mirror of
https://github.com/wassname/simpeg.git
synced 2026-07-30 12:30:18 +08:00
662 lines
578 KiB
Plaintext
662 lines
578 KiB
Plaintext
{
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"metadata": {
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"name": ""
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},
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"nbformat": 3,
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"nbformat_minor": 0,
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"worksheets": [
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{
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"cells": [
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"from SimPEG import *\n",
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"from test_boundary import spheremodel, MagSphereAnalFun\n",
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"%pylab inline"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"output_type": "stream",
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"stream": "stdout",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n"
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]
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},
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{
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"output_type": "stream",
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"stream": "stderr",
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"text": [
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"WARNING: pylab import has clobbered these variables: ['axes', 'info', 'flag']\n",
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"`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
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]
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}
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],
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"prompt_number": 29
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Step:1 Generating mesh and operators"
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]
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"hxind = ((10,25,1.3),(41, 25),(10,25,1.3))\n",
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"hyind = ((10,25,1.3),(41, 25),(10,25,1.3))\n",
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"hzind = ((10,25,1.3),(40, 25),(10,25,1.3))\n",
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"hx, hy, hz = Utils.meshTensors(hxind, hyind, hzind)\n",
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"M3 = Mesh.TensorMesh([hx, hy, hz], [-sum(hx)/2,-sum(hy)/2,-sum(hz)/2])"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 30
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Step2: Compute Boundary indicies and set $\\mathbf{B}_{bc}$"
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]
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"BC = [['neumann', 'neumann'], ['neumann', 'neumann'], ['neumann', 'neumann']]\n",
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"indxd, indxu, indyd, indyu, indzd, indzu = M3.faceBoundaryInd\n",
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"ind = np.r_[(indxd | indxu), (indyd | indyu), (indzd | indzu)]"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 31
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"Box = 1 # Primary field in x-direction (background)\n",
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"Boy = 0 # Primary field in y-direction (background)\n",
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"Boz = 0 # Primary field in z-direction (background)\n",
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"\n",
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"Bbcx = np.zeros(np.prod(M3.nFx))\n",
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"Bbcy = np.zeros(np.prod(M3.nFy))\n",
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"Bbcz = np.zeros(np.prod(M3.nFz))\n",
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"\n",
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"Bbcx[indxd] = Box\n",
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"Bbcx[indxu] = Box\n",
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"Bbcy[indyd] = Boy\n",
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"Bbcy[indyu] = Boy\n",
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"Bbcz[indzd] = Boz\n",
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"Bbcz[indzu] = Boz\n",
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"\n",
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"Bbc = np.r_[Bbcx, Bbcy, Bbcz]"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 32
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Step3: Generating model $\\mu$\n",
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"\n",
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"$\\mu = \\mu_0(1+\\chi)$"
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]
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"mu0 = 4*np.pi*1e-7\n",
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"chibkg = 0.\n",
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"chiblk = 0.01\n",
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"chi = np.ones(M3.nC)*chibkg"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 33
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"sph_ind = spheremodel(M3, 0, 0, 0, 100)\n",
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"chi[sph_ind] = chiblk\n",
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"mu = (1.+chi)*mu0"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 34
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"figsize(10,10)\n",
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"M3.plotGrid()"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"metadata": {},
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"output_type": "display_data",
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"png": 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J3joAIAgCgsEgXC4XHA5HqSeUVKhhUFUVgUAAqqqaKaxkCp7yEAgAU6c6sXatLhDatVOw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i6tCz2Gp3nz5vTs2ZOxY8fy2GOPMXjwYBo0aMC+ffto3Lgxl156KSNHjqRsTinGZyAsPGchL60l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\ndrLjukAgOPzwUswB2re3uegig5wcmD3bz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lUIhaSfO5y777vxOQ4tWsCIERZ79uh8/73E\nsGEWS5Yo3HSTn6+/dteL++7Tueaamic5eJaWQCCQjMFxqzZrSXHk8/lQFCUpUMLhcNJt5bm8vD+e\n68qzFKXCG1dV1XIWJF3XsW07aflRFCXlGJWt4bFYjNatW9f4u/8SERaeOuA1AA2FQoTD4QYRPHW1\n8HhWJ8dxauViO/VUd4cyaZLJ7NkynTv7ufhiH88/L7NzZ/ljy8bwFBVJDBniY+dOmDrV4MgjnTLH\nSDzyiMI996gsWBDn9NN/IjvbR8eOEvfcY3LzzVYyxd1j0aLy8U833JDL6adrpKJr1xBZWWGeespd\nMC+91OTEE0VGl0DQFHn9dT1ZjFTXS/tiHdwjS9chHIYzzrD5618NZs5014dWrZxaiZ2D8WJwwuEw\nOTk5hEIhJEkiHo9TXFxMJBJJih/veFVVk1lffr8/KYw8t1l11p+yFqTKKj7rup6y5o9wadUeIXjq\ngCRJ5ObmJjOxDnWjz8rwUuJVVSU7O7vK9PmDCQYhHHb4zW9s5s0z2bhR57rrLD74QObEE/2cdZaP\nRx9V+OYbKRnvs3mzzKBBzejWzWbuXJOWLUszvWTZ4dprVebPl1m+PMKxxxaTnZ1NdrYvuYDpukN+\nvit4Jkww+PTTeMq5ffBB+QjFPn10Zs4s4skno+TkODz+uCuS5s1TWbs2M2oeCQSC2vG3v/nZvVvG\ncVxR4wUmlxU/UD5o+fPPJS66KMiLL2ps3px6/agLnpgJBoPJ2jZ+vz+5oYxEIuVaT3gWHc/15ff7\nk1lgZWv+1CTt/eCKz47jJGv+JBIJTDO1u66ugueuu+7i+OOPp1evXlx22WUUFRUl35s8eTIFBQV0\n7dqVZcuWJV9fs2YNPXv2pKDg/7N33uFRlGsb/81szaZQpcuhdxQEQfQooFIEiajHQhUFUfAgCCIK\nnk/QoyAqRxBRLIACShOTgNIEu4JYkK6hKL0ISLLZMvX7Y5jZ3WRTSCFB974uLmB3dvad2Zl37vd5\n7ue5GzJy5Ejr9WAwyF133UXDhg256qqr+P333897PCWJGOEpJM7XT6ukYfp1FTbqZJIY8zASE+H2\n2zXmzVM4cEDiqacUDh0S6NHDwZVXOvH5BFq29DBokJ+XXlKx20Pl6qdPw+rVNs6eFUhLO0v58kaT\nQ6MHhk4waHRKDQR0a+LauFGkVy8Xzz0XZP78nL14wvHdd06GD0+iRg2F7duPcfDgiQId49ixMU+u\nGGIoaxgyxLgvT5405qxGjdx8/LGdDRsMbU5OwmOkuH7+WSA52c2LL0rceWfJRHYVRbGIhKm/MRe7\n4T1/zP475nNAFMWI6I9Zmh4e/SkI+THTbWZHfFEUkWXjfPn9fiRJ4uQ5s8NAIFAoDU/Xrl3ZsWMH\nP//8M40aNWLy5MkA7Ny5k8WLF7Nz505Wr17N8OHDreMbNmwYb7/9Nunp6aSnp7N69WoA3n77bSpV\nqkR6ejqPPPII48aNO+/xlCRihKeQKGnCcz77DAQCll9XXv1/8tqn3Q6CYDgWZ4fTCTfcoDN9ukJ6\nukTXrqGbdMKERHr0cLBuneGhtXOnSMeORsRlxgwvTqcc0eTQ4TAiOw6Hfi43b5zH77+30auXSjCo\nMHZsHI89ZgiA3noriNfr4/HHI8lKZqbAbbeV4x//qE6PHpUKdJ5eeMFBixYxkXMMMZQVVK6s43ZD\nfLzOpEkSzZtrfPyxESZ+/XUHdevG8cYbDhYutHHkiDFXSBLs2CHSu7ebl1+WuO22kiU7cXFxEa1G\nzChMuPBZEASCwaAlfDb1OOb2drsdp9NZ6NQXEBFBAizhc69evWjdujW//PILO3bsQJLOz4qnS5cu\nllaoffv2HDp0CIDU1FT69OmDw+GgTp06NGjQgE2bNnH06FEyMzNp164dAAMHDiQlJQWAtLQ07rnn\nHgBuv/121q9ff15jKWnERMtlFAUhPKaWqKAl8fntMy7OiPLk1kZI1+G552ysXm3cHAsXBpk1S2DD\nBicbNoSWYNddp9G8eQBZJqLJoa4bRCcYtOFyCQSD8NZbxiVYtarGG284AOPLp041jqVPH2Mya9dO\nBRwMGybz5Zc2EhJ0y2tr27box92hg8S330ZaVWzfHuP4McRQVuB06ui6saiSZWPuadhQp317lWef\nlWnSRKNu3Th+/NFG+/ZuLr1U5+efjXt4yZIgPXteWLKTHXmVnxek548pfA7v+ZOf8FnXdSuCZLfb\n+frrr9myZQvPPvssr776KuPGjaNLly707NmTHj16UKVKlQIf95w5c+jTpw8AR44c4aqrrrLeq1Wr\nFocPH8bhcFCrVi3r9Zo1a3L48GEADh8+zKWXXgqA3W6nXLlynD59mooVKxZ4DCWJ2OxfDCiNlJaZ\nS9Y0rdj6/+TlpxUIwL332lmzRuTzzyUqVNC57jqNZctO4/MF+fxzibp1jXPwxRc2UlLcjBmTwOuv\n2zh6FOvGdjg0gkEjorRihZ3PPrNRvbpGixYyHTtK9OxphJjMcvPevV3Mm2fjzJnQ6q5RI43hwxWy\nsnz8/ruP556LvqLJTnZWrjzDVVdFz3/HEEMMFx6nTxv3tcNhpKrM5oGmhqdCBUhOVpk3L8j+/X7+\n9S/j/m3RQit1shMNZhTG4/GQlJSE2+22WoSYZqfhqa/s0Z/wijCzciu/1JfNZqNNmzaUK1eOjz/+\nmN27d9OjRw9WrlzJtGnTACOK07Jlyxx/VqxYYe3n2Wefxel00rdv30KctYsDsQhPMeBCp7RUVSUz\nM9OqKCioXie/ceZGeE6ehDvvdFCjhs7atTJxcca2kmQQF1GE9u11Fizwc//9Dt55J8iVVyYA8Mgj\nDh55xNjPY49JtGypc+qUQP/+Bhl58UU/jz4aR8eO4POJnDwp8PvvPipXhvh4D7fdpvDJJzY++MC4\nVN9+20HbtqpV8n72rMCcOQW7jG++uUKBtoshhhguDAIBgVdfNUjF1q2ipdUxHNGNucoUKW/aJDJj\nhoPU1AA33lgyqemikJ3sCC8/ByzPLkmS8Pl81nsOh8Pq4pw9WmSSHfPf4fvODlNrVLFiRe69917u\nvfde671169blOdZ58+bx8ccfR6SgatasycGDB63/Hzp0iFq1alGzZk0r7RX+uvmZAwcOUKNGDRRF\n4ezZs2UmugOxCE+hUVoaHlOcbKr4i7Mk3hQUh2P3boHrrnPSsaPG/PkKphmv0wnBoGiN0ahYyEKW\nbbRs6WDcOIWJExX27g0wdWoQUdSZOtXJgAEuDhwQLX+sRx81drh/vx2XC1auDFK5svEdSUk6t9yi\n8u67EqtXh5jY99/bGDLERffuLi67LGf/ne7dVQYOVFi7NpdwVTZUrhwrZY8hhtJA5co6jRoZ5OWR\nR5x89ZWNsWMd7NghYk5tkiSwcaNIv34u5s4NXhRkJxrCBchJSUk4nU5UVcXr9VrC5/Dmg9HMTgVB\nsLbJLnz2+XyFEi2vXr2aF154gdTUVEsfBJCcnMyiRYuQJIn9+/eTnp5Ou3btqFatGklJSWzatAld\n15k/fz633HKL9Zl33nkHgGXLlnHDDTcU9bQVK2KEp4wjnPQEg0H+7dkUAAAgAElEQVRLnBx+YRYU\n5xvh2bBBoGtXB+PHK0ycqBKeTna7dasE3efz4ff7qVQpwSIyTif4/TpVqigMH66Qmeln1arcCUhG\nhsDs2RLhh2WQKuPfiYnGuG+7TeHeexU8Hp0vvzRWQnv2RF7GvXsrqCpcc43Gv/8dEju3bx+d2Pzx\nR6yUPYYYSgMul07XripNm2osXRqkVi2NSy4x7vX27ePo39/J2rU2pk938O67QTp3vjjJTnbk1fPH\nTH1FEz6DEfkxO/uHC58zMzOtbc4HI0aMwOv10qVLF1q3bs3w4cMBaNasGXfeeSfNmjXjpptuYtas\nWdYCe9asWQwZMoSGDRvSoEEDunfvDsDgwYM5deoUDRs25OWXX2bKlCnFcbqKDbGUVjGgpCI8Jswc\nsCRJRdLrnA/hmTNHZNIkOwsWyFx3Xc7PhDcfNEXTPp9IMGiM1+XSyMzEEt19/LGNYcOcLFgQ4OBB\nlSeeiFyJ7NolUrGi0UPipZck+vZVcDh0ZFkAdEtIHQzC3LnGZVurlkbDhjo+H2zaFDonDz7owmbT\nGTNGYOZM44Nt2xoiSF2X6dLl/MliDDHEUPyQZR1JUrDbBYJBjSuu0HjsMYXZs+0sXx5k2jTj/h0y\nROa66/4aZCc7wlNfbrfbEj6bfl82m82qyJIkicTERGteNV//+OOP8Xq9Vqfm80F6enqu740fP57x\n48fneL1NmzZs27Ytx+sul4slS5ac1/dfSMQiPIXEhejDYxrUeb1eFEUpVnPSaHC7weeDJ56wMW2a\njfXro5MdMAjP6dNZANYNaPbh0TTNKjsHmDXLzogRDhYvDvD55xpz57pYvjxA48YaW7b4qVtXY/ny\ngOWTNWaMk+rVPRw9KvLoow6OHQv14fjooxBHv/pqDZfLGPd//iMxcKAhaOzcWUVVBa64wkh3JSXp\nZGQILFpko2/f3Mv2Y4ghhguLEydsvPFGHNu22Tl4UMJmM8w1JQm2bRP5/HMbGzYEmD69ZHpolTbZ\niQZT+Bze80eWZSRJssrft2/fjt9vNFr85JNPmD17Nps3by4zx1BWESM8xYSSIDy6ruP1ehFFMYLV\nFxb5ETNZhltucfDDDyJffCHToEH0bRVFwW5X0LTIKijDVNQgPG63gM8nMGaMgzlz7KSlBXj+eYHd\nux1s2BCkUSPdqsSQZejWTSMjw09Wlo9vvvFb/XLS0uzUr++hVaucWp29ewUqVtRJSQnpfmy2kCbg\nlVeCtGunkpEh8OuvIm+95aBTp8i0VsuWxrZfflkwvU8MMcRQvHC7jXnmiSfK8eGHbmbOdHL6tMjI\nkU4WLsygTRupRObXskh2ssOcszVNIz4+3tJtTpkyhTp16tCrVy/GjRvHq6++SlJSUv47/JsjRniK\nASXhpWW2Dz/fSqyi4LvvRPx+gW7dtAi38nCYueK4OBFdDxmn6rqO3a4SDBorlCNHBObNs/PrryLv\nvutn8GAHVaoIpKZKVKggWPocpzMUCTJx+eU6mzYFaNFCY9myALfeGr2UvHx5mD1bwuk09qNphrno\n7NkO4uN17rtP5fbbQwTn1lsVfvwx8pLftk2kUSONihVLt1N2DDH8HVGjhsbgwQqdO6s8/7xElSo6\n06cbqe1Fi/y0aaMSCATIyMjIoWspCsI7KJdVsgMgSZLVQdns5eN2u1mwYAFz584FoEWLFlx99dW0\nbduWiRMnsmXLllIeddlFTMNTDCjulFYwGMTn81mhzeIiO/mNs0MHjbp1dX79VeCaa5zUrKmTnKyR\nnKzRooVOMBjA7/eTkJBAXJxAMChYaTejWZaxnwMHBJ5/3phENmywceWV8fToIfPaayqiaIqaDaIT\n7qqeHU6nTpUqsGCBxMsva0yYEBlRWr/eRmKiMTkmJyukpRmX87PPSnzyiY2sLBg3zvhMp04qgYDR\noTk7fv1VpHnzmNt6DDFcaBw5IvLqqyK1a2vYbEZzU7sdvv3Wz2WXARh6u9x0LaZlw/nMkeFkpzAi\n3wuFcLKTXcrw9ddf8/LLL5OamkqlSpWQZZlvvvmGlStXsmzZMlq1alVKoy7bKLu/dhlHSWh4wsXJ\niYmJZGVlFXmf4chvnPXq6XTurNG/v4aiwLffCqSlifzrX3YEQeemm+zcdlt5rr5aiBA4y7Ic5hUj\ncPXVbp55RqJRoyB33ZVIvXoq+/fbaNjQxs03q/TqpdKqlWb11whGN0O3okCTJjmYNy90qX70UYAO\nHTQWLLDz8MMGoTHJDsBnn9nYuVOkWzdDr3PXXQqLFxvvb9gQ4PrrjUn01CkfEyc6eOWVsrvCiyGG\nvwMOHBB59FHjXt60yU+LFpHzlLn4czqd6LpudTPOysqyRL9m0768yM/FQnZkWc6V7GzcuJGJEyeS\nkpJCpUqGrY7D4aBjx4507NixNIZ70SCW0ipGFIX06LpOVlaWJU42ey5cyA7O4eTDbodrr9WZOlVh\n8+bTzJlzlooVnYwe7aRuXScffGAjNVVA0xwEAgGysrJISTFSTxMnBnG7JUaM8LBunY9t24J8/32A\n1auD1K2r89xzDpo0iSMzU2DlSht+f/QJStehf38Xn30mcvPNobRWp06GWHnwYKPbcmamj0GDQu+v\nW2fj+HGBn36yUaGCbpGdBx+UGTo0FCV65x2bRXa2bStechlDDDEUDOH37qOPyjnITnZk97IyU/75\npb4uJrLj9/ujkp3vv/+eJ598kuXLl3PJJZeU0ggvXgh6adt8X6TQdT3CpO306dNUqFChUOkn0ybC\nZrNFNBPMzMy0zOaKa8xnzpzJdZyjR9uoXx8eekjNc1z79kGzZkb0pFw5nRtuUDlyBLZuteHzCfTu\n7Wf7dgdLlvho1Cj6iuvoUYEGDeLo0kVl3TobN96ocuutCjfdpFK1Kpw6BbVre3A6jeaD6ekiW7aI\n1KunsW1bToHx6tUib7zhYM2avKvYHnpItjq7mqhfX2PTpgCVK3sKdiJjiCGGYsePP/pp3Lhoj6Pw\n1JeiKFbqy+xxY2phyiryIjs//fQTY8aMYfny5dSoUaOURnhxIxbhKSYUNhqjKAoZGRlWGWJJipPz\n23d4miq3cem6Tu3aCg88IPHiixI//uhnzRobGzfa8fmMbVJS4nj3XS81a0auuMLPT/XqhpHokiVG\nSOlf/1L49FMbrVvHUb++m9q1DfIhSQI+H1bXZJ8v+tgdDiyyM2KETIsWGllZPqZOjRQIhZMdm03n\nk0/8BALQs2esXD2GGEoLL78sFZnsQPSSbtPIUxAEiwiVxXW+SXY8Hk8OsrNt2zbGjBnDsmXLYmSn\nCIgRnkIiO3koDOGRJInMzEw8Ho/VabOo+8wPee3TJDzmuOLi4iLGZRqA6rqO2y1w+rTAiBFOrrxS\n48CBTNLTjwPQtKlGjx7lSE6uxNtvV+TAAadliZGVlUUwGETTjLSUJBl9cnr1UnnnHYnFi4McOxZ5\nWTZtqpOebozB681J2nQdXn45RGSuu05DPte2wyRBX34Z4PBhH7fdFurnoaoCN94Yx+HDImfPlnwV\nXAwxxJATCxcGuf/+4jf1NZ3JVVXF4/FYC7eSqPoqKsLJTvYI1M6dO3n44YdZtGhRhEt5DOePGOEp\nBZji5KysLBITE3NNWV1owuNyQVaWIQRMSEjA5QpFPUyhoK7riKLIjz+KPPecg8qVYckSLw5HFpUr\nu2jRQmPOHMPZePx4md9+E+nRI5FOnSoxfXoldu50oyiGf4zDoZOZKeF0GjYVKSk2+vd38Z//SFSv\nrjF5ssSGDQEUBQYONMbi9Qp8/rnIuap9ZBn+/W8nGzbYqF1bo3FjY/IKBOCJJxysX2+jQQOjg+sv\nv2h8/XXokp80KRT92b07divEEMOFxubNfnr3LlnXc7P03CzpTkhIIDExEbvdbrXZ8Hq95/wA1Qse\n/TEjUNHIzu7duxk+fDjvv/8+derUuaDj+isiNssXAYWp1DLFyZIkUa5cuTKTTzaIjITXq5KUlBTR\nm8J0+RUEAVEU2bZNsHysfvgBnn/exp49CTgcTsuA1OmEG2/UmDFDZs8ePzNnSgSDAoMHx9OmTUWe\nfroSZ86IeL1GamvyZJ1HH3XwwANBXnvNwbRpMg8/rNC+vcazz8r8/HNIt/Pkkw7q1Yujb18n5ct7\n2LdPYNWqAJUqGRYUgQD8/rtByhYuDFKjhk5amsYdd8QxfXqoJGzAAIVt2/zUrq0xenTJdHKNIYYY\noiM1NUCzZiVDLmRZzlOgHC31pWkaWVlZeL3eHEaeJYW8hNTp6ek8+OCDLFy4kHr16pXoOP4uiImW\ni4BwXUpGRka+HTtNmwhBEEhISMhXU+Pz+RAEgbi44usRc/bs2RzCPbOj85w5LtLT45g5U7Ve1zQN\nTdOsLs9r14rcf7+Ll14K0r17Fhs3Cqxbl8DKlcb+fvtNZOJEidGjFaK5YOg67NplVGdNmhQZ2Ro6\nNEBqqoM5c/6kfXtylJnWrRvHiRMCWVk+vvtOpHNno7zc49GpWlVn/37RspEAOH3ax/ffC3TtGkfV\nqiqLFgVo104gPt7QB/36qx9NgyZNIs9vp04qn30WMxSNIYaSwltvBenTp2QiO3mlh/KDOeeZWh9V\nVa2Sd7P1RnEhL7Kzb98+7rvvPt59912aNGlSbN/5d0cswlNMyC/CY4qA7XZ7gchOQfZZHNA0jYyM\nDERRpFw5N8FgSK9jOvGaN/kbb9h58EEXixYFuOmmTEDl+uudPP+8wvbtARYtMqInEyc6adAgjuHD\nnaxeLUY4sAsCNGum89hjCg0baqSlhd584w03VaoIHDrk4c8/RQKBgOUcLMsyHo9xLrZtExgwwMkz\nz0h4vT5++cVvdVQ2yQ7A0aMwaZJBXNatM8hOOGQZXnst54R41VWln9OPIYa/Kt54o2ySHTDm3Oyp\nL4fDEZH6CgQCRU595UV2Dhw4wODBg5k7d26M7BQzYoSnCChoRVW4CPhC2UTkhnASFV6J5fF4cLux\n3M5VVbWcd1UVHn/cwWuv2Vm71kfLlpkIgkB8fLxFhgQBWrbU6d5dZenSIJ9+GqBpU41p04z004AB\nTpYssXH2bGgsLheY9i/lyuls3epnxAiZlSsdXHFFee6+uxILF1bg2DE7wWAQh8OYJLt2NRobjh6t\nIAhQsSI0a2aQlEmTJN580yBezZt7+PprI4rk94uY85MoGv8YMcLJ9OlGRG7PnpB/V0qKQZJq1YoR\nnxhiKE4sWhSkX7+ySXaiIVrqy5QlZGZm4vf7kWX5vMhPuIdX9nEeOnSIe+65hzfffJPmzZsXyzHE\nEELZEJD8BRAtGqPrOsFg0LJjOF/PFtO2oSQgSRJZWVnEx8dboum4OEP/Yq5eRFEkKwvuu89JZqbA\nunVZOJ1Z2O1OXC5XVOJmaHigTh2dESMURoxQOHECVq2ysXix0Rn5qqs0evVSSU8XuOEGQ4y8ZEmQ\n+vV16tdX6ddPxeczrCPS0mw891w56tTRSE83iMjrr2fQqZMPr9fosbFmjZv77jP28+ijCkeO6ICL\nnj2DXHMNjB/v4o47XNjt0KuXiqYZ496wwUbjxhq//CJSvbpOXJzx+5kC5uuu03jvvdiaIIYYigPf\nfOPn8stLTrNT3GQnO8yGhw6HA7fbbaW+TCuggqS+8jIsPXr0KAMHDuT111/nMsNXI4ZiRmw2LyZk\nJzy6ruPz+QgGgzlEwIXdZ3EhGAxGrRBzuXT8ft0iO8eOQbduLsqXh6VLvTidWbjdbtxud65RqmhW\nEVWqwD33qHzwQZD0dD8DBijMmWMnGBRQVbOZYeT+PB6DnLz5psS+fX6eeSYkKn744SRefLESW7d6\neO01B4884mTBgjNcconGnj0K3bsb5Of99xV69NCoX19j584ACxcGI9JrAI8/buxXUWDzZoNQPfmk\nUb0V7uwxdGjo+9u2LZkVagwx/FXx22++i5rsZEdhUl+qquZKdo4fP07//v2ZMWMGrVu3viDH8HdE\njPAUE8LJidmhWNM0kpKScjSRKi2EC/JM+woTqqricKgEAqFKrE6d3CQnq8yY4UVVjQklv67PeXlj\nASQmQrVqOkeOCEybJpGSYjCQYcNctGvn5plnHPz8s0A4z3M4DDuJDh0MovH660FEUaBLlwQmTEig\nZUsdWXZx8qRIt27x3HuvD5tNR5ZV7HYdWTZSbgkJMHt2aKKZOFHi9deNc1CuXKjLct26xpenpobO\nz7FjIUImy7GePTHEUFD8/ruPknJBKA2yEw35pb58Ph9erxe3252D7Jw4cYK+ffsybdo02rVrV0pH\n8PdAjPAUAdGiHKqqkpGRgc1mK7A4Oa/9F1eEx6zE0nWduLg4i4SF63UMB3RYt06kVy83Tz8tMWJE\nJpIULHBLdrMsPTcsXmyjXz8Xb78d5IEHFLp00ejWTWXJkiAzZkj4/YZ/VrNmbh57zMGXX4qo5wIq\nJteqX19nzx6Bf/5T5bPPAnTsqPHkk0bFVkaGSO3aDlRV4OxZP5LkRZJ0Nm7UaNkyshpr7FiF99/P\nyc4GD87ZdTncnPTnn2O3TQwxFATff++ncuWS2XdZITvZkd3ry+12I8syoiji9/v5/fffmTdvHseP\nH+fUqVP069ePqVOn0qFDh9Ie+l8esZm7mGB29MzIyMDtdheLTURxER5zXKIoRqwusldiOZ06331n\nY+hQF++9F6Bnz0xUVY3q65Ibcovw6Dq88IKdp55y8NFHAa6/PqRNcjp1FMWojnruOZmtWwMsXRqk\nYkWdceOc1K8fx7BhTj7/3BhDt25unE5ISwvStq3KsGFevv32JACTJ8u8+67BjAYMqExaWjmOHbNx\nww0JACxadJY2bYyuhYaGyCBKp0/76Ncv926v3bvH0lgxxHA++Oij09SrZ6R1ihtllexkh6ZpBAIB\ni/wkJibi8/lYtWoVrVq14uqrr6Zp06aUL1++TNpd/NUQIzzFBFVVkSSJhIQE3G53aQ/HglmJ5XK5\n8Hg8lpgueyUWwKZNxt+iqPPNNwoHDtgiKrEKAqfTsIsIhyzDQw85SUmx8+mnQZo3j7yxs5MkQYAW\nLXQef1zhm28CfP55gObNQwTpxAmBrl1VfD7dahBWvnw8YDiop6YGsdt1evdWSUkJEbw+fWSaNBFw\nu419deni4pFHAng8Rtpr4UJj4qxSRad27Uix+OrVZSMtGUMMFwPWrfNzzTU2VFW10jqBQKBYmvld\nLGTHPHa3221JAURRpGnTpsyePZvWrVszYsQIPB4PycnJ1KtXjxEjRrBnz55SHvlfFzHCU0SY4mRZ\nli0Ff3GhqBEesxw+Pj4+QmhsRnVMcbKJBx9UOHYskxdf/JP0dAfdu1fg6qvjmDzZzo4dkbqa3GD4\ncYUiWxkZcNttLo4fF1izJkD16jl34nRieV9Fwz/+odOunUFAqlfXeOWVIB98YKNJkzjuuCOJ998v\nx8mToqXXAahc2XBZb9PGWF1OmybhdAp06ZJolaoPHx7k7rt92O06t98emjhXrAhw4EDs1oghhsJg\n0yY/V1+t43A48Hg8JCYmWs1T/X5/RG+t853fLmayYyIjI4O+ffvy+OOP89hjjzFjxgz27dvHihUr\nqFGjRpnw9vqrIjarFwGmLkZRlKjmn0VFYQmP6dXl8/mienWZHUSzR26M1VcWPXuKzJ6tsW+fnxde\nkDhzRuD2211cfrmbCRMcbNokkts9aZalAxw6JNCli5v69TUWLw6SkBD9M05n3kLntDQbd9zholw5\nnf/+V2bQIJm5c0+xffsZBg/W+PZbG23axKEoAlOnOtizR0DTBPr0cbJ9u3GMDzygMGuWxN69fmu/\n8+a5aNu2IhkZIl995aRCBeOgevY0zldycsxuIoYYzgeHDvlo0SJyzhIEAbvdjtvtJjExkYSEBGw2\nG5Ik5TAUzgsm2SmonrC0YFpURCM7Xq+Xfv368eijj9K9e3frdUEQaNGiBU888QSNGjUq1PcePHiQ\nzp0707x5c1q0aMGMGTMAOH36NF26dKFRo0Z07dqVP//80/rM5MmTadiwIU2aNGHt2rXW6z/88AMt\nW7akYcOGjBw5slDjKYuIEZ4iIBAIIIoiiYmJiKJYJnKwZsRJkqSolVimVYPP57PCzKqqWr0kwiux\nbDb45z81pk6V2bUrwLvvBnE6jfRUw4ZuRo1ysH69GBGdMVNaW7cKXH+9i759Ff73P5m85qe8hM6z\nZtkZPdpBSkqAXr1UgkHDnsPpdFK5spvbbtOYM0di/36DyKSnC7Rr5+bECYEffrDx7LPyufOCdUym\nVmfHjgA33RTSF5w5Y9wO8fHGWNLSii9aF0MMf3X88YePChXy304URVwul1XR5HA4UFXDUDh8Tgqf\nT8PJTlmpeo0G0z7I5XLlIDtZWVn069ePESNGcPPNNxf7dzscDv73v/+xY8cONm7cyKuvvsquXbuY\nMmUKXbp04ddff+WGG25gypQpgOHCvnjxYnbu3Mnq1asZPny4dc6HDRvG22+/TXp6Ounp6axevbrY\nx1saiBGeIiC8c/KFdjaPhuzl8NH0Ona7PSLMbEapAoGARY6ifacgQKtWOk89JfP99wFWrQpy6aU6\nTz/toG7dOIYMcZKWZkPXYcUKG8nJbqZOlRk50uiGnBei6X40zeju/PbbdtavD9K6tY7druH1Srjd\n7hyND51OQ3vz0EMKtWvruFw6Q4fKPPigMemMGuWwXNbj443j++9/HaxbZ0yeO3f6GTzYIEd+f6zs\nPIYYzgenTvkojOWfIAhWp/fwOclckPn9fgKBAD6f76IiOy5XZKWn3++nf//+DB06lN69e5fI91er\nVo1WrVoBkJCQQNOmTTl8+DBpaWncc889ANxzzz2kpKQAkJqaSp8+fXA4HNSpU4cGDRqwadMmjh49\nSmZmplUiP3DgQOszFzvKblzwIoAoitZDt7QJj6qqZGZmWnlzc1zhlVjhk4XZOEuSJERRxO12o6oq\nfr8fXdctPVK4eWc4GjXSGTNGYcwYhcOHDTPQ2bPtlunm0KEyHTsWrDojO+Hx+2HIECenTgl88kmA\nChU4N04dXXfhdEYPfZ84IdC5s5sXX5QYNkw5d/wyCQkeypWDCRMcHDwo8scfxvGsWGFj/foAN9zg\nRpahVStjvz/+6KdWLU/U74ghhhgicfy4j+Ko0zBTX+bCy4w8S+cmh0AgUCImnsUBM40VjewEAgEG\nDBjAoEGDuOOOOy7IeH777Td++ukn2rdvz/Hjx6latSoAVatW5fjx4wAcOXKEq666yvpMrVq1OHz4\nMA6Hg1q1almv16xZk8OHD1+QcZc0ytZVE0NU5Ed6ZFmOWg4frRLLhHmDApbthZljN/eR3bwzt3HU\nrKnzwAMKH30U5LPPAtx9t8KRIwJNm8bRq5eLN9+0c+xY7uN3uUCSjDH/8Qf07OnC6YTU1CDly+sE\nAgECgQAejwNFiX7JrlljvP7ccyGyA0Zkqlw5nUcekfnqqyCrVoVaLe/eLTBqlJN9+wwSZK5QBw0y\nJqynngqxsPAqsRhiiMHA3r2+XLV5RYWmaSiKUqImnsU1zqysLJxOZw6yEwwGueeee7j77ru5++67\nL8h4vF4vt99+O9OnTycxMTHiPTMb8XdFjPAUE0oqwpMfgsEgXq/XqsQyYZKd7JVYEKogsNvtUcXW\n4S3TTYFhMBgkIyPD0gfldqxXXqnx9tsSixcbAuHBgxU2bhRp0yaO66938fLLdvbujfw+p9MQOu/d\na/TFufZaYx9Op26Z8yUkJOByCVGruebOtfHgg8ZEE61fjlkFduwYDBniIjFRp3dvhX37/PToYWx/\nww1uhgwx9uHzGZ+rWDG0jx07QuewU6dYT54YYti500+1aiWz7+yanbw6GXu9Xqs9xYUmPybZcTgc\nOciOJEncd9999O7dmwEDBlwQoiHLMrfffjsDBgywUmdVq1bl2LkV59GjR6lSpQpgRG4OHjxoffbQ\noUPUqlWLmjVrcujQoYjXa9asWeJjvxCIEZ5iQkn5XuW2X7MSy+/356jE0nXduvmjVWKZode8PLFM\nmAJDc5Vlt9utiFJWVhaSJOVaXREfD717q7z9tiEqHj9eZt8+gRtvdNO+vZv//tfB1q0CTid89ZVI\nly5uHn5YYdIkGUEw8vi6rpOQkHBuHKFIkHGc8PTTDqZNc7B2rdGrJ7sWCMBu19m+XeT669307q3w\n2msSmgaVK0P//iqtWmm88UaoTGznTuOcvfxy9Ixvw4axaE8Mf2/s3evjH/8oGXIhSVKeAuXsnYzN\nFH54RDqvRVlxIZzsZO+9Jssy999/P927d+e+++67IGRH13UGDx5Ms2bNGDVqlPV6cnIy77zzDgDv\nvPOORYSSk5NZtGgRkiSxf/9+0tPTadeuHdWqVSMpKYlNmzah6zrz588vMd3RhUZMw1MEhF/EJUV4\nosFc2aiqGiFOBqwUVrTQpSRJ51JDhethYa6ynE4nuq4jyzKKouD3+7HZbJbuJ1p+3emEG2/UuPFG\njf/9T+a770RWrLDRp4+L334ztn/0UZlBgxRrIjFLWc3jcDp1vF7h3LEY1WK//CKwfn2AKlUMzy3D\n5yrydzh61LDKeOONIP36qXz0kS0iUrRzp8DQoS4mTJB49VUHv/3mp3x5D/v3h46jYkWd06eN737z\nTaN6Kz8bjRhi+Cvi1Kni0exEgzlHFVSgbGoRzW3NNJgZIcpvXios8iI7iqLwwAMP0LFjR4YOHXrB\nUkhff/01CxYs4LLLLrMMSCdPnszjjz/OnXfeydtvv02dOnVYsmQJAM2aNePOO++kWbNm2O12Zs2a\nZY111qxZDBo0CL/fT48ePSJK6C9mCHppJ0AvYui6bgnqdF3nzJkzVKhQoVgv8D///JPExMSIG9rr\n9SIIQoRXlylO1jQtx42t67ol/iuJSgczomQSIFEUsdvtlug578/Cq6/a+d//7FSuDCdOQNeuAZKT\nVW68UcTlCp3Ll1+2c+KEwLhxMv37u3C7debNk4g3mizTufni+jMAACAASURBVLOLKVNk2rcPRWBS\nUgzvrnAh89q1Iq++6iA1Ncj69SLJyW4eekjmP/+RqV8/jhMn/MTHh0TLcXE68fFYYucYYvi7IiPD\nR0kVSp0v2ckP2eclMzJkt9tzLcYoCLKnscL3o6oqw4cP54orrmDUqFF/a71MWUQswlNMKKkLOzxy\nZFZiOZ3OCO1NbpVY5nt+vx9N06zUUEmM0VxFmdohWZbJysrKd5IRBPj3vxX+/W8FRVHYuTPIunUJ\nTJvmYehQkW7dVHr1UunSRcXphN9+E+ja1U2HDiovvhjZ3yd7tdesWQaRArjuupDuxm4HRYH33rMx\nYYITh0PnppvUcxEi2LzZOEdXXqlSq5bO2bMCfj/88YcNu11HUWKTWAx/P2Rm+iip4qjiJjsQfV4y\nI9K6rluLMrvdXuD52yyZt9vtUcnOww8/TMuWLWNkp4wipuEpRpRkWiu8Eit72Xl+lVi6rp+3J1Zh\nYZaWmvn17C3lcxMXSpKEz+ejWTMXY8borF8f5Icf/Fx9tcbcuXYaNIhj7Fgnqal2brxRjdrM0OEw\nCI+mwfjxDt56y+jhc9llWkQKy+GAzz6z8cwzDlatCnDddRqKYn5e4I47DPHhPfcoyDJs2GDj22+N\nc/vQQ6Ed3X577majMZQ8qlfPWzx+xRWR79epE9NeFRYXG9nJjty6PZvFGAXp9mxKCcyijnBCo2ka\nY8aMoUGDBowdOzZGdsooYoSnCMgZrSiZSi1JkvB6vTmMSQtSiWWz2SII0oVE9kkmWrm7KVA0J7xw\nbVG1ajBkiEJaWpBdu/xcc43xAJszx07Pni5ef93O4cOh43I4ICtL4N57nWzeLPLJJwFq19ZxOPRz\n2h5QVRg71hB4b9gQpEkT3dL+vPuuMdkuXhykShUdVRVYudIYz3/+Y4SOpk8PicM/+CAWIC1NHD2a\n98Pxxx+N9ytUMO7J7dsDeW0eQy7wei9ushMN4cUY2bs9Ryt5z4/sPPbYY1SvXp3x48fHyE4ZRmzG\nLiJKMqpjpqqCwaBVIRX+npmXjlaJ5fP5onq5lCayiwvNyc4ML5v+XtEmjAoVYO1ao5LK54P1622k\npdl49lkHdetq3HKLys8/i/Tp46J3b4UVK4KWsNIsS/f54N57nRw8KFC/vmYZmTocOpMmOaxy9Msv\n11BVGDnSOHfXX69i2s9UqqRRowZs2yZSp45mCa5jKLs4c8a4ni6/vISUtkVEzZoahw+Xzevojz98\n+XZKLyxKi+xkh9nt2SzGMFPyZpWoOTflRnYmTJhA+fLlmThxYozslHGUzbvsIkVxkh9zRaHrOnFx\ncTk8sUyyE60Sy+fzERcXV6bITnYIgmBNImbjw4KWu3s80KuXyptvSuzb52fiRJlDhwSOHzfORf36\nOrt2hdzdHQ44dkygZ08XCQmQlha0mgwqCqxYYWf7diMiFB+vc/KkwKlTxr46dFD59VeBV14xzmW9\nejrbthm3TTjZEcWcv3vVqrF6gNJE795+mjWTGTzYiOzs3Rs53bVubUQM33gjyIABCklJhfu9qlQp\n2u9clOhJ9eoll6Y7frxwdhEFQVkhO9kRnpJPSEjA4/FYKXiTBKWkpHDy5Ek0TWPSpEk4HA7++9//\nxsjORYAY4SlGFBfhMT2xgAhBXbheJ3skRNdDHYnj4+NxOMqu8WV4pZnH48Fms0U0FXM4HCiKYnVU\nzSu37nDA9dcbpe4nTvj47LMAmmZ0S27a1M3YsQ6++MLGgAEurr1W4803JTweHVmGrCy4805DrzN9\nukTVqkZKrGNHIxIwY4bEt9/aOHRI5JZbDO3O5s2hyblevdCYNC3nZGcSMACPJ0Z+ihsTJ0ZpuhSG\nlJQ4du50sHVr9AfqTz+ZNigu5s+3k5Fh/F7//KdKamqAZs0KRiZOnCjag+7gwcJPwyX1jD169DRu\nd8k08iurZCcaTI/BxMREq2vxe++9R8uWLenQoQPffvvtBeuzE0PREStLLyLCG1yZouKiRFayV2L5\nfD5sNhsul6tAlVgej6fM+cyEw9QWmW3Y85ooilruvmuXQFqajWeeMX6PgQMVbrlF4dJLdW64wU2j\nRhrNmhnkp1MnowHhVVfFMXaszEcf2XA6NbZssdOsmcqhQyIZGQLVqmkcO5bz/AqCjq5HHkulSjqn\nTgkkJIT6B8WQPy65xIiyFRb33y9bvZJyw5EjR5k5M4nnnouP+v6XX/o5fVrillvKndd3X3edyhdf\n2ChfXufPP3M/hsREnczMsnlN/PlnBqqqWHYyhalmyg0XC9kxq7EEQcjRjV7XdaZMmUJ6ejoVKlRg\nxYoVxMXFkZycTJ8+fWjbtm0pjjyGvBAjPEWELMtW9CEzMxOXy1VowiPLMl6vF4/HY7Upz8rKQhRF\nq7QyO5nRNM26MUtLnFxQFEVbFJ5bl2U5ouQ0N92PCU2DgwcN8rNihY2vvzYm2gYNNL78MsATTzjJ\nyjIqt06eFPjlFx+NGxt9eDweHZ8v+r4bNNDYs+f8yGXDhhrp6WWXkJZFtGmj8sMP0R+O11+v8tln\nohVh27XLT+3aOtdc4+a22xT+7/9yv87CG0eWL68xa5aPvn1zGkO9+WaQ++8P2QYUlpCJom6NM5zw\nVK+ucfRowa+J3MjSpZdqRYoWAWRl+SL+b6bPZVlGVdUI8nO+C6u/Ctn53//+x++//87s2bMRRRFd\n19myZQtpaWnUqFGD+++/vxRHH0NeiM28xYiipLRMTyzDMyo0uQqCgKIoURsKloVKrILC1BZ5PJ5C\nEcLcyt19Pl+e5e5gaCT+8Q+dESMU1q4Nsn27H6dTp149nUaN4pg3z87SpXZeekmienWNIUMMvdSo\nUVIOslO5cmj/+ZGd8uWNbc0qISBfsnPppbHS6ezIjey0b6+i65HpxLg4s6rGILDh+OCDyCqt8C7Z\nnTopxMUZmp7u3QO0ahVqPxBOdm65RWHrVj8pKQFatdKYPTvIzTfn357g1lsVRo8ObecJ9bU8r+hf\nlSp6iXU5zk52ACu6nJuBZzAYRFXz95a72MgOEJXszJw5k7179/L6669b87EgCLRu3ZqnnnqqSGTn\nvvvuo2rVqrRs2dJ6beLEidSqVYvWrVvTunVrVq1aZb03efJkGjZsSJMmTVi7dq31+g8//EDLli1p\n2LAhI0eOLPR4/oqIRXiKiPAIT3jZYkFhpqMkSYroqGy+FwwGLQ1L+OpKVVV8Ph8ulyuHaV1ZgtmN\nOhgMlliXZ03TrMjP+YbgMzKgfXs3Bw6IJCXplo6jIChMtKZxY41ffomtMwqDKlV0Sy+zdGmQbt1U\nRo1yMGdOKH1VrpxO8+Ya33wTus4WLgwyerSTfftCHbTHjZN5/vm8017Tp//Je+952LQpd4K+Z4+f\n6tV14uM9VK2qk5Cg5xBHR8OYMUbadPfu4rsWzPMTHkkqKKKRnbxgppvN6I+5IDHTzeH33cVIdrIv\nIHVdZ/bs2fz000/MmzevRI7jyy+/JCEhgYEDB7Jt2zYAJk2aRGJiIqNHj47YdufOnfTt25fNmzdz\n+PBhbrzxRtLT0xEEgXbt2jFz5kzatWtHjx49ePjhh/8y1hBFRWzmLWacD380K7EURSEpKcm6icK7\ngtrt9qiu5WZr87JciWUKqSVJssZf3DC9dHJrKJafkWBSEuzaFSAz08vWrSdo3FihV6/cV+xm1Aby\nj9aY0YbwKp78yE6tWlrE3zGEEC4O7tJFZcgQJ3v2iIwbZ0RjunVT2bfPHxE9AVi92sbx46GqPYC5\nc+1MnWqInp98UmLChJwC6JEjy0eQnbvu8rFjxymee85vvdagQZxFopo313jllbyF1CZeeslx3mQn\nPj7nNRx+nfjPDet86xXOl+xATgNPMxpiNhj1+XzIskwwGPxLkJ05c+bw3XffMXfu3BI7jmuvvZYK\nFSpEHVt2pKam0qdPHxwOB3Xq1KFBgwZs2rSJo0ePkpmZSbt27QAYOHAgKSkpJTLeixExwlNEZDcQ\nLSg0TSMjIwOAxMREKzya3RPL3Kdp3GmWp5si5oKUcZcGzAmkJC0toqEw7u5mw7HERAc//BBk0SKJ\nY8d8zJ4dzLH/cCGq6Zoe7UEE4Pcb24Y/qJs0yfs3OnRIjPg7/HvC4XL9tQKzJjmEUJPH3CCKOn37\nOsnIEFi+PEhCgvFZQYAXX3TwySfGA2nOHOP3M+1GGjcORV6XLQty5ZXGeW3USGPo0D/p1i30e0c7\nv4sXe1iwwEPnzn7mzj3NP/8p8dZbWVZp+IYNNnr0CH3HV1/5qVdP4/vv/UycKNG2bf6pH/P4or+e\n92tmCXlBfYFdLr1QZCc7cutibFaNiqJoVZeWRZhRdohOdt59912++OIL5s+fXyjT5aLilVde4fLL\nL2fw4MH8ea4h2JEjR6hVq5a1Ta1atTh8+HCO12vWrMnhw4cv+JjLKmKEpxhRUA2PoihkZGTgcDis\n7sOQvwGo3+9HlmUSExNxu90RZdzZ8+qlObmYlhalLaQ2SWJe50mSJLKysnC73RFNxRIToX9/laws\nH8eP+/jkk5xdes0IT1ZW6PhsttDv73AY/w5fhee3qq9Rw9g2vOQ9WiQpXH+SH4m6GGCSQ4DZsx1R\nz7cJTRP4+GM7o0fLuFxYkZvVq21MnmyEN/bt81G3rk7btipPPy1To4ZGr14hwnHLLS7uvdeI3hw6\nJDFgQHkSEgyi1LOnYp3fJ5+MJCqTJ8fRoUNF7r23Il995aRWLZnNm49HHec//xnHvn0ie/aI/Pvf\nCp9/npNA53Z8AK1aaTz6qEylSsYBZhcqi6IeEbVyu0PELz9UqaJz8qQ//w0LgfDFW3x8PE6nM6LN\nRPYuxqUJc17VdT0q2Xn//fdZu3YtCxcuLJVWH8OGDWP//v1s2bKF6tWrM2bMmAs+hr8SYoSnGFEQ\nwmM+cOPi4nL1xIpGdswmhNmjJWaXUPOh7nK5rNL20iA/ZrTEFBiXFSF1tPMkyzJ+vx9BEKyS/2hI\nSIAOHTSysnycPetjzZrcH8aqGjpe084iPFrTtGnev8WRI8a2+/aFPtOoUd4RnuLUgZQW5s0LkYGU\nlABt24aOuWJF41jHjJEjPtO1q5vERE+OSqzDh31UrWoQIUEw/j5yRGTNGhsTJ0r8618KmzcH6NDB\n+L3Hj0/iiy+cXHut8Z0ffWSs4nfs8PPEEyGi0qiRxm23RaY7u3cvT61a1SNe+/3343z22VnatDG2\nvftuF5Ure0hICHXx69lT4ZVXjP3edVf0FOqWLSIvvuiwmmACNGum0qCBMU6HIzq5ycqKujsL1app\n7NvnLzHXc1N3aFrFOJ1OPB6Pdd+Z85nX682z2KCkkb2dR/a5asmSJaSmprJo0aJSkw5UqVLFajA7\nZMgQvvvuO8CI3Bw8eNDa7tChQ9SqVYuaNWty6NChiNdr1qx5wcddVnHxz5SljPN5oAcCgaiVWHl5\nYplN+gpSiWXm1cMnF5OAZGZmWiurkoKiKFGjJWUNJjE1J7q4uDhrEg4/T9EmYbsd/vlPg/x4vT5W\nrQrk26G3Zs3Qw3vXroJFeMKJ0a+/5h3hqV/f2Pbyy8tOpCe7cWdeqF5di0j7NW6s069f6AHz7bcB\n7Hadl14yVther48//vDxwgvRU18ffGAnMzNEeCZNMj63dm2Q2rV1BAGqVlXp2tVgBuXK6cydG2TZ\nshADeOghOcJwFgzd0Pz5El6vj0ceyfbmOTzyiMShQ/G0aKHy0kt/0rixzE8/neHxxwMRfZpOnRJY\nuNBOq1Yac+ZIXHutitOZ93UkijqHDok0b278znfeqUZ08zZvt+wapnAkJurs3RsosYaFJtmJptnL\nrvsx57Psup8LQX7CyU54lN3E8uXLWbp0KUuXLi3VopCjR49a//7www+tCq7k5GQWLVqEJEns37+f\n9PR02rVrR7Vq1UhKSmLTpk3ous78+fPp3bt3aQ2/zCFWpVVEmOJiMG52WZZJSIjs5ZFfJVZuNhFm\n35qiVmIVpYdNQWFWYsTFxZXpLs9m5ZskSTmElOHnyVx1mucpe+VJNHz5pci779p5773c8/zNmmns\n3Clit+soSsHOe/36Cnv3Ru7T7dYJBHL/fHhFk4nz7fdyIdGggUalSjqbNtms5n0mdu3y07RpHLVr\nazRooLNihREZCQYhOdnFV1/lH6qIi9P54w8/ixbZWL1aZMKEM7RqVQWARYuCtGyp0by5EYHp0UOh\nZk2dlSttJCXBzTervPSSgxEjZKZMMYjOsmWGl9utt6r07x/93rzsMo2tW0VOnDiD16vQv38S33zj\nIjlZYsAAjXvvdeH1CrRoobF9e+h38Xp9/PyzYVxrpujAMLW9/HKNzz8XeeAB4zvNc+Xx6Fx7rcaa\nNTaqVtUjunyb8HhKLo0FkWTnfDV7ZqWlWfllt9utqq/i1v+ZxRSqqkYlO2lpacydO5cPP/wQT17s\nsZjRp08fPv/8c/744w+qVq3KpEmT+Oyzz9iyZQuCIFC3bl1mz55N1apVAXjuueeYM2cOdrud6dOn\n061bN8AoSx80aBB+v58ePXowY8aMC3YMZR0xwlNEhBMes/zabEEOxs3l9XpzpKPC9TrRyI6Zbilu\nAhGN/ORWTlrQ/ZVk2XlxwpzoFEUhPj4+z4m0qOXuP/4o8s03IuPGnV8o3CQqzZtr7NhRsIm+dm2N\nAwdEWrXS2LKlYJ9xOnUkqfiX+U2ayOzeff7Xa9++CitW2CydypVXqpaNh9lQb9asIMuW2VmxIkhW\nFlx/vZvt20W6d1dZvdrGLbcoLFwosXmzyL33OnMYu956q0Ljxiqffipw8qSNevXgk09s/Pe/Ek8+\nafxOHTuqDB2q0Lu3iqYZv+PKlTZeeME4psGDZXr1Ujl+XLBIh0lY5s4N0rmzMZYpUxw5vt/svD10\nqI+JE8+SkhLPunVuEhIE5s8PnbMHHpC5+WaVY8c0xo930aGDRlqag+uuU/npJ5GOHVVWrrTz/fd+\n9u0TLXsUcxwjR8pMnx75G5Qrp3PkSNkkO9lh+laZ5Ce8w3pRF2j5kZ1Vq1bx2muvkZKSkmPhGsPF\nj7K53LtIkV3DY1ZRCYJQoEos871gMIjf7y8RT6zsDfyyh5XPJ6d+IcrOiwvnWzVWkHL3vMLvV1yh\n8e9/K2Rl+di718f48dFTINlhRmXCyU60Kq1wb64DB4xtw8nOJZfkHJe5n2rVtBIhO0AOsmO3Rz8/\nW7eGHr5LlwZxOiNFuaNGhXQt48fLVqoP4M8/4YorDLLzxBOyVV4uCMafVq002rTR6NRJZeNGv5Ue\n/PBDO1OmuNi0ycm+fUYkCbDIzrFjPpKSdCvdI4rQtq3GxInGb3fbbQr16uk8/7zDIjsAK1cGrO0v\nuQQGDFDZsSOQQ+tlanHeeMPDhx9W5PRpBx9+6GTDBpGNG0/x/fdGBU6NGjq9erm5/34Pl1wCkiRy\n880Kq1YF2bHDzy23GOPu0MHN9OlG5G/kSNlK8S1dGnkf1q6tXTRkB0J6O4/HYxVohKecC6v7yY/s\nrFu3jlmzZrF8+fIY2fmLIkZ4iojcVhtmJZYplC1oJdaFJBDZH+rmOAuSUzcJhKqqF7TsvDAojqqx\n7OXuNpsNSZIK1BagWjWYMEEmK8vH6dM+hg3LnfyYAt1mzUIP/GhVWuEdoE2NULiGJ5r1gbmfY8dE\nSy8STRBdnEhMzHntbN/uZeLEEDFq0UJj7drQMf7f/0n07x+KjHk8ITJ06pRA48ZxHDokMnmyxJNP\nhs6lKEIgAH37OvH74YMPgrRsqbNkSZA6dTQ+/PBUxDjCxc7vvBO0Kr5yu5QbN9YZNUrhpptC+qTu\n3VUaNjRSYXPn2jlyJHTez/n/MnKkzNmzPlavDhGghx5y8eSTxuduuknD5XKiKDp16yokJfmpVk0l\nJcXLgw8qrF5tY+VKO717u/jwQzudO2vY7ToHDvgZPdo4/unTHTz0kHE8b7wR0jbVq6exa1fuIvui\norjJTnZkX6CZc1QgEDgv3U9+ZOfTTz9l2rRpLF++nKSkpGI/jhjKBmIprSLCTHtASLQbFxdHVlZW\nhCcW5C1OzqvxVWkgPJ2jqqqlZbHb7dZYRVEsU5VY0WCSHbNPSHGP1Qy/myF4m80WoY/K+7PwxBMO\n1qyxRRUmm2jUSMvxfn6GpBUq6Jw5E/l+06Yau3aJVgqsIDgfrVFBcMMNEpqm43br/PyzgyNHbJQr\np3P2rEByssKaNTY++CDIoEEuHnlEZsIEJ127qqxdG0n+X301yKBBBvHYs0fg8svj6NZNJRg07D/e\nekuyGvD98ovKFVckUqWKxmWX6VSponP33QrJydE7onfrpvLOO0HCMtPEx3v4z38k/H6BF1900L+/\nwuzZBrE4cQLq1vXg8ei4XAbJaNtWY/bskMjavOzi4z1MmCCRni6yZEnuWq+NG89Qp450rjQ6nq++\nctG7t8bHH9tZs8bGmTMCTz0l0auXoS/q2FGlRg094piWLw/QrVvJEdqSJjv5oaC6HzNqLsty1FT2\nl19+ybPPPktqamrUxn8x/HUQIzxFRDjhUVXVaiaYkJAQkY7KrxKrJB/KRUV28gNYq66yHNkxvcYu\nlP1GNHd3kyTmF61TFIUZM+D7792kphZO93P55Ro//3x+v0e9elpECTzAP/6h8fvvhftdTe2RaaGR\nm/Hn4sU+7rorJAgdPNjPxIkyl16axCWX6CxYEKR9e41KleLIyAhZQpho314lOVnl5psNP61WrYxo\nycCBCjNnSlbJtSzLzJsHo0aVY/HiIGfOwNNPO5BlgTlzgkyf7uDBB2UkSaBv35zXyNixMsOGydSr\nF/r+hx6SmTo1FFnKzIRq1TwsWhSke3eVxYttESmvUaMMTU67dhpJSR4cDp369XU++ihAtWqGse2K\nFTbGjjV+d7vdIGU9e6r07Kmwc6fO7t0CU6b8id1uR9McVKtWngcflFm50sahQyLVqmm8+qrE7be7\nqVRJZ+RImTFj8vf4KizChf9lYQ6Idu+Z5EeSpFx1e19//TWTJk0iNTWVSpUqldLoY7hQiBGeIsIk\nA2bUIxgMUq5cuUJVYjmdzjJHdsJhRrBM53ZzVVVY9+SSRFGc2YsD0byGcquMiyZQ//prkdGjnRHV\nO+EwoyK5IZrLuylqrVtXY//+gv1W5rZmxdH5okYNjSNHxAjfsXCRMBhl9evX/8nSpXbGjk1i3bo/\nufJKAV23c8klHjZuDNC2rUFoli0LcP31Gl98IbJihZHqCa9Iysz0WSkpSZJYu1bjrrsqAoaFwt13\nO1mxws66dQGuvlojOdnFww/L3HijEQm59VYXrVppLFtmy0EEAe64Q2HevMhy+LNnoUYND0uWBGnW\nTKNnTxfDhim0aqVx++0uRoxQWLnSxokTgqXR2r3bz6WXhqbel14S+L//iyMhQef4cT+//CLw0Uc2\nVqyw8d13xlwyb16Azp0D2GwydepU5vDhk9jtDtq1K4cohlKWK1cG6Ny5ZCM7ZYnsZEd4YYZ0rs12\nuA2P2S1506ZNPPnkk6SkpHDJJZeU2nhjuHAoe1frRQZTqOz1eq3oRzRPrNwqsXw+H3FxcbhcrjJN\ndsyxejwePB5Pme3yDEV3Zi8ORPMaMklxuPDSFKh7PJ6IiOA112hs2hTA6/Wxf78vh9VBONkxHdwv\nuyx03k2yE25TYJKncLITzZ3dFDc7HLq1bW5kJz8bCDNDkJ4uUqWKzj33KFx2mRYhqq5fX6dOnYqM\nHZt0bkxY+ihFESyy89ZbwXN6F+jSRWPGDJkvvojUpzRp4mbMGAdr16p88IHOQw+V57XXgjRoYJCY\nFSvstGihcfXVxjGavXpM6DpcdZXKtm0BsrJ8bNsWKfZdutROfLyHK6908913IpoG5uW+d69At24u\nHnlEYcQIBU0zxOv/+Y98jrSFtD/t27vp18/J++/bGDdO5J13HCxa5KN+feO8NG6sM3q0wqefBhk9\nWsbt1nnvPQfNm5fj7rsroigCp0+70TSVJk0krroqQMWKGq+84qdTp5LrtVXWyQ6EdD/mnOvxeBBF\nkVOnTlG/fn369+/Pyy+/zGOPPcYHH3wQIzt/I5TNK/YigpnGEkUxQtlf0Eqs7A+6sojcqsZy6/Ls\n9XpLjfyEmxWWhu9NNIQLLxMSEizRpM/nIxAIYLPZ0HU9qvBSEKBKFTh92m/ZXIQ3MgT44w/j2gon\nJYJg7CvcNdskROFC5YMHc04BZqRAlgVq1za2bdIk+kN04cLQOX7pJSmiER5EVps9/rhMWpqNIUNc\nvP9+0OoYfN11KpUq6Tz6qJEmat++HL17V+TBByMfRG3bZkZcU7/9ZhCMZ54xSNdddymkpgapXFnh\n1lsTGTKkApUrw/HjAnv2iDz+uIPhw2XatAkdf/ZTHi5a1nUYOjREmGfPDvLQQ8YYd+4U6dzZ6PRc\nq5aR7nriCSdPPilz//1GKknTwGYz/h41ysHJkwJNm2qsWxdg61Y/3burDBniYuZMNw6HQGqqk6NH\ncy56KlfWGTpU4cMPg+zZ46dfP2P/V1+dyE03VeCjj9zMn+9h/vxM7rgjwyLUxd3E72IgOybCe6I5\nHA7cbjdVq1bl22+/pWXLlsybN4/du3czYMAAZs6cyYEDB0p7yDFcAJTtq/YigCAIuFwuaxUBWESn\nIJVYZeWhHA3hDRPzqxoL7/KcmJh4wbs8n89YSxOCICCKIrquIwiCRcyCwWCBqk4SEuDXX43ow6lT\nPm69VYnw7zJhdvUNL183CVG4ADrcyd1Eixaa9VlT3Lx7d/Tzed99xsO3XTuV5593MGqUQQjGjpXZ\nuDEyOjJ6tJMzZwT691do3lyzIisLFtjZuDHA2LEy8fE6+/f7ueIKjVWrIu+NX36JQ1GMa+qHH3x0\n6eJkxAjJ6nosijp16/qpVEmienWNlJQAQ4cqTJxokJakJPjhB5EzZ8LPU2RVlqYZJFPTjCjMt9/a\neOutIN26qVSurDN1qlFtd/KkzyqHjxxjaP8m1x8+8ME6PwAAIABJREFU3MmuXSIrVgRJTNSx2aBS\nJdi5U6NpU5nt27OYOFHhhx9ETpwQuOYaN1Om2Nm+3XB4V9XQGBMToVcvlXLljPPUvr3xJYMGKXTq\n5LAqmURRjGihIElSkcjPxUZ2chvrqVOnWLNmDRs2bODo0aMMGzaMzZs3c8UVVzBhwoRSGnEMFwpl\n+8q9CCCKYoTQWBCEPD2xSsNBvDAoStl5dvJzPtYNhR2r3++3Sk7L+nkNH6vdbrfK3U2iVtByd7cb\nFiyQyMjwc/q0j5kzc5pThut4Wrc2CGe4bUX2bswQSn35fALVqxufCTczDcdrrxmk5LvvbDz2mMzr\nrxv/79FDJTnZzTvvBPnoo1DaqXt3le3bRRo2jLMiSfPnB6nx/+ydeXhM9/7HX7NkskgIIUqoKCHS\nS2uLaqulJCKRTKg1ilapq4tSl1RbraW1XF1Q0v600Wopmt2aUsWlVBTtraKNVooIRSxZJrOe3x9z\nz8lMMomELBPO63n63PvM+j3Hyfm+57O8P82Lr4VvvlGxYYOarVut7xMHiY4d60H37o0YNqwJjz3W\nmNhYHTEx18jPzwes0da4ODXvv+9FerqekBALBQXWte/fr2P6dCMHD6rYuFFNWJgry5erycpSlBqz\nYLFYJ6v/+quSdev0jBxploSQiIcHvPCC1Wfp99+Lhd2SJS60aOFBvXoejBjhyu7dKs6eVZCSYu36\nsmp+gWnTlOzerWbbNj2tWyuIjDSzYoWB7t3NLFxo4OpVBcOGufKPf7gxa5aGgweViL8XTCbriJNt\n21QkJKj5z3+KWLGiWHypVCo7CwW1Wo3RaJSuqcpGXuua2BFNUEuu9fjx40yePJn169fTokULPD09\nGTx4MKtXr+bChQu3PZhz3LhxNG3aVBr/AJCbm0tISAjt2rUjNDRUmnYOsGDBAgICAggMDGT79u3S\n44cPH6Zjx44EBATw8ssv39aaZOyRi5arAL3eutEIgsD169elVI+Li4skhMROLJVKVSdauauj7fx2\nRzeU9ZnOMJm9IlTGeuB22t2LiuD33xX07Ole7usA6tcXuHHDfh2iY7Onp4X8fMff5e4uoNMpWLTI\nQGyshu7dzZw7p+C114y89JIrjRsLrFypJzTUwsCB1o3/+HEdrVoJmEzw1FPW4mGwFmDff7+FJ54w\n8/bbGpo2FUhOLuL++wUaN3bn+nUdbdq4sXevnm++UfLii9YOqCZNBAYMMBEebmTECGtaqXVrE0lJ\nN2jdWsXChe6kpanZvFlPs2bW29ynn6r54Qclgweb2bRJxRdfWNfw+uvWFu9p0zR8/701mpWWViQV\nM2u1rrz4opGQkNJCISdHQdu27mzZUsTjj1vIyFDy4osajh8vPnfdupl5/30jL73kglIpoFBYSEsz\n0KhR8Wv27lUyb54L27eL9xM4dswa8TGbFTRuLBAWZu32mjxZg6+vQEpKEQ8+WLFbeHmdTGU5GBcV\nFZXZzu1slNcmf/LkSSZNmsRXX31FmzZtquX79+7di6enJ2PGjOGXX34BYMaMGTRu3JgZM2awaNEi\nrl69ysKFCzl+/DgxMTEcOnSI7Oxs+vXrR2ZmJgqFguDgYJYvX05wcDDh4eFMnjyZsLCwalnz3Ybz\n5lPqEOK0bbH1Ubyp6HQ6qSVZr9dLHUPOvCmbzWYKCwtxcXGp8kJqsZZF9PIRO9x0Ot0tiR9nb+e3\nRRRmFRWRomjWaDR2G5Ver79pu7ubG3TqJFBQUChtmg895Fj8lBQ7UOzYnJ+vpHFjgcuXFVK3lYhO\nZ33f++9ba7oOHVLx+ed63P/3NV9+qadXLwuvv+7C7t0q2rWz0KqVgF4PzzyjobBQwcmTOh55xI3M\nTB27dysZPNjqIZOba51YbrHYp0D37FEye7aGlJQiQkMt/PWXgs2blSxbVlxX9uyzJry9rfU633+v\nICXlKj4+KgTB5X8NBtZUXXi4mfBwM7//riAkxMy1awqio125cMF6jG+9ZbDrdLJYyjYkFIMlSmWx\n07O/v4XWrS3MmWNkzhwXNm1S89hjxf9WiYk6GjSw/0AxciOiUEDHjgIzZphQKGD0aBNbtqiYPNma\notu4sYiOHSv+e9W2U9D2x4f4g6HkiJm6JHbE8TaOxE5mZib//Oc/Wbt2bbWJHYBevXqRlZVl99jG\njRvZs2cPAGPHjqV3794sXLiQtLQ0Ro4ciYuLC/7+/rRt25aDBw/SqlUr8vLyCA4OBmDMmDGkpqbK\ngqeKcO6ruA4gCh2xE0upVNoV8oq5dEDatGq7i6ksxLZzV1fXahcQZbk8V9RBVawPEgsSnVns2E68\nv5WImaP6KFHs3SxFKG6a4nT3//yniKCg8q+/Ll2sNTH16wtSQbSt2IHi0RWxscVjF0wmpM24Z08L\nL72k4fvvlXz1lR5fX4GCAhg61BqdSUjQ4+4uIAjg6motbvb3t/Df/+rYulVPfj4MH67BZFLw6qsu\nXLigZPx4V7780ho1AuvIhKefvkFqanGaYN8+F+67z5v/+z8PhgyxIAj26Ryj0WSXmlIq4dFHLbz5\nplESOz17mklOVtOmjTuTJmnYtk2JTmef0rJFTDUplaDTwbBhrri5wdq1Bjp0EFi/3sC1awWEhFjT\nTt27m5k925W2bd15/nnr5xcVFRc5O/p8tVrg3nsFvL0F7rnHwr59ukqJnZLcbMRMXl4eBoPBrjbR\nWREHFzsSZn/++SfPPfccX3zxBQEBATW+tosXL0rDPps2bcrFixcBOH/+PC1atJBe16JFC7Kzs0s9\n7ufnR3Z2ds0u+g7Gua/kOsCJEycIDQ3lgw8+4I8//rDbdFatWsX58+ftWrhNJpNTtXCL2LbI10Yr\ntyh+bGtZyppbJQozNzc3pxc7VS3MKtruXpb46drVwqFD1qLn774rYubM0mMujhyxRkxu3FDg6Wn9\nnAYNij9PoxGk0RULFrjg728hK0vBW2+5SPU6zzyj4c8/FWzerKdRI6tnkFbryj33CHzxhQFXV+t6\nBAFmz3Zh7Vo1O3boadNG4OGHLSxYYOTYMbGGp1gFrF+vJj1diU5nnx4EGDXKhLe3QNeuZlau1PPb\nbyoeeaQ+ERGN+OQTH/76yw2TyYLJZLD5+xMoLIQmTayf8cMPOr79Vs8PPxSxe7dVHC5Z4sKBAyrG\njHFl/XqVXdEzFEd49Hp48klrOu+zz4qdng0GgaefVmMwCLRqZTUIPHiwiO++K6JDB+vnt27tzogR\nrnz3XenPN5msQmjNGhWzZrmwZYuezp2rrhKh5I8PMQKkVCrJz8+/aS1ZbWIrdkpGO8+cOcOzzz7L\nqlWrCAwMrKUVFuPImkSmZpFTWrdJUFAQW7ZsYevWrcydO5fz58/zxBNPcO7cOfbv388TTzwhdWI5\nSlGIbckVrc+oDmwL/Zyhu0mcWyVGMkQDscLCQlQqFWazudaEWWUQnZ6ry/ywIilC8XlHN9oePSz0\n6GHhjTeM/P67QHKyhXnzvOxeI46vsPX9MRgUkiFhSkoRjz7qTlYW/PqrTmpLLyhQkJysx83N2jb/\nyy9KJk2yOhSLl7jFAlevKti+XUV6ehEl7VDEJV+9ahUinp6webOK99934ZlnNPTpoyY6WpDGJ6xd\nqyY01Mw331hTa6NGmTEarbUxmzapiIqqR06O9cvHjBHo2FHPlSswaJA1lXbkSD7t2ikA6xf7+wu8\n9JLVU6dbNzcefNBCUpKKKVM0dO9uITLS6vQs6oBBg1wZNcps5/Ss1wuMHq3GYICkJBMPP+wiPde6\ndfHnX7oEL7+sIS1NTYcO7nTrZmHgQOvnm83WTrbCQti6VU+7dtVXdllUVITJZJJSQ2IEW7yuavte\nZUt5Yic7O5uxY8fyySefcP/999fSCq1RnQsXLnDPPfeQk5ODr68vYI3cnD17VnrduXPnaNGiBX5+\nfpw7d87ucT8/vxpf952KXLRcxVy8eJGBAwdy5coVWrZsySOPPEJ0dDRBQUEObxBljSOoiRuK2CJf\nlu26syF67Iiix1ldnqHY6dnWPbkmEQ0vxRSq7bkqKX5KjuDIz4e33nLh448dr1uc0/XII9YC2g8+\ncOHNNw1MmmRi2DBX9u5VcflyIe7ukJ2toF07a2GP7UwpkwlGjtSwdaua7OxCvL1Lf8+SJWpef13D\n0aM6aZMXa6Fyc9Xs3FmPzZvVfPutUpr3VdLB2BaLxeqrs26dmvbtrTVARUXW9x08eJVWrQxl1pKF\nhrry5ptGHn3UQn6+Neq0ebOK9HSVNLPM3V3g7791kqDT6QRiYtSo1bBmjQlXVwWdOrmRlKQnIKD0\nGjdvVrF6tYrPPzewc6fVZTk9XUVuruizpJOMCauDm9XslLxXleceXt2IAsyR2MnJyWHUqFHExcXR\npUuXGlsTQFZWFpGRkXZFyz4+PsTGxrJw4UKuXbtmV7SckZEhFS2fOnUKhUJBjx49WLZsGcHBwURE\nRMhFy1WILHiqkPPnzzNw4EAefPBBPv74Y8xmM9u3bycpKYnffvuNxx9/nOjoaDp16lTpG0pVR17E\nNIggCA6nBzsTtsP/PDw8JKM+8TwZjUan+uUp3ow9PDycwmfJ0ZBF8VyJtUBlRaEsFmtdzs6dSruB\no126mDlyREW3bmaaNRMIDraQkqKiSxcLq1apuXJFx7lzCiIjXenQwcL16wp27LDWshkMMG6chqws\nBb/+quTqVV2p7128WM2nn6o5d05JQUGhdBwli9Tz8iAszE0qtPb2FggMtEZfoqLM3Hef/e1txQo1\np08rmD7dSECAO2az9bpv1EggNNTMwIFGHntMh6uryU4oDhjgyZw5Rh55xD6tc/EidnO2AgKs392v\nn4lFi1R4e1v4/HMzGo31e+6/341Nm/Sl1gWQlqZi3ToV69cXt5gvX64mNlbDO+8YmDKl+mZjVbZA\nuTo6LitKeWLn4sWLxMTEsHTpUqnwt6YYOXIke/bs4fLlyzRt2pS5c+ei1WoZNmwYZ86cwd/fn6+/\n/hrv/6n7+fPns2rVKtRqNUuXLqV///6AtS396aefRqfTER4ezrJly2r0OO5kZMFTRVgsFjp37szw\n4cOZOXNmqT94vV7Pzp07SUpK4pdffpEiP127di1T/Ig3lJvNYrqVtdaVaeeib43FYimzgLI2o2Ql\ncbb0YElsUxQmk3UDFeuLKjLd/YMP1Ozbp+Kbb6zHNniwieRkq6ibOtXIvHlGGjZ0Z/fuIoYOdSU2\n1kSHDhZmz3Zhxw49hYUQE+OKm5vAkiUGunVz59w5nd13vPWWC1u3WqemP/CAG9eu6SSxY9s9ePWq\nNY3UqZMFb2+oV09gyhQT//mPko0brXO2mjQR/id+THTqJLBihZr9+5X8+quSmBhr19N77xnx8xPY\nvNkaVTl0SMljj5kZONBEv35F1K9vICLCm9mzC3jkEYUUUfz7b4iMdCM01My336qIi9NjsShYv15F\nXJw1Ovb000YGDTLz2GMWNBro0MGN9HQ9rVqVvu0mJ6tITlaxZo1V8Hz4oZqPP1azdavj11cFN5sk\nXtHPsBXVN4so3g7liZ1Lly4xYsQI3n//fXr27Fll3ylz5+BceYA6jFKpZOfOnbz22msO/8BdXV0J\nDw8nPj6e77//nvDwcNauXcsTTzxBbGws+/fvt3MiLtlFYWvel5+ff8vmfWL6QvxsZxc7tlGosm7G\nte3yLK5VdNB2VrEDSF2EYjRH/F/bQvqyzpVCAa+8YiI5WU9+fiE//aTjoYeKIx5//aUgIUGF0agg\nPNyNt982Mn68VVQJAty4YRUojRsLrFljoGRAyWKBadNc2LnTWtNzzz3ieAxrl5tGo5EiO3//DQMG\nuPHQQxaWLjWiUFjXJ87Z+vBDI6dO6Vi2zIBOB0895UpQkBuxsdY6maefNhEba5JmaTVvbh3fsGmT\nnhMndAwaZOabb9R07dqAoUN9+PFHDRcuaKS5cadOFdK/vyuRkSbmzjUiCNbC4rZtzRw+LBATU8SP\nPxbStq3AO+9Yi5KfeUbDmTNKCgoc/9uIxclgFZaffKLmm2+cW+yAfdFzWQaaVdGgYRs5Lfn3deXK\nFUaOHMm///1vWezIlIkc4allTCYT+/btIzExkYyMDLp27Up0dDQ9e/Z0mA5xFPkp6Z9R3neJk9ld\nXV2r87Bum6qIQlVnlKzk99SlWiix2NM25VaZ6e4lEQS4fBm2brU6/+7aZd2Mli/XExFh5tQpJS+8\noMHTU6BLFwsffGAtXM7NhY4d3cnO1mEyWUcw/PmngqQkPQ0aWLue7rnHnb/+umh3zZ4/r2DgQFcG\nDTLzxhtWsfPWWy54egpMn+447SMIkJqq4qmnbE0LzXzxRfHkdEfodLBrl0pqp3/wQQudO5v57DMX\nXn+9gBdfzEOpVNKnTyPefVfPG2+48MADZpYutaBSFZ+zCxes3kJi237//mYiI02Eh5v5X9cy69ap\n2LFDRYcOFtautUZ2bB2oq5KqEjsV+Z6SqWfb+1VFKS9NfPXqVYYPH868efPo06dPVR+CzB2ELHic\nCLPZzIEDB0hMTGT//v106tSJ6OhoevXq5bDw1TaULLZtl5VHF28YtVVEWxkcpS9ul+qqObBNuTl7\nLRRULOV2O6IarIXKBw5YO6N27FBJHV5PPmli9WqDXffVP/7hzunTOsaN03D9uoL16/XUq2d9vrDQ\njJ+fJxcvXpciUX/9pSAiwpVnnzUxdWqxuHnzTRe8vMoWPMeOWdvi58wx8tRTZv76S8GmTSpiY62f\nO2iQichIM/37mx0WUPfq5cq77xrJzFQwcaJV/Nx3n4XISBMREUZGjXLnxg0Fo0cXsmBBERqN43PV\nurU727cX8dNPSjZvtp6foCBrR1ZenoKFC10IDLSwZUsR99xT7mm+ZWpK7Dj63pKiuiLXlfhDzZHY\nuX79OsOHD2fWrFmEhITUxGHI1GFkweOkWCwWDh06REJCAnv37qVDhw5otVp69+7tMDpTnvgxmUyS\niZgzFNGWR8mOoeqgMkLxZp9T0VERzsCtpNzKOlfltbvbfycsXuzCwoUuNGki0Ly5QFSUVVw0aybQ\ntq07jz9uQaMRWL3agJu1QxyTycTVq4W0a9dUKmr+/XdrEfQrr5iYONFe2Mya5UKDBgL/+ldpwXP0\nqILBg934978NDB1qn67r2dONt982kJ2tYONGFfv2qQgOthAVZa3hEUXHI4+4MWWKkVmzXHjlFRMT\nJpj4738VbNyoZuNGFcePK2nf3sTBg4WYzaYyz9W997pz+LBOasHX660O0hs3qvnsM+vf5p9/FkpR\nn6qmtsSOo3XYdhIKguCw7qc8sXPjxg1GjhxJbGys3MUkUyFkwVMHsFgsHD16lMTERHbt2kWbNm2I\njo6mb9++uIk7RAnEX+jilGRxQ6/qIsKqpLZauW0jPxUtuKxrhd9VlXKrTLt7SUwmpMjPxo0qLl2y\ntoW3bm3hyJEiqaZHvA6USndatqzP1as6fvnFOvpBjNCUZNYsF7y9BaZNsxc8P/ygZMQIVz780Dor\nqyQ9erjxySd6OnWy3gbz82HHDmvx8jffWEdiREWZeeMN6+Li4vSMHVv8OeJ10LSpL4cOFRIU5Phc\nmc1mXFxcCAhoxM8/62jcuPhcCYI1QpWWZm1J79Klegz+nEXsOKLkubIdySMO2bUlPz+fkSNHMnXq\nVAYOHFhLq5apazj3z30ZwFpo2rVrV7p27YrFYuHYsWMkJCTw/vvvc++996LVagkNDZUcZ8Fap/HH\nH3/g7++Pm5sbZrMZvV4vzfdyNvHjqK6kplCpVFLEQ4xm6PV6aaZYyXNVHSm36qJkyu12NznxXNma\nQornyrbd3dE5UauhVy8LvXpZWLTIyJ49SiIi3HBxgaAgNyIjzYSH6+nSpZAGDTwwm63XweHDSoYM\ncWXxYgNDhjguqHb0s+0//1EyZowrn3yidzj0U8R2qZ6eMGiQmUGDzBgMVtPC+fOLxXdWlpKjRy08\n+KCAIBS3yd93n+V/refFCyl5rkwmE2YzFBbmUVCg+l9EUc2sWdbhqrt2FeHjc5N/gFvEmcUOlD5X\nYuoVrJHJ3NxcLBYL/v7+FBQU8NRTT/Hiiy/KYkemUsiCp46hVCrp1KkTnTp1Yu7cuZw4cYLExETi\n4uLw9fVFq9USHBzMM888Q8eOHVmyZImUKy+5STmL+HGmVu7yXJ5LDoJ19sLv6q4vKnmuSg7NtZ3E\nXRKFAnr3tkgeO7//riA1VcGcORqysnwJC7MQFmbGYFDw5JOuxMUZCA8vu9NO7LYS2bFDyYQJrqxe\nrefxx8sWOyXfZ4tGY/Xn+fNPJatX62nZUmDjRhVjx7piMED//kUMHOhO796qMudg2Z4rjUaDxaLA\n29sLFxcjRqOJ6dNd+PFHSEm5gbe3Cqj667+uFdWLf3fijx+TyURGRgZTp06lefPmuLu7M3ToUKKj\no2t7qTJ1DDmldYcgCAKnTp1i5cqVfPLJJzz00EM8+eSTDBw4kAYNGjh8j21thhhyr0nxU5duxOKv\nToPB6pHizC7PULv1Rba+SBU1hbQdE3DhgppNm1R89pmaY8eUeHkJfPCBgQEDHBcUA7z+uguNGwtM\nnWpi0yYVL72kYf16vV3bvCO6dXNj9Wo9999f+jaYkaFk+HBrOmzgwGKxZTZbOHq0iG++8WDbNlfO\nnlVy+bKCxYsNPPOMSZoY7wgfH3fOntXh5mZtwT96VEliYj716lW+O64i1KW/MSg/rZ2Xl8eLL75I\nUVERx48fx2w2o9VqpcYOZ69PlKl9ZMFzB/Hjjz8SFRXFzJkziYiIICkpiS1btlCvXj2ioqKIiIig\nYcOGDm+iJQ3pbpaeuF3qWneTbZebWq12WpdnKB6/4Az1RRUZR1BWhE8QIDNTQUaG1UjwP/9R0b27\nBa3WvqAY4LXXrEXRLVsKTJ+uITm5qEIDNrt2dePLL/UEBdm/9vvvlYwa5crKlcXT2aE4nanRaKQI\n39mzCgID3Wnd2sKVKwr69DETGWkmLMxMw4b239ewoTvnz+uYPl3DiRMKUlL01K9ffK6qspOwrokd\nsWHBkdjR6/WMHTuWIUOGMHr0aAB+/fVXUlNTSUtLY+nSpTz88MO1sWyZOoQseO4QduzYQUxMDJ9+\n+ilarVZ6XBAEzp49S3JyMhs3bsTFxYXIyEgiIyNp3LhxrYgfcUNWKBR1orupvPoiZ3J5BsfjF5wF\nR+3uCoUCs9ksmdWVR8mC4vbtrQXFUVFmPv1Uzfbt1knjaWl6/vGPit3WunRx46uv9AQGFr9+924l\nTz/tymef6enTx17s5OfnO+wgbNvWjT179Li6CqSnq+wEmjhktHlzAU9Pd0aMMHPmjNVvyMt+Vqvd\nuSrZHVeZ9POdJHYMBgPjxo0jIiKCcePG1cg17e/vT/369aUfMxkZGeTm5jJ8+HD++uuvUmMiFixY\nwKpVq1CpVCxbtozQ0NBqX6NM5ZEFzx3CH3/8weXLl+nRo0eZrxEEgZycHFJSUkhLS0MQBCIiItBq\ntfj6+jq8kYjGYSXFz62mcpx5Q3ZEZeqLbse8ryqoS8XUFotFmt+kVCorHc0wGMR2busIib//tr7+\niy/0DB5sLrMupyQPPujGhg162re33gbF2p81a/Q8+mix2LmZXcJ997mzf7/OLupUUGAdMioOAbV2\no6no0cPMpk3FfkMVoWT6ubwfIaLYMZvNdSJ6Wp7YMRqNTJgwgSeeeIKJEyfW2LG0bt2aw4cP06hR\nI+mxGTNm0LhxY2bMmMGiRYu4evWq3SDQQ4cOSYNAf//9d6cXmXcjsuC5SxEEgUuXLpGamkpKSgp6\nvZ7w8HCioqLw8/MrV/zcaipHvLGJ6QBnvhHf7i/kmnJ5FqkJ/6KqwtG5vRVrABGzGV56ScMPPyj5\nX2OPFPnp0cNCef90DzzgRkKCnnbtBLZsUfHiixo2bNATHFxa7JQ1YBWshoI//KAr0z9Hp4PAQHcu\nX1bw99+FlRI7JSkZgbX9O1QoFHVS7Dg6tyaTiYkTJ/Lwww/z4osv1uixtG7dmh9//BEfm7a5wMBA\n9uzZQ9OmTblw4QK9e/fm5MmTLFiwAKVSSWxsLABhYWHMnj2bhx56qMbWK1Mx5CqvuxSFQoGvry/P\nPfccEyZMIDc3l7S0NKZNm8aNGzcICwtDq9XSqlUr6UajUCikOUy2qZyioqKbih+xGLG8TcNZqIpW\nbrEzToxkiT4j4mywqpwsXdfOre2GLJ7b8qwBbpZSVakgLs7wv8+3uipv3KhmyhQNf/+tYOBAE1pt\n8QBP+/WAUgkpKSpeeaV07U9FxI51zZQprIxGeO45DZ07W1i/Xk8Z1lkVxnYemu3fodjGDXXDCLO8\nc2s2m3nhhRfo3r17jYsdsP799uvXD5VKxcSJE5kwYQIXL16k6f8UbdOmTbl48SIA58+ftxM3LVq0\nIDs7u0bXK1MxZMEjg0KhwMfHh3HjxjFu3DiuXbvGpk2beO2117h8+TL9+/dHq9XSpk0bO/EjbkIl\nb7ol61jq0lgL2+6mqvqFbCt+bNvddTrdbYuf2jJrvBUqWqh+s3b38lKqCgV07CjQsaOR11838scf\n1hES8+e78PTTSkJDrZGfkBAz9epZhUpCgopPPnFh48YiOnasvNixvtax4DEYYOxYDQaDgg0b9FR1\n8E38O1Sr1eh0OsxmMyqVisLCQrvnqkJYVyU3Ezsvv/wy//jHP5g6dWqtrPv777+nWbNmXLp0iZCQ\nEAIDA+2eF+vPysKZzrVMMbLgkSmFt7c3o0ePZvTo0dy4cYMtW7Ywb948KT8dHR1N+/btKyR+wLrR\n1ZUNubq7m8TJ0uJ0aTHyU1RUVOlUTnkDFZ2NWxWSZUUzdDpdhVKqbdoITJliYsoUExcuwObNauLj\n1fzznxoee8zM6dNK3n5bw48/6ujQoVjsVFZIOvLh0evhqac0KJWwbp2+VHSpqhCjZhaLBU9PTxQK\nhd3oBlthXdGRINWJWGvmSOxYLBamTZvGfff/H/NzAAAgAElEQVTdx4wZM2ptnc2aNQOgSZMmDBo0\niIyMDCmVdc8995CTk4Ovry8Afn5+nD17VnrvuXPn8PPzq5V1y5SPXMMjU2EKCgrYtm0bSUlJZGVl\n0adPH6KjowkKCiq14Yi+NUajUTIPsxVGtW0wWBJnKKaujC9SbTpTV5bq8ASqSLt7eVy9Ctu2qZgw\nwRpy6d3b2koeGWmmaVNjpaNm99zjzu+/66QW86IiiIlxxd1d4PPPDVSX1q9ogfLtjASpSsrrdLNY\nLFJh8Jw5c2pN7BQWFmI2m/Hy8qKgoIDQ0FDeeustvv32W3x8fIiNjWXhwoVcu3bNrmg5IyND+lF4\n6tQpOcrjhMiCR+aW0Ol0bN++naSkJH777Tcef/xxoqOj6dSpEyaTiRdeeIFHH32U0aNHS104NVnE\nWxlsC341Go1T3KjKswYwGAxO40x9M2oialbWtVXRVE5hIezcqSItTUV6uhJ/fxNRURYGDRIICKjY\n7bFJE+vUd09Pa4Hy8OGuNGwo8OmntS92SiIKa7GjsKZMNG8mdt544w3c3d2ZP39+rf4Nnj59mkGD\nBgHWSN+oUaOYOXMmubm5DBs2jDNnzpRqS58/fz6rVq1CrVazdOlS+vfvX2vrlykbWfDI3DZ6vZ6d\nO3eSlJTETz/9BICXlxfr1q1z6PJ8uxtUVVIXCn5LWgMAkjhz5tZXcbCmmL6rKfduR9PdK1IjZTKZ\nuH69kCNHvNi6VcPGjSoaNoTISDNRUSYefFAos93dx8edc+d0CAIMG+ZK06YC//d/Bqor+FZVree3\n23lZURwZNto+N2fOHARB4N///rdTX9MydRtZ8MhUGZcuXSIiIoJGjRrRsmVLfv75Z4KDg4mOjqZH\njx4OoxG3s0HdLnWt4Ff0rXF1dZUEo7O5PIs4Q4oQqHC7u6N6KIsFfvzR6vWzcaMKg8Ha7h4Zaebh\nhy12NTsNG7pz6pSOUaNcufdegY8+MpQ7W+t2qC6fndtNE5ZFeWJHEATeeecd8vPzWbJkiVNdwzJ3\nHrLgkakS/vzzT8LCwhg2bBjz5s1DoVBgMpnYt28fiYmJZGRk0LVrV6Kjo+nZs6fDupOaFD91rQbG\nUXdTWS7PYqSstnBWA8SyzPuAm14LggDHj1s7vtLS1OTkKAgPt0Z++vSx0KiRB927mwkKEli+3FCu\n98/tUFOmgiWjsMAt/S3aXgtuJfrxxYjO33//zYoVK2SxI1PtyIJHpkr417/+xX333cfzzz/v8Hmz\n2cyBAwdITExk//79dOrUSRr6V1Z0xfaGW5Xix5mms9+Mihb81rbLs0hdMUAUa6T0ej0WiwWVSoVG\no6lwHUtWllX8bNyo4tAhJUajgpEjTaxcWb1ipzbmz93qmIubiZ0lS5Zw+vRpVq5cKYsdmRpBFjwl\nmD59Ops3b0aj0dCmTRs+++wzqQ6lrHkphw8f5umnn6aoqIjw8HCWLl0KWDfWMWPGcOTIEXx8fNiw\nYQOtWrWqtWOrTgRBqNSvvkOHDpGQkMDevXvp0KEDWq2W3r17l7lJVkWXiSAIUudYXZgvdKszx2qr\nRqquiB0R2yifbZF4ZdOEFy/Cffd5kJdXeMeJHUdUZMzFzcTOihUrOHHiBJ9++qnT/+iQuXOQBU8J\nduzYQd++fVEqlbz66qsAZc5LyczMRKFQEBwczPLlywkODiY8PJzJkycTFhZGXFwcx44dIy4ujg0b\nNpCSksL69etr+QidC4vFwtGjR0lMTGTXrl20adMGrVZL3759cXd3L/M94g23ouKnrg1TFAt+b7e7\nydaPpTrThJUx6XMGRLFTekJ79dSx3A7OJHZK4qibUKVSYTAYHI6QEQSBlStXcvjwYT7//HOnTyfL\n3FnIgqccUlJSSEpKYs2aNWXOS2nVqhVPPPEEJ06cAGD9+vXs3r2bjz/+mLCwMObMmUOPHj0wmUyS\nc6eMYywWC8eOHSMhIYFvv/2We++9F61WS2hoKB4eHmW+52beNWJaSBAEp9swHFFdBb9l1Ujdrhld\nXSr+hrLFTkmcoZvQmcVOScSOr6KiIgRBkAw2z5w5Q/v27REEgc8++4x9+/axZs0aWezI1DjyFVcO\nq1atYuTIkUDZ81JcXFxo0aKF9Lifn580RyU7O5uWLVsCoFaradCgAbm5uXYTeGWKUSqVdOrUiU6d\nOjF37lxOnDhBYmIicXFx+Pr6otVqCQsLw8vLy+49tmMIjEYjBoPBbgaTOO7C2TcMqN6C37JcnvV6\nfamxDRX93romdipTv1XWPLSqGAlSEeqS2BExGAzStWuxWDh37hzh4eF4enrSpUsXLl26xLZt22Sx\nI1Mr3JVXXUhICBcuXCj1+Pz584mMjATgnXfeQaPREBMTU9PLk8G62QQFBfHmm28ya9YsTp06RWJi\nIkOHDsXb2xutVkt4eLidz48j8aPT6aTnjEZjmQMonYGaroERxY/t+RIHdorCp7zzVZdGW0Cx2PH0\n9Kx0StOR+BGjGdXhXFzXxI5Yb2bruaRUKvH39+e3335jxYoVpKWlce3aNSltHR0dTe/eveuEUJa5\nM3D+u1Q1sGPHjnKf//zzz9m6dSs7d+6UHnM0L6VFixb4+flx7ty5Uo+L7zlz5gzNmzf/n6nZdTm6\ncwsoFAoCAgKYOXMmr776KqdPnyYpKYmRI0dSr149oqKiiIiIoGHDhtLG8Ndff3H16lWCgoLQaDSV\nGkBZG9S2AWJFBnbaip+61NYPSB5GtyJ2HFHedPeKiMXyuBPEji3Jycns37+f3bt34+bmxsmTJ0lN\nTWXWrFl0796dDz/8sJZWLnO3IdfwlCA9PZ1p06axZ88eGjduLD1e3ryUHj16sGzZMoKDg4mIiLAr\nWv7ll1/46KOPWL9+PampqXLRchUiCAJnz54lOTmZTZs2oVariYyMpF27djz99NO89tprjBs3rtR7\nasJZtjI4c1qopMuzGMEQxYOzd9jUdGdeWSNBKiqu66rYKau4Pjk5mbVr15KcnOywCUGc7l4TpKen\nM2XKFMxmM+PHj5fqMWXuHmTBU4KAgAAMBoMUienZsydxcXFA2fNSxLZ0nU5HeHg4y5YtA6wh9NGj\nR3P06FF8fHxYv349/v7+tXJcdzqCIJCTk8O7777Lxx9/TP/+/Xn88cfRarX4+vo63DhsO3JqS/zU\npbSQuBmLRnTOIBbLo7ZtCCorru80sbNp0ybi4+NJTU0ts+mgpjCbzbRv355vv/0WPz8/unfvzrp1\n6+jQoUOtrkumZpEFj8wdw8aNGxk/fjxr1qzhwQcfJDU1lZSUFPR6PeHh4URFReHn53dT8WPrWlyd\nm3lFu4WcBb1ej8FgkDZjZ3R5FnE2GwJH15cY/VGpVJLYEQShyibKVydi56NCoXAodrZt28ZHH31E\namoqnp6etbTKYg4cOMCcOXNIT08HrFYjgGQ9InN34Nw/KWVkKsiGDRt4+eWX2bJlC927dwfgueee\nY8KECeTm5pKWlsa0adO4ceMGYWFhaLVaWrVqJd2obf1WbDcnscPLdnOqCuqa27OjSInt+RKLeEWj\nxNr0rrEdv+Dp6ekU4qHk9VXyfImvuRPEzo4dO1ixYoXTiB2w75gFa5ftwYMHa3FFMrWB88Wh73IS\nEhK4//77UalUHDlyRHo8KysLd3d3OnfuTOfOne1GOBw+fJiOHTsSEBDAyy+/LD2u1+sZPnw4AQEB\nPPTQQ/z11181eiw1SefOndm9e7ckdkQUCgU+Pj6MGzeOTZs2kZaWRosWLXjttdfo378/7733HqdO\nncI20CluTh4eHnh5eeHm5iaF7/Py8qTN9FYQN2ODwVBnamDEgt+yIiViB5O7uzteXl64u7tL5ys/\nP1+KtNREMFmMlFT3rKnbwfZ8iYJMEAQEQSA/Px+dTldj56uy2I46cSR2du3axfvvv09ycjL169ev\njSU6xBmvA5maR47wOBkdO3YkJSWFiRMnlnqubdu2HD16tNTjkyZNIj4+XnJ6Tk9PJywsjPj4eHx8\nfMjMzGTDhg3ExsbesUXT7dq1q9DrvL29GT16NKNHj+bGjRts2bKFefPmSYXo0dHRtG/f3u5Xt6N2\n5FuJZDhbmuVm2NaUVDRSUvJ82doDVLd3TV2sgSkqKkKhUEjeUiXPV1W3u9/uesub67Z3714WLVpE\namoq3t7etbHEMinZZXv27Fk7/zSZuwPnvuPehQQGBlZ48wbIyckhLy+P4OBgAMaMGUNqaipgrWkZ\nO3YsAE8++aRdm70M1K9fn5EjR5KQkMCOHTvo1KkTixcvpl+/frz99tscO3YMi8Uivf52Ihm2kYeq\nao2uTqpCPIhGh25ubnh6ekqfo9PpyMvLkwqgqyKSYVsDU1fETsmaHdvz5eXlJUUA9Xo9N27coLCw\nEIPBUCuRn5uJnf379zNv3jySk5Od0nqjW7duZGZmkpWVhcFgYMOGDURFRdX2smRqGDnCU4c4ffo0\nnTt3pkGDBrz99ts8+uijZGdny07PVUC9evUYMmQIQ4YMQafTsX37dpYvX85vv/3G448/TnR0NJ06\ndZKESmUiGYC0WdSVzbiq11sdLs+O1ltXamAqUqBcEW+kmvCSEtcLjs9vRkYGb731FikpKXZWHs6E\nWq1m+fLl9O/fH7PZzLPPPit3aN2FyIKnFqiI03NJmjdvztmzZ2nYsCFHjhwhOjqaX3/9tbqXelfi\n7u6OVqtFq9Wi1+vZuXMn8fHx/PLLLzzyyCNER0fTtWtXO/HjyLVY3NTAunnVlc24JsTD7bo81/R6\nq4pbXa9SqUSj0aDRaOy8kXQ6XbXaA9xMnB0+fJiZM2eSkpKCr69vlX53VTNgwAAGDBhQ28uQqUVk\nwVML3Mzp2RHizQ6gS5cutGnThszMTNnpuZpxdXUlPDyc8PBwjEYju3fvZu3atUyfPp3g4GCio6Pp\n0aOHFMmxFT8ajUaq9RELUqt7/tLtcDNfleriViMZd4vYKYlCobATP9XVUXiztObPP//M9OnTSU5O\n5p577rmt75KRqQmcu5DgLsc2V3/58mWpM+jPP/8kMzOT++67j2bNmlG/fn0OHjyIIAh8+eWXaLVa\nAKKioli9ejUAiYmJ9O3bt+YP4g7CxcWFkJAQVq5cyf79+xkyZAipqan07duXadOmsXfvXkwmE2At\nioyJiZEKlL28vKRC5aKiIvLy8igsLKyyGpbbRRxaqlKpalTslESMZNSrV4/69evj4uKC0WgkLy+P\ngoIC9Ho9FotFEmd1rZUbqlacVbSjsLLX2M3EzrFjx5g6dSoJCQk0b968So5FRqa6kY0HnYyUlBQm\nT57M5cuXadCgAZ07d2bbtm0kJSXx1ltvSWHruXPnEhERAchOz7WN2WzmwIEDJCYmsn//ftq0acO+\nfft49tlnmTFjhsP3iGkco9FYLcMnK4ModsR6JGcUDyVdsaE4TVgXWvtrOhJl6/UjFtJXNLpo62Pk\nSOycOHGC559/ng0bNsj3E5k6hSx4ZGSqkKNHj9K/f38eeeQRzp8/T2BgoDQVuqwJ6Lbix2w2SxtT\nTYgfUey4uLjg6urqlGLHFjE1KNoAOHItdiacIe0mCILdNVZeu/vNxM5vv/3GxIkTWbduHW3atKnp\nQ5GRuS1kwSMjU0V8//33DB48mBUrVjBkyBAsFgs//fQTCQkJ7Nq1izZt2qDVaunbt6/DQYpQLH5M\nJpPd8MlbnbxdHmazmYKCAql+xtmxWCwUFhbaTeW2jWQYjcZad3m2xRnEjiPKEthiC3xZYufUqVPS\n6JbKWGfIyDgLcg2PjB1lOT0DLFiwgICAAAIDA9m+fbv0uOz0DAUFBYwePZovv/ySIUOGANaUS5cu\nXViwYAEHDhzg1Vdf5dixYwwcOJBnnnmG1NRUaUMUEQt4xbofsYblxo0bFBQUVJkPiyh23Nzc6ozY\nEWuMbNNuN/NGqi3XYmcVO1B8jXl6euLl5YVarUav15OXl4fBYJDGX9hy+vRpxo8fz+rVq2WxI1Nn\nkSM8MnacPHkSpVLJxIkTee+99+jSpQsAx48fJyYmhkOHDkmuxJmZmSgUCoKDg1m+fLnk9Dx58mTC\nwsKIi4vj2LFjxMXFsWHDBlJSUu5Yp2ewip569erd9HWCIHDixAkSExPZvn07vr6+aLVawsLCJMdd\nR+8Rf5XbRn5uxYfFVuyInX/OzK2k3RylcWqqQ86ZxY4jxFlpBoMBV1dXTCYT2dnZvPTSSwwcOJAe\nPXoQGxvLqlWruP/++2t7uTIyt4wc4ZGxoyyn57S0NEaOHImLiwv+/v60bduWgwcPyk7PNlRE7IA1\nKhEUFMSbb74p2fGfP3+eoUOHMmLECNatW8f169dLvaes7qX8/Hype+lmmEwmCgoKcHd3r3NipzIF\n1SVdi0u6PFdXh1xdEzuANBjW09NTii62bNmSSZMmcejQISIiIigoKGDTpk389ttvtb1cGZlbRhY8\nMhXi/Pnzdo7OLVq0IDs7u9TjFXF6lilGoVAQEBDAzJkz2bNnD0uWLCE3N5eRI0cydOhQvvzyS3Jz\nc0sNN7UVP66urpjN5puKH5PJRGFhIe7u7ri4uNTkYd4SotjRaDS4ubnd1meVNbKhKsVPXRQ7ZQ2G\ndXd3p0ePHpw7d47vvvuOJUuWcPbsWZ544gnuv/9+Pvvss1pctYzMrSELnruQkJAQOnbsWOq/TZs2\n1fbS7moUCgX33Xcf06dPZ9euXXz00UfodDrGjh3L4MGDWbVqFZcuXSpzsrut+MnPz7cTP0ajkcLC\nQjw8POqM2MnPz0ej0VR5jZFtDUvJeVW3Wid1J4kdgL///punnnqKZcuW0aNHD/r168eKFSs4e/Ys\n8fHxBAQEVNu6Zs+eTYsWLejcubNkyyFS2TpCGRlbZKflu5BbcXouOW1YdHSWnZ6rB4VCwb333suU\nKVN4+eWXycnJISUlhQkTJiAIAhEREWi1Wnx9fe0KeMU6FVvfmqKiIoBq6fSqDmqye6wq5lWJYkeh\nUNSqaWNlENNYjsTOpUuXiImJ4b333pNS1SJKpZKHHnqoWtemUCh45ZVXeOWVV+weP378OBs2bOD4\n8eOl6ggnTZpEfHy8VEeYnp5OWFhYta5Tpu4hR3hkysT2V25UVBTr16/HYDBw+vRpMjMzCQ4O5p57\n7pGdnqsZhUJB8+bNeeGFF/jmm29Yu3YtHh4ePP/880RGRhIXF8e5c+ccRn5Ekz6x/qWkA6+zUZvd\nYxV1ebalroodg8HgUOxcuXKFmJgYFi5cyMMPP1xLK8RhhO1W6ghlZGyRBY+MHSkpKbRs2ZIffviB\niIgIadheUFAQw4YNIygoiAEDBhAXFyfd3OPi4hg/fjwBAQG0bdtW+mX17LPPcuXKFQICAliyZAkL\nFy6steO6U1AoFPj6+vLcc8+xdetWEhISaNSoEdOmTSM8PJylS5eSlZWFIAh8+OGHDBkyRCpGddS6\nfTvjB6oaZ+oeK1knpdFoStVJmc3mOil29Hq9Q7Fz9epVYmJiePvtt3nsscdqaYVWPvzwQx544AGe\nffZZrl27BtxaHWF18tNPP/Hwww/zj3/8gwceeICvv/662r9T5vaQ29JlZO4Qrl27xqZNm0hKSuLU\nqVPcuHGDlStX0qtXL4ebcVmmfWq1usaHmzqT2CmPkiMuRGHkjC7PJRHFjqenZymxc/36dUaMGMEb\nb7xBSEhIta8lJCSECxculHr8nXfe4aGHHqJJkyYAzJo1i5ycHOLj43nppZd46KGHGDVqFADjx49n\nwIAB+Pv78+qrr0qp+r179/Lvf/+72msSMzMzUSqVtGnThpycHLp27crJkyepX79+tX6vzK0j1/DI\nyNwheHt789RTT3Hy5ElOnDjBzJkziY+PZ+7cufTr14/o6Gjat29fyrRPnKElFjfrdLoa9a2pS91j\n4jkzGAyo1Wo0Go3U6u9MLs8lMRgMZUZ28vLyiImJ4dVXX60RsQMVryMcP348kZGRQOXqCP38/Kp0\nvYcOHWL8+PFkZGRgMpno0aMHX3/9NUFBQQA0a9YMX19fLl26JAseJ0YWPDIydwiCIDB16lT27NnD\nvn37aNKkCZMmTaKgoIBt27axePFisrKy6NOnD9HR0QQFBUmbn+hbo1KppALemhA/dUnsgOOaHdEj\nSIyWieLHdr5XbYofg8FAUVER9erVKxWFys/PZ9SoUbzyyitS+rq2ycnJoVmzZoA1xd6xY0fAWhMY\nExPDK6+8QnZ2tlRHqFAopDrC4OBgvvzySyZPnlyla+revTtRUVG88cYb6HQ6Ro8eLYkdgIyMDIxG\nozxfzMmRU1oyTsvs2bP59NNPpfD2/PnzpZvyggULWLVqFSqVimXLlhEaGgoUT44vKiqSalruFs6c\nOcOkSZNYu3Yt3t7eDl+j0+nYvn07SUlJ/Pbbbzz++ONotVoeeOCBMjuRbNNeVSl+6qLYKSgoQKlU\nlluzU5suzyUpT+wUFhYSExPDpEmTGDRoUI2t6WaMGTOGn376CYVCQevWrfm///s/mjZtCljvAatW\nrUKtVrN06VL69+8PFP/d63Q6wsPDWbZsWZWvy2g00q1bN9zd3Tlw4ID075iTk0OfPn344osvSnW1\nyTgXsuCRcVrmzJmDl5eXw/bUyo65kCmNXq9n586dJCUl8d///pdHH32U6OhounbtWq74EWtYLBZL\nmVO3b4Yodjw8PFCrnT/QXFGx44iSgvFWz1llKU/s6HQ6Ro0axbhx4xg2bFi1reFOIicnh169euHm\n5kZGRgYeHh7cuHGDPn368PrrrzN48ODaXqLMTZC7tGScGrk9tfpwdXUlPDyc+Ph49u/fT3h4OGvX\nruWJJ55gxowZ7N+/v1TrupjyKmnaVxnHYlsTxDtd7EDNuDyXRPRfciR2ioqKGDNmDKNHj5bFTiWY\nOHEib7/9NjExMcTGxmI0Ghk0aBBjxoyRxU4dwfnvNjJ3NR9++CFffPEF3bp147333sPb25vz58/b\nmZ+J7akuLi610p56J+Di4kJISAghISGYTCb27dtHYmIir732Gl27diU6OpqePXvaCZSSpn1GoxG9\nXk9hYaGUwikZxRDrgu4WsVOS8s6ZGPm5XYNI8Rw7EjsGg4FnnnmGYcOGERMTc1vHcjfxxRdf4Orq\nyogRI7BYLDz88MOsX7+evXv3kpuby+effw7A6tWr6dSpU+0uVqZMnP+OI3NHU1576qRJk3jzzTcB\na3vqtGnTiI+Pr+kl3nWo1Wp69+5N7969MZvNHDhwgMTERGbNmkWnTp2Ijo6mV69ednU3jjZyg8Fg\nt5GDNbpwt4qdklSFy3NJyhM7RqORcePGERUVxZgxY5yqi8zZGTNmDGPGjAGs/24//PADAKNHj67N\nZclUEue/68jc0dS19tS7DZVKxaOPPsqjjz6KxWLh0KFDJCQkMG/ePAIDA4mOjqZ37952rsiONnLR\npVilUmGxWBAEwak33OoWOyURXZ41Gg2CIEg1PzqdDpVKZdfuXha20TNHYmfChAmEhoYybtw4pz73\nMjLVhVzDI+O05OTkSP+/ZHtqRcdcREdH19by7ziUSiU9evTg3Xff5cCBA7z88stkZGQwYMAAJkyY\nwObNm9HpdKXec/bsWQRBoF69emg0GoxGo92gTkeT3WuTmhY7JSnp8iwOhLV1eS55zspLFZpMJv75\nz3/Sq1cvJk6cKIsdmbsWuUtLxmlx1vZUGXsEQeDYsWMkJCSwY8cO7r33XrRaLaGhoaxZs4b333+f\nw4cPU69ePbv3iFEMk8kkGSDeLIpRE8dSm2KnPGxdnk0mk+QBpFQqy0wVms1mXnjhBR588EGmTp3q\nVMcjI1PTyIJHRkamyhAEgRMnTpCYmMiaNWu4ceMGr732GsOHD8fLy6vM99iOa6hoCqc61u6sYqck\n4lgQvV4viR9x3pe7uztKpRKLxcLkyZNp3749M2bMcOrjkZGpCeQaHhkZmSpDoVAQFBREvXr1MJlM\nrFu3jh9++IGhQ4fi7e1NVFQU4eHhdsaItiMZbMWPXq9HqVTWiPgRxY7YQu7s4kBcn9lsxsPDA4VC\ngdFoZPHixXz99dcMHDiQa9euERAQIIsdGZn/IUd4ZGRkqpT58+fz+eefs3PnTlq2bAlYBUVWVhZJ\nSUls3ryZevXqERUVRUREBA0bNixzuKltCkepVNqNa6gq6prYgbKNGy0WCz/99BMffPAB33//PSqV\nikGDBvHkk0/Sq1evOtEdJyNTXchFyzIylSA9PZ3AwEACAgJYtGhRbS/H6TAajWRlZbFnzx5J7ABS\nHda//vUvdu3axUcffYROp2Ps2LEMHjyYVatWcenSJTsDPjHy4+HhgZeXF25ubpI4ycvLo6ioqJQx\nYmWpy2LH3d3doYBJSkoiICCA8+fPs3PnTpo3b86//vUvmjVrxsGDB2thxTIyzoEc4ZGRqSBms5n2\n7dvz7bff4ufnR/fu3Vm3bh0dOnSo7aXVWQRB4MKFCyQnJ5OWloYgCERERKDVavH19S0z8mM7ruFW\np5TXdbFTcv6YIAjMnTsXk8nE4sWLS6UAs7KyaNy4MZ6enlW2noSEBGbPns3Jkyc5dOgQXbp0kZ6r\n7Lw7vV7PmDFjOHLkCD4+PmzYsIFWrVpV2VplZOQIj4xMBcnIyKBt27b4+/vj4uLCiBEjSEtLq+1l\n1WkUCgXNmjXjhRde4JtvvmHt2rV4eHjw/PPPExkZSVxcHOfOnSsV+VGr1bi7u+Pl5YW7u7skXvLz\n8ykqKsJkMpU7rqEuih2z2Vyu2Jk/fz6FhYUOxQ6Av79/lYodgI4dO5KSksJjjz1m9/jx48fZsGED\nx48fJz09neeff17695g0aRLx8fFkZmaSmZlJeno6APHx8fj4+JCZmcnUqVOJjY2t0rXKyMiCR0am\ngmRnZ9ulacSRFjJVg0KhwNfXl+eee46tW7eSkJBAo0aNmDZtmhQJyMrKKlf8eHh4ANbhmHl5eeh0\nulLip66KnYKCgjLFzuLFi7ly5QpLl24mQT0AABF2SURBVC6t0c62wMBA2rVrV+rxW5l3t3HjRsaO\nHQvAk08+yc6dO2vsOGTuDuQKNhmZClIXNsY7BYVCgY+PD+PGjWPcuHFcu3aNTZs28dprr3HlyhVC\nQ0PRarW0adNG+ndRKBSoVCppwKk44kKn0yEIgjSqoaioCLVaXefEjpubm0Oxs2TJEs6ePcvKlStr\n1cPIlluZd2f7g0KtVtOgQQNyc3Np1KhRzS5e5o5FFjwyMhWk5EiLs2fP2t28ZaoPb29vRo8ezejR\no8nLy2PLli3MmzeP7Oxs+vXrR3R0NO3bt3coftzc3KSan8LCQqC4DkilUjm16LEVOxqNxu45QRBY\nsWIFmZmZxMfHV2nnmi1lzbubP3++NO5FRqYuIAseGZkK0q1bNzIzM8nKyqJ58+Zs2LCBdevW1fay\n7jq8vLwYMWIEI0aMoKCggG3btrF48WKysrLo06cP0dHRBAUF2UU7rl+/Tn5+Pk2aNMHFxQWTyURR\nUREWi8VuUKcziZ+biZ2VK1fy888/s3r16moTO1DxeXe2VGbenfijwc/PjzNnztC8eXNMJhPXr1+X\nozsyVYpzxD9lZOoAarWa5cuX079/f4KCghg+fLjcoVXL1KtXjyFDhrBu3Tq+++47evTowfLly+nb\nty+zZ8/m6NGjXL58mYEDB5KQkICbm5uUzvL09MTT0xOVSoVerycvL4/CwkKMRmO5Bc81wc3Ezmef\nfcbBgwdZvXq103jr2J6zysy702q10ntWr14NQGJiIn379q2V45C5c5Hb0mVkZO449Ho9O3fu5Kuv\nvmL79u08/PDDTJkyhW7dupVZ5yLW/BiNRsxms9TqXtORH4vFQn5+fpli58svv2THjh2sX7++VE1P\nTZOSksLkyZO5fPkyDRo0oHPnzmzbtg2o/Lw7vV7P6NGjOXr0KD4+Pqxfvx5/f//aOjSZOxBZ8MjI\nyNyR5Obm0q9fP3r37k1YWBiJiYn89NNPBAcHEx0dTY8ePcpMBYnix2QyScNNRQFUneJHFDuurq64\nurraPScIAuvWrWPz5s18/fXXpcSQjIxM+ciCR0ZG5o7jypUr9OvXj5CQEBYtWiSJFJPJxL59+0hM\nTCQjI4OuXbsSHR1Nz549y0wNWSwWuxEX1SV+yhM7YDX5S0hIIDExETc3tyr7XhmZuwVZ8MjIOCH+\n/v7Ur19fmhyekZFBbm4uw4cP56+//sLf35+vv/5aGsJZlqvt3cr+/fvZtm0bc+fOLVOUmM1mDhw4\nQGJiIvv376dTp05ER0fTq1evMlNFgiBIaS9b8aNWq2+rJdxisVBQUIBGo3EodlJSUlizZg3Jycm4\nu7vf8vfIyNzNyIJHRsYJad26NYcPH7brUpkxYwaNGzdmxowZLFq0iKtXr7Jw4UKOHz9OTEwMhw4d\nktq0f//9d6fxZKkLWCwWDh06REJCAnv37iUwMJDo6Gh69+7tUICAY/EjCqDKnPubiZ3Nmzfz6aef\nkpqaKhkrysjIVB5Z8MjIOCGtW7fmxx9/xMfHR3osMDCQPXv20LRpUy5cuEDv3r05efIkCxYsQKlU\nSlb8YWFhzJ492874TabiiBPHExIS2LVrF23atEGr1dK3b98yoyu2k92NRqMUmbuZ+BHFjouLi8M0\nVXp6OnFxcaSkpODl5VVlxygjczfiHP2MMjIydigUCvr164dKpWLixIlMmDCBixcv0rRpUwCaNm3K\nxYsXgbJdbWVuDaVSSZcuXejSpQuCIHDs2DESEhL44IMPuPfee9FqtYSGhtpFW2wHmNqKH71ej1Kp\ndCh+biZ2vv32W5YvX05qaqosdmRkqgBZ8MjIOCHff/89zZo149KlS4SEhBAYGGj3vEKhKLdg1pkM\n9OoyCoWCjh070rFjR+bMmcOJEydITEwkLi4OX19ftFotYWFhdoKkIuJHpVKh0+lwcXFxmMbavXs3\n7733HmlpadSvX78mD1lG5o5FTvLLyDghzZo1A6BJkyYMGjSIjIwMKZUFkJOTg6+vL+DY1dbPz6/m\nF32Ho1AoCAoK4s0332Tv3r0sWrSI8+fPM3ToUEaOHMlXX33FtWvXSr3HxcUFDw8PvLy8pDEXBQUF\nklGf2Wy2e8/evXtZsGABKSkpUlG6jIzM7SPX8MjIOBmFhYWYzWa8vLwoKCggNDSUt956i2+//RYf\nHx9iY2NZuHAh165dsytazsjIkIqWT506JUd5aghBEMjKyiIpKYnNmzfj4eGBVqslIiKChg0b2v07\nXLt2DYvFIg0CNZlM7N27l9jYWKKioggKCuLTTz8lLS2Nxo0b1+JRycjceciCR0bGyTh9+jSDBg0C\nrL4xo0aNYubMmeTm5jJs2DDOnDlTqi29LFdbmZpFEATOnj1LcnIymzZtQq1WExkZSWRkJGq1mqio\nKMaMGcP48eMlIWQ2mzl48CBr1qwhNTUVHx8fhg0bxpAhQ+jSpYssXGVkqghZ8MjIyMhUA4IgcOHC\nBZKTk0lKSuKPP/6ga9euvPvuuzRt2tROyBw5coTp06eTnJxMdnY2iYmJJCYmYjabmTVrFuPGjavF\nI5GRuTOQBY+MjIxMNVJQUMCAAQNo3bo1PXv2JC0tDb1eT3h4OFFRUVy5coWpU6eSlJRkV3slCAL/\n/e9/MRqNdOvWrUrXlJCQwOzZszl58iSHDh2iS5cuAGRlZdGhQwepSL5nz57ExcUBxTOwioqKCA8P\nZ+nSpYB1BtaYMWM4cuQIPj4+bNiwgVatWlXpemVkqgK5S0tGRkammigsLGTgwIG0a9eOlStXolQq\nmThxIrm5uaSlpTFlyhR+/vlnfvjhh1KF5gqFggceeKBa1tWxY0dSUlKYOHFiqefatm3L0aNHSz0+\nadIk4uPjCQ4OJjw8nPT0dMLCwoiPj8fHx4fMzEw2bNhAbGws69evr5Z1y8jcDnKXloyMDADjxo2j\nadOmdOzYUXosNzeXkJAQ2rVrR2hoqF0X0oIFCwgICCAwMJDt27dLjx8+fJiOHTsSEBDAyy+/XKPH\n4Gx89913tG7dWhI7YBUyPj4+jBs3jq1bt/Lnn3/SsmXLGl1XYGAg7dq1q/Drc3JyyMvLIzg4GIAx\nY8aQmpoKwMaNGxk7diwATz75JDt37qz6BcvIVAGy4JGRkQHgmWeeIT093e6xhQsXEhISwu+//07f\nvn1ZuHAhAMePH2fDhg0cP36c9PR0nn/+eanNWowEZGZmkpmZWeoz7yYGDhxIfHx8uW7LZY2uqC1O\nnz5N586d6d27N/v27QMgOzubFi1aSK/x8/OTzC2zs7MlwaZWq2nQoAG5ubk1v3AZmZsgCx4ZGRkA\nevXqRcOGDe0es/31PnbsWOlXfVpaGiNHjsTFxQV/f3/atm3LwYMHy40E3K3UVpdVSEiIZJpo+9+m\nTZvKfE/z5s05e/YsR48e5f333ycmJoa8vLwaXLWMTPUh1/DIyMiUSWXHWbi4uJQZCZCpWXbs2FHp\n92g0GjQaDQBdunShTZs2ZGZm4ufnx7lz/9/e3YU02cZhAL8KzQLtE/xIRyFNcMrWiKZ0IJTN1FIj\naaVgChNCoegDm0gHGtWECLUPqQMls8DEGHWQQoSOgkwPKmRKPeDKMpOmICyWNbzfA/EhX/dWVq/7\n8PqB4O5ng/uZB/65n/t/X+/l971//17+O0dHR2NoaAjr16+H2+3GxMTErNBbIl/BFR4iTAdurlmz\nBllZWd6eis/6WZwF+afvG3UdDod88vPg4CAkSUJsbCyioqKwcuVKPHv2DEIINDc3IycnBwCQnZ2N\npqYmAEBbWxtSU1MX/iaIfgELHiIAp06dQnNzs7en4XPmE2cRExPjcSWAMRe+x2KxQKFQoLu7G7t3\n70ZGRgYAwGq1QqPRQKvVYv/+/bh+/bp8uGV9fT2Ki4uhVCqxadMmpKenAwCMRiPGxsagVCpRW1sr\n7/Mi8jmCaBHp6ekRarVafPnyRTidTpGQkCBsNpsQQojOzk6xZ88eL8/Qu+x2u0hMTJRfl5WVierq\naiGEEGazWZhMJiGEEDabTWg0GjE5OSkGBwdFbGysmJqaEkIIodPpRHd3t5iamhIZGRmivb194W+E\niOhfuIeHFpWtW7ciOzsbp0+fhsvlQkFBAVQqlben5RPy8vJgtVrhcDigUChw5swZlJeXw2AwoKGh\nQY6zAACVSgWDwQCVSoWgoCDU19fLj7vq6+tRVFQEl8uFzMxMeSWAiMibeNIyLTozJ9euWLECT58+\nlf9Rd3V14eLFiz/sYiEiIv/EPTy06DgcDnz+/BlOpxMul0se54ZcIqLAxYKHFp3Dhw/j7NmzyM/P\nh8lkkse52ElEFLhY8NCicvPmTYSEhODgwYMoLy9Hb28vOjs7kZKSAoPBgEePHkGhUPzWGSb0d3iK\nuKisrERMTAy0Wi20Wi3a29vla4y4IKJfwT08RORTHj9+jNDQUBw6dAh9fX0AgKqqKoSFheHEiROz\n3tvf34/8/Hz09vZieHgYO3fuhCRJWLJkCXQ6Ha5cuSKHXR49epQbqIkWMa7wEJFP8RRxAXh+5MiI\nCyL6VSx4iMgvXL58GRqNBkajUU5t//Dhw6woi5mIi3+PM+KCiFjwEJHPKykpgd1ux4sXLxAVFYWT\nJ096e0pE5GdY8BCRzwsPD5ezvIqLi9HT0wOAERdE9OtY8BCRzxsZGZF/t1gscgdXdnY2Wlpa8PXr\nV9jtdkiSBJ1Oh8jIyDlhl3v37vXW9P+KsrIyxMfHQ6PRYN++fZiYmJCvzbdTbXJyEgcOHIBSqURy\ncjLevn27oPdC5A0seIjIp+Tl5WHbtm149eoVFAoFGhsbYTKZoFarodFoYLVaUVNTA2B2xEVGRsac\niAtPYZf+Ki0tDTabDS9fvkRcXBzMZjOA6U61O3fuoL+/Hx0dHSgtLZU3eJeUlKChoQGSJEGSJHR0\ndAAAGhoasG7dOkiShOPHj886j4ooULEtnYjIz1gsFty9exe3bt2C2WzG0qVL5aIlPT0dlZWV2LBh\nA3bs2IGBgQEAQEtLC7q6unDt2jWkp6ejqqoKSUlJcLvdiIqKwqdPn7x5S0T/O67wEBH5mcbGRmRm\nZgL4vU614eFhKBQKAEBQUBBWrVqF8fHxBbwDooXHtHQiIh+h1+vx8ePHOePnz59HVlYWAODcuXNY\ntmwZ8vPzF3p6RH6NKzxERB68e/cO27dvR0JCAhITE3Hp0iUAwPj4OPR6PeLi4pCWliafCQT8eczF\nw4cP0dfXN+dnpti5ceMGHjx4gNu3b8ufmU+n2syKT3R0NIaGhgAAbrcbExMTWLt27Z98XUQ+jwUP\nEZEHwcHBqKmpgc1mQ3d3N65evYqBgQFUV1dDr9fj9evXSE1NRXV1NYDf2zw8Hx0dHbhw4QLu3buH\n5cuXy+Pz6VTLycmRP9PU1AQAaGtrQ2pq6p9+XUQ+jwUPEZEHkZGR2Lx5MwAgNDQU8fHxGB4exv37\n91FYWAgAKCwslCMr/u+YiyNHjsDpdEKv10Or1aK0tBTA73WqGY1GjI2NQalUora2Vi7aiAIZ9/AQ\nEf3Emzdv8Pz5cyQlJWF0dBQREREAgIiICIyOjgKY3jycnJwsf2Zm83BwcPBfibmQJOk/r1VUVKCi\nomLO+JYtW+QA1u+FhISgtbV13nMg8mdc4SEi+gGn04nc3FzU1dUhLCxs1rWZ05+JyPex4CEi+g/f\nvn1Dbm4uCgoK5JOaIyIi5E6qkZERhIeHA2DMBZGvY8FDROSBEAJGoxEqlQrHjh2Tx7/f8NvU1CQX\nQosp5oLIH/GkZSIiD548eYKUlBSo1Wr5sZXZbIZOp4PBYMDQ0BA2btyI1tZWrF69GsD0eTmNjY0I\nCgpCXV0ddu3aBWC6Lb2oqAgulwuZmZlyizsRLRwWPERERBTw+EiLiIiIAh4LHiIiIgp4LHiIiIgo\n4LHgISIiooDHgoeIiIgCHgseIiIiCngseIiIiCjgseAhIiKigMeCh4iIiAIeCx4iIiIKeP8AZCAu\n9UVejwMAAAAASUVORK5CYII=\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0xa514ed0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 35
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"M3.plotImage(np.log10(mu), imageType='CC')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 36,
|
|
"text": [
|
|
"<matplotlib.collections.QuadMesh at 0xc576050>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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ioUvmYwQjMykuLmXatIdo0aIeNpuVlJTLbNx4zC3/7IjRP0M/5q7XvBqZi4eH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\n/D/PHiFDCw8NswAAAABJRU5ErkJggg==\n",
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"text": [
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"<matplotlib.figure.Figure at 0xc9469d0>"
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]
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}
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],
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"prompt_number": 36
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Step4: get system matrix $\\mathbf{A}$ and right handside\n",
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"#### 4.1 Backgrounds: Weak formulation for Poisson equation with cell-centered system\n",
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"\n",
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"$$\\nabla \\phi = \\frac{1}{\\mu}\\mathbf{B}$$\n",
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"\n",
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"$$\\nabla \\cdot \\mathbf{B} = q $$\n",
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"\n",
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"\n",
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"$$ (\\phi)_{\\partial\\Omega} = \\phi_{BC}$$\n",
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"or\n",
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"$$ (\\mathbf{B}\\cdot{\\bar{\\mathbf{n}}})_{\\partial\\Omega} = B_{BC}$$\n",
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"\n",
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"In discretized form we have \n",
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"\n",
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"$$\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in}\\mathbf{B} + \\mathbf{diag(v)}\\mathbf{D} \\mathbf{P}_{out}^T B_{BC}= \\mathbf{diag(v)}q $$\n",
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"\n",
|
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"$$\\mathbf{M}^f_{\\frac{1}{\\mu}}\\mathbf{B} = -\\mathbf{P}_{in}\\mathbf{P}_{in}^T\\mathbf{D}^T\\mathbf{diag(v)}\\phi + \\mathbf{P}_{BC}\\phi_{BC}$$\n",
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"\n",
|
|
"$$\\mathbf{B} = (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}(-\\mathbf{P}_{in}\\mathbf{P}_{in}^T\\mathbf{D}\\mathbf{diag(v)}\\phi +\\mathbf{P}_{BC}\\phi_{BC})$$\n",
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"\n",
|
|
"$$\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in} (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}(-\\mathbf{P}_{in}\\mathbf{P}_{in}^T\\mathbf{D}\\mathbf{diag(v)}\\phi +\\mathbf{P}_{BC}\\phi_{BC}) + \\mathbf{diag(v)}\\mathbf{D} \\mathbf{P}_{out}^T B_{BC}= \\mathbf{diag(v)}q $$\n",
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"\n",
|
|
"$$-\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in} (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}\\mathbf{P}_{in}\\mathbf{P}_{in}^T\\mathbf{D}\\mathbf{diag(v)}\\phi = \\mathbf{diag(v)}q -\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in} (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}\\mathbf{P}_{BC}\\phi_{BC} - \\mathbf{diag(v)}\\mathbf{D} \\mathbf{P}_{out}^T B_{BC}$$\n",
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"\n",
|
|
"$$\\mathbf{A} = -\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in} (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}\\mathbf{P}_{in}\\mathbf{P}_{in}^T\\mathbf{D}\\mathbf{diag(v)}$$\n",
|
|
"\n",
|
|
"$$\\mathbf{rhs} = \\mathbf{diag(v)}q -\\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in} (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}\\mathbf{P}_{BC}\\phi_{BC} - \\mathbf{diag(v)}\\mathbf{D} \\mathbf{P}_{out}^T B_{BC} $$\n",
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|
"\n",
|
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"In magnetostatic case we do not have $\\mathbf{q}$ and $\\phi_{BC}$ and with\n",
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|
"\n",
|
|
"$$ \\mathbf{Div} = \\mathbf{diag(v)}\\mathbf{D}\\mathbf{P}_{in}^T \\mathbf{P}_{in}$$\n",
|
|
"\n",
|
|
"$$\\mathbf{A} = - D(\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}D^{T}$$\n",
|
|
"\n",
|
|
"$$\\mathbf{rhs} = - \\mathbf{diag(v)}\\mathbf{D} \\mathbf{P}_{out}^T B_{BC} $$\n",
|
|
"\n",
|
|
"$$\\mathbf{B} = (\\mathbf{M}^f_{\\frac{1}{\\mu}})^{-1}(-\\mathbf{Div}^{T}\\phi)$$\n",
|
|
"\n",
|
|
"### Things to remember\n",
|
|
"\n",
|
|
"- $\\mathbf{P}_{BC}$ contains $\\mathbf{diag}(\\mathbf{area}_{BC})$ and a weired projection matrix, which has some +1 and -1 ....\n",
|
|
"- Forward differential problem in weak form does not work well.., although inverse works really well\n",
|
|
"- Mesh.getFaceInnerProduct or Mesh.getFaceMass should be used since we integrate $(\\frac{1}{\\mu}\\mathbf{B}, \\mathbf{F})$ in the cell, which means we need averaging from faces to cell centers\n",
|
|
"- Weak formulation is a fancy representation of Finite Volume Approach. In terms of final system matrix \\mathbf{A} is going to be exactly same, I guess.."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"Dface = M3.faceDiv\n",
|
|
"Pbc,Pin, Pout = M3.getBCProjWF(BC, discretization='CC')\n",
|
|
"Mc = Utils.sdiag(M3.vol)\n",
|
|
"D = Mc*Dface*Pin.T*Pin\n",
|
|
"MfmuI = Utils.sdiag(1/M3.getFaceInnerProduct(mu = 1/mu).diagonal())\n",
|
|
"A = -D*MfmuI*D.T\n",
|
|
"rhs = -Mc*Dface*Pout.T*Bbc[ind]"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 37
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"import petsc4py\n",
|
|
"import sys\n",
|
|
"from sys import getrefcount\n",
|
|
"petsc4py.init(sys.argv)\n",
|
|
"from petsc4py import PETSc\n",
|
|
"import PETScIO as IO\n",
|
|
"Apetsc = PETSc.Mat().createAIJ(size=A.shape,csr=(A.indptr, A.indices, A.data))\n",
|
|
"bpetsc = IO.arrayToVec(rhs)\n",
|
|
"xpetsc = IO.arrayToVec(0*rhs)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 38
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"# u1 = PETSc.Vec().createSeq(M3.nC)\n",
|
|
"# u1.set(1)\n",
|
|
"# u1.normalize()\n",
|
|
"# basis = [u1]\n",
|
|
"# nullsp = PETSc.NullSpace().create(False, basis, comm=PETSc.COMM_SELF)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 39
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"%%time\n",
|
|
"ksp = PETSc.KSP().create()\n",
|
|
"pc = PETSc.PC().create()\n",
|
|
"ksp.setOperators(Apetsc)\n",
|
|
"ksp.setType(ksp.Type.BCGS)\n",
|
|
"pc = ksp.getPC()\n",
|
|
"pc.setType(pc.Type.SOR)\n",
|
|
"OptDB = PETSc.Options()\n",
|
|
"OptDB[\"ksp_rtol\"] = 1e-8\n",
|
|
"OptDB[\"pc_factor_levels\"] = 1\n",
|
|
"ksp.setFromOptions()\n",
|
|
"ksp.view()\n",
|
|
"ksp.solve(bpetsc, xpetsc)\n",
|
|
"print ksp.its# print ksp.its\n",
|
|
"phi = IO.vecToArray(xpetsc)\n",
|
|
"print np.linalg.norm(A*phi-rhs)/norm(rhs)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"116\n",
|
|
"4.24430002044e-09\n",
|
|
"CPU times: user 1.65 s, sys: 0 ns, total: 1.65 s\n",
|
|
"Wall time: 1.66 s\n"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 40
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"%%time\n",
|
|
"m1 = sp.linalg.interface.aslinearoperator(Utils.sdiag(-1/A.diagonal()))\n",
|
|
"phi, info = sp.linalg.bicgstab(A, rhs, tol=1e-6, maxiter = 1000, M =m1)\n",
|
|
"# m1 = sp.linalg.interface.aslinearoperator(Utils.sdiag(np.sqrt(1/(Utils.mkvc(-A.diagonal())))))\n",
|
|
"# m2 = m1\n",
|
|
"# phi, info = sp.linalg.qmr(A, rhs, tol = 1e-5, M1 = m1, M2=m2)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"CPU times: user 2.13 s, sys: 0 ns, total: 2.13 s\n",
|
|
"Wall time: 2.13 s\n"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 41
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"print info\n",
|
|
"print M3.nC"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"0\n",
|
|
"223260\n"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 42
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"B = MfmuI*(-D.T*phi)\n",
|
|
"rhsa = A*phi\n",
|
|
"print info\n",
|
|
"print np.linalg.norm(rhs-rhsa)/np.linalg.norm(rhs)"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"0\n",
|
|
"9.47100435444e-07\n"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 43
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"#### BICG, qmr or BICGstab with Jacobi preconditioner works well (scipy), minres does not work ... Need to play with some other iterative solvers. Remeber that our system has null-space, which is constant"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"figsize(16,5)\n",
|
|
"M3.plotImage(B, imageType='F')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
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MxMXVFbW7Oy9kZqLT6fjS1xcAF7WaSWfPovH0JOv0aX7/1784v2GDYVxhI0dy49w5mj/2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\nBEEQBEEQBMGl+P84e42P+Uw1TwAAAABJRU5ErkJggg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0xc4624d0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 44
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Step4: Compute analytic function (sphere in whole space)\n",
|
|
"Outside of the sphere $(r>R)$\n",
|
|
"\n",
|
|
"$$\\mathbf{H}_1 = H_0 \\hat{x} + H_0\\frac{R}{r^5}\\frac{\\mu_2-\\mu_1}{\\mu_2+2\\mu_1}[(2x^2-y^2-z^2)\\hat{x}+(3xy)\\hat{y}+(3xz)\\hat{z}]$$\n",
|
|
"\n",
|
|
"$$H_{x1} = H_0 + H_0\\frac{R}{r^5}\\frac{\\mu_2-\\mu_1}{\\mu_2+2\\mu_1}(2x^2-y^2-z^2)$$\n",
|
|
"\n",
|
|
"$$H_{y1} = H_0\\frac{R}{r^5}\\frac{\\mu_2-\\mu_1}{\\mu_2+2\\mu_1}(3xy)$$\n",
|
|
"\n",
|
|
"$$H_{z1} = H_0\\frac{R}{r^5}\\frac{\\mu_2-\\mu_1}{\\mu_2+2\\mu_1}(3xz)$$\n",
|
|
"\n",
|
|
"Inside of the sphere $(r\\le R)$\n",
|
|
"\n",
|
|
"$$\\mathbf{H}_2 = H_0\\frac{3\\mu_1}{\\mu_2+2\\mu_1}\\hat{x}$$\n",
|
|
"\n",
|
|
"$$H_{x2} = H_0\\frac{3\\mu_1}{\\mu_2+2\\mu_1}$$"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Step5: Projection to receiver plane"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"xr = np.linspace(-400, 400, 41)\n",
|
|
"yr = np.linspace(-400, 400, 41)\n",
|
|
"X, Y = np.meshgrid(xr, yr)\n",
|
|
"Z = np.ones((size(xr), size(yr)))*50"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 45
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"rxLoc = np.c_[Utils.mkvc(X), Utils.mkvc(Y), Utils.mkvc(Z)]\n",
|
|
"Qfx = M3.getInterpolationMat(rxLoc,'Fx')\n",
|
|
"Qfy = M3.getInterpolationMat(rxLoc,'Fy')\n",
|
|
"Qfz = M3.getInterpolationMat(rxLoc,'Fz')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 46
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"Bxr = np.reshape(Qfx*B, (size(xr), size(yr)), order='F')\n",
|
|
"Byr = np.reshape(Qfy*B, (size(xr), size(yr)), order='F')\n",
|
|
"Bzr = np.reshape(Qfz*B, (size(xr), size(yr)), order='F')\n",
|
|
"H0 = Box/mu0\n",
|
|
"flag = 'secondary'\n",
|
|
"if flag=='secondary':\n",
|
|
" Bxr = Bxr-Box\n",
|
|
"\n",
|
|
"Bxra, Byra, Bzra = MagSphereAnalFun(X, Y, Z, 100, 0., 0., 0., mu0, mu0*(1+chiblk), H0, flag)\n",
|
|
"\n",
|
|
"Bxra = np.reshape(Bxra, (size(xr), size(yr)), order='F')\n",
|
|
"Byra = np.reshape(Byra, (size(xr), size(yr)), order='F')\n",
|
|
"Bzra = np.reshape(Bzra, (size(xr), size(yr)), order='F')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 47
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"figsize(10, 4)\n",
|
|
"plot(Utils.mkvc(Bxra))\n",
|
|
"plot(Utils.mkvc(Bxr), 'k:')\n",
|
|
"plot(Utils.mkvc(Byra))\n",
|
|
"plot(Utils.mkvc(Byr), 'k:')\n",
|
|
"plot(Utils.mkvc(Bzra))\n",
|
|
"plot(Utils.mkvc(Bzr), 'k:')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 48,
|
|
"text": [
|
|
"[<matplotlib.lines.Line2D at 0xc44e810>]"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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zvN4qWluDWb36HfLzVwHzTXOO73lTUViYR1nZj4B1yl+vPXuWsXHj22RkPEFt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\nN0VRFEVRlF5EJW+KoiiKoii9yP8DAnSBjOK7w9UAAAAASUVORK5CYII=\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0xa52a7d0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 48
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, ax = subplots(3,2, figsize = (10,15))\n",
|
|
"dat1 = ax[0,0].imshow(Bxr); fig.colorbar(dat1, ax=ax[0,0])\n",
|
|
"dat2 = ax[0,1].imshow(Bxra); fig.colorbar(dat2, ax=ax[0,1])\n",
|
|
"dat3 = ax[1,0].imshow(Byr); fig.colorbar(dat3, ax=ax[1,0])\n",
|
|
"dat4 = ax[1,1].imshow(Byra); fig.colorbar(dat4, ax=ax[1,1])\n",
|
|
"dat5 = ax[2,0].imshow(Bzr); fig.colorbar(dat5, ax=ax[2,0])\n",
|
|
"dat6 = ax[2,1].imshow(Bzra); fig.colorbar(dat6, ax=ax[2,1])"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 49,
|
|
"text": [
|
|
"<matplotlib.colorbar.Colorbar instance at 0x47e1518>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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SXuPwcY4hCF/qeBuHeLizThh53yWd+Ewm+iyzehZ5xSG+z6ROabVseZHWUk1q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G699VY88sgjuOKKKwAAU6dOxTPPPIO/+qu/wtGjR7Ft2zbccsstRbc/MearHMaLN1uq5FRV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\nUHlq0yZoewsrbujReY/S3xGD81rDMjsiWJbyTa2UvqTNc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6sr64vX7w8z6s2NlxmD9msb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\nCIIgCIKIIRR8EQRBEARBxJD/A/mWz4/J0LLWAAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0xa52a950>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 49
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, axes = subplots(1,3, figsize=(14,5))\n",
|
|
"epsx = np.linalg.norm(Utils.mkvc(Bxr))*1e-6\n",
|
|
"epsy = np.linalg.norm(Utils.mkvc(Byr))*1e-6\n",
|
|
"epsz = np.linalg.norm(Utils.mkvc(Bzr))*1e-6\n",
|
|
"axes[0].plot(Y[:,1], Bxra[:,1], 'b', Y[:,1], Bxr[:,1], 'r.')\n",
|
|
"axes[1].plot(Y[:,1], Byra[:,1], 'b', Y[:,1], Byr[:,1], 'r.')\n",
|
|
"axes[2].plot(Y[:,1], Bzra[:,1], 'b', Y[:,1], Bzr[:,1], 'r.')\n",
|
|
"print X[:,1]"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"[-380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380.\n",
|
|
" -380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380.\n",
|
|
" -380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380. -380.\n",
|
|
" -380. -380. -380. -380. -380.]\n"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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WMJlUXay//lVu/oRxHD2jHjYcvLIfvb9IxmTSOaBm/PnPUF0NSUl6RyKEEEI4j10JVlVV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\n4QSLiIiIiIjIRjjBIiIiIiIispH/DyUmBa6aW75qAAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x152faf50>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 50
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"fig, axes = subplots(1,3, figsize=(14,5))\n",
|
|
"epsx = np.linalg.norm(Utils.mkvc(Bxr))*1e-6\n",
|
|
"epsy = np.linalg.norm(Utils.mkvc(Byr))*1e-6\n",
|
|
"epsz = np.linalg.norm(Utils.mkvc(Bzr))*1e-6\n",
|
|
"axes[0].plot(Y[:,1], abs((Bxr[:,1]-Bxra[:,1])/(Bxra[:,1]+epsx)), 'r.')\n",
|
|
"axes[1].plot(Y[:,1], abs((Byr[:,1]-Byra[:,1])/(Byra[:,1]+epsy)), 'r.')\n",
|
|
"axes[2].plot(Y[:,1], abs((Bzr[:,1]-Bzra[:,1])/(Bzra[:,1]+epsz)), 'r.')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 51,
|
|
"text": [
|
|
"[<matplotlib.lines.Line2D at 0xf0bfc50>]"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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KqaCBHGbVdmnVuAG7SlebDAaD2rFjh+LxuLZs2aKdO3eOK9PU1KTu7m7Nnz9f+/btU0VF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\nAQAAAGALJDcAAAAAbOH/AVGPlxEucJhRAAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x15309ad0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 51
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Thoughts\n",
|
|
"\n",
|
|
"- It works well with non-uniform mesh!!\n",
|
|
"- Actual accuray is ~10% relative error in secondary fields. As we pad more we can get better accuracy, since we did not consider secondary field at the boudnary ($\\partial\\Omega$). \n",
|
|
"- Here, we can try primary secondary field approach to get better accuracy. \n",
|
|
"- In addition, we can use the congruous sphere method to handle this secondary fields at boundaries"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {}
|
|
}
|
|
]
|
|
} |