{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysing pore dimensions with HOLE2\n", "\n", "Here we use `HOLE` to analyse pore dimensions in a membrane.\n", "\n", "**Last updated:** December 2022 with MDAnalysis 2.4.0-dev0\n", "\n", "**Minimum version of MDAnalysis:** 1.0.0\n", "\n", "**Packages required:**\n", " \n", "* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n", "* MDAnalysisTests\n", "* [HOLE](http://www.holeprogram.org)\n", "* matplotlib\n", "* numpy\n", "\n", "
\n", " \n", "**Note**\n", "\n", "The classes in `MDAnalysis.analysis.hole2` are wrappers around the HOLE program. Please cite (Smart *et al.*, 1993, Smart *et al.*, 1996) when using this module in published work.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:16.157508571Z", "start_time": "2023-06-09T13:54:15.290846144Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lily/micromamba/envs/mda-user-guide-dev/lib/python3.10/site-packages/MDAnalysis/analysis/hole2/__init__.py:49: DeprecationWarning: Deprecated in version 2.8.0\n", "MDAnalysis.analysis.hole2 is deprecated in favour of the MDAKit madahole2 (https://www.mdanalysis.org/mdahole2/) and will be removed in MDAnalysis version 3.0.0\n", " warnings.warn(wmsg, category=DeprecationWarning)\n" ] } ], "source": [ "import MDAnalysis as mda\n", "from MDAnalysis.tests.datafiles import PDB_HOLE\n", "from MDAnalysis.analysis import hole2\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "import warnings\n", "# suppress some MDAnalysis warnings when writing PDB files\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "The `MDAnalysis.analysis.hole2` module ([API docs](https://docs.mdanalysis.org/stable/documentation_pages/analysis/hole2.html)) provides wrapper classes and functions that call the [HOLE](http://www.holeprogram.org) program. This means you must have installed the program yourself before you can use the class. You then have 2 options, you either pass the path to your ``hole`` executable to the class; in this example, ``hole`` is installed at ``~/hole2/exe/hole``. Or, set your binary path variable (``$PATH`` in Unix systems) to point to the executable's folder so you don't have to point to the binary explicitly every time you call ``hole`` or any of its helper tools. This is what we have done here, so we don't have to set the `executable` argument.\n", "\n", "HOLE defines a series of points throughout the pore from which a sphere can be generated that does not overlap any atom (as defined by its van der Waals radius). (Please see (Smart *et al.*, 1993, Smart *et al.*, 1996) for a complete explanation). By default, it ignores residues with the following names: \"SOL\", \"WAT\", \"TIP\", \"HOH\", \"K \", \"NA \", \"CL \". You can change these with the ``ignore_residues`` keyword. Note that the residue names must have 3 characters. Wildcards *do not* work.\n", "\n", "This tutorial first demonstrates how to use the ``MDAnalysis.analysis.hole2.hole`` function similarly to [the HOLE binary on a PDB file](#Using-HOLE-with-a-PDB-file). We then demonstrate how to use the ``MDAnalysis.analysis.hole2.HoleAnalysis`` class on a [trajectory of data](#Using-HOLE-with-a-trajectory). You may prefer to use the more fully-featured ``HoleAnalysis`` class for the extra functionality we provide, such as creating an animation in VMD of the pore." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using HOLE with a PDB file \n", "\n", "The `hole` function allows you to specify points to begin searching at (`cpoint`) and a search direction (`cvect`), the sampling resolution (`sample`), and more. Please see the documentation for full details.\n", "\n", "The PDB file here is the experimental structure of the Gramicidin A channel. Note that we pass `HOLE` a PDB file directly, without creating a `MDAnalysis.Universe`.\n", "\n", "We are setting a `random_seed` here so that the results in the tutorial can be reproducible. This is normally not advised." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:16.231909889Z", "start_time": "2023-06-09T13:54:16.117854762Z" } }, "outputs": [], "source": [ "profiles = hole2.hole(PDB_HOLE, \n", " outfile='hole1.out',\n", " sphpdb_file='hole1.sph',\n", " vdwradii_file=None,\n", " random_seed=31415,\n", " # executable='~/hole2/exe/hole',\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`outfile` and `sphpdb_file` are the names of the files that HOLE will write out. `vdwradii_file` is a file of necessary van der Waals' radii in a HOLE-readable format. If set to ``None``, MDAnalysis will create a `simple2.rad` file with the built-in radii from the HOLE distribution.\n", "\n", "This will create several outputs in your directory:\n", "\n", " - **hole1.out**: the log file for HOLE. \n", " - **hole1.sph**: a PDB-like file containing the coordinates of the pore centers.\n", " - **simple2.rad**: file of Van der Waals' radii\n", " - **tmp/pdb_name.pdb**: the short name of a PDB file with your structure. As `hole` is a FORTRAN77 program, it is limited in how long of a filename that it can read. Symlinking the file to the current directory can shorten the path.\n", " \n", "If you do not want to keep the files, set `keep_files=False`. Keep in mind that you will not be able to create a VMD surface without the sphpdb file.\n", " \n", "The pore profile itself is in the `profiles1` dictionary, indexed by frame. There is only one frame in this PDB file, so it is at `profiles1[0]`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:16.243744744Z", "start_time": "2023-06-09T13:54:16.234654343Z" }, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(425,)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profiles[0].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each profile is a ``numpy.recarray`` with the fields below as an entry for each `rxncoord`: \n", "\n", " - **rxn_coord**: the distance along the pore axis in angstrom\n", " - **radius**: the pore radius in angstrom\n", " - **cen_line_D**: distance measured along the pore centre line - the first point found is set to zero." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:16.244514069Z", "start_time": "2023-06-09T13:54:16.240695607Z" } }, "outputs": [ { "data": { "text/plain": [ "('rxn_coord', 'radius', 'cen_line_D')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "profiles[0].dtype.names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can then proceed with your own analysis of the profiles. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:16.392530201Z", "start_time": "2023-06-09T13:54:16.246798034Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The pore is 42.4 angstroms long\n" ] } ], "source": [ "rxn_coords = profiles[0].rxn_coord\n", "pore_length = rxn_coords[-1] - rxn_coords[0]\n", "print('The pore is {} angstroms long'.format(pore_length))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can create a VMD surface from the `hole1.sph` output file, using the `create_vmd_surface` function." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:17.775285806Z", "start_time": "2023-06-09T13:54:16.293097741Z" } }, "outputs": [ { "data": { "text/plain": [ "'hole1.vmd'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hole2.create_vmd_surface(filename='hole1.vmd',\n", " sphpdb='hole1.sph',\n", " # sph_process='~/hole2/exe/sph_process',\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To view this, open your PDB file in VMD.\n", "\n", "`vmd tmp*/*.pdb`\n", "\n", "Load the output file in Extensions > Tk Console:\n", "\n", "`source hole1.vmd`\n", "\n", "Your pore surface will be drawn as below.\n", "\n", "
\n", "
\n", "\n", "![sphpdb.png](sphpdb.png)\n", " \n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MDAnalysis supports many of the options that can be customised in HOLE. For example, you can specify a starting point for the pore search within the pore with `cpoint`, and a ``sample`` distance (default: 0.2 angstrom) for the distance between the planes used in HOLE. Please see the [MDAnalysis.analysis.hole2](https://www.mdanalysis.org/docs/documentation_pages/analysis/hole2.html) for more information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using HOLE with a trajectory\n", "\n", "One of the limitations of the ``hole`` program is that it can only accept PDB files. In order to use other formats with ``hole``, or to run ``hole`` on trajectories, we can use the ``hole2.HoleAnalysis`` class with an ``MDAnalysis.Universe``. While the example file below is a PDB, you can use any files to create your Universe. You can also specify that the HOLE analysis is only run on a particular group of atoms with the `select` keyword (default value: 'protein').\n", "\n", "As with `hole()`, `HoleAnalysis` allows you to select a starting point for the search (`cpoint`). You can pass in a coordinate array; alternatively, you can use the center-of-geometry of your atom selection in each frame as the start." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.369574500Z", "start_time": "2023-06-09T13:54:17.772738620Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from MDAnalysis.tests.datafiles import MULTIPDB_HOLE\n", "\n", "u = mda.Universe(MULTIPDB_HOLE)\n", "\n", "ha = hole2.HoleAnalysis(u, select='protein',\n", " cpoint='center_of_geometry',\n", " # executable='~/hole2/exe/hole',\n", " )\n", "ha.run(random_seed=31415)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, the data is stored in `ha.results.profiles` as a dictionary of `numpy.recarray`s. The dictionary is indexed by frame; we can see the HOLE profile for the fourth frame below (truncated to the first 10 values)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.378178837Z", "start_time": "2023-06-09T13:54:19.368466676Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-21.01, 15.35, -39.24\n", "-20.91, 12.63, -34.65\n", "-20.81, 10.64, -30.05\n", "-20.71, 9.58, -27.73\n", "-20.61, 8.87, -25.40\n", "-20.51, 8.57, -23.62\n", "-20.41, 8.56, -21.84\n", "-20.31, 8.48, -21.74\n", "-20.21, 8.39, -21.64\n", "-20.11, 8.30, -21.54\n" ] } ], "source": [ "for rxn_coord, radius, cen_line_D in (ha.results.profiles[3][:10]):\n", " print(f\"{rxn_coord:.2f}, {radius:.2f}, {cen_line_D:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to collect each individual property, use `gather()`. Setting `flat=True` flattens the lists of `rxn_coord`, `radius`, and `cen_line_D`, in order. You can select which frames you want by passing an iterable of frame indices to `frames`. `frames=None` returns all frames." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.387121168Z", "start_time": "2023-06-09T13:54:19.374452772Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['rxn_coord', 'radius', 'cen_line_D'])\n" ] } ], "source": [ "gathered = ha.gather()\n", "print(gathered.keys())" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.580917712Z", "start_time": "2023-06-09T13:54:19.384015521Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11\n" ] } ], "source": [ "print(len(gathered['rxn_coord']))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.599777105Z", "start_time": "2023-06-09T13:54:19.433490144Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3967\n" ] } ], "source": [ "flat = ha.gather(flat=True)\n", "print(len(flat['rxn_coord']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may also want to collect the radii in bins of `rxn_coord` for the entire trajectory with the `bin_radii()` function. `range` should be a tuple of the lower and upper edges of the first and last bins, respectively. If `range=None`, the minimum and maximum values of `rxn_coord` are used.\n", "\n", "`bins` can be either an iterable of (lower, upper) edges (in which case `range` is ignored), or a number specifying how many bins to create with `range`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.600234920Z", "start_time": "2023-06-09T13:54:19.433750070Z" } }, "outputs": [], "source": [ "radii, edges = ha.bin_radii(bins=100, range=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The closely related `histogram_radii()` function takes the same arguments as `bin_radii()` to group the pore radii, but allows you to specify an aggregating function with `aggregator` (default: `np.mean`) that will be applied to each array of radii. The arguments for this function, and returned values, are analogous to those for `np.histogram`. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.600520586Z", "start_time": "2023-06-09T13:54:19.433947998Z" } }, "outputs": [], "source": [ "means, edges = ha.histogram_radii(bins=100, range=None,\n", " aggregator=np.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use this to plot the mean radii of the pore over the trajectory. (You can also accomplish this with the `plot_mean_profile()` function shown below, by setting `n_std=0`.)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.804710561Z", "start_time": "2023-06-09T13:54:19.434120737Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Pore coordinate $\\\\zeta$ ($\\\\AA$)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "midpoints = 0.5*(edges[1:]+edges[:-1])\n", "plt.plot(midpoints, means)\n", "plt.ylabel(r\"Mean HOLE radius $R$ ($\\AA$)\")\n", "plt.xlabel(r\"Pore coordinate $\\zeta$ ($\\AA$)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`HoleAnalysis` also has the `min_radius()` function, which will return the minimum radius in angstrom for each frame. The resulting array has the shape (#n_frames, 2)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:19.868749369Z", "start_time": "2023-06-09T13:54:19.806341740Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 0: -0.237\n", "Frame 1: 1.567\n", "Frame 2: 1.533\n", "Frame 3: 1.425\n", "Frame 4: 1.243\n", "Frame 5: 1.198\n", "Frame 6: 1.296\n", "Frame 7: 1.438\n", "Frame 8: 1.511\n", "Frame 9: 0.879\n", "Frame 10: 0.997\n" ] } ], "source": [ "min_radii = ha.min_radius()\n", "for frame, min_radius in min_radii:\n", " print(f\"Frame {int(frame)}: {min_radius:.3f}\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:20.008442874Z", "start_time": "2023-06-09T13:54:19.849409102Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(min_radii[:, 0], min_radii[:, 1])\n", "plt.ylabel('Minimum HOLE radius $R$ ($\\AA$)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualising the VMD surface" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `create_vmd_surface()` method is built into the `HoleAnalysis` class. It writes a VMD file that changes the pore surface for each frame in VMD. Again, load your file and source the file in the Tk Console:\n", "\n", "`source holeanalysis.vmd`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:30.238218299Z", "start_time": "2023-06-09T13:54:20.012550658Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "'holeanalysis.vmd'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ha.create_vmd_surface(filename='holeanalysis.vmd')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "
\n", " \n", "![hole.gif](pore.gif)\n", " \n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`HoleAnalysis` has several convenience methods for plotting. `plot()` plots the HOLE radius over each pore coordinate, differentiating each frame with colour." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:30.590056866Z", "start_time": "2023-06-09T13:54:30.253824047Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose to plot specific frames, or specify colours or a colour map. Please see the documentation for a full description of arguments." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:30.802041639Z", "start_time": "2023-06-09T13:54:30.599867233Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot(frames=[0, 2, 5, 9])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot3D()` function separates each frame onto its own axis in a 3D plot." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.098474492Z", "start_time": "2023-06-09T13:54:30.824448588Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot3D()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose to plot only the part of each pore lower than a certain radius by setting `r_max`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.355806469Z", "start_time": "2023-06-09T13:54:31.099360444Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot3D(r_max=2.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also plot the mean and standard deviation of the pore radius over the pore coordinate." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.604600227Z", "start_time": "2023-06-09T13:54:31.358024442Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CSG4p9wALok5HraaHaJdWU2Pr7eKMTmerQWS/vdHYPraIYRiGYToDi4WuSyKGKC8PSE2l61djI3DsmK2lh1zihwCOIep0kpOpqZ1CYfOj7tzpujijaNuh1wNff20TSNy+g2EYhpELFgvd2FssdI3KzCQLUVERLS8vZ0HEuEChoAh8kwno04fm7d7dPi5IKG61Gnj9deCRR4D//MexDDrDMAzDdDYWi806lJtr82yIwOr9+22CSE4uMxZEMiAri8yJ3bvT63372gsiUYNIpQJ+/JHmiTLo3M+MYRiGkQv2gshe8PTrR8/799vii+RkIeIYIhkQE0MxROKHs39/e0Ek+phVVdki9ysrbX1hWBAxDMMwcsC+KKO9IBIWoj17gKNH2y/vbFgQyYTsbGDgQJp2lXovLETr1tnmHTxILjOzmV1mDMMwjDywF0T2VaiFIBLWIxFfJLZxThrqaNhlJhOSkoBhw+gH0dJiS00UmEwUaG3fk7a1lSL2JYktRAzDMIw8sHeZ2bvEkpIcX2dmUlys2UzlYzrbfcaCSEYUFdniiNasAZqbbctE5+CdOykQOzmZ5ldW0jNbiBiGYRg5YDS6dpkBNisRQEUZAXKfZWV1fk8zFkQyIj0dKC6m6R9+IJeYwGQCNm+m6UGDgAEDaFoIIrYQMQzDMHLAaLR1uncWOSKwGiBBJKxDRUXtG5d3NCyIZIRKBcyYQdNr1wLr1wPHj9NroxHYtImmzziDUvUBm2hiQcQwDMPIgZoaumYpFDYrkMDeQpSXZ7MOOa/XGbAgkhl/+xswYgRljn3yia28+dGjwO+/0/QZZ9gqW1dW0o+OBRHDMAwjB4TnIjubsqjtsRdEPXqQdaiwsPOtQwALItkRFwfcfTdNr1pFbrLGRoopMhop6Kx3b0dBxB3vGYZhGLlw6BA9u4oJys6munsAkJhIr+VgHQJYEMmS8eOBoUMpUHrBAkrDX72alo0eTRYhIYgOHaLU+3B2vJckahPCMAzDMJ6wWIDqapp2VWNIoQDuuQe49FJqai4X6xDAgkiWpKQAt99O0z/+CGzdSvFEALnLAFsMUWMjpd+HUxAdPQps3+66vxrDMAzDCLwJIoBu+qdNo+VysQ4BLIhky8UXAyUllF32zDPUHTghATjpJFoeF0eBaABVrg6ny8xopP1znBLDMAzjCb3e1pbDnSCyWum60rNn5xdjtIcFkUxJSwNuvZWmd+6k55EjHQPUhNusujq81arNZvrxsiBiGIZhPNHaamsv5U4QGY2AVkveEDnBgkimKBTAZZc5RuQLd5lAuM2qq8Pbz4wFEcMwDOMLx4+7L8oo0OsBjYY8HXKCBZGMycoCbrmFplUqYNQox+XCQlRVRdahcFmITCYWRAzDMIx3ysttSTjuKk8bDNRtQSkzBSKT2G7GFUolcOWVFNDco4ctVVFgn2lmsYRPsOj14d0/wzAME/mYTMDevTSdnk5uMXfrOV/P5AALIpmTkwPccAP5ZZ3pKEFkMAS2f6uVnuV2F8AwDNNVMBhIYCQmdvZI6Doluid46ktmtcrPXQawy0z2qNVUp6G11SYwBKIR7NGjQEtL+FxmOh2JIX8FUVmZrWIpwzAME3qqq4Hduzt7FERLiy3l3l3nerOZrmssiJiAyMoi9e9sJUpMpGw0gNIcw2EhEpahQCxETU2uLVsMwzBMaGhupnp0zjfM3ti/H2hoCO1YWlp8C6jWaoH4+NC+dyhgQRQBiPTElpb2y+xT78NhIbJP5zeZ/Nu2pYVbijAMw4STxkZbrThf0evJei+ah4eKo0eB+nqa9hRQHRcHxMaG9r1DAQuiCCEry/UP3j71PhwWIiGINBr6E/mzncHAgohhGCZcGI0U0mA0+nd+bmykYr+h7HBgNDqm3LtzmRkMFFCtUITuvUMFC6IIQaQoOoseYSEKl8tMCKLYWP/EjQj0Y0HEMAwTHvR6Osf6K4jq68mCH8qQhtZWEmfeijJaLEBSUujeN5SwIIoQkpIoZsi5yaoQROFq3yGCqf0VREYjCaJwVtBmGIaJZnQ6Os+qVL4LIrMZqK2lwOZQCqKWFmDXLood1WptST/2iH6YcgyoBlgQRQyxsRRA7RxHZB9DFI4Gr2Yz/YjVavrj+Rq4JwQR1y9iGIYJD0IEqdW+xwM1NdG6qakkqELVtLu5GVi3jqZPP911DSKjka5lLIiYoMnIaC96hAqvqyO/cKgRgdRqtX/VsEVlaxZEDMMw4aG5mUIpYmNJ6PhCQwOdk7VaOr/7myzjjvp6myA65xzX68i1ZYeABVEEkZxMwsReYKSk2PyxBw6E/j3Fe6lU/okbo5H+qCyIGIZhwkNjIwkMkfTiTdxIEsWbxsfbriWh8CwYDMDWrRS6odEAp53mfj1xHZMjshJEa9aswYQJE5Cfnw+FQoElS5a0LTOZTPjHP/6BwYMHIyEhAfn5+Zg8eTKqqqo87nP+/PlQKBTtHnp/ItBkQlISkJDg6DZTKGxWosrK0Mfr2Asif4ozNjfTHyOQgo4MwzCMZ0wmcnlpNEBMjG+B1cePk4hKTKRtRJ/KYGltBX78kaZPP929BcholGfLDoGsBFFLSwuGDBmC1157rd2y1tZW/Prrr3jooYfw66+/YtGiRdi9ezcuuugir/tNTk5GdXW1w0PrrsmKjFGryW3mHEckBNHBg6EXRHo9iSF/LUQtLWTGlSQWRAzDMKFGp7O5oGJjSdx4E0SNjbbCiCoVxYSGwmXW3Az8/DNNn3uu+/UkSZ4FGQWyMlyNHz8e48ePd7ksJSUFK1ascJj36quvYsSIEaioqECPHj3c7lehUCDXU2MVJwwGAwx2KVVNvjpnO4D0dKowao9913uRERYqDAYSYuLP44u4sVjoTxcTQ39azjJjGIYJLcJFFhNDngJJ8i6Ijhxpf30IhYXol1+8u8ssFgqjkGv8ECAzC5G/NDY2QqFQINWLDa65uRk9e/ZE9+7dceGFF2Lr1q0e158zZw5SUlLaHgVCcciA5GT6Qdv/iMXwwlF51GAgMSTwRRCJDLOYGN+3YRiGYXxHZIiJAocKRfuyLM7r19W1bwIbCguRiG7x5C4zGOQdUA1EsCDS6/W4//77cc011yA5OdntegMGDMD8+fPx5ZdfYsGCBdBqtTjttNOwZ88et9vMnj0bjY2NbY9KGXUoTUxs39fMvjjjwYOhS6OUpMAFkb2ligURwzBMaGlpcTw3x8Z6zjRubKTrhr3LKhS1iHQ64Pvvadpddhlgc9XJOVpFVi4zXzGZTLjqqqtgtVoxd+5cj+ueeuqpOPXUU9ten3baaTjppJPw6quv4pVXXnG5jUajgUajCemYQ4VKBWRmAnv32oLTRAzRkSNARQXQq5et6WswiLR5YekR87whBJFaTSZSrlbNMAwTWkSGmSA2lmJ5rFY67zpTX09WJPtlarXrHpn+sH493YxrNGQhcofBAGRny7NlhyDiLEQmkwlXXHEFysrKsGLFCo/WIVcolUqcfPLJHi1Ecic11bFAYkYG/dCsVlLqXhLvfEYUVhR3IQqFb+ZVg8FmpVKpWBAxDMOEEpOJLDv2gkijcd/k1WymGB9nd5mI8wzGq/DFF/R82mme3WFmM5WJkTMRJYiEGNqzZw++//57ZGRk+L0PSZJQWlqKPHeNViKA5GTHZqsKBXDNNTS9ZAlZiYJV/YAtZV4IIrXat/Lw9vFNajULIoZhmFAiepjZB0h7Sr1vaCDrkbMgErWIAo0jslqBL7+kaZFdZrVSrJKr876c44cAmQmi5uZmlJaWorS0FABQVlaG0tJSVFRUwGw2Y9KkSdi8eTM++eQTWCwW1NTUoKamBka7K/DkyZMxe/bsttePPfYYvvvuO+zfvx+lpaWYOnUqSktLMX369I7+eCEjIYF+2M3NNmU/cSKp76oqYPlyMmEGi3CZiSJavlp7WlttIootRAzDMKFFdLi3F0Sim4ArQVRfT0LFuSCiaMkUaKbZypXAoUM2d5kk0TUoJoZCOOrqaJ7RSPPkLohkFUO0efNmnHXWWW2vZ86cCQCYMmUKHn30UXz5lxQ98cQTHbZbuXIlxowZAwCoqKiA0s5J2tDQgFtuuQU1NTVISUnB0KFDsWbNGowYMSK8HyaMKJVATg7FER08aJs/YQLw8cfA4sU0XVAQXAq+6GMmDqev8UAtLba4I1HQ0d71xjAMwwSOvXfA3TKByUQixVWHeVGcMRALkSQB775L08JdVl1NN+YnnkjXgT17KPtZBFOzIPKDMWPGQPLgzPS0TLBq1SqH1y+99BJeeumlYIcmO3r3BvLySHkLv7FWCyxaBJSXk5Wof3+gW7fA30MIIoFKZWvw6ipoD6BlOp1NECmVtiBrFkQMwzDB09LiWgy5avJ67Bj1OXNVik/UlwvEQrR7N11vAPJQ1NWRpWjwYIpzTU211c0rKyPPhn2CjhyRlSBifEetplgie7RaYPx4YOFC+qFedBGJJnfixRvOGWXCvOqp+KO42xDBfmo1CSSz2TEAkGEYhgmMxkbX6euumrweOULPnvqHBWIhevppElIlJXTzbTQCQ4ZQko8gLg4oLqakn0hAVjFETHDk5ADTptGfYs8eYMUK8h0HivOfxJf2HQaDzV/s6zYMwzCMb5jNttZIzjg3eTUYKJ7UlbtMoFD4byEqKwMWLKDp666jm96SEtdWKIUCyMqih9xhQdSFUCqBk04CzjuPXn/+eXCFGg0GR+uSLw1ehXvMVQwRwzAM4zu1tZQ1bI9OZ6v67IxzptmxY+RC8ySIlEr/izM+/TSNYcAAoE8fepZRQ4eAYUHUxcjKAqZPJ/Po9u3Ad9/ZTKb+4lylWlh7PIkbo9GxnLxSyQ1eGYZhAqGhAfj9d8fkGWEBcmUhcm7yWlND52BPYRMxMf4JooMHKXkHAK66iuKECgrkXXDRV0IiiEwmEyorK7Fr1y4cPXo0FLtkAkShAE45xVZCfcECYN++wCw0orGrwJcGr+5MryyIGIZh/MNopPIq27bZSqno9XQediVA7Ju86nRkYfJWDNHf4ozPPEMCqk8fcpP16iXvdhz+ELAgam5uxltvvYUxY8YgJSUFhYWFKC4uRlZWFnr27Imbb74ZmzZtCuVYGR9JTwfuvJPEzO+/A998Q1VK/UH0MXMViOdJ3Oj1ru9GWBAxDMP4h8FAyTMKBYmi+nqKH/Jk8RFNXo8epXUTEjy/h0iW8SWwurYWmDePpq+8ktpIRXCN43YEJIheeuklFBYW4p133sHf/vY3LFq0CKWlpdi1axfWr1+PRx55BGazGeeeey7GjRsX0W0yIhGFAjj1VMoyA4CPPqIga38yCUQgtKtUeU/iprnZdWolCyKGYRj/MJnoHJyVReLo999J6HjK2BVNXmtqaNqbK8sfQfTMMySyioqo1lBRUXC17uRGQGn369atw8qVKzF48GCXy0eMGIGbbroJb7zxBt5//32sXr0affv2DWqgjH+kpgL33AN8+y1w4ACl4hcVAT16+La9CJ529WN3J24kybEoo0DUImIYhmF8xz6OMzeXqkIrle1bcNgjmrwaje1Ls7hCtO8wGj1bk2pqgHfeoekrrqBU+q5kHQICFESff/65T+tptVr83//9XyBvwYSAE06goLf33wc++wy44AL6Efvi73Vu7CrwlKIp7jKcBRG372AYhvEPkcAi3GMKBZCfT5ljnoRLbCzF+LS2kkvLG6Llh7eb1kcfpYy1nj2Bk0+m2CG5F1r0l7BkmdXX1+PHH3/Eiy++GI7dMz6SmAjcdRcVyqqtBf7zH8dsBU+4a7fhqcGr0UiCyFW/HF+awjIMwzCExULB0/bnYKWSzueeqv6L4oz+FsL15DLbtQuYP5+mr7+eat65qjkU6fhlIdq7dy8eeughpKam4qmnnkJaWhr27NmD0tJS/Pbbb23PVVVVkCQJCQkJbf3ImM6hb1/gppuA556jHmcXX0xmTm+Bdmaz62aAnqw9QhA5u9l87YHGMAzDEMJC5G8Gl1pNiTWe3Gqu8GQhevBBOocPHky17nr18lz5OlLxy0J07bXXYtSoUbjgggswaNAgJCUloX///rjllluwcuVKdOvWDVVVVXjvvfdQXl6O485NVZgOR6ulukQ9epC588MPqdmeN9zFCXkTRPbNYO234eKMDMMwviPOmYG0XkpN9U+wqFSUmeaKDRvoZhog61BuLlmIuiJ+Heq6ujqUlJRg8ODBqK2txR133IHKykocO3YMP//8M9566y0olUqMGDECBV2hbGUXoaAAmDGDppctAzZvbt8A0Bnnxq4C+wavzhgM7rfh9h0MwzC+48plFi7cFWe0WoHZs+l59GjqWdarV9dt1O2XIPr3v/+N6dOn49prr8Wbb76JL7/8EjNmzMDu3bvDNT4mBMTEANdcQ032TCaKJXIuB++MJwuRO3FjMLjvwOytwjXDMAxjQ5wzO0J8qNUkiJxvaL/+Gli1iqxUV1wBdOsWGT3JAsUvQXThhRdi165dWLt2LaZNm4bS0lKcc845OOOMMzBjxgzU1taGa5xMkOTlAbfeStPffw+UllKtCnd4EjfuqlW3tLg207KFiGEYxj+Elb4jWmLExNDNsv052mym2CGAMpSLioDCwsBceJFCUB9NpVLhtttuw86dO6FSqTBgwABYrVZY2BQgO1Qq4PLLgYED6Yf/6adAebn79d1VqfbU4NVVDSJv2zAMwzDt6cjLqH0tIsFHH1F1bI0GuOQSCr1IT++4MXUGIdF6aWlpeOWVV7B27Vqcc845OPvss/H8889D5y5Ki+kUsrNtsUTLl1PV02PHXK+r17s21bqz9pjNJKJcFXLkBq8MwzD+0ZHnS1GtWggioxH4179oetIkcpUVFnaNBq6eCKnxq7i4GN999x3ef/99vPvuu+jVq1cod88EiUJBP+7+/ekH//nnZCVyFQhtbyFqaLBllimVrl1mRiPN81SoiwURwzCMb3S0hchisdUi+uADagqekACMHUvFGH2peh3phMUbeOGFF+KPP/7AfffdF47dM0GQlQX8/e80/d13wPbt1BvHHvs+ZgcOABMmAP/4h+M6zuKmuZmsSiyIGIZhgsds7niLjNFIN7/PPkuvL7mEqmP72vIp0glIEFV4S1ECoFarcffddwMADh06FMjbMGFAqaQuxX370g9/4UISPfZWIvsq1UuXUn2KDRscK5k6i5v6enp2lxGhULAgYhiG8RWDoeMDmE0mqlW3dy8QHw+cey4FU8fHd+w4OouADvfJJ5+Mm2++Gb/88ovbdRobG/HOO++gpKQEixYtCniATOjJzgamTaPpb76hsuz2ViL7AOhvv7XNKytzXEdgMlHjP0+VUT31QGMYhmEcEZ3uw4FoxG2PSkWZx889R68vuQTo3p0sRNFCQMW3d+7ciaeeegrjxo1DTEwMhg8fjvz8fGi1Whw7dgw7duzA9u3bMXz4cDz33HMYP358qMfNBIFaDVx9NfD22+QnXrSIahRlZNBy0dj1t9+AI0ds2+3eDfTr117cNDZS7xxPvW24wSvDMIzvGI3hEURWK3D//cDq1dTF4IYb6JyuVlMYxZ49QFwcWYd69qTpaCEgC1F6ejqef/55VFVV4Y033kC/fv1QV1eHPXv2AKAWH1u2bMHPP//MYkim5OZSjzOAqlfv2kXB04DNZfbdd/RamG3/+nqhVjuKm/p6uuPwVCpepeIGrwzDML4SLpfZRx8BP/5I5/jXX6dK1Dodnb/feYfWEbFDeXmhf385E1R7Nq1Wi4kTJ2LixImhGg/TQYjq1e++S66wzz8HSkqoB47ZTH+QH3+kdS+8EPjyS5sgshc3Fot3d5nYhi1EDMMw3rFaw1Ol+rffgLlzaXrsWDrHf/89ZRtfdBF5DLRaWtajh/cm4F2NLlxzkvFGXh6ZSwGKJdq5k3qcmc3Axo0kirp3By67jNbZtYssQSqVzWXW0EDusqQkz+8lijO66oHGMAzD2AhH246GBuCBB2i/Y8dSnaE336RQiT17gBdeoPUuuYQ8CNEUOyRgQRTFaDRkJSospD42n30GVFWRcFm9mtYZPx7o3ZtMt42NFFNk3+D16FFa31tnZW7fwTAM4xvBdLp3hSQBjz0GHD5Mlp8HHqC4oRNPpKyy4mJaT6MBzjuPCjFGQ90hZ1gQRTndugFTptD0N99QXaJ9+8i0CgDnn08m1MJCer17t03cGAxAdbVvZlVR+IsFEcMwjGdC3en+k0+An36iTgJz5jiGOOTkUOzQzJnA009Trbru3UPzvpEGC6IoJy4OuO46umtoaaEeZ19+SX/GE06g/jUA1S0CSBAJcVNf75u7DGALEcMwjK+E0mW2bx/w6qs0PXMmdSpwRngLioroJjk1Nfj3jURYEDEoKHDMOFu8mKbPP9+2jhBEe/bYxE1dHbnOXPUvc4YbvDIMw/hGKF1mCxbQvkaPtsWDukJktXXv3vV7lrkjqMNdXl6O5cuXo7q62uXyqqqqYHbPdBAaDTB5ss1KVFlJVqBzzrGt068fPQuXmdlM1iFfK5hyg1eGYRjfsFjofBmsIGpqolAIgM7xnoROayvFDYl6dNFIwId7wYIF6NOnD8aNG4fevXvjo48+AkAi6emnn8Ypp5yCHtHSAKUL0K0bcOONttenn+5oNhWCqKKC7iQkiTLSfHGX2cOCiGEYxjOhOk/+7390vu7ThwKoPWE0UmxRtFqHgCAE0RNPPIHbb78d27Ztw7nnnotbb70VDz74IHr37o358+djxIgR3LIjgoiNJbeZ0LAXXeS4PDMTSE8nIbRvH80zGMi65A8siBiGYTwTik73VivwxRc0ffnl3oWOyeT/DW5XI+DCjPv27cOdd96Jnj174vXXX0ePHj2wfv16bNu2DQMHDgzlGJkOIj8feOUVYNs24Iwz2i/v25fqE+3eDYwaRdln/sKCiGEYxjOhEEQbN1L4Q0IClU/xhtUa2Dm9KxGwhchkMiHuryYn3bt3R1xcHJ5//vmgxNCaNWswYcIE5OfnQ6FQYMmSJQ7LJUnCo48+ivz8fMTFxWHMmDHYvn271/0uXLgQxcXF0Gg0KC4uxmIRNcw4oFYDJ58MDB7sWrgIt9mePVS4y99MBG7wyjAM451Q3Dj+97/0PGGC77Ge/lr8uxpBhWz95z//wZ9//kk7UiqRlpYW1GBaWlowZMgQvPbaay6XP/vss3jxxRfx2muvYdOmTcjNzcW5556L48ePu93n+vXrceWVV+L666/Hb7/9huuvvx5XXHEFNm7cGNRYuyo5ORRUJ/qa2WMfWB0Izj3QGIZhmPb42tjVaASWLAEOHnScf+gQsHYtTU+a5H0/orguC6IAOf300/HII49g0KBByMzMhF6vx7///W/897//xY4dO2AOQOKOHz8eTz75pMveaJIk4eWXX8aDDz6IiRMnoqSkBB988AFaW1vxn//8x+0+X375ZZx77rmYPXs2BgwYgNmzZ+Pss8/Gyy+/7Pf4ogGViiw/riw59qn3gbTg4AavDMMw3jEafcsw+/JL4MkngauvBr76imI8AWDhQpoeMcJWVNcTonyKLyVUujIBC6I1a9agsbERf/75J1577TXcfffd2LZtG6ZPn46SkhIkJCTghBNOCNlAy8rKUFNTg7Fjx7bN02g0OPPMM7Fu3Tq3261fv95hGwA477zzPG5jMBjQ1NTk8IgmEhJc+7ALC6kpbGsrtfjwF27wyjAM4x2DwTcL0ebN9KzTAY8+Cjz8MLVTWrqU5l9xhW/vZzTSuT3aLURBdbsHgL59+6Jv37646qqr2uaVlZVh8+bN2Lp1a7C7b6OmpgYAkJOT4zA/JycH5eXlHrdztY3YnyvmzJmDxx57LIjRRjbuAuvUaqBXL2ryunu3/+Xd7Ru8hqpHD8MwTFfDZPIuiCQJKC2l6bFjgR9+oJpDa9ZQPbncXCrG6Ov7paSEtplsJBKWy1JRUREuv/xyPPXUUyHft8Ipd1CSpHbzgt1m9uzZaGxsbHtUVlYGPuAIRKMhweLKShRMHBG372AYhvGMJJFA8XbTeOgQdQtQq8ky9NZbJIJaWmj5ZZf5LnBEDaJoJ2Lu03NzcwGgnWWntra2nQXIeTt/t9FoNEhOTnZ4RBNaLYkiV3FEvgoivR7YsMFxH6IHGrvNGIZhXCOs6N7EjLAOFRfTOfvEE4H//IeyykaMAFyE4rrFYvGtSXdXJ2IEUVFREXJzc7FixYq2eUajEatXr8aoUaPcbjdy5EiHbQBg+fLlHreJdjQa8id7C6x2R0MDcMstwG23UR8d+/3qdCSmTKaQDplhGKZL4GtjVyGI7CtQJycDjzwCzJ1LLjBfkSSOHwJCEEMUSpqbm7F3796212VlZSgtLUV6ejp69OiBu+66C0899VRb3NJTTz2F+Ph4XHPNNW3bTJ48Gd26dcOcOXMAAHfeeSfOOOMMPPPMM7j44ouxdOlSfP/991grchKZdqhUdLdw7Fj7ZcJCVF3tunVHbS0Jof376fWWLcCUKTStUAB5eUB5Od3RDBzIsUQMwzD2+NrY1ZUgCgQR0xntGWZACASRTqeDJEmI/6vyU3l5ORYvXozi4uJ22V3e2Lx5M84666y21zNnzgQATJkyBfPnz8d9990HnU6H//u//8OxY8dwyimnYPny5UiyuypXVFRAafdLGjVqFD799FP885//xEMPPYTevXvjs88+wymnnBLMx+7yJCcDruLOk5PJT11TA6xcCVxwge1OprISmDGDMtASEsiXvX073X2IkK2YGKp1tGcPiaLevTvuMzEMw8gdi4VEitrD1fnYMeDAAZoONpnbZOIMM4FCkkTlgsAYO3YsJk6ciOnTp6OhoQEDBgxATEwM6urq8OKLL+LWW28N1Vg7jaamJqSkpKCxsTFq4onKy4GtW4GCgvbL7r2XxBBANYtGjwaGDgVefx2or6dtXn4ZuPJKuttZsqR9Rtrx40BzM23XrVuYPwzDMEyEcPQo8NNP1ErJnZVo1Spg1izK+hUVqQOluZlE0RlndE0rkT/X76AdFr/++itG/5Xb98UXX7SlwX/44Yd45ZVXgt0900lotbYiX87cfjv1xklOpnih//0PePxxEkP9+gHvvgv07Glzr+3Y0X4fSUn05/vjD9qOYRiGoZtISfLsMguVuwygWNHYWLISRTtBC6LW1tY2l9Xy5csxceJEKJVKnHrqqR7rAzHyRgRWu0qR79EDeOIJYPly4M03gauuIgvQqadS6mdGBq03aBA9uxJEAK1nMgE7d3KPM4ZhGMC3xq6hFkRJSbawhmgmaEHUp08fLFmyBJWVlfjuu+/a4oZqa2ujxr3UFdFq6a7BU4q8Wg0MH06m2yVLgNdecwyyLi6mZ0/9d7OzKRC7oiIkw2YYholovAkinY5uIgEKOQgWs5lrEAmCFkQPP/wwZs2ahcLCQpxyyikYOXIkALIWDQ3Ft8V0ChoNCaJg0uOFhWjnTvfFGFUqIC0N2LcPaGwM/L0YhmG6At4K127fTqIpJ4cSXIJFktx3J4g2ghZEkyZNQkVFBTZv3oxvv/22bf7ZZ5+Nl156KdjdM52EQkHWnmCKKPbsCcTHU5FGkRHhiuRkWmfv3sCaxjIMw3QVLBbP7ivhLhsyJHRurq4YTB0IIakCk5ubi6FDhzqku48YMQIDBgwIxe6ZTiIpKTgLkUpFtYYAz24zgFxnBw9SfSNf0OlYPDEM0/UwGDwLHdEiNFTuMrWaU+4FQdchevzxxz0uf/jhh4N9C6aTiItzn2nmK8XFVJxxxw7g4ovdrxcbS2bbvXsp2NqTCVeSSGAVFJDZmGEYpqvgqbGr2Qxs20bToQqo5hpENoIWRIsXL3Z4bTKZUFZWBrVajd69e7MgimDEn8S+sKK/iDgibxYiAEhPp+KOBw4AnoyLer2tdgbDMExXwmgkQWQwAOvXk/BJTaVle/cCra0UBN2rV2jeKzaWBZEgaEG0Vdjv7GhqasINN9yASy+9NNjdM52IVkt3DyZT4D5mIYj27KE/uKc/nlJJ1qGyMmrx4a4XT2srVcFmQcQwTFfDYKBz4YIFlLkbFwdcfjlw3XWO8UO+drL3hMlESS3cQokIy2FITk7G448/joceeigcu2c6CJFpFkyNoNxcsvxYLNTU1RuJiTYLkDt0OhZEDMN0PSSJ3GIqlS21XqcDPvyQuth//DHNC4W7DKBzKKfc2wibLmxoaEAj51FHNMKUGowgUih8q0dkj1JJrT3c0dxMY9LpAh8XwzBMZ1JTQ2067LHvdC8yc6+/ns6hBoOtv2SoBJHFQpnADBG0y8y5PYckSaiursZHH32EcePGBbt7phMRqfeuxElVFf2RhG/bE8XFwNq17itWO6PVtj9R2HP0KI1Nr/dtfwzDMHLj0CG64UxPt80Tne4VClux2kmTgDvuADZsAD76iLYZPDh04+D4IRtBCyLnWkNKpRJZWVmYMmUKZs+eHezumU4mOZkavdrT2kp3MMeP+yaI/AmsBshn3txMgsc528xopPdPSGBBxDBMZCJJdI5rarJZhABbp/sjR8idpdFQ2IFCAYwcSY9QYbXSflkQ2QhaEJWVlYViHIxMcfVnOXqUgp6rqx3/zO4Qgqi8nE4C3nzWWi1w7BjFCTkLotZWEkIJCXQ3JepoMAzDRAomEz30ehJFaWk0X7jMKivpdc+eoQmedgVnmLWHY8sZj2i1dBch6hHp9SRAevQgYdPa6n0fqalAt2407YvbTKWiu5eWlvbLWlvpRKLV2gQRwzBMJGEw2Kzd9iEJwmUm3GU9e4ZvDCJ7mAWRjYDurWfOnIknnngCCQkJmDlzpsd1X3zxxYAGxsgD0fXeaKTpujoSQzk5FEdUXe3Y0NUdxcXkM9+xAxgxwvv6ajXdOTnT0kICTaWiE4cQRwzDMJGC0Ujnrvh42zkVoHOaJNkEUWFh6N6vuZluTkWKvTh3xsSE5j26AgEJoq1bt8L0V86zqzpEAkWoGq0wnYZW65hpplJRhWiFAsjMbB9f5I5Bg4AVK/yLI6qvb18UsqGBxqNWs4WIYZjIxGCgc1tiIoUgCPeVEEQiEiVUgujwYbpxraykWm+JifSemZmh2X9XISBBtHLlSpfTTNdDlHUXpt38fPpDARRwHRtLdxre7jJE6r0/mWbNzbYAaoDET1MTLRNuNa5FxDBMpCFuMOPjycre1ETixGwmQSRS7kMhiFpa6BxeUkKxmfv30/txDaL2cAwR45XkZBInkmSzDgF0xxEf7zrWx5kBA0jEHD7sm5VIq6W7KPt9t7a2r3bNFiKGYSKN1lZyXalUdF4V4QEWC914NjXReTYUMUT19bYwhwEDgFNOAbKy6L053MCRgGOIfIVjiCKfpCQKpu7d29HEqlJRl/q9e72n38fHA+PGAV9/DbzxBpWk94QI5LYP2tbpbLFMArYQMQwTabS02KzqWi1QW0u9ycxm4OBBmp+XF7xgaW6mc29BgW1eRga1RaqpcayBxAQRQ2TPli1bYLFY0L9/fwDA7t27oVKpMGzYsOBHyHQ6onhYz57te96kpZFw8aUB7M03A99+SwXGfv0VOOkkz+vHxJCJV5iNnTPaFAq2EDEME1lIEgki0R8yPh5obLRl0B46RPND4S47ehTo35+s/Pao1UD37sHvv6sRdAzRiy++iKSkJHzwwQdI+6uYwrFjx3DjjTdi9OjRoRkl06kkJtKfJyur/bLkZJt7y9vdTPfuwCWXAAsXAnPnAu+841lEabUURC1qHTU2OsYqKZXcvoNhmMhCZJjZC6KjR8lVZjTaBFGw7rKmJoq/FBlsjHeCjiF64YUXMGfOnDYxBABpaWl48skn8cILLwS7e0YGJCdTQJ6rAmEJCSSYPDVjtWfqVLI4lZYC69d7XjcujgRPaysFUDc0OIoulYqEGMMwTKRgNNqyygDbTWFDA53PhCAqKgr8PSSJrOs9e3LgtD8ELYiamppw+PDhdvNra2tx3FOHTqZLoFBQsJ6vlprsbOrNA5CVSBR8dIVI929pof07t/JQq9lCxDBMZGEwkKvf3todH09xREajLYYoGJdZYyPdyNrHDjHeCVoQXXrppbjxxhvxxRdf4ODBgzh48CC++OILTJ06FRMnTgzFGBmZk5JCwshq9W39G26gE8CffwI//uh9fZF+bzDY7qoAshCZTL6/L8MwTGdjNLaPuUxIIJdZSwtl4gLBC6LCQu5k7y9BC6I333wTF1xwAa677jr07NkTPXv2xLXXXovx48dj7ty5oRgjI3OSk+mP50sbD4ACsa++mqbffJNihNyh0ZB/Xaejk4h9UDcXZ2QYJtJw5eYXcZgHDtB5LjnZ1t/MX0QmbnZ2UMOMSoIWRPHx8Zg7dy7q6+uxdetW/Prrrzh69Cjmzp2LBFFRj+nSaLVkJfKlHpHguusonb+sjDLP3BEXR3dO9fXtY5jUalv7DoZhmEhAp3Mdj6lSOVaoDrTRgwgtYOuQ/4SsMGN5eTmqqqpQXl6OH374AV9++SW+/PLLUO2ekTnZ2f4FOCclAZMn0/Q777i38mi1dAJpamrfhJAtRAzDRBrHj7uu7J+QQDXdgODcZTodWZjUAeWQRzdBH7L9+/fj0ksvxbZt26BQKCD9FSUr+phZPPlDmC6D+AOazb7/Ea+8EvjkEwoiXLYMuOii9uvExJAFyFVav32DV4ZhGLljtZJgcSWIkpIosBoIThAZjYG726KdoC1Ed955J4qKinD48GHEx8fjjz/+wJo1azB8+HCsWrUqBENkIoH4eLLg+GMlio8Hpkyh6ffec2/pEfWGnAWRqGbNFiKGYSIBkXLvShCpVFQ9GghOEEmSrf8j4x9BC6L169fj8ccfR1ZWFpRKJVQqFU4//XTMmTMHd9xxRyjGyEQAGo0tTd4fJk2iKtiHDgFffeV6ncREW3FGV7CFiGGYSMC5KKM9VitQXk7TgdYgEvWNOH4oMIIWRBaLBYl/VX7KzMxEVVUVAKBnz57YtWtXsLtnIgSFgtxm/hZKjItztBK5EjepqZ6rtrKFiGGYSEDUIHIVVlBTQ8tjYqiPWSBwQHVwBC2ISkpK8PvvvwMATjnlFDz77LP4+eef8fjjj6NXr15BD5CJHJKSArPWXHYZNRysrgb8jcNXKLhaNcMwkYGrGkSCAwfouaAg8IBovZ7Ow65ccox3ghZE//znP2H9qzLek08+ifLycowePRrLli3DK6+8EvQAnSksLIRCoWj3mDFjhsv1V61a5XL9P//8M+Rji3bi4gLbTqsFbryRpt9/3z+3m1rNgohhmMjA07lKCKJgA6q5g33gBJ1ldt5557VN9+rVCzt27MDRo0eRlpbWlmkWSjZt2uSQufbHH3/g3HPPxeWXX+5xu127diHZruVvlqtOpUxQaLW2itVKP6X2pZcCH3xAVVqXLgW8fJ1tqNV0V9SRWK3Arl3kxmPTNMMwvtLa6j4WMhSCiAOqgyMoC5HJZMJZZ52F3bt3O8xPT08PixgCSMjk5ua2Pb766iv07t0bZ555psftsrOzHbZTuftVMgGj1QYWWA3QdsJKNG+e71YflYoEkaeeaKFGpwOOHPG9oS3DMAxA5wxXAdWATRAFGlBtMpGrjG/SAicoQRQTE4M//vgjbOLHG0ajER9//DFuuukmr2MYOnQo8vLycPbZZ2PlypUe1zUYDGhqanJ4MN7RaunPHqgL65JLqMBjbS3g5StqQ9Q+6shyVy0tVFyNXXUMw/iKqEHkKj5IkoK3EHFAdfAEHUM0efJkvPfee6EYi98sWbIEDQ0NuOGGG9yuk5eXh7fffhsLFy7EokWL0L9/f5x99tlYs2aN223mzJmDlJSUtkcBtwz2CZWKzLWBWIgAElMXX0zTvgZXq1QkiDoy9b61le70Av2cDMNEHwaDLS3enq1bgWnTqGejUgn06BHY/nU6KlHCAdWBE3QMkdFoxLvvvosVK1Zg+PDh7fqXvfjii8G+hVvee+89jB8/Hvn5+W7X6d+/P/r379/2euTIkaisrMTzzz+PM844w+U2s2fPxsyZM9teNzU1sSjykZQUW3GxQJgwAXj3XeCXX6g2UbduntfvjPYdjY0kwNhlxjCMrxiNdJ4SguXPP4G5c4F16+i1RgPcfnvgMUAGAwdUB0vQguiPP/7ASSedBADtYonC6UorLy/H999/j0WLFvm97amnnoqPP/7Y7XKNRgONc+Msxifi44OL58nPB04+mQTR//4HTJ/uef2Obt9htQINDXRS86eZLcMw0Y3BQOcptZrObY89RvNVKgoXmDo1uA71HFAdPEELIm/xOOFi3rx5yM7OxgUXXOD3tlu3bkVeoJWvGI+ITLNguPhimyC6+Wb3WRkALbNaO85CpNPRIymJnv3p3cYwTPQiXOwKBfDRRzQ9Zgxw551UeygYRPVrjh8Kjog8lVutVsybNw9TpkyB2ulqNHv2bBw6dAgffvghAODll19GYWEhBg0a1BaEvXDhQixcuLAzht7l0WpJIIiMB3skifzkaWme0/LHjKGq14cPAxs3AqNGeX/fjrIQtbbaTNOtrXSSY0HEMIw3DAYSQ+XlwP79dDP38MN0rgsWEVDNFqLgCDqoujP4/vvvUVFRgZtuuqndsurqalRUVLS9NhqNmDVrFk444QSMHj0aa9euxddff42JEyd25JCjBpF67yoDS2RnNTZ63odGA4wfT9NLl/r2vh1lIWptJYtUbCyJIc40YxjGF1paSAQJp8rw4aERQwAJIg6oDp6IvLcdO3YsJDeBKvPnz3d4fd999+G+++7rgFExAAkFrZbcSc40N1OPntpashJ54uKLgc8+A1avBo4d87y+QtFxFqLGRrIIqdUUu8SZZgzD+EJrKwmWVavo9VlnhW7fHFAdGiLSQsTIm6Qk10LBaKQ7opgY75aVfv2AgQPJ8rNsmed1lcqOqVYtSSTOtFrbPLYQMQzjDYuFBFFDA/DHH3QTN2ZM6PbPAdWhgQURE3KSktq7sPR6sh517053Mt7cZoCtJtHSpZ4z1zqqfYdOZ/PVA3RS6+i2IQzDRB5GI1mxf/mFXg8eDGRmhmbfIrGDA6qDJ2BBdP7556PR7qr2r3/9Cw0NDW2v6+vrUVxcHNTgmMhEq20vYFpayDqUnEy1hXQ67+n5551H8UT79wPbt7tfT7TvCDetrY6CSK3m1HuGYbyj15Mg+ukneh1K6xBXqA4dAQui7777DgY7f8EzzzyDo0ePtr02m83YtWtXcKNjIhKtltxY9u00WluB3Fyan5lJ5l1vYiIpCfjb32h66lTgjDOAs88Gxo0DbriB3FcACROjkYKdw4kIqBYZcrGxLIgYhvFOfT1l2P76K712Fz8USLFXUaHaXY80xncCFkTOQc3ugpyZ6MO5yavFQu6l1FR6HR9P4sgXt9nVV1PMkfDBNzYCdXXkh//hB1qno4ozNjU51kQSsVAd2TaEYZjIwmgEKivJym2xAL17u6471NxMVf79FUXiZpMJHo4hYkKOc5PXlha6g0lJsa2Tm0suM29NWYuLSfh89RWwZAnw+eckkgBg82Z67oj2Ha4CqmNiOPWeYRjP1NXRjdzGjfRaWL2d0evpvGgXeeKV5maytmdlBT1MBkEIIoVC0a41R2d1vWfkhVJJAkhYiJqbyU1mb9JNT6d4oqYm7/sTFqXu3YGiInKbAcCWLSRURAp8OC01ej3diTkLIpOJU+8ZhnGNJFFPRosF2LCB5rmLHxK1hPwpI9LQQO2OOMMsNARch0iSJNxwww1tPb/0ej2mT5/e1tzVwLfNUU1KClBVRdNmM5CR4bg8JoYEzh9/eK9J5MygQSRMjh0D9u0jE3S4LUQioNp+rKJtCP/UGYZxRWMj1V3btYvOE/n5VFLEFVYrkJND6x075r2vmclE4om7UIWOgAXRlClTHF5fd9117daZPHlyoLtnIpy4OLo7EhkQ9u4ygbAaGQwUc+QrMTHAkCFkgt6yBejTh+aH00IkAqpd9VVjCxHDMK44fJjODz//TK/HjHHd61H0IktMpPiiw4fp/OnJ6XLsGJ1DuSBj6AhYEM2bNy+U42C6GKLJ6/HjJIYSE9uvk5JCf+aGBv+7PA8fToJo82bgyitpXjgtRMePu+6/plC4rsrNMEx0YzAABw+Sy1+k27vLLtPpbL3INBrKsD1+3H1rD0mibUpKPPeFZPwjbIeysrLSZa8xJjrQasmS09hIZmBXdzpKJdUk0uu91yRyZtgwev71V1u6fTgtREePktXLmZgYTr1nGKY9R46QqFm/np4zMoATTnC9rl5vq+IfF0euNU9ZuE1NtD4HU4eWsAmio0eP4oMPPgjX7hmZI1LvtVpbur0rsrN9D662p7iYThyNjcDevSSuwuW6chVQLYiNpaBxrjrBMIzAaiXrkEIBvPMOzbv2Wtcud4CsSfbxibm5lCziLj6xqYliMF2dk5jAYWMbExbEnU5ioueOzlot/bH9FURqNTB0KE1v2RLeatUioNpVnJPINONaRAzDCBoaKN3+p58ouSQjA7jiCs/b2IcVpKVRfJAoPmuPXk/nnZyckA6ZAQsiJowkJ5MFKCbG83q5uWRp8TcWR7jNNm8Obz+z1lZKm1W7iLjjWkQMwzhTXU3nDeEkmTbNvTXHYKDzn33qvEJBwdWuKvCLmEtPlncmMAIOqmYYbxQWes6SEKSkUOrowYOu43TcYR9HpFDQCUg0OgwlOp37wEWuRcQwjD1HjwLl5cDKlWQlys8HLrnE/foioNq5F1lmJt1U1tU5WqIliWIvuexf6An40jFx4kSPyxv8KbfJdElcZZa5o1s3oKLCP0EzYADdVR0/TndkqanUMyjUpuTmZvdjUirpBMUWIoZhzGZgzx46Jy1YQPNuvtmzlVyvJ9HkHF+k0ZCVqKKCtk9JofNdQoL/WbmMbwQsiFJcFZZxWs51iBhfycigx7FjvmdOiDiitWuB0lIqiV9dHXpB1NLi3e3HFiKGYQ4dopihFSso4aOwEBg/3vM2JpN791efPrSPmBi2CHUEXIeIkQUqFdCjB8UDeStIZs+wYSSItmwBLr2UCpo1N/tnnfKEyWTz8btDqSR3HcMw0UtzM2W8Wq3Ap5/SvOnTPVu8RXaqu9YbSiV3se9IQhZUXVdXh/r6+lDtjolCsrPJLOyp/oYzw4fT86+/kom5tZV87qHCaKSHJwuRSL1nGCY6kSRg/37Kll20iKzK/fvbGrkaDLbq0/YYDLaCjEznE5QgamhowIwZM5CZmYmcnBxkZ2cjMzMTt912G8cQMX4TSAp+v35U1bWlhfoFxccDlZWUFRYKDAbvgigmhoQY1yJimOikthY4cIBihz77jObNmEEWHqsVqKmhGydnm4FOR4kk/iSTMOEjYJfZ0aNHMXLkSBw6dAjXXnstBg4cCEmSsHPnTsyfPx8//PAD1q1bhzR/O3cyUU1uLlBWRieYtDTvsTsqFcURrVlDbrOrr6ZtRZ+fYDEYSOi4K6gG0Bj1etvdHsMw0YPRSIHUCgXwwgt0M3bWWcCoUbS8tpbiI3v0AH7/3bF3o05HlnFuvyEPAhZEjz/+OGJjY7Fv3z7kOEWxPv744xg7diwef/xxvPTSS0EPkokeUlKoP8+BA3QikSQKOPQUEzRsGAmiTZuAyZNpm5qa0Akib8TE0J2h0ciCiGGijYoKOlf98gsJnoQE4N57aZlwpRcXkyhqaKCU/IICmm+xuG58zXQOAevSJUuW4Pnnn28nhgAgNzcXzz77LBYvXhzU4JjopHt3YORIehQWkvXl0CH364s7sY0b6eSUkkLZZqFouuqpBpEgJobSbTn1nmGii6YmYN8+cou9/jrNu/VWsvqYzeQi69ePMmeVSsoaS0ggYWS1klWJ44fkQ8CCqLq6GoMGDXK7vKSkBDU1NYHunolyVCo6iQwZApx4Ill93MUFFRUBp59OJ5h588iadPx4aIKrm5u9u+0UChofp94zTPQgAql1OupX1txMlqDLL6flNTVkCSoqsm2TlAT07UtCqrmZA6rlRsCCKDMzEwcOHHC7vKysDBkZGYHunmHaSEqiE4cnC8y0afS8bBnVAdFqyarkXPbeHySJgrV9TXtlCxHDRA+1tZTAsW8fsHw5WYAeeIBu5urrSej0798+7b57dyrEWFND67CbXT4ELIjGjRuHBx98EEYXt8UGgwEPPfQQxo0bF9TgGAagDAxvgqikBDj1VLIizZ9PcUd1dWSaDhRfUu4FKhXXImKYaMFkoppDRiPw4os07+qrqXq+wUBWowEDXDe2VqvJSpSWBqSnc8FFORFwUPVjjz2G4cOHo2/fvpgxYwYGDBgAANixYwfmzp0Lg8GAjz76KGQDZaIXhYJOHhUVntebNg3YsAH43/+AqVPJh19RQdsGctIxGOjEl5TkfV2tlgSYXs93fAzT1amspLpC33xDFumcHODvf6dlhw9T7GN+vvvt09NtrYcY+RCwhah79+5Yt24diouLMXv2bFxyySW45JJL8OCDD6K4uBg///wzCkQoPcMESXIyCRxPnHgiFWo0m6nLdFYWnbiOHAnsPQ0G2pcvFqLUVGrqWFYW2HsxDEP/VZOps0fhmeZmcpPp9cDHH9O8u++mGmgNDRTD2KeP92SMwkLf2xQxHUNQfcF79eqFb775BseOHcOePXsAAH369EF6enpIBscwgvh4W/CyJ2vPtGnU/mPJEuDGG2ndffvojszXprECUYPIF+uSUklp/vv3U4YJh88xjH+YzfT/KSqSb/NSEUjd3EyueYOByn6cfTaNv6mJ6qL5YlVm5EfAFqKmpqa2h0qlwoABAzBgwACo1WqHZQwTCuLiKLjZW+DysGFkKTKZgI8+ojuwmhoya/uLv1ljCQl0wtyzx7s1i3FNYyNZ9ZjoQ6ejJAY5W4jq6sgNf/AgNXBVKoF77qGbptpaIC+PgqaZyCRgQZSamoq0tDS3D7GcYUJBfDxVd3UniHQ6upBKki3jbNEiMmEnJFAApL91iZqb/bcqZWVRDSS+qAdGUxNdbLgNSvSh15MgkuvNhNlM1mazGXjtNZp36aVUZ6i5mRIr+vb1/5zByIeAv7qVK1e2TUuShPPPPx/vvvsuunXrFpKBMYw9KhUVXDx82HVl14YGMlPX1gKnnAIMHgxs2wa8/TYwezbd1ZWXUyCjr/hSg8gZtZrinfbuJRcam879w2ymi6Jez/2dog2djjI15Wohqqoia/OGDcDu3fTfvvVWKu1RV0eZruwqj2wCFkRnnnmmw2uVSoVTTz0VvXr1CnpQDOOK1FSyHrjCZAJ69iTRo9MBd9wB3HwzsHgxMHEimbEPHKBeaamp3t/LYqH9+FqDyHmcoj7JCSdwnyJ/MJnooiiaXjLRQ3Mzff96fWePpD06Hd3kWCzAm2/SvL//nf7rtbVkGS4s7MwRMqGAT9VMxBAf79qVYjCQcOnRA+jVizJVhgwBxo6l9Z9/ntxmBgNlgflSrNGfDDNXZGeTOKuuDmz7aMVgsNVxYaKLhgaKxZHjd19eTvFtX3xBz716AZMmkYAzGimrTDRsZSKXiBJEjz76KBQKhcMjNzfX4zarV6/GsGHDoNVq0atXL7wp5D0TccTFkUvK2aTe3ExuqqQkOlFlZZEouuMOOkmVllIl2awscp350lHGYPC9KKMrNBqqR7RrF7mAGN8QxTD5mEUXRiNZBuPi5Ffx/dgxsi43NQGff07zZs6kc1FtLdUb8nIZYiKEkAoiRQeU3Bw0aBCqq6vbHtu2bXO7bllZGc4//3yMHj0aW7duxQMPPIA77rgDCxcuDPs4mdATH++6YrVORxYZpZKW9+tHpu3kZEq9B4B//5ssQxoNZYF5M8sbjbSPYAIkMzLobnLPnuBaiEQT4rs9dqxzx8F0LDodffcJCfTfk8v/xWqlNHu9Hpg7l84JZ55JVfFbWym2sVcvdot3FQI+3U+cONHhtV6vx/Tp05HgVHpz0aJFgb6FS9RqtVerkODNN99Ejx498PLLLwMABg4ciM2bN+P555/HZZdd5nY7g8EAg91Vl8sHyIPYWCp61thIz4DtxGmf0JidTSepXbuAa64BvvySAiLnzye/f2Ul3fF5CrAOxV2qQkEVbMvLSRxxnVLPiAa58fFk9TObOWMnWtDryfKbmEi/AZNJHi6ow4cpbvHPP4FffqFz0N1307IjRyirjAOpuw4B69qUlBSHx3XXXYf8/Px280PNnj17kJ+fj6KiIlx11VXYv3+/23XXr1+PsWPHOsw777zzsHnzZpg8pDLMmTPH4TNwxW35kJrqaN1pbaULqH3PIIUC6N2bTlTNzcBdd9H8jz6imJ6MDLrrq693/z56fWh6DGk0NL5du4Djx4PfX1fGYqFHfDzHEUUb4rtWq0kIyyH1Xq+nbDLAlmZ/7bWUoCGyWu072TORT8D3X/PmzQvlOHzilFNOwYcffoh+/frh8OHDePLJJzFq1Chs374dGS5kek1NDXJychzm5eTkwGw2o66uDnl5eS7fZ/bs2Zg5c2bb66amJhZFMiEx0TGwurmZ/PfO/cOE6+yXX4BRo4ARI2j65ZeB556jeIA9eyiF35UV4vjxwOOHnElPJ6vU7t1UNFKlCs1+uxpCEGm1dMHR6bhsQbTQ1ET/Q7WafgNySL0vK6ObphUrgEOHyPJ8441klW5spMQNYalmugYR5fkcP348LrvsMgwePBjnnHMOvv76awDABx984HYb57gm6a+rqad4J41Gg+TkZIcHIw/i4shyY7HQa6PRfT+gnBy6m6uro2qyKhWwciXVEcnOJmuRqzR+SaKg3lAJIoBEW2UlF2z0hNlsi9uSJLYQRQuSRAJDo6H/qBwsRHV1ZEW2WsnVDlCSRnw89SzMyOCK1F2RiBJEziQkJGDw4MFtfdScyc3NRY1TSlFtbS3UarVLixIjf+wDq41G8um706tKJbnONBoSR1dcQfOfe45OwsnJZCVydmWJVNpAahC5IyaGrB27dtEJlWmP2UwXIJWKHhy6Fx0I96hGY3NTd6aFyGSyJUK8+y65zoYMAc47z1YnidPsuyYRLYgMBgN27tzp1vU1cuRIrFixwmHe8uXLMXz4cMSE8vaf6TC0WrIS6fXkLktMdC+IAIo5Kioi0/fNN5P7qrwcWLCAlrW0UAFF+6yWYFPuPY3FaKQATbmlFssBi4VEkUplc5txC4+uj15P/wd7gdGZFqKKCrIeV1UB331HIu3eex37lXGafdckogTRrFmzsHr1apSVlWHjxo2YNGkSmpqaMGXKFAAU+zN58uS29adPn47y8nLMnDkTO3fuxPvvv4/33nsPs2bN6qyPwASJQkEZZQYDBVTn5HhPee3Zk4SQ0UhmbwB45x06uYkCivaGRJHlEg7NnJND77V7N1/snTGb6ZgolXRxFKnYTNdGp2tf4qKzLESNjVSROjGRLMkAcMkllJHa0kJivXdvjgPsqkSUIDp48CCuvvpq9O/fHxMnTkRsbCw2bNiAnj17AgCqq6tRUVHRtn5RURGWLVuGVatW4cQTT8QTTzyBV155xWPKPSN/kpNJtEiSY7q9O7RaMnHrdMC551I7DZ2OahNpNO1rExkMtgtzqFGpSBTt3+++DUm0Ym8VEI18OY4oMCTJFmcnd5y/Y6Wyc4SwxUJiSK8Hvv2WLMcpKcCMGXQ86+qoPQdHW3RdIqrKx6effupx+XwR/WbHmWeeiV9//TVMI2I6AxFY7Zxu74m8PKBbNzKF33cfcP31ZA6fOBEYOpSCnffvB4qLw38y1mpp7Dt3UlyRL73VogH7C7jINtLpfBO9jCM1NVTcsri4s0fincZGR2usStU5/cwOHaLzgEpFTaEB4Lbb6P957BiJI+5X1rWJKAsRwwC2wOrUVN8bgIqKsioV9TwTRsJnn6X4ocxMSrOtq7OZxsNJejpd7HfuJGsX4zpupLW148fRFdDpKAZL7litFDxvXzZDre54C1FzM1mJExKA11+nc0BJCXDxxfS7bGoiK7NT3WGmi8GCiIk44uLIsuJUYsorGRl0h1dXB9x6K93x7dsHfPYZneisVlvWmaf4obo62i5Y8vLIYsWtPQiTybEYZmys7y086utZPNnT2kpWFrn/rvR6etgHVKvVNK+jYuysVnKVNTXR/1oEUt9/P7nv6uooiLpbt44ZD9N5sCBiIg6Viu7WsrP937aw0Fbc8bbbaN5bb5GLITubnnU694KouRmYPJkq1h44EOgnIEQ80d69lNkS7RgMjpY5rZbEqS+xMAcO0IWLIXQ6smzIocChJ4Qgsi9xIdylHZVpVl1NiRXp6WQxBqiT/YABNDaLhc433Eam68OCiIlIcnN9d5fZk5BAWSKNjcCECVRfpLUVeP55OuElJ1OPInc1Rl5/nbLTzGbgm2+C+wwAXfSTksh1Vlsb/P4iGaPRMZDd18BqSSKhKveLf0chSfSbjgRBpNPReO2FcEcWZ2xtJQutVgssWkRu87Q0siAD9J/s0cN98Vema8GCiIk6unenmKFjx4DZs+kEvGoVPVJTabkrsbV9O/DFF7bX334bGrN+SgqZ7XfsoAt7tOJsIdJoSCR5E0QmEz04I40QxyMSBFFra/uegaKfWbjHLknkIjt6lH5777xD8++4g26MmpooXrFXr9D0NWTkDwsiJuqIjSUTuMFANYquv57mP/ccBVM690UD6AT91FN0Ev3b30gwHTpEIikU5ORQEOz27dEZZC063du7JRQK31p4sCByJJIEUUND+4rwHWUhOnyYXK1ZWcDTT9Pv56STgAsuoBuUY8dIDHHnpuiBBRETleTmAvn55B6bNo0CJg8fpngiV3z+ObXdSEoC/vEPYMwYmh8KtxlAF/+8PBJZu3fLPxg21IjGrs61n5TK9q1VnBEXfxZEhNFoK3IpZ0FksdB36+yeVirDP3adjv7PKhWwejWwfj0JswceoPc/epRiirind3TBgoiJSpRKuvsTJ99//IPmf/optdawp7YWeOMNmr79dspWO+88er1iRejuZNVqW5D1/v3RVclaCCLncgcajfdMMyEAhDCKdoxG27GUsyASlcjdxeuF67sU2aT19SSCXniB5k+dSkkXQlz36ePaWsx0XVgQMVFLRgYFTB45AowcSVWsrVbqW/TCC8D//kfWmuefp1iHwYOpjD8AnHoqxf4cPQps3hy6MWm1FNS5Y0d0VbIWne6dBZFW672FhxBCkeAi6giEy1WhkHfrE73ecxPlcH2XVVUUPJ2TA7z0Ernt+vSh7FGAzgd5efRgogtOJGSiml69yAJ07Bhwzz3Apk2UhrtggeN6KpXNnA6QNefccynI+ttvSSCFisREuhhs304XC3/rLUUi9p3u7RGp96IbuitMJrKmCUEUSPZhV0LUcxL1fOSKyDBz1SJHoQiPIDp+nFxlcXHA1q3AsmX0Xv/8J5Xa0OnoNfcri07YQsRENQkJQN++FEydmkpFGh99FLj6agqwTEyk9W68kdazZ9w4el65MvQXnrQ0ulj88YfvxQkjGftO9/aIjCNPx1fUsWELEdHaSiJDrZZ3XJWn5AGVKvRjt1jI4nv8OGWPzZlD86+6iqpSA2QdKijgfmXRCluImKhH9Dg7fJimL7yQHgCJkqYm15kmJ5xgqza9di1wzjmhHVd2Npn3t21zFGddEftO967wdPEUhTRZEBEtLXQ87Cs+yzFtvKXFfbHDcFi3ysupAGpeHjV2rqqi5ApRc6ihgf5jRUXyPF5M+GELERP1qFRk/VGr29cBUigoVsjVCVKptAVXf/ddeMaWl0dxStu20QWkq+IpgFah8Hxx1Onou5N7VlVHIMoUCEEkZ5HY2uq+InyoG7wePUqB1CkpwK+/UvIEADz4IFmLRL+yvn0pk5SJTlgQMQwoxbZXL8o88SflXbjN1q71nh4eCAoFlQc4fBj4/feu26/LU3uOmBj3YtBqpQunuLDK9eLfUYgAc7Va3oLIavUsiNRqGrcvbVu8YTRS3JCohP744zR/0iRKpgAojjA/n4qyMtELCyKG+YvCQoodqK/3fZs+fSgA02QCfvwxPONSqehkXVMD/PZb1xRFnixEMTHuxaa9AAhH3EmkYTTSMZG7IBLj9GQhslhCM/b9+8mtnZNDvcoOH6Y4oTvvpOXNzXSshJWYiV5YEDHMX2i1dFI0GPw7EQsr0ccfhy+rR6Wi+KauKoqcO93bExtrq77sjKhBJAQACyKb0BBNUuUoiAwG+t48WYhCUa368GFqz5GZSckP33xDVqLHHqNMM6uVboB69SIrMRPdsCBiGDuysiiw0h9hc+mlZFkqK7MVeQsH9qLo998p5qGr4NzHzB61mi70rmrqOLuIuppQ9Bej0bF8gVzjquyFrCtCYSHS6WxFVnU6W1bZlCmUEAFQVllWFlmHGYYFEcPYERNjs0j4SmoqxSUoFMDixcD334dteG2i6PBh4JdfqHhjV6ho7dzp3p6YGPo+XGWamUw2ARDKuJNIxdXvVq6CyFP2m7BuBWohkiRbNeqsLODJJ4HGRqBfP+CWW2gdvZ7236+f+xpXTHTBgohhnBCFEf3hlFOAG26g6SefpJ5k4UKlouBPqxXYsoVqFcm5AJ8veLIQqVT0WV0JIvt5ws0Sjc1xBd6OkVzwdUyBirlDh2zVqD//nJIeYmLoxiUmhgTT4cNkGcrODuw9mK4HCyKGcSIhIbAT8d//Tqb45mZK5w13X62MDIqN2L2b2ofU1YX3/cKFq073rnDnMhPIOYi4o3Cu7SPXuCqdzr1F0J5A/kPHjgE7d1KM0IEDVHMIoCDqPn1ouq6OYob69OGaQ4wNFkQM44RWG5gbSq0m61BiIllt3nwz9GNzRqulfmwNDcDGjdTuI9LqFbnrdG+Pu1pEer3NssSCqH0qu1wFUUuL+x5m9vj7Xba20n9ArydB9MADtI8zzgCuvJLW0eloXv/+VIOIYQQsiBjGCV9O1O7Iz6e+SAAwfz6Z6sONUkkFHJOTqd7Khg1UlTdSOr+763RvT0xM+6KZAF0AhUVEqZRvEHFHIEkkBJwtRKJatVyQJFs1bU+oVP41pzWbyTJ05AhVoH72WapMnZMDPPwwiWqrlWoOFRXROgxjDwsihnEiNpYuroEG555zDnD55TT9z3+SOOkI4uPJWiRJVI130yZqTyB3YeSusas9sbGuLV/2gkgQrYLIvgaRIFTp66FElFDw5iL1p66UCKIuL6ebg2++Ab76iv7HTz5JiQ8AiaWMDHaVMa5hQcQwTmg0tsymQJk5ExgyhKwas2a5tm6EA4WCGsPm51O7gl9+AX7+mS4UcnSdAHSx9sVCZDQ6BuMK9xgLIsJVsUM5uhFFnS9vFiK12ncLUWUlxdJlZVERxqefpvm33AIMHUrTra0kvAcMIFczwzjDgohhnIiN9T/13pmYGOCZZ+gEXVYGPPKIfy1BgkWtJpdAXh65TLZsIWG0e7f8MtLcdbq3R6TU2wsiUYPI/sIa6h5YkYSwvMhdEHmrUi0QLjNv/5sjR4AdOyh2z2IB7rmHxP+wYcCNN9I6Viut16sXZ5Ux7mFBxDBOBFKLyBWZmcBzz9H+Vq8G3n03NOPzB7WaxtGjB1mP/viDgq8PHepYgeYJb53uAfo+nC1E9kUZBXINIu4IRG0f++MoV0Hk7fsGfKtFdPw4BVFbLCSI7r+fbkCys8lVJkR2TQ3FEvXuza4yxj0siBjGBYmJoanfUlICzJ5N02+/DaxaFfw+A0GhoDiKggKyoGzeDGzdSinKnY0v8S0iYNreheKq2nG0CyJnFAr5BZr7+r/yFv9kMJAYamwkAfT88yT2tVrgxRfJOguQ61ijAYqLuQAj4xkWRAzjgoSE0AWiXnQRcMUVNP3gg0BpaWj2GwhKJVmMsrOpyvWGDbZO4J2FP8HrzhYi52rHIu4kGqtVGwzurR9yEkSexmmPp15sFgtllFVVkWv4v/8FvviC9vvkkxQnBFDckE5HYigtLbSfg+l6sCBiGBcEWovIHTNnAqNG0cXgzjttPZY6i9hYqnYdH0932b/8QunInZGe7avwVCgcrT+uLpRydBF1FK4y7gRyOh6+pNwD5O5yZSGSJOpgX1ZGYmjDBrIIAcDttwNjxtC02UxxQ336ULsbhvEGCyKGcUEwtYhcoVZTXZSTTqILwowZdFLvbBITSRg1NpIo2rGj411Onjrd2+Oceu9qu2gWRDqda0HkT/p6R9Dc7JsgcufuO3SIbijS02n6wQcpHu7ii4Hrr6d1JImyzbp3B/r25bghxjdYEDGMCzSa4GoRuULENhQXkwCZMYPcVp2NSkV32ikp5D5bt46Crw8f7hhXmtHoOcNMIIozCitWS0v77aK1n5nV6l4QySmuSnw3rgRRfT25wVxtIzh8mCyawoI7axb9Dk46iQKqhfA5coR+zwMH+ia+GAZgQcQwLomNDb4WkSsSE4FXXqH03yNHSBTV1IT2PQJFFHZUKIB9+8gV8dNPwLZtQFNT+N7XYPCtr5X4PsR34koARGu1ak+p7HISRO5qEFmtwK23koXnl18cl4nvsr4e+P13Wjc1FXjoIVsl6meese2zoYGei4uBpKRwfhqmq8GCiGFcEIpaRO5ITQXmziVz/qFDwNSp1IRSDigUdGfdvTvVMFIqqQLw77+Hr0eaPxYikXov2lS4u/uPNkHkqgaRQNRwkkOguatq2gC1uBEu5DfesFkBFQpav6GBfoMGAyUEvP02baPRUHaZCJhubqZYqkGDSCgxjD9ElCCaM2cOTj75ZCQlJSE7OxuXXHIJdu3a5XGbVatWQaFQtHv82dlRrYysCVUtIndkZlLz1549yQ0wdSq5AuSESkX90QoKqDv4tm2hL3roa6d7wGYhMhjcV6kWRJsgclWCQCCnuCqjkYSZ8zg/+cQ2vW0buW0BWq+pCfjtN6o5lJtLpStETa8HHiC3GEC/zWPH6HVBQdg/CtMFiShBtHr1asyYMQMbNmzAihUrYDabMXbsWLT4cOu6a9cuVFdXtz369u3bASNmIplQ1SJyR24u8N57tpii6dOpjorcEM1jq6oo6DqUF1ZReM8Xl5lwhwkrkTsBoFRGX7VqT8UO5SaInPnzT6qkrlIB48bRvLfeos+jVlMdoYYGakdz4ABVfQeAq68GLrjAtt/aWgqg7tWLg6iZwIgoQfTtt9/ihhtuwKBBgzBkyBDMmzcPFRUV2LJli9dts7OzkZub2/ZQ+WKjZ6KaUNYickdqKrkIRoygOI877wRWrAjvewaCWm27IP35Z+jcL750undGxKF4sojIJWamo/Ak3OUuiIR16Nxzqe1GXBwJ7zVr6D9oMNBvr76e/h8iiPrOO2k7s5kyygoLgf79fRPXDOOKiP7pNDY2AgDS09O9rjt06FDk5eXh7LPPxsqVKz2uazAY0NTU5PBgoo9Q1yJyR0IC8PLLwNln08l99my6Q5ZLaw1BTAzFZezdSz3Rjh8P/vj40uneHmH9YUHkiNHo3ioip0Bz5xpEhw8Dy5fT9LXXUizQVVfR67feohih/Hza7vbbyUrZvTsFUYvvvqaG1iku9s31yjDuiFhBJEkSZs6cidNPPx0lJSVu18vLy8Pbb7+NhQsXYtGiRejfvz/OPvtsrFmzxu02c+bMQUpKStujgB3SUUmoaxF5e6+nniI3AAC88w6lFDc3d9wYfEGrpfinnTspA+3nn0kg1dUFZk3zpdO9PTExJMQ8XdxF8LUcgog7Ck9FGQVyEETNzY7j/Owz+p5OOskWC3TddXSTsHs3sHIlCeCZMym4PyMDeO01WxB1XR25trktBxMKFJLUGbVpg2fGjBn4+uuvsXbtWnTv3t2vbSdMmACFQoEvv/zS5XKDwQCDXdOkpqYmFBQUoLGxEcnJyUGNm4kcjh2ji35urn8unWD56isSR0YjUFQEvPACpcPLDb2eLnA6HVkn8vPpopaY6Ps+jh6lY5yf75uro6GBLqg9elCgrat7FdGu4YwzSMBFA+vWkVDMzKRj9O9/AxMmkNAAgMpKYMgQ+j11FhYLNTkGKJOxtRU4/3z6Db34In1fgrfeopuCXr3oO169mkTSO+8A/frROs3N9JmHDaMYN4ZxRVNTE1JSUny6fkekhej222/Hl19+iZUrV/othgDg1FNPxZ49e9wu12g0SE5Odngw0Ue4ahF548ILKa04O5vaE0yeTHFFcrt1EdaiggISjQcPUtPYI0d834cvne7tUatJKLa0uHcRySlmpiPQ6RxLELzzDvC//wFPPGFzuyqVjo1xOwPnWklffkmipkcP4PTTHde95hoS1vv3kxiKjQVeeskmhkwmEtP9+rEYYkJHRAkiSZJw2223YdGiRfjxxx9RFODtztatW5HH/yLGC+GsReSNkhLgww+BE06gi8bs2cC995KLQI6o1SSMWlpIFB044FsMlL2bTZKotkxZmfv1hUC1d728/TZZF0TZAlF3JxoEUW0tHe+GBrKgNDWR0ADIKiSyFuUQVyUyA2NiyFq0YAHNv+aa9oI4KYlcZwAte+opm7VLtOXo0YMsSAwTKiIqBG3GjBn4z3/+g6VLlyIpKQk1f5X4TUlJQVxcHABg9uzZOHToED788EMAwMsvv4zCwkIMGjQIRqMRH3/8MRYuXIiFCxd22udgIgNRi6izUrgzM8l1MG8epeevWkXpyTNnkhVJbqnFCgVZihoabHVj+vf3HItlH+fz5Zdk1QDo4nfZZcBZZzlub1+tWq2mzKP58+liO28eFemTUxBxuDAaSTju3UuvCwrocy9e7Ch8/vtfYORIeQkitZpigw4dItfZhRe6Xv+66+i3NHy4rWErQIHY6enknuUgaiaURNTP6Y033gAAjLH/dwCYN28ebrjhBgBAdXU1Kioq2pYZjUbMmjULhw4dQlxcHAYNGoSvv/4a559/fkcNm4lgEhPD27bCGzExwC23AH/7G/D445SO/NhjwNKlwEUX0Xx/YnY6gtRUcqft2WOrGuxujMJCJEnAp5/a5v/6Kz3S0oBJk6hwpVptEzviwvrJJ7ZU7jVryHIgjL9dVRA1NFBQe3U1BRmLY2s2U5AyAEyZAnzwAVncqqps6etWa+elpYtaSQqF7bueONF9nJdWS4kF9tTV0fc+aBC1mmGYUBJRgsiX+O/58+c7vL7vvvtw3333hWlETFenI2oR+UKfPsD775MAeOstoLSUHk8/DZx2GjB2LFW9Tkwkd0NCAl14jEYSJS0ttuDnmBjHh0Zja2YrEBYWvZ628bcnlFYLdOtGF22dji5gWVnt1zObaf+//04CSqOhC/kPPwBLllA80jvv0Py/7nnatjOZgM8/p9fp6RRT8sUXlJ4NdM0GrzU11Hi3tZWOr72F5PvvyYWWkQH8/e8kmn75BVi0CLjxRlv9ps7KxhKlAfbsIbGrUgGXX+779g0N9L0PHUrWU4YJNREliBimo+moWkS+oFbTnf955wHLlgHffktBpytX0sMZlcq/1HMhjiwWmzVB0KMHXYjEIz/fu8tOraaaMYcPU5xLcbGteazAYKBxfvEFvT7vPBJ/ffqQVejTT6lG0zvvAOecQ/tTKuniumwZxRIVFQH/938UY7VkCXDzzV2vWrUkAeXlZCFUKkkMOS//+GOavvxycjNecQUJoiVLKDBfiMjOEkQ6HY1dWLH+9jdKHPCF5mYS9UOG0G+PYcIBCyKG8UBH1iLyldxc4Kab6K5/714SRmvX0h308eM2y4i9GNJqycUgLD+isKH9Op4CkSsq6LF0Kb1Wq2l/cXH0nJJCgmXCBLJOCezjikpLaXy9e9N2AAmipiaybgCOFgO1mor1rVtHF/Y5c6gGTWwsWYP++19ab/JkCqrOzSULyooVtsrfXQGLhawqu3aRBTA1tf06W7dSBXGNhmKvAMrcyskhQbp6NaWn/1XLts06KKyCkkQPqzV8cTnHj9N38s039PrKK33bTqejEhiDBsmz/ATTdWBBxDAeEK4kf9tLdAQKBfVu6tvX5iYCSGQ0N5PgSUgg8eFu7MIaZDSSRUVYbLRa20OnoyDpX38lUbNjB+27qckxvqq0lNqQXHQRXezsK2LYxxXV1dGY8/Lofb//noTYoEG24nz2n/H++6l68caNJP5Gj6baRXV1dMEfN47GPGkSCabPPqNA4s4UREJ4KpU0NlfWNPuUeHe0tlKBwrIychO5i5sR7S/OP99WtFCtphidN94AFi4EBg+m71Cttj1UKkcxJEnkHs3OJpGbnBya373VSt/HihX0GxswgKw93jCZyA3Yvz8JabklEjBdCxZEDOMB+9R7uQkid4iYIF9Qqegi6ylANSmJrA2iVozBQJaG1lbbY/9+stgcOEDp1J9+SplBd95pE0ZaLWVD1deTC61nT7pILltGyydNcv3+PXqQRezNN6mA36mn2ra55hpbXZtLLiHX2p9/kogoLqYYpIwM3wOJdToSiSIGyx8kiQRiQwPFTh0/bhNEImPRaqX9m0y2liWFhWTdsrdGWq20j927yTqSl+feWllRQQHl4njYI47JH3/QZysosLnOzGZbDJd4KJUkNA8dojELcRQfT++v0dBzfLxvx9Rspu+gooK+d1ES4KqrfDu+jY10bLhHGdMRsCBiGA/YF2eMlqrH3tBo2sd+DB9OgmbjRhJE69ZRXNPatZQ+feONdBFVKMjSYTCQeNq0iVw6ycnU3NMdU6ZQz6v9+ylguKKCtrn0Uts6qakUXP6//wFff02Ca/16GmuPHhTUbd9HS2A2kwvu8GFyuZnNJARychytJPYXcKuVPoP9o6aGxIvBYHMlCgFkNJJAAujCLh46HZVSSE+nWKi8PLLU7d1Ln1GrbR935cyCBSTGTjutfSXqjAxyZX77LQWgP/wwfRZPglnUoRX1nnbvtsXRKZV0DOPjKZYnLY2OkTiuwjJmMNCxKC+nY6tWk8uvtpa+J0/ftT1GI42H0+uZjoB/Zgzjgc6uRRRJKJXkqho5Eti3jyoLb9hA9YG++orceuPG0XoaDVkrnn6atr3oIs+CMyYGeOABYNo0EkUABQ07W7auvJIE0Q8/AHffTRfT+noSK2lpJBCEu0i4QquqyKoD0MU9Lo4CeLdvJyHiyuVotdpiroRYiIuzuQb9wWIh8SCEkajEnZ3tWbhIEmUeikw7Z+uQ4PLLSRB99x2JmJEjyTXpzeISE0PHTLjgxFhNJrIK7thB85KS6LiKjEZRkdpgoO8nN5eO98MP0/oTJ/puwRTWOobpCCK2l1lH4k8vFKbrsXUrXTRzc92vo9PRRYzTgW1IErlyXnyRXDAAZUdddBEFXxuNZOGRJCoo6EsP5X/9i9bVaEhk2V+sBTfdRGn8U6YAt95KF2OLhUSPffacqIkTH08X9cOHyRqSmEhiJCuLRI5OZ4uxMZlssUlaLY1DZPM1NZEVqKmJLCs9e1IlZV9db2KMKpXrwGl7DAbgySdtAcrXXEMC0NV7SRJl3pWW2ualppIwGjyYxlhYSKLGXzeh2WzrZydcg+IRG2vb3+7dNEaVigSrr9lllZUUIM+ZZUyg+HP9ZkHkAyyIopvdu6mmi6e2eRUVdCE1mcjVwtgwGID//IcqSre00DylkgRmVRXFBL32mm/7am4Gnn0WOPlkElWu+PZb4J//pOm4OArWHjzY1hFdxMsAdMHdupUernqwJSSQYNLpbPFF/lBQQLFUZ55JYwhFHFp9PZUY+P132t9999kyy9zR0kIuR5GxJ74He5KTKdh9wgRyaYUqPd9sBh56iAKqzz2XsgV9wWql38dpp/GNBhM4LIhCDAui6ObQIYp1yctzHcvQ3EwutX79SDwpleT6YBzR6ymjbOlSEiCC5593bM0QLGYz8MgjFL/k6sLvDrWaBIFeT7Eu/mwLkIBITiZrU1wcZdTZF4dMSKBHTAy9V2ws1XS69VbfCl+KbvEvvUQB10lJwDPPkAXFH8xmElMbNlCsUlkZ/cbt606lpVFA9qRJgQt8nY5qIH38MVnfAODdd4ETT/Rte4OBLGajR/tfGJRhBCyIQgwLoujGbKZg4cZG1xeHgwepkOCgQTRdWkoXPv6puKe8nFxeajXFBYUjg89ioYv9tm0kAPbto3n2aeYZGbZikyUljvE/ra0kjPR6W5B0XBw9FApbwLRoh+FsUWlpoaDu1aupTEBzs+txZmYC//gH9W1zxfHjJCz++18SQgAFWr/4Irm6QoFeT1bOn3+mIplCwKhU9NtOSSFRkpxMYmnIEOo3J+pJCSwWOs4rV9J4Rd2jjAxy27nLJHRFczNZXM84Q571wJjIgAVRiGFBxFRXk6shJ8cxU0mno5iRUaNscR/799NFOC2taweEShLdxev19JAkuoCKhyje2BXSpa1WW5q62UyfVaOh34IvYs5kIsEhArFNJsq+mjuX5gNUufm++2h/e/aQtXHXLmrqK+KWUlMpKPm66/wX3I2NtgwxT5jNJOI++4zqFrkjJgY44QTglFNozFu30s2AvfDr1o0KZ154of8uuKNHaZvRo7n+EBM4LIhCDAsixmolt1ltrWOA58GDFDxr7waQJLqQ7dxJwaNdLV3/+HFbVpZGQ58vJYUEkNFoe5hMZCVRqejiHUhtH1eYzWS98fZXFIUGnc9w9kUIRaNY+9o89q4jsa3oAScy1ADb5xTrx8TYilmKWCVvGAzkRvrwQ1vxT1dxSn36UO2eceMC+z1ZLOQW02hozGlpvjUFPnCAfuMiWLypiW4ONm2yWauciY8noSSaDweaMn/4MLmphw4NbHuGAfy7fnPaPcP4gFJJ2TjChaLV0rNK1T47SlSQNpkoRiMnp/P6R4USs5nS1zUaClBOTbW5kZytJMJ6dOwYXdgOH7bVoxG1ncSzvxfMhgZ6JCS4t84Id5e9q8U+mNq+EKFaTeMQKffi89g/nBviAo7WMb2eLDCifUpdnc0l58lKqNEAM2ZQraAnnqCikgAF8PftS3FpJ51Ej2DEpEiBP/FEGtvBg/R9JCfTw50Vr7DQtVtOkigg/Zdf6CFJtO+hQ2nMoagbZDJ1bQsrIz/YQuQDbCFiADrpl5aSi6N7d8qAyc93f7Eym6lC8P79nisNRwLHjpErpFs3sla4Snf3REsLXYAbG2k/ra02C1JWlnc3jj0HD5KQEBlgrqiro5iXgQMdvxt7IeQsiEKBaFHR2kpZa+XlZJHJyvIuii0WEhlZWaEXAs7up+Zm+v1WVtK0QkGCMFRWvFBQWUn/Le5fxgQDW4gYJgwoFHS3XF1NlgBJIuuQuwuIWk2B1gCJovz80F14OwKrlVwkjY1kRRg6lIRgIAHQIsNKWNNED7VNm2zWC3/GFRfneTu9nlyZ/gq3YFEqbZ81K4uE8IEDdHEXrkP7wpD2iDYe4cBgIEul+K0mJpIlp7DQVqW7tpam4+L8a3fiDbOZBKpOR6UWnAOxPdEVLKtM5MCCiGH8IC2NLurbtpELzVt9lJgYEkWSRBlPkSCKhKtLtE0YNIjGHcrUZ/seavX1vm9nMtl6aolWGK6wWuXhbhGtLfLzSRQ3NTkGZgMknIKJM7Na6ftKTXUvVs1m1zFXsbEkUnJzSbDU11OWWGUljTslJXCLkclE+zObKZZOoaBx+iKIzGYSjSyImI6EBRHD+ElhIVmIevb07S5aiCKrlVwoOTnyDLQWncWVShJ6BQX0HM6LUnw8xSX5ik5Hxy4jw/12Fgt9Bn+sTuFEqaTvPCuLxKZ9ptmRIySUEhO9V6d2hdVqa8R6/Ljrfdi3FvFEXBxZALOzyS25fz+5h9PSbDFBQhy5i/2SJHKDinT77Gz6v2Rlkcjy9bs2meg9WBAxHQkLIobxk6Qkim3w54IbG0t1btRqshQlJ9PdtxywWulOXq+nGKGiosDaOARCXJx/1Z91OrrICmuHaL9hj8FAokkugkigVNqCtgXis+zcSWLB3q3lDSGGRIuRQ4dcCyKj0dah3hdiY8n6mZNDAr6qyrHAJGATdCoVvXdsLMUiGY0k7nr2JKtTVpbtpkEEbwvrjyeMRlvgPcN0FCyIGCYAAnHHaDTUviE5mbKJ/L0AhoOGBrqbz8igVOnc3I6tG+TvBc9opCrgcXF0wTQa21sRhCCSoxXOGaWSxENCAjWTraz0LStRNKXNyqIiiaKzvCsMBtqfP7E7AI2puBjo3dtmZRLPBgMJoKYmsnIZjTTuvDzb9+NMUhLts6XF+82AyUTrhKNgJ8O4gwURw3QgSiVZYBITqVt4RUXnZKA1N1MAbWIiXVALCjrnbtyfeCpxMRbZZVqt7WJvj15vi1mJFDIzgeHDbUJZWEjEZ1UqbXWTJIkC+3NzScQmJND6arVr64teTyIl0FR4V+IsLs5mjRIlFrwJ0JgY+pwVFd4FkbA0MUxHwoKIYTqBrCxqUPrnn2QV0GhCm9njDr2eMn5iYynLqGfPzr3wxMbSZxZFCT0hxE9CAl3cExNttXTsMZkis21KQgJl8okiiPX19KitdSwQqVA4iiGAjkVcHLkUnYPfRSHGcKFQ+G6Ny8ig2CRvWCzyCIpnogsWRAzTSYhCebm51KqhspIuXOG4mJtMJIQkieq6FBZ2fEq6K0ShQxGP4gn7nmIAWT2cg3RFTJHc4od8Ram0ZXcVFJCYaWmxfS5h9YqPd7ToxcbS76a+vr0gkiT5iIvkZBK1oripJzigmuloWBAxTCeiVFJKdkYGCSKR8pyREZqLusVCF0mjkYRXURFZp+TiThLVqs1m7+vqdCQShBUtPr59Ww6Dgfbpb7yMXImN9d2VmZlJcUX2mM22YG45kJhIgq2lxb0gslrp98mCiOloWBAxjAzQaKgCdHY2FfI7dIiEjK89p5yxWilgurmZLpS9e1PQq9yCVEX6ti+CyGRyzKKKi2uftSTXDLOOQPxO7DPv5HY8lEr6jYsWJa7glHums2BBxDAyIjmZYkN69iRRVFlJwig5me6svQXGWiyUcdTSQuLhpJPkXQxSoSBhc+yY5/WsVlsVaIF9YLU4LiKgWm7CryNISKBjKVyLgE0QyUlcCFErvlNnRPFNTrlnOhoWRGHEaPTtzjdUiMaZkUBhYSHuuusu3HXXXZ09FFki4kh69CA3yKFDFFxrNtPFLiGhfeZRSwtdANPSqIdXpDSVjY+n1G1PiJgTe0uHSCXX6WxCydmKFE2Iyt+trY6CqLNLOziTnEzja211bf0UpRQi5VzGdB1YEIUJo5G6QDc3d9x7JiYCI0b4fiJZs2YNnnvuOWzZsgXV1dVYvHgxLrnkkoDff/78+bjrrrvQ0NAQ8D4YR0TPqV69bH3Fampo2t41Ippz9uxJFhK5WoRcER/v/cZBp6P17GNhFAoSf/Y/NzkFEHc0CgW5R3fvts2TY8adSNmvq3MviLy1xGGYcMCCKEyYzSSGRN+lcCMKpZnNvguilpYWDBkyBDfeeCMuu+yy8A6QCQq1mrKq0tMpQ0yno/n2mUcihT3S8OX3qtNRWwlnS0dSkq3StYglkksAcWeQnOxYRFFOLUzsyc4mq6crzGauQcR0DiyIwoxG03EVc53L63tj/PjxGD9+vF/b/Pbbb7jrrruwefNmKBQK9O3bF2+99Raam5tx4403AgAUf121HnnkETz66KOora3F1KlT8f333yM3NxdPPvmkfwNlHIjktHJX+GLNkiTXlg4hfiTJtVst2khMtFXwliSalqNATE52X0hSkiKjyjjT9WBBxPjFtddei6FDh+KNN96ASqVCaWkpYmJiMGrUKLz88st4+OGHsWvXLgBA4l+3eTfccAMqKyvx448/IjY2FnfccQdqa2s782MwMiI2lkSeuyBbs5mCpF0Jnfh4uukwGEgQJSdHd+yJCKwWFsRAWnZ0BN7aeETzd8h0HiyIGL+oqKjAvffeiwEDBgAA+vbt27YsJSUFCoUCubm5bfN2796Nb775Bhs2bMApp5wCAHjvvfcwcODAjh04I1vsizO6ci8Ly4+r2KC4OFuhP72eYqiiGbWa4qqqqkhcZmQE3rIjnIg2HuXljoJIWIwiIRmA6XpEYMQB05nMnDkT06ZNwznnnIOnn34a+/bt87j+zp07oVarMXz48LZ5AwYMQGq0pgIx7fBWnFG0o3B1kVSp6IJqMJCrhWNPKM7MaAx/y45gycwkq6Beb5snerixIGI6AxZEjF88+uij2L59Oy644AL8+OOPKC4uxuLFi92uL/0V4amQU94vIytEcUaTyfVyg4EsHe5ISaGLqqhpFO2IkgwWi7zjqUTl9MOHbYHxRmPHJaIwjDMRKYjmzp2LoqIiaLVaDBs2DD/99JPH9VevXo1hw4ZBq9WiV69eePPNNztopF2Tfv364e6778by5csxceJEzJs3DwAQGxsLiziz/cXAgQNhNpuxefPmtnm7du3i1HymDdFawp2FyFsqfXw8WRqiPaBaIBq9yjWgWqBUAv37A3l5tp50ZjN9h5GYLclEPhH3s/vss89w11134cEHH8TWrVsxevRojB8/HhUVFS7XLysrw/nnn4/Ro0dj69ateOCBB3DHHXdg4cKFHTJeEewZ7ofB4P/YmpubUVpaitLSUgB0rEpLS90eS51Oh9tuuw2rVq1CeXk5fv75Z2zatKktHqiwsBDNzc344YcfUFdXh9bWVvTv3x/jxo3DzTffjI0bN2LLli2YNm0a4uR8pmY6HHeCSLhQvAkirdb2iHa0WlsTVbkLRI2GiojGxQFHj9L3Ha11pJjOJ+IE0YsvvoipU6di2rRpGDhwIF5++WUUFBTgjTfecLn+m2++iR49euDll1/GwIEDMW3aNNx00014/vnnwzpOtZru1IxG4Pjx8D+MRno/fwIoN2/ejKFDh2Lo0KEAKD5o6NChePjhh12ur1KpUF9fj8mTJ6Nfv3644oorMH78eDz22GMAgFGjRmH69Om48sorkZWVhWeffRYAMG/ePBQUFODMM8/ExIkTccsttyA7Ozu4A8x0KdwVZ9Tp3AdUC0RgdVqavCoydyYZGXTMIsH1lJpKokinc6w6zjAdjUKSnPtFyxej0Yj4+Hh8/vnnuPTSS9vm33nnnSgtLcXq1avbbXPGGWdg6NCh+Pe//902b/HixbjiiivQ2tqKGBdFUAwGAwx2JpempiYUFBSgsbERyX6UfeXWHQzjGxUVwK+/Ujd7ew4fptYTw4Z53n7jRlqvsDBsQ4woRGPf7t07eyS+IUnAzp3A3r3A8OHUf49hQkFTUxNSUlJ8un7LMCHTPXV1dbBYLMjJyXGYn5OTgxrhhHaipqbG5fpmsxl1dXXIy8trt82cOXParB7BwA0KGcY33BVn9DVTqm9fecfLdDSpqZHV002hoO/QYuFMQabziDiXGdA+Y0mSJI9ZTK7WdzVfMHv2bDQ2NrY9KisrgxwxwzCesC/OKBC2a19cKOnpLIginZgYYPBg+fVeY6KHiLIQZWZmQqVStbMG1dbWtrMCCXJzc12ur1arkeEml1ej0UATCc53hukiiNR7+158BgPFwHBMCcMwHUFEWYhiY2MxbNgwrFixwmH+ihUrMGrUKJfbjBw5st36y5cvx/Dhw13GDzEM0/G4Ks6o11OwtdwzpRiG6RpElCACKBPq3Xffxfvvv4+dO3fi7rvvRkVFBaZPnw6A3F2TJ09uW3/69OkoLy/HzJkzsXPnTrz//vt47733MGvWrM76CAzDOOGqOKNOR3EwXJOGYZiOIKJcZgBw5ZVXor6+Ho8//jiqq6tRUlKCZcuWoedfTYyqq6sd6ugUFRVh2bJluPvuu/H6668jPz8fr7zyCi677LLO+ggMwzihUlF6/fHjtnkmU2QFBjMME9lEVNp9Z+FP2h7DMIFRWgocOkQtHaxWalB62mnU84phGCYQ/Ll+szGaYRhZYF+c0VOHe4ZhmHDAgohhGFmg0dhS7UXFYm7FwTBMR8GCiGEYWWCf9KnTUW0hbsXBMExHwYKIYRhZIOoPSRLFEHG4HsMwHQkLIoZhZEFMDD0MBkrB5/ghhmE6EhZEYUCSgJaWznn4kzM4ZswY3H777bjrrruQlpaGnJwcvP3222hpacGNN96IpKQk9O7dG998803bNjt27MD555+PxMRE5OTk4Prrr0ddXV3b8m+//Rann346UlNTkZGRgQsvvBD79u1rW37gwAEoFAosWrQIZ511FuLj4zFkyBCsX78+JMeeiVxiY0kIHT9ObTi4ICPDMB0JC6Iw0NpKDQo749Ha6t9YP/jgA2RmZuKXX37B7bffjltvvRWXX345Ro0ahV9//RXnnXcerr/+erS2tqK6uhpnnnkmTjzxRGzevBnffvstDh8+jCuuuKJtfy0tLZg5cyY2bdqEH374AUqlEpdeeims9k2qADz44IOYNWsWSktL0a9fP1x99dUw25cpZqIOIYiamui3zN1zGIbpSLgOkQ/4W4eopaXzOjY3N/vuahgzZgwsFgt++uknAIDFYkFKSgomTpyIDz/8EABQU1ODvLw8rF+/HsuWLcPGjRvx3Xffte3j4MGDKCgowK5du9CvX79273HkyBFkZ2dj27ZtKCkpwYEDB1BUVIR3330XU6dOBUBWp0GDBmHnzp0YMGBAkEeAiWTWrgXKy4ERI6j7OcMwTDD4c/2OuErVkUB8PAmTznpvfzjhhBPaplUqFTIyMjB48OC2eaJpbm1tLbZs2YKVK1ci0YXa27dvH/r164d9+/bhoYcewoYNG1BXV9dmGaqoqEBJSYnL983Ly2t7DxZE0U18PKXad9YNBcMw0QsLojCgUEROQKhzg1uFQuEwT/FX3rPVaoXVasWECRPwzDPPtNuPEDUTJkxAQUEB3nnnHeTn58NqtaKkpARGo9Ht+9q/BxPdCEHE8UMMw3Q0LIgYnznppJOwcOFCFBYWQq1u/9Opr6/Hzp078dZbb2H06NEAgLVr13b0MJkIRliHIuWGgmGYrgMHVTM+M2PGDBw9ehRXX301fvnlF+zfvx/Lly/HTTfdBIvFgrS0NGRkZODtt9/G3r178eOPP2LmzJmdPWwmgoiLA7KyKLiaYRimI2FBxPhMfn4+fv75Z1gsFpx33nkoKSnBnXfeiZSUFCiVSiiVSnz66afYsmULSkpKcPfdd+O5557r7GEzEURODjBwYGePgmGYaISzzHyAu90zDMMwTOTB3e4ZhmEYhmH8gAURwzAMwzBRDwsihmEYhmGiHhZEDMMwDMNEPSyIGIZhGIaJelgQMQzDMAwT9bAgYhiGYRgm6mFBxDAMwzBM1MOCiGEYhmGYqIcFEcMwDMMwUQ8LIoZhGIZhoh4WRAzDMAzDRD0siBiGYRiGiXrUnT2ASECSJADUNZdhGIZhmMhAXLfFddwTLIh84Pjx4wCAgoKCTh4JwzAMwzD+cvz4caSkpHhcRyH5IpuiHKvViqqqKiQlJUGhUHT2cCKSpqYmFBQUoLKyEsnJyZ09nIiHj2do4eMZWvh4hhY+noEjSRKOHz+O/Px8KJWeo4TYQuQDSqUS3bt37+xhdAmSk5P5Dx1C+HiGFj6eoYWPZ2jh4xkY3ixDAg6qZhiGYRgm6mFBxDAMwzBM1MOCiOkQNBoNHnnkEWg0ms4eSpeAj2do4eMZWvh4hhY+nh0DB1UzDMMwDBP1sIWIYRiGYZiohwURwzAMwzBRDwsihmEYhmGiHhZEDMMwDMNEPSyImLBy4MABTJ06FUVFRYiLi0Pv3r3xyCOPwGg0OqxXUVGBCRMmICEhAZmZmbjjjjvarcMQ//rXvzBq1CjEx8cjNTXV5Tp8PP1j7ty5KCoqglarxbBhw/DTTz919pAigjVr1mDChAnIz8+HQqHAkiVLHJZLkoRHH30U+fn5iIuLw5gxY7B9+/bOGazMmTNnDk4++WQkJSUhOzsbl1xyCXbt2uWwDh/P8MKCiAkrf/75J6xWK9566y1s374dL730Et5880088MADbetYLBZccMEFaGlpwdq1a/Hpp59i4cKFuOeeezpx5PLFaDTi8ssvx6233upyOR9P//jss89w11134cEHH8TWrVsxevRojB8/HhUVFZ09NNnT0tKCIUOG4LXXXnO5/Nlnn8WLL76I1157DZs2bUJubi7OPffctv6QjI3Vq1djxowZ2LBhA1asWAGz2YyxY8eipaWlbR0+nmFGYpgO5tlnn5WKioraXi9btkxSKpXSoUOH2uYtWLBA0mg0UmNjY2cMMSKYN2+elJKS0m4+H0//GDFihDR9+nSHeQMGDJDuv//+ThpRZAJAWrx4cdtrq9Uq5ebmSk8//XTbPL1eL6WkpEhvvvlmJ4wwsqitrZUASKtXr5YkiY9nR8AWIqbDaWxsRHp6etvr9evXo6SkBPn5+W3zzjvvPBgMBmzZsqUzhhjR8PH0HaPRiC1btmDs2LEO88eOHYt169Z10qi6BmVlZaipqXE4thqNBmeeeSYfWx9obGwEgLZzJR/P8MOCiOlQ9u3bh1dffRXTp09vm1dTU4OcnByH9dLS0hAbG4uampqOHmLEw8fTd+rq6mCxWNodr5ycHD5WQSKOHx9b/5EkCTNnzsTpp5+OkpISAHw8OwIWRExAPProo1AoFB4fmzdvdtimqqoK48aNw+WXX45p06Y5LFMoFO3eQ5Ikl/O7IoEcT09E+/H0F+fjwscqdPCx9Z/bbrsNv//+OxYsWNBuGR/P8KHu7AEwkcltt92Gq666yuM6hYWFbdNVVVU466yzMHLkSLz99tsO6+Xm5mLjxo0O844dOwaTydTubqir4u/x9AQfT9/JzMyESqVqd4ddW1vLxypIcnNzAZBlIy8vr20+H1vP3H777fjyyy+xZs0adO/evW0+H8/ww4KICYjMzExkZmb6tO6hQ4dw1llnYdiwYZg3bx6USkfD5MiRI/Gvf/0L1dXVbX/05cuXQ6PRYNiwYSEfuxzx53h6g4+n78TGxmLYsGFYsWIFLr300rb5K1aswMUXX9yJI4t8ioqKkJubixUrVmDo0KEAKGZr9erVeOaZZzp5dPJDkiTcfvvtWLx4MVatWoWioiKH5Xw8ww8LIiasVFVVYcyYMejRoweef/55HDlypG2ZuOMZO3YsiouLcf311+O5557D0aNHMWvWLNx8881ITk7urKHLloqKChw9ehQVFRWwWCwoLS0FAPTp0weJiYl8PP1k5syZuP766zF8+PA2C2ZFRYVDnBvjmubmZuzdu7ftdVlZGUpLS5Geno4ePXrgrrvuwlNPPYW+ffuib9++eOqppxAfH49rrrmmE0ctT2bMmIH//Oc/WLp0KZKSktqslikpKYiLi4NCoeDjGW46McONiQLmzZsnAXD5sKe8vFy64IILpLi4OCk9PV267bbbJL1e30mjljdTpkxxeTxXrlzZtg4fT/94/fXXpZ49e0qxsbHSSSed1JbqzHhm5cqVLn+LU6ZMkSSJUsUfeeQRKTc3V9JoNNIZZ5whbdu2rXMHLVPcnSfnzZvXtg4fz/CikCRJ6kgBxjAMwzAMIzc4y4xhGIZhmKiHBRHDMAzDMFEPCyKGYRiGYaIeFkQMwzAMw0Q9LIgYhmEYhol6WBAxDMMwDBP1sCBiGIZhGCbqYUHEMAzDMEzUw4KIYRiGYZiohwURwzAMwzBRDwsihmGYKOarr75Cr169cPLJJ2P37t2dPRyG6TS4lxnDMEwU069fP8ydOxfbt2/H+vXr8emnn3b2kBimU2ALEcMwUc2YMWNw1113uX0tR0488UQoFIp2j6qqKpfr19fXIzs7GwcOHGi3LDMzE3369EGvXr2QkpLisGzSpEl48cUXw/ERGEZ2sCBimCjhhhtuaLtwxsTEoFevXpg1axZaWlo6e2iyYtGiRXjiiSdCus9Qi6zly5ejuroaP/zwA/r06YOkpCQ8/PDDyM/Pd7n+nDlzMGHCBBQWFrZbduONN6J37964+eab8dRTTzkse/jhh/Gvf/0LTU1NIRs7w8gVFkQME0WMGzcO1dXV2L9/P5588knMnTsXs2bNCmhfRqMxxKMLL76ONz09HUlJSWEeTXBkZ2fjf//7H84//3yMGDECe/bswWOPPeZyXZ1Oh/feew/Tpk1rt8xsNuPf//437rvvPhw/fhxpaWkOy0844QQUFhbik08+CcvnYBg5wYKIYaIIjUaD3NxcFBQU4JprrsG1116LJUuWAAAMBgPuuOMOZGdnQ6vV4vTTT8emTZvath0zZgxuu+02zJw5E5mZmTj33HMBAJIk4dlnn0WvXr0QFxeHIUOG4IsvvvA4DqvVimeeeQZ9+vSBRqNBjx498K9//attubexeFvubrwtLS2YPHkyEhMTkZeXhxdeeKHd2Fy50O644w7cd999SE9PR25uLh599FGHbb799lucfvrpSE1NRUZGBi688ELs27cPAFnmVq9ejX//+99tFjrhugrk2AHAK6+8gttvvx1vv/02PvnkE+Tk5Lhd95tvvoFarcbIkSPbLXvzzTfRq1cvzJgxA62trdizZ0+7dS666CIsWLDA65gYJuKRGIaJCqZMmSJdfPHFDvNuv/12KSMjQ5IkSbrjjjuk/Px8admyZdL27dulKVOmSGlpaVJ9fb0kSZJ05plnSomJidK9994r/fnnn9LOnTslSZKkBx54QBowYID07bffSvv27ZPmzZsnaTQaadWqVW7Hct9990lpaWnS/Pnzpb1790o//fST9M4777Qt9zYWb8vdjffWW2+VunfvLi1fvlz6/fffpQsvvFBKTEyU7rzzToftnF8nJydLjz76qLR7927pgw8+kBQKhbR8+fK2db744gtp4cKF0u7du6WtW7dKEyZMkAYPHixZLBapoaFBGjlypHTzzTdL1dXVUnV1tWQ2mwM+dhs2bJBiYmKkpUuXul3HnjvvvFMaN25cu/lHjx6VsrOzpR07dkiSJEkpKSnSp59+2m69ZcuWSRqNRtLr9T69H8NEKiyIGCZKcBZEGzdulDIyMqQrrrhCam5ulmJiYqRPPvmkbbnRaJTy8/OlZ599VpIkEgYnnniiwz6bm5slrVYrrVu3zmH+1KlTpauvvtrlOJqamiSNRuMggJz36WksvozV1XiPHz8uxcbGOlz06+vrpbi4OK+C6PTTT3cY48knnyz94x//cDl+SZKk2tpaCYC0bds2l/sUn9PfYyfe+/bbb3e73JmLL75Yuummm9rNv+2226S///3vba9HjhwpzZ49u916v/32mwRAOnDggM/vyTCRiLqzLVQMw3QcX331FRITE2E2m2EymXDxxRfj1Vdfxb59+2AymXDaaae1rRsTE4MRI0Zg586dbfOGDx/usL8dO3ZAr9e3uc8ERqMRQ4cOdTmGnTt3wmAw4Oyzz3a53NtYfB2r83j37dsHo9Ho4DpKT09H//79XY7DnhNOOMHhdV5eHmprax32/dBDD2HDhg2oq6uD1WoFAFRUVKCkpMTlPgM5dnv37sWmTZuwcOFCr2MW6HQ6aLXadu/98ccfOxyvkpISlJaWtts+Li4OANDa2urzezJMJMKCiGGiiLPOOgtvvPEGYmJikJ+fj5iYGABAdXU1AEChUDisL0mSw7yEhASH5eLC//XXX6Nbt24OyzQajcsxiAusO6S/SqO5G4u35fbYj1cKouSaOE4ChULR9tkBYMKECSgoKMA777yD/Px8WK1WlJSUeAzkDuTYrVu3DpmZmSgoKPB57JmZmTh27JjDvLvvvhsNDQ3o3r27w3jy8vLabX/06FEAQFZWls/vyTCRCAdVM0wUkZCQgD59+qBnz54OF/k+ffogNjYWa9eubZtnMpmwefNmDBw40O3+iouLodFoUFFRgT59+jg83F20+/bti7i4OPzwww8ul3sbS6Bj7dOnD2JiYrBhw4a2eceOHQu6OnN9fT127tyJf/7znzj77LMxcODAdgIkNjYWFovFYV4gx85kMsFgMECv1/s8vqFDh2LHjh1tr7/66its2bIFW7duRWlpadvjvffeQ1VVFY4cOeKw/R9//IHu3bsjMzPT5/dkmEiELUQMwyAhIQG33nor7r33XqSnp6NHjx549tln0draiqlTp7rdLikpCbNmzcLdd98Nq9WK008/HU1NTVi3bh0SExMxZcqUdttotVr84x//wH333YfY2FicdtppOHLkCLZv346pU6d6HUugY01MTMTUqVNx7733IiMjAzk5OXjwwQehVAZ3X5iWloaMjAy8/fbbyMvLQ0VFBe6//36HdQoLC7Fx40YcOHAAiYmJban9/h67MWPGQK/X48Ybb8Q999yD/v37ey0RcN5552H27Nk4duwYEhMTcc899+Dee+/FiSee6LBecnIyAOC3337DOeec0zb/p59+wtixYwM8OgwTObAgYhgGAPD000/DarXi+uuvx/HjxzF8+HB899137WrTOPPEE08gOzsbc+bMwf79+5GamoqTTjoJDzzwgNttHnroIajVajz88MOoqqpCXl4epk+f7vNYAh3rc889h+bmZlx00UVISkrCPffcg8bGRj+OUnuUSiU+/fRT3HHHHSgpKUH//v3xyiuvYMyYMW3rzJo1C1OmTEFxcTF0Oh3KyspQWFjo97Hr3bs3li5dikcffRSjR4+GwWDA/fff366goj2DBw/G8OHD8d///hctLS1oaGjAbbfd1m69goICxMfHo7S0tE0Q6fV6LF68GN99911Qx4hhIgHuZcYwDBOhzJ07F08++aTblh2CZcuWYdasWfjjjz/8soi9/vrrWLp0KZYvXx7sUBlG9rCFiGEYJgJpaGjAxo0bMWLECK/rnn/++dizZw8OHTrkV0B2TEwMXn311WCGyTARA1uIGIZhIpDHHnsMP//8M+bPn++2hxnDML7DgohhGIZhmKiH0+4ZhmEYhol6WBAxDMMwDBP1sCBiGIZhGCbqYUHEMAzDMEzUw4KIYRiGYZiohwURwzAMwzBRDwsihmEYhmGiHhZEDMMwDMNEPSyIGIZhGIaJelgQMQzDMAwT9fw/eaY4vWJDP2QAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot_mean_profile(bins=100, # how much to chunk rxn_coord\n", " n_std=1, # how many standard deviations from mean\n", " color='blue', # color of plot\n", " fill_alpha=0.2, # opacity of standard deviation\n", " legend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ordering HOLE profiles with an order parameter\n", "\n", "If you are interested in the HOLE profiles over an order parameter, you can directly pass that into the analysis after it is run. Below, we use an order parameter of RMSD from a reference structure.\n", "\n", "
\n", " \n", "**Note**\n", "\n", "Please cite (Stelzl *et al.*, 2014) when using the ``over_order_parameters`` functionality.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.680781016Z", "start_time": "2023-06-09T13:54:31.606683537Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame 0: 6.11\n", "Frame 1: 4.88\n", "Frame 2: 3.66\n", "Frame 3: 2.44\n", "Frame 4: 1.22\n", "Frame 5: 0.00\n", "Frame 6: 1.22\n", "Frame 7: 2.44\n", "Frame 8: 3.66\n", "Frame 9: 4.88\n", "Frame 10: 6.11\n" ] } ], "source": [ "from MDAnalysis.analysis import rms\n", "\n", "ref = mda.Universe(PDB_HOLE)\n", "rmsd = rms.RMSD(u, ref, select='protein', weights='mass').run()\n", "rmsd_values = rmsd.rmsd[:, 2]\n", "for i, rmsd in enumerate(rmsd_values):\n", " print(f\"Frame {i}: {rmsd:.2f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can pass this in as `order_parameter`. The resulting `profiles` dictionary will have your order parameters as keys. **You should be careful with this if your order parameter has repeated values, as duplicate keys are not possible; each duplicate key just overwrites the previous value.**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.693850556Z", "start_time": "2023-06-09T13:54:31.642500393Z" }, "scrolled": true }, "outputs": [], "source": [ "op_profiles = ha.over_order_parameters(rmsd_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see here that the dictionary does not order the entries by the order parameter. If you iterate over the dictionary, it will return each (key, value) pair in sorted key order." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.695169408Z", "start_time": "2023-06-09T13:54:31.646682959Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.000, 543\n", "1.221, 389\n", "1.221, 511\n", "2.442, 419\n", "2.442, 399\n", "3.663, 379\n", "3.663, 443\n", "4.884, 391\n", "4.884, 149\n", "6.105, 205\n", "6.105, 139\n" ] } ], "source": [ "for order_parameter, profile in op_profiles.items():\n", " print(f\"{order_parameter:.3f}, {len(profile)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also select specific frames for the new profiles." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.697855709Z", "start_time": "2023-06-09T13:54:31.655223088Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.221, 511\n", "4.884, 149\n", "6.105, 205\n" ] } ], "source": [ "op_profiles = ha.over_order_parameters(rmsd_values, frames=[0, 4, 9])\n", "for order_parameter, profile in op_profiles.items():\n", " print(f\"{order_parameter:.3f}, {len(profile)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`HoleAnalysis` also provides convenience functions for plotting over order parameters. Unlike `plot()`, `plot_order_parameters()` requires an ``aggregator`` function that reduces an array of radii to a singular value. The default function is ``min()``. You can also pass in functions such as ``max()`` or ``np.mean()``, or define your own function to operate on an array and return a vlue." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:31.955556869Z", "start_time": "2023-06-09T13:54:31.697596035Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot_order_parameters(rmsd_values,\n", " aggregator=min,\n", " xlabel='RMSD to reference ($\\AA$)',\n", " ylabel='Minimum HOLE pore radius $r$ ($\\AA$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`plot3D_order_parameters()` functions in a similar way to `plot3D()`, although you need to pass in the order parameters." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:32.154596946Z", "start_time": "2023-06-09T13:54:31.877224398Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ha.plot3D_order_parameters(rmsd_values,\n", " ylabel='RMSD to reference ($\\AA$)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deleting HOLE files\n", "\n", "The HOLE program and related MDAnalysis code write a number of files out. Both the `hole()` function and `HoleAnalysis` class contain ways to easily remove these files.\n", "\n", "For `hole()`, pass in `keep_files=False` to delete HOLE files as soon as the analysis is done. However, this will also remove the sphpdb file required to create a VMD surface from the analysis. If you need to write a VMD surface file, use the `HoleAnalysis` class instead. \n", "\n", "You can track the created files at the `tmp_files` attribute." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:32.159749452Z", "start_time": "2023-06-09T13:54:32.156004186Z" } }, "outputs": [ { "data": { "text/plain": [ "['simple2.rad',\n", " 'hole000.out',\n", " 'hole000.sph',\n", " 'hole001.out',\n", " 'hole001.sph',\n", " 'hole002.out',\n", " 'hole002.sph',\n", " 'hole003.out',\n", " 'hole003.sph',\n", " 'hole004.out',\n", " 'hole004.sph',\n", " 'hole005.out',\n", " 'hole005.sph',\n", " 'hole006.out',\n", " 'hole006.sph',\n", " 'hole007.out',\n", " 'hole007.sph',\n", " 'hole008.out',\n", " 'hole008.sph',\n", " 'hole009.out',\n", " 'hole009.sph',\n", " 'hole010.out',\n", " 'hole010.sph']" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ha.tmp_files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The built-in method `delete_temporary_files()` will remove these." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:32.252071232Z", "start_time": "2023-06-09T13:54:32.160776904Z" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ha.delete_temporary_files()\n", "ha.tmp_files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can use `HoleAnalysis` as a context manager. When you exit the block, the temporary files will be deleted automatically." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:43.041456285Z", "start_time": "2023-06-09T13:54:32.201150023Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with hole2.HoleAnalysis(u,\n", " # executable='~/hole2/exe/hole',\n", " ) as ha2:\n", " ha2.run()\n", " ha2.create_vmd_surface(filename='holeanalysis.vmd')\n", " ha2.plot()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2023-06-09T13:54:43.052673079Z", "start_time": "2023-06-09T13:54:43.045787121Z" } }, "outputs": [ { "data": { "text/plain": [ "np.float64(20.0962)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ha.profiles[0][0].radius" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Richard J. Gowers, Max Linke, Jonathan Barnoud, Tyler J. E. Reddy, Manuel N. Melo, Sean L. Seyler, Jan Domański, David L. Dotson, Sébastien Buchoux, Ian M. Kenney, and Oliver Beckstein.\n", "MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations.\n", "Proceedings of the 15th Python in Science Conference, pages 98–105, 2016.\n", "00152.\n", "URL: https://conference.scipy.org/proceedings/scipy2016/oliver_beckstein.html, doi:10.25080/Majora-629e541a-00e.\n", "\n", "[2] Naveen Michaud-Agrawal, Elizabeth J. Denning, Thomas B. Woolf, and Oliver Beckstein.\n", "MDAnalysis: A toolkit for the analysis of molecular dynamics simulations.\n", "Journal of Computational Chemistry, 32(10):2319–2327, July 2011.\n", "00778.\n", "URL: http://doi.wiley.com/10.1002/jcc.21787, doi:10.1002/jcc.21787.\n", "\n", "[3] O S Smart, J M Goodfellow, and B A Wallace.\n", "The pore dimensions of gramicidin A.\n", "Biophysical Journal, 65(6):2455–2460, December 1993.\n", "00522.\n", "URL: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1225986/, doi:10.1016/S0006-3495(93)81293-1.\n", "\n", "[4] O. S. Smart, J. G. Neduvelil, X. Wang, B. A. Wallace, and M. S. Sansom.\n", "HOLE: a program for the analysis of the pore dimensions of ion channel structural models.\n", "Journal of Molecular Graphics, 14(6):354–360, 376, December 1996.\n", "00935.\n", "doi:10.1016/s0263-7855(97)00009-x.\n", "\n", "[5] Lukas S. Stelzl, Philip W. Fowler, Mark S. P. Sansom, and Oliver Beckstein.\n", "Flexible gates generate occluded intermediates in the transport cycle of LacY.\n", "Journal of Molecular Biology, 426(3):735–751, February 2014.\n", "00000.\n", "URL: https://asu.pure.elsevier.com/en/publications/flexible-gates-generate-occluded-intermediates-in-the-transport-c, doi:10.1016/j.jmb.2013.10.024." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.16" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "vscode": { "interpreter": { "hash": "5edc5d8d8cbc0935a054a8e44024f729bc376180aae27775d15f2ff38c68f892" } } }, "nbformat": 4, "nbformat_minor": 2 }