEgPz8fPqKFStkZ86c4ZWUlNANBgOhVquJnJycRi+wAQMGPKQIv/zyyxVbtmyRrlmzptRgMCAhIUG0bNmy0qbtzJkzZ07lq6++6ltWVvZAKpUad+/e7REbG6u0ZyE3Go0gCMK0WWAEAKFQWDhq1KiAS5cusQcOHNj2qfIp2hVKuXQhuXl5KNZoIHfA1c4k3Dpa67KplchkiWmNBDYdmeYILa7GmrVZUFNjM8Nsa9Calku752axAJEIaRkZeKR37zY/vwmNRoOrd+8CCgXg4dHuVg+xWAzQaNDQ6RgyenS7zcPkFksply1TslvDymtNaS0tLHS5pdQarVGKxF6dS3swRCKUKpUdWrkE6tY0ondvLcvLy6EXFtvLi3wkPFzbURVLoO47nzx5snLlypVlTT+zlpzHhFAoNIaHh1t9iTXNXGq6v37//ffspoqoeVIpsVhsOHv2bE7T8dhsdqsLEk1lFR6P99CPYtq0ab4PHjygf/zxxw8UCoWOx+ORkydP7qbVaokmfR+a7+uvv6784IMPvI4cOcKvrq4mampqaLNmzbLpVz558uSqRYsWGXbt2iUaOnRo7a1bt9gJCQn5tvoAgFwu19NoNJhb1KOiojRAXTZhSrnselDKpYtQqVS4lZsLz8BAh9qbXLCaa1GyV7evq+Fu62HJ2mwrw2xrYZ6ZmER9luE2ROLpiZzMTHQvL28XgVClUuFyZiZqvLwAHs8t7hOP+iRcbRl7awmT10TTmMuuRkuVy9bCktLaGpZSa7RGKZLm1rk0wRMKUVhUhJ72m7o9V69dY+v79iXgwB6xPjKSuHL1Knvw4MHtKqSzWCyy6caASRHT6/U2H65RUVHqW7duscPCwnStrSSb1iknJ4cxadIki0llBg0apP7444/per2eiIyMbNWC4cXFxfS0tDSGKfnS9evXWSqVihYeHm7z+7x48SJ37dq1D2JiYqqBugREeXl5zKioKLslWDw9PY0TJkxQ7dixw6O2tpY2YcIElaenp80fHoPBwIwZMyq//vprj+vXr7MHDx5c26dPH7s704899ljtl19+KVEqlYRIJCIBICUlhQUAwcHBlItdF4RSLl1ATU0NDnz/Pcr0evhWVyO4Vy+w7LgBOmu5pOh42IpJbCvoNBpodDqMBgMM7RCrRBAEhHI5ktPS8Fj//i4VVO3xoLgYV/LzwQsOhrhe+HYHy7ZQKARBo6Gqqgp6nc5ltTWdhXKLraO5CX3ai7aKh22NUiTNrXNpgsPl4gFJQqPRtLurfUs5c/MmlzZhgkNtaX374uzPP3PnAi7PaFRdXU27ePFio8XkcrmkJYUrMDBQd/bsWd7t27eZEonEKJVKDXK53MDn88ljx47xoqKiNBwOh5TJZA8pMe+8807ZsGHDAidPnuy7cOHCch8fH8O9e/cYhw8fFi5evLg8LCzMZUpIZGSkdsqUKco33njDt7i4uHj48OG1KpWKdvHiRU5paSlt1apV5c8++2zN0KFDa5977rnuH374YfGAAQM0JSUltN9//50rEAiMf//7362uNUmSaLpmANC/f3+LyiKHwyFnzpzp++mnnz4wGAzEP/7xD+/w8HCNvbqgwcHB2n379omio6NrdTod8fbbb8ucsfrPnTu34qmnngowGo1ISkp6yEJriXnz5lV+9tlnnmlpaax///vfhfZ7AAsXLqzYtWuXeNq0ab4ffPBBiVKppP3jH/+QP/bYYzUDBgxoVcWdwj3puD4WbkJOTg7mrViBvdev43RJCRLOnsWmzZtRmGexJnED7emuSNG1aKmVvKXw+HyoaDTk2vlNuAqSJJGZm4tLDx7AIywMfKHQLSyWJmg0WoP1srIds19SbrF1NDehT2enVUqRtNAtFgAgErl1mSNHMBqNuH77NocTGdmwEKTRCOXBg0Tl+PE05cGDhLl1lxMZabx26xanNbJvX7t2jTNkyJBA83+TJk2ymIVt2bJl5VKp1DBgwIAgX19fxYkTJ7h0Oh3r168vOnLkiLBHjx6KqKioIEt9+/btqz116lR2VVUVMWHCBL/IyMigefPm+dTW1hKenp4tqgtpiT179hS+9tpr5WvWrPHs27dvj3Hjxvnt3btXpFAodEDdvZiUlJT3f//3f1VLly71fuSRR3pMnDjR79ixY/yePXvaFMx0Oh3RdM2GDBkSWFJSYnH31NfXVzdz5szKKVOmdB8zZoy/QCAwHj58ON/exs3u3bsLNRoNMWzYsMApU6Z0e+aZZ6r69OnjsPV61KhRaoVCoVUoFNrRo0fbtXYCQI8ePfSjRo2q5vP55Isvvmg1yVLTPseOHcstKyujP/bYY4GxsbHd+vbtq/7+++/tutRSdE6ot2kL0Gg0WLN1K8qCg9GjV68GAVaZn4/4hAQsmD/fqrsSZbmkaCuYLBY0Gg10Oh247VRc2tPHB6nZ2fD28gKPx7PfoRloNBpcv34dV2/fhtrDA/2fesquB0F7IRaLUVFejoqKCnh6erbLHCi32DpaktCnM9MaCX2IZib00Wo0yEhJQUV5Oeg0Gnzlcnh5eblsXm1Nbm4uvZpGowl9fIwAYCgvR9V779EUeXnatxYvLlu9fbs0/dw5luDdd410iQQMX1+oCIJ2//59ur+/v8sUsf379xcCsGqdaprpMywsTHfx4sWHsn++8cYbyjfeeKORxj9v3jzlvHnzGh0bMGCANikpySmFw1620UuXLln8nMlk4sMPPyz78MMPH4rxNCEQCMgtW7YUb9mypdjR+cyfP79y/vz5VktzbNiwoWTDhg0llv6eO3euxV2Rpn1MDBo0SHP16tVGFsdFixY1OndBQUGGtblotVqUlpbSFy1aZDORT1MKCwsZU6dOrbQUy2mNxx57TENlhqUwQVkuW0BKSgoKaTR4BAQ0soyIunVDFY+H9NRUq31NgkxLlUt3cPOjcG/cwUrOYDDAFIuReu9eq4yfk5ODxRs2YNXlyzjo7Y3f1Gr8+9//RmGOQ55AdtFqNEi9cgUXjh9H6pUr0DpZo64pYjeIu2xwi+3iFjt3jblsb1oloU8z6lwW5uRg06ZNSEhLw1EmEz8WFuKD3buRnW2xnGKH4OrVq2xanz4kQaOh5vx5ojomhvaqj0/FL/Hx98eMGVP7S3z8/Ve8vSuqY2JoNRcuEASNBlpkJHnlyhX33C2jcCsMBgNyc3PpK1as8NRqtcS8efNs1qk0kZ+fT9+wYYNHamoqe/HixRZfTlqtluDz+SFTp071cWZOBw4c4PP5/JAffvjBShFwis5E15YqWkhJaSkIkchykhSRyKbgaJ5opVm4kZufO9FVlW2tRoOMO3fqknxIJI3ift1BuQQAsacnCrKyUFxc7FKrg0ajwSd796LgiScg69MHnHrLqDI9HfGJiViwYEGLxi/MyUF8YiKqTBk609IgOH4cM2Ji4BMQ0KwxTbVOKysdeue3Cg1usZTlEgClXDalVRP6OPic1mo0iE9MBPn88/A1K79SqFBg3Z49+GzJkg5peb94/TpHFxFBVH76KeHx66+GLe+++2DEiBENboscDgerVqwof2LYsNq/r1zpXTl+PN0QHo4/r1/nTJw40WKCGgoKE3fu3GFGRET08Pb2NnzxxReFpjqettDpdOjevbtCLBYb161bV2ReOsXESy+9pBozZkwNAHh4eDjloz1u3LiaS5cuZQF12X+d6UvR8aCUyxYg8/QEo6bG8i6sUtkgQFqC6SLLJUUd7hRT19YU5uUhPiEBVTxeXdmTlBQIkpIwIzYWPn5+/4u5dIP4XrFcjuT0dAyXSFyWXCglJQVFcjk4YWENiiUAiBQKFAQEID05GcGPPFJ3sBnueJaEW3PFtTnKmenZ0J6WS8otto6OltCnrTC918yfrebuqWKJBMEREU65njtb5zIjJQVVAQGNfnsAIAoLQ3FKCpKTk9GvDZIbuZoLt25x1f/9L218ZKRq4/79JeYlHMwZMWKE+mRiYt7Cd96RHb15U/hHt27ctp4rRccjPDxcR5LkXWf6MJlM2OsjkUiMEomkWYqhUCgkbZWToehcUMplC4iIiIA0MRH5+fnghYY2HFfm50NQUwNFWJjVvi22XFJQoF75SUgAGREB327/y8HQKO7XTSyXQF22xyoOB5nZ2QhpIjA2l5Lycui9vcG1pCT5+qKivLzZmw9WhVszxbU5mTvbUrm0phB0VbfYpuuhqXdx7mrrYI+mlktXWPCdrXNZUV5ed64m0Oh0GOVylJaXOzSOuxHk46N7ZcKEyhnTp1fZczv29PQ0frNly4P4vXtrTv75Z+sErFNQUFC4EOpt2gLYbDYWzZqFpZ98goLi4jqrkVIJQU0NZsTG2rRoUJZLCleQcecOqni8RoolUBf3W5CZifTU1Ib4XndQLgFA4uWFtMxM+MrlEAgELR5PJpGAcf069BoN2NwmG/sFBRCHhDR7bGvCLYAGxbU5eLSRcmlLIWhwB+1Clkvz9TB6e0N1/jyy7twBKiu7rEu9NcxLkViy4Bv0euReuoT1n3yCl2fMQGhUlF0rprN1LsUSCZCW9vDcNBowiovh2aePM5fkNnz9+ecPnGlPo9Ewc8aMqpkzZjiUvZOCgoKiPaGUyxYSEhKC2dOno0KrRWVlJcRiMRRhYXYFtoZssc0U+HuFhqKmtpYSiLo4FeXldZsalqiP+zW5PbqLckmn08GVyXA7PR0DIiNb7NIcEREB399+Q/7du2D06dOgYCrT0yHIyYFi0qRmj21NuAXQIsW1LWIu7bn0amrrSqx1FXdQ8/UQymS4kZwM7eOPQy2RAF99hQMJCfCVyZodR9vZMC9F0tSCX1VZWbd+Hh6o7dkTO0+eRPfff7drxXS2zmVwRAQEx49DmZ4OUf25tWo1tPfuoVtRER6ZNq0ll0hBQUFB0QpQymULIQgCEqEQUpkMbCfKPDBbWIrkbloaysusZtjuunQxZVsskQApKZY/rI/7ZbZwI6M1EInFKMrORlFREXx8nEo69xBsNhuLp03Duvh4pF2+DHpoKOglJRDk5GBGTAyYLFazFWtLwi3QcsW1Ldxi7bn0Vv75JwCA1UWUS9N6eAcG4uLFi0Dv3hBKpXVxgCNHQqVQtCiOtrNQU1WFf82ejT5jxwKoc0E1t+Ab9HrcSE5uWD+UlUGg04EMCrK7fs7WuWSx2ZgRE4P4xEQUBASAlMuhvn0boWVlWPzSS10+XpiCgoLCHaGUSxcg5PFQrtU6pVwy2rmwfWejq6bzCe7VC4KkJCjz8yFqEnNpivs1Waa0bqRcAoDExwfJmZmQSqUtFhIDAgKwYckSnD9/Hmfv3oVfZCR6TZr0kJDr7NZDU+EWvr5AQUEjxbU5tIVyac+lV11Tl3SyqyhSpvUoLy6G1sOjTjFCvYumjw9YQiGqWhBH21m4euYMbty7B3G9BZJGozWy4DddPxQUgBMS4lAcMo1GQ7/+/eHtRLZon4AALFiwAOnJyci+cwcRAQEYP2sWpVhSUFBQuCmUcukCRHw+CpVKOBM9RsVcUrgCFpuNGbGxiE9IQEFmpsW4X3eLuTTBYrOh4vNxLzMT4b16tXw8FguPP/44eoWF4XJpKehmCVpasvlgLtxWlJdDHBIChQXF1Rk82qDOpT2XXlM5o67iFmtaD7WfHyAUNhwnSRIoLASnd29ALLYZR9vSbKkdgdMnTsDQrx/S7tYljqTT6Y0s+GqCaFg/TXo6WDk5kJgs+A7EIV+5fBmhTv7emSwWAnv1gh+DgWHh4S7LNE1BQUFB4XqoJ7QL4PN4MJaWOtWHyhZL4Sp8/PywYP58pKemoqKi4qG4X0vZYm3VxWxLJDIZsjIz0d3Hp0Hhaik+cjnC1GrcycyEvJkZaS0pEa60ZjXEXDZTuXREybHn0kvj8wF0HbdY03qUBgQ0Ui4NOTlAWhok8+ej6tgxq3G0rVHv1N1Q19birz//hCw+HnkTJgAEARqN1siCX8XjoZbPB7hcsHJyEBkTA7ppo8VOHLKzbrEmSJKEMjsbQ/39KcWSgoKCws2hntIugMPhAE5aIBktjLmkoDCHyWIhLDLS4mcm5cEUc2mvLmZbQqPRwPf2RnJaGob26wd7afkdJTggAFV376Lw/n3Iund3qm9bKBECgQA0Oh1VVVXQ63QN1mVXzs+eS+/F+phLZ87dkTGtx7d79iCtuhplQ4aAWV0N/PorEB4OTX6+1Tja1qp36m7c+OMP4JFHwPT3BxkRAVy6BHr9b9JkwU+9cgXf7NoF5tNPw3/BggbF0pE4ZGfrXJooKypCIIsFiUTSzCujoKCgoGgrXCPJdXHYbDbgpAXSVa6KVLbYxnSU9dBqNEi9cQMXTp9G6o0b0NbX2msNGiyXen3jupjDhsG3Tx/4DhsGMiIC8QkJ0Gm1rTYPawiEQihJEvkFBS4bkyAIRCgUEJWXo8IJr4JGSkRMDHxHjIBvTAzI559HfGKiy9aHRqNBVJ/lt8KJjLHOzs+kEMSGhGCcTofYkBAsWLAAPgEBDW27UuyaT0AAFi1ejIVDhyLohx/gk5kJUiYDkpNBP3LEahytKRmQyEJyJFOcZmfg9PHjMIweDQAgR48G9HrQ6utcAnWbWH2GDMGSlSvhefcuHhw+jILff0dBYiKIQ4fsxiE7W+cSADRqNWhFRQjpJNZhW1RXVxOFhYX06urqrppGwCGGDh3qP336dHlLx5k6dapPdHS0zR3VN9980zMoKKhHS8/VUXDkel21/s1h6NCh/gRBhBIEEXrgwAG+M33nzZvnZeq7YsUKqa22SqWS8PHxCT5z5ozjyVTcnJdeekk+b948xwPeWwClXLoAFosFBkE01AVzhJZaLltavqGz0ZHWozAvD5s2b0bC2bM4mpuLhLNnsWnzZhTm5bXK+cw3Mkx1MUUW6mJW8XhIT5DSMp4AACAASURBVE1tlTnYQ+rjg1vZ2VCr1S4bk8FgIEqhAJGXh5qquvJw9jYf2lKJaE5Sn+bMj8liIaxfPwwZPRph/fo1CP+mZGJdxS3WBJPFQvTTT+PjLVvw+lNPgfj5Z+DKFcyvV7ot0Vr1Tt0JnVaLi3/8Af7IkQAAxrBhgMEA0sJ7zdamhS2crXMJABU5Oejj69upN0GKiopoW775RvTaunXei+LjZa+tW+e95ZtvREVFRa0uo9lSsAiCCP3yyy+t1LqioGgfJk2apMrNzU1/5plnakzHCgsL6XFxcXK5XK5gsVgh/v7+PTZs2NAo1mb16tUlubm56T4+PnYF7/fee08aGRmpHj58uOuEEgskJSVxn3rqqW7du3cPdkTp/fnnn3l0Oj206QbAqlWrJP369Qvw8PDoKRKJeg4cOND/8OHDPPM2H3zwQenu3bvFqamprf7Sp9xiXYSIz4dOowGdx7PfGJbj4Cg6P40sh02yu8YnJGDB/Pkud69ryBar1TpUF7M9YDCZoIlEuJuejsiICJeNy+Vy0T8oCGfS0wGjETCzwliiLZWI5tS6dOX8tPWWy67iFtsUJouFXo8+CmP9M5tr49ndWvVO3YmbFy7AGBoKen0WWJpEAvTqhZLsbIvtTZsWzmDaAnS0zmVFSQnkBoNT2WU7GkVFRbR3v/zSUzViBE0eE6NncDjQq9U4d+EC9+aXX7LfnzOnVC6XOxekStFpUavVdaFYXRgOh2P08/Nr2PVSKpXE8OHD/X18fPTffvttfnBwsC4vL4+h0+kaWR3EYjEpFosNdDtyQE1NDfH111+Ld+zYUdhKl9CASqWi9e7dWztt2jTVsmXLvG21vX//Pn327Nk+w4cPr8nKymr04j59+jQvLi6ucsiQIWoej2fctm2beMqUKX7Hjh3LGT16tBoAgoKC9NHR0TWbNm0Sb926tbg1r4uyXLoIIZcLjROujVTMZdekPSyHTLOYS7FEAiiVlhvW18VsL8SenshTKlHm4vqtHh4eeNTHBygvt2u5FEskdZlULVFQUPe5i2iO5dKV8+uKbrFNMT1/GQyGTe+H4IgICHJyoExPb3S8Ic7wkUdadZ5twe9mLrFAfdmeJ59ETkaGy85hcot1JHxBr9NBd/8+egcGdijPFGc5cPSoQDViBK3744/rGfVKA4PDgd/IkXrl8OG0g8eOOZOIvtXQarWYP3++zMfHJ5jFYoWGhIQEffXVV0LzNpbcJVesWCH18/MLNv393//+lztgwIAAgUAQIhAIQnr37h145MiRRjs7a9euFSsUiiA2mx0SFBTU46233pJa2ohfvny5p5eXl0IsFvecOnWqj0qlarhRHJlvU2pra4m4uDi5UCjs6eHh0TMuLk6u1Wob3XyOzN+Z9vaudejQof7Tpk2TL1682NPb21vRrVs3xeeff+4hFAp7NnWffvfdd6U+Pj7B5l50tsZ35HqtYTQaifnz58ukUqlCIBD0nD59utw0n3//+98ikUjUs6qqqtFYS5cu9fT39+9hyS2+OX1MvP/++9La2lpaUlLS/bFjx9aGhIToR40apX7qqadqHbmWphw5coSvVqtpzz77bLXpWElJCY0giNAdO3YIn3nmmW4CgaCnTCZTfPbZZy3KRPjCCy9Uf/755yWvvPKKisViWX0wGgwGxMTE+M6ePbti4MCBD13XyZMn7y9YsKBy8ODBmj59+ui2bt1a3LNnT+3Bgwcb3fMTJ05UHThwoNW9ESjLpYsQ8fnIKSlxuD2zSZIViq5Be1gOWWYxl47UxWwvCIKASC5H8r17GNa/P+ztLjqD3NsbyM0FuFyQJGlVWLWXYdVWspKmNBWgm/5tyo5bXlbWyKX+IcHb7O+A0FDwk5JQcfduo/lVpqeDl5kJ/6efbrBI2ju/yS3WYDBAXVv3rrL0ZrM3jrVjsNTOgX7NHd+RuTc9Vlt/3QwGAyXmz+8m/TQaDXp3746ja9fC0Ls3BL16gXjwAILsbEyaMAFlTSzGtr5DS3N15JrtjWlpXEfH1ut0OH38OBizZzdskhr0emDIEGTFxyM9LQ10BqNZ94f534WFdYYAR9xiS/Py8IhMBp6D3kAdkerqauKPjAyuPCbG4i6zz5Ah+nMnT3Jfrq5W8fn8dk0osGjRIq+9e/d6bNy4sbB///6affv2CefMmePr4+NjMHdPtIVer8fkyZO7x8bGVn7zzTcFAHDt2jW2+bW9+eabnnv37vVYt27dg4EDB2pu3rzJ+sc//iHXaDTEp59+2hBA/9NPPwmnTZtWefz48dz09HRGXFxct/fee0+3fv360ubOd+HChbKffvpJsGPHjsLw8HDt9u3bPXbu3CmWyWQGR+fvzPU6eq0//vij6Pnnn1cmJSXl6vV6BAcH65ctW+adkJAgmDVrlsrULjExUTRlyhSl6d1pb3x712uLn376STBx4kTVyZMnc+/cucOcO3euz4IFC8ivvvrqwcsvv6x66623vL/77jvh3LlzlUDde2bv3r0eM2fOrLCUuK85fczWRzh48OCauXPnev3yyy9CoVBoGDduXPXatWtLBAKB07+b06dPcyMiItTmZbouXrzIAYBNmzZJ33777dL169cXb968Wbx06VL57NmzlUKhkASAt99+W7px40ZPW+MvXLiw9KOPPnJqF33FihWeBEFg1apVZcuXL7c5PlC3dlVVVTRPT89G3+WwYcPUJSUl9OvXr7P69u3bakk2KOXSRXC5XBidSPZhslwe+f57/HH+fMNxRwUrUwmDN15/HQwG4+EXepP2Pj4+KGhi8bC6e+yowGexa/MFz5acR6Wqe74ePHgQx5KSrJ7H0vgBgYHIbuL6ZW1tHBairVyHvqYGapkMtOvXH/rccO8eTpeUgG7N5aWZ34spjnHbtm3YtWsXjDodtAcPwiiX15VkUKlAFBWBxWDgp59+snLq5n//dDr9YQu9jWshtVoQpaWgWTtvM46RJAkYjSAzMjA4KgpE/Rpb6mdUq4G9e4GICMDHp85SeOsWYDAgITHR6vyby5o1a7BmzRrHO2i1QGIiEB7ekAEWt24Bej32Hzjg9PmfHDPG5ufd/fxwv5Xigd0FtVqNcWPHWv5QqwUYjLr19vYGkpKArVvr7gGhEN//8EPbTraegMBA5FhxWQVQl8FcqbTrCt7QVqEAVKq6f/UQXl6o9PREzJNP1q2BPQyGus0zG23pDAa8vG16f6GqshLi6mr4BQbaP2cHRqVS0UihEAwrz3wGhwOjQACVSkXj8/mOJ3VwkgsXLvD4fL5V3+6qqipix44d4tWrVxfHxcVVAcBHH31UdvnyZc7HH38sdVS5rKiooFVWVtKee+65qoiICB0AmP5rOs+WLVuke/fuvT9p0qQaAAgNDdUVFxeXLF261Ntc4erWrZvuiy++KAaAyMhI7eHDh1UnTpzgAyhtznxVKhWxe/du8bp16x7ExsZWAcDWrVuLz549y1MqlTRH5u/M9TpzrV5eXvqvv/66yHzDdezYsVXx8fEik3J5/vx59t27d1n79u1TOjL+qlWryuxdry3EYrHxm2++KWIwGOjbt682Pz+/ZOnSpd6fffZZsVAoJKdMmaLctWuXh0lR/PHHH3lFRUWMuXPnWowD4fP5TvcxkZ2dzczKymJOnDhRdfjw4by8vDzGokWL5AUFBYxDhw45nSkwKyuL6evr20houXz5MpvBYCAhISHf9B2+8sorlVu3bpWUlJTQhUKhHgAWLlxY8eKLL6osjWvCy8vLqd/yL7/8wt29e7f4ypUrWY5uuq9cuVKqVCpps2bNauSqFhgYqAeAtLQ0JqVcdgDYbDYIJxL6sFgsiCUSVJSXNzuOi6DRkJWV5VhbAJkudG9yRxhMJqqrq1FdXW2/sRlisRgPiopaaVZNIEkgJwfw8AAEZt5OVVVATg50AFDbLE8Om9DodGg1mv9lpSVJIDOzLg6RRgOYTPdx0SbJOuFUZfP53Dy0WhjT0+sEaWsCMJNZty6XL9cJy3Q6wOHUHW+pUtnEYtqvXz9cvXrVQjPC+t8MBkijEcT16yCvXAFBpwNcLggLdUqtjUOSZINbLLuJYNvUpstiscDhcm2O69Sxhxs1f6ym1/dQC9vjk0ZjnbcAQUAqlT7UhjQaUVNVBfKFF0CT13v79esHY1ERiEOHwBcIGlw9bX5njszVkeur/1tZWYmc7GwIhMKH6sOaepBGIyoyM1Gr1wPTpoGwU5KH6NULtCYu0mwOB+r33gN5547NvuT9+yD37QOPx4OnQtEow6z5vLVaLfJyc226vhuNRtTk5GBYYKDLShO5K0Kh0EioVNCr1RYVTL1aDVpVFYRCYavGXEZFRam//fbbh4TwiIiIHgBw+/Ztlk6nI0aNGtVIKRs+fHjtZ599ZjMBiTkymcw4ffr0ymeffdZv2LBhNdHR0bVTp05V9enTRwcAV69eZavVauLFF1/sbn7vGwwGaDQaoqCggO7r62sAgD59+jSKQ+rWrZv+1KlTvObONzU1laXVaonhw4c3egEPGTKkJikpSeDI/J25XmeutW/fvuqmSsXMmTOVMTEx3fPy8uh+fn6G3bt3i/r06aPp16+f1pG1/OOPPzj2rtcWjz76aK15zdkRI0bU6nQ6IjU1lTVw4EDNvHnzKvr37x907do1VlRUlHbHjh3iJ554osrf39+qoNycPkDdM0MqlRr27NlTWG9t1Gg0mgdxcXHdiouLi7y8vJz6/ajVapqHh0cjgej69evsoUOH1phvJqSmprK4XC4ZEBDQ0NbLy8vo7PlsUVhYSH/11Vd9t2/fXmgeZ2qL9evXizdu3Oi5f//++z169Gh0HVwu1wjUxZW6ao6WoJRLF+FsrUtTcpX/e/ppTJ8+vdFnjghR8+bORUVFBbZu29ZQ+8uesOKowGa1reWGjvV15tzNOM9//vMffPvNN3j+hRfw8ssv2zxPS67D2nFn1utBQQEOHT6MKoEAEIlAqFTgV1XhhSVL4F3vqurK7+Wrr75Cwr59eHXWLLz44ovNuhZHzmOpv16vx+gnngCdTsfJU6fsn7v+v5Xl5fDQ6RAVEWFRwGzOPcbhcECSJCru38fFtDQwFQrwBAKnhHpn27grer0eQwYPBkGj4dy5c+09nXajorwcY8aMgYeHB5LMPR7qSb1yBQlpafCNiXnoswJ/f8SGhDid1MYVXLhwAX//29/g7e2N/fv3W21HkiROHD6MrVu3wjh/PvgTJjh/n/r5AcOHWx2/+ocfQEtIwLzVq/HEpEkWx9dqNMhIScGNa9ew7pNPwLaRRKosPx89hcKGUj2dGT6fTz4WHFz7x8WL3O6PP/6QAFF44QIjWqGobW2XWA6HYwwPD7cbo9P0u20aYkCj0ciH3O+bJFXZs2dP0T//+c/yX375hX/ixAnemjVrZOvWrStatGhRpSmu7rvvvsvv3bv3Q1YVc4sPk8lsdCKCIEij0Ug0OWZzvk0/q78Gi587Mn9n2vfr10/j6LXyeLyHlJWJEydWS6VSw65du0QrVqwoP3TokGjx4sUN1k57a1lVVUVz5Hodpen33q9fP+3AgQNrt2/f7vHuu++W/fbbb4J9+/bdtzVGc/oAgLe3t8Hf319n7sZqssqlp6czvby8nKr1JpPJ9OXl5Y20+Zs3b3ImTpzYaMf7ypUrnLCwMI254u9qt9hr166xioqKGFOnTm3YHTQajSBJEgwGI3T79u0Fs2fPbpjXe++9J1m7dq1s//799ydMmPCQhb6kpIQOAHK5vNU8IQBKuXQZdDodXCbT4YLoxnorp0wmQ1ivXs06HwAE9+gBmUzmdP/OhkkQEQgE6GYtm6abIPP0REhoKNJTU1FRUQGxWAxFWFirFWE3PXB5PB482lhgM7eG8ppYv2zB8fVFYVYWqqur4W3Hhc5RTO65XC4XQ0JD8UdWFrhhYWB2wWypJsGD3sktQy3FXUuQ9O/fHwKBABnp6cjJyUGAlRIgBEFg9PPPo1dUFD5esQJ5Fy5A8NZboAlaniPGoFKh+uOP4Z+RgeVffgm/4GCL7QpzchCfmIiqgACUisVAv34oKy5GYU7OQ6VLaqurwS4rQ4/w8BbPr6MwZdy4qptffsnOI0mGz5Ahddlia2tRePEiw+PMGePkOXOq2nuOvXv31rJYLPLEiRM8k2UMAM6ePcsNDQ1tENxlMpmhsLCwkVx5/fr1h0yy/fv31/bv31/7zjvvlM+cOVO+a9cu8aJFiyofffRRDZvNJtPT05kvvPCCcy5IzZhv0z5MJpM8ffo0NyoqqqHPn3/++dCLy9r8rc3HUvtZs2bltORaGQwGXnjhBeW+fftEERER2srKSnpcXFyDkmFvLVUqFeHo9Vri2rVrHL1e3xDidfbsWS6TySTDwsIaxpo9e3bl8uXLvSQSiUEmk+mfe+45u9fZnD5DhgypOXfuHM98PikpKSwA6Nmzp9OJTaKiojQ7duxoyG5YXV1NZGRksAYNGtSoLMm1a9fYffv2bXTM1W6xw4YNU//1119Z5sc2b94sTkpKEvz444955pbJJUuWeG7fvl16+PDhvLFjx1p0gbty5QqbTqdj0KBBrVdcHZRy6VKEPB6qNBqHlEt9vXLpyqQlFB0HJouFsMjINjmXsYPda1qNBhl37uBBURFy79zBjBdegMAFwjCDwYBer4fBYIBIJMKjPj746949ePXq1WHWxlWY7omm7osUjXHXEiRMJhPRw4fj6K+/4uTJk4iLi7PZ3i84GJ99+y12b9yIn6dPB+ujj8Dp08fh85FGIzS1tdAbDGDQ6SDT0qB79108Ex2NuG++AcuCSzZQX3opMRHk88/DV6GAPicHKC4GncFAfGIiFixY0LCpRpIkKrOzMdTPDwxH4js7CXK53Pj+nDmlB48dE5w7eZJrFAhAq6pCtEJRO3nOnCp3KEMiEAjI1157reKjjz6SeXl56QcMGKDZu3evMCkpSfDDDz80BGSPHj26ZvHixfLdu3cLBw0apN63b5/w4sWLXJFIZASAW7duMbdt2+YxceLE6qCgIF1ubi7jwoUL3MjISDUAiEQicuHChWXvv/++DADGjx9frdPpiGvXrrGvXr3K3rx5s0NZEx2drzlCoZCMi4ur/OCDD2Q+Pj768PBw7RdffCG+d+8ey5Tgxt78m2KrvSuu9dVXX1Vu375d8u6778pGjhxZZXKjdXQt7V2vLcrLy+mvvvqqfPHixeVpaWnMDz/8UDZjxoxKU2IbAJgxY4Zq+fLlXp9++qnnwoULyxx5zzanz9KlS8ujo6OFs2bNki9ZsqQsNzeX8dZbb3lNmTJFKZPJnP79PPvss9XvvvuuV0ZGBiM4OFj/119/sQ0GA4YMGdLoe7558yZn0qRJjTZ/nHWLVSqVxO3bt1lAnZW/qKiIcfHiRbZQKDSGh4frhEIh2b9//0aWZy8vLwOLxWp0fM6cOV7ffvuteNeuXQURERHavLw8OgDweDxSKpU2zOfkyZO8gQMH1kokklZ9rnSdJ3gbIOLzUVZTA74DgnBrWA5MQnlFeTnEEgmCe/Wy+tKn6DoY6u+19oxfctSnqzAvD/EJCaji8QCRCOqiIpy/cgUfLF5s1TrjKKaXlMmaKvf2Rm+1GqmZmfBWKFrs1qpWq7F82TKsWbvW7euQucM94U5YS+DlyuzBrmbUqFEOK5cAwGKzMWfZMvQ7dQqfLl4M1bRpEMTFNcSMWkOn0aC0vBxGFgsknQ79V1+B+fXXWP7WW3hy6lSbfTNSUlAVEADf+rUzZSjm+vujSiBAenJyg1txWVERApnMh2JfuwJyudz4t5kzlS9XV6tUKhVNKBQa2zs7bFM2bNhQTKPRyGXLlnmXlZUxAgMDtV9++WWBeXKcN954ozI5OZm1ePFib51OR7zwwgvKOXPmlCckJHgAdTGm9+7dY7300kui0tJSukQiMY4ZM6Zq8+bNDTX31qxZU9q9e3f9tm3bxO+8844Xh8Mhg4ODtTNmzHC8ILCD823Kxo0bi9VqNTF79mxfoK5sw6xZsyq+//57oaPzN8de+5Ze68CBAzXh4eGaW7dusZcvX17a9HN749u7Xls888wzVUKh0Dhy5MgAnU5HPPPMM6pNmzY1Wgcej0dOmTJF+dVXX0nsJeVpSZ9BgwZpDh06dP/tt9+WDRgwIMjLy8swceJE1dq1ax0v4WBG3759tUOHDq3duXOnqD4RFFsul+vNYz+zsrIYJSUl9IEDB1rcWHCUP/74gzN+/Hh/099ff/21+OuvvxYPGTKk9vz587mOjrNjxw4JALz44ouN6txNmTJFuX///kKgTu84ePCgcNWqVc1aF2cgHKk31ZEYMGAA+ddff7XLuYuKinDl/v2GuDlbbN++HV999RXmvP465rz2mtPnGjt2LEpLS/Hr0aPwkskaCeUGHg9V6emgVVRg0sSJGDR8eKdXMnd/8w22bN6Ml2bOxIL589t7Om7Fuk8+wf7ERCxZsgSxsbFtem69wYAhgweDRqfjz4sXbbbVajTYtHkzyIiIhjIpJEmi6M4ddMvPx6YPPmhRTUaxWIzKykqUlZU1xCmTJInktDTk83iQ+fk1mktGSsr/NmoiIuz+hk6dPIklS5Zg/aefYuTIkc2eZ1ugUqkwauRI8AUCnD59ur2n025UVFRgzOjREHl44MSJExbbmLt1mrLzCnJyMCMm5iG3zraktrYWo0ePhlajwdGjRyHz8nK4b9mDB/hk5UrcotPB+/BDMDwthwiRRiOKHjwAxGIQ1dXQvf02vIxG9Jk9G9zTpxtZHi1x4fhxHGUy4TtiBADg7p07OH3qFHqGhCCMwcA4nQ5D6q+hKjUVI8LCwHaTdxVBEJdJkhxgr921a9eKoqKiXF9DioKiEzBhwgRftVpN++233+zGTjrSZ+jQof49evTQ7t27t9lZGP38/IJfeumlio8//thq3ONvv/3Gfemll3zv3buX2ZxyJu7I7t27hWvWrPFMTk7OcoV3yLVr18RRUVFyS59R29YuxJmMsS21HJhbWbQaDeITEkBGREAYEoKc27dRyOEg288PGw8fxsaNG1HYyUsJdKRkKm1NR3GBzLhzB1U8XqP6mwRBQKZQ4J5Ohx9/+QWWCmk7iulhal5TkiAI9A4OhqiiAhX1dQ4Lc3KwadMmJKSl4SiTiYS0NGzatAmFOTkPjalUKpF6+zZSb9/Gwf/8B0BdORzTMVVrZLx1AaY1cCfLpVajQeqVK7hw/DhSr1z5X2bjdsYnIAALFixAbEgIxul0iA0JwYIFC9pVsQTqyl8NHjwYAHDKyQ0Cqbc3Ptq+HQMZDNQcPWq1naa2FkYWC3QOB9pff0U3JhNPbN8O70GDUBUQgPTkZJvnEUskdaVy6jF5DTCYzDq34vpNnvKcHPTx8XEbxZKCgqJllJSU0BITE/lHjx4VLl682KHkNY72OXDggAefzw85fPiwU0VwFy1aJOPz+SH5+fl2Nasnn3yydvny5aV3797tNEkZNBoNsXPnzoK2CDug3GJdCIfDARwUfhvi4Fwg3JmEcm+ZDBcPHgQeeQTC+rT5KpkM5SwW4hMSsGD+/FZLGkPhvhhNWfDcXAGvKC+vq5HXBAaTCY6vL+4WFuLs5cuIDAmBpxVLiy2ausU2jM9g4NGePXH+zh1UEESjGDETyvT0h2LEACAxMRFfbN8OJovVoLxev34dr7z6KnRaLd544w3MboZnQmvjbgl9HrIOpqVBcPx4u1sHTTBZrHbJCmuPUaNG4czvv+PUyZOYPHmyU30JgsC9rCxwFiyw2kZvMNSV4AHAHDwY5fv3/y+7sgMJjUxuxeW3bsGgVqPkr7+AnBzohUII7t+HYtIkVJSWwluvh9xFibsoKCjan6ioqKCKigr63//+97Jx48Y5VF/NkT779u0rMJXRMC8B4gjLly8ve+211yqBugyz9tovXLjQKVdsd+f1119X2m/lGijl0oWw2WwQ9SmC7VnSTJYDugt2EExCeXl2NrQiUYNiWT8pMEQiVKlUSE9NbbMkMhTuQ0exXIolEiAlxeJnhEqFgL59wfL2xsW7dxEgFiNUoXDKTdaS5dIEh8NB/x498O2vv6Kye3f4mSmWACBSKFBQb6kxVzJmz54NoUCAzVu2oLamLpSntqYGbA4HS958EzEWSli4A+50TzRN+mLCmkLfGnTU8JARw4eDoNFw6a+/oFKpIBTaDZVqIPP2bVQymeA3udfNYdDpQL0FmdazJ9R0OipSUyHp3duhhEYsNhtPRUdjzXvvoebRR1Hp6QlUVKB050489eGHIGg06O/fR3jPnpT3CQVFJyIvL8/pwuqO9AkKCmp2QW65XG50hwRZXQH32LbuJBAEAQGH45A7lysTaoglEkCphFqlApoKFxpNnUVVJKorFt7J6ahCYmviDslbHPlegnv1gqCmBsr8/EbHlfn5ENTUQBEWBg6PB++gIOTr9fj98mUUFRU5/J2blMumlksTIpEI3gwGtHw+SKOF948FSw1BEIidNg3R0dH/s+gQBIZHRyM2NtZtBWZ3uCdMmJK+iCwo9I64XrYEd/1+zLHlLiyWSNCvXz8Y9HqcPXvWqXHPnzgB4xNPWKwFqMvJAUmSYHO5oGm1MKjVIAgC5BNPIO/Eif8lNHrkEbtzTzp7Fn0/+AAD4+Ig69YN6N0b3efPR9LZsyjKyECYVAoezynvNgoKCgoKN6b9JYtOhojPd0i5dFV5CJIkG4RyvUYDmMV4aVQqsHQ6SGUyQKmEWCy2MRJFZ6U9S5E4I7yz2GzMiI0FkZKCgnPnUHDzJgrOnQORkoIZsbEN1iuCIODp5QWery/+yszEteRkqNX2E7ZZc4s1p2ePHvAoKUF1eTnQVGk1ixEzR6/T4dy5c6DT6egZEgI6nY6z587ZPE97Y1Ke3aEEi7vWknQHHIn/NSWPOnXqlMPjkiSJkydOgP3EE42OG1QqqFasgDY2FqoVFVfFyQAAIABJREFUK2CsroanRAJUVEBXVgZyyBDcSUgA/vMfzIiJsWtRNm0ciENDIfP1BdfDA2AyIVQoUO7jg5KrV+HvQAI8CgoKCoqOA6VcuhgPgQCatrBcmgntJqFcXFEBfWoqSm/dgio3FyguRmREBKqKihosP52VjmCBaC/cyUplDx8/PyyYPx+x0dEYFxCA2OhoLJg/Hz5mmVxNsDkc+AQFoZQgcObKFdzPz7dpxbTlFmsiIiIC/qWloGdno6qsrEEJs2WpycrKAo1Gw+rVq5GQkICPPvoINBoNWVlZTl5922G6J9zhd9M06UsjrCj0XYFG7sIxMfAdMQK+MTEgn38e8YmJ0GnrSpyZlMtz5845tMkCAHnp6SjV6cDq3bvhmPrGDVRPn44Jnp747tgxPCOVonr6dBju3IHc2xtSNhvi0FCwOBxMnjDBoVjYphsHplIkDDodBpEIUi63QzyXKCgoKCgcx+5TnSAIf4IgThIEcZsgiBSCIBaYffYPgiDu1B9fV3/sRYIgrpn9MxIEEUUQhLDJ8RKCIDbW93mZIIhis89mm50jjiCItPp/9ot5tTNcDgekAxYLVyfU8PHzwz//+U8siItDj+xs+BQWIpDHg+rmzYcsPxRdC3dL3mIPJouFsMhIDBkxAmGRkXbvW4lMBqGfH67n5uKvGzdQU2O5jJkjlks2m41/xsbC87//hfbIEWT99BPu790L4tAhq5YaRc+eOH78OEaPHg0AGDNmDI4fPw6FjVi29sboRpbL4IgICHJyoExPb3TcUdfLzoqj7sK+vr4ICwuDurYWf/75p0Njnz9+vMElljQaodq5E4wlS/CvN9/E7DffBF8oxGtLl+Jfb74JxpIlqNq9G2wuF0IPDzDGj8flM2ccOo+1bLF0BgO0+/cRYGHTiIKCgoKiY+NINhk9gMUkSV4hCEII4DJBEL8BkAOYCCCSJEkNQRDeAECS5B4AewCAIIg+AL4nSfJa/VhRpkEJgrgM4JDZeRJJkvy7+YkJgpAC+BeAAairw36ZIIgfSJJ0Wz8pRzPGGsxesq6CyWIheswYDB4xAumpqaioqIBYLIYiLIxSLLsw7pS8pbVgsliQBwaisrwcv1+9it7+/vD382tkFXHEcgkAAQEBWLdwIZKTk5GWkYEiOh2Rr70GoRW3coIgwGQ2zlbe9G93w51KkbDYbMyIiUF8YiIKLNSSbItnlzvGajvjLjxy1Cikpqbi5MmTGFFfU9IWx48fB2vlSugfPEDNypWIIAgsiY+HtEnG1n4jRuDf8fFY/847SLl4EbwPPgBr9Gj8d/VqTJ4zx+55TNlilenpECkU0Ne/G/X5+RBnZCBi1iy7Y1BQUFBQdCzsajYkSRYAKKj/fxVBELcBdAfwGoA1JElq6j97YKH7NAD7mh4kCCIEgDcAe9ufYwH8RpJkWX2/3wCMszSmu8DhcAAHLJeuclW0JBSZLD9dEjcUEtsbd3CLbSvh3UMigV4oxK3CQuSXlOCRkJCGDJr2EvqYw2Kx0K9fP/Tr1w/l5eX4KzsbVTQaBBZKpXRE3M2abaolmZ6cjIrycohDQqCYNKnVFUt3cAu2hlgiAdLSLH/YJFPryJEjsX3bNvz+++/Q6/WwVcesIDsbD1QqEKWl0C9ZgrjYWDz38stWnw9Sb298uG0bjuzeje9mzADx1lsorKxEYU6OXdfYphsH1RkZQHIymHfvYtKTT7qF5ZyCgoKCwrU4JVkQBBEE4FEAFwGEAhhOEMRFgiBOEwQx0EKXGFhWBKehzlJpLnG+QBDEDYIgDhIE4V9/rDuAXLM2efXHms5rDkEQfxEE8VdxcbEzl+RymEwmmDSaXetIS4U7dxaK2gNqPazTURL6uAoGgwFvPz9o+HycvXEDGVlZMBgMDrnFWkIikWCoQgEyKwsVJSWtMeU2xx2t2aZakkNGj0ZYv35d3tvCGXdhhUIBP39/VFZU4Pr16zbHvXD8OJTV1RB/9hnWrV+P51991e7GE41Gw/Ovvop169dDvGEDVDU1uHD8uEPXYdo4iA0JgeDUKeDKFUx/8UV4+fm5ddIrCgoKCorm4bBPJkEQAgD/AbCQJEklQRAMABIAQwAMBLCfIIhgk8JIEMRgADUkSVrKIx8L4CWzv38EsK/evfYNAN8AeAKAJcn0IRMISZJfAvgSAAYMGNDupishjwetRgOujfTq7ijcUXROjPV7OF1NARd6eIAnEOBuURHyzTad7G38WEIgEGBIaCiu3ruHUq0Wnh08w6U7WLMpbOOMuzBBEBg1ahS++/ZbnDx5Ev3797c6bsq1axgXHY15K1aA70RdTAAIiYzE5j17sHX1aiRfvYrnXnnFoX6mjQOGhwfA40EoFIIwGDqtcnkU4LbXuccBDhWsp6CgoGgtHFIuCYJgok6x3EOSpClOMg/AoXpl8k+CIIwAZABMUlwsLLvE9gXAIEnysukYSZKlZk12AFhrdo6RZp/5ATjlyJzbExGPh/tqtU3lsisJd1qNBhl37tS5u0kkCO7VCyw2u72n1eFo7jq2p+WyvaHT6fDq1g3VVVWoZrEAGs3hjJpN4XA4GNCrF26mp6NQq4V3YGCHVdjdKaGPW+Cm7vTOuAuPGjUKhw8dQl5eHkiStHpvLlu/Hgwms9n3Ll8oxJLVqxviJ53B9NvjcDiARtNplUsAuAy0+UuuP2A/Vb0THD16lDt+/Hh/AOjTp4/mxo0b2Y72vXz5MmvAgAFBABAYGKjLysrKdOXcXAVBEKFffPFF4Zw5c5TtPRcKis6CXeWSqHsD7QRwmyTJDWYfHUGddfEUQRChAFgASur70ABMAWAps8BDcZgEQfjWx3YCwLMAbtf//zEAqwmCMOWifwrACgeuq10R8fnItuOea7KeMDq5cFeYl4f4hARU8XiASASkpECQlIQZsbEWy0tQWKYl6+gWGxntLLzzBQJwPD0BLy9cu3MHkZGRkEqlTo/DZDIRFRqK1IwMZN27B1lwcIdU0NwpoU970hE2B0xWP3tERESAx+fj7JkzuJOaijCzMiNNx2spBEE0a5za2jqjGofLBdmJLZcmXK3s2aI1ldnz589n9+jRo9Fugl6vx3vvvSfds2ePR15eHkMoFBrHjRtXtWfPniIAiIyM1Obm5qavXr1a+ssvvwhaa24tJTc3N10qlRrbex4UFJ0JRyyXw1DnwnqTIAhT1te3AOwCsIsgiGQAWgBxZjGUIwDkkSSZYWG8qQD+r8mx+QRBPIu6zLRlAF4GAJIkywiC+ADApfp275uS+7gzHA4HpJ1dXVe5xbpjlkMTWo0G8QkJICMi4GvmRqjMz0d8QgIWzJ/v8rgqd16P5tLcdTRZOssLCwGttuGea0vcSXhnMBgAgwHC0xPnU1PRQypFz+BgsJy8B2k0GnorFODk5uL2nTvw7Nmzw8UHultCH4qWQ6fTER0djUP/+Q9OnTplVblsT0zKJZfLRY1a3SwXdYq2Ry6XG+RyeSMFbNq0aT6XLl3ifvjh/7N35vFNleke/53sW9Mm3fd9gdJSFkEWK7gAOjhecAGFcRm38cqA4zLOOI5XvV7mOi5X68bogKIIrSCCKGIVWcsOtqXF0tKWLjSle9M0e3LuH21CmmZvkqbl/X4+/bQ5Oefkzelp+v7e53l+z6vt06dP18jlckZNTY3ZJpvNZiMuLs4gFAr9LtwMBgNomnZobGUiLi4uIG9CtVo9EOEnEMYgTmcWNE0fpmmaomk6l6bpvMGv3TRNa2maXknT9CSapqfSNP2zxTH7aZq+1s75UmiarrLa9leaprNpmp5M0/R8y+dpmt5A03Ta4NcnI3mz/sIVx9iRRpMCadJuj7rz56EQCCC2qk8Tx8RAIRCgtqrKzpHuE/hXw3M8uY6tzc0oePddFB4+jPaICCAuDt988w1am5v9NeyAwySkmCwWIpOT0azV4tCZM2hrs2V07RiKopCSkIApUim6z5+HWjW2ypxM4pIi4nJcMX/+fADAvv37R3cgNqBpekhaLMViQTvOI5eBzPvvvy8Wi8VpCoViyL/PP//5z6Hx8fHJps8IW+zevZv/9ddfi7dv335p5cqViqysLN2MGTM0K1asUHgyloKCguC0tLQkLpebLpFI0mbOnBlfX19vVoZHjhzh5ufnxwmFwnSpVJp6yy23xFy4cMH8/LPPPhualJSU/MknnwSlpqYmcbncjDfffDOEyWRm1NXVDVGYn3zySRCXy03v7OxkAANpsR999JHZBlwul1OPPvpoeHR0dAqHw0mPi4tL+dvf/mZOc7l06RLz7rvvjpJKpakikSh9+vTpCcXFxQ5rbI8ePcqdP39+bGhoaKpQKEyfPHlywtdffz2kbiouLi7lqaeeCnvggQciBq9Bgmk8jzzySERUVFQKn89Pz87OTty0adOQSPCf/vSnsLS0tCQ+n58eHR2dct9990V2dXWRD3fCqEFuPh/A5XKdisuroQ6up7t7IIXTFmIxenp6/DugMYq713FIpHPOHHBiYoCUFNA5OdhUWAidVuuHUQceTIs+lxRFITQiAvyoKJysq0NZRYVHtZgxUVGYGRuL/upq9Pf1eXvIPoNELofibr6DVqNB1ZkzOLZ3L6rOnIFW47fsR4dMnz4dQpEItRcuoKmpyfkBfkSj0QA0DTaHAyaTCRaLBQ0Rl6PGAw880EdRFD7//HOzq5PBYMDmzZuDf/e73/U6Wvjetm1bUHx8vG7Pnj2CpKSk5Ojo6JTbbrstura21u3G3UeOHOE+9dRTkc8880xXZWVl/Y8//ti4YsUKc/1jaWkp5+abb06YMWOG6ujRow3FxcVNTCYTN998c7xSqTQL48uXL7P+9a9/haxfv761tLS0/pFHHpFHREToN2zYMOSf5xdffCFeuHChIjQ0dJh6NhqNWLhwYdyePXtEb775Zlt5efnFDRs2yCIiIgwA0N/fT82bNy9eoVAwdu3a1XzixImLCxYsUCxevDiurKzMbvpKb28v4+677+7bu3dv0/Hjxy/eeOONymXLlsVVVFQMaYj80UcfhYSHhxsOHTrUsHHjxlaj0YhFixbFVVRUcDdt2iT75ZdfLj7yyCM9v//972O+/fZbszjl8XjGDz/88HJ5eXn9xx9/3FpSUsL/wx/+EDF8JASCf3D7g4DgHCaTCT6bDZ1WazddLiDq4HxMiEQCVFbaflIuR4idpvSEobh7HU2RTlMKLT14rwVFRkKhUKC2quqq7INq+luzTMXj8niITExEe2cn2n75BdlJSYiOinIrM0AqlWIWm41TdXXoiYtDSGio18fubYhb9QCeZDy0NjZiU1ERFCYH15oaiPbuxcply5z2ffQGWo0GdZWVV4y9srPNxl5sNhtz587FD3v2YN++fbjvvvt8Ph5XUVukxAID9x4Rl6OHUCik77rrLvmGDRuCH3/8cTkA7Nq1S3D58mXW448/3uvo2Pr6enZLSwurqKhIvG7dulYOh0O/8MIL4TfeeGP8uXPnLgoEApfXa+rr69l8Pt+4bNkyhUQiMQLA9OnTzSuga9euld50002KN954w2z8uHXrVplUKk3bsWOH8N5771UAgEajob744gtZamqq+aa666675EVFReJXX321CwBaWlqYBw4cEG7ZsuWSrbHs3r1bcOzYMf7hw4cb5syZowGArKws3YIFC1QAsHHjxiCFQsHYuXNnC5vNNo2v68CBA4L3338/+KOPPrJptrFo0SIVLFx833rrrY7vv/9euHnz5qC1a9eaS70mT56sfv31183vc8+ePfzTp0/zZDKZuS40Kyur99ixY/x33303ZPHixUoA+Mc//mE+R3p6ur63t7fjwQcfjDYYDK3jOYBBCFzGr7IZZcRC4cBKrR0MV0HkMiUzEyKlEvKWliHb5S0tECmVSM3KGqWRjS3cvY7Wkc4hrUiu4oixyTzLus6LoihIwsIQFBuL0sZGnC4vh1KpdOvcQUFBmJWZCV5LCzplMucHjDJXw+KWL9BqNNhUVAR66VJEL1uG6Px8RC9bBnrpUmwqKvJ5VkBrYyMKCgpQWFODPWw2CmtqUFBQgNbGRvM+8+fNAwDsD7DU2CFOsRjIJCDicnT5z//8z55Tp07xS0tLOQDw8ccfh9xwww2K+Ph4h3WIBoOB0mq11MaNG1sXLVqkuuGGG9Tbtm1raWpqYm/fvl3ozhhuu+22/oSEBF1KSkrK7bffHv32228Ht7a2midGpaWlvO+//14kFArTTV9hYWFpGo2Gqq6uNkf+wsLCDJbCEgAeeugh+YULFziHDh3iAcCnn34aFBISYrj99tv7bY3l5MmT3ODgYKNJWNp4ntfe3s4KCQlJtxzPiRMnBLW1tXYjlzKZjPnAAw9EpKamJonF4jShUJheU1PDbWxsHBK5nD59+pD0mWPHjvF0Oh0VHx+favl627dvF9fX15tfb9OmTaKZM2fGR0ZGpgqFwvSHH344WqfTUc3NzeN3gkkIaEjk0keIhUJ09vcDdvqIeS0tNkANbExmMhOTk3H4558hj48HUyoF5HKIlEqsXL7cJyYogXk1RgaHy8XK5cuxqbAQsvr6AeHo4DpaRzppS3Hp54hxINXCmv7W7BkbsTkcRCYmoqerC4d++QUTExMRGxPjsgDj8XiYkZWF8gsX0KbVIjwhIWBro0krEs+oq6yEIiEB0ampQ7aLU1MhS0hAbUWFS86unjBE2Fq8vry2FpuKirBmzRqwORzMnjMHbA4H5eXl6OjoQFhYmE/G4y6qQXFpilwyWSyoibgcVaZOnaq95pprVOvWrQt+8cUXu3788UeRvaieJVFRUXqKopCTk2NeTYmJiTFIJBLDxYsX2Y6OtUYsFtNlZWUNP//8M7+4uFjw73//O+TFF18M37NnT9Ps2bM1RqMRd955p/yFF14YZuZoSlcFAIFAMCzNdfLkydrc3Fz1p59+Kr7uuuvUW7ZsCb7jjjvkpqijLRx9ZhuNRiotLU27ffv2YdfIkXHRypUroy5dusReu3Zte2pqqk4gENDLly+P0Wq1Q17M+j0YjUYqKCjIePTo0WEtYLhcLg0ABw4c4N1///0xa9as6frnP//ZHhoaajh8+DD/8ccfj7I+P4HgL4i49BEigQB6BxGiERv6eHSUf7Bum8FKTIShuRmz4uKQkpuL1Kws7wvLAJ3Ee4uouDisWb0atVVV6OnpQUhIiN3rmJKZCVFxMeQtLRDHxJjFpbKtDaFXccTYlAKqd+JQGSKVQh8UhAqZDC3t7chOT4dI5JqTPpvNxpTMTFTV1aH+wgWEB2irEtKKxDN6ursHUmFtER098LyPcFXYCgQCzJw5E4cPHcKBAwdwxx13+GxM7mB2ih2MXLJYLCiJuBx1Hn744d6//OUv4RKJxBAWFqb/j//4D5tRPUuuu+461datW8Xnzp1j5+Tk6ADg8uXLjO7ubqZ1yxJXYLFYWLBggWrBggWqf/7zn50ZGRlJn3/+uXj27NnteXl56nPnznGzsrJ0nnxe3XvvvfLXXnst9LHHHuutqKjgrl+/vtXevtdcc42mp6eHUVJSwrUVvZw+fbp669at4pCQEGNMTIzLLrPHjx8XvPzyy23Lli3rB4C+vj6qsbGRnZWV5bBYe8aMGWq5XM5QqVTUtGnTbKZFHDhwgC+RSAxvvfVWh2nbli1bbEc1CAQ/QWYWPoLH4wEO2pGMV0MNazOZ6JwcxF53HUKuvx7n6up8IyyvEtgcDrJyc3Ftfj6ycnPtXkdTpJOqrISspATalhagrg6Mc+d8FjEeC5gjlw5cEE2w2GxExMdDyefjUFkZ6hsaXG6bYGpVksXhoL262qNm875mvH7+eIqrLYxCJBLAXtqzTDbwvI9wR9iaXWP37fPZeNzFVlqsdpy3IjkNcP315ekYV65c2QcAb775ZujKlSt7XVkMe/DBB+Xx8fG63//+91FHjhzhnjx5krt8+fLoxMRE3ZIlS5yKU0sKCwtFr776quTIkSPc2tpa1pYtW0QymYw9ceJELQD8/e9/77pw4QL3zjvvjD548CCvurqavXv3bv4jjzwSUVVV5TRKev/99/cpFArmgw8+GJWVlaWZMWOGXUF36623KmfMmKG69957YwoLC0XV1dXsvXv38goKCoKBgTTb+Ph43S233BK7c+dOQU1NDevAgQO8F154Qbp582a7K5ApKSnawsJC8alTpzjHjx/n3nHHHTGu/D+59dZblXPnzlXeeeedsV988YWoqqqKfeTIEe5rr70W8s477wQDwIQJE7RdXV3Md999N7iqqoq9bt068YYNG4ihBWFUIZFLH+GsHYk5LdaFPkxjCWszGRPimBjI6uuvWjMZf2MZ6Ty9cyf6ZDKseOMNRMXFjfbQRg17NZeOEIeEgM3hYNehQzD09mJaTg5mzpw54AjtAIqikJqYCH5rK0qrqhCclgYe36FbvV8hhj6DuJnxkJKdDdHevZDX1kJslZoqamxE6pIl3h6hmRCJBKipsf2kTIaQ9HTzw/z8fFAMBk6dPAlFXx9Edsoz/Ikpcmn6O6AoCkaKgsFgCMjo/kiZBgSGhbATBAIBfdddd8n//e9/S5wZ+ZgQiUR0cXFx8+rVqyMWLFiQwOFwjLNnz1b99NNPTe6Y+QCAVCo1fP/99yFvvfWWtL+/nxEdHa1/6qmnOp944oleYCC1df/+/Q3PP/982G233Ran0WioqKgo/dy5c5WhoaFOP8yjoqIMN9xwg+KHH34QvfzyyzYNd0wwGAz88MMPzU8//XT46tWrI3t6epiRkZG6Bx54oBcYuFYHDx5s/POf/xz+2GOPRXV1dbGkUqk+Ly9PvXjxYruiesOGDbLHHnssau7cuYlhYWGGJ598ssvS6dbRePbs2XPpr3/9a+hf/vKX8MuXL7ODg4MN2dnZmmeffbYLAO66667+Y8eOdb788sthzz33HOPaa69Vvvrqq+0PP/ywnZUoAsH3jC9lE0BwOBxQRiOMRiP0Oh3qzp+/4u6XmWlOzRtvaWmk/UjgYIp08oKDgc5Os6PkaEHD9XRuU82u5d/MSMdvElIGN1LxLFO8dXw+vvv6a8R99RVe+tOfkJSU5PT4mKgocDkcnKquhiElBcIAmOQDxNDHUzhcLlYuW4ZNRUWQmdxiZTKIGhuxctkyn2YFuCNsJRIJ8vLy8MuZMzhcUoJFixb5bFyuorJyiwUAisWCXq8fd+JykYUz6FigpaWFdcMNN/QnJye7/OGYlZWlKy4udlqf6YzBdFiHDZinT5+uLS4ubrH3/Ouvv95p6bJqzZ49e+weS9N0teXjkJAQev369W0AbDZAjoyMNG7cuPGyo/FaM336dO3p06cbLbc988wzQyZDzc3NdbaOFQqFdEFBQUdBQUGHrecB4M033+x88803h7z/hx56aOz0xiKMO4i49BEURSFIIEBjXR227dhhrj9EZSVExcXQDLpRjjQtLdAMbEa7/Yir6W1XE2Otp6p1za7pb2bl8uUjirya3r/BhbRYwCrF29TWhaZxuaYGf/3nP/Hv11+HUOjcGDFUKsVsNhsn6+rQGx+PYKnU6TG+hiaGPh6h1WjQ09GBa3Ny0NfZiaD+foSlpyN1yRKfp5u7K2znz5+PX86cwf59+wJCXFqnxQIABsWls0wAgm/o6Ohg7N27l79nz56gXbt22W2Mmp2dnZyTk6M+fvy4y81Ty8rKOLNnz07U6XRUTExM4NUGEAgEn0HEpQ/hs1jYUlQE1tSpQ9JE5S0t6Nq9G6Bpj9PSAtWF0tpMxoSv248E6vUIBMZSlMqWoAMG7p9NhYVYs3o12ByOR5FN00LO6dOnIRAIwOfxwOPzwbf8sthmK8WboihEZWTgYnMzCrdvxz133AGBQGDvJc0EBQVhVkYGzly4gE6tFqFRUR5eIe9guifI380ArixKDetv2dsLUUUFVmZn+62OOSohAWvWrEFtRcXAve9A2M6bNw9vvfkmSo4cgUajGXUBZ93nEoBZXBJGh7y8vKSenh7mqlWrugZ7MQ7huuuuU1dWVtYDAJ/Pd2vlNjMzU3vy5MmLwBVnUwKBcHVAxKUPaWluRi+fj2Qb9YfcxEQkdnaOu8iBu20zCL5nLJm3uFKzGyKVehTZlIaGIiw8HMU//IDiH35wOA6hUAhVXx8Y2dngNjSAxWaDxWKBPfhdL5Ohs7QUO3bvRlJYGEJDQyEUCp1+pUVEoFYmQ5tGM6qtSkgrkgFcvf6utgHxB2wOx6V2JzExMcjIzET1+fM4eeIE5l53nR9GZx/rViQAABbLrRpognexl4ppQigU0hMnTvQo6sjj8eDpsQQCYWxDxKUPUSqVgJ0WBgoGA211dWNiwu8u7rTNIPgef5u3WEcVQdMuG6c4q9ltb2/Ht8XFTiObtpD39qKjvR2TcnIQExMDlUoFlUoF9eB3lVpt3sbn89Hf3Q1jZyf0wcHDT1ZXh9bmZpxhsQCFAuhzr7yF4vHAy8yEIDISAoHAHEnlCwTg8/kQ8Png8fkDz1n8bBlltXUMl8dzSTCRViTuMZr9LUfC/PnzUX3+PPbt3z/q4tJRWiyBQCAQxg9EXPoQoVA4MPG0Ad3bCzAYI3aLPX36NEJDQ6+c1056F4OihtWa2U0Fs7Hd1p62jre1rbW7G61Hjzp9jZG8Tk119bB9CAP4My3WVr0kAECvB03TToWPs5pdBZ9vjmwatFp0NzRA3dcHXlAQ1ByOS27ECxcuxD3Llzvcx0jTUMjlePe996DNygI/NBQ6vR56nQ7ylhYYGQzMe+QRaHU6KPr60N3SAr5WCzaDAaVSif7+fodferUaqooKqORydIaEeK9PK0XZFZ6WAvXSpQEfjvG4uOULRrO/5UiYP28e/rVuHQ4cOIDnn39+VCPV1n0ugQFDHx0RlwQCgTCuIOLSh4RHRSFErbZZf0hdvgyw2R5P+BMTE9HR0YGX/uu/XNo/KSkJFy9e9Oi1xgrS0FAVoD84AAAgAElEQVQEBYgbZyBB+0lc2quXxIkTwNmz0Gm1Tuu+nNXsBoWEACoVFG1tKP/pJ2jFYiAoCGhpgb6+HnVxcV5pdcOgKIiDg/HQ/fcPiOXLlwGxGJRcjlilEiv//OchKbhGoxHtzc2IEwoxMTMTLCeLRlqtFv39/bhQV4czbW1gR0dDbzCYI6cqlQpKpRJqlQpK0zalEiq1Gkql0u5+Wo1mYL9BwzBHmNKECc5rLt1pAxJIpKalIS4uDs3NzSgrK8NUG9FVrUaDusrKK/XL2dk+cZa2bkUCDGRTaAYjmgQCgUAYHxBx6UP61GqsvPdeFG7bNqz+kM/jQalSebyS3NDYCL1ej7wpU8CzngjYiIKEhIQMq2Mb2NV2xMTWVpv72thmaz+b22y+smev09TUhAs1NZDL5XbOevXir8ilvXpJiERAZCRqq6owcfJkh+dwVrPb09UFQ2Ulys+eBSZNQlBkpPnYTjYbJSdO4ObFi72Wgu1qijeDwUBEfDxkly9DWV6OvIkTh6b/Wb9PDgccDgfXTJuG5M5OnL50CYK0NAjspNG7imFQoDoTpSdOnMC+n3++6lsDuVpzOZr9LUeCTqtFTloamquqsH3TJkyyEo7DTIpqaiDauxcrly1DVEKCV8diKy2WyWJBQyKXBAKBMK4g4tJHaDQaaIxGxKWm2pyc/vjjjwCuNHb3lFdeeQUx9tK1riI2b9mCt958c7SHEZD4qxWJw3rJoCD0uihkHAk6aXg4DJ9/jn4OB1ILYanp64NILAZTIHCaGutuuxpTv1BnUBSFsKgo9HR24mhpKaZnZ7sUSQ8LDcUsNhsna2uhT0iAWCJxa3yWMJlMiEQiiJyIVArAvp9/vuoNfayxF8Ubzf6WnmISjr2pqcBtt+FAby8K3nlnwPgqIcHvJkW2+lwyWSyoibgkEAiEcQURlz5CqVQCbDYAi8ns4Heapq8YapDJHcHH+Cty6bBesq8PYjd6nNoTdBwuF3OvvRbVp06hr6kJ4HIBjQYcnQ652dnoa2iwH43zkzNrSGgo+rlclJSXY1pGBsJdSD0Vi8WYlZ6OM7W16NJqhwhnX0BakQzHWRTPnTYgo42lcJyYkoIzmzZBpVSia+pUs3D0t0mRrVYkLBK5JBAIhHEHEZc+QtHfDwaXa7chvE6jAUBaARB8j79akdirl0R/P3D5MlIzM73zOunpmCiTgRsfD7VaDR6PB2lYGBhMJvrkcoS4IWJ9hVAkAovFwonqakxSqZAQH+9UyAkEAszIzETZhQto12oRFhfnM/E3nluReFJDSBuNLkXxrKPe7kbB/YW1cExKTETVr7+inaLAGRSO/jYpspcWqyWtSAgEAmFcQcSlj+jq7QWDycSmzz+32TZBs3UrQNPjcnI3qgToZG808VcrEnv1kjh7FjAYvBbhScnMhLi4GLTBgLDERPN2k+lPalaWV15npHB5PIQlJqLi0iX0q1TISk93Gj3mcDiYmpmJc7W1aKqrQ3hysk8izuO1FYmnNYR0fz8UCQmISExEh0wGtUoFHp8PSWIi2gbFWEhYmN/qE0eKtXBMSk5G1a+/4uLFi4gdFI7+Nimy1eeS1FwSCATC+IOISx/R1deHlq4uuw3hDRERQEPDiMVloK6c+xuS3mcff7YisVUv+e0nnwAjbLljiTPTH4cilqbR2tSEYwcODES1MjN94oxpgsViITIhARcvXYLy7FnkTpgAjhORzWQyMSk9HbyGBlRXVyMsLc2p+6y7mD43xlMrEk9qCE2fG7TRCFVQEI4fPw5tcPCAA3FnJzh1dYgKCkLH5cv4du9ev9UnjhRr4RgTEwMWh4Puzk70y+UIycvzu0mRKXJp2YqEwWDAQNMwGo3jbqGDQCAQrlaIuPQBWq0WGoMBir4+uwYntEgEGI0ei0sipgiu4i9DHxPW9ZIURXl9EcRVF1dLlH19AIDS9nbIm5rMKeorly8f0lbE21AUhci4OHS2t+N4aSmmTZoEgUDg9Jj0pCTwW1pQXlUFSXq6V0WwKXJJjaMJ/YhqCCkKtUeOQPjUUwiSSs2bNV1dqH3rLfSkp/u1PnGkWAtHJpOJhIQE1B09iu66OqSuXAk2h+NXkyJzKxJrF2UWC3q93umiC4FAIBDGBkRc+gClUglwOE4bwoPBGPXVWq1Gg7rz56/UJ/k4kkPwP/6MXDrC2wLTVRdXYOA+r6quBnJyIJ48GdE5OQAGUmk3FRZizerVPo88hYaHo6+3FyVlZbhmwgSXakPjYmLA5XBw+vx5iFJTwRcKvTIWf9Xh+pMR1RDSNKjWVqC7G7AQl+juBtXaCkVUFJCc7Nm5RwFb7rYhZWXAV19Bk5Fhvtf9aVJkq88lACIuCQQCYZxBxKUP6O/vB8XhOGwIj9ZWgM0e1ZpLe2ZDvo7kEPwHDZjrUEdLXFIUhdFO3q47fx5aS9EwiDgmBrL6eqftS7xFUHAw1Gw2jlZWYnJKiktthMLDwgZalVy4AH1iIoK8YFjkrzpcfzKSGkIaQMrChWjdvh19FlE8TmMjUhYuBLOzE5DJPDr3aGEtHLkzZ+IPhYX4tbYWnZ2dCA0NBTC4SOOHqKvaRs0lAIDFMkfSCQQCgTD2GT/L1gFEl1wOLo9nrg2jKishKymB7OxZyEpKzAYnDBYLo5XcqtVosKmwcMBsaM4cROfkIHrOHNDZ2dhUWAidVjtKIxsZpAZ1KKYIFShq1O61QKCnuxuUvZ6TYrH99iU+gCcQQJqQgF8uXkRNba1L92xwcDBmp6eD0diI7ra2EY/BOMoLDr4gJTsbosZGyGtrh2w31xBOmjTsGNPfBMVggG80YuaaNZiUno40nQ6T0tMxc80a8I1GZOXluX3uQMAkHK+98UZMmTMH186aBdA0Dh486Ndx0DTtNC2WQCAQCOMDErn0AR29veAPRipt1YbFpaSg6MsvvTKx81RM1Z0/b9dsyJ+RHG9xNQsnR4zH9EdPCJFIQA/WXA77ixmF9iUsNhsRiYmoaW6GUqVCdlaWU9MegUCAa7OyUFpTg47BViWeYhyHbrG2UkFdrSGkBAKIGhvR39SEMIsonkk8Zi1ZgvCYGL/VJ/qK+fPmoeTwYezbtw9LvGzY4wiNRgPQNNgcDgx6PWrKysylGEFBQURcEggEwjiCiEsvo9VqodbrIbaYbFjXhpks2VkjSEkbqaFPT3e3XbMhf0dyCL7DMA7THz0hJTMT3O5ugM0esn0025cwGAxEJiSgtbUVyvJyTJk4cXhUxwoOh4NpWVmorK3Fpbo6hCUlDROIrvR5DJQ6XG/jaQ0hxWA4Fab+rE/0FfnXXw9q7VqcOHECCoUCIpHIL69rSonlUhQKCgqGtHNhnjuH6MWLER4e7pexEAgEAsG3EHHpZUxmPo4wDK7Sjma9pTOzoUBoRE8YOQEVuRzFlGUOl4usjAyc/+YbyMPCIANcb1/iY8KiotDT2YmjpaWYnp2NIHvpu4MwmUzkpKeDe/EiLtTUICw11Rz1dLXPo/m+GIeLDp7UENI07ZJ49Fd9oq+QSqWYPHkySn/5BUeOHMGCBQv88rpqlQowGmEAhrVzaSsvx4fbtmHy5MnE1IdAIBDGAQEw4xxfmMx8HKEPgGhSSmYmRErlgLmQBYHSiF7Z349nH30Uyv7+UR3HWCcQjFsCJWVZOBipnxIejkUJCVg+dy7WrF4dEOZVIaGhYIaFoaS8
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