{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# [PyBroMo](http://tritemio.github.io/PyBroMo/) - 1. Simulate 3D trajectories - single core" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "This notebook is part of PyBroMo a \n", "python-based single-molecule Brownian motion diffusion simulator \n", "that simulates confocal smFRET\n", "experiments.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## *Overview*\n", "\n", "*In this notebook we show how to perform a 3-D trajectories simulation of a set of freely diffusing molecules. The simulation computes (and saves!) 3-D trajectories and emission rates due to a confocal excitation PSF for each single molecule. Depending on the simulation length, the required disk space can be significant (~ 750MB per minute of simulated diffusion).*\n", "\n", "*For more info see [PyBroMo Homepage](http://tritemio.github.io/PyBroMo/)*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Together with a few standard python libraries we import **PyBroMo** using the short name `pbm`. \n", "All **PyBroMo** functions will be available as `pbm.`*something*." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numpy version: 1.13.3\n", "PyTables version: 3.4.2\n", "PyBroMo version: 0.6+33.gc75dad9\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import tables\n", "import matplotlib.pyplot as plt\n", "import pybromo as pbm\n", "print('Numpy version:', np.__version__)\n", "print('PyTables version:', tables.__version__)\n", "print('PyBroMo version:', pbm.__version__)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "SIM_PATH = './data/sims/'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The diffusion coefficient \n", "\n", "The diffusion coefficient $D$ is given by:\n", "$$ D = \\frac{k_B T}{3 \\pi \\eta d} $$\n", "\n", "- $k_B$ Boltzman constant\n", "- $T$ temperature in Kelvin\n", "- $\\eta$ viscosity (in SI units: Pa/s)\n", "- $d$ radius of the particle in meters\n", "\n", "> *See also [Theory - On Browniam motion and Diffusion coefficient](Theory - On Browniam motion and Diffusion coefficient.ipynb)*\n", "\n", "Note that the units of $D$ are $\\mathrm{m}^2/\\mathrm{s}\\;$. Using some reasonable number we obtain:\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "26.81362903740707" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d = 16e-9 # particle radius in meters (RPo is 22 x 12 nm)\n", "eta = 1.0e-3 # viscosity of water in SI units (Pascal-seconds) at 293 K\n", "kB = 1.38e-23 # Boltzmann constant\n", "T = 293 # Temperature in degrees Kelvin\n", "\n", "D = kB*T/(3*np.pi*eta*d) # [m^2 / s]\n", "Du = D*(1e6)**2 # [um^2 / m]\n", "Du" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets' define as a reminder:\n", "\n", "$$\\sigma^2 = 2 D N \\tau$$\n", "\n", "$$ \\tau = \\frac{\\sigma^2}{2 D N}$$\n", "\n", "We can play with numbers to understand the order of magnitudes:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Diffusion coefficient: Du = 26.8 μm²/s\n", "\n", "Mean time to reach 1.0 μm: 6.2 ms\n", "Mean distance reached in 1.0 ms: 0.4 μm\n" ] } ], "source": [ "#Du = 12.0 # μm² / s\n", "print(f'Diffusion coefficient: Du = {Du:.1f} μm²/s\\n')\n", "\n", "σ = 1 # μm\n", "τ = 1e3 * σ**2 / (6 * Du) # ms\n", "print(f'Mean time to reach {σ:.1f} μm: {τ:.1f} ms')\n", "\n", "τ = 1 # ms\n", "σ = np.sqrt(6 * Du * τ * 1e-3) # μm\n", "print(f'Mean distance reached in {τ:.1f} ms: {σ:.1f} μm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we define the simulation parameters:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial random state: bfb867eb5c5858e04685b790d6370c458b9747d6\n", "Current random state: 24aba766da1b70db7b372401d4dbe4e3ddf19403\n" ] } ], "source": [ "# Initialize the random state\n", "rs = np.random.RandomState(seed=1)\n", "print('Initial random state:', pbm.hash_(rs.get_state()))\n", "\n", "# Diffusion coefficient\n", "Du = 25.0 # μm² / s\n", "D = Du*(1e-6)**2 # m² / s\n", "\n", "# Simulation box definition\n", "box = pbm.Box(x1=-4.e-6, x2=4.e-6, y1=-4.e-6, y2=4.e-6, z1=-6e-6, z2=6e-6)\n", "\n", "# PSF definition\n", "psf = pbm.NumericPSF()\n", "\n", "# Particles definition\n", "P = pbm.Particles(num_particles=35, D=D, box=box, rs=rs)\n", "\n", "# Simulation time step (seconds)\n", "t_step = 0.5e-6\n", "\n", "# Time duration of the simulation (seconds)\n", "t_max = 600\n", "\n", "# Particle simulation definition\n", "S = pbm.ParticlesSimulation(t_step=t_step, t_max=t_max, \n", " particles=P, box=box, psf=psf)\n", "\n", "print('Current random state:', pbm.hash_(rs.get_state()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most important line is the last line which creates an object `S` \n", "that contains all the simulation parameters (it also contains methods to run \n", "the simulation). You can print `S` and check the current parameters:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Box: X 8.0um, Y 8.0um, Z 12.0um\n", "#Particles: 35 D: 2.5e-11, 75.7 pM, t_step 0.5us, t_max 600.0s ID_EID 0 0" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other useful simulation info:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0eb9b3_P35_D2.5e-11_75pM_step0.5us_t_max600.0s_ID0-0'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S.compact_name()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(2.5000000000000001e-11, 35)]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S.particles.diffusion_coeff_counts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Arrays sizes:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Number of particles: 35\n", " Number of time steps: 1200000000\n", " Emission array - 1 particle (float32): 4577.6 MB\n", " Emission array (float32): 160217.3 MB\n", " Position array (float32): 480651.9 MB \n" ] } ], "source": [ "S.print_sizes()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation Log\n", "\n", "### Simulation 1: 30s\n", "\n", "```\n", "Box: X 8.0um, Y 8.0um, Z 12.0um\n", "#Particles: 35 D: 2.5e-11, 75.7 pM, t_step 0.5us, t_max 30.0s ID_EID 0 0\n", "Compact name: 44dce0_P35_D2.5e-11_75pM_step0.5us_t_max30.0s_ID0-0\n", "```\n", "\n", "### Simualtion 2: 600s\n", "\n", "```\n", "Box: X 8.0um, Y 8.0um, Z 12.0um\n", "#Particles: 35 D: 2.5e-11, 75.7 pM, t_step 0.5us, t_max 600.0s ID_EID 0 0\n", "0eb9b3_P35_D2.5e-11_75pM_step0.5us_t_max600.0s_ID0-0\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **NOTE:** This is the maximum in-memory array size when using a single chunk. \n", "> In the following, we simulate the diffusion in smaller time windows (chunks), \n", "> thus requiring only a few tens MB of RAM, regardless of the simulated duration." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Brownian motion simulation\n", "\n", "In the brownian motion simulation we keep using the same random state object `rs`. \n", "Initial and final state are saved so the same simulation can be reproduced. \n", "See [PyBroMo - A1. Reference - Data format and internals.ipynb](PyBroMo - A1. Reference - Data format and internals.ipynb) \n", "for more info on the random state." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Current random state: 24aba766da1b70db7b372401d4dbe4e3ddf19403\n" ] } ], "source": [ "print('Current random state:', pbm.hash_(rs.get_state()))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "- Start trajectories simulation - Tue Oct 24 13:41:36 2017\n", "[PID 28489] Diffusion time: 1s 2s 3s 4s 5s 6s 7s 8s 9s 10s 11s 12s 13s 14s 15s 16s 17s 18s 19s 20s 21s 22s 23s 24s 25s 26s 27s 28s 29s 30s 31s 32s 33s 34s 35s 36s 37s 38s 39s 40s 41s 42s 43s 44s 45s 46s 47s 48s 49s 50s 51s 52s 53s 54s 55s 56s 57s 58s 59s 60s 61s 62s 63s 64s 65s 66s 67s 68s 69s 70s 71s 72s 73s 74s 75s 76s 77s 78s 79s 80s 81s 82s 83s 84s 85s 86s 87s 88s 89s 90s 91s 92s 93s 94s 95s 96s 97s 98s 99s 100s 101s 102s 103s 104s 105s 106s 107s 108s 109s 110s 111s 112s 113s 114s 115s 116s 117s 118s 119s 120s 121s 122s 123s 124s 125s 126s 127s 128s 129s 130s 131s 132s 133s 134s 135s 136s 137s 138s 139s 140s 141s 142s 143s 144s 145s 146s 147s 148s 149s 150s 151s 152s 153s 154s 155s 156s 157s 158s 159s 160s 161s 162s 163s 164s 165s 166s 167s 168s 169s 170s 171s 172s 173s 174s 175s 176s 177s 178s 179s 180s 181s 182s 183s 184s 185s 186s 187s 188s 189s 190s 191s 192s 193s 194s 195s 196s 197s 198s 199s 200s 201s 202s 203s 204s 205s 206s 207s 208s 209s 210s 211s 212s 213s 214s 215s 216s 217s 218s 219s 220s 221s 222s 223s 224s 225s 226s 227s 228s 229s 230s 231s 232s 233s 234s 235s 236s 237s 238s 239s 240s 241s 242s 243s 244s 245s 246s 247s 248s 249s 250s 251s 252s 253s 254s 255s 256s 257s 258s 259s 260s 261s 262s 263s 264s 265s 266s 267s 268s 269s 270s 271s 272s 273s 274s 275s 276s 277s 278s 279s 280s 281s 282s 283s 284s 285s 286s 287s 288s 289s 290s 291s 292s 293s 294s 295s 296s 297s 298s 299s 300s 301s 302s 303s 304s 305s 306s 307s 308s 309s 310s 311s 312s 313s 314s 315s 316s 317s 318s 319s 320s 321s 322s 323s 324s 325s 326s 327s 328s 329s 330s 331s 332s 333s 334s 335s 336s 337s 338s 339s 340s 341s 342s 343s 344s 345s 346s 347s 348s 349s 350s 351s 352s 353s 354s 355s 356s 357s 358s 359s 360s 361s 362s 363s 364s 365s 366s 367s 368s 369s 370s 371s 372s 373s 374s 375s 376s 377s 378s 379s 380s 381s 382s 383s 384s 385s 386s 387s 388s 389s 390s 391s 392s 393s 394s 395s 396s 397s 398s 399s 400s 401s 402s 403s 404s 405s 406s 407s 408s 409s 410s 411s 412s 413s 414s 415s 416s 417s 418s 419s 420s 421s 422s 423s 424s 425s 426s 427s 428s 429s 430s 431s 432s 433s 434s 435s 436s 437s 438s 439s 440s 441s 442s 443s 444s 445s 446s 447s 448s 449s 450s 451s 452s 453s 454s 455s 456s 457s 458s 459s 460s 461s 462s 463s 464s 465s 466s 467s 468s 469s 470s 471s 472s 473s 474s 475s 476s 477s 478s 479s 480s 481s 482s 483s 484s 485s 486s 487s 488s 489s 490s 491s 492s 493s 494s 495s 496s 497s 498s 499s 500s 501s 502s 503s 504s 505s 506s 507s 508s 509s 510s 511s 512s 513s 514s 515s 516s 517s 518s 519s 520s 521s 522s 523s 524s 525s 526s 527s 528s 529s 530s 531s 532s 533s 534s 535s 536s 537s 538s 539s 540s 541s 542s 543s 544s 545s 546s 547s 548s 549s 550s 551s 552s 553s 554s 555s 556s 557s 558s 559s 560s 561s 562s 563s 564s 565s 566s 567s 568s 569s 570s 571s 572s 573s 574s 575s 576s 577s 578s 579s 580s 581s 582s 583s 584s 585s 586s 587s 588s 589s 590s 591s 592s 593s 594s 595s 596s 597s 598s 599s 600s\n", "- End trajectories simulation - Wed Oct 25 00:24:39 2017\n" ] } ], "source": [ "S.simulate_diffusion(total_emission=False, save_pos=True, verbose=True, rs=rs, chunksize=2**19, chunkslice='times',\n", " path=SIM_PATH)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Current random state: 70933c869ac7c915b81fa53bea1b6496cc28f033\n" ] } ], "source": [ "print('Current random state:', pbm.hash_(rs.get_state()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The normalized emission rate (peaks at 1) for each particle is stored \n", "in a 2D pytable array and accessible through the `emission` attribute:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulation file size: 477226 MB\n" ] } ], "source": [ "print('Simulation file size: %d MB' % (S.store.h5file.get_filesize()/1024./1024.))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "S.store.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load trajectories" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "scrolled": false }, "outputs": [], "source": [ "S = pbm.ParticlesSimulation.from_datafile('473', path=SIM_PATH) # Read-only by default" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Box: X 8.0um, Y 8.0um, Z 12.0um\n", "#Particles: 20 D: 1.2e-11, #Particles: 15 D: 6e-12, 75.7 pM, t_step 0.5us, t_max 1.0s ID_EID 0 0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the emission" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This are basic debug plots. For more advanged interactive \n", "exploration of trajectory and emission arrays see the next notebook:\n", "\n", "- [PyBroMo - GUI Trajectory explorer](PyBroMo - GUI Trajectory explorer.ipynb)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "def plot_emission(S, s=0, size=2e6, slice_=None, em_th=0.01, save=False, figsize=(9, 4.5)):\n", " if slice_ is None:\n", " slice_ = (s*size, (s+1)*size)\n", " slice_ = slice(*slice_)\n", " em = S.emission[:, slice_]\n", " dec = 1 if slice_.step is None else slice_.step\n", " t_step = S.t_step*dec\n", " t = np.arange(em.shape[1])*(t_step*1e3)\n", " fig, ax = plt.subplots(figsize=figsize)\n", " for ip, em_ip in enumerate(em):\n", " if em_ip.max() < em_th: continue\n", " plt.plot(t, em_ip, label='P%d' % ip)\n", " ax.set_xlabel('Time (ms)')\n", " \n", " rs_hash = pbm.hash_(S.traj_group._v_attrs['init_random_state'])[:3]\n", " ax.set_title('%ds ID-EID: %d-%d, sim rs = %s, part rs = %s' %\\\n", " (s, S.ID, S.EID, rs_hash, S.particles.rs_hash[:3]))\n", " ax.legend(bbox_to_anchor=(1.03, 1), loc=2, borderaxespad=0.)\n", " if save:\n", " plt.savefig('em %ds ID-EID %d-%d, rs=%s' %\\\n", " (s, S.ID, S.EID, rs_hash), \n", " dpi=200, bbox_inches='tight')\n", " #plt.close(fig)\n", " #display(fig)\n", " #fig.clear()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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A27kDHWAYhiZOnKht27YpOjpakydPVvPmzf3758yZow8//FCS1LVrVw0bNsy6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\nXKmEhAQ9+uijevjhh3XTTTc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_emission(S, slice_=(0, 2e6, 10), em_th=0.05)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "def plot_tracks(S, slice_=None, particles=None):\n", " if slice_ is None:\n", " slice_ = (0, 100e3, 100)\n", " duration = (slice_[1] - slice_[0])*S.t_step\n", " slice_ = slice(*slice_)\n", " \n", " if particles is None:\n", " particles = range(S.num_particles)\n", " \n", " fig, AX = plt.subplots(1, 2, figsize=(11, 5), sharey=True)\n", " plt.subplots_adjust(left=0.05, right=0.93, top=0.95, bottom=0.09,\n", " wspace=0.05)\n", " plt.suptitle(\"Total: %.1f s, Visualized: %.2f ms\" % (\n", " S.t_step*S.n_samples, duration*1e3))\n", "\n", " for ip in particles:\n", " x, y, z = S.position[ip, :, slice_]\n", " x0, y0, z0 = S.particles[ip].r0\n", " plot_kwargs = dict(ls='', marker='o', mew=0, ms=2, alpha=0.5, \n", " label='P%d' % ip)\n", " l, = AX[0].plot(x*1e6, y*1e6, **plot_kwargs)\n", " AX[1].plot(z*1e6, y*1e6, color=l.get_color(), **plot_kwargs)\n", " #AX[1].plot([x0*1e6], [y0*1e6], 'o', color=l.get_color())\n", " #AX[0].plot([x0*1e6], [z0*1e6], 'o', color=l.get_color())\n", "\n", " AX[0].set_xlabel(\"x (um)\")\n", " AX[0].set_ylabel(\"y (um)\")\n", " AX[1].set_xlabel(\"z (um)\")\n", "\n", " sig = np.array([0.2, 0.2, 0.6])*1e-6\n", " ## Draw an outline of the PSF\n", " a = np.arange(360)/360.*2*np.pi\n", " rx, ry, rz = (sig) # draw radius at 3 sigma\n", " AX[0].plot((rx*np.cos(a))*1e6, (ry*np.sin(a))*1e6, lw=2, color='k')\n", " AX[1].plot((rz*np.cos(a))*1e6, (ry*np.sin(a))*1e6, lw=2, color='k')\n", " \n", " AX[0].set_xlim(-4, 4)\n", " AX[0].set_ylim(-4, 4)\n", " AX[1].set_xlim(-4, 4)\n", " \n", " if len(particles) <= 20:\n", " AX[1].legend(bbox_to_anchor=(1.01, 1), loc=2, borderaxespad=0.)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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D6BoMvGa+XIaKBZBSkwgWO+jHJz9WG+gW8M+AmWvhiq++q5ewr6+P7du3I0kS\nixYtYjSdJa+q5BwuNIuF6lSC+oEu5q+8gmUVAQbSU4B5uqTdbqetrY1UKoXP5yMSiRCPx0mlUmia\nhiAIWK1W4vE4f/zjH5mcnERRFIrFIul0mnw+jyAILFiwYNogj8fjZDIZYrEYmUyGhoYGli1bRmNj\nI5OTkxw7dgxVVdF1nUwmQ1dXF2AeZZ7P51myZAnNzR/+5eP3hPJW8B82pSupETjyG+jZDLoOriCE\nZkPkMDaLSoXaz7isoJa1kE6JBPwKNZ48NdYBJi5bRSi1DdvUG9hzvVR88ruw5M0NbZWNpkGuKjJz\nVl3FSOcR4sNDOLxewi1tOFxuJvp6KaupxeHyUF5bzx+feox0LIrd4SQVnWTg8AFsNglD10hNTpLP\npChmMlgsgjkQiRaiwwMM7n+Dsb2vkoonUS9d9oE17ezgbIpakaJaJK/mqffWM8M3gwpHBZOFSep9\n9Wf1tn9UmejrZarnGLvHhhg8dJDY6BCXfOJmura/iqYqBGvqcbjcVDY2kUsmGO3qIBOL4gmWo2sa\nWMDl87NonXkwk78ydFoZsjIGYgJDr0BUW8mP5kmNJ/EJTagMMXYoQTGXoThVhlYoMzeU5nMkx8fx\nlpfTvOQyundtR7BaiRzroBidRBRF7B4PsdEh8qkE7rIyJJeLlqWXsXzj7bh8/jNOMD6sxOI7GB76\nd7y+RUg2P+HwBjKZDmRlikIxysTki6iqjtNxGLvdDGJRW3s7oug0veOCjWJxnMj4cyhKEsMATStg\ns5WjaV2Mj3cABq6yJtKZQ9jtFR89ffnQTtPoDs0xJa1v3bSZGILf/y8opCAbffO6KIK/HhbeARbT\nqRVvXkxF3A/JYfDXgcVyfIWUD6Xe/CNnmJ9AkERs1e5TorLosoYymmFmqI1iqEhHtMP0TudEtkZe\nwYrIstxCEkqMhDtJpVaObnkz2mSWLD6sODBIoKMjUGPVmClpSKJIiydAq0NFNI6Ri+4nhwpIiKKE\nzRYgl+shXxhCVTNMTG5BlqOEQtcjSUEA+lP92AQbFc4KQu4QAUeAG1tuZP/kfpaEllxUXql0+jCJ\nxC6CwZXU1t5ubgptacL4w8Mw0o0gJ9F9lWgFGbGYBl1GwECw2KBmIQQaYMe/mEtXmJIgETCSw28W\nouZBlMxILB/7u3c9M56cnGR0dBRZ0+iJJ6hobiFo0UGVSYgSw3Y3jniSGZk4rqrg9H1ut5uFCxcS\niUQoLy/n4MGDjI+Pk8/n8fv9eL1eHA4HmqZRKBQoLy+ntbV1WqqSzWapq6ujsrKSuro6IpEIBw4c\nQNd16uvrmTt3LtFodNoDPms739odAAAgAElEQVTWLHp7e1FVleHhYdLp9PTR8h0dHdhsNnw+Hxfw\nzLCzcy7ekPer3OGdUEhCvB802VzaDLZAy1Ww/0lz0mdoYHeDzQMVrSB5qJnqw+rO4blmDX1RGzOX\nLMGW6gQDagG6O80BoSDDlv8Nq/5qOqLLyNEjHHzp9/irqnHc4uHKu+7l5f/4Vwxdwx+qAgv07n0D\nZcerFDIZymrqyGcy5NMp8qkUJ3blGXYLZeE6XP4AqckJ7B7z+zQw0BWVocOHyY31YE/2YMlBz8vP\ng01ixrwFF9xTeWJ17vm+5ylqRbDAsvAy6r31eOweFlYuvKD1uVhRigUm+nrxlFcwcvQIgmQl3DKL\nSPcxcskku5//FV1/fBVVLuIuCxJumUlNZA6qXEBTVVKTkxQyGWpmzpneFPp2VFZeSyrZw+DuUQqF\nKQKhFtRENe5KC7rUg7PcTSJSQE778VUXiA5nURUNT3kZ1TPncPT1bWTjMZxeLxPd3QSrwsy6/ApU\nWaZ//x50TcXh8aGrCi1Lln3oDXJNyxOPbyeT6cZmC5LJHEEUveRy/WSyPQiCaSbZ7dXk84NoWgxN\nM/vYXD6FqmVRIpsQRC+53FFqqm+nrOxyJsZfQlOLGIa5ATwe34bNVoFhuNDUDAYqhfwQPu/cj6a+\n3ALkYtD3CkwdO3XTZnYKnr4fRveZfaNeBEECfy24q6CsEXKTMLIH1AJl8n64/n/BsT9AcgQMAzwh\n0zHzIeQja5i/NTKLmpHJbB3CsICLCopikU09m5hMTeCW3BQtMrVKHf6MgwPeCLKgMswoLtGOqiro\nxzd7FlBwCTroFhSgQtSZ5TJotCu4pAwWiwVFzcC05KWArgvIcgKXs4ZAYDnp9GEswPj48wDU1ZmH\niswOzuZo/ChbBrewZ2IPsUKMVbWrpkOSXUybq96qNw8ElkLvVoqZUXJBPxQzCEYGTzGHcdwDbgEo\n5qBvG1y5AqraIXOmqDOCmVp0gDcEbdecl/F3QrpSXl7O+Pg4mqZhLQsSSWXod/jwKwKzvX6kZIrK\nYoGoL4jNCiPj49TX15+SVyQSoaenh/HxcYaHhykWizgcDnw+37S8pL29nYMHD7JkyRK6u7vJZrOk\nUimam5uZP3/+tOwkHA7T3t6OxWKhrq4OSZJOkaecYOnSpUiSxMGDBxFFEcMwUBSFiooKVq1adVod\nPxCGd8K+x6c3914w4zxywCx3dK/pafGGweE3deUdz8LC201tYrTbNNqTQ+bELixjs22jtnUNtK9l\n0Yn6VhxvdzkHWhGO/Tfe7idhygvJQSZmPsjAsV6skgN/OMyM+Quml/MXrr2Ojm1bqahvoGbmbKYG\nBzi6czv5dBJfZZU5QdB1EERsdgdK0Yy00XbZ5cy9Yg07nvkFw0cOmga3IKArCoVcjvGRJHIGBHTS\n3f1k9N/icHk+GD3v8TngUHqIw9HDDKYGafA1cOusWy+q/uiDZLSrk/2bf0dibIxiIUchk8Hn9LBs\n46cAGOs+ikUQ0HUDQZQoq6lDLphyOUEUEKwisy5ffc6Tr3y+j/h4N7o0jLcqgz/oIVh1OfmoA0EO\n0L7qYwjqK1hHJnCFk7S6mrHI9dTPa2ffC89RSKdxB8vJpVLImTRKWZCVn7qTQ1teonvnHwFwuN0s\nvOa6c5ooXKxoWp6JiRcZHvkvNDWFosTRdBXDKOD3LcHlbiOfH0DTctikcorFUTStcFIOAiAjy1EU\nOUV393cAFV1XaWx4gFRqP9lsN4ahIkkhNC2Lpo1gt19HdfhqdEPF651LsGz5R0/GAqaHfEkKerea\nevDyVnOF3BmE574EkUPHo64dR1egmAWnAb5qmLvBdLgc/R2usdfg9R/Dqr8y+3a1YK7ER7vBfboq\n4mLnI2uYn9Ca22o8qBmZ+K+7UcezWKvciBVODnYfpD/Zj4ZGqpgGoMc6RC5YoDFXjyyoSHawWfNY\nDYhqYGAgAwkdbIACdBcFUrrAApfG1RUBXJIfVVExKAAWrFYvItW4XCGczhAOexUWi4XKyqspFMaw\nO2qn9WdOq5MbW24k7Arz6vCrTGQnzM1XoSUUNXM5+WIZDN+qNwdAKWLTLVgWf5ak0kdSn6Jpzx5c\nyeRxtbgF0VUG+aipA06NTt9qCE50PY+IgO7wo1Q2Yw00IWamQLSfV91ONqZ7enoYGxsj5fRgADXx\nKUatdia9fiRZRXC5GKttojwVoz+WoHZoiMnJSVpaWpAkadq4b2trQ9M0MpkMmUwGq9VKVVUVCxcu\nRJIkampqGBwcJJ1OE41GSaVS7N+/n/nz50/XS5IkWlrMcJ+yLDM4OEg+n6ejo4P29nZsNhu9vb14\nPB6am5sRBAGfz0cmk+HIkSOEw2Gs1g/wlT7hJffVwsGnzaXKiQ4oa4JZH3/bWy1qweygDaD+Xcah\nlXOmtrBqruk1sbpMCctkJxx7EZQs5KbgE9+Bx++AWJ+pPwcobzHrWNZkpk2PQsvH4OjvzDrNug72\nPQadv0fSC+YmoxGDUHg3asulqBNHqfr4eipbZ0+HL6yZORurTZo21CvqG+h4bSu6qiA5Haz69D3s\nfeFZ8pkUTreP2PgoSqHA5GAfAInxMfKpFO6yIE63l4nIMTRFxiJa0TQQBYHa2hDt667/wCJfLAyZ\nXvGiXkTWZGRVxif5aPQ1fiD1uRgp5LIMdxxGzufQVBV0naOvb8NfWUlZuIbY8BCCIBAIhZlzxVWI\nopXuN7Yzo30x/lAWl9+Pw+U5rxURh8+GXLRitVdQXrGS2vY7iA6OEWpqRrAaNFxaicW6nPGhnRiF\nIFVNM8hEo7gCZYiShMPlIRuPYxEEPGUB4qMjzL/6GjRVIROPcdmGT55RRnOxc7J2PJ0+TF//D8jn\n+wEXFosNw4gDFvL5Yaw2D5qWx2IRUeQo4fBNaFqOiYnN5HJ9YLFhGHlE0YWm5dD1LILgQtcLpNP7\ncdjr0bQCihLH5WpGkaNoeg5BEKmvv/ujaYyfjOQy++nBHeaGTocPBrbD+EHTE67rHA+fcfwGA3IT\npqfcH4ZFd5qXG1aSj8ZwaaoZBnfhp83rhSTs+y/TI7/0f4DNdeoq7omzLE7IHC8iPfpH1jA/eUNo\n/NVhcsdiiIKAYckS++VRpirGMNBPhCIHQEFlzD7J5bWXc2XsCjwNHg7mn+Bw7AhqHhyCBatFJapZ\nKWIgoKEgENV0+mWR7vQAzZKAodmw6NVgVKJmyknHmrA0H0CW95Cz+qisXEt5+VVMxLbTOfgYM9Qi\nMaFqenPnlfVXYhftPN/3PPbjRunzvc+DActrLmI9ldWO4KkmULkSb+0DlHU+jhjSsSRfxdzEKYDd\nYxpWugauSlOqoumIkhM0EcoaUY0CmhLHkjAQNYsZdaNp9Tm/VCcb0wcOHCCTyVAXDDJqCyOkEniy\nSbrFMqoALRjCWSjgra4lMDnIwMAA3X19jBRVZldXERkanM73xEE+w8PD1NXVTRvlJ5drGAZlZWUU\nCgUkSSISiZwxokokEuHo0aPIsjwtXRFFEafTyfDwMPl8nra2Ntrb23n++efRdZ3u7m76+/u5+uqr\np8MqXlAiB0xdXz5hGrdyBpQcxPve8Vbn1EHY/5yp+y4mYegNWPZ5CJyH9z9ywJzQzVgB1QvNd1ct\nmhs+q9phqgNSEdj2PXOzsNUOumwul9q90Hw1HH7GnFBkJ2Hnv5qDgCjB0RdM/aLkQi9oiO5KsDqx\nVczAGulm5I0XaFgpMHREZfdvnuGS9RuZtXzlKV7smlmzWfHJT5MYG2POanPTaD6VZKynC7vLgydY\nTiGXwVNWzu7f/IrM1CQCOsVcltTk+HQsaQHTi+QvL2PdqmZcs5rhfZSx7ExkmO914RKF0z5zWp3Y\nrXb2jO5hXvk8YsUYmq7xfO/ztAZaWRhaeNE4Cz4oMrEprFYJGdMLjiDgrwozerQDb0UFnrIgkstF\n/bx2Fl/7CZRiEdFmw1tegSoX8JZXntfEy2ZpIdVdRypmxeHyI4VX4HCVUTvbDIebSOwilX6DGYsv\npbx6JuN9PfTt24XkcGG1SXhqy8jE4yjFPBZRNA88Oj65XHHL7e9HE10wksk9RCLPEg4X8fuX4Pe1\nk8+PIAgOdD15PJWBoqYRRAdORy1e7xzC4Q1IUpDa2jsoFifQtByF4hiGoWOzllEeXHU8drmPRGIX\nyeR+XK4GwuEbkeUoGBYs7hZyuV5y+RHS6cMfPU35W8lOmUZ4Lgp9L4OShzmfAFWG3lfMBQk1D4bI\nqWGRDRj4o+koOfIclDWQDa+gXOs3JTHb/z9Tnz7RCVOdpl1QSJkrox3PwZwbzTx2/RuM7YM3/tUc\nM04Kv/hBc9EZ5iOdRy74zu6JsQxS0cCwaFgVDTlW4MaxFXTNOMohtXM6nYqGoimM22N8fP4Gyl01\nBHPdbJs8Qg7w6D6udbvZr0XoKoCMBSsCQUGgUSpSZ7OgFqqQsw4MpRbJoZOd9OGo/D0FJYagy+hS\nFS5XA6LoZCg9xGh6iNcOfJeobQ63zP40l5RfytRgmrk187G3mYd37J/cb1bQcsGa7N1RfxnYHFDe\ninjw13iOvoLR/wa6xQL2ABn/TAJXfgFi/eZLJ1ghtAAS/WbkFnSQs4i1C1HKKhHtVdC/3fTKRg6c\ncZNHTtPZlcxiweASvweXKBCNRkkmkxw6dIhAIEA2m0Uqq8AtuRC8HrKywlhlDcP5APaCwoL8FLb4\nOHtG+rFrOooFulNZho52IikyNTU1CILAkSNHaG9vJxQKnVHnHY1GEUWRyspKXC4XdXV1Z409Hg6H\nGR8fJxaL4fV66e/vJx6P09raSigUoquri4GBAeLxOLquM2PGjOkNo93d3Xg8ngsf1/xE/PjEEAy9\nDhVtEJ4P7bee2/0OHzgCcGyz6anWFLj+2+df/smej64XzNj2jSvMjj6fgMmjpoylfqlZ17JGU3M+\nssscJDITpkc8lgEsZuzzWK/pgV90J4nJUcprW80oAXYfoUoLeNKEUm/QdSxCcmyYkUP7mLV85Sla\ne5vdRctJG0ZHOo+Qjk3hKSunfc06hg4fpH5eO0MHdiHJUwzqRexCAZfHh2YV0DU7DruV+mov/TGR\n+XVg6/kd+Dxw6b3TWuaymlrio2c+pfTd8HLcXDG8LHDmcx9O7G0pasXpcxUOTB7gj6N/5HbtdgyL\nwVBqiE80f+JPPivhw8icVVcBIFptHHtjO9lsljmXX8FI52GsVonlt9xOsLaemctXYrM7sNkdLFp3\nPUqxgMPtOe/xsOeNPQzvSSFKAWasuopwy6mT9JNlhhWVTjBgarAfh8cDWEhPTZAcj2BzuvG5PMyY\nt5ADm3/PnFVXfej15Ccjik4qKteRTB1CEGyoqkSxGAEEDENAFCUqK9dMt1cisYtU6gDpzBEMtOmI\nK07XDJyuGWSntmCzetG0PLI8jmQLoKopXM56PJ6ZeDxzyGQ6GBgcvOg05bIcu7AnkMo5c5/Okd+Y\nxnc+Yfa9khOq5oO3BhpWmSuXVjtMHDHvcXjNjaANK0DOms4f/bjcRZTMMePgU2bfrOtmOMVgo+kc\nUnJm4Ih4r+k4GtwJShoyZjAHCglz5bT5qvf32c8B8ZFHHnnkg67ECcbGxoh2HcImOfBVVL7v5emy\nRqE3iXEsjiVexAAMyYJqFbEVJObZLuN1YTc5IQuAgY6BgaKqNEQWoMYlenL7OZzroICN2Y4qVgZG\nkdDolC3IhkBA8jLPN491oWqCnkbkkbvJJONoMuTTQaz+/di9IwgWJza7F4e9GiPfjt1RSWK0h/7E\nViYLEUZzMXQ5SiDXwtQxGafDTlt9Exk5w+tjr7MktIQlVUumB8YTTE1NUVn5/rflOSHazB3TkQMw\nug91YCtiNoqBQaa8gsElD1C1+HbzJe3bahpPYL5shmYuRdncWBx+bFc9jNB0pRkaqaodapeY+b+F\nHYk0Px6apCdfpMxmZbyoUOv3kU0m6e7uJhqNmidnqgqZ8QjuYh5Z1UjZHaCoVKbjGIKVYzYH5ZNj\nWOQiChZyVhu2QDluu425s2czPjZKNBpFlmXcbjeDg4NIkjQdZxzA6XRiGAaqqtLc3MycOXPOGtbw\nhAHvdDppaWlhamqKbDaLLMvYbDasViter5d0Ok08HsfpdCJJ0rSRHovFkCQJRVEu3Pcv2kx9YO/L\nkBoGd8j0RJS3nvG7OZlIRqfCoZuTME+VubTY/kmoOo8B7MTv6+SyUsMQH4CmK6BxJdQvNzXn2Qkz\ntJZVgparzcng+GGI9pidt65iruIYoCrm32oBRLNNHfPXQ8NyCM1GHN6BL74PMdGHT1JJFQSWzvHi\nih02n2P7v0BknymTOfJrCMwAyYXT6yU9NYVSLFDIZEhHJ4n0HEOZ6qdMGcbpsGMtxHCIOh49jt3j\nxVk5g7IZrWiqRjoaxxOux3fl50ByMXzkEAe3/IFIz1Giw0M4qmqoqak5S2OdG2NjY8yoqaHF5eBQ\nOkeZzYpNONUDoOoqI5kRimqRBl8Dq2tXcyR6hFgxhsfm4Q8Df+D1sdfZN76PsdzYtMzl0NQhAvbA\naX3Wu+Wi6utOwmZ3UNM2m3BLG0qhwGj3USrr6mlZchnh1jYcbg/hlrbTjG/RasVXUYl4nvI0p89P\nNhln9sqrmH356tPyFQQbDkcNwvF2dwcCOL0+7G4Po0c7iI+NkpqcwCJYKGTSJCKjTPb3YhEEDE3H\n6fWed53eb871u5ekSmw283RmUfSQTLyBgYbPuwAMHUF0oWkqfv88Ghvux+GoJpHYRaEwQibThdsz\nG10rgsWCxSIhik4EwUYyuYd8foiiPIXdHsJm9RAMrsJur0BWorjdrbjdLTidM0jErYRC1e93k5wX\nY2NPMzr6FJnsMQy9iNvdRjSaeP/ep5HdcORZ0/BGOO5IEc3+0jDM/tlqM6+7ykApmhFYNNl0mmQm\nwFluGuqeGhJSmEDjAlBzpg49M2FKF5U8uMqhmAbRavb9osNcmR16AwzFdADaveY4UbsUgk1mRLhY\nv7mB9B3GrvNhbGzsnPrki84wr6urJ9TUfEFefHkoTXZXBG08h57XMICiCP1BF8mUwmjKwoQcI+Lp\nPckbbSGv5BkuDrK8agUNMyaxFrtpcbezytqKVRqhSw6QxkZAdLHQ3UAxYSfgrMNRGMYVUMindJRs\nGfayXtyVHYg2GU0vYsGPU7iavu1tJFJ7iKd+hkOaQEDDgYqgRogUtqJ4w3iUEH37R/jd0X/hpeir\nhL21zAo0sW/o1zikCroS3ThEB7uGdtFY1fieDX5/KrIcYzSxGc3QMSY6ETMxAERvHUkn+GcsRyxr\nMQ2s8Q5ThpCfMmfFhgH5SUiOgafclK+UNZoz4rO8PAN5md58kTluJ3FF4VCmgF+ysai+FrfbjaLr\nZEQrFptEtKqO+Y0NuCsr8VpFKno7Cccm8CsF8mXlBOOTWFWVrN1Jwu1D8ZeRDNfCRITUeIR8Pk82\nm6W6uppQKEQ4HEYU34z6o2kau3fvpquri0AgQENDwyl1zWk6e1PZaeNHFEX8fj8jIyOMjo7i9/tJ\nJpMUi0Wam5u57LLLKBaLTExMTJe7YsUKZs6cicPhIBwOE4/HL6yx0v8aHHwS0mOmlzk5YHoh/HVn\nv0fOke3aSsCSNSUkZfVgEU0Pemjen9YxukPmBtD6y0wPfkWr6VH315lRWZSiGQ935jqzU/bXQHoc\nCunpiECgg26Ymz+zk6AWsM5aa3pWIgdg7CCUNUB8gDghZE3AM7UH38gfTEM/1guJQZg6Ct2bzclC\nw0pEu5Pyunokh4u6OfPIxKIUshn81TNw+wIMHutmeDxDJK5SUG04vF7aAmmaW2pxzVpNZXWY8DX3\nIXrKAYiODNLzxusYuk46OkWwbc57Yphf2tzIoXSOl+NpXIJArePUyeShqUM82/Msh6cOc2jqENFi\nlEg2gmZorK5bzfzK+UxkJ+iMd3IkeoRINsL2se3sHt9N0BGkzvs2v43zYGpqCnew/JR36GLDVxki\nFouxdN31lNfWvy/jXHRogGw8RqihiUD4nQ1AXVPp27ebAy/+jujwEEqhgGizHj/BM4XT46Hl0hWk\np6ZIjI/hcHkuiOPsfDhXw1wQbBSLE8Tjr1MojJDPjyIKdrK5PpKpPRiGhsUCHs8cACwWAcPQKStb\njaJECfgvRZYnyWW7KRbHj/8bRRAkrNYgsjyBpuZxumqRpCCBwBLc7la83nnTE6ELPYHUtDyp1H4E\nwTE9gRBFD/H49uNhH5P4/ZciCBIORw2yHMNqdZPJSO9fPZ1B0wFT3nTcmWI1HXLZcbPf99dAMW+u\nvKoyCBazH01HTHkiFnMVXbDCjEuJBC6hwlY0pZQOv+n9zseP2w06BNtgqss0/Cc7zT5f1yGfMqPB\naKqpSdeK4AvDgafMvj0fh8rZ75lx/qE1zGctWHjBZuOCy4aeltEVDTmjYFENsIuoQSfDBQ2b20a2\nkCfriuN0SgSsQTP0HXlSQoKsL8q62XfQFghxxczPIeoV/HdiF/tTeWQ9Q1AoMtsxRtg+SShbT3Ko\nDlFdjVJMoMkBrO5+sOhoRQdyzoeuWlDiS/n/2XvvKLnS88zvd3Pl0NVdHdHobqDRyBiEweREDjnk\nkBxSDJKoXYurlSWtV8e73rWPj70+Wts6e9Za2xtteY8ctJIVKFLkiBxyRgzDyQkYhEFo5M6punK8\ndetG//F1N4CJGHIGA635noPTGEzV7VvdVd/3fM/7PM9bns/Sbk+jpV5H00zCSsCA7hGVbQxqNK03\nmDrfRWNulnb4JUpUSUV7KC7+Mcv545wvvMyVdovVdpHTq6ep+BW2pLbcEuB8ZeXbLK58k3bhKIbZ\nRrcsiGVpJqMsJPJ0ghKJ9AHM8hto9QJS4dLV3PL1SZ+KIvRiN5BP2qNr9BsacVXm+UqT0bDOw90p\nQpqKFovzfL3FlVqDcLXMntFRBrdu5bEtI9w30MtPGh1KHZuUFBB2HcKNGsgSSk8vfgCO4yAV88QD\nj829WVKpFLIsMzg4yOjo6HWgHGBpaYnZ2Vkcx2FiYoLu7qtucdPz+eZKiVONNjHlevBTrVbJ5/P0\n9PRQr9exbXvDbDoyMkJXVxfpdJrDhw/T29u7wdQrinLzNgHbFCxIYwWmn4VoP0x8AiY+I0Dxuy1s\nF58i9MI/Q61MwdgDMPGoMOw4bWiu/mwL49ux6IomDnN9e4WevVUQzPz4w6I9unpGLOaOec10WV8c\nFlIjtOJjhMbuEtcId4lN5dKPIX+OcERHy24l2z6P4rYE49K/VwD7vn1rWsqOOKx0jQhWNBFFK06S\nGb+NkCYxykXiUpNWrUyr0cZzXHxFpe1IpLQWml2lb+dB4ns+Tn5+YYPBrCwvUZibJtHTQzSV/sAY\n81RvH/OWzaaQxm2J6AbgbbttjueOY7omveFenll4hsniJNOVae4ZuodHRh/hYO9Btqa2srdnL6V2\niUwowxuFN7hcuUzTaXJ77+2MJEd+pntcr2KxyKIeue4A8ebD7kddmhHC0cMMDH0wh5G3q3A8jqaH\nbpjgEp2WH9Ou11BUhVA0Ts/wCPf+0q+yMjtNurcfVdMozM4Qz3Sz494H/sYx5uvgVNPSSJJGpfIq\noVAfZnuOSuUYbXMa33fpSh8kntiL1Z6hUHyaZvMSjlMCfDp2gXL5Jer1N5CVGO329JpkUUbXs4TD\nQ9h2DkmSiES2EI9tQ9e7SST2XScNudnAvFx+kfn5P8S2S+Ry36FYfB7XbbG8/JdUKq/RaJwjHt9O\nX99jxOO7UNUo8fiuD5cxVzRBkmy+RySrzL8mpChmUbDbyU1CglhfEax21yg4ttgTYmud2PIVAcCd\nDtXwMF3TT4jrmEXBfktr+28AVKbEOu+YYCThzr8vyL0ggOaKIPhUQyS4qGHRDVUMcRAwYu9OLL2P\nulFgfmt9uhCZr8BGssGHqTWXdYXo4X4kRSYIaZSnqpRDKr17e4iNp+kdjdP1SoiBlM5iawnNNnhF\nfQbTbWLT4bnF58hEMox3jfPJbpVZnuZSbYHAd9kTkhkOqYwYNrrs4CtnMQtfxqouokYLuE6LsFZC\nNar4roauOUjIVHOLGNH9WH4AgY/uSXjIaJpPJABFkcgoLurYaRabd7LoBWS0JsXV75HR2/h2EgIZ\nWVmkK7OPpJok18pxoXzhlhj0kc0+Sjn/EopbItyy0BwXV6qh5atstsKUYpOsKH9OsPoKwejtJAYO\nwov/UpxmEYsgyc0CvL1HrevLbd/jYkucsrfHhInN9Hz+w+nznL40hdqsUbJMvHyeM8kezjRMVFnm\nt++6nW9FQozm5lmsN2lJMh1VxyiX6JElippBxHVxAwclIwydg4ODbxtX2Gq1WF5eZseOHYRCobc8\n5mzDZLnjMGBo7I5fbz7p7e1lcHCQ8fFxZFneAPi6rrNt2zYmJiZ+ht/IB1S503DpR7B6DkozIM8J\n4Dp6/3ubaaaeR22tgNcUi+PsiyKRJ3CFEXNt7PIH7prXI8Lss+7UB6FFNMviMLFyWmgVXUto3wdu\ng4f/RypXzpHcdPjqNUC8P9UQWnOJwdqMaJVu+Rxs/wxc+aFgy4sXBfAvXV57P1/zs5t6Fm0LDDrn\ncE79BXmni5GBbZSVYZLVBcpWiE6rRSU2SscPgxWFmWnmzpwEIDs6RnV1hUgyxej+2wlFYuRa7Q/k\nx3S2YXKk1uSBdPw6A+iF8gWenBGRrkkjieVZuIGL5VkUzAL7eq4aP3Nmjq6wmAHQ8TrEjThbkls2\nzOsfVK1/dta/rjP98M4a+f/YSjNC7y86UwLPc3HtDqmBIWyzharrqJrG+P0P05i9jB6O0ju2hR33\nPsjk88+848TSW7UajUnK5ZcBqNfPUCo9R61+Et/3sNozBLiAitVZZWDgF1mwVgAZXesiCDw0rRur\nk6PZvIRlLeD7Mp5XX7u6DIFLf98XUGQd2y6ha2k8z2Rl5XEAurru+Uhet4iEfJpafRLbqRIEDq5T\nWztcGESj29DUq2vq26F/gFEAACAASURBVKapfZhlm/Dc7wlm3BAeB5plAYo/+6+FMXPokJC8NMtC\nnpLdsbY/eNBuwvRz9BZmoTEjSDxZFUy5GoLEZhg6KLqUy6eELLG2CC/+r6JDOv5JAcw//k8BX/jV\nmgUY3A8Hv3b93nAT65YD5vmZaYCNDefDzuaVdYXIwV7qXsBS3aHddhmO62w93MfKlSrxaIzDyoNI\n1ROcUF+mQmXjuS4u3778bbpD3VwqX+IXN+3gYDzCci3goDRIdzhBoJwAL0unHUbPvEG7tBk7P45V\nGyLccxEjtYIiBbTy49jV7XQKd9A3EmK+EWU1N0Z3co6YZhPyQoTlCN2ZOmDR6Zwgqzg8PLSDej1P\n1XFYDnoYT3+VQD/NjCmxuvQCuyO72Ta07ZYYPuR5bUxzmon4Z3GbM2iShS9XMbWAcKdDT8FDyVWR\nmcOYuwK7D4mT9dBhyJ0Rp+XEgPjg/PCfwO2/8a5pLGcbJt/MlZgxO/SHdIYMjQFd448WC3TrGj90\nINqxQVKxjAjHo13s9T2+u1qn6gUwGPCPDt/GU691yKgazVCI5aZFql0nJSusDo8xIUsc6IpTWs1h\nWdYGY31t2bbNSy+9xPz8PMPDwzz00EMbjzE9n+O1JpYfcHsySuhtWL1SqUSz2aRer3Pw4EFAsO/p\ndPrmGzzfqfr2isW1cAE8Cxwfpp6GmUdg4pF3f+6WB7CnXkYdu+OqUdSzoZEXDPPqmat5th/0FDc9\ncv0193xFRHg1ViA7ITwM1Xnh6m9XYP5lrPSd17/nAiDeK1qu+XOiHWokBQNfX4T+A3D5aUAWBw89\nuqatXKu1hd+JbWL57BkW2rcxO18iW1llqbBEoMdI9CVwHI/VQovt4wfJjl9dF7OjY+RnpjFrVQa2\n7djIu84dP/6B/IjWQe6WSOi6hJbtXdv5zOhnQILN8c0sN5axXRtZkqnb9evIgPX1p2SWuFC5QG+k\nl9v7b2eia4KT+ZMbiVMfZJVsl1MNk9vikbccdn9eV6tn8yiyJGNbFs1CAcUwqBUL1Ip5oplunOIK\ny5fOE0kkefVbX6e4MIvdbnP481/6qG/9hmvdbBmJjFGpHEGSw6hqGlWNY3dy6HoPkhxiaPCX8Tx7\nTZ6iCCpIDpMv/AhVTRIELrIcJhIZoVotAhK63kNf/y+QzX4Cw8gwP/+HdDrLdDrLSJLyrvf1YdV6\nLKTvd7CsBYLAwrYLZDIPIEkadqcA+AwO/QqaGv/ozKi506DHRS55apPoPOIIAqNnmzD/26ZIWmmt\ngCSL5BWzINbdaDd4NjKy+H+hpADuiiEGFW5aW9uP/oFgxe2WSOSKDwjGffmkGER37jvw2X+1hjWu\niVT8iKaG3nLAfD0WynVsXNvG6VgfekJLx/YodDxGD/aghzT6tggmoHs4DoDVdmlfanNefwNXtYXe\nfA0/uYFLrp3judnnkOwKU5ZGoHgMeBapThuMMOGQgpeaQoleItaXpnj2MYz4KoUzXwRA1kxqUx+j\nXdqLosnk5+sk/F7q2S7cTo1EqIV9+TFqxXEih75OqOsyaCUC/xXUYi8xz0DzfQZShzmwbZRCfpKe\n1A7U6G5C5RATXRNcKF/4UDa/Gy3Pa7Oy8m2sTo7u1J2k7vxv8RZewZv+Me7oLqrTTxNuJ4lv/hyh\n6Gb8yDyqrcLiayICz25AJCskBp260DIvn4JH/jnse/vUjwFDp+V6KBLYnkeuI/Eflgq8VqmzYrv0\nV8uEZBlUjZps4DSb9OuDTGsqsuwzEDL4Rr7Ks7EsfbLBsCazcv4iTcdAGZ/g49vG+cpQH3F8FhYW\nNgYDrZdt28zMzDA1NYVt2/i+j2VZnDp1aiNK8WzD5NurFdwAujUFWZKYMjv8Yn9mg51cB9+ZTIaZ\nmRlKpRK+7yNJH31rfqOcNSmL1RTtQRA67cr0ez938z3Uxj5H5ON/7+owiIH98Oz/JAByEAiD5s1g\nLqLd8NA/EQOSVs+LOK11f0MALL9BOB2F+c7VxXvTYeGF8F8Qh5L4AOz/FQHwL3wPdnwOPv2/iJ/F\nlo+LjsDOz1/9nnoEp/c2Tn/rD7h45FUKlQ6SrGCEDfBbtKsWlmniOA7hSBhF0zbWxHXiYn3d/LC6\njJYf8O1ciaIjpD2HUzHCavi6eNbfuet3eHL6SfoifWiKdt1shbAaZn92P223TUyPgQT7evZxoXyB\nV5dfBbjhjp7p+ZxtmG+JcLSCgG+ulFjuiEPcuWabpwo1Pp9NvW3U489LVGV5iczQJjzXQVI1ygtz\nOB2LV/7yTwl19RCLxrDbJrF0mtXpy7iuS3lpgeNPffdvTFLLOhNcLr9Mpfo6vt+h1bqMYfQRjY0j\nyxE61hK2XabdPoNlreD7DvX6SQyjHwiQZQPHKeO6LQyjn1BoEFkO0d//eTYN/ScoSphk8gDDw+D5\nNtLac5LJAzflNb45o71cfplU6hDDw79GvX4eWdEY6P8yihKmVjsBsJEUU6udIBbbgWlObwwFvCnV\ntxdC3wctCoEkdOehJDz83199zHoMrlUXBI0RhVBarMvZHdAzwUrsdraWnxcseqcp0t9GHxBfrRpE\neyA1IsIFjATUF0QiF4qQvCTWvBgfIRi/tm45jfnQpmEUVaWWz3H+5edQdZ1GoUAtnyOaSn0o2rbJ\nl5Y4//IyyBI77h5A08Up1/cCzJpNqjfM8wvPMBOcB18hGsRxZYdgfewd0PZMpqtTrNhtWoHDtlCT\nrOohEUOXt+J0WsiyT4BDqGse5A6e1UNt9iGc5gDt0hjgYSQvIWmrpHrbDPWcpS89R1SN0WmPMZ86\njbtyP47mongBaqSArFUIAvDr4wxEvkqgPU/gtRjpuYusEaZcbfJ64XEmy5ehM0/RtkiFMjddb16v\nn6JeP0so1Ecm+3HkzDjywEGU7B5WlHlq1mUcNULPvt9GnX4RtbqMjAr5s6L1RCDaWGpIsOZuR4B1\nfNj1C2/7PR9fLfNsqU7F9TFkmYrr8nB3gqeKDSqeT1vXyUbDRDaPkohGyPT2cVcmSVSWUSSJadPi\nRMMEWeaOwT6+PLKJyalpvGoF1zRp9wwgaxpF12NbXy/RkLERwWiaJk8++STnz5+nVCoJb4Jl4fs+\nmqYRCoVIJpOkNZWwLDHb7nChZRFRZOYtm7Smsjks2vzrJtBcLsdrr73GysoKnU4Hx3GIxWKk0+8c\nQXfT9Iwn/hiuPCOMlolByG6H3b8ghkC8m/ykVYSX/g2dep5Iqkc44auzQlduN8VinNkipEs3K19W\n0QS70rtLsNt6DMY+JuIWRx6gnbtIvDFzVXuoaOJ+Y1mRhX7o7wjWvHeXSAfY9QtAAOOPCGPR4IHr\nXovTsZh8/hkWp2ZZmVvCsR0C38OyHKy2g+f5+K4HEnQNDrN5335a5fJ16+HbJXjcqJ7x3WplZYVn\nA52/LlY537LYFQvxcHfqbfXaYTXMeHoc0zVBgiMrR1hqLjEYG+RU4RTT1WmWmkuoirohc0kZKcJq\nmO1d2294TTpZb23oyNOauqEhfy1XYE7RSagyKx2bLl1lMKTzhd6uWwqY32rpMeF4nHo+T3Fuhlo+\nh+c4eK6L7wc4VhtJkrCadVqVCmazDr6H1WwxP3mKVrXM8K69H7nm/J1+ptdqy2VZE4C18grRyCim\nOYttF1GUBAQdXK+NERqiWnmVIHBRlASuWyEIJCRJAwJsu0kQdAiCDr7vIMsyXen7KJdfIrf6feLx\n3SQSu4hGRolERgmHhzdMn+91rz9r1eunKJdfRlFCa+A6RCKxj1hsG+n0YVKpgxspMrreg+OU6XRy\n5HJP0GxexHXrNJsXUZQQodDAzXmfKprw4MgK7PlFAaw//XuQuSa3P9y1BqyHoX+PYMNVXQyTG7gN\ntnyMRrVEavwwrF6AlZMQ64HUZpHulj8vjP+H/q4w6deXoZYTJMrQ7YI4OfCrN2V/+RurMd+oAFzH\nYfK5nyCrwiGuavqHIm1JdkdQdYXKcovcdI1N24UWsjjfYOF8mUhC50Csj+lOAkPvYWfiTr698ifU\nvBYykJIMqkGHuOTiS5BSJAxDJxSLorCd8nKJjpUhkkwgKU2MaBU33sBa3kI0Hsa3owSeSzhzhcTY\nc4TTOZzilwlHdTA83I7NfPxl1HiJxVgDWjIHkhVCso8r6RiRHdSDzxAfvkC9PkkisQ/Ls5me+31q\nDZtAKjFidOM28pwqX0KSjZuqN7ftMvX6aZKpg1fHD6/nO2e2MryQppWXUForOE//Dsr0y8Ilrby0\ndgX/6sUkBR78b6BRgPOPw73/1Tt+34czSZ4p1phtd2i5HlXb4U+WSxxKhDlWN/mNwSxRTaVgu+wd\nG1rTo7s8Xa6zaNl0/ICILPGrQ9387YFuIorMvffey/e+/z2MdotLk2eZzmcZ7OmhGliYly9Qr9c3\nBgLNzMygqioDAwNMTExw/PhxIpEI6XSaZLaXo9UmWyIhLrUsXq00MT0fLwjI6joXmiaHktHrAEVf\nXx+HDh3ijTfeoFAoUKvV3jYv/SOp9Kg4MG2+Syx2Qzc4vfP0X8LUM0iJXcIU+fr/LfTZh35NSJUU\nXQwAWjx68/Nl9ciaw78u9Ob1ZdAiqJ06DO67nsHXI1fvb/41kQ4QywpgP/uiAOjwtmzM8qULLF86\nTzjVRSSdwc6tEPgBHUswv4rk078pS9fWfWzacxszJ14HQNU/nPXwLffXcchoKpp01aPxTrXOgO/O\n7KbttDm+ehzHc7hYuUi+lafpNBlODGMoYg1aB+Xvp6O3Ox7B8gPqrssfLua50LL4pb4uxjWJkUyC\nY7Umf7xUIqkpPNaTYrLZfstn6ed1tTQjRKq/HzUUpmdklFatTmluGtex8T2XquvgtFrokQgyEo7d\noVEpoaoaldwy+Znpm/I+/GmqVjvBysrjxGITxOO7MM0FAt/BD2yCwMH3O7huDUlLEA4N4HsNbKdE\nELhEI2N4XhnDyBAOD1OrHSMIRHSy41QJAhnXrXL5yr/C86qwRtTt2P67N/U1el6bWu0Evt8hlTq0\nwXi/m1b8Wka9r+8xgOsY85ta0W64/dfFuqlHRXLKtYPl9IiQQ048Ih6DJJJbVEPsO+efIFkpgX4X\nLJ8QSVjNPITTgmG/8jREuoX5PpQUchbfXtOiezB8x9VO7S1StywwH5jYzsyp4yxdPE//1nG2HLzj\nQxs7PbQ9Tb1gkp9vQADtps2lIznCcQ0jojI4keLECR2UBP2JEfbbd+GnbH5Q+Qae38IKbHwgocID\nSQ9dUhnTbfygRat+jnZ9kI6nMBcYONIBluPHeLTna8jVLnJTNTRDRpLBqm4irYAeaeGGzmGu3Elm\nopsjuSZ1s0xa7eHe5Fe5VFtBbiUwYy9iohGTa5Sif0VB/xr9PZ+iRA/LS9+l1phC830iqoRBnJjU\nZk//p2+63jyff4p84YckEvvoSq8Bk4WjcPJPwHPQQ2lkJ4zdLqJeeUHIVSRF5Jea65p+GZSwcGuf\n/bbIMA13w6k/E9FK136wbJPalec4feUUfs/HWXEMbC+gA6w02kxEDEbDIaqez5f7UzxVrPLjYo3X\nqi2ars9ASCMAltoWDhKaJG9s6g8N9lI4eIDFfIlKo8VAeZUdssPyzBWcToeenh4cx8FxHBKJBIZh\noGkapmmyc+dOUqkUmqbx4rkLnDQ7VJMZnqu38YKAkCxRcjx6tICi43G2YV5nWNN1nYmJCYaGhjh5\n8iSSJN06GvPR+4VxcvEYaDEBzN+rWkUxnQ0Z7LoYj2y3IN4P7ZqQx7i2mNa5fOrGwf4HWX17hQ6x\nPCUm0vbtw2tPCinKO93LOmDPbIXSlatf30mKE4CsKPRt2calV1/a+GdVU/E9F1WRGZnYyuFf+20x\ndCYSxbVtXGdN6if51+siP+C6PRkFxGTjg2t/f6daX1uK7SKnCqcIq2FqnRoKCj3hHmJ6jPHU+HUy\nl/crZ4koMiFZ4vHVGvNWh0LHZUskxJ1BgOv7dIKAlKbgB/BkscYFs0NIlv5/Y/78aUpVdTRdR9UN\nTOpIioqiKDhWG9fuoBkGie5e5JBGYeoKXX39DExsZ3T/7R/avvxBleNUKZVepFI5Qv/AV+jv/xKW\nVaRtLqKoEQb6v4jrtYiEN+F5Dpa1gus2UNUUkhRF17OMjvwD8vmnyK1+H9teJQgCNDWK41bwPKHX\nBg1d67ppr+taHXku9wQAAwNfuSEZyrVDpq59vK534XltyuWXsTrzeN7IzZW1XPv1vR6jRwTB53aQ\nXvo/4dQ3hLkzPQqDtwlpjOcKckcxxITwPV8RHcxLP4LaApSm4bl/IUIAdnz2lpj6CbcoMF+fYLfn\nY5/EtS1UPcTq9BV6No9+KPpJTVfYed8gXdM1XMfn2JMzLJwvC09Xl/h+c/VVlt0KdvMMqbKO72YI\nhRMsGi08AuQAgkAlHHiMKAFBaxTHW8X3mnh6jTNKmbN+h6XgKDQkoj0vsq33DtqXdLBDJHok1PgC\njYX9SEEcVXNQ06/RUO7CTU0youXpl1LIzRxj8jZKwQI5q4turYYarKAEIcz2Aq94Bp387zOiOcT1\nCLZVYtntJu7Og51jPH3HTdeZZ7OPYrbnIZA2RhF7gY1fOItkt0CN4lfn0J02YviuhDJyjyAgGs+v\nXcUXrafylEjKCKfEpDDfFafiT/6zqx+qhaN0nv2f2W41+LgLcz0P0185jQ+cTOxiazhJXFM412zz\n3XyZy2aHN+omuY6DFPjUHY+ZloUK9Ic1tkWvvuciiszBiIEej5CrVimHYlTDETKxOJYkoWkaly9f\npl6v09fXx+joKADLy8vIsgD3k5OTdByHoNVmacsEhmSQNTS6BgZZcgOSmsLtyeg7Gtai0SjDw8NM\nTU1RKpWIRt8dLH3otd79iA+ImCoQrvb30uqd+y4svQ6dBvH6CpSUNe9GIMw60+MCvDstYap8h+mu\nN6XUkGiNnv460WYLcg/Clgff/rHrOkV7bQS79u66xYEJAWZP/uj7WM3Gxr+H4kkCIBEPkdx2CKdR\nQatcZPPYVpaOPcvcSkt0EfW86Dzs/cqH0lVYsmwKjvuWVJb1uk7zvaYl//2Tv89CY4HuUDdHckdY\nbiwzkhzhEyOfYHNiMydWT2yw5iOJES5VLm0MHrqR2hIJsTMaQkViod3gR4UaTclnNVemZLs8lk0h\nAaebbfbFwz83f75HiffgF7h09GXmz54STKKkIysKmhFCVlWsVh27JOR4HdNkz8c+hdvpfNS3/q61\nrvmuNyZpNs5htq5gWXnM9hSybKAqUZFY0lnGT95GqfQSRqifiNFPsfg0rpun0ehQqbyE75vYdhGw\nkaQkm4Z/nVbrHKXiEVyviCzFkGQNzxNpSOt67w8L2L4d632jbPc7Meq2XWZ65n+n1bqMaUpMTc8w\nsvnvoes34cBxI/ruax/TKoo9xCwTrlwQ6VmSD4MH4bZfERKWc08IHNE9LkIjcmcFI69HhVRy9bQg\nAqvzQhq776u3BDi/JYF5fmaai6+9SHFhHrfTobQ4TygWRw9HuO2T7x2T99OUpiuoqsyFV1dolC2Q\nxaApx/ao5E3ujt1Jq3YER7vMaleJrdXb2GJYrAbgBdBrZZiIBKTdDvXcBJIEiaFLyJrGsiexKPss\nBxYuwjz1k9mfcMo/R3/3DiYKd7KqnmBH3xUichM56CWcnUTT0mwe2sJkwcFiCcImknKRmn4ENb1K\nI4jgyt2cba+gyCEq1RJuZ5q03wY5guZXCWizWbcg0NAlMEI3f+KYrnexZewf0WhMEomMUa0ew48r\nNMZHiC5OEV2dx3DEYuYBXrwbJd4vMkyvK0+0n/S4+FB5nvgw5c9fZQxzp6FTJ6Eq4HUoZnZyX+UU\nX5r5Q2ZDfeiqgS/3AnDZ7LArFkKRJGq2gwM8W2lQtD0sBEbcY6gcSFwPfCuVCmHLQoknqHb3Mbuy\niGV20JpNqtUqQRBs6MIPHDiA4whJQiSV5uTsHMVqTZzsXZex5QUyksxYMk5PROEniSwvlBuMRgzu\nScevS8G4ttaZ8luCMc+dhvNPigNTvFd0LzJb3/t5Oz8vGHE9TuP0U2TsHDRzgnE3C0I+kt0Bd/yW\nWIRv5JofZLWKYmx08RKMfwJSozD5Vygda23IxXvUWgwi8J4bzursFaq5FULxBAQBkqKg6jrx7iyR\nZJKZ06eJuSUGnfPg/BXZRhm67iYbLMHKOXFA/ZBUTZ/LppkyrbeA23VAXnM9nixU+aIfcH9XnLbb\n5kLpAi2nhe/7xPU4w8lh7h64m8e2CABhKMYGuz5bn6XULnGhMo0SnnjL+/3tzJ5TpkXN8/lUTwII\neKNpUnE9QpKEF8C2aJgDiSiRfIXPZdM/l7G8R2lGiM17b8N1bEoL87QbNfRwBCWeZNfhuznz7A/J\nz87gucII3a7X+OEf/Fu6+ofY87FPsnnPbR/1S3jbUpQwXV33kEweYGnp6+RWv4dtl9C0LkKhPjzP\npNWcxHHreF4b12sS01IQuHheC2H6VPEDh45dQFEMPM9GknxWVr5BOnWIVGoftlNGlhXM1mVWVr5N\nJDIq9jm/gywbHwpAj0TGaDYvEIvt+MCAcz7/FNXKa8iKAUQol19C17pJpQ7cXFPoe1WrCE/914II\ninThKyFB1rltYe6MD8CZbwsir9MSoH3THYI1L02JSNyBA5CbFPr21DDMvSIy1d+JcLmJdUsC8+zo\nGCd/+H0qy4vo4RiyrhFLpxnd/+Hma3YPx0n3Rli+LAwf4biGLEsU5gskNj/DWOIST5ttKo5NgVn6\nvRCOtEbsSj5TpQyh6gTZxQeIZs8SSl8ByadflhiwRlhRc+TlHAAtv4XJNOXBEp7uUNeK6M0It/Uo\nuI6D2w4Tku+E5m72+900U3N0xS5TKr9OiybLpowUyTKY2sWusEdHG2YFlYHue9nMKCHrAla7gaL0\nk0nupdk6D0hIBNe5t3/aD9pPcw3f77C88i1azYv09n6G+IF/gFf6p2jtywRIBLJCJ5lBHb6fxuY9\nRK4IBv26CqdFbGLgi5xrPSZOvwtHxMTG809APYe6coJufH7j2d9EV2TqWpyc3s10aIhDkoQb+KjA\nkWqLmbaNGwQkFJkeXaPheFiB8PoVbZfJZpu66/JSpcG96TjhRIKf+AYz6Ri7VmaRpi4wZ4SZGBhi\niyFkK8lkkgceeABd11lYWCCXy6FH4pyWDMJGiC3btmE1m1xK9qDnV0jEogSNOkalgdc9wPmmxd+f\nnEGTZH51MMN9XYnrfgy6rjM8PPxT/e4+8EoMQu6UmKKWGRMO+9KV99btRbvhrv8Mpp9DsytAIKQs\nrgmSCoVLYgGtzouuSGYMtr1H9OL7LdsUsiqJt0plzn1XGFq9Dmx9WBiRWwU8LS1iITXj3eU1N9Ka\nRRARs6feoFEuoRsh7vtbfwcjHKG0tEAy24eqa6iqTnZ0M5wtwqXjaLLCYMKCi98RoLz/NvEabPMD\nZ3xO1FscSEQ5XmtScz1WOg6f7k7xdKnGcsehWxOfUomAttvmiaknUGSFTEhMJM2EMtw1dBePbXls\no1t3rWRle9d2ao7Hk7UkeqtGxxeeEssPMNa6TEdqTeBqFvm1eeXTbZuXqy1OuNDXcdBkCUOWmTIt\nCo7LlGmR0X8uY7mRGt69l0apyPzkKZqlIv3bd5Po6UHVQ+iRCB3TJByNEU134Zgt6oXVD+1A+EGW\nooSJxSaI1E8TiYzjuXU0rZd0eoRQqI9K5Sie56NqBvH4bubm/i983wOE8dN1TCxrGUkKIcsuQSBh\nd4rU6mdQ5BBDQ7+K4xRxvTbV2klUNY7rtdYMlZcAfup88PW9VgDx84DoBJjmNLZdwjSnPxBg7nlt\nNL2bZOogqdTtzM2dQNdnkSQ2MuBvasb5u9W574qggMCByixqOw9yNxhxaBZFnPLiMdFt9Wy4+ENB\n9riOmInRKoo4xQf+SwHuzZLwEq172q/xwG3IEG8ik35LAnOA8bUBBl2Dmzjx19+lY1lcfOUF9n/q\ns+8qZ1mXwdxobNibHy8p4jcTTelkBqJIkkSzdRE1cYZNCtwhhzlWieB4OifdOmgg+RKO7FCw21yQ\nqlQSZ2jJRZLzwywm57i7NMBg/n46I5OsGNPMq1N4uEguOFqHxpYF6jmbE1aKfMXljphD1IrTrA/Q\nyVwkO9Yi6ORptjwUu4eE5jDv6QwHNlrthySVOlHVYnP8TvaOfQFdgoXF/5emGgfpsxih09TqJkHg\nYFm5jRbYz3KaL1deY2nxT+kf+AqG3v2O11g3ptQbk5RLL+G4dTQthSwbdMX249YDZMDXo1TjMdzs\nAPHGNJ2VJkooTUSLCVY1sAHp6gfIaeCj4uhx1IXXUZZPgx4WWaa1JZQ1w2gSCzxQAhcpLjPSnOLV\naje7Y2GSqkLT9XGCgJQisylisGo5qIpM3PXpD+v81qYe6q7L/3B5kaLt8cRqlbAHpmKQ9gLOoZIN\nRVhK9bCyeSf/cKSXHe0GIwMDG1nl67GGIxGD+3ozLFd6SY9s4b6d2zldqdMsrHJooI8TR49w0LfJ\nyh6vt9rMWA79hkawsVrcYrUOai/9tQDU6WGY+LSYvJYYFEadG1nQAvDVmBj0YDdg4XWhC/Q6ojNS\nnYdQXOgB3+t+3o/W2jZFmszlHwvXvxq6ntne+XkRvSUhUlee+xdgN5G0bpGvnj/31udcW9e2Xd/l\n3rKjY4zsu41GsYDnOeSuXOS+r36NUDTG3JmTbN6z/6q5LjMmGJ6xB4ResmeHuL92TWT9HrJg4lPv\n/drfR/3RUpEly+aNhslko82i1eGJ1Qr74lG2Rg0+l02zo2li+QF/MXuCcmOFQ32H2JnZyWsrr9Ed\n6eb+wfu5UL7ASGKE2frsdUbPsBpmNtjM6VaFA4mAAInHV8sUbJceXeVLvWkeSMevY+wjirwB0r/U\n2yV+BPkVlHScbdEQh67Rwv9cxnLjpRkhtt15D+XlBQigVSlimX0gQffwCMWZKWyrzejIGOn+fkCi\nZ0TI9d7v3nuzzUDu3AAAIABJREFUK5k8gCwb1OtnyBd+QDgyzODgL6MoYTKZB2k0JjGMAS5f/ucb\nY+klksRiu8mtfgfHKSNOIRKa1oVhdJOI78L3OwKUuw1kOYzrVCmVj1CrHqNeO83w8Nfet6HyWuJr\n3cCqKFHa7Xl0PbOxb8ONy1feqxqNSUpF0eHzXDEvpTtzP5HIyHXf75ao8U/C9POiq16aQfY9gQ0a\nOZFTrkUFgadFBTC3qzB3RJAp2z4lIm67twsDabsmZIqqDr27xfUXjwp5YPc20THd85WbyqTfksA8\nPzNNfvoKXYObCCeSeJ5PvbDE+Zefp3ds60bb7O0WgvnJ05z60VPseugTxJLpd1wk1p/r2jZLFycB\nyI5NYHeaeJ3T+P4uCgsB8bRBPLWTdrGNLy2QSdbpVc9Qj5cJLIO+5iCeZ9A0aoTsGHOp80ynJvGU\nDhDg49KWSgyGz5Nrz1DQ54GAbrufcCuNl2nQads0jCJVKceip6OUd3CXvo1QQsbTjlL2Orxa8pE9\nl13hadJqgZ3tMOV6ginZo2doL9mew/h+G7c9jQs06iKLNeA5to3/Y3QtA5JEX9/nUZQwrlunUPjJ\nWgzU+z8Jt80ZrM4Kudz3iUZH3vEajcYkKyuP02xdwXVNQqEsPck7SdZdqBzF7RrEc0vIXeOEVqdR\n9EF0u4nacFEHtwrH9OBBqMzhzryA16qi+621q7trTCsI0B5AuAvXSCK38xtw1gNKcoqBTp6EbxNT\nZEqOQ8l2QYKsrrJ1bXhKzQ9QEf+2JRziaK3FStvG9gIcoOz5GxeteC7zsQzdm1WceJLDEYNvFBt0\nqQp3VU2SqsXBZIyhoSFUVaWvr4+twDO6xmktzIBp8VBvF/R2MTU1Rcc02dvfzy/v38NPKi2+ky+z\nJx5hV+wWaR++uRaPwiv/ToxK7t8n2oFXnhYM7sLrImv2/Pfh3v/indlzW0TrWeltYAAdE9plcJpC\nm50ZF4utrAmG5OV/C7u+KHSC14Jc24RTXxfZ4XBjWvTcaZh7TcRxDh4S8VvXMs7Rbrj3H169/r0d\nmH6OhhkQk+oiqutGs9XfLGu5BqhrRoT9j3yWzNAwc6dPIivqxroGXG+uUwxhju3bJ+5vfbN47d+L\nTaoyc2P38z7qi70p5i2bPkXljOXS9AJm2jZ74xHGImJtPVGa56+nvsFQ9hHuTexjayxM027ywtIL\nVDoV/uzCn6HJGpOhSS5WLvKZsc9wZ7/4HZmez1BI47PZFF/q7SKsyEgE1FyP5Y7DzliEjP7OW1VG\nV/mNTVm+WS4w5/skVWVDuvJzw+f7r8LcDFazSSSZoLC8RK0rQ+D7VFeWMaIxaJsMbNuOHolw/HuP\nk+ztY+y2g0w+/wyNUgHLbNIoFm+56aCKEiYe34XjNsj2PEJf3xc2yKT1/zc1/a9pmbP4vg04BDi0\n21P4vo2iRND1AeKxMUKhQTQtRW/vZ+l0lolExjDNaRy3gWlOYRhZSl4dxyxTrZ0km/30+7rXayeV\nAth2Cdu+BJJMV9fdN5S88n4rHt9FX5+Q6MViOyiWwsRifVSrx+jquufWkbGAkKjYTcGC4+PoaQzZ\nA68iDJ9SW+xDoZSIW2zkITMqwHq7CvNHBSEz+oAA6cWLIv2rZ4dYU9e7QLYpplmnj4nH3STW/JYE\n5tnRMQrzszRKBWyrjefY+J5Hu1HbGDr0ZlC9zihVV1ZolkvMn3kDz3HY4Tz4tvq3/Mw00ydfJ5JI\nMbh9F9nRMXJXiswc+yG+OweORrOawPeGiGW6sXL7aZZ30H+3x0kaGC0XW19Gk8I0I2U8PGJ2Gltr\n01abdCQHX/LJNAcYLd1GJZojZMfItAcJoi0UdIryHJqv0vE76F6InsYwqU6Wcb0fL32JSsEjXc2i\nSw3STZVJf5hk7Dyb8EkaLRKhFnFX4kxrFzUrwd2ZnRun2sGhv0259ALlSpVS6Rk2bfpV4KohxTRn\nqVRfI5W686c6Cff0fIpq9QSu16RWPUlP96NUq8fewpwbxgC2U8dxqoBCKnk7ybqLNPPnsO1RtKG7\nse76GvHQZio/+Jd03/uPobGMEgB9u2HzPZQyO/ne8jK7HJ0dF77J+lxNCQG6xRYcACp02uBfP4pc\nBmTdYCU8gG5EcIOAthsQVmUCoD+ksz0SZspsY1ouCQm2Rgzavs93VivYfkAQsOYOuL48RaWazPCp\n7iR7E2HmTJtXqk1ONEy6NJXfQuL+rvh1spP7J8bpWtPMrpckSciyTG9vL8mQwVDYoUvXWOo4t24r\nPkCYxDo1ESVYmRNfw11QnRHAXIuItuPtv/7W518DpgNZFRm2iT7BXFhVAfT3fRVe/jfQWhUJPFoY\nTn9L6AND14D+xaOCve/d+VaA/U7VtxdiGcjZ0FwV97JyShwyrl2E10H0wH5YOIrm5GHb3e/PKPRm\nWcubgLpmhNhy4DDDu/ZeRza8JYZu02ExNOPNB4I9XxG/j66xD1zOsrTS4nt2C8UO8BsuAzGZ+7sT\nPJhJcKTWZNq0eHb6TykUX2BY9/D17Tx++SwJPUFvRPg5PN9jU3wTGSPD8wvP8/Ts00ykJ0iH0pxt\nmJxstHkgHd8A4Pd1JThabXK+Zd3w+39ckxh5E7P+8/opai0lKNHdSzFfINnXj3/Co2O20MJhdMOg\nWS6zevwI5eVFZt84QbtWo7y8iKwolBYXNiI9dz3wsVuKRa/VTlDI/4Bs9pHrZCGKEqbRmMTzbBy7\nhOc1UJUoipogkdiLJBm0mpP4gYMR6sVxSjhOiU5n+TpwnMt9l2xWyO0ajfNYnWV6s1+44fu7VrYC\nAix7XptweJiOXYTAxWwvYtsVOp0P1ly6rsdfL0PfSTJ5C7LlIIYGNfOim64aeGocJAesiiBxAmnN\n1Dkn9qFoWqS8BUnAF8Pw3LUJo0ZM+Jmqc9DKw6v/Xuwp62x5fUkQTJsO3bTI3lsSmK+3086/9Bx2\n2yLZ04ckyaR6+3Adh5e/+WcAjN52kM179m8wSma9hm1Z9G4ZR9FCLF+6QLtRI9U3QCSRuI6Fcm2b\nSDKFWauiauMA5OdeJxyXUbUs2+8a58zzJwmcOv1bHmXT9gy1osnZzIsUnTZGM8XBzO04rovv+5gX\nNbYU91MNFcjHZjkx8GNQfDpak6HOGN1Gln5lkAvOcXy5jqlYhIiQd3JYUpuIojFh7WdLay9qqIMX\nLiHpRapLu+gZNdjst7A8jRfLWTaFKuyNWsRVUHwNN6/y56XHsSa+wNeyDwHQ0/0QycQ+SuXfpVJ9\nnUhkFFk2Nk7h4cgoIaOfTOa+9/XBXl84XLeO5zVpta7gujUuX/5dUmmxQKVShzYkLCu571OtHsf3\nLWQ5hNXJUylOEyqvok9HUcIpUsVuOPnvCOTutazo0FU2NNrN9xYLnJg6hdSRSYWzbGkvXCfukFhv\nMLoEvvsWXboMZLCJpQfYNnaQVdsAArZEDIqOCz6cbJrYgURCVdBliem2jef7WGsxi2/+XgAasD8Z\nYkc4Qt33uGR2eDiTRJUloorM6WYb238rnL+2Db9eQ0NDG5nktm0zEdK4z21RiCbYEvnoN7S3rU2H\nhWzijb+AxdeF7MPrCIOuGhUAffDA9VMur62Fo8JwE+2m2fcQ6JYw9g4dEvpyx4S5F8XiiQzpMQH+\nq/NChx7ugjN/KQCzY4lr1pZFa1J7F4nJeukRGHkAlk5CpyEW5/w58efa56+DaLsF80dQ5cS7xyW+\n0/e6VtbiWCLz/U0A+23B+JtlMG/3uqLdwih76utQnoYDX7vxe3uPGpmzmEjCvkiEZsNldDDDp7cJ\nE3lSVUQW/0IvxbKC4lW4WJpkqbkEMegJ91C2ygzGBnlsy2OcKpzCdE1O5E/wo7kf8UsTv3SdXhyu\nmj3X3/c3CrRDksT+nzPkP3MNTGwHCVq1KgQSk88+jaYbhOMJxvYfory0ABK0m020UIhSbonV6cv0\nbB4l8H36t21n4u772XbnPRsd7H2ffPQth86Poly3Tqs1RbV6nEr1yNr0TmMj/3tp+XEctwq4hMLD\n6FoSCejv+wy+/zCt1hXC4U3IsvEWwJrPP0Wh8CN6ez9Df/+XKFdew3FLrOa/Qyw2ekP77LUyU8+3\nWVj4EyDAccprmesmpdLzyJKCpqWAD1f3/UGz8h9YlWfFH9cCWcFoN0E3BCiX13Zp2RAknVUS5JFV\nF4OHBg5ANAtKCFKDYl8BsW8tHoe5l8XfrbrYgyQZ8K/uMTehbklgDmJMcGFuBte26R0b48Cjj6Hq\nGnOnT5K7cpmBiR0MbNu+8QE36zWe/n/+D3JXLqOoCo5tYzXq1AurnPzB9xi//S7mzpzcuP7SxUkB\n4FWN9MAg+ZlpzGoJ3dCx2zKep7H97nHyM8voRoXNu4X2aLP1KFfyM6z4FUbqu9m2Z4DNxlaOnp+j\nareJ213EOilO9T+LJzmYep2Tm37C5vJuZt1pso0xTmSfZMGbxnM9ok4CQ46SlNPCaJqeZYgR0vHH\naLXfIDscZ2D0ThrlDvvbe8B9gmKwiiGVUHApVwfo6EUOKFWUJXC2exuTS01zmiBo4jouzeYl+voE\nQFo/hXe6l0gm9r2v30ujMUmx+JxgC+wSqprAtst0OiU819w46Tcak2sTxS4gSRK6nkLTMgSBS8er\nE+CLdtS2T8HZb8HcK8RDPdD8NFz+AYSSWCMPMG92eLSdYzV7JwPZJK/u/Dydo79Hd2WKqNfCCMSH\nRUEkyV4L2IP1/1ZCNDPbSFsFHnTm2b/5XgIkdsXCfC9fYa5tc5umsCWsc8m0cIKAhuNhKCqO71P0\ngo3rhQALiAD9YZ3/fLife9JxjtVaSGuQPaWrJFWFPsdFlxWadYvZYysM7+xGnmkQ2tONGtO5tnRd\nR9M0pqamCIKAcrlMc2WVnGLwv3Vc/tORAZY79tsmtHxkpUcEAHQ7cOyP1uIBJTEqWdEEyI72wOrZ\nt5okbRPmXxGm3b59xJxjENLFYIk7fgsufF+0Frc8LJJeYmtpQmf+Usg5Bg4I3Xl6VIDmzXcJA+TS\nMTHoqF2Diz8QjEpjSTDKb8q6Z+Eo5CcFKF8+KRZhLSLMxO3q1bhD14Lhu8R168u4tnpj5tZ3qvUR\n01seEt/z+B9DclCkCWS2wOUfCQ3lulzn3dJdrjUpFc5DqyB+bgP7EUfHn73MlIbctmknJL54YIhN\nI0m0N0lFHtl0gLnyMQzZIKyG2Zreyn0D96GpGk/PPc2m+CYulC8wkZ7gN/f9Jgv1Be4bepgXyg0k\nAg4mYxvv62O1Fo+vlvlibxf3d8U/kNfw87rxWt9TTzz1BMWFORRZJpxK0T08jG22GNq5m2RvPwuT\np5EkhdJaWkusK0MkkSQUiTJxh2BeqysrNIoF5k6dRFX1t3S4b2Z5XptK5XVcr0m5/BpWZ5FIZNt1\n4Nru5BA7iYosK2haF+HI2EbyiaomKJdfpqvrnrcA1mxWJMZlMh+j0ZhkoP+XMc15GvWzlCuv0dP9\n0Hve4/q9+H6HxYU/ptm6iK5nScT3ETL6sOUqsqQSbu1CbUQJJcfozNbQBmLI+luiEv7jrDX5I6lN\nIvBBD+O3qihaBNTImrwFoR+XY2vgXRezUcwKVGaFh0kLiUnVvTvXophnYfeXhERm/ghUF4S3LZIV\nz5VuntfrlgXm2dExdtgPUlycw6xViaXE2HFZURmY2MHhz38Zp9Ph5A+/j21ZFOdnKS3M49odXE/G\n69gY0Ti9Y1vY87FP0iyXGJzYdZ1e07VtzFpFHAAcGzUUIZLKYJo2Qzu2k+qNXseyA8TkBH+r/+/y\nfPUFBtvbiS7GkQZVIgmNlWKBc70vc6XnOLbaFqa2wOdC8iizkXMYToRMa4AZbxKbDihgGi0iRNgm\n7URyVGaTZ4iGVzi875eRQ2N42uvMXD5CrdymXSuyNVFgc3ovqnSMJadKJDWH7S/Q8FV+WPxTOq8o\nbN26CUM22J3ZRjh8H5HILJaVwzSnNxaTRmPyfTm6bbtMPv8UqdTd+IGN2Z7HcUrIUghF0UAKcN3a\nRnvQ9zv0ZD9Fd/eDNJvTIIEsqbSKJ4iVSkg24DUEIxrpBSQkz4HlY1Cegco88qlvkQklkRSDhwan\nkR/870gDR1ce5bD9LXSnQsxcetf7DoBq/yHC8R4GzSrhWJjQNQknv9if2YhiA/j/2HvvIEnu+8rz\nkz7LV3W1N9Nm/GAsgBlYAiAA0XsQXFGUQt5sxO5pT6c7nTZ0sdq9u+Bp90ycpJXi7lY6eYqiAw1A\nggAJEGZgZzCup3tMT3tT3qc390d298wAAxKACGCo04uY6OmsrOqsrKxfvt/3977vHWu0+U6pwTP1\nFm3b53ATzqckGkKI7QdkVJmK45FRJT47kOeOdW/nmzOJzSqfJopsjescTFncoGksPDKDvdhkbb5F\nuu5gztTJfWLbVeS80+mwsrLC4OAggiDQaDToVmVmW23OLS3zX2QZVRQ52zb5zED++iLnR34tasw8\n/0g04NnNSI4SuFHq5eILcDuXlwE3mi5Pfznqjl87gTSQj0ip2YgI6Y0/H5HL/v1w4MHoeZ1ylAp6\nJWmFaIDdkHEUzkR/e/KrUL4QVfElOTquK+U0a6fgpf8HLj0NhJHbz8AhGNwfdfNPfi2y33KtaDKw\n+6PRe0kP4draG9eWXwv9+6ObhVmHH/yn6HVlHRL5KEBr4XmY+R4ISrRt/B7o3ROdR7MerSgUzkRL\nudPfiqzBNnx6t/9UVDnv3x8R9R8DPnTLMMXpVZoJiXKvysQ1CMCR/iNoosbF+kW+v/gkc41F/BAG\n4r1ISExXp2m7bYZTw3xs68e4e/huXqy3+WqhAoAmXl5FsoOAkuNturP8M94FhKDGYsQy2cjJy3Ho\nNJuszlxA0+Pc9umfoXtkC1o8jmNZNIpr5EfGGNt3gMEdkQ2ma1sk891k+gdoVsoU5i6+5h78TqLR\nOI5tryIg4XoNPK+NZS1Qqz2Hro8xO/d/4mz2LPk0m5MYxhye18DI3YKqdv3QhktV7WJ4+Gep11+m\nXHmSIHDw3Dod4yKt5uRVxDxwfNyV9msI9YbWvdE4TiZ7GMeto8gpenruQRTfH1XNix4830VQ8mnM\nrSB6IYnbB4nvzr+t5++6wdqp6D4xcVcUUGc1sJUelJgGjYX1nYLIOlHSAC/SnftWRK4FNdKbzz0d\njfGTX4XjfxsVSVqrkZ1i9RKb4tUggNzo+mu9M7huifmGr+rgzl1XS1BcB0JwbZsf/M2fsTw1iefY\naPHIwskyO7iGgarHSGSy3HDP/SxOnqZVKTFx6PBmNWBo1x5c20JWVSyjzSvfeZjaWpNOzUOJ38Sx\nby9z3y/e8JqZ/dqlBnMv1UiWhlmrtFgNmszEFVzbYSZ/gjN9z2BKzWhnH0RkXMHBVarYsoHq6UhI\niIgEQkAoBViBhaOb3LPlJi4oK8zL3+eLxVX2Do3S1yojOhJOO0PgZIhlXiLhVzkfWLxoyqQlnwum\nRNUX6LDG1Pz/wUg5zraum9D2/jyimESSE+ha/1WDyasHmGvZH25s07RBLs78AZ3OHMsrXyKdPkR3\n/m7CrrvxfIN6/XkkKU48Po4fOJSK3wGiFLJs9r3I8rOsrX2DfP69JMvPkV1cQfI8CMXIgzwzDLEc\nVno72m3/ClJfgaN/jOK2kSUNMzGA6tuoZ77IUO8Eu8/+ETGrQsBl3ffG0OZwuU64ITvptCsc2/nT\n3DkwhL7llqs+z1fLSu5IJthZ8ZjoURiuezgLZcyiw5leDWE8w0cH8/ynszN8ZusgH+y57I98pmXw\ng1oUDrPxenk1iT3XIKvKlPpjuAMJkseqBKUO1ukyydsGcRyHpaUlJicnWVxc5MCBAwwMDDAyMoIg\nCAyGAq9oCY7ksvzRYgHDC65KBL2Wx/M7DjUOuz4cVYHry5FrSGoQbvoFOPftqHru2pddWhZfjKrZ\nQRAtE7YrdF16CPSPRAS1VYB+Xlsd3ohuhqsjm2X9ctX8xp+77HfeWouOre+GiMxf6RLTvx861chO\nS01EhD+WiSrmgR9ty2+LljYbS/DKX0VVeyVGc+Q+Bt6KhvtKSYqsw/G/jiYPyUiHjdkAz49Ie+lC\npHsPvGiiMHwzXHg8mnSM3h5JesoXwKzBtnvhrt9+22y9OssdfmHXAGc6Jt1FBzd+eVVuAzE5xq2D\nt3Kg9wAz7TaX2nVeXjtJxVhGlVV2d+1mV34Xa501pqvTHOo9FIUEJWNMxNSr5Cq6KJBTJGYNC8NP\n/UhP83/Gjx+DO3dxyyceZPLlF2gtzlFfXUGPxalaNr7jMX30KWRFIZ7J0TueRxCgUy1DCAtnTlGc\nv0SzVKKysoTZrKPqOuUFnfzwFk5971Gy/QNsuWH/OyZp2aiWb1TMIcqWqNefw/MMJClGp3OeWGyM\nVGofrlNFEHWSyW309X5o8z75w6QdV+rD9fY07fbs+nMSiFJUhAkcH2nJpn5hFkESiAPaWNQg65pt\n6vPHEHIizc5xstmbyWYObrqnbWjhg7RPq7SCZZQI6haBE+KXzWse0z9JXJmsvHQM1k5hz50m2ToX\njflcMaH3rxSiBuuVupnon92OCPvc0chwQFKjsT9wucoDNPCix/NbL297sw5gbxLXLTHfwKs1l7Ki\ncumVlzj5vW+zNnMBBBFZ08kMDOLaFna7Tej7hKqOJEtUl5aorS7RN7HtNTP1jdeeOf4iRqNNq1Ij\nDLMoCAQhnHtulZ23DaCoEq7jU15oYXc8GkUD1wyQNTnS4tVtRFFgu3WQcnyRmdwpfMFmgFEC2aXu\n1xACkVAIMbQ6Zmhsai5EJOJikr5sN91jKl+bP8esVyasP8fZ1jHuUZKMWLezduYmMiPTNGyHE1ad\nZNyi6cs0PJGSL+Kvv6CDQ9Fw2JouMigZlOQhuvOjr2kS2ZiZbwwkxeIjWFbksX5lVb1ceRLTXMTo\nzOO6lagRRR9hePvvIEkxfN/kwoUqheJjuE6FVGoPvb3vxzDmN2UtQWDjOGUMY4Zm1sLa0kuyZpAy\nAwSrAaKEmN1CY/yTZLIjUQU2PUT1xFc4qm3BsxrkmyUq1mkStYsMJvIEVpUA6Ahx1NAitk7RfUQC\nwEJBxSOGT95YxW0VObXvkxy5xpcocHzs+SZ4AU6xg7Rm8MChXo4NqGhnRfasGtxU9siP93M6DEg5\nAdazKzzX06AuwV17+tlZ83ASMawgpOJE3slb4zqXEgLBaIJvCBGR+dm7+pmwQN/XjeM4nDx5krm5\nOUqlErZt4zgO8/PzJJNJ2u02W7du5Ze2DPIXSyVWbZduVabh+TxermMFIc/V2qjideBAMf4eOPSz\nMP1wRHYHD0Re30YZhg8DYUREd38MytMRCdXTkB4A38NpVZEXno8GvNoc6JnLM6sf1Q3/6phmiCru\nvbsvP//VchA1Dod/KTq+XR+JkkpL01GzT6dMtW3zyGMv8aERl67y+cgtZvQ26NuD1poHbnvdwzEd\nn8mVBjcMZohtENiNRtfqHBQmI426kohioa1GJKeRtejGoCWhU4lWHgijFSQtFf3esWDuuci1xu5E\nXv658WjS8lalNT8Ci1NVRoBxYPFcnZgoMrAte819Y3KMf33g5+hObeORi1/Aay8QQ+JI/xEe3Png\nplUirIcEeT5pWb6KZO9JxulWmqw53uYk1PADnq21eLzUoBH4fG7gtd7+1yuuvB4AJosWY1t9Yqp0\n7WvlOoCi6YzuO0grEIjtP0Rxfpbq8iLxTPQeWuUSge9FfuaWyfjBm+keHgUBXvnONynOzhACrmkh\nqQqDh29jx623M3/qFRbOnCbd3Y0eT77tkpZNu97mJIXCt/D8BlcRN8AwZkgktiHLWXK5I5jGHI5T\nIvDrBH4HRerCW3QIuyX8srlZ5fbaDsaJIko+hrY1S8u4rA9X1TyO8zyx+Bia3kdf70cAsGbqqC+1\nMUUbbTiJ1B3Dazt0Ti1RlB6hWTlJ3+AHULvzJJO7kaQYq6tfwbKje/OGrj112yDqYJLA8ggaNrGD\nvW/rebyucGWycu0SXPw+yfJMlPrJj1plE6NVRyUG8XxksTx/NCLpgwej+46ejRpGnU5UOIqlI8J/\n6ovRyur290VywzfjAPYmcd0T81cjNziE+/zTtGpVJEWha2iY+soKRrUCgkD3yBi+6zC8Zx/1tWXq\nhVWMRp1s/8Drzs5lWcV1DMKgg6TkmbhpP31jGVYvNcj0xekeTvLSI7OYTZeeLSkyPXEk00PydYyG\ng6JJ9Iwk6QlSaPOfZsK6gZXkRQbcCVa6zjFWO4DrecwmJ6klVy6LocXIUBFCnp9/kRdnX2YtNs+2\n1BbunLiLRG2ZbKVA8XwSJbGILyxw1qtx0gkZlmREQaDhiQhAEgFXTiCFHlvUgHt7ttBpvIznDZPN\nPnDN991qTVIsPoZhLuB5deKx8fWmTnOTuLfb03ieSTwBut9Lx5gjmdy1+RqSFENV+wCHIAw3m2I8\nr4lhXEKSYhjGPKIUo9k8jadKzAyppLQqIwWge4Rg/Ba6Bz+MYfZEL6rGMW54gLPD72elViV+5ouI\nNYGe1hzp8iIdNYWn5JA9G1dUsAWVaijR5dcAHxlIYWMIOmvJcTo7P0xm/6ev2UQWOD7GsQLWXAO/\naoEighuyWO3wwmSNm5aa2IGA1nZoHy+QE0I+u9gmbUFDb2KmZU7WXG40Ibk9zWMZmO6YnG2b7EnG\nWDQdVgSHD/Vk6VEVtsd05IKBqEqsrC1Tq9XwPA/Xdde1+CojIyPk83kqlcpmsuf9+Qxzps3NmQQP\nl+qs2S6rlgMC3JlNYQUhhh+8u1XzI78akcraHOTGogGsazwioYUz0X61S5H9VKIrsqoaOAD5rRjf\n+vfErUUIS5AejnTrU9+InvOjGjmv1RCpxq/uoN+Qj1zp2LL1vRHZ3fPxqNr80p9hrk4x6Y3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Y/I65H2IpnMEbLZIzQax/H9NguLf4Eip2m2ziLLCbpytyGIKmo7j7VWRVrTkHrjYPl4FYvkzf14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SQxHUOLirRmCyAqk0qfvvJiyXCUpl/PkZ4gcOIGZUgrqDnNYwXlggcAPim7PtZs7BtsZ5ULKw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eolDdt28Vz/svPhdsaebeMbLo6mIwrgeT76qRqxvT0oV9G9u2UdHH+1aBOfYGa7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\neiiMrbIS57KlpJubSe5qIPPSS1icL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RodBz//+c/p6upiy5YtrFixgocffphHHnmEsrKy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K7cDZ6tHMKxyZPUJToIk/3vjHXNN4DYdTh/HIHsYL4zw3/hz7k/tpDDQyXj/OTGVm6QS/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\nt8psFHWGo34+dyxBX8jLj2bSfPnkAI+Oxfiz19pb/ze3yh97j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_tracks(S) #particles=[2, 5, 7, 22, 30])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "S.store.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulate timestamps\n", "\n", "Here we simulate some timestamps array one by one. To generate smFRET data in one step (donor + acceptor, single or multiple populations and create [Photon-HDF5](http://photon-hdf5.org) files see the next notebook:\n", "\n", "- [PyBroMo - 2. Generate smFRET data, including mixtures](PyBroMo - 2. Generate smFRET data, including mixtures.ipynb)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "ename": "HDF5ExtError", "evalue": "HDF5 error back trace\n\n File \"H5F.c\", line 491, in H5Fcreate\n unable to create file\n File \"H5Fint.c\", line 1305, in H5F_open\n unable to lock the file\n File \"H5FD.c\", line 1839, in H5FD_lock\n driver lock request failed\n File \"H5FDsec2.c\", line 940, in H5FD_sec2_lock\n unable to lock file, errno = 11, error message = 'Resource temporarily unavailable'\n\nEnd of HDF5 error back trace\n\nUnable to open/create file 'times_47356b_P20_D1.2e-11_P15_D6e-12_75pM_step0.5us_t_max1.0s_ID0-0.hdf5'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mHDF5ExtError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mS\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpbm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mParticlesSimulation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_datafile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'4'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'w'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/src/PyBroMo/pybromo/diffusion.py\u001b[0m in \u001b[0;36mfrom_datafile\u001b[0;34m(hash_, path, ignore_timestamps, mode)\u001b[0m\n\u001b[1;32m 275\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 276\u001b[0m \u001b[0;31m# Load the timestamps\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 277\u001b[0;31m \u001b[0mS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mts_store\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTimestampStore\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile_ts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 278\u001b[0m \u001b[0mS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mts_group\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mts_store\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimestamps\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 279\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' - Found matching timestamps.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/src/PyBroMo/pybromo/storage.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, datafile, path, nparams, attr_params, mode)\u001b[0m\n\u001b[1;32m 246\u001b[0m \"\"\"\n\u001b[1;32m 247\u001b[0m super().__init__(datafile, path=path, nparams=nparams,\n\u001b[0;32m--> 248\u001b[0;31m attr_params=attr_params, mode=mode)\n\u001b[0m\u001b[1;32m 249\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmode\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'r'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'timestamps'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mh5file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/src/PyBroMo/pybromo/storage.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, datafile, path, nparams, attr_params, mode)\u001b[0m\n\u001b[1;32m 70\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Path \"%s\" does not exists.'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mpath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilepath\u001b[0m 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74\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmode\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'w'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/pybromo_env/lib/python3.6/site-packages/tables/file.py\u001b[0m in \u001b[0;36mopen_file\u001b[0;34m(filename, mode, title, root_uep, filters, **kwargs)\u001b[0m\n\u001b[1;32m 318\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 319\u001b[0m \u001b[0;31m# Finally, create the File instance, and return it\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 320\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mFile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroot_uep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 321\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 322\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/miniconda3/envs/pybromo_env/lib/python3.6/site-packages/tables/file.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, filename, mode, title, root_uep, filters, **kwargs)\u001b[0m\n\u001b[1;32m 782\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 783\u001b[0m \u001b[0;31m# Now, it is time to initialize the File extension\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 784\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_g_new\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 785\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 786\u001b[0m \u001b[0;31m# Check filters and set PyTables format version for new files.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mtables/hdf5extension.pyx\u001b[0m in \u001b[0;36mtables.hdf5extension.File._g_new\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mHDF5ExtError\u001b[0m: HDF5 error back trace\n\n File \"H5F.c\", line 491, in H5Fcreate\n unable to create file\n File \"H5Fint.c\", line 1305, in H5F_open\n unable to lock the file\n File \"H5FD.c\", line 1839, in H5FD_lock\n driver lock request failed\n File \"H5FDsec2.c\", line 940, in H5FD_sec2_lock\n unable to lock file, errno = 11, error message = 'Resource temporarily unavailable'\n\nEnd of HDF5 error back trace\n\nUnable to open/create file 'times_47356b_P20_D1.2e-11_P15_D6e-12_75pM_step0.5us_t_max1.0s_ID0-0.hdf5'" ] } ], "source": [ "S = pbm.ParticlesSimulation.from_datafile('4', mode='w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate timestamps for a single population comprised of all the 35 particles in the diffusion simulation:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "S.simulate_timestamps_mix(max_rates=(200e3,), \n", " populations=(slice(0, 35),),\n", " bg_rate=1e3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate timestamps for a two population (respectively 20 and 15 particles) with different maximum emission rates:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "S.simulate_timestamps_mix(max_rates=(250e3, 180e3), \n", " populations=(slice(0,20), slice(20, 35)),\n", " bg_rate=1.2e3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "S.timestamp_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the timestamps and particles (pytables) arrays:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "ts, part = S.get_timestamps_part('Pop1_P35_Pstart0_max_rate200000cps_BG1000cps_t_1s_rs_bfb867')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Slice to get the data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ts[:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can find the name of a timestamps array with:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "S.timestamps_match_mix(max_rates=(200e3,), populations=(slice(0, 35),), bg_rate=1e3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" }, "toc": { "nav_menu": { "height": "155px", "width": "252px" }, "number_sections": false, "sideBar": true, "skip_h1_title": false, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }