{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Azimuthal averaging in log-scaled bins\n", "\n", "PyFAI has been optimized for histogramming data on uniform bins. \n", "Neverthless one can perform this histogramming in a different space. \n", "This cookbook explains how to choose the proper radial unit and subsequently\n", "define a new unit to perform this integration\n", "\n", "First of all we will generate an image with some realistic noise and integrate it. \n", "Then we will observe the effects of the output space and finally we will create our own output space.\n", "\n", "## Guinier-like scatterer image" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#use `widget` for better user interaction within the Jupyter-Lab" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from matplotlib.pyplot import subplots\n", "import numpy\n", "import time\n", "import inspect\n", "start_time = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pyFAI version: 2025.11.0-dev0\n" ] } ], "source": [ "import pyFAI\n", "from pyFAI.gui import jupyter\n", "print(f\"pyFAI version: {pyFAI.version}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detector Pilatus 100k\t PixelSize= 172µm, 172µm\t BottomRight (3)\n", "Wavelength= 1.000000 Å\n", "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=0.000, y=0.000 pix\tTilt= 0.000° tiltPlanRotation= 0.000° λ= 1.000Å\n" ] } ], "source": [ "# Setup azimuthal integrator\n", "ai = pyFAI.load({\"dist\":1, \"detector\":\"Pilatus100k\", \"wavelength\":1e-10})\n", "q = ai.array_from_unit(unit=\"q_nm^-1\")\n", "method=(\"full\", \"histogram\", \"cython\")\n", "print(ai)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Guinier-like scatterer\n", "I = 1e6*numpy.exp(-q**2/2)\n", "#Add some noise to make it look real\n", "Y = numpy.random.poisson(I)\n", "fig, ax = subplots()\n", "ax.semilogy(q.ravel(), Y.ravel(), \",\")\n", "ax.set_ylabel(\"Intensity (counts)\")\n", "ax.set_xlabel(\"scattering vector q ($nm^{-1}$)\")\n", "pass" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(2,1, figsize=(15,8))\n", "jupyter.display(I, ax=ax[0], label=\"Synthetic\")\n", "jupyter.display(Y, ax=ax[1], label=\"Poissonian \")\n", "pass" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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q7777TrfddluJc3Tq1KnE+4YNGyotLe0vrx0REVFcsP78ud27d+vUqVMaNGhQ8Yibv7+/5s6dqz179pz390tISJDdble/fv3O+zMVjZEsAAAAoIx8Pe1K/Pdgy65dVj4+Pho0aJAGDRqkxx57THfccYemTJmi0aNH69Zbb9UjjzyiVatWaeXKlWrWrJn69u1b4vOenp4l3huGIafT+ZfXPdfnsrOzJUnffvutGjVqVOK4P9/WeC5nu4XQSpQsAAAAoIwMwzjvW/bcUWRkZPGU63Xr1tXVV1+tWbNmadWqVRozZkyZz+fp6SmHo2zPqEVGRsrb21vJyclnHYXy8vKSpHOeu2PHjnI6nfr555+Lbxe0WtX9X8Z5SkpK0m233abU1FTZ7Xb99ttvqlWrltWxAAAAgAp3/PhxjRgxQrfddps6deqkgIAArV27Vs8//7yuuuqq4uPuuOMODRs2TA6HQ6NGjSrzdSIiIhQfH6/evXvL29tbderU+cvPBAQE6MEHH9QDDzwgp9OpPn36KCMjQytWrFBgYKBGjRqlpk2byjAMffPNN7rsssvk6+tb4lmxP649atQo3XbbbcUTX+zfv19paWm6/vrry/xdXKHaP5M1evRo/fvf/1ZiYqJ+/vnnMg09AgAAAFWZv7+/YmNj9corr+iiiy5Shw4d9Nhjj2ns2LGaPn168XEDBw5Uw4YNNXjwYIWFhZX5Oi+99JIWL16s8PBwde7c+bw/99RTT+mxxx7T1KlT1a5dOw0ZMkTffvutmjVrJklq1KiRnnzyST3yyCMKCQnRvffeW+p5ZsyYoeuuu0733HOP2rZtq7FjxyonJ6fM38NVDNM0TcuuXsG2bt2q++67T0uWLCnX5zMzMxUUFKSMjAwFBga6OB0AAACqiry8PCUlJalZs2by8fGxOo7LZWdnq1GjRpo1a5auvfZaq+NY6mz/rcvSDdx6JGv58uW64oorFBYWJsMwiu8b/V9xcXGKiIiQj4+PYmNjtXr16uJ9u3btkr+/v6644gp16dJFzz77bCWmBwAAANyb0+lUWlqannrqKdWuXVtXXnml1ZGqBbcuWTk5OYqKilJcXFyp++fNm6dJkyZpypQpWr9+vaKiojR48ODiaSGLior0yy+/6I033tCqVau0ePFiLV68uDK/AgAAAOC2kpOTFRISoo8++kjvvfeePDyq/ZQNlcKtf4pDhw7V0KFDz7r/5Zdf1tixY4tnQJk5c6a+/fZbvffee3rkkUfUqFEjdevWTeHh4ZKkyy67TAkJCRo0aFCp58vPz1d+fn7x+8zMTBd+mwuz4fvZavbbP+WQ/f9fhl0Oechh2OWUTQ7DQ07DLofhIdPwkGmzyzQ85bB7y+HhK6fdR04PX5kePpKnn+TpJw9vX9l9AuXpFyivWrXl7V9bPv515BcQLP+gOiVW7AYAAED1EhERoWr89JBl3LpknUtBQYHWrVunyZMnF2+z2WwaOHCgVq1aJUmKiYlRWlqa0tPTFRQUpOXLl+uuu+466zmnTp2qJ598ssKzl0dR/inVVnbJjeaffq0A2aavcgw/5dn8dMojSHmedVToEyyHb13Jr548AurKK6CBfGqHKCA4VMENwuTj435rFQAAAACVpcqWrGPHjsnhcCgkJKTE9pCQEG3fvl2S5OHhoWeffVYXXXSRTNPUpZdeqmHDhp31nJMnT9akSZOK32dmZhaPglmtdb+R2tu6h5yOQplFRTKdhXL+91fTUSg5iuR0/Pd9UZEcjgIVFRbKWVQgsyBXKjwlsyhPRmGubEW5MopyZXfkylaUJ8+iHHk7suXjPCU/M0f+5il5GUWSJH8jV/7KlZzHpYIDUoGkv5ioJUu+yrDVUaZnPZ3yDlFhrRApIEyetRvJt25jBYU2VYOGTYvXPQAAAACqkypbss7XX91y+L+8vb3ddor3oNrBCqodXGnXK8jL1anMEzqVla5TWSeUm5WuvMyjcmQdk5lzTLbc4/LMT5d3wQnVKjypAGeGgsxMeRhOBShXAc5cKf+wlC8pU9KRkud3mIaOGrWV4VFPOT4hKvBvLNVuKu/6zRTUsIXqN2ktP//alfZ9AQAAAFepsiWrXr16stvtSk1NLbE9NTVVoaGhFqWqPrx8fOXl00i1GzQ678+YTocy04/rxNHDyjx2SHknDsiRcVhG1hF5nUpVrfw0BRUdU13nCXkaDtVXuuoXpUvZu6RsSSmStv//+dIVoGP2UGX5hqkoKEL2+q3k36itQpu1V1DdhpJhuPx7AwAAABeqypYsLy8vde3aVfHx8br66qslnZ6CMj4+/qyLlJ2vuLg4xcXFyeFwuCBpzWHY7Aqs20CBdRtIij7rcabToeNHD+v44X3KTEtW/vFk6WSyvLMPKjD/sBo4UlRb2aqjLNVxZP23hP0sHZKUcPocmaqlFI9GyvJrqsLazeUR0kq1G7dTWIuO8vMPqoRvCwAAAJTOrUtWdna2du/eXfw+KSlJCQkJCg4OVpMmTTRp0iSNGjVK3bp1U/fu3fXqq68qJyeneLbB8ho/frzGjx9fvOAYXMuw2VU3JFx1Q87+vFtWxgkdO7hLGYd3Kzdtr3Rir2pl71P9/AMKMY8p0MhRYNFOKXPn6dsRkyWtkZymocO2Bkrzaabc2q3l2TBStZt2UuNWUfLx86+07wgAAICay61L1tq1azVgwIDi939MSjFq1CjNnj1bN9xwg44eParHH39cKSkpio6O1vfff3/GZBioegKCghUQFCu1jz1j36lT2TqStE0nD2xTfupO2dP3KDBnv0IKDyjYyFSYmaqw3FQp97fTz4KtP/0M2EFbqI76NlNenTbyahSl0DYxahjRTjamqQcAADjD7Nmzdf/99+vkyZNWR5EkGYah+fPnF9/F5s4Mk4nxz+qPkayMjAwFBgZaHQfn4UTaYR3ZnaDsA5ultEQFZO1RWEHSmdPf/1e26asDXs2VWbudbGHRqteqmxq37ixPL59KTg4AANxZXl6ekpKS1KxZM/n4VJ2/J4wePVpz5syRJHl6eqpJkya69dZb9eijj/7lwsO5ubnKyspSgwYNKiPqX0pJSVGdOnUqfKK6s/23Lks3cOuRLKvwTFbVFdwgTMENwiRdVrzNdDp1LO2gUnZtUPbBLbKlJapO1g41KdwnfyNX7Qq3Ske3Skc/lzZKBaZdez2a6kRgWxU17KLgVj0UEdldXm468yQAAMC5DBkyRLNmzVJ+fr4WLVqk8ePHy9PTs8R6s6Xx9fWVr6/7rH9alSa3s1kdwB2NHz9eiYmJWrNmjdVR4AKGzaZ6oU3Uoe9V6nHjP9X9vg/V6l9rZfvnIe0dsViro6dqVYMbtMWrkzLMWvIyHGru2Ktu6YvUI/Fptf5qmJzPNtK2Z3rotzfu1Npv39bhpG0ynU6rvxoAAMBf8vb2VmhoqJo2bapx48Zp4MCBWrhwodLT03XrrbeqTp068vPz09ChQ7Vr167iz82ePVu1a9cufr9x40YNGDBAAQEBCgwMVNeuXbV27VpJ0v79+3XFFVeoTp06qlWrltq3b69FixYVf/bnn39W9+7d5e3trYYNG+qRRx5RUVFR8f7+/ftr4sSJevjhhxUcHKzQ0FA98cQTJb6HYRhasGBB8ft//OMfat26tfz8/NS8eXM99thjKiwsLN7/xBNPKDo6Wu+//74iIiIUFBSkkSNHKisry0U/2bNjJAs1lqeXt5q3767m7bsXb3M6nDq4f6dSdqxWwcH1Cji+SU3ztivQyFG7wm1S2jYpbZ60RkpXoA74ttWp+p1Vq1VvRURdpIDAOhZ+IwAAUGlMUyo8Zc21Pf0uaCkbX19fHT9+XKNHj9auXbu0cOFCBQYG6h//+Icuu+wyJSYmytPT84zP3XTTTercubNmzJghu92uhISE4uPGjx+vgoICLV++XLVq1VJiYqL8/U9POnbo0CFddtllGj16tObOnavt27dr7Nix8vHxKVGk5syZo0mTJun333/XqlWrNHr0aPXu3VuDBg0q9XsEBARo9uzZCgsL0+bNmzV27FgFBATo4YcfLj5mz549WrBggb755hulp6fr+uuv13/+8x8988wz5f75nQ9KFvA/bHabGjdvq8bN20q6VdLpKecP7Nmq1G2/ypG8VnVOblZE4R7VMTJVJ3e1lLxaSn5TRUts2uHRQifqdpFXs95q0nmA6oc2sfYLAQCAilF4Sno2zJprP3pY8qpV5o+Zpqn4+Hj98MMPGjp0qBYsWKAVK1aoV69ekqQPP/xQ4eHhWrBggUaMGHHG55OTk/XQQw+pbdu2kqRWrVqV2Dd8+HB17NhRktS8efPifW+88YbCw8M1ffp0GYahtm3b6vDhw/rHP/6hxx9/XDbb6ZvrOnXqpClTphSfe/r06YqPjz9ryfrXv/5V/PuIiAg9+OCD+uSTT0qULKfTqdmzZysgIECSdMsttyg+Pp6SZQWeycL/Mmx2hbfqpPBWnYq35eWe0vatvyl952/yPLJW4dkJCtFxtXHsktJ2nR7t+l06YITpSFC01KSnQjv2V3iLDjJs3KULAAAqzzfffCN/f38VFhbK6XTqb3/7m6699lp98803io39/5mc69atqzZt2mjbtm2lnmfSpEm644479P7772vgwIEaMWKEWrRoIUmaOHGixo0bpx9//FEDBw7U8OHD1anT6b87bdu2TT179pTxP6NvvXv3VnZ2tg4ePKgmTU7/o/Qfx/+hYcOGSktLO+v3mjdvnqZNm6Y9e/YoOztbRUVFZ0xIERERUVywzuecrkLJKgXrZOGv+Pj6qW23i6VuFxdvSzuwWwc3/aSipJWqn75BTYv2K1yHFX7ysHRykbRJOq4g7fPvrKKmfRXWebAaN29P6QIAoCry9Ds9omTVtctgwIABmjFjhry8vBQWFiYPDw8tXLiwzJd94okn9Le//U3ffvutvvvuO02ZMkWffPKJrrnmGt1xxx0aPHiwvv32W/3444+aOnWqXnrpJU2YMOG8z//nWxQNw5DzLM/Ar1q1SjfddJOefPJJDR48WEFBQfrkk0/00ksvlfucrkTJAlykQXhLNQhvKelOSVLmyaPat/4nndr9q4KOrlOLgh2qa2SobvYyaesyaetTSlVdJQd1k5pdpPCuQxQa3tLKrwAAAM6XYZTrlj0r1KpVSy1blvw7Rrt27VRUVKTff/+9+HbB48ePa8eOHYqMjDzruVq3bq3WrVvrgQce0I033qhZs2bpmmuukSSFh4fr7rvv1t13363Jkyfr7bff1oQJE9SuXTt98cUXMk2zeDRrxYoVCggIUOPGjcv1nVauXKmmTZvqn//8Z/G2/fv3l+tcFYGSBVSQwNr11eniG6SLb5Ak5eXmKHHjL8pI/EmBKSvVKn+bQozjCsn4QUr4QUr4pw4aDXWoTow8WvRT8+6Xq079hhZ/CwAAUB21atVKV111lcaOHas333xTAQEBeuSRR9SoUSNdddVVZxyfm5urhx56SNddd52aNWumgwcPas2aNRo+fLgk6f7779fQoUPVunVrpaena+nSpWrXrp0k6Z577tGrr76qCRMm6N5779WOHTs0ZcoUTZo0qfh5rPLkT05O1ieffKKYmBh9++23mj9/fvl/IC5GyQIqiY9vLUX2GCL1GCJJys3J0uZ1Pyl7e7yC035Ty8KdaqwjanxioXRioZyrH9ROz1Y63vAi1ek0VK0695f9LxYNBAAAOF+zZs3Sfffdp2HDhqmgoEAXXXSRFi1aVOrMgna7XcePH9ett96q1NRU1atXT9dee62efPJJSZLD4dD48eN18OBBBQYGasiQIXrllVckSY0aNdKiRYv00EMPKSoqSsHBwbr99ttLTFxRVldeeaUeeOAB3XvvvcrPz9fll1+uxx577Ixp361imKZpWh3C3fzvxBc7d+48r1WdgQuVefK49q5brLydSxVy9Dc1c+4rsT9DtbTbP0aOFpeoWeyVqh8WYUlOAABqory8PCUlJalZs2by8fGxOg4q0Nn+W/8xX8P5dANK1jmU5QcJuFraoSTtW/217Hvi1Sp7jQKVU2L/XluE0kJ6y7/9ELWOuVRe3vyBDwBARaFk1RyuKFncewS4qQaNmqnBNRMlTVRRYYG2JyxX+qbvVPfIcrUs3KXmzn1qfmSfdORDZS/21eaAWJltLlOrPtcqqE59q+MDAADUWJQsoArw8PRS25iBUsxASdKJtMPau/obmbuWqHnGb6prZKhr9jJp3TIVrX1EW707KiviUjXpeZ3CmrW1NjwAAEANQ8kCqqDgBmEKHnanpDvldDi0fcPPSl//lRqm/KQIZ7LaF2yUdm6Udr6gJFuEUhoOUN2uV6tlVF/Z7Har4wMAAFRrlCygirPZ7SUWRj60d6uSV32pwP0/qk3+FjVz7lOzQ7OkQ7N0dGEd7a17kfyihqtdz6Hy8PSyOD0AAFUL0xlUf674b0zJAqqZRs3bq1Hz9pIeU8bxVO1cMV/2nYvUOmu16hvpqn/8K+mnr5T+U4B21blIPp2uVbveV8jTy9vq6AAAuC37f+8EKSgokK+vr8VpUJFOnTolSaVOZX++mF2wFEzhjuooP++Udvz2nXI3LVCrE8sUrMzifRmqpZ21L5JXp6vVtteV8vbxszApAADuxzRNJScnq7CwUGFhYeVeRBfuyzRNnTp1Smlpaapdu7YaNmxYYj9TuLsIU7ijuioqLND21T8oZ8OXanHsJ9XTyeJ9WaavdgT1kUfHaxV50bVMDQ8AwH8VFBQoKSlJTqfT6iioQLVr11ZoaKgMwyixnZLlIpQs1ASOoiLtXLNYmes/V7OjP6mBThTvy1AtbQ++RP7dblS72MFMmgEAqPGcTqcKCgqsjoEK4unpWXxr6J9RslyEkoWaxulwaOe6eJ1c+5lapC1WfaUX70tTsPaGDlW9njepRceeMrhNAgAA1CCULBehZKEmcxQVadtvi5S77hO1SV+qQJ0q3rff1liHw4cpvO8tatyyg4UpAQAAKgcly0UoWcBp+XmnlLj8C5mbPlP7rJXyNgqL9+30aK0Tza9S64FjFNygkYUpAQAAKg4ly0UoWcCZsjJOaPvSj+Sz/UtF5q6X3Tj9R0ihadeWWj2k6L+pQ/8RTAkPAACqFUrWBWIKd+D8HEs5oD1L5yp4z3y1KtpVvP2EArWzwVA1uOg2Ne/Qw8KEAAAArkHJchFGsoDzty9xjVKWz1LLlG9LTAm/x95cx1oOV+uBt6lO/TDrAgIAAFwASpaLULKAsisqLNDWX+araP2H6pi1Ql5GkaTTtxNu9e8hs8sodbzoWnlcwCrqAAAAlY2S5SKULODCnDyWqu1LZil41+dq7fj/2wlTVE9Jja9Ws8HjFBre0sKEAAAA54eS5SKULMB19m5drbTl76pt6jeqrWxJksM0tMUvRmaX0erQf4Q8PL0sTgkAAFA6SpaLULIA18vPy9GWJR/JZ9P7al+wsXj7UdXR3sZXK2LQ3Qpp2tbChAAAAGeiZLkIJQuoWMm7NunQT2+q9ZGvVVcZxdu3+HSVo9sd6tD/etk9PCxMCAAAcBoly0UoWUDlyM/P1cYln8h701x1zNsg23/X3jqi+tobcYPaDB2veiHMTAgAAKxDyXIRShZQ+fbvSdTBxW8oMmWB6ihLkpRvempj0MUK6nePWnfpJ8MwLE4JAABqGkqWi1CyAOvkncpW4uLZCtw8Sy2Ldhdv3+HRWpkdRqvj4NHy8a1lYUIAAFCTULIuUFxcnOLi4uRwOLRz505KFmAl09SuDcuU8fMMdToZX7zuVroCtSPsajUbMkEhTVpbHBIAAFR3lCwXYSQLcC8nUg9qx/dvqFnSPIXqmKTT08Bv9O8r774TFNl9oAybzeKUAACgOqJkuQglC3BPRYUF2vTTPHmue0cdCxKKt+/waK2s6DsVdemt8vTyti4gAACodihZLkLJAtzfvsQ1Orr4VXU68YO8jUJJUqrqKqnFzWo3bKKC6tSzOCEAAKgOKFkuQskCqo70tEPa8c2rapU8r3jNrVOmt7Y0uELhQyepYfP2FicEAABVGSXLRShZQNWTl5ujTd+9q3pb3lFz535JktM0tNm/l3z6T1KbmIEWJwQAAFURJctFKFlA1WU6ndr060KZK+MUnbe6eHuiZ3udirlXnS+5QXa73cKEAACgKqFkuQglC6ge9m5br6M/vKTO6d8XTwGfZGuitI53qfNlY+XlzSQZAADg3ChZLkLJAqqXY0f2ae/XLyjy8BfyV64k6YjqaX/rMep05QT5+QdZnBAAALgrSpaLULKA6inr5DElLnxVLfe+r7o6KUk6KX9tDx+pdlc9qKB6Da0NCAAA3A4ly0UoWUD1lpebo03fzFBY4ttqbKZIknJNL20JuVJNr5isBuEtLU4IAADcBSXLRShZQM1QVFioDYvfV9C6OLV27JYkFZh2JQQPVcNh/1R4i0iLEwIAAKtRslyEkgXULKbTqY3LF8q+8mV1LNgoSSoybVoXNEihlz+qpm2irQ0IAAAsQ8lyEUoWUHNtW71YRUufU8fcNZJOr7W1PnCA6g19VBGRMRanAwAAlY2SdYHi4uIUFxcnh8OhnTt3UrKAGmxPwnJl/ThV0adWFm/bUKuvgoY8quYde1mYDAAAVCZKloswkgXgD3s2/6aT3z+jztm/yGac/mNzk18P1RrymFp06mNxOgAAUNEoWS5CyQLwZ0mJ63Tsu2fUJfMn2f9bttb59VXAkMfVulN3i9MBAICKQslyEUoWgLPZt2Ojjn77lLpmLJHNMOU0Da0JuFj1h01R87ZRVscDAAAuRslyEUoWgL+yf/t6pX/7hKKzfpZ0ejbCNbWHqPFVTyi8eRuL0wEAAFehZLkIJQvA+UreskoZi55Qx1O/STq9zta6elep2TWPK7RxM4vTAQCAC0XJchFKFoCy2rP+J+X9+G+1z9sgScozPbU+dIRaX/sv1QtpZHE6AABQXpQsF6FkASivHau+lX56Wm0KEyVJOaaPNja+Ue2H/0tBwfUsTgcAAMqKkuUilCwAF8J0OrV1+Zfy+XWqWhbtliRlqpa2NB2lTtf9Q/4Bta0NCAAAzhsly0UoWQBcwXQ6tXHJh6r92/OKcCZLktIVqB2txqrz8Afl7eNncUIAAPBXKFkuQskC4ErOoiJt+P49hax7WY3NI5Kkw0YDHe78d3W5fKxsdrvFCQEAwNlQslyEkgWgIhQVFmj9wjhFbJ6mBjohSdptb6Hc/lPUse9VFqcDAACloWS5CCULQEXKzcnSxs+mqkPSe/I3ciVJm3y6ye+yp9WyU0+L0wEAgP9Vlm5gq6RMAIA/8a0VoB6jn1Xhvev1e4MRKjDt6pS3Vs2/GKo1r1yvI/t3Wh0RAACUAyULACxWp36YYu95R8dG/ap1AQNkM0zFZPyg4Pd6aeXM8co4kWZ1RAAAUAaULABwE2HNI9X17wu0+6qvtdWrk7yNQvVK+UCaFq3fP/y3CvNzrY4IAADOA89knQPPZAGwiul0avPPnyvwl6eKp30/ZITqWM9/qdPAm2TY+DcyAAAqExNf/ElERIQCAwNls9lUp04dLV269Lw+R8kCYDVHUZHWfhWnFptfVj2dlCQleneSz7Dn1bwjk2MAAFBZKFl/EhERoS1btsjf379Mn6NkAXAXWZnp2vTJk+p66AP5GIVymobWBV+mZjf8R/VCm1gdDwCAao/ZBQGgmgkIrKPed76qE2NWaK3/xacnx0j/Vr4zYvTbnH8qLzfH6ogAAOC/3L5kLV++XFdccYXCwsJkGIYWLFhwxjFxcXGKiIiQj4+PYmNjtXr16hL7DcNQv379FBMTow8//LCSkgOA64VFtFG3B+dr22Wfa4dHa9Uy8tQjabpOPB+tdYtmyXQ6rY4IAECN5/YlKycnR1FRUYqLiyt1/7x58zRp0iRNmTJF69evV1RUlAYPHqy0tP+f8vjXX3/VunXrtHDhQj377LPatGlTZcUHgArRrvsgtZr8m9Z0/o/SFKwwM01dV9+v7VP7aPfGFVbHAwCgRqtSz2QZhqH58+fr6quvLt4WGxurmJgYTZ8+XZLkdDoVHh6uCRMm6JFHHjnjHA899JDat2+v0aNHn7EvPz9f+fn5xe8zMzMVHh7OM1kA3Nqp7AxtnPe0opNny9cokNM0tKbeVWpz43OqXS/U6ngAAFQLNeaZrIKCAq1bt04DBw4s3maz2TRw4ECtWrVK0umRsKysLElSdna2fvrpJ7Vv377U802dOlVBQUHFr/Dw8Ir/EgBwgfz8g9Tz9heUOfY3rQs4/bxW7PEFMqZ30e+fPidHUZHVEQEAqFGqdMk6duyYHA6HQkJCSmwPCQlRSkqKJCk1NVV9+vRRVFSUevTooVtvvVUxMTGlnm/y5MnKyMgofh04cKDCvwMAuEpI4xbq+vf52nrpx0qyRShIOYpNfFb7pnbTtt+/tzoeAAA1hofVASpa8+bNtXHjxvM61tvbW97e3hWcCAAqVvtel6koZqB+++JlRW6fphaOJOm7G7RuxSVqcsNLqt+omdURAQCo1qr0SFa9evVkt9uVmppaYntqaqpCQ3kOAUDN5eHppR4jH1HRPWv1e/CVcpqGumbGq9Zbsfpt7mMq+J/nTwEAgGtV6ZLl5eWlrl27Kj4+vnib0+lUfHy8evbsWe7zxsXFKTIy8qy3FQJAVRHcIEyxE9/Xnmu+1jbPdvIz8tVj7zQdfq6rNq9YZHU8AACqJbefXTA7O1u7d++WJHXu3Fkvv/yyBgwYoODgYDVp0kTz5s3TqFGj9Oabb6p79+569dVX9emnn2r79u1nPKtVVmWZQQQA3J3T4dS6r+PUMuF51VGmJGl14GA1+9uLqh/axOJ0AAC4t7J0A7cvWcuWLdOAAQPO2D5q1CjNnj1bkjR9+nS98MILSklJUXR0tKZNm6bY2NgLvjYlC0B1lJmeph0fPqSuR7+SzTCVqVpKbHe/YoZPkt2j2j+qCwBAuVSrkmUlShaA6mz3+p+lbx9QS8ceSdIueytp2Mtq1fkii5MBAOB+asw6WRWFZ7IA1AQtu/RTs8mr9Xu7ycqSr1o5dqnFgiv1+/Qxykg/ZnU8AACqLEayzoGRLAA1xbGUZO376AF1y1wiSTquIO3rMlldht0lw8a/xwEAwEgWAKBM6oU2UbdJX2jLwA+039ZYdZWhrusf0bbn+il51/mtNQgAAE6jZAEAinXoc4VC/7FWKyPuVa7ppcj8TQr54BKtfO8fys/PtToeAABVAiULAFCCt7eveo1+RidG/aLNPt3kbRSqV/JMHX6uu7avWWJ1PAAA3B4lqxRMfAEAUqPmbdXh4cVa3+0FnVCgmjmT1fqb6/T79DHKOnnc6ngAALgtJr44Bya+AIDTMo6naOf79yvm5HeSpDQF61Cvp9T50pstTgYAQOVg4gsAgEsF1Q1VzP2faMvA93XQCFUDnVDnleO14YXLdexQktXxAABwK5QsAMB569DnStV7aJ1Who1SoWlX55xf5fN2T6357Hk5HQ6r4wEA4BYoWQCAMvHx81evO6dp/3WLtMOjtfyVq5itz2jnf/ooeWeC1fEAALAcJasUTHwBAH+tZcceavGPlVrZ+mHlmD5qW5iokA8HasXcx1VUWGh1PAAALMPEF+fAxBcAcH4O79+p4x/frY556yRJ2z3aymv4DDVv18XiZAAAuAYTXwAAKlVY09bq8PASrYv6t7Lkq7ZF29Xok0v1y+zHVMioFgCghqFkAQBcwrDZ1PWa+5Q/doW2+MbI2yhU333TtPs/vbVz6zqr4wEAUGkoWQAAl6rXqIXaP/SjNkQ/pSz5qp1jh5p+Olg/z/qX8gsKrI4HAECFo2QBAFzOsNnU+eqJKhi7Ulv9To9q9dv/uvY+11s7tqy1Oh4AABWKklUKZhcEANeo26i52j+0WBu7PKNs+amdY6ciPhuipe/+U3n5jGoBAKonZhc8B2YXBADXST+8V0c+vEuROaslSdvsreVxzQy16tDN4mQAAPw1ZhcEALidOmHNFfngj9rc7dniUa0mnw3Ritn/Yl0tAEC1QskCAFQew1DHYeNVeNdKbfHtLm+jUL33va49z/VW8o4NVqcDAMAlKFkAgEpXp2EztX/oB62LflqZ8lOboh0K+WiQ1n7wuJxFRVbHAwDgglCyAACWMGw2db16gk7d/qsSfE7PQNht92va+fxFStm/3ep4AACUGyULAGCp0PAW6vTQj1rR4Ullm75qW7BV/u/115oFr8t0Oq2OBwBAmVGyAACWs9lt6n3d/UoftVSJnu3lb+QqJuFf2vDiFTqedtjqeAAAlAklqxSskwUA1ghv3k6tH/5Zq5rdqwLTri6nfpX5Rk+tXTzP6mgAAJw31sk6B9bJAgDr7N20UvYFd6qp84Ak6dc6V6vTbdMUGBBkcTIAQE3EOlkAgCqveadeCn3oN60JvUGS1Cd9gU6+3EOJa5danAwAgHOjZAEA3Ja3r79i7n5LOy+dq6MKVhPzsFp9PVwr3n1YhYUFVscDAKBUlCwAgNtr3esq+dz3uzYEXixPw6HeB97Unuf66uDuLVZHAwDgDJQsAECVEFCngTo/8KXWd3temfJT26LtCn7/Yq358hWmegcAuBVKFgCg6jAMdRl2l07dtlxbvTrJz8hXzKYntOHlq5RxPNXqdAAASKJkAQCqoNAmrdT2H8u0svl9p6d6z16uvNd7asuKb62OBgAAJQsAUDXZ7Xb1uvXf2n/NVzpghClExxX5401a8db9KsjPtzoeAKAGo2SVgsWIAaDqaBXdV3X/vkprgy+XzTDV+/As7X3hIh3au83qaACAGorFiM+BxYgBoGpJ+P49Nf/tnwrUKWWbvtoR86S6DrvL6lgAgGqAxYgBADVS9JDblHvbz9ruGSl/I1dd1z6sta+O1KnsDKujAQBqEEoWAKBaCWnSWi0f/lmrwsfKYRrqdvI7HX25l5K2/m51NABADUHJAgBUOx6eXup5+4vadukHSlOwmjoPKuzTy/Xbpy+wphYAoMJRsgAA1VaH3sPkcc+v2ujbXd5GoXokPq31L12ljBPHrI4GAKjGKFkAgGotuEEjdXroe/3WapIKTLu65ixXzus9tW1tvNXRAADVFCULAFDtGTa7etw0RclXL9BhI0RhZppafj1CK+c+LqfDYXU8AEA1Q8kCANQYLTtfpID7Vml9wAB5Gg712vuaNr9wqU6kHrQ6GgCgGqFkAQBqlIDaddX5gS+1tuMU5ZmeispbK8eMPtq28hurowEAqglKFgCgxjFsNnUbPklHbvhO+2zhqq90tfnhZv0+ZzK3DwIALhglCwBQYzWLjFH9SSv1W9BlshmmYpPe0KYXh+rk8TSrowEAqjBKFgCgRqvlH6jY+z/S7x3/rTzTU9G5v+vU672VuO4Xq6MBAKooShYAoMYzDEOxw+/T4eELdcgIVZjS1GLhNfrlkxdZvBgAUGaUrFLExcUpMjJSMTExVkcBAFSi5p16KfC+Fdpcq5e8jUL13f6UVr58ozIyMq2OBgCoQgzTNE2rQ7irzMxMBQUFKSMjQ4GBgVbHAQBUEtPp0IaPn1DUztdlN0ztMiJkXj9XrdtFWR0NAGCRsnQDRrIAAPgTw2ZXl5ue0v7LP1K6gtTK3KfQT4bo12/mWh0NAFAFULIAADiL5t0vk/2eX7XbO1KBxin1WTtBS+PuVX5BvtXRAABujJIFAMA5BDZoouYPLlNCoxslSQOOvq8dLwzUkUPJFicDALgrShYAAH/B5umt6LEzldj7NZ2StzoVbpL97X7atPJ7q6MBANwQJQsAgPMUOWi0Mm7+UQfsjdVAJ9Tuh7/p1w/+zTTvAIASKFkAAJRBw5bRqv/ACiUEXixPw6E+u1/SupeuUWbGCaujAQDcBCULAIAy8vGvraj7v9C6yEdUaNrVLWeZ0l/tq33b1lkdDQDgBihZAACUg2Gzqev1k5V0xadKU7CamgdV/5OhWvft21ZHAwBYjJIFAMAFaN1toDzG/aIt3tGqZeSr65oHtfqNO1RYkGd1NACARShZAABcoOCQxmr3ULxWhY2WJHVP+0x7X+ivY0f2WZoLAGANShYAAC5g9/BQzztf07peM5Rp+qlN4TaZb/bX9jXxVkcDAFQyShYAAC7U9dK/6eTNP2ifLVz1la7m31yv1V+8anUsAEAlomQBAOBiTVp1Uv37f9GGWn3kZRSp++Yp+n36GJ7TAoAagpIFAEAFqBVYR1GTFmpV07slSbHHvtTuFy/RidSDFicDAFQ0ShYAABXEZrer55jntKHPTGWbvmpXsEWFMy7Sno2/WB0NAFCBKFkAAFSwzgNv1LEbv1OyEaYQHVejL6/Rhq9nWB0LAFBBakTJOnXqlJo2baoHH3zQ6igAgBoqom1nBU38VRt8esjHKFTndY9ozcy75SgqtDoaAMDFakTJeuaZZ9SjRw+rYwAAarigOnXV6aFF+jXsNklSTMrH2vHiQGUeT7E4GQDAlap9ydq1a5e2b9+uoUOHWh0FAADZ7Xb1ufMVre7+mnJMb0XmJShnel8lb1tjdTQAgIu4dclavny5rrjiCoWFhckwDC1YsOCMY+Li4hQRESEfHx/FxsZq9erVJfY/+OCDmjp1aiUlBgDg/HS/bLQODf9GBxWqhmaa6n4yTBvjP7Y6FgDABdy6ZOXk5CgqKkpxcXGl7p83b54mTZqkKVOmaP369YqKitLgwYOVlpYmSfrqq6/UunVrtW7dujJjAwBwXlp36i7f8T9rs1e0ahl56rh8nH5/f4pMp9PqaACAC2CYpmlaHeJ8GIah+fPn6+qrry7eFhsbq5iYGE2fPl2S5HQ6FR4ergkTJuiRRx7R5MmT9cEHH8hutys7O1uFhYX6+9//rscff7zUa+Tn5ys/P7/4fWZmpsLDw5WRkaHAwMAK/X4AgJqrID9f698cqx4nvpIkrak9VFF3z5KXj6/FyQAAf8jMzFRQUNB5dQO3Hsk6l4KCAq1bt04DBw4s3maz2TRw4ECtWrVKkjR16lQdOHBA+/bt04svvqixY8eetWD9cXxQUFDxKzw8vMK/BwAAXt7eir13tla1eUQO01DMye+056VLdCLtkNXRAADlUGVL1rFjx+RwOBQSElJie0hIiFJSyjdL0+TJk5WRkVH8OnDggCuiAgDwlwybTT1vnKwtA95VpumndoVblTejv5ISmRADAKoaD6sDVJbRo0f/5THe3t7y9vau+DAAAJxFVP/h2h/aTJnzblRjM0XZ867Qpn6vqdPFN1gdDQBwnqrsSFa9evVkt9uVmppaYntqaqpCQ0Mv6NxxcXGKjIxUTEzMBZ0HAIDyaNq2i/zH/6ytXp3kb+Sqw8936bcPn2RCDACoIqpsyfLy8lLXrl0VHx9fvM3pdCo+Pl49e/a8oHOPHz9eiYmJWrOGWzQAANaoXS9Urf6+WKuDr5DNMNVj18ta8/rNKsjPszoaAOAvuHXJys7OVkJCghISEiRJSUlJSkhIUHJysiRp0qRJevvttzVnzhxt27ZN48aNU05OjsaMGWNhagAAXMPL20cx987Vb60flMM01D39W+1+aaDSjx6xOhoA4Bzcegr3ZcuWacCAAWdsHzVqlGbPni1Jmj59ul544QWlpKQoOjpa06ZNU2xsrEuuX5ZpGgEAqEgbl36mFssmyN/I1SEjREXXf6ym7bpaHQsAaoyydAO3LllWiYuLU1xcnBwOh3bu3EnJAgC4hf3b1srz078pzExVlumr/QOmq0P/66yOBQA1AiXLRRjJAgC4m/SjR3Tk7esUWbBFDtNQQvtH1PX6R6yOBQDVXo1YjBgAgJqoTv2GavH3Jfot6DLZDVNdE6dq7cw75SwqsjoaAOC/KFkAAFQx3t6+ir3vQ/3S9F5JUreUedryyhXKy8mwOBkAQKJkAQBQJRk2m/qOeUa/d3tZ+aanOuWs1KFXLtaJlP1WRwOAGo+SVQoWIwYAVBWxw27Xrss+1gkFqkXRbhW9OUDJiautjgUANRoTX5wDE18AAKqK/bu3Sh9er6bmQeXIR8kXz1C7i661OhYAVBtMfAEAQA3TtGV7BYz/SZs9O6mW8tQq/nZt+OJFq2MBQI1EyQIAoJoIrheiVn//UasCh8jDcKrz5qe09q1xMh3MPAgAlYmSBQBANeLj46vY+z7W8vBxkqRuhz/S5leuUn5ulsXJAKDmoGSVgokvAABVmc1u00W3/0crol84PfNg9q/a9/IgnTyWYnU0AKgRmPjiHJj4AgBQ1W1c8b0ifrxNQUaOko1G8hg1X2ERbayOBQBVDhNfAAAASVJU7yFKH/m1UlRPTcxD8pw9WLs2/WZ1LACo1ihZAABUcxHtuso+drGSbE1VX+kK/eJqJfzytdWxAKDaomQBAFAD1G/UXPUm/qRtXh0VYOSq3ZLRWrXwbatjAUC1RMkCAKCGCKhdTy0m/aiEgIvkbRQpdt1DWjb3KfF4NgC4FiWrFMwuCACorrx8/NTpvvlaF3KdbIap/ntf1M9vjFdRkcPqaABQbTC74DkwuyAAoNoyTa3/6DF12fW6JGlFrUHqfO/78vP1tTgYALgnZhcEAADnZhjqctPT2tztWRWZNvXOWaztL1+uYyeOW50MAKo8ShYAADVYx2HjlTToHeXKW10K1+nY9EuVnLzf6lgAUKVRsgAAqOFa9Rmu48M/10kFqK1zt/TepUrcutHqWABQZVGyAACAGne8SI4xPyjFFqImSlGDT6/Qut+WWh0LAKokShYAAJAk1W3aXgHjf9J+zxaqZ2SozXcjtfLHz6yOBQBVDiULAAAUq1W3sRre/5N2+HWRv5GnmBV36efPp1sdCwCqFEpWKVgnCwBQk3nVqq1WD3yvzXUGydNwqN+Wf2rZrH/JdDqtjgYAVQLrZJ0D62QBAGoy0+nQxncnKPrQh5KkX+per57jZsjDw8PiZABQ+VgnCwAAXDDDZlf02De0oe2DkqS+xz/V+leuU17uKYuTAYB7o2QBAIBz6jzyMW3s/oIKTbu65yzVrleGKjPjhNWxAMBtUbIAAMBfirrsTu0a+J5yTB91LEjQ0WkX69gRFi0GgNJQsgAAwHmJ7Hu1UoZ/oeMKUgtHkgrfGqhDu1m0GAD+jJIFAADOW4tOfZR363c6aDRUQzNNfh8M0+6E5VbHAgC3QskCAABl0qh5e3nfvVg77S1VR5lqOH+Etv660OpYAOA2KFkAAKDM6oeEK3TiYm32ilYtI0+tFo/Rhu/nWB0LANwCJQsAAJRLYFCwWj3wndbV6isvo0idVt2ntfOnWR0LACxHySpFXFycIiMjFRMTY3UUAADcmo+vn6Lun6/faw+T3TDVbeNjWvPRv62OBQCWMkzTNK0O4a7KsqozAAA1mdPh1Kq37lXv1A8lSWvCb1O3MS/JsPHvuQCqh7J0A/7kAwAAF8xmt6nX3XH6pel4SVLMgfe0fuYdMp0Oi5MBQOWjZAEAAJcwDEN9xzyrX9v8U07TUNe0L7Rx2g1yFBZYHQ0AKhUlCwAAuFSfGx/Wb12eU6FpV/TJxdr26hUqzMu2OhYAVBpKFgAAcLleV92lDb3jlGd6qkPOb0p6ZYjystKtjgUAlYKSBQAAKkT3S29U4iVzlGX6qnX+Zh2Zdomy01OsjgUAFY6SBQAAKkyXiy7XvmGf6rgZqGaFe3Ri+iCdTE22OhYAVChKFgAAqFAdYy7SsRELlKpgNXEk69Sbl+rYwV1WxwKACkPJAgAAFa5Nh646ddM3OqQGCnMekePdITqyd4vVsQCgQlCyAABApWjWqr005jvtNxopxDwmz7mXK3n7OqtjAYDLUbIAAECladS0pfzu/F57bBGqp5Py/+RqJW393epYAOBSlCwAAFCp6jdsouB7ftQue0sFK1N1PrtWuzf+anUsAHAZSlYp4uLiFBkZqZiYGKujAABQLdWpF6IG43/QDo82qq1sNZh/vXasW2p1LABwCcM0TdPqEO4qMzNTQUFBysjIUGBgoNVxAACodrIyTujg9GFqV7hV2aavki+bq8jYS62OBQBnKEs3YCQLAABYJiAoWE0mLtJWr07yN3LVdNHN2rziW6tjAcAFoWQBAABL1QqorRb3L9IWny6qZeSr5Y+jlfDzAqtjAUC5UbIAAIDlfPwC1Or+b7TZt7t8jQK1/ekOrYv/1OpYAFAulCwAAOAWvH1qqc19C7WxVi/5GIXquHyc1vzwodWxAKDMKFkAAMBtePn4qv1985UQcJG8jCJFr5yg37+dZXUsACgTShYAAHArHl4+6njfl9oQNFCehkNdV0/SigVvWR0LAM4bJQsAALgdu4enoibM04Y6Q+RhONVjw8P65YvpVscCgPNCyQIAAG7J5uGh6AkfaX29K2U3TPXe9C/9/MnLVscCgL9EyQIAAG7LsNnV+Z7Z2hAyXDbDVL/tT+rnj56zOhYAnBMlCwAAuDXDZlfnu9/VhrCRkqR+O5/VLx88bXEqADg7ShYAAHB/hqHOY2dqbaNbJEl9d7+gFXOnWBwKAEpHyQIAAFWDYajbHa9rdfjtkqTee1/VqtmPWhwKAM5EyQIAAFWHYaj77S/r94i7JUk998Xpt/cekkzT4mAA8P8oWQAAoMqJHf2cVjabIEnqkfyWVr/7AEULgNugZAEAgCqp16intaLFJElS94OztPbt8RQtAG6BkgUAAKqs3rdM0S+t/iFJ6nb4Q619+x6ZTqfFqQDUdNW+ZJ08eVLdunVTdHS0OnTooLffftvqSAAAwIX63vSofmlzegKMboc/0rp37qVoAbCUYZrVe1zd4XAoPz9ffn5+ysnJUYcOHbR27VrVrVv3Lz+bmZmpoKAgZWRkKDAwsBLSAgCA8vr14+fUZ8ezkqQ1YTer2x2vy7BV+39PBlBJytINqv2fPHa7XX5+fpKk/Px8maapat4rAQCokfrc+A+taDNZkhRz+AOtfuc+RrQAWMLtS9by5ct1xRVXKCwsTIZhaMGCBWccExcXp4iICPn4+Cg2NlarV68usf/kyZOKiopS48aN9dBDD6levXqVlB4AAFSm3jc+opVtHpEkxR6eq98pWgAs4PYlKycnR1FRUYqLiyt1/7x58zRp0iRNmTJF69evV1RUlAYPHqy0tLTiY2rXrq2NGzcqKSlJH330kVJTUysrPgAAqGS9bpysVa1PT4bR4/BcrZ71d2YdBFCp3L5kDR06VE8//bSuueaaUve//PLLGjt2rMaMGaPIyEjNnDlTfn5+eu+99844NiQkRFFRUfrll19KPVd+fr4yMzNLvAAAQNXT82+PamWrhyRJsQfe0+rZD1ucCEBN4vYl61wKCgq0bt06DRw4sHibzWbTwIEDtWrVKklSamqqsrKyJEkZGRlavny52rRpU+r5pk6dqqCgoOJXeHh4xX8JAABQIXrd9C+taPGAJKn7/re0ZvY/LE4EoKao0iXr2LFjcjgcCgkJKbE9JCREKSkpkqT9+/erb9++ioqKUt++fTVhwgR17Nix1PNNnjxZGRkZxa8DBw5U+HcAAAAVp/ctT+jXZhMlSTH7Zmrt3EctTgSgJvCwOkBF6969uxISEs7rWG9vb3l7e1dsIAAAUKn6jHpKv7znUN/kOHXbG6f1H9rV5aanrI4FoBqr0iNZ9erVk91uP2Mii9TUVIWGhpb7vHFxcYqMjFRMTMyFRgQAAG6gz5hntDz8bklSl13TtG7esxYnAlCdVemS5eXlpa5duyo+Pr54m9PpVHx8vHr27Fnu844fP16JiYlas2aNK2ICAACLGYahvrf9R8vDbpckdd32nNZ88YrFqQBUV25fsrKzs5WQkFB8y19SUpISEhKUnJwsSZo0aZLefvttzZkzR9u2bdO4ceOUk5OjMWPGWJgaAAC4G8Mw1PeOF7Uy5G+SpK6bntTqr2ZanApAdWSYpnsvHLFs2TINGDDgjO2jRo3S7NmzJUnTp0/XCy+8oJSUFEVHR2vatGmKjY294GtnZmYqKChIGRkZCgwMvODzAQAA65lOp9bEjVH34wtUZNq0LvZVxV42yupYANxcWbqB25csK8TFxSkuLk4Oh0M7d+6kZAEAUM04HQ4lTP+buqR/r3zTQwl9Zih20PVWxwLgxihZLsJIFgAA1ZezqFCbp12nqMxlyjW9tKn/e4odcIXVsQC4qbJ0A7d/JgsAAKAi2Dw81WHCp0qs1UO+RoHaLxur1b/8aHUsANUAJQsAANRYdk9vtZk4Xzv8usjfyFWbJaO1YcUPVscCUMVRsgAAQI1m9/ZTiwlfabdPBwUZOWrz4y3a9utXVscCUIVRskrBYsQAANQsHr6BajLxe23yiZGfka+mi8dq15rFVscCUEUx8cU5MPEFAAA1S17uKW1/9QpF569Vlnx17NrP1KxTX6tjAXADTHwBAABQDj6+fmo1Yb62eHZUgHJV58uROrB9rdWxAFQxlCwAAID/Ucs/UOHjF2q7vY1qK1t+nwzXkb1brI4FoAqhZAEAAPxJUO1gNRj3tfbYmqmuTsr2/lVKO7DL6lgAqghKVimY+AIAAATXC1HAnV9rv9FIIeYxFb43TMdTkq2OBaAKKFfJGjVqlJYvX+7qLG5j/PjxSkxM1Jo1a6yOAgAALNQgNFyet32tQwpRIzNF2W9drsxjR6yOBcDNlatkZWRkaODAgWrVqpWeffZZHTp0yNW5AAAA3EJYeAs5blmgVAWrqTNZJ2YMUc6Jw1bHAuDGylWyFixYoEOHDmncuHGaN2+eIiIiNHToUH3++ecqLCx0dUYAAABLNWkRqZyRXypNdRTh2Kf0NwYr92Sa1bEAuKlyP5NVv359TZo0SRs3btTvv/+uli1b6pZbblFYWJgeeOAB7drFw6EAAKD6aN62s06MmK8UM1iNi5J16I0rlH8q0+pYANzQBU98ceTIES1evFiLFy+W3W7XZZddps2bNysyMlKvvPKKKzICAAC4hbbtO+voNZ/opOmvlgXbtXP6cBUV5FsdC4CbKVfJKiws1BdffKFhw4apadOm+uyzz3T//ffr8OHDmjNnjpYsWaJPP/1U//73v12dt1IwuyAAADibjtGx2jf4PeWaXup4arU2TL9JTofD6lgA3IhhmqZZ1g/Vq1dPTqdTN954o8aOHavo6Ogzjjl58qQ6d+6spKQkV+S0RGZmpoKCgpSRkaHAwECr4wAAADeyIX6eOi6/Wx6GUysa3Khe42bIMAyrYwGoIGXpBuUqWe+//75GjBghHx+fcoesCihZAADgXNYvfENd1k+WJK1ocrd63/acxYkAVJSydINy3S64dOnSUmcRzMnJ0W233VaeUwIAAFQ5Xa68R2va/F2S1Dt5pn776CmLEwFwB+UqWXPmzFFubu4Z23NzczV37twLDgUAAFBVxNz4uFY1vVuS1H3HS1rxLX8XAmq6MpWszMxMZWRkyDRNZWVlKTMzs/iVnp6uRYsWqUGDBhWVFQAAwC31GDVVa+tfI5thqsvqv2v1soVWRwJgIY+yHFy7dm0ZhiHDMNS6desz9huGoSeffNJl4QAAAKoCw2ZTl7ve1rZXj6hd9m9qv/QObfaaq469hlgdDYAFylSyli5dKtM0dfHFF+uLL75QcHBw8T4vLy81bdpUYWFhLg8JAADg7mwenmo1Yb4SXx2myNx1avbDaO3y/litug6wOhqASlau2QX379+vJk2aVNtpSuPi4hQXFyeHw6GdO3cyuyAAADhveaeytOfVy9W+YKOy5Kf04Z+pScc+VscCcIEqZAr3TZs2qUOHDrLZbNq0adM5j+3UqdP5p3VjTOEOAADKIzsrQ/tfG6r2RVuVIX/l3jhfoW26Wx0LwAWokJJls9mUkpKiBg0ayGazyTAMlfZRwzDkqCarnlOyAABAeaWnn9Dh6UPV3rFdGQqQ49avFdy8s9WxAJRTWbrBeT+TlZSUpPr16xf/HgAAAGdXp06wCu76WokzhirS3K2UD25QxoQVCqpT3+poACpYuZ7JqikYyQIAABcq+eAh2d4ZoMZK1RrvHurwwNfy9fGyOhaAMipLNyj3YsTffvtt8fuHH35YtWvXVq9evbR///7ynBIAAKBaatK4kQqunaV8eSom/zetef1mFRQWWR0LQAUqV8l69tln5evrK0latWqVpk+frueff1716tXTAw884NKAAAAAVV3zTr11sP8rKjJtuijnB62dfquc1eQZdgBnKlfJOnDggFq2bClJWrBgga677jrdeeedmjp1qn755ReXBgQAAKgOWvS/RTt7vSiHaahXxrdaN/MOmU6n1bEAVIBylSx/f38dP35ckvTjjz9q0KBBkiQfHx/l5ua6Lh0AAEA1Ejn4diV0nSqnaSjm6JdaM/dRqyMBqADlKlmDBg3SHXfcoTvuuEM7d+7UZZddJknaunWrIiIiXJkPAACgWul65TitavuIJKn7vhlaPX+axYkAuFq5SlZcXJx69uypo0eP6osvvlDdunUlSevWrdONN97o0oBWiIuLU2RkpGJiYqyOAgAAqqHeNz6ilQ1vlSR1SZiiDfHzLE4EwJWYwv0cmMIdAABUFNPp1LrXRqpbxg/KNz2VfOlbatX7WqtjATiLClmM+M9Onjyp1atXKy0tTc7/eWjTMAzdcsst5T0tAABAjWDYbIoaP1frX71WXU6tUNPFY5XsH6wmUf2tjgbgApVrJOvrr7/WTTfdpOzsbAUGBsowjP8/oWHoxIkTLg1pFUayAABARcvNzdOmV65SbMFvSlOwHGOXqWGjplbHAvAnFb4Y8d///nfddtttys7O1smTJ5Wenl78qi4FCwAAoDL4+vqozbiPtc8WrgY6oZPvDld6errVsQBcgHKVrEOHDmnixIny8/NzdR4AAIAap3adYPneMk8nFaB2zl3aPWOETuXlWR0LQDmVq2QNHjxYa9eudXUWAACAGiukWXtlXfOBcuWlmII1WjN9lAqLHFbHAlAO5Zr44vLLL9dDDz2kxMREdezYUZ6eniX2X3nllS4JBwAAUJOER/XX7sw4NVtyp/plf68fZj6gQfe8JpvN+OsPA3Ab5Zr4wmY7+wCYYRhyOKrHv7ow8QUAALDC9m9eU9u1j0uSvm/6kIaM+ZfFiQBU+MQXTqfzrK/qUrAAAACs0nbYfUpsPU6SNGT/C1r90b8tTgSgLMpVsv5XHg9lAgAAuFzkjVO1ofHptUe773xJifOftzgRgPNVrpLlcDj01FNPqVGjRvL399fevXslSY899pjeffddlwYEAACokQxD0bdN008hYyRJbROe1e6lcy0OBeB8lKtkPfPMM5o9e7aef/55eXl5FW/v0KGD3nnnHZeFAwAAqMkMm0397nxZPwVeJZthqsnPD+jQ+u+tjgXgL5SrZM2dO1dvvfWWbrrpJtnt9uLtUVFR2r59u8vCAQAA1HR2u00973lHK737yEtFqr1wtI7vXmN1LADnUO7FiFu2bHnGdqfTqcLCwgsOZbW4uDhFRkYqJibG6igAAADy9fFS23s+1gZ7B9VSrowPr1N2ym6rYwE4i3KVrMjISP3yyy9nbP/888/VuXPnCw5ltfHjxysxMVFr1vCvRAAAwD0EBwWq3u1faIciFGye1LF3b1BB3imrYwEoRbkWI3788cc1atQoHTp0SE6nU19++aV27NihuXPn6ptvvnF1RgAAAEgKDwvVthvn6cRHAxVRuFurZ4xRzH0fybDZ//rDACpNuUayrrrqKn399ddasmSJatWqpccff1zbtm3T119/rUGDBrk6IwAAAP6rXZu2Sh4wTU7TUPeM77V5xq2Sk3VKAXdimKZpWh3CXZVlVWcAAIDK9NuCNxSz4VHZDVNbmt2mDqNesToSUK2VpRuUaySrefPmOn78+BnbT548qebNm5fnlAAAACiDHlffo8VtnpQkdUh6T5u+e9viRAD+UK6StW/fPjkcZw5L5+fn69ChQxccCgAAAH9t8I0Ttaz+TZKk1r9N1rZ1yy1OBEAq48QXCxcuLP79Dz/8oKCgoOL3DodD8fHxioiIcFk4AAAAnJ1hGOpz52va+PIuReWuVp2vR2t/ne/UtHkbq6MBNVqZnsmy2U4PfBmGoT9/zNPTUxEREXrppZc0bNgw16a0CM9kAQCAquBU5gkdf62vwh0Htd9oJL+7f1D9kHCrYwHVSoU9k+V0OuV0OtWkSROlpaUVv3c6ncrPz9eOHTuqTcECAACoKvwCg1Xr9oVKNeqpqXlIeW8NUe7xZKtjATVWuZ7JSkpKUr169VydBQAAAOUUHNZCBX+brxTVVbjjoDJnDJEj54TVsYAaqVyLEUtSfHy84uPji0e0/td77713wcEAAABQNuGtOmnTdQtU9Nk1alx0SLvevFGt7l8ksVgxUKnKNZL15JNP6tJLL1V8fLyOHTum9PT0Ei8AAABYo1OHTtpzydvKNb3UKvM3bZz7oNWRgBqnXIsRN2zYUM8//7xuueWWisjkNpj4AgAAVFWL58Vp0LZHJUkbe76mqMGjrQ0EVHEVvhhxQUGBevXqVa5wAAAAqHgDr79Hy+uNlCS1XPmwtm9abXEioOYoV8m644479NFHH7k6CwAAAFzEMAz1uut1bfWOVi0jX35f3qJDB/dbHQuoEco18UVeXp7eeustLVmyRJ06dZKnp2eJ/S+//LJLwgEAAKD8PDy91PTuT5X6eh81caZo/3uXK3Pc9wqs39jqaEC1Vq6RrE2bNik6Olo2m01btmzRhg0bSrzcyYEDB9S/f39FRkaqU6dO+uyzz6yOBAAAUGn864TIuHWB0hSsps4DOvz29SooKLQ6FlCtlWvii6rkyJEjSk1NVXR0tFJSUtS1a1ft3LlTtWrV+svPMvEFAACoLnYnJqjhvMGqZeTp+/pjNPieV2QYhtWxgCqjLN2gTLcLXnvttX95jGEY+uKLL8py2grVsGFDNWzYUJIUGhqqevXq6cSJE+dVsgAAAKqLlpHR2tbzKbX77SFdmjZbP3zcTEP+dp/VsYBqqUy3CwYFBf3ly9UjPsuXL9cVV1yhsLAwGYahBQsWnHFMXFycIiIi5OPjo9jYWK1eXfrsOevWrZPD4VB4eLhLMwIAAFQF7QaP1c4mI2UzTA3c8YRWLPrA6khAtVSmkaxZs2ZVVI6zysnJUVRUlG677bZSR9LmzZunSZMmaebMmYqNjdWrr76qwYMHa8eOHWrQoEHxcSdOnNCtt96qt99+uzLjAwAAuA/DUOvRM7T5jSx1PPaton7/uxIaNFN0t95WJwOqlSr1TJZhGJo/f76uvvrq4m2xsbGKiYnR9OnTJUlOp1Ph4eGaMGGCHnnkEUlSfn6+Bg0apLFjx55zAeX8/Hzl5+cXv8/MzFR4eDjPZAEAgGrFWVigXS9fqja5G5SqOsq/8Us1adPF6liAW6vwxYjdRUFBgdatW6eBAwcWb7PZbBo4cKBWrVolSTJNU6NHj9bFF198zoIlSVOnTi1x6yO3FQIAgOrI5umlpnd/pmR7U4UoXYEfX6mMA9usjgVUG1W6ZB07dkwOh0MhISEltoeEhCglJUWStGLFCs2bN08LFixQdHS0oqOjtXnz5lLPN3nyZGVkZBS/Dhw4UOHfAQAAwAo+QfVV6+4ftM1oqdrKUuac65Wfc9LqWEC1UK7FiKuSPn36yOl0ntex3t7e8vb2ruBEAAAA7qFu/YY6eeunSp19icKLkrV1xo2KfGChDLun1dGAKq1Kj2TVq1dPdrtdqampJbanpqYqNDTUolQAAABVR4tmLXRo8FvKMz3VPnultr81RjrPf6AGULoqXbK8vLzUtWtXxcfHF29zOp2Kj49Xz549y33euLg4RUZGKiYmxhUxAQAA3FqXXpdqVZcX5TANtUv9Wgdnj5YcRVbHAqosty9Z2dnZSkhIUEJCgiQpKSlJCQkJSk5OliRNmjRJb7/9tubMmaNt27Zp3LhxysnJ0ZgxY8p9zfHjxysxMVFr1qxxxVcAAABwewOuGq35zaaoyLSpcfJXSlsw2epIQJXl9lO4L1u2TAMGDDhj+6hRozR79mxJ0vTp0/XCCy8oJSVF0dHRmjZtmmJjYy/42mWZphEAAKCqczhNvfXGCxp37Bk5Zej4iAWq376/1bEAt1CWbuD2JctKlCwAAFDTZOcXaeVL1+vSgngdM4Lld/tC+TXuaHUswHI1Zp2sisIzWQAAoKby9/ZQh9tnaI/CVc88IfO9IXKkbrc6FlClMJJ1DoxkAQCAmmrz7n0qev86dTZ26ZBfOzX6+6+Svdqv/gOcFSNZAAAAuCAdW0bo+GXvKMP0U6NT27Tp439ZHQmoMihZAAAAKNXA2Gj93vYRSVKHXTO1ZdlnFicCqgZKVil4JgsAAOC0QSMnamWdK2UzTDVZNlEHtvxqdSTA7fFM1jnwTBYAAICUn5+rPS8OUmThZmWplhw3z1ftlhe+XA5QlfBMFgAAAFzG29tXofcs1CZbOwUoR54fXqPC5LVWxwLcFiULAAAAfym4TrBq3bZA69RWtcwcFcy5RubJA1bHAtwSJQsAAADnpUXjUJ267hNtdjZTLUem0mbdJDkKrY4FuB1KVimY+AIAAKB0fTs007Y+ryvT9FNIxkbt/3yy1ZEAt8PEF+fAxBcAAABnMk1TH8yarluST6+ddfiyWQrrfq3FqYCKxcQXAAAAqDCGYeiGW8drkd9VkqS6i+5S1uZvLU4FuA9KFgAAAMrMy8Om2Duna4Wtm7xVIN8vblXhwQSrYwFugZIFAACAcqlbO1B1b/9Uy8wu8lCRjn54BxNhAKJkAQAA4AK0bVRXxlXTlW76Kyx3lzZ+9JjVkQDLUbIAAABwQfp1aa91kadnGey4e6a2/PKVxYkAa1GySsEU7gAAAGVzyfXj9XvQZbIZphrGT1Dyvj1WRwIswxTu58AU7gAAAOcv71S2jrzcR82KkrTJHqmmk35SUC1fq2MBLsEU7gAAAKh0Pn7+Crz1I+XIV50ciVo1c7yKHE6rYwGVjpIFAAAAl6nbJFLHB74qSRqS9YUWvv+atYEAC1CyAAAA4FJN+ozU7jZ3SZIuT3paP3/3qcWJgMpFyQIAAIDLtbxhqnbWvUTeRpG6/Xavdqz9yepIQKWhZAEAAMD1bHa1vOsjJfp2VS0jX6Hf3KJjexOsTgVUCkpWKZjCHQAA4MLZvHzU5J4vtc3eWkHKlj4Yrrzj+62OBVQ4pnA/B6ZwBwAAuHAHDh1UwduXqoUOKcU7QiF/XynDq5bVsYAyYQp3AAAAuI3wRo117OqPlWrWVmj+Pm398BGrIwEVipIFAACAChcbHaWE6H9Lktrte19bViyyOBFQcShZAAAAqBSXXn2r1gRdKrthKmLxbUpNXGF1JKBCULIAAABQKQzDUMc739Vmj47yV65qfTpCufvWWh0LcDlKFgAAACqNT61ANbjrK20w2slfOXLOvVpm2jarYwEuRckCAABApQqpX1e66VNtcLZSLWeWMt67Tjp1wupYgMtQsgAAAFDpOrdson2D39UBZ33VzjuotA/usDoS4DKULAAAAFjimt5R+jryRRWadjU4HK/Dv8+3OhLgEpSsUsTFxSkyMlIxMTFWRwEAAKjWxo64Ut/5X3P6zff/UMaJY9YGAlzAME3TtDqEuyrLqs4AAAAonxPpJ1T4WjeF6Li2e3dUq0k/yu7tZ3UsoISydANGsgAAAGCp4DrByh7+kbJMX7XN36ztb42SGAdAFUbJAgAAgOVadOyhLRfNVKFpV/vjP2rr/OesjgSUGyULAAAAbqHnJVfr54iJkqTWG5/X/g2LLU4ElA8lCwAAAG5jwK2Pa6XfAHkaDvkvvEOZaQesjgSUGSULAAAAbsNut6nd2FnaYzRRXfOkds8aK4fDaXUsoEwoWQAAAHArderUkTn8HRWYdnXJXaXvP3nd6khAmVCyAAAA4HZadojV7nbjJUndd76kJRv3WJwIOH+ULAAAALilyOse03HvxqpvZGjnl89qd1qW1ZGA80LJAgAAgHvy8FLQsKclSbfrK+16a5SyjzERBtwfJQsAAABuy6PD1SpoNlDeRqGGFsXr0Dt/k5OJMODmKFkAAABwX4Yhr1s+1Z4hHyrf9FSbvE36+sv3rU4FnBMlCwAAAO7NZleLHsO0r8XfJEltNr+gZVv2WZsJOAdKVini4uIUGRmpmJgYq6MAAADgv9pc94RO2QPU1nZAHp+PUlJqutWRgFIZpmmaVodwV5mZmQoKClJGRoYCAwOtjgMAAFDjFSatlGPO1fJRvhZ5Xqp+D36sWt4eVsdCDVCWbsBIFgAAAKoMz2a9lHf1e3LK0GWFP2rBu8+IMQO4G0oWAAAAqpTa0cN0uOtDkqQRqa/p628XWBsI+BNKFgAAAKqcxsMe1b6QQfIyHIpdc7/WJe6yOhJQjJIFAACAqscw1PS2WUrxaqoQ46S2f/aEUjPzrE4FSKJkAQAAoIoyvANU+9qXJEnXOb/XlLnfq5CFiuEGKFkAAACosnzaDFRuo17yNoo0Nu1pvf7Vr1ZHAihZAAAAqMIMQ77DnlOhh7+62nZp5MZR+nHVOqtToYajZAEAAKBqa9hJnnf/rOM+TRVmnFD497dp98EUq1OhBqNkAQAAoOqr11JBYxcqw1Zb7Yx9Sp19i7JOMREGrEHJAgAAQLXgUTdC5sgPlS9P9S5arbVv3i3T6bA6FmogShYAAACqjdqt++hw/9MzDg7ImK99M4ZLRfkWp0JNQ8kCAABAtdKs/yj92vFp5ZseanZ0qQ58/azVkVDDULIAAABQ7fS+9l7NazRZklR/4xs6enC3xYlQk1CyAAAAUO0YhqERo+7XJnt7+ahAx+bcooKs41bHQg1ByQIAAEC15OvtoeAR05Rt+qpdYaIypg+Q8rOsjoUaoEaUrGuuuUZ16tTRddddZ3UUAAAAVKLGbbtp0+BPlWLWUf38/do+f6rVkVAD1IiSdd9992nu3LlWxwAAAIAFevW6SL+3flCSFL7tXe1JSrI4Eaq7GlGy+vfvr4CAAKtjAAAAwCLDRo7THs/WqmXk6dQHf1POyaNWR0I15vYla/ny5briiisUFhYmwzC0YMGCM46Ji4tTRESEfHx8FBsbq9WrV1d+UAAAALgtu92uujdMV5b81NGRqMw3BsrMSrU6Fqopty9ZOTk5ioqKUlxcXKn7582bp0mTJmnKlClav369oqKiNHjwYKWlpVVyUgAAALiz2i1jtf+qL3XEDFbDgn06+eZlUm661bFQDbl9yRo6dKiefvppXXPNNaXuf/nllzV27FiNGTNGkZGRmjlzpvz8/PTee++V+Vr5+fnKzMws8QIAAED10aFzT/3c8z2lmrVVJ3u3Un982epIqIbcvmSdS0FBgdatW6eBAwcWb7PZbBo4cKBWrVpV5vNNnTpVQUFBxa/w8HBXxgUAAIAbuGFwfy0ImSBJ8twwRxmZ2RYnQnVTpUvWsWPH5HA4FBISUmJ7SEiIUlJSit8PHDhQI0aM0KJFi9S4ceOzFrDJkycrIyOj+HXgwIEKzQ8AAIDKZxiGRt56j9KMugpWhj59f7pM07Q6FqoRD6sDVIYlS5ac13He3t7y9vau4DQAAACwWpC/n1K6jJHWvaj+qXP13rIrdfuASKtjoZqo0iNZ9erVk91uV2pqyZlhUlNTFRoaalEqAAAAVAWhl4xXrlddtbIdkv2nJ7Um6bjVkVBNVOmS5eXlpa5duyo+Pr54m9PpVHx8vHr27Fnu88bFxSkyMlIxMTGuiAkAAAB35Bcsn+FvSJJG279Xgzl9lJF4fndAAefi9iUrOztbCQkJSkhIkCQlJSUpISFBycnJkqRJkybp7bff1pw5c7Rt2zaNGzdOOTk5GjNmTLmvOX78eCUmJmrNmjWu+AoAAABwU0abISro/5hy5aOmOiyfz/4mR9IKq2OhijNMN3/Kb9myZRowYMAZ20eNGqXZs2dLkqZPn64XXnhBKSkpio6O1rRp0xQbG3vB187MzFRQUJAyMjIUGBh4wecDAACAe9p14IgOv3Oj+hkblGf3l889y6W6LayOBTdSlm7g9iXLSpQsAACAmmPBmt0K/3qkutp2Kbt2W/nfs1Ty8rM6FtxEWbqB298uaAWeyQIAAKh5ro5pqR/bP6ejZqD8T25X7pcTJMYjUA6MZJ0DI1kAAAA1S16hQ4+/9qaezfqnPAynHENfkD32TqtjwQ0wkgUAAACUg4+nXfeMHqVXdLMkqeiHKVLOMYtToaqhZAEAAAD/I6JeLXW8brI2OZvJ23lK+7562upIqGIoWQAAAMCfDOkYps2tJ0qSGu78QIf277U4EaoSSlYpmPgCAAAAI24YpW2e7eStQv047zXlFTqsjoQqgpJVChYjBgAAgJenXQ37jZUk9cpeoqe/2WpxIlQVlCwAAADgLGp3HS6nzUttbAe1bvWv+nbTEasjoQqgZAEAAABn41tbtrZDJUnPeL6r+V98qP3Hsi0OBXdHyQIAAADOpcc9Mm2e6mLbrXeMp+SY0UcFKdusTgU3RskqBRNfAAAAoFiTHjLuXa3s6Nt1St5q7kjSiTm3SEUFVieDmzJM0zStDuGuyrKqMwAAAKq/XzdsVrsFQ1XXyNKuyAlqdT1raNUUZekGjGQBAAAA56lP5476peXDkqQmiTN1eP9OixPBHVGyAAAAgDK4/Mbx2uzZSd4q1PaPHlFBkdPqSHAzlCwAAACgDDw97Gpw7XOSpP55P2neZx9ZnAjuhpIFAAAAlFFIu1461PRq2QxTV29/UKtXxFsdCW6EklUKZhcEAADAX2l085tKCuiiACNX9RZP0OETWVZHgptgdsFzYHZBAAAAnEtBdrryXuqkQDNTbwTer7H3TZGnnXGM6ojZBQEAAIBK4OVfR47eD0iSrs2Yo9kLf7Q4EdwBJQsAAAC4AHX63aOcWuEKNdJ1S8LN2rp4jtWRYDFKFgAAAHAhPH1U664ftSsgVj5GoVqvmKQTm763OhUsRMkCAAAALlRgmMLv/UbLPfvKU0XynH+HHHlMhFFTUbIAAAAAF/Dx9lL4HXO13wxVgJmlnz973epIsAglCwAAAHCRZiHByug4RpLUZNf7+n3PMYsTwQqUrFKwThYAAADKq9Owe5Rn81NL22Et//g/Ss8psDoSKhnrZJ0D62QBAACgPAoWPy2vFS9Ikj6qO0E33vuUDMOwOBUuBOtkAQAAABbyGvhPHe10tyTpimPv6ONftlqcCJWJkgUAAAC4mmGo/tVTddIvQgFGrvYsfluJhzOtToVKQskCAAAAKoLNpqD+90qSbjG+07QP5ulUXr7FoVAZKFkAAABABTGibpTTO0gRtlTNPPWgzBdaSj8+ZnUsVDBKFgAAAFBRvP1lu+VLnQi/VJmmr2o5MqWV06SjO61OhgpEyQIAAAAqUuNuCr79M73XM16/OtpLktLXfWFxKFQkShYAAABQCe4d1E5b6lwiSTq+9nMVFDktToSKQskqBYsRAwAAwNU87DZdPfJOOWSoZdFuvfP1UqsjoYKwGPE5sBgxAAAAXO1E3CAFH12ttc7WKrh2lnpFd7A6Es4DixEDAAAAbir4ymeUa/NXN9tOhS0YoaPHjlodCS5GyQIAAAAqU3h32e5aqqNGPUXosPa+O0ZOB89nVSeULAAAAKCSeYe0Vt6176nAtCs29xdtnH2/xFM81QYlCwAAALBAeMd+SoiaIknqfGCOkn983eJEcBVKFgAAAGCRmGsm6uu6t0uSjN/eUFZugcWJ4AqULAAAAMAihmGo363/Ur48FW4e0cxPv7Y6ElyAkgUAAABYKDAoWLnhF0mSvHZ9o68SDlmcCBeKkgUAAABYrHbX6yRJQ22/6/H5m3TgxCmLE+FCULIAAAAAq7UZKtPupda2Q3rXfFxPfhSvIqZ1r7IoWQAAAIDVfOvIuPYtOT1PL1J8T9oTeiN+u9WpUE6ULAAAAMAdtL9GtruXq8AzUF1su+Wz/Gmt3XfC6lQoB0oWAAAA4C7qtpDXtTMkSXd6fKtZH32gzLxCi0OhrChZpYiLi1NkZKRiYmKsjgIAAICapt0wFUTdIkn6R940Tfv0O2nxFGnhBMnpsDgczodhmqZpdQh3lZmZqaCgIGVkZCgwMNDqOAAAAKgp8jKV/3oPeef8aTr3WxZILQZYEqmmK0s3YCQLAAAAcDc+gfIePV+HAqNLbt/5vSVxUDaULAAAAMAd1W+j0PuWanLwq3qgYJwkydzxncSNaG6PkgUAAAC4KbvdpvG33KAVXj2Vb3rKOLlfSttmdSz8BUoWAAAA4MYa1/HTv66J0Qpne0nSwZXzLE6Ev0LJAgAAANzclVFhOtJkmCQpcOPbykg/anEinAslCwAAAKgCrrp5ovYaTRSoHK1+/zExSbj7omQBAAAAVYC/r7fMS6ZIknof/1ILV++0OBHOhpIFAAAAVBEteg9Xum9T+Rn5Wv3tLO07liMd2y0dXGd1NPwPShYAAABQVRiGgnrcIkm6RvHa+s6dMuNipHcHSkc2WhwOf6BkAQAAAFWILeoGSVI3205dnveNDNMpmU4pcaHFyfAHShYAAABQldRuIjXrJ0k64Kyvzxynf6+d31sYCv/Lw+oAAAAAAMpo+DvSrsWasb25Fm3cr2vtv8ieukU6mXy6hMFSjGQBAAAAVY1/A6nzTZp8TTf512mgtc7Wp7fv+M7aXJBEyQIAAACqrAAfT718fbR+dMZIkk79/KpUcMraUKBkAQAAAFVZ92bB8u95uw6a9eR36rCy45+zOlKNR8kCAAAAqrjxg6M0O/AuSZLX73Fy5mZYnKhmq/Yl65tvvlGbNm3UqlUrvfPOO1bHAQAAAFzOy8OmkTeP0z4zVF4q1NLvv7Q6Uo1WrUtWUVGRJk2apJ9++kkbNmzQCy+8oOPHj1sdCwAAAHC5liEBymtyejr3lA2LtCs1y+JENVe1LlmrV69W+/bt1ahRI/n7+2vo0KH68ccfrY4FAAAAVIg2va+SJPXSRt33SYIKipwWJ6qZ3LpkLV++XFdccYXCwsJkGIYWLFhwxjFxcXGKiIiQj4+PYmNjtXr16uJ9hw8fVqNGjYrfN2rUSIcOHaqM6AAAAEClMyL6yjTsamZL1aL0Ydr25iirI9VIbl2ycnJyFBUVpbi4uFL3z5s3T5MmTdKUKVO0fv16RUVFafDgwUpLS6vkpAAAAIAb8AmU0aRH8duoowu1fstWCwPVTG5dsoYOHaqnn35a11xzTan7X375ZY0dO1ZjxoxRZGSkZs6cKT8/P7333nuSpLCwsBIjV4cOHVJYWNhZr5efn6/MzMwSLwAAAKBKGfCo1OLi4re/LnhLmXmFFgaqedy6ZJ1LQUGB1q1bp4EDBxZvs9lsGjhwoFatWiVJ6t69u7Zs2aJDhw4pOztb3333nQYPHnzWc06dOlVBQUHFr/Dw8Ar/HgAAAIBLRfSRbpmvvEuflyQNLFiquR9/JOUxgFBZqmzJOnbsmBwOh0JCQkpsDwkJUUpKiiTJw8NDL730kgYMGKDo6Gj9/e9/V926dc96zsmTJysjI6P4deDAgQr9DgAAAEBF8YkaLtOwK9K2X/fun6i8VzpL2xdZHatG8LA6QEW78sordeWVV57Xsd7e3vL29q7gRAAAAEAlqFVPRueb5Vz/vjJNX9XOPyZz3k0yxq2UGrSzOl21VmVHsurVqye73a7U1NQS21NTUxUaGnpB546Li1NkZKRiYmIu6DwAAACApa6cJsc/03RHvQ/0kyNahumUuew5q1NVe1W2ZHl5ealr166Kj48v3uZ0OhUfH6+ePXte0LnHjx+vxMRErVmz5kJjAgAAAJby9PTU8yO761XdJEkyEudLKVssTlW9uXXJys7OVkJCghISEiRJSUlJSkhIUHJysiRp0qRJevvttzVnzhxt27ZN48aNU05OjsaMGWNhagAAAMC9NK/vr+svH6xvHKend8/98l7JUWRxqurLrZ/JWrt2rQYMGFD8ftKkSZKkUaNGafbs2brhhht09OhRPf7440pJSVF0dLS+//77MybDAAAAAGq6m2Kb6MEtE3XRgU0KTNugop+fl8fFj1odq1oyTNM0rQ7hbuLi4hQXFyeHw6GdO3cqIyNDgYGBVscCAAAALsjRrHy9+vIzesZ8TQU2X3k9ul/yYOK385GZmamgoKDz6gaUrHMoyw8SAAAAqAqWbE1Rx09jFWKc1LaBc9Suz9VWR6oSytIN3PqZLAAAAACuNbB9qJKDe0uSNi39XNn5PJvlapQsAAAAoIbpMGCEJOnqou+14a1xUvLvFieqXihZAAAAQA3j2/oSSZK3Uai+xz9V5vxJFieqXihZpWAxYgAAAFRrPoFSm8uL3wamb1H68TQLA1UvTHxxDkx8AQAAgGorL0P5qTuVNmeUwp2H9GbDf+vO0bfLWPO2FBQudbzO6oRupSzdwK3XyQIAAABQQXyC5N00Rn5tBkjbPlD0oY+U++ob8stNkWyeUuvBkneA1SmrJG4XBAAAAGqwuu1PP58Va9t+umBJkrNQSv7NwlRVGyULAAAAqMki+hb/do+zoVb79jn9Jmm5RYGqPkpWKZj4AgAAADWGf30p6m/Krxup25z/1EcZnU5v3/eLtbmqMCa+OAcmvgAAAEBNMntFkmZ8/at+97lXpmGTMeY7KaSD5O1vdTTLlaUbMJIFAAAAQJJ0a88ItWjRSnudoTJMp/TeYOndS6Xck1ZHq1IoWQAAAAAkSTaboRdGROlz41LlmZ5yGJ5S2lbpk5skp+P0QbuXSO8Mko7vsTasG6NkAQAAACjWqLavWlz5D7XNn62rC56Sw7OWtP9XKXnV6QNWTJMOrpbWvGttUDdGyQIAAABQwrVdGmlw+1BtdjTRarP96Y2piZLTKR3ecPr9AaZ4PxtKVimYXRAAAAA1mWEYevaajqpby0vr80JPb0xLlI7vkvIzT78/slEqOGVdSDdGySrF+PHjlZiYqDVr1lgdBQAAALBEXX9vTb22o3Y4wyVJWQc2SwfX/v8BzqL/H9VCCZQsAAAAAKW6tH2omrTrdvpNWqIKk1eXPIBbBktFyQIAAABwVndeO1hFsitAp5S/ecHpjeE9Tv+a/LtludwZJQsAAADAWQXWqqWCoOaSJP+ik6c3xt51+teUTdaEcnOULAAAAADn5NegWfHvV9q6KKtR79Nvso5IhbkWpXJflCwAAAAA59akR/Fvx5+6U08tOSJ5B53ekL7PmkxujJIFAAAA4Ny63Sb1fVCbr1mik0agPl13SFl+jU7vo2SdgZJVCtbJAgAAAP6Hbx3pksfUMSpGt/c+fevg6pP/Hck6kWRhMPdEySoF62QBAAAApXtwcBs1r19LOwvrnd6QTsn6M0oWAAAAgPPm42nXSyOilGyGSJKOJm8/veP7ydJnoyVHoXXh3AQlCwAAAECZdG5SR1GdoiVJOSm7dSL9hPTbG9LW+dKWL6wN5wYoWQAAAADK7JpL+kiSGpppenP+4v/fsW62NYHcCCULAAAAQJl5BzeR0+Ypb6NI+Xt+/f8dyaukIzV7kWJKFgAAAICys9llq91EknSR7U+lauuXrrnGpk+ltbOkk8muOV8loWQBAAAAKJ+QSElSX/sWSVK2LfD09iMbpeUvSC9HXtgU7ytfl765X0rdeoFBKxclCwAAAED5hHWWJHmqSJK0sKDb6e1HNkk/PS1lHpLWvlv+82ccOP3rf0fMqgpKFgAAAIDy+W/J+sOPzq5yyJBOHfv/jXav8p07P1vKTT/9+6Dwcga0BiWrFHFxcYqMjFRMTIzVUQAAAAD31TC6xFtbg0jtdYaVPCYvo3zn/mMUyydI8gks3zksQskqxfjx45WYmKg1a9ZYHQUAAABwX37BUp2I07+3eeqRGy7WdjUteUxWSvnO/cdkF0FV61ZBiZIFAAAA4EL8cctgnaZq3bC26rX6091gWSnShg+kHx+TTPP8z/tHyapdtW4VlChZAAAAAC5EWJfTvwY3lyR179G/xG4z87C06CFp5TTp6PbzP+8ftwtWseexJEoWAAAAgAvR+Wapy63SRQ9JkuxNeygvpIt+cUZJkoysw1LhqdPHZh4+//Oe/GNmQUoWAAAAgJrEL1i68nUpvPvp915+8hm3VDsvefvMY7NTz/+8jGQBAAAAwP8b3be1MoygkhvLUrIYyQIAAACA/2e3GfKp26jkxqz/a+/Og6Mo8z+OfyYhMwnkIAnhCASioLgRAhJClgUFOUQW2YhoKeJuFpVarahgShAsJbji4uJPPNbIoq6itXiisLUih+ABqyLhSOSGYDiUIyFCQgI5mHl+fwQGhlygM+mEvF9VU5n5TnfPt7t3Sz8+3U9fYMg6VSYVn56VkNkFAQAAAKCSo6VnyDrx8wXek1X4Y+XfZkFSi1Ze7sr3CFkAAAAAfCOkjcfHvXt/kDGmcir34vya1yvOO7u+zebDBn2DkAUAAADAN0LaeXy0lx7R/O/2SSvSpf/rIu36rPr1Tp2s/BvQwscN+gYhCwAAAIBvBJ8eyfILkCS1th3TzE+3SV+/WFl/947q16sorfwbEOjjBn2DkAUAAADAN9qfflDxVb+XJIXYTspVXnL2e9cpyeWqut6ZkaxmQT5u0DcIWdXIyMhQXFycEhMTrW4FAAAAaLzaJ0hp26TRb7gDU4eAIu12nXMZ4eFNVddjJOvSk5qaqq1btyozM9PqVgAAAIDGLTRa8m/mngRjYlKYAnTq7Pe7llddxz2SRcgCAAAAgOqdvj9reKyfwpqVu8tm9xdVl3WPZHG5IAAAAABU73TI8is5rBC/Mne56Eg1z86qYCQLAAAAAGoX0rbyb9FP8jtV6i6fKC7S/p9PeC7rnsKdkSwAAAAAqF7zVpV/j+33KAepVI9+9L1cLnO2eOZyQUayAAAAAKAGgWGVf4s8Lw9srlJ9s7tA89fuO1t0j2Q1r6fmvIuQBQAAAMD3aghZdptTATqlmZ9uO3vZIFO4AwAAAEAdglpW/j1+OmS1iHJ/1b9TkE6UOzV5wenLBnkYMQAAAADU4cxIluv0M7KCwiV/uyTpqeGxCgrw17c/nL5skJEsAAAAAKjDmZB1hj3Yfc9VhxZGj97YVZI089NtKj1ZUrkMI1kAAAAAUIMqIatFZdCSpPJi/alvrJIui9CJcqf2HC6orDOSBQAAAAA1qG4ky96i8n15ifz8bHr21h4KCvBXRSkjWQAAAABQO3uwZDsnfthbnBOyKmcV7BjZXFOGX6VAVUiS8k7a6rtLryBkAQAAAPA9m81zNMsjZBW7y3/8bSeFBVROjvH8l/tUdspZn116BSELAAAAQP3wCFmelwue4ednU6TDJUnKOlSmqR9tkjGmPrv81QhZAAAAAOrHuSHLUX3IkiR/Z1ll2ebQxxt/0lvf7KmnBr2DkAUAAACgftR0uWCFZ8hSReXDiB+4oZv6XBah5J7t66lB72gSIWvUqFEKDw/XrbfeanUrAAAAQNNVJWSdmcL9nJDlPCW5Kie+GNXnCr07/rcKb2GvxyZ/vSYRsiZMmKC3337b6jYAAACApu38e7JOP4zYI2SdOnn2fbNA+fs1vhkGm0TIGjhwoEJCQqxuAwAAAGjaAluefe8xu+DpkFWcLxX+eHaZZjyM+BdZtWqVRo4cqejoaNlsNi1atKjKMhkZGYqNjVVgYKCSkpK0du3a+m8UAAAAwK9TJWSdc7ngqXJpTl/pld9W1vwdkp/lceUXsbzrkpIS9ejRQxkZGdV+//777ystLU3p6enasGGDevTooWHDhikvL8+9TM+ePdWtW7cqrwMHDtTXbgAAAACoi8flgiGeI1nHD0gl+We/D2ico1iS1MzqBoYPH67hw4fX+P3s2bM1fvx4jRs3TpL0z3/+U4sXL9Ybb7yhKVOmSJKysrK80ktZWZnKysrcn4uKiryyXQAAAACqZuKLc+7JKjrouWyzoPrry8ssH8mqTXl5udavX68hQ4a4a35+fhoyZIi+/fZbr//ezJkzFRYW5n7FxMR4/TcAAACAJqvG2QWLpePnhaxGPJLVoEPWkSNH5HQ61aZNG496mzZtdOjQoQvezpAhQ3Tbbbfp008/VYcOHWoMaFOnTlVhYaH7tX///l/VPwAAAIBznD+7oPs5WSeqhqxGPJJl+eWC9WHFihUXtJzD4ZDD4fBxNwAAAEATVdPDiMtLpKLz5lNgJMs3WrVqJX9/fx0+fNijfvjwYbVt29Znv5uRkaG4uDglJib67DcAAACAJqdFlCRb5ShWM4fn7ILHz7tSrRGPZDXokGW325WQkKCVK1e6ay6XSytXrlTfvn199rupqanaunWrMjMzffYbAAAAQJMTHCWN+qd06xuSzXbOw4gvrXuyLL9csLi4WDk5Oe7Pubm5ysrKUkREhDp27Ki0tDSlpKSod+/e6tOnj1544QWVlJS4ZxsEAAAA0Ij0uOPs+zOXCxqX9HOu53JnAlgjZHnIWrduna6//nr357S0NElSSkqK5s2bp9tvv135+fmaNm2aDh06pJ49e2rp0qVVJsMAAAAA0MicCVlS5XOyztWs8Y5k2YwxxuomGpqMjAxlZGTI6XRq586dKiwsVGhoqNVtAQAAAJeeGW2lUyer1nvcKY2aU//91KCoqEhhYWEXlA0a9D1ZVuGeLAAAAKCe2M+5LPDc2QfLi+u/Fy8hZAEAAACwTvNWZ9+Hdjj7vvRYvbfiLYQsAAAAANa5btLZ986ys+9LC+u/Fy8hZAEAAACwTvxtUo8xle+vGnG23ohDluWzCzZE5058AQAAAMDHkl+REsZJbbtL/nZp1bPSjX+3uqtfjNkFa3ExM4gAAAAA8AJjpJNHpeYRVnfigdkFAQAAADRONluDC1gXi5AFAAAAAF5EyAIAAAAALyJkVSMjI0NxcXFKTEy0uhUAAAAAjQwTX9SCiS8AAAAASEx8AQAAAACWIWQBAAAAgBcRsgAAAADAiwhZAAAAAOBFhKxqMLsgAAAAgF+K2QVrweyCAAAAACRmFwQAAAAAyxCyAAAAAMCLCFkAAAAA4EWELAAAAADwIkIWAAAAAHgRIQsAAAAAvIiQVQ2ekwUAAADgl+I5WbXgOVkAAAAAJJ6TBQAAAACWIWQBAAAAgBcRsgAAAADAiwhZAAAAAOBFhCwAAAAA8CJCFgAAAAB4UTOrG2jIzsxuX1RUZHEnAAAAAKx0JhNcyBOwCFm1OH78uCQpJibG4k4AAAAANATHjx9XWFhYrcvwMOJauFwuHThwQCEhIbLZbJb2UlRUpJiYGO3fv58HIzcRnPOmh3Pe9HDOmx7OedPC+b60GGN0/PhxRUdHy8+v9ruuGMmqhZ+fnzp06GB1Gx5CQ0P5P2kTwzlvejjnTQ/nvOnhnDctnO9LR10jWGcw8QUAAAAAeBEhCwAAAAC8iJDVSDgcDqWnp8vhcFjdCuoJ57zp4Zw3PZzzpodz3rRwvpsuJr4AAAAAAC9iJAsAAAAAvIiQBQAAAABeRMgCAAAAAC8iZAEAAACAFxGyGoGMjAzFxsYqMDBQSUlJWrt2rdUtwYdWrVqlkSNHKjo6WjabTYsWLbK6JfjQzJkzlZiYqJCQELVu3Vo333yzduzYYXVb8KE5c+YoPj7e/XDSvn37asmSJVa3hXr0zDPPyGazaeLEiVa3Ah+ZPn26bDabx+uqq66yui3UI0JWA/f+++8rLS1N6enp2rBhg3r06KFhw4YpLy/P6tbgIyUlJerRo4cyMjKsbgX14KuvvlJqaqrWrFmjzz77TBUVFbrhhhtUUlJidWvwkQ4dOuiZZ57R+vXrtW7dOg0aNEjJycnasmWL1a2hHmRmZmru3LmKj4+3uhX42NVXX62DBw+6X//73/+sbgn1iCncG7ikpCQlJibq5ZdfliS5XC7FxMTowQcf1JQpUyzuDr5ms9m0cOFC3XzzzVa3gnqSn5+v1q1b66uvvtJ1111ndTuoJxEREXr22Wd1zz33WN0KfKi4uFi9evXSK6+8ohkzZqhnz5564YUXrG4LPjB9+nQtWrRIWVlZVrcCizCS1YCVl5dr/fr1GjJkiLvm5+enIUOG6Ntvv7WwMwC+UlhYKKnyX7px6XM6nXrvvfdUUlKivn37Wt0OfCw1NVUjRozw+Oc6Ll27du1SdHS0Lr/8co0dO1b79u2zuiXUo2ZWN4CaHTlyRE6nU23atPGot2nTRtu3b7eoKwC+4nK5NHHiRPXr10/dunWzuh340KZNm9S3b1+VlpYqODhYCxcuVFxcnNVtwYfee+89bdiwQZmZmVa3gnqQlJSkefPmqWvXrjp48KCefPJJXXvttdq8ebNCQkKsbg/1gJAFAA1EamqqNm/ezHX7TUDXrl2VlZWlwsJCLViwQCkpKfrqq68IWpeo/fv3a8KECfrss88UGBhodTuoB8OHD3e/j4+PV1JSkjp16qQPPviAy4KbCEJWA9aqVSv5+/vr8OHDHvXDhw+rbdu2FnUFwBceeOABffLJJ1q1apU6dOhgdTvwMbvdri5dukiSEhISlJmZqRdffFFz5861uDP4wvr165WXl6devXq5a06nU6tWrdLLL7+ssrIy+fv7W9ghfK1ly5a68sorlZOTY3UrqCfck9WA2e12JSQkaOXKle6ay+XSypUruXYfuEQYY/TAAw9o4cKF+vzzz3XZZZdZ3RIs4HK5VFZWZnUb8JHBgwdr06ZNysrKcr969+6tsWPHKisri4DVBBQXF2v37t1q166d1a2gnjCS1cClpaUpJSVFvXv3Vp8+ffTCCy+opKRE48aNs7o1+EhxcbHHf+nKzc1VVlaWIiIi1LFjRws7gy+kpqbqnXfe0X/+8x+FhITo0KFDkqSwsDAFBQVZ3B18YerUqRo+fLg6duyo48eP65133tGXX36pZcuWWd0afCQkJKTKfZYtWrRQZGQk919eoh555BGNHDlSnTp10oEDB5Seni5/f3+NGTPG6tZQTwhZDdztt9+u/Px8TZs2TYcOHVLPnj21dOnSKpNh4NKxbt06XX/99e7PaWlpkqSUlBTNmzfPoq7gK3PmzJEkDRw40KP+5ptv6s9//nP9NwSfy8vL05/+9CcdPHhQYWFhio+P17JlyzR06FCrWwPgJT/++KPGjBmjgoICRUVFqX///lqzZo2ioqKsbg31hOdkAQAAAIAXcU8WAAAAAHgRIQsAAAAAvIiQBQAAAABeRMgCAAAAAC8iZAEAAACAFxGyAAAAAMCLCFkAAAAA4EWELAAAAADwIkIWAAAAAHgRIQsAANSrUaNGKTw8XLfeeqvVrQCATxCyAABAvZowYYLefvttq9sAAJ8hZAEALDdw4EBNnDjR6jYuWQUFBWrdurX27NljdSuSKs93SEhIlfodd9yh5557zoKOAMC7CFkA0Ijl5+fr/vvvV8eOHeVwONS2bVsNGzZMX3/9tVe2X1P48XYo+vjjj/XUU095bXtWaahh8emnn1ZycrJiY2OtbqVWjz/+uJ5++mkVFhZa3QoA/CrNrG4AAPDLjR49WuXl5Xrrrbd0+eWX6/Dhw1q5cqUKCgqsbu2ClJeXy263KyIiwupWGpQzx8UbTpw4oX/9619atmyZV7ZXl549e+rUqVNV6suXL1d0dHSt63br1k2dO3fWv//9b6WmpvqqRQDwPQMAaJSOHj1qJJkvv/yyxmWcTqf5+9//bjp37mzsdruJiYkxM2bMcH+/ZMkS069fPxMWFmYiIiLMiBEjTE5OjjHGmJSUFCPJ45Wbm1tj3el0mr/97W8mNjbWBAYGmvj4ePPhhx969DNgwACTmppqJkyYYCIjI83AgQPd9QkTJrjfP/jgg2bSpEkmPDzctGnTxqSnp3tsp6ioyNx5552mefPmpm3btmb27Nke2zjf3LlzTbt27YzT6fSo/+EPfzDjxo3zOF617UNtx7Om41JaWmoefPBBExUVZRwOh+nXr59Zu3btBR2X6mzbts0MHDjQOBwOc8UVV5jFixcbSWbjxo3VLv/hhx+aqKgoj1pOTo6RZP773/+aQYMGmaCgIHPllVeaNWvWuJfJzc01ksyCBQvMtddeawIDA03v3r3N3r17zapVq0xSUpIJCgoygwYNMkePHq2x35p88cUXZvTo0VXqTz75pOnfv/9Fbw8AGhJCFgA0UhUVFSY4ONhMnDjRlJaWVrvM5MmTTXh4uJk3b57Jyckxq1evNq+99pr7+wULFpiPPvrI7Nq1y2zcuNGMHDnSdO/e3TidTnPs2DHTt29fM378eHPw4EFz8OBBc+rUqRrrM2bMMFdddZVZunSp2b17t3nzzTeNw+HwCIEDBgwwwcHBZtKkSWb79u1m+/bt7vq5ISs0NNRMnz7d7Ny507z11lvGZrOZ5cuXu7dz7733mk6dOpkVK1aYTZs2mVGjRpmQkJAaQ9bPP/9s7Ha7WbFihbtWUFBQpVbXPtR2PGs6Lg899JCJjo42n376qdmyZYtJSUkx4eHhpqCgoM7jcr5t27aZ0NBQ88QTT5icnBzz8ccfm8jISBMQEGDKysqqXeehhx4yN954o0fto48+MjabzVx//fXmiy++MDt37jRDhgzxCHeLFi0ykszgwYPN6tWrzYYNG0xMTIy59tprze9//3uTmZlp1qxZYyIjI83s2bOr/e3a1BSylixZYux2e43/mwaAxoCQBQCN2IIFC0x4eLgJDAw0v/vd78zUqVNNdna2MaZytMfhcHiEqrrk5+cbSWbTpk3GGFPj6ND59dLSUtO8eXPzzTffeCx3zz33mDFjxnisd80119S6vQEDBlQZyUhMTDSPPvqoe78CAgI8RpiOHTtmmjdvXmPIMsaY5ORkc/fdd7s/z50710RHR7tHt+rahws5nucfl+LiYhMQEGDmz5/vrpWXl5vo6Ggza9Ysj/WqOy7nGzRokMfImzHG3HLLLaZ79+41rnP+fhtjzLRp00x4eLjJy8tz11566SVz9dVXuz9Pnz7dREREmCNHjrhrd911l4mNjTUlJSXu2o033mgmT55cZ+/nGjx4sGnVqpUJCgoy7du39zjm2dnZRpLZs2fPRW0TABoS7skCgEZs9OjRGjFihFavXq01a9ZoyZIlmjVrll5//XXFxcWprKxMgwcPrnH9Xbt2adq0afruu+905MgRuVwuSdK+ffvUrVu3C+4jJydHJ06c0NChQz3q5eXluuaaazxqCQkJdW4vPj7e43O7du2Ul5cnSfrhhx9UUVGhPn36uL8PCwtT165da93m2LFjNX78eL3yyityOByaP3++7rjjDvn5+V3QPmzbtq3O43m+3bt3q6KiQv369XPXAgIC1KdPH23bts1j2bqOy969e/X5558rOzvbo26329WjR48a1zt58qQCAwM9atnZ2UpOTlZUVJS7lpubqy5dungsM2rUKEVGRrpr+/bt0+23367mzZt71JKTk2vt/XwrVqyo8bugoCBJlfeSAUBjRcgCgEYuMDBQQ4cO1dChQ/XEE0/o3nvvVXp6uj755JM61x05cqQ6deqk1157TdHR0XK5XOrWrZvKy8svqofi4mJJ0uLFi9W+fXuP7xwOh8fnFi1a1Lm9gIAAj882m80dAH+pkSNHyhijxYsXKzExUatXr9bzzz/v/r6ufTh27Niv+v261HVcsrKyFBAQoLi4OI/65s2blZKSUuN6rVq10tGjRz1q2dnZmjp1apXtX3fddR6fz18mOztbDz/8sPtzaWmpduzYUWvIu1g///yzJHkEQABobJjCHQAuMXFxcSopKdEVV1yhoKAgrVy5strlCgoKtGPHDj3++OMaPHiwfvOb31T5l3G73S6n01ll3fPrcXFxcjgc2rdvn7p06eLxiomJ8er+XX755QoICFBmZqa7VlhYqJ07d9a6XmBgoG655RbNnz9f7777rrp27apevXpd8D7UdTylqselc+fOstvtHlPqV1RUKDMzs0pYqoufn5+cTqfH9pcuXarNmzfXGnKuueYabd261f25sLBQe/bsqTLCmJWVpZ49e0qSioqKqiyTm5urwsJCj9qmTZtkjFH37t0val9qs3nzZnXo0EGtWrXy2jYBoL4xkgUAjVRBQYFuu+023X333YqPj1dISIjWrVunWbNmKTk5WYGBgXr00Uc1efJk2e129evXT/n5+dqyZYvuuecehYeHKzIyUq+++qratWunffv2acqUKR6/ERsbq++++0579uxRcHCwIiIi5OfnV239kUce0cMPPyyXy6X+/fursLBQX3/9tUJDQ2sdablYISEhSklJ0aRJkxQREaHWrVsrPT1dfn5+stlsta47duxY3XTTTdqyZYvuuuuuKtutax9qO541Ha/777/f3WvHjh01a9YsnThxwr3OhUpISFBAQIAee+wxpaamauPGjZo8ebIk1Rqyhg0bpqlTp+ro0aMKDw/X999/r2bNmnkEo7179+ro0aPukJWdnS1/f3+PS0azsrIUERGhTp06edQ6d+6s4ODgi9qX2qxevVo33HCD17YHAFYgZAFAIxUcHKykpCQ9//zz7nt/YmJiNH78eD322GOSpCeeeELNmjXTtGnTdODAAbVr10733XefpMqRkffee08PPfSQunXrpq5du+qll17SwIED3b/xyCOPKCUlRXFxcTp58qRyc3MVGxtbbf2pp55SVFSUZs6cqR9++EEtW7ZUr1693L140+zZs3XffffppptuUmhoqCZPnqz9+/dXuffofIMGDVJERIR27NihO++8s8r3de1DbcdTqv54PfPMM3K5XPrjH/+o48ePq3fv3lq2bJnCw8Mvap+jo6P1+uuva+rUqXr11Vc1fPhwjR8/Xi+++KJat25d43rdu3dXr1699MEHH+gvf/mLsrOz1bVrV49jtXHjRrVs2dL9sOLqlsnOzq4y+pWdne3VSwVLS0u1aNEiLV261GvbBAAr2IwxxuomAAD4NUpKStS+fXs999xzFz1C1JilpaVp69atdYaSxYsXa9KkSdq8ebN7oo+GaM6cOVq4cKGWL19udSsA8KswkgUAaHQ2btyo7du3q0+fPiosLNRf//pXSbroWe4au++///6CZmscMWKEdu3apZ9++snr98h5U0BAgP7xj39Y3QYA/GqMZAEAGp2NGzfq3nvv1Y4dO2S325WQkKDZs2d7dQKGxqBNmzaaPXu2xo4da3UrAIBzELIAAAAAwIsa7oXZAAAAANAIEbIAAAAAwIsIWQAAAADgRYQsAAAAAPAiQhYAAAAAeBEhCwAAAAC8iJAFAAAAAF5EyAIAAAAALyJkAQAAAIAXEbIAAAAAwIsIWQAAAADgRYQsAAAAAPAiQhYAAAAAeNH/A8d6+OfqEjcbAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(I, 500), ax=ax, label=\"Synthetic\")\n", "ax.plot(*ai.integrate1d(Y, 500), label=\"Poissonian\")\n", "ax.legend()\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Selection of the log-space rebinning\n", "\n", "In this section we see how to switch to log-scale at the integration level (and revert back to q_nm^-1 for plotting).\n", "\n", "PyFAI does not like negative radial units. Hence log(q) has to be prohibited. I would recommend the $arcsinh$ functions which is a well behaved function from R -> R with a slope at the origin of 1 and a log-scale behaviour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_809598/1556268601.py:4: RuntimeWarning: invalid value encountered in log1p\n", " ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = numpy.linspace(-10, 10, 1000)\n", "fig, ax = subplots(figsize=(10,8))\n", "ax.plot(x, numpy.arcsinh(x), label=\"arcsinh\")\n", "ax.plot(x, numpy.log1p(x), label=\"log(1+x)\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `log(1+q.nm)`\n", "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.nm)`\n", "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.A)`\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"log(1+q.nm)_None\", method=method)\n", "ax.plot(numpy.exp(x)-1,y*2, label=\"log(1+q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y*4, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y*8, label=\"arcsinh(q.A)_None\")\n", "ax.legend()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Going to log-scale helps to reduce the noise at high $q$ as on can see in the log(1+q.nm) or arcsinh(q.nm). \n", "The maximum value for $q$ is only 0.56${A}$, so after taking the log scale this remain in the linear part of the curve.\n", "On the opposite, one would like to histogram on bins with larger numerical values. This is what we will see now. \n", "\n", "## Creation of a new radial unit\n", "\n", "Let's create the $arcsinh(q.µm)$ unit. \n", "$q$ in inverse micrometer has numerical values 1000 times larger than in inverse nanometer, and should emphathize the curvature.\n", "\n", "There are two way to define a new unit:\n", "* with a python function implementing the formula, using numpy \n", "* with a mathematical formula as a string, using numexpr (which provides parallel execution for array initialization)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A function implementing the formula:\n", " def eq_q(x, y, z, wavelength):\n", " \"\"\"Calculates the modulus of the scattering vector\n", "\n", " :param x: horizontal position, towards the center of the ring, from sample position\n", " :param y: vertical position, to the roof, from sample position\n", " :param z: distance from sample along the beam\n", " :param wavelength: in meter\n", " :return: modulus of the scattering vector q in inverse nm\n", " \"\"\"\n", " return 4.0e-9 * PI * numpy.sin(eq_2th(x, y, z) / 2.0) / wavelength\n", "\n", "Mathematical formula: 4.0e-9*π/λ*sin(0.5*arctan2(sqrt(x * x + y * y), z))\n" ] } ], "source": [ "from pyFAI.units import eq_q, formula_q, register_radial_unit\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numpy\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " equation=lambda x, y, z, wavelength: numpy.arcsinh(1000*eq_q(x, y, z, wavelength)))\n", "\n", "\n", "print(\"A function implementing the formula:\\n\",inspect.getsource(eq_q))\n", " \n", "print(f\"Mathematical formula: {formula_q}\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Litteral formula can also be provided:\n", "\n", "register_radial_unit(\"arcsinh(q.µm)_Numexpr\",\n", " scale=1.0,\n", " label=r\"arcsinh($q$.µm)\",\n", " formula=\"arcsinh(4.0e-6*π/λ*sin(arctan2(sqrt(x**2 + y**2), z)/2.0))\")\n", "\n", "# This uses numexpr which is multithreaded" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: `arcsinh(q.µm)`\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots(figsize=(10,8))\n", "jupyter.plot1d(ai.integrate1d(Y, 500, method=method),ax=ax, label=\"q_nm^-1\")\n", "ax.semilogy()\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.nm)_None\", method=method)\n", "ax.plot(numpy.sinh(x), y, label=\"arcsinh(q.nm)_None\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.A)_None\", method=method)\n", "ax.plot(numpy.sinh(x)*10, y, label=\"arcsinh(q.A)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numpy\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"1\", label=\"arcsinh(q.µm)_Numpy\")\n", "x,y = ai.integrate1d(Y, 500, unit=\"arcsinh(q.µm)_Numexpr\", method=method)\n", "ax.plot(numpy.sinh(x)/1000, y, \"2\", label=\"arcsinh(q.µm)_Numexpr\")\n", "\n", "ax.legend()\n", "pass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = subplots()\n", "ax.plot(numpy.sinh(x)/1000)\n", "ax.semilogy()\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Nota:* Expressing q in $µm^{-1}$ heavily distorts the curve in the low $q$ region, causing an oversampling near $q=0$. A factor 10 to 100 would have been better than the 1000 used in this example.\n", "\n", "## Conclusion\n", "\n", "We have seen how to perform azimuthal integration with variable bin-size in pyFAI, especially in the context of SAXS where it is desirable to have larger bins at large $q$ values to reduce the noise in this region." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total execution time: 3.261 s\n" ] } ], "source": [ "print(f\"Total execution time: {time.perf_counter()-start_time:.3f} s\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.1" } }, "nbformat": 4, "nbformat_minor": 4 }