diff --git a/.gitignore b/.gitignore index 7e99e36..591b6f3 100644 --- a/.gitignore +++ b/.gitignore @@ -1 +1,2 @@ -*.pyc \ No newline at end of file +*.pyc +.cache/ \ No newline at end of file diff --git a/Pipfile b/Pipfile index 3cdc4b9..9db8165 100644 --- a/Pipfile +++ b/Pipfile @@ -9,7 +9,7 @@ ipython = "*" jupyter = "*" matplotlib = "*" scipy = "*" -spacepy = "*" +astropy = "*" [dev-packages] diff --git a/Pipfile.lock b/Pipfile.lock index 3d97e0f..18d6ef4 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "d33c15770abf2c4b05283382da131b41c3adb982d6e486352357938ed088724a" + "sha256": "b270bd287239ad309a2c934f0fb797bbe8ce43f13fedeb0b4e881ad5bb134e4f" }, "pipfile-spec": 6, "requires": { @@ -18,11 +18,11 @@ "default": { "anyio": { "hashes": [ - "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb", - "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a" + 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+ "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6" ], - "version": "==24.8.0" + "markers": "python_version >= '3.9'", + "version": "==24.11.1" }, "webencodings": { "hashes": [ diff --git a/nbody/checklist.md b/nbody/checklist.md index a8c0e2f..90d3991 100644 --- a/nbody/checklist.md +++ b/nbody/checklist.md @@ -8,7 +8,21 @@ - [x] compare with the analytical expectation from Newtons 2nd law - [ ] compute the relaxation time -### Task 2 +### Task 2 (particle mesh) +- [ ] Choose reasonable units +- [ ] Implement force computation on mesh +- [ ] Find optimal mesh size +- [ ] Compare with direct nbody simulation +- [ ] Time integration for direct method AND mesh method + + +### Task 2 (tree code) +- [ ] Implement force computation with multipole expansion + - [ ] Find optimal grouping criterion +- [ ] Compare with direct nbody simulation +- [ ] Time integration for direct method AND tree method + + @@ -16,4 +30,8 @@ ### Questions -- Procedure for each time step of a mesh simulation? Potential on mesh -> forces on particles -> update particle positions -> new mesh potential? or skip the creation of particles in each time step? \ No newline at end of file +- Procedure for each time step of a mesh simulation? Potential on mesh -> forces on particles -> update particle positions -> new mesh potential? or skip the creation of particles in each time step? +- How to represent the time evolution of the system? + - plot total energy vs time + - plot particle positions? +- What is the parameter a of the Hernquist model? \ No newline at end of file diff --git a/nbody/data/N_Body_project_2021-2.pdf b/nbody/reference/N_Body_project_2021-2.pdf similarity index 100% rename from nbody/data/N_Body_project_2021-2.pdf rename to nbody/reference/N_Body_project_2021-2.pdf diff --git a/nbody/task1.ipynb b/nbody/task1.ipynb index 7c8feac..fece3b2 100644 --- a/nbody/task1.ipynb +++ b/nbody/task1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -21,9 +21,10 @@ "\n", "from pathlib import Path\n", "import numpy as np\n", - "import utils\n", "import matplotlib.pyplot as plt\n", + "import astropy.units as u\n", "\n", + "import utils\n", "import utils.logging_config\n", "import logging\n", "logger = logging.getLogger(\"task1\")" @@ -31,28 +32,27 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "DATA_ROOT = Path('data')\n", "DATA_NAME = 'data.txt'\n", - "# DATA_NAME = 'data0.txt'\n", - "# DATA_NAME = 'data1.txt'\n", - "NBINS = 100" + "NBINS = 30\n", + "CACHE_ROOT = Path('.cache')" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "13:55:14 - utils.load - Loaded 50010 rows and 10 columns from data/data.txt\n", - "13:55:14 - task1 - Fetched 50010 points, columns: ['ID', 'MASS', 'X', 'Y', 'Z', 'VX', 'VY', 'VZ', 'SOFTENING', '?']\n" + "12:58:01 - utils.load - Loaded 50010 rows and 10 columns from data/data.txt\n", + "12:58:01 - task1 - Fetched 50010 points, columns: ['ID', 'MASS', 'X', 'Y', 'Z', 'VX', 'VY', 'VZ', 'SOFTENING', '?']\n" ] } ], @@ -62,21 +62,21 @@ "# reorder the columns to match the expected order (x, y, z, mass)\n", "particles = points[:, [2, 3, 4, 1]]\n", "\n", - "particles = particles[::10, ...]\n", + "# particles = particles[::10, ...]\n", "# particles = particles[:5000, ...]\n", - "# TODO: remove this\n", - "\n", - "# particles = utils.remove_outliers(particles)" + "# particles = utils.remove_outliers(particles)\n", + "# logger.warning(f\"Reduced selection to {particles.shape[0]} particles\")\n", + "# TODO: make sure this is not executed in the final version" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -93,32 +93,89 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Choice of units\n", + "Recap of the particle properties:\n", + "- $\\sim 10^4$ particles\n", + "- spherical distribution\n", + "\n", + "$\\implies$ this seems to be a **globular cluster**" + ] + }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/remy/.local/share/virtualenvs/projects-X-9bmgL6/lib/python3.12/site-packages/numpy/_core/function_base.py:314: RuntimeWarning: overflow encountered in power\n", - " return _nx.power(base, y)\n", - "/home/remy/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/particles.py:19: RuntimeWarning: overflow encountered in power\n", - " volume = 4/3 * np.pi * (r_bins[1:]**3 - r_bins[:-1]**3)\n", - "/home/remy/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/particles.py:19: RuntimeWarning: invalid value encountered in subtract\n", - " volume = 4/3 * np.pi * (r_bins[1:]**3 - r_bins[:-1]**3)\n", - "/home/remy/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/model.py:11: RuntimeWarning: overflow encountered in power\n", - " rho = M / (2 * np.pi) * a / (r_bins * (r_bins + a)**3)\n", - "/home/remy/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/model.py:11: RuntimeWarning: overflow encountered in multiply\n", - " rho = M / (2 * np.pi) * a / (r_bins * (r_bins + a)**3)\n", - "/home/remy/.local/share/virtualenvs/projects-X-9bmgL6/lib/python3.12/site-packages/matplotlib/scale.py:255: RuntimeWarning: overflow encountered in power\n", - " return np.power(self.base, values)\n" + "12:58:03 - utils.units - Set scales: M_SCALE = 0.021634629254180957 solMass, R_SCALE = 0.02759802045521005 pc\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4622219.258999999\n" + ] + } + ], + "source": [ + "# Set G = 1\n", + "G = 1\n", + "\n", + "\n", + "# Since we have a globular cluster, we can use typical values\n", + "M_TOT = 1e5 * u.M_sun\n", + "R_TOT = 20 * u.pc\n", + "\n", + "# Rescale the units of the particles\n", + "M_particles = particles[:,3].sum()\n", + "print(M_particles.sum())\n", + "R_particles = np.max(np.linalg.norm(particles[:, :3], axis=1))\n", + "m_scale = M_TOT / M_particles\n", + "r_scale = R_TOT / R_particles\n", + "utils.seed_scales(r_scale, m_scale)\n", + "\n", + "\n", + "\n", + "# ### Plot again with scales\n", + "# positions = utils.apply_units(particles[:, :3], \"position\")\n", + "# masses = utils.apply_units(particles[:, 3], \"mass\")\n", + "# fig = plt.figure()\n", + "# ax = fig.add_subplot(111, projection='3d')\n", + "# sc = ax.scatter(positions[:,0], positions[:,1], positions[:,2], cmap='viridis', c=masses)\n", + "#\n", + "# ax.set_xlabel(f'x [{positions.unit}]')\n", + "# ax.set_ylabel(f'y [{positions.unit}]')\n", + "# ax.set_zlabel(f'z [{positions.unit}]')\n", + "# cbar = plt.colorbar(sc, ax=ax, pad=0.1)\n", + "# cbar.set_label(f'Mass [{masses.unit}]')\n", + "#\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "12:58:03 - utils.particles - Half mass radius: 0.1887071270700712 for 25004th particle of 50010\n", + "12:58:03 - task1 - Scale length: a=0.078, total mass: m=4.6e+06\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -129,120 +186,112 @@ ], "source": [ "all_r = utils.r_distribution(particles)\n", - "rbins = np.logspace(np.min(all_r), np.max(all_r), NBINS)\n", + "rbins = np.logspace(np.log10(np.min(all_r)), np.log10(np.max(all_r)), NBINS, endpoint=True)\n", + "\n", + "## Using the Hernquist model with parameters M and a\n", + "m = M_particles\n", + "a = utils.half_mass_radius(particles) / (1 + np.sqrt(2))\n", + "logger.debug(f\"Scale length: {a=:.2g}, total mass: {m=:.2g}\")\n", + "rho_t = utils.model_density_distribution(rbins, m, a)\n", + "\n", + "## Numerical density distribution\n", "rho, err = utils.density_distribution(rbins, particles, ret_error=True)\n", - "rho_t = utils.model_density_distribution(rbins)\n", + "\n", + "## Add the units\n", + "rho = utils.apply_units(rho, \"density\")\n", + "err = utils.apply_units(err, \"density\")\n", + "rho_t = utils.apply_units(rho_t, \"density\")\n", + "rbins = utils.apply_units(rbins, \"position\")\n", "\n", "\n", "plt.figure()\n", "plt.title('Density distribution')\n", - "# set the scale to log-log\n", "plt.xscale('log')\n", "plt.yscale('log')\n", - "plt.xlabel('r')\n", - "plt.ylabel('rho')\n", - "plt.errorbar(rbins, rho, yerr=err, fmt='o', label=\"Particle data\")\n", - "plt.plot(rbins, rho_t, 'r-', label=\"Analytic model\")\n", + "plt.xlabel(f'r [{rbins.unit}]')\n", + "plt.ylabel(f'$\\\\rho$ [{rho.unit}]')\n", + "plt.errorbar(rbins.value, rho.value, yerr=err.value, fmt='o', label=\"Particle data\")\n", + "plt.plot(rbins.value, rho_t.value, 'o', label=\"Analytic model\")\n", "plt.legend()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Choice of units" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# Set G = 1\n", - "G = 1\n", + "plt.show()\n", "\n", - "# Since we have an elliptical galaxy, we can use typical values\n", - "M_TOT = 1e12 # Msol\n", - "R_TOT = 100 # kpc\n", - "\n" + "## Note that by construction, the first shell contains no particles\n", + "## => the numerical density is zero there\n", + "## Having more bins means to have shells that are nearly empty\n", + "## => the error is large, NBINS = 30 is a good compromise" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "13:56:50 - utils.particles - Half mass radius: 0.18508311314012416 for 2499th particle of 5001\n", - "13:56:50 - utils.particles - Number of particles within half mass radius: 2499 of 5001\n", - "13:56:50 - task1 - Mean interparticle distance: 0.021985731180436525\n", - "13:56:50 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(2.1985731180436524e-05))\n", - "13:56:50 - utils.forces_basic - Particle 0 done\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1.e-03 1.e-02 1.e-01 1.e+00 1.e+01 1.e+02 1.e+03]\n" + "13:14:03 - utils.particles - Half mass radius: 0.1887071270700712 for 25004th particle of 50010\n", + "13:14:03 - utils.particles - Number of particles within half mass radius: 25004 of 50010\n", + "13:14:03 - utils.particles - Found mean interparticle distance: 0.010402746349924056\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "13:56:51 - utils.forces_basic - Particle 5000 done\n", - "13:56:51 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(0.00021985731180436527))\n", - "13:56:51 - utils.forces_basic - Particle 0 done\n", - "13:56:53 - utils.forces_basic - Particle 5000 done\n", - "13:56:53 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(0.0021985731180436527))\n", - "13:56:53 - utils.forces_basic - Particle 0 done\n", - "13:56:54 - utils.forces_basic - Particle 5000 done\n", - "13:56:54 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(0.021985731180436525))\n", - "13:56:54 - utils.forces_basic - Particle 0 done\n", - "13:56:55 - utils.forces_basic - Particle 5000 done\n", - "13:56:55 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(0.21985731180436524))\n", - "13:56:55 - utils.forces_basic - Particle 0 done\n", - "13:56:56 - utils.forces_basic - Particle 5000 done\n", - "13:56:56 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(2.1985731180436523))\n", - "13:56:56 - utils.forces_basic - Particle 0 done\n", - "13:56:58 - utils.forces_basic - Particle 5000 done\n", - "13:56:58 - utils.forces_basic - Computing forces for 5001 particles using n^2 algorithm (using softening=np.float64(21.985731180436524))\n", - "13:56:58 - utils.forces_basic - Particle 0 done\n", - "13:56:59 - utils.forces_basic - Particle 5000 done\n", - "13:56:59 - utils.forces_basic - Computing forces for 5001 particles using spherical approximation\n", - "13:56:59 - utils.forces_basic - Particle 0 done\n", - "13:56:59 - utils.forces_basic - Particle 5000 done\n" + "13:14:03 - utils.forces_basic - Computing forces for 50010 particles using spherical approximation\n", + "13:14:03 - utils.forces_basic - Particle 0 done\n", + "13:14:07 - utils.forces_basic - Particle 5000 done\n", + "13:14:11 - utils.forces_basic - Particle 10000 done\n", + "13:14:15 - utils.forces_basic - Particle 15000 done\n", + "13:14:18 - utils.forces_basic - Particle 20000 done\n", + "13:14:22 - utils.forces_basic - Particle 25000 done\n", + "13:14:26 - utils.forces_basic - Particle 30000 done\n", + "13:14:30 - utils.forces_basic - Particle 35000 done\n", + "13:14:34 - utils.forces_basic - Particle 40000 done\n", + "13:14:38 - utils.forces_basic - Particle 45000 done\n", + "13:14:41 - utils.forces_basic - Particle 50000 done\n" ] } ], "source": [ "### Direct N body force computation and comparison with analytical model\n", "epsilon = utils.mean_interparticle_distance(particles)\n", - "logger.info(f\"Mean interparticle distance: {epsilon}\")\n", "\n", "\n", "# TODO: compute this in a threaded way\n", "epsilon_range = np.logspace(-3, 3, 7)\n", "n_squared_forces = []\n", "for e in epsilon_range:\n", - " f = utils.n_body_forces(particles, G, e * epsilon)\n", + " n_particles = particles.shape[0]\n", + " cache_file = CACHE_ROOT / f\"n_squared_forces__n_{n_particles}__softening_multiplier_{e:.0f}.npy\"\n", + " try:\n", + " f = np.load(cache_file)\n", + " except FileNotFoundError:\n", + " f = utils.n_body_forces(particles, G, e * epsilon)\n", + " np.save(cache_file, f)\n", + " logger.debug(f\"Saved forces to {cache_file}\")\n", " n_squared_forces.append(f)\n", "\n", - "\n", "analytical_force = utils.analytical_forces(particles)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "\"## compare the two force calculations\\n# since the forces were computed for each particle, rather than comparing them directly we compare the relative error in the magnitude and direction of the forces\\n\\n\\n# f_diff = f_nsquare_1e - f_analytical\\nf_diff = f_nsquare_2e - f_analytical\\ndiff_mag = np.linalg.norm(f_diff, axis=1)\\n\\n\\n# plot the distribution of the error\\n# create 4 stacked histograms, sharing the same x axis\\nfig, ax = plt.subplots(4, sharex=True)\\nax[0].hist(diff_mag, bins=NBINS)\\nax[0].set_title('Magnitude of the force difference')\\nax[0].set_yscale('log')\\n\\nax[1].hist(f_diff[:,0], bins=NBINS)\\nax[1].set_title('X component of the force difference')\\nax[1].set_yscale('log')\\n\\nax[2].hist(f_diff[:,1], bins=NBINS)\\nax[2].set_title('Y component of the force difference')\\nax[2].set_yscale('log')\\n\\nax[3].hist(f_diff[:,2], bins=NBINS)\\nax[3].set_title('Z component of the force difference')\\nax[3].set_yscale('log')\\n\\nplt.title('Error in forces')\\nplt.show()\\n\"" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "\"\"\"## compare the two force calculations\n", "# since the forces were computed for each particle, rather than comparing them directly we compare the relative error in the magnitude and direction of the forces\n", @@ -279,12 +328,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -294,20 +343,23 @@ } ], "source": [ + "SKIP_N = 20\n", "## Plot the radial force behaviour\n", "r = np.linalg.norm(particles[:,:3], axis=1)\n", "\n", "plt.figure()\n", - "plt.title('Radial force behaviour')\n", + "plt.title('Radial force')\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.xlabel('$r$')\n", "plt.ylabel('$F_r(r)$')\n", "\n", - "plt.plot(r, np.linalg.norm(analytical_force, axis=1), 'o', label=\"Analytical\", zorder=10)\n", + "plt.plot(r[::SKIP_N], np.linalg.norm(analytical_force[::SKIP_N], axis=1), '.', label=\"Analytical\", zorder=10, alpha=0.5)\n", "\n", "for e, f in zip(epsilon_range, n_squared_forces):\n", - " plt.plot(r, np.linalg.norm(f, axis=1), '.', label=f\"N^2 - {e:.1g} * epsilon\")\n", + " r_red = r[::SKIP_N]\n", + " f_red = f[::SKIP_N]\n", + " plt.plot(r, np.linalg.norm(f, axis=1), '.', label=f\"$N^2$ - {e:.1g} * $\\\\epsilon$\")\n", "\n", "\n", "plt.legend()\n", @@ -319,7 +371,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Takeaways:**\n", + "#### Discussion\n", "- basic $N^2$ matches analytical solution without dropoff. but: noisy data from \"bad\" samples\n", "- $N^2$ with softening matches analytical solution but has a dropoff. No noisy data.\n", " - softening $\\approx 1 \\varepsilon$ is a sweet spot since the dropoff is \"late\"" @@ -329,16 +381,66 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Relation time" + "### Relaxation time\n", + "\n", + "For an estimate of the crossing time we use the half mass radius and the circular velocity at the half mass radius.\n", + "\n", + "$\\implies$ the crossing time is of order radius / velocity" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "13:10:27 - utils.particles - Half mass radius: 0.1887071270700712 for 25004th particle of 50010\n", + "13:10:27 - task1 - Crossing time for half mass system: 5.392276839004401e-05\n", + "13:10:27 - task1 - Direct estimate of the relaxation timescale: 0.025\n" + ] + } + ], "source": [ - "# " + "## Computes the relaxation timescale of a set of particles using the velocity at the half mass radius.\n", + "\n", + "# enclosed mass at half mass radius\n", + "m_half = np.sum(particles[:, 3]) / 2\n", + "r_half = utils.half_mass_radius(particles)\n", + "\n", + "v_c = np.sqrt(G * m_half / r_half)\n", + "\n", + "t_c = r_half / v_c\n", + "# TODO: what is the unit of the crossing time?\n", + "# we expressed the mass in solar masses, the radius in pc and set G = 1\n", + "# => ???\n", + "logger.info(f\"Crossing time for half mass system: {t_c}\")\n", + "\n", + "\n", + "## Using the derived formula for the relaxation timescale\n", + "# We can directly compute the relaxation timescale through the estimate\n", + "# t_relax = t_c * N / (10 * log(N))\n", + "n = particles.shape[0]\n", + "t_rel = t_c * n / (10 * np.log(n))\n", + "logger.info(f\"Direct estimate of the relaxation timescale: {t_rel:.2g}\")\n", + "\n", + "\n", + "## Manual computation of the relaxation timescale by summing up 2 body interactions\n", + "# From the crossing time, we can estimate the number of interactions per crossing time\n", + "# We then multiply by the number of particles to get the relaxation timescale\n", + "n_interactions = n * np.log(n)\n", + "# TODO\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Discussion\n" ] } ], @@ -358,7 +460,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.13.1" } }, "nbformat": 4, diff --git a/nbody/task2-particle-mesh.ipynb b/nbody/task2-particle-mesh.ipynb index 2bc3111..b236cca 100644 --- a/nbody/task2-particle-mesh.ipynb +++ b/nbody/task2-particle-mesh.ipynb @@ -12,12 +12,13 @@ "\n", "from pathlib import Path\n", "import numpy as np\n", - "import utils\n", "import matplotlib.pyplot as plt\n", + "import astropy.units as u\n", "\n", + "import utils\n", "import utils.logging_config\n", "import logging\n", - "logger = logging.getLogger(\"task2\")" + "logger = logging.getLogger(\"task2 (mesh)\")" ] }, { @@ -27,51 +28,44 @@ "outputs": [], "source": [ "DATA_ROOT = Path('data')\n", - "# DATA_NAME = 'data0.txt'\n", - "DATA_NAME = 'data1.txt'\n", - "NBINS = 100" + "DATA_NAME = 'data0.txt'\n", + "# DATA_NAME = 'data1.txt'\n", + "NBINS = 30\n", + "CACHE_ROOT = Path('.cache')\n", + "\n", + "G = 1" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "17:02:59 - utils.load - Loaded 1008 rows and 9 columns from data/data0.txt\n" + ] + } + ], "source": [ - "G = 1\n" + "points, columns = utils.load_data(DATA_ROOT / DATA_NAME)\n", + "logger.debug(f\"Fetched {points.shape[0]} points, columns: {columns}\")\n", + "# reorder the columns to match the expected order (x, y, z, mass)\n", + "particles = points[:, [2, 3, 4, 1]]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "14:02:37 - utils.load - Loaded 9913 rows and 9 columns from data/data1.txt\n", - "14:02:37 - task2 - Fetched 9913 points, columns: ['ID', 'M', 'x', 'y', 'z', 'vx', 'vy', 'vz', 'eps']\n" - ] - } - ], - "source": [ - "points, columns = utils.load_data(DATA_ROOT / DATA_NAME)\n", - "logger.debug(f\"Fetched {points.shape[0]} points, columns: {columns}\")\n", - "# reorder the columns to match the expected order (x, y, z, mass)\n", - "particles = points[:, [2, 3, 4, 1]]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -88,160 +82,64 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "14:02:37 - utils.particles - Half mass radius: 0.26777121151983396 for 4460th particle of 9913\n", - "14:02:37 - utils.particles - Number of particles within half mass radius: 4371 of 9913\n", - "14:02:37 - task2 - Mean interparticle distance: 0.026399750218803673\n", - "14:02:37 - utils.forces_basic - Computing forces for 9913 particles using n^2 algorithm (using softening=np.float64(0.026399750218803673))\n", - "14:02:37 - utils.forces_basic - Particle 0 done\n", - "14:02:39 - utils.forces_basic - Particle 5000 done\n", - "14:02:41 - utils.forces_basic - Computing forces for 9913 particles using spherical approximation\n", - "/home/remy/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/forces_basic.py:71: RuntimeWarning: invalid value encountered in scalar divide\n", - " f = - m_current * m_enclosed / r_current**2\n", - "14:02:41 - utils.forces_basic - Particle 0 done\n", - "14:02:41 - utils.forces_basic - Particle 5000 done\n", - "14:02:42 - utils.forces_mesh - Computing forces for 9913 particles using mesh (using mapping=particle_to_cells_nn)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesh information for Mesh\n", - "Total mapped mass: 11\n", - "Max cell value: 1.0\n", - "Min cell value: 0.0\n", - "Mean cell value: 1.1e-05\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "14:02:42 - utils.forces_mesh - Using mesh spacing: 0.018181818181818188\n", - "14:02:42 - utils.forces_mesh - Got k_square with: (100, 100, 100), 0.75 0.0\n", - "14:02:42 - utils.forces_mesh - Count of zeros: 1\n", - "14:02:42 - utils.forces_mesh - Got phi with: (100, 100, 100), -109999.75416785493\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesh information for Mesh potential\n", - "Total mapped mass: -110000000000\n", - "Max cell value: -109999.75416785493\n", - "Min cell value: -110009.05961379336\n", - "Mean cell value: -110000.00000000001\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mesh information for Mesh potential grad x\n", - "Total mapped mass: 7\n", - "Max cell value: 169.19632685316168\n", - "Min cell value: -169.18919774521777\n", - "Mean cell value: 7.173556951775168e-06\n" - ] - }, - { - "data": { - "image/png": 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", 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P5G+//bb2mIi0tbXxMWPG8D322INv27ZNyrvjjjs4AP7EE0+E7itBVCqM8wqa3UYQRCjug85ee+212F4HQs+MGTNw//33Y/v27cZJswRBFA+a80EQRIdC/X2Wzz//HI888giOOOIIEh4EkRA054MgiA7FuHHjcOSRR2LkyJHYtGkTHnzwQTQ2NmLmzJnl7hpBdBhIfBAE0aE47rjj8NRTT2HBggVgjOHrX/86HnzwQXzzm98sd9cIosNAcz4IgiAIgkgUmvNBEARBEESikPggCIIgCCJRSHwQBEEQBJEoJD4IgiAIgkgUEh8EQRAEQSQKiQ+CIAiCIBKFxAdBEARBEIlC4oMgCIIgiEQh8UEQBEEQRKKQ+CAIgiAIIlFIfBAEQRAEkSgkPgiCIAiCSBQSHwRBEARBJAqJD4IgCIIgEoXEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJQuKDIAiCIIhEIfFBEARBEESikPggCIIgCCJRSHwQBEEQBJEoJD4IgiAIgkgUEh8EQRAEQSQKiQ+CIAiCIBKFxAdBEARBEIlC4oMgCIIgiEQh8UEQBEEQRKKQ+CAIgiAIIlFIfBAEQRAEkSgkPgiCIAiCSBQSHwRBEARBJAqJD4IgCIIgEoXEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJQuKDIAiCIIhEIfFBEARBEESikPggCIIgCCJRSHwQBEEQBJEoJD4IgiAIgkgUEh8EQRAEQSQKiQ+CIAiCIBKFxAdBEARBEIlC4oMgCIIgiEQh8UEQBEEQRKKQ+CAIgiAIIlFIfBAEQRAEkSgkPgiCIAiCSBQSHwRBEARBJAqJD4IgCIIgEoXEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJQuKDIAiCIIhEIfFBEARBEESikPggCIIgCCJRSHwQBEEQBJEoJD4IgiAIgkgUEh8EQRAEQSQKiQ+CIAiCIBKFxAdBEARBEIlC4oMgCIIgiEQh8UEQBEEQRKKQ+CAIgiAIIlFIfBAEQRAEkSgkPgiCIAiCSBQSHwRBEARBJAqJD4IgCIIgEoXEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJQuKDIAiCIIhEIfFBEARBEESikPggCIIgCCJRSHwQBEEQBJEoJD4IgiAIgkgUEh8EQRAEQSQKiQ+CIAiCIBKFxAdBEARBEIlC4oMgCIIgiEQh8UEQBEEQRKKQ+CAIgiAIIlFIfBAEQRAEkSgkPgiCIAiCSBQSHwRBEARBJAqJD4IgCIIgEoXEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJ0uHFx7Bhw3DOOeeUuxtl44UXXgBjDC+88EJguYceegiMMXz44YeJ9IsIh2yXbLeaIfvt2PbbbsWHe8J0r2uuuabg9j/55BPccMMN+Ne//uXLW7RoEebNm1fwNoiOCdkuUc2Q/RJRqCl3B0rNjTfeiOHDh0tp++23X8HtfvLJJ5g9ezaGDRuGgw46SMpbtGgR3n77bcyYMaPg7VQKZ511Fk4//XSk0+lyd6XDQLZbHMh2ywPZb3For/bb7sXHsccei4MPPrjc3ah6UqkUUqlUubvRoSDbLQ5ku+WB7Lc4tFf7bbdhl3zZunUrrrzySuy///7o2rUrunfvjmOPPRZvvfWWV+aFF17AmDFjAADnnnuu51J86KGHcOSRR+LPf/4z1q1b56UPGzbMq9vc3IxZs2Zh7733RjqdxuDBg3H11VejublZ6gdjDJdccgmefvpp7Lfffkin0xg1ahSWLl3q6/PHH3+M8847D/379/fK/frXv/aV++ijj3DyySejS5cu6NevHy677DLfdk3o4o7Dhg3D8ccfjxdffBGHHHIIOnXqhD333BO/+c1vQtubNWsWLMvCsmXLpPSpU6eirq5OOt5ENMh29RTTdjnnGDZsGE466SRfXlNTE3r06IFp06ZF6hchQ/arp9hj75FHHmkMiz300EOR+lQM2r3no6GhAVu2bJHSdtttN2P5Dz74AE8//TS++93vYvjw4di0aRPuv/9+jB8/Hu+88w4GDRqEkSNH4sYbb8T111+PqVOn4hvf+AYA4LDDDsPuu++OhoYGfPTRR7j99tsBAF27dgUA2LaNE088ES+++CKmTp2KkSNHYtWqVbj99tvx3nvv4emnn5b68uKLL+J3v/sdLr74YnTr1g133nknJk+ejPXr16NPnz4AgE2bNuHQQw/1vjB9+/bFM888g/PPPx+NjY2e+3HXrl04+uijsX79evzoRz/CoEGD8Mgjj+Bvf/tbQcf3/fffx6mnnorzzz8fZ599Nn7961/jnHPOwejRozFq1Chjveuuuw5LlizB+eefj1WrVqFbt2549tln8cADD2DOnDk48MADC+pXe4BsdwaAyrJdxhjOPPNM3Hrrrdi6dSt69+7t5S1ZsgSNjY0488wzC+pXe4HsdwaAyrJfAPjpT3+KCy64QEp79NFH8eyzz6Jfv34F9SkWvJ2ycOFCDkD7Ehk6dCg/++yzvc9NTU08k8lIZdauXcvT6TS/8cYbvbTXXnuNA+ALFy70bXvSpEl86NChvvRHHnmEW5bF//GPf0jp9913HwfAX3rpJS8NAK+rq+Pvv/++l/bWW29xAPyuu+7y0s4//3w+cOBAvmXLFqnN008/nffo0YPv3LmTc875vHnzOAD+5JNPemV27NjB9957bw6AP//8877+irjHc+3atV7a0KFDOQD+97//3UvbvHkzT6fT/Iorrghsj3POV61axevq6vgFF1zAv/jiC7777rvzgw8+mLe2tobWbc+Q7Va27a5evZoD4PPnz5fSTzzxRD5s2DBu23Zg/fYO2W9l26/KSy+9xGtra/l5550Xq16htPuwyz333IO//vWv0iuIdDoNy8oelkwmg88//xxdu3bFPvvsg5UrVxbUl8WLF2PkyJEYMWIEtmzZ4r2+9a1vAQCef/55qfyECROw1157eZ8POOAAdO/eHR988AGArAv4f//3f3HCCSeAcy61OXHiRDQ0NHh9/stf/oKBAwfi1FNP9drr3Lkzpk6dWtA+7bvvvt7dBwD07dsX++yzj9fHIPbbbz/Mnj0bv/rVrzBx4kRs2bIFDz/8MGpq2r1DLhJku5Vpu1/96lcxduxYPPbYY17a1q1b8cwzz2DKlClgjBXUr/YC2W9l2q/Ixo0bceqpp+Kggw7CvffeW1B/4tLuR/lDDjkk1qQn27Zxxx134N5778XatWuRyWS8PNfdli9r1qzBu+++i759+2rzN2/eLH0eMmSIr0yvXr3wxRdfAAA+++wzbNu2DQsWLMCCBQsC21y3bh323ntv38C4zz77xN6POH0M46qrrsLjjz+OV199FTfffDP23XffgvrTniDbrVzb/cEPfoBLLrkE69atw9ChQ7F48WK0trbirLPOKqhP7Qmy38q1XwBoa2vDaaedhkwmg9/97neJr6Zp9+IjLjfffDNmzpyJ8847D3PmzEHv3r1hWRZmzJgB27YLatu2bey///647bbbtPmDBw+WPptmOHPOvfYA4Mwzz8TZZ5+tLXvAAQfk291IhPUxjA8++ABr1qwBAKxatapo/eqIkO3GoxDbPf3003HZZZfhsccew09+8hM8+uijOPjggwu+oHRkyH7jUejYe9VVV2HFihV47rnnsMceexSza5Eg8aHw1FNP4aijjsKDDz4opW/btk2aLBXkWjXl7bXXXnjrrbdw9NFHF8U127dvX3Tr1g2ZTAYTJkwILDt06FC8/fbb4JxL2169enXB/cgX27ZxzjnnoHv37pgxYwZuvvlmnHrqqTjllFPK1qdqhmw3OXr37o1Jkybhsccew5QpU/DSSy/Rw60KhOw3OR5//HHMmzcP8+bNw/jx48vSh3Y/5yMuqVTKpxwXL16Mjz/+WErr0qULgOwXQ6VLly5oaGjwpZ922mn4+OOP8cADD/jydu3ahR07dsTu6+TJk/G///u/ePvtt335n332mff+uOOOwyeffIKnnnrKS9u5c6fRZZgEt912G15++WUsWLAAc+bMwWGHHYaLLrrIN0OeiAbZbrKcddZZeOedd3DVVVchlUrh9NNPL2t/qh2y32R4++23ccEFF+DMM8/Ej3/847L0ASDPh4/jjz8eN954I84991wcdthhWLVqFR577DHsueeeUrm99toLPXv2xH333Ydu3bqhS5cuGDt2LIYPH47Ro0fjiSeewOWXX44xY8aga9euOOGEE3DWWWfhySefxA9/+EM8//zzOPzww5HJZPDvf/8bTz75JJ599tnYD+X5n//5Hzz//PMYO3YsLrzwQuy7777YunUrVq5cieeeew5bt24FAFx44YW4++678YMf/ABvvPEGBg4ciEceeQSdO3cu2rGLw7vvvouZM2finHPOwQknnAAgu579oIMOwsUXX4wnn3yyLP2qZsh2k2XSpEno06cPFi9ejGOPPTbZZYrtELLfZDj33HMBAN/85jfx6KOPSnmHHXaY73iXjETX1iSIuzzptddeCyynW+51xRVX8IEDB/L6+np++OGH8xUrVvDx48fz8ePHS3X/8Ic/8H333ZfX1NRIS7+2b9/OzzjjDN6zZ08OQFr61dLSwm+55RY+atQonk6nea9evfjo0aP57NmzeUNDg1cOAJ8+fXpofznnfNOmTXz69Ol88ODBvLa2lg8YMIAfffTRfMGCBVK5devW8RNPPJF37tyZ77bbbvzHP/4xX7p0aUHLvSZNmuQrqztWIm1tbXzMmDF8jz324Nu2bZPy7rjjDg6AP/HEE4H9ac+Q7Vau7apcfPHFHABftGhR5DrtHbLfyrZfd5mu7qVbvlwqGOcRZ6cQBEEQEpdddhkefPBBbNy4seyeGIKoJmjOB0EQRB40NTXh0UcfxeTJk0l4EERMaM4HQRBEDDZv3oznnnsOTz31FD7//POyTtojiGqFxAdBEEQM3nnnHUyZMgX9+vXDnXfe6ftZd4IgwilZ2OWee+7BsGHD0KlTJ4wdOxavvvpqqTZFEEWFbJcI4sgjjwTnHJs2bcIll1xS7u5IkO0S1UJJxIe71GnWrFlYuXIlDjzwQEycONH3CFuCqDTIdolqhWyXqCZKstpl7NixGDNmDO6++24A2SdZDh48GJdeeimuueaawLq2beOTTz5Bt27d6AeaiLzhnOPLL7/EoEGDvB+rigLZLlFuyHaJaiWO7RZ9zkdLSwveeOMNXHvttV6aZVmYMGECVqxY4Svf3NyM5uZm7/PHH39MPy5GFI0NGzZE/t0Csl2ikiDbJaqVKLZbdPGxZcsWZDIZ9O/fX0rv378//v3vf/vKz507F7Nnz/alj//qpahJJfsre0T7oS3TjOXv3YVu3bpFrlMs291j1nWwOnWK3+k8YaV6Uk8+7XL9XbOuj4ai8XeoRDfqxv6VGLupCR/NvqmqbLdkNhhGe31KVRmdT4XYfRzbLftql2uvvRaXX36597mxsRGDBw9GTSpN4oMomFK6kE22a3XqVDLxUTFCI8IIJfVVbV+pHtpcPjte5aKkHLabSneClU5OOIfSXsVFMajA6Jj7NY1iu0UXH7vtthtSqRQ2bdokpW/atAkDBgzwlU+n00inSWQQ5Scp203sLrGInguRwP6recJnJiZxOVFqU9cFp1+RLvxuY1H3P+YgXsj5K5Vwqfhxtxg2Xy5XVCUhGl8+x7SCDmHRV7vU1dVh9OjRWLZsmZdm2zaWLVuGcePGFXtzBFE0imW7jAe/io7plxqM5Zn5FWE/jNu05c+MZ8c65rQVlh76CutT2P7FPX4lOFdhtpGvjZR13I147sLbCbDLgHBee3wV8xjFPlclsHsdJQm7XH755Tj77LNx8MEH45BDDsG8efOwY8cO79f0CKJSqQrbjTs4FNubEZDOTPkB7aseWt/6O8llot+Y2n/tLquJUa7yAdusNIpmu6W++MT0YJTUUyi2bbKzMMTd0bWXB2H7bDyEuox8DmAhxyAiJREf3/ve9/DZZ5/h+uuvx8aNG3HQQQdh6dKlvslQBFFpVIzt5jvgJiQ0tFsxiA3JW+JWdt5zpqS7/5QBPdbhYOZ9lA6P6VgFHaCgjpRZmBTFdot1oS+VwCi2EPF5zfJsQ7RjaD4XgwCxLXVHPfRh56IY6k79jkegZBNOL7nkkop7+h9BRCFR2y30e18KsRHm0dCVUcWJOhipwkQUGgFd8dpTvSO6CuX0kOi2q9l+qUnWduPvWKRDma8AKJQodm8qXgwRE7bRiMI31sqysMwSup3KvtqFyAPO/aMxUfkkeFeZiHdD+Wxc3cL9+bouGIWI5q5SW9bk8g5whUt9iuLKLpYLuxq+vkWa4Fk0wZHn96dUhzrfdkN3Ix8RGxLuiSS6te2WTpiQ+KhGSHhUNsWetBVxpCirh0PM04ZclMmsXtzFEKYO7qZU0OdlViuVSoioleKQjzhMgqgTFw0URWjE2P/YPS3XsWXat0a03Ywa8oswTym2d0TbH02FGI2Q+CCISqMYYgMoieAI825IZZz90M/5YN5uxhEiuu6phX3jcJTwTD5CRM0s6czIyiLWrhYotCJfzorVp2ITdf5HDIHiay5IcET0vBVFkMSAxAdBVAql8nAY0hMTHWI5sbyX5KoQ7tXR7kauWG4zXM7TTl5V21PrmNLcJHF7QbRTIZLXrhTo3Qj9JpQoTFPIaTN7y0wby7McwrVF6KqbAHuXtlNCQULigyDKRTFXBOQrOoolOACzp0Mpb3ZEMCGN55o03LmVS4R42wyiWOGZhMn3OSMA8hYcSQiNgg5/hDBG1G3wUNWgaT9k+6EaJkiIRNw3qUjAfsY5ziQ+qhGacFpdlDKGXozQilI+zsRRo+BQy6uCxREMnnBgQjpyQiSbxk27lS1j2hWNKAmcqBpxbojXL8Q4tcV6/kIlUS6xUcjFrxheHMFOY8GC++eZSJggCAmjBBaP6hEJKlMkSHwQRLEpcNIeUMAgqgqJsDIlDK0ELrdV+mf0hjjzQ6SQjCoqhIsB45pBXOcZUZJ95dX0kLvdvE63qVKlPkY86oU7SBzk275JyOTjDYyaX2jduB4Mk2ctTDCIZQJCNEaPSOCcpgjbzhMSH9UIeT3aLcUSHUB0b0cSokNKY0GhF1O6Zl6IKDyEgdQnCDj8GwgLx5guHKUQIZVGkcMuiQmOuOlR2swDowfD25gh3zBlKJYQKUSEmNrUlTM1HgMSH1UGZ+7gX+UuW8KjoOWJBYgOadumcImXFm0+R6gQcd6Hiw1TumZeiFjIJELUQTlMhJgG5JCBOta8kEokzrASUta4+3mIBO13JM53IlTUF+lkCeLYuBldfoS5TVIb0JSPaKeB007y9XQEeDdNkPioMhjnngAhqpuCHykdJjzU/BjejjjCI3K6pi9B46huoDaFY2KFYtTRNygUo6sTlu621Z68ISIJiY5YHo44gqPQh/QFNRXyyP7YHg2NjRntyuT1iCBEtLubrxCJCImPKoS8HtVNyUWHrkw+wkMY3XReDVO6TnSE3b1JYsP5LwuNXLp7Nxg4HySuF6REAgRoB94QINIdbeKejqiCI+AXcQslrA3O1De5SqFCRKcMNKGZyCIkIM/keInUZp6Q+KhGaLVLVRF7kAsqH1d4FCA6TPM6Aj0dqqdCU4+7YoDJIsS3CkbZP513JJuumQ8iForiBVEGV+NcEDEzLF1DxQsRzTkMIrbgCMiLHFox2ZiXz4LzI/SlKGhCJtlN+o8aUzri8/oFCJFQESLWV/M03zO1qrHNfPIFSHxUIyQ8KpqSPSuhHMIjzKuhEyOacqIw0V77dZ4QoZuS90IsoPGCSBi8ICULw8CQp8FkI9WyArekwiMfL0cU0ZGHFyY2IWpZKxYU29VOmhbbdtOieEI0ZaV0tV2Yd6GYkPggiEqhRMIjrExewsMkRpQ044RWVwQI+6K6nqVQDISCQhtBYRijwEAJBUhYXjsgcNdiXtzzCa/EFh0RhExon0IIfHiYybumesG4P0OyU7eNoM+6OgFlw/JKKUJIfBBEuSmm6FA+By2JlfKjCI8Y3o6gVTHeZzH8AuG9JhRj0h/Qpjv74pQImgdCAiQaobsS14aLLDriCo7w1S8h+V5D4e0FNqXzhijzQ/wiRa6bVygmpucuUkgmJiQ+CKKcxBy047RnDLWo+QHCI1aYJapQYf4uhYVifF4QyduBaF4Q7t9QyQUIAvIrnEjdzsN+CxYKUUVHaDv6/kUuozUIJV/ZrnZVllDeH27xh2OKEoopQDgXS4hYBdQlCCJfxAt0DEK9HqZtKe/zFR66NkOFB8+9ZxxgtvwZhvrqxSJq2CeQsLvwsAthxDZj5VcQTHiFkoDw8LdrEB7q90mxz9CypldgX0LqadqI0+dcOjPvt1JP+1lXx9C/oDZ0MM0rKuT5qEI4Y6DltlVMnhervMIteQoPX5s6MYKcWFCFgVaQOOnckkMs3g2gk+a7ORQSQj0gvno57wfEuoonJGyOiEhsD4ibj5Ay1UIxRIeurOniCwSLjkj1gz8Xc5Kv8UFigOTd8JXV2LVXxn3jJIZOSNXYW+xQTIltNpbnY+7cuRgzZgy6deuGfv364eSTT8bq1aulMk1NTZg+fTr69OmDrl27YvLkydi0aVNRO93RIeERn4qw3ah3UxqSFh5hoRPRayF5L5R0VXiA5zwfapqvrLptXV98+6U7DprRM6i8kq69k/QnRbtbzOOrWxG261IM4aH7HgS2W4DwUOxYtC/xpebn/UKMdmEoh6AyJfKCGMr6+lVEYomP5cuXY/r06XjllVfw17/+Fa2trTjmmGOwY8cOr8xll12GJUuWYPHixVi+fDk++eQTnHLKKUXveIeGxEdsym67pTxlpoE3bn31Qq60rbvQm8IsJkEi9VMVGuJ2ogqQkH4bxZa6vTCiHtcSCJCy226Ufhdi30pdX8hBm+5/H/tCLuYV6/upsfO8BFNomQABUiqKvB3Gef5Xss8++wz9+vXD8uXL8c1vfhMNDQ3o27cvFi1ahFNPPRUA8O9//xsjR47EihUrcOihh4a22djYiB49euDokVeiJpXOt2tEB6ct04xl7/4CDQ0N6N69uy+/lLY7bM7PYHXqlMso8MKVpNfD6FXQCAfTfI3QdPfmTfgvrXJR0r0uyzd9cjn42xD/59K5rw3pP/zbkFA+G09tVFe1ppzd1IQPZ/60LLY7fLZiu0BBoqOg8EeY8Ai7eEe5uGvI52Ie+MC4KLalK6PJl+vLHQ20W01a1D7HybObmrB2ltl2RQqacNrQ0AAA6N27NwDgjTfeQGtrKyZMmOCVGTFiBIYMGYIVK1Zo22hubkZjY6P0IohSk4jtxrmjiio8AuoF3dUHTt50/uvmbUQRHqYQDOO5EIsYatF6SGw59KIKGF8foZTT7YNyfKIcJ19+qe8q87jrTmzcDetbkS/iBQsPrrwQ4A1RtiuFSvJ4+UItIqZyiu36bxL8++0LwZgo1G7DznsRvhd5iw/btjFjxgwcfvjh2G+//QAAGzduRF1dHXr27CmV7d+/PzZu3KhtZ+7cuejRo4f3Gjx4cL5dIohIlNx2i/Tl1BKl3cCBI2D+g65ukPBQyunmd3j1xLZ0AkTAJGQCMYkHNc3k9cmTos3F01w4dSQ27hZ6XEIEXl7bCBMeQXkBokMqE0GcBAoMRChn6rvwPihPbi/G/A+FON8pY34BdpK3+Jg+fTrefvttPP744/lvHcC1116LhoYG77Vhw4aC2mv3cA6a81EYFWe7htNZLK9H7rP5wht2tx8mOHTCQ73DY5zDmyytEyCabZja9fVB1/ciCQyJqG2V6CtactstgnDOJ2wR6vUoRHhotmUKL0YSGoayUnuqiBDR5QcK5oA8IFiAqNsNaidfOHz7HYW8ltpecskl+NOf/oS///3v2GOPPbz0AQMGoKWlBdu2bZNU+KZNmzBgwABtW+l0Guk0ze2IDf24XF5Ute1G+WJHHWCEgS3KPA9fegThIYoOqT7jyD611BFDbvuWU4wDzMptXlxeK62UVZYRcq+wXEe7nFb8zCE3rJYV0nUYV1aG1ItLxdhuPhcsjXB1iSw8BEzCI+7FvJghtigrVXWPSo9kh5q8YqF+LyRKsD2XWJ4PzjkuueQS/P73v8ff/vY3DB8+XMofPXo0amtrsWzZMi9t9erVWL9+PcaNG1ecHnd0GMu9iMi0O9s1DaBFQBsGcf+L4kJME97rhIfoBWFKnkkIRfLGGPICqcifkzVT9babh30GCeZ8zrtaJ3AuiHonH+Wl1oNs80ZPiGmfgvbN1FZAWePnKBR5fHGJ5fmYPn06Fi1ahD/84Q/o1q2bF0/s0aMH6uvr0aNHD5x//vm4/PLL0bt3b3Tv3h2XXnopxo0bF2nGNREOZwywAJYpkUW0UyrWdkt1Gn2DWsBSU10/4g5sWoGSEx6imJBv4rjkARHzwtKMv0+Rh/dCV7+gMkWkomw3xC7iXhBNXo9YhIgSnfDwlTPVibJ51fWlGKvqvfB5GlR7UrwcPu+HqRNOpwM9GbrtlYlY4mP+/PkAgCOPPFJKX7hwIc455xwAwO233w7LsjB58mQ0Nzdj4sSJuPfee4vS2Q6PGzPPcPJ+xKTabLekZzbAuxB58qcmTX54mCI8bGEb4jJahlwYxmJmseEOwm4CIA+iXAnFcH253EDO5J0t1YBchHYrynaNMaYSESYcAgRFqOgwiqB4XWTKOfaqBwgInQDxzDWGSA4VGhVMLPER5ZEgnTp1wj333IN77rkn704RAdBk07yoetst5Wk3eD2CvCQ6MZLL03g8FM8HoPFqcDldezfobgOCINEF26t0QNZR9bYbk7hhxEKEh0l0RO2D7vHmpnkaoQJEaji4rrEzuo4X+n2ohDkfRAVA3g4iT/K6u9MJDbVNSWBohIf4/A7TY9SRq6sL4eS1j+pnTTtBF5k4F0H6VmYJvQuPIyxieC6C2o3kLXFsUTsXxPSCoY6QDs02tH0wpUVAV77Y88BKAf2wXDXBGHjKCbdkhGWLBAH4BuBYA1DcC7xJJHBZaKghGa9PTsiFW06e+x7ZOSBuiMW72VM+u03wqHeFhdLOvCmlIu+LXtTYQQQb105aDkiLMgfE2Beh26oTxE3jSoFAD4jYZpj3Q2eTJu9HIZTI9kl8VBkswx37IuFBFBfpTk1FvZMT0nP1uT7UIokPZyQTltUC8JbbcveDOuDxnNjwbT8JURCyDeO3kQSLTMickdBJo9Dn+9AJiSjCQ7LnkE1oZ0EL2sFJY5qyYXM1SjqXo0JsksIu1YTzgDGWyYAeNtZOMAwEFXFmgwSHOpCr5UzCQ0jzLUX0LgjcL2DEbcfoP1G5FHqDHjjXQ21f894X1hPSo4RetOXU9iP2xYhBjCVKicQKeT6qiYwN1toGZDLg6TogZYHmgHQQoqwyKOJKhKgXBnGuhyo2ZJHBc+ng2ZUt7goYKxdaUb0fOm+Ht+rFLafpEzfkxaFaVxGUHF18wU2K4fWPVDaGPRvDLYrYiLNiRkoXuyV6OgTvm1RUWaHFTLat2rnQXmyKHXIp4XeAxEc1YTHwlJW9M6SltkQIxQz/qgN30F2jeFcoCRKpLef5Hm4+HEced0MwPPtMG8jb0YZeUGI3tW9jRS5XrRjEbimmHRgJ2o7J8yDmqfYcVNZrzF9GEhjKcfGt3oooLpKyaeM2SrxtCrtUG5YFXpMCrPY+shEVi+/OkOfSNe5qKdyipKuhF60bu8IpWjeZ8GpPxNgf34VQVzfOAVdsSl2Boq5KCQwlwpxnbMPUFyhlS0k+9pSADZLno4rgqRRQC8CygDabJp1WKuIFJMopyidcUsQQS15oBm2f18POhVtyS2x5Tjgzxe3stCvdGYbcJRYaYqmISX3VLDaKZYfqbX6+7ZrqBAkBVfQq5dVxlus8zmJYBXJIRfqs9qeQcx9QN3FvBlP+R4DERzVhOQKkxgKzbXCbkQCpdKKKEM1g67vuFujmLpk7XHcHqPF4MNsdnbN7xi23DPPmfHh9dIQKZ8w/FyQKcT0IQYNn0CAfYxNx2i0bcYWzW0e1XdXWDCtDSoFp1ZYvVAgYvW3SuKp6K4QErpxEUWT49BTPfacTCx2WUqAU2FcKu1Q4nLGc0rYBZttAmw3YchmiwolyiuKexqDypTKJoDtLkxfEzgkPpry0oZoo2xNR9jXSoBqiwgoamEtxrstBnDCQpkyUC6muTNEuwKbwB2T79MqowiMs7AI3dMilbYUtSdf2pQAiH69i2m4RzhF5PqoEzlhWeGQ4WMYGalKAKEyIyiePO77Y3g8l3+jtKODuU3ZXc/8yQlV4uJ9td2DPbjzn1XBu+UTHSMS+uQNvxaxMCetHpfQzLlG8IWEekAK8H8Z2IhJ4gRc9de7nsDpiF1i2Lgfz+uZ20TfZNKixqDcTRmGc7VG+oi/pmxnyfFQwPmHR2gZsbQBf/zFYUwtg294ZJBFSJYTdNejuBMPai7RdYWAyDDzigBT3Yu5fDZMLucCb98HB2gQviM2lZblCN51OxOuDDnV/s5+VQTpqyEX1sASV1dEevqJ52K8xXxWOvtmYEdsM2pxGGDPlv4Rqh9z88k+W5sb28iHWd1CnlKIIlrD8Ink5dJD4qBYsZO8QMxnwtjboHjBGAqSKKNYALmC6mAaFEHxipAgXUHE5bu7Fc54PceBGLr+U8wDyWnERR3gUcftVQdBFKWoYTFs35MiqbRXjuCr2p66+0r3cemqXfe0o2zHCDMfJJ5yVJk2fg2w3yjEsoehwIfFRTVgWWG0tWDoNTg8Yq35iCJCiXJeLNNvUdDHRei0kDwi88IuUBqVevt1k8uBrHJiVOuL/SC5rw7aD+tVuCfCkifCAi6EvH/qLqNpGUUJtqrMlyAvH5XK+JeJBXjvddtysMDEQwVOpbUdT13ce4oZfigjN+ahgmPugJQsAY7C7dQJ6dAZP9QNrc+Z/2N5jI2nlSzUSFL9W8qSwMFMS3XA1gzz3w/kvxsw5c6qL29W1x4SPDH7tohukNK5tcdmt7KJ2fkBOKBtowbqBU3cRChpgo8bFi+WyrjLCtJ9xl0T7MaRp520IZXK2m/0Qd76Ia9duE6F4IoNLNgsgXEw4/fCtUJG+pLm2IgmFgPxA8WYKVwVtL6YHKeqVJc4ViDwf1QJj4LUp2LUWuMVg16aAVBWOboSfGC5O45c76p235COG7+IdOCjGNDdf3Fx41Lo0HyRIfCn94gF3vMb5LDDsYzG8Hu1IeEQh1DEV56KqeR/mnYo8UdIkTCMQKDzEPEWoFOJYNO6X4Xip82SCwi2RwiymfqFIXlcNJD6qCLsmG2phNgevyYoQCr1UHu4FMuhCqSXKAARlMAgabALuniLPiNddoJn4OfyWKTvfg0vP+hAftx4Ii7Y/6nHQCpGwSXmGtrztRakblK5BtZXYNlMmAi9KIRe7sBBMNj3EQ1WAuDAKhYA0ptZRBIjUNZMHWnNcggSztymjnYcLjyh90HpKUDrR4UJhl2qCMbR2SSFTb6FuW1u5e0NERB0gA++QDC7l0BCM4pIODL9AcGtr2vPeK+5ysbyXDkiCRNpV5cfmmM3BMhzMyjaYHdCZX0xphYMmX734GOr5VrhEuRgGCT5NvjFNoRqERRx0URbpA9d/NoZgTOEXZZvqnAnXXqWQotCuZNPM34bXbc8jJ3xW88VdyUPEBwoOJn+fJGEh3QBEEx7B4RpNX827UXQK8nz8z//8DxhjmDFjhpfW1NSE6dOno0+fPujatSsmT56MTZs2FdpPAgA4R6rZRm1jBizDvTQiPuW03UjzDSJc3GJ7QDR3TWId3aAneTp0A2iEAS07wdQRHhmee9Kp0gV/nJv5Bl2u9E/qj9iOply+ce9iCI9iejRKarvq+TadZw3akSjgGAeJPjWs4NtWSL9M3rKCKPJQ6xMhJmFiOGZBISifvYWI9EiejiDbiGEnLnmLj9deew33338/DjjgACn9sssuw5IlS7B48WIsX74cn3zyCU455ZR8N0MIMJvDas6gZnuL58Ym4lMJthvpYlSIABG2o9YXB/awuzC1r6IAkMop4sTXlBNyYRkOeI9ZN/RX2Yb2QqMKJN++yRsPnedhunP07Yim0wHnsdhhlLLaboQLjPYiVqgAgXKeTDatqWfchq5fJjTzPAKLi6HIsH1V04X8sHCLLy/ke2wqEzqHJ6aoiEpe4mP79u2YMmUKHnjgAfTq1ctLb2howIMPPojbbrsN3/rWtzB69GgsXLgQL7/8Ml555ZWidbrDYQOwbTCbI1Nfg+a+nbIeD9v2PB+00iUalWa7oXH+kDshwCBAQi7eWgHCoH8vtqfkcys72IqiISdQhA3azrwPRTRzZZu+Plhyu9J75PJ13hjXPR1ZeIh1dcdVdx4M560UczcqynZVe1AwHj+DfQaeI2fChSpATF4597823AFdOvPXKfTcqftk3Lamv5q6OftXwoea46UVaur3H5pzBKVske1XJS/xMX36dEyaNAkTJkyQ0t944w20trZK6SNGjMCQIUOwYsUKbVvNzc1obGyUXoQfluHIdKrBZ19LY/13bbT0qMs+9yNDoiMOlWy7oSJE/awZTHxldRdaNQ2agU95r734Cxd+UYyoAybXPYXXq8e8C4Bcl2mFifZCox4PZaCWyjLNAK20FenOvRSiw/cUK5lEbDfoeAf2XV8u1BOi2qCY5rNdgwBR60O2VZ1QCQxLiP3XHAufXcK/jVjbN9T1CxHu9zwa2jOJDqBAwWGyjzxsPvaE08cffxwrV67Ea6+95svbuHEj6urq0LNnTym9f//+2Lhxo7a9uXPnYvbs2XG70THgHGDOL9dyDp5iaO7NMWLop9hRs0fW2JwyRDiJ2a7pAhLxquQWMz5XQ53lFzZB1XnPGXKTUIWmjBNQNdvncMzNeQ+W/cwZA2NcGAidjbkDk5XrUO4OVBYYstck99IKH92ADTHd7PHwHU/lePjyw9IQ+dQK7cS7aSj7uCvuX9iEaU0ZxewUQ8u9l2zUMAmVg0l2bJos7dmzUA6CjUsXTaG82tewuSyy7TFfOaMQgfJfY59G4QVNeTUtiugwtRMnXywX43sQy/OxYcMG/PjHP8Zjjz2GTp06xalq5Nprr0VDQ4P32rBhQ1HabRe4wsN5X/NlCwa+1IYvHhiC9OfNYK22XIYwUhG2q31GsxnjXbT6JRc++zwgykClG8B8rm13kLQAWJBDH1bulRUVcjnvlQLsFGCnGLglvBjAUyz78soz2CmxDSa3pbQvDeSW7q7Rf4ccdMfqO27i8TEdc+SOZ6jwMD6fOxoVYbsiTPMKK4PcMTaGswQbDfY4cHDLEC4UbdNtS/SoCfYi5mUfW+C3dbdN30v5LrjhRzVd6p+ybV8fhO+c9nupHFetWFePqXrM8zx3pSCW+HjjjTewefNmfP3rX0dNTQ1qamqwfPly3HnnnaipqUH//v3R0tKCbdu2SfU2bdqEAQMGaNtMp9Po3r279CIc3CecOu9be6bxyRE16HXheuzq3wk8nQJsWypD6KlI2414QSqaCDFdhNWBXTOoiwO6duC1kBMUKUFEpAC7hsGudV51KXD3c002P1feuQiYhId6oREuONk++QVUkOgCC7kY6j4L5yNQdOQpNHQkbbvi/kUOI0W9oLnbgEHsKefMdC5NtqrzLoiiWRIgliqos78S7tmwJ6D1L8nOFbuVxI6lbEtjx779EGw51J51xy7oGAedtwjnOi/70BAr7HL00Udj1apVUtq5556LESNG4L//+78xePBg1NbWYtmyZZg8eTIAYPXq1Vi/fj3GjRuXXw+JLJwjU2ehbfdm/HTon3BF54uzv+9CRKIqbFd8/rmGwHCMIRQjuZCZkKALw3iuZ8e1DbkNbgHMlj+DI3cLw+GFVzzvBxjAOexaZ+Rl2fe2M3DbjmBRPSjifBJxgNMKI/Gipg7GapqYrh5gTRmVUMFRApK0XTH0pqaLhO6qWD4gTChGBn0G57zXhQtNtupVd+2COzbL5G1wC9kn7jrlmO2ZJ3jcq6nQpuo5NIVagoSH8Rke6oXe8D50zpIpTUPUQyF9PyMSS3x069YN++23n5TWpUsX9OnTx0s///zzcfnll6N3797o3r07Lr30UowbNw6HHnponE11XExzOBgDrwFq6jIYWrMze5fpFrMAZJLsZPVRVbYb+KtTcpL0oCZAGc2zn7UDvK44E8ozDtjZEZtxgNuK4LBhHPzAGDjnsF1TZgxtAFht9um8nsfDYrBrhDvIlBJ+SeXuFr2BNyjMEjRImwZn9fBqvnqJCQ71YuNQibYbdpFhquDwKmo+I9hGfflquvujQJzl9LsF33sOOL8OLnwWBbmtsQ3TfnLlv1DeGOqBkA6ljHfuNSEWaISI8r4QwZGv56JQiv6E09tvvx2WZWHy5Mlobm7GxIkTce+99xZ7M+0XaUVA9n02lshQ25hB1+Wd8a11V2HQZ22w2mzAsrIXArUuEZui2W7QoCUS5bqlXtyUkcInRAIGejEqp5qKVoRYXHiyKfP9ABzj8FayqIOwDQYLHLCBjJUNvXBHiLiPVucM4DWy8HCFCKysaxsQxIdvWW2A6NAM1lIYSiQJwVHir2bxbDdCqCjC1SrQS+cVgu+4qJFjn50KYkF92iiDYw9c84OFYhyC59pw33MOMEvYhkYgGffB2U/R9rwVXpaQZhLPTgORREccwRFymiKLjjj2HqMs47yyJgo0NjaiR48eOHrklahJpcvdnbLjzeewgOYBXfHFV+vw5XAbu79gI/15M1KNzQBAk04V2jLNWPbuL9DQ0JDYPCLXdofefBOsfCYGxjmFASOH7/sf8JmpacJgKqYx8c7SzuUzO5fPMs7LFt9zWI5Xzo1/W225XcjG1rOhF7sGUuhFclsHCQ9xoA4bpE3eGres6bDGFRwFiA27qQnrfnJdeWz3Z/nabvQdDrVPJY0Z0j27FNMFW/W2JYgQ0XbFfF/Ek2nqQGOP0Nf3iQ5meq9fxRJZdETwcMT2bBTgzbObmrDup9Fsl37bpZJRQjDNPWvQcEgT5o17HDe+czZqdtRkxYcbdqFlt9WN7tSZxoEAj0g+3hDTHaZbP3vn6Lo8mHz3aAv9ZAC3nakfTsO2k+lOyrO9jSoeD2HiqeeuDhEdpkE6quAoioeDvnLmYxUlbBh2hx7ksVM9IaKtwskTPSGCt0N8eSEYp01PlLhi2hXZikdO8vCI3wG3n5ZsozlRkqfXTknXfkaIXXv1ynvDSuKjkhG8HmAMqWYbnf+vE368awoGfclhZexsHoVd2i+mU+pzBWsGEs58g1Dk5pw/3sAvhFvAeVbnukLEcnSv6/GwstNFLABoy6ZbrfJWeAqwxTkf7goCMcTieT4CBIdugM5HbEQZiDvC10s5ppGJKpKlOn77FLshfRC0hPfGvfC7okHjvfPZK2eSl0RyGIsbbQMsx55TTYCV4WB21jvHahkydVmb9bx0UueEtnSiWciPZcu6zwiwafcgxKUQO49Rl8RHJaN4MniKobUbR6+BjcjU9pJCMjThtHKIsvys4JsOtX1de5qJq7HEiHtH6RT04ubOnSHnAGfOr9PauQuJZ7YcsDjAMwxWK4fVxmG1AZk0QyYNwBEetjfvQxEfhmW/YsfzFhxhJ6AEQiPuyoGqIqjPBXrvQptXvXeO7aleEZ8QUTckxE68J67bQKqFI9Wc/d/a2XkYXy28iaWurZqWBGmFs7hThdqy2v8wKsS+SHxUOt6EPo62NIO95y7ctd9v8aM/TwdPsazXQyhD3o/qIOoFJrJICXNpGBriSkXdHacoRFwxIt1lcmQnp9qAF5LJOOLEqVfTzFG73Ubtjjbs2q0Wdo0lPU8hF3Yx/9aMuDumAbocQqMqxUKSFOK984r61Yi60kuySdUr4v5RvCMQQ4BumzaXKtbs4kg32qjd3oad/epg1wKZ7Cxsx4a5s6JGcM+oNmkSGoDRlr26UtmYdy0VbJskPioZJogLxpDelkH35fW44L1L0HdTG6zmDJBigPv7LiQ82h35XNiMyxzDCmtu3rSd4PJ7YfyGOy+E2QBvzc3nwOdA/cadYKvXoXnCvrBrgbYuyLqva7j0MCZvE8qAreuKcTDO47iRiIjmtYuL8XoZZzs+L0lAP8UMddu68I3QF84BlgIyyD3gkXGg/tOs7aa+vS94Kuu5s+s47BrkHiCmaU/eB3M3A0VFGb1wpWyXxEe1wLLPSKjdztHpMwbWVgTXPdEuyXdgMVZTDM23sMoN6QhFOc/eETIbsDPA9kEW2tLdUD9wJL4cnEJrV6CtnmeX2hrd0sqGYuwXCYnKoRTnIrBJwW4iLQL0XB7Z967jgtdw2LXAjoEWMnVZ2210bDfj2q4wL0nbXt47ITfXHiHxUWWkWrNuQFpaW8GIbtYqIv9BjmveOThttvS0sX3P7GDN2jLwlu2SGfspp+1Uie0W94LMfe95Dbzj0NrDxvbhcWy3Axs1eT7aKYyhrRNDc0+GzpurYIQgKoOYphJ5RYgaFmEAZzx3AauxwWo4rLoM9hm4GZP6r8JJXd/FlRtOxHuf90VDY2fYzSmgjXl+a2YLQXH/NSGwg3l5AjvwdaIiKGAYCxUgUTxnhjReYwM1HFY6g68M/AzHD1iF73T7P1y+/iSs3tIPXzbWgzelgAzL2qz6xF9Ab1sR7NjU/VhUgV2T+KhkxAmknKOts4Uv9gUGfO1TNG/uj9rtFlKc02qXjkipBu2gAVvzXhIbQHZ5C8v+Z7U2UjU26tKtqLMy2NLaDSub+8ECR7q2DXXpNrRwwLYsIMMAYcWMKD4YFwQJIPvS/Qt6Ancw8ImbQVTBYF42yjEnQXdl9s0H8r/nbj3t3CYIwjlrvzW1GdSmMtjS1hUrm/sBAOpqMqipzaC1zcr11eQxUm1YSPPFhHSLf/IVKIWck4RsncRHpSOsZMnUMbQNasaPhy/D3PoptNqlPVOE0xh7WV7Uwdvn8RAEiMWzwiPFkarJDt51NRm0cQsf7uqD7Zk0mjI1qLVs1NW2IdNmOasGGHjGyq404I5de3NJuFmMiGIlt+fGg2F8rkTYgBvlfLQHgZJA2KUoT9w02ao0OZkH5muX+jq2zFIcVo2NmpoMWjMprN3ZBzszdWjK1IKxrG231djg4qNMDc/aAQQbzn5wNq8IEp0tM+63q4AlyTpie1AKOf8UdmknKKtdanfY6PZGJ/z3Z2dgwBe289suoIeMVRoJxc3zfophBJGRbV+4S1QHbdXTwQBmcbCUDWYBlpX1etTUZGBZNrY11aOxuRP+g91gc4Y220LKyooTZnHYlgU7xcEz2RAMt1lOiLjCI8pAHmcQB0JFiVs1EsU451UuYGIJi7iTMgPCJj6Phk5keB4Kg12Lnggr+962LWzd1RmNLWl8aPVBU1sNmlprnPs8Du6UQ4r7+8edNkXbVO3YTRf++zx9qj0zpZ6JCLbtUo7FCyQ+KhnXk2EDsLKej+3DbIw55D2sfWsfdLIEcUJhl3ZN5EE96tLTKILDV47LA7gbXnH/Oy+LcVgpG6mUDctpr822YHOGjM1Qm7Jhc5a9g0xllTNjHGhLZbWG85wFLj7G3Wa5iwMXOsayn7krLphyR+ntmOYYcMPxUurrmivZYJ2QcI1CyVZZRBHEunSlTF6CQ3i8ORPtGBBEgKdokMkwNLXWwGpLIWXZaLMttLbWwHbmJjFPfCviwxEZ/h+0U+zYeV6I19cothyEKri99OB2Cl7SnwckPqoMO21jaOetWAto3HEUdmlPFF1wqGn5iA5A8HbkBIfr+bAsG5aVFRUpy31xT3i0ZVJIOXeLFgNqLNdtZ4GnbNgZC0gJ2+ZQHmimXCnEwdvL4c4uGA6g6Y5S3F+3bQOGh1lWPdIhLoRClpoGCGVfKMVXVuPVcO0VrljgwnsnnYl2JgoShra2FBjjaGMWbNuCbTNw2/JsHnDsn+Wqu3bLhPee8BAPMlM/y7vDBeOU7FkV06pNi2nicVEp4GSbNH5USHxUMoqQqN/Sgt3/Vofn/jUOPT9uQWpnazaDwi5VTVFi4F5e9M+x7xyF96LgcL0dzBEdlsWzIZVUBimLozaVdctZzILF4H22hR1njIMxjgzj2cEdzhNQ3dALyw3q4nwQaTBX7yBNA7eIySMiHgMpT99O3nNJqp2oIkN3nBEtLW/B4aXlvBye3bqf4Xjd1GfZ2Jb3PpNRNup47SwrV1cWLwycM3DwbPjQDb04//PxhmSzItiz10fNcXLTSixKokLio5JxPBmMc6CNo7VrDT49gmHSEa/j9Z+PRtemDJjdDG5ZUnmiMino+xz3CYgG0RF5Ep7OXc2EEIs7Mc/xdjCGrLfDCbXUpLITTVMsKz7qrAxSVjavzbaQ4RbabAstjIOxFFgmN9gzZiEDG7AdL4gtREg4wF0lIoVfot1BMnFgj3v3KB4fINIJrTpRorkQ59dOwOd8BIe2TYOtiiJZEM6McTDXjgEwx26ZU45J+22Dmx+hmuuC7wF8DJxnBTTjLCugBY+H5A2xHVs0eUMArWcv2wOhD2qZMLsOsu9co4aMEGLUI/FRRdg1DKxfEy7p+wLOqjvYWYpVqaNYxyUx13UM0QFoPB2+91weoFRvh/c/N4hbTrpl8eyLZb0etSkbtU7YJZ1qQ+eaFtSlMqiz2rCzLbtqwEIKnDPPA8I5cybwZVcR2K4AcbbL3ds2JnbcMNLqRAbPHQOfCFGbVI+P7lRECM+YCKpStd/osMMQYq9ctXeT6ADMtip8Nnk7LEdgWRYXxIdOgCBAgAQJDwuWxR0PB/dsmNsMWX9I1hiZ5Q7fBlt2FbcqqBUPhmTTajn1+PnEdEBeiSHxUS3w7K+CZppT2NDW3fmJ56odpggTxRAcSlok0eGmMSFNFB7eAJ4dNL0B2xBqqbFs1KYySKfa0CnVil51u9ClphldU834rKUbdrRlsJPVwXY22Mq4N9BnPO+dBc5scJvBhiV4O6CPo6sjqcELUjIRAiTiri47cXYxor1G8nQAetHhvYfW2+EKD9FmmSc+XPGctUTLKaPdFcFGpb47Apo7+YzZ2dChY6M2bDDOYFuQ7JXbyIZPmBOecfdPZ8uA2Z6dIkYRIjQRWYgobZcCEh+VjBtyAQDLQt22VvT7Wz1+9N40DPy0CVZzG6QwC4VcqpN8J+fFuZM0DegRvR1uiMUbxIVQi+WEXtzJpbWpjCc86qwMOqXaUJ9qRddUMzqnWtClphk2Z7DB0MaF2Lplw+YAbCv767bOz5/bQPZ7wOAMwLmfRee2uFMBXhDdvhciQtR08XhK26iy76QoQPOtHzEvtqfDzVMFspeueDucdGbl5naowsP9n/K8HxyW4AGxAr6btjO3A+DI2Nn3trdflucFyS7a4t5TEbL+j2y/3PkfnhdEnFDNoNhPPBGSPUQGb4haP2gIKlRsGiDxUeFwUYAA4Ckg0ymbTlQxUWOjptPsExHyx1Bvh9sHk+sa8MfLvQFedVfnBveUcAdpMY4aK+O9aq0Maln2VWNlUGPbqGE2WsG9urbjunYvDLadu2uFc3cJ5rivOfMGdqNyUF3XbpbGdS0N1OogrRUahnT1GGc3EFKwignbtaiiw9SWaqe6NEUou+nM0ZS5iaGi7UKyXVF4iB4QnQCxOUPK8XTYjh0CzmOXnAmpAMt9b9yAi2PDngBxwzBZs5Zt2bVdJz9nt9xvTxqbdo81U20f8NttVCFSRKzwIjIff/wxzjzzTPTp0wf19fXYf//98frrr3v5nHNcf/31GDhwIOrr6zFhwgSsWbOmqJ3uMEiPkeZoq0/h8wM4/uv4V9HSowa8NmWuS/goq+06g1/kCX2mO1BduuLtiDa3I8jjIZdRJ+q5g7gbM3fneaSs7B1kjZUVFTXMzoZfmI1aloEFDst5X8ts1DqiJGVly6WYO2dEvhNlntfFvVDAu6P1XXTUfRYvVrpjphw743EOOx+hF2Duf8WgosZdhvD91uRLtgklX2vXJjv126op1OLaqltGJzxcoeEKD3eJuOV6RDS77NqqK1RSFhcEjGi7erGT63NOGGltWfsZevsxnBf3uGuPfZhNR7HtPIklPr744gscfvjhqK2txTPPPIN33nkHv/zlL9GrVy+vzK233oo777wT9913H/75z3+iS5cumDhxIpqamore+XaPI6c5Y+A1Fmp2tmH35TZeunsMOm1pAWuzcytdiEAStd1CLjRxRUfQxVNXTxUmvsFNeXaHl5dbIeBOLs0KENsbbL0B2xm8ayxXcDgDNLO9bljM9vKywkOu67brhnREl7k4cGvvegMuUr7jpxyjwAuk6TxEydOW19iJxl6Std0Iryh1BWKLDiD4gqvaqk54OMLUEuxFDbWIQkH0eIjddG3XtVPxMwBJgLhtyN4UeM++EW3YJ0DEZ+cYBYhBiOnOg+HY+s6FdDw150FXJl/7UIgVdrnlllswePBgLFy40EsbPny4955zjnnz5uG6667DSSedBAD4zW9+g/79++Ppp5/G6aefHmdzhIjztMf0tlbUfpnJTTYVH69OGKl42w374gekaUWHrl6Q8NBtQriDdAfTbDq8/2665aRZygAuvs9wCzY3i2VvUBbqcgCMuW5tnl3EIriuwYTVA2DhbmtxIqp7DLj/vdZdrYZiAL2LWi1bIBVtuwF267vIqeWNIk5jk6rw0JSXPB5CMXEViziZNCcQ/OEV1Q7F9+7qLJ9JMA4LDBkup7mTVL1ngTh27kuX2nJCMLpQoPve+28Iw0AoByAwHKOrV2Ji3Tb/8Y9/xMEHH4zvfve76NevH772ta/hgQce8PLXrl2LjRs3YsKECV5ajx49MHbsWKxYsULbZnNzMxobG6UXoeD8tgssBtZio/bLlmw6y33TaA5IMBVru1HuOKKkhZUxCQ/In31xc7jpouta72JW4+TioO1OMM1wCxnkRIjFuOQdEe9Epe5621ZEinDRkfZVPa5qvulYmUSdWi4ozU2PeSdoouJsN2TfAu+uxc++djV38qKdim2Itqpp0xPLnn1C+S/bp1fPkB4H77sA/zZzc0DgeT/cD6KXMdsOoPV2iPsqHA99ZwzvYThPYtki2a+JWOLjgw8+wPz58/GVr3wFzz77LC666CL86Ec/wsMPPwwA2LhxIwCgf//+Ur3+/ft7eSpz585Fjx49vNfgwYPz2Y8OAbcYWrvXYuegeti1Vruew1ZsKsp2o3yxtXd4cppvfoc6IOna9MpqXNjCYKd6PQD1DlIcxOENtgBgKbdNNmdo5Sk02bXYaddlf+clYOd1gkZ8qWIo19/cwC4fM/3FS3tslPeRBUjccxmDstguC3gZiCw6TMJDt12xnlCWKedV8soVKB5UbGdSqfsqCq49e++hFSC58nJdKU20aZO3iWneOwSKELFOTHsII5b4sG0bX//613HzzTfja1/7GqZOnYoLL7wQ9913X94duPbaa9HQ0OC9NmzYkHdbHYFUi42aHRl4K2DI4xGJirDdqF/WCHfYkUMtgP/uKWJ/5AHeLzpy5fRhFnGwdn/JtpWn0MpTyDieEHEw18XS3fZ1Zu5L0ogo6RioFYspQILSpf6FlNGQqO3m2cfQEIvus5cedOEz3PkLbarhwOx7gxgNwXtmh/NZJzbiihD5u2K2Z39Fv8jy2W7YDYexbX9SqAgJaisPMRJLfAwcOBD77ruvlDZy5EisX78eADBgwAAAwKZNm6QymzZt8vJU0uk0unfvLr0IPczmsJozqG1sgRRYJEIpm+3G/VLGFR6h7ekuCrqwSi5dDWPo4uVqt4Lc1dnneaSQgeX8um32lTEM4Gq74nsv0iiIIhZ0fE130FEERCkEiNiniDZRyeOu8YKVj/DQ3clr6msv3EId36YVwazOLXJRBYUoQEQRLeZHFSGRRZDm+5dNN9xsKHV9ZXX5Ie3kLUJiEkt8HH744Vi9erWU9t5772Ho0KEAspOgBgwYgGXLlnn5jY2N+Oc//4lx48YVobsdGM5htWQADth1KVgtGbCM7Z+pRGhJ1HbzcUmayocJjyCvR9jdkegp0PYpN0jnJpnmYtjuZxO5eR7ZV5udcjwfljOgW14ZHeK8D912fGJIcFlr5wPojkfYhTNfARJHbOpeApU27mqXbrro9r0Q4aG723ffC3YYBy54Nkx4j/yHLEK4kCb+LEDugWO5iaQqvr7qQi9SvpJu8gJpxXXIXA7TZ4FSi5BYq10uu+wyHHbYYbj55ptx2mmn4dVXX8WCBQuwYMECAABjDDNmzMBNN92Er3zlKxg+fDhmzpyJQYMG4eSTTy5F/9s16iRStqsVNS2tYK1t4J07gafi+to6LhVtuxHvomM/nElXVndXJaSrKwa8PPjv3kwPX7KZfKfoejpsxgH3Pfyu6yh3kdJDm5xd4U7ftDqc8ezOc+Gzb2WAJs1A6CoYqd2AvBiU23YjX4AiiOfAekGiJWhOh+oNc8rrfqtFB88uoQKQtcHs/P7cqhZ31ZWIbRAapfrFC8m+RbtybVdna0F2rZZ3i2n6rzv/2pUyMYklPsaMGYPf//73uPbaa3HjjTdi+PDhmDdvHqZMmeKVufrqq7Fjxw5MnToV27ZtwxFHHIGlS5eiU6dOBXe2w2Ij+0uizS1A43bYDY2wBg0AOtWB1+ScV+rTUIkcFWu7+X6Hw4SH7q4o5nZFj0OUQdzmDCnpswWbc89tnREeYS7O+TC5tX39UQWGN/Aqg6wzsPrLQ7usVr+xPMvGyYtIkrab191uPjYWZJ8F3G2bvGQ6ZKEBWGBeXc5z7002yQWbDfoBuqA8X/+ZuzpW/zsycmHIS229zwgW22r9sDQNJhuJYzuM88q6WjU2NqJHjx44euSVqEmly92dsiJ5PiyA7WwGvmhAZusXqBk6GLw+nX3KqfCcDxIfWdoyzVj27i/Q0NCQ2Dwi13YH/3wOrPqQQT9wYPYnFfRIareM6srWuHSlVS5unJwJTzMVHpiUYu5vujgPB2PZ33VxHxpWl8qghmVQl8qgPtWKGuepprsytWi1U2ixU2jJ1KDFTiFjW97/DGfZ/7aFjJ197w7wts2cH+1yfrjLdtbWOJ+zPzjnjOBemuD5cD+776X/ugNveA/N3V/QVy/G19Le1YQNV80si+3ucduN4bbrEtOGc3kRwy1KunaFi5PvPc0U8GxWt7xWeg95ZRWA0N91EZ/boXo/bMf2pF9qBmDblvMjc4LdirYJIRSk2rHbiJsO6O1XtEXVrgG9bavlo6YHYO9qwkeXXx/Jdum3XSoYxnlOgNgAUimw7t1Q06kTeF1t9htHwqP6yHfQ1pWJcucYp7zOhR0B13XtDryW69WABZvbaLVTgAXYGWf+R8h8D6CILmxT6KVIYZHcdgLaC3BrVx2F2G+UiZNBdQpA9Ga49up6PwDZAwLkhlZRhIjCwmsHOeEhbQ/+tDiIQif7OWCKnzaciGj2ZipXYpsl8VFN1KTAUxZQn4YagCfhUSXkMRYVZdJX2KAv3PFFRRy4AXliHpg8/8PmDK12CrVWBm12yvfsBBvyHWOxnqcQGHpR08IGcKWu9imRhYRoqoFChXNQvagTemPgCo7c/2zDqq3nnjbqCBCWqxsedpHTxKW6JSHGHKXIdcognEl8VDjyL9oy8FQNeK0Fq6kVsBXvCFG5xPVoOOQVbomy3TwFjesuFu8g3UdGAzlBYoOBOQNxm53ynmQKG2jj4pJb5rubjPsMBW/CYJEES8mpNgGSp+36ywSEW0LaYmF2ryFrp7n/cp4br3G8H4qXwXZOkBWwMVd0iKtcVK+IGGYx9zOCWIli34V69MJEhrj5ItgviY9qwgYYs4FWeMIDIK9HxVOOa2LEQb1Y2DwrNtw4uhh6aYMFy7ZQY9loQ26ZrRh6cT0grqtaejnbMJm5OtYaBYnkxYghVort/XDLIEK5chHHVipM84nhFX2+LEY4oBUgQE6EmLYj/peW52omoXpCvdiEeS3ysfko23TJc59IfFQRjHPwDMAyGRIc1UCBA3jk50qUAXk1ACCu+naFiM2Yd2G2uYU2OytM2uyUJzjEZyQEPTky8M5Rlxj37i8o9FJKKs0LwlAa4ZHPXI9CcMWnmCSEVtTPrgAB4IkQdc6FbxMab506z0Pn9TC2GTuUgtLYTj7fnTwg8VFN2DZYW/bhYry2BkhZfn8iUX5KNYAXWqfIuAOtO0hznv21WZszWJ6QyAZh2riVdWFz+bcyPO+H4PXIfs5uIywEU8iEPgCVMYBXuhckCUxCW+fB4DDav5rlzvEAciu7sjbDnZCM6BnLroDxbM7xhphQn3aaa9vv5fALEMQTG8USJlHFdaGhmwiQ+KgmslOqgUwGqKVTRySHPGDnNK/n5UA2/MCcAdtNB+CFX4BcSCb73I+s8HCX0qpLF3VPjCzaXWMhRAm95Nuu+L/SycfrUaw2o6B4P8TJpqoAkUJ1AkHiVyzpt9lcupgWJkqk9hVhlLeNFyIkSiiI6QpWTVgMsBmQSoWXJYgSXMRUdzRTXNScM9jOpi3nvRh+AeALtwC5Mc73yGpvu+a7Sl0fK8KLUGkhlfaI4+rIPu02Jx7UeR/qMltRgGTx2zUQfvp0wlgUHrk8taLfa6It144h8VFNMAbU1ToPo9FM4SbaL1FOddGehyAP5P47SOYbnLng/bCAXPgFQJttOb8iZXtlxXCLLQgR7oRcKs7bQeQo1mGP0o7GG+Flcf3EUin0whm4FGLxezvEJbjabuq2ESA65DQG2Quib0P7kLB8KPacpRIKaBIf1QRj2d9zYQyszQ4vT1Q+xutqEb7xAbFxbXHOwMC9OlmRqw7OudCLe7coPu+Dc0di2BZg2bA5y65ysS3YLBeSEUMtGUd0ZNNkr4c8iMdcLUDipPKQJmTAb59umpLnu9cS86X3Gu+HRoD4OwPIV9kI4hd6wSG+lz12Qh81W9S2palTMHEFSokESKxftSXKD8twINOBfHNEdAoZoGKYlC+GjVy4RPRauAKizbak1Syi8BAnmbpthwkO6bHUQHEHZqKyiSIEpHCdP/RhCo/452fkXmIb+vQwT4jcf+nZHmH2q+arwiSobAVDno9qwn2uh23D+ZGCMneIqFoC3Nm+ohr3tuq2dtMASOEXG+JzP5wflBOEh/S7LeJdoqYP6rJF34VFya8IaN5HNCLYo+lhYVnvBnyODDX8AseDJ4dd3ALyHCYRuVxuu/7+mUSN0Ae1rq+MsgNS+75NJgOFXQgAjl+byw9WINo/MUMosdpQB35vLM8unWVOGa71iedWCYjhl4wNwIInQAD5WQj+Z3z4wy2i4JAG3hgCgwcM5sa0YkLCQyaKHatm5rNP57OTLwtgR6C4YsMtD8linXdqHMdtS+lOBHsze0Eg2askrg3CQzdhWheyUbpuTqtQGyTxUU243g4KlrV7GGfFmfehQ7gA+J72qPFySFUNd58AfALEnf8hChDXC6ITHqpXgyvpvsl7AKAKE3f/NHeXchkS71WNzlPiiRG/AGEQvSSyFwSAT8CI+O3d0CVNiEfN93v0hL4rbXj7qd2YLq1ENl0i7x2JjyqDO+KD0byP9kExPBp5b1sYwLkzwvjm4DkiiGcfnQ4mLlH0z/gTJ6DanMNCdkJpysrKDxswCg91kqnUjdC4uL+M1uth+toE3VmaynZEim2rYfaveD9ME0/V8EscAQIAvgeOAUYxInUv0OY0YRYhzxjKiWNf+dhihQhvEh9VBrPt3G0kzfnouEQetCEN3lHEjrvqhUPjFYHrttYLEBs5AQLbyoZtGAdsK7fywJ0bYhAeqtcj5+2AVz/Q60GUjnzEsiasFxr+05WJGn7RCRAg50lUwjDZzfkNRxeCkfMN+yDUz7Uv5xs9HlrxorQd5vUI+g7kIzxK9J0i8VGtkPAgdOjc0dpy0IdelEHffeaHN/dDbIIzZYKeUFkJwdjICg+LyStioggPT4CIwkPdF/UY6N6raWHeEFP7Csanm7ZXIVRsb52kYc3hFO+jZK8RBYhQVhUCnidEJILXQ2xDStKJDqGsdnKpod1A4RHFvirYBkl8VBu5hywQ7YWog3m+g77q/ZDylNCL+IwEJQzjehtc70fknyt30rMekfjCw+ub0m93hYu3TfGmOE7IRTwWRDTi2mJU70fYNnThF6VtnQABZC+IGopxYYp3JCq+8IvaZ6+cv0BJn+lRKHFDQDHKx5q6mMlkMHPmTAwfPhz19fXYa6+9MGfOHHAunniO66+/HgMHDkR9fT0mTJiANWvWxNkMEQZ5PWKTqO0WSRtq76ij3PmExY61A6B5G+pzNbIXetkrYdsMtm0h9wyEnJdCfHqp+5Ke9REiPMImmeqWLvrfG45N3HOllC+a14MrL4HEbTfmRSR620ExDEM53XlSvQJumiJGuS9N8SS4wld8aWw10ktpx20/9z1xv0eaPkr7yfR99R2DkOOlvlfLFYsC7CWW+Ljlllswf/583H333Xj33Xdxyy234NZbb8Vdd93llbn11ltx55134r777sM///lPdOnSBRMnTkRTU1P83hFEkUjcduN+IQ1lC/7BMnXwDostC/lceg/Id3CyABHTfUICsgCxxcE6JNSim+ch7ps0eBv2oyBKcRFW2w/ZRtnG3bC+lfLYhgpvgwBRysn2Aa+OKkIkcZ3HS9uWtB1x+8zfL6Ve0D7lJTziEuXcF7iNWGGXl19+GSeddBImTZoEABg2bBh++9vf4tVXX832h3PMmzcP1113HU466SQAwG9+8xv0798fTz/9NE4//fTCeksQeVI223W/oKUKq5jqqG7usPpieeG9b+ktz83/CJ6AqnTOnYSKnOjwSinCQ90PdZ4HVwc+ruSp6UHCC0peEFEH2yKXK/u4G2SX+dhs3O2I6dL7gBCM8L1zbY350nObkEIyQLTvjrs98aPWtsR8g1jQ1c9XeEToZ3DZAvMjEsvzcdhhh2HZsmV47733AABvvfUWXnzxRRx77LEAgLVr12Ljxo2YMGGCV6dHjx4YO3YsVqxYoW2zubkZjY2N0osIQH2uLxGJsttuAafM5/2I21bYRVhIl+8InbfOe8kTIbXv91boPBrq/I5sqMYcdvF5PLx0uV/avvuOQcCddJTQieaYh4bFTMS8ayy77Yb1Oc7+6Gw56OKq8VzI7w1hCq3HQ+dxgGTboo1HefnqadvO2bic529H23/TsTGhEfCRKbG3QySW5+Oaa65BY2MjRowYgVQqhUwmg5/97GeYMmUKAGDjxo0AgP79+0v1+vfv7+WpzJ07F7Nnz86n7x0Tmu+RFxVhu1G8IIa7P99Dx0x3g1JbGu+H6unQOC3kJYo8t4rAe59bAeOtGAAED4jcKc4BS7jNMS+llQVEkMdDFR7SPgNCnnpM1P8RhIeGgoRHTCrCdl2K4ekIskvdNiSvnKacey6U53aI6TpPiIvkERGajrYvhuSgGwaTt8RUJ0hMmOzbsK1AgsRlCYjl+XjyySfx2GOPYdGiRVi5ciUefvhh/OIXv8DDDz+cdweuvfZaNDQ0eK8NGzbk3VZHgZMAiU1F2W7YlznyXWSEOnFDDdq4s/NPvOA7Zb3x0XcnqJvHEUF4eO0IwkMJx+iEh3aehzqomwbzMJTyec/DyXMQryjbBYpzkQo7hlEvuIaLeqgnRLEnrViI8hKriB4Ow7YC+6huW0cc4RGHhIUHENPzcdVVV+Gaa67xYoj7778/1q1bh7lz5+Lss8/GgAEDAACbNm3CwIEDvXqbNm3CQQcdpG0znU4jnU7n2f2OCaOwS2wqznbD7iA1+aGPXA/zgGi8HF49byO58q6HwyskeEByN5JCn7hYWtwYYDsPGVNXsXBFPHif3X57eU67JuGh7otJeKjHRUeAqMtrdUuBX9eKs10AggFES9e2oXhA1Lq+z4oHxM2T3gveDuRsQzunQ7F7nwDJlwAvh9gnbX4EYeXL036OuC9Fslv3exFHmMfyfOzcuROWJVdJpVKw7ewjN4cPH44BAwZg2bJlXn5jYyP++c9/Yty4cXE2RRBFpSJtN+gOB/q80PkfUb0q3l2Z5o5LSPfNAXEFg/fezZPnc7jeCndOh20zZDKWN88jN9cD4Lbs7XCFh7g8UY6ZK3FyL3au7qPG46G70zQdvyjCI49zGJckbZdx5nsFEnTHHGXfRa+Eqa56ETZ5CVT7Fcr652Uw5aXWz/Nls8BtR/LGqHYa5BXxfdYcTx1B5yfk3MW2EQOxPB8nnHACfvazn2HIkCEYNWoU3nzzTdx2220477zzsp1iDDNmzMBNN92Er3zlKxg+fDhmzpyJQYMG4eSTT86rgwRRDCradl0nQcS8wPkfpvZMcXM3L9uw3AYEDwiT2xAf5JS78TR7QcQf8Mr+z23b6O1wEn3PQlDqS3lh6WKeSlzhEUYRhAdQftt1993odcsZgD4vHy+IWlfdhmqzQd8BxePhW+WillHRPZgvBP2qlwK9F3HLm8hTLBe87F8hlvi46667MHPmTFx88cXYvHkzBg0ahGnTpuH666/3ylx99dXYsWMHpk6dim3btuGII47A0qVL0alTp6J2vCPDGaPQS0wq3naTEiDZyrl83yDttKkMyp6AEMpwaB5lDeFC5bpinfq6vqhzO7JpuW4Yn+Mh7k+Y8NAdA1+6PhnII9RS5K9mpdhuJBFiEiAw5EnllLCIrs0g4ewTKEI5g2gxDaNMtw1dl6Oc60oRHbq6YekovujItcsr6yrW2NiIHj164OiRV6ImRXNBiPxoyzRj2bu/QENDA7p3757INl3bHXzrHFj1zqCfz/fWVEfn9VcvBGoZY1vcn88MeUo6M5RjjAvvhfIQ87nn7YgsOpwykUWHLk/NV8sZPsda1ZLPSKqpY+9qwoarZ5bHdn8p2G4EjEIkhg0HEte+df3RbTOoH1Gf8SESdIEOEw+6+toyMbYZVjckPV/BYe9qwoYrotku/bYLQZQS3d1XlDoR7yC1HhCxjLEtJntAxLJqnpgOxQui/qiX5xVRvCDuNsUQi5MmPR8BBXo7dHlqvomkhEdF3e4pCAIwir0avSGFekG88ko4xuTdMIRYpDK6etDlFXCnHzekkY/o0NXLp0+FCo+ofTVA4oMgkiKOEAkapJWBXXsB0IkKXzuCeHC3pRMgIk6eG0ZhymguhmJyzer6F83b4ZURPkcKs1Six6OSRYcO3bk3oF2JFWbDIW3mygYIiighFl093baLfX7iiIZiezpMbQakRxIdRTxGJD6qDPcZHzTno8qJKkRMg3RUL4jpDtEro4mZazumvxLpRAjnzBMy7vJaaRmk0mSgp8Pto05YBImOqG7wUouO9vQ1DREj4rHTeuN09eJ6BlVBoRXHurQgBVQiChEaYW1EbTckL+/VTEWAxEeVQaKjHRLlLjDIjR3kBdHdIQZ5QcQykkdEE4oRGtZ6QlhOWLhPRxX7VLCnQ0wz5UOTb/gc+TH2HU10mAiw28DJqTEEdfD2BeGstiG2YxI/US/seax2kcvHTc8j7FNML0dCtkvigyAqhbDBN2kviCpYuNKAJkzjezS7U06aDxJXdGjKxgqxBJVHkb0d1S46OPIQAebyBYmQqH3QhVfUdsS2gs6RSZiH9iG8SGC5BAQHUGTREceDo4HERzUi/YwjUXEIEyvzmznv/C9QhPjc4DoviLadsFFadWFAECCOiHBWtTBPoHD5CZKm8Iq42SBPR1zBofkcWXSUWnD4PC4V8t0OO/1h5TUeOUAjRILERkiox98HrQLSt6WtH2EbpnqRy+Z5fguww7yezBunTB6Q+KhGSHhUD0GDYWhdsU5AflxPiNpuqAgRKmlCLkHzRfzhGKe1KMKikBUsxfB0lEJ0VIqwKISogsBgV5GFiK7tuF6R7EaC88P6kA/FOM8F2l/egoPCLgTRTjG5iQPrID9PSNB8ELVMkMfFtDJGrBBBhPjaFLdbYtGR7WIR5nXEdk+3A8ERRFSRrMmP/PRUXf24XhETlXJ+iiAKCgqrJBwyJPFBEOVEHSzCfjhOKhuQr4uchIVj3DKmi4XOEwIlnyn5nrgxXPTbm+ColAtZvnCE72vQLubpudBdNAPniei2EeUclfP0RLahaMUKXqkSK1RU5HIg8UEQlUU+YiRqSKacQkTnYRHbKURwaD6T4CghQQIgrGwMz4Xp4hoaqgnqV8J394EUS2REba8EAqIQSHwQRCUTZeJqkNs75ryQ7Ca5vkyhc0M8b0iCczk05YxpUfK8Mh1McIQRdS5GFFsNaSOyKFHb9DUUkFcIrtDO4yIe+7HmxRAcZRJkJD6qEVrtUtEwhE/liH3tiuoRMXoqlHImVzXzD4Da+Rq6tgDZk+F7bgiTB2VdyEUlrodDV8eUFiXPK1P49y3q9J6yfrPFlVo6ouxEVM9IHK+Iti/Kx5jnKNSuC8HV4IXaTbFDI4XscqQlx9H3l8RHNULCo+oxaodCZvDHWTmQhBjReUTCBEelzN/I86KRz8rqqiJfYWLKiiI4ooZ0ohAyz6SkFMs2ShU+Sfh4kPggiAqioIcphq2iKVSMxJ0nYpwjEtCvfD0bQelheV6Z+INvuxcbcTAdv0ImUevK+NoPyY/TViWQTx8rXGjoIPFBEBVM3h6SfDwjQLyVA4Dv+R3gypwRJhX2ty28r2Sh0VFERlDIMO/rVRxRks8cjQ5ybgCUVWRE+Q7E2RqJD4IoNhzRJ+DlSeDNpHGQjuAyjz24ufXFplguzZtjyoOFRpx5GpHdzlUgMOLOTykjeT2sN3DyacTzk69ttmcSnINUKkh8EESpifMlL4JQyevONcrdaVBMPnQaSIjYKERoVJrIoIukR1EmXkcpVO4raTEpkrei0g8JiQ+CqCSiDhh5jE+RFioELqM11jIn65bphkwqjb/9HCUbcCt8IC8aqtdOpchevDjnqyhelCqm7GKiyKtpSHwQRDVSzIEoZJ5qKNqnU7pvxO04oRfDhaIkg2u5B+z2RpLHM+Lq8g5NFR8TEh8E0dEpQVhIu2pHEB0FXUiqeMAlYlCM8xz0ILOgOnE9kFHbjduXdkzFiQ/u/NxlW6a5zD0hqhnXfjhP7hvubstuakpsmxWNYfGKb2zv4IOwims/ZLtEtRHHdhlP0sIj8NFHH2Hw4MHl7gbRTtiwYQP22GOPRLZFtksUE7JdolqJYrsVJz5s28bq1aux7777YsOGDejevXu5u1SRNDY2YvDgwXSMDHDO8eWXX2LQoEGwLCuRbZLtRoNsNxiy3cqFbDeYOLZbcWEXy7Kw++67AwC6d+9OJzgEOkZmevTokej2yHbjQcfIDNluZUPHyExU201GVhMEQRAEQTiQ+CAIgiAIIlEqUnyk02nMmjUL6XS63F2pWOgYVSZ0XsKhY1SZ0HkJh45R8ai4CacEQRAEQbRvKtLzQRAEQRBE+4XEB0EQBEEQiULigyAIgiCIRCHxQRAEQRBEolSk+LjnnnswbNgwdOrUCWPHjsWrr75a7i6VhRtuuAGMMek1YsQIL7+pqQnTp09Hnz590LVrV0yePBmbNm0qY48Jst0sZLvVB9luFrLdZKg48fHEE0/g8ssvx6xZs7By5UoceOCBmDhxIjZv3lzurpWFUaNG4dNPP/VeL774opd32WWXYcmSJVi8eDGWL1+OTz75BKecckoZe9uxIduVIdutHsh2Zch2E4BXGIcccgifPn269zmTyfBBgwbxuXPnlrFX5WHWrFn8wAMP1OZt27aN19bW8sWLF3tp7777LgfAV6xYkVAPCRGy3Rxku9UF2W4Ost1kqCjPR0tLC9544w1MmDDBS7MsCxMmTMCKFSvK2LPysWbNGgwaNAh77rknpkyZgvXr1wMA3njjDbS2tkrHasSIERgyZEiHPVblhGzXD9ludUC264dst/RUlPjYsmULMpkM+vfvL6X3798fGzduLFOvysfYsWPx0EMPYenSpZg/fz7Wrl2Lb3zjG/jyyy+xceNG1NXVoWfPnlKdjnqsyg3ZrgzZbvVAtitDtpsMFfertkSOY4891nt/wAEHYOzYsRg6dCiefPJJ1NfXl7FnBBEM2S5RrZDtJkNFeT522203pFIp38zhTZs2YcCAAWXqVeXQs2dPfPWrX8X777+PAQMGoKWlBdu2bZPK0LEqD2S7wZDtVi5ku8GQ7ZaGihIfdXV1GD16NJYtW+al2baNZcuWYdy4cWXsWWWwfft2/Oc//8HAgQMxevRo1NbWSsdq9erVWL9+PR2rMkC2GwzZbuVCthsM2W6JKPeMV5XHH3+cp9Np/tBDD/F33nmHT506lffs2ZNv3Lix3F1LnCuuuIK/8MILfO3atfyll17iEyZM4LvtthvfvHkz55zzH/7wh3zIkCH8b3/7G3/99df5uHHj+Lhx48rc644L2W4Ost3qgmw3B9luMlSc+OCc87vuuosPGTKE19XV8UMOOYS/8sor5e5SWfje977HBw4cyOvq6vjuu+/Ov/e97/H333/fy9+1axe/+OKLea9evXjnzp35d77zHf7pp5+WsccE2W4Wst3qg2w3C9luMjDOOS+394UgCIIgiI5DRc35IAiCIAii/UPigyAIgiCIRCHxQRAEQRBEopD4IAiCIAgiUUh8EARBEASRKCQ+CIIgCIJIFBIfBEEQBEEkCokPgiAIgiAShcQHQRAEQRCJQuKDIAiCIIhEIfFBEARBEESikPggCIIgCCJR/j/yfuWCoKfMjgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "14:03:19 - utils.forces_mesh - Got phi_grad with: (3, 100, 100, 100), 171.6251363560513\n" + "17:03:00 - utils.particles - Found mean interparticle distance: 0.05692997700471936\n" ] } ], "source": [ "### Direct N body force computation\n", "epsilon = utils.mean_interparticle_distance(particles)\n", - "logger.info(f\"Mean interparticle distance: {epsilon}\")\n", - "f_nsquare = utils.n_body_forces(particles, G, epsilon)\n", - "f_analytical = utils.analytical_forces(particles)\n", "\n", + "epsilon_range = np.logspace(-2, 2, 5)\n", + "n_squared_forces = []\n", + "\n", + "SAVE_FORCES = False\n", + "\n", + "for e in epsilon_range:\n", + " n_particles = particles.shape[0]\n", + " cache_file = CACHE_ROOT / f\"n_squared_forces__n_{n_particles}__softening_multiplier_{e:.0f}.npy\"\n", + " try:\n", + " f = np.load(cache_file)\n", + " except FileNotFoundError:\n", + " f = utils.n_body_forces(particles, G, e * epsilon)\n", + " if SAVE_FORCES:\n", + " np.save(cache_file, f)\n", + " logger.debug(f\"Saved forces to {cache_file}\")\n", + " n_squared_forces.append(f)\n", + "\n", + "### Mesh based force computation\n", + "mesh_size_range = [10, 20, 50, 100, 150, 200]\n", "mapping = utils.particle_to_cells_nn\n", - "mesh_size = 100\n", - "f_mesh = utils.mesh_forces_v2(particles, G, mesh_size, mapping)" + "mesh_forces = []\n", + "for mesh_size in mesh_size_range:\n", + " cache_file = CACHE_ROOT / f\"mesh_forces__n_{n_particles}__mesh_size_{mesh_size}__mapping_{mapping.__name__}.npy\"\n", + " try:\n", + " f = np.load(cache_file)\n", + " except FileNotFoundError:\n", + " f = utils.mesh_forces_v2(particles, G, mesh_size, mapping)\n", + " if SAVE_FORCES:\n", + " np.save(cache_file, f)\n", + " logger.debug(f\"Saved forces to {cache_file}\")\n", + " mesh_forces.append(f)\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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5dWjc48ePY+bMmfD09IRAIMD+/fs71F9rpaSkwMfHB7a2thg7dix++ukns/rk5GSEhIRALpfDzc0NUVFRyMvLa1XfkydP7oKIW4+JsVZISUmBUqlESEiIpUMhIiIiIiIiot8YjUbcqdWiRN2AO7VaGI3Gbhnz7Nmz8PDwwFdffWVWl5WVhaCgILOyiooKvPjii/j44487PHZtbS0CAgKQkpLS4b7uNXnyZKSmprZYt3v3biQkJGDNmjXIzs5GQEAAwsPDUVZWZmqTkZEBlUqFH374AUeOHIFOp8OMGTNQW1vbYp+ZmZk4evSoWdnRo0dx6tSpTptTazEx1goqlQq5ubk4c+aMpUMhIiIiIiIiIgBlVQ34/p+3cODcDRw8fwMHzt3A9/+8hbKqhi4d9/Lly6iursZbb72FQ4cOoa6uzlSXnZ2N4OBg02uNRoOoqCi8+eabGD9+fIfHjoiIwDvvvIPo6OgHtjEYDEhOToavry9kMhkCAgKwd+/edo/5wQcfYNGiRZg/fz6USiU2b94MOzs7bNu2zdTm8OHDiIuLg5+fHwICApCamori4mJkZWW12Ke3tze2bNmCV155BdXV1XjllVfw8ccfP3JF3SeffAJ/f3/IZDIoFApMnTq13fNqwsQYEREREREREVmVsqoGpOfdwpVb1XC0FeNxJzs42opx5VY10vO6NjmWlZUFW1tbLFy4EI6Ojjh06BAAoKGhAZcuXTKtGDMajYiLi8PUqVPxwgsvdFk890tOTsaOHTuwefNmXLx4EfHx8Zg3bx4yMjLa3JdWq0VWVhbCwsJMZTY2NggLC8Pp06cf+D61Wg0AcHZ2brHey8sLe/bsgUKhQHZ2NpycnPDll18+NDG2b98+LFu2DKtWrUJeXh5OnTqF119/vc1zuh8TY0RERERERERkNYxGIy5cr4K6Xguffvawl4ogtBHAXiqCTz97qOu1uHC9qsu2VWZnZ8Pf3x8SiQTR0dGm1Vi//PILGhsbTYmxzMxM7N69G/v370dgYCACAwNx/vz5LompiUajQVJSErZt24bw8HAMGjQIcXFxmDdvHrZs2dLm/srLy6HX69G/f3+z8v79+6OkpKTF9xgMBrz22muYMGECRowY0WKb69evY/bs2aisrERQUBDu3LmD2bNn4/r16w+MJS8vDwMHDsT06dPh7e0NPz8/REZGtnlO92NijIiIiIiIiIisRmWdDtcr6+Amt4VAIDCrEwgEcJPb4nplHSrrdF0yfnZ2tin5NWvWLBw8eBAajQbZ2dlwdXU1rXqaOHEiDAYDcnJyTI+RI0e22OcXX3wBBwcH0+PEiRPtii0/Px91dXWYPn26WX87duzAlStXTO2SkpKajbd48WKzsuLi4nbFoFKpcOHCBezateuBbYqKirBw4UJs2rQJcrkcmzZtwsKFC1FUVPTA9yxatAhGoxHOzs5wcHBAYWFhu+K7n6hTeiEiIiIiIiIi6gaaRgO0egNsxcIW623FQpTXaqBpNHTJ+NnZ2ZgzZw6Au4fWi8VifPfddy0evN9azz77LMaOHWt6PWDAgHb1U1NTAwA4ePBgsz6kUqnp+eLFi/Hcc8+ZXs+dOxcxMTGYNWuWqczT0xMGgwFCoRClpaVmfZWWlsLd3b3Z+EuXLsWBAwdw/PhxPP744w+Mc8KECc3K7t2ueT+dTofZs2dj/Pjx2Lp1KxQKBXx8fB7Yvi2YGCMiIiIiIiIiqyEV2UAitEGDTg97afO0RoNOD4nQBlJR52+SKygoMG3/AwCRSIRnn30WX331Fc6fP4+IiIh29SuXyyGXyzscn1KphFQqRXFxMUJDQx/YztnZ2ez8L5lMBjc3NwwePLhZ2+DgYBw7dgxRUVEA7m6VPHbsGJYuXWpqYzQa8eqrryItLQ3p6enw9fVtdczp6emPbJOWlob8/PxmN1l2BibGiIiIiIiIiMhqONmJMcDJDlduVcNHYm+2ndJoNKKsugFPuMrhZCfu9LGzsrIgkUjMzs6KiYnBCy+8gLq6OqxcubLTx7xXTU0N8vPzTa8LCwuRk5MDZ2dneHt7Qy6XIzExEfHx8TAYDJg4cSLUajUyMzPh6OiI2NjYNo+ZkJCA2NhYjB49GmPGjMGGDRtQW1uL+fPnm9qoVCrs3LkTX3/9NeRyuen8MYVCAZlM1uF5a7Va3Lx5E5999hkmTZqEmpoaZGZm4qWXXoJI1LHUFhNjrZCSkoKUlBTo9XpLh0JERERERETUpwkEAowY4IjyGg2KbtfCTW4LW7EQDTo9yqoboLCTYMQAx2bnj3WG7OxsjBgxAhKJxFQ2ffp06PV6aLXadm+lbK2ff/4ZU6ZMMb1OSEgAAMTGxiI1NRUAsG7dOri6uiI5ORkFBQVwcnJCUFAQVqxY0a4xn3/+edy6dQurV69GSUkJAgMDcfjwYbMD+Tdt2gTg7tbSe23fvh1xcXHtGvdes2fPxtmzZ7FixQqUlpbC2dkZ06ZNw8svv9zhvgXGrrqmoReqqqqCQqGAWq2Go6OjpcMhIiIiIiKiXq43fg9taGhAYWEhfH19YWtr2+5+yqoacOF6Fa5X1kGrN0AitMEAJzuMGOAIN8f290u9Q2s/Z1wxRkRERERERERWx83RFlPkUlTW6aBpNEAqsoGTnbhLVopR78XEGBERERERERFZJYFAgMfsJY9uSPQAnX9FAxERERERERERkRVgYoyIiIiIiIiIiPokJsaIiIiIiIiIiKhPYmKMiIiIiIiIiIj6JCbGiIiIiIiIiIioT2JirBVSUlKgVCoREhJi6VCIiIiIiIiIiKiTMDHWCiqVCrm5uThz5oylQyEiIiIiIiIiok7CxBgREREREREREfVJTIwREREREREREVGfxMQYERERERERERH1SUyMERERERERERF1smvXrmHy5MlQKpXw9/fHnj17LB0StUBk6QCIiIiIiIiIiHobkUiEDRs2IDAwECUlJQgODsYzzzwDe3t7S4dG92BijIiIiIiIiIiok3l4eMDDwwMA4O7uDhcXF1RUVDAx1sNwKyURERERERERURuEhoZCIBDgr3/9q1n5xo0b4enp2ax9VlYW9Ho9vLy8OjTu8ePHMXPmTHh6ekIgEGD//v0d6q+1UlJS4OPjA1tbW4wdOxY//fSTWX1ycjJCQkIgl8vh5uaGqKgo5OXltarvyZMnd0HErcfEGBERERERERFZJ6MRqKsAqm7c/a/R2A1DGnH27Fl4eHjgq6++MqvLyspCUFCQWVlFRQVefPFFfPzxxx0eu7a2FgEBAUhJSelwX/eaPHkyUlNTW6zbvXs3EhISsGbNGmRnZyMgIADh4eEoKysztcnIyIBKpcIPP/yAI0eOQKfTYcaMGaitrW2xz8zMTBw9etSs7OjRozh16lSnzam1mBgjIiIiIiIiIutTXQL86+/AhX3AxbS7//3X3++Wd6HLly+juroab731Fg4dOoS6ujpTXXZ2NoKDg02vNRoNoqKi8Oabb2L8+PEdHjsiIgLvvPMOoqOjH9jGYDAgOTkZvr6+kMlkCAgIwN69e9s95gcffIBFixZh/vz5UCqV2Lx5M+zs7LBt2zZTm8OHDyMuLg5+fn4ICAhAamoqiouLkZWV1WKf3t7e2LJlC1555RVUV1fjlVdewccff/zIFXWffPIJ/P39IZPJoFAoMHXq1HbPqwkTY62QkpICpVKJkJAQS4dCRERERERERNUlwOUjwO3LgEwBOA28+9/bl++Wd2FyLCsrC7a2tli4cCEcHR1x6NAhAEBDQwMuXbpkWjFmNBoRFxeHqVOn4oUXXuiyeO6XnJyMHTt2YPPmzbh48SLi4+Mxb948ZGRktLkvrVaLrKwshIWFmcpsbGwQFhaG06dPP/B9arUaAODs7NxivZeXF/bs2QOFQoHs7Gw4OTnhyy+/fGhibN++fVi2bBlWrVqFvLw8nDp1Cq+//nqb53Q/JsZaQaVSITc3F2fOnLF0KERERERERER9m9EI3PgFaFADzoMAiQNgI7z7X+dBd8tv/NJl2yqzs7Ph7+8PiUSC6Oho02qsX375BY2NjabEWGZmJnbv3o39+/cjMDAQgYGBOH/+fJfE1ESj0SApKQnbtm1DeHg4Bg0ahLi4OMybNw9btmxpc3/l5eXQ6/Xo37+/WXn//v1RUtJy8tFgMOC1117DhAkTMGLEiBbbXL9+HbNnz0ZlZSWCgoJw584dzJ49G9evX39gLHl5eRg4cCCmT58Ob29v+Pn5ITIyss1zuh8TY0RERERERERkPervAOprgLw/IBCY1wkEd8vV1+626wLZ2dmm5NesWbNw8OBBaDQaZGdnw9XV1bTqaeLEiTAYDMjJyTE9Ro4c2WKfX3zxBRwcHEyPEydOtCu2/Px81NXVYfr06Wb97dixA1euXDG1S0pKajbe4sWLzcqKi4vbFYNKpcKFCxewa9euB7YpKirCwoULsWnTJsjlcmzatAkLFy5EUVHRA9+zaNEiGI1GODs7w8HBAYWFhe2K736iTumFiIiIiIiIiKg7NDYAeg0gkrVcL5IB+rK77bpAdnY25syZA+DuofVisRjfffddiwfvt9azzz6LsWPHml4PGDCgXf3U1NQAAA4ePNisD6lUanq+ePFiPPfcc6bXc+fORUxMDGbNmmUq8/T0hMFggFAoRGlpqVlfpaWlcHd3bzb+0qVLceDAARw/fhyPP/74A+OcMGFCs7J7t2veT6fTYfbs2Rg/fjy2bt0KhUIBHx+fB7ZvCybGiIiIiIiIiMh6iGwBoRRorL+7ffJ+jfV360W2nT50QUGBafsfAIhEIjz77LP46quvcP78eURERLSrX7lcDrlc3uH4lEolpFIpiouLERoa+sB2zs7OZud/yWQyuLm5YfDgwc3aBgcH49ixY4iKigJwd6vksWPHsHTpUlMbo9GIV199FWlpaUhPT4evr2+rY05PT39km7S0NOTn5ze7ybIzMDFGRERERERERNZD9hig8Lp70L6zvfl2SqMRqC4F+g25266TZWVlQSKRmJ2dFRMTgxdeeAF1dXVYuXJlp495r5qaGuTn55teFxYWIicnB87OzvD29oZcLkdiYiLi4+NhMBgwceJEqNVqZGZmwtHREbGxsW0eMyEhAbGxsRg9ejTGjBmDDRs2oLa2FvPnzze1UalU2LlzJ77++mvI5XLT+WMKhQIy2QNW9rWBVqvFzZs38dlnn2HSpEmoqalBZmYmXnrpJYhEHUttMTFGRERERERERNZDIAA8A4DaMqCi4O6ZYiLZ3ZVi1aWArdPd+vvPH+sE2dnZGDFiBCQSials+vTp0Ov10Gq17d5K2Vo///wzpkyZYnqdkJAAAIiNjUVqaioAYN26dXB1dUVycjIKCgrg5OSEoKAgrFixol1jPv/887h16xZWr16NkpISBAYG4vDhw2YH8m/atAnA3a2l99q+fTvi4uLaNe69Zs+ejbNnz2LFihUoLS2Fs7Mzpk2bhpdffrnDfQuMxi66pqEXqqqqgkKhgFqthqOjo6XDISIiIiIiol6uN34PbWhoQGFhIXx9fWFr24HtjtUld2+fVF+7e+aYUHp3JZlnACBvfv4V9S2t/ZxxxRgRERERERERWR+5O/Bk/7u3TzY23D1TTPZYl6wUo96LiTEiIiIiIiIisk4CAWDn/Oh2RA9gY+kAiIiIiIiIiIiILIGJMSIiIiIiIiIi6pOYGCMiIiIiIiIioj6JiTEiIiIiIiIiIuqTmBgjIiIiIiIiIqI+iYmxVkhJSYFSqURISIilQyEiIiIiIiIiok7CxFgrqFQq5Obm4syZM5YOhYiIiIiIiIiIOgkTY0RERERERERE1CcxMUZERERERERERH0SE2NERERERERERNQnMTFGRERERERERNTJrl27hsmTJ0OpVMLf3x979uyxdEjUApGlAyAiIiIiIiIi6m1EIhE2bNiAwMBAlJSUIDg4GM888wzs7e0tHRrdg4kxIiIiIiIiIqJO5uHhAQ8PDwCAu7s7XFxcUFFRwcRYD8OtlERERERERERklYxGIyobKlFaW4rKhkoYjcZuGTc0NBQCgQB//etfzco3btwIT0/PZu2zsrKg1+vh5eXVoXGPHz+OmTNnwtPTEwKBAPv37+9Qf62VkpICHx8f2NraYuzYsfjpp5/M6pOTkxESEgK5XA43NzdERUUhLy+vVX1Pnjy5CyJuPSbGiIiIiIiIiMjq3Kq7hePXj+Nw0WH8/erfcbjoMI5fP45bdbe6dFyj0YizZ8/Cw8MDX331lVldVlYWgoKCzMoqKirw4osv4uOPP+7w2LW1tQgICEBKSkqH+7rX5MmTkZqa2mLd7t27kZCQgDVr1iA7OxsBAQEIDw9HWVmZqU1GRgZUKhV++OEHHDlyBDqdDjNmzEBtbW2LfWZmZuLo0aNmZUePHsWpU6c6bU6txcQYEREREREREVmVW3W3cPL6SRSpi+AocYSnvSccJY4oUhfh5PWTXZocu3z5Mqqrq/HWW2/h0KFDqKurM9VlZ2cjODjY9Fqj0SAqKgpvvvkmxo8f3+GxIyIi8M477yA6OvqBbQwGA5KTk+Hr6wuZTIaAgADs3bu33WN+8MEHWLRoEebPnw+lUonNmzfDzs4O27ZtM7U5fPgw4uLi4Ofnh4CAAKSmpqK4uBhZWVkt9unt7Y0tW7bglVdeQXV1NV555RV8/PHHj1xR98knn8Df3x8ymQwKhQJTp05t97yaMDFGRERERERERFbDaDQityIXVdoqeMu9YSe2g9BGCDuxHbzl3qjSViG3IrfLtlVmZWXB1tYWCxcuhKOjIw4dOgQAaGhowKVLl0wrxoxGI+Li4jB16lS88MILXRJLS5KTk7Fjxw5s3rwZFy9eRHx8PObNm4eMjIw296XVapGVlYWwsDBTmY2NDcLCwnD69OkHvk+tVgMAnJ2dW6z38vLCnj17oFAokJ2dDScnJ3z55ZcPTYzt27cPy5Ytw6pVq5CXl4dTp07h9ddfb/Oc7sfEGBERERERERFZDbVGjZs1N+Eqc4VAIDCrEwgEcJW54mbNTag16i4ZPzs7G/7+/pBIJIiOjjatxvrll1/Q2NhoSoxlZmZi9+7d2L9/PwIDAxEYGIjz5893SUxNNBoNkpKSsG3bNoSHh2PQoEGIi4vDvHnzsGXLljb3V15eDr1ej/79+5uV9+/fHyUlJS2+x2Aw4LXXXsOECRMwYsSIFttcv34ds2fPRmVlJYKCgnDnzh3Mnj0b169ff2AseXl5GDhwIKZPnw5vb2/4+fkhMjKyzXO6HxNjRERERERERGQ1NHoNdAYdpEJpi/VSoRQ6gw4avaZLxs/OzjYlv2bNmoWDBw9Co9EgOzsbrq6uplVPEydOhMFgQE5OjukxcuTIFvv84osv4ODgYHqcOHGiXbHl5+ejrq4O06dPN+tvx44duHLliqldUlJSs/EWL15sVlZcXNyuGFQqFS5cuIBdu3Y9sE1RUREWLlyITZs2QS6XY9OmTVi4cCGKiooe+J5FixbBaDTC2dkZDg4OKCwsbFd89xN1Si9ERERERERERN1AKpRCbCOGRq+BnY1ds3qNXgOxjfiBibOOys7Oxpw5cwDcPbReLBbju+++a/Hg/dZ69tlnMXbsWNPrAQMGtKufmpoaAMDBgweb9SGV/vvXY/HixXjuuedMr+fOnYuYmBjMmjXLVObp6QmDwQChUIjS0lKzvkpLS+Hu7t5s/KVLl+LAgQM4fvw4Hn/88QfGOWHChGZl927XvJ9Op8Ps2bMxfvx4bN26FQqFAj4+Pg9s3xZMjBERERERERGR1VBIFfBw8ECRugjeIm+z7ZRGoxG36m/BR+EDhVTR6WMXFBSYtv8BgEgkwrPPPouvvvoK58+fR0RERLv6lcvlkMvlHY5PqVRCKpWiuLgYoaGhD2zn7Oxsdv6XTCaDm5sbBg8e3KxtcHAwjh07hqioKAB3t0oeO3YMS5cuNbUxGo149dVXkZaWhvT0dPj6+rY65vT09Ee2SUtLQ35+frObLDsDE2NEREREREREZDUEAgGUzkpU1FeguLoYrjJXSIVSaPQa3Kq/BUeJI5TOymbnj3WGrKwsSCQSs7OzYmJi8MILL6Curg4rV67s9DHvVVNTg/z8fNPrwsJC5OTkwNnZGd7e3pDL5UhMTER8fDwMBgMmTpwItVqNzMxMODo6IjY2ts1jJiQkIDY2FqNHj8aYMWOwYcMG1NbWYv78+aY2KpUKO3fuxNdffw25XG46f0yhUEAmk3V43lqtFjdv3sRnn32GSZMmoaamBpmZmXjppZcgEnUstcXEGBERERERERFZFVc7V0wcMBG5Fbm4WXMTOoMOYhsxfBQ+UDor4Wrn2iXjZmdnY8SIEZBIJKay6dOnQ6/XQ6vVtnsrZWv9/PPPmDJliul1QkICACA2NhapqakAgHXr1sHV1RXJyckoKCiAk5MTgoKCsGLFinaN+fzzz+PWrVtYvXo1SkpKEBgYiMOHD5sdyL9p0yYAd7eW3mv79u2Ii4tr17j3mj17Ns6ePYsVK1agtLQUzs7OmDZtGl5++eUO9y0wdtX9pb1QVVUVFAoF1Go1HB0dLR0OERERERER9XK98XtoQ0MDCgsL4evrC1tb2w71ZTQaodaoodFrIBVKoZAqumSlGFmf1n7OuGKMiIiIiIiIiKySQCCAk62TpcMgK2Zj6QCsQUpKCpRKJUJCQiwdChERERERERERdRImxlpBpVIhNzcXZ86csXQoRERERERERETUSZgYIyIiIiIiIiKiPomJMSIiIiIiIiIi6pOYGCMiIiIiIiIioj6JiTEiIiIiIiIiIuqTmBgjIiIiIiIiIqI+iYkxIiIiIiIiIiLqk5gYIyIiIiIiIiKiPomJMSIiIiIiIiIi6pOYGCMiIiIiIiIi6mTXrl3D5MmToVQq4e/vjz179lg6JGqByNIBEBERERERERH1NiKRCBs2bEBgYCBKSkoQHByMZ555Bvb29pYOje7BxBgRERERERERUSfz8PCAh4cHAMDd3R0uLi6oqKhgYqyH4VZKIiIiIiIiIqI2CA0NhUAgwF//+lez8o0bN8LT07NZ+6ysLOj1enh5eXVo3OPHj2PmzJnw9PSEQCDA/v37O9Rfa6WkpMDHxwe2trYYO3YsfvrpJ7P65ORkhISEQC6Xw83NDVFRUcjLy2tV35MnT+6CiFuPiTEiIiIiIiIiskpGoxGNd+5AV1qKxjt3YDQau2XMs2fPwsPDA1999ZVZXVZWFoKCgszKKioq8OKLL+Ljjz/u8Ni1tbUICAhASkpKh/u61+TJk5Gamtpi3e7du5GQkIA1a9YgOzsbAQEBCA8PR1lZmalNRkYGVCoVfvjhBxw5cgQ6nQ4zZsxAbW1ti31mZmbi6NGjZmVHjx7FqVOnOm1OrcXEGBERERERERFZHV1ZGWoyMlB1+DCqDh1G1eHDqMnIgO6ehE1XuHz5Mqqrq/HWW2/h0KFDqKurM9VlZ2cjODjY9Fqj0SAqKgpvvvkmxo8f3+GxIyIi8M477yA6OvqBbQwGA5KTk+Hr6wuZTIaAgADs3bu33WN+8MEHWLRoEebPnw+lUonNmzfDzs4O27ZtM7U5fPgw4uLi4Ofnh4CAAKSmpqK4uBhZWVkt9unt7Y0tW7bglVdeQXV1NV555RV8/PHHj1xR98knn8Df3x8ymQwKhQJTp05t97yaMDFGRERERERERFZFV1aG2hMnoC0shFDuCPGAARDKHaEtLETtiRNdmhzLysqCra0tFi5cCEdHRxw6dAgA0NDQgEuXLplWjBmNRsTFxWHq1Kl44YUXuiye+yUnJ2PHjh3YvHkzLl68iPj4eMybNw8ZGRlt7kur1SIrKwthYWGmMhsbG4SFheH06dMPfJ9arQYAODs7t1jv5eWFPXv2QKFQIDs7G05OTvjyyy8fmhjbt28fli1bhlWrViEvLw+nTp3C66+/3uY53Y+JMSIiIiIiIiKyGkajEQ25udBXVUHsPRA2dnYQCIWwsbOD2Hsg9FVVaMjN7bJtldnZ2fD394dEIkF0dLRpNdYvv/yCxsZGU2IsMzMTu3fvxv79+xEYGIjAwECcP3++S2JqotFokJSUhG3btiE8PByDBg1CXFwc5s2bhy1btrS5v/Lycuj1evTv39+svH///igpKWnxPQaDAa+99homTJiAESNGtNjm+vXrmD17NiorKxEUFIQ7d+5g9uzZuH79+gNjycvLw8CBAzF9+nR4e3vDz88PkZGRbZ7T/ZgYIyIiIiIiIiKroa+shO7mTYhc3SAQCMzqBAIBRK5u0N28CX1lZZeMn52dbUp+zZo1CwcPHoRGo0F2djZcXV1Nq54mTpwIg8GAnJwc02PkyJEt9vnFF1/AwcHB9Dhx4kS7YsvPz0ddXR2mT59u1t+OHTtw5coVU7ukpKRm4y1evNisrLi4uF0xqFQqXLhwAbt27Xpgm6KiIixcuBCbNm2CXC7Hpk2bsHDhQhQVFT3wPYsWLYLRaISzszMcHBxQWFjYrvjuJ+qUXoiIiIiIiIiIuoFRq4VRo4XARdpivUAqhbFcC6NW2yXjZ2dnY86cOQDuHlovFovx3XfftXjwfms9++yzGDt2rOn1gAED2tVPTU0NAODgwYPN+pBK//3rtXjxYjz33HOm13PnzkVMTAxmzZplKvP09ITBYIBQKERpaalZX6WlpXB3d282/tKlS3HgwAEcP34cjz/++APjnDBhQrOye7dr3k+n02H27NkYP348tm7dCoVCAR8fnwe2bwsmxoiIiIiIiIjIaggkEgikEhg1Ggjs7JrVGzUaCKQSCCSSTh+7oKDAtP0PAEQiEZ599ll89dVXOH/+PCIiItrVr1wuh1wu73B8SqUSUqkUxcXFCA0NfWA7Z2dns/O/ZDIZ3NzcMHjw4GZtg4ODcezYMURFRQG4u1Xy2LFjWLp0qamN0WjEq6++irS0NKSnp8PX17fVMaenpz+yTVpaGvLz85vdZNkZmBgjIiIiIiIiIqshdHKC2MMD2sJCiL0Hmm2nNBqNaLxVBomvL4ROTp0+dlZWFiQSidnZWTExMXjhhRdQV1eHlStXdvqY96qpqUF+fr7pdWFhIXJycuDs7Axvb2/I5XIkJiYiPj4eBoMBEydOhFqtRmZmJhwdHREbG9vmMRMSEhAbG4vRo0djzJgx2LBhA2prazF//nxTG5VKhZ07d+Lrr7+GXC43nT+mUCggk8k6PG+tVoubN2/is88+w6RJk1BTU4PMzEy89NJLEIk6ltpiYoyIiIiIiIiIrIZAIICtUgn97dvQFV+9e9aYVAqjRoPGW2UQKhSwVSqbnT/WGbKzszFixAhI7lmNNn36dOj1emi12nZvpWytn3/+GVOmTDG9TkhIAADExsYiNTUVALBu3Tq4uroiOTkZBQUFcHJyQlBQEFasWNGuMZ9//nncunULq1evRklJCQIDA3H48GGzA/k3bdoE4O7W0ntt374dcXFx7Rr3XrNnz8bZs2exYsUKlJaWwtnZGdOmTcPLL7/c4b4Fxq66pqEXqqqqgkKhgFqthqOjo6XDISIiIiIiol6uN34PbWhoQGFhIXx9fWFra9vufnRlZWjIzYXu5s27Z45JJRB7eMBWqYTYza0TIyZr1NrPGVeMEREREREREZHVEbu5QeTqCn1lJYxaLQQSCYROTl2yUox6LybGiIiIiIiIiMgqCQQCiB57zNJhkBWzsXQARERERERERERElsDEGBERERERERER9UlMjBERERERERERUZ/U5xJj0dHReOyxx/D73//e0qEQEREREREREZEF9bnE2P/3//1/2LFjh6XDICIiIiIiIiIiC+tzibHJkydDLpdbOgwiIiIiIiIiIrIwq0qMHT9+HDNnzoSnpycEAgH279/frE1KSgp8fHxga2uLsWPH4qeffur+QImIiIiIiIiIqMezqsRYbW0tAgICkJKS0mL97t27kZCQgDVr1iA7OxsBAQEIDw9HWVlZN0dKREREREREREQ9ncjSAbRFREQEIiIiHlj/wQcfYNGiRZg/fz4AYPPmzTh48CC2bduGN998s83jaTQaaDQa0+uqqqq2B01ERERERERERD2SVa0YexitVousrCyEhYWZymxsbBAWFobTp0+3q8/k5GQoFArTw8vLq7PCJSIiIiIiIiIiC+s1ibHy8nLo9Xr079/frLx///4oKSkxvQ4LC8P/+3//D99++y0ef/zxhybNli9fDrVabXpcu3aty+InIiIiIiIiot7j2rVrmDx5MpRKJfz9/bFnzx5Lh0QtsKqtlJ3h6NGjrW4rlUohlUq7MBoiIiIiIiIi6o1EIhE2bNiAwMBAlJSUIDg4GM888wzs7e0tHRrdo9ckxlxcXCAUClFaWmpWXlpaCnd3dwtFRURERERERER9kYeHBzw8PAAA7u7ucHFxQUVFBRNjPUyv2UopkUgQHByMY8eOmcoMBgOOHTuGcePGWTAyIiIiIiIiIupNQkNDIRAI8Ne//tWsfOPGjfD09GzWPisrC3q9vsNnlx8/fhwzZ86Ep6cnBAIB9u/f36H+WislJQU+Pj6wtbXF2LFj8dNPP5nVJycnIyQkBHK5HG5uboiKikJeXl6r+p48eXIXRNx6VpUYq6mpQU5ODnJycgAAhYWFyMnJQXFxMQAgISEB//d//4dPP/0Uly5dwpIlS1BbW2u6pZKIiIiIiIiIeg+j0YiGGh1q7mjQUKOD0WjsljHPnj0LDw8PfPXVV2Z1WVlZCAoKMiurqKjAiy++iI8//rjDY9fW1iIgIAApKSkd7utekydPRmpqaot1u3fvRkJCAtasWYPs7GwEBAQgPDwcZWVlpjYZGRlQqVT44YcfcOTIEeh0OsyYMQO1tbUt9pmZmdnsqKujR4/i1KlTnTan1rKqxNjPP/+MUaNGYdSoUQDuJsJGjRqF1atXAwCef/55vP/++1i9ejUCAwORk5ODw4cPNzuQv61SUlKgVCoREhLS4TkQERERERERUcfVqjW4euE2LmeV4kp2GS5nleLqhduoVWu6dNzLly+juroab731Fg4dOoS6ujpTXXZ2NoKDg02vNRoNoqKi8Oabb2L8+PEdHjsiIgLvvPMOoqOjH9jGYDAgOTkZvr6+kMlkCAgIwN69e9s95gcffIBFixZh/vz5UCqV2Lx5M+zs7LBt2zZTm8OHDyMuLg5+fn4ICAhAamoqiouLkZWV1WKf3t7e2LJlC1555RVUV1fjlVdewccff/zIFXWffPIJ/P39IZPJoFAoMHXq1HbPq4lVJcYmT54Mo9HY7HFvVnPp0qW4evUqNBoNfvzxR4wdO7bD46pUKuTm5uLMmTMd7ouIiIiIiIiIOqYpKVZZUgepTASHfraQykSoLKnr8uRYVlYWbG1tsXDhQjg6OuLQoUMAgIaGBly6dMm0YsxoNCIuLg5Tp07FCy+80GXx3C85ORk7duzA5s2bcfHiRcTHx2PevHnIyMhoc19arRZZWVkICwszldnY2CAsLAynT59+4PvUajUAwNnZucV6Ly8v7NmzBwqFAtnZ2XBycsKXX3750MTYvn37sGzZMqxatQp5eXk4deoUXn/99TbP6X5WlRgjIiIiIiIior7NaDTiVnE1tHWNcHSTQWwrgo2NAGJbERzdZNDWNeJWcXWXbavMzs6Gv78/JBIJoqOjTauxfvnlFzQ2NpoSY5mZmdi9ezf279+PwMBABAYG4vz5810SUxONRoOkpCRs27YN4eHhGDRoEOLi4jBv3jxs2bKlzf2Vl5dDr9c324nXv39/lJSUtPgeg8GA1157DRMmTMCIESNabHP9+nXMnj0blZWVCAoKwp07dzB79mxcv379gbHk5eVh4MCBmD59Ory9veHn54fIyMg2z+l+TIwRERERERERkdXQ1DaiuqIBdgoJBAKBWZ1AIICdQoLqigZoahu7ZPzs7GxT8mvWrFk4ePAgNBoNsrOz4erqalr1NHHiRBgMBtNZ6Tk5ORg5cmSLfX7xxRdwcHAwPU6cONGu2PLz81FXV4fp06eb9bdjxw5cuXLF1C4pKanZeIsXLzYrazrPva1UKhUuXLiAXbt2PbBNUVERFi5ciE2bNkEul2PTpk1YuHAhioqKHvieRYsWwWg0wtnZGQ4ODigsLGxXfPcTdUovRERERERERETdoFFngKHRCKFE2GK9UCKEoVqHRp2hS8bPzs7GnDlzANw98kksFuO7775r8eD91nr22WfNjoIaMGBAu/qpqakBABw8eLBZH1Kp1PR88eLFeO6550yv586di5iYGMyaNctU5unpCYPBAKFQiNLSUrO+SktL4e7u3mz8pUuX4sCBAzh+/Dgef/zxB8Y5YcKEZmX3bte8n06nw+zZszF+/Hhs3boVCoUCPj4+D2zfFkyMEREREREREZHVEIltYCMSQK/Vw8a2eVpDr9XDRiSASNz5m+QKCgpM2/8AQCQS4dlnn8VXX32F8+fPIyIiol39yuVyyOXyDsenVCohlUpRXFyM0NDQB7ZzdnY2O/9LJpPBzc0NgwcPbtY2ODgYx44dQ1RUFIC7WyWPHTuGpUuXmtoYjUa8+uqrSEtLQ3p6Onx9fVsdc3p6+iPbpKWlIT8/v9lNlp2BibFWSElJQUpKCvR6vaVDISIiIiIiIurTpPYiyJ1tUVlSB0ep0Gw7pdFoRJ1aCyd3O0jtOz/lkZWVBYlEYnZ2VkxMDF544QXU1dVh5cqVnT7mvWpqapCfn296XVhYiJycHDg7O8Pb2xtyuRyJiYmIj4+HwWDAxIkToVarkZmZCUdHR8TGxrZ5zISEBMTGxmL06NEYM2YMNmzYgNraWsyfP9/URqVSYefOnfj6668hl8tN548pFArIZLIOz1ur1eLmzZv47LPPMGnSJNTU1CAzMxMvvfQSRKKO/X9mYqwVVCoVVCoVqqqqoFAoLB0OERERERERUZ8lEAjg6i1HXZUWVWX1sFNIIJQIodfqUafWQmovgqu3vNn5Y50hOzsbI0aMgEQiMZVNnz4der0eWq223VspW+vnn3/GlClTTK8TEhIAALGxsUhNTQUArFu3Dq6urkhOTkZBQQGcnJwQFBSEFStWtGvM559/Hrdu3cLq1atRUlKCwMBAHD582OxA/k2bNgG4u7X0Xtu3b0dcXFy7xr3X7NmzcfbsWaxYsQKlpaVwdnbGtGnT8PLLL3e4b4Gxq65p6IWaEmNqtRqOjo6WDoeIiIiIiIh6ud74PbShoQGFhYXw9fWFra1tu/upVWtwq7ga1RUNMDQaYSMSQO5sC1dvOewV0kd3QL1aaz9nXDFGRERERERERFbHXiGF3QgJNLWNaNQZIBLbQGov6pKVYtR7MTFGRERERERERFZJIBDA1kFs6TDIinX+FQ1ERERERERERERWgImxVkhJSYFSqURISIilQyEiIiIiIiIiok7CxFgrqFQq5Obm4syZM5YOhYiIiIiIiIiIOgkTY0RERERERERE1CcxMUZERERERERERH0SE2NERERERERERNQnMTFGRERERERERER9EhNjRERERERERETUJzExRkRERERERETUwxQVFUEgECAnJ8fSofRqTIy1QkpKCpRKJUJCQiwdChERERERERFZSFxcHAQCARYvXtysTqVSQSAQIC4urvsDa6Omebz77rtm5fv374dAIGh3v8ePH8fMmTPh6ekJgUCA/fv3N2tjNBqxevVqeHh4QCaTISwsDJcvX273mB3FxFgrqFQq5Obm4syZM5YOhYiIiIiIiIjuUX27HMUXzqH6dnm3jOfl5YVdu3ahvr7eVNbQ0ICdO3fC29u7W2LoDLa2tli/fj3u3LnTaX3W1tYiICAAKSkpD2zz3nvv4cMPP8TmzZvx448/wt7eHuHh4WhoaOi0ONqCiTEiIiIiIiIiskrn//F3/J9qPvasW4H/U83H+X/8vcvHDAoKgpeXF/bt22cq27dvH7y9vTFq1CiztgaDAcnJyfD19YVMJkNAQAD27t1rqr9z5w7mzp0LV1dXyGQyDBkyBNu3bzfro6CgAFOmTIGdnR0CAgJw+vTpTplHWFgY3N3dkZyc3Cn9AUBERATeeecdREdHt1hvNBqxYcMGvPXWW/jP//xP+Pv7Y8eOHbhx40aLq8u6AxNjRERERERERGR1qm+X48jHG2E0GgHcTboc+b+/dMvKsQULFpglsLZt24b58+c3a5ecnIwdO3Zg8+bNuHjxIuLj4zFv3jxkZGQAAFatWoXc3FwcOnQIly5dwqZNm+Di4mLWx8qVK5GYmIicnBw8+eSTmDNnDhobGzs8B6FQiKSkJGzcuBG//vpri22Ki4vh4ODw0EdSUlKrxywsLERJSQnCwsJMZQqFAmPHju20hF9biSwyKhERERERERFRB9y5ecOUFGtiNBhQWXID8n4uD3hX55g3bx6WL1+Oq1evAgAyMzOxa9cupKenm9poNBokJSXh6NGjGDduHABg0KBBOHnyJLZs2YLQ0FAUFxdj1KhRGD16NADAx8en2ViJiYmIjIwEALz99tvw8/NDfn4+hg0b1uF5REdHIzAwEGvWrMHWrVub1Xt6ej7y8H9nZ+dWj1dSUgIA6N+/v1l5//79TXXdjYkxIiIiIiIiIrI6j3ncPeD93uSYwMYGTu6eXT62q6srIiMjkZqaCqPRiMjIyGYrvfLz81FXV4fp06eblWu1WtOWyyVLliAmJgbZ2dmYMWMGoqKiMH78eLP2/v7+puceHh4AgLKyshYTY4sXL8bnn39uel1TU/PIuaxfvx5Tp05FYmJiszqRSITBgwc/sg9rxq2URERERERERGR15P1cMP0Pr0Jgcze1IbCxwfRFS7t8tViTBQsWIDU1FZ9++ikWLFjQrL4pKXXw4EHk5OSYHrm5uaZzxiIiInD16lXEx8fjxo0bmDZtWrMElVgsNj1vujHSYDC0GNPatWvNxmqNp556CuHh4Vi+fHmzus7eSunu7g4AKC0tNSsvLS011XU3rhgjIiIiIiIiIqs0cuoM+AQEobLkBpzcPbstKQYATz/9NLRaLQQCAcLDw5vVK5VKSKVSFBcXIzQ09IH9uLq6IjY2FrGxsZg0aRLeeOMNvP/+++2Kyc3NDW5ubm1+37vvvovAwEAMHTrUrLyzt1L6+vrC3d0dx44dQ2BgIACgqqoKP/74I5YsWdLWsDsFE2NEREREREREZLXk/Vy6NSHWRCgU4tKlS6bn95PL5UhMTER8fDwMBgMmTpwItVqNzMxMODo6IjY2FqtXr0ZwcDD8/Pyg0Whw4MABDB8+vLungpEjR2Lu3Ln48MMPzcrbupWypqYG+fn5pteFhYXIycmBs7MzvL29IRAI8Nprr+Gdd97BkCFD4Ovri1WrVsHT0xNRUVGdNZ02YWKsFVJSUpCSkgK9Xm/pUIiIiIiIiIioh3B0dHxo/bp16+Dq6ork5GQUFBTAyckJQUFBWLFiBQBAIpFg+fLlKCoqgkwmw6RJk7Br167uCL2ZtWvXYvfu3R3q4+eff8aUKVNMrxMSEgAAsbGxSE1NBQAsW7YMtbW1+MMf/oDKykpMnDgRhw8fhq2tbYfGbi+B8f4rHOiBqqqqoFAooFarH/nhJyIiIiIiIuqo3vg9tKGhAYWFhfD19bVYMoR6v9Z+znj4PhERERERERER9UlMjBERERERERERUZ/ExBgREREREREREfVJTIwREREREREREVGfxMQYERERERERERH1SUyMERERERERERFRn8TEGBERERERERER9UlMjBERERERERERUZ/ExBgRERERERERUQ9TVFQEgUCAnJwcS4fSqzExRkRERERERETUCnFxcRAIBFi8eHGzOpVKBYFAgLi4uO4PrI2a5vHuu++ale/fvx8CgaDd/SYnJyMkJARyuRxubm6IiopCXl6eWZuGhgaoVCr069cPDg4OiImJQWlpabvH7CgmxlohJSUFSqUSISEhlg6FiIiIiIiIiCzIy8sLu3btQn19vamsoaEBO3fuhLe3twUjaxtbW1usX78ed+7c6bQ+MzIyoFKp8MMPP+DIkSPQ6XSYMWMGamtrTW3i4+PxzTffYM+ePcjIyMCNGzcwa9asTouhrZgYawWVSoXc3FycOXPG0qEQERERERER0T0a1Ro0XKlEo1rTLeMFBQXBy8sL+/btM5Xt27cP3t7eGDVqlFlbg8GA5ORk+Pr6QiaTISAgAHv37jXV37lzB3PnzoWrqytkMhmGDBmC7du3m/VRUFCAKVOmwM7ODgEBATh9+nSnzCMsLAzu7u5ITk7ulP4A4PDhw4iLi4Ofnx8CAgKQmpqK4uJiZGVlAQDUajW2bt2KDz74AFOnTkVwcDC2b9+OU6dO4Ycffui0ONqCiTEiIiIiIiIiskq1Z0pQ8u5PKP+/8yh59yfUninplnEXLFhglsDatm0b5s+f36xdcnIyduzYgc2bN+PixYuIj4/HvHnzkJGRAQBYtWoVcnNzcejQIVy6dAmbNm2Ci4uLWR8rV65EYmIicnJy8OSTT2LOnDlobGzs8ByEQiGSkpKwceNG/Prrry22KS4uhoODw0MfSUlJDxxDrVYDAJydnQEAWVlZ0Ol0CAsLM7UZNmwYvL29Oy3h11Yii4xKRERERERERNQBjWoN7uy7DBh/KzACd/ZdhvTJxyBSSLt07Hnz5mH58uW4evUqACAzMxO7du1Cenq6qY1Go0FSUhKOHj2KcePGAQAGDRqEkydPYsuWLQgNDUVxcTFGjRqF0aNHAwB8fHyajZWYmIjIyEgAwNtvvw0/Pz/k5+dj2LBhHZ5HdHQ0AgMDsWbNGmzdurVZvaen5yMP/29Ket3PYDDgtddew4QJEzBixAgAQElJCSQSCZycnMza9u/fHyUl3ZPUvB8TY0RERERERERkdRrL6/+dFGtivFve1YkxV1dXREZGIjU1FUajEZGRkc1WeuXn56Ourg7Tp083K9dqtaYtl0uWLEFMTAyys7MxY8YMREVFYfz48Wbt/f39Tc89PDwAAGVlZS0mxhYvXozPP//c9LqmpuaRc1m/fj2mTp2KxMTEZnUikQiDBw9+ZB8tUalUuHDhAk6ePNmu93cXJsaIiIiIiIiIyOqIXGSAAObJMcFv5d1gwYIFWLp0KYC7l/bdrykpdfDgQQwYMMCsTiq9m7iLiIjA1atX8e233+LIkSOYNm0aVCoV3n//fVNbsVhset50Y6TBYGgxprVr17aY4HqYp556CuHh4Vi+fHmzGzWLi4uhVCof+v4VK1ZgxYoVZmVLly7FgQMHcPz4cTz++OOmcnd3d2i1WlRWVpqtGistLYW7u3ub4u4sTIwRERERERERkdURKaR4bNaQf2+nFACPzRrS5avFmjz99NPQarUQCAQIDw9vVq9UKiGVSlFcXIzQ0NAH9uPq6orY2FjExsZi0qRJeOONN8wSY23h5uYGNze3Nr/v3XffRWBgIIYOHWpW3tatlEajEa+++irS0tKQnp4OX19fs7bBwcEQi8U4duwYYmJiAAB5eXkoLi42bTftbkyMEREREREREZFVsg9xh/TJx+5un3SRdVtSDLh7eP2lS5dMz+8nl8uRmJiI+Ph4GAwGTJw4EWq1GpmZmXB0dERsbCxWr16N4OBg+Pn5QaPR4MCBAxg+fHi3zaHJyJEjMXfuXHz44Ydm5W3dSqlSqbBz5058/fXXkMvlpnPDFAoFZDIZFAoFXnrpJSQkJMDZ2RmOjo549dVXMW7cOPzud7/r1Dm1FhNjRERERERERGS1RApptybE7uXo6PjQ+nXr1sHV1RXJyckoKCiAk5MTgoKCTFsPJRIJli9fjqKiIshkMkyaNAm7du3qjtCbWbt2LXbv3t2hPjZt2gQAmDx5sln59u3bTds0//znP8PGxgYxMTHQaDQIDw/HRx991KFxO0JgNBrvP6qOHqCqqgoKhQJqtfqRH34iIiIiIiKijuqN30MbGhpQWFgIX19f2NraWjoc6qVa+zmz6caYiIiIiIiIiIiIegwmxoiIiIiIiIiIqE9iYoyIiIiIiIiIiPokJsaIiIiIiIiIiKhPYmKsFVJSUqBUKhESEmLpUIiIiIiIiIiIqJMwMdYKKpUKubm5OHPmjKVDISIiIiIiIiKiTsLEGBERERERERER9UlMjBERERERERERUZ/ExBgREREREREREfVJTIwREREREREREfUwRUVFEAgEyMnJsXQovRoTY0RERERERERErRAXFweBQIDFixc3q1OpVBAIBIiLi+v+wNqoaR7vvvuuWfn+/fshEAja3e///M//QCAQmD2GDRtm1qahoQEqlQr9+vWDg4MDYmJiUFpa2u4xO4qJMSIiIiIiIiKiVvLy8sKuXbtQX19vKmtoaMDOnTvh7e1twcjaxtbWFuvXr8edO3c6tV8/Pz/cvHnT9Dh58qRZfXx8PL755hvs2bMHGRkZuHHjBmbNmtWpMbQFE2NEREREREREZLXUajUKCwuhVqu7ZbygoCB4eXlh3759prJ9+/bB29sbo0aNMmtrMBiQnJwMX19fyGQyBAQEYO/evab6O3fuYO7cuXB1dYVMJsOQIUOwfft2sz4KCgowZcoU2NnZISAgAKdPn+6UeYSFhcHd3R3Jycmd0l8TkUgEd3d308PFxcVUp1arsXXrVnzwwQeYOnUqgoODsX37dpw6dQo//PBDp8bRWkyMEREREREREZFVys7OxoYNG/Dpp59iw4YNyM7O7pZxFyxYYJbA2rZtG+bPn9+sXXJyMnbs2IHNmzfj4sWLiI+Px7x585CRkQEAWLVqFXJzc3Ho0CFcunQJmzZtMkskAcDKlSuRmJiInJwcPPnkk5gzZw4aGxs7PAehUIikpCRs3LgRv/76a4ttiouL4eDg8NBHUlKS2XsuX74MT09PDBo0CHPnzkVxcbGpLisrCzqdDmFhYaayYcOGwdvbu9MSfm0lssioREREREREREQdoFar8c0338BoNAIAjEYjvvnmGzzxxBNQKBRdOva8efOwfPlyXL16FQCQmZmJXbt2IT093dRGo9EgKSkJR48exbhx4wAAgwYNwsmTJ7FlyxaEhoaiuLgYo0aNwujRowEAPj4+zcZKTExEZGQkAODtt9+Gn58f8vPzm53d1R7R0dEIDAzEmjVrsHXr1mb1np6ejzz839nZ2fR87NixSE1NxdChQ3Hz5k28/fbbmDRpEi5cuAC5XI6SkhJIJBI4OTmZ9dG/f3+UlJR0eD7twcQYEREREREREVmdiooKU1KsidFoREVFRZcnxlxdXREZGYnU1FQYjUZERkY2W+mVn5+Puro6TJ8+3axcq9WatlwuWbIEMTExyM7OxowZMxAVFYXx48ebtff39zc99/DwAACUlZW1mBhbvHgxPv/8c9PrmpqaR85l/fr1mDp1KhITE5vViUQiDB48+JF9NImIiDCLe+zYsRg4cCC+/PJLvPTSS63upzsxMUZEREREREREVsfZ2RkCgcAsOSYQCMxWMHWlBQsWYOnSpQCAlJSUZvVNSamDBw9iwIABZnVSqRTA3UTS1atX8e233+LIkSOYNm0aVCoV3n//fVNbsVhset50Y6TBYGgxprVr17aY4HqYp556CuHh4Vi+fHmzGzWLi4uhVCof+v4VK1ZgxYoVLdY5OTnhySefRH5+PgDA3d0dWq0WlZWVZqvGSktL4e7u3qa4OwsTY0RERERERERkdRQKBWbOnGnaTikQCDBz5swuXy3W5Omnn4ZWq4VAIEB4eHizeqVSCalUiuLiYoSGhj6wH1dXV8TGxiI2NhaTJk3CG2+8YZYYaws3Nze4ubm1+X3vvvsuAgMDMXToULPytm6lvF9NTQ2uXLmCF154AQAQHBwMsViMY8eOISYmBgCQl5eH4uJi03bT7sbEGBERERERERFZpaCgIDzxxBOoqKiAs7NztyXFgLuH11+6dMn0/H5yuRyJiYmIj4+HwWDAxIkToVarkZmZCUdHR8TGxmL16tUIDg6Gn58fNBoNDhw4gOHDh3fbHJqMHDkSc+fOxYcffmhW3tatlImJiZg5cyYGDhyIGzduYM2aNRAKhZgzZw6Au8nMl156CQkJCXB2doajoyNeffVVjBs3Dr/73e86dU6txcQYEREREREREVkthULRrQmxezk6Oj60ft26dXB1dUVycjIKCgrg5OSEoKAg09ZDiUSC5cuXo6ioCDKZDJMmTcKuXbu6I/Rm1q5di927d3eoj19//RVz5szB7du34erqiokTJ+KHH36Aq6urqc2f//xn2NjYICYmBhqNBuHh4fjoo486Gn67CYz3n1RHD1RVVQWFQgG1Wv3IDz8RERERERFRR/XG76ENDQ0oLCyEr68vbG1tLR0O9VKt/ZzZdGNMREREREREREREPQYTY0RERERERERE1CcxMUZERERERERERH0SE2NERERERERERNQnMTHWCikpKVAqlQgJCbF0KERERERERERE1EmYGGsFlUqF3NxcnDlzxtKhEBERERERERFRJ2FijIiIiIiIiIiI+iQmxoiIiIiIiIiIqE9iYoyIiIiIiIiIiPokJsaI+ji9Vou8n79HzrHdyPv5e+i1WkuHRERERERE1OcVFRVBIBAgJyfH0qH0akyMEfVh5zLSkPXh8xB8+zrkme9A8O3ryPrweZzLSLN0aERERERERD1OXFwcBAIBFi9e3KxOpVJBIBAgLi6u+wNro6Z5vPvuu2bl+/fvh0AgaHe/x48fx8yZM+Hp6QmBQID9+/c3a2M0GrF69Wp4eHhAJpMhLCwMly9fNmtTUVGBuXPnwtHREU5OTnjppZdQU1PT7rgehokxoj7qXEYaRCfeg0vtZdQLHXFH4oV6oSNcai9DdOI9q0iOcbUbERERERF1Ny8vL+zatQv19fWmsoaGBuzcuRPe3t4WjKxtbG1tsX79ety5c6fT+qytrUVAQABSUlIe2Oa9997Dhx9+iM2bN+PHH3+Evb09wsPD0dDQYGozd+5cXLx4EUeOHMGBAwdw/Phx/OEPf+i0OO/FxBhRJ7C2BI1eq0XDmR2w1VfjttQHOokCEIqhkyhwW+oDW301Gs7s6NHz4Go3IiIiIiICgIaGm6i4cxoNDTe7ZbygoCB4eXlh3759prJ9+/bB29sbo0aNMmtrMBiQnJwMX19fyGQyBAQEYO/evab6O3fuYO7cuXB1dYVMJsOQIUOwfft2sz4KCgowZcoU2NnZISAgAKdPn+6UeYSFhcHd3R3Jycmd0h8ARERE4J133kF0dHSL9UajERs2bMBbb72F//zP/4S/vz927NiBGzdumFaXXbp0CYcPH8Ynn3yCsWPHYuLEidi4cSN27dqFGzdudFqsTZgYI+oga0zQ5J/LhFPdVVSLXCAQCs3qBEIhqkUucKq7ivxzmRaK8OF6w2o3IiIiIiLquBs3vkTmqadw9uw8ZJ56CjdufNkt4y5YsMAsgbVt2zbMnz+/Wbvk5GTs2LEDmzdvxsWLFxEfH4958+YhIyMDALBq1Srk5ubi0KFDuHTpEjZt2gQXFxezPlauXInExETk5OTgySefxJw5c9DY2NjhOQiFQiQlJWHjxo349ddfW2xTXFwMBweHhz6SkpJaPWZhYSFKSkoQFhZmKlMoFBg7dqwp4Xf69Gk4OTlh9OjRpjZhYWGwsbHBjz/+2M7ZPpio03sk6kNMCRp9NapFLtAJ7SDW18Gl9jIaTryHcwD8Q1vOlFtSvboMcuigE9q1WK8T2sFBfxvV6rJujuzRmla7ufy22q0psacTKnBb6IB+miKUn9kB/bhICCUSC0dLRERERERdpaHhJi79cyUAw28lBlz650o4O0+Cra1Hl449b948LF++HFevXgUAZGZmYteuXUhPTze10Wg0SEpKwtGjRzFu3DgAwKBBg3Dy5Els2bIFoaGhKC4uxqhRo0xJIB8fn2ZjJSYmIjIyEgDw9ttvw8/PD/n5+Rg2bFiH5xEdHY3AwECsWbMGW7dubVbv6en5yMP/nZ2dWz1eSUkJAKB///5m5f379zfVlZSUwM3NzaxeJBLB2dnZ1KYzMTFG1E7WnKCRKdyghxhifR10QkWzerG+DnqIIVO4tfBuy2rLareho6dYKEoiIiIiIupqdfVF+HdSrIkB9fVXuzwx5urqisjISKSmpsJoNCIyMrLZSq/8/HzU1dVh+vTpZuVarda05XLJkiWIiYlBdnY2ZsyYgaioKIwfP96svb+/v+m5h8fdeZWVlbWYGFu8eDE+//xz0+vWHFi/fv16TJ06FYmJic3qRCIRBg8e/Mg+rBm3UhK1kzVvRxzsPwGVdgMhbyyHUa83qzPq9ZA3lqPSbiAG+0+wUIQPVq8ug/ARq92E0KG+B652u5e1nUtHRERERNTT2Ml80DytYQOZbGC3jL9gwQKkpqbi008/xYIFC5rVNyWlDh48iJycHNMjNzfXdM5YREQErl69ivj4eNy4cQPTpk1rlqASi8Wm5003RhoM9ycE71q7dq3ZWK3x1FNPITw8HMuXL29W19lbKd3d3QEApaWlZuWlpaWmOnd3d5SVmX+fa2xsREVFhalNZ+KKMaJ2subtiEKJBLYhL6LhxHvopyky2wYqbyxHvVAO25AXe9xKN8C6V7s1OZeRhoYzO+BUdxVy6KCHGFnpA2Eb8mKP3HpLRERERNQT2dp6YPiw/71nO6UNhg/73y5fLdbk6aefhlarhUAgQHh4eLN6pVIJqVSK4uJihIaGPrAfV1dXxMbGIjY2FpMmTcIbb7yB999/v10xubm5NduG2BrvvvsuAgMDMXToULPyzt5K6evrC3d3dxw7dgyBgYEAgKqqKvz4449YsmQJAGDcuHGorKxEVlYWgoODAQD/+Mc/YDAYMHbs2NZPqpWYGCNqJ2tP0PiHRuMcgPLfEjQO+tvQQ4xy+yE9OkEz2H8CstIHwqX2Mm4LHcxW6zWtdiu3H4LgHrjaDbDec+mIiIiIiHoiT8/n4Ow8CfX1VyGTDey2pBhw9/D6S5cumZ7fTy6XIzExEfHx8TAYDJg4cSLUajUyMzPh6OiI2NhYrF69GsHBwfDz84NGo8GBAwcwfPjwbptDk5EjR2Lu3Ln48MMPzcrbupWypqYG+fn5pteFhYXIycmBs7MzvL29IRAI8Nprr+Gdd97BkCFD4Ovri1WrVsHT0xNRUVEAgOHDh+Ppp5/GokWLsHnzZuh0OixduhSzZ8+Gp6dnp8z3XkyMEbWTtSdogLsJGP24SOSfy0S1ugwyhRuC/Sf0yJViTax5tZs1n0tHRERERNRT2dp6dGtC7F6Ojo4PrV+3bh1cXV2RnJyMgoICODk5ISgoCCtWrAAASCQSLF++HEVFRZDJZJg0aRJ27drVHaE3s3btWuzevbtDffz888+YMuXfZz0nJCQAAGJjY5GamgoAWLZsGWpra/GHP/wBlZWVmDhxIg4fPgxbW1vT+7744gssXboU06ZNg42NDWJiYpol7TqLwGg0Gruk516oqqoKCoUCarX6kR9+6huaVv/Y3rf6pylBo5+0jKt/usi92xGFv21HrLTr2dsR837+HoJvX0e90BE6SQurDLVqyPRVMD7zJ14cQEREREQAeuf30IaGBhQWFsLX19csGULUmVr7OeOKMaIOsNbtiL2BNa52s+Zz6YiIiIiIiHojJsaIOsgaEzS9hVAisaqVVdZ+Ll0TvVaL/HOZqP/t8z6Yn3ciIiIiIrJSTIwRdQJrS9CQZfSGc+l4oyYREREREfUmNpYOgIiorzBdHCCUo5+mCGKtGtDrINaq0U9T1KMvDgDuuVGz9jLqhY64I/FCvdARLrWXITrxHs5lpFk6RCIiIiIiojZhYoyIqBv5h0ajcdIylNsPgUxfhce01yDTV6HcfkiPvqyh6UZN299u1NRJFIBQDJ1EgdtSH9jqq9FwZgf0Wq2lQyUiIiIiImo1bqUkIupm1nguXf65TDjVXUW1yMVsCygACIRCVItc4FR3FfnnMrmtmIiIiIiIrAYTY0REFmBt59LxRk0iIiIiIuqNuJWSiIge6d4bNVtiLTdqEhERERER3YuJMSIieqTB/hNQaTcQ8sZyGPV6s7qmGzUr7QZicA++URO4e1Za3s/fI+fYbuT9/D3PRCMiIiIi6uO4lZJ6DL1Wi/xzmaj/7cylwT38zCWivsR0o+aJ99BPU4RqkQt0QjuI9XWQN5b3+Bs1gbu3ajac2QGnuquQQwc9xMhKHwjbkBd77KUHRERERNR3FRUVwdfXF2fPnkVgYKClw+m1uGKMeoRzGWnI+vB5CL59HfLMdyD49nVkffg8zmWkWTo0IvqNtd6oCdz9M0Z04j241F5GvdARdyReqBc6wqX2MkQn3uOfNURERETUKnFxcRAIBFi8eHGzOpVKBYFAgLi4uO4PrI2a5vHuu++ale/fvx8CgaDd/R4/fhwzZ86Ep6cnBAIB9u/f/8Cx7308/fTTZm0qKiowd+5cODo6wsnJCS+99BJqamraHdfDMDFGFscvrETWwz80GsH/vRvGZ/6E6glvwfjMnxD837t7dFJMr9Wi4cwO2OqrcVvqA51EAQjF0EkUuC31ga2+Gg1ndnBbJRERERG1ipeXF3bt2oX6+npTWUNDA3bu3Alvb28LRtY2tra2WL9+Pe7cudNpfdbW1iIgIAApKSkPbff000/j5s2bpsdf//pXs/q5c+fi4sWLOHLkCA4cOIDjx4/jD3/4Q6fFea8+lxg7cOAAhg4diiFDhuCTTz6xdDh9Hr+wElmfphs1A6c9j6Gjp/To7ZMAkH8uE051V1EtcoFAKDSrEwiFqBa5wKnuKvLPZVooQiIiIiLqiBsNWpy8U40bDd3zvTEoKAheXl7Yt2+fqWzfvn3w9vbGqFGjzNoaDAYkJyfD19cXMpkMAQEB2Lt3r6n+zp07mDt3LlxdXSGTyTBkyBBs377drI+CggJMmTIFdnZ2CAgIwOnTpztlHmFhYXB3d0dycnKn9AcAEREReOeddxAd/fAfnEulUri7u5sejz32mKnu0qVLOHz4MD755BOMHTsWEydOxMaNG7Fr1y7cuHGj02Jt0qcSY42NjUhISMA//vEPnD17Fn/84x9x+/ZtS4fVp/ELKxF1tXp1GYTQQSe0a7FeJ7SDEDrUq8u6OTIiIiIi6qidN25j9Olc/D7nCkafzsXOG93zHX/BggVmCaxt27Zh/vz5zdolJydjx44d2Lx5My5evIj4+HjMmzcPGRkZAIBVq1YhNzcXhw4dwqVLl7Bp0ya4uLiY9bFy5UokJiYiJycHTz75JObMmYPGxsYOz0EoFCIpKQkbN27Er7/+2mKb4uJiODg4PPSRlJTU5rHT09Ph5uaGoUOHYsmSJWa5mdOnT8PJyQmjR482lYWFhcHGxgY//vhj2yf6CH3q8P2ffvoJfn5+GDBgAIC7mcy///3vmDNnjoUj67vq1WWQP+ILq4P+Nqr5hZWI2kmmcIMeYoj1ddAJFc3qxfo66CGGTOFmgeiIiIiIqL1uNGiRmHcNht9eGwC8kXcNk53l8LTt2l0N8+bNw/Lly3H16lUAQGZmJnbt2oX09HRTG41Gg6SkJBw9ehTjxo0DAAwaNAgnT57Eli1bEBoaiuLiYowaNcqUBPLx8Wk2VmJiIiIjIwEAb7/9Nvz8/JCfn49hw4Z1eB7R0dEIDAzEmjVrsHXr1mb1np6eyMnJeWgfzs7ObRrz6aefxqxZs+Dr64srV65gxYoViIiIwOnTpyEUClFSUgI3N/N/m4tEIjg7O6OkpKRNY7WGVSXGjh8/jj/+8Y/IysrCzZs3kZaWhqioKLM2KSkp+OMf/4iSkhIEBARg48aNGDNmDADgxo0bpqQYAAwYMADXr1/vzinQffiFlYi62mD/CchKHwiX2su4LXQwW51q1OshbyxHuf0QBPtPsGCUj8abe4mIiIjMFdRrTEmxJnoAhfWaLk+Mubq6IjIyEqmpqTAajYiMjGy20is/Px91dXWYPn26WblWqzVtuVyyZAliYmKQnZ2NGTNmICoqCuPHjzdr7+/vb3ru4eEBACgrK2sxMbZ48WJ8/vnnptetObB+/fr1mDp1KhITE5vViUQiDB48+JF9tMXs2bNNz0eOHAl/f3888cQTSE9Px7Rp0zp1rNawqq2UjzrEbffu3UhISMCaNWuQnZ2NgIAAhIeHo6yMq416qsH+E1BpNxDyxnIY9XqzuqYvrJV2AzG4h39hJaKeSyiRwDbkRTQI5einKYJYqwb0Ooi1avTTFKFeKIdtyIs9OsnEm3uJiIiImhskkzZLaggB+Mqk3TL+ggULkJqaik8//RQLFixoVt+UlDp48CBycnJMj9zcXNM5YxEREbh69Sri4+Nx48YNTJs2rVmCSiwWm5433RhpMNyfErxr7dq1ZmO1xlNPPYXw8HAsX768WV1XbaW816BBg+Di4oL8/HwAgLu7e7M8TmNjIyoqKuDu7t6hsVpiVSvGIiIiEBER8cD6Dz74AIsWLTLt6928eTMOHjyIbdu24c0334Snp6fZCrHr16+bVpO1RKPRQKPRmF5XVVV1wizoXqYvrCfeQz9NEapFLtAJ7SDW10HeWG4VX1iJqOfzD43GOQDlZ3bAqe4qHPS3oYcY5fZDYBvyYo++VdN0c6++2uzPSJfay2g48R7OAT06fiIiIqKu4mkrwftDvfBG3jXocTcp9sehXl2+WqzJ008/Da1WC4FAgPDw8Gb1SqUSUqkUxcXFCA0NfWA/rq6uiI2NRWxsLCZNmoQ33ngD77//frticnNza7YNsTXeffddBAYGYujQoWblXbGV8n6//vorbt++bVoNN27cOFRWViIrKwvBwcEAgH/84x8wGAwYO3Zsh8ZqiVUlxh5Gq9UiKyvLLMNpY2ODsLAw040NY8aMwYULF3D9+nUoFAocOnQIq1atemCfycnJePvtt7s89r7Omr+wEpH18A+Nhn5cJPLPZaL6t+2IwT18O2LTzb0uv93c27QNVCdU4LbQAf00RSg/swP6cZE9eh5EREREXeW/PPthsrMchfUa+Mqk3ZYUA+4eXn/p0iXT8/vJ5XIkJiYiPj4eBoMBEydOhFqtRmZmJhwdHREbG4vVq1cjODgYfn5+0Gg0OHDgAIYPH95tc2gycuRIzJ07Fx9++KFZeVu3UtbU1JhWfgFAYWEhcnJy4OzsDG9vb9TU1ODtt99GTEwM3N3dceXKFSxbtgyDBw82JReHDx+Op59+GosWLcLmzZuh0+mwdOlSzJ49G56enp0z4Xvn2Ok9Wkh5eTn0ej369+9vVt6/f3/885//BHD3f+if/vQnTJkyBQaDAcuWLUO/fv0e2Ofy5cuRkJBgel1VVQUvL6+umUAfZ41fWMny9Ho9cityUamphJPUCUpnZYt/IfVE1hy7NRNKJBg6eoqlw2i1ttzca03zIiIiIupMnraSbk2I3cvR0fGh9evWrYOrqyuSk5NRUFAAJycnBAUFYcWKFQAAiUSC5cuXo6ioCDKZDJMmTcKuXbu6I/Rm1q5di927d3eoj59//hlTpvz736VNOZXY2FikpqZCKBTi3Llz+PTTT1FZWQlPT0/MmDED69atg1T67y2wX3zxBZYuXYpp06bBxsYGMTExzZJ2nUVgNBqNXdJzFxMIBGaH7zcdrH/q1CnTbQ8AsGzZMmRkZHTKlZ5VVVVQKBRQq9WP/PATUdc6ff000q6koUhdBJ1BB7GNGD4KH0Q/EY1xA8Y9ugMLsubYqXvlHNsNeeY7uCPxAoTi5g30OjymvYbqCW8hcNrz3R8gERERdbne+D20oaEBhYWF8PX1ha2traXDoV6qtZ+zXrNizMXFBUKhEKWlpWblpaWlXXI4G1FvYY0rl05fP42PfvkIVZoquNm7wU5kh7rGOuTdzsNHNR8BQI9NMFlz7E2s8TNjrXhzLxERERFR1+o1iTGJRILg4GAcO3bMtIrMYDDg2LFjWLp0qWWDI+qhrHHlkl6vR9qVNFRpqjBIMciUkFEIFXAQOaBAXYC0K2kY4z6mxyVrrDn2Jtb4mbFmg/0nICt9IFxqL+O20MFsO2XTzb3l9kMQzJt7iYiIiIjaxaoSY486xC0hIQGxsbEYPXo0xowZgw0bNqC2ttZ0S2V7paSkICUlBXq9vqNTIOoxrHXlUm5FLorURXCzd2uWPBIKhXCzd0ORugi5FbkY6TrSQlG2zJpjB6z3M2PNeHMvEREREVHXsqrE2KMOcXv++edx69YtrF69GiUlJQgMDMThw4ebHcjfViqVCiqVyrS3m+h+1ra1zJpXLlVqKqEz6GAnsmux3k5kh/L6clRqKrs3sFaw5tit+TNzL2v7vQr0jpt79Vot8s9lov63y1UG83IVIiIiIuohrCoxNnnyZDzqroClS5dy6yR1K2vcWmbNK5ecpE4Q24hR11gHRQtnLtU11kFsI4aT1Kn7g3sEa47dmj8zTazx92oTa76591xGGhp+S+rJoYMeYmSlD7SapB4RERER9W5WlRgj6mmsdWuZNa9cUjor4aPwQd7tPDiIHMySNHq9HmW1ZRjabyiUzkoLRtkya47dmj8zgPX+Xr2XUCLB0NFTHt2wBzmXkQbRiffgoq822wbqUnsZDSfewzmAyTEiIiIisigbSwdAZK3u31qmkCogFoqhkCowSDEIVZoqpF1J65Fn0927cqklPXnlklAoRPQT0XCUOqJAXQC1Rg2dXge1Ro0CdQEUUgWin4jukdvjrDl2a/7MWPPvVWum12rRcGYHbPXVuC31gU6iAIRi6CQK3Jb6wFZfjYYzO6DXai0dKhERERH1YUyMUY+h1+tx/tZ5nPj1BM7fOt/jv6S2ZWtZT9O0cqmstqzZr3PTyiUfhU+PXLkE3F3Z80rAKxjabyjUGjWKq4uh1qgxtN9QLAlY0qNX/lhr7Nb8mbHm36vWLP9cJpzqrqJa5GJ2myYACIRCVItc4FR3FfnnMi0UIRERERERt1K2Cm+l7HrWePaPNW8ta1q59FHNRyhQF5htLSurLevRK5eajBswDmPcx1jdQeqAdcZuzZ8Za/69ei9ruzigXl0GOXTQCVv+ddcJ7eCgv41qdVk3R0ZERERE9G9MjLWCNd1KaW1fnADrPfvHmg9SB/79a9qUkCyvL4fYRoyh/Yb26ITkvYRCYY896P1RrDF2a/3MWPvvVcA6f3ggU7hBDzHE+jroWvh1F+vroIcYMoWbBaIjIiIi6vmKiorg6+uLs2fPIjAw0NLh9FrcStmLnL5+Gsszl2PdD+vwQdYHWPfDOizPXI7T109bOrQHsuazf6x5a1mTcQPGIXlCMlb9bhUSghOw6nerkDwhucd+0SbLs8bPjLX/Xm364UHe7TwopAp4y72hkCru/vDgl4967J/xg/0noNJuIOSN5TDe9+tu1OshbyxHpd1ADPafYKEIiYiIiNouLi4OAoEAixcvblanUqkgEAgQFxfX/YG1UdM83n33XbPy/fv3QyAQtLvf5ORkhISEQC6Xw83NDVFRUcjLyzNr09DQAJVKhX79+sHBwQExMTEoLS01a1NcXIzIyEjY2dnBzc0Nb7zxBhobG9sd18MwMdZLWOsXJ2s++8eaD1K/V9PKpUmPT8JI15E9Pl6yPGv7zFjz71Vr/uGBUCKBbciLaBDK0U9TBLFWDeh1EGvV6KcpQr1QDtuQFyGUSCwd6kPptVrk/fw9co7tRt7P3/OyACIiIoKXlxd27dqF+vp6U1lDQwN27twJb29vC0bWNra2tli/fj3u3LnTaX1mZGRApVLhhx9+wJEjR6DT6TBjxgzU1taa2sTHx+Obb77Bnj17kJGRgRs3bmDWrFmmer1ej8jISGi1Wpw6dQqffvopUlNTsXr16k6L815MjPUC1vzFqTVn/+gMuh579o+1HqRO1NdY6+9Va/7hAQD4h0ajcdIylNsPgUxfhce01yDTV6Hcfgj0k5bBPzTa0iE+1LmMNGR9+DwE374OeeY7EHz7OrI+fB7nMtIsHRoRERHd46a6HqeulOOmuv7RjTtBUFAQvLy8sG/fPlPZvn374O3tjVGjRpm1NRgMSE5Ohq+vL2QyGQICArB3715T/Z07dzB37ly4urpCJpNhyJAh2L59u1kfBQUFmDJlCuzs7BAQEIDTpztn4UtYWBjc3d2RnJzcKf0BwOHDhxEXFwc/Pz8EBAQgNTUVxcXFyMrKAgCo1Wps3boVH3zwAaZOnYrg4GBs374dp06dwg8//AAA+Pvf/47c3Fx8/vnnCAwMREREBNatW4eUlBRou+CHlDxjrBdoyxennnamUW84+8caD1In6ous8fdqb7g4wD80GtoxT+PImV24VXUdro4DMD1kNiQymaVDe6hzGWkQnXgPLvpqVItcoBPaQayvg0vtZTSceA/ngB6f2CMiIuoLdp8pxvJ952EwAjYCIHnWSDwf0vWrthYsWIDt27dj7ty5AIBt27Zh/vz5SE9PN2uXnJyMzz//HJs3b8aQIUNw/PhxzJs3D66urggNDcWqVauQm5uLQ4cOwcXFBfn5+WYr0QBg5cqVeP/99zFkyBCsXLkSc+bMQX5+PkSijqV0hEIhkpKS8F//9V/47//+bzz++OPN2hQXF0OpfPiRIytWrMCKFStarFOr1QAAZ2dnAEBWVhZ0Oh3CwsJMbYYNGwZvb2+cPn0av/vd73D69GmMHDkS/fv3N7UJDw/HkiVLcPHixWbJx45iYqwXsOYvTk1n/+TdzoODyMHsC2rT2T9D+w3tsWf/NLHGg9SJ+iJr+73aG3540OziAPU5ZJy51KMvDtBrtWg4swMu+mrclvpA8NvfTTqhAreFDuinKUL5mR3Qj4vs8VtBiYiIerOb6npTUgwADEZgxb4LeOpJV3gouvaHcPPmzcPy5ctx9epVAEBmZiZ27dpllhjTaDRISkrC0aNHMW7c3X/3DBo0CCdPnsSWLVsQGhqK4uJijBo1CqNHjwYA+Pj4NBsrMTERkZGRAIC3334bfn5+yM/Px7Bhwzo8j+joaAQGBmLNmjXYunVrs3pPT0/k5OQ8tI+mpNf9DAYDXnvtNUyYMAEjRowAAJSUlEAikcDJycmsbf/+/VFSUmJqc29SrKm+qa6zMTHWCikpKUhJSemRWxEB6/7i1HT2z0c1H6FAXWB2K2VZbVmPPvuHiKirWfsPD6z11uH8c5lwqruKapGLKSnWRCAUolrkAqe6q8g/l4mho6dYKEoiIiIqLK81JcWa6I1GFJXXdXlizNXVFZGRkUhNTYXRaERkZCRcXFzM2uTn56Ourg7Tp083K9dqtaZVT0uWLEFMTAyys7MxY8YMREVFYfz48Wbt/f39Tc89PDwAAGVlZS0mxhYvXozPP//c9LqmpuaRc1m/fj2mTp2KxMTEZnUikQiDBw9+ZB8tUalUuHDhAk6ePNmu93cXnjHWCiqVCrm5uThz5oylQ2mRtd+4Zq1n/xARdTVeHGAZ9eoyCKGDTtjySmyd0A5C6FCvLuvmyIiIiOhevi72sLnvAkWhQAAfl5b/Du9sCxYsQGpqKj799FMsWLCgWX1TUurgwYPIyckxPXJzc03njEVERODq1auIj4/HjRs3MG3atGYJKrFYbHredGOkwWBoMaa1a9eajdUaTz31FMLDw7F8+fJmdcXFxXBwcHjoIykpqdn7li5digMHDuD7778326Lp7u4OrVaLyspKs/alpaVwd3c3tbn/lsqm101tOhNXjPUCvWHVlTWe/UNE1B2afjjQtB2xvL4cYhsxhvYb2qO3I1rz+ZcyhRv0EEOsr4OuhZXYYn0d9BBDpnCzQHRERETUxEMhQ/KskVix7wL0RiOEAgGSZo3o8tViTZ5++mlotVoIBAKEh4c3q1cqlZBKpSguLkZoaOgD+3F1dUVsbCxiY2MxadIkvPHGG3j//ffbFZObmxvc3Nr+b5R3330XgYGBGDp0qFl5W7dSGo1GvPrqq0hLS0N6ejp8fX3N2gYHB0MsFuPYsWOIiYkBAOTl5aG4uNi03XTcuHH43//9X5SVlZnmcuTIETg6Oj7yvLP2YGKsl7DWL073srazf4iIuos1/vDAms+/HOw/AVnpA+FSexm3hQ5m2ymNej3kjeUotx+CYP8JFoySiIiIAOD5EG889aQrisrr4ONi121JMeDud9hLly6Znt9PLpcjMTER8fHxMBgMmDhxItRqNTIzM+Ho6IjY2FisXr0awcHB8PPzg0ajwYEDBzB8+PBum0OTkSNHYu7cufjwww/Nytu6lVKlUmHnzp34+uuvIZfLTWeCKRQKyGQyKBQKvPTSS0hISICzszMcHR3x6quvYty4cfjd734HAJgxYwaUSiVeeOEFvPfeeygpKcFbb70FlUoFqVTaeZNummOn90gWY41fnIiIqHWs7YcHVn3+pUQC25AX0XDiPfTTFJndSilvLEe9UA7bkBd58D4REVEP4aGQdWtC7F6Ojo4PrV+3bh1cXV2RnJyMgoICODk5ISgoyHSLo0QiwfLly1FUVASZTIZJkyZh165d3RF6M2vXrsXu3bs71MemTZsAAJMnTzYr3759O+Li4gAAf/7zn2FjY4OYmBhoNBqEh4fjo48+MrUVCoU4cOAAlixZgnHjxsHe3h6xsbFYu3Zth2J7EIHRaDQ+uhkBQFVVFRQKBdRq9SM//ERERH2ZXq/H8szlyLudh0GKQc0uDihQF2Bov6FInpDcY3+Acy4jDbVntqOi8SpqBQbYG23gLBoI+5D58A+NtnR4j6TXapF/LhP16jLIFG4Y7D+ByTwiIivUG7+HNjQ0oLCwEL6+vrC1tbV0ONRLtfZzxhVjRERE1Ol6w/mXtYPdsc/wJP5VqoNG3wCp0BZP9n8SswZ3/qGvne1cRhoazuyAU91VyKGDHmJkpQ+EbciLVpHUIyIiIuouTIy1QkpKClJSUnrkzVlEREQ9lTWff3n6+ml89MtHqNJUwc35cVNS71+Vl/HRL3eX+vfU+M9lpEF04j246KvNtoG61F5Gw4n3cA5gcoyIiIjoN0yMtYJKpYJKpTItYSUiIqLWscbzL/V6PdKupKFKU2W2DVQhVMBB5IACdQHSrqRhjPuYHjcPvVaLhjM74KKvxm2pj+niAJ1QgdtCB/TTFKH8zA7ox0VyWyURERERmBgjIiKiLmZtFwfkVuSiSF0EN3u3ZokvoVAIN3s3FKmLkFuR2+PmlX8uE051V1EtcjG7TRMABEIhqkUucKq7ivxzmRg6eoqFoiQiIiLqOWwsHQARERFRT1KpqYTOoIOdyK7FejuRHXQGHSo1ld0bWCvUq8sghA46Ycux64R2EEKHenVZN0dGRERE1DMxMUZERER0DyepE8Q2YtQ11rVYX9dYB7GNGE5Sp+4NrBVkCjfoIYZY33LsYn0d9BBDpnDr5siIiIiaMxqNlg6BerHWfr6YGCMiIiK6h9JZCR+FD8pqy5pdvKPX61FWWwYfhQ+UzkoLRfhgg/0noNJuIOSN5WjUa1EgrMcv4loUCOvRqNdC3liOSruBGOw/wdKhEhFRHyYWiwEAdXUt/yCHqDM0fb6aPm8PwjPGiIiIiO4hFAoR/UQ0Pqr5CAXqArjZu5lupSyrLYNCqkD0E9E97uB9ABBKJLANeRE//ZiE43bXcE0ighYCSGCEl7YRk2xk8At5kQfvExGRRQmFQjg5OaGs7O7Wfjs7OwgEAgtHRb2F0WhEXV0dysrK4OTk9Mh/szExRkRERHSfcQPGAQDSrqShSF2E8vpyiG3EGNpvKKKfiDbV90S1g93x5Q1X1NaWwEWrg8wI1AuAK7YSlPRzhc9gd0uH+EiGxkZcL8xFfU0lZA5OGOCrhI2I/2wlIupN3N3v/n3UlBwj6mxOTk6mz9nD8F8YRERERC0YN2AcxriPQW5FLio1lXCSOkHprOyRK8Wa6PV6pF1Jg95WDKXrU6itug19owb2IincHPuhoLoQaVfSMMZ9TI+dx5Vzp1D60z6IK/Mh1GugFkpxzWkw+o+ZhSf8x1s6PCIi6iQCgQAeHh5wc3ODTqezdDjUy4jF4lb/W4eJsV5Gr9Ui/1wm6tVlkCncMNh/ArdLEBERtZNQKMRI15GWDqPVcityUaQugpu9G4RiERz79Terd7N3Q5G6CLkVuT1yXlfOnUL5sQ8h01Siwc4dOok9BNpayMovoPzYrwDA5BgRUS8jFAp77A9rqG9gYqwVUlJSkJKS0uwA3p7mXEYaGs7sgFPdVcihgx5iZKUPhG3Ii/APjbZ0eERERNTFKjWV0Bl0sBPZtVhvJ7JDeX05KjWV3RtYKxgaG1H60z7INJWod3oS+O1LklEmQb3EEbLKf6H0p33wVY7htkoiIiLqNLyVshVUKhVyc3Nx5swZS4fyQOcy0iA68R5cai+jXuiIOxIv1Asd4VJ7GaIT7+FcRpqlQyQiIqIu5iR1gthGjLrGlm/5qmusg9hGDCepU/cG1grXC3MhrsxHg527KSlmIhSiwc4d4sp8XC/MtUyARERE1CsxMdYL6LVaNJzZAVt9NW5LfaCTKAChGDqJArelPrDVV6PhzA7otVpLh0pERERdSOmshI/CB2W1Zc1Wuuv1epTVlsFH4QOls9JCET5YfU0lhHoNjBJ7GGBAKWpRBDVKUQsDDDBK7CHUa1BfU2npUImIiKgX4Tr0XiD/XCac6q6iWuQCwX0/YRUIhagWucCp7iryz2Vi6OgpFoqSiIiIuppQKET0E9H4qOYjFKgL4GbvBjuRHeoa61BWWwaFVIHoJ6J75FkuMgenuwftN97CWXEDSlELncAAsdEG/WGPURpbDBJKIXNwsnSoRERE1IswMdYL1KvLIIcOOmHL54nohHZw0N9GtZrX4BIREfV24waMAwCkXUlDkboI5fXlENuIMbTfUEQ/EW2q72kG+CpxyskN6ZocqCGDM+wgNQqhgR7FUEMtKAGcAhHs2/NWuxEREZH1YmKsF5Ap3KCHGGJ9HXRCRbN6sb4OeoghU7hZIDoiIiLqbuMGjMMY9zHIrchFpaYSTlInKJ2VPXKlmImNDS4/7oyqYiF86hugF0sAoQ1E+kY46hpwVSLE5cedARueBEJERESdh4mxXmCw/wRkpQ+ES+1l3BY6mG2nNOr1kDeWo9x+CIL9J1gwSiIiIupOQqEQI11HWjqMVrtWfQ2VskZ4egZDX3YNNg0VsGmshUEghN7OHZ5uXqiUNeJa9TUMVAy0dLgPZGhsxPXCXNTXVELm4IQBvkreoklERNSD8W/pXkAokcA25EU0nHgP/TRFqBa5QCe0g1hfB3ljOeqFctiGvAihRGLpUImIiIhaVKOrgVavha/7ExC6D0F1ZTl0ugaIxbaQO7lADwMKqwpRo6uxdKgPdOXcKZT+tA/iynwI9Zq7Z6Y5DUb/MbPwhP94S4dHRERELWBirJfwD43GOQDlZ3bAqe4qHPS3oYcY5fZDYBvyIvxDoy0dIhEREdEDOYgdIBFKUNdYB0epIxz7mR8BUaepgUQogYPYwUIRPtyVc6dQfuxDyDSVaLBzh05iD4G2FrLyCyg/9isAMDlGRETUAzEx1ov4h0ZDPy4S+ecyUa0ug0zhhmD/CVwpRkRERD2el9wLvgpfXLp9CQ5iB9jcc5aYwWDAzdqbGN5vOLzkXhaMsmWGxkaU/rQPMk0l6p2eBH471sIok6Be4ghZ5b9Q+tM++CrHcFslERFRD8O/mXsZoUSCoaOnWDqMdruZ/y9c/+dFDBjmB4/BT1o6nDZh7JZhzbETEdG/2djYYJrXNJTUlOBy5WV42HvATmSHusY63Ky9icekj2Ga1zSzhFlPcb0wF+LKfDTYucMgFOAWalGPRsgggqtQhgY7d4gr83G9MBdeQ/wtHS4RERHdg4mxVkhJSUFKSgr0er2lQ+nVDn30Z+RmHDO9VoZOQ8Qr8RaMqPWsPfbCkz9BLn4MP+m+hO/EMVYVu7X+ugNA9e1y3Ll5A495eELez8XS4bQJY7cMa46dqDWG9RuGucPn4ti1YyhUF6K0rhQSoQTD+w3HNK9pGNZvmKVDbFF9TSWEeg0KJIb/v72/D4+7vu98/9d3RtLMSJbGGsmWNPbYko1t2WBshGXHISYEc/NLG3PAUOhCUzZpSbsxdK+lIQvk1+Ts6QHyCzSbTdBuEpps2v6WU2gwHNyebCGmhHDTtbHwDfgGMJItrBsjSxrdzYykme/5Q56xZMm2ZCR9vx/N83FdXFz6yoGXhSJrXnp/3h+942lQm/o0aKWUa3tUpgJdkTdXy2IJxXq7nI4KAADOQjE2Adu2bdO2bdvU3d2tYDDodJwLSjT1KNEYla8yKF+k0Ok4E9Ly4fs6+JudKs4r1zz/Qn0S/1gHf7NTa2/4XddPAaWzB7yFKswtVs9gp1HZY3s+0ZbIn8qyPLLtlHbv+We1fPi+EdlHlmKSjPm4S9KBV17Syz/9kWzblmVZuv5r92n1tTc4HWtCyO4Mk7MDk1FdUq3lxcvV1NOk3sFezcmdo0hhxJWTYmmBOXN1IM/WTs8x9VqWQnZAPturhJI6bnWrwxNVTl5A6+fMdToqAAA4C8XYLNPx7BH115/MvJ1fM1+h21c4mGhiThx+T7Wlv6OqOZfJsizZtq2G3nfVfOSg60uOo3t2qWrO5aotvfFMudT+z/qofrfrsze+tSeTW5Isy6N1pTfq2L/Wuz770T27xn1uwse951R7puCQJNu29fJTT6pyTY3rp4DI7gyTswMXw+PxaHFwsdMxJqxicbV2B/2KDbRrQWq+PNbwjrEc5SiQyldr6qR2B4v1vy1258QbAADZzL0/esOkJZp6RpViktRff1KJph6HEk1cRcmyTCkmSZZlqWrOZSoPXeJwsgsr8ofGLZcK/cUOJ7uwotziTO40j+VRYe5cZwJNwpy54398C+bOndkgF6GzpTlTcKTZqZS6WpsdSjRxZHeGydmBbHAi1qJoSbHm2vnKi3dKQ3HJTklDceXFOzVX+YqWFOtErMXpqAAA4CwUY7NIojE6qeduUjg0N1OKpVmWpcKhuc4EmoTIokvHLZcikUsdSjRxCz+zRradGvUsZae0cMMahxJN3NJ1G8Z/fuX4z92kuCI89vPd49Hc8rBDiSaO7M4wOTuQDXoHe5VbWKjiyloN5c+XJxlXTqJTnmRcQ/nzVby4VrmFheod7HU66nmlhobU9MF+vf/Oa2r6YL9SQ0NORwIAYNpRjM0ivsrx95+d67mbmJy9cEm5bJ01ySFbhUvKHUo0ccHKCvVfOqTU6XIsZacUu3RIwcoKh5NdWGFJqW74kz+T0mWBZemGP/kzI46VFZaU6vqv3Tcq+/X33Ev2aUZ2Zx3ds0sv/3XdOY9Bu1nPqXYdf3e/ek61Ox0FLjUnd47yvHnyFYe04PJrNWf5NcpdcpXmLL9GCy6/Vr7ikPK8eZqTO8fpqOd0dP+b+tdfPKjW//vb6n3pMbX+39/Wv/7iQR3d/6bT0QAAmFbsGJtFfJFC5dfMH7NjzIQF/CZnzwn6FLp1uTq3fyDZkiwptHW5coI+p6NNyIo/3KxoY4u6j7YouLRCiwwoxdJWX3uDKtfUqKu1WXPLzbql7+PD70npo3G2rY8Pv2fMInWyO8Pk7E//xQNqef+QJGn/y79SxfKVuvMvH3c41cRw6QEmIlIYUVWwSodOHdKcuctUVDI/875UKqWWvhatLFmpSGHEwZTndnT/m2rf+UMFEl2K55drMK9A1kCfAu3vqn3nx5KkpZd/1uGUAABMD4qxWSZ0+woVbAwbdyulZHb2gtpy+ZYXa6g9ppzSgDGlWFqwssKIKbHxFJaUGlWISWbfqEl2Z5ic/eieXZlSLK3l/UM6umeXll653qFUE8OlB5goj8ejzZHNau1t1QddH6iioEL5OfnqH+pXS1+Lin3F2hzZ7MqbNVNDQ2rbtV2BRJdic5dL3uGLA+xAnmJ5RQp0va+2XdtVtWq9PDm8dAAAzD7u+9MZn5ovUqiiTQuNKpbSTM6eE/TJv3SucaUYZt6Jw++N+7z5yMEZTjJ5ZHeGydk/emf3uM8b9r49w0kmbzZcesAx0JlTXVKtu1bepZUlK9WZ6FRDd4M6E51aWbJSd628S9Ul7ryR8kTDQeV2fah4frlSXktt6lOjompTn1JeS/H8cuV2fagTDe7/egMAwMXgxz4AjDYUTRg3qbegevhihoC3UIW5xeoZ7FQs2aPwilUOJ7swsjsjnf1sJmRfckWt9r/8qzHPq9aucyDN5BRXjHO5gWUZc+mB6cdAe061q7OlWcUV5hyVry6p1vLi5TpyfL8+aT6ueeFFWrHocldOiqXFervkTSb0UV5K73ga1KY+DVop5doelalAV+TN1bJYQrHeLqejAgAwLSjGABirb3frqN1uxVuXqaDW/ZceVFyyXFddeYcWnFoky/LItlM6UXLc9UfiJLI7peKS5Vr1+c2jjlOu+vxmI7IvvXK9KpavHHWcsmL5StcfozynsybI3KrnVLte+umPMnlt29ZLP/2RMcdATS713nv116OyD7k8e2DOXB3Is7XTc0y9lqWQHZDP9iqhpI5b3erwRJWTF9D6OXOdjgoAwLSgGANgpKFo4kwpJkm21Ln9A/mWF7t+cmwomtDCzkopc8GgRws7KzUUTZB9GpmcXZK++PX/oLU3/K6ajxxUeMUqI0qxtDv/8nEd3bNLDXvfVtXadcaUYs1HDo3//P1DWrFx0wynmZzmI4fGlni2bUR2k3e7mZi9YnG1dgf9ig20a0FqvjzW8I6xHOUokMpXa+qkdgeL9b8tdudRUAAAPi2KMQBGGmqPnSnF0uzh524vOcjuDJOzp4V8FSooypfPF3Q6yqQtvXK9MYVYmhmzYeMzOfv5dru5tVxKMzH7iViLoiXFmtvcobx4p4Zy50jePCk5oLzBXs3NyVe0pFgnYi1anLfY6bgAAEw5irFZyMSdS2lkx0TllAaGJ39Gvv6wTj93OeOzT+K5m5icXZI6nj2i/vqTmbfza+YrdPsKBxPNfgtWrBz70LIUXj7Oc5cxOXtxRViWZY0qmCyPx4jdbiZm7x3sVW5hoeZW1irR8qE88Q55hvqUsrwayp+v4opL1OUbVO9gr9NRzys1NKQTDQcV6+1SYM5cLahaxS2aAIAJ4U+LCairq1NdXZ2SyaTTUS7I1J1L0izI/twHmbeLbzUnuyQlmnqUaIzKVxk05kbQnKBPxVuXjf64b11mRClpcvZk98A5n7s9v8nZE009o0oxSeqvP6mCjWFj/j9rosKSUt3wJ392ZleXZemGr93n2smfkUzPfv3X7tPLTz0pO5WS5fHo+nvuJfs0mZM7R3nePPmKi1U671r1dLVrcDCu3Fy/CueWqmeoV3mJTs3JneN01HM6uv9Nte3artyuD+VNJhT1+tQ09xKVrd+qpZd/1ul4AACXoxibgG3btmnbtm3q7u5WMOje4yum71wyOvuIgkOSOp8zI7tk9hRKoiE65m1TCklTsycao+d87vaChuy4GKuvvUGVa2rU1dqsueXm3I4okd0ppmWPFEZUFazSoVOHNGfuMhWVzM+8L5VKqaWvRStLVipSGHEw5bkd3f+m2nf+UIFEl+L55RrMK5A10KdA+7tq3/mxJFGOAQDO66Lvjh4cHFRTU5OOHDmijo6OqcyEi3S+/TluZ3L2RGP3pJ67ybmmUBJNPQ4lmjiyO8NXOf4PB8713E3IjotVWFKqyKWXu77gGA/ZnWFSdo/Ho82RzSr2FeuDrg/UnejWUHJI3YlufdD1gYp9xdoc2SyP56JfNkyb1NCQ2nZtV16iS31zL1FrIE+N3phaA3nqm3uJ8hJdatu1XamhIaejAgBcbFJ/wvX09Oi//bf/ps9//vMqKipSZWWlVq5cqXnz5mnx4sW65557tHv37unKigvI7C0ayaS9RYZmH5P7Qs9d5HxTKG5Hdmf4IoXKr5k/6ll+zXwjppbIDgDjqy6p1l0r79LKkpXqTHSqobtBnYlOrSxZqbtW3qXqEnfeSHmi4aByuz7U+3OK9I+5x/Wi56j+H2+DXvQc1T/mHtf7c4qU2/WhTjQcdDoqAMDFJnyU8vvf/74eeeQRLV26VFu2bNHDDz+scDisQCCgjo4Ovfvuu/rtb3+rG264QRs2bNCPfvQjLVu2bDqz4yyZvUVn7eky4Tifydl9i4vGPrTO8dxlTJ5CIbtzQrevUMHGsHF76SSyA8C5VJdUa3nxcjX1NKl3sFdzcucoUhhx5aRYWqy3Sx9bPdrpl3qtpEJ2QD7bq4SSOm51q8Pfp7yEFOztcjoqAMDFJlyM7d69W6+99pouvfTScd+/fv16ffWrX9WPf/xj/ff//t/129/+lmLMAQW15fItLzbydkRTs+cEfSq+1dBS7/QUytk7xkx4wU12Z/kihUblHYnsADA+j8ejxcHFTseYMF9+kd72D6jPTmmBXSzP6XH9HOUoYM9Rs92pt/0e1eS7/4eVAADnWPbI+6QnIJlMaseOHdq8ebMKC7Prm/P08v1oNKqiIv6AxWhD0YRxpV6aibdSppEdAIDs1NBxVP/HC3+iubEe5fnmSdaIPRa2rYHEJ+oKFOrbN/9EVaGlzgUFPiVehwLTa9K3Unq9Xv2bf/Nv9N5772VdMQacT07QZ1whlmbyFArZAQDITv2puDzF5cpJDCknfkpDuXMkb56UHFDOYK9SOQF5isvVn4o7HRUA4GIXtTSgtrZWDQ0NU50FAAAAU6jnVLuOv7tfPafanY4CQ5j0OTMnd46KQ+VS5DIN5c+XJxlXTqJTnmRcQ/nzpYWXqThUrjm5c5yOCgBwsUlPjEnSfffdp4cffli//OUvFYlEpjoTAAAAPqUDr7ykl3/6I9m2LcuydP3X7tPqa29wOhZczLTPmUhhRFXBKh0aOqRLVl+jvmiHBgfjys31qyAY0ofdR7UyWKVIobtfr6SGhnSi4aBivV0KzJmrBVWr5Mm5qJdpAICLMOkdY5Iyt9PMmTNHN910k6655hpdccUVWr16tfLy8qY8pFtwthsAAJig51S7ntr2FY38Ns/yeHTPkz9XYUmpg8ngVqZ+zhw+dVj/49D/UGeiUxUFFcrPyVf/UL9a+lpU7CvWXSvvUnVJtdMxz+no/jfVtmu7crs+lDeZUNLr0+DcS1S2fquWXv5Zp+PBJXgdCkyvi/pRRENDg/bt26e9e/dq3759euyxx9TY2KicnBytWLFC+/fvn+qcAAAAmKDOlmad/bNPO5VSV2uzq0sOOMfUz5nqkmrdtfIu7WzaqYZog9r625TnzdPKkpXaHNns+lKsfecP5Ut0qGlOSP05RcofGlCkfb/ad34sSZRjADADLqoYW7x4sRYvXqybbrop86ynp0d79+6lFAMAAGOYfAuridmLK8KyLGvM9M/c8rCDqeBmJn/OVJdUa3nxcjX1NKl3sFdzcucoUhjJnHJxo9TQkNp2bdfJ5En9a0m+2jyfaNBKKTfXozJfQJ+JnlRy13ZVrVrPsUoAmGYT/ip7/PhxLVq06JzvLyws1KZNm7Rp0yZJ0okTJ7RgwYJPnxAAABit49kj6q8/mXk7v2a+QrevcDDRxJmavbCkVNd/7T69/NSTslMpWR6Prr/nXldP/sBZpn/OeDweLQ4udjrGhJ1oOKiWnnf1z0VJ9Xp7FbID8tleJZTUcW+vOops3djzrk40HFRk2eVOxwWAWW3CxVhtba1uvvlm/fEf/7Fqa2vH/TXRaFTPPvus/st/+S/62te+pj/7sz+bsqAAAGS7oWhCQ+0x5ZQGlBP0OR1nQhJNPaOKJUnqrz+pgo1h109fmZxdklZfe4Mq19Soq7VZc8vDxhQccA6fMzOnr7tD7+R0q9ebqwX2HHlkSZJylKOAPUcnvD16J6dbl3Z3OJwUAGa/CRdjBw8e1COPPKLrr79efr9fV155pcLhsPx+vzo7O3Xw4EG99957qqmp0fe+9z39zu/8znTmBgAgq/TtblXn9g8kW5IlFW9dpoLacqdjXVCiMXrO524vl0zOnlZYUkq5gUnhc2ZmdOUm1JyXUsmQR54ca9T7PLJUMuRRc15KXbkJhxICQPaY8MH7kpISff/731dLS4uefPJJLVu2TO3t7frggw8kSXfddZf27Nmjt956i1IMAIApNBRNnCnFJMmWOrd/oKGo+18w5ZQGJvXcTXyVwUk9B4CJKiir0EBuvgoG+6WzLj2QbatgsH/4/WUVzgQEgCwy6U2OgUBAt912m2677bbpyAMAAM4y1B47U4ql2cPP3X6k0pPnndRzN/FFCpVfM3/MjjFTpsUAuFeRP6jCksXqSxxVUfyUhnLnSN48KTmgnMFedef4VFiyWEV+dxfxqaEhnWg4qFhvlwJz5mpB1SouCwBgnE/9VSuVSukXv/iFvvrVr05FHgAAcJac0oBkaXQ5ZpkxdWVydkkK3b5CBRvDxt1KCcDdIoURXbZ4nd5OJeTv7FFOvEueoT6lLK8G8kvVW1yodYvXKVIYcTrqOR3d/6badm1XbteH8iYTinp9app7icrWb9XSyz/rdDwAmLBPXYx5PB795Cc/oRgDAGCa5AR9Kt66bMyOMbdPi0lmZ0/zRQopxABMKY/Ho82RzWrtbVXnnE4VJpfJk5RSXinmHdDCQLE2RzbL45nw5psZdXT/m2rf+UP5Eh1qmhNSf06R8ocGFGnfr/adH0sS5RgAY0zJnOu6dev05JNP6t57752KfxwAADhLQW25fMuLjbuVUjI7OwBMl+qSat218i7tbNqphmiD+pIDyvPmaWVwpTZHNqu6pNrpiONKDQ2pbdd2nUye1L+W5KvN84kGrZRycz0q8wX0mehJJXdtV9Wq9RyrBGCESX2l6u/vV35+/pjnH3/8sX71q1/piSee0Gc/+1mtXr1aq1ev1pe+9KUpC+qkuro61dXVKZlMOh0FAJDFcoI+Y0slk7MDwHSpLqnW8uLlauppUu9gr+bkzlGkMOLaSTFJOtFwUC097+qfi5Lq9fYqZAfks71KKKnj3l51FNm6seddnWg4qMiyy52OCwAXZNn22degnFtubq5aWlpUWjr+Fc69vb167733dODAAb377rv6wQ9+MFU5XaG7u1vBYFDRaFRFRUVOxwEAADNgKJowdtrN5OwA3Onwnlf1/3/zYX2Un6sFKpRHVuZ9Kdk6oR4t6R/UH3z2UVVfeY1zQWcRXocC02tSE2PJZFKpVCrz9qZNm/TLX/5SZWVlkqQ5c+Zow4YN2rBhw9SmBAAAcEDf7tYx+9EKasudjjUhJmcH4F5duQk156VUMuSRJ8ca9T6PLJUMedScl1JXbsKhhAAwOZ9qRnfv3r3q6+ubqiwAAACuMRRNnCmWJMmWOrd/oKGo+1/smZwdgLsVlFVoIDdfBYP90tmHj2xbBYP9w+8vq3Am4ASlhobU9MF+vf/Oa2r6YL9SQ0NORwLgELYhAjBaNBpVR0eHQqGQgsGg03EAzCJD7bEzxVKaPfzc7ccSTc4OwN2K/EEVlixWX+KoiuKnNJQ7R/LmSckB5Qz2qjvHp8KSxSryu/f7sqP731Tbru3K7fpQ3mRCUa9PTXMvUdn6rdymCWShSRdjTz/9tK6++mqtXr16OvIAwITV19drx44dsm1blmVpy5YtqqmpcToWgFkipzQgWRpdMFmnn7ucydkBuFukMKLLFq/T26mE/J09yol3yTPUp5Tl1UB+qXqLC7Vu8TpFCiNORx3X0f1vqn3nD+VLdKhpTkj9OUXKHxpQpH2/2nd+LEmUY0CWmVQxtmnTJn3nO99RT0+PcnNzNTQ0pO985zvatGmTrrjiCl1++eXy+fgpJGAaE6euotFophSTJNu2tWPHDi1dutSY3wMAd8sJ+lS8ddmYPV0mTFyZnB2Au3k8Hm2ObFZrb6s653SqMLlMnqSU8kox74AWBoq1ObLZlTdrpoaG1LZru04mT+pfS/LV5vlEg1ZKubkelfkC+kz0pJK7tqtq1Xp5cjhcBWSLSf2//Te/+Y0k6YMPPtCePXtUX1+v+vp6Pfjgg+rq6lJOTo5Wrlypffv2TUtYAFPP1Kmrjo4OnX2prm3b6ujooBgDMGUKasvlW15s5M2OBbXlyikvUKIxKl9lUL5IodORJqXnVLs6W5pVXBFWYcn4N6K7lcnZgYmoLqnWXSvv0s6mnWqINqgvOaA8b55WBldqc2SzqkuqnY44rhMNB9XS867+uSipXm+vQnZAPturhJI67u1VR5GtG3ve1YmGg4osu9zpuABmyEXV4MuWLdOyZcv0+7//+5lnDQ0Nevvtt/XOO+9MWTgA08vkqavc3NxJPXcjEyf1gGyUE/QZVYilmXwr5YFXXtLLP/1R5oc213/tPq2+9ganY02IydmByaguqdby4uVq6mlS72Cv5uTOUaQw4spJsbS+7g69k9OtXm+uFthz5NHwrZo5ylHAnqMT3h69k9OtS7s7HE4KYCZN2XxoVVWVqqqq9Hu/93tT9Y8EMM1MnroaHByc1HO3MXVSD4AZznUrpW95setLvp5T7ZliSRr+c+nlp55U5Zoa109fmZwduBgej0eLg4udjjFhXbkJNeelVDLkkSfHGvU+jyyVDHnUnJdSVy43+ALZxL11PrJSNBpVQ0ODotGo01GyQigUkmWN/qbAsiyFQiGHEk2cydnPNanH5z2AqXK+WyndrrOleewPbVIpdbU2O5Ro4kzODmSDgrIKDeTmq2CwXzrr/6uybRUM9g+/v6zCmYAAHMFGQbgGEzQzLxgMasuWLXrxxRczz7Zs2eL6aTFpOPvll18+aqfh5ZdfbkR2kyf1AJjB5FspiyvCsixr1NdJy+PR3PKwg6kmxuTsQDYo8gdVWLJYfYmjKoqf0lDuHMmbJyUHlDPYq+4cnwpLFqvIz/djQDZhYgyuwASNs9KTV2dPYLlZNBrV/v37Rz3bv3+/EZ8zs2E/GgB3S99KqfSXdYNupSwsKdX1X7tP1uk9RZbHo+vvudeIo4gmZweyQaQwossWr1Nv+UIN5JfKk4wrJ9EpTzKugfxS9ZYt1GWL1ylSGHE6KoAZxMQYXIEJGmeYvHzf5M8Z0/ejATCIfdbfDbH62hu0aMlqdR9tUdHSCgUrzTnWtPraG1S5pkZdrc2aW86tlICbeDwebY5sVmtvqzrndKowuUyepJTySjHvgBYGirU5stnVFwgAmHr8Px6uYPK+KJOdr1xyO5M/Z0zODsAMmeX7I3Ru/0BDUTMWSvftblXPTz6U9XKfen7yofp2tzodaVIKS0oVufRySjHAhapLqnXXyru0ct5KDQY8igaGNBjwaOW8lbpr5V2qLql2OiKAGcbEGFwhvevq7B1jbp/8MZ3JR/pM/pwxOTsAM5xv+b7bj1OafKPmbNBzql2dLc0qrjBv2q3lw/d14vB7WlB9qSouWe50nEkx+eNuouqSai0vXq6mnib1DvZqTu4cRQojTIoBWYpiDK5RU1OjpUuXqqOjQ6FQiJJgBph+pM/kz5mamhrNnz9fTU1NikQiWrhwodORAMwiJi/fN7nUM92BV17Syz/9UeaHNtd/7T6tvvYGp2NNyK/+63/Wwd/szLy96vOb9cWv/wcHE02cyR93k3k8Hi0OLnY6BgAXoBKHqwSDQVVVVRlVcJhsNhzpM/Vzpr6+Xj/72c/0z//8z/rZz36m+vp6pyNNyscff6w333xTH3/8sdNRAIzD5OX7mVJvJENKPZP1nGrPlDPS8GqFl596Uj2n2h1OdmEtH74/qhSTpIO/2amWD993KNHEmfxxB4DZgokxIItxpM8ZJl96IEnPP/+89u3bl3l7zZo1uuWWWxxMNDnRaNTIKUNgsgpqy+VbXjw8aVUaMKIUk86UepnjlAaVeibrbGkeu3c0lVJXa7Prj/adOPzeuM+bjxx0/ZFKkz/uADBbUIwBWc7k44imMvlGzY8//nhUKSZJ+/btU21trRHHQevr68cUwTU1NU7HAqZNTtBnZKFkaqlnsuKKsCzLGvXnk+XxaG552MFUE7Og+tJxn4dXrJrhJJNn8scdAGYLjlICMPY4oqlMPsJ6/PjxcZ83NTXNcJLJO9ekXjQadTgZgPHkBH3yL51LKTZDCktKdf3X7pN1evm45fHo+nvuNWJqqeKS5Vr1+c2jnq36/GbXT4tJZn/cAWC2YGIMAGaYyUdYFy1aNO7zSCQyw0kmz+RJPQCYCauvvUGVa2rU1dqsueVm3Y74xa//B6294XfVfOSgwitWGVGKpZn8cQeA2YBiDAAcYOoR1oULF2rNmjVjdoyZcIxyvIk8Uyb10tiPBmC6FZaUGlvMVFyy3KhCbCSTP+4AYDqKMQBwSDAYNLLcuOWWW7Rq1Sp98MEHWrZsmVasWOF0pIt29gSZm9XX1+vFF1/MvH3TTTexHw0AAAD4lNgxBgCYlPr6ev393/+93n77bf393/+96uvrnY40Iefag2bKfrSRpZgkvfjii+xHAwAAAD4lijEAwISxwN4ZJpd6AAAAgJtRjAEAJux8C+zdbrwLAizLMuLiACAbDUUTih/t0lA04XSUSTM5OwAA2YYdYwCACQuFQrIsa1Q5ZsoC+2AwqJtuusnI20Ap9ZBt+na3qnP7B5ItyZKKty5TQW2507EmxOTscE7PqXZ1tjSruMK8WylNzg4AEsUYMGW4Lc4Z8XiL+mONyg9Uyu+vcDrOrBcMBrVlyxYjyyXJ3NtATS710vgaiYkaiibOFEuSZEud2z+Qb3mxcoI+R7NdiMnZ4ZwDr7ykl3/6o8zX9+u/dp9WX3uD07EmxOTsAJCWdcXYLbfcoldffVWbN2/WL3/5S6fjYJaor68f84KV2+KmX3Pzszp0+FuSUpI8Wln9iMLh252ONeuZWi6lmXobqMkfd75GYjKG2mNniqU0e/i528slk7PDGT2n2jPFkjS8nuDlp55U5Zoa109fmZwdAEbKuh1j//7f/3v97d/+rdMxMIuwjNwZ8XjLiFJMklI6dPhbisdbnIyVNYLBoKqqqowqZ+AMvkZisnJKA5J11kPr9HOXs/K8k3oOdLY0j93dmUqpq7XZoUQTZ3J2ABgp6ybGrrnmGr366qtOx8Ascr5l5JQG06c/1qgzpVhaSrHYMY5UYlYydeqKr5GYrJygT8Vbl43Z02XCxJU9kJzUc6C4Ijx2d6fHo7nlYQdTTYzJ2dPYjwZActnE2GuvvaYtW7YoHB7+IvvCCy+M+TV1dXWqrKyU3+/Xhg0btGvXrpkPCoyQXkY+kinLyE2WH6jU2C9hHgUCix1IA0wvk6eu+BqJi1FQW67yB9er9J7VKn9wvTHL602edoMzCktKdf3X7pPlGf6exvJ4dP099xpR0qSzK/013rKMyS4N70d7attX9A9/+bCe2vYVHXjlJacjAXCIq4qxvr4+rVmzRnV1deO+/5lnntH999+v73znO6qvr9eaNWt044036uTJk5lfs3btWl122WVj/mpuZqTXBNFoVA0NDUa82EtLLyNPv/AzcSm2ifz+Cq2sfkRnvowN7xhjWgyz0fmmrtyOr5G4WDlBn/xL5xoxKZaWnnbLlGMGTbvBOauvvUH3PPlz3f7tR3XPkz83bnm9ddbfTXCu/Wg9p9odTgbACa46SvnFL35RX/ziF8/5/u9///u655579JWvfEWS9OMf/1j/9E//pJ///Od68MEHJUl79+6dsjyJREKJRCLzdnd395T9szGWqceE0kb+wYqZZJ/1d2D2SU9djTquYtDUlckXBwCTVVBbLt/y4uGF+6UBSjFMSGFJqTGTVmkmL98/3340t2cHMPVcNTF2PgMDA9qzZ4+uu+66zDOPx6PrrrtOb7311rT8Ox977LHM7WXBYFCRSGRa/j0w+5hQOvtIpmRPi8db1NH5llGL688s3z9TjLF8H7PVbJi64sIGZBMTp92AyTJ5+X56P9pIpu1HAzB1XDUxdj7t7e1KJpMqKysb9bysrEyHDx+e8D/nuuuu0759+9TX16eFCxfqH/7hH7Rx48Zxf+1DDz2k+++/P/N2d3c35dg0MXk5s8nZJam5+dkRtzsOH0cMh293OtYFsXzfWfF4i/pjjcoPVPLxniFMXQEA3MTk5fvp/WgvP/Wk7FTKqN1uAKaeMcXYVPn1r3894V/r8/nk8/GTvplwruNAJhwTMjn7mamrdMGU0qHD31IotMn1ZUd6+f4pzVWrwipXs0rUxfL9GWBqmTobpCeYAbhXKpXS4PHjSvX2yjNnjnIXLZLHY8YhDZOzY+aZXi6tvvYGVa6pUVdrs+aWcyslkM2MKcZKS0vl9XrV1tY26nlbW5vKy824qQiTc/Z4s0lMyZ6eujql0IhyqcOIqSu/v0JHyn+kv2ydL9vyyLJT+ovyk9rs8tymGy5TH9aZI6wpHTr8sBFlKgBMt9jBQ+rZ+WsNNDQqlUjI4/Mpr6pShZuvU2DVSqfjnZfJ2SVKPaeYXi6ZuNsNwNQzphjLy8vTlVdeqZ07d+rmm2+WNPwH4M6dO3Xvvfc6Gw6f2ng3q5lyHNHk7PmBSr2qzfpr/WmmXPpj/VhXGTB11Rwf0P/ZVi77dAdpWx490laum5cMKOzPczbcLNYVrdfYiw5sRaP18vt/14lIAGYhE0uO2MFD6vy7v9NQV6dyK8LKyc+X3d+v+MGDGmpukb78ZdcWTCZnlyj1nEa5BMB0rirGent79eGHH2bebmho0N69exUKhbRo0SLdf//9uvvuu7Vu3TqtX79eP/jBD9TX15e5pXK61NXVqa6uTslkclr/PdnM5BvXTM7ekkhmSjFpuFz6mf0n+moiqSq/w+Eu4KNYYsyGsaSkhliCYmwaDQ52Tuo5AEyWiSVHKpVSz85fa6irU3nLV8iTnhwvKpJVWKiB94+oZ+ev5ate4brCw+TsEqUeAODTc9Wfbm+//bauuOIKXXHFFZKk+++/X1dccYW+/e1vS5LuuOMOPfHEE/r2t7+ttWvXau/evfqf//N/jlnIP9W2bdumgwcPavfu3dP678lmJt+4ls7e5wvoxNxS9fkCxmQ/HD2RKcXSUpZX70fdf5vQkoBvzBcwr6SqAHsBp1NubvGkngNp0WhUDQ0NRt3Ya7pkMqn+/fvV85vfqH//fiN+wJcuOeIHD8o7d67yqqrknTtX8YMH1fl3f6fYwUNORxzX4PHjGmhoVG5F+EyxdJrHspRbEdZAQ6MGjx93KOG5nZ3dTuYqlZgjO5nr+uxnl3reoiJ5cnLkLSpS3vIVGurqVM/OXyuVOvtHae5g6uc7AMw2rpoYu+aaa8bc7ne2e++9l6OTs5TJN64dLl+s//GZG0+vIpeuKI+oxulQE1AdXCDLPjmqHPPYSS0Puv82obA/T0+siOiBI01KargUe3xFxKhpsWh0n7qib2tucJ2CwTVOx5mQucEaSZZGH6e0FAya8BkPp9TX12vHjh2ybTvzg4+aGj5nplPP628o+vx2JRqPyR4YkJWXJ1/lYgVv2arCz13ldLxxmTy5lOrtVSqRUE5+/rjvt/LzlWprU6q3d4aTXdjI7Mn+EiW7Fyn9dd5bdFxW/pBrs0+mkPRVVjoT8hxM/nwfyfRjoD2n2tXZ0qziCvP2owGYOq4qxgATb1xrjg/oG0eaRtzrKD1wpEnXhApdX9JUBRfqL8rf1f/ZOk8pyyuPndT/t/wTVQWvdDrahNwZLtE1oUI1xBKqCvhc//Ee6eDBB9TSuj3zdkX5Vq1a9biDiSbG76/QyupHx9xKyeJ9nEs0GtWLL76Yedu2be3YsUNLly414ut9MplU4r33lOzslLe4WL5LL5XX63U61nn1vP6GTtXVaag7qtz5ZVJ+vtTfr/jhwxqqq5MkV5ZjJpccnjlz5PH5ZPf3S0VFY95v9/fL4/PJM2eOA+nOL5091ZtUKp4uxSTJUrJ7kTz+ZtdmN7mQNPnzPc30Y6AHXnlJL//0R5kf2lz/tfu0+tobnI4FwAEUY8CnZPquq6+v+v/oiws+1vvRZi0Pho0pxdLC/jwjPs4jRaP7RpViktTSul0LFvyBEZNj4fDtCoU2KRY7pkBgMaUYzqupqWnMM9u21dTU5PpizMSpq2Qyqejz24dLsaWXKO71Kur1KJiXJ39hoQaPfqjo89uVv/Ezriv4TC45chctUl5VpeIHD8oqLBxVdKRsW4MtzfKvWqXcRYscTDm+TPYj7fLMOftWbUtD7X3yr6h0ZXaTC0mTP98l83e79Zxqz5Ri0vCfSy8/9aQq19QwOQZkIXPmXAGXWuCJyrJHV2MeO6mwx5w9Oj7ffBUUrpTPN9/pKFmh/dQr53j+LzOc5OL5/RUqLv4MpRhmrfTUVfzwYeUUFSl30SLlFBUpfviwTtXVqef1N5yOOK7Ee+8p0XhMufPL9KHfp78vKtT/M2eO/r6oUB/6fcqdX6ZE4zEl3nvP6ahjjCo5xuHmksPj8ahw83XKmVusgfePKNndrdTQkJLd3Rp4/4hyQiEVbr7OlUfM0tm9c7xjVprYdkreIq9rs6dLvcGWZqXOyp4uJPOqDCj1xuHmz3fTd7tJUmdL89jP91RKXa3u37MLYOq57084F6qrq9OqVatUW1vrdJQJYcHxzAqmmvTH+rE89vBSY4+d1B/pJ5qb+tjhZBPzdPMprXvroG7be1Tr3jqop5tPOR1p1svLmzfuc18eP6HE7BOJRCb13A3OnrryBoPy5ubKGwwqd+klGuqOKvr8dlcus092dsoeGFDfnDl6PRCQfXpyybYsvR4IqG/OHNkDA0p2uu8mWZNLDkkKrFqp4i9/Wf5Vq5Ts6tJAQ4OSXV3yr1ql4rv+wNXTM4FVKxX6w99TTnGTlP5hn51STvHHCv3B77k2u8mFpMmf7yZfNpFWXBHOXPqVZnk8mlvu/j27AKYeRyknYNu2bdq2bZu6u7tdf+yDBcczLz9QqWv0L1qtd9RmV6hMLSpRlwKB/+R0tAsa3o92XKnT+0RSkr5x5LgR+9FMNq90s95//ztjnpeWbnYgDTC9gsGgvvSlL+kf//EfM8++9KUvufrP05FTV16PR594PGrNzVH54JDmSdKIqav8yy93Ou4o3uJiWXl56h4czJRiabZlqXtwUPPy8uQtdt9NsumSY6i5RQPvH1FuRVjW6eNZgy3Nri450gKrVspXvcLIZeTp7PGDH2motUc55YXyr9rk+uyBVSulL3/5zK6rtjZ5fD75V61y9a4rkz/fTT8GKkk5bZ9ow9JV+l8fvidbw5v1NixZqZy2TySOUgJZh2JsFolGo5lSTDJvwbGp/P4KBYvWSt31KlGHJClYVGPEEbPD0ZZMKZaWkqUj0RaF/YsdSjX7DS+wf0yHDj+Uebay+jEjPmeAyep5/Q2VP79dWz8+oW6PR0WplEI9PeqJJ9y7p+v01JXy8/WbgF8f5OVJliX5bS0bGNDnBgdlt7e7curKd+ml8lUuVuDoUals/nDuNNtWoLVFvqVL5bv0UudCnoepJcdIHo/HtcvSL8Tj8Sj/skuky5xOMjmmFpKmfr6bvNtNOrMfLdLVrfLla9VrSXNsKbf9lDr/7u9cvx8NwNSjGJtFOjo6xtkNYaujo4NibBpFo/sU7a4f/ay7XtHoPtcvUi9XsyzbJ9s6842jx06qXC2SKMamEwvskQ1G3o4YnF+moCG3I6anrj4ZGjxTikmSZemDvDytGBpUsUunrrxer4K3bFX0Jz8Z9/05RUEFb9nqusX7I5lacsBZphaSJn6+m3zZxNn70fyWpcL0+0KlGnj/iHp2/lq+6hWu/m8AYGrx//ZZJBQKTeo5pkZX9O1xn0eje2Y4yeQtCVbqj/WTs/aj/VRVQUqxmcACe8xmJu/pSk9dNQ8Ojp64kiTLUvPgoHyVi107dVX4uauk3/u9cbNbt93myjLybOmSI3DZZfJVVvICdQYNRROKH+3SUDThdJSsYdrnu8m73WbDfjQAU4+JsVmkp6fnnM+ZGJs+c4Prxn0eDF45w0kmz++v0L+r3qzVh7+uNrtMZWrT56r/nKJmhjTHB/RRLKElAR873XBByWRSiffeU7KzU97iYvkuvdTVUz9n7+kayevxuHtP1+mpq4q//mvJtsccR6yw5fqpq4Wfv1qqH/0DGsuytODzVzuUCCbo292qzu0fKL10qXjrMhXUljsda8KGogkNtceUUxpQTtDndJxZzdRjoLNhPxqAqUcxNoscP8dPNpqamrRw4cIZTpM9gsE1qijfqpbW7ZlnFeVbXX+MMi0cvl21BZ/VkWizVgTDCgfN+lyJx1vUH2tUfqDSqELv6eZT+saRJqU0PLr7xIqI7gyXOB0rK5j4OdPz+huKPr9dicZjsgcGZOXlyVe5WMFbtrp2+mfknq5x5ee7dk+XNDx1VS1p9//8lU56vcPlmG1rfjKp6j/6I9d+3M/n7HULwEhD0cSZUkySbKlz+wfyLS82omQyvdQzkYnHQE3fjwZgelCMTUBdXZ3q6upcedxjpEXnOMcfiURmOMnFa4nG1NDep6rSAlUEA07HmbBVqx7XggV/oGh0j4LBK40pxaR0QdOulPLkUbueWBEwpqBpbn5Whw5/SzpdL62sfkTh8O1Ox7qg4dtAh0sxaTj9A0eauA10Bpj4OTNyT1fu/LLhosmgPV3q75fGm1ru75fl0j1daanVl+mTnb8enhqTJMvSJ7m5Sq12/2byjo6Ocz5nihzjGWqPnSnF0uzh524vxkwv9Uxm2m43k/ejAZg+7q3zXWTbtm06ePCgdu/e7XSU81q4cKHWrBldyKxZs8aYabFndh/XVd99RXc+9b901Xdf0TO7zTrbHwyu0aJFXzWqFDtXQdMcH3Ay1oTE4y06dPhbOqW5ek+X6ZTm6tDhbykeb3E62gV9FEtkPuZpSUkNMfa5TKf054xGfMa7/XNmNuzpGjzZpmRq9Gd8MpXS4Mk2V+/pks5/qY3bhUIhWWftz7Esi72jOKec0oDOuqhask4/d7nzlXrASCbvRwMwfZgYm2VuueUW1dbWqqmpSZFIxJhSrCUa00PbDyh1+pualC09vP1dXb18nlGTY6Y5X0Hj9sml/lijXtUX9Nf6U9mWR5ad0h/rx6qJHXP98bglAZ880qiPvVdSVYCfak+n/lijNOYzPqWYiz9nZsOerqG6Og0e/VAaMe02eLJNOcG5rt/TlS6XRpZjppRLwWBQW7Zs0Y4dO2TbtizL0pYtW4yaFotGo+ro6FAoFDIqt6lygj4Vb1025jiiCRNXmVJvZDlmSKmHmWfqfjQA04dibBZauHChMYVYWkN7X6YUS0vathrb+ynGppHJBU3UE8mUYpJkWx79zP4TfdVTJvcezBoW9ufpiRURPXCkSUkNf8wfXxFxfRlpOvvd9syLvYyUpdS7n0ibnEp1frNhT5ekM/vR2ttl5eXJX13t6v1oaaaXSzU1NVq6dKmR5VJ9ff2Yj3tNTY3TsWa9gtpy+ZYXG7fAPifoU/4V89VffzLzLP+K+cbkx8wzcT8agOlDMQZXqCotkMfSqHLMa1mqLD3Hi0EX2tvWrV0tUa2vCGpt2dhlnm5kckFzIhWUbbWPepayvGpOBVXlUKbJuDNcomtChWqIJVTFrZTTruf1N9TzX/8vhRaVq+P6VqUb4dDLZeo5/n8pzwq5sqSZDXu6Cj93lfI3fsaoGzVHMrlckobLPdMyR6PRTCkmDR9f3bFjh5YuXWrc78VEOUGfcYXSUDSh/ndOjnrW/85JFd1YadzvBTPHtP1oAKYPxRhcoSIY0GNbV+vh7e8qadvyWpYe3XqZMdNi9798SM/t/CgzxX/r5iX6/vVmjGGbWtCYPO2WFvbnGfPxNtnIPV2h2DrN+W1UsVCHAh0h5cWCGuz+UNHntyt/42dcV9ak93TFDx+WCgtHHadM7+nyV1e7ek+XNHys0m1HPSfDxHLJZOfb7cZ/B4zH5IsDAADOoxiDa9xRu0hXL5+nxvZ+VZbmG1OK7W3rzpRi0vApred2fqQ/vHyBUZNjphU0Jk+7YWaN3NPVU9mktjX7MrtoyvatUWGPOXu6hirnamBeSnmfeGQ3dhmxpwuYLJN3u8EZ7BgDAHwaFGNwlYpgwJhCLG1XS3S8S5y0uzVqTDFmKlOn3UyXTCaNOhaX3tM1VGKdKcUkyZLaLt+vQPPnZbcPuH5P17G3v6+2y/41cwy07N21Wrzu6648Agp8GqbvdsPMM/niAACA8yjGJqCurk51dXVKJpNOR4ELra8IjtnnbUuqLecb+Jly9ukJTJ+e199Q9PntavqkQ01zihTp7VZkXsjVi9TTe7oGcjo0psX22BrI6VSey/d05a5boraB/WceeIZLvUvWLXEuFDCNTN/thpln6sUBAADnUYxNwLZt27Rt2zZ1d3cb8Y1ZSzSmhvY+VZUWGDd9ZaK1ZUW6dfOSMTvGmBabfk83n9I3jjQppeEhmidWRHRnuMTpWBPWHB/QR7GElhgy7dbz+hs6VVenFxZdou/dfZdSHo88qZS++dILurmuTpJcWY6l93QNNhwY91ZKq6FXvsrVrt7T1R9r1OiNepKUUix2TH5/hQOJgOnHbjdMlokXBwAAnEcxNss8s/u4Htp+QClb8ljSY1tX647aRU7HmvW+f/1K/eHlC7S7NaracnNupTRZc3wgU4pJw5XBA0eadE2o0IiSybRSL73Avjll63s33qyUNbwEPuXx6Hs33Kz1P31cOS5dYH9mT1eLQi/1jbmV0u+d5/o9XfmBSmnMdRMeBQKLnQkEAAAAzBIUY7NISzSWKcUkKWVLD29/V1cvn8fk2AxYW1ZEITaDPoolxszPJCU1xBKuL8ZMLPXSC+xblq3KlGJpKY9HrVWXqOyDQ65cYC+dmWTLeX678v/2Aw0W9Cm3r0AF85Yp+HX3HgNN8/srVFF+s1pat2eeVZTfzLQYAMwSQ9EEx0ABwCEUY7NIQ3tfphRLS9q2Gtv7jSnGOAaKiVoS8I2Zn/FKqgq4/5tJE0u99AL7yFBcHjs1qhzzpFJaOJSQPeDeBfbScDmWv/EzRl0ckBaPt6il9YVRz1paX9CSJfdTjgGA4fp2t465OKCgttzpWFmB1x4AJIqxWaWqtEAeS6PKMa9lqbI037lQk8AxUOeY+E1B2J+nJ1ZE9MCRJiU1XIo9viLi2mJppPnvHpDH9iuVsOXpG1KqIEeePEvz3j0gbfqs0/HGlV5gX3aqXQ/vfUuPrtmY2TH28L63VHaqXUMuX2AvDR+rdONE24WwYwwAZqehaOJMKSZJttS5/QP5lhczOTbNeO0BII1ibBapCAb02NbVenj7u0ratryWpUe3XmZE0cExUOeY/E3BneESXRMqVEMsoSqDFtjn/dc6/c6ijXrZWpK5sOF6+yPlHX9LPZbtymN96QX28cOHtaXxfW082aymgkJF+npU2t+rwZNt8ldXu3qBvclmw46xeLxF/bFG5QcqKfMw60WjUW7UxIQMtcfGXq9tDz+nGJs+vPYAMBLF2CxzR+0iXb18nhrb+1VZmm/MF/bZcAzURLPhm4KwP8+IQkw6s8C+pX9Ir6gqczmiJekVVemP+n9rwAL7Og0e/VCl88tUmh+V+vs1eLJNOcG5rl9gn2babaDS8I6xldWP6NDhb0mnr2xYWf2IMQVTc/OzOnT4YaXPCa2sflTh8O1OxwKmRX19vV588cXM2zfddJNqamocTAQ3yykNKPNTsjTr9HNMG157ABiJYmwWqggGjPuCbvoxUFPxTcHMSi+wby1bqpRljXpfyrLUVlap+Y0fuX6BffT57Uo0HpPd3i4rL0/+6moFb3H/AnvJvNtARwqHb1cotEmx2DEFAouNKcXi8ZYRpZgk2Tp0+GGFQpuM+T0AExWNRkeVYpL04osvaunSpUyOYVw5QZ+Kty4bs2OMabHpxWsPACNRjE1AXV2d6urqlEwmnY4ya1UEA/qP1yb0/9uZq5Q88iilb147SDkzzUz/piCZTOrY7n1qaO5UVbhYi2vXuHpiKb3AfmFeUpZtyx5Rjlm2rQV5KRbYT6Ph20CPK3V6Vi8l6RtHjrv6NtCz+f0VxpVJXdE9Gu+cUDRaL7//d52IBEybpqamcz6nGMN52Wf9HdPK5BU0AKYexdgEbNu2Tdu2bVN3dzff1EyTeLxFl3j/ox7asFAfdi7RJcUfaYn3Y8XjG417EWiS9DcFDz13IDNBY8o3BT2vv6H/8cJb+p53hVKWRx77hL75y1d0180bXTu5lF5gr1hMKhjnF8RislhgP20OR1sypVhaSpaORFsU9puzq8s81oV/CQBkqczy/RFYvj8zTF1BA2DqUYzBFfpjjfrtx+v1Nwd/X7Y8spTS3av+XjUG3bhm4s2OGendFoa8fu15/Q0d+vHP9b0FNytleSRJKcuj73lXqObHP9dKyZXlWHqB/bGmbtnzRn+wbcvSsZ4BVVQuNmKBvYl7usrVLMv2yT79OSNJHjupcrVIMqMYM3GBfcC/cNzn/nM8B0wWiUTGPLMsa9zngDQ7lu8PRRPDeUsDxmROM3EFDYCp57nwLwGmX3tvXqYUkyRbHv3twd/XJ725DiebmGd2H9dV331Fdz71v3TVd1/RM7uPOx1pQs61fL8lGnM22HmkF9gfH/BkSrG0lOXR8QGPos9vd+XR5/QC+0V5KXns1Kj3eeyUFvlsIxbYP918SuveOqjb9h7VurcO6unmU05HmpAlwUr9sX4ijz38ueGxk/oj/VRVQTNKsebmZ/XGm1frnXf+QG+8ebWam591OtKEJFP94z5Ppdz7dQa4WMFgUDfddJOs00flLcvSli1bOHGAc8os3x/JoOX7fbtb1frdXWp/6oBav7tLfbtbnY4EAJPGxNgsZOLkUsOpvkwplpaSR8c6+rXc5T9kNflmRxOX76cX2C+eWyaPbY9aYu+xbS0uzFOi8ZirF9ivlPTNUcdAU/pm8ohW/slXXDnpNtLwnq7h5fXS8J6uB440GbGny++v0L+r3qyFhx/W+3a1luuwtlT/kRGTV8ML7NM3UkpSSocOf8uIBfb5gUoN/xxuZBnsUSBgRiEJTFZNTY2WLl2qjo4OhUIhSjGcl8nL9zPHQEfsR+MYKAATUYzNMs/sPp4paTyW9NjW1bqjdpHTsS5oRcViWdo/qhzzKKVl5e7PbmK5lDbe8n2PJVcv308vsJ/vt/TNoUP6Xs5KpSxLHtvWN4cOab7f0qABC+zv2fgZ3bB7nxqbO1UZLtbi2t9x/aSYJH0USyh11rOkpIZYwvXFmCS9qs36T9byzE69QkV0p9OhJqA/1iiN+cinFDPguLnfX6GV1Y+MKPY8Wln9iOtzA59GMBikEMOEFdSWy7e82LjjiLPhGCgASBRjs4rJk0uVZYv14OY9o26l/I+bB1VZ5v6JApNvdpxzoF7fHDw0enJp6IjmHJgruXRyKbPAvr9fX8pt1pJkjw5452p1skur1KNkf78xC+yXfKZGS5wOMklLAr4xsz9eSVUB938DbPK0m+lTV+Hw7QqFNikWO6ZAYDGlGACcJSfoM65MyhwDHVmOGXQMFADS2DE2i5xvcskEf3L9Vr3yHy7XU/+mSK/8h8v1J9dvdTrShKRvdvSePtJnynXPPa+/oVN1dRpsbZV9ermFLUuDra06VVenntffcDjh+NIL7AdPtulFq0J/6luvH+Wu0J/61utFq0KDJ9vkM2iB/eudPWqODzgdZcLC/jw9sSKi9GybV9LjKyKuL5ak80+7uV166urMH9vmTV35/RUqLv6MUZnhrGg0qoaGBkWjUaejABhH+hhoZkeaQcdAAWAkJsZmEZMnl9LyghUK5IWUZ8D0yUh31C7SikVztas1qvXlQa0tK3I60nmlF9i39A/pP1dfI/t0qWdblv7zgmu07vDfKuf57crf+BnXHe9LL7Bv/vHP9UTeysyOsZRl6Ym8lVoXel8rDVlg/419jVLfkFSQoyfWVOrOcInTsSbkznCJrgkVqiGWUJVBt1IuCfjG+8G2EdNu0vDUVaLgszoSbdaKYFjhILc6Yvaqr6/Xjh07ZNt2ZoF9TU2N07EAnMXUY6AAMBITY7OIqZNLaabedCcNZ/+dgx/p2x3Df3d79vQC+9ayqlHL66XhgqmtrDKzwN6NCj93lXpu+/K4t1L23voHRiyw/+bOw8r9Tavy3m5X7m9a9c2dh42aHJPGrhXB9Hq6+ZSuqm/Xvz2ap6vq213/dWY2icdb1NH5luLxFqejZIVoNJopxSTJtm3t2LGDyTHApXKCPvmXzqUUA2AsJsZmmTtqF+nq5fPU2N6vytJ8Y0qx5viA/vxIU+aFdkrSnxuy+8fEvUXpBfYL85Lj3uy4IC8l2+UL7EuvXCP965tjnpdcucaBNJOzu61b3ve6Rp48kPe9Lr19dbduWlzqZLQJebr5VOZz3iPpiRURI6bdPoolxtsRbMTFASZ+nZktmpufHXNxQDh8u9OxZrWOjo5MKZZm27Y6OjpYaA9gSjXHB/RRLKElBk3AA5h6TIxNQF1dnVatWqXa2lqno0xIRTCgjUtLjCnFJGl3tG/cF6xvR/uciDMpmb1F8aQ8pxJSPOn6vUXpBfbz+zr0zaFD8px+AZK52bGvw/UL7PsGkuM+7x84e4uU+3j6h2Sd9cw6/dztzlXQmDDtlr44YCRTLg4weT+ayeLxFh06/LA04jP+0OGHmRybZqFQSNZZ08yWZSkUCjmUCMD5DEUTih/t0lDUrD+TTD6tAmBqUYxNwLZt23Tw4EHt3r3b6ShwofnvHlBOU698p4/F+X7TqpymXs1794DT0c5p5AL7Lw5+rF8mXtcPB/bol4nX9cXBj41YYJ/eqTeSKTv11oWDOus1nyxLujLs/kkIkwsaky8OMLnUM1lXtF5jDw3bikbrnYiTNYLBoLZs2ZIpx9I7xpgWA9ynb3erWr+7S+1PHVDrd3epb3er05EmxOQf9AGYehylhCvUBgvGXYq9LljgUKKJ6Xn9DXX95OfKXXBLZoG9JSn3vS51vfS8eizblfuu0gvsh+rqNHj0Q5XML1NJfr7U36/Bk23KCc5V0OUL7NM79R7e/q6Stm3UTr2KYEDf3bpaD20/oJQteSzpsa2rjcieLmhS8aQ8fUNKFeTI6/caU9CYenFAutR74EiTkjKr1DMbm/ScUlNTo6VLl6qjo0OhUIhSDHChoWhCnds/OPOl0pY6t38g3/Ji1+8bO98P+vizFcg+FGNwhbA/T3+1IjJmb5Gb/2BK3+x4fMCTKcXSbMvS8QGPwi692VFSprCLPr9dicZjstvbZeXlyV9dreAtW11Z6J3N1J16krnZw/48/f6QT8/95qNMmX3r5iWu/v/q2cL+PKPyppla6pks4I+M+9zvN+dG0Hi8Rf2xRuUHKuX3VzgdZ1KCwSCFGOBiQ+2x8YZqh2+odHkxtmjIGnfPbmTo7GUXALIBxRhcw7QXfembHRfPLRv3D9bFhXmZmx3zL7/cwaTnVvi5q5S/8TNKvPeekp2d8hYXy3fppa4s8s6lIhgwplQ6m4nZW6IxPb/zo1EXBzy/8yM9sL7SuN+LiUwt9UyVTPWP+zyVis1wkovDxQEAplNOaUDjHfnIKXX/9wPzu4f08HsJPXqpTylruCR7+L2E5i8ekuY5nQ7ATKMYg6uY9KIvfbPjfL+lbw4d0vdyVmb+YP3m0CHN91sadPnNjtLwsUq3Fndwn7cbO8a9KGNPY6e+tMb93wgDk5EfqNTwDPPIAzceBQKLnQk0CcMXB6RLMWn44oBvKRTaZNzkGAB3ygn6VLx12ZnjlJZUvHWZ66fFpOHy7ubmQW1sH1JTvkeR/pTKBmwjSj0AU49iDK6RTCaNmlxK3+yo/n59KbdZ65On9LEnXwtT/ZqvhJL9/a6/2RGYrLNvijvzfIaDADPA76/QyupHxkxdmVAs9ccapTEbdFKKxY4ZkR+AGQpqy+VbXjx8fLI0YEQpJp0p9bT9A5UlkkaVegCmHsUYXKHn9TfO7LoaGJCVlydf5WJX77pK3+wYP3xYKizUfE9C81PDN/MlUykNnmyTv7ra1Tc7ApMVKR7/J6kLz/EcU6s5PqCPYgktMeC4+WwRDt+uUGiTYrFjCgQWG1MqmTztBsAsOUGfkYWSqaUegKl39u3vwIzref0NnaqrU/zwYeUUFSl30SLlFBUpfviwTtXVqef1N5yOOK70zY45RUENHv1QyWhUycFBJaNRDR790IibHYHJ6htIjvu8f+DsyRRMtaebT2ndWwd1296jWvfWQT3dfMrpSJPSHB/Q6509ao4POB1l0vz+ChUXf8aYUkw6M+125ls9c6bdAGCm5AR98i+dSykGZDkmxuCo9M2OQ91R5S69RF7P6W/gg0GpsFCDRz9UlJsdAdeoKi2Qx5JSIxaNeS1LlaX5zoXKAs3xgcytvdLwDNADR5p0TajQiMmxp5tPjbl1+M5widOxZj1Tp90AAABmEsUYHJW+2TF3ftmZUuw0r8cjzS/jZkfARSqCAT22dbUe3v6ukrYtr2Xp0a2XGXUjZUs0pob2PlWVFhiT+6NYYsy2qKSkhljC9cWY6aWe6fz+CgoxAACA86AYm2VMW2CfvtlR+eeYNsnPl93ezs2OgIvcUbtIVy+fp8b2flWW5htTLknSM7uP66HtB5SyJY8lPbZ1te6oXeR0rAtaEvDJkkbdCGpJqgq4/+iHyaXebBCPt6g/1qj8QCUFGQAAwDgoxmYRExfYj7zZUcHg2F/AzY6AK1UEA0YVYtLwpFi6FJOGj4M+vP1dXb18nnG/F5OYXOqZrrn52TE3aobDtzsdCy738ccf6/jx41q0aJEWLlzodJxJiUaj6ujoUCgUUnC87ysBABgHxdgskV5gP9QdVe78suEJrP5+xQ8f1lBdnSS5shw7+2bHkccpudkRwFRqaO8btRtNkpK2rcb2ftcXYx/FEjorumwxdYVzi8dbRpRikpTSocPfUii0ickxnNPzzz+vffv2Zd5es2aNbrnlFgcTTVx9fb127Ngh27ZlWZa2bNmimpoap2PB5YaiCW6lBMCtlBNRV1enVatWqba21uko4zp7gX17WYXeqYiovaxCuUsv0VB3VNHntyuZHP82OSdxsyOAmZK+OGAkUy4OWBLwjfkD2yszpq7OV+ph+vTHGqUxh1hTisWOOZAGJvj4449HlWKStG/fPn388ccOJZq4aDSaKcUkybZt7dixQ9Fo1OFkcLO+3a1q/e4utT91QK3f3aW+3a1ORwLgEIqxCdi2bZsOHjyo3bt3Ox1lXCMX2O+oXK4tN9yqP73qRm254VbtqFyu3BEL7N2o8HNXqWTbNvmrqzXU3a3B48c11N0tf3W1Sr7+dVdOugEwT0UwoFuuWDDq2c1XhF0/LSZJYX+enlgRkTeelOdUQt54Uo+viBgxLZY+SjkSRymnX36gUmO/zfMoEFjsQBqY4Pjx4+M+b2pqmuEkk9fR0ZEpxdJs21ZHR4dDieB2Q9GEOrd/cOacvy11bv9AQ1F+aANkI45SzgLpBfZtJaV6dO1Gpazhb4RTlkePrtmo9c3HFHL5AntudgQw3VqiMT3/zolRz154p1nfuHGFEeWY90Sf8l5rlW1LliV5S+dJ4RKnY8Gl/P4KVZTfrJbW7ZlnFeU3c4wS57Ro0fgXkUQikRlOMnmhUEiWZY0qxyzLUigUcjAV3GyoPabxxpmH2mMcqQSyEBNjs0B6gX1Tjj9TiqWlPB59nOMzYoG91+tV1/Jq7bu8Rl3LqynFAEyp8+0Yc7uWaEwPPndA6dd8ti09uP2AWqIxZ4NNAEcpnRGPt6il9YVRz1paX1A83uJMILjewoULtWbNmlHP1qxZY8QC/mAwqMvPuh388ssvZwE/zimnNKDxxplzSt3/gzIAU4+JsVkgvcC+ouEDeezUqHLMk0qpvOFD+SoXu36B/dPNp/SNI02n786SnlgR0Z1MQwCYIukdYyPLMVN2jO051jm2XLKl+mOd+t3L3f1NfHo/2shtV6bsRzPZ+XaMMTWGc7nllltUW1urpqYmRSIRI0oxaXjH2P79+0c9279/v6699lrKMYwrJ+hT8dZlZ45TWlLx1mVMiwFZiomxWSC9wD7ssfTNf35BntTwN8KeVErffOkFhb0e1y+wb44PZEoxafhb+QeONKk5PuBkLACzSEUwoMe2rpbXGv4Rsdey9OjWy4w4RtnZP/7XwnM9d5PMfrTTb3slY/ajmYwdY7hYCxcu1MaNG40pxSR2jOHiFNSWq/zB9Sq9Z7XKH1yvgtpypyMBcAgTY7NEekH9bc9v14a/+ZGaCgoV6etRZF5IQQMW2H8US4z5uXZSw0dtePEEYKrcUbtIVy+fp8b2flWW5htRiknS3EDuOZ6b8fXxznCJrgkVqiGWUFXAZ9zX9Zc+6dLOjh5tDhXqhnlznY4zIX5/hVZWP6JDh78lnZ7FXln9iFHTYvF4i/pjjcoPVBqVGzOPHWO4WDlBH1NiACjGZpP0AvvQe+/pMsMW2C/wRGXZKdkjj4HaSYU9UUmFzgUDMOtUBAPGFGJp6ypDsjR6T7Al6cpKd++OHCnszzOuEJOkL+15X293D++h+5vmU1pXlK9/vHK5w6kmJhy+XaHQJsVixxQILDaqXGpufnZMqRcO3+50LLhUMBjUli1btGPHDtm2LcuytGXLFo5R4oIo4AFIFGOzjtfrVf5Zy0dNEEw16Y/13/Uz+0+Usrzy2En9kX6iuamvSjJnlB+A+7VEY2po71NVaYExBVlFMKDv3rpaDz13ILOH8bFbVxuT31QvfdKVKcXS3u7u10ufdBk1OWbai714vGVEKSZJKR06/C2FQpuM+71g5tTU1Gjp0qXq6OhQKBSiFMMFUcADSKMYgyvkByp1jf5Fq/WO2uwKlalFJepSIPCfnI4GYBZ5ZvdxPbT9gFK25LGkx7au1h21i5yONSGmHgM12c6OnnGfv9LRY0wxZiIuDsDFCgaDFGKYEAp4ACOxfB+ukN6FUqIurdJ7KlGXcbtQALhbSzSWKcWk4dspH97+rlqiMWeDTUJFMKCNS0uMLMVaojG9ebTdqI/35tD4R/mvPcdzTA0uDgAw3c5XwAPIPkyMzUKmnpU3eRcKAPdraO/LlGJpSdtWY3u/kUWTSUyd1Lth3lytK8ofdZxyXVE+02LTzO+vUEX5zWpp3Z55VlF+M98XAJgyZwr4keUYBTyQrZgYm2Wam5/VG29erXfe+QO98ebVam5+1ulIk+L3V6i4+DN88wtgylWVFshjjX7mtSxVluY7EyhLmD6p949XLtffXlapfxsu0d9eVmnM4n2TxeMtaml9YdSzltYXFI+3OBMIwKyTPq1y5uWweTf3Apg6TIzNIsNn5R/WmXvLUjp0+GHOygOAho8hPrZ1tR7e/q6Sti2vZenRrZcxLTbNZsOk3g3z5jIlNoPYMQZgJnBaBUAaxdgs0hWt15lSLM1WNFovv/93nYgEAK7CAvuZV1VaMO5zJvVmRnN8QB/FEloS8Cnsz3M6zoRwxAnATDHx5l4AU4+jlLPKcCl2SiG9p8t0SiGH8wCA+5i8wN5EJ7vjk3qOqfN08ymte+ugbtt7VOveOqinm085HWlCOOKEbBSNRtXQ0KBoNOp0FADIOkyMzSJzg1fqVW3WX+tPZVseWXZKf6wf66pgjdPRAABZaldjx7jP327s1JpI8QynyR7N8QH9+ZGmEcsVpD8/0qRrQoVGTI5xxAnZpL6+Xjt27JBt27IsS1u2bFFNDd+/A8BMYWJsFulQiX5m/TvZ1vB/Vtvy6GfWv1OHShxOBgDIVusrx59eXldJKTaddkf7xlmuIL0d7XMizkUx+UKeeLxFHZ1vcWEALigajWZKMUmybVs7duxgcgwAZhDF2CzyUSyhlEZfuZaSpYZYwqFEAIBstyZSrFtrFox6dmvNAqbFplnn4NCknmPqmH5DOGZWR0dHphRLs21bHR3jT9sCAKYeRylnkQLP+D1n/jmeAwAwE/7q9rX6w42L9XZjp9ZVFhtXirVEY2po71NVaYExu+mKc8f/Fu9czzE1hm8I/5bOXByQ0qHD3+KGcJxTKBSSZVmjyjHLshQKsSsYAGYK3x3NIn2ps682H9Z/jucAAMyUNRHzCjFJemb3cT343AHZkixJ3711te6oXeR0rAuqDRbI0ui7qi1J64Lj3xKKqdEfa9To2zQlKaVY7BjFGMYVDAZ1+eWXa9++fZlnl19+uYLBoIOpACC7MEo0AXV1dVq1apVqa2udjnJeSwK+Mf9BvZKqAj4n4gAAYLSWaCxTiknDJdODzx1QSzTmZKwJCfvz9FcrIiPudZT+akXEiMX7JssPVEpnrbWQLAUCix1IAxNEo1Ht379/1LP9+/ezYwwAZhDF2ARs27ZNBw8e1O7du52Ocl5hf56eWBGR9/TbXkmP800wAAAX5e3GjnEX2O9p7HQizqTdGS7R2xtX6bm1S/X2xlW6M8xlPIDbsGMMAJzHUcpZ5s5wia4JFaohllBVwEcpBgDARerqHxz/eWxghpNcvLA/j+8FZtDwUcqxdSpHKXEu7BgDAOcxMTYLWYmkrI6ErETS6SgAABhrbn7u+M8DFE0Y3/BRyrO/vfZwlBLnFAwGtWXLFlnW8BFcy7K0ZcsWdowBwAxiYmyWeWb3cT20/YBStuSxpMe2mrEkGAAAt1lXGRp3gf2VleZdIoCZ4fdXaGX1IyNupvRoZfUjTIvhvGpqarR06VJ1dHQoFApRigHADLPssw+145y6u7sVDAYVjUZVVFTkdJwxWqIxXfXdV5Qa8V/Ua1l6/cEvGHO9PAAAbvLM7uN66LkDpysO6TFDbqWEs+LxFsVixxQILKYUA/Cpuf11KGA6JsZmkYb2vlGlmCQlbVuN7f0UYwAAXIQ7ahfp6uXz1Njer8rSfP48xYT4/RUUYgAAGIJibBapKi2Qx9KYibHK0nznQgEAYLiKYIBCDAAAYJZi+f4sUhEM6LGtq+U9vbzTa1l6dOtlfDMPAACM8060Tz8+flLvRPucjpJV4vEWdXS+pXi8xekoAADMCCbGZhmOfAAAANP92cFjeratM/P27WXF+uEqbnacbs3Nz465OCAcvt3pWAAATCsmxmahimBAG5eWUIoBAADjvBPtG1WKSdKzbZ1Mjk2zeLxlRCkmSSkdOvwtJscAALMexRgAAMAs1RKN6c2j7WqJxpyOMmH/6xwF2C6DirHm+IBe7+xRc3zA6SgT1h9r1JlSLC2lWOyYA2kAAJg5HKUEAACYhZ7ZfVwPPndAtiRL0ndvXa07ahc5HeuCNgQLxn2+/hzP3ebp5lP6xpGm04cRpSdWRHRnuMTpWBeUH6jU8GfKyCvOLQUCHGEFAMxuTIwBAADMMi3RmP7j6VJMGq46/uNzB4yYHLsiWKDby4pHPbu9rFhXGFCMNccHMqWYNDx/9cCRJqMmxwAAyDZMjAEAAMwyvz7UNu7znYfa9AefqZzZMBfhh6sW6ysLSrUr2qf1wQIjSjFJ+iiWGHMYMSmpIZZQ2J/nRKQJGz5KaZ/11FYsdkx+f4UDiWCKaDSqjo4OhUIhBYNBp+MAwKRRjAEAAMwyJ7vj53iemOEkF+8KgwqxtCUBnzwavanLK6kq4HMo0cQNH6U8O72Ho5Q4r/r6eu3YsUO2bcuyLG3ZskU1NTVOxwKASeEoJQAAwCxz3cqycZ9vXjl/hpNkl7A/T7eddQz01rJi10+LSZLfX6GV1Y/ozMsDj1ZWP8K0GM4pGo1mSjFJsm1bO3bsUDQadTjZxEWjUTU0NBiVGcDUY2IMAABgllkTKdatNQv0XP2JzLNbaxZoTaT4PP8rfFrN8QH9sq1z1LPn2jr14JIKI8qxcPh2hUKbFIsdUyCwmFIM59XR0ZEpxdJs21ZHR4cRRyqZdgOQRjEGAAAwC/3V7Wv1hxsX6+3GTq2rLDauFGuJxtTQ3qeq0gJVBANOx5kQk3eMpfn9FRRimJBQKCTLskaVY5ZlKRQKOZhqYs417bZ06VIjSj0AU4tiDAAAYJZaEzGvEJOkZ3Yf10PbDyhlSx5Lemzrat1Ru8jpWBdk8o4xYLKCwaC2bNmiF198MfNsy5YtRhRLpk+7AZha7BgDAACAa7REY5lSTJJStvTw9nfVEo05G2wCwv48PbEiIu/pt72SHl8RMWZaDLgYlmWN+rsJ0tNuI5ky7QZg6lGMAQAAwDUa2vsypVha0rbV2N7vTKBJujNcot0bV+m5tUu1e+Mq3RkucTpS1ojHW9TR+Zbi8Rano2QFk5fvp6fdRpZ6pky7AZh6HKUEAACAa1SVFshjaVQ55rUsVZbmOxdqksL+PKbEZlhz87M6dPhbGj7IOnyjZjh8u9OxZjXTjyPW1NRo6dKl6ujoUCgUMiIzgOnBxBgAAABcoyIY0GNbV8tz+pSTx5Ie3XqZMQv4MfPi8ZYRpZgkpXTo8LeYHJtms+E4YjAYVFVVFaUYkOUoxgAAAOA66UGUswZSgDH6Y43SmPtAU4rFjjmQJntwHBHAbMFRSgAAALhGevl+ug+zNbx8/+rl85gaw7jyA5XSmPtAPQoEFjsTKItwHBHAbMDEGAAAAFzD9OX7mHl+f4Uqym8e9ayi/Gb5/RXOBMoyHEcEYDqKMQAAALhGevn+SKYt38fMisdb1NL6wqhnLa0vsGMMADAhFGMAAABwjfTyfe/pvUVey2L5/gxqjg/o9c4eNccHnI4yYewYAwB8Glm1Y6ypqUlf/vKXdfLkSeXk5Ogv/uIv9Hu/93tOxwIAAMAId9Qu0tXL56mxvV+VpfmUYjPk6eZT+saRJqU0/NPzJ1ZEdGe4xOlYF8SOMQDAp2HZdvbc9dPS0qK2tjatXbtWra2tuvLKK/X++++roKBgQv/77u5uBYNBRaNRFRUVTXNaAAAAYGY0xwe07q2Do6olr6TdG1cp7M9zKtaENTc/q0OHvyWdrvVWVj+icPh2p2MBU4LXocD0yqqJsYqKClVUDC/hLC8vV2lpqTo6OiZcjAEAAACz0UexxJjDiElJDbGEEcVYOHy7QqFNisWOKRBYzOJ9AMCEuWrH2GuvvaYtW7YoHA7Lsiy98MILY35NXV2dKisr5ff7tWHDBu3ateui/l179uxRMplUJBL5lKndJx5vUUfnWywcBQAAcEBLNKY3j7arJRpzOsqEFXjGf1mQf47nbuT3V6i4+DOUYgCASXHVxFhfX5/WrFmjr371q9q6deuY9z/zzDO6//779eMf/1gbNmzQD37wA9144406cuSI5s+fL0lau3athoaGxvxvX3rpJYXDYUlSR0eH/vAP/1BPPfXU9P6GHMAYOQAAgHOe2X1cD20/oJQteSzpsa2rdUftIqdjXVBf6ux5sWH953gOAMBs4dodY5Zl6fnnn9fNN9+cebZhwwbV1tbqySeflCSlUilFIhHdd999evDBByf0z00kErr++ut1zz336Mtf/vIFf20ikci83d3drUgk4tqz3fF4i95482qdvXj0qs++xk/OAAAApllLNKbPPvaKRn5zbVnSmw9e6/oLBEzfMQbMZuwYA6aXMbPRAwMD2rNnj6677rrMM4/Ho+uuu05vvfXWhP4Ztm3r3/7bf6trr732gqWYJD322GMKBoOZv9x+7JKrqgEAAJyz51inzv6Js21L9cc6HckzGWF/np5YEZH39NteSY+viFCKAQBmPWOKsfb2diWTSZWVlY16XlZWptbW1gn9M9544w0988wzeuGFF7R27VqtXbtWBw4cOOevf+ihhxSNRjN/NTU1farfw3Q7c1X1SFxVDQAAMBPOdRDDneczxrozXKLdG1fpubVLtXvjKt0ZLnE6UtZgRzAAOMdVO8am2+c+9zmlJrEnwefzyefzTWOiqeX3V2hl9SNjdoxxjBIAAGD6rasMyZJGH6WUdGVlsUOJJi/sz2NKbIYN7wh+WMOfOZZWVj/KjmAAmEHGFGOlpaXyer1qa2sb9bytrU3l5eUOpXIfrqoGAABwRkUwoO/euloPPXfg9I8opcduXe36/WJwTjzeMqIUkyRbhw4/rFBoE9/HA8AMMaYYy8vL05VXXqmdO3dmFvKnUint3LlT9957r7PhXMbvr+APUgAAAAfcUbtIVy+fp8b2flWW5lOK4by6onuksZvpFI3Wy+//XSciAUDWcVUx1tvbqw8//DDzdkNDg/bu3atQKKRFixbp/vvv1913361169Z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" ] }, "metadata": {}, @@ -249,173 +147,196 @@ } ], "source": [ - "## Compare the mesh computation with the \"straightforward\" computations\n", + "## Compare the mesh computation with the direct summation\n", "r = np.linalg.norm(particles[:,:3], axis=1)\n", "\n", "plt.figure()\n", - "plt.title('Radial force behaviour')\n", + "plt.title('Radial force')\n", "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.xlabel('$r$')\n", "plt.ylabel('$F_r(r)$')\n", "\n", - "plt.plot(r, np.linalg.norm(f_analytical, axis=1), 'o', label=\"Analytical\")\n", - "plt.plot(r, np.linalg.norm(f_nsquare, axis=1), 'o', label=\"N^2\")\n", - "plt.plot(r, np.linalg.norm(f_mesh, axis=1), 'o', label=f\"Mesh ({mesh_size})\")\n", + "# many of the particles have the same distance from the origin, so we skip some of them\n", + "SKIP_N = 20\n", "\n", - "plt.legend()\n", + "for f,e in zip(n_squared_forces, epsilon_range):\n", + " plt.plot(r[::SKIP_N], np.linalg.norm(f, axis=1)[::SKIP_N], 'o', label=f\"$N^2$ - {e:.1g} * $\\\\epsilon$\", alpha=0.3)\n", + "for f, s in zip(mesh_forces, mesh_size_range):\n", + " plt.plot(r[::SKIP_N], np.linalg.norm(f, axis=1)[::SKIP_N], '.', label=f\"Mesh - N={s}\")\n", + "\n", + "plt.ylim([5e-4, 1e2])\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()\n", - "\n" + "\n", + "\n", + "# TODO: compare computation time\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Discussion\n", + "- Using the baseline of N^2 and 1 epsilon softening we can see that already a 20 x 20 grid provides good accuracy but the mapping breaks down at small distances (dip)\n", + "- Larger grids are more stable, especially at small distances => 50 x 50 x 50 already seems to be a good choice\n", + "- very large grids show overdiscretization\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Time integration" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import scipy.integrate as spi\n" + ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "13:11:29 - __main__ - Considering 50010 particles\n", - "13:11:29 - __main__ - Total mass: 4622219.258999999\n" + "17:03:01 - task2 (mesh) - Considering 1008 particles\n", + "17:03:01 - task2 (mesh) - Total mass: 11.0\n" ] } ], "source": [ "# load the particles in the format [x, y, z, vx, vy, vz, mass]\n", - "particles = points[:, [2, 3, 4, 5, 6, 7, 1]]\n", + "p0 = points[:, [2, 3, 4, 5, 6, 7, 1]]\n", + "# p0 = p0[::10] # only take a subset for now\n", "\n", - "logger.info(f\"Considering {particles.shape[0]} particles\")\n", - "logger.info(f\"Total mass: {np.sum(particles[:,6])}\")" + "logger.info(f\"Considering {p0.shape[0]} particles\")\n", + "logger.info(f\"Total mass: {np.sum(p0[:,6])}\")\n", + "\n", + "if logger.level >= logging.DEBUG:\n", + " # assert that the ODE reshaping is consistent\n", + " logger.debug(f\"{p0[0]}, {p0[1]}\")\n", + " y0, _ = utils.ode_setup(p0, None)\n", + " logger.debug(y0[0:7])\n", + " p0_reconstructed = utils.to_particles(y0)\n", + " logger.debug(p0_reconstructed[0])\n", + " assert np.allclose(p0, p0_reconstructed)\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "13:11:29 - utils.integrate - Reshaped (50010, 7) to y0 with (300060,) and masses with (50010,)\n", - "13:11:29 - utils.integrate - y with shape (300060,)\n", - "13:11:29 - utils.integrate - Unstacked y into x with shape (50010, 3) and v with shape (50010, 3)\n", - "13:11:29 - utils.forces_basic - Computing forces for 50010 particles using n^2 algorithm (using softening=np.float64(0.021985731180436525))\n", - "13:11:29 - utils.forces_basic - Particle 0 done\n", - "13:11:50 - utils.forces_basic - Particle 5000 done\n", - "13:12:11 - utils.forces_basic - Particle 10000 done\n", - "13:12:34 - utils.forces_basic - Particle 15000 done\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)\n", - "Cell \u001b[0;32mIn[12], line 10\u001b[0m\n", - "\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mintegrate\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mspi\u001b[39;00m\n", - "\u001b[1;32m 9\u001b[0m \u001b[38;5;66;03m# integrate the system\u001b[39;00m\n", - "\u001b[0;32m---> 10\u001b[0m sol \u001b[38;5;241m=\u001b[39m \u001b[43mspi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43modeint\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_prime\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marange\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_steps\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mdt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdt\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43matol\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1e2\u001b[39;49m\u001b[43m)\u001b[49m\n", - "\n", - "File \u001b[0;32m~/.local/share/virtualenvs/projects-X-9bmgL6/lib/python3.12/site-packages/scipy/integrate/_odepack_py.py:247\u001b[0m, in \u001b[0;36modeint\u001b[0;34m(func, y0, t, args, Dfun, col_deriv, full_output, ml, mu, rtol, atol, tcrit, h0, hmax, hmin, ixpr, mxstep, mxhnil, mxordn, mxords, printmessg, tfirst)\u001b[0m\n", - "\u001b[1;32m 245\u001b[0m t \u001b[38;5;241m=\u001b[39m copy(t)\n", - "\u001b[1;32m 246\u001b[0m y0 \u001b[38;5;241m=\u001b[39m copy(y0)\n", - "\u001b[0;32m--> 247\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43m_odepack\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43modeint\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mDfun\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcol_deriv\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mml\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmu\u001b[49m\u001b[43m,\u001b[49m\n", - "\u001b[1;32m 248\u001b[0m \u001b[43m \u001b[49m\u001b[43mfull_output\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrtol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43matol\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtcrit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mh0\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhmax\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhmin\u001b[49m\u001b[43m,\u001b[49m\n", - "\u001b[1;32m 249\u001b[0m \u001b[43m \u001b[49m\u001b[43mixpr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmxstep\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmxhnil\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmxordn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmxords\u001b[49m\u001b[43m,\u001b[49m\n", - "\u001b[1;32m 250\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mbool\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtfirst\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[1;32m 251\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m output[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", - "\u001b[1;32m 252\u001b[0m warning_msg \u001b[38;5;241m=\u001b[39m (\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m_msgs[output[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m Run with full_output = 1 to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "\u001b[1;32m 253\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mget quantitative information.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\n", - "File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/integrate.py:47\u001b[0m, in \u001b[0;36mode_setup..f\u001b[0;34m(y, t)\u001b[0m\n", - "\u001b[1;32m 45\u001b[0m x_with_m[:, :\u001b[38;5;241m3\u001b[39m] \u001b[38;5;241m=\u001b[39m x\n", - "\u001b[1;32m 46\u001b[0m x_with_m[:, \u001b[38;5;241m3\u001b[39m] \u001b[38;5;241m=\u001b[39m masses\n", - "\u001b[0;32m---> 47\u001b[0m forces \u001b[38;5;241m=\u001b[39m \u001b[43mforce_function\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_with_m\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[1;32m 49\u001b[0m \u001b[38;5;66;03m# compute the accelerations\u001b[39;00m\n", - "\u001b[1;32m 50\u001b[0m a \u001b[38;5;241m=\u001b[39m forces \u001b[38;5;241m/\u001b[39m masses[:, \u001b[38;5;28;01mNone\u001b[39;00m]\n", - "\n", - "Cell \u001b[0;32mIn[12], line 4\u001b[0m, in \u001b[0;36m\u001b[0;34m(x)\u001b[0m\n", - "\u001b[1;32m 2\u001b[0m dt \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.1\u001b[39m\n", - "\u001b[1;32m 3\u001b[0m n_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m\n", - "\u001b[0;32m----> 4\u001b[0m force_function \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[43mutils\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mn_body_forces\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mG\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mepsilon\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[1;32m 5\u001b[0m y0, y_prime \u001b[38;5;241m=\u001b[39m utils\u001b[38;5;241m.\u001b[39mode_setup(particles, force_function)\n", - "\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mintegrate\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mspi\u001b[39;00m\n", - "\n", - "File \u001b[0;32m~/Documents/Uni/HS24/Computational Astrophysics/projects/nbody/utils/forces_basic.py:41\u001b[0m, in \u001b[0;36mn_body_forces\u001b[0;34m(particles, G, softening)\u001b[0m\n", - "\u001b[1;32m 38\u001b[0m r_adjusted[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", - "\u001b[1;32m 39\u001b[0m num[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n", - "\u001b[0;32m---> 41\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnum\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mr_adjusted\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m1.5\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mT\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;241m*\u001b[39m m_current\n", - "\u001b[1;32m 42\u001b[0m forces[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mf\n", - "\u001b[1;32m 44\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m%\u001b[39m \u001b[38;5;241m5000\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", - "\n", - "File \u001b[0;32m~/.local/share/virtualenvs/projects-X-9bmgL6/lib/python3.12/site-packages/numpy/_core/fromnumeric.py:2344\u001b[0m, in \u001b[0;36m_sum_dispatcher\u001b[0;34m(a, axis, dtype, out, keepdims, initial, where)\u001b[0m\n", - "\u001b[1;32m 2338\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPassing `min` or `max` keyword argument when \u001b[39m\u001b[38;5;124m\"\u001b[39m\n", - "\u001b[1;32m 2339\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m`a_min` and `a_max` are provided is forbidden.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "\u001b[1;32m 2341\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _wrapfunc(a, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mclip\u001b[39m\u001b[38;5;124m'\u001b[39m, a_min, a_max, out\u001b[38;5;241m=\u001b[39mout, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n", - "\u001b[0;32m-> 2344\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_sum_dispatcher\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n", - "\u001b[1;32m 2345\u001b[0m initial\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, where\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n", - "\u001b[1;32m 2346\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m (a, out)\n", - "\u001b[1;32m 2349\u001b[0m \u001b[38;5;129m@array_function_dispatch\u001b[39m(_sum_dispatcher)\n", - "\u001b[1;32m 2350\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msum\u001b[39m(a, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, keepdims\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue,\n", - "\u001b[1;32m 2351\u001b[0m initial\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue, where\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39m_NoValue):\n", - "\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "17:17:03 - task2 (mesh) - Integration done, shape: (50, 7056)\n" ] } ], "source": [ "# we can now integrate this system for a few steps\n", - "dt = 0.1\n", - "n_steps = 10\n", - "force_function = lambda x: utils.n_body_forces(x, G, epsilon)\n", - "y0, y_prime = utils.ode_setup(particles, force_function)\n", + "dt = 0.01\n", + "n_steps = 50\n", + "t_range = np.arange(0, n_steps*dt, dt)\n", + "\n", + "## The force function can be interchanged\n", + "force_function = lambda x: utils.n_body_forces(x, G, epsilon) # epsilon was computed above\n", + "# force_function = lambda x: utils.mesh_forces_v2(x, G, 50, utils.particle_to_cells_nn)\n", + "\n", + "y0, y_prime = utils.ode_setup(p0, force_function)\n", "\n", - "import scipy.integrate as spi\n", "\n", "# integrate the system\n", - "sol = spi.odeint(y_prime, y0, np.arange(0, n_steps*dt, dt), atol=1e2)\n" + "sol = spi.odeint(y_prime, y0, t_range, rtol=1e-3)\n", + "logger.info(f\"Integration done, shape: {sol.shape}\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "sol[4]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# map the particles to a mesh\n", - "mapping_function = utils.particle_to_cells_nn\n", - "GRID_SIZE = 50\n", - "mesh, grid = utils.to_mesh(particles, GRID_SIZE, mapping_function)\n", + "### Plot a fixed number of states\n", + "N_STATES = 10\n", + "SKIP_NTH_PARTICLE = 10\n", + "fig, axs = plt.subplots(1, N_STATES, subplot_kw={'projection': '3d'})\n", + "for i, ax in enumerate(axs.flat):\n", + " p = utils.to_particles(sol[i])[::SKIP_NTH_PARTICLE]\n", + " ax.scatter(p[:,0], p[:,1], p[:,2], cmap='viridis', c=range(p.shape[0]))\n", + " ax.set_title(f\"t={t_range[i]:.2f}\")\n", + "# set size\n", + "fig.set_size_inches(18, 12)\n", "\n", - "utils.show_mesh_information(mesh, f\"Initial mesh {GRID_SIZE=}\")" + "plt.show()\n", + "\n", + "# # Also show the velocities\n", + "# scale = 1e-2\n", + "# fig = plt.figure()\n", + "# ax = fig.add_subplot(111, projection='3d')\n", + "# p_reduced = plast[::10]\n", + "# ax.quiver(p_reduced[:,0], p_reduced[:,1], p_reduced[:,2], p_reduced[:,3], p_reduced[:,4], p_reduced[:,5], length=0.1, normalize=True)\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#### Plot some key quantities of the system as a whole\n", + "# sol has the shape (n_steps, n_particles*6) where the first 3*n are the positions and the last 3*n are the velocities\n", + "\n", + "# kinetic energy\n", + "energies = np.zeros(sol.shape[0])\n", + "for i in range(sol.shape[0]):\n", + " p = utils.to_particles(sol[i])\n", + " k_e = 0.5 * np.sum(p[:,6] * np.linalg.norm(p[:,3:6], axis=1)**2)\n", + " energies[i] = k_e\n", + "\n", + "plt.figure()\n", + "plt.plot(t_range, energies)\n", + "plt.title('Kinetic energy')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Energy')\n", + "plt.show()\n", + "\n", + "\n", + "# to" ] } ], @@ -435,7 +356,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.7" + "version": "3.13.1" } }, "nbformat": 4, diff --git a/nbody/utils/__init__.py b/nbody/utils/__init__.py index 62ec024..9ff17f3 100644 --- a/nbody/utils/__init__.py +++ b/nbody/utils/__init__.py @@ -1,9 +1,9 @@ ## Import all functions in all the files in the current directory # Basic helpers for interacting with the data from .load import * -from .mesh import * from .model import * from .particles import * +from .units import * # Helpers for computing the forces from .forces_basic import * diff --git a/nbody/utils/forces_basic.py b/nbody/utils/forces_basic.py index 06a9f71..e9717e1 100644 --- a/nbody/utils/forces_basic.py +++ b/nbody/utils/forces_basic.py @@ -16,7 +16,7 @@ def n_body_forces(particles: np.ndarray, G: float, softening: float = 0): n = particles.shape[0] forces = np.zeros((n, 3)) - logger.debug(f"Computing forces for {n} particles using n^2 algorithm (using {softening=})") + logger.debug(f"Computing forces for {n} particles using n^2 algorithm (using {softening=:.2g})") for i in range(n): # the current particle is at x_current diff --git a/nbody/utils/forces_mesh.py b/nbody/utils/forces_mesh.py index 785e4e6..90fb8a1 100644 --- a/nbody/utils/forces_mesh.py +++ b/nbody/utils/forces_mesh.py @@ -56,19 +56,22 @@ def mesh_forces_v2(particles: np.ndarray, G: float, n_grid: int, mapping: callab if particles.shape[1] != 4: raise ValueError("Particles array must have 4 columns: x, y, z, m") - logger.debug(f"Computing forces for {particles.shape[0]} particles using mesh (using mapping={mapping.__name__})") + logger.debug(f"Computing forces for {particles.shape[0]} particles using mesh [mapping={mapping.__name__}, {n_grid=}]") mesh, axis = to_mesh(particles, n_grid, mapping) - show_mesh_information(mesh, "Mesh") + if logger.level >= logging.DEBUG: + show_mesh_information(mesh, "Density mesh") spacing = axis[1] - axis[0] logger.debug(f"Using mesh spacing: {spacing}") phi = mesh_poisson_v2(mesh, G) logger.debug(f"Got phi with: {phi.shape}, {np.max(phi)}") phi_grad = np.stack(np.gradient(phi, spacing), axis=0) - show_mesh_information(phi, "Mesh potential") - show_mesh_information(phi_grad[0], "Mesh potential grad x") + if logger.level >= logging.DEBUG: + show_mesh_information(phi, "Potential mesh") + show_mesh_information(phi_grad[0], "Potential gradient") logger.debug(f"Got phi_grad with: {phi_grad.shape}, {np.max(phi_grad)}") + forces = np.zeros_like(particles[:, :3]) for i, p in enumerate(particles): ijk = np.digitize(p, axis) - 1 @@ -93,7 +96,7 @@ def mesh_poisson_v2(mesh: np.ndarray, G: float) -> np.ndarray: return phi -## Helper functions for star mapping +#### Helper functions for star mapping def to_mesh(particles: np.ndarray, n_grid: int, mapping: callable) -> tuple[np.ndarray, np.ndarray]: """ Maps a list of particles to a of mesh of size n_grid x n_grid x n_grid. @@ -108,7 +111,7 @@ def to_mesh(particles: np.ndarray, n_grid: int, mapping: callable) -> tuple[np.n for p in particles: m = p[-1] - if logger.level <= logging.DEBUG and m <= 0: + if logger.level >= logging.DEBUG and m <= 0: logger.warning(f"Particle with negative mass: {p}") # spread the star onto cells through the shape function, taking into account the mass ijks, weights = mapping(p, axis) @@ -153,20 +156,20 @@ def particle_to_cells_cic(particle, axis, width): -## Helper functions for mesh plotting +#### Helper functions for mesh plotting def show_mesh_information(mesh: np.ndarray, name: str): - print(f"Mesh information for {name}") - print(f"Total mapped mass: {np.sum(mesh):.0f}") - print(f"Max cell value: {np.max(mesh)}") - print(f"Min cell value: {np.min(mesh)}") - print(f"Mean cell value: {np.mean(mesh)}") + logger.info(f"Mesh information for {name}") + logger.info(f"Total mapped mass: {np.sum(mesh):.0f}") + logger.info(f"Max cell value: {np.max(mesh)}") + logger.info(f"Min cell value: {np.min(mesh)}") + logger.info(f"Mean cell value: {np.mean(mesh)}") plot_3d(mesh, name) plot_2d(mesh, name) def plot_3d(mesh: np.ndarray, name: str): fig = plt.figure() - fig.suptitle(name) + fig.suptitle(f"{name} - {mesh.shape}") ax = fig.add_subplot(111, projection='3d') ax.scatter(*np.where(mesh), c=mesh[np.where(mesh)], cmap='viridis') plt.show() @@ -174,7 +177,7 @@ def plot_3d(mesh: np.ndarray, name: str): def plot_2d(mesh: np.ndarray, name: str): fig = plt.figure() - fig.suptitle(name) + fig.suptitle(f"{name} - {mesh.shape}") axs = fig.subplots(1, 3) axs[0].imshow(np.sum(mesh, axis=0)) axs[0].set_title("Flattened in x") @@ -182,4 +185,4 @@ def plot_2d(mesh: np.ndarray, name: str): axs[1].set_title("Flattened in y") axs[2].imshow(np.sum(mesh, axis=2)) axs[2].set_title("Flattened in z") - plt.show() \ No newline at end of file + plt.show() diff --git a/nbody/utils/integrate.py b/nbody/utils/integrate.py index bbc001f..b697d84 100644 --- a/nbody/utils/integrate.py +++ b/nbody/utils/integrate.py @@ -16,54 +16,53 @@ def ode_setup(particles: np.ndarray, force_function: callable) -> tuple[np.ndarr if particles.shape[1] != 7: raise ValueError("Particles array must have 7 columns: x, y, z, vx, vy, vz, m") - n = particles.shape[0] - # for scipy integrators we need to flatten the n 3D positions and n 3D velocities - y0 = np.zeros(6*n) - y0[:3*n] = particles[:, :3].flatten() - y0[3*n:] = particles[:, 3:6].flatten() - - # the masses don't change we can define them once - masses = particles[:, 6] - logger.debug(f"Reshaped {particles.shape} to y0 with {y0.shape} and masses with {masses.shape}") - + # for scipy integrators we need to flatten array which contains 7 columns for now + # we don't really care how we reshape as long as we unflatten consistently afterwards + particles = particles.reshape(-1, copy=False, order='A') + # this is consistent with the unflattening in to_particles()! + logger.debug(f"Reshaped 7 columns into {particles.shape=}") def f(y, t): """ Computes the right hand side of the ODE system. The ODE system is linearized around the current positions and velocities. """ - n = y.size // 6 - logger.debug(f"y with shape {y.shape}") - # unsqueeze and unstack to extract the positions and velocities - y = y.reshape((2*n, 3)) - x = y[:n, ...] - v = y[n:, ...] - logger.debug(f"Unstacked y into x with shape {x.shape} and v with shape {v.shape}") + y = to_particles(y) + # now y has shape (n, 7), with columns x, y, z, vx, vy, vz, m - # compute the forces - x_with_m = np.zeros((n, 4)) - x_with_m[:, :3] = x - x_with_m[:, 3] = masses - forces = force_function(x_with_m) + + forces = force_function(y[:, [0, 1, 2, -1]]) # compute the accelerations + masses = y[:, -1] a = forces / masses[:, None] - a.flatten() # the [:, None] is to force broadcasting in order to divide each row of forces by the corresponding mass + # a.flatten() - # reshape into a 1D array - return np.vstack((v, a)).flatten() - - return y0, f + # replace some values in y: + # the position columns become the velocities + # the velocity columns become the accelerations + y[:, 0:3] = y[:, 3:6] + y[:, 3:6] = a + # the masses remain unchanged + + # flatten the array again + y = y.reshape(-1, copy=False, order='A') + return y + + return particles, f def to_particles(y: np.ndarray) -> np.ndarray: """ - Converts the 1D array y into a 2D array with the shape (n, 6) where n is the number of particles. - The columns are x, y, z, vx, vy, vz + Converts the 1D array y into a 2D array IN PLACE + The new shape is (n, 7) where n is the number of particles. + The columns are x, y, z, vx, vy, vz, m """ - n = y.size // 6 - y = y.reshape((2*n, 3)) - x = y[:n, ...] - v = y[n:, ...] - return np.hstack((x, v)) \ No newline at end of file + if y.size % 7 != 0: + raise ValueError("The array y should be inflatable to 7 columns") + + n = y.size // 7 + y = y.reshape((n, 7), copy=False, order='F') + logger.debug(f"Unflattened array into {y.shape=}") + return y \ No newline at end of file diff --git a/nbody/utils/logging_config.py b/nbody/utils/logging_config.py index d3c2fc0..a885624 100644 --- a/nbody/utils/logging_config.py +++ b/nbody/utils/logging_config.py @@ -3,7 +3,7 @@ import logging logging.basicConfig( ## set logging level # level=logging.INFO, - level=logging.DEBUG, + level=logging.INFO, format='%(asctime)s - %(name)s - %(message)s', datefmt='%H:%M:%S' ) @@ -13,3 +13,4 @@ logging.basicConfig( logging.getLogger('matplotlib.font_manager').setLevel(logging.WARNING) logging.getLogger('matplotlib.ticker').setLevel(logging.WARNING) logging.getLogger('matplotlib.pyplot').setLevel(logging.WARNING) +logging.getLogger('matplotlib.colorbar').setLevel(logging.WARNING) \ No newline at end of file diff --git a/nbody/utils/mesh.py b/nbody/utils/mesh.py deleted file mode 100644 index e69de29..0000000 diff --git a/nbody/utils/model.py b/nbody/utils/model.py index 7c334b2..a1ab69a 100644 --- a/nbody/utils/model.py +++ b/nbody/utils/model.py @@ -1,12 +1,14 @@ import numpy as np -M = 5 -a = 5 -def model_density_distribution(r_bins: np.ndarray): +def model_density_distribution(r_bins: np.ndarray, M: float = 5, a: float = 5) -> np.ndarray: """ Generate a density distribution for a spherical galaxy model, as per the Hernquist model. + Parameters: + - r_bins: The radial bins to calculate the density distribution for. + - M: The total mass of the galaxy. + - a: The scale radius of the galaxy. See https://doi.org/10.1086%2F168845 for more information. """ rho = M / (2 * np.pi) * a / (r_bins * (r_bins + a)**3) - return rho + return rho \ No newline at end of file diff --git a/nbody/utils/particles.py b/nbody/utils/particles.py index 4e59a89..b972bae 100644 --- a/nbody/utils/particles.py +++ b/nbody/utils/particles.py @@ -1,5 +1,6 @@ import numpy as np import logging +from . import forces_basic logger = logging.getLogger(__name__) @@ -7,20 +8,34 @@ def density_distribution(r_bins: np.ndarray, particles: np.ndarray, ret_error: b """ Computes the radial density distribution of a set of particles. Assumes that the particles array has the following columns: x, y, z, m. + If ret_error is True, it will return the absolute error of the density. """ if particles.shape[1] != 4: raise ValueError("Particles array must have 4 columns: x, y, z, m") m = particles[:, 3] r = np.linalg.norm(particles[:, :3], axis=1) - density = [np.sum(m[(r >= r_bins[i]) & (r < r_bins[i + 1])]) for i in range(len(r_bins) - 1)] + + m_shells = np.zeros_like(r_bins) + v_shells = np.zeros_like(r_bins) + error_relative = np.zeros_like(r_bins) + r_bins = np.insert(r_bins, 0, 0) + + for i in range(len(r_bins) - 1): + mask = (r >= r_bins[i]) & (r < r_bins[i + 1]) + m_shells[i] = np.sum(m[mask]) + v_shells[i] = 4/3 * np.pi * (r_bins[i + 1]**3 - r_bins[i]**3) + if ret_error: + count = np.count_nonzero(mask) + if count > 0: + error_relative[i] = 1 / np.sqrt(count) + else: + error_relative[i] = 0 + + density = m_shells / v_shells - # add the first volume which should be wrt 0 - volume = 4/3 * np.pi * (r_bins[1:]**3 - r_bins[:-1]**3) - volume = np.insert(volume, 0, 4/3 * np.pi * r_bins[0]**3) - density = r_bins / volume if ret_error: - return density, density / np.sqrt(r_bins) + return density, density * error_relative else: return density @@ -72,7 +87,10 @@ def mean_interparticle_distance(particles: np.ndarray): rho = n_half_mass / (4/3 * np.pi * r_half_mass**3) # the mean distance between particles is the inverse of the density - return (1 / rho)**(1/3) + + epsilon = (1 / rho)**(1/3) + logger.info(f"Found mean interparticle distance: {epsilon}") + return epsilon # TODO: check if this is correct @@ -104,21 +122,25 @@ def half_mass_radius(particles: np.ndarray): -def relaxation_timescale(particles: np.ndarray, G:float) -> float: +def total_energy(particles: np.ndarray): """ - Computes the relaxation timescale of a set of particles using the velocity at the half mass radius. - Assumes that the particles array has the following columns: x, y, z ... + Computes the total energy of a set of particles. + Assumes that the particles array has the following columns: x, y, z, vx, vy, vz, m. + Uses the approximation that the particles are in a central potential as computed in analytical.py """ - m_half = np.sum(particles[:, 3]) / 2 # enclosed mass at half mass radius - r_half = half_mass_radius(particles) - n_half = np.sum(np.linalg.norm(particles[:, :3], axis=1) < r_half) # number of enclosed particles - v_c = np.sqrt(G * m_half / r_half) + if particles.shape[1] != 7: + raise ValueError("Particles array must have 7 columns: x, y, z, vx, vy, vz, m") - # the crossing time for the half mass system is - t_c = r_half / v_c - logger.debug(f"Crossing time for half mass system: {t_c}") + # compute the kinetic energy + v = particles[:, 3:6] + m = particles[:, 6] + ke = 0.5 * np.sum(m * np.linalg.norm(v, axis=1)**2) - # the relaxation timescale is t_c * N/(10 * log(N)) - t_rel = t_c * n_half / (10 * np.ln(n_half)) - - return t_rel + # # compute the potential energy + # forces = forces_basic.analytical_forces(particles) + # r = np.linalg.norm(particles[:, :3], axis=1) + # pe_particles = -forces[:, 0] * particles[:, 0] - forces[:, 1] * particles[:, 1] - forces[:, 2] * particles[:, 2] + # pe = np.sum(pe_particles) + # # TODO: i am pretty sure this is wrong + pe = 0 + return ke + pe diff --git a/nbody/utils/units.py b/nbody/utils/units.py new file mode 100644 index 0000000..801eb49 --- /dev/null +++ b/nbody/utils/units.py @@ -0,0 +1,41 @@ +import astropy.units as u +import numpy as np +import logging +logger = logging.getLogger(__name__) + + +M_SCALE: int = None +R_SCALE: int = None + +def seed_scales(r_scale: u.Quantity, m_scale: u.Quantity): + """ + Set the scales for the given simulation. + Parameters: + - r_scale: astropy.units.Quantity with units of length - the characteristic length scale of the simulation. Particle positions are expressed in units of this scale. + - m_scale: astropy.units.Quantity with units of mass - the characteristic mass scale of the simulation. Particle masses are expressed in units of this scale. + """ + global M_SCALE, R_SCALE + M_SCALE = m_scale + R_SCALE = r_scale + logger.info(f"Set scales: M_SCALE = {M_SCALE}, R_SCALE = {R_SCALE}") + + +def apply_units(columns: np.array, quantity: str): + if quantity == "mass": + return columns * M_SCALE + elif quantity == "position": + return columns * R_SCALE + elif quantity == "velocity": + return columns * R_SCALE / u.s + elif quantity == "time": + return columns * u.s + elif quantity == "acceleration": + return columns * R_SCALE / u.s**2 + elif quantity == "force": + return columns * M_SCALE * R_SCALE / u.s**2 + elif quantity == "volume": + return columns * R_SCALE**3 + elif quantity == "density": + return columns * M_SCALE / R_SCALE**3 + else: + raise ValueError(f"Unknown quantity: {quantity}")