{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# testing rock physics models added to bruges\n", "\n", "From this pull request: " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C:\\Users\\ag19324\\GoogleDrive\\PYTHON\\_GITHUB\\bruges\n", "C:\\Users\\ag19324\\GoogleDrive\\PYTHON\\_GITHUB\\geophysical_notes\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import lasio\n", "\n", "%cd ../bruges\n", "import bruges.rockphysics.rockphysicsmodels as brp\n", "import bruges.rockphysics.fluidsub as bfl\n", "from bruges.rockphysics import vrh\n", "%cd ../geophysical_notes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### soft sand model\n", "\n", "Reproducing the results from the example at page 260 of Mavko et al., _The Rock Physics Handbook_ (2009):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 2, "metadata": { "image/png": { "width": 600 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='Mavko_2009_pag260.png', width=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the bulk and shear elastic moduli ($K$ and $\\mu$ from the book's example above, `K` and `G` in the code block below) are in GPa, density is in g/cc, pressure in MPa.\n", "\n", "When calculating the final velocities with:\n", "\n", "$$ V_p = \\sqrt{ \\frac{K + 4/3 \\mu}{rho}} ; V_s = \\sqrt{ \\frac{\\mu}{rho}} $$\n", "\n", "\n", "remember that with these input units the output will be in km/s. To get velocities in m/s just use Pa for the moduli and kg/m3 for density; i.e. `K = K * 1e9` and `rho = rho * 1e3`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hertz-Mindlin pure quartz at effective pressure=20 MPa, phi_c=0.36: K=2.05 GPa, G=3.02 GPa\n", "Soft sand model at porosity=0.30: K=3.05 GPa, G=3.99 GPa\n", "Soft sand model velocities at porosity=0.30: Vp=2.12 km/s, Vs=1.47 km/s, rho=1.855 g/cc\n" ] } ], "source": [ "K0,G0,D0 = 36.6,45,2.65\n", "sigma =20\n", "phi = 0.3\n", "\n", "Khm,Ghm = brp.hertz_mindlin(K0, G0, sigma, phi_c=0.36, Cn=9)\n", "Kd,Gd = brp.soft_sand(K0, G0, phi, sigma, phi_c=0.36, Cn=9)\n", "\n", "rho = D0*(1-phi)\n", "vp_soft = np.sqrt((Kd+4/3*Gd)/rho)\n", "vs_soft = np.sqrt(Gd/rho)\n", "\n", "print('Hertz-Mindlin pure quartz at effective pressure={} MPa, phi_c={:.2f}: K={:.2f} GPa, G={:.2f} GPa'.format(sigma,.36,Khm,Ghm))\n", "print('Soft sand model at porosity={:.2f}: K={:.2f} GPa, G={:.2f} GPa'.format(phi,Kd,Gd))\n", "print('Soft sand model velocities at porosity={:.2f}: Vp={:.2f} km/s, Vs={:.2f} km/s, rho={:.3f} g/cc'.format(phi,vp_soft,vs_soft,rho))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The differences from the book's example (3.05 GPa instead of 3 for the dry bulk modulus, 2.12 km/s instead of 2.05 for Vp, etc.) are probably just a consequence of rounding off floats." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### soft and stiff sand model\n", "\n", "Reproducing the results from figure 5.4.7 at page 261 of _The Rock Physics Handbook_. Will not bother with Raymer-Hunt-Gardner and intermediate stiff sand models. Use different linewidths to better differentiate between Stiff and Soft Sand models. Remember that the P-wave modulus is $K + 4/3 \\mu = \\rho {V_p}^2$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phi = np.linspace(0,0.36,200)\n", "\n", "Kd_soft,Gd_soft = brp.soft_sand(K0, G0, phi, sigma, phi_c=0.36, Cn=9)\n", "Kd_stiff,Gd_stiff = brp.stiff_sand(K0, G0, phi, sigma, phi_c=0.36, Cn=9)\n", "\n", "rho = D0*(1-phi)\n", "vp_soft = np.sqrt((Kd_soft+4/3*Gd_soft)/rho)\n", "vs_soft = np.sqrt(Gd_soft/rho)\n", "\n", "vp_stiff = np.sqrt((Kd_stiff+4/3*Gd_stiff)/rho)\n", "vs_stiff = np.sqrt(Gd_stiff/rho)\n", "\n", "\n", "f,ax=plt.subplots(1,2,figsize=(10,8))\n", "ax[0].plot(phi,Kd_soft+4/3*Gd_soft, '-k', lw=1, label='P-wave modulus Soft Sand')\n", "ax[0].plot(phi,Kd_stiff+4/3*Gd_soft, '-k', lw=3, label='P-wave modulus Stiff Sand')\n", "ax[0].plot(phi,Gd_soft, '--k', lw=1, label='Shear Modulus Soft Sand')\n", "ax[0].plot(phi,Gd_stiff, '--k', lw=3, label='Shear Modulus Stiff Sand')\n", "ax[1].plot(phi,vp_soft, '-k', lw=1, label='Vp Soft Sand')\n", "ax[1].plot(phi,vp_stiff, '-k', lw=3, label='Vp Stiff Sand')\n", "ax[1].plot(phi,vs_soft, '--k', lw=1, label='Vs Soft Sand')\n", "ax[1].plot(phi,vs_stiff, '--k', lw=3, label='Vs Stiff Sand')\n", "ax[0].set_ylim(0,100)\n", "ax[1].set_ylim(0,6.5)\n", "ax[0].set_ylabel('Modulus (GPa)')\n", "ax[1].set_ylabel('Velocity (km/s)')\n", "ax[1].yaxis.tick_right()\n", "ax[1].yaxis.set_label_position('right')\n", "for aa in ax:\n", " aa.set_xlim(0,0.4)\n", " aa.legend(fontsize='medium')\n", " aa.grid()\n", " aa.set_xlabel('Porosity')\n", "f.suptitle('Mavko et al. (2009), Fig. 5.4.7, p.261');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### contact cement model\n", "\n", "Reproducing the results from Dvorkin & Nur, _Elasticity of High-Porosity Sandstones: Theory for Two North Sea Data Sets_, Geophysics (1996), figure 5. The three subplots only differ for the plot of the Oseberg samples at different confining pressures, but it is only relevent for this exercise comparing the plots of the theoretical models which are the same for the three plots." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": { "image/png": { "width": 800 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='Dvorkin-Nur_1996_fig5.png', width=800)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K0,G0,D0 = 38,44,2.65\n", "phi = np.linspace(0.15,0.4,200)\n", "\n", "rho = D0*(1-phi)\n", "Kc, Gc = 36.6, 45 # quartz cement\n", "Kd,Gd = brp.contact_cement(K0, G0, phi, Kc=Kc, Gc=Gc)\n", "vp_cc_qtz = np.sqrt((Kd+4/3*Gd)/rho)\n", "vs_cc_qtz = np.sqrt(Gd/rho)\n", "\n", "Kc, Gc = 21, 7 # clay cement\n", "Kd,Gd = brp.contact_cement(K0, G0, phi, Kc=Kc, Gc=Gc)\n", "vp_cc_cl = np.sqrt((Kd+4/3*Gd)/rho)\n", "vs_cc_cl = np.sqrt(Gd/rho)\n", "\n", "f,ax=plt.subplots(figsize=(5,6))\n", "ax.plot(phi,vp_cc_qtz, 'k-', label='contact cement model, cement=qtz')\n", "ax.plot(phi,vs_cc_qtz, 'k--', label='contact cement model, cement=qtz')\n", "ax.plot(phi,vp_cc_cl, 'r-', label='contact cement model, cement=clay')\n", "ax.plot(phi,vs_cc_cl, 'r--', label='contact cement model, cement=clay')\n", "ax.set_xlim(0,0.4)\n", "ax.set_ylim(0,5)\n", "ax.set_xlabel('Porosity')\n", "ax.set_ylabel('Velocities (km/s)')\n", "ax.legend(fontsize='medium')\n", "ax.grid()\n", "ax.set_title('Dvorkin & Nur (1996), fig.5');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vernik & Kachanov consolidated sandstone model\n", "\n", "Reproducing the results from Vernik & Kachanov, _Modeling Elastic Properties of Siliciclastic Rocks_, Geophysics (2010), figure 4." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='Vernik_2010_fig4.png', width=400)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K0,G0 = 35.7,33\n", "phi = np.linspace(0,.5,200)\n", "\n", "Kd_10, Gd_10 = brp.vernik_consol_sand(K0,G0,phi,sigma=10)\n", "Kd_20, Gd_20 = brp.vernik_consol_sand(K0,G0,phi,sigma=20)\n", "Kd_50, Gd_50 = brp.vernik_consol_sand(K0,G0,phi,sigma=50)\n", "\n", "f,ax=plt.subplots(figsize=(6,6))\n", "ax.plot(phi,Kd_10+4/3*Gd_10,'-g', label='M-modulus 10Mpa')\n", "ax.plot(phi,Kd_20+4/3*Gd_20,'-b', label='M-modulus 20Mpa')\n", "ax.plot(phi,Kd_50+4/3*Gd_50,'-r', label='M-modulus 50Mpa')\n", "ax.plot(phi,Gd_10,'--g', label='G-modulus 10Mpa')\n", "ax.plot(phi,Gd_20,'--b', label='G-modulus 20Mpa')\n", "ax.plot(phi,Gd_50,'--r', label='G-modulus 50Mpa')\n", "ax.set_xlim(0,0.4)\n", "ax.set_ylim(0,80)\n", "ax.set_xlabel('Porosity')\n", "ax.set_ylabel('Dry moduli (GPa)')\n", "ax.legend(fontsize='medium')\n", "ax.grid()\n", "ax.set_title('Vernik & Kachanov (2010), fig.4\\nConsolidated Sandstone Model (CSM)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vernik & Kachanov sandstone diagenesis model\n", "\n", "Reproducing the results from Vernik & Kachanov, _Modeling Elastic Properties of Siliciclastic Rocks_, Geophysics (2010), figure 5." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='Vernik_2010_fig5.png', width=400)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K0,G0,D0 = 35.7,33,2.65\n", "phi = np.linspace(0,.4,200)\n", "\n", "rho = D0*(1-phi)\n", "Kd, Gd = brp.vernik_sand_diagenesis(K0,G0,phi,sigma=50,phi_c=0.4,phi_con=0.3)\n", "vp = np.sqrt((Kd + 4/3*Gd)/rho)\n", "vs = np.sqrt(Gd/rho)\n", "\n", "f,ax=plt.subplots(figsize=(6,6))\n", "ax.plot(phi,vp,'-r', label='Vp')\n", "ax.plot(phi,vs,'-g', label='Vs')\n", "ax.set_xlim(0,0.4)\n", "ax.set_ylim(0,6)\n", "ax.set_xlabel('Porosity')\n", "ax.set_ylabel('Dry velocities (km/s)')\n", "ax.legend(fontsize='medium')\n", "ax.grid()\n", "ax.set_title('Vernik & Kachanov (2010), fig.5\\nSand Diagenesis Model (SDM)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vernik & Kachanov shale model\n", "\n", "Reproducing the results from Vernik & Kachanov, _Modeling Elastic Properties of Siliciclastic Rocks_, Geophysics (2010), figure 11." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='Vernik_2010_fig11.png', width=400)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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Pgt34b3uEQPovwKQa7TGdMhBaZTEwTqaupjZwfZogmoAw2wxCbLQ+EK5R53khom1E1AjC80IQdkdVY6uw/hwDcMeSQ2CMVWWMjWWMfSR+Lg2hr/+cCdnNCRF/HkCsOICaWxysrsFMm9a8FEBLAKdkjm0HMJox5s4Yy4f/+vvTIFSkHcQBbycA06D7bK+CEKK+LCBMIWaMdTZBDyA40CZan18AKMK0Jg6YyToA05mwIyZjjNVkjGk7wacQxqVGMsaGqhNJmLKcT8/ruwxlbIIQobkb5GdK9WWMfSw64GkAdpM4JZgJEw189Wh/AaCcOI5mcwxcXz4impXh9E0QxlIaQtiSGqL+KoyxZuKPoSQIUYy1pzvrhPXnZA7cseQc4iCMf4QyxhIgOJTrEFoIBiEzQsTTf2HoPQHch/BLeB1M2K6WhG2R9e0SuR7CrKdTot0kCKHnQUQRAIZBCD3/TNSovdZkiag3iDEWB+Ha9e0Hk5HNANoxcUtnsaW3HcA9sWvNzWBuKQsh3McgALEAfoUwnqRB/EXeHMAPTM/iQyOcgtDdE0XCZmkZ+Q1Ca/U5AGcI/1t1NOIi0P9jY5f49xVjLNwCXbZkN4BCEHYVfaaVngtCOP8YCNdXDEJXrL6w/pxMgMcK43CMwBibBeAlES02enI2hzH2F4QB+HUyxxoBGEZEvbJcWBbAMoT152Qe3LFwODkIQ46Fw7EVmdoVJvbXXmOMXWZiSAnGWGHG2HHG2G3xbyExnTHGljLG7ohz9r207PQXz7/NGOOb/HA4HE42JlNbLIyxBwDqkNbiLMbYXACviehncdFTISL6gTHWDkKfeTsI/d9LiKgeE1YFh0HYDpUAXARQm4jeZJpwDofD4VjMhxi874z/Bs82QVgRrU7fTALnABRkjJWEsHL2uDiw+wbAcQghPzgcDoeTDclsx0IQZuJcZIwNEtOKq2dxiH/VkUZLQXfh1hMxTV86h8PhcLIhmb01cUMiesqEMNXHGWO3DJwrt9iODKTrZhYc1yAAcHZ2rl2mTBm9BRERGJMzm7WoVCrY2WX/Gd9cp23hOm2HEjQCytH577//xhCRq9WGsip2DIQQC+MgxEoqKaaVxH9xjVYD6KV1fqR4vBeA1VrpOufJvSpXrkz6uHfvHpUpU4Z27dql95ys4uTJkx9agklwnbaF67QdStBIpBydAMIoO8cKY4zlZYzlV7+HsFL7OoSFauqZXf0B7BffHwDQT5wd9imAdyR0lR0D0IoxVkicQdZKTDOb2NhYdOzYEY8ePUL37t0xbdo0tbPicDgcjo3IzK6w4hAC/6nL2UZERxljFwDsZIx9DSHyanfx/MMQZoTdgRCcbgAgrMZmjE0HoF5BPI2IXlsi6NWrV0hJ+S9sUkBAACIiIrBhwwbkyZPHQE4Oh8PhmEqmORYiugeZfQ+I6BWEcBUZ0wlCWA45W+shhPSwCnd3d5w7dw5ffvklTpw4AQDYuXMn7t69i/3796NUKT4ngMPhcKwl+48m2ZjChQvjyJEjGDpUE98PFy9ehLe3Ny5ckAurxOFwOBxzyHGOBQAcHR3xyy+/4JdffoG9vT0A4NmzZ2jcuDG2b9/+gdVxOByOssmRjkXN0KFDERQUhEKFhF16k5KS0Lt3b/z0009QqVQfWB2Hw+EokxztWACgWbNmCA0NRZUqVTRpM2bMQPfu3ZGQkPABlXE4HI4yyfGOBQAqVaqEc+fOoXXr1pq0vXv3olGjRnj06NEHVMbhcDjKgzsWkYIFC+LQoUP4/vvvNWmXL19G3bp1ERIS8gGVcTgcjrLgjkULBwcHLF68GGvWrIGDgzAT+8WLF2jatCl+++23D6yOw+FwlAF3LDJ8++23+PPPP1GkiLAVeUpKCvr164eJEyciPT3dSG4Oh8PJ2XDHoocmTZrg/PnzqF69uiZtzpw56Nq1K+Li4j6gMg6Hw8necMdigPLly+Ps2bNo3769Ju3gwYNo2LAhHjx48OGEcTgcTjaGOxYjuLi4YP/+/Rg3bpwm7dq1a/D29sapU6c+oDIOh8PJnnDHYgL29vaYN28eNmzYACcnJwBATEwMmjdvjlWrVn1gdRwOh5O94I7FDHx9fREcHIxixYRNL9PS0jBkyBB89913OlGTORwOJyfDHYuZNGzYEBcuXICXl5cmbfXq1WjevDlevHjxAZVxOBxO9oA7FgsoU6YMTp8+jV69emnSzpw5A29vb4SHh39AZRwOh/Ph4Y7FQvLkyYOtW7di7ty5EDczw+PHj9GwYUMeIZnD4eRouGOxAsYYxo8fjz/++AMFChQA8F+E5B9++IEvpuRwODkS7lhsQNu2bXH+/HmdCMlz585Fhw4d8Pbt2w+ojMPhcLIe7lhsROXKlREaGqqzmPLo0aOoW7cubt269QGVcTgcTtaS4xxLYmIihg0blikzuAoUKID9+/fDz89Pk3b79m3Uq1cPhw4dsnl5HA6Hkx3JcY5l1KhRWLFiBTw9PXHixAmb27e3t8fMmTMRGBiI3LlzAwBiY2PRqVMnzJo1C0Rk8zI5HA4nO5GjHMv169exdu1aAMDz58/RsmVL+Pv7Iy0tzeZl9ejRA2fPnkWZMmUAAESEH3/8ET179uQ7U3I4nP9rcpRjqVGjBo4dO6ZZOU9EmD59Opo3b46oqCibl+fp6YmwsDA0btxYk7Zz5040atQIDx8+tHl5HA6Hkx3IUY4FAFq2bIkrV66gWbNmmrRTp07B09MThw8ftnl5rq6u+PPPPzFs2DBN2uXLl1GnTh1cvnzZ5uVxOBzOhybHORYAKFGiBIKCgjB9+nTY2Qm3ICYmBu3bt8eECROQmppq0/IcHR2xfPlyrFmzBo6Ojpryxo4diyVLlvBxFw6H839FjnQsgDDIPnnyZJw8eRJubm6a9Hnz5qFx48aZst/Kt99+i5MnT6J48eIAAJVKhVGjRuGrr77C+/fvbV4eh8PhfAhyrGNR07hxY1y+fBlt27bVpJ07dw61atXCvn37bF5ew4YNERYWhrp162rStm7dioYNG+L+/fs2L4/D4XCymhzvWABhHOTQoUOYN28eHBwcAABv377F559/jpEjRyI5Odmm5X300Uc4deqUzmJK9bhLUFCQTcvicDicrIY7FhE7OzuMGzcOp0+fRtmyZTXpy5YtQ4MGDXDnzh2blpcrVy6MGzcOq1ev1oy7vH79Gm3btsXPP//Mx104HI5i4Y4lA59++ikuXbqErl27atLCw8Ph5eWFwMBAm5c3aNAgnDp1SjPOo1KpMGnSJHz55ZeIi4uzeXkcDoeT2XDHIkOhQoWwZ88eLFu2TLMVcVxcHHr16oVBgwbZfKD9008/xcWLF9GoUSNN2u7du/Hpp5/i33//tWlZHA6Hk9lwx6IHxhiGDx+OkJAQVKhQQZO+du1a1KtXDzdu3LBpeSVKlMCJEycwfPhwTdqNGzfg7e3N44xxOBxFwR2LEby8vBAeHo6ePXtq0q5fvw5vb29s3LjRpmMhTk5OWLZsGTZt2gRnZ2cAQpyxjh07YsqUKVCpVDYri8PhcDIL7lhMwMXFBdu2bcPatWs1Ff779+8xYMAA9OvXz+ZjIf369cM///yjiTMGAFOnTkXnzp3x7t07m5bF4XA4toY7FhNhjOGbb77B+fPnUa1aNU36li1b4OXlhbCwMJuW5+XlhYsXL6J58+aatEOHDsHb2xsRERE2LYvD4XBsCXcsZvLJJ5/gwoUL8PX11aTduXMH9evXx/z5823aXVW0aFEcPXoU48eP16Sp93fZvXu3zcrhcDgcW8IdiwXkzZsXGzZswNatW5E/f34AQFpaGsaPH4+2bdvi+fPnNivLwcEBc+fORWBgIPLkyQMASEhIQPfu3TFx4sRMCfnP4XA41sAdixX07t0bly9f1gnPEhQUBA8PDxw5csSmZfXo0QOhoaE6M9TmzJmD1q1b4+XLlzYti8PhcKwhxzmWZ8+eoVWrVrh+/bpN7JUvXx5nzpzBxIkTwRgDALx8+RLt2rXD2LFjbRoOpkaNGrhw4QLatWunSQsODoaXlxdCQkJsVg6Hw+FYQ45yLESEwYMH4/jx46hduzZmz55tk64kR0dHzJ49G8ePH0fJkiU16QsXLkT9+vVtusixUKFCOHjwIKZMmaJxZFFRUWjcuDGWLVvGQ8FwOJwPTo5yLDdv3tQEeUxJSYGfnx8aNGhgs8WOzZs3x5UrV3SCS166dAleXl42XfNiZ2eHgIAAHD58GIULFwYgjPGMHDkSffr04VsfczicD0qOciwff/wxwsPD4e3trUm7cOECatWqhTlz5tik9eLq6oqDBw9i6dKlmnAwCQkJGDBgAHr37m3TdSht2rTBxYsXUbt2bU3a9u3bUa9ePURGRtqsHA6HwzGHHOVYAMG5nD17FrNnz9ZU/CkpKZg4cSIaNWqEW7duWV0GYwwjRoxAaGgoqlatqkkPDAyEp6cnzp07Z3UZasqVK4czZ85g0KBBmrSIiAh4e3tjz549NiuHw+FwTCXHORZAmMI7ceJEya/90NBQeHp6Yv78+UhPT7e6HE9PT4SFheGbb77RpD148ACNGjXC7NmzbVIGADg7O2P16tXYsGGDJjJAXFwcvvjiC4wbN87mWy1zOByOIXKkY1FTo0YNhISEYMaMGZo9UZKTkzF+/Hh89tlnNhl0z5s3L9auXYudO3eiQIECAID09HT4+flh/PjxePr0qdVlqPH19UVISAjKly+vSVuwYAGaN2+OZ8+e2awcDofDMUSOdiyAMKPrxx9/RFhYGGrVqqVJDwkJgYeHBxYtWmSTlkX37t1x5coVNGjQQJN26dIl1KxZEwcPHrTavhp1K6ljx46atNOnT8PLywunT5+2WTkcDoejjxzvWNTUrFkToaGhmDp1qmZ74qSkJIwZMwZNmjTB7du3rS6jbNmy+Pvvv+Hv7w87O+HWv3r1Cp06dcKIESOQmJhodRmAMCX5999/x8yZMzXlPH/+HD4+Pli4cCGfkszhcDIV7li0cHR0hL+/P8LCwuDp6alJ/+eff+Dh4YElS5ZYHQvMwcEBU6dORXBwMFxdXTXpy5cvh7e3N65evWqVfTV2dnbw8/PDsWPHULRoUQBCF9zYsWPx5ZdfIjY21iblcDgcTka4Y5HBw8MDoaGhCAgI0LReEhMTMWrUKPj4+ODu3btWl9GkSROsW7cOXbp00aSpZ3MtWrTIZsEsW7RogfDwcNSrV0+Ttnv3btStW5dHSeZwOJkCdyx6cHJywpQpU3D+/Hl88sknmvRTp06hZs2aWL58udWVv4uLC/bu3YvVq1cjd+7cAISpz2PGjEGbNm1sNrBfunRpnDp1CsOGDdOkRUZGom7duti2bZtNyuBwOBw13LEYoVatWggLC8NPP/0Ee3t7AMImXyNGjEDz5s1x7949q+wzxjBo0CCEh4fDy8tLk378+HHUrFkT+/bts8q+GicnJyxfvhxbtmzROLH379+jT58+GDJkCJKSkmxSDofD4XDHYgJOTk6YNm0aQkNDUb16dU36X3/9ZbPWS9WqVRESEqITzPLVq1f4/PPP8e233yI+Pt4q+2r69OmD0NBQVKpUSZO2atUqNGjQwCZdfBwOh8MdixnUrl0bFy9ehJ+fn2a2VUJCAkaMGIEmTZpYve7FyckJs2fPRnBwMD766CNN+rp16+Dl5YULFy5YZV/NJ598grCwMHz55ZeaNHVMs71799qkDA6Hk3PJkY7FmrGLXLlyYebMmTh37pxO6+XMmTPw8PDAvHnzrI451rRpU1y9elWn4r99+zYaNGhgsxX7Li4uCAwMxC+//KIJbRMbG4tu3bph1KhRSElJsboMDoeTM8lxjuXQoUNwd3dHQECAVetGvL29cfHiRfz00086614mTJiABg0aWL3fS6FChRAYGIhNmzYhX758AIQIxn5+fmjWrBkePnxolX1AGN8ZOnQo/vnnH5QrV06TvmTJEnz22Wc2KYPD4eQ8cpRjUQ+6p6SkYNq0aahRowYOHz5ssb1cuXJh2rRpmgjJai5cuAAvLy9Mnz7dqjhdjDH069cPV65cQf369TXpp06dgoeHB7Zv326xbW3q1KmD8PBwdO7cWZN2/vx51KpVC4cOHbJJGRwOJ+fIeNx8AAAgAElEQVSQ6Y6FMWbPGLvEGDskfnZnjIUyxm4zxnYwxpzE9Fzi5zvi8XJaNiaJ6ZGMsdaWaomJiUGxYsU0n+/du4f27dvj888/x6NHjyy+Rk9PT4SGhmLmzJmabqXU1FT4+/vD29sb4eHhFtsGhF0qT506hSlTpmjGdt69e4fevXvjq6++skko/kKFCmHfvn1YsGCBpgX25s0bdOzYEatXr+aBLDkcjslkRYvlewA3tT7PAbCIiCoBeAPgazH9awBviKgigEXieWCMfQygJ4DqANoAWMEYs7dESJkyZRASEoLVq1ejUKFCmvR9+/ahWrVqmDNnjsVjC46OjvDz88OlS5d0FiNeuXIFdevWxY8//mjVlF4HBwcEBATgzJkzcHd316Rv2bIFnp6e+Oeffyy2rYYxhjFjxuDvv//WmTwQGBiIZs2aISoqyuoyOBxODoCIMu0F4CMAJwA0A3AIAAMQA8BBPF4fwDHx/TEA9cX3DuJ5DMAkAJO0bGrO0/eqXLkyGePly5c0YMAAAqDzqlatGp08edJofkOkpaXRggULKHfu3BLbISEhmvMsLefdu3fUv39/Hdt2dnb0448/UnJyslXa1URHR1ObNm10yihatCgdO3bMJvYzA2v/b1kF12k7lKCRSDk6AYSRDer+zG6xLAYwAYB6kUcRAG+JSD1t6gmAUuL7UgAeA4B4/J14viZdJo/FuLq6Yv369Thz5ozOyvqbN2/Cx8cHffv2xfPnzy2ybW9vjzFjxuDq1ato0qSJju0GDRpg7NixeP/+vcXaXVxcsHHjRuzYsQMFCxYEAKhUKsycORP169e3yVbLRYsWxR9//IFZs2Zput9iYmLQpk0bBAQE2GwvGQ6H8/8Ho0yKdMsY6wCgHRENZYw1BTAOwAAAISR0d4ExVhrAYSL6hDEWAaA1ET0Rj90FUBfANDHPFjH9VzHPngzlDQIwCABcXV1r79y502St6enp2Lt3LzZs2KAzUyxv3rz4+uuv0alTJ82qe3NRqVQ4ePAgVq9erWPbzc0Nw4cP1xmUt4SXL19i9uzZuHz5sibNyckJgwYNQteuXTVOwRpCQkIwf/58vH79WpNWq1YtTJ48GYULF7bavq2Ij4/XzKDLznCdtkMJGgHl6PTx8blIRHWsNmSLZo/cC8BsCK2LBwCeA3gPYCuySVeYHE+ePKEePXpIusdq1apF586ds8immgcPHlCrVq0ktocMGUKxsbFW2U5PT6cFCxaQk5OTju3mzZvT48ePrbJNJDTjnz9/Ts2aNdOxX6JEiWzVxM9OWgzBddoOJWgkUo5O2KgrLFPHWDSFAE0BHBLf7wLQU3y/CsBQ8f0wAKvE9z0B7BTfVwdwBUAuAO4A7gGwN1SepY5FzfHjx6ly5co6lShjjL799luKiYmx2K5KpaL169dTgQIFdGyXKVOGjh49apVmIqJr166Rh4eHju2CBQvStm3brLKr/lKkpaVRQEAAMcZ0xnamTp1KaWlpVuu3FqV8eblO26EEjUTK0alkx1IewHkAd0Qnk0tMdxY/3xGPl9fK/yOAuwAiAbQ1Vp61joWIKCkpiWbMmEHOzs46FXWRIkVo3bp1lJ6ebrHtqKgo6tixo6T10q9fP6scl1r3xIkTdSp/ANSjRw969eqVRTYzfimCgoLI1dVVx76Pjw9FRUVZpd1alPLl5TpthxI0EilHp6IcS1a/bOFY1Ny7d0/WCdSvX58uX75ssV2VSkWTJ0+mIkWK6Nh1dXWl7du3k0qlskr36dOnyd3dXce2m5sbBQUFmW1L7kvx5MkTaty4sUT7kSNHrNJtDUr58nKdtkMJGomUo9NWjiVHrby3BHd3dxw4cAD79+9H2bJlNekhISHw8vLCqFGjLNqNkTGG5s2b48aNG+jZs6cmPTo6Gr169UKnTp3w+PFjAxYM06hRI1y5cgVff/21Ju3p06do1aoVRo4cadWsNAAoVaoUgoODERAQoInGHB0djbZt2+KHH37gCyo5nBxMjnQsgmM2j06dOuHGjRvw8/ODo6MjAGHG15IlS1C1alVs27bNIrvFihXD9u3bcfDgQZ1FiYcOHcLHH3+MX375xeKQ/Pnz58e6deuwf/9+nW2Qly1bBi8vL4SFhVlkV429vT2mTJmCEydOoGTJkpr0uXPnonHjxnjw4IFV9jkcjjLJcY4lPDwc3t7eCA4ONjtvnjx5MHPmTFy9ehXNmzfXpD979gx9+vRB06ZNce3aNYt0dejQARERERg2bJimBRAfH4/hw4fjs88+w82bN41Y0E+nTp1w/fp1dOrUSZMWGRmJ+vXrY9q0aVZHY/bx8cHly5fRpk0bTdq5c+dQq1YtHoafw8mJ2KI/Lbu99I2xqFQq8vHx0YwJtG/fniIiIkzsfZTa2r59O5UsWVJnnMHe3p6+//57evPmjVEb+vpdz5w5Q1WrVtWx6+TkRFOnTrVqZb1KpaJ169ZRvnz5dGzXq1eP/v33X7N1ZiQ9PZ3mzp1LDg4OOvaHDh1KiYmJFus2FaX0Y3OdtkMJGomUoxN88N58x3L79m1JmBU7OzsaPHgwPXv2zOSbr827d+9o7Nixksq0WLFitHHjRoOzxww9bElJSeTv70+Ojo46dqtXr64TFsYS7t69Sw0bNtSxmydPHlqxYoXspAFzvxQhISFUrlw5HfseHh5069Ytq3QbQylfXq7TdihBI5FydHLHYoFjISJ6/Pgx+fr6Sqbj5s2bl6ZNm0bx8fEm/QMyEhERIVlACHH22MWLF2XzmPKwXbt2jerVqydZUzNy5EiKi4uzSCuRsCZl9uzZEsfVsmVLevTokdk6M/LmzRvq1q2b5B5v2rTJYs3GUMqXl+u0HUrQSKQcndyxWOhY1Fy+fJlatGghcQRubm60fv16ixb8qVQq2rlzJ3300UcSRzBkyBDJOhJTH7a0tDRasmQJ5c2bV7Kw0trpvZcuXaLq1avr2HVxcaGNGzdqWi+WfilUKhWtWLGCcuXKJVmvY41T1IdSvrxcp+1QgkYi5ejkjsVKx0IkVHxHjhyRVKwAqGbNmhat+SAiiouLo0mTJklaA0WKFKE1a9ZonJa5D9uDBw8kEYcBUJ8+fSg6OtoirUREiYmJNGHCBEkrrlOnTvTs2TOrvxSXL1+WRDKoUqWKVeuA5FDKl5frtB1K0EikHJ3csdjAsahJTU2ltWvXUokSJSSVdps2bejq1atm2VMTGRlJrVu3ltisU6cOhYaGWvSwqVQq2rJli2RhZdGiRWnLli1WLaw8c+YMVahQQeIMAwICLLapJi4ujvr166djO1euXHrHdSxBKV9ertN2KEEjkXJ0csdiQ8eiJi4ujgICAihPnjySAf6vv/7aopAlKpWKfv/9d8lgNgBq164dvXz50iKtL1++pD59+sg6wnv37llkk4goPj6ehg0bJrHbo0cPq8PNEBFt2rRJ0qXXtWtXm9hWypeX67QdStBIpByd3LFkgmNRExUVRd988w3Z2dlJZk4FBARYND7w/v17CggIkIw3FCxYkJYvX06pqakWaT18+DCVKVNGx2bu3Llp7ty5FtskIvrzzz+pdOnSOnZLlChBBw4csNimmlu3blHNmjV1bJcqVcrqL59Svrxcp+1QgkYi5ejkjiUTHYuaq1evyo5plChRgtauXWvRAP/du3dlY495eHjQmTNnLNIZFxdHI0eOlIyReHh4UGhoqEU2iYjevn1LAwcOlGgdMGAAvX371mK7RMK4TsaWEWOM/Pz8KCUlxSKbSvnycp22QwkaiZSjkzuWLHAsao4dOyb5hQ2AatSoQUeOHLFojODQoUPk5uYmsfnVV1/R06dPLdJ57tw5iU7GGI0YMYLevXtnkU0iolmzZknGn0qXLk3Hjx+32KaaAwcOSMaL6tWrR3fv3jXbllK+vFyn7VCCRiLl6OSOxULHEhMTQ5s3bza7mygtLY3Wr18v6wxatmxp0QynY8eO0YwZMySLNvPnz0/z5s2zaJV9SkoKzZkzR2KzVKlStHfvXrPtEQlfipiYGOrZs6fk2ocOHWrx2h81UVFR1Lx5c8k9+O2338zWqQS4TtuhBI1EytHJHYuFjmXSpEkEgCpXrkxbt241uzsrPj6epk+fLhmAZoyRr6+vZHGhIdQP28OHDyWLCdUa//jjD7P0qbl3755sN17nzp3N0qitk4ho586dkhZGhQoV6PTp0xbpVJOenk5z5syRRDDo27evya0tpXx5uU7boQSNRMrRyR2LBY4lOjpa4hCqVatGO3bsMHvjrmfPntHgwYMlA/zOzs70ww8/WBQrLCgoSBIjDBBimhmK5aUPdTyz4sWL69jLly8fLV682GSnmlHn8+fPqVOnThLHOnbsWHr//r3ZOrU5f/48VaxYUcd2+fLlTdoaWilfXq7TdihBI5FydHLHYoFjiY2NpSlTppCLi4vseMnu3bvNdjARERHUvn17ib3ChQvTggULKCkpSW9euYctJSWFFi5cKNHo6OhI48ePt2is5PXr1zRo0CCJxjp16lB4eLjR/HI6VSoVbdq0SbLNcpUqVejs2bNma9QmNjaWfH19deza29vTzJkzDTpDpXx5uU7boQSNRMrRyR2LBY5FzevXr+mnn36i/Pnzy87O2rdvn9kD8sHBwVSnTh2JvbJly9LmzZtlHZahh+3Fixf0zTffSGZ6lShRgjZs2GDR1sinT5+mjz/+WFJhjx071uA4iSGdjx49opYtW2ZK62X79u0SB9u0aVN6/Pix2TqzE1yn7VCCRiLl6OSOxQrHoiYmJoYmTZok6R4DQF5eXnTgwAGzHEx6ejoFBgZS+fLlZR3WsWPHdM435WELCwujBg0aSOzVrVvXpO6hjCQnJ9P06dMl62nKlClDhw4dks1jTKdKpaJVq1ZJwvFXrlzZ4inUau7fv0/169eXtAblJiIo5cvLddoOJWgkUo5O7lhs4FjUvHz5kiZMmCBZca/uLjp8+LBZDiY5OZmWLl1KRYsWldhr0aKFJtqxqQ+bOoyL3Iy0/v37WzQ9OTIyUjYac/fu3SX2TNX54MED2dbLqFGjKCEhwWyNalJTU8nf318ynjV48GAdu0r58nKdtkMJGomUo5M7Fhs6FjUvXrygsWPHkrOzs6TCrVevHh07dswsB/Pu3TuaPHmyrMPq1asXbdu2zSx9cXFx5OfnR05OTpLB+Dlz5hgcz5FDPU6ScZZXgQIFaOXKlZruNnO+FCqVitauXSvpZqxYsSKdOnXKLH0ZOXXqlCQaQLVq1TRTvZXy5eU6bYcSNBIpRyd3LJngWNQ8ffqUvv/+e0l3EQBq2LAh/fnnn2Y5mKdPn9KgQYPI3t5ex5aDgwN9//33Zkcmvnv3LnXp0kWirWLFinq7swwRHR1N/fv3l+1uCw8Pt+hL8ejRI0kATvU+Mtase3n9+jV98cUXOnadnJxo3rx5dOLECYvtZiVKqWSUoFMJGomUo5M7lkx0LGqePHlCw4cPl7QQAFDjxo3pr7/+MsvezZs3ZR2Ci4sLzZw50+zuoqCgIKpWrZrEXtu2bS3arTE4OJgqVaqkY8vOzo66detm0Ww0lUpFv/76q2QAvnz58mbfu4x2161bJ2kJ1qpVy+w1Oh8CpVQyStCpBI1EytHJHUsWOBY1jx49oiFDhkj2VwFAPj4+Zi8OPHPmjOyAvJubG61du9asqAApKSm0ePFiybRfBwcHGjt2rNkxvRITEykgIEDiTN3c3GjHjh0Wha95/PgxtWvXTnK9w4cPt2rDr1u3blHt2rV1bBYsWJC2b99usc2sQCmVjBJ0KkEjkXJ0cseShY5FzYMHD+jbb7+VrA4HhLAu5qzfUKlUNH36dKpSpYrE1scff0z79+83qxJ/+fIlDRo0SDI9uVixYvTrr7+aHWEgMjJSdofN1q1b0+3bt82yRSRc78aNGyUO0N3dnYKDg822pyYlJYV+/PFHycB+nz59TFqk+iFQSiWjBJ1K0EikHJ3csXwAx6Lm3r17NHDgQMmYCSDsh2JqROGTJ09SamoqrV69WnaTsc8++4xCQkLM0hYeHk6NGjWS2KpVq5bZ3U/qlfuFCxfWsZUrVy6aOnWq2ZMFiITuxQ4dOkj0DR061KrWy5kzZ6hkyZI6NkuXLp0tv9DZUZMcStCpBI1EytHJHcsHdCxqbt++Tf3795f8WgaEMCwXLlwwmF/7YVPHIJNbtNm1a1e6ceOGybrUDqFUqVISW926dTM7cvDBgwdpxIgRkuusVKmSRRGOVSoVbd68mQoWLKhjr2zZslZFTD506JBkxT5jjCZMmGCRE8wslFLJKEGnEjQSKUcndyzZwLGoiYyMpL59+0q6oQBhl0h9LRi5h+3ly5c0YsQIyXiOnZ0dDRgwgB4+fGiyrvj4ePL395dMn3ZycqIffvjB7OCOYWFh5O3tLbnGnj17WrSW5unTp5KYYwBo4MCB9Pr1a7PtqXXu2rVL0sry9PSkiIgIs21mBkqpZJSgUwkaiZSjkzuWbORY1Ny4cYN69uwp62DatGkj6dYy9LDduXOHevToIbHj5OREo0ePNmuK8sOHD6l3794SW8WKFTNpwzJtnWlpafTLL79IxkpcXFxo2bJlZo/lqFQq2rp1q8QRlChRwuww/9o6o6KiJIs1nZ2daenSpRaFw7ElSqlklKBTCRqJlKOTO5Zs6FjUXL9+nXr06CHrYFq1akX//PMPEZn2sF28eFGyHgQQ9iuZNm2aWeMSISEhVK9ePYktDw8PgwPocjqfPXtGffr0kdiqXbu20S5AOZ49eyZZnwKAvvjiC3r27JlJNjLqTE9PpyVLlkjWI7Vu3ZqioqLM1mgrlFLJKEGnEjQSKUcndyzZ2LGoiYiIoF69esk6mBYtWtDSpUtNthUcHCzrFFxdXWnp0qUmjyGkp6fT1q1b6aOPPpLY6tKli+yML0NfihMnTkhmtjHGaOjQoRbNytq7d69kIkOhQoVo48aNRmfJ6dN5/fp18vDw0LFZuHBh2rNnj9n6bIFSKhkl6FSCRiLl6OSORQGORc3Nmzepb9++soP8Pj4+Js/WUqlUtG/fPtlFkeXKlaPNmzeb3BWVkJBAU6dOlSwydHR0pHHjxumsfzH2pUhKSqIZM2ZIxnKKFy9OW7ZsMXvty+vXr+nrr7+Wbe3dv39fbz5DOpOSkmjChAkSJz9gwACKjY01S5+1KKWSUYJOJWgkUo5O7lgU5FjUREZGUr9+/WQdTJMmTUx++NLS0mjDhg2SuFmAsK+MOWtgnjx5Qv369ZNtCa1atYpSU1NN1nX37l1q27at7LVdv37dJBvaHD9+nNzd3XVs5c2bV+84iSk6T548Kblv7u7uVscxMwelVDJK0KkEjUTK0ckdiwIdi5rbt2+Tr6+vrINp3LgxnThxwiTHkJiYSIsWLZKNotygQQOzKsvQ0FDZaACffPIJzZ8/32Q7KpWKdu/eLZnqbG9vT2PGjDE7NEx8fDyNHj1a0tJo0KCBZAq2qV/eN2/eSCYzMMZo3LhxlJiYaJY+S1BKJaMEnUrQSKQcndyxKNixqNmyZQsNHDhQdiV/o0aNKCgoyCQH8+7dOwoICJDshwII053V0X+NoVKpKDAwkMqUKSOx07FjR4qMjDT52mJjY2ns2LGSaytZsiRt3brV7O6xkJAQySZlTk5ONGPGDEpJSSEi87+827Ztk6ylqV69umZbg8xCKZWMEnQqQSORcnRyx/J/4FjUD9u9e/fom2++kXUw9evXp6NHj5pUEb948YK+//572ZhmvXv3pjt37pik6/379zRjxgzJBmgODg40evRos9aYXL9+nZo2bSrbPXbt2jWT7RAJ4yT+/v6S+1SzZk0KCwuz6Mv7+PFjatWqleQ6p02bZlbMNnNQSiWjBJ1K0EikHJ3csfwfORY19+/fp8GDB8s6hnr16pm84dj9+/epf//+ku4jBwcHGjp0qMmLGaOioiQr2dUzqhYvXkzJyckm2VFHAsgYcsXS7rGrV69KFmra2dlRz549LdoOWaVS0YoVKyQTGby9vc2KeGAqSqlklKBTCRqJlKOTO5b/Q8ei5uHDhzRkyBDZcP1169alQ4cOmeRgrl27Rp07d5bYyJMnD02aNMnklseqVatk449VrFiR9u7da3K3VmxsLI0bN84m3WNpaWm0YMECyp07t0STpfuy3L59WzLO5OzsTIsWLbLpokqlVDJK0KkEjUTK0ckdy/+xY1Hz6NEjGjZsmKyDqVOnDh04cMCkyvjs2bPUuHFjiY0CBQrQ9OnTjU63PXnyJKlUKtq5c6dklhYgBMs0NfAmkW27x+7cuUM+Pj4SW76+vhQTE2OWLSLBYc2ZM0dyz5s2bWpwqrM5KKWSUYJOJWgkUo5O7lhygGNR8+TJExoxYoTsjpYeHh60a9cuo7+oVSoVHTlyhDw9PSU2ihYtSgsWLNDbjaStMykpiRYsWCAZ9AaE7ZZNrXwNdY+NHj3arO4xlUpFa9askYwJFS1a1KJ1NERCd1vGe5U/f35at26dRfa0UUolowSdStBIpByd3LHkIMeiJioqikaNGiVZiAgIe7//9ttvRgec09PTKTAwkCpXriyxUapUKVq5cqVk7EROZ0xMDI0aNUoyHpQrVy6aMGGCyRuM6eseK1GihNndY7t376bu3btLrqt169Z07949k+2oSU5OpsmTJ0umhXfo0MGioJtqlFLJKEGnEjQSKUcndyw50LGoefbsGY0ZM0Yy2AyAKlSoQOvWrTM6sJ6amkq//vqr7NRid3d32rRpk2YVvyGdt2/fpm7dusm2gpYtW6aZCmyMiIgI2S4tc7rH1DoPHDggCVmTO3dumjdvnkUzvc6dOydxxIULF6YdO3aYbUtbZ3ZHCTqVoJFIOTq5Y8nBjkXNy5cvyc/PT3YPl9KlS9Py5cuNLvhLSkqiZcuWyW40Vq1aNdq1a5dJg+GnT5+munXrSmxUrlyZfv/9d5NaHuruMTc3N9nuMWOtIO37GRsbSyNHjpTMjPP09LQoSGZCQgKNHDlScn09e/akV69emWVLKZWMEnQqQSORcnRyx8Idi4bXr1/TtGnTJKHn1V1KCxYsoPj4eIM2EhISaM6cObI2KlWqZNJU5/T0dNq+fTuVLVtWtuVhaoWur3usWLFitH79er3jSXL3MzQ0lGrWrKljx87OjkaPHm3RjpUnTpyQtPJKlixJf/zxh8k2lFLJKEGnEjQSKUcndyzcsUiIjY2lOXPmULFixSQVe5EiRWjmzJlGf/W/ffuWAgICZFtBDRs2NClgZmJiIs2dO1eyZwsA6tu3r8mblenrHqtbty6dO3dOcr6++5mSkkI///yzZGyqTJkyZjkENW/fvqUBAwZIdPn6+poU0VkplYwSdCpBI5FydHLHwh2LXhISEmjJkiWyWxMXKFCAfvrpJ6NTcaOjo2n8+PGyEwVatmxJ58+fN6ojOjqaRowYIWl5ODs706RJk0ya+aUOMyMX5t/X11dnrxZj9/POnTvUokULiZ0ePXqYvOeLNvv376fixYvr2CpVqpRRZ6WUSkYJOpWgkUg5Orlj4Y7FKElJSbR69WoqV66cpDLNly8fTZgwgZ4/f27QRlRUFHXu3Fk2GkDnzp3p6tWrRnVERkbKLtR0dXWlFStWmDTAHx8fT5MnT5ZMuc6fPz/Nnz+fkpOTTbqfKpWKNm/eTEWKFNGxU7BgQYumEkdHR1PPnj3Nar0opZJRgk4laCRSjk7uWLhjMZmUlBTauHGj7BRjZ2dnGjlyJD1+/Nigzvv378tGZGaMUa9evejff/81quOvv/6i2rVryw7wm7qC/+7du9SlSxeJjSpVqtCcOXNMvifR0dGy2wU0adKEbt68abIdNXv27JF0QeprvSilklGCTiVoJFKOTu5YuGMxm7S0NAoMDKQaNWpIKlQnJycaPHiw7HoPbZ03b96kL7/8UpLf3t6evv76a3rw4IFBDenp6bRlyxbZvWQaNGhAZ86cMelajh07RlWrVpXY6NSpk8nBNomEPV/Kly+vY8PR0ZEmT55sdtwxU1svSqlklKBTCRqJlKOTOxbuWCwmPT2d9u3bJ9t6sLe3p/79+9OtW7cM6rx06RJ16NBBkt/R0ZGGDBlisAVEJERQnj17Nrm4uEhsdOnSxaRWQ0pKCi1cuFBiw8nJifz8/Eye9ZWQkEATJ04ke3t7HTvly5eno0ePmmRDG2OtF6VUMkrQqQSNRMrRyR0LdyxWow7zIrfBF2OMunfvTuHh4QZ1nj17VnbmlpOTE40YMYKioqIMaoiJiaHRo0dLYnPZ29vToEGDTFrh/vz5cxo4cKBkzYqbm5tZq/evXLlC9evXl1zLl19+afQ6MmKo9XLw4EGzbH0oPvTzaQpK0EikHJ3csXDHYjNUKhUFBwdTs2bNJBUhIEzvNbYb5YkTJ6hhw4ayYzijR482Okng3r17kl0dASES808//WTSvvQrV66kevXqSWw0bNiQwsPDTboX6enptGbNGipUqJCODRcXF1q2bJkmGoGpyLVeihYtatE056wmuzyfhlCCRiLl6OSOhTuWTOGff/6hdu3ayTqYhg0b0h9//KG3BaBSqejYsWOylXvu3Llp/Pjx9PLlS4PlX7x4kZo3by7J7+rqSsuWLTMYqubkyZOUnp5OmzZtkkwDZozR4MGDKTo62qT78OLFC/rqq68kOmrXrk1hYWEm2VBjycyx7EB2fD4zogSNRMrRyR0LdyyZyqVLl6hHjx6SWWCAEFF5+/bten+9q1Qq+uOPP2THcPLmzUuTJk0yuI5GpVLR0aNHycPDQ5K/QoUKtHPnTlnnpn0/3717R+PHj5dMky5YsCAtXrzY5BhmwcHBVKVKFR0bdnZ2NGLECJMDbaqRa724ubll266x7Px8qlGCRiLl6OSOhTuWLOHff/+l9u3by65jqVixIq1du5aSkpJk86pUKtq/f7+sg8ifPz/5+yJBtqQAACAASURBVPsb/MWenp5Omzdvlg2UWbduXUkUALn7eevWLWrTpo0kf5UqVUzeMC0pKYmmT58uWUNTsmRJ2rFjh1lrX6Kjo2W7HHv16mW0NZfVKOH5VIJGIuXo5I6FO5Ys4+TJk/T48WMaPXq0bERlNzc3Wrhwod5ZWOnp6bRnzx7Zac4FChSgadOmGVyFn5iYSPPmzZPdA6ZDhw50/fp1jU45VCoVHTx4kCpUqCDJ36pVK01+Y9y+fZtatWolsdG6dWuzpjifPHlS79jL9u3brd7vxVYo4flUgkYi5ejkjoU7lixDW2d0dDT5+/vLVvKFCxemqVOn6o32m56eTjt27KBq1arJ5p01a5bBKcKvXr2icePGSVoOdnZ2NHDgQNq5c6fB60hKSqJ58+ZJpifb29vTsGHDTBp/UalUtGPHDkk0aGdnZ5o+fbre1ps26vsZExMju0izY8eO9OTJE6N2MhslPJ9K0EikHJ1Z5lgAOAP4AsASALsAbAYwAUB1E/KdB3AFQASAqWK6O4BQALcB7ADgJKbnEj/fEY+X07I1SUyPBNDamGbuWGyLnM7Y2FiaN2+ebLj9fPny0bhx4/ROFU5LS6OtW7dSpUqVJHmLFi1Kc+fOpYSEBL16Hj58SP369ZNML3ZycqKJEycaHRB/8eIFDR48WDJ+ZM74y9u3b2nEiBESDVWqVKHg4GCDeTPez8OHD0sWjLq4uNCaNWs+aOtFCc+nEjQSKUdnljgWAFMAXASwAEBvAC0AdAAwBsBBAMcB1NSTlwHIJ753FJ3FpwB2Augppq8CMER8PxTAKvF9TwA7xPcfi84pl+iU7gKwN6SbOxbbYkhnYmIirVq1itzd3SVOQr2a/+7du7J5U1NTaePGjZKV7wCoePHitGjRIoOr3y9fviw7flKoUCGaM2eOQedEJKxbkVuDY874y4ULF8jLy0t2zETf2he5+/nu3TsaOnSoxI6Pj49Z3Wy2RAnPpxI0EilHZ1Y5lvZGjhcDUMdoIUAeAOEA6gGIAeAgptcHcEx8fwxAffG9g3geE1srk7Rsac7T9+KOxbaYojM1NZW2bt0qO45iZ2dHvXv31huwMiUlhdatWye7j0vJkiVpyZIlBh3Mn3/+KVu5u7m50erVqw22QFQqFf3+++9Wjb+kpaXR0qVLJVsN5M+fnxYuXCgp39D9/PvvvyUtudy5c9OCBQvMXkNjLUp4PpWgkUg5Om3lWJhgy3QYY3YQWiKxJpxrD6HFUxHALwDmAThHRBXF46UBHCGiGoyx6wDaENET8dhd0RFNEfNsEdN/FfPszlDWIACDAMDV1bX2zp07zbquD0F8fDzy5cv3oWUYxRydKpUKISEh2Lp1K27evCk53qBBA/Tu3RvVq1eXHEtNTcWRI0ewZcsWREdH6xwrXLgwevXqhY4dOyJXrlyy5R49ehTbtm1DVFSUzrFSpUph4MCBaNq0Kezs7GR1p6SkYN++ffjtt9+QkJCgSbezs0OnTp3g6+uLAgUKGLz2mJgYrFy5EsHBwTrp7u7u+P777+Hh4QHA+P1MTk7Gxo0bsXPnTqhUKk161apVMWHCBLi7uxvUYSuU8HwqQSOgHJ0+Pj4XiaiO1YZM8T4AtgFwAZAXwC0AzwCMN9V7ASgI4CSAzwDc0UovDeCa+D4CwEdax+4CKALBIfXVSv8VQDdD5fEWi22xRKd6NX/Lli0lLQEA9Nlnn+ntbkpKSqLly5dLtiiG2EW2YMEC2W6ukydPUkpKCq1cuZJKliwpyVurVi06evSowS4uW4y/nDhxQnaCQt++fenZs2cm388LFy5Idr90dHSkKVOmGFwoaiuU8HwqQSORcnQiK2eFAbgs/u0DYCGEMZOrZhUEBAAYD94VpkEpD5u1Os+fP09du3aVdTA1atSgzZs3y1bYiYmJtHTpUlkHU6xYMZo3b57OlsvaOhMSEujnn3+Wnb3WtGlTCgkJMaj5ypUrsutNTB1/SU5Oprlz51LevHklg/LDhw+n1NRUk+5dcnIyTZ8+XRJLrUaNGiZttmYNSng+laCRSDk6s9qxRIjOZBeAJmLaFSN5XAEUFN/nBnAawsD/LugO3g8V3w+D7uD9TvF9degO3t8DH7zPUmyl88aNG9S/f3/JjpKAsE3w4sWLdRyFmsTERFq+fLnsjpiurq40d+5cio+Pl9X5+vVrmjhxIuXOnVuSt0uXLhQREaFXr7Hxl2vXrhm95sePH8tuM1CzZk2TtwggErZpzhgqx87OjkaNGmVyFGdzUcLzqQSNRMrRmdWOZSSAKACHxVZEWQCnjeSpCeASgKsArgPwF9PLQ5iGfEd0MrnEdGfx8x3xeHktWz9C6BqLBNDWmF7uWGyLrXU+evSIRo8eLfk1DwjrWfz9/WXXlCQlJdGKFStktykuWrQoDRo0SG8lGxUVRd99953EqdnZ2ZGvr6/BfWSSkpJo/vz5kvUvdnZ29O2335q0rXFQUJDsRmv9+/c3GqBTTVpaGi1atEiySLVMmTKZEtRSCc+nEjQSKUdnljgWCF1VTCadQezOyo4v7lhsS2bpfPXqFU2fPp1cXV0lFW7u3Llp+PDhshuPJSUl0cqVK2VDvRQpUoRmzZqlNxry7du3qVevXpJ8Tk5ONGrUKINhVfSNv+TNm5emTZtmdHpzUlISzZ49m5ydnXXyFyhQgJYtW2Zy99jdu3epRYsWkmvo0aOHyU7KFJTwfCpBI5FydGaVY1kFYZpwIABfACVsUWhmv7hjsS2ZrfP9+/e0YsUK2fUs9vb21KtXL7p8+bIkX3JyMq1evVp2mnLhwoVpxowZekPFhIeHU9u2bSX58uXLR1OmTDEYpv/q1avUunVrSV43NzfasGEDpaenG7zewMBA6tatmyS/p6cnnT171qR7plKpaPPmzVSkSBEdGwULFqR169bZZGGlEp5PJWgkUo7OrO4KqwpgNICjAEIAzALQGEbGOj7UizsW25JVOlNTUykwMJBq1aolqXQBISZXcHCwpNJMTk6mtWvXykYBKFSoEE2bNk1vJOK//vpLdnOvokWL0qJFiwyGaDl69Kjsuh1PT086ceKE3nzq+3n06FHZ6AMDBw6kFy9emHTPXr58KRvev0mTJhQZGWmSDWM6szNK0EikHJ1Z6lh0MggD8e0ALLOVCFu/uGOxLVmtU6VSUVBQkOy+LADI29ubdu/eLVkwePz4cfr1119lWz4FCxakqVOnyoZ7UUdhrl69uiRf6dKlac2aNXqnGaelpel1au3bt6cbN25I8mjfz6SkJJo5c6ZkckGBAgVo0aJFJof3DwoKklx3rly5aPr06RZPTVbC86kEjUTK0ZnljgVAIQgD8l7qly0EZMaLOxbb8iF1hoWFUffu3WX3halUqRKtWbOGEhMTdXSmpKTQhg0bZGdzFShQgAICAuj169eSstLS0mjTpk2yXWsVKlSg3377Te/q97i4OPL395c4CHt7exoyZIhOC0Tuft6/f5+6dOkiKffjjz+mP//806R7lZCQQD/88APZ29vr2KhevbrJXWzaKOH5VIJGIuXozOqusOkAHgP4G8JCx5MAgm0hIDNe3LHYluyg8/bt2/Tdd99JIhsDoBIlStDs2bMlG2apY5FVrFhRksfFxYX8/PxkB+uTkpJoyZIlkrD26kp6z549escwnjx5QgMGDJAEp8yfPz/NmjWL3r9/b/B+Hj58WHb22Oeff07379836V5dunSJ6tSpo5OfMUZDhw41a3Oy7PB/N4YSNBIpR2dWO5ZIiFGIlfAy5ljmz59vcP1CVqGUhy076Xz+/Dn5+fnJLnzMkycPjR8/nh4/fqyTJzU1lTZv3ixbYefJk4fGjBkjG4k5Pj6eZs+eTYUKFZLk8/LyosOHD+t1MJcuXZLtyitdujT5+fkZHOBXL67Mly+fTl5nZ2fy9/c3OvuM6L+pyRmndLu5udG+ffuM5ifKXv93fShBI5FydGa1Y9kDoJgtCsyKlzHHsmLFCipatChNmjTJpC9pZqGUhy076oyNjaX58+fLLpp0cHCgfv360ZUrV3TypKWl0ZYtW6hq1aqSPLly5aKhQ4fKrmd58+YN+fv7Syp6ANSwYUO990elUtGhQ4dkw7vUrl1bsgNmRp4+fSq7X0uZMmVo165dJs38evDgAbVr105io0uXLvTo0SODebPj/z0jStBIpBydWe1Y6kBYIHkMwAH1yxYCMuNlSlfY06dPqWfPnuTu7k6HDx824ZbbHqU8bNlZZ3JyMq1fv17WWQDCCvmgoCCdSjgtLY127dolu2Wyg4MDDRw4kP79919JWdHR0TR+/HjZVfwtWrSgc+fOyWpMTU2llStXyq7X6dy5M928edPgNZ49e5Zq164tyevj42PS6n/15mTFixfXyZ83b15asGCB3vUz2fn/rkYJGomUozOrHUvE/9i78riY1j/8Fi4ut2amplXRQlJK2SXZkhAJRXaSEtlLlFKRfScuxQ0h2bsUrmS59jWyiyxxrSntc57fHzXzK3OmZmpmdJjn83k/UzPvOeeZc95znnnf70ZKou+7EULs+E0aBGTRJLGxJCYmwsjICEOGDBFZP0NWYMpgYwJPHo+H8PBwdOnShVZgLCwsEBMTU85DiqIoHDlyBO3atRPqz0/1T5c2/82bN/Dx8UGdOnWEtnNycsLNmzdpOWZlZWHu3LlCeb9q1aoFT09PkYXRgP97n6mrqwttO2XKFFpnhO/x6dMneHh4CHG2tLSkzZ3GhOvOBI4Ac3jKW1hSpHEweTVJjfe5ubkIDAyEuro61q5dK7e6F0wZbEzjeenSJZGeZLq6uli2bFk5IzZFUTh58qRIUXJxccH169eFjvf8+XOMGzdOyAuLEAJXV1eRM5E9e/bQxp78/vvvCAwMFBnUCZSIg6+vr9Ax1dXV8eeff4o1ds+dOyfkWq2kpISJEyeWEygmXHcmcASYw1PewrKSEBJBSlK8/LTuxvfv34ednR1at26Nq1evVmkfkoApg42pPJ8+fYopU6YI5dYipMRLa+bMmUJ2hrNnz9JG1RNC0KdPH1q33YcPH2LYsGFCnmDKysoYPXq0UFoaPs/r16/TGvj5P3Aqij9JTU2lzb5sbW2NCxcuVHquCgoKsHjxYqFlPQ0NDezYsQMURTHiujOBI8AcnvIWlmSa9lO6G1MUhb/++guampqYMmWKRO6ZkoIpg43pPD9+/Ijw8HAhGwPfpjJ8+HDcuHGj3DZXrlxB//79aQWme/futBkA7ty5gwEDBtAew8vLC69evRLiSVEUkpKSaO09hoaG2L17t0gPMoqiEB8fT5szbfjw4ULecXRIT09Hv379aO03f/31V6Xb/2gwfWzWNMhVWJjWpBHH8uHDB3h4eEBXVxdxcXFSyb30PZgy2H4Wnnl5edi6datIQ3+PHj2ECoHdunULrq6uQrMRQko8wo4fPy40Nq5cuYJevXoJ9a9bty6mTp2K+Ph4IW48Hg87duygDc5s3bp1hSlivn37huDgYKHklvXr10dISEilno8UReHAgQNCWaPr1KmDoKCgCstC/2j8LGOzpkAuwkIIGUEIUa7gcyNCSGdpEJFmk2aAJH89unfv3njy5InU9gswZ7D9bDx5PB4SEhJgZ2dHKzDm5ubYvn17uaWo+/fvY9SoUbT2lNatW+PgwYNCM4uUlBTY2toK9f/tt98wffp02kzEeXl5WLFiBW3sTO/evYVcqMsiPT0dLi4uQts1atQIu3btqvTH0devXzFjxgyh72hkZISkpCSxzq288bONzR8NeQnLVFJSZCualBTiciWEjCKEhJKSKPz9hJCm0iAizSbtyPvCwkIsWbIEampqmD9/vtR+wTFlsP3MPK9cuQI3NzdaQ7+Ojg4WL15cLr/Y06dP4enpSesRZmZmhh07dpRz3+UvdbVt21aof/369TFz5kzahJOfP3+Gv7+/0CxESUkJo0aNwosXLyo8D3RLax06dBDpEl0WN2/eFCoqRkhJWv6KPNd+BH7msfkjILelMEJILUKIPSEkhBCymRCymhAykRCiLw0CsmiySumSkZGBIUOGwMDAAEeOHKn2/pgy2H4Fnunp6Zg6dSpt8bGGDRti+vTp5YInX758CV9fX6EHPyEETZo0wYYNG8r9AKEoCkePHoW1tbVQ/99//x1+fn60xc0yMjJoU8TUrVsXs2bNwsePH2m/D989mS4tzYgRIyq1v/B4PEyfPl0ow4GKigrWrl0rdu0YWeNXGJvyhMLG8gOEhQ9+NcB+/frh6dOnVd4PUwbbr8Tz06dPiIiIoM1WXKtWLQwZMqRczMfbt2/h5+dHG5WvqamJiIgIIdfmsLAwtGrVSqh/gwYNMGfOHHz48EGIV2pqKvr27Su0DYvFwpIlS0TOorOysuDv7y8UOyOO/SU5ORlv377F8OHDhY5raWkpUWllWeFXGpvygEJYfqCwAP+vBqimpoaQkJAqLY8xZbD9ijzz8/MRHR2NFi1a0NphOnTogLi4OMEv948fP2LBggVChbcIKcmoHBAQIFjySk5OBo/Hw4EDB2BhYUE7Q5o7dy7tbOTMmTO0AZ16enqIiooSOZN48uSJxPaXsufz1KlTtLnWxowZI3btGFngVxybsoRCWH6wsPDx4sULDB48GAYGBkLZdSsDUwbbr8yToigcO3aMNmaEEILGjRtjxYoVgllJTk4OVq1aJeRhRUhJEkkfHx/s3r1bsH8ej4f4+HjagmF//PEHAgMDhaLqKYpCXFwcbdbm5s2bIz4+XqShXhL7y/fns6LaMevXr5dbYHFFHGsqmMJTISw1RFj4SEpKQrNmzeDk5ERbp50OTBlsCp4luHXrFsaMGSO0rMQXgWnTpgmufUFBAaKiomh/5SsrK2PkyJHlMmzzeDzs3buXdoakoqKC4OBgoSJlhYWF2LBhA60dpU2bNjh58iTt9xDX/iLqfD5//hwDBw4U2tbKyqpKdV+qA8XYlC7kKiykxDtMhRCiRAiJIoTcIIT0kgYBWbQfVY+l7PLYggULBAWoRIEpg03BszwyMzMRFBQklLeLLxouLi44f/48KIoSJLykM9oTUpKEsuxMobi4GLt376aNtVFVVcWCBQuEgna/fv2K0NBQqKioCG3TvXt3kZ5gWVlZ8PPzExLK33//HSEhIZUmZz127BjtrGncuHG0dW5kAcXYlC7kLSy3S18dSElmY0tCyA1pEJBF+9GFvl68eIFBgwbByMgICQkJIvsxZbApeNIjNzcXf/75J21afEJKSijHxsaisLBQ4HbctWtX2r7dunUrl4W5uLgYu3btgomJiVBfNpuNsLAwoZxiHz58wKxZs2g91ZydnWkTagKi7S9qamqIioqqcIkrLy8P4eHhQstjLBYLGzZskPnymGJsShfyFpY7pa9rCCEDS/++KQ0CsmiVCUtKSgpycnLEOtHVQWJiIpo2bYr+/fvTeo8xZbApeFYMHo+H48eP00bbk1ID+ZIlSwS2kg0bNohMF9O6dWvEx8cLgi2Li4uxY8cO2pkBm81GaGio0BLZy5cvMWHCBKFAR37uMlGVKE+fPk1rf7GwsMCJEycqPAeiSitbW1vTZk6WFhRjU7qQt7BsI4ScIIQ8JoT8Tgj5gxByXRoEZNEqE5bx48dDR0cHmzZtkrk/fn5+PhYtWgQ1NTUEBAQgOztb8BlTBpuCp/hITU3F+PHjaUsoN2jQAJMnT8bOnTsFfUeOHEkbzW9iYoLo6GhB9D+/zLKRkRHtEtn8+fOFvMgePnwINzc3of516tTBlClTaCP/i4uLsXXrVmhrawtt17t370rrv/z999+0HMePHy+T5bGacM3FAVN4yltYlElJRmNW6f9qhBALaRCQRRNnKezq1avo3r07mjVrVmENc2nh1atXGDFiBHR1dRmVPRZgzk1Rk3i+e/cOISEhtAZyJSUlDBgwAGfOnAFFUUhPT4ePjw/tElajRo2wcuVKfP36FUCJwERHR8PQ0FCo7x9//IG5c+cKBVreuHEDvXv3phW6wMBA2kSr2dnZGDNmjFBmaGVlZUyYMAGZmZkiv3teXh5CQ0OFvg+bzcb69eul+mOuJl3zisAUnvIWFiVSkjdsfun/+oSQdtIgIIsmro2FoigkJibC0tISHTp0wNmzZ8XarjrgVwPs2LEjNm3aJPPjSQNMuSlqIs+8vDxERUXRuhPzl4p27NiBgoICvH37FgEBAbRGeBaLhblz5woe6EVFRfjrr7/QtGlTWsGYPXu20IwkJSUFnTp1EurP4XCwdOlSoVis5ORkvH79GuPHjxeK/G/QoAFCQ0MrXFJ+9uwZ7ZJfy5YtpXatauI1pwNTeMpbWCIJIRsIIfdL/2cTQq5Kg4AsmqTG+7KZZfv16ydWudfqgMfjISoqChwOB+PGjaNdkqhJYMpNUZN58ouJOTo60gqMtrY2QkND8e7dO3z58gURERG0s526devC09MTDx8+BPB/Iz+dA0H9+vUxffr0cvm9+KllWrZsKdRfV1cXmzdvRmFhIYDy5/P27du0NiQdHR1ER0dXaKRPSEignWENGTKkwpxn4qAmX/OyYApPeQvLjdLXm2Xeuy0NArJoVfUKy8/Px8qVK8HlcjF27FihIlDSxtGjRzFz5kyoq6tj+fLlFRZ2+pFgyk3BFJ7bt2+Hp6cn7dJX3bp1MWbMGNy8eRO5ubnYtGkTreFeSUkJAwcOFBjGi4uLsXfvXlrBqFu3LiZPnlwuP1hxcTF27txJ+8A3NDRETEwMTp06JcQ9MTGRdvZlaWkpMm4GKJm5LVy4UGhprX79+liwYEGVE7sy5Zozhae8heUyKUlGyRcYLmGwV1hl+PLlC+bOnQsOhwM/Pz+x6olXBfzB9uDBA/Tu3RsmJiaVxg78CDDlpmAaz/fv3yMsLIw2LxkhBLa2toiPj0d+fj7i4+NpMyTz+x05cgQ8Hk+QKsbKykqo32+//QYvL69yyTQLCgqwYcMGWg76+vrYu3evUDkAfoAl3TaOjo4i3ZqBEo81d3d3oe0aN25cYcaAys5lTQdTeMpbWIaTkviVV4SQhYSQh4SQIdIgIIsmrTiW169fY8KECVBXV8fSpUsrDXiUFGUHG3+JwtjYGH379sWjR4+keqzqgCk3BVN5FhQUYOfOnSKFQ19fH0uWLMGHDx9w5swZ2mSUhBCYmpoiOjoa+fn5gvFEt8/atWvDw8OjnAt8Tk4OIiIiaOvAWFhY4NChQ0IP/ezsbAQHB9Ma+D09PStMsX/u3Dla8evevbtES9FMveY1FXIVlpLjkeakpCbLZEKIqTQOLqsm7QDJtLQ0ODs7Q09PD9u2bZNa0BfdYMvPzxfUfpk9e7ZQENyPAFNuip+B58WLFzF06FDUrl2b1mbi6emJu3fvIjU1FaNHj6btp6Ojg6VLl+LLly+gKArHjx9Hx44dhfrVqlULo0ePFthrgJLZekhICK0DQZs2bWgrZr569Qrjxo0TMvD//vvvCAwMFDmGi4uLsXnzZqHEnbVq1cKUKVPEWin4Ga55TYJchIUQolL6yqFr0iAgiyaryPsLFy7AxsYG5ubmOHr0aLVdlCsabJmZmRgzZgy0tbWxZcuWH5Lgjw+m3BQ/E89Xr15h3rx5tGljCCkpo3zkyBG8ePECM2fOxB9//CHUR0VFBX5+fnj9+jUoisKpU6doK1oqKyvD3d29XO6yjx8/wt3dXWg2QghBp06dcPr0aSHOt2/fhr29vVB/dXV1rFmzRqQN8dOnT5gyZYpQPI+amho2b95c4dj/ma55TYC8hCWh9DWdEPKsTEsnhDyTBgFZNFmmdKEoCocPH4aZmRk6duxYrQEjzrZXrlxB586dYWlpWWHdc1mCKTfFz8gzLy8P0dHRtBHxhJSUDV61ahWeP3+OxYsX09o96tSpg7FjxwqE48yZMyKzNbu4uODatWsCnu/evcOMGTNoHQ26d++OCxculOPLnyHRlQMwMDBAbGyskM2Gj9TUVFpeVlZWOHfuXLXP5Y8EU3jKfSmMSU0eucLKetX06tULV69elXgf4g42iqKwb98+GBgYwMnJCQ8ePJD4WNUBU26Kn5knRVE4c+YMXFxcaMsoN2zYEJMnT0Zqaiq2bt1Km8SSEAInJyecO3cOFEXh/PnzcHBwoO3Xq1cvrF69WjArf/36NXx8fGhLMjs6OgqNfx6Ph5iYGOjr6wv1t7a2FulBRlEU4uPj0bhxY6HtXF1dhdLR/MzX/EdArsJCCPlHnPdqSpNnEsqCggJERkZCR0cHLi4u5ZYTKoOkgy0vLw9Lly6FmpoafH19RZallTaYclP8KjzT09Mxe/ZsobLB/NanTx8cO3YMhw4dgo2NDW2f9u3bCwqVXbp0SWTuMhsbG/z9998CgXn+/Dk8PDxo09A4Ozvj9u3b5bjm5eVhxYoV4HA4Qv3t7e1x/fp12u+Ym5uLBQsWCCW3rFu3LgICAgSZCH6Vay4vyGsprF6pPeU2KQmK5NtXmpDSYMma2H5EduPc3FwsW7YMXC4Xo0aNEqsmS1UH23///Qdvb29wuVysWrVK5vEvTLkpfjWeOTk5iIyMFJlduXnz5tiwYQNOnDiBAQMG0PZp0qQJVq1aha9fv+L27dsYNmwY7YyoVatWiIuLE9g7Hj9+jJEjRwoZ7AkhcHNzw/3798tx/fz5MwICAoSEghACd3d3kSW+X7x4AVdXV6FtNDU1sXXrVtpYm5oIpoxNeQnL1FJ7SkHpK7/dJoRMlgYBWbTKhCUgIACHDh0SudZbHWRlZSE4OBhqamrw8fGp0OWyuoPt7t27cHBwQNOmTWndQaUFptwUvypPiqJw4sQJ9OvXj/ZBr6qqimnTpuH48eMYP348baEyVVVVzJ49Gy9fvsTjx48xYcIEWo8zExMTbNu2TRCdn5aWRvvgV1ZWxogRI4SWbV+9egUPDw8h8apTpw58fX1FJqo8f/48reu0sbExI647SzAYrQAAIABJREFUEzgCchIWQSdCpkjjYPJqlQnL/v37YWVlBXNzc8TGxsrE4+q///7DzJkzweFw4O/vT7tsJa3Bdvz4cbRo0QLdunXDzZs3pbLPsmDKTaHgWTKT8PX1pfUSI4TAwcEBMTExmDdvnpCbLyElMS7u7u64fv064uLiMG3aNNpZhr6+PtatWyeImL916xbtrEhZWRnDhw8XEpi0tDTa/n/88QfCwsJoc5DxUy/p6uoKbTdw4EA8efJEZue1umDK2JTXjKV76asLXZMGAVk0cZbC+LXMbWxsYGxsjK1bt8pkSenly5eYOHEi1NTUEBYWJrO0+UVFRdi4cSM0NTUxbty4CmdKkoIpN4WC5/+RlZWFNWvW0KaDIaTEQ2vhwoVYvnw5bflk/vLXkSNH8PbtWwQGBkJVVVWoj4aGBhYvXiyIVbly5QptJmVRAnP+/HnaxJhaWlqIjIwUzIzKIicnB8HBwUKCV6dOHcyaNYs2W/OPBlPGpryEZUHp6zaaFi0NArJokthY+N429vb20NPTw5o1a/Dt2zextxcXjx8/hru7OzQ1NbF69Wrk5eXJZLB9+fIFs2fPBofDqTT7rLhgyk2h4CkMHo+HxMREkctk9erVw9ixY7Fq1SrY2dnRCoyJiQk2bdqEN2/eICIiAlwuV6gPi8VCUFCQIGX/xYsXKxSYsjYYiqJw6NAhWk82Q0ND7Ny5k3ZV4eXLl7RxM1wuF5GRkTKvtSQJmDI25boUxrRWVeP9lStX4OzsDE1NTURERMgk6v327dvo378/9PT0MGPGDJkZ3p8+fQo3Nzfo6Ohgy5Yt1brJmHJTKHhWjKdPn2L27Nm0aVsIKQl8DA8Ph6urK63Xl5qaGoKCgvDs2TOsXbsWenp6Qn1+//13TJ8+Ha9evQIgmcAUFRVhy5Yt0NHREepvbm6Ow4cPC9kRk5OTcfnyZdrMAubm5pVWvpQXmDI25W1jWURKi3yV/s8mhIRLg4AsWnW9wlJTU+Hu7i64kT58+FCt/dHh0qVLaNu2LZo0aYKoqCjaKb+0jmNrawszMzMkJCRUycDPlJtCwVM8fPv2DVFRUbS5uggp8biaOnUqnJycaFO71K1bF+PHj8fNmzcRFRVFWxPmt99+w/jx4wVLX6IERklJCe7u7uUE5tu3b1iyZAmtALZv375coDD/XFIUhT179tDGzfTt21eiMABZ4Edfc3Ehb2ERymRMSjMd18QmLXfjx48fw8PDA2w2GzNnzpSq3QIoGWznzp1D9+7dYWRkhJiYGJk4EvCzBTRv3hxdu3aVOJiTKTeFgqdkoCgK//77L9zd3WkDH5WVleHs7IzJkyfTPrAJKSlXnJiYiD179tBmB+Cn97906RKAkh86dDVp6ATm8+fPCAwMRIMGDYT69+zZE5cvXxY6l7m5uVi4cKHQNvzEmBVVvpQlaso1rwzyFpY7hJC6Zf6vTwi5Jw0CsmjSjmPJyMiAr68v2Gw2vL29haJ/q4qygy05ORm2trYwMTGRmadaUVERNm/eDG1tbQwbNkysWJvvedZkKHhWHZmZmQgNDaVdhiKEwMzMDB4eHmjdujXt5xYWFti2bRsOHTpEa4wnhMDOzk4QbCmJwLx79w7Tpk2jdZO2tbWlTdP/5s0bjB07lrbyZUhIiFRsj5KgJl5zOshbWPwIIecJIeMJIeNK//aTBgFZNFkFSL579w5z5swBh8PB6NGjhYLAJMX3g41fZbBDhw4wMzPDvn37ZBJrk52djZCQEHA4HEyfPr3SCH6m3BQKntVHYWEh9u3bJ9KQr6qqCldXV9jb29M6A2hoaCA4OBiHDx9Gv379aPfRsmVL7NixA4WFhRIJzIsXLzB+/HihGBglJSWMHDmS9ofSrVu3aA388k7uWpOveVnIVVhKjkd6E0KWlzYHaRxcVk3WkfefP39GWFgYuFwuBg0ahCtXrlRpP6IGGz+RX5s2bWBhYYGDBw/KJPgxMzMTEydOrLTeDFNuCgVP6SI6OhpeXl60GY75s4W+ffvSxrn89ttvGD16NOLi4jBq1CjaYEt9fX2sWbMGOTk5uHz5Mvr06UMrMG5ubuVSxTx48IA2KLNOnTqYNGkS7ZJ1YmIibXVNc3NzHDt2TGbBxXww5Zr/CGHRJIQ4EUL6EUI0pHFwWTV5pXTJycnB6tWroaenh+7duyMpKUmiAVrZYKMoCkeOHEGrVq1gbW1dZeN7ZeAHq+nr62PHjh1CsySm3BQKntIFn+fnz5+xevVqWiM9IQSNGjWCvb29yEqYXbp0webNm+Hr60trL+FwOJg/fz7ev38vUmAIIRgwYEC5H3E3btxA+/bthfrVr1+fNii5uLgYUVFRtMt9PXr0wI0bN2R+Lms65L0U5koIeUEI+YsQEkNK0roMlgYBWbTKhGXXrl1SzRBcWFiIv/76C2ZmZrCyssKePXvEcu8Vd7DxeDzs378f5ubmaN++vcQCJi5SUlLQrl07WFlZ4cSJE4JjMOWmUPCULr7nyePxkJSUBCcnJ9plsNq1a6NDhw4ic5c1adIEYWFhmDdvHm0sTP369TF58mSkp6dXKDAODg6CNPrJyck4e/YsOnfuLNRPRUUFISEhQgGTOTk5CA0NRcOGDYVmR6NGjUJGRobMz2VNhbyF5XbZWQopqXl/WxoEZNEqExb+Mlbv3r1x/PhxqdkxeDwejh49ChsbGxgaGiIyMlKQ8oIOkg42Ho+HvXv3wtTUFDY2Njh58qTUBYaiKOzduxdNmzZF9+7daT1vaioUPKWLing+e/YMfn5+IguRNWnSBNbW1rTxMA0bNoSXlxeCg4NhYGAg9HmtWrXg7u6OW7du4dq1a3BxcaE9hp2dHZYvXw6KogSZNOhcqNlsNhYuXCjIiMzH27dv4eXlJcSxXr16CAgIkGoEP1OuubyFJfW7/5W/f68mNXGWwsoWUDIxMcH69euFBl51cP78eTg5OUFLSwsLFy7E58+fhfpUdbDxa8GYmJigU6dOMpnBFBYWYvPmzdDR0YGtrW21HRXkAabcvD8Tz/z8fOzcuVNkev769evD0tKSNh5GSUkJffv2xdy5c0UWMnNwcMDp06dx584duLu702Ze7tChg6CiK4/HQ1xcHExMTIT68W2J32fWSEtLg5OTE23/NWvWID8/Xy7nsiZA3sKyjBCSRAgZU9qOE0KWSIOALJqkKV1SUlIwaNAggZeUqBTeVUFqaipGjRoFDoeDWbNm4fXr14LPqjvYiouLERsbC1NTU7Rv314mRshv377B09MT6urqGD9+vEyWCaQFpty8PyvPO3fuwNvbW2iJqewspiJ35qlTp4r0Rmvbti327NmDe/fuYezYsbTOAK1atUJ8fDx4PB6KiooQExMDIyMjoX6amppYtWqV0GrCmTNn0KZNG1reO3furNbKBlOuuVyFpeR4ZBAhZCUhZBUhZKA0Di6rVlXj/fPnzwXT+/79++PUqVNSe1C/ePECU6dOBZvNFkQkS2uw8ZfIzM3N0bZtW8GvN2khOTkZnz59wpw5cwTBorLIRlBdMOXm/dl5fv36FZGRkbTliflLYXRLYISUpI0ZO3asyNxmjRs3xurVq5Gamgpvb2/awE5TU1Ps3LkTRUVFKCwsRFRUFG1FSh0dHaxfv77cjITH4yE2Npa2v6WlZZV/vDHlmstdWJjUqusVlpOTg82bN8PMzAxmZmbYvHmz1BJTfvjwASEhIeByubC1tcXly5elsl+g5KaIj4+HhYUFrK2tpVajpexN8fr1a3h5eUFNTQ3h4eFyDzSrCEy5eX8VnhRF4cKFCxgxYgRtcCMhBLq6uqhbt67Q+7Vr10bfvn0xYMAAkfVj/P39sWnTJkyfPp3W5dnIyEiQtbygoACbNm1Co0aNhPrp6elh8+bN5fL25eXlYeXKlbSlBezs7ASZBOR1LuUFuQgLISSbEPKVpmUTQr5Kg4AsmrTcjSmKwqlTp9C/f3+oq6vDz88Pz58/l8q+c3JyMGXKFOjr66Nr165SXcbi8Xg4ePAgrKysYGlpif3790t9Gv/o0SO4ublBS0sL69evl3kVS3HAlJv3V+T5/v17LF26FIaGhrQCo6KiQpuWn5CSqH4nJyfa8sa1atXCqFGjkJycjICAANo6NHp6eli/fj1yc3ORl5eHdevWQVtbm3bJKyoqqpxH55cvXxAYGEgby+Pi4iK27ZEp11wxY5GDsJTFkydPMH36dHA4HLi4uCAlJaXaQpCcnIzCwkLs2LEDlpaWMDMzQ3R0tFSMhcD/c4S1bt0aFhYWVY7kr+imuH79OhwcHGBoaIhdu3bJJFOAuGDKzfsr8+Sn8R8wYACtIV5ZWZl2lsBfJnNwcECTJk1oP7e3t8e+ffsQEhJCm8BSQ0MDixYtwufPn5Gbm4uVK1dCQ0NDqJ+xsbFQ3r7MzEx4e3sL2XaUlZXh4eEhyOYsz3MpC/wIG0tnQsjY0r/VCSEG0iAgiybLAMmvX79i/fr1aNasGVq1aoXo6GiREeuVoexg46dzcXBwgLa2NiIiIvDp0yepcKYoCgkJCWjbti3MzMywZ88eiVJZiHNTnD59Gu3bt4elpaUgH5S8wZSbV8GzBBkZGQgKChIZWNmwYUNaI72ysjLat28Pc3Nz2u1atmyJyMhILFy4kFY4VFRU4O/vj8zMTOTk5GDJkiW0YmZiYoJdu3aVu1ceP34MNzc3ob716tWDn5+fyHuWKddcrsJCCAkmhBwlhDwq/V+HEHKhkm30CCHJhJD7hJB7hJCppe9zCCEnCSGPS1/Zpe8rEULWEkKekJKkl9Zl9jW6tP9jQsjoyvhWJizS8E/n8Xg4fvw4HB0dweVyMWfOHImXyUQNttu3b2P06NFgs9mYOnWq1JJe8lPF8IPYdu3aJdVAToqicODAAZiamsLW1hZnz56tJmPJwJSbV8GzPAoLCxEXF4du3brRCoWysjKtDYWQkpxf1tbWtIZ+bW1tLFiwAIsWLaK1rdStWxdeXl548uQJvn79ivDwcLBYLKF+zZo1Q0xMTLl75dq1a+jZs6dQXxaLhcWLFwt5nDHlmstbWG6VPvhvlnnvTiXbaPPFgRDyByHkESGkBSFkKSFkTun7c0ip2zIhpA8pcWNWIoR0IIRcxv+F6FnpK7v0b3ZFx65MWDp37oxOnTohOjq6XKngquLhw4eYNm0aOBwOBgwYUC5qvSJUNthevXoFPz8/cDgcuLm5SZzuXhQoisKJEyfQuXNnGBkZYcuWLRXaSCS9KYqKirBt2zYYGBigV69eUnVQqAhMuXkVPEXjwYMHmDlzpsjlsHr16tG+/8cff6BVq1a0AtSgQQP4+Phg6dKltFUqlZWVMXToUNy8eRNfvnxBcHAwbdyNsbExtm3bVq520smTJ2kzPuvo6GDTpk2Cvky55vIWliulrzdKXxtUJiw0+zhMCLEnhDwkhGjj/+LzsPTvzYSQYWX6Pyz9fBghZHOZ98v1o2uVCUtRUREOHz4MJycnsFgseHp64sqVK9VevuF7k7Vs2RImJiZYs2ZNhbMjcQdbVlYWVq5cCX19fdjZ2eHo0aNSs2WcPXsWDg4OFZZlrupNUdYTp3///uUSCcoCTLl5FTwrR35+PmJjY9G1a1daIVFSUqKN6ldSUoKJiQmtjUVZWRmDBg1CREQE2rZtS7tfR0dHpKSk4MOHDwgKCqIVGENDQ2zdulUgGnx3f2NjY9q+MTExOHXq1A87l5JAWsKiVLKviqGkpDSLENK0VBgiSEnq/FgA6yrduGT7JoSQs4QQc0JIBgBWmc8+A2ArKSklEEIWAzhf+v4/hBB/QkhXQkg9AOGl7wcRQvIALP/uGJ6EEE9CCOFyua3j4uLEoUbev39PkpKSyPHjx0m9evVI3759Sc+ePYmKiopY29MBAElNTSWHDh0iV69eJd27dyfOzs7EwMCgXL+cnBzSsGFDsfdbXFxMUlJSyN69e0lBQQFxdXUl9vb25LfffqsyVz4ePnxIdu7cSe7du0cGDx5MBgwYQBo0aFAlnt+jsLCQHDlyhMTGxpJWrVqRMWPGEH19/Wpz/h7V5SkvKHhKhoyMDHLs2DGSmJhIsrKyhD6vVasW4fF4Qu+z2WyirKxMPn78KPRZ8+bNSZs2bUhaWhq5ceOG0OdmZmbE3d2dmJubk4MHD5L4+HiSk5NTro+mpiYZPnw46d27N6lTpw4pLi4mx44dI3/99Rf59OlTub56enpk/PjxpEuXLkRJSUnSUyA3dOvW7TqANtXekbgKREpEZRkpSZtvL8F2DQkh1wkhLqX/f/nu88+lr38TQjqXef8fQkhrQshsQkhgmfeDCCEzKzpmVYz3PB4P//zzD4YNGwZVVVW4u7vj9OnT1Z4ZvH79GiEhIdDW1oadnR3i4uKqPT2mKAqnT59Gnz59oKmpibCwMKkFLNKVZZbWL9fs7GxERERAXV0do0ePlmqGA0AxE5A2ahrP/Px87N69W6QtRlSrV68erY2FkJI4Gh8fH/Tv35/WTmNmZoaYmBi8f/8e4eHhtC7Penp62Lhxo8CbMycnB4sXL6adNVlbW8slTX9VQeS8FDadENJI4p0TUoeUpIKZUea9H74UVhk+fPiANWvWwNzcHEZGRli0aFG5VCxVQWFhIfbu3QtbW1vo6upiwYIF2L9/f7X2CQB3797FuHHjwGKx4OPjgydPnlR7n0D5ssyurq5SLcv85csXzJ8/HxwOBxMnTsTLly+lst+a9iAUBQXP6uPhw4eYNWuWyNgXOpEghEBLS4vW06x+/fpwc3PDoEGDaKP5GzdujHXr1uHt27eIiIigtQHp6upi3bp1Ai9R/jinS3FjY2ODM2fO/OCzKAx5C0swKfHsOkcI8SGEaIqxjRIpSbG/+rv3l5HyxvulpX/3JeWN93y7DoeUpOlnl7Z0QginomNLM0Dy8uXLmDBhAlgsFvr3748jR46I5UlVEW7fvg1PT080bNgQQ4cOxfnz56v9C+bNmzeYO3cu1NTU4OLiIpV9AiUuoS4uLlIvywyUBM35+fkJvN/evn1brf3V5AdhWSh4Sg9JSUnYs2ePxLOYhg0b0taGIaQkst7FxYX2cy6XiwULFiA9PR1Lly6lTf+vra2N1atXCzzD3r9/Dzc3N1rHA3t7e7k5t4gDuQqLoDMhFoSQhYSQB4SQU5X07Vx68u6QEq+yW6TE80uNlCxzPS595eD/QrSBEPKUEJJKCGlTZl/jSIkb8hNSGktTUZNFHEt2djaioqLQsWNHaGtrY+7cudWeHRw9elRQQMnS0hJbtmypduqY7OxsrF27FkZGRmjbti1iY2PLebFUBcnJyXj37h0CAgIEZZmlWc8mMzMTvr6+4HA4mDNnTqWlkiviyQQoeEoPZTk+fPgQs2fPFpnKX9TMRtSsp1mzZujfvz/t7KR+/frw8fHBnTt3sGLFCmhqagr10dTUxPLly5GdnY3k5GS8fv0aPj4+tDOiAQMGyNy5RRz8KGHRIoRMIYRcIBJ6hcmzVSYsVQ1o5OPu3buYPn061NXV0b17d8TGxlZpn/ybomwBJTU1NcyYMQOPHz+uFsfi4mIcOnQIdnZ20NXVRUREhFQe2GXLMg8ZMgQ3b96sFs+yyMjIgKenJ9TU1GgLNEnCsyZDwVN6oOOYn5+PPXv2oHv37hLNYkTNYDgcDuzt7WkzMysrK2Pw4ME4c+YMVq9eTZsqhsPhYMyYMYLgyfT0dIwdO1Yo84CSkhKGDh2Khw8fyvks/h9yFRZCiDch5AwpWQ5bQAhpIY2Dy6pVJiydOnVC165dsWXLFto6KeIiPz8fe/fuhb29PdTU1ODr6yvRrw66myI9PR3+/v7gcrlwcHDAwYMHq730duPGDYwaNQosFgve3t4SzzboeGZnZ2PFihXQ0dFB3759BRX9pIEnT55g1KhRUFdXR2hoKLKysqrMsyZCwVN6qIzjo0ePMHv2bNoIfFGtVq1atHaY2rVro2PHjiJLNNva2mLfvn1Ys2YNdHV1aZff/Pz8BEu+Dx48oI3ir1WrFkaPHi01e6kkkLewLCaEtJLGAeXRxJmx7N+/Hy4uLlBRUYGLiwv2799frZnMs2fPEBQUhEaNGqFNmzbYsGFDpSlZKrop8vLysGPHDnTq1Am6uroICQmpNB9RZXjz5g2CgoKgoaGBPn36iF2BsjKemzZtgpGREWxsbKQaY/Pw4UOMHDkS6urqCAsLq1RgmPAgBBQ8pQlxORYWFuLAgQPo06cPbY4yUU1UVuYWLVqILAtgYmKCDRs2YN26dbTlAerVqwcfHx9Bpo5bt27RFhqrVasWxo4dK3XvyYrwQ5bCmNIksbF8/vwZW7duRbdu3QS1UqrjZlxcXIzExES4urpCVVUVQ4cORVJSEm1uLnFvitu3b8Pb2xtsNhsuLi44ceJEtR7eubm52LJlC8zMzNCyZUtERUVVKKri8CwuLsbevXthZWUlcNGsrm2HjwcPHmDEiBFQV1dHeHi4SIFhwoMQUPCUJqrC8eXLlwgLCxNZE0bULIbufS6XC0tLS9rPNTU1ERoaisjISNr6LrVr18aYMWMEKwgXL16kTRNTq1YtjBs3Ds+ePZPy2ROGQlikJCxl8fLlSyxduhSWlpbQ1dXFrFmzcPPmzSp7V338+BHr16+HtbU19PT0EBgYWG56K+lNUbaAkrGxMZYvX16t+BWKopCUlARHR0doaGhg/vz5tJ5ZkvDk77N79+7Q19fHmjVrpFaz5f79+xg+fDi4XC5tDXMmPAgBBU9pojoceTweTp06hWHDhomcmdA1OlfmOnXqwNTUlDa9/u+//46BAwciMjKSNv2LkpIShgwZghs3bgAAzp07hx49etAKkYeHh1Q9M7+HQlhkICxlcffuXQQEBKBx48YwMzPDokWLqlWL5datW5g6dSq4XC7s7Oywfft2HDt2rEr7oigK//77L0aOHAlVVVWMHDkSFy5cqJZ7cVpaGiZOnAgWi4UxY8bg1q1bgs+qevNevnwZLi4u4HK5CAkJkVoQ5/379+Hu7g4ul4tFixYJBIYJD0JAwVOakBbHjx8/Yu3atSKXt+iaqCU1PT09kSllXF1dsXbtWpElmB0dHXH+/HkAQEpKCq0bde3ateHp6YkXL15I5buXhUJYZCwsfPB4PJw7d05QNbFz586IjIys8kOyoKAA+/fvR9++fdGwYUOMHz++WjEnHz58wPLly2FsbAwLCwtERkYK/ZKXdH8LFy6Ejo4OunfvjiNHjuCff/6p8v6AkqWs8ePHC+JVpHVDpKWlYdiwYQKB+fvvv6WyX1mDCQ9sgBk8pc2RoihcvXoVEydOpM0TJklTUVER6TRgZ2eHxYsXw9HRkfbzLl26ICkpCRRFITk5mVaI6tSpAy8vL6kKjEJY5CQsZVFQUIDDhw/D1dUVKioqcHJywp49e6oce7Jv3z4sXrwYJiYmaNasGSIiIqoc4c/j8XDy5Em4uLiAxWLBy8ur3KxDUhQUFGDnzp1o3bo1dHV1sWbNGrG9s0Th1atXmDVrFthsNkaPHo179+5Va398pKWlYejQoWCxWIiIiJBKxmpZggkPbIAZPGXJMScnB9u3b4etrW21BEZZWZl2BkNIScZkf39/DBw4kHaJrU2bNti3bx+Ki4tx+vRpWi516tSBt7e3VDJYKITlBwhLWWRlZWH79u2wt7cHi8XC6NGjceLEiSoV0OLXBvfw8ACLxUKfPn2wb9++KleSfPXqFRYsWABdXV107NgRMTExVfZ4oygKa9euhaurK9hsNqZMmVJtP/tPnz4hPDwcmpqa6N+/P/79999q7Y+Pbdu2wc3NDRoaGli8eHGNFRgmPLABZvCUF8cHDx7Az89PIrdlusZms2mX0FgsFsaPH48hQ4bQujobGxtj06ZNyM3NxalTp2BjYyPU57fffsOkSZOqNYNRCMsPFpayePPmDVatWoXWrVtDS0sL06ZNw9WrVytd3qK7KXJycvDXX3+ha9euUFdXh6+vb5WDEIuKinDw4EE4ODhAXV0dM2fOrJIo8Hm+fPkSc+fOBZfLRe/evXHs2LFqe6dt2LABTZo0ga2tLRISEqq1Pz7Pu3fvwtXVFRoaGli4cKFUCrtJE0x4YAPM4ClvjoWFhTh48CD69esnkdvy961evXq0DgO1atVC3759MXjwYNoUMPwx/fHjR5w8eRKdOnWincF4eHhUyU1ZISw1SFjK4sGDBwgKCoKhoSGaNWuGkJAQkQ/zym6Kp0+fIigoCHp6erCyssLatWurbNt58uQJZs+eDS6Xi27dumH37t1iz4i+55mXl4dt27bBysoKTZs2xdq1a6u1TFZUVITY2FhYWlqiRYsWiI6OrtJs7Xue9+7dw/Dhw6Gmpobg4GCplXquLpjwwAaYwfNHcnz9+rVgKbuqAqOkpCQy4t/a2hoDBw6kTTnTsGFDzJgxAy9evEBSUhI6dOhAK1IjR47E/fv3xf5OCmGpocLCB0VRuHjxIqZMmQJNTU1YW1tj2bJlyMjIEPQR96YoLi7GiRMnBCn9hwwZgoSEhCpF5POzBfTo0QNcLhczZ86sNBJfFE+KonDu3DkMGTJEKstk/MqWvXr1go6ODiIiIiTKjCCK56NHjzB27FhBLrL//vuvyhylASY8sAFm8KwJHPn3uqenZ7UM/qLKLzdq1Aj9+vWjTSlTu3ZtjB49GqmpqUhKSqK1wSgpKcHV1RV37typ9LsohKWGC0tZFBUV4eTJkxg3bhzYbDZsbW2xceNGHDp0SOJ9ffr0CZGRkejQoQM0NTUxY8aMKieve/z4Mfz9/aGpqQk7Ozvs2rWL1hYjzs2bkZEhWCZzdHTE8ePHq7WsdevWLYwcORJsNhvTpk0Ty9W7Mp7p6emYOHEi2Gw2ZsyYIdVSAJKgJjwMxQETeNY0jt++fcOuXbvQs2dPkan7K2vKysq0y2wNGjRAjx49aCtVEkLQr18/nD17Fsn2dInRAAAgAElEQVTJybRxMISUJLu8du2aSP4KYWGQsJRFfn4+Dh06BDc3NzRo0AC9e/dGTExMlVyEHzx4gLlz50JPTw+tWrXCqlWr8O7dO4n3U1BQgH379sHe3h7q6uqYPn060tLSBJ9LcvPm5uYiOjoalpaWaNasGdatW1ct9+eMjAzMmjULHA4Hw4YNEwSR0UFcni9fvsSUKVPAZrMxefLkcrNIeaCmPQxFgQk8azLHFy9eIDQ0FIaGhlWexdAZ8pWUlNCuXTu0bNmSdpuOHTvi4MGDOH/+PPr06UPbx9HRERcuXBDirBAWhgpLWRw7dgy7du1Cv379oKKigsGDB1cpZxk/gpgfMOnk5IT4+Pgq2SmePHmCgIAAaGlpwdbWFjt27EBiYqLE+6EoCmfPnsXgwYPB4XDg6+uLR48eSbwfPr58+YJly5ahUaNG6NGjB44fPy7kHCHpQyYzMxMzZ84Em82Gp6enXFJmADX7YVgWTODJBI4URWH16tUYM2aMSHuKOLMYuvebNm0KKysr2s9MTEywdetWXLx4EQMHDqTt0717d5w+fVpwLymE5ScQlrI3xcePH/Hnn3+iW7duAvflxMREie0oX79+xbZt29C1a1eoqalh0qRJuHz5ssQBmIWFhdi/fz8cHBygoqKCqVOnVjnuJCMjAwEBAeByuejTpw8SExOrvExWUFCAmJgYWFhYwNzcHNu3b0dBQQGAqj9k/vvvP0GtmTFjxlRLAMUBEx6GADN4MoEj8H+e2dnZ2LZtG7p06VLlWQxdY7FYsLCwoK31oqWlhfDwcJw9exZDhw6lXaKzsbHB8ePHFcJSUWOisJTF69evsWrVKrRr1w5cLheTJk3CuXPnJH4Yp6enIzQ0FEZGRjA1NUVERESVMiTHxsZi3rx50NbWho2NDWJiYgTV8SRBbm4uoqKiYGlpCRMTE6xZs6bKrsD8nGQ9e/aErq4ulixZgqNHj1ZpX3x8/PgRwcHBUFNTg7u7u9QCOL8H0x6GNRlM4AjQ83zy5AmCgoKgr69fJTGhEwhlZWU0a9ZMZM6ySZMmISkpCaNGjRKVWFMhLKIa04WlLJ48eYLw8HCYmZlBT08Ps2fPxo0bNySagVAUhfPnz2PChAlgs9mwt7fHrl27xM4YwOfJ9+F3dHQU1J9JTU0Vm0dZPmfPnoWbmxtYLBYmTpwolseKKNy8eRMjRoyAiooKZsyYUW2bSVZWFhYuXAgul4vBgwdXK4MBHZj8MKxpYAJHoGKe/KwZ7u7utLErVW1aWlq0rspKSkpwdnbG3r174eHh8f0sRyEsotrPJCxlcefOHQQEBKBJkyYwMTGpMEZGFHJzc7F792707t1bUCbg7NmzFQoVHc/nz58jKCgIOjo66NSpE7Zv316l1DZv3rxBSEgIdHR0YGtriz179giWtiTF3r17MXPmTHA4HAwfPrxCQ784yM7OxrJly6CtrY0+ffoIkgNWFz/Dw7CmgAkcAfF5fvnyBVu3bpXqUlmDBg3A5XJpP2vfvj02btyIyZMn892dFcIiqv2swsIH32/e19cXWlpatDEy4uD169dYunQpzMzMYGBggODgYNpo3Yp4FhUV4fDhw+jTpw/YbDa8vb1x7dq1Ktl04uLiYGdnB21tbcyfP1/iZTs+zy9fvmDJkiVo1KgRunbtiiNHjlTL9TkvLw+RkZEwMDCAra0treNAVXjWdDCBJxM4AlXjmZ6ejrCwMJEVK6uydCYqJU2TJk0QFhamEJaK2s8uLGVRXFyMU6dOCWJkOnfujHXr1iEzM1PsfVAUhWvXrmHKlClQV1dHly5dEBUVJYiml8SNNywsDE2aNEGrVq2wbt26KkW7p6amwtvbGywWC4MHD0ZycnKVKl0WFhYiNjYWbdq0QdOmTbFhw4Zq1YYpKirCzp07YWZmBisrK0FyQEnxMz8M5Q0mcASqx5P/Q5Jf7E9axn6FjUUhLGIhPz8fR44cwfDhw6Gqqopu3bph06ZNeP/+vdj7KCgowMGDB+Hs7AxVVVUMGzYMixcvlsg7je/+PHToUKiqqmL48OFVqsqZlZWFdevWwdTUFGZmZtiwYUOFMTGVZQgYOHAg1NTUMGfOnGqVeebxeDh8+DDatWuHZs2aITo6WqLlu1/hYSgvMIEjID2e+fn5OHDgAJydnWk9wCRtdevW/d6uoxAWUe1XFZayyM3Nxf79+wUp/h0cHBAdHS3RDOL9+/dYv349TE1NoampiWnTpuH69esSLQN9+PABa9asQcuWLWFkZISFCxdKXBqAoij8888/cHFxAZvNho+PD63HlrjOEL6+vmCz2Rg+fHiFUcji8urZsyf09PSwZs0asexMv9rDUJZgAkdANjz592e7du2kMosp9SRTCIuophCW8sjOzsbu3bvh7OyMP/74A/369cOOHTvEThyZnJyMhw8fIigoCAYGBmjRogUWLVokUXpuiqJw5coVeHp6gs1mw8nJCYcOHUJhYaFE3+Xly5cIDAyEpqYmunXrhvj4eMFsSpLz+fnzZyxbtgx6enro0qULDh48WKVlLT6uXLmCgQMHQkNDA+Hh4RXmOPuVH4bSBhM4ArLn+eDBA8ybN6/KrsuKGYtCWKqFrKwsxMTEoG/fvlBRUcHAgQOxZ8+eCm0PZXnyXZcnTpwIDoeDrl27lrPHiIOcnBxs27YNNjY20NLSgr+/v8RBiQUFBYiNjYWNjQ10dXURGhqK/fv3S7QPoMQOs2fPHrRr1w5GRkZYu3Ztteq43L17FyNHjhQkvHz79q1QH8XDUHpgAkdAfjx5PB6Sk5MxduzYqkb5K4RFVFMIi3j49OkToqKi0KtXL6ioqMDNzQ0HDhwQSikjimd+fj72798vsMe4ubkhISFBolnI/fv3MWvWLGhoaKBLly6IiYmR2G351q1bmDBhAho2bIihQ4fi3LlzEntt8YutDRo0CGpqapg9e3a14mHS09MxadIkwdJd2SSaP/q6iwsm8GQCR+DH8Pz27RtiY2Ph4OAgSe0YhbCIagphkRz//fcfIiMj0bVrV7BYLIwYMQJHjx5FQUGBWDw/fPiAjRs3omPHjtDQ0MCUKVNw5coVsR/wBQUF2L9/PxwdHcHhcODt7Y3r169L9B2OHj2KVatWoWnTpjA3N8f69eurVCfm2bNnmDZtGthsNoYOHYorV65IvA8+MjMz4e/vDw6Hg1GjRiEtLa1GXfeKwASeTOAI/HiemZmZWL16NVq3bq0Qlqo2hbBUD2/evMHatWthY2MDDoeD3r17IykpSWzPsCdPniAkJARGRkYwMTFBeHg40tPTxT5+RkYGQkNDBW7L69evF8vpgH8+KYrCqVOnMHjwYLBYLHh6elYpWPLLly9YsWIFGjdujM6dO2P//v1VtsN8/vwZ4eHh0NDQQOfOnaVWjlmWqKnjsyyYwBGoWTzv37+PwMBA6OnpKYRFkqYQFukhIyMD3t7egrxlEydOxOnTp8V6wFIUhX///Rfe3t5QU1NDly5dsGXLFrGLd/FTXZR1W64opoXufL558wZhYWHQ09ND+/btsW3bNonznBUVFWHfvn3o2LEjDAwMsGLFiirnOPv27Rt8fX3LlWOuTrClLMGE8ckEjkDN5Mlf/vXy8ipboEwhLKKaQlikCz7Pp0+fIiIiAq1atYKWlhYmT54sdnJMfnyMi4uLoETA4cOHxY7/+PDhA1avXg1zc3MYGRkhPDwcL1++pOVJh+LiYhw5cgR9+vSBmpoapk2bVmnlTDpcunQJw4YNE9hOqlIxMzk5uVw5ZnNzc/z1118Se8jJGkwYn0zgCNR8ngUFBTh8+LBCWCpqCmGRLuh4Pnz4EKGhoTAzM0OjRo0wffp0sdPzf/r0CZs2bYKNjQ3U1dXh4+ODS5cuibUt323Z29sbHA4HDg4O2LNnD/Ly8sQ+n8+ePUNAQIDAZTkuLk7i/GSvXr3CvHnzoKGhAUdHR4lKAXzvZZeYmIhu3bpBT08Pq1atqpZXmjTBhPHJBI4Ac3gqhEUhLHJDZTzv3r2LoKAgNGvWDAYGBvDz88PVq1fFEoqnT58iNDQUTZs2RbNmzRAaGkqbr4wOubm5iI2NRc+ePaGmpgZnZ2eJAjgLCgqwe/du2NnZQUtLC/PmzROrBHJZ5OXlCSpmNm/eHBs2bKhUGESdzytXrmDw4MFQV1dHYGBglaqBShNMGJ9M4Agwh6dCWBTCIjeIy5OiKNy4cQMBAQEwNjaGgYEB/P39xUpKSVEULl26BB8fH6irq6Njx45Yv349/vvvP7GO/fz5c4wZMwYGBgawsLDAqlWrxN4WAO7duwdfX19wOBz069cPCQkJEhnqKYrCmTNnBGljZs6cKdJhobLz+ejRI0ycOBFsNhuTJk0SW2ilDSaMTyZwBJjDUyEsCmGRG6rCs6zIGBkZwdDQEP7+/mLNKAoLC5GQkIBhw4ZBVVUVffr0wa5duypNIJmcnAwej4fTp08LyjS7uLggISFBbI+2nJwcREVFoU2bNmjcuDEWLlxIG+RYEdLT0zFr1iyoqalh4MCBOHPmTLnvLO75zMzMxNy5c6GmpgY3N7dqlwGQFEwYn0zgCDCHp0JYFMIiN1SXJ0VRuH79OubMmQNDQ0MYGhpizpw5YolMdnY2duzYgd69e0NVVRUjRozA8ePHaYXie55fvnzBn3/+iQ4dOkBbWxv+/v4SGeyvXr0KDw8PsFgsuLq6VuiRJor7xo0b0bx5c1haWiIqKkoiWxAfX79+xfLly6Grqwt7e3ucPHlSLp5kTBifTOAIMIenQlgUwiI3SJMnX2T8/f1haGgIIyMjBAQEiFUV8+3bt1izZg3atWsnCMIsa/SviGdaWhpmz54NLS0tdOrUCVu2bBE7ePLz589Yt24dWrRogebNm2P16tUSJfPk8XhITEyEo6MjNDQ0MGLECIkTcQIlNqFt27bB1NQUrVu3xt69e6uV36wyMGF8MoEjwByeCmFRCIvcICue/Dow/v7+MDAwgLGxMQICAnDz5s1KRebRo0cICQlB06ZNYWxsjODgYOzYsaPSYxYWFuLIkSMYOHAgWCwWRo0aJVhCE4fv2bNnMWzYMLBYLIwdO1ZsbzY+Hjx4AGdnZ7DZbAwbNgwXL14Ue1s++Gn7bWxsYGhoiI0bN0ocmyMOmDA+mcARYA5PhbAohEVukAdPiqJw9epV+Pn5oUmTJjA2NsbcuXMrFRm++/HUqVPBZrPRtm1brF69Wiy7yLt377By5UqYm5vD0NAQoaGhYmdsfvfuHRYvXgxDQ0NYWlpi48aNYgdNJicn48uXL1i5ciUMDAzQrl077Nq1q0olmc+fPw8nJydoampiwYIFEtXeEYdnTQcTOALM4akQFoWwyA3y5skXmdmzZ6NJkyZo2rQp5s2bh1u3blUoMqdOnUJSUpLAcN+rVy/ExMRUWBys7PEmTZoEDocDe3t77N69WygZJx342QH46WPGjx9faTxP2fNZXFyMQ4cOoVu3btDR0UFYWJhE3mx8pKWlwcPDQ+BJ9vjxY4n3URHPmgomcASYw1NawqJMFFCghkFJSYm0adOGLF26lDx79ozs2rWLFBYWkgEDBpDmzZuTwMBAcufOnZJfRmVQq1Yt0qtXLxITE0PevHlDxo4dS+Li4oienh4ZNmwYSUhIIEVFRSKPt2HDBvL69Wsybtw4Eh0dTXR1dYmPjw+5du2a0LH4UFZWJj179iT79u0jDx48IMbGxmTYsGHE2tqaREZGkq9fv1b4XWvVqkUGDBhATp8+TRITE8mLFy9Is2bNyOjRo8m1a9fEPmempqZky5YtJC0tjbDZbNKxY0cyaNAgcvHiRbH3oYACUoM01KmmNcWMRbqoKTz5y16zZs1C48aN0axZMwQGBuL27dugKEokz/fv32Pjxo2CSH9vb2+cP3++UtvIixcvEBoaCkNDQ7Rs2RIrV64UazbB4/Fw4sQJDBo0CCwWCx4eHuUyPVd2Pj98+IAlS5agcePG6NChQ5WWyXJycrBu3ToYGBjAxsamSoXMasp1rwhM4AgwhydRLIUphEVeqIk8KYrC5cuXMWvWLOjr68PExAQjR47EnTt3KhSMZ8+eITw8HKampmjSpAnmzp1LW+a4LPjFk0aNGgVVVVU4Ozvj8OHDYuX2yszMxKJFi2BgYAArKytERkYiISFBrO/IXybr0aMHtLS0MH/+fIm9yYqLixEXF4e2bduiadOmiIyMFNvQXxOv+/dgAkeAOTwVwqIQFrmhpvPkR+27urpCX18fzZs3R1BQEFJTU0WKDD+Ac+bMmdDR0YGVlRWWL1+OV69eVXisrKwsbNmyBZ06dYKmpiZmzpyJu3fvVsqRx+MhKSkJgwYNQsOGDeHh4YGrV6+K/R3v3bsHb29vsFgsDB06FBcuXJDIG43v0ebk5AQNDQ2EhIRUOvuq6dcdYAZHgDk8pSUsChuLAoyHkpISad++PfH29ibPnz8n27dvJ9++fSN9+vQhLVq0IMHBweTevXtC21hZWZHly5eTjIwMsnz5cpKWlkZatmxJevToQaKjo0lWVpbQsVRUVIiHhwe5cOECSUlJIXXq1CG9evUi7dq1I5GRkeTLly+0HJWVlUmvXr1IfHw82b59OzEwMCBDhgwhrVu3Jps3bybZ2dkVfscWLVqQjRs3kvT0dNK+fXsyevRo0qZNG7Jt2zaSn58v1jmytbUlR44cISkpKeT169fExMSETJo0iTx+/LjS7RVQQCJIQ51qWlPMWKQLpvLk8Xi4ePEiZsyYAT09PZiammL+/PkVzjDy8vKwb98+ODs7C9L7Hzx4EPn5+SK3KS4uxrFjxzBkyBCoqqpi6NChSEpKEmnT4PPkB066uLiAxWJhwoQJuHbtmljflcfj4e+//4ajoyO4XC7mzJkjtqs0H2/fvkVgYCDU1dUxcOBAXLhwgZZnTQYTOALM4UkUS2EKYZEXfgaePB4P//77L6ZPn45GjRrB1NQUwcHBFYrMp0+f8Oeff8LOzg4cDgcTJkzAmTNnKgym/PjxI9atWwdra2vo6elh3rx5Qq6/dDzfvHmDhQsXokmTJrC2tsbmzZsrdZPm49GjR5g6dSo4HA5cXFyQLGHqmZycHKxfvx6Ghobo1KkTDhw4gOLiYkZcdyZwBJjDUyEsCmGRG342nnyRmTZtGho1aoQWLVogJCQEaWlpIrfJyMjAkiVLYGFhAT09Pfj5+eH27dsVHuf27duYNm0auFwubG1tER0djezs7EoF8Pjx44LMAJ6enrh+/bpY34ufm8zU1BTm5ubYtGlTpYk7y6K4uBj79u1Du3btYGxsjGnTpuHbt29ib/8j8LONzR8NhbAohEVu+Jl58ng8XLhwAVOnToWuri7Mzc2xYMEC3L9/X+Q2qampmDNnDvT19WFubo6IiIgKl6EKCgpw4MABODk5gcVioXfv3khJSal0VvH69WuEhYVBX18frVu3xp9//inWLIaiKJw6dQoDBgyAmpoaZsyYIVHqfYqicO7cOXTq1AkaGhoIDg6uUtCmPPAzj80fAYWwKIRFbvhVePJ4PJw/fx6+vr7Q0dFBy5YtERoaKjIjMo/HQ0pKCjw9PaGmpgZbW1ts2rQJHz9+FHmMzMxMeHl5oUWLFjAyMkJYWBgyMjIq5MW34fBzjE2cOFHsWUx6ejpmz54NdXV19OvXD0lJSRJVunzw4AE8PT3BZrPh5eVVpVLMssSvMjblBYWwKIRFbvgVefJ4PJw7dw5TpkyBtrY2LCwsEBYWJvLBWlBQgEOHDmHIkCFQUVHBgAEDEBcXRxszwreBXL58GV5eXoI0MrGxsZXGmLx69Uowi2nTpg3+/PNPsUoZf/v2DVu3boWlpSVMTEywdu3aSrM7lz2fb9++RVBQELhcLpydnXH+/PlKjykP/IpjU5ZQCItCWOSGX50nj8fD2bNnMXnyZGhpacHS0hILFy7Eo0ePaPtnZWVh27Zt6NmzJ9hsNsaMGYOTJ08KvMS+58kvsWxvbw8OhwMvL69K843xZzEDBgwQzCbEKQTGj2cZMmQI2Gw2Jk+eLHJGRnc++YZ+IyMjdOzYEfv375dp6v7K8KuPTWlDISwKYZEbFDz/j+LiYqSkpMDHxweamppo1aoVFi1aJDLp45s3b7By5Uq0bt0a2tramD59OjZt2iRSNF68eIGwsDAYGRmhRYsWWLZsGTIzMyvk9OrVK4SGhkJPTw9t27bF1q1bxTLav3z5EvPmzYOGhgZ69eqFo0ePlhOJis5ncXEx4uPj0b59exgZGWHDhg0/xNCvGJvShUJYFMIiNyh40qO4uBhnzpzBpEmToKmpCSsrK0RERODJkye0/e/fv4+goCDo6OjAxMQEoaGhIo3qFEUhJSUFY8aMAYvFgpOTEw4cOFBhzrDi4mIkJCTAyckJbDYb3t7euHXrVqXfIy8vDzExMWjbti0MDQ2xYsUKfPr0SazzSVEUzp8/D2dnZ3C5XAQFBUlcyrk6UIxN6UIhLAphkRsUPCsHP+7D29sbGhoasLa2xuLFi2mF4/Tp07h48SImT54MLpeLDh06YN26dSI9r7KzsxEdHQ1bW1twuVxMmzatUlfnly9fIiQkBI0aNUL79u0RHR0t1izm0qVLGD58OFgsFvr164fU1FTxTgCAhw8fYuLEiYJgT0nKQFcVirEpXSiERSEscoOCp2QoLi7G6dOn4eXlBS6Xi9atW2PJkiV49uwZgPI8CwsL8ffff8Pd3R2qqqpwdHTE/9o787ias/+Pvw6G6TumvaxtlilU0i5aMYmWSVlDsq/ZkozJkMY2IzuTrRhLYkKiyBZtlqKSprrCWJuxDINS6f37o+v+yi0ybnXvzHk+Hp9Hn/u5Z3l9zqdP7855n/M+u3btqtEI5Ofn0/z586lt27ZkbGxM69ate+8stNLSUoqOjqb+/fuTsrIyTZkyhTIzMz94Dw8ePCAfHx9q3bo12dnZ0a+//kqlpaW1uv/CwkL6/vvvSU1NjVxdXencuXMftWDzY5CWZ/4hZEUnNyzcsNQbXOc/p7S0lE6ePEkTJkwgNTU1MjMzowkTJtDNmzfF0v7999+0a9cucnJyIgUFBfLy8qJjx45V+we9rKyMjh8/TkOGDCEFBQUaOHAgHTt27L2O9Nu3b9OCBQuoTZs21L17dwoPD3+vX+TMmTNUUlJCERERZGVlRZqamrRs2TJ69OhRre795cuXtGnTJurQoQOZm5tTZGSkxB390vjMq0NWdHLDwg1LvcF1SobS0lKKj48nZ2dnUlVVJXNzc/rxxx/p1q1bYmkLCwtp3bp1ZGlpSerq6jR16lRKSUmp9j//J0+e0MaNG8nMzIxat25NAQEB711vUlpaSocOHSInJydSVlamadOmVRva5t32vHz5Mnl7e4t2yqyN/4aowghGRUWRlZUV6ejo0Lp16z4qIsD7kPZn/hZZ0Skpw1Jn0Y0ZY9sZY38wxq5VuqbMGItnjOULfyoJrzPG2FrGmIAxlskYM66Ux1uYPp8x5l1XejmcuqZJkybo3bs3Zs+ejQcPHiA4OBh5eXkwNTWFpaUlVq5cid9//x0AoK6ujqlTpyIlJQXJyclQV1fHqFGj0LFjRyxYsAC5ubmicpWUlDBp0iRcvHgRJ06cQGlpKWxsbNCjRw9s3bpVbBfLJk2awM3NDceOHUN6ejoUFBTQp08f9OzZE7/88guKioqq1W9iYoLw8HDk5eWhXbt26N+/P2xtbXHgwAGUlZXVeN+NGzeGu7s7kpKSsGvXLpw5cwba2tr47rvv8PDhQwm0LEfqkIR1qu4AYAPAGMC1StdWAAgQngcAWC487wcgFgADYAnggvC6MoAC4U8l4bnSh+rmPRbJwnVKlnd1lpSU0PHjx2ns2LGkoqJClpaWFBISIrYiv7y8nC5fvkwzZ86kVq1akYmJCYWEhND9+/fF6igpKaHDhw/TN998QwoKCjRixAg6ffp0javuS0pKKCoqihwdHUlFRYWmT59O4eHh772PkpISioyMpJ49e5KGhgYtWbKE/vzzz1q1QX5+Pk2ePFnU+3lfnLb3IavPXFqBLAyFAdB+x7DkAmglPG8FIFd4Hgpg6LvpAAwFEFrpepV0NR3csEgWrlOyvE9nSUkJxcXF0ZgxY0hFRYW6d+9Oq1atojt37lRJV1ZWRvHx8aLpyL1796awsLBqV9MXFhZSSEgIGRgYkLa2Ni1cuLBaH89bCgoK6NtvvyVlZWWytramXbt2UVFR0XvvKT09nXx8fEhRUZF8fHxqtViTqGLb6EWLFpG6ujo5OzvT2bNnP8rR/2945tKErBqWv975/qnwZwyAnpWunwJgCsAPwHeVrgcC8PtQvdywSBauU7LUVmdJSQnFxsaSj48PKSsrk5WVFa1evVpsl8tXr15RZGQkubm5iRz5hw8fFlvz8rbHM2XKFFJRUSEHBwf65ZdfanTgx8fH04EDB6hPnz6kqqpKM2fOfG9wTqIKQ7FkyRJq27Yt9ezZk/bt21erLZxfvXpFoaGh9NVXX5GpqSlFRETUahbav+2ZNzSSMiysoqy6gTGmDSCGiPSFn/8iIsVK3z8lIiXG2FEAS4koUXj9FAB/AA4AmhFRsPB6IIBXRLSymrrGAxgPAGpqaiaRkZF1dl+S4sWLF2jevHlDy/ggXKdk+Sc6S0tLkZ6ejrNnzyI5ORmampqws7ODjY0N1NTUROmeP3+OhIQEnDx5Erdu3YKtrS169+4NfX19NGr0/y7VkpISJCUlIS4uDjk5ObCxsYGTkxM6d+4MxpiYzvv37+Po0aOIjY2FpqYmXFxcYG1tjaZNm1ar982bN0hMTERUVBTu378PNzc3ODs7Q1FRsdr0bykvL0dKSgoiIyNRWFgIT09P9O/fH3JychJry4ZAVnTa29unEZHpJxckCetU0wE+FPZeZOW/GK5TsnyqztevX9PRo0fJ29ublJSUqGfPnrR27Vq6d/VYuUkAACAASURBVO9elXS3bt2ipUuXkr6+PmlqalJAQEC1Cx7v3r1LS5YsoY4dO5Kuri4tXbqU7t27V63O169fU2RkJPXq1YvU1NTIz8/vgxGPr169SmPGjCFFRUXy9vau9S6Zqamp5OnpSSoqKjRv3rxqfUn/lWdeX0BGh8J+RFXn/QrheX9Udd5fFF5XBnATFY57JeG58ofq5YZFsnCdkkWSOouLiykmJoZGjhxJSkpKZG1tTevWrRMLq5KRkUH+/v7Utm1bMjQ0pOXLl1c7OSAxMVFkBCwsLGj//v01bsucn59P/v7+pK6uTvb29hQREfHekDOPHj2iZcuWkaamJllZWdHevXtrNUwmEAho6tSppKSkRD4+PlWmRv8Xn3ldIvWGBcBeAA8AlAK4C2AMABVU+E/yhT+VhWkZgA0AbgDIAmBaqZzRAATCw6c2dXPDIlm4TslSVzqLi4vpyJEjNHz4cJFDf+vWrfTkyRNRmjdv3tDZs2dp3LhxpKysTLa2trR58+YqaYgqohgHBASQnZ0dqaqq0rRp02p0yBcXF1NERATZ29uTuro6+fv71xiUk6hiHU1UVBTZ2dlR69atKSgoqFbxxR49ekSLFy+mFi1akJOTE506dYpOnz5dy9ZpWGTld1PqDUtDHtywSBauU7LUh85Xr17R/v37ycPDg+Tl5cnFxYV2795dZe+W4uJiOnjwIHl6epKCggJ5eHjQ4cOHRb2Itzpv3LhBCxYsIC0tLeratSutWrWqxrhmubm55OfnR2pqatSrVy+KjIx8by8mMzOTxo0bR4qKijRixAi6ePHiB++tqKiItmzZQnp6etSxY0favXt3rXo+DYms/G5yw8INS73BdUqW+tb57Nkz2rlzJ/Xr14/k5eVp0KBBFBUVVWUK8dOnT2nLli3Us2dPUlNTI19fX7Hw/m/evKGTJ0+Sl5cXKSgokLu7Ox05cqTa2VvFxcW0Z88esrW1pRYtWlBAQMB7t0d+/PgxrVixgrS0tMjCwoJ27979XoP0Vs+SJUvI1taWNDU1KSQkpFZbNzcEsvK7yQ0LNyz1BtcpWRpS559//kmhoaFkb29PSkpK5O3tTXFxcVX+4xcIBLRw4UJq3bo1de7cmZYtWya2juavv/6i0NBQsrS0pJYtW9KcOXNqXOSYk5NDM2fOJFVVVXJycqKYmJgaY4aVlZXRwYMHycHBgVq2bEkLFy587340b9vy4sWLNHjwYFJWViZ/f3+xKdkNjaz8bnLDwg1LvcF1ShZp0Xnv3j1avXo1WVpakpqaGk2aNIkSEhJEq/NPnz5NiYmJNH78eFJWVqbevXvTzp07xeJ8Xb9+nfz9/alVq1Zkbm5OmzZtoqdPn4rV9+rVKwoLCyMzMzPS1tamZcuW1TikRkSUlZUlCsM/fPhwSktLE0vzblsWFBSQr6+vyGjWJpJzfSAtz/xDcMPCDUu9wXVKFmnUWVBQQEuXLiVDQ0Nq06YNzZo1izZt2iQaCisqKqLIyEhydnYWTRs+depUlRAxpaWlFBMTI/LrDB06lOLj46sNI3Px4kXRSv3hw4dTcnJyjSvunzx5QsuXL6e2bduSjY0NHTx4sMZtnt/y+PFjWrJkCbVq1YqcnJzqNHR/bZDGZ14d3LBww1JvcJ2SRdp1ZmdnU2BgILVp04bat29P8+fPr7L+5eHDh7Rq1Srq1q0baWho0Lx588RW5P/555+0Zs0aMjIyIk1NTVq0aJHYcBpRhQFYuXIldejQgYyMjGjz5s01Rj4uKSmhvXv3krm5ObVv357WrFlDR48efe+9FBUVUWhoKLVv356srKwoOjq6xnhpdYm0P/O3cMPCDUu9wXVKFlnRefr0abp8+TL5+flR27ZtSV9fn4KDg0UblhFVzOqaM2cOtWrViszMzGjdunVigSjT09Np0qRJpKSkRM7OzhQdHS3m8H/z5g3FxcWRq6srKSsrk6+vb407UJaXl1NSUhJ5enqSvLw8zZ49u9qtBypTVlZGERERZGRkRPr6+vTLL7/U60wyWXnm3LBww1JvcJ2SRRZ1vnnzhs6fP0+TJk0iVVVV6tmzJ23atEm06VdZWRnFxcWJdsL85ptvKCoqqsrMrhcvXtD27dvJ0tKS2rRpQwsWLKDbt2+L1Xvr1i369ttvqUWLFtSrV6/37l65d+9emjVrFikrK9PAgQMpOTn5vfdUXl5OcXFxZGdnR1paWrRu3br3bnYmKWTlmXPDwg1LvcF1ShZZ1/n69WuKjo6mwYMHk7y8PLm5udH+/ftF05efPXtG27dvJ1tbW1JTU6MZM2ZQRkZGlTIyMjJo6tSppKysTP369aNDhw6JGY+3U5Z79uxJbdq0oUWLFomFdXmr8fnz57R69WrS0dEhCwuLWgWxTElJITc3N1JXV6fg4GCxRaKSRFaeOTcs3LDUG1ynZPk36Xz27BmFhYVRr169SElJiUaPHl1l35cbN25QYGAgaWhokImJCW3YsKHKH/CXL19SeHg4WVlZUevWrem7776rNqR/RkYGTZw4kRQVFWnQoEGUmJhI5eXlYhrf7lZpbW1NGhoatGLFimpnqFUmOzubRo4cScrKyjRnzhyxmGuSQFaeuaQMS53tIMnhcP79yMvLY9SoUTh58iSysrLQuXNnzJo1C1paWvD398eLFy8QFBSEmzdvYsmSJTh//jx0dHQwdOhQxMfH4/PPP4e3tzeSkpJw4sQJ/P333zA1NYWTkxOioqJQWloKADA0NMSmTZtw69Yt9OjRA6NGjYKpqSmOHz+O169fi/S83a3y3LlzOHjwIDIyMtCuXTv4+vri1q1b1d5D586dsWPHDqSnp+P169fQ19fH+PHjIRAI6qMJ/51IwjpJ28F7LJKF65Qs/wWdWVlZFBAQQBoaGmRgYFAl6OXjx49p/fr1ZGxsTJqamrRgwYIqEwJevXpFv/zyC1lbW1PLli1p3rx5Vb4nqvD5xMTEkKmpKbVo0YICAwOrjX5MVBG9ee7cuaSiokJDhw794CZkf/zxBwUGBpKqqioNGzaMsrOz/3E7vEVWnjl4j4XD4Ugr+vr6WLp0KW7duoX169dDIBCga9eusLe3x+HDhzFy5EikpaUhOjoaz549g7m5ORwcHLBr1y4QEYYPH45z587h9OnTKC4uhpmZGZydnREbG4vy8nI0atQI/fv3x48//ogzZ87g0aNH6Ny5M7y8vHDhwoUqWtq0aYNly5ahoKAAJiYmcHFxQZ8+fRAfH4+Kv6VVUVNTQ1BQEG7cuAF9fX3Y29tj0KBByMzMrK/mk30kYZ2k7eA9FsnCdUqW/6rOoqIiOnDgALm6upKCggKNHDlS5I8pLi6m/fv3k5OTEykpKdH48ePp0qVLorwvX76kbdu2kbGxMbVr145WrFhBjx49qqLx6dOntHLlStLW1n5vvLHXr19TeHg4denShYyMjGjPnj3vdfS/ePGCfvrpJ2rZsiW5ubnVej+ZysjKMwd33nPDUl9wnZKF66xYZBkSEkKGhoakpaVFgYGBJBAIiKhi6Co4OJi0tbXJ2NiYfv75Z1FwyfLyckpNTaWRI0eSoqIiOTo6ikVELisro0OHDpGDgwO1atWKgoKCqLCwUEzD2+E0W1tb0tbWprVr19a4OJOoYohuzZo11KZNG+rXrx+lpKTU+n5l5ZlLyrDwoTAOh1PvtGjRAjNnzkRGRgYOHTqE58+fo3v37rCxscHx48fh6+uLGzduYMmSJThx4gQ0NTUxfvx4pKenw8LCAjt27EB+fj60tLQwaNAgmJmZISwsDEVFRWjcuDHc3Nxw6tQpHD9+HHfu3IGuri7GjRuHnJwckYa3w2lnz55FREQEEhISoKOjg++//x5//vmnmGY5OTn4+vpCIBDA2dkZgwcPRp8+fXDu3Ln6bDqZgBsWDofToBgZGWH16tW4e/cuZs+ejSNHjkBDQwOjRo3CZ599hv379+P69evQ1taGp6cnTExMEBoaimbNmmHo0KEQCARYuHAhDhw4AE1NTfj5+YlmdBkYGGDz5s3Iy8uDhoYG7Ozs4OzsjLNnz1YM2QixsLDAgQMHkJSUhMLCQujq6mLKlCnVziT7/PPPMWnSJOTn52PIkCHw8fGBra0tzpw5U19NJv1IotsjbQcfCpMsXKdk4To/zB9//EGrV6+mbt26iWaO3bp1SxT6xd3dnRQVFal///5VfB4CgYDmzJkjCtF//PjxKsEnX716RaGhoaSrq0vGxsa0Z8+eakO7PHz4kAICAkhZWZl8fHwoLy+vRq2lpaW0Y8cOat++PTk4OFBSUpJYGll55uBDYRwO59+Kmpoapk+fjvT0dERHR+Pp06cwMTFB//798eLFC+zbtw/Xr19Hy5Yt4eHhARMTE2zevBktWrTAihUr8Pvvv8PT0xN+fn7Q19fH5s2b8erVK8jJyWH8+PG4fv06Fi5ciJ9//hkdOnRASEgInj9/Lqq/RYsWWLp0KQQCAbS1tWFlZYVhw4bh2rVrYlqbNGmCkSNHIicnB8OGDcPQoUPRr18/pKWl1WeTSRXcsHA4HKmma9euWLt2Le7cuQMvLy+sXbsWGhoaWL16Nezs7FBQUIAlS5YgNjYWWlpamD59Ou7cuYPRo0cjIyMD69atQ0xMDLS0tPDtt9/i3r17aNSoEVxcXJCQkIADBw7g4sWL0NHRgb+/P+7evSuqW0lJCQsWLEBBQQGMjIzQu3dvDBgwoFqj8dlnn2HMmDHIy8uDs7MzXF1dMWDAAGRlZdVnc0kF3LBwOByZQE5ODsOHD0dCQgISEhJQXl4OX19fODg44NGjR9i7dy+uXLmC5s2bw9raGn379sXRo0dha2uL6OhopKSk4OXLlzAwMMCwYcNw8eJFAICZmRkiIiJw+fJllJSUwNDQEKNGjcJvv/0mqvvLL7+Ev78/CgoKYGdnBzc3N/Tr1w/JycliOps1a4bJkydDIBDA2toaffr0weLFi5Gbm1tvbdXgSGI8TdoO7mORLFynZOE6JceJEycoMjKS+vTpQyoqKuTr60tZWVlUVFREO3bsIDMzM9LR0aEff/yRHj9+TEQV2yqHhISQtrY2WVpa0v79+6tslfzkyRMKCgoiNTU18vT0rHbnyuLiYgoNDSVtbW1ycHCgxMTEGjX+/fffNHbsWFJVVSVvb+9qY6FJC+A+Fg6H81/ns88+w8CBA3HixAlcunQJ8vLy+Prrr/H111+jWbNmSEpKQkREBLKystC+fXuMGTMGBQUFmDlzJgQCAfz9/RESEgJdXV38/PPPKCoqgpKSEgIDA1FQUAArKyu4uLjAyckJiYmJonqbNWuG8ePHIy8vD15eXvDy8oKTkxMuXbokprF58+bw8vKCQCCAlpYWTExM4OfnhydPntRnU9Ur3LBwOJx/BTo6Oli8eDFu376NadOmYePGjdDS0sKxY8ewdOlS5ObmokOHDnB1dYWdnR2OHj0KNzc3JCcnIzw8HMeOHYOOjg6Cg4Px5MkTNG/eHDNnzkRBQQHc3d3h7e0NGxsbxMXFoeKf+wrDNnr0aOTl5cHV1RXu7u5wc3NDRkaGmD4FBQUsWrQI165dw4sXL6Crq4uffvoJxcXF9d1UdQ43LBwO51/F215MQkICjh8/jsLCQnTp0gVTp06FlZUVbty4gQkTJiAoKAh6enrYtGkTjI2NER0djdOnT6OgoAAdOnTAjBkzcPv2bVHvJDc3FxMnToSfnx/Mzc0RGxsrMjBNmzYVrW2xt7dH3759MWjQIFy/fl1MX6tWrfDzzz/j3LlzSExMhJ6eHnbv3o3y8vL6bqo6gxsWDofzr8XAwEAUbt/a2hoTJkyAiYkJ/vrrL5w5cwZbt25FXFwctLS08N1330FZWRnbt29HVlYWmjZtCmNjY4wYMQK//fYbmjRpgmHDhiEzMxNz586Fn58frKysqgSzlJOTw4wZMyAQCGBqago7OzuMGDECDx8+FNPWqVMnHDp0CDt37sTatWthamqKU6dO1XcT1QncsHA4nH89CgoKmDZtGnJycrB69WrEx8dDW1sbMTEx2LBhA5KSkvDkyRN06tQJPj4+ePbsGVasWIGCggLo6enBxsYGQ4cORXZ2Nho1agRPT09kZmbC19cXU6dOhY2NTZWV91988QX8/f0hEAjQvn17TJgwAbNnz67Wr2JjY4PU1FTMmzcPEyZMgLOzM/Lz8+uzeSQONywcDuc/A2MMvXr1QlRUVJXpxUFBQRg3bpzIENjb28PDwwMCgQDz58/HjRs3YGRkBAcHBwwcOBCZmZlo3LixyNiMHz8e48aNg4ODQxUnv7y8PBYuXIiwsDC8fPmyRr8KYwwDBw7E9evXYWNjg+7du2PevHl48eJFfTeRROCGhcPh/CfR0dHB6tWrUVBQAENDQ7i4uGDgwIHo1q2baA2Km5sb+vbti6tXr2Lu3LkoKCiApaUlHB0d4e7ujvT0dDRp0gQjRoxATk4Ohg8fjhEjRsDR0bGKA19ZWbmKX0VXVxe7du0S86s0bdoU/v7+yMzMxL1796Cnp4c9e/aIhtpkBW5YOBzOfxpFRUXR4scxY8YgMDAQ5ubm+OKLL3D9+nV4eHhg1KhRsLa2xvnz5zFr1izcuHEDdnZ2cHFxgaurK7KyskQzxHJzc+Hi4oKvv/4a3t7euHPnjqiut36VXbt2Yf369TA3N0dqaqqYptatW2Pnzp3Yt28fVq5cCWtra1y5cqU+m+WT4IaFw+FwUNFb8PLyQlpaGjZu3IioqCh06dIFRUVFuHLlCiZNmgQ/Pz+YmZkhPj5eFNrfwcEBvXv3xsiRI3Hz5k00bdoUU6dORX5+PjQ0NGBkZIQtW7bg2bNnorqsra2RkpKC6dOnY8CAAfDx8UFhYaGYph49euDixYvw9vZG3759MXPmTJkYHuOGhcPhcCrBGIO9vT1iY2Nx6NAhnD17Fl999RXu3LmDxMREfPfdd1iwYAEsLS2RmJiI6dOnIz8/H+3atYOpqSmmT5+OP/74A/Ly8ggODkZGRgaePn2Kr776CmvXrkVJSYmonrczzlRVVdGlSxesWrUKpaWlVfQ0btwY48aNQ3Z2Np4+fYouXbrg6NGjDdE0tYYbFg6Hw6kBExMTREVF4eTJk8jMzETHjh1x9epVnD59GjNnzsTkyZPRq1cvZGdnY+HChaKNxDp16oSFCxfi77//Rtu2beHv74+TJ0/i2LFj6Nq1K+Lj40V1yMvL48cff8T58+cRGxsLIyMjnD59WkyLqqoqwsPDsX37dkyfPh2DBw+udhqzNMANC4fD4XwAfX197N69G8nJybhz5w709PQgEAhw4cIFeHl5YciQIXBxccGDBw+wZs0aXL58GQKBAHp6etixYwfKy8thYGCA2NhYrFixAhMmTICnpydu374tqqNTp044fvw4goODMXr0aHh7e+Px48diWnr16iUKUWNoaCiVzn1uWDgcDqeWdOzYEdu2bUNycjJycnLQqVMnPH/+HJmZmejTpw/69u0LHx8fNGvWDLt27UJUVBQ2btyIKVOmIDU1FYwxuLi4IDs7G127doWJiQkWL16M169fA6gYHnN3d8e1a9egqKgIfX197N+/X8xwyMnJibYKCA4OxuDBg6s1Qg0FNywcDofzkXTs2BG7d+9GfHw8EhISoK+vj+bNm4s2HzMwMMDixYthYGCAlJQUuLu7w8PDAyNGjMCDBw8gJyeHwMBAXL58GWlpaejWrRtSUlJE5Tdv3hxr1qzBr7/+igULFmDAgAG4f/++mA4TExOkpaWhbdu2MDQ0xLFjx+qzGWqEGxYOh8P5hxgYGODQoUM4cOAAtm3bBgcHBzg6OuLy5cvIzMyEnp4e9u3bhz59+iA3Nxdt2rRB165dsWXLFpSXl0NbWxsHDx5EUFAQPDw8MGPGjCqzvqysrHD16lUYGBjAyMgIe/fuFdMgJyeHkJAQ7Nq1C5MnT8bEiRNRVFRUn80gjiRi70vbwfdjkSxcp2ThOiWHNGksLy+nffv2kba2Nn3zzTeUl5dHCQkJZGRkRMbGxpSXl0dERBkZGWRubk42NjaUk5Mjyv/o0SMaOXIkaWtr04kTJ8TKT0tLI11dXfLy8qKnT59Wq+Gvv/6iIUOGkKGhIeXm5n70PYDvx8LhcDjSA2MMgwYNQk5ODiwsLNC9e3fExsbi3Llzos8//PAD9PT0kJycDA8PD/Ts2RNBQUEoKSmBiooKduzYgU2bNmHs2LGYNm1alZ6HsbEx0tPToaCgACMjo2p3r1RQUMCePXswadIk9OjRA/v27avPJhDBDQuHw+FIkM8//xwBAQHIyspCQUEBunXrhvbt2yMtLQ0pKSkwNjZGamoqfH19kZ6ejtTUVHTv3l20FXLfvn2RkZGBP/74A+bm5rh27Zqo7P/973/YsGED1q1bB3d3d6xZs0bMsc8Yw8SJE3H8+HF8++23mDt3Lt68eVOvbdDgw1Z1cfChMMnCdUoWrlNyyILGmJgYatGiBY0YMYIKCwtp//791KpVK/L396fi4mIqLy+nTZs2kYqKCq1fv57Ky8uJqGJoLSwsjFRVVSk0NFSs3IKCAjI2NqZBgwbR8+fPq6370aNHZGtrS66urjWmqQz4UBiHw+FIP/3790dYWBhUVVVhYGAAIkJGRgZyc3NhYWGB7OxsTJw4EUlJSQgPD4e7uzuePXsGxhhGjRqFpKQkrFmzBuPGjasSFVlHRwdJSUmQl5eHlZUVfv/9d7G6VVRUcOLECairq6NHjx7VpqkLuGHhcDicOubtzK0jR46Ihqd27tyJadOmwd7eHlu2bIGuri6SkpLQtm1bmJmZiYbAvvrqK6SmpuKvv/6Cra0t7t69Kyr3888/x+bNm+Hj4wMrKyukp6eL1d20aVNs3rwZI0eOhI2NTb3s9cINC4fD4dQT5ubmuHLlChhjMDExQdeuXZGYmIhVq1Zh7NixKC8vx/r16xEYGAh7e3uR8/3LL79EZGQk3N3d0b179yp+F8YYZs2ahTVr1sDR0bHaOGKMMfj5+WH+/Pmwt7dHdnZ2nd4nNywcDodTjzRv3hzbtm3DkiVL0K9fP1y6dAkXLlzAs2fPYG1tjd9//x0jRozAyZMnMWfOHKxcuRJAhXEICAjAihUr0KtXLyQlJVUp18PDA0eOHMGYMWMQGRlZbd3jxo3D8uXL0bt37zoNw9+kzkrmcDgcTo0MHDgQnTp1gpubGzIyMrB3716EhITAysoKMTExMDIyQlJSEhwdHfHw4UMsX74cjRo1wtChQ6GsrAx3d3eEhYWhf//+ojItLS1x4sQJ9O3bF+Xl5RgyZIhYvV5eXpCTk4OTkxPOnj0LPT09id8b77FwOBxOA6Gvr4+LFy/iypUrcHFxwZQpU7B69Wp8/fXXSEhIgIaGBs6fP4/ExET4+PigrKwMAODo6IgjR45g9OjRYmFcDA0NceLECcyYMaPGEC8DBgzA8uXL4ejoiHv37kn8vrhh4XA4nAZERUUFcXFxaNmyJfr06YNevXohIiICnp6eOHnyJFRUVHDq1Cncv38f48aNE21nbGFhgejoaIwaNQoJCQlVytTX18fhw4cxatQoXLp0qdp6vb29MWHCBLi7u1eZbSYJuGHhcDicBqZJkybYtm0bzM3N4ejoCFNTU0RFRWHYsGFITU3F//73Pxw6dAh5eXmYM2eOKJ+FhQUiIiIwaNAgCASCKmVaWFhgy5Yt8PDwqHHflnnz5kFbWxuTJ0+W6P1ww8LhcDhSQKNGjbBq1SqYmJjAxcUFZmZmCA8PxzfffIPffvsNX3zxBWJiYhATE4OwsDBRPgcHByxatAiurq54/vx5lTLd3NwwZswYDBo0qNrV94wxbN++HcnJyThw4IDk7kViJXE4HA7nk2CMYcOGDVBXV8ekSZPg5OSE4OBgeHh44OXLl1BSUsLhw4cxd+7cKkNcEydOhJWVFWbNmiVWZmBgIABg7dq11dbZvHlzhIWFYdq0aRK7D25YOBwOR4po1KgRwsPDkZaWho0bN2Ls2LEwNzfHxIkTAQB6enpYu3YtfHx8RBuEAcCqVatw6tQpMYd9o0aNsH37dvzwww/Iy8urts7u3btj2LBhkrsHiZXE4XA4HInwxRdfICoqCt9//z1u3ryJDRs24MKFC4iLiwMADB48GB06dMAPP/wgyvPll19i27ZtmDhxIkpKSqqU16FDB8yZMwfff/99jXUGBwdLTD83LBwOhyOFdOjQAbNnz8a0adMgJyeHn376CbNnz0ZZWRkYY9i4cSPWrVuHwsJCUR4HBwfo6elh9+7dYuVNnjwZJ0+eFHPyv0VOTk5i2rlh4XA4HCll9uzZKCgoQHR0NFxcXNCqVSts3rwZANC6dWt4enpi69atVfIEBARg+fLlYs76L7/8EpMmTcKKFSvqXDc3LBwOhyOlNG3aFFFRUbC3twdjDCEhIfjss89E30+ZMgWhoaGihZMAYG9vDwUFBRw+fFisPF9fX/z666948uRJnermIV04HA5HiqkccsXQ0BCGhoaiz0ZGRtDQ0MCRI0fg7u4OoGJm2fLly6stS1VVFTk5OVBWVq5TzTJjWBhjfQGsAdAYwFYiWtbAkjgcDqfBmTVrVpVQ+gBgZ2dXY3p1dfU6ViQjhoUx1hjABgB9ANwFcIkxFk1E1xtWGYfD4TQsHh4eDS1BDFnxsZgDEBBRARGVAIgA4NbAmjgcDodTDbJiWNoAuFPp813hNQ6Hw+FIGTIxFAaAVXONqiRgbDyA8cKPrxlj18SzSB2qAB41tIhawHVKFq5TcsiCRkB2dOpKohBZMSx3AWhU+twWwP3KCYhoM4DNAMAYu0xEpvUn75/BdUoWrlOyyIJOWdAIyJZOSZQjK0NhlwB0ZIzpMMaaAhgCILqBNXE4HA6nGmSix0JEZYyxqQCOo2K68XYiym5gWRwOh8OpBpkwLABARMcAVL/Ppjib61KLBOE6JQvXKVlkQacsnmsfqQAABqpJREFUaAT+YzoZEX04FYfD4XA4tURWfCwcDofDkRFkzrAwxvoyxnIZYwLGWEA13zdjjO0Tfn+BMaZd6bt5wuu5jDFHadTJGNNmjBUxxq4Kj58bWKcNYyydMVbGGPN85ztvxli+8PCWUo1vKrVlnU74qIXOWYyx64yxTMbYKcaYVqXv6qUtJaBTmtpzImMsS6glkTHWudJ30vSuV6tT2t71Suk8GWPEGDOtdO3j2pOIZOZAheP+BoB2AJoCyADQ+Z00kwH8LDwfAmCf8LyzMH0zADrCchpLoU5tANekqD21ARgC2AnAs9J1ZQAFwp9KwnMladIo/O6FFLWlPYD/Cc8nVXrm9dKWn6pTCttTvtK5K4A44bm0ves16ZSqd12Y7ksA5wCkAjD9p+0paz2W2oR2cQOwQ3h+AEAvxhgTXo8gotdEdBOAQFietOmsTz6ok4huEVEmgPJ38joCiCeiJ0T0FEA8gL5SprE+qY3OM0T0SvgxFRXrsYD6a8tP1Vmf1Ebn80ofv8D/L5qWqnf9PTrrk9qGxVoMYAWA4krXPro9Zc2w1Ca0iygNEZUBeAZApZZ5pUEnAOgwxq4wxhIYY9Z1pLG2Ousi78fwqfV8zhi7zBhLZYx9I1lpVfhYnWMAxP7DvJ/Cp+gEpKw9GWNTGGM3UPHH0Pdj8kqBTkCK3nXGWDcAGkQU87F530VmphsL+WBol/ekqU1eSfEpOh8A0CSix4wxEwCHGGNd3vmvR1J8SpvUV3t+aj2aRHSfMdYOwGnGWBYR3ZCQtsrUWidjbDgAUwC2H5tXAnyKTkDK2pOINgDYwBgbBuA7AN61zSshPkWn1LzrjLFGAFYBGPWxeatD1nosHwztUjkNY6wJAAUAT2qZt8F1CrubjwGAiNJQMZ75VQPqrIu8H8Mn1UNE94U/CwCcBdBNkuIqUSudjLHeAOYDcCWi1x+TVwp0Sl17ViICwNselNS1ZyVEOqXsXf8SgD6As4yxWwAsAUQLHfgf35714TiSoAOqCSocmzr4fwdUl3fSTEFVp3ik8LwLqjqgClB3Dr1P0an2VhcqHG33ACg3lM5KacMh7ry/iQpns5LwXOI6P1GjEoBmwnNVAPmoxmFZj8+8Gyr+eHR853q9tKUEdEpbe3asdO4C4LLwXNre9Zp0SuW7Lkx/Fv/vvP/o9pT4DdT1AaAfgDzhL/584bUgVPxnBQCfA9iPCgfTRQDtKuWdL8yXC8BJGnUC8ACQLXyQ6QBcGlinGSr+Y3kJ4DGA7Ep5Rwv1CwD4SJtGAFYAsoRtmQVgTAO35UkAhQCuCo/o+m7LT9Ephe25RviuXAVwBpX+UErZu16tTml7199JexZCw/JP2pOvvOdwOByORJE1HwuHw+FwpBxuWDgcDocjUbhh4XA4HI5E4YaFw+FwOBKFGxYOh8PhSBRuWDicWlApqu81xth+xtj/6rCuIOECRTDGZtRlXRxOXcCnG3M4tYAx9oKImgvPdwNII6KQWuRjqHjP/lGATOEqaFMievRP8nM4DQHvsXA4H895AB0A0d4l14THDOE1bcZYDmNsIyoWvmkwxoYK9+S4xhhbLkzXmDEWLryWxRibKbweLtwTwxdAawBnGGNnGGNjGGOr3opgjI1jjH3QuHE49Y2sBaHkcBoUYVw3JwBxwsCBPgAsUBGo7wJjLAHAUwC6qFhBP5kx1hrAcgAmwu9OCCMD3wHQhoj0hWUrVq6LiNYyxmYBsCeiR4yxLwBkMsb8iahUWPeEerhtDuej4D0WDqd2yDHGrgK4DOB3ANsA9ARwkIheEtELAFEA3oY+v01EqcJzMwBniehPqtgiYTcAG1TEXGrHGFvHGOsL4L1RbYnoJYDTAJwZY3oAPiOiLMneJofz6fAeC4dTO4qIyKjyhQ9szPayctLqEhDRU8ZYV1Rs9DUFwCBUxAx7H1sBfAvgNwBhHxLN4TQEvMfC4fxzzgH4hjH2P+EwlTsq/C/vcgGALWNMlTHWGMBQAAmMMVUAjYjoVwCBAIyryfs3KkKaAwCI6AIqQpgPA7BXonfD4UgI3mPhcP4hRJTOGAtHRXRqANhKRFcYY9rvpHvAGJuHisi2DMAxIjos7K2ECTdZAoB51VSzGUAsY+wBEdkLr0UCMKKKbYw5HKmDTzfmcGQMxlgMgFVEdKqhtXA41cGHwjgcGYExpsgYy0OFv4cbFY7UwnssHA6Hw5EovMfC4XA4HInCDQuHw+FwJAo3LBwOh8ORKNywcDgcDkeicMPC4XA4HInCDQuHw+FwJMr/AYfCzsSDTNeqAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vv = np.linspace(0.2,0.8,6)\n", "phi = np.linspace(0.01,0.4,200)\n", "\n", "f,ax=plt.subplots(figsize=(6,6))\n", "for i in vv:\n", " vp, vs, rho = brp.vernik_shale(i, phi)\n", " ax.plot(phi,vp,'-k', lw=3)\n", " ax.plot(phi,vs,'-k', lw=1) \n", "ax.set_xlim(0,0.4)\n", "ax.set_ylim(0,5e3)\n", "ax.set_xlabel('Porosity')\n", "ax.set_ylabel('velocities (m/s)')\n", "ax.grid()\n", "ax.set_title('Vernik & Kachanov (2010), fig.11\\nShale Model (thick=Vp, thin=Vs)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vernik & Kachanov soft sand model 2\n", "\n", "Reproducing the results from Vernik & Kachanov, _Modeling Elastic Properties of Siliciclastic Rocks_, Geophysics (2010), figure 9. Only the \"consolidated sand model\" lines will be plotted. The Soft Sand Model 2 as it is called in the library, can be found at eq.14 in the paper:\n", "\n", "$$ M_{dry} = M_0 \\Big( 1 + p \\frac{\\phi}{1-phi} \\Big)^{-1} $$\n", "\n", "$$ G_{dry} = G_0 \\Big( 1 + q \\frac{\\phi}{1-phi} \\Big)^{-1} $$\n", " " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "Image(filename='Vernik_2010_fig9.png', width=400)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "K0,G0,D0 = 35.6,33,2.65\n", "phi= np.linspace(0,0.4,200)\n", "poreshape=[4,6,10,18,45]\n", "Kf, Df = 3.20, 1.05\n", "\n", "f,ax=plt.subplots(figsize=(6,6))\n", "for mm in poreshape:\n", " Kd, Gd = brp.vernik_soft_sand_2(K0,G0,phi,p=mm,q=mm)\n", " vp,*_ = bfl.vels(Kd,Gd,K0,D0,Kf,Df,phi)\n", " ax.plot(phi,vp/1e3, label='SSM2, pore shape={}'.format(mm))\n", "ax.set_xlim(0,0.4)\n", "ax.set_ylim(1.5,5.5)\n", "ax.set_xlabel('Porosity')\n", "ax.set_ylabel('Velocities (km/s)')\n", "ax.legend(fontsize='medium')\n", "ax.grid()\n", "ax.set_title('Vernik & Kachanov (2010), fig.9\\nSoft Sand Model 2');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## create synthetic logs\n", "\n", "A small example on how to create Vp, Vs and density logs from scratch, using a rock physics model:\n", "\n", "1. assign mineral and fluid elastic parameters.\n", "2. create arbitrary depth array.\n", "3. initialize petrophysical volume logs: porosity (`phi`), shale and sand volumes (`vsh`, `vqz`), water saturation (`sw`).\n", "4. assume that the entire log is shale, then define an interval where we want to place reservoir sands (`res`, identified by the interval `top`-`base`).\n", "5. assign 30% porosity and 10% water saturation in the reservoir interval, outside of it they will be 0% and 100%.\n", "6. add some random variations to the porosity and water saturation logs.\n", "7. fill in the mineralogical volumes by assigning some very low random numbers to the sand volume, then increasing it by about 40% in the reservoir interval, and replacing the rest with shale volume with the constraint that `phi + vsh + vqz = 1`.\n", "\n", "_...continues below..._" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "#--- elastic moduli for minerals and fluids\n", "#--- bulk and shear moduli in GPa, density in g/cc\n", "Dsh, Ksh, Gsh = 2.4, 15, 5\n", "Dqz, Kqz, Gqz = 2.6, 37, 44\n", "Db, Kb = 1.1, 2.2\n", "Do, Ko = 0.8, 1.5\n", "Dg, Kg = 0.2, 0.06\n", "hc='gas'\n", "if hc=='oil':\n", " Dhc, Khc = Do, Ko\n", "else:\n", " Dhc, Khc = Dg, Kg\n", " \n", "#--- creates dummy depth scale and empty petrophysical logs\n", "ns=100\n", "top,base=30,50\n", "z=np.arange(ns)\n", "phi,vsh,vqz = (np.zeros(ns) for _ in range(3))\n", "sw = np.ones(ns)\n", "\n", "#--- cuts out a reservoir section between top and base\n", "#--- and assigns higher porosity and lower Sw\n", "res = (z>=top) & (z\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
VPVSRHO
count100.000000100.000000100.000000
mean2733.7201031419.9327752.236246
std585.542515201.5557430.302957
min1401.9992461008.7551661.432287
25%2751.8759331285.6470872.348763
50%2961.6109311450.9992962.381535
75%3094.5141071576.6947842.395229
max3408.8427941836.6665842.428962
\n", "" ], "text/plain": [ " VP VS RHO\n", "count 100.000000 100.000000 100.000000\n", "mean 2733.720103 1419.932775 2.236246\n", "std 585.542515 201.555743 0.302957\n", "min 1401.999246 1008.755166 1.432287\n", "25% 2751.875933 1285.647087 2.348763\n", "50% 2961.610931 1450.999296 2.381535\n", "75% 3094.514107 1576.694784 2.395229\n", "max 3408.842794 1836.666584 2.428962" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ww0[['VP','VS','RHO']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas also allows to do a rough summary plot of this synthetic dataset with just one line of code:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ww0.plot(subplots=True,figsize=(10,8), grid=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a second dataset using the Stiff Sand rock physics model and inspect the differences with `describe()` only in the reservoir section:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "#--- use stiff sand model to create velocities and density logs\n", "Kdry, Gdry = brp.stiff_sand(K0, G0, phi, sigma=20)\n", "vp,vs,rho,_= bfl.vels(Kdry,Gdry,K0,D0,Kf,Df,phi)\n", "\n", "#--- assemble everything into a Pandas DataFrame\n", "temp={'VQZ':vqz,'VSH':vsh,'PHIE':phi,'SWE':sw,'VP':vp,'VS':vs,'RHO':rho}\n", "ww1 = pd.DataFrame(data=temp, index=z)\n", "ww1.index.rename('DEPTH', inplace=True)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--- Soft Sand model:\n", " VP VS RHO\n", "count 20.000000 20.000000 20.000000\n", "mean 1606.703959 1102.885585 1.641811\n", "std 96.090800 46.658509 0.106798\n", "min 1401.999246 1008.755166 1.432287\n", "25% 1550.694607 1074.909727 1.572600\n", "50% 1614.409488 1106.890248 1.653390\n", "75% 1668.569112 1128.120028 1.708809\n", "max 1773.161433 1191.871493 1.818819\n", "--- Stiff Sand model:\n", " VP VS RHO\n", "count 17.000000 18.000000 20.000000\n", "mean 1805.115830 1148.714934 1.641811\n", "std 400.956907 344.454117 0.106798\n", "min 902.517688 47.020888 1.432287\n", "25% 1671.135283 1118.325304 1.572600\n", "50% 1815.639874 1208.411846 1.653390\n", "75% 2022.282639 1337.622796 1.708809\n", "max 2431.872158 1551.560785 1.818819\n" ] } ], "source": [ "print('--- Soft Sand model:')\n", "print(ww0[['VP','VS','RHO']][res].describe())\n", "print('--- Stiff Sand model:')\n", "print(ww1[['VP','VS','RHO']][res].describe())" ] } ], "metadata": { "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }