{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# British birds\n", "In this notebook we'll have a look at nearest-neighbor searches for birds. We start by loading the data:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "22500" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Glob, WAV, SpectralDistances, Serialization\n", "using JLD2, FileIO, Flux, ProgressMeter\n", "const fs = 44100\n", "cd(@__DIR__)\n", "##\n", "using DSP, LPVSpectral\n", "using AudioClustering\n", "(..)(x::AbstractVector,i...) = getindex.(x,i...)\n", "\n", "function show_classification_results(yh, permute=true)\n", " @show mean(labels .== yh)\n", " cm = confusmat(n_classes,labels,yh)\n", " if permute\n", " perm = amd(sparse(cm))\n", " cm = cm[perm,perm]\n", " end\n", " fig = heatmap(cm./sum(cm,dims=2), xlabel=\"Predicted class\",ylabel=\"True class\", title=\"Confusion Matrix\", size=(1000,1000))\n", " anns = [(reverse(ci.I)..., text(val,6)) for (ci,val) in zip(CartesianIndices(cm)[:], vec(cm))]\n", " annotate!(anns)\n", " display(fig)\n", " cm\n", "end\n", "\n", "function predict_nn(labels, D)\n", " D = copy(D)\n", " D[diagind(D)] .= Inf\n", " dists, inds = findmin(D, dims=2)\n", " inds = vec(getindex.(inds, 2))\n", " yh = map(i->labels[i], inds)\n", "end\n", "\n", "\n", "trainpath = \"/home/fredrikb/Downloads/bb-cluster71-data.jld2\"\n", "datadict = load(\"/home/fredrikb/Downloads/bb-cluster71-data.jld2\")\n", "\n", "ulabels = datadict[\"classnames\"]\n", "n_classes = length(ulabels)\n", "# labels = datadict[\"class\"] seems incorrect\n", "sounds = datadict[\"data\"]..1\n", "labels = Int.(argmax.(datadict[\"data\"]..2))\n", "\n", "fs = 22500" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we fit some linear models to the sound clips, this will take a few seconds\n", "(I saved my estimated models to disk using serialization)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "BLAS.set_num_threads(1)\n", "\n", "modelspecs = collect(Iterators.product(10:2:14, (TLS,LS)))\n", "\n", "#manymodels = @showprogress \"Estimating models\" map(modelspecs) do (na, fm)\n", "# fitmethod = fm(na=na, λ=1e-5)\n", "# tmap(sounds) do sound\n", "# sound = @view(sound[findfirst(!iszero, sound):findlast(!iszero, sound)])\n", "# sound = Float32.(SpectralDistances.bp_filter(sound, (50 / fs, 0.49)))\n", "# fitmethod(sound)\n", "# end\n", "#end\n", "# serialize(\"manymodels\",manymodels)\n", "manymodels = deserialize(\"manymodels\")\n", "models = manymodels[end]\n", "\n", "manyX = embeddings.(manymodels);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use the embeddings extracted from the linear models to find nearest neighbors. We'll plot the percentage of times the top `k` nearest classes from a sound clip contain the class of the clip. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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9hmGlpaWenp4tY3lbr99aVlZW68G7DAbD39/fnMcBQVAXwxQyfX5m/t0ribK7yQICp9OHOQRsGPDGQMdB96Wa9Cb6n0VIarIpW0Z4cJGhtsgwW+SNQDTAGkHhFc/+is6lBix2ZdrQNNountZi3kCoVCpbD3hhs9lKpZJ8LJFIJk+e/PLLL7/99ttpaWmZmZkRERGPWb+1l156qfXEF2dn599///2hDVCr1T2YtqeFRqPBMMwSkjvrdLrWiXF7iuWcl/YncDcf8rxYQvp7s58Xg85UUWAsyimtyEwB0hQxxcSgDg2NfMtjpL/QN1uG/FFBeTnVUKqkDLcxDbEB7wfig4SEFfXfv4xGbcbWtUEQhFartYTzYj4mk+mVV1757rvvGAxGXl5eVlaWtbU1OavBZDJdvnw5PT0dADBq1KiIiIgH337lypWioqI2Cz08PEJDQ48ePbpo0aI2L127di0xMdFoNHp4eIwfP97Ozm758uXvvvtuO0tPoCwE5xjVGsNTze9ks9lP/IybNxBKJJKmpqaWpzKZLDQ0tOXp4cOHd+7cuX///uDg4Jdfflmr1bZZv6mpiRyz20Z2dnY7v7wIgujaJOUdgyCIhVSfoFKpllB9wkLOC1lExhLOC4VCsYTqE2Y5LzhuqLqvL7ily79VXJ9/01mYzNEZnCjRbhPfc430FgZcryV+LsePJRFUFExxQT4fiobztRyWRVSfQFHUEs6L+Xz//fdcLpfNZm/ZsmXPnj1cLtfe3p4MhHv27Dlw4MC4ceMQBImNjd2wYcPq1avbvL24uPjmzZsAgOvXrxMEER0dTS63sbFZsmRJm0C4cePGQ4cOLV68mMvlnj179v79+5s3bx4yZMiHH3740KKGD6JQKBwOh8wA0MX/UQlzKisro9PpDQ0NBEFgGCaRSK5cufLgahiG+fv7Hzp06O7duywWS6lUEgSh1+t5PF5GRkablREEwTCsnQ1QKBSdO4KuoVKp2t9m88EwTK1W93QrCMJizotarbaQ86JSqXq6FQTRpefF2FitSjrVeGBr1TvT0798Oe7w2rlHXp559JWd6Xtz6nMbdPgfxdj8yyZBvCHsmHFjhulmA97yXrVabTKZuqolHYbjeNeeFw6HYyH/80k4jvv5+ZHfsQaDgSCIb7/9dtSoUeSr5Pcw6ddff3V1dX3MppYtW/baa6+1PM3JyUEQpM2+BALBg9//arVaLBbX19c/sbXHjh2bOnUquanWbesS5u0Ruri4TJo06fXXX3/33Xd//PFHiUQSExNTVFQ0ZcqUjIyMM2fO8Hg8FEXJXyJz5syh0WjDhw9fvnz5qlWr9u7dGxQU1KbAMQRBFgtXK/SF2bqCW7p7N4HJWOvpmW5Dvy4U63BjlJP3eteFbKbfyTLw1k08rd4UY49McUE/H0qzgwNeekheXl5DQwN5le7B6vOtu1wEQXRyVjeCIDQaLTMzMyYmpvXldzabPWTIkNOnT7/00kud2X4nmX248cGDBzds2PDGG2/4+PicOnWKvEgYHh5OoVD0ev0XX3yhVqtjYmK+//578kz89ttv5PoBAQFHjx41d/MgCOoUHDNUFetyU3W5qcb6SrqrX52n+43RQ6/J7+pMNVGSYW+7zFDgfqcqiFlXCY0Jn+iErAxEx49HYW4XAIC+MFt7O7l79sXwHsgKHt56SWZmZmBg4BPvCiuVyo0bN65du7aTDfjmm28WL1782WefRUZGTp06df78+eRdicDAwIyMjD4eCPl8/tdff916iaOjY3x8PABgzpw5refXk8RicVxcnLlbBUFQZ5ikNfr8W7qCW/r8W1SxPcMnVD52ynXQcLUiWaO5ES2KeGPw8hqD75FisPEM7sDGp7gi30dRIu0sYIiUJUFZHKr4IRlYzLIvq7YTDpqamlqn9HoorVb73HPPxcTEtK413zEzZ86MjY0lx8usXbv26tWr5K1Ba2vr3NzcTm68k+AEVAiC2gVXyfVFt3UFt3R30xAKjeEbyg6J0U1+8Zr0zpXy63XF16OdI+YGLyvR+p0sJzbkEkNsiVhn9NNwqqMVDH8PR3PypDl59tTe+Xz+Q4flt9Dr9c8//7y9vf2ePXu6ZDgxi8WaMGHChAkToqOjp0yZsmfPHhqNplAoBAJB5zfeGTAQQhD0SIRBbyi9q8u/pS+4ZWqoonsGswKHcsfMamAgFyvTrpSfrC1piHaOGOmx4LbCN74clN8jJjqBBd7oL6NQbtu7TpBlCQkJuXv37qNeNRgMs2bNsrKyOnjwYMsI3rKyMgCAq6trB3ZXUlLSko9UpVJZWVlRqVQAQG5u7nPPPdeBDXYhGAghCPovgjBUFpETHgyleTSJM8MnlD/lFbpncJ1O9ndF6pWMr2rVDcMdI4Ic5hvlftsKCAEdmeKK7BiGDpfACe+9RnBwMIfDuX37dnBwcGJi4kcffVRZWVlXVzdu3LiRI0ey2eyEhISYmJhnnnmGXP/cuXNbt25FEGTv3r1P3DhBEGPHjm15GhcXN3jw4LCwsKCgoKamppMnT3788ccIguj1+tTU1D179pjrINsHBkIIggAAANdpDBmXpKV39AVZFJ6Q4TuIO/J5hlcwQmfWquvPV6ReufhbhaJ6gGSQk2hOKQj88C4IESFTXNArkxEfPox+vQ+CICtWrDhw4MD27dt9fX3Xr1/f8pJEIuFyucHBwW3ekpOTs23btgc3tXr1aqJV5gEPD4/Lly+3XsHe3r6mpiYpKamiooLL5X788cdkGaZjx46NGTPmoaUquhMMhBDU3xmrilXJp7S3rlHcA7kDI62nLaXwRQCAOnV9YvH5K+XXyxVVvuIwBvt5qT4krhQd7YDOckd+Hony6T3ddKhzli1bNmvWLI1GY2tr27oDR3Jzc2v9FMOw2NjYkSNHPrgdb2/v1k+trKweutqDtSbOnj27devWp253V4OBEIL6KcJk1N25oUo+baorZw8eI1m3W0NhsrncOnVD4r2EK+XXyxRVrtZhasq0LGNobh0l1gXZNAgdYY/QejgVD9RlGAzGX3/91c6VKRTKhg0burYBBw4c6NoNdgwMhBDU75gaa9Qpf2vSzlPt3TjDJ7EGDAcopVxReanoQnJdeq2q0cE6og57MUnjV0OlxLogZ8LQAGt48RPqs2AghKB+gyD0hVmq5NP6wmzWwCjxim2orePt+rvJWYeSKtPUJgOLHlpmXJCv9R8rpM7wRvaNRoWwGCjUD8BACEF9H6Zs0qSdVyedQq14VhHPsGetuNWUn1yacP16KofO5TDDy/DlhVrf50T4R14MePET6m9gIISgvsxQUai6dlyXm8YKiTbNXXGLkCVXpmWfjPcReguswqncGQk1whh7ZNVA9DlXVKdWcrnMnm5y32HSYjqpwdBsMiiMOqmRwC2uohNBEO+///4HH3zAZrMVCkVOTg6LxQoLC2u9jkwmy8zMDAkJEYvFbd6u0+kSExMf3GxERERJSQmbzfb0/E+6AJPJdOnSpbKyMj6fHx4e7u7unp2dnZGR8corr3T5oT0VGAghqA/CdRpt5hVV4gkMM9UNCrs1PfZGfXbtrbQhDmGuwlEN6OpDpcxAAbLAGz3Qaua7rkfb3EsRGKGXGw0KMtoZdFKjTmowNBv1TUaEgjBFdDqPSufTmCIasLwEc7/99ltFRQWbzd6xY8f69eutra0DAwMvXbrUep1XX331xIkTR48eJcsztdbc3Lx9+3YAgMlkunDhwsiRI5lMJgAgLi7u448/9vb23rJlS8vKCoUiJiaGw+EMHTq0rq5u+fLlhYWF/v7+L7zwwrhx45ydnc1/uI8EAyEE9SnGyiJV8unmnGslPp5ZYS7XFQV0/a0IInyC94K0poDdhYiAjizwRvNmorDsw1MxabH/79sZdFKjQWE0KExkzKOyKXQejSmiM0V0jhNTGMCl86ksGwaF8Z9LzJYXB8H//ve/r776CgAwb968pUuX7t+//8iRI61X+OOPP+h0+qOilEQi+fvvvwEAcrlcIBDEx8c/Jp79/vvvFAolMTGRzNZmMBioVCqKorNmzYqLi/vkk0+68sCeEgyEENQXkHMhqlISMjSl2S7irGCKhwAMd/BdF7TgSp3D7gJch4HZnsjlyagvnPz+eATQNRm0dXp1jU5Vp8WUDfomo67JiFIRhoDGsKYxhXSGgMZxYjIENIaATudSQe/8i5aUlBQVFUVGRgIAHrzsCQCQSqWbNm26fPny8OHDH3z1aen1ep1Op9PpyIpOdPo/s1AnT548d+5cGAghCOo4U2N1XtLhpJJrtwS0KgEeFjhohNOQZTZDT1exdhfi9zKI6e7ED9Gw8sPDETihazRoavWaer2mTq+t02vq9TQrClvCYEuYLHsaL4TDENAZAlqb7l2XyJcVZdXd6fLNPpSvyCvENqj1ktTU1KCgILIW0kOtXLly/fr1EomkSxowd+7cvXv3Ojk5jRgxYuTIkXPmzLGxsQEADBgw4P79+42NjQ8Nxq0Z9c1lub+rFRW27lM5HO/Hr/xUYCCEoF7JYNJnZp28eud0KmikMdgRg2Ne9RrpKwq6XIPsKyTOJuITnIj1A9GJTigcAtqCvJ+nqdVr6nSaWr2mVq+p01NZKNuOyZYw+B5s++FCKwcmGfMIgtBoNFZWVuZrj9aka9TKzLf91pyNmjZLGhoahELho9Y/depUTU3NggULuqoBAoEgMzPz2rVrZAGmjz/+OC0tzdXVlcVisdns+vr6JwZCjaKyoTKJzev6u4kwEEJQb6LQK2+WJl/L/TtVXWKP0YfZBH8SvsbHxj+5jthbhP9xDieHwOyLocHiD7iJ0DUa/o15tTqd1EDn09gSBtuOae3DcYgRsW0ZKL3HfimE2Aa16aV1Jw6Ho1arH/XqF198YTKZXnjhBQBAXV3dtm3bFArFiy++2Jk9UqnU0aNHjx49euPGjUOHDj148ODGjRsxDNPpdFwu94lv59sEDp7wNUEQj2l2BxvWtZuDIMgcqlW1yZXp14su5zeX+CmJYda+r0d9JHEfmNtEHCzCD503ChnkEBhavx0CQ85VaIl5mjq9odnIFNHZdky2HUMcwmOKxGw7JkqFV4j/ERQUVFhY+KhXN27c2NjYSD6+du1aVFRUcHAwQRByuZzP5z/mguqjKBQKHo9HPkZRlM1mk2WYioqK+Hy+o6Njhw6ia8BACEEWCifw3MZ7yZXp1ytSdFrlADk2TkffOHCedcSkciPz4H3iwGETOQTmaiy1v9V/MGmxfwJerV5Tp9dJDSYNxhTR2XYMth3DNtyaLWGyJYxeOoyle4SGhppMpuLiYg8Pj8zMzD179ty9e7e4uPi1114LDw9vXZL+nXfeiYyMDA4ObmhosLW1LSoqajNB8KFOnjxZXV1NPg4ODtbr9YcPHx43bpytre3169fz8vLi4+MBAFevXp04cWIHImsXgoEQgiyL0qDKqM1OqkxLrkoTUTkROqvXiur9nAdxR01Wu4YeLsHjz+H35Kbp7mj/GQJjUJjIC5tk2FPX6AgTwbZjsO2YTBHN2ofDtmMwhXQY9p4KlUp99dVXDx06tHnzZoFAEBYW1jKVvqWCLunjjz8eMGAAACA/Pz8wMLDNqwAAsn6vSCRqWbJs2bKSkpKWp46OjtHR0WFhYVlZWXK5fPLkyfv37+fz+QCA+Pj4zz77zEzH2E5I6yJSvQKKoiaTqZ0/H5RKZXsuPZubWq1msVg9+5MHAIDjuE6nY7PZPdsMYDHnRaPRMJlMSzgvWq1WQahu1mYlV6Zl1+f6CT3DEdvQu/etm1VWERMpgyeeknHiC/FrNcQEJ3S+N2KmITAWcl7k1QpjA65vJEe16LX1euo/wzgZLAmTfEBlU8zdjC4fLMPlcqurqy3hL9xCoVCMHTv28uXL7TzMw4cPczicllK9nZeamvrll18ePnz4iWseP3784MGDx48fJ+8RcjicrmoDgD1CCOopBsxQLC8rbCrOlxZl1d3RmDQRjuGTbMPfUtoZr1ygOeDsqHDEHtkAACAASURBVJlZkuHxxeD3v/BwG3y+F/rrKJTTR4fAGJSm5kKVvFDdXKjGjBjHmWVlx7L25ThEi1iStjPToa7C4/HS0tLav/7MmTO7tgFDhw5tTxQ0NxgIIaibaE26oqbiAtn9Qllxgex+pbLamefkI/TwsvYYYx/pK1Ook/821SbTw8c2Lvr6UKP40F3csYyY74Xmz6RJ+uIQGEyPK8s08gK1vEClbdRzXdjWPlb2kUJUQDCYDArF7H0+CCLBQAhB5qI2aorlpfnS+/myogJZUbWqzoEj8RF6+Qq9JnuN8xF6MSh0wmhQXj2uurpNbeeqHTzpN/qwfUWoPhXM9gTXYqnefW4IDG7AFaUaRYlGUaJRlWs5LixrHyuPafZcFxZC+edgNZq2M94gCACgNmHfF5emymQrnJ1C4KVRCLJMSoOqtLm8JfI1aKQe1q4+Qq8BtgHPek/wE3rTKP9e2SQwkzr5tOLcL4Sz38nRH+1TuJcXES94oj+NRMNt+lT8I3BCXa2TF6jkBWplqYZly7D24TiNFvM8rOBkBqj9chWKJKl0iEBgTeviyAUDIQR1XKNWViArypfeL5AVlTZXNOsVZOQbbDfwxcDprjxn9KGDOglCm329+dRBOdv2+wEfHFB7TsTwj8IoYx1bOkW9HwE0dXpFiZq88skU0XnubLsIgf9CFwoT3vCzIF9++eXSpUvJsSeVlZUUCsXe3r7l1cLCwpKSkqCgIAcHh4e+nSCIwsJCDw8PclJgC61Wm5WVpVKpXF1dfXx8AADff//9pEmTOjNfcIhQcDA8DE6oh6Ae1jry5UkLTDjmxnf2EXqNdIn0EXm58Z2RJw3h1xfcaji+T2qgbLVdVmI7cL4XWuAJWLjByqovFIPXSQ1kz09epKIyKdY+HHEIz2umQzcM8oQ64O+//7527dqaNWsOHDiwZs0ahUIRHR3dUobp008//frrr4cMGZKcnLx79+6HjpRRqVS+vr5lZWUuLi4tC1NSUqZPn+7t7S0QCO7evTts2LD4+HgWi7Vhw4b9+/d307E9DRgIIeiRcAIvU1QWSItKmytKm8vvNN6joVRfoZeP0GuK94Q1Q1eIWIL2b01dcq/86H5NU9P/bOfyIqLeC6CEihDwz/QJsx2D+RkUJrLn13RPSWAEz93K2sfKfaodw7qPjnDtQz7//PP169cDAKKjo9PT08+cOdNShqmurm7Lli1ZWVk+Pj6nTp1aunTptGnT2nT7HmX9+vUrV6585513yKc1NTUAgFmzZq1du7aqqqpnk8g8FAyEEPQvE45VKKsKpEX5svsFsqLCpmIrGrsl8q2PWGnN4HdgswWFZdUJP3Jq8xM8XnCeNOEHbxq7l3/yjCpT8321vECtKFYb1Rjf08rax8ohWsS26wv92n6iuro6PT197NixAAAvL682r548eTI0NJS8qvnMM89otdq0tLR21mOSSqUCwb+/EclrrXQ6fezYsUeOHFm1alWXHUMX6eUfRwjqHK1JV6mqLpWX/3/kK7GzsiEHdkY6DfEWevDoHZ/+rMPAudxaxfnfBtTcqA9+zvmltZtFvThO/Ge2Q4Oe68q29rGyi3DiOLJgSpf2aZu9RNtgUFfrumffLBu6lQOz9ZKUlJSgoKBHdfIqKipcXV3JxyiKOjs7V1ZWtnNfK1asWLly5YkTJ6KjoydNmkRmpQEADBo0KCkpCQZCCLIUKVU342//Vtxc5sZ38RZ4+Iq8xruP9LB2pVPond94RiPxU47cOvXPF5rONQ+Y4Pf6vgFsM1bzMR/ciKsqdeSVT3K2A8+d7RYr4Xta9aGBPeaiU9U21ec01eXI63NktbdwzNhmBW29vvGWvHsaIwzitQmENTU1ZEXAh9Lr9a1jJJ1O1+naG7Nff/316Ojo48ePX758+cMPP3zrrbfIJGo2NjbkZVJLAwMh1L8QgEipunno9m8GzDDbZ9poj+jWUxo6SW4AfxTjB++ox1WeWlFzlDUwSrJiD4X7FPcRLQGc7dAxBIEpZUVNdTlKWYFCmi+tvolS6ALJAGvbAe7B8waN/QJd0/byozCQKwzssYxrLBZLr9c/6lU7O7ucnJyWpw0NDa1Hkz5RUFBQUFAQAOD8+fMTJkx4++23bWxsLCTF44NgIIT6kYza7O+zftRh+jn+08a5j9RpdRSkC0Yz4gS4VE3EF+Jnyw3vmC7+ev9njncQf/7XVJFd5zfebXRSQ8NNRXm5TFGiZokZ1t5WjiPFPA82pefK9Vk4HDeqmorJDl9TXba8/g6NwWuJfGHjtjPYT6g027N8fX1b58VuIyIiYtOmTXq9nsFglJWV1dTUDBo0qJ1bxnG8JYWvn58fQRBkxC0pKfH19e18y7scDIRQv5BRm703K16PGeb4TxvnPurh0/ueXrWG+LGQ2HsPt0KxDei1z0p+otk4WC//hObQNj2/xdLU6aU5isacZqPCxPVl2Q0V+M51grMdHgrHjCr5v5GvuSGXzXOyth0gkAyw9xhnbTuAzrTu6TY+hfDwcJlMVlNTY29vn5+ff/z48Rs3bpSXl2/bts3f3//ZZ58dOHDgiy+++MILL+zcufPll18WiUQ3b94MDw83GAw02n+uo+zcuZMsJQEAmDVr1uLFiyMjI0NDQ/V6fVxc3NixY52cnAAAiYmJ69at64FDfRIYCKE+LqM2e0/WISNmnN11IdCAg7OV+I+FxKVqfIYbkuCQLLx2COVY8+evY3gEdn773UBTq2/Mbm7Masb0uMCf6zpRIvDnqNQqi6qN0ONMRlVjVa68PpsMfurmMiu+Kxn5HL2nCCTBFGovTgLLYDBeeumln3/+ec2aNeSSYcOGDRs2rGWFEydO7Ny589SpU7Nnz3799dcBAKWlpcOHD28dBRkMxubNm9tseefOnWfPnj179iyLxVq8ePG8efPI91ZWVnZh5YouBMswdQdYhqmNbjgvBCBSqtIP3v7NiBlfCp49wmX4g1PdO1CGKb+ZOFCAHyjAna2QV/3Q2US27vR+gCD82FcYPiEdaypZhqkLy/08Bhn/Gm41EyZCGMgVh/B5buyWP4yFfF40Gg2D0WNJtzWKisaq1MaqG41VaRpltcA2kG8TLLANtpYEc4XeKNrxO8oWWIapoaEhJiYmMzOTxWpXRP/oo4+io6NHjRrVgX0tX7586NChCxYs6MB7ASzDBEFP5Z8QmPObCTctCH7hoSHwaekwkFCO772H320C872R5ClU56b85pMHNQop/5kFrIFRwJLr4xJAUaqR5Sobs5sBAMIArvcLjq3jH6RuLqsvT2ysSpVWp5mMWqFdiMhhiLPfTCbfl8vtTVc7n5aNjU16ejqd3t6R0h9++GGH9/Xpp59a1I+A1mAghPoOMgQeyPkVw7GuCoEZjUR8If7LfTxEhLzqhz7nioKGcsXRH6Wl93jj51gNmwBQC72dRuCEskzbmNXcmN1MZVHEIfyAxa5sSS+eyNiFCNwkb7grrU6VVqfXl19HKXSx4xBblxjf8BU8kQ8ACPj/wrw93VKz69qu1WPweLzu2VEHwEAI9QUtIRAn8PlBszofAsmJEHF5uNoEXvREMp6junAQTN6gOPKrNieZO+p54dy1CK0LZhx2OdxEKIrVslxlw61mmhVFHMIPXu7OsoHxD5iMGnn9HWl1Wn15oqwmg81zFDkMsXMfFxyzkc21uKRfUHeCgRDq3XCCuFGdvj/7FwIQnQ+BOAGS64gfi/DDJfhYB/SLIZQxjggCAK5WNCccUd84YzVsot0H+1Cmxc2Ox424vEDdmN0sy1Wy7RjigfyQtzxhtk+9plFWmymtTm+sSpXX3+GJvEUOQ9yD5w2dvKd3jfCEzAoGQqi3ahUCwfygmZ0MgS0TIZgUsMAbLZxFI7OhEXqt8nqC8tIR1sAoyfo9FJ5lzY7HDbi8UN2Y3Sy7o2TbM8QD+W6xdnRev/5c61S1jdXp0uo0aXWaqqlEYBcqcggPiFgjchhKocKecVtHjhyZOHHiQy+Q4jhOplVzcnJ61JgyDMNwHG8zmwIAoNfry8rKWCyWo6MjiqJNTU2JiYnPPvtsl7e/S/TrDwzUS5EhcF/2L3QK7ZWBL0Y4hnc4BGIEuFRF7L2HX6rGp7ujh8dQBon/2RSBmTSp5xRnfqR7BNm+tZMqeoq0GuZm0mKyXGVjVnNzsZrrwhYGcN2ftaNx+u/HuWW0S2NVKo7pBZKBIochA0ZsEdqHdmacZ5+XkpLyzTffzJgx4+jRo1u2bMnNzY2KiiLLMP3999+LFi2i0WgoitJotN9//z00NPTBLezYseP8+fNnzpxpvXDXrl2bNm1ycXHRaDRSqfT06dPh4eFbtmzx8PAg081Ymv77yYF6I5wgrlUk78/5hUOzWjTwxeGOQzq8KbkBfJqNHirG/K2Rxb5o/Egas2XUC1k4N2EfRWQvXmpBs+NNakyW90/843tYiUP4vvOc+2ed2zajXWgMnsghXOw4tPVoF+iJPvnkkzfeeAMA4Obmtn379tTU1HPnzpEvSSSSixcv+vv7EwSxbt26pUuXpqamtmebJSUla9asycrK8vf3BwBUVFTQaDQEQV577bXPP/88Pj7efIfTYWYPhBqNZsWKFSdPnhQIBJs3b549e3bLS2q1+s033/z7779xHB89evSOHTtEItHKlSuTk5PJFRwcHE6cOGHuFkK9AhkC92X/zGNwloa+1JkQqMPAt3fxz3OwZxyQa5NRH+tWwz4JQnc3tfnkQYRpJZi7huFhEb9e9XJjU55Slqv8N/7Nd6Yw+l38g6NdupZUKr106dLhw4cBAGT6tLy8vJZXWxKqIQgyduzYn3/+uZ2braioYLFYnp6e5FNnZ2fywbRp01auXLlnz552zlnsTmYPhJs2baqoqMjPz79z587kyZPDwsK8vb3Jl7Zu3Xrv3r2srCwajfbiiy+uX7/+hx9+KCoqeu6558jsAwwGvKAP/ScEvj5oYWdCIE6AP0vxd9JwDx44/wzVi6llMv+9bqYvuNWccAAggB+7kBk47DHb6R46mUF2R9mY3ayp1wv9uXYRQr+FLv0t7fWDo11sXWK8QheJJu+lMztSG9Ki6DUNGmVV9+yLybZlcR1aL0lKSvL392cymY96S4uDBw/Gxsa2c0dhYWFisXjYsGHTpk2Ljo6Oiooiq1iIRCIHB4f09PSYmJgOtN+szBsIcRzfv3//0aNHBQJBdHT0s88+e+DAgU8++YR8taioaNy4cSKRCAAwZcqUX3/9lVzu7u4eFhZm1oZBvcL/h8Cf+AxeJ0MgAOBCFbEuDaNTwP4Yygh7BADQMknMUJ7ffPIAJm/kT3qpx2fH66QGcvK7tl4v8Oc6jbYR+HH6Vc0jraq6rvimrDqtsTpVr2kUOQwROw4Njt4gkISgXVcqxBLUlScWZe7tnn25+E/3Cl3SekllZaWd3ZPzwu/YsePmzZvtvC4KALCyssrIyDh48OCFCxe2b98uEolOnz5NFvi1t7cvLy/vQOPNzbyBsKGhQSqVhoT8k3pq4MCBN27caHl18eLFq1evDgsLo9PpcXFx77zzDrl806ZNW7duDQgI2LBhQ8t7oX6FDIE/ZP9kzeC9PujlTobA9AbinXSsSg22DEZnuKOtQ4qxrlx19meDBcyOb5P802m0jcCfg6D9KP6p5CVVhaeqCk+pm8ttXaLFTkO9Bi3mifwQpM9eBHbxe97F7/me2juVSjWZTI9fZ+/evTt27Lh69apQKGz/lvl8/qpVq1atWqXVaqdOnbp582byyqrRaGx/Fpvu1PFAaDKZHlXauIVMJgOtMhfw+fyGhoaWVwcNGuTu7r5u3To6nc7j8SIjIwEAy5Ytc3JyYjAYv/zyy8iRI2/fvt1yiblFm0umnp6e6enpD22ASqV6ysMyC41G0/78qOaD47her8cwrGebAR57XnCCSK5J+/HeYT6d+1rgghCbIACAUqns2I4qNMiWHOq1Bsr6AON8d4yKAtX/bwmrr9RcOQJKcunRU62eXYrT6Ep1D6QRMSpMjTeVTVlqhIJYB1g5ThWyHejkUA+Vurv/9/bI50WrrGgov1Rb/LemuUTkFOM2cClbNJjJtCJzjapU6u5vEokgCK1Wi+N4TzXA3Dw9PSsqKh6zwqFDh7Zu3Xr58uWWUvVPi8ViRUVFXb9+nXxaUVHRcu+wAzAMUyqVZMaf9mfJZrPZT8xb295ASFbZWLhwIQCgvLx8+vTpGRkZISEhv/32G9nnfSjyR4RSqSQrdDQ3N4vF/xboWrRoUUBAwOnTpwEA27ZtmzVrVkpKSsuV6C1btly4cOHkyZNk1vPWVCpV66CCIMhjQrIlZLdDUdRCkm7TaDRLSLoNHnZeTDh2sfRq/J0/BEz+20OXhdkN7Mz2G3Xgy9vYD/fwxX7ovZEUbqt5TobyAuWF3wwlecyISbw5b1LZ3ZRi6j8IIC9U1STLmovU4lCe51w7sZdFzFDsts+LQppfWZBQWXDCZFQ7ek0Kjlpv4zQcQamgp5NutyAIgkKhdE8y9B4RERFRUVEhk8mEQmFJScn58+eTkpKqq6v37t3r6emp0+kWLVq0evXqixcvXrx4EQCwZMmSDz74AMMwstx8i+rq6kOHDpGPmUymo6NjXFzcjBkznJ2d8/Pzd+/evXHjRgBAaWmpXq8fOLDjn2sKhcLlcgmCQFG0B5JuEwSxefPm3bt3k0/ffvvt4uLiDRs2JCQkLFy4sGWQ54NsbGysra1zc3OHDx8OAMjNzW0ZKQMAyMnJefXVV8nHo0aN+uijj9q8ncViPbTnTk5taU/LoV7hPyFwyLJBdgM6szW1CXyTi395G3veDb07g2bbaoSavjhXefEPY00Jd8TzwnnrtSYMbcdIga5l0mGNt5qrE6WAAHYRQp85TggNaLXabm5GTyHjX0X+MRwzOnhOGDT2S7FjeF+d7WDA8UKVKqNJTv4zWFjnks1mz5o1648//li6dGlTU1NGRgaHwxkxYkRGRgaKoo6OjosWLVIqlRkZGeT6S5YsuX379rhx41pvJDg4eMiQIYmJieRTDofz4YcfhoWF/fzzzzKZzNbWdteuXTNnzgQA/P777wsXLnzidcSeQbQDeYUzNzeXrH/BYrG2b99OEERubi4AoKam5jHvXbVqVWxsrFqtzszM5PP55EZeffXV27dvT58+ffr06RqNRq/XL168eOTIkSqV6vjx483NzVqtdt++fSwWKy8vr80GEQTBMKw9zSYIQqFQtHNNs1KpVO1vs/lgGKZWq3u6FQTR6rwYMdOZ+xfn/PXq8rPrMmqyO7lZA0bsycMcfjbOvGAqasb/fQHHtXdS6r5aXfPRQuWVY7jRQC5Wq9XdeV6UFZrCP6pS3rubd7C8KV/ZshzDMJVK1W3NeAwzfV5wHGuoTM26/MGpvSHnDsXcTtzaUJn6mPXVarXJZDJHS54KjuNPe16aDcbEhsYdBUXzU28GnDnP/POvgDPn56fe3FFQlNjQyOFwLOQbqUVxcXFQUJDRaGzPyiaTKSAggLws+bR0Op2fn9/jg8XjHTt2bOrUqQRB4DhOXiDtQu0KzgaDAQBAjrK9du2aVqslpzeQ3buqqqrHDD366KOPlixZYm9vz+Pxtm/fHhAQAADIzMxUKBS7du1asWKFm5sbQRDh4eH79u3DMOzzzz+fP38+hmHBwcFHjx718/PrgmgPWR6yF3jozu9CpvXaoStCJcGd2RoBwJES/P2buCsHnJxACRX9fw+DIHR3UxVnfiYwE3fUdHbYaNDt1xJwEyHLVVRflRqUJrsIQdi73v0kBQxBYNLqjKrChMqCBDqT7+g9JXr6H1yh95Pf2XvIjcY7zYr/7/M1VWi0PlxOAI8XJrB+1cNtsMCa2dMXeB/P3d39yJEjRqOxPR01CoVCdn46wGQyJSQktGeQao9o1wfSxsaGzWYnJiZ6eHj88ssvzs7Ovr6+AIDa2lrwpJsKPB7v999/b7OwZWzLn3/+2ealpKSkdjYd6qVwgjhTdulwUYIr3+n94W8Gijv7Wye5jliXhukxEBdJGePwb4I0beYVxblfUY41b+JcZsDQ7p8UoW3Q16XK69KarByYDiNEomBefxgFipn09eVXa4rPV98/w2AJHb2njJh5lCPw6Ol2dY1qrS6jSX5XochVKDOamqq0uiA+L0xgPVZis97P24/LpVhyZcqHIb/Mzc3KysrLy6sbdtQx7QqEKIouXrz4tdde2717d3p6+ubNmxEEAQAkJyezWKwODyiC+iG5vvnjpK+UeuWmqLUB4s5+Au/KiU0ZeFoD8V4IutgXJaMMYdCpU84oLx+hCCSCmW90uHB8hxE40ZSnqk6Uamp1toMFIW96MgR9avbbQ2EmXX35tcqChNqS81yhj5PPFP9hb7M4FtoDaD8y8mU0NWU0yW82yXUYFtgq8gXweL0s7kEP095LNP/73//c3NwyMzNnz569YsUKcmFeXt6SJUtg/heonbLrc7ck/S/GOWK+90wBv1NFcCrUxNZb+PEy/K0gyo8jKQwKAADgOo066aTy8p90Vz/RKx/SXR45ntlMDApT/c2mmusyGofqECOyCeX3+YnwmElbX55YWZBQU3yOJ/J18pkSHL2BaWXb0+3qOIXRdEMmS26UJktlqVKZNZ0+SMAPtbZ+zdP9O2u+o+WlB4M6r72BkEqlvvnmm1VVVXl5eX/++SeZMnTTpk1mbBrUhxCA+PPeyV/uHlk/bOVQh7AOzwsEAMj04POcf+ZFFMyk8ekAAICr5KrrJ1XXE5j+g23f+JIqaTv31LwIIC9U1aY0yQtV4oH8wCWubPvuHozazQw6eU3x+arChMbKG2KnYfYe4wfEbGSwxU9+p0UqUqlTpNJkqSypUVqq1gwSWEeKRW94efwQHOgi6ONlC9PS0oKCgsw0q0qtVrfMP8nJyXF2dhYILGKaUBvtDYRarXbJkiW//PILQRCOjo5kIHzppZcaGhrIiYAQ9ChyffPHyV/pTfq9E7eL2aIOb0djArty8f/dxqa5oben0+zZAABgktWprhzVpF9khcZI1nxDsbbpsna3g0mL1afLqxOlVBbFLkLgPceRQu/LE3v0WlltycWW+OfoPSX8mW9p9J6fqvu0TASRLW++3ijNaJJfbWg04niYwDpKLJo7yDlcKGCgKACAIAiNpgdyLHSnvLy8pUuX3rx588KFC7t27bp161ZISEibUgdff/31pk2bfv311wkTJjx0I35+focOHRo6dGjLEqVSuXTp0lOnTjEYDL1ev2DBgq+//jonJ2fXrl3ff/+9eQ+pQ9obCFetWnX69OnvvvuOyWS+99575MIFCxZMnjxZo9FYyBxtyAJl1d3ekrx9hPPwZYNeoXY0gRmZLHtdGh4kAElTqN58BABgrClVXjqsy01lDx4jeXcvhfcUKaA6T1WprU1pasxqtvbheM10sPbpiVn53UWrrK4qOlVTfKGp9hYZ/4ZMiqPSetlM81qdLl0mz2hqSpLKbkhlLmxWlFhE3uoL5PF6unU9Y8uWLatWrUJRlEKhTJs2zdfX9+bNm61XuH///oEDB9hsttFofNRG6uvryZkFLTZu3NjY2FhRUcHlcuVyOTnXfM6cOe+99155ebmLi4uZDqfD2hUI9Xr9jz/+GBcXt3DhwqtXr7YsDwwM1Ov1FRUV3TPuCOpdcIL4Le/o4Xsn3o1YNcR+UIe3c6GKeDsV49DAjyMoUXYIAMBYeV959ag+P9Nq+GS7DQdRVvcFIUyPN2TKa5JluAGXDBUMfs+HamXR4+M7Q6OoqL5/prIgQSkrsnMf4xW6SOI6EqVYYq7Ih8II4p5SmdEkT2qUXm+UVmq1Q4TCSJFwpZfnkYgh/AeKqvc3CoXir7/+2rNnDwBg1KhRAIDdu3e3DoQEQbz++utffvllS+aTdrpz5864cePICQXW1taTJk0CAFAolKlTp8bHx3/wwQddeRhdoV2BsLGxUafTte75ksiZhZ253wP1VU265o+Ttxtx0/fPfCVmdbCvllpPrE/HGrRgUxg60x0F/00NI5i5EqF330Atbb2+Lk1elyqzcmS5TpQIA7h9NB0KUDeX1RSfqyxIUDXdl7iN9g1fIXEb1VvqvKtMpix5Mxn5kqRSAY0eKRaFCaxf9XAPteajFja3QYNhSuMT0l53FSsqhfPfyYJJSUleXl6Pmf8WFxfn7u4+ZsyYp93X2LFjt23bplKpRowYMXz48JZKT8OGDdu/f39vDYRCoZBGoxUVFZEVh1ukp6cjCGKB/VyoZ2XW5nycvH28+6glIfPRDpUOuCcnPszAb9QTH4Sii3xRCiB0uTcU53/DVc3c0TNFr2xAKN00J53ACOkdRW1K0z9zId7y6qtzIeT1t0tyjzWUn8eMWgfvSUFRH4gcBveKyg/VWl2SVHq9UZrUKC1QqgZY88ME1gvcXA6Eh4kZFt1/jS8t35ib9+T1usLrnu6bAv/zBV5aWurk5PSo9cvLy3fs2NH+6kutrV271sXF5ddff/3222/1ev1nn322fPlyAICjo2NJSUkHNmhu7fo2YbFYEydOfPfdd0NCQpD//0lVXFz85ptvRkdH29r24qHSUNfCCfzQ7d9PFJ15L2J1uH1oB7ZQpSY+uoUfK8XfDqbEj6QwUUKbnag48xOgULgjn+/O1DCGZmPtjaaaZJmVPdMuQiAK4vXFuRCEtCajuvB0VdEpBKHYuI4Ln7hLIBlo4ck/jTie06wgI9/VhkYKgpBDXXaEDGgZ6tIrLPV0X+rp3lN7RxCEeHQNh3Xr1j3zzDNkolGtVpuVleXn59fOSfEIgsyePXv27Nk4jv/yyy8vvfTSxIkTPT09CYJALKxTTmrvz+pdu3bFxMT4+vp6eHjIZLKYmJj09HQOh3P48GGztg/qRRo0jR8l/Y+KUn54ZoeI9dSDpFVG8O1d/IscbK4XWjCLxqeYtJmXas/9inKs+VNeR+lXWQAAIABJREFU7r7UMC1zIYpU4gH84GXubElfmylLELi0+mZVYUJV4SmUQrf3GDd4wi6x4xClUmkJ1VoeihzqQvb8suRyVzY7SiyKdbDbNiDI3QoO1usIFxeX6urqR73q4+Nz7969vXv3AgAUCsXZs2c9PDyeNjsMiqJz58597bXXysrKPD09a2pqLDMBS3sDoaur661bt3bu3Hnu3Dl7e3tydOyaNWscHR3N2j6ot8iozf4kZUes5/iXgmc/7Z0YAw4OFuAbM7BoO/Tmc1RXuk6dcrb20mGqxEX44tt09wAztbkNo9JUl95Um9xEZVPsIgQ+cxzRvjUX4mHJP3+32OSfbYa6VGl14UJBpEi4KcBvuFjEtuwcnr1CZGRkYWGhSqXicDj19fU5OTn5+fkymezChQsSiaR1OSBPT8/169fHxsY2NzfPmDHj0KFDDg4OrTd169atlkpB3t7ee/bsIatSUKnU77//nslkkiXWU1NTR4wY0Z3H2E5PcaNFKBRu3rx58+bNAACtVltaWmpj061ztiDLhBFY/O0//i6+sDFyzQDbwKd6L5ks+5003IMHzj5DDWIoVYknahJP0N38RYs30p27KTVMy1wIYSDX72UXjmOfmg6PY4bGqhs1xecr8o9bePJPudGYIpVdq61LkzfflMudWKwIkTBSLHrTx8uXy7XEa2q9GZ/Pj42NPXbs2Pz58/Pz87dt2wYAsLGx2bZt28iRI4OD/82DHxkZSZaSra2tTUtLa1MLcNSoUQkJCQkJCeTTpUuXDhgwID4+fuPGjQiCBAUFXbhwQSgUYhh2/PjxK1eudN8Rtlt7A+GaNWucnJxWr14NAMjOzp4wYUJdXZ1AIDhx4kRUVJQ5WwhZtHpN40fXv6BT6Hsm/k/AfLocHBeqiHVpGJ0C9sdQojhyddKp2sQTzIBw21XbqbaPvIffhTA9XpvRVJsiAwSwjxS6TfGhMvtOP+PB5J9j5p63wOSfBUpVilSWLJUmNcrKNZrBQsEQHvdNb89IGxsBvW+OS7IcGzdufPnll+fNmxcdHX3+/PlHrRYfH08+uHr16ptvvsn777TLB2snAADIGoStHT58ePTo0e7uPXZP9DHaFQhxHP/uu+9++eUX8umaNWtYLNaPP/7466+/vvbaa3fu3LHM+5+QuSVXpX1+Y9dU70lPezn0VhO6OdFUrQGfDEancOtVV4/VZVxmh42SrN1Nse6ONF3KMm3tDVljdrO1L8dzugPfs5fNDX+MhyX//IBpJenpdv3rUUNd5ru6DBEK6ChqIRXq+4OAgICvv/5ap9Ox2pdDdcaMGS0p055WYGBgm6K+lqNdgVAmk6nVarI0oFwuv3LlSlxc3Lx586Kiotzd3SsrK52duze1I9TTWi6Hbol5L9jG/8lvaOWLHHz7bdrmMHQBt1xz5XB9bhp78GjJ+j0UntmTEGI6vOGWvDZZZtLjdsMEgW86c0RWaO8ZZPgYFp78s0anuwmHulikByeIP4ZQ2PH8Ta2vtVqadgVCcogt2e27cOGCyWQaP348AIC8X1pXVwcDYb9Sp274KOkLHp33wzM7eIynGGSox8DSJCxLSlzxvyNK/KupopAz8nnBjBUIw+wZ/f+5C5jdbO3NcZtiZ+3NAQjoA5kkLTb5JznUJalRdr1RStbtaxnqEikWsWBvD7Ik7QqEYrFYKBQeO3Zs7dq1Bw8e9Pf3JyfRV1ZWgs79RoB6neuVqV+mftOBy6E1GvD8BZMPU3NOu8/wVwZz/GzRwvcRmnnnO7fpAoa900eqw1tm8k+lyZQqJSOf/HqjVEinR4pFUWIRrNsHWbh2fSkgCLJu3br169d/9tlnTU1NcXFx5PKLFy/y+XzLnBcCdTkTju3L/uliWeLWmPeDbJ6urHyWlHjuPLaOlTkt5Ruq/2Dmyq84IvMOOX5oF7C3s8Dkn8VqNRn5WrK6RIlFr3q4HxwSJqJbdFYXCGrR3l/H69evDwoKysjIGDRoUGxsLLlQp9Nt2LAB3tPuD+rU9ZuufyFkWv8w6SveU155+70Yf/968zFjvH3hLcGctxg+IebLT9snu4AWlfyz9VCXKw2NVASJEosixaKZTo7kUJceaRUEdUZ7vyPUavWIESMmT55MPr1y5UpaWlpYWFgH8rFCvU5ixY0vU799IeC5OQHPI0/TsSIA2JyJ5aelXazezQsKt14XZ77bgX2vC6iQ5lcWJFQVJhgNKkevSQERa2ychiNoD8T1Rw11+XxAkBsc6gL1fu39UI0cOXL06NHkjMsff/xxwYIF5PLt27e/+eab5mod1NOMmDHu1sHrlamfjvwgQPx0xbZURvDa+ebxdw8s0WaLF6xleA0wRwv7XheQjH8V+cdwzOjgOSF0zBdix/BuTv4Jh7pA/Uq7vjIMBkNmZub27dvJp5988sn48eOPHDny7bffbtmyZdmyZQxGX0vGCAEAatX1m69/LmIJ903awaU/Xc2/YiXx6W/JHxTvtg0ZKpwWh9C7PldLX+oCEgTeWJVWVZhQVXiSxuDZe4wPG/eV2HFId7ZBg2HnGhpvlVUkNUozmuSuVuxIkWisxGZDgK83py+XHYagdgVCqVSK4zg5R6K0tPTevXtffPEFl8tdunTpu+++W1ZW5uPTTamwoG5zrSJle1rcvMCZM/ymPO17k4ubCn/85i1Q4bl0A9316YbVPFFf6gISBNZYmVKR/1dV0d9WPEdHr8nRM45wBZ7d2YZitfp0Td2pmtqkRmkonzdSYrvezydCJIR1a7tcVFQUTEvZYTiOkwV+zaFd3yBkQnqZTObm5vbXX39RqdSYmBgAAI1GAwCoVCozNQ7qEQbM8N2tQ0mVqZ+M+CBA/NQ/cRJOXXO5Ehc6aJzfzHcQald+mfaZLiBBYI2VNyoLE6oKT7O5jo4+UyKe+1Ns93RXnjsDI4gUqexkTe2FuvpyjXakjXiOi9Ovw8IpOp3FVp/oA06ePGk0GjvwRgupCqLVaul0eg+OjjTfrtsVCDkcTmBg4NatW1evXr1nz56YmBgy19z/sXefAVEcbwPA5xq9w9FROlKVoiIooIKKimI3atQYY0yiKSbGJJo3/mOKMbZo7MbeYlfsYAeUIiAovfd+wPWyu++HMyeiXsE7OOD5feLmdvYebmQfZ3dKYWEhQsjKykpFwYGuV95W9b/4DdZ6lv+M/0tPQ7F5afwWRuL+bSaMasMP19oPUNplvdd0ASWbH0k2fwibdVHPyBHHcS6X2wUBNPD59xoaY6prr9bUOujqhFuYbx3kE2RqIpkPyuTxuiCMPotCoXTuUi4UCiWbvHcjgiC6NxGqjrwXlG3btk2ZMuXChQtGRkYHDx4UF545c6Z///6QCHuNWyX3/n6yf77XrE7cDq1Pedh4Zmex7ehpq38w0lFOR7B3dAFf5r+CKxqaBl28+QNOEOktrXF19TE1tZktraF0syhrq/Xentba3X9hBUBNyJsIR40aVVVVVVRU5ODgIFl6PDo6etq0aSqLDXQd8e3QlJq0zaPXORsrtjw81tZcfnx7eUXNk9H/+3KMK/mdc1Xv6AK+nv9CuvD5H1uE3alvuFJTc6WmVotMmWhtudZjQAjdDOb5AfA6Ba4v8fHx//77b1FRUYcVGlNTU5UdFehS5W2Vax9ucDK23xu5RZuqSEeBIDipt+vP7z9uFG6/8PsVru+6kkjv6AK2NeWV55wtzzlLE+e/aWf0TRTb17vTitnsmOraKzW1yc3NQ0xMJlpZ/uDu1l8HpvoBII28iXDv3r0ff/yxr68vg8HQ1ta2trZOSUnBMCwyMlKl8QFVu1l8Z0fagU7cDhU11zFOba1tbPvK+effJ7kMpnc+ZfWOLqB4/l95zlkKVdPGJWpEV+U/LoYlNDbF1NReqqohkdAYC/MljvYXgobqUXvedwhAt5D3T+WXX35ZvHjx3r17Fy1aZGNj88svvzQ0NEybNk28+jboifiYYFvq3sz67C3hvzgZ2StQkyDYj663XDt8vf+UgwOnnhujYdnZ5WJ6QRfwRf7LPUehaNi4RAVHH9U3cemCzy1lc27V1cfV1d+qq3fW051oZXkuaKi/sWJ7IwMAkJyJkMlkVlRUfPzxxyQSiUQi8fl8hBCdTt+5c6efn9+aNWuMjVW+kxxQrrLWip/iN7gYO+6L3KylyO1QUVMt49RWPp//uccfWlZ2cSMo2op3PHA+UfusuUd3AV+s/5J7nkyh2bhEBU06bGCq8tm0GEFktLTGVNdcqakVT3uYaG25N8DXCOb8AfAO5F1ZBiEk3piYTqfX1taKy52cnIRCYXFxsb+/v+pCBEp3s/jO32n/fDxo/kTnsQpUIwj2o+ut1w4zBk8dz57yqSd11cDOjLyoS2KUxNQYuej3xC6gJP8RBG7lGDFk/G5jC5UsHddeI19wt6Ehpro2prrGWlsrytqqw7QHAMC7kCsRmpqaGhoaFhcXu7u7u7u7HzlypKmpydTU9OLFiwghS0tLFQcJlIYr4m1O2J3PKNoW/puDkQL7Z4kaaxinNhMYnjRl49Jcy/0jKFH9FM6CQpao8Ew1r1HguMDC3MVU0erd6L/8d4EgRFaOY/zHbO2C9c+et7Vdqa5tP+3hd28PG22Vb2IMQF9DEu8+L9PMmTN1dHQOHTrE5XJdXFw4HI69vX1mZua4ceOuXLmi6ijbI5PJIpGILN8ocDVZkYHNZmtra8sZs+rkNhasS9w0yMLr84AlmvJvYvdfR1A3bNp6g6nnytClCIq7kcJ9EUYOs/BMNd3PqH+kOYvDUod24XA4WlpaUtqlw/rXNi5Rqsh/4gn14jsukmkPV2vqNMnkidaWUVaWXTbtQU3+XjgcjqamZrdP3CYIgsPhiNule6lJu3T7yjJiBEGw2Ww9pa5/K++DmcOHD4sXB9LW1n748OGePXtKSkpmzpz5xRdfKDEaoCIYgR19dvpi/rWPvRdEuobLX1FYW8Y4sZlE09BZtmVeprmgCSVNohoruMQ6xsNLYmpb8lhu82wNHLv/siKTOP9V5l3EMIG109guWP+6hMO53W7aQ7g5PS40eIAaXPsA6Auk9QjLy8vT0tJkniI6OlqpIckAPUJFlbZW/PZoi6GGwTdDPtUn6+nIOasMx5h3zzHvnjccP7/aY9zkOHyEJWlHEIWq4C/BLOXknag0sNdxmmZN0XxRWU3apUOPsF3+41s7jbNxiVLp/kdCHH/Q2HS5uiamugbDiQnWlhOsLEeZ07txkyP1aRfoEbanJu3SR3uEt2/fXrRokcxTyHlzFXQ9AhFXCm/tyzg632vWtAETCZzgybeYpLCmlHFiM1nPwOKb7XEsswVXRb8NpixyVSwHEhhREddQ+6jZeYaNiWf3/xm/zYv8l38JE/Gsncb5RWxWaf5jCIRx9fWSkS8zbG3+HTrYXUtTTw0uuAD0TdIS4bRp04KCgrosFKBctez63x/9JcKFu8b+aaNvhRAikOz/shCYiHXvvLgjqDsscm8esTZN9O8oaqiVYomBU8PLO1Gpbarhu9KFpquOq/QKeC1FaftrCi/iuNDGJWrwuB0qHf9ZwubE1tXHVNc8aGwUr/kiGfnSZYtuAwDeSFoiNDAwkCwrmpKSwuFwQkND2x+QnJwsEAjc3Lpu+xggD3FHcH/GsVke0bPdp8o/yF5YVdx8cjPFwNjim79F+maLHmJpjcSjSdT+eopkQQJVP2yqiGvoH2luOcykM7+AivHYdQVpe0ufnTTvP9p/7DZTKz8VfZB4wWvJtL9xlhbz7fudDBwMa74AoFbk/YNcsGDB/PnzOyTCgoKCr776qrq6mgp/2Gqjmcv4M+lvBq91+5jf+xnYylnrlY5g0PgGHpp+XWShTUqcRNVRpG15zYKCk1UkMmnQCidNI7Wb5c1pqyhI21uWfdrWdVL4vDiCYqSK3W04GHa7ruFKTc3l6loTDRpM+wNAzcl1kWOxWDk5OaNHj+5QPnLkyIaGhpKSEheXrlhTCsh0rzxha8qeSMfR60LmUcny3pAUlOYyTm2mmFpZrNxBMTTNaCKmxGGzHEm/BVAU2kqiPrWl5HKtTZip7Ui6uk2Tb2vKy0v5u7Yktp/7jDELHmjpWiCEOiwf/47KOZwbtfUx1TV3GxoGGRnNsLVZ7e7WDxa8BkDtyZUI29raEEKv/99ZXNLS0qL0sICiGLzWTck7K5nVG0b+5Goi714/hFDQduMYJyXOaOon2oNGIIROF+PLH2G7gylT7BUYGiNkiQpPV/OaBF5L7XWt1Wuju5aG5wVPdteV3Xf0mT/2gyQNLUPlnl8y7T2PyRxJp8+wszk2NMAQ1jwDoOeQKxHS6XRdXd179+55e3u3L7937x6JRJK+7jaTyfz111/T0tLc3d3XrFlDp9Mlb7W2tm7evPnJkyd6enpz5syZNGmSuPDXX3/NyMjw8vJas2aNiYk6PmRSN4+qUjcl74ywD/0p+BsaRd5LsKAku/nUFpqVvcWq3WRdAwKhDU/xnTn49bFUPzMFOnSSmfIDFtiRKGrUE2ysSs5P/bu1McfFb4lf+AYKVWlrskg2fDhXWS2e9r7WY0Ao3YzW3WsmAAA6Qa5ESKPRZs6cuXr1aktLy+nTp5NIJITQrVu3li1bFhERYWFhIaXuwoULRSLR6tWrDx06FB0dnZCQ0P4tPp+/evXq6urqBQsWnD59OiIiYu7cuVpaWqtXr963b9/06dPv3Lnzjr9h78YWcnalHXxS+/T/gr/2MfeUs9aLjmDqbaNpn2r7BCOEWEI0/z5WzyVSJlPN5c4XL2bK56vbTHmipjg2N3kbn9vkPGhR4MT9ZPmX0ZGqgc+/Xlt3pbo2tq7e09AgysoyNiTY3UB9Z4YAAOQh7xJrLS0tERERqamp+vr6tra2tbW1DAbDzc0tLi7O1vatIzJKS0vd3Nyqq6tNTU2FQqG5ufnNmzeHDHmxSIeZmdmFCxdGjBiBEJozZ46zs/P777/v4+NTV1dnYGDA4/HodHpCQoKPzyuD2mFCvURKTfqGx9uHWvsv8/9Qnh0kcBzn8XiU2hLGyc00G0fjGcvJugYIoQo2ER2LBZiRtgdRNOSOsa2Uk3+80sDhlZnyclJRuxAEXlsSl/1oI0HgLn4f93OfSiJJe1Aqc4k1sdfX/JxsbWWhpeD6Om/Xfom17qUmfy8wob4DNWmXPjqhvj0jI6OEhISTJ0/euXOnpqbG19c3NDR03rx50pcpycjIcHV1NTU1RQjRaLTBgwenpqZKEmF4ePiZM2cGDx5cWVn5+PHjJUuWpKWleXp6iudsaGlp+fn5paamdkiEACHEE/H3ZhxJqEz6ftiXfpbyfj+EgMe5tFeYn2Y8c7mW+2BxYXwtMfOO6AtPivxbSeAiovxGfX0qQ31myuOYsCLvYm7yVk1tU49h31g5RrzjjHiMIB41NV+pqb1QVS3A8TEW5qvcXMdamnfNmp8AgK6kwNB4DQ2NBQsWLFiwQP4qdXV17bcqNDU1lWzhhBDatGnT6NGj9+zZIxAIVq5cGRYWtm3bNinHSwQGBrZ/aWtre/jw4TcGwGKx5I9WdTgcjvy9WJlymgu2pO92NOy/NeQXPZouk8mUpxYhFLCP/kboGOp99qdQU0fIZCKEDhZRfntG3RcoDLPA5TsN4tUJyi80aZpQXT+xouggOT+9AyW2CybiVOWdKc3cr2vk7DH8NyMLP4QQkynX+blcrlAobN8uDKHwXlPz9frGGw0N9trakeb0/d6eg/67+clns/nKirsdcU8dx3EVnFsxavL3wuVyBQKBOvQ8uFwutIuE+vQIORyO/Cua6ejoyIxZtfP/9PT02q/pxeFwJB18DMPGjRu3YMGCb7/9tqGhYfz48X///beU49vbsmVL+4uXtra2lPsG6nBLgUwmK+XWqAATHMw8eavk7ldDPhluO1T+igQmajqwUcPYXHvaMh1dXYSQCEdfJ2E3K4n7URQ3Q/keoSl1pvy7t4uAxyhM/6f46UETK/+gyYeNLQYqegYKhSK+NVrMZsf8t+Z1iJlZlLXVJr9B1tpdNPwVx3EqlaoOt+CQevy9UCgUNbk1SqFQoF0kqFSqmiRCMpncPbdGO8fOzq6srAzHcXEOKCkpmTNnjvit8vLyZ8+eLV++nEKhWFpavvfee9euXfvqq69KSkoIghCPxykpKXnjkNRhw4Z1+5ZGXS+nKf+3xK2ORv0PTthuoKnIXwVBMI7/SSKRjOes4AmECKEmPpp5W6RJQUmTqXImQbWaKc/nNBQ9PVz89JCF/cjQWZf1jeWdLtJBWmvrhfyimJpaLoZNtLZc4eo8km6m1d1/5wCALqbaRBgUFKShoXHp0qUpU6Y8fvy4rKxs/PjxDQ0Np06d+vDDD8U7OkVGRuI4/vDhQ0dHx9DQUAzDrl27NmHChPv37zc0NIwZM0alEfYIGIH9m3PxdM7FT/0+HOMQplhlgmCc2Y4xW82W/EyQKQgJs5qJybFYVD/SlkB558urz0x5dmt5Yfq+itzzdgOmjp4Xq61n1bnzpDIYa5/nZra0LnLofypwsK+x4vsrAgB6DULFrly5YmZmNnToUBMTk8OHDxME8eTJE4QQj8c7cuSIqanp8OHDnZ2dAwICampqCII4f/68qanp0KFDTU1NT548+foJSSQShmFyfnpbW5sSf5dOY7FY8sfcQXFL2UfXvlp5Z20Dp6kT1Vsu7avb8gXO4xAEgWHY+QKu+THB4Xx5gxEwhc/3l6b9WcCq4nbi09+mE+3S2pCTfH3Z5Z0DMu6u4bLqOv3RWS2tMxKTLC5fXZ+T19TW1ul2USIMw1gsVndHQRBq8/fCZrNFIlF3R0HgOA7t0p54rEN3R0HgOM5kMpV7TnmnT7yNSCSSudAom80uLCx0cHAQDwdtP1icy+UWFxcbGBjY2tqS/luJkcViFRUVOTo6vvG2eN+ZPoETxPm8K0efnV48aF6U89hOfG7bjWPczAT6sg1kHX2E0KF87MdU/MIYaoB88+WbMtuKzlWbDzbuH2mu3JnyCrVLS31WXsr2hsrHjj7zXfyW0DQNOveh2W3M9bn5t+rqvnJx/tzFSZtCkXP6hKrB9IkOYPpEB2rSLuozWKbbpk9s3759+fLlHQpxHF+4cOGxY8ek19XV1R048OVABjKZLPm3pa2t7enZcRq4np5e++P7pmpW7fpHf1HJ1L2Rmy106bIrvIb14BLnyV368o3iLJjRRKxKwa+PFvmZyX7CJ5kpP2BhPwOHblst87+lYXJd/D4KGLuNIsdcyTfKaWP+/l8K3O0/SKe7/5IBAGpF3kT4+++/a2pqLlmyRFJCEMRHH310/vx51QTWd3V6E6X2OMmxzLvnzJdvpBgYI4Sa+WhaHLZ9GHmAgewbAG2lnPwTlUYuer7fOCs6U15JiJri2Nykv0RCtmvAZ8OiDpDInXyYXcLmrM/Nu1hV84mTQ/64MQY02CYFANCRvNeFTZs2zZ8/39zcPDo6GiFEEMSyZcuOHTsGiVC56tgNfzzexhXxto9Z38/ApnMn4WYmtF49RP/sD4qJOUIIJ9C8e6IZjqTp9iTpG9S/nCk/08bEoxtuxRAEXlVwNefxRjKZ5izH0jBSlHE4v+X8lwIjI2AVbADA28ibCN97773CwsI5c+bcuXMnMDDw+++/37Nnz8mTJydMmKDS+PqUe+UJW1N2T3YZv8B7FpnUya4YL/dJy5m/zZb+QjV/sfTdj08wngj94k9BSNrU4Bd7yptp+K10oXb5nvI4JqjIu5SbtFVTx9Rr+Gorx86PFi7ncDblFx4vq1jsaJ8XGWEEKRAAIJUCd4p+/PHH8vLy6Ojo6dOn7969+9ixYzNmzFBdZH0Kg9eyMWlHNat246j/ORs7dvo8gpLnjBMbTT/6H83mxdS6mHL8WCGRGk2lktFbl8jo1j3lRUJ26bMT+ak7jcy9A8b9ZWoV0OlTVXC4G/MLxCmwIHKMsQakQACAbIo9Mtm9e3dDQ8POnTv37Nkze/ZsFcXU19wrT/grde84h1FrR6yidfZhGEJIUJ7X+M8604U/aPRzFZcUtBIfPsAuRFDpbx9l8mKmPKUbZsrzuc1FGQfES8MMm3TY2KLzi8rW8/mb8wv3F5fO7W/3fGy4ElfEBgD0etIuuzdv3ty4cWOHQhaLZWhoePr06dOnT4tLYmNjVRVdb8cSsHenH8psyP49dM0AU5d3OZWwprRp/1qTOSs0nV+kE7YITY3DfgmgBFu8dbhNd82UF3Abnz3dVpJ11NIhImxWjN47dIIb+PxN/6XAZ2NHW762fTQAAEincP9DT08vIKDzN6+ARHJ12oakvwOt/feO26xFfacejKixunH3asPoj7U8hkgKP03AfE1JSwa8+VmjkCUq+LdKwBT5LHPQNu/K/hNRkLYv5/EWB6/3Iubf19KVtpmldI18wd+FRTuKiqfaWGeOGd1lS4MCAHoZaYlw7NixY8d2Zh43kE68m25qbcaaoK8GWXi/49mwlsbGXT8YjJun4xcmKdz6DH/aRDya9Ob2bcxsKz5XbT7Y2H2hkmfKS8dj1z+JXSHgMoZOPmNh49Xp8zQLBNsKXqTAjIhRNtpK23oeANAHwbSqrpbVkP1b4lYvuvuB8dt0aO96BcdZrQ27ftANnqg7LFJSmFhHrH+KJU6iar/WvDifKLxa3S0z5asKrqbf+d7ec5ZH0LdsttRpHG/HFIl2FhZvyi8cZ2mRNDrMUQ1W/QAA9HSQCLsOHxMcyjx5q+Tu10M/DbIZIruCLDiP3bB7tY5fmP6o6ZLCWi6adQc7GEJ11O/Y1WNVcHMPV5h6GfitdCbLvxX9OxMKmFkPfq4vfzgs6h9Ta/GGwAonQpZItOO/FJg4KtRZD1IgAEA5IBF2kezG/D+S/nI0sj84cbuBhhLmqhMCftPe/9N09DQYO0dSKMTRzNuipe7kSLvXsmAVL+dAhV2UqXVAZxZs67TmmieIs1AqAAAgAElEQVQpN5abWPmHv3+bSutM9mKLsL8LizbmF4yk0xNGhbgodY1BAACARNgVLhRdO1945avBS0fYDVPKCQlM1HTgZ6qZtdGUpe3LVzzGjDRI3w/s2Nvj1vOz95U6Rlvqusm3/aBSgsRFOUlbS7KO+o3eYOXUmYfNbBG2v6T0j9z84Wam8SND3fQhBQIAlA8SocrVcxpP5V34J3KrhZ65cs6I481H1pM0tY1nf4XarUR6sgi/WUUkT6Z22GWQ28DP2lXqMMnKdKA+T/oaa8rDbC5MufGZhpbJ6Lm3OjE0lI/jh0vL/5ed42dkdH1E0EAjQ1UECQAASKFEiGHYzZs3nz59WlVVZWFh4e3tPX78eA2Nruth9FCHs06Ntx9N1zFTzukIovn4n4RIZLpoDWq3f1BWM/HlY+z2eKrRqw3CaxQ821VqP9GC7meIv3VpGSUryz6T9WDtgKFfOvsuRgrOTxTg+KHS8p+zc32NDK8MH+ZrZKSiIAEAQEzeRFhdXR0dHZ2SkoIQMjY2bmlpIQjCzc3t8uXLrq6uqoywZ6th1cVXJO0J77guQSeJt5tvY5gt+ZlEedl2LQI0NQ77cwjFy/iVrMNnCJ/tLrWLoJv7d1E64XMan8R+zWPXh866rG/spFBdIY4fLC1fl507wED/UnCgvzGkQABAV5B36OCCBQuKioqOHz/O5XKbm5t5PN7ly5d5PN7UqVPfcWvf3u2fp8enDZioT1POw63WKweEVcVmi38i0V72+wiEFj3AJvYjzXd5pTX5LcKsnSU2I826bPnQutK7t4+PMTB1DVMwCwpx/EhZufvNuDOVVeeDhsaGBEMWBAB0Gbl6hAwG4/bt26dOnZo5c6a4RENDIyoqysTEZPjw4Tk5OR4eHqoMsqcqaS1PrU1fMeQTQqCEe5JtN4/zslPoy/8kab4y+3BdOl7HJU6NeqUphUzRs92llkEmVsFdkQUxEe9Z/K/VRTeHjN9pZhMof0WcIM5VVf+Q9dxCS+ufAL9QupJuIAMAgNzkSoQYhhEE8fqu8T4+PgghkUik/Lh6hX+eHp/jMU2Hps0WsN/xVKyHlzmpdyTbzUvEVhF7c/HkyZT20wKFLFHWzhKLwUa2I7sirzDqMpKvf2ZE9wyfF0fTNJCzljgFrnmWTdfU3OvvO9K8Syd1AACAhFyJ0MzMzNfX99q1a25ubu3Lr127Zm1t7e7urprYera85sKcxrw1QSve/VSclDjmnbP05X+Kt5uXKGMR8++JTo+mWuu8fDQoZImydpbS/YxsR6s8tRC4KP/J7oInuweOXGfnNkXeWgidrandUFxmrqW5198XeoEAgO4l72CZX3/9dcGCBRUVFVOmTLGysqqvr79x48bu3bs3b95cUVEhPoZOp+vrd8O25uppf8ax+d6z3nE1bYQQNzOxNeYA/bM/qCavTELgYWhaHLbalzLC8mUWFHGx53vLzHwM7CJUngU5bRUpN5aTKZqj58Vp61nKWSu9pWV5eiZPKNzu6xNuoaT5JAAA8A5Icg51sbS0rKurk37Mvn37Fi9erIyopCGTySKRiEyWa5gPk8nsltyc1ZD9S8LmY5N2i/cXZLPZ2tracsbcHi8vjXHsT7OPf6HZdhx7sugBxsPQiZEvt5IX8bBnu0sNHXQcJlu98Ww4jvN4PB0dJSwxKp4g4eL/iWvApySSXL9Xi1D40/Ock+WVq93dFljQjQzkvYmqOhwOR0tLqxPtolw4jnO5XF01WDe1u/5eOuBwOJqamhQKRfahqkQQBIfDgXaR4HK5Ghoa6tAubDZbT6krTMnbI9y3b5/MudiwPZPE/qfHF/nMeZdddhFCgpLs5qMbzD788fUsuDMbT218ZXMJTIBn7y83sH9rFlQWPrc5LfZrVkvpiGmnDeme8lQhEDpaVr4q83mEhXn22HAzTQ0mk6nSIAEAQH7yXqmjoqLEPwgEgurqaktLSy3YAfUtkmvSmrjN4Q6h73ISYVVR04F1JvNWajh0TDZJ9cTP6Vh8FFX3v9bDBXj2vjIdcw1HFWfB+rL7qbe+snGZMHTCHjJFrrUU0hgty9KfigjicnDgYBNj2RUAAKBrKXBT6MyZM97e3jo6Og4ODjo6Oq6urnv37lVdZD3XwcwTiwfOo5A6fwNBWFPauGeN8ewvtQb4d3irnotm3MZ2BVOcDV48GsSFePY/ZVqmGs4zbFS3yzwm4j+L//VJ3DeDx20fGLZOnizYLBB8kZE5KeHxUieHpNFhkAUBAOpJ3h7hkSNHFixY4Orq+t1331lZWTU0NFy+fPnjjz9mMBirVq1SaYg9y8OKR3yRIMQuqNNnEDXWNO5ZYxj9sZbn0A5vYQSad0/0gStpiv2L/8EQGJF7uELDkOYyS4VZsK0xN/n6Z/omTqPnxmpoyZ7qjhPEsfKKVZnPZ9rZZI8NN6DBkrYAAPUl1xWKIIjVq1dPnz791KlTkiela9eu/fzzz9etW/f5559rwxbhCCGEcII4lHVqie98MqmTSQlrbWrc9YPBmDntt5uXWJWMIYT+z+9FExAYkXOonEwjucxWXRYkCtP35yb95RO6tp/7dNmHI5TSzFiW/lSHQokNCfYy7P4RMQAAIJ1ct0br6+srKytXrlzZYbzQqlWr2Gx2bm6uamLreW6X3deiagZad3LQEM5qbdj5vW7wBN2g8a+/e7EMP1dKnBhJpZAQQojAibzjlSQyye19OxJZJWmQw6x6cGZ6ZX7MyPeuypMFa3m8+clPpiQmfebseDdsBGRBAECPIFcipFKpCCE+n9+hXFwifhfgBH4k69/FA9/vZHUeu3HPGh3fkPbbzUvktRIfx2NnR1PMtBBCiMCJ/BOVGA9TXRaszI+5c2Kcme2w0JkXdA37Sz9YRBB/FRR537ptrEHLGRc+v38/VYQEAACqIFcOMzU1dXd3X7169ZUrVwz+m/7F5/NXrVplZmYGK8uIXSuKpeuY+Vp4d6IuIeA37f1Jw8HDYNy8199lCdHUWGz9YIq/mbgziApOVglZmMfi/mSq8rOgkN+WcfcHRl3m8CknjMxl/zr3GhqXpz+10NR8EBbibtD9s50AAEAh8nbmtmzZEhUV1b9//8jISPFgmdjY2Lq6usOHD0OPECEkxIRHnp1eO/zbTtQlMFHTwXUUM6sO282/eBehDx5gYdakD1zJ4teFZ6sFbSKPxf1UkQUbKuJTb35pYT9y9NybFKqMR7/VXN53Wc/vNTT84uUBvUAAQA8lbw4bO3ZsfHz8b7/9dvPmzebmZkNDw8DAwJUrV44ePVql8fUUlwpuuBg7epi5yT60AxxvPvoHiaZpMvtL9KYhNn88xSvYxLEwKkIIEajofDWnlue5xJ5MU/J6KDguzE36qyTrmH/ERkuHcOkHC3F8Z1HJbzl5nzg57PWP0OruxSYAAKDT5E2Era2tfn5+Fy9ebF8oEokYDIaxcV+fH8YT8U5kn90wcq3CNQmC8e9fBI9jungtIr8hl9ypJrY/x5MmUzQpCCFUeqWWVcnzWmpP0VRyFmxryk+58ZmuQb/w9+9oasvYuel2fcPy9KdOurqPR4c56CphwTYAAOhG8l5P3dzckpOTOxSmpKSYmHTRpq/q7GxuzCALb2djB8WqEQTj7N/C+krTRT+SqLTX369gE3Pvig6FUmx1SQih0qt1LfkszyX9lZ0FiZKsYw/OTnf0WRAY9Y/0LFjJ5c5PfrL0SfpGH6+Y4cMgCwIAeoF3erwnEolotDdcwfsUtpBzJvfy9jG/K1qx9cpBYUUh/bP1JI03LFbHx9C0OOwbH0qEDQkhVHatjpHD9P7UgaqtzJuQfE5D6q2vBFxG2KxLekbSEjkXw/7Izf+7sHiZs+O+AF/N7l6oGgAAlEVGIuTxeFwuFyGE4ziTyWQwGJK3uFzu+fPnbWxsVBug2juZfT7Ydkg/A1uFarXdOsnLTqYv29Bhu3mJ5Y8wGx3SCm8yQqj8Zn3zc6bXpw5UHWVmwaqCq+l3vrf3nOUR9C2ZLO0/NDHVtV9kPPU0MHgSMbK/MjavAAAA9SEjEe7atWvFihdby44bN+71A37/XeGeUG/Sym+7VHB977jNCtVixcdwkmPpn28k6755yvnRQvxBDZEcTSUhVHW/sSGt1fszB5qu0rKgUMDMevBzffnDYVH/mFoPlnJkIYv9RUZmEYu1y2/QWEsLKUcCAEAPJSMRhoeH79mzByG0cuXKpUuXOjm93A9IR0fHx8fHx8dHtQGqt2PPzoTbh1rpKZAhOCm3mbfP0Jf/STF489O4jCbimyTs7gSqAQ1VP2iqTWz2/sxRw0Bpc1Saa56k3FhuYuUf/v5tKu2te61xMGzDf/dCLwQN1YB7oQCAXkrG5dXb29vb2xshJBAIpkyZAjdC22vkNt8ovnNwwjb5q3CzEltj/jH7bH2H7eYlmvloWhy2I4jiYUSqfcyout/o/ZmDsrIgjgvzkzdV5Z/zC//TyjFCypEx1bWfZzwdbGycHjHKTgcWkgUA9GbyXmGXLVum0jh6osNZpyY6jzHTMZXzeH5+OuPfbfSlv9As3jz3HCfQ3LuimY6k6Q7kumRGRWy992cOWiZybfsnE4GLkq8tFfLZ4fPiNHXM3nZYHpP1RUZmHY93dEjAcDN5fzUAAOi54H5XJ9Wy6x+UP3rPY6qcxwtKc5qO/GG66EearfPbjlmTiglwtM6fUp/aUnatzutje6VlQQJPufkFJuT6j9v7tizIFmFrn+eE3nsQaWmRGj4SsiAAoI+A1dE66Z+nx6e6TTDQlGtpTaymtO3wLybzVmo6dtxuXiKmHD9RRKREU1uy2kqv1Hp94qBtrqmkYIn026v4nMbAqENCEfGGtxE6W1n1zdNnoXSzzDGjzTWV9bkAANADdEUiLCoqOnXqFELovffec3R0lJQ/fvw4MzOz/ZFLliy5fv16RUWF+KW+vv57773XBREqqrytKqUm/cvBH8t1NEGwT281nLL09e3mJQpaiY8eYjFjqOT8tqIL1V4f2+tYKC8L3vmhrSlv+NSTZIqmUMTr8HZGS+vy9KccDDsVOHiYKSyPAADoc1SeCAsKCoYMGfLRRx+RSCR/f//k5GQXFxfxW5WVlU+ePBH/nJ6e3traumTJku3bt/P5fGdnZ4SQmdlbH2V1r/1Pj872mKJLk2tGHS8nFZHJWgOHv+0AtghNjcPW+VOcm9j556o9P+qvY/WGKfadk/Xw15a6zBHT/qXSdHEcb/9Wi1D40/Ock+WVq93dljk7Ujq7mTAAAPRo8iZCLpe7Y8eOixcvlpWVsdns9m81NzdLqbh169bZs2dv2LABIcRkMrdu3bpjxw7xW9OnT58+/cXee2FhYdOmTRP/vGjRorlz5yr0a3Sl/Oai5w25Pwz7Ss7jmXfPaYVEv3FBbbFP4jFfU9IMEifvRKXnh/31bJU2SvN54vq6snsh089SNfTalxMIHS0rX5X5PMLCPHtsuJmmcp5EAgBATyRvIlywYMHZs2dDQkKio6N1dd86+ex1d+7cWb9+vfjncePGrVq16vVjiouLExMTT5w4IX6ZkJDQ1NTk6ek5atQokvp1U/Y/Pfa+10wtqly3LoXVJaL6Cm2voLcdsOUZnsUgbrjz8o5VuH/QT6+f0rJgwZPdVflXQmde0NAyal+exmhZlv5URBCXggOHmPT1BdMBAECuRCgQCC5evPj777+/MY1JV1NTY25uLv7Z0tKyurr69WP++eefyMhIa2trhFD//v0xDCssLNyyZYu7u3tMTAzltS1+li1b1j5B0un077777o2fzuPxlLsa6vOmvJKW8h+HrODxOj5seyNm7Cmt4Ci+UETm8civzUl/3EBan0GK8+KUHK9xmmOpYU2R87QylWQeKHt2bFj0KYKsLzlnM1+w6tnz282MX9zd3rO1ISGkrI9TlNLbpdNhIIReb5cuhuM4j8d7/d9511OfdiEIotu/EIIgoF06hIHjeLd/IeJ2kX8fXA0NDZl/43Kdq6WlRSgUjhkzRs4Pbo9CoUgeTb1xkW4Mw44ePbp9+3bxy127dol/+OWXXwYMGHDp0qWpUztOUXB2dm6fCI2MjN7WNhQKRbnNdiT73wVes7TetEz26/C2ZmF+usGUpVycRKFQOjRGLRfNe4gOO3E552ud51gbOittDc/ynH9LMg8Mn3pWW99KUtgiFEYlp/ro6WaNHmlA6+bRwkpvl3cJo9sTIYlEUqsvpLujeBFGt0ciTsbdHgaCdnmVou0iz21FuS6IdDrd2dn52bNnvr6+cn62hLW1taQXWFNTY2Vl1eGAGzduCASC8ePHdyg3MDDw8/MrLCx8/ZxffvmlnBcvGo2mxP9JpdZkNPEYkc6jKSS52qA18YpOwGhNA2MRm02j0drHLMTR3Aeib60ExjeqXWbbmLjLNQ1DHmXZp/OTt4bOOKdr2F9SyBZh05JSg81M17u56KjBSjHKbZd3DKPbEyGO42qykYtatYs6XHDV6gvp7ihe9GR6ZbvIdQkgkUgHDhz49ddf79y502HkoUwTJky4cOGC+Ofz589PmDABIZSTkyPJjgcOHFiwYIH4t8JxHMMwcXlzc3NqauqAAQMU+jiV+ifz+Ic+c+XMgoSAx066pRcy6Y3vfvUYc+ULAu+Vu8y0MfFQWhasKrjyLOH34VNPts+CHAybEJ/oqq+3ZaC3sj4IAAB6DXlvkS1evLisrGz06NGampo6r27EI33U6Oeffz506NAZM2aQSKRHjx4lJSUhhD777LPw8PAffvihsbHx6tWr6enp4oObmpr8/f1DQkKoVOqtW7dCQkImTpzYqd9L+eIrk3giXmi/YDmPZz++qekykGrasQeMEDpRhD8v4P1eVOE41crEU2lZsLroRsbdNSOmntI3cZEUcjEsKv6Rg67OXn9fRLxhNj0AAPRx8ibC999/n8VideIDrK2ts7Kyrl+/jhDat2+foaEhQmjLli3GxsYIIYIgbt265e7uLj7YzMwsJiYmKysLw7Dly5f7+791BnoXwwniYOaJjwbNJ8s5ihXHWQ8umsx7w9iizGbiz/vcv8sqnaKtzAYZKivCurL7aXHfBkcfMzB72YcW4PiMR8lmmhr7A/zIJBIOiRAAAF4jbyJcs2ZNpz/DyMiowwIxAwcOFP9Ap9PpdLqknEQiDRw4UPKu+rhb9pBKpg6zCZDzeG5WAsXARMO+431dBh99EsPbWlrpMtmC7qe0LNhQEZ9y/dPAqIPGFi93xRLg+PRHSdoUyvGhg2GyPAAAvI20Z4THjh3T1dXdtGkTQsjR0VH3Lboq1G6DE/ihrFMfD1pAQvKmE+bd83ojp712HvTZde5PhRVukXRzf6M3VuyEpprUpGufDJ24z8xmiKQQI4j3k1OpJPKJoQFUyIIAAPB20nqEnp6eX3/99ZAhQxBCS5cu7dyt0V7gevFtYy1DP0t5tyAWlGTjTIa2Z2CH8g0J/Nkp5e6RdMthSlvSs6X+2aPLiwLG/kW3fTlnX5wF24Sii8GBtO4eEgkAAGpOWiL09fWVzJf49ttvuyQetSPERUefnf4x+Gv5qzDvntMbOQ29moFu5wtdrpY6jzSxG660LNjamJ1wca5/xEZL+1GSQpwgFqY8aeQLLgcHakIWBAAAWeR9RshkMv/8888LFy7U1NR0mEEhfdRoT3e54IaDYT9PM3lncYiaavnFz0zmftO+sKwBazpSZTvU2GMM/W0VFcViFCdcmDsw9Gcrx5cLHRAIfZr2tIzNuT4iWKu7p/sAAECPIG8inDNnzvXr1ydOnBgZGdntE5C7DB8TnMw+/3uYAgOFWPfO6w6LJGm+Mmk99UiDprvB8GhzZQXGail5cHa614gfbd0mSwoJhJalPc1qbb0ZEqxLhSwIAABykSsR8vn8GzdubNq06YsvvlB1QGrlXF6MF32Ai7Gj7EMRQgjhHBbnyV2L7/a0L3z8lKPPFY2fpbS+IJdZHX9+tnvgin4DXll8blXms7SWllshwXpyr8IHAABArr5dW1ubSCQKCQlRdTRqhS3knM65+IG3AjsDsxOvansFUgxeeQqYe72BO8iIRlXO0E0uq/b+2WlOAz9w8J7Xvvz7rOexdfXXhgfpQxYEAABFyJUI6XS6h4eHZP2XPuLfnIuB1gH9De3kPJ7ARKz4K3qhU9oXZhXyzBjciHDlLKjN5zbFn5/l4DXXxX9p+/Ifn2Vfr62LCx1urNH9CxICAEDPIu/TvkOHDokHy3A4HJUGpCba+MwL+Vfne8+Svwr3yV2aZT+azSv3UZNiGtu8THS0lPBUVchviz8/29Yt2m3wsvblP2fnnq2svjki2FQD9tcFAACFSbuNduLEiWXLXl5zuVzu1KlTSSSSkdErk8F75ajR48/Pjuo/wlrPUv4qzPsXDaMWtS8prBLYVjOHLHRF6F23/RPy2x6em0m3C3Yf+lX78i35hcfLK+6FjbDQkmujYAAAAB1IS4Surq5LlizpslDURxOXca0o7sCEv+SvwstLQzim5ebXvvBuTJOOi6GJMYXNfqd4MBE38dJ8U+vBPiFr25dvKyjaWVR8PyzESkuu/REBAAC8TloiDAgICAiQd3XN3uTIs3/HO4XTdczkr8IST6Jvt5hZDQO3KW7x+cr5HYPBRLyEi+/rGTkODPu5ffk/JWWb8wvvhY2w1oYsCAAAnSfvsytLS8vExMQOhY8ePZJn89+epY5df6fs4WyPqbIP/Y+wplRYXazjG9q+8NrlhiYbPVurdxq9gmPCx1cW6+hb+0VsRO1WOj1YWvZzdu6dsOH2ukrb1x4AAPqmdxrEgWEYtdcN1j+QeWKK6wRjLQW2hmDdu6A3YjKJ9nKsSguXoGc3D5ugQJ/ydTgufHz1IwpVyz9iM4n0sqWOlJWvzsq+GRLk2AdWPAcAAFXrfCLkcrk3b960snrDxrM9V0Vb1aOq1BkD3ryt/BvhrBZuVqJu0Pj2hRdimpmm2s7O2m+rJRNBYKk3Pich0pDxu0jkl//bOFtZ9V3m87jQ4QP0lbajLwAA9GUy+nNbtmxZsWKF+Ofg4Ddszv7DDz8oP6jus//psdkeU/Q19OSvwnpwSccvjKxrICnhCgn9jEbn2bbvEAiRFvctn8cImnSYTH55c/VCVfXn6Zm3QoI9DCALAgCAcshIhMOHD1+/fj1C6Jdffnn//ff79+8veUtXV9fb2zs0NPTttXuY4payZw053w9TYBk5QsBnJV43/3Jz+8Lzt1o1tCiDfDp935JIv/0di1EYPOUkhfpyUsSN2rpP0jKuDg/yMjSQUhkAAIBCpCVCgiB8fX0DAgJIJBKfz587d277RCgmEol6zWPCvRmH53hO16IqMAiTnRKr6ehBNbOWlIhwJEpqdBjb+fW1sx6sa2l4PmLqKSrt5UCY2Lr6BclPrgwf5m+stB19AQAAIOnPCA8dOkSj0cQ9wh07djg7O9PepKtCVa2cpvzilvJJzmMVqEMQrAeX9F/dif7CA6YBjgcFdbLT9izh9/ryB8HRx6ntbs8+bGyal5R6NmjoYBPjzp0WAADA20jrzA0ZMmTjxo0jRoxACP3vf/9jv+O0cPW2N+PIQu/ZNIoCeZ377DFZQ1vDwVNSQiDU8qDROYSOOjWpJPvRxtri2JAZ5zTajVlNbGqenpj077AhI8xMO3NSAAAAUklLhJ6enq2trZ6engihpUuXSjmyp3tS+7Se3TjWcaRCtVh3z+mPmt6+5NoTjhVXEDq6M3cvC9P2VeRdCJ1xQUPrZbfvcVPzlITHJwMHh9HfaSYGAACAt5ExfWLOnDmGhoYBAQHfffddTExMa2tr14TVxf55enzRwLkUkgKb2Qoq8rGWBu2Br4ykLY1tJA8xIVMU7g8WZRwoenowdPo5Ld2XDxfTW1qiEx8fGOw3ylxpexkCAADoQMY4l82bN9+8efP+/ft//PEHQohGow0ZMiQsLCwsLCwoKEhHpzcsa5JYlcwRcUf2G65QLdadc3qh0Yj8Mnfey+U7MjjhkQrPmih9fio/dWfIjPNa7db4ftrSOv7ho73+vhOsFFj4GwAAgKJk9AinTp26Z8+e3Nzc6urqkydPfvjhh83Nzb/++mtERISxsfGIESP+7//+r2sCVRECEf88PfHRwPfJiqwVhzXX8/LSdIaOaV/49FqDwMeIpuCOS5X5Mc8T/xg+7V9dw36Swlwmc3x84tZB3pOse9V6BQAAoIbkvWpbWVnNnj17165d2dnZtbW1//7776RJkxITE9etW6fS+FTtblk8hUwOsh2sUC3mg4u6gWPJWi9nCmZUCgfUMMMnKvYkr6rw2tN7P46Y+q++sZOkMJ/Jirif8KeP1yy7d5mSDwAAQC6KTQGsra29/5/s7GwtLa0hQ4aoKLIugBP4oaxTXwQsISkyyhPncTgpcRbf/N2+8O7lpv6uBrqGCnyfdaV3029/N3zKcQNTV0lhIYsd/iD+N2+POf3s5D8VAACATpN94a6rq3vw4EF8fHxCQkJaWpqOjs6gQYOioqL++uuv4cOHa/XknfBuFt8x1DTwtxyoUC124jWtAQEU45ejWgqbMNfSlmErHKXU6qC+/EHKzc+Do48amXtLCss5nDEP4le7u73fv5+UugAAAJRIRiIMDQ198OCBsbFxcHDw7Nmzd+zY4e/v3zuWkhHh2JFnp79TZEE1hBDCMdbDy6YfrGlfFnO5qZ+tjomlxtsqddBUnZJ8/bPAifuMLQZJCiu53JH34r9xc/nY0UGxkAAAALwDGSmtrKxMQ0MjPDw8LCwsNDTUw8Oj12xAGFN4o5+B7UBzT9mHtsNJf0A1s9Lo9/JmZlUbbp/XPHhJx8Xn3qa55smjmEVDx+82swmUFNbx+BH3E5Y6OXzqpEC3EgAAwLuTMVgmNjb277//1tDQ+O2337y8vMzNzadOnfrXX39lZGTgON41IaqCABMcf37uA5/3FK3Iun+xw1exE/kAACAASURBVJpqZ68zcBNNW0e5dlxqbXieePmDgDFb6HYvJyDW8/mj7j+cb99vpZuLovEAAAB4RzISoYuLy0cffXTs2LHKysqCgoL169fr6elt3rzZ19fX1NR00qRJGzdu7JpAletc3hVPM7cBpoolHn5hJs5ja7m/HGLazEP0p03e4+Sa8N7amPPw/HuDRv5q6RAuKWzkC0bfj3+vn933A1yl1AUAAKAiCkx6c3Z2/vDDD48cOVJWVpaRkREeHn7lypWVK1eqLjgV4Yp4p3MvfeAzR9GKzLvn9UdOQ+1uDp+61aajTXb1kb1/IaulOOHC3IFh/7N1jZIUtgiF4x4mTLGxXuPupmgwAAAAlEKBYS+tra0PHz4Uz51IS0vDMIxMJnt7e8uuqWb+zbkw2MrX3lCx+QmihipheZ7pwpcbEbNFSCO1wSlSdneQy6pOuTLXfdjXdm5TJIWtQuGYBwkhdLOfPd0VigQAAIASyUiELBbr8ePHcXFx8fHxycnJQqEQIeTo6Pjhhx+Gh4ePHDnSzKyHLQbNFLAu5l/bOfZPhSvePacbPIFEezk09OR9lhWOeQ2VueMSkRH7qYvfEgevuZIitgiLin80zNRk88Ce9z8JAADoTWQkQm9v79LSUhKJ5OXl9cknn4SFhYWEhJia9uD9gI4/PxtiF2Stp9gCnjiHyc14aPH9XkmJEEfchEazUFMSWcYw2priOEzEd/BZKCnhYNjE+ERXfb2tg3wUCgMAAIDSyUiEixYt8vT0DAkJ6XE9vzdq5jKuFsYemPCXohVZDy9rDxpB0X+5QdK/KVxXDm9wmOyZ77lJW1wCviSRXjyO5WJYVPwje12dvf6+vWQmCgAA9GQyEuGPP/7YNXF0jaPPT49zGk3XUSypEyIhO+Gq2WfrJSU4gWruNPYLNCHTZIw2qi29IxKyze0jxC8FOD7jUbKZpsb+AD+FlvkGAACgIoptldCj1bEb4kofzPGYJvvQV3FSb9NsnWkWLzt/F5/xfVpYQWNl3yLOTdrqHvi1uDsoxPHpj5K0KOTjQwdTIAsCAIB66EOJ8FDWyWiX8cZahopVIwjWvfMdJtHn3Gqk+BhRtWVs5FtXdk/Aa7FxmYgQwgji/eQnVBL55NDBVMiCAACgNvpKIqxkVidUJs90n6xoRV5OKiJTNJ1fjmqJLRIF1LUFj5d9fzU3aat74FckEhkjiAUpaa1C4cnAwTRyX/nOAQCgR+grF+UDT4/PdI/W15A9870D5t1z+qNntJ9E/+h6I+6ir21Mk16xvvwBj91g6zoJIfTN89wmgeBicKAmZEEAAFAzXbGPRENDQ2JiooWFxdChQ9uv2Z2Tk8PhcCQv9fT03NzcEEKFhYVZWVkeHh7il++upKUsrS7rm6HLFK0orC4R1VdoDwqRlCTX4n4VLcFfyt4gIufxFvfAFSQSJY3RcqW+PmdsOGRBAABQQypPhImJiZMmTQoLC8vOzvb09Dx9+rQkF/722285OTnin4uKiiIiIk6fPr1r1661a9eOGjXq3r17K1euXLFixbvHsO/p0XmeM3Rocq2L3R7zzhm90Ckkystv6fqV5gAbbQMrTekVGyoSeOw6O7fJCKGvnmatcXHW7xV7VwEAQC9EqFhYWNimTZsIgmhra7O1tb179+7rxwiFQmtr65iYGBaLZWRk9OjRI4IgsrKydHV1GQxGh4NJJBKGYXJ+eltbW25jwdTzC3kivqKRi1oaq36YgXGYkpLnTdiZ73IbCtky694/PbX0+WmCIM5UVA68dbuVyZQ/ZtXBMIzNlh18F2hra+vuEAiCINhstpq0C4vF6u4oCEKd2kUkEnV3FASO49Au7XE4HDVpFyaTKfs4Raj2Zh2Dwbh///57772HENLX1584ceLFixdfP+zatWs4jo8bN+7evXsmJiaBgYEIIS8vL0dHx9jY2HeMYU/G4Q+8Z2tS5N01V4L14KJOwGiy9svHimevteoYa5g56Uiv2FSdwmFV9xswRYDj32c93+jjBZMlAABAban2fl11dTWFQrG0fLGemZ2dXXp6+uuHHThwYOHChVQqtaqqys7u5VrYdnZ2lZWVrx9/5MiR9s8aDQwMJk2a9MYAshqya9n1Ef1HYhimUOSEgMdOumX6+SZJxQo2YZ/b5DWDLvNUzxL+cA1YjhOkzfkFngb6I81MJT0PhWJQOhzHMQxT9KtQBbUKA9pFAsJojyAINYkEwmhP0XYhk8ky95NXbSIUCARUKlUSBI1G4/F4HY6pq6u7du3a+vXrJcdL3qLRaHw+//XT3rx5s/1LCwuLsWPHvjGAo7ln5g6YhglFGBIpFDkv4SrV0QvTM8H+C+DITX4AjTBzfnNIEoy6NHZrqbn9hComc1N+YdywIXw+n8/nk8lkcncPlsFxnM/nUygypj92AYFAIP1r7Bp8Pp9EIqlJu1DV4Cmy+rQLQqjb/6ESBAHt0h6fzycIQk3ahUaTMW5fQktLq5sToaWlJY/HY7FYenp6CKGGhgZra+sOxxw+fDgwMHDAgAHi4xsbGyVvvfF4hNDx48flvHit8P/EydxR4cXMcLwt6brJvFUaOi/ugjbxET2r1jmSrqMr477ok/S/3QO/0tM3/OZJxgL7/gPN6QghgiC0tbXV4YJLJpN1dGT8Cl0AwzB1CAMhpKWlpQ7tQiKR1OELUZ920dTUVIcLLkJIHb4QNWkXEomkoaGhDu1CEIRyvxDVXgIsLS2dnJzu3Lkjfnnnzp3hw4cjhHAclxxz6NChDz/8UPxzYGBgbm5uXV0dQqi1tTUtLS0oKOidAtAx78SSntzMBIqBiYb9AEnJgXtsJ0zoMkTGqjTNNU9YzYX93WdmtzEvVFX/4A6bzgMAgLpTbY+QRCJ9++23y5Ytq6+vT0lJYTAY06dPRwhRqdT4+PigoKD4+PiKiopp014sYGZraztr1qzp06cvXrz4yJEjEydOdHZ2VmmEb8S8d15/9AzJyzYhIiU1WIaZkigycmr2401uQ74gU2hfZST/5DnAREPhEToAAAC6mMpvfy9ZssTCwuLWrVtWVlaJiYna2toIoQ0bNtjb2yOECII4ePCg+Map2P79+/fv35+YmBgdHb1kyRJVh/c6QUk2zmzR9gyUlBxM4g3k8jxDZOy4xKjLbGvKC5p06EpNbQWXu8RR9qR7AAAA3a4rngNPnjx58uRXFvn85ptvxD+MGDGiw8E0Gu2TTz7pgqjehnn3nN7Iaei/50Z8DLU8aDAcakzRlHEbOfvRnwMGf46Tad9lPt880BtW1gYAgB4BFv16haipll/8THdIuKTk6FNBUCvLN1zGjkst9VktDc/6e87eUVjcT0d7nKWFiiMFAACgHJAIX8G6d15v2HiShpb4JUag4jtNOj5GND0ZXefsRxsHDF7ehpN/z83b4OOl+kgBAAAoByTCl3AOi/Pkru6IKEnJmVxRWEOLf6Ss7mDDc0bdU3uvOWuzc2bY2ngZGqg4UgAAAEoDifAlduJVba9AioGJpORJbDPNWV/LRMbgz5xHG90Gf1bIFZ0sr/zJw13FYQIAAFAmSIQvEJiIFX9FL3SKpORqKR5W3RwgawPetqa85tp0B+95Xz/N+n6Aq5kmTJkAAICeBBLhC9wnd2mW/Wg2jpKSuFsMTSstfRst6RWzH/3p6v/J/WZWLpP5qbOj9IMBAACoG0iELzDvX9QLmyp5+bCGGFbW5DeeLr1WW1NeY1VSP++5X2Zkbh7oDVvvAgBAjwMXboQQ4uWlIRzTcvOTlFyIbTHWp5i46EqvmPN4s2vApwcrGsw0NSdZW6k4TAAAAMoHiRAhhFjiSfT/TYHPbCa8Cpu9I2V0B5nNBQ2ViXSPuT9n5/4JUyYAAKBngkSIhDWlwupiHd9QScmR2yw7Cm7pI2MWRM7jLS5+H/9eUD7R2tLf2EjFYQIAAFAJSISIde+83ojJJNqL0Z7FTKL/80bXCDMkdYk0VktxfcVDssusg6Vl//OEKRMAANBT9fVEiLNauFmPdIPGS0r2POR6Cvh2Q2T08HIebXL2XfxddvHXri5WWjJGlgIAAFBbfT0Rsu5f0vELI+u+uAtay0UGaY02I83IVGn9QVZLSV3Zvfp+U9NbWr50ceqSSAEAAKhEn06EhIDPenRdL+zlJPpdSbxANttphLH0irlJWxwGLf76WdF6by+t7t6vGQAAwLvo04mQnRyr6ehBNbMWv2wVIOHjJrMhJlQtabmN3VJaUxz3yCySRibNsLPpkkgBAACoSh9OhATBenhJf+Q0ScHuNOGoljb30TKW2M5N/st60OK1uaVbB/nAloMAANDT9d1EyH32mKypreHgKX7JEaGq+CZDL0MNA2k7LnHaKmuKb53THjnanD7ERMYdVAAAAOqv7yZC1t1z+qNmSF4eeC6a0NTiNVbGEtu5SVt1PT/cV169zgumTAAAQG/QRxOhoCIfa2nQ9gkSvxTiKOseQ99BR5sube8IDrOqqvDqXkrgMmenfjo6XRIpAAAA1eqjiZB155xeaDQivxgUc6IAi6pr9pajO8hyXxrf3PaNq4vqYwQAANAV+mIixJrreXlpOkPHiF8SCN2/22JorqHfX1onj8usriy4uh3z/s3bQ5cKUyYAAKCX6IuJkPngom7gWLLWi50lLpbiY6tlL7Gdm7It1/kzPkGa289O9TECAADoIn0uEeI8DiclTm/EJElJzL02Cy2SkauelFo8dl1x/vWdAoetg3zIJJg0AQAAvUefS4TsxGtaAwIoxubil7eriRFlzR7j6NKX2M5N3nbP/tOhpmYjzGTMMgQAANCz9LFEiGOsh5f1R77cif7oA7YDLqIPkrbjEo9dl5V38yTf+jcvT9WHCAAAoEtJmzze+3DSH1DNrGi2zuKX6U3EoIImpwgzEllafzAvZcc5m0+W2Ds66cnYsB4AAECP07d6hKz7F9uvqbbjIXcQj2szVNqOSzx2/b2C+CTC8rsBbqoPEAAAQFfrQ4mQX5iJ89ha7oPFL/NaCbvsJrsRpmSatC8hP3XHSfrCdd6eBrS+1XsGAIA+og8lQubdc/ojp6H/xnxuT+KHtrH6jzCRUoXPbT5VlM3RtvzAvn+XxAgAAKCr9ZVEKGqoEpbn6wSMFr+sZBOa6c0WQ4youtKmxj9P3nHcaNqmQYMoMGUCAAB6qb6SCJl3z+kGTyDRXiwl+leaaEJLq+NIaWuqCXiM7SWVPqaWERbmXRIjAACAbtAnEiHOauWmP9ANniB+2cRHzKQmEw99TWOalFpJyXsu6Ydv8gvokhgBAAB0jz6RCFnxMdq+IRT9F9sHbn8qmtrc4houozv4e1nL+/1sXPWlrTgDAACgp+v9iZAQCdmJ1/RCo8Uv2SJU9Ihh3E9bx0pLSq0bSYeStP1+GgjdQQAA6OV6fyLkpN6m2bnQLPqJX+7KxmY3MdzGSltiW8hv+1+VaI2bk4mGtO0JAQAA9AK9PRESBOveeckkej6GHse3GhtSDByk7bi0P+EoQ8t6madvl4QIAACgO/XyRCgqyEAUqqazj/jlkQJ8ZmPzgHHSRoFyea3r66ibB/rQyL38ywEAAIB6fSLkJ8Toj5ou/hkj0JV4phWZMPHQl1Jl3cPTlloa0U7eXRIgAACAbtbLlw3TDJ2i7TVE/PPZEnxyTbOb1B2X6lmMXQytm8P8uyg+AAAA3a2X9wipjt4kyotkf/wR10UkoPsZSjn+m/jLEZqtQ+w8uiQ6AAAA3a+X9wglblQSo8qaHEaZkihv7Q/mtzTGtJHTQ8d0ZWAAAAC6V1f0CAmCqKqq4nK5b3xXJBJVVFS87V1l2f2Y58fmWAVKW2J7afzNhVo19hauKo0EAACAWlF5IiwpKfHx8QkODra2tt64cWOHdw8fPmxpaRkYGGhpaXno0CGE0Pjx40n/cXR0VEoMSfWEX2GTXbAxRfOtv29sdWUOi786aIpSPhEAAEBPofJE+PXXX0dERJSWlqampq5bty4vL0/y1t27d1euXBkbG1tVVdXY2BgZGSkuP3bsGEEQBEEUFxcrJYbNyfzQFqbNCNO3HYARxPLkxBU65WZmLkr5RAAAAD2FahNha2trTEzM8uXLEUJOTk6RkZEnTpyQvLtt27Zly5b5+vriOE6j0SwsLCRviUQiZcWQ00LY5DAs/Q019N/6QHRfYYEGp/LjoNnK+lAAAAA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"metadata": {}, "output_type": "execute_result" } ], "source": [ "## KNN classifier ============================================================================\n", "using MultivariateStats, MLBase, AMD, NearestNeighbors\n", "function knn_classify(labels, X, k)\n", " N = size(X,2)\n", " W = fit(Whitening, X)\n", " X = MultivariateStats.transform(W,X)\n", " tree = NearestNeighbors.KDTree(X)\n", " map(1:N) do i\n", " inds, dists = knn(tree, X[:,i], min(5k+1, N-1), true)\n", " # mode(labels[inds[2:end]])# Discard first self match\n", " ul = unique(labels[inds[2:end]])\n", " ul[1:min(k, length(ul))]\n", " end\n", "end\n", "plot()\n", "for (i,X) in enumerate(manyX)\n", " kvec = 1:12\n", " accs = tmap(kvec) do k\n", " nns = knn_classify(labels,X,k)\n", " mean(labels .∈ nns)\n", " end\n", " plot!(kvec, accs, ylabel=\"Within top k classes\", xlabel=\"k\", xticks=1:12, lab=string(modelspecs[i]))\n", "end\n", "current()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below, we'll visualize the confusion matrix associated with the classification. AMD is used to rearrange the confusion matrix to form nice clusters" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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0.6286384976525822\n" ] } ], "source": [ "yh_erd = first.(knn_classify(labels,manyX[end],1))\n", "cm = show_classification_results(yh_erd);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll now do exactly the same thing but using the Optimal Transport Root Distance (OTRD). It will take a couple of minutes to calculate the full distance matrix here." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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(2130,))\n", "mean(labels .== yh) = 0.748356807511737\n" ] } ], "source": [ "d = OptimalTransportRootDistance(p=1, β=0.05, divergence=KL(0.5))\n", "# @time D = distmat(d, models; normalize=true, tol=1e-4, iters=2000) # This takes a while (2 min) to compute. Make sure julia is started with multiple threads\n", "# serialize(\"D\",D)\n", "D = deserialize(\"D\")\n", "\n", "yh_otrd = predict_nn(labels, D)\n", "cm = show_classification_results(yh_otrd);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once again we do exactly the same thing, but this time for an optimal-transport distance calculated between spectrograms. This will take quite a while to compute (10 minutes unless you have a large number of cores in your CPU)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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(2130,))\n", "mean(labels .== yh) = 0.5568075117370892\n" ] } ], "source": [ "BLAS.set_num_threads(1)\n", "d = ConvOptimalTransportDistance(β=0.01)\n", "spectrograms = melspectrogram.(sounds, fs=fs, fmin=50)\n", "# @time Dc = distmat(d, spectrograms; normalize=true, tol=1e-3, iters=50)\n", "# serialize(\"D\",Dc)\n", "Dc = deserialize(\"Dc\")\n", "\n", "yh_c = predict_nn(labels, Dc)\n", "cm = show_classification_results(yh_c);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last distance we'll consider is the Kernel Wasserstein distance" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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allocations: 7.886 GiB, 13.93% gc time)\n", "(size(inds), size(labels)) = ((2130,), (2130,))\n", "mean(labels .== yh) = 0.7694835680751174\n" ] } ], "source": [ "## NN classification with Kernel distance\n", "d = KernelWassersteinRootDistance(λ=30.0)\n", "models = manymodels[3]\n", "#@time Dk = distmat(d, models; normalize=true)\n", "# serialize(\"Dk\",Dk)\n", "Dk = deserialize(\"Dk\")\n", "\n", "yh_k = predict_nn(labels, Dk)\n", "cm = show_classification_results(yh_k);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a number of different distances computed between all sound clips. Below, we'll let\n", "\n", "1) Each distance vote for the correct class to produce a single prediction\n", "2) See how often at least one of the distances get's the class right\n", "\n", "The confusion matrix is associated with the voting method" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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0.8286384976525821\n", "mean(labels .∈ k_votes) = 0.9455399061032864\n", "mean(labels .== yh) = 0.8286384976525821\n" ] } ], "source": [ "## Use all distances\n", "function vote(preds)\n", " map(1:length(preds[1])) do i\n", " mode(getindex.(preds, i))\n", " end\n", "end\n", "\n", "function ranking(labels, preds)\n", " scores = [mean(labels .== yh) for yh in preds]\n", " sortperm(scores, rev=true)\n", "end\n", "\n", "function predict_k(labels, preds, k)\n", " map(eachindex(labels)) do i\n", " cm = countmap(getindex.(preds, i)) |> collect |> x->sort(x, by=last, rev=true)\n", " first.(cm[1:min(k,length(cm))])\n", " end\n", "end\n", "\n", "# votes = [yh_erd, yh_otrd, yh_c, yh_td]\n", "votes = [first.(knn_classify(labels,X,1)) for X in vec(manyX)]\n", "votes = [yh_k, votes..., yh_otrd, yh_c]\n", "\n", "k_votes = predict_k(labels, votes, 7)\n", "\n", "r = ranking(labels, votes)\n", "majority_vote = vote(votes)\n", "\n", "@show mean(labels .== majority_vote)\n", "@show mean(labels .∈ k_votes)\n", "cm = show_classification_results(majority_vote);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure below indicates the distribution of the number of predicted classes. Quite often, all classifiers agree and a 1-3 classes are predicted (>50% of the time). However, in a small number of cases, all 7 classifiers disagrees and 7 different classes are predicted." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Plot{Plots.GRBackend() n=2}" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cdf_ = MLBase.ecdf(length.(k_votes))\n", "plot(\n", " histogram(\n", " length.(k_votes),\n", " bins = (1:8) .- 0.5,\n", " lab = \"Accuracy top 7 = $(round(mean(labels .∈ k_votes), sigdigits=2))\",\n", " cumulative = true,\n", " ),\n", " plot(x -> cdf_(x), 1, 8, title=\"Cumulative dist.\", lab=\"\", ylims=(0,1.01)),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature-based classification\n", "Next, we attempt to classify using a random forest on the model embeddings" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy = mean(test_y .∈ k_predictions) = 0.9454545454545454\n", "accuracy = mean(test_y .∈ k_predictions) = 0.9424242424242424\n", "accuracy = mean(test_y .∈ k_predictions) = 0.9484848484848485\n", "accuracy = mean(test_y .∈ k_predictions) = 0.9363636363636364\n", "accuracy = mean(test_y .∈ k_predictions) = 0.9424242424242424\n", "accuracy = mean(test_y .∈ k_predictions) = 0.9424242424242424\n" ] }, { "data": { "text/plain": [ "0.9424242424242424" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using DecisionTree, MultivariateStats\n", "manyZ = [reduce(hcat, simplex_residueweight.(models)) for models in manymodels]\n", "X = [manyX[3]' manyX[6]' manyZ[4]']\n", "y = labels\n", "N = length(labels)\n", "k = 7 # Predict this many classes\n", "\n", "mean(1:5) do _ # This simply trains 5 times and takes the average\n", " perm = shuffle(1:N)\n", "\n", " Nt = 1800\n", " train_x = X[perm[1:Nt], :]\n", " train_y = y[perm[1:Nt]]\n", " test_x = X[perm[Nt+1:end], :]\n", " test_y = y[perm[Nt+1:end]]\n", "\n", " # W = fit(ICA, copy(train_x'), 25, tol=1e-4) # This does not appear to improve performance\n", " # train_x = transform(W,train_x')' |> copy\n", " # test_x = transform(W,test_x')' |> copy\n", "\n", " model = RandomForestClassifier(n_trees=400, max_depth=15)\n", " DecisionTree.fit!(model, train_x, train_y)\n", "\n", " predictions = DecisionTree.predict(model, test_x)\n", " k_predictions =\n", " getindex.(sortperm.(eachrow(predict_proba(model, test_x)), rev = true), Ref(1:k)) # Predict top k classes\n", " @assert all(predictions .∈ k_predictions)\n", " # @show accuracy = mean(predictions .== test_y) # Top 1 class accuracy\n", " @show accuracy = mean(test_y .∈ k_predictions) # Top k class accuracy\n", "\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top 7 accuracy of the random forest is on par with the distance-based classifier. However, they do have different pros and cons\n", "- The random forest can easily incorporate other features.\n", "- The distance-based classifier can incorporate new data without re-training and can find a similar sound without a any labels." ] } ], "metadata": { "kernelspec": { "display_name": "julia 1.5 sysimage 1.5.0-DEV", "language": "julia", "name": "julia-1.5-sysimage-1.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.5.0" } }, "nbformat": 4, "nbformat_minor": 4 }