{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Linear regression plots\n", "=======================\n", "\n", "Linear regression plots are useful to determine reproducibility between\n", "replicates, or to quickly quantify the difference between structural states.\n", "RNAvigate creates scatter plots of per-nucleotide values from one sample on the\n", "x-axis for another sample on the y-axis. Slope and R^2 values are displayed.\n", "Nucleotides can be colored by sequence or base-pairing status. A KDE of\n", "paired/unpaired reactivity distributions may also be plotted for each sample.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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nJ2g8oRBCCCGEEEIIIY7cKTHEoFGjRoF52zVNY8yYMZxzzjmBKU2EEEIIIYQQQghxdE6JBEElh8PBo48+SlZWFuPGjavt0xFCCCGEEEIIIU4bp0QPAoCMjAzuvPNOWrRowZgxY7BarbV9SkIIIYQQQgghxGnjlEgQlJaWcumll3L55Zdz99131/bpCCGEEEIIIYQQp51TIkHw4Ycf8uabb5KWlha0/LPPPiMuLq6WzkoIIYQQQgghhDh9nLAEQWUVwM0338yIESOC1i1cuJA333yTjRs3YrPZOP/88xk9ejR2u/1EnJoQQgghhBBCCFHnnZBpDvPz87ntttvYs2dPyLrVq1dz++23k5CQwFtvvcUdd9zBDz/8wAMPPHAiTk0IIYQQQgghhBAc51kMNE3jjz/+4KWXXsLlcoXd5q233qJx48a88847qKrKgAEDSExMZPTo0axcuZIuXboc1Tl06NDhgOs9Hg82m40VK1Yc1XGEEOJkJXFQCFHXSRwUQohDc1wrCPbu3cuDDz5Inz59GD9+fMh6t9vNokWLGDx4MKpadSqDBw/GZDIxc+bM43l6AR6P54QcRwghTlYSB4UQdZ3EQSGEOM4VBHFxcfz55580adIk7PCC9PR0PB4PzZo1C1pusVhISUlh+/btR30Oa9euDfz9mmuuCVm/atWqoz6GEEKczCQOCiHqOomDQghxaI5rgsButx+w0WBxcTEAUVFRYV9bWlp63M5NCCGEEEIIIYQQVU5Ik8KaHGwCherDDoQQQgghhBBCCHH81OodeHR0NEDYSoGysrKwlQVCCCGEEEIIIYQ49o7rEIODadKkCUajkV27dgUtd7lcZGVl0aJFi2N6vIkTJ4YsO1hX28M1efJksrOzj+k+65Lk5GQuueSS2j4NIU5bEgdPfhIHhTi+JA6e/CQOClF7ajVBYDab6dWrF1OnTuWuu+7CaNRPZ+rUqXg8Hvr3739MjxeuKY3X6w0c91jIzs4mOzub5OTkY7bPukK+SIU4/iQOntwkDgpx/EkcPLlJHBSidtVqggDg7rvv5vrrr+fOO+9kxIgR7N69mzfeeIOhQ4fSqVOn2j69I5KcnMxtt91W26dxyhk3blxtn4IQ4hiROHhkJA4KcfqQOHhkJA4KUbtqPUHQtWtXPvroI9544w3uueceYmNjGTZsGPfff/8xP9aJKCkTQoiTmcRBIURdJ3FQCCFqdsISBI0aNWLTpk1h1/Xt25e+ffse93M4ESVlQghxMpM4KISo6yQOCiFEzWQeQSGEEEIIIYQQQtT+EIMTSUrKhBB1ncRBIURdJ3FQCCFqJhUEQgghhBBCCCGEqFsVBDLmTAhR10kcFELUdRIHhRCiZhIJ6whN0/j888/59ttvycjIoEGDBtx4441cd911B3zdnj17OOeccw64zd13380999wDQEFBAW+99RbTp08nLy+PhIQEBg8ezP33309UVNQxez9CCHG4jjQOVtq1axevvvoqCxcuxO12065dO+677z569+4dtF1JSQnvvPMO06ZNIy8vj5YtW3LrrbdywQUXHI+3JYQQh+xo4+ANN9zA4sWLQ5bbbDZWrFgR+Lm0tJQ333yTP//8k9LSUlq0aMEtt9zChRdeeMzeixDi+KhTCYK6PObstddeY9y4cVxwwQWMHDmSOXPm8Oyzz1JYWMi///3vGl8XHx/PK6+8Enbdq6++SmFhIQMGDADA7XZzyy23sGXLFoYNG0ZaWhrr16/n22+/ZcWKFXz77bdYLJbj8v6EEIdG4uDhx0GA7Oxshg8fTnl5OSNHjiQ2NpZvvvmGW2+9lfHjxweSBB6Ph9tvv521a9dy/fXX07RpU6ZNm8b9999Pbm4uN95444l4q0KIA5A4eGRxEGDLli307NmTK6+8Mmi5yWQK/N3tdjNy5EjWrFnD+eefT/fu3Zk3bx6jR49m165dh3QcIUTtqVMJgroqPT2dTz/9lCuvvJIXX3wRgGuvvZZ7772X999/n6uuuork5OSwr7XZbFx66aUhy7/66itycnJ4/PHH6dSpEwCTJk1i/fr1vPzyy1x22WWBbVu3bs1zzz3Hjz/+yPDhw4/9GxRCiIM4mjgI8PXXX5OXl8d7773H4MGDAbjooosYOnQor7/+Ot999x0AkydPZsWKFbzwwgtcffXVgeMMGzaMd955h2uvvRaz2Xyc360QQoQ62jiYnZ1NQUEBffv2DXttWGnChAmsWbOGm2++mUcffRSA66+/noceeoj33nuPoUOH0qJFi2P75oQQx0ydShDU1TFnU6ZMwefzccMNNwQtv/HGG/nrr7/4+++/GTFixCHvLzs7m7Fjx9KxY8egp2ELFizAbDZzySWXBG1/8cUX89xzz7F06VJJEAhRyyQOHlkc3LVrFwB9+vQJLEtISKBDhw4sW7YssKysrIy2bdty8cUXB5apqkr37t1Zs2YNe/fupVmzZsfqbQkhjoDEwSOLg5s3bwagZcuWBzzOP//8g9Fo5O677w5afuuttzJ58mR+/PFHHnrooSN8F0KI4+30joQnsRtuuAGv18vZZ5/Nhx9+iKIoPP/885x33nkh2z766KP89NNPB9zfF198Qc+ePcOuW716NSaTidatWwctryynW7NmzWGd+zvvvEN5eTlPPvkkiqIElj/33HPk5OSgqsGTYxQUFACc9l+8QojDcyrFwdTUVAB27NhB+/btAfD5fKSnp5OUlBTY7sYbbww7jGD9+vWYTKagbYUQ4lSKg5UJglatWgF6QtRut4dsl5WVRYMGDYiMjAxaXhlH161bd8DjCCFqV526YzvZxpxt3LiR9PR07r33XnJycujWrVvY7a655pqQJlj7O1CpVmZmJikpKSE37larlZiYGDIyMg75nDMyMvjhhx84++yz6dy5c9C6hIQEEhISQl7zxRdfANC9e/dDPo4Q4viQOHhkcfCGG27gr7/+4oknnuDpp58mLi6Ojz/+mD179vDcc8+FfY3D4WDXrl188cUXLFy4kDvvvDPkglkIceJJHDyyOLh582ZUVeXzzz9n8uTJFBUVERcXx3XXXcddd92FwWAAICIiguzs7JDXFxYWApCTk3PA4wghaledShCcbBwOBy+//DJDhgw54HZdu3ala9euR3yc0tJSIiIiwq6zWCyUl5cf8r6++eYbfD4ft9566yFtP336dL755huaNGkSMvRACCFOlTiYkJDAfffdx2OPPca1114bWP6vf/0rbLkywFtvvcVnn30G6Oc/cuTIIzp3IcTp7VSJg5s3b8bv97Nz506eeeYZ/H4/v/32G++99x7p6em8+uqrAHTp0oUJEyawZMmSoIdD06ZNA8Dlch3xexBCHH+SIKhl/fr1O+g2ZWVlBw2mUVFRQR1k91d9KMD+y/fPJNfE6/Xy/fff07FjR84888yDbj979mz+85//YLFYeOONN6QxlxAirFMhDo4bN45XX32Vdu3accMNN2C1Wvnzzz95//33cblcPPLIIyGvGTRoEN27d2fjxo2MHz+eK6+8kgkTJpCSknLAYwkh6p5TIQ5ec801gZlcKl100UXcc889TJ48meuuuy6QDP3555+5//77eeqpp2jbti2LFi3irbfewm63ByoNhBAnJ0kQ1CKbzVZjJre6559//qjGnNlsNkpKSsKuczqdh1zyunz5cgoKCrjzzjsPuu3kyZN5/PHHMRgMvP/++3Vm+iAhxOE5FeJgaWkp7777LqmpqUHTtV5wwQU88cQTfPLJJwwePDgkcdqrVy8ABg8eTIcOHbjjjjv4+OOP+e9//3vA9yGEqFtOhTgI4Zs7Alx33XX8/fffLFiwgK5du5Kamsr777/Pww8/zD333ANAXFwczz33HGPGjCE2NvaAxxFC1K46lSA42brWHmoG9bbbbjtoeX6bNm1qXNewYUPmzJkTstzlclFUVHTIT7NmzJiBoigMHTr0gNt99tlnvPTSS9jtdj744APpPSDESUTiYLBDiYM7duygvLyc888/P5AcqDRs2DC+//57FixYcMDKqoEDBxIZGSnNuYQ4CUgcDHa414P7S0xMBPQKh0q9e/dmxowZrF+/Pui8Ro8eTY8ePY7oOEKIE6NOJQhOVS1btjzolDIH0r59e6ZOncrWrVuD9lPZrbZjx46HtJ+lS5fSrFkz6tevX+M2n332GWPGjCEpKYlx48Yd8ItKCCEOVW3GwcrhUZqmhayrXOb3+wG477772LJlC1OmTAnazuPx4HK5DukpoRBChFObcTArK4tbb72Vvn378uijjwat27ZtGwCNGzcG9FkKVq9ezbBhw+jUqVNguwULFuD3++XBkRAnuUMbfH6amDhxYsifujD13tChQ1FVNTCbQKUvvvgCi8Vy0IoA0DPrmzZtol27djVus2TJEl5++WWSkpL45ptvJDkgxElI4uDhx8FWrVpRr149Jk+eTGlpadC6ym7offr0AfQndNu2bePPP/8M2u7LL7/E4/Fw9tlnH4u3I4Q4ChIHDz8OpqSkUFJSws8//0xeXl5gucvl4sMPPyQiIiLQZHHdunU888wzzJ8/P2i7d999l7i4OC666KJj/M6EEMfS6R8NBc2bN+f666/nyy+/pLy8nB49ejBr1iymTp3KAw88EDQ14caNG9m0aRNnnHFGIBMMsG/fPlwuFw0bNqzxOK+99hp+v5+BAweyYsUKVqxYEbS+fv36UlYmhKgVRxMHVVXlmWee4e677+bKK6/kqquuwmazMX36dObOncvll18emJbsX//6F1OnTuWRRx5h1apVNGnShKVLl/Lbb7/Rq1evGsfwCiHE8Xa014PPPfccd9xxB9dccw3Dhw9HURR++ukntmzZwosvvkh8fDyg92f5+OOPefjhhxk5ciTR0dH89NNPrF27ltdffx273V4r718IcWgkQVBHPPbYYyQmJjJp0iT+/PNPGjduzLPPPhs0XRfA1KlTeffddxkzZkxQgqCgoACgxgY2DoeDVatWAfDdd9/x3XffhWxzzjnnSIJACFFrjiYODho0iC+++IL//e9/fPDBB7hcLpo1a8YTTzzBiBEjAq+Niori66+/5o033uDnn3+mpKSEhg0bcu+993L77bcfsLu4EEIcb0cTBwcMGMDHH3/Mhx9+yDvvvIOiKLRr146PPvqI/v37B14bGRnJZ599xtixY/niiy9wOp20a9eO8ePH07t37xP6foUQh0/Rwg2qrEMqu+uvXbv2mOxv3LhxgN5IRhwe+eyEqB0SB08e8tkJUTskDp485LMTonbVqR4EQgghhBBCCCGECE8SBEIIIYQQQgghhKhbPQhOtnlvhRDiRJM4KISo6yQOCiFEzaSCQAghhBBCCCGEEHWrgqByvurqKpvSCCFEXSBxUAhR10kcFEKImkkFgRBCCCGEEEIIISRBIIQQQgghhBBCCEkQCCGEEEIIIYQQAkkQCCGEEEIIIYQQgjrWpPBEyc7OZty4cbV9Gqec7OxskpOTa/s0hBDHgMTBIyNxUIjTh8TBIyNxUIjaJQmCY0wC2pFLTk6Wz0+I04D8Hh85iYNCnB7k9/jISRwUonZJguAYu+SSS2r7FIQQolZJHBRC1HUSB4UQpyrpQSCEEEIIIYQQQghJEAghhBBCCCGEEEISBEIIIYQQQgghhEASBEIIIYQQQgghhEASBEIIIYQQQgghhEASBEIIIYQQQgghhKCOTXN4zTXXhCzzer0YjXXqYxBC1GESB4UQdZ3EQSGEqJlUEAghhBBCCCGEEAJF0zSttk+iNnXo0AGAtWvX1vKZCCFE7ZA4KISo6yQOCiGErk7VUklJmRCirpM4KISo6yQOCiFEzWSIgRBCCCGEEEIIISRBIIQQQgghhBBCCEkQCCGEEEIIIYQQAmlSKE1phBB1nsRBIURdJ3FQCCF0UkEghBBCCCGEEEIImcVAutYKIeoSiYNCiLpO4qAQQtRMKgiEEEIIIYQQQgghPQhkzJkQoq6TOCiEqOskDgohhK5O1VJJSZkQoq6TOCiEqOskDgohRM1kiIEQQgghhBBCCCFkiIGUlAlR+/KKYV06uD2QEgvtm4Aq6csTRuKgECenjXtgxXZweSA5Bvq1h6iI2j6r05PEQSGE0EktlRCiVmUVwu9LwK+BAuzMhpxiGNQRFKW2z04IIWrHlgyYu77q54x8mLIUrugNJrl6E0IIcZzIV4wQolYt3QL5JT5WbHXhcPqJizLg8lhp30TBbNSfnMVGgtVU22cqhBAH5vVpfPmPi1XbfditCsP6m+nc/MgutTbuCV1WUq4nCpomH+WJCiGEEDWoUwkCaUojxMmnZN0moqfPor9fY4H9TNZZW7E310tSdCTF5XoJgUGFszvJRfGxIHFQiOND0zQe/8zBrNXeQPXTjFUe3rrTTvfWB/798q5Zw74pc9iw28vS6G44251BuyYW9LqqYD7/cTj5OkbioBBC1EwioRCi1pTMXsCQH17CgH7FO6zod15JupPpnMWSzR5aNzYD+gXx9NVw9VkQKeNvhRAnofW7fcxa7QWgsruTH/joDyfdW0fW+Dr3zJk4xo4lCugB9GQqb2bewjdNB3NBz0iMhqokgUHV+7QIIYQQx0udShBMnDgxZFllUxohalNpOezO0cfhN0yAuJqvJU9ZmgYrt8Pa3eD1QYM4jW7vvYNK9T6pGvflfsKsyJ6Uu4Ifk/n8kF0kCYKjJXFQiOMjrzi057OmQXahn6xCiDBDtG3/9Rrl77+PhhKIhX7g37lfcHlUP/KKLKTE64lSowHO6QR263F+I3WAxEEhhKhZnUoQCHEyyi6EP5aBx6f/rCp6OX1qSq2e1jG3agcs21b1874MB0ZHSdA2KhChuYjzFZEQHR2yD6PhOJ+kEEIcoeb1VRSlqnoA9AECVrOBXxfrP6c1hL7t9DgPgMMBDkfQnNMqYMZLjK8YmyWSq8+q6MViB7P0YhFCCHGcyURiQtSyWWurkgOgVxHMXKs/ZT+VOd0wex38tAD+XA7rdgev95ptuM12tGpjbP2ASzHRtmMSjZKC85cxNmgQfwJOXAghjkCjRAP/uSz48b7dqtC7fVXZ0+a9sHZXtQ1sNpToaPxBcVChXLFQYIihbWMDMXZIjpXkgBBCiBNDKgiEqEV+PxQ5Qpd7fVDmhBj7iT+nY8Hjhd+WQGFZxYKSMBspCssH/Yuef48NPHFTgTUDb+PVO6LYkqEPSXB59fm/+7aTCgIhRO3yZWTg37kTJTYWQ5s2KGrwc5ZrB1ro2MzAmh0+ihwKXs2ExVRx86/paYDNe1W27asYahWvcMZd9+J/eQz49aywBryRdBs920cw9Ey5TBNCCHFi1alvHulaK042GQV606lwXamt5hN/PsfKrpyK5ICm0d61kJaulSj42W1qy4qIAWiKfqef034Aln6JOGbOxe3RUHv24uy+XVAUvRQ3rWHtvo/TkcRBIQ5PZr6f7TvLqP/168RvXhpYbjjjTFx3jsa7YzdRERDRtiWK1Ur7pkbaNzWyea9eRWXQPPRx/F4RBzV2l7Zmtv1y3GoERQ4oiu/JkLFjKZsznw27vGxI6kbfbm24qIcRRQmdxUAcPYmDojZsy/CRnuMnJV6lTSNVfr/34y8owLtiBQDGTp1QExNr+YzqLomEQtSSZVthxfbw6zo3A8spXE7q8uj/7eKcSbfy6YE2hIm+TGxaCXPtlxJhhnO7QERseyI6t6+tUxVCiBp9P8fF2B+cNHfu4N29S9GomnjQt3wZ/rtvx+p24AGc8UnEvPAshsaNAWiSpDcm7Jb/G63dywP7bOrZwDmlbv6IugkUhYx8KEprQcLNLegF9DrRb1IIcdy996uTL6a5Aj9f3NPE49dGoKrBSQJNg5JyfbhpdASodWQwuHfzZsqeegrKKkpPrVbsTz+NUZqH1oo6lSCQrrXiZFFQGj45EGGBbi0hrcGJP6djKTEa0DQ6l88JuqAGaONaSnL/c4mOtcmQgVogcVAIffaAf1Z6WLzJi8WkcFFPM60bGfD6NPbl+zEbFfKK/bz2vRMNjbbOrSFNmzTA5K4aI6bm51L6wotEf/A/FEXBaoYLu/mJ/m1l0OsUoKF3GxFaKeVKFKAPpRInjsRBcSLNWesJSg4A/LrIQ4dUI5f1qSoXLXfD1BX6jE2g914a0vXUHW56OMpffVVv2lrJ5cLx8stEffYZikEuFk+0OpUgEOJkERibvx+TAVqfBmX1sXYwqT5MeMKujzM7UQy2sOuEEOJ4+3CKi0//dqGg3+h/N8eNxajfqFf2RGmcpFRUPymUGkKv0PcvDlYUDfbtQSsuRomJASDWplUcIZSq6T0HjAaIPw2nthVC6FbvCO06rSiweoc3KEEwe21VcgD0HlV/r4Qr+1Sb+eQUsSHdx9odXuxWhf4dTURG1PwGNIcDf2bmfgs1tMJCyrMKsDWQoQYnmiQIhKgFdkv45ZGnwPzWmssFJlNIc67qMvLAoxnJM9Qj3peFEpjfW8Gp2FHNMZwCb1UIcRrKKvTz6d/607zKW3dNA+d++cz0nKob+wW2M9hrTKGBNyuQGAhURxlVIno2xtRYTwqw5g/oeTmYLKAacCe1xJSzpdrrFAoMyZSp0RhUfVrbU7nnjBDiwMJd22kaQTfNfg325IZuV1QGZeUQdQo9U/lutj40qzKC1o938uF9kaTE1nDdaLGAyYTm8QQlXn2o3P+FykcPahiNp1iG5BRXR0a2CHFySYqB5vWClxlU6Naqds7nUPjS0ym5916Kr7qK4quuwvnll2j+MN0VgRKn/t8ZkVfjqCihBfAoFqZFDscg5WJCiFqSXRA+btVEAZyqlS9b34TSJB41yoIh2Y61Yz0wKNh6N8GcGodiUPU/e9bBoh8BfVrD7zxXkmlsGtifPyoJT+/rOberyjX99F4FQojT1wU9zMTYFSp7EiqK3mfq8mrVA0rF8nBOpT4Ee3P9jP3RGVQ3lZmv8foP5TW+RjEYsAwfjoL+IKkyQn8XeyHr9hn4ZaGMwTrRpIJAiOPM4dLIKvCTGK1iNCis2w0OFyRE6WP1c4r0L4p2jSE+6uD7qw2aw0HZk0+i5efrCzweXJMmodjtWM4bDFnb9OUpLcAWHciWFxqS+T7mHup7d6LgJ8vYhIYNIjFJ5BFC1JIGCSqKUjWU4ECsZjijpYGsTek81WE6VkPjoM7jitmAqUls6Av3rKes1MWc9RY01c7vUbcS6S9CwU9MciznNTqFrviFEEclKUZl3H/svPmTk51ZfuonKNx9SQTN6lU9LKmcvWnjnuDXNogHWw1Vpyejbft8IbFVAzbvCR1mUZ3lqqsYN99Khz1zUYC59m5Mjj4XgN05PuAU7tx9CpLLdCGOo8kL3bwyqRyPTx8/1ru9lXZNqyJ9vTi44MyTMzvs9mqs3+XD64eWORtR8vJCtvEtnQ3+9eCtaL5jtMDAG0mJbRLYxqNa2W1uA+hfcv1kwgIhRC1KiFa591Irb/3srLZ0/3aqukt6mXngygh8C/dg2OkN2cZYv+asblGpv+pCWVEoNcQC4C05qtMXQpyCmiQbeP2OA3cb7N1GTxRs2asPOWiSpF8znUqzIcZHhZ6souhxl31bYOcqNM3PDkMb5pZ1wuuD+vEwoIPC9raD+dLfP+T1zeqdhBfJp7k6lSCQeW/F8ebyaPw4z016jl4g9eNcd2CdX4N5a51EWFSa1dMzoZkFsD0LWtavldOtUWa+n3vfL2NXtv4+Yi1Ned7SnNau4KkXrK3t4K16j3jd+Od+i/nCB+nTVmX+hqpVEWa4sDsyc0Etkzgo6rrd2T42pvtokQJk7aNN0TpWRbRjj7lq+hiTES7rbeaei834CwtRGzWBncH70TQNzevHm12KISky+CI+sQkWe0TY40u/gdoncVDUNn92Nr5t21CiozG0aYNiMGBQ4ay20LuFB8+8ebA1F9XZCK1nz6DKpZNZuyYG+ncwMnutt2pIBfBYz40w6xcqk6zNWUNeRAGrIgawNw/+XA6jL7ewaruH0vKqEoS2TQxc1EOqB040iYRCHCMuj8a/3y1j7c4Dl1GlZ3sCCQKA0pqHZdWap79ysDunapxukdvIM/VG88Xu/2DS9LFgisWAalEJ7tCtoTpLuOjxLIb0ieXagVZyihRMRkhNlgtjIUTt2pPrY+TYUhwu9C7ZWj3KIxTe3vsUeaYE/EYTbd56ioiUeLxLluAc9TZugxdNU7EPaYeiOVEUBU3TUBQFz9Y8vB4rkWmtoHCffpD4hnDWNcRb9bi3Mzv4HJql6MMbTpHrfSHEMeaePp3yt98Gn369aGjfHvvTT6NERKC5XDj++198GzcGtjf274/tgQcO2Bz6RPO7XGglJag2G4qtqoOiqiq8eLONz6e5WLXdR2QEDOtnpsXqvyu20AKzx5xZ/g/rrb3wKBbyS8BsVvn2sUg+/dtNbpGfNo0NjDjHjNEgwfJEq1MJApn3VhxPvy50HzQ5AKDud1UYXRFXNYcD959/4s/NRW3UCPOQIShH+TTD59f7HUSYD/3Jvc+vsXp78BgyTYM8QyxZia1olKOXBRgHnoOm5KJo/qDtfJpKkcfChJluomwKtw6V+QpOJhIHRV02YaabssDIAgUUyDDXY1Zkby4u+QfcYNq9Db+rFPeX7xJ5blMUg35R7tmbDaqKMcmG5vbjXJ+Fe2seSuPGKEPvBEexvltbNCgqCvoMBSu2w6Y94Kgotlq+DQpKYVCnU2/qstOFxEFRW3wZGZS/9RZUa/LsW7cO5xdfEHHHHbh+/jkoOQDgnT0bT69emPv1O9GnG8K3dStlY8agZeuZT7fZxo6rRuPr0p3kOJXmyX5MBrjtvGrXfj4vLA1+GqYAChoR/lI8Bn3ord8P9eJUHr5arhtrW51KEAhxPO3NO3BnbKUiZdqyYVX1QJOkiqdJpaWUPvgg/r17A+s88+Zhf/bZI04SbM+E2evAW9H/oHsadGx68Nepiv6k3+EKXZf02v8R5S3AY7axozSS2B3Tqbd3Bhp6ckBV4JM9vfBqejbi72UeSRAIIU4aBSUaqqIP+aqu0BAd+Ltit+NdNAdbr8ZBd/CmhjE412bimL4NDXBFxIAtlgijERQV7LEhx1MUKHdXJQcq7ciCBnugbeNj+OaEECc93+bNQcmBSt716wHw79pFuC6q/l274AQlCHZn+1i6xYvZqHBWeyNxkXqS1J+fT+njj0O5frOvAWa3g4I8F5m7PSRtmIzmWasPImjSAbpdok/3ajCCLRYcRVRWnWqAFxNlqh57reaaG3UXlsH63eDyQHKsHjcluXp8SYJAiGOkYUJo6ZdRhQgLlJRDfCTck7iYrktm4bFG4jn/ClK7pKEo4Pzxx6DkAIBv9Wo8M2diHjz4sM8ltxhmrKn6fvFrsGgTREXoJa8HoigK1wywBOYJrzSos5HkeBMOVzKTF0GpE9AG0cYWRQvPGtJzfPyT15qfszsFXnMITcKFEKe5MqfG19Nd7M7xUz9O5bqzzYELzmNt0UYPvy3y4PZq9Gln4pJepqCxu2mNVP5ZGfq6lu5dABjatMHQpg3+tfMClQOVNE3DUC8a12YHC4Y+TE7jzgAk+vI51wn2/XKhmgZz1utTHYaTUwxtj/idCiFORUpkZJiFSmC5EhcXdooVJT7+qI5bUApFZXqcSoyueYjTzFUenvjcgbeiIDY2UuH9u+00r2/ANXlyIDkAVAwVUGi6cQZp9ffSzLO+ake7VuuVA32H6z/3ugJmfQk+D1S8bnbkFfgUExFmGNIVzGHuSvNK4NdF4K3IqWzL1Pt3nd1JhmkdT6dMgmDmzJmMHTsWt9tN69atefHFF4kM90smRC25pLeZP5Z4WLtLj6qp9Yyc3cWGwaDg1zSa71nMmb+8i4pGBMC6hfjjX0Rt1w5/Zmb4jHFm5gGPqXk8aAUFKHFxKKaqyoT0nPBTeO3KPniCAGDU+RasZvh1oQevT+OsBiXcmbQGz4IYFpm7UeqsOJaisNHandWGbkxOL6GwLPig53Qx4fPDlgwockCUVZ/GRxoVClE3lLs0bn+zlG37/IEn938td/PFg5HEHuMkwbQVbp74rDxw0ThztZdd2T7uvbSqWeB1gyws2exl6eaq4WAXq0vpE5eFsd9QIm6+WW8W1ioNNqeHHMOrmFl04aPk1KsqR881xPHPKri4R/AFa3ZRzckB0Id+CSHqFmOnTqipqfh37tQXVFz7WS69FADL5ZfjmTkTrbg4sE5t3BjzoEFHfMxlW/WhTpVa1Yf+HUJvsPfm+vhvteQAQFGZxrNfO/jsgUjcf/wRZu8aBr87ODlQac968Lj0KoLkZnDeXbB3A2h+lJRW9LDWp6tPH2pb03Xh0i1VyYFKO7Igq1CfCUwcH6dEgiA/P5/HHnuMCRMmkJqayquvvsprr73GM888U9unJkSA2ajwv3vs/DjPzd5cjdjoqukMVUVhZ+OeRJ55JW2Xfqcv9PtxTZyI8dlnUZOTw97Rq8k13827p0+n/H//A5cLVBVD+/ZYb7gBY9u24WbrAmpcHHpcVWHkuVZGnmvF+fnnuL7/HpclkjmD/8O+ZkYguMOW2aTwyDA77/ziYG+eHwW44iwzI8+18McyPdtbaXMGXCSzGQhRJ/y2yM22ffrVXWVZf1aBxoSZbv510bEdfvT2z079iVa1UPr1dDfXD7LoU2yhx+m37rQzf72XrEI/zeoZ6Jp0JhQ0R01JCTTbMnTsjWPtHCJMrqCmhP516cQ02UJW/Y7VjqyQXQROt14xVqnkIA1oW1WbvSYjH+at118TFQF92kLDhKP7PIQQR6+ozM9nf+sVUPXiVUaeayEp5siTm4rZjP2FF3COH49v40aU6GgsV12FqUcPANTERCLffBPXd9/hz8lBbdwY67BhKBHhZ0U5mD25wckBgC37ICkG2jWBXVk+lq8uJnftdibsboLHH5y51DTYstevJyy8TvYfo6UAxoYxQA3zt1b0qcougsyCBEz2vqSm6AnSmieJrVLqPLzl4tg4JRIEc+fOpWPHjqSmpgIwfPhwLr30Up5++ulTZtoPcWrJK/bz4sRyVmz1YrcqXDfIwrUDzAf992YxKQwfaGHTXpizbr+Vmp+sxl2rEgSahr9Av3M2X3EFnnnzgioJDO3aYaohY+xdt47yN9+sNobAj2/NGsoefhjbY4+R2qkPK7aFjrNtfpjTKXrXrMH1/fdowJ4WvWmyeRYpe1axufMlOGLqBW3burGBH56MpKBUw2ZRsJoV1qcHJwdAH/6wbjd0bnZ45yKEOPVkFYaOtVWU0OWaBmt3w5w1PnZle0mJhRFnm0iODb0Qd7g0cov8JMWoRFiqYnJusRZ2WFNusUZCVYsBjAaF/h1NaJqG68svKf3+e/0ETCYi7rlHf1JnsvDr8oZc0XglhkQ7mtOLa20WrvRi4k0bwxwl9Glc1EGu560VyYT8EvhzWVW8LnLAX8vh0p4EnbcQ4sQqLde49Y0y0nOqKqBmrPLw5UORgaTjofL6NLbs9eH2QssG0dhHjw6s0zTYug+yC/Uy+9aNkoj6978Ped++bdso/+gj/BkZqPXqYb39doxpaYD+pD2crELIyHPz9BcOvH4VaFkxvUrotrGRCordhjElBnPLOBxzd4FHLzMwt00itqWFbCJJ0vYFvzyxCZgjWL8b5lcLm8u36Q+KYuwHf2+xdn14RLjl4vg5JRIEmZmZ1KtXdTNSr149SktLKSsrk2EG4pjzeDXu/V8ZWyueepU5Nd78yYnRAFf3sxzk1bqa8giqL7hTlaF5c315dDSRb7yB67ff8OfmYmjUCPMFFwQNGwg6x8WLw48hAMrff5+4L/swpCvMWqs3yDIZoXdraHSIT6S00lKckybhXbpU/1kx0Hz9VLSK5EXTDf8w7Zo3KIupT/Luldjap1E/zo6iKMRHVb354rLw+y9yHNp5CCFObU2SQ0uFNA1Sk4Mvrlds12cYmL266rH7rwtdjL9fH/ta6ce5Lsb+6MTrA5MB7r3MyrD+elxuVk9l2z5/IDQqgNGo94eZscrDPyv1sa/ndjUxoJMJz/TpuL77ruokPB7K33wTQ+PG0LwFWwqjcWzbEXSeCgpUm9KrUsOE0Glck2OgdUPYFGaYQUIUWCquwLZlhiZz/RU3DJIgEOL40zSN9Bw/Tjc0SVaxmvXrmF8XukmvmPJZxYeqQF6xgYmz3Iy6wILDpScCwz08yi/xM/4vF7uz/cRF6k/ht2fq+4qNVHh9lI32TfUgMH8jbKg2omndbrikJ8Qdwi2Ob98+Sh99VK8m1TR8RUWUPfYYkRWxzFTDnZ7H5+e5r8qDy/druHj914VWStwGvGcNxm7YQvSV7fE7PKgWA5iNqMXZuKZuwNc/FWNixZ17fEPocw1lTliwX0613A3zNsAF3Q7+/nqk6Q+ayqtdPndM1fsoiOPnlEgQ+P3+sL986kk0H6g4fazd5QskB1T8aChoKPww133QBEFWIcxcU620tHKya80PikrzdX8FtlUbNcJ6882Bn5XISKzXXntI53igSgatsBDN46FRoonrBuizGBgNh97MRXM6KX3kEfy7d6MpCgqganqmWKm48ja5y2m/eAKLhzxA399fwDjbjr/+sxiaBZcFRNbwBC1SJjYQok64oLuJ6Ss9LNjgDSxr21jl2oFVsVTTYNEmP3PXBNfkO1waL0wo55PR+lXy4k1eXv6uqq7U44OxPziZOMvFG3fY+e91Nu5+tzRQeqoo8MS1Efy+2M3rPzoDMXDqcg8PXmnlwqVLQ3u/+P14V67E0rIlSxN7k1s4mXhfISoafhS8GEi+5iKaKfo4WIAmidC/+ogDqo7ft53+pGvldnBVfAQxdhjcuSom+2qYAKem5UKIY6fUqfHYJ2Us3qRf58RHKbx2u37znlPsJ8rg5L8t/6R/3FZAYUZ+K75Ycz5fTXfh8+sJyDG32GjdqCqRWezQuPX1UjLytXDtpSgq03jwYwc/PRVFqVMJSg6AHtsWbYbzzjj4+Xv++Qec1ertNQ3cbjaN/4WNg2+nfaoRq9mAs9oNtqpozFzlxOOFgw0+ffxaK7PWeHhhQjkR6vl81zWTRFMJhigLWsWr/Zv2oZV7KPtrC0qkGUPLltifGwWKSmFe+IbV+TWMSNhfVARc0UdPmLo8euK1SdKhvVYcuVMiQVC/fn1WrVoV+DkrK4uYmBhsYbL4Qhwtl1vDbnDxWPO/GRS/BQ2YlteaLwqG4HRHYTGFv9kuKYc/lhHU3EXxeVDRsDiKaL/oaxptWwCqiuWGG7BcdBGK9cjulI1nnYXrp5/CTpWjJCYGKg8UhRqzxzVxz5gBxdlE9GiEYjbi3pmPd09xyHYRJbmk7FqGwedGK/LgGDOGyA8/DEpeVD49q14eFm2D9k0O75yEEKcmo0G/2P57mYdd2foY3gu6m7CYquKEpkF+sT/kKTrA9syqgDp3nSfsMfbkatzzvzK+fSyKbx6LYtZqD24vdE8z0qK+ysCHiwPHqfT2L07Oqx++QouKqWWHX5zIfZOe5s68r2nq3kOuMYGdA4Zzc5eWnEPVDbzhAM8qFEV/2tW+iT5VF+gJg+rPNxolwNpdoa9tlFjzfoUQx8brP5QHkgMA+SV6Fel7d9uJj1J5ttXv9IndUXHdp3FOwmZUNB7N0psKZuT7uff9MiY9HkmMXf/F/nWhm4z8iun8wsQ1TdOPszvHj6mGhkzFh1hpqTnDD8ZPWvYP/5fZl7G2Zjx1nQ3FYKKgVH9wU1Lm4Z8V4eNpVQmWwnWDzCzZ5GXOWj27We438691w3ip3RRaWDLRVBOuFbtwb8qpenmpG+/K9WhlDpTIyGPSKyDCfGjTdItj55RIEPTt25eXX36ZnTt3kpqayrfffss555xT26clTlNtmxh4Pm0KfWK2BRIB5ydtoEu9MjZMaYbHaKd+184kJtrYmqnPDOD1gp/g5ACAZjTTWttJp+Uf4c9MR23dGuutt+qNBI+CsVUrbI89hmPs2ODMsdFIxD33HNW+yd9L5HlpgUlmFYshTIJAwxcdTc+/X6/4UcO/bx9acTFKTExgK5MRLumhX/wWO/Qvpg5NwVLDdbkQ4vRjNChc0KPmlv2qCo0Sw99lJ1Yb53ugG/HMAo01O330aG0MDDkAvZ+Mxxu6vdsLrn7nYpo9s6qKQFHAasXUpw8A1wywEBXRmN8Wj8brg77tTdx4dtX7OND5hHuPNc3x3SgReraGxZuqnrR1byVPyYQ4EeavDw0QpU646bUyeqXBdfE7Qh4KDUrYgkX14PKb0DQoLNVYsdXHwM56UMgtPrTynw9/LyezAAZ1DR1LEHOIz0CNHTrg/uWX0OV4eST7fUY1eYX/+9bBHy9E4/fD6h1efp3vDrMnXWNPBrFRBs4+vynD+pkZ8HAx5yeup21kFkVeKz9ndeL65dfz4xM2GkR5cX05LPyOKrKg7hryEHIdeOgWL158VK/vUdEA83CcEgmChIQExowZw7333ovH46FJkya8/PLLtX1a4jQVY3JzVuy2kOX1fbup79sNQMaCdXwXdwtu38GvEB0pqUS++OIxP09Tr15ET5qEd+VKvKtXoxgMmPr2xVDRzPOI92srAacSqAQwpERiapmAZ2teYBsl0kqzhL04N1ZLHChK2IoIkxG6tjiqUxJCnOYu6KYwd62J1TuqXU1qGqOiFwLnAnrvgG9nuUMKp+p7Mmnm3oNpT2NonRa0Li5SIcauUOzQqj8YI8amkNCjA56HHsI5fjxafj5qo0ZE3Hdf0OwxF/QwHzC5cax0bKrPalDq1OcplykQhTgxzAe4UV24GX5I7crV9VeErFP3K5yv/lOrhgefpsluhbnr9KdKyXEu2qdaArOlmI362PtDYerVC9MFF+CZMmW/84OmngwMfi8uj5H56z28/qOT/JLw/asAzrNv4vHz8jAPHYqiqvh9fh5v9icXJq0L5FCvrreCm9dcj2KIQokwYezVC+/ChUH7MfboEZgRxl5DoWxxOezLh/rxh/Y+67KbbroJrYa+Y4di48bwjXUP5IQlCEpLS7n00ku5+eabGTFiRNC6hQsX8uabb7Jx40ZsNhvnn38+o0ePxm6valE5YMAABgwYcKJOV9Rl2sEzvysjBuH2Hdqg/qY1z1R41BRFwdS1K6auXY96Xy6Pxs4sPy00D8Zq6XJFUYjo0QhTgyi8BeWoFiOGJgmUT98cGH8GYL7wQhTLoTVxFEIIgOVbvTzzlYOsAo1ok5f+6lZKfCaiyvO5sHAqXXesx3NWPKYzz6RdUyOv3Grjyc8desMqTeO8kpmMzh2v7+xNKN90PtZ//SuQ4FRVhWdGRPDweEegksBogGdviNAvxPv1w9yvX+DCvDZZzaGNDoUQB6ZpGiu3efniHzc5hX4aJ6vcfXEEDWuoStrf5X3MfPC7q6a9809eGlfWW1FZVIkGbPM1QzVbwKn3GIiOUOjaoiopcN6ZJuat8zBtRVV1QqNEBY8PPB5o09jA/Gp9Weavc5JV4CMlzoDLo9E4USPGZuVQJ6eOuOGGkASBBpSpNrzo5/XuZCcFpeFvMhVFjz13PNANS0LV56bm7ebCpHWBbQBijOU82GoeKbHDAbDdfz+Od97BO38+AMZevbDde29gH02T9T4C+0/7qmkwfTVcN+DQe2TVZTabjbi4uJDlBQUFlJeX06BBg7DrHI4j6wp+QhIE+fn5/Pvf/2bPnj0h61avXs3tt99O//79eeutt9i5cydvvPEGe/fu5YMPPjjqY3fo0OGA6z0eD6YaOsWLOsocAQmNIC/032ulfEMKhxK4uzaHloc5teAJpflh41ycW1ezL8/PrJxWeGPttI8K7h6jKAre1CZYB7YBs4WSel3xG/7BsHA2AKZ+/bAMq6HMTNQ6iYPiZJSe4+M/H5ThrrhOLvEYmE0bnst6jV6OlYHtfBs3YjrzTAD6dTAxdUw0L37roGTG/KrkQAX3H39gaNOG5fX78cM8N04XnJlm4LMH7CzcqD+t69veSGpK8BO+2k4OiONP4uDpJz3Hx+gPy9idU3Xju3Wfn+VbS/n64UgSYw6eJLhpsAWfD76c7gpq5KdTWFtSj42OBrSzZwCQaWzKgpiruaSPnR/nlBIbCS/dbGPzXj+LNrqwmBTO62bihZtsnN/NS3qO3nulf0cjhoosw4INnqAEAcC2DA/bMvQKqmWboWV9lav7H+LMWZGRmC+7DPfPP1c01tYrHD6PvwoUhYt6mPhtcfhaf1WBodYN3FXyLZb/5FHatCkRd96JoVEjKM0PPRbQ0FJAYZk+y4pis2F/5BE0X0Uza0NwbHW4QpMDlcrd4HRDhDxbOqhzzjmHV199NWT5ww8/zOTJk/nnn39qXHckjmuCQNM0/vjjD1566SVcrvDZubfeeovGjRvzzjvvoKoqAwYMIDExkdGjR7Ny5Uq6dOlyPE9RiFCKAmcNhzlfQ0FG2E1s/mKcqp1wSYLWDaFzMz0baz7Ab9ieXB+v/+Bka4aP5FiVf19s5YyWx+dXsqgMNuzRx92mxEBaQ/Bt2Yw2axKmKBcWDVItMKpxDtNyW9EuMjMko2tufSZKp7MBiAa48Vr9jxBCHIDTrbFmhw+3V6NdUwNxkfpF+9y1XlzVRxSgoGh+ZkT2CSQIMo2J5Lga0SjLF7ipNxkVnh5hp6hkJ0whROGnXzFX3ce82PPxKwYWb/ayfZ8/UDUghDj1eX0a93/oID1nv1L/ip4Avy1yM3LIwRtBq6rCbedb6dLCwF3vhT5t9WBivP9musa4URSFciUSFIXICBg7KpJurRQmzHTz1s9V/aC+mu7ivbvs9O2gJ5zcXliyGXKLNSyOQhoXbsRqaIPLr4ZtYqgqsGyrN5AgyC70szfXT0qcSoOE8EkP6y23oKak4F28mPwyhWlRfclM6cN/2hi5tLeJ35d4Qo6lKvDPqEw8j40BTUOrnCbxkUeIfPddVHvoE2sN2FocQ/pCN7cMqbqz3z8xUCm7MOxi/TXKgYd4iNpzXBMEe/fu5cEHH+SSSy5hxIgRXHnllUHr3W43ixYt4pZbbgmasnDw4MGYTCZmzpx51AmCtWvXBv5+zTXXhKyvPjuCEAG2aBhyBziKQdMomT+FqPyN+FFQ0OjunMHfkdeFTN0SF6mPGztY85WCUj+j3iwjv1QfF5td5OPu98oY9x877SrmxV25zcvubD/JcQo90oyo6pFd2OYVwy+LtEDH7c17FbZvLqD3Ow8Tc3UHQAlKBpydsIXntw7h0RbTMKsVL2raCUMHGeJzqpI4KGpLVoGfe/5Xxq5sPZbYrfDa7XbOaGkMnn+7Gj/69cC3sRfzadwwtFUKrCrlqn5mHrzSGrjJt8TYCffowVyYw+18S0vXTsYk3wWKwl/LPNw8xEKzegcfGyxOTxIHTy/bM/2k59Q8JLTIcWhjtr0+jWKHxoZ0X43bWMwGHGoU6n4JRqNRJb/Ez9u/BLfqd3vhpUnlfHW/hbJPPuPvqLPJT2pZ0agghnRLNx5yjuNV01U4CR1XpAERZv1YE2a4eOsXZ+Dm/sLuJsrdGpkFfpokG7jrYivJsSqKomC56CIsF12EHbi54k+lYf3NTJwVXCJxzQAz/P2HnlWpPICmoRUX45k7F8tFF7Ha34FO6tpAD4ISr5UPd/ehYfpmfG1iMDQ58LRUNUzSAMAZLUKbvTrdei+WSKsMuapNxzVBEBcXx59//kmTJk3CDi9IT0/H4/HQbL+50y0WCykpKWzfvv14np6o49bs9PLzfDdON5zZysDlfczBT5cUFc0Wg6IoRA2+Fv+mRfjz9mCw2mic1osLfQob9+iBzGqC1BRITT5wMKw0bYWHvGqNYjRNnwXh+7lunmxi4NXvnfwwtyqQ9+tg5KVbbBgNh58kmLlGTw5Uf297vXGkp3QkNkwiWlVgYVFzrlxzF78+5AGzDSJDs8hCCHEwz33jYHd21UW8wwWPjHcw+Zko+rQ18sHv+nSBgWtTRaVvUh4rzP35xHwN1Vt/fT/HTetGBi7ppV81mgcPxvXLL1BeHjSXWGWkG1S2kEnui9hmSQX0acWa1Tue71YIcaIc7GqofdODX4xNXuBm7A/lOD0HnpUku9BL8zDToibFwL58f8iTeU2D9Bw/5e++y+5d5eRf2LLipBVAwa+AoWNnvvzzXtY0O5ux2iWUYaHygY0CREYovPlTORNmBt/U/77Eg4IeGTfs9rNsi5evHo4kNjL0DXh9Gpv3+Ch3w81DLMTaFaZVTG845AwTNwy24Hwl/DyEWnk5KArr6l/K5PkNaWvPpMgbwU9ZnchxRdLUsZ3S0c8S+frrB0wSNEzQZ2Qo2q84o00j6BJ8+8faXbCoYjYXBX02l077bSNOjOOaILDb7UGNBvdXXKx3QI+KCp37x263U1paGrJciGNh4QYPoz9yBObdnrbCw9YMPw9fHQHA0s1envu6nOxCP2mNjFzR10Lf9n1IrDY7YT2g3hHeNzucoZltBShzasxa7Q1KDgDMWevluzluhg88vIFaLo/Gnjw/dmvoF+Wy+N60K5qBGm0JJA98mkK2K4p8j50b+lsh/uDleUKIumPtTi8TZropLtNon2rg5iEWLKaaL9VXb/cFVVppGhQ7NHbMWE1aUzMv3tiMZ75x4XDpF+ijzrdwyZDr+OB3J/ztYv/bgN8Wuskv9tM42cCgTklEvvoq5ePG4Vu1ipDpDYB4XyHpBoiO1EtzPV79aWFspBIYDyyEOPU0q6fSvJ7K9szQ3/srzzJzTpcDl3Iu3Ojh/76tGhzvO0B/6rU73KTEGWlWr2qfXZpBowSwGENvzBUF6seBZ8YMXO2HhO5QUXBGxKJGx5Dm2skrJWP5OOIydtpSscbYySqESbNrnopQq/bfnCKNKUs8XDco+PqwqMzP6A8drN2lV0ZEWuHl2+zcMjT4us7YoQPeefNCjmFs3x6AwWeYGfdXR37L7oCGoveuUlTOLZkNbjeu77/HNnp0jedqNMAF3WDuesgu0h+odWkOrfbrqbcnFxZuCn6Pi7dAbKRM+VobanWaw4NN2VB92IEQx9I7vzjxa0EPnfhhrpvhA814vHDfB2X4/DD4TBup9UzklsDPC6FT6qFPPVMTrw/cPiPsVxzr16BLc2PYMjdFgY27ay5/q8nLk8rx+E3YLGrI2NsVngZcNDeD+EGNUWz6l16J18oL6Zdy42Aroy6QrjFC1GWaprF6h4/d2X7qx6sYDRr/frcqsbp4s5dV2700SlRYuNGHxaRwZV8z1w6oqsayWxXcYTpnqx++RZk3hzM7dmTKk0+SUWohIVoh1q6/zmYJf/O+aoePVTv0WDiok5EXb25M5HPPUfbcc3iXLg0EdQ29p4GhcRNGdI/GYFB4+TsXSzY58fogyqbPbnBWOxPlbn1Y2IGeIAohjpzfr+HyQEQNv9cHU1Dqp7hMo36Citmo78NoUHjjDjuPf+ZgXcVNcNcWBu640ELXFgcf2D59ZdWT+IPRNJi2zEG9OAP2CJV+HU10a6UfIylG5fbzLHz8pyuwP4MKo88HFkJszo7QHSoKHoudP2/Qm7Erfh+jZn9E4rp3ua7Z/zjU2QsqhZud4NXvygPJAYAyFzwyroxfnokmMqJq/+YLLsC3fTueqVMD52a95ZZAgiApRuW9uyJ55v1MdpbaiPGVcFv+t/R2rABFQSssPOj52a0w9IwDb7Mnr4bluZIgqA21miCIjo4GCFspUFZWFray4GhMnDgxZNnButqK01NWoRa2MUx2ocbM1V68PujU3ExqveAvmdU7IX7KV6RsW4QhNRXryJGoCQmHdewlW0BRjfRoY2XxxqrSrsFdTQwbYGbSrNCssaZBTGToF8bePFixXe8EmxgNvdKqusGWuzR+X+whxu4jJc6O1Vz1+lXbXCx2N+M++0PcNvV7Mhq1RGnYkGaDevDeDdGH9X7EqUXioDgUmqbx8iQnP82vikdxkUrIU7blW30s3xp4FW/+pN+A33COHohGnGPhnf3G5/YpW0o9bw4AOVlOFszx4ah4CtemEfRpA0O7mfh8mpMyJ2FjNcCM1V7+Wubh/O5mIkaNonTbNrR8veu2Amw9ZyQd26UCsCPTw4L1VedRWq7xyHgH1wyMxGZR6OyaSwdtNVYzKI3bQbsBoEq/gtOVxMETQ9M0PvnbxWd/u3B7ITVF5YWbbLRqGP53a/pKD5/87aSwVKNDqoH7L7Py6VR3IA5F2xTG3GyjW5p++1IvXuWT0ZE4XBomg97AtOLAUJpP6db1lJS4MNZrRlJai8M690irPoS0uswCHxT4iLL6garrw9vOt9KsvoHFm7yYjXBRTzNpDVVKmzYlfvdW2i/4knW9bwhsH1GSQ3FCUwCSd6+k0da5KJrG5viOeLXDT6K0axL6eS7dEvxQSdP097Mlw0fXFlW3f4qqEnHPPVguvRT/tnUYtCLUGANkboV6+tCINo0NfHVtHiVP/Au1ekpF01BTUw/7fMOpKUEridvaUasJgiZNmmA0Gtm1a1fQcpfLRVZWFi1aHN4v88GEa0rj9XoxGmv1YxC1oHl9ldU7fEEXnqoCTZJVyiq+EJJijfg1LaQpTU4xJO3ciX/nTrzr1xP11lsokZGHfOx0/bqYzi0spNYzUljqx25VuX6gikFVuKCHiQkzXWQXavo4LAVsFr3BTHX78uHPZVXZ76IyyC2Gy3qCyQhur1ax3M8Ps0tp1ciMxaSQVeBlV5aXKF8JvRwryFTi2ZNj4Td3F9w7NB640sWwQ5xaR5x6JA6KQ/HPSk9QcgDCP6UK59uZrkCC4PpBZiwm+GW+G2exg257Z3JL/kQUwGWNYs4lz+A22AKv3bgHIsxwZkuVj++L5NXvy9mZ5cfng+Ly0MRuZXmxWq8ekRVzcWsOB4Z27VBNbWCbvt2OfcFTfGmaXs21Za+X2+rPpLNzrh5Ly4GiLHA54MyLDvXjEqcYiYMnxvdz3Xw0papacle23rR04uORxNiD7/zmrPXw2KeOwFP4mau8rNhaRmFZ1S99SbnGgx+XMemJKJKrNVEKqjhKXwdLfgF3OZFAJEDGLGavGkS/qwYFqpvO6WLilwXhp/4DePY6My9MdFNQFrqu3B0aC8/pYgoZ1mB7/HEczzxDu6WTSElfSWGLLtgSotlhb8neyASabpxOj2lv6aX7QIQxsWKaqCoK+jWd2QQpMQr2CP36tdKVZ5kZ2Cn0322EGQrCvK9w1VmKomDQCjFkL9AX5ABbF0P3S6FFN3x79qCVl2MeOADvzJmB16ktW2K99tjMZtWiHqzZSaBCDfTr8pN6qvDTWK1GQrPZTK9evZg6dSp33XVXIDBPnToVj8dD//79a/P0xGnskasjuOPtMkrKqyLR/VdYSYpR6dHayO+LXbjc/rBFXkZn1beFlp2Ne84cLOefH7SNPzMTz/LloCiYzjwTNTk5sK76TDAxdgMxdkPQ8hi7yvjRkfzvVye7sv2kxClc3c/MhJlusgr8NE5SuXmIlTW7lJDSuKIyWLjRx9x1bsqdfpJjFXKKNBwujVXbqr6kY31FvLPnKVJ8efgBFehVtpzH6j/C2z87uaSXOajioDpN09CKilAiIlAskkgQ4nTjcGl8OS381MSHosxVrWGgonB1PwtX97PgWbIRx3NfBdbl1WuDOyK0YmlnNpzZEprXN/D+PXry9d3J5Xz5T2h1VVJMVZxSo6Mx9e8PioISEYFarc9xTc/kFPx0dM4P3WbLIug8BIzSRluII/XX0tDEXEGpxrItPs7uEpwgmDjLhaJUa1gKQcmByteXu2HFNi9Dzwzzu5mbDvMn6kOY/Rr+EheoCordTF9tBv/Mbc/gfikA9Gxj4onhEbzyXTkeb/BurlIW0PHJ//F6RCNurfd/gZlVKnVubqTMCVZcKMVFKPHxlPuMLNwEOUVgNWl0dK7HvH0DxWdfj1qvHqn1DDRr0RTFZCJzDbDXS9dZH+rTu1ZczdXz5nBh6Qx+jxxUNbuUBs/daGNQZz354PdrLN3iI7PAT6wd9uZpjP/LRZfmRrqlGfFnZuKeNo2n/aV8WdqCufbuVO6sUzMD9eIUvvzHRXahn2YpKpf0NmNUNVj2a+jnuex3nEu24Pr6m8AiY9euGM44AyU6Gv+uXZQ9/zyK3Y7l0ksxduwYuo/9lJTrfyKtEF2VGyY+Cs47E+ath+JyiLJCn3aQIEWtB9SiRQt69OgRdt3RTOtb66nSu+++m+uvv54777yTESNGsHv3bt544w2GDh1Kp06djumxpKTs1KK53eD3o1gPo1FewT7YthS8LkhqBs3PgDC/IC0aGHjzThuf/OWk3A0DO5kCT82Hnmlk2dYI5q510aqRGYOqoSgKmqZRVu7nAde1NG7Yi0ez/0cTTwbafkNkvKtWUfbcc+DWL2adViv2p5/GWPFvrVVkIYtLYwnMGYNGjE0hOaZqH0kxKk+P0CNnbpGfG18tJa9EQ1X07OrcdV5GDK6sWgh+f5/87WLDLg9UfNGGK5O7pvBXkn36gK/Kr70uzg0MLF3IP1F9KSjVqB8f+rn5tm3D8dJL+DMzQVEwX3wx1ltuqXH+W3HykTgoDsTn1xj9YRkb94Tv2GW3EqiyAn3svtsbPAygczMD7012sjvHR/14lRsHW4iPUjF27ozatCn+iqrByovi/GIfu7M9oCg0TTYSHxUaT4YPtDBlsScoDqamqFzU0wxeN9qyP/CvW4K/sAT3xhxo1IbUfz3ACtWOzw/NG5jYmlF1s6IAigrNkjVUTw3dyTwuSRCcpiQOnhj+GoqO/GHGDZU5ww/9DKfGGZ12rwFNw1/kxDFzO/5S/TrMkGTHNqAZGTtzoCJBAHBJLzMX9jCxfKuPGavcOMt9tJ/3Jefs+xM0jYaOdEZnf8wbKbfj0/SrpSFnWmhuK2Dp1A14fAYazPqdlKwNTL/lI4r8eqPrEofGdNrSb+lEGqavICO1G5Ov+i+XNDdgBdo2ht07yjF5gi/OFOCe7E9Iu2oAS/foVZ+X9TbTvXXV7ZqqKvRobSQ9x8ftb5ZVq+xy8XDPTAb//CSUl9MMeAqYUv9ivky5lu5pRkadb+WW18vYk1sV82au9vD6zSpGT5iksN+L+8fvghZ5V6zA0K0bnunT9eawFdfY3iVLsD/7LMYDTE+/Yjss21r1c6dUfaaCysv0BvFwdd8aX15nDR48uMb4dMcdd3DHHXeEXXfTTTcxZEiYJpmHoNYTBF27duWjjz7ijTfe4J577iE2NpZhw4Zx//33H/NjSUnZqUFzOil/5x08c+aApmHo0AHbww+jxh1kyoCcXTDjU/D7AAV2roKCDOh2ccimm/f4uPf9ssCF7vKtPrw+uP5sC4oCjw0zs/xME1sy/GiolLv8bMnwsnhDOS4vbDM34ZH6j/Lxnkexp1V1LdT8fhyvvgqeallzlwvHq68S9dln+PfsocnzoylvfxGbul6G1xRBUtEuBvZphtEQ/t/ht7NcgSkRK79sd2f7KSp2A9We4Gv6kISsgoqu4RXbljrhpVsiiLGrvP6Dgy0ZGimeXPwoGParQajnzSHCDInRoV++WmkpZU8/jVYx+wiahnvyZJToaKxhfrfEyUnioDiQVdt9rNhWc0PUlg1UrjzLQrFDo20TAx4fPPhxGaUVzcBb1FfYk6uxcKMrcCP/z0oPXzwUSVykGfv//R/Ojz/Gu3EjydZy9mU5mLLME4htyzbDPZfaqD6+FyAhWuXzhyL5YpqLffl+miarjDzXis2koc38CiV7B2oEqBFRGOtH4Zi5CdP7Yzn/nqeYsw6appgY2NnK/HVO3F59LHPfThFERZkoKEwi1p9LVU2WArYYMFshawd4yiG2vkz3ehqROHhiDOxkCjQQBP1G0G4haAx8pa4tjazfHVwlpCjQyLWX/mWLMWpelto7k5nUmu5pNfz/pGlofi0oOQDgyymjfMFunANDe5sZVIXuaUa6pxnxrFiB47s/gtYPKZ1Dl/giMu54Bg0Vy87F9CqaEng0k9unPtvWDwokB/QTV8HvZ0uXS6iXvoIGO5eSsWwaK1OG0qsNpMTC2b3seL6MxOgsq4o9ioJqtXLNkGiuPciDlzd+dIZUWCT89Amayxn02OiCfb8y7MnzMTRuzLuTy4OSAwCLNvmYttbMeeYIcDup3rZR0xQ0pwcMCorJgOb0gqLgXbxYTw5UfOaVnN9+S2QNCYL0nODkAOh9vRKi9eEFombvvPPOEb2uXbt2tGvX7ohee8IiYaNGjdi0aVPYdX379qVvX0kZCV35++/jmT078LNv3TocL7yA/bXXDlwus/LPatNcaWwuS2LRLA1jTh4DesTRIKGqROyV78px7JcsfWeyk8FnmCgr11i3y0dUhMJlvQxEWBRueb0s6EtOU1TyjPGsH3w7DTt3rlpeVIRWVBS8Y01Dy89HKy3FNWkSistFm2Xf02bZ94FNrE0ehbPOCvu2coq0oLK7SiU5eaTGlLPPVNmrQ2P5xlLyikNT8FE2lTNaGvn4P5Hc+Y6DfXnJwY1mKuwzpfDE8IiqRj/VeNevD31vgGfePEkQCHGK8/o0fprvZs5a7wG325evMbRb8FP1n56KZlO6D4sZ1uzw8vYvenCtvOnPLtT49h8HN7v/wL93L2r9+kTdeSe+CDszHi8Oesqo+eGLqeUMH2AMifdJMSoPXFlxEbvsN/hzM6CguPUJtiu31zQNS4cUyv5eQorNxdV9LRUFWxZ8fjOl5RrRNoWsQoXpq+GfyGs4v+Rz7FqJfiBLBPS6Uk8456bryxQVelwOzboc/ocrRB11/dlmcor8fDfbjQbERyqMucVGQnRo57lR51vZvs/Pgg16DDIZ4OVeW2j7zf9h8OnLriv8hbJz7yHaVsNT0YZt8C+bGZQcqOTOKOWsngcZ0O4Lnxyt58+nVScTy5ZlcoZjStC6RN8+Vra7PPRFioLHrFeCakBM3k7yHFWrGyWreB78D44xY/TjKqBYjETce+8hVWVuz/SFXBc29GSihCnD8GdmYmjcmPQcfyBxW92ePD/0uAzmfVstP6DgNTXF2jULc5skFEXBX+rGMXdn+CFbmoZWEK7rgS4jP/zyffmSIDiYJ554gscee4zIQ+h3NmPGDAYNGnTUx6xTqVIpKTv5aX5/UHJAX6jh27wZLTsbJSUl/AsBygqpjGxTc1vz1JYL9XFju+HD6SW8/W87nZrp/+R3ZvlDAqumwZf/OPl+jidoXVQE2M1+bsj/iXNK56GgMdfenU/jh2HoNyBoH0pkpN5MYP8vGZMJxWbDn59PuWIh3VQPm+bUgzngz6thfhegRX0DmhbaSKdFso8huZ+TZWyCU4kk3pfJopxzUWgYaHgDega+cZL+ZZxTpLEx3cfe2EvoU7aMht6swHb7GnfhxofPpm1qDSW1RzGWSZw8JA6K/Xl9Gvd/WMbiTaEXxwPitzAoXr8Rn5bXmqKY0Hleo21KoAR2xqrQWKUosG/6UlzbvwBFwW2ysSbDTE7fS2hmzGBk64XEmxxsLEvh/d39KCi1UlIePD41QNNg7gTI3h5mZeXxFBSrsWr7inModcLmvQpur0JKDKSmwPD+4PKkYNbuhbzd+msSG8PqqVXJAdAzF4t/gqQmEBlf47HFqUHi4IlhUBUeuDKCOy60UurQSIxRahweYDUrvD7Kxqa9forK/LSob8DywAdo/moVCEDk1x+gXdAPJSIidCf1WpCdeg42Noas0gxG2qUeePpDQ+vWKFFRKEYvpvpRaIA3vQhTr14ARJbvC7k53m5qz86oM6qe4lReKykKifs2BM7baY8nar9TNvXsSeTYsXgW/o5JzcWgaOTumMesnHpccn4TvF99gWf+fFBVzAMHYhk+PJA8SIlTySwIThLsMyWT6Mtn//SLUtEHq0GCGnbYR4MEFRq1g3PvgD3r9Uvphm0w7FqPybuzaj92E7ZBzfG1HIJ39eqQJ1eGVq1q/GyNNeQ8alouqvz444/Mnz+fF198kd69e4fdprS0lBdffJEff/yRjRtD//0frjqVIBCniJoGoR1scFp0EjjLcPoMPL/tvKCbZKcHnvu6nO//q5eX1YtXKM0IHe/23ezQi9uScrhuzzdcWfRnYNnVRVOIp4TOzR8M2lYxmbBcdx2uL7+s+pLQNKwjRqAYDKxJOJMnG/+bEoOeBezuWMl/s97B3rRpjW/rmgFm5q3zsHJ71ZfkoM5GhvRPRvkrhnpluwJdfx9uNo07N95Aqbsq4t53qZWUim6/RQ79DZcYIrmr0fNcWDydBG8BmbaGPPrOJQfMWhvbtkWJi9PnvK32wZn69avxNUKI42vhRg+vfe8ks8BPo0SVR4ZFhC3fPZB/VnrCJgda2bJ4pfUvgQvK85PWs7vphUCvGvfVrF5oDNE0aJynX7C4LJH8c/VYymLrk5C7mw/bf4uq6A1h20Vm0ikqg39vup7ImlrPlOSFJAe0ioNUryDw5ZZh7NYt0MOmsAwmL9L7JQCsBTo0gV5twGoGsEKDasmPnODZlfQd+yE/QxIEQhymSKtCpPXgDxlUVaG4zM+7k51kF/ppot7GvcZPaerJqNrI48Gfm4uhceOw+/iyoD+9rf/Q0bkx6GZ+R7tziD/Igw41Kgr7fTejbpuFolbEky4NoL9+U5aQaIM9wa9ZHjFIjw1K8G15VoEXZWMuHQFHVBL7zjiPC5uHHtNAAQZDTuCyKs5YxtCyCbw/pi83Lf8lsJ1r4kS08nIibr8dgLsutvLvd8rw+vTLzX4tnOwc+jRb1AhicnfSY+rrxOTrSU8tOxuaNuWmwRZmrPKwL18LXDee0dLAkDMqEifxDfU/lZ/Hsl/12bQqflYUBcViRG2aiHXUKJwffRS4HlQbNsR66601fratGsCaXfrsMYH3rkJagxpfIir07t2bBQsWcMsttzB8+HAefvhhrNX6sy1YsIDHH3+cffv2YTYfm745dSpBIGPOTn6KqmLs0wfvnDnVFiqozZoFMqA1OvNCtKnj2F4Sg8sfnCXWNEjP8eP1aRgNCv+5LIL7PijD5yNMoX0wVfNxadHUkOXnFM0h2ng3oD/m8ufl4ZowAV9WFoaOHcFgQDGbMfXrh3ngQIrK/Pw36xzK1KrxX0tsXfik66M8Xm2Ywv4sJoX37rbzzwoP+wr8NE02MKCjEcXjpnxdGWZ7GWp8BP7cMhKySngsehpr216A3W7kzFZGzmhZ9e87NdmA1eTH5VFwqDa+i70IRYEzWxkOWtKmREZif/ZZvUlhRoae0b70UixXXHGQT1CcTCQOnj42pPsY/aEDv6bHuJ1Zfu57v4wvHookNeXQH8vsyQ1fVptgcqChTzUFeqxslP43M+w9MBlV2jYK7TB9QXcTM1e6mLehKs71rl9Kpygjux392JPcjik7Y9ibV8xzzWeiRmuB/QO0sufwwpA9qGpC+JP1hqlQIDiO+4ucONfmEvFA1cXqok1VyYFKa3dDq10TSUi0Q6dzwVStp4s5zNNJ0PsSiFOexMGT05qdXu6vFtPWWlvzQIMn+XDPYyT4CvWNVBU1vuYkncsHz9X7D/dlj6enYwWlqo1n6t3PTlcrIp8s5qKeZm4/3xK+ksHnxZC+CK1aUFIUBZb+Ag0fIrFVC8q3NiSidG9FzFFwqvaQ5ADA0k1OcmKvol9rlbILhnFR2ygiwkz85Nu5FkWrirMGRSPS6KbIaMSDARNV8dn9+++BxtCdmhn5ZHQkP8xzY9R8xMWn4K5ofl2Y1IxZV43hgn8ewbhtD76dOzF1705spMpnD0Ty/VwPhWXQMB6u6meuuekjSg0zwChYLroIY7t2eDdtQomMxNS9+wGbikfb4KLuMG8DFDv06txerfXZC8SBffLJJ/z000+89NJLfPPNN8ydO5eXXnqJtm3b8uqrrzJhwgQAunfvznPPPXdMjimRUJx0bHffjcPlwrt4MaDPs2p/9FEUrwtM1hpL3adsjuO1xXdT5gKqN5uq+N/YyKrStm5pRsbdH8mnfzmZtebAY27Nmgcj4S+gtfJyfehAQQGl99+vj7+qaBigJCQQ+dZbqDH69AQb0n36bAL7fZEsMQSX7HoWL8azYIF+A96/P8bOnTEalJBxv+WffwqZ2/CYDPiW78WX60AFOlmziVs9l4KHXwpKDgBEFW7m+eYLeGLzxbg1fV09aylPXBOafNF8PjzTpuHbvRs1IQHz0KEYmjUj8oMPoKwMLBYU04HL9YQQx8+UxW581fpNaRq4PPD3Mg+jLjj0BMH+ja4Cy70RQReHCqD4PezJcOJSbWzeCxd0g3rVevf5p0/jv1M/ZLbpDPZGNCTuoqE4ohqyhtsAKC7xsHO+A7cX7Eo54VK0PVNrmGLRXQ4rp4Qs1jQNb1Ypnu35aB4f3n0l4NNwjBlD1LvvoqakUOQIsz+guFQjoWCRPgPO2beAWvG5tTkrtIogrgEkpYbfkRDiqP083x1IDoDe76nYEMVse08uL/lbr8i86SYUu73GffRsY+S3RZE8X+++4LJ/Dzg9Gp9NdeHxadx7aZgkYHkJeF373RRrUF6sz2pishAxdCTaqmn4tq1D25tBnHMz++p3CVzbaZqGX4OCUj8ejNT/z21E2WquXPD5tbA3Y5qi4lFMmLRq158+n94Eu+KBTlojA49dE8Gf88vYU1KtikFRcVmiye3Wj3rbJqDGxgLg8cLCTSqoFmKjwOXXewOoKuSXQIQZmterVvbftKPe7DtAAYsNklMBMDRvjqF5mLKIGiRGw6U9D3lzUc3ll19O//79ef755/nrr78YMWIEiYmJZGdnExsbywMPPMDVV199zI5XpxIEMubs1KDYbNiffBKttBTN50Mp2Iky5yM9OJsjoPul0Lh90GuWbPLy7Ffl1Ufe6/9bVeXPfy6vymxqmkaTJJV2jRVmranpTPTCKqdqZYu5KS3du4M7zaakoFTMrOD+44+q5iwVX0haXh7uv/7COmwYAJYwjf/QNEyFefhz3aiJibgmT8b58ceBE/f8/TcR99+P+eyzg1/nKMJi2o3aq0lgUeYmjVmt76AkvjH4/ZQv2UGP9s2Jrv7FtH42/eN3M7HLJ6wpaYBF9dI9dhcleTdAYrOq0/L5cDz/PN5lywLL3H/9hf2111CjouAQGqWIk5PEwdOHxxv69BzA7T3EucIqxNpCn34BxJpdVD+ChoJTseFS9AtrvwaLN8MlPfXpWPOWrif2nQ+wam4GuReQF5nG9KibgvYZFWmkW2t9NoH1pSl0jd6vXheCSlyDLP0VsneGLPblOSifuxPNtV8i1+nEs2gRlksuITpCf2q1vyh/RdzO3Q05uyGlIg42bAt9r4MNc8DtgMSm0PU8qGG2GXFqkTh4cip3hY9pnjYdMcX4MXXvjqmGMdiVOqUaaN1IZdMef40PlL6f4+aeS6whjVD9ZhsaKqrmr7p+BBSTJTDlqWa0UL4kHc+UuQD0ML/C1GtexxGr18prGsxaVY7TrfdciAyTh9A0Dd/WrWh5eWg5DlS1auZrv6ZQ7jeRk2/GRrVkqaKgtmgReEq/Za+PjHw/DRNUfFr49+lXDKhNmwaGgi7ZCnuqtbzy+mDaquARvGt2wkU99Clsad0HXA7YOE8fRhEZD2ddU3OFlTiuEhISePPNN3nggQeYMmUKOTk5GI1G3n77bXr06HFMjyXfdKJWZBVCTpEegFKTwRTmX6ISGYmSvRMWVnX7x+2E+RNh8ChIaBRYPG2lJ+yXSrMUlbSGBs7vYaJXG/1p959L3bz6XTmlTojQnKAcvGR0/pD7SVs8Bi1bb+qnxMVhe/xxFLUiY5wfvj1r9Y6u7VMNtKivsn2fj5aunQzxLqBjsxLijWW43ivAcs8zOD/9tOKFVYmI8o8+wjRoUOCL7LdFbhLX/EoPe9UTQrdmYnqP+3CoFbVaqkpEyxYs2Ohn6BnVvjhc+hVyA2sxDazFgcULtjjwJULDiqpez7x5QckBAH9GBq7vviPillsO+nkJIY6/nm2M/DQ/tFt3z9aHV9nTMDFcgkCjScOIQEUUgB+VmfYrgy66i8o0nv+mnN8WeYDGRDZ5hyey3+HM8rUUVUs6VpcQrceuj9PPomNUBp2i9lWt7HRuzQmCjNCZkEpnbSfXncTGQQ/iioghNmc77Rd9jclTMe+iV68Q654GmYsrxr9WXIm3di4h0Vft6Zh7vwxCo7b6HyHECXFmKwP/rAwdRtTj+rOwNR8Q5hXBcor8jBxbRkFp+NmfKnm8eoJz/8r6b+dB3q6+3NN0dqD3iqpAWdvzsFfEPdekSXimVFUymd1lDPn6bv7X9Sm22NPIKvBRVObH7Hfx6J4PcP/aBfPFF4PPh5aXB3Y7zg8+wDNrVmAfhV1akdA2EqOikeex8ea+i3jwxmiUN+IC15dqSgq2hx9G0zRe/9HJpNlVsX9wOw+pqdUqvjQ/BnykaMVEvvRSIKmQEaYf9v6fUUEZLN8GvdugVyR0HgIdzwGv+4BVvOL42717N0899RQLFy7EZDLRvn17Vq1axa233so999zD7bfffuDZ3g5DnUoQyJizk8OK7cFzoa60w8XdKxtF7Sd93X4LND0LsGd9UIJA0zRQoKlrD2eUr8WLgQX2MxjUuQGjLqhKACzd4uWZL8sDP5djDi5Bq0zhVugTs40nBuwm8ZzL0G56F9+WLaBpGFq2RLFVtdhWm4W/EJ6aHsuUh9bhUc307h7LG6Pi+fHxSQwv+pHo81qiWoxomoaixOCb9mngYrbaG9PL+Z1OiIhgymI3E37ezbvtdgeN2801NcJhiAk5fl7JfoEisTFaSW7gS0RDfyqYZ6jP+vSqBIF/3z5CKEr45eKUInHw9DGos4k7LrDw0RRXoFfAfZdZAzMKHKrBXU38PN/Nim0+FDQ0FJLMpYy0fA8dzwYUnB74LaMNhYbg4UhrdrqYVW3mgjI1gmdS7ueT9IewOArDHq/crcfccr+ZO9ddy51npnPjWT6Iq6//qYkaOmyiKLUt0zs+jL/iyX5Oo47kNmjLoO8fwYAfY9euACREweW9YdMecO3dSUrBclq5V1btSFEOfGxxWpE4eHK6vI+ZLXv9gcSnosD9l1vp3Lzi/xePC7Ys0metioyHVj0CT/YBJs5yUVBaUfFU7ca3+gMkBTijlQGDGnoj9c8KD2szepDhjGFA/FY0FP7KbcPFbTpwDnp1pStM9YnB7+GfvPo4CzyB68iLiv+hU/4SnB8vwb9vH56ZM9FKSwmXubCu3ELeGgu77U3wuMp49PYsorp0QPvgA3zbtoGiYGjVCsVs5q9l7qDkAMC09SZuNG3B0kgfsmrCw6DYtcSfe6s+fqDCoc4YUFC63wLVIFUDtcjn8zF+/Hjee+893G43bdq04aWXXqJNmzZMmjSJMWPG8PrrrzNjxgxefvllmjRpcvCdHoREQnFC5ZUEJwcAisr0MtX+Yav7Dq1UdkAHI7Hzfmb43omomj4o9+aCSZRHPw+0Dmw3bbkneK8V47UUza/PehCUeVPY5Egh0btQ/8lqxdixY2Ct36/x3Rw3izZ6sZgGMLRzDl1X/RBY/3vS+bxVcl5g32vnKKRnZTM6YwIRvRujmPVIXZntM/gLMTZNwLs7PyhpocTEQEX2d+eSFXzR6XcMyqF9Lur+mcQu5+HMyiTCsa/ic1CYa7+UEkM80dWqc9VwDSE1LfxyIUStuWWolUt7m8ku9FM/XiU2MvxwgQMxGhTeHmXiu/9NZ7sjniRzKcPqryDe5IANc+GKx7EqCi2jYGlF/Fa9LqLdRWTnmKHa4C5NUXEpFtZa0xiwaykJ+zaQV79txUWznsTYsMsZ2D4pWqXvoDbQSO/epXk8uL7+Gs/SpWAyYR4yBPN55+lxskU3veS/mg1dr8OvGYN6uxSkpJHZrDutruqPoVryNsYGPdKApikwIxMqr7EVRR+6JrMTCFGrVFXh0WsiGD7QTE6RRuNkNTALEx4XTP0IirOrXrB7DZxzGxj1qqmcovCVAxEWcFRU67dooPLMiHBzqFaZnt+a6flV144XV/7F7dZ7AOx/3kCUvwynag0kAP6MHsQd+d+goDcXDKihrMHqc5FWvAUAS8XU1kpEBMb9hr6s2h6uJ5aGM2svNzdZgvPMq4iONGI0nRmyVbvGMHv/525h2MI0U9R8PrTCQpToaOk/dYJdccUVbNq0CaPRyKhRo7jnnnsCycxhw4bRo0cPHnzwQVauXMmll17KihUrjvqYdSpBIGPOal9+SfjleTUsp1E7PVscRIGGbap+1Pz0yf2ODumT9DFSFeyak+gJb6N1G4t3+XK08nK8pZ2A0FIFjTAlOZpGpMEF9rjQdcBr3zv5YV5VFnc6l9O997m82HoZppJ8vloyEDQNrdqF65+bbYxQ42lmDz8NieXCIXg/mFitQ4+GVlaGZ9YszH16clvcH1V9EKjaLMm7F5unAIcxJuhCudQJf6+AQR0rhnFYbDj6j2L23O2YtXJyjA0pNiQCUL/a2zT164f777/ZuqmQnZbGxHkL6RSZi+UYNkARtUPi4OknIVolIfrwEwPVmb0Orm+wJHSFx1lRWmqhS3NIigHn99+TMOUrFL+P3sZI7qv3FOnm4LmqTJoX1e+l/89Psr7HcAobpWGLMdAlegfupm2YmG3nvpxPGLB9EfwLcrr1IvHBeyn/3//wzJ4d2I9z61b8O3cS8a9/6WWumgZbl4DfC/Va4jQ3heIw8fuOezC1raE9tsWmz/edtV1vfBjfEKITj+bjE6cYiYMnt6YpBpqm7Ldw88Lg5ADoDfS2LYXWel+Clg0M/Lk09AZ+9BVWmtUzYPC6SN23EsOScnytW4dMlTj4DBNrd1XdgCsKREcoxEXCra+Xsj3Tx4fWeiS7slAq+00BBYYY8gzVLqIUBSdm/CgY0GpMCoRQFDAaMXTqVOMmURHhSsgV7AYXtvyt2OLC3N1XSGuoD61YtUOf1SU5Rk+cVL8GNxqgy359Bz2LF+N4/XW9otVoxHrjjVguv/zQ3pM4aps3b6Z58+a89NJLdArzbyM1NZWJEyfy9ttvM27cuGNyzDqVIBC1L6KG6TnDZSsBSGkOPS6DZb+Bz6uXknW7BBKrlc9sXoR/2ypMjWPw5pSilVVkXjUN3+50Su69F62iNL6nvQu/pjxY9drKuWsrnrRH+so4t3QOMd5itllS6dOyVB8Tu599+f6g5EClJVmRvNl0MI/ETaXYEBl2rNa8s/5FjHk2SRSFrDN27YnlJiuuyl4EAF4v5W+8gZp/AWbVhwast3Rnj6kVBs1HK9cyEpo14fxW0UxbrYZ0696dAws2Qf+Kvo4JsUaadU1jzvqq76wW9aBTatVrFKOR7wY8yQeOqi/aXi3h1cjoMOkVIcQpLyIKDCbwVb+4VsBqDyrhTVo3m/LfPg/8/HH8cLQGTeiTbMRkUigt97NzeyFdy/XHVEavizN2/4QtNRXKID0vns9W9uW/2W/R31GVkFCXzqfsJQe+lStDTs09ZQqG9u0x9+8PXYbqY2IBFIX4jZBZHPISEusfeO6s7BIjRaQRGQ31ogiXIhZCnEzKCg66/JoBZhZs8LBsS9VNfutGKr8tcqP4fPTd8hP19/yo/76rKhH33RfUBPqa/mYKSjS+mu7C54f6cQoPXR3Bw+PKKXVqaBo8l3gXL2a8TIym1+ErERG82eA+/Fq1JK2m0cCTpScHDofViu3BBzE0aFDjJpf0MjNpZjnlHtBQUfATYfBwSfLaQ5qGtU0j/U8lrw9W7qiaxaBTKsRUmyTCt3s3jjFj9BkUALxenJ98gpqUhKlv38N7f+KI3HjjjTzwwAOYzTVfgRsMBu6//376VTSkPFqSIBAnVIN4/Un1vmpxXlWg64FmSWl+JqR2AWeZfrFafRxqSR6snorBbsF2VlM0rx/HnJ14M4orsrpRbChqwFnoCYIeZSu5O+9zPky+EY9PwahqVDb8jvMW8nbGM6R4cwO7N3kHokVdFnLxmFfspyZTFnt44IYmtHJuZ4O1VbUKAg2TQcHRthvTjG25rOA9bFS7m0/tCinN8e/+NXiMmqZnn71Ll2LsVI+FtvNZZ+0TqJbYYenAoAbQIhoGdIDJi0PPaVc2UG3ih7SG0CgRCkv10rtYe3AuY/UOLx/8EZyFX7gVvpjq4rbzZR5wIU4lXp9edhtuzG2AwagnYxd+XxV7VBV6XhEUHHyL52FsFIPm9LDXmYDtggs5P0qPyXo/FYV2TZMhMxqK9X4v1q762H5FUdjtjMPsdwclB0C/QQ+XHKhU/v77mPr104caVDufbi0gqyD4CdgZLSA5Nvx+NA0WbIT16VXLmqXAoE5woI9HCFHLIsNXc1YfGmQ2Krz9LzszV3vILNBYv8vLPyu9gWu4FeYrKIiDGwt+1Gd7evttjJ07oyYkoHk8+LdtY1QzL7c924xyQwTRNoWJs9yUlFfd6G8xN+P2Jq9wc/2NXNHHhLFjR+L/iIAlwddMmcZEsowJpFhd+Hx+cr02rD4nMf6KxEKjRuDxoDZpSuF51+IxWolvnowptuYKAICG5ev5qO0/vL1rIHucsTSyFnJf05k0sBZBuwsP+2M1GqBby5rXe5cuDe2PpSh4FiyQBMEJ8thjjwHgcrkoLS0lISGhxm27det2TI4pCQJxQqkqDD0DVm6HnGJ9FoOOTfWy1QO/0AC26NDli34MfuJlULD1bUrxj+tQvH7Gx12Lpiic5ajqyH+ZbxZXX9gEZ/3m5Ee14KY3vXh8GjcVfE9yteQAgGfGTMyDz8W4X0lP4yQVowreMHkCDXDn5PNY8+38Jz2JPKP+5WVQFQZ1tWE2G3AQzQ9x9zJ492ekpEahpnWGpp30C19DDV1kFHAokXpyAKoNJdBYvFmhRX0w1FBlHO7C12apuXJj3c7QMW6KQlDpnRDi5FZY6ue5r8tZsMGLqsIF3U08cGUEVnMNU2I17shuRyymrM3ERanYWrSH2Gp1vjtWYGlQhhbTADSN7bE3EFet50FlPxWLSWHNoNvpNfn/9N4lEabAuhRzMSo1J1j9JguqxxW6orQ00Ky1OrMJLu4B6blQ7obEqJqTAwA7s4OTAwA7sqB+OrQ7+r5OQojjpVUvvedAYVbVsviG0KJqrL0/KxPvD19zVlEB7sh6/G/7CEBB0zQM+PBhYELsJVxX8AtGfODz4du1C4Cyp5/GX/F3JSYG+1NPoaSl4fSEVgEUGaJZXf8srh2o9zLYkVlC5dTY+g4UvIqZ9ZY0ypM1no66k6xiFdDoX76UJy70EH3ZhZS7YMpSKCiseFmeXu3ZquYCAlj5N63sBbzTrmqGL03T8BgbU/7SR2iONzG2b0/E3XejxtWQVDkcMmtBrdM0jZdeeolvvvkGj8dDkyZNePHFFwPJgK+//hqPx8N11113wCqDw1GnEgTStfbkYDRAt1bHaGf5e4N+VBQFTAaUlsmMKbmKGeaenFta1dTK2CQG21lNUXKWYc1ZRqwtlnduuonHvtFo7Anfod+3Z09IgiDGrvLEcCvPfl1O9eJURfPTxrUN9X9vkqKqfGycyXJre9afeTWm1FSiI6sau7hUOxm9bqJ+p8igfZv798czdWrwrAoKmJrEUqCGK5tVKK8Y7RAXCfGRkL9fB9q0GmYNq0m0PfwXQrRNvihOdRIHT39lTo3cIh//N8HJqh16Us/vg8kLPSgKPH5taIMup1vjsU8czN8QA3THbISnR0RwTheNxZu85O7JYWj6JMpnbsOfr1cGdIh/n5wrXsYdEZq8XR9/BrtSrqJp0WY2bu2DPVLj/KQNtLTlcm7KFlZmtqWTcwNVaU49km5LO5uW6/4IrtpSFJTo6ECz1iDp6zBunEszdzkkpeJNHMqSLRFkFoDJAO2bQOOkqs1zQkd26cvDDFMQpy+JgyePcrfeNd9i0q9fFAVKnRq7snxERSg0TlIrru0s+hTXW5fowwoiE9CadcX96+/4Nm8GqxGLJRNrvAXiFcyuDNrZMmiasYGb878jyl/GTlNDXkm+E4caQXTFk3w1OhrHG2/g370bgJXWtmxQWhH1ykwuHJtKt1ZGFFxBgwU0jaDZYqxmJexU26DxnHodN237iAGlesPrufZujCv5F95J5cxaqz+Z75BqoVUjM5oGc9bp1bb2moo1naFNuzzb8ilftCrws3fxYsqefJLIN9446oaCxh494Msv9SqCapWtpmNUyi4ObtKkSXzxxRcA2O120tPTuf322/nnn3+Ij49nzpw5zJw5k99//52vv/76mCQJJBKKWuf3a6zb7aOoTKNVAwMpcYfWbGv5Vi/N3BHEGEpDnpDfb7qfdZaGaMDA0vn6BaZJxdanaVATPxyFdMmdzJTOOykuyYXdocdR7HbKXnoJ36pVYLFgufhizFdcwQU9LNi3r2XMnEQKjLEApLr38ETWO5VvjEh3Mf3dC4grb8nGyNCsSGxSZMgyY+fORIwejfOjj9BKSlDi47Gd2wWDIY9ofz4GzYMPY1BWN65iN5UVGjPXQma+/nPbxnBmi0P6SAMGdjLxyV8u9uTqT/r08mQYPlA6EAhRq8qLYc8G/Y4/uVnI1HzfzHDx7mQnvhoe0k9Z4uHRYRrqfkHzwylO5m+oKiP1eOGpLxzMXK4wdTWcn7iTAbt2BpIDAFH5e+kw/3OWn3NPyHGyijRm2C4FG1Co//kqowcftvqCBxyfs8/rxIsRM/oxK88mr2E7ShKbcsbsD4OGOkTcd1/o/M7p62Det4EftZJ8/insSjpNA8v25MG5XaBpxQQslhqulWtaHo5fg9Jy/ZwjI+QBmxBHakemfr1SGa+aJILN4uHJzx2BWQcGdjLy/E02zEZF74fS5ixAf6rqGDMG74IFoCjYBqSiJlUlK1Wzyltpk/CuW47fr8eSJp4MXsl4EbumxzFj9+4ozZrhW7sWNI0vYy/ny/grA/uY8HIp428u5pGL7bz6uzlwnsP6m7msd1XQuKKvOWiaWEXzk+LNJbZRAjft+YoBZVVjP/uXLcbyu4enUh4ILJu5qhwNSGtkxq/pQ6ZqTBDEJEP+PqqnI1ybc0M28+/ahW/DhpAHXIfL0LAh9qeewvH662gFBWCxYL3lFky9eh3VfsWhmzhxIqqqMn78eHr16sWXX37Jiy++yIQJE7jrrrt48EG9t9rMmTOZMGECN91001EfU9G0Q22teXqq7Fq7du3aWj6Tusnp1njw4zKWbNafchkN8MS1EbRtYmDSbDeFZX7aNTEyfKAZo6HqKmzLXh83jy3lwsRVPNZ8Kn59Bi0UBf4pbMfjGy7AboXRV0QwVF2F+9dfUVQntjZhauqNFvC68JW4KP1jM3iqyugNXbuilZXh37w56CXWm2/GcsUVeJYvp+TpZ0k31UdBo5EnE0OY8lmPKYLpV71CcWJqYFnTJND8bmas9qCgcO4ZJgZ1rvrC0TQN3G4Ui0XvtD3na8jZxTZzR2barwr0NjAb4cJukLDfQzy/v6L44AgvXvOK/bz9i5Mte30kxajcdp6Fjs0kp3g6kjh4CnA5YNXfsGNF1WwtigI9roBmXQCYtcbDw+McNe/j/9m77/A4quvh49+Z7bvqvbr33nsD2zim2Kb30EsSSELxGwIhJKGm8KMlIRgIndDBdDDGNrjg3nuXbNnqdVfb5/1jJK1Wu3KVLds6n+fxY2t2d2Z2LV3NnHvuOeiBvh+fjIuoR/Dzv1ezdV/zqf9nx2/mvtWPRmzXgI9+8QFBY2hsrfUE+WRRDTW1TS4vNI0c/0HuLnqRPp7wMRWg1pbA1z9/Ab/ZzlVZW1BXLQNVxTRqFIZOUQrVzHkBSvc1fFlsyGJ2/C8inpYcCxeOrD83+GgJDVlXoGcaXDgS4g7d+QyA6lq9M0x9n/DUeD0A0WyhXXHakHHw5KpywQeL9IBbYxt2u/lpsyes8P81Z5u5c3r48iL/+vU477+/4eu4y/uhGCMnmKq+3IpWXhu2TcnMxDxmDJYrr0Qxmai8/HJ2+5K4LfeJ8OehcXbyNh7r9hllSX3Z12kaKYlmspIjj/PpT15e+cZNZU2QXklO7jurmor4bHL/31VR3/+MDrNwqaFBJyFG5dLxepbotGGQolQS2LoVjEaMvXqh1GdQVRyE7/+rXxcCKArV3+VhsARQTAb8pS6Cde/X+OCfsQ4Z1Ozy06OhaZrexcBuR1FbYIfiiA0ePJg+ffrw2muhAsFjx46lY8eODZkFfr+fCRMm0KFDB958883jPqZc7YtW9cKX7obgAOhFUh9+uxajQZ/BUhT4fo2fNTv9/P1me8Os1+dLvfgC8Elhf1wBM9PT1mFW/WwPdsLdZSxfXW0jMUapm3EaimnoUKgqhi+fjTwJqwN8BgwoxJ7bDc/WEjS3H0NmMoaLr8Z5770RL/F88QWWiy7C2K8f5p7d6bB58yHfp8lXy8T37+XgX9/ApdhIcMCSzR7+9am74QZ+7hof915s5dJx+pWmoihgqbvqNNvg7JugupTOQT8JBDlQqaKqeqAhWqT5eMfv5DiVP197BFfMQogTy1ur3wzXlIVv1zRY/glkdwezjYUbfFF7gDc2prcxarFCh1U55Gt/qurQeIVtAwVIMnnY5zHhrNXYW+Rj014vtZ4oO1IU9hvTuS/zPp7f/0DEsq4dfabiN9uJtYGtdw+UPj0i99GYN/yi361GH68aBwNsFpg2HJZvh0qnngEwpMuRBQc0Db5bEwoOgL5kYd56PUgrhDhyRZWRwQHQSEs0omnhdUiWbvFz5/TwZwZLwmfNNX8ADEpEptF+LQWbWkliMLSOyHrRRZh/9rOGry3TppH32e6Ic9RQ2OnSW6Amla0nKT0BupwT9f1MG2Fm2ggzmqbx7gIbf1gYh98fZGTCDK6s+JS1tp78K/k6iozJZPkKI9YjeOpqHWQmQUL+BqofeRhcesBXzcjA8cgjqOnpkJABU++EfZv07l4JGTj8b6Aa9GtpTdMo3Bzgh16/oKqiHcp30LMdjOjWzHWhs0JvZxuTFNaxpilFUSAmlPXqD+iZDgr6BFVLBCFEdCaTifj48GJtffv2DQtmGo1G+vTpw+rVq1vkmBIgECdEXlGA937wUuXS6NXOwCVjwzMA6q3ZGV4ZVUO/CPP5Q/8GWLjRz8rtgYY1X24fDeu9vi3pybclPUM72eRn7joXz9/pCE8bjU2B3D6QX/8DVbeHPmfrLb5+eBM1xoJtcDaYrHDW9fgPVER/gx79l5diNOL4859xv/kmvqVL0QoLoz9fUTDnZtGrqxVFgSqXxvOfu/X33OiXxD8/dXPRGHP0auOK0tCrOxlIToh+KCHEGWbbT5HBgXrBgP5YUrY+bhwmJ/B3l9mibr9snIVVO1yhFFk0Eo1Oyvz6BaFLs/FD3AjGV/0U9jrjsGF8vFZh677qI2r1rSkqXsXMvJiReiXxRsoyu2Mzw6QBR5j5lNpB72RTJ8lfhKIF6rKrQjtoWgQ31gZnH0PWba03vFtCvQNl+sWysZn6skKISKZmfl6aFswHsEQprGrIzQ372rulGOuArIZuKgA/lbfnN0n3QJLC9Mpv+UXZm6hGA4YmafeWK68ks/Y7WB9+DIUgaeZGP/SFkUGEpl762sNLX4cCHNuTLmG3KZfFMYMJoqIpKnvMOWhNwq3t0wz0aQeD23movfkxqA0FQIOFhbiefpqYxx/XN9hioetw/d+L30MxhCbafJiYN/JenAZ94NOATXlgMcLgxt0KAn5Y+iHk1V0Tm6ww5kq9vfhhlNfA16vAqV/GEm+Hnw2CWJlTOiEyMzPZvTv8e69Lly7MmzcPr9fbUHPAaDTidDpb5JgSIBAtbkdBgJufqqHWq1fP/2aljzW7/Dx+gz0ishtjVVGUYMSFZbTrzKLKUPprguPQ18Eb9wb46I8fc777RwydOmG97jrUuDgYeQnEpULhTj1S2mUo5PTSX3Tur/XtigoZXcAWi8GaiBITg+Z0ht3JGwcObPi3YrNhu+UWbLfcgnfuXLxffUXQ5YLKSrQqPWKtZmfjuP9+Kp0aW/cFWL9XIRglm9ftg6K77iPWFMB8zjmYJk+OXHcrhGhbXM1U1qtn1W/ipww28cli7yGfGu0mVvP7GWvbzZ/PNvLamhgqqv30iSng1+3nc+/WC9lTm4wC/CPpVryqlUnOxShoGEeNwvfz29nyaPTuJs11egHwKeGL/jWLlQHTBpKeFKoH4F+/ntqXX0YrLkbNycF2++0YOnYMvWjAFL2ieZm+zMChOBmbWcCPhbkNw3WcHUYdJhHhSB0qK0uGaSGOTlaS/vNZFbYqSuFgmS+i4N9FoyNntg1dumC+8EK8H38MgGdjEVpAw9wtFc1u4/OS3jy9dwL1wcLZ8eeQoVRw7a8GYsjSAwmLNvnZnBcg3qFwzhUTmaC4mb/Oj6poaBoYlSC35y4MHbRuhl3TNHzz5uFfvRpMJsyTJ2Ps2ZNgUOP17yK7sPwYOzxUdBoatb/WdclSefp2G4kxENhzAK26SSRS0whs3hwW/GhQVhAWaigx5eI0JEScw84DTQIE6+eGggMAPo++lPX8uxp+p0RTn0lVHxwAqHTB3HUwQ8oSnBAjRozglVdeYfHixYwapXcy69mzJ5qmsWPHDnr10u9jtm/fjsPhaJFjSoBAtLj/fOHGXdd5sD59bN5aP6t3BhjUJfxb7vIJZpZt84eltjqs4HJHBgA6pusD6tvzPLw659AXwQAFBbUEy3YQ3LGDwJYtxDz5pL6Gq+/Z+p+mHAnQaXDYJsVux/7gg7geeaRhwDb07o3tttuiHtM8cSLmiRMB0AIBfHvzURUNQ24uS3do3Pd/1VjNKheNicFsUvA2aZ+T5C/HlreJAFC7dSua241l2rTDvlchxBmsLnMoqq4jwK7PFA3sYuTR6+387X0XFU0mERQFclLUiE4kwdLShvZeI4FR8fHYJ3TCGAOgMavP/3j0wBVsr83AYTWTf/ZvKRp6N12z9ZRTvc5AZAuALHM5r2S8QGlcFgurOvDqvhG4guaGi+RBrkZTdSYTMX94gIT00EVzYMcOnA8+qBdTqbs4rrnvPmKfew41ra7ioNkGk26G4jzw1UJiFt0cCaTW6OnLZgPkpICpha50rCa9iFpek3pgXQ7RYlYIEZ2prn7Sok36z6vFDAM7wflDLDz6ToD1ewLE2RSun2zhvGHRU99tN96IVl2N77vvAD2LwLu1BL/JwqyM66htlDKvoLFy0BXcOERf5//sJ27enh+6lnzze4VZv3bQp4OfDbu9xJZu4bKUJXRzFIcO2E2ftfe89hqeDz9suOH3zZ2L/Q9/INB/CN4oGRB1JxBhQl8jV/Stpmd7FYtDvylX7M1MwysKnjfewHLJJeHPscXUZZgdOoUr4tEDTevAaOD3Qkk+5PRs+uwGLo8eEGiqpErP/m2p8VaE3HzzzXz66afcdddd3HfffYwfP56BAweiqiorVqwgMzOTt956i7y8PIYPH94ix5T/RtHiDpZHZgTUb29qTG8Tf7vJzivfuqlwavRub+S6SWbufclFYXloJ9ecbaZXeyNl1UGem+2O2E80Wb6DDf8O5uXhW7YM87hxR/1+jL16EfvyywT27kWxWlHbtYso0KJpGv4lS/Bv3ozicFA+dBJ//sLKml2JmI0wY6SP2T958fggxqqgqgpnD7Dx7UpXQyaBUYX7iv4d9jvE8+67EiAQoq3rOhzyN0Fpfmib2U515/GsUYcQs8NP344GjAaFiQNNTBwYz8Y9fu550UV5jT6OJsUoUbO4XE8/3dD7G0CrqsL1w25irxyFUnWQHw0T6da/C90aveaHTZAYq6fux9gUJvQzMn9d6Ko4y1LB231fxWo0EE8hnWOLGB6/h1s2XIUfA7/qtIWuKekcrEqmPKsHpmFD6N83vPG399tv9aI0DSemgcuF74cfsFxySWi7aoD0jmGvTYwJdXZpaRP6wcKNsKdIvzfonNlyGQpCtDUOK5wzqOlWled+eeQ/wMH94e2u0TSMXjf93FuYFzMqtF1RMNYVMdywxx8WHAAoKtf4z5ce/nSNHbCAqzus2AqlLrDYofcEtJRO1D77rN6Kuu5Y9dwvvUTsC0PplKmy+6B+HWxRfUxJ2UKWvYZNlSn8UN6FxpGCcze9SqfZX+MB/F27Yn/gAdS0NExjxuBbuDDs/AgE8Lz/Pr5ly4j5xz9CRQt7T4AFr4Om512k+vdjx4kLe9ixOmU0+eDUZm4B1UOvlWpuaUh9tyvR8v75z38CUFlZye9///uwxx577DEee+yxhq+jtXA9Fm0qQCB9b0+ODukGduwPRkQrO6RFHznG9zMxvl94uumb/y+Wb1Z6qXTqNQxG9dIfLygNRilqQ8O62Xp9a7cwufrHsOdEpGwdBcVmw9ij+atA93//i/eTTwDwYeDXP/Yn35iJhoLHB+/+EPpFVF4ToNYTJDvVyMVjY8gv8oOiMdy1lgE7wosdak5n9JQyIY6RjIOnIYMJzr4R9qxp6P/9fWUv/vi6B59fX6fau72BZ253EGvX07F6p9bw3p0e1hXFg2qgfyej/lgjmqYRWN9k0a2mscmVzDbXhSwpiiEh1kynKGPQ/tLQ2v4/Xm3Haq7l+zU+8Hl5IG02VqM/7DU9Yop4TXkM4+4Cii99kq9cd4d25oSKDTCxf6PTcLuJVjVRcx9ZgPhEMRvh7P6h05Kh+fQk4+AZxGCIOlZYLWqjzRqapnD2T/+mJq+MXRPuAsJbj2jA7gONgpL2OBh3DQDB8nKC5eW4H32UwJo1keegaQ1FEx+9zs4d/3bidrr5T+93QhkImfBFUW/+svNnqIrCbca5DNj2TcMuAjt24PrrX4n529+w3X03Smoq3u++g/pr17r3F9y7F+/cuVjOO0/fntEFzroBti4GrxtjUjaT1YPMK82lyq9nUHTPjtLuuvNgWFEQvs2RCGkdon/OdcwmPTC6M7zGLD1zjr84tojunXf0dr7N3QuYTCaysrK47rrrmDp1aoscU0ZC0eLunGZlzU4/xZWhwfqqCXoGwJGKsytcOjayb1RGohqxNk1BI9t7gHOr51FkSqFdisKUXW9hInxdrKFLF6IJBjU+/cnH+j1+Uq1uLhgC2bkJBDSVDXv1tCmrGfrkathWLMC/ejWK2Yxp0iSM3bsT2L27ITgAsMPSgTxjVsRxDJqfVH8ZVcEYvllhYMoQOwkxBhJiDKTFBRn571nhv+QUBUP37hIcEEKAwQid9VL5RRVB/viv6rBiXhv3Bnj6k1oevMwISz6A/ZuJA8ZYY2DsVWDPjdhlpVPj+/ixrDR0J6AYGFC7CY9i4vnkn6P9oAABxvePeJl+Oo0uBB1WhT9fa+dP12hUXnYZjvaZoMVFpNRmmivwBmuYV5kI4TFhdhfqa1rrO7IY+/bFN29exHGNffse5oM6OWRYFuLUYJ4wgdrGrSkVBSUujmt/O4wdH6vsKAgQG6jh+vIPmFD1A4EySCr4JyTcE7YfRYH0xCbZocEg7hdfxPv554c+CUVBzckBoFOmgffuj6V84SJyS4vDnnZe2kb6Du2Mo3MvjDe9Er6PuqVUi1fW0L5DDNk33ohWVobvhx8iA6WlpeGvTesIaR0J7NuH86GHMBcVcQ7g69iduPtmYslKjzznzkPB74PNP4DXDSntYPhFh+xkUG9sL71WzJ6DgKIvsxoS/RJbtIDf/e53TJo0idTUVCyWyHujE6FNBQjefffdiG31fW9Fy0lPVHnz/8Xw1QofVS6N3u0MjOljOvwLj0BKvMrNUy28+JWnLlCgYdAC3FnyGgPdG/U2XCUQyG4H+/MaXme59lqM3btH7E/TNB75Xy3frXDxh87fcE7KFlgMXmsSS9OuZmtNWkNAwvT+G3Rf/n7DTbz322+x//GP0GRGy03k4DqgdgN/KPwnccEagsCHZVN5tepKfnm+lYHdbNjMCp+c/QeW/1SEJeDmvKrvGeXIx/bb3x7R5+Lfvh3/0qWgKHrP8MaFvIRoRMbB09/WfQF8Uda5rtkZgLXfw/5GmUhuJyx4Uy88ZQ71Q/3vN25e+NIDCTeDpqGg6em4moYp6GVk7WriA9VUbO4E2QMbMpk0TcNkVLCY9Ir+STGhm2VFUTD16UOgYj+m7CatA4BghT5Wqj43mCK7KXj9UF9eyTRpEoFdu0IX5oqC9brrMPZvJmIhxFGQcfAoaEGoLAa/Bzwuvb1ofDokRU6EtAbTOeeg1dTg/t//wONBzc3Ffu+9xHVM5M3fQdUjj6Et+ynsJrtv2Wr+aniO+2N+gaYaCWr6De+tPzPqxfo0DQ5ux79iGf4Fcw5/ElYrtjvuaPgyxqYQYylp6AjTWNqcNzB1eoCapvuos+2AyqZSGNsb2ufmRu09q+ZGBnw1TcP16KNoxXpQQgEM+XtY+tlmivumY1ChVy50y657gaJAj9H6n6NkNOhLq2R51clx/fXXn/RjtqkAgTh5EmJUrpxwiCiX36f3cHXXQGLmEbVVqXfzz6x0zjSwdIsfdfM6Jq5/gy5efQ1t/aTOjtSBeMfdwOCUSsydO2Do3BmCQTzV1by+0MjGfEiIURjW3cgXy3zM7LhADw7UMdaWMXDf6+yI/w0BxYS1plQPDkBosNY03LNmYZ85s+F1LsXKi8lXhp1vqr+Evxz8P8yavsxABS6t+openh1U772KRYEhzFtTy479SSiWRACW2Qfw58sN/Czz8OvwfAsX4vr736kvZuB5/33s99+PadiwI/5MhRCnjxhr5PR1XKCaKw98heuNJag2FUvPNBSzAdDA64LygoZxdu4anx4cqKcoDUu07Fot/zjwaMOYSil8XnMRRVOuw24FlztIrN3ADxsh3beXAebN5KQqKLm9IDkX2513Uv3QgxjLXBiTQoW0vDtK8RfoxQwTinZS2H6Q3jGmjtWsVzQPnZKC7bbbMJ9/PlpJCWpmZqg4oRDi5PDWwg9vQkle5GO9J0DfiSf9lJpSFAXLxRdjvugi8PlQzOGTNAavG3+Um+yBxUt5unM7ZmdfQpI9wK3pc4hduAbQ9HX4wQAmwHh+d2oX5+HbWxH1+GpuLo6HHkJNbzJLb4snWuHAYHEF3tmzMY4ciX/JkrDH9nccjt+sD4RLNkOX6dPxL1tGYFuooKBx+HBMUeppaRUVBPftC30NLJkykwMdh1MfjfhhIwSC0DMyviBEGAkQiJPP64bvX9LbU9XrPhoG/uyIXq7V1DD8h1cYsmWLvkbfWxrxnIDJypaUIZg7wLDOQOEuAove5541U1le2V6P6CoK367U2y1MStoS9npVgZhgJUmBgxQbc7HVRB6jfs2Z2rkzpnPOwfftt7ydOIMd1k6k+ku4vfQturl3ERN0YtXCi+FoQFetgM1Fe6lMHMiO/b667fpFugLM+k7jZ6M4JM3vx/Xss+ER5mCQ2qefxvjWW7I8QYgzUN+OBnq3N7Bxr76MKi5Qw7P7HyLLX4SvLuXJl1dBzM+6odRXlGpUeGrJJl+0JbsAXF/2QSg4UOf8fR/x66/6sT+pK9NH6UHLLp41jHd+qI9YpcDWRTDqcvwZvfnmwqex7t3I0M3vk+A+SLDC3RAcABg8/9/8MP1hahL1qSyzIcjEfmrUAleG7GzIzo584AhUOuFghV4ANicl1D5RCHGEVnwWPTgAsHE+pHWKKBJ61DQNqkv0CaO4VAJmB+/94GXldj92i8KFo80M7Hz42xVFUcAcmcFp7N9fb0cYRc+S1Qx74Oew8gvYHnqOFgxAUCNQ7CTo9mHunY7/YDWaJ3zpqpqbi+ORR1CTkiL2HWw3CGXbcjRVAw0UVcFf4sSXX4kx5QC2e2dS6DFiXb0IgP2dR7Li7DsbXu8Pglex4njiCXwLFhCsa/dqGj06olA2gNIk9bw6MYcDnSIr2q/dLQGC083ZZ0fpvHYI33///XEfUwIE4uTb8H14cAD0i8vs7vo6qkPQfD5q/vAHgjt36hvqe8oSyh7QgMqkdgAUVwLOCvjhTZaXZrO8sn3dcxTQIKABmoYj4AQiS7N2XfUJjpgeFHQYQlBRUbRg2LJaJTkZzwcfoObmYrnxRnYv6052bTEvJjxDTLqfYKWCZ7s77PzqmbxO+i96lSq3CoT/8GtAeU0zDcQbP6+yEmprm2zU9IKMTifERGYglFTpLWpirJAWL2tphTgV+AMaa3YFqHRqdMtWyU1tvpK00aDwzO0Onvq4lrW7AlxS+B1Z/iIMqQ7UGDNBp5dAkRPvjlJMPdI46E8mOTaroSSX2ahEDQ6gaXT27CWInunU2Pi4fQQmDEJRFFTNz2jnp01eC9rSj9lvd2IsiaMosy9fp/VgwA8v0q5oAarRhGox4/NpbBxxDV5rDBZXBZl7llNrS2CecSiTB4QKHx6vXQdh/vpQq12HBc4bGp6lIIQ4jAPbD/142f7jCxAEA7D0I9i7DgBNUfkscC5PL+2Bql+mMWeVjydvtTcUqz7sLgsL8Xz6KVpFBYZOnTCddx6+lSsjC7ICSn1Ryr1rwx/wB3Eu2EXgYGghgBJjBm8QHA6KLriREkMyrk696YmFLMC3YgX+NWtQTCYMPXtS+69/gacaS880VJuJQKUbz8YiCATxr1vDtu/XsXD0/0MZqQcdtCbdA8xGPbNKUUyYJ0067PtW7HZMZ53VULvFZ3FEfZ6nuTaM4pR18OBBtKi/tEM0TcPhcGAwHLoLxZGSAIE4+Srqqpo0Tb2qKDxsgMC/dm0oOAANU2D1e6uffx8871+UZPXGmp4MB3dCwEeJt+lgqXFJ+houz1yFwdCkAIymEazykLV8DtnBb8nvMprtY66m+49vhD/vwAE8r7+uf2G30/6sJ3jU8gbxtoSGNbvG7Dhq5u9mkW0wjqCLAe5NqA4zlu4pKFYjZ1d8yZPqaFzBUPRXUaB7zuF/yJW4ODCZwOdrtFEBqxWa9NLVNFi6DTY0mhzskgnj+0iQQIjW5PJo3PUfJ2t26ReKCjBliIl7L7ZFdB6oF2tX+OPV+s+467lKjBm51LbP5o0DQzjoiSU7o4CLqr9jd1Uuf9lxLhelB7jhHP0Ce+owEx8v9kZ2hFEUyo3x4Ikcn/sPSmN13UBh1VyY8DV5sYbi95D00mNM9AWozczGd/YwXMNzmDvhBRIykhnx+l0s6nM9xbl1dQQ0jT29JhNbmofLA1+vgsvGHNlMv6bBtv2QX6IXTOyWDdnJ+mNuHyzYQNj7c3rgx416kEAIcYSMJvAdonOIJbKWyFHZsrAhOACAFuQC5Qvesyez05WqbwLuf8XFmD4mrp9soUtW6Npo18EAj/2vlh0HAqTEqfxitIshL/xGnyABfD/8gHf5chwPPEDNr36FVlERljplnniW/nWTmy/P+oNhwQEArcYLDgdVqR0p35zH9iHD8ZZb2L0CLjj4Edb3mxQdrEvTcq9o0oYRwOsn9b//wH71v3DFRRYQVBQY1/vor81sd9yB4nDgW7iQuGA1xqAPv2qk8RRVesLR7VO0vi+++CLqdr/fT2VlJWvXruWVV16hY8eOvPTSSy1yTAkQiJPP2sy6elvkdq8fCkr1VKv0BLDUNFfWJTT8KWiYvS4y81bRd+JkPf0V6GwvCXv+FZkruavDfDQNFEX/Uai/qQ+UuHAt2oNSd4WZu2MRahpEm9N3KVZUglhra7mx9lXi4vVn1af3m7LiMOXGo1Qa+HLCnylLLOB831uYNC+gYVYUXvLN5tqVlxDQ9Hm75DiFB648/C9exWTCesstuP/979BvEk3DdvvtESloe4vDgwMAOw7on6ukmwnRep7/3N0QHAD9gvjrFT5WbPPzyj0xpCUcuneUKcOOKyGb69ZfywFPPApBNHrzuTqEwk2JqArsKAiNXn07GPn7zXaeeK82rNsMwP8SpjHCtRqjpk8zqWgYunZlV9YQqCtb4Fbs+DFiwB/K3NI08AX0P4DtwH7iViwkZ0g2HXwb2dH+l7jHnUuxI7zIYIK/EFusD3+wmlpfLMWV+nKAw1m2DdY3Gs92HoSJ/aBjhr60IBBlsC6pitwmhDiELsNh/XfRH4tJgtzex7f/wt1hXyqAQdHoH7u/IUAAUOuF71b7+GG9j//eHUOXLAOlVUF+8ayTSpeGpsG+kiAPfGLhSX82fQit2Q9u3Ij3s89wPP44tU88RmBvPorVjGVALqbyxfDeUrDFhgVC/CXOqKerOZ3E7tlArLae7N0/MefypzEEfFg+eDXKk5uf8XXGprF5yKVoUSIAPXL0Pylxzb68WYrZjO2227DddhsAE4th7lr9Ghog3q53IBCnl46HKTw+ZMgQJk2axAUXXMC///1v7rrrruM+pgQIRHTBIFQe1IsJJmSAqQXbavQeD/u3QKA+z0mDpBzICi+HWl0LXyyHmrox26DCpLSuxKlqQ0G+Q+mfXEFKPGDqCkYLPWOKuClnMS/v0xf2X5O1vC44EHqNoihUf76FYGWUiHlRIZqi4IxNx2dx4K2q4YmkW9lo07sjXFr+GTfsWYCnTMGUm4AhLvSZGWLM7B12E90yrfStWYUJb91x9YN3NuXx7IUF7DN1xWqGUb1MxNoUSqrA5dEHdYdV49uVPgpKg2SlqJwzyITRoGCZOhU1LQ3fkiUogGns2KiVvosro39ORZUSIBCiNa3fEz3ns6RK49nZbh657tB58VXJqby3IpcDHj0/X6tbIFAY1IueBjVIiQu/EB3Tx0T7+R6KK8PX1O60dOA3WQ9xecXnZBiq6Hd2NyxXXkX1otC0flAxsshxAeOcH4flGdQuCxXIQtH/KIBZ89Cz9BtKzrocltU9rAWY4PyAzl69PVkAlR8dM1CVgYd8r6CPiev3Rm7/aZseILA2k4FgPXz3LiFEY73GAhpsXwo+r34taHHoxaUHnAMm62F3cUhGE9EySmsDkT/EmqZPGr3+nYe//NzOgvU+Kpxa2OMKGjHByJt7zwcfYOmRSszoJLRRieH1mbQguCrD20xHWeNP3ZnWP8dRVUS7LfNILNlNUDViCDTNqorOGZvKd1c8jdfigCaLT60mGNmDqPVYjkVuKlw6Rr/+MxogI1H/W5x52rdvz4gRI/jss88kQCBOEI8LfngDSusu9sw2GHeN3iO1JcSnwzm3weaFoS4Gvcbrfb4b+WFjKDgA+ozQ3OJsLrvtl/j+869DRmcBLD/OQbvyQhR7HEy4Dhb9j1tzFzM0Po9NNRkkGmujpm8pDhtECRAE23dkcbfLKOg8Ek3TmP1jFSVV+jlMrF7ITeXvoZZreNDT0xxnd8aYpmdFrDINwJSZCejFD6MZklXDkK76FWxQ01Nkdxyof+8ai9Y72bovdDH/xTIvz9zuwGhQMA0ejGnw4EN+HuZmftotMgoI0ari7CrR8pMGxeVxdXAxfO7Sx8mB54I9fFrpu9Vedq20cNATW5c5EHllGe9QuOqsyCDvtv3RA62xKUb6D7PTzu5BdVSglecB4W1iDeu249y1A1NuPBoKvrxygsWNLsw18G0pxptix9Q+EXX/JpJ6HMBqysbt0+jv/rEhOACgEmSc82OCShYQpWd3Iy5P9O21ddvj7NA5Q88qaGyw9OkW4ugoqt6toPeEE7P/LsP0CaNGatVYFlc039mqrLquY1Mz9+PZvsLIjT4fwSVfY0i2N1+8WdMgORd/5jACHz56yNP2mWwsm3wXAxe8gMPoxNRdD8b691USrGpmgKqzbeCFeC2h/rDZ3u0Mqv0eu1aDKTULg/u8iHH+eDis+h9x5vP5fJSUlBz+iUeghWJU4oyy4rNQcAD0NjfzXgvfdrzi02HExfqNe/9zomYoRJvx9gegZvQUDD17HvYQwQMHQi1fEjMbjjEwbh9XZ63AqDa9OFbAZMX+p8dREhLCHjEOH87GSb+koPNIAKprNYqrQVMUrEE3vy15ObzXbUDDtUSv/LulOIEnlJ83PFRhaCZ/Nja0fXN+KDgAsHmvNyw4ALBiW4CPF4d3RziUrlmRM2hGg2QPCNHarjorcmq7X+x+nuv1Pt2t+6CmDPI3wtyX9C4wdfaVBPjzm7V8UtiXNHN11ODAgM4GXrs3hvTEyMeSYpWI4qntrGU80/MD2tnKUdHAWYmy8C36xeljaULhdkZ+8Sh9f3oTf1EN7pX7ca/cT6DYGaWhF7hX7G84hnHzPM4ZCBaTQqZvd9jzFfTlDMayZiqmNxJr0zvNNJVQV2ZGUfTaKoM76zNmOckwaYBec0UIcQrJ7Aqjr4C4VH0yKr0Ttqk389SvU7h4dOS4qGnQra4+0+AuRlQlfA5eQyWgRp/1UCxHMHVeXQpGa6jAs6KgxMejdu4c9rS1Y28i5cAmYhN8xJ7bDdvALGwDs4g5tzvGjOjLaJVYM6gKtY6khgmuTN8uflbzBmmBfcQGK7AWbtLHed+hgwyNBTWocoHTfdh5M3GGKisr49VXX2Xp0qVkZGS0yD5l7lBEOrgjclvAC3NegL6T9CUCJ4HFpAcEom3Hf2RlWIsqg2T4/SiFO6HqMFE1oxnGXImank3Ms89S+ukcXt3Vjj2GDDI6ppKxT0FRIb54N12Wfsa7ynUApPpLsWiRoWytxovzp718WNWPsgRwe4NYzQorbRPJ9u0kLlgeenKnwQ09ygEOlocn3VU009Fg98HDL7WoZ7fAtGF6ocJKJ8TYYGhXiI9e6FYIcZKM6GHi/26z8ac3aqly6dsuz1yJihZ+I+wsh/2boeNAFm7w8ftXXHj9UEoM35b0INNSwQFPQsPTh3U38NRtepZRNL84z8p9/3U1Ll/Cz7ttw2poPL7qLboGqqspS8mh55tPEVO+Dw2lISiqRA0N1L3a7UcLaiiqArXVpCXA5WMhuMAExVGK1RoPX6HQYoKxveGHDaFXm40wrk/oOaoKAzvrf4QQp7Dc3hG1DHrHQu/2RhxWhdfnejBqfmICTrI6xHPTFH06vFuOgT9cZeOxd2obrhVnjDITN/ZyvK+9FrY/U7sE1JjDL5XVLA6cDz4InrobdE1Dq6zEevPNeL/9tqETQnF2X9LzVmMf1T58naqqYBvVnuqPNkbuu8aHsXcnUrJN7K9bwtDbvQRostDAWa5nVXSIXCraVIUTvl1Nw++N7GS9FotZWrqeUXr06HH4J6Evk77iiita5JgSIBCRjObmq9au/w5S20NahxN+GgM7wcJN4ds6pkOcDdw9ehDYti36C4EgCntN2cx80cSz+2+jQ/9YbD1ioz+51zhI7QBJWfraOsBjT+DOgqnsrgjoF78lPsxGH9f1q+Ts2TNR/D66ZI9jp7k95YYEgnUXy00vw/07y7mj01dcPl7FMOQiftyk4PbH8EncL+ivrKVXWg2mlEzI6RX2S8ZkDL9sdlijX+CnJRxdids4O0wecFQvEUKcBKN7mfnqERNvfe9h/Z4AHWN8damwTW6gfW5q3Bp/eM1VXw8QgIPehLp/aVgMGvdeaufcYeZQcKBgGxTtAoMJOgyA2GQm9DfxzC/sfLTIS60XhnQ1cl6KCnUZv14slBnTMWpeknxeJnUopro8H48lBrMncp1vUFFRtfCgpRpjBgX8pS60gA9DYSHm9HToNRwWbA3fgT0essKXMjSnaxYkxsD+Un29bod0vXWrEOLM8csLLJxbMJuEr/6HGgxAVQKWbTOhS3tY/innle5j9NhE8tMnkNy9G1nJKpp2MYb4eLwfvYNWU4UpKw5LvyOZVVXwBdPA3eT6V1HwLVqE4y9/wbdwIcGiIsyJsXhS01HNziZPVVBsJjAZCBuggZqB/ci85Va6vPoW6wf1J2i0YNY8RIzxAP7DZxAEg/DNKr1eV739pbBwM5zd7wjerjhtqKp6RG0Of/WrX3HjjTe2yDElQCAidRsOa+c0/3jpvpMSIOiRo4+xm/fpmQQ5yfpskKKA9dprCezcSWBjXZRWUXDmdsWWtw0V2GrpxCPpd1KtxvB64sXcv+tV6NG9USvEOhldoN/kiGN/u8pXNztfd9uvgCegkbHkUwx+Dwrw54NP8WSXmZQldeQDzyVcdvD9hmE+7Bi7iunQbzPGDIWsZCitBqNqIyVuRHN1cOiVCzsKQm26enWwsG2fjypXEFXRt2cnq1w8ugWLRwohWpXRoHDd5Lq73A0dYEOownfD2JWcS15hgNooq4tUgnwx+D8kmV1oBxxwYAbk9IBNC2Bdo0rkWxbB2TdCcg7De5gY3qPRdFNRV9jyAweMHZgTcxVeVe+mkrpnC6P/+0dMgM9sx+xxNmQRaIpCwGBiy6CL6bPsf6F9GRQsQ3NwzttF4EA1sA3em4v11luxnHeenlq84XuordEDtEOm6WnGRygl7tgqfQshTg++efNI+uLN0IbKSpx/+QuxFw1CVfU74wRcJOS9BblXQHJvFEXBPHky5sRa2LE8cqfWWHBXR25PykLzhKKMaowZ66Bs1DgLmlaD64F7COwvxdC5M32unMJS98UMqv6bXoy1boJH0zS9YFaT4ABmA1ldglQv+ZAat0bQqF+7HTS2J8sf3skBFEg+/NrPCmd4cKBeXvFhXypOM2vWrGn2sfLycrZs2cKTTz7JN998w/XXX09MTDPd4o6CBAhEpB5jAQU2zINoVVnNJ2aaJhjUqHHr60vrB9vOmfqfMAE/isWC49FHCWzahFZVhdqxI9/tSuapd6swEqC27qIWTaPImEKwuJba1QXYBmaF9hOfAf0mozkr8K/ZSLCkBDU7G+PgwZRURabuK5qGtbaiodLtwaHnMXhoXU7rkJ/z7aJE+q79iMxA5FIG96KNmFI/xTJtGllJh/8sUuLg3CGwfLteqDEnReG/dzv4ZLGH/aVBspNVfj7J0myPdCHEqaO+ferRcHUay46VefSz7KzbB2xMmkyf5BzitKZrrzRmpK3jkozVJBqdePMqqV28Fl5bjHnsSKyZNSiNy2IHfDD3Zb0QltkGXYdDco6+PTkbz8AZzNndC68SCkAWJ3dndb9LGTbnKRzVxWwYcQ1d136KtbYSZ2w6yyf9huSD4RkBis1I7fxd4RNkwSDuF17A2L07hi6RqcXRVLrA5dYzoKTYlhCngGBADzzmb9Kvidr3hR5j9KKGLci3cGF4dwFNA48H3458LN2a1HPavix8PMnsGj1A0GucfgM+/9XwbNmy/ZjSHLhNJhQjOKZ0RbEYURQFTdOw93FQk78f/+rVZOTfxfAHn2fthskMcH5Xd3r6OO9aWRB5TG8A59ydxExSqLCGutKssY0nJVBAO19dRqyiwKDz9bpZh9HcBJNcFZ55zObmW/Ckp6eTnp5O3759mTp1Kk8//TR/+MMfjvuYEiAQkRQFeo7V18TPmVU3MNcNzvaE4+97G8VHCz08M9uN26sXznroGhvDEkoJlpejZmWhxsdDRSEseR8qC8FoRuk9HmOfsQ2p+e2q/fhUM0ElwNTkjWRaqtjnjsewW69o691UhGHszzD36KDXVNi6BL59Xh9M8ypwL94LAQ3j6NF0Oe/uiHPUFJWDaT1QypdxoMMQtgy9LOzxytEXUFuwHA5GBggCJTUEXnwRJSYG89lnH9FnkpEIFwxrvEXlzulHPrsmhGg9mqbxzgIv//3GQ02tRs92Bv50jY12aUfWY+r5r/y8v2oGfWIKSDK72OVKZr8niXcGBGiXpjJ5kIk5q3yAxhUZK7mr4/y6tq0K5nYJKBq4Fu7Bu2AxdE3BNiwn/ABBv178EGDpR6HttljKBtzYkDnQQFE4mDuw/p90XTubfV3G4LInU5rTm8TCHfT56Q2w1t3Bu91oNZEB5qCisq/LGHzbvKTEQ24KUbvJ6J8hLN6iF20F/cJ3RA/o3UINdYQQx2jVl7BjWejrioN6AdX+57TeOfmbpFVl99QzRNc1yYhd9aXelSHKUlq1Yh+23/+e4Kcvozbql6ooCppRxdw1GfeqArTiYoq/W8Lm9hMoUVIYvv1NLO4qfHsr8O+vinp6gVIX3q0lxKwrJLZLHtWJOQQVI9/GXE1qYD9dk5z06pMOMYlH9Hbj7ZAaB8VNDtct+4heLs4wSUlJDBw4kDlz5kiAQJxgSdkw8SZY/z3UVkFCOgyYelQpoEfixw0+/vp+aKCurA6Q9/Az9KxaoG8wGrH98nbMNav1Foyg/yJYOwc2L4LuI6HXOIZ0MzBjuMI51e8zOD7UccEV48K3QAGDEcOg0ZCWAl88rae11jG1S8Dq8eNetg//okUMqnVzXvKFfFHagaxkA/EOAzZvNTV9p7Pft43S9K6Rb0QLUtuuBxxcHeUxQFHwzp17xAECIcTp67OlPp7+ODSubcoL8Mt/Onnn97HE2A4/x7Nutx8NhfU14Vd7G/MCtE838NDYHeQUHWBpeXtuyllSFxwIPc/UPgFltRnN6cW7qxTr0GwURSFY68O7oxTN48eQ7MDUISEsu0FzVWNc+wVYrws/IU3DWHdBrXbqhDUvjy7rv9QfWwrGoUMxXHM15rFjCezcieuvf40oqa0BJVm9WfqzmfqG1XotgXG9owcJtuwLBQfqX79ki55hlZ5w2I9QCHEi+DzhwYF6WxZB34mgHlkQ9EiYxozBv7xRFoCigNmMKSch8snpHSO39RoH25boLbUbaLD5x6jH0xQV78cfYzRELwCtmEPvzV1VS4eN39Jl/Rf4SvMIBP2Hnb0PlLswBAOM/fTPLJl6H+XpXUFRcRQX0W3KYDiKj05RYPJAvSV2QamevNEjG4Z1O/J9iDNLZWUlVVXRA1RHq00FCC6//PKIbX6/H6OxTX0MRyelHZx1/Qk9xHerfGEZZDMqvmZKfXAAIBCg9p//wvCzbhgSmwQnvC5YP1dfdtBvEvcNWo+yJrwdoz3LjqtjIv7SIIGNGzGYu0Nt5PozU0487mX6a4OrVnKnsopu5zxETbfBdc+wgRZk8bn3N/NOFLzWWEzdUvDtKA0VEKinaUfcfUGIE0XGwZPj86XesE4kmgbFlRortvmZ0P/wJabjbCoQeZEaZ1PAWYlpxUfcnhvg9tyFze5DMRvQnFCfdBqs8VDz9XY0T/04VIK/sBrb8FwCZbXULskjWOXGZNtMyo0XUEJiKL1XUeiy7nN9Pzt3RhzLv3w5gW3bCGzfjvW221g14BIGrX4/4nkeW3jRgO0F0C5VL0DbVEFZ9PdVUCYBAnF8ZBw8Ds0V0NOCEPC3bIDgrLPQystxv/km+P0oCQnYZ85EdW6DPWtCT8zsBn2iTL74fU2CAzpffhmeLWVozloMKXa91oDViDevisD69Sg58RGvURQFf4kLDT2QYHOW0m3Np9Q6ktBUA0rwCK7vYm1ABY7qIia9dzdeswND0I9lYD+MhsGHfXlTdgtMHawXLFSU5rOxmlPp0jsgxFj1oq/i1LR///5mH9M0jaqqKr7++mtWr15Nr169WuSYMhKKVhdstIIBYFDtBoIoeg9u0C9ONfAX1UQGCOptWwJ9J6JURa/OYu6chG/XDmqffRbl17cQ9fK8yWzXvq7jGgUH6tStr7MFa8j07kJDocDUCQ82DEEfndd/hWVkMpbuKdR8sSXi+t40bBhCiDOfz69Fbf7nCzTaWlMOWxfpF7AJmdBjNBj0X8vDexhYti38grNzhsLQ7kYoOqCvAW6GpmlovgDBKv1C3jh0GPQcivulNxoFB+rOZ2cZxsw4an/KA78+YCkuD6NeuoNVU35LUWp3jD4PXdd+Ste1nwIQVI0UZ/fBZ7aTWLQDR3WRftzKSvxLllC4PZ9/W+7geT7CROg8FSC/y+iI8y2viR4gMDVzn9HcdiHESWCN0TuOuKqgcWnmuBQwtWzhZEVRsFx8MeYZM9CcTpTYWJQtC2HPGgLltbjXHCDo9KKmFmJrNxy1Q9fwu2SDUc969Yaq+fkKqnDN39UQ/AxWewiUu3H86lrcb88CwL+vEs+mIiy90hpe591Vpk/+GAysOOtO7NVFzL7lbTSDEcXvJXv3UkzeWuzVxXTZPgeLvxqtJrTsIZCTAqUeMJnApy+/Mvv0rFjLjBnH9Tk1V4/gUFbt1P/U65kLo3ocfZBBnHiTJk06bBcD0H9ebrvtthY5pgQIRKsb09vIt6tCa1U9SvRiHMohinQQ8Os3+LboJa2NqTFYh+bgXrYPz3cLMY7Pwb9lJ8FKN4rNhCk3Hu/OMhSLEUu/DNRYC9VJUXrQahpp/nym1LyORdMvvt1YWVo7ivY/ziY119cQxLBP6ITrx70N1WzNU6diPs5fAkKI08PoXiY25YVm2hQFrCbo36nu1251KXz7vJ6uiwL5Gwkc3MnLnitYvi3Axr3BsAwEgIvGWLCYFDBZ0QJBPJuKCJQ4UWMtWAdmhQoRBjTyF1WyyTaQgaMtpKe6YfMPBKqjz/z58isaggP1LO5qxix9imCVB83VaHy2xvLD9L9QkdZFf18BP8PmPEW77T80PMdRso+MjBIeSb+ThwqfaQj25ncexf4uYyKOb2/mnqJ7Dmw/EB67NRujBxOEECeJosKYK2H+63oWJ4AtBkZHZmW02CENBpS4uuu7LYsIVLmp+Wa73jEACFYeoOb//Y6Y6yajTr4eLHbKa6CsWiGx+/kkrn+/If3fu7luIqnRwBKsqMXvSwgbcN2rC/DsKMWYaMN6/x8xDDfiOK+K8vhc9m5LCtuHZjCxr+vYhmyr/NEXMq3wSdS8QoJOL94txRj2hdenUpKTUTMyUC69kkVKP/bNB4NB72LVt/2JvVHPLw4PDoC+nCs1TmoYnIpSUlIOGSCwWCx06NCBK664gsmTIzuzHQsJEIhWl54YHvr8Mu4sxrhWhLIIFAUlPh7jZTfDui9CdQgaS2mnh1C7DYddK6G2KqKloaVrCu7VBwiWl1C7LQPfvF0Nj7ntJjRfgJhzuxN02FllP5s95miNZDUm1ryDSQtFhS2am+GGHzHedRPG6i2Qtw4AU2YccTeeRbD3eShJqXqhRSHE6c3vhdVfQf5GQIEO/aD/lIaZ/3rXn2OhoCzIF8v0m+sYKzx2g4O0hLrxbuO8uuAAgIY3aOCeBYNZVhmlcwz6xeLiTX4uGWtBS8zCufgAgYZ+VtV4d5XB9ZcRP2gQn21L4TGbift6zSEjZV1DDRQ1xkywLLIvVmGpieRoxzQZcJzViZovtzZcOK8dcxMVqZ0bnqOpKssm30XKgU3Ya0IXwFm+gwx1raXcEIc9UIsFL7GVBZjx4SUU7E1wQOdmWpSnJ8CUgbB0Gzjdegrs6J7SyUCIVpeUDef9BkrzAUW/BjtBHa4i+L14t5U0BAfqaW4/vuVrscR/wrrcq1i2rf6Rfpwbs4msGr0tdrBpC8L611dXg9kMXm+jbR6C7bqgZut1p4IapCqQWQwHyhoVfmnyd1XAzgbHWIZ0mIsvrwLN3WT5gaJgaN8e+5/+zJcr4MCB0EPLtulxhv5RSiq0lIMV0bcfKJcAwanoxx+j18w4kdpUgODdd9+N2NanT59WOBPRmKFJuugKe38eTruTWyrfI0OtwtCxI7Y77kDNzYUOveDAdlj2SShyHZcKIy7R/21xwKRb4LMnoxaLUcwGDJYgvrnzwrZrLh+K3USgrJZ5GTeSb+5Rt7RBC2uxY9dqcGjh9QsUBaxmH/ToCsY+kNsTKorAHofSvh8G4yEyH4Q4yWQcPE7LPoa8DaGvt/2kr3MdNiPsaUaDwh+vtvOL84NUuzSyklWs5kajkiu8kNDbBwazrLJD88etnz0IBgh8/X6j4EDdZp/Ghvc2kzzgch6b7UQhyPmpG8KeY+2fhfNgDZo3EAqgmlQy0gIoOakESpwESkIBWFN2HIYEG4ZEG4G6wEJJZq/wqS1FRTOoVKR20gMEikJQUbm2/CMcwVpUNIIo+BUjlt/cxYXdzKzZrd/wJ8TAwE5gOsSVSE6K/keIliTjYAuw2CGr+0k5lKbBtgJ9ljsQfyfpnX+i144XMTRpxa15AhQXVrOsaRzU7WoY84wpdryl4RNNis2Esm8tlp5JBIpd+AtC47OamkpZNczfAGXVYDSAqnCYfoIa1YZkQEGLFpDQNDSXi/Ia/aa8qY15JzZA0OzyrTZ1VygOpU19K0hRmhZQuAv2bwYUvd1havvj3mX3HAPxDqh0hrb9GDOc7PPGctdFTWoOGIyQ01OvVlt+QC+Gk5gVPnvnSNA7LlQUNmzSNA2t1o8h0YohwY6f0ojz0Fw+DmyC/AE99A1N87sUBWNZKZqioDTKQ9PTfhQUg1l/TW4fyD3GD0OIE0zGwaPg80DhTj0AUD9Dlrch8nm7VsGQC6IW50qNV0mNljwUlwpFuxu+3FKTgUqQIFEWk2oamqIwLrAOFu4kuGFJxFNUNBy15cxb60MDDIqGqoTPsBniLMSc2503f2xHlms/w9hCzDldUGNCOf61qwvw1q29NXXS02i1urFQA8yeapxaekS/c5OnrhCYyYRl9GjUeaEgrIqGSfMTs+QbbAN+wdiW75QrxFGRcfD0sjlfb3mqS6S881SqpiQw6svHwu7TDSl2iow5Ea93qw6oW7RlHZBJoLyWQJF+0anGWnCc0wXV6oI+ejqTe2MhnjUHQFEIuNx8uRLcdYkF/ob7/VAB10gK8R3aQ34ahlQPEevFAGPfvriaKSXjb77ETIvokgnr9oC3UWKDquhdEETrO1RRwiORnX38/5EyEoojt2ulPnNfb9tPMOpSaNf3uHa7tzAYFhyoV1wVWcHbt3Il7lmzCJaUoGZnY7vjDowpjb6Na8phw1xQDGAwQX10WQMtGMQ+riO+SgesyY/YN4C3mRoG9b8AjF43zrwqYrrGNqwHUhSFgK09hmOpEiOEODU5K+D7/4KzbnpHNepBgKg0vWjg0VTv7ns2HNwJNXqwMtHkItjMlJSBANeWfcTENfMhqROGhMhirRqwy9wOh0Xfh18zsLIql8Fx+fpsVx3FbubH7An0yl/JuN5VKI5QhpOm6RfPll5pqBYjmqYRdHoptHWCzCA1CZlYnWV6cEALNgQJkgs2kVyZh23mTIz9+uH58MOI81MUBc0VZXmYEEI0wx/QMBoU1uwKot9lhwazgs4jqUnIIraiAABzz1RMOfHsdqeCPbSPFP++sDomitGAY2IXAk4jfq8Ng2s/iiX8dsjaOx3fnnKCFW7yOwxrCA6ECQYweWvxWWNQ/V6CjbJFEx3Qp0cc9LkDg6Zh6zKP2mefhYB+528cOhTLFVeQqILFBJ4mK8uyko7l0zpyMTY4fygs2apPzsVYYXh3SIo9sccVR+ZIixI2Z8uWLYd/0mG0qQCBpJQdh4AfVn7eZKMGyz/VZ8yPo5rK7sLoodJdB8IDBP6tW3H95S8Nqf/BPXtwPvAAsc89h5qRAa5K+PY/oaUHAEYLoKH4vRhiLJDWEdP5F+NesxctSoQurmSPPtAbTFHfU1lGD7Zs60Hvlcsw5erTgkFbBqZLbzjm9y/EySTj4BFa/kkoOAAQrBsDY1P0AoONp4OSc+BolxJZHDDldtizDtw1XNkrk09fVfSZo7oLgwx/EY8X/JW0QCkmAhgSEwEwJNqw9MvAs+5gw+4KjOl81e1q/m+0mS+W+cgrDvLH7efzZI+P6BWjZ1MF3T58eZU83ekdVvtiMCTaUBqNc/X/rr9YDtZ4cS3YzaLLXsFnDfXA6py3iApjIj6Lg5SCTfRb9Aqqr5bgnj3QuzfeuXMj36+mYWih9ktCHC8ZB09t89f6+Nv7tZRVB3mox3d4O10ASmQ102dzf8E17T+je0YVJDn48GAf3q/pwsVnga1iN+OcHxMbbJLDb49HiU/HeHA7gQ07UXPjw8bBemqshV2jr2N5+qSo59hh81yGfv8cQdUAKOzuNZnqxGzienemz/A+oXR9RcE0ahSGfv0I5uWhxsWhdu6MoiiYgMkDYM5qqG8wkxIHY07CUJkUC+cNOfHHEUcvWlFCp9OJ2+1GURTat29PRkYGgUCAvXv3UlRUhKZp9OrVi+TkaBWFjl6bChBIStlxcDv1IEFTPreehnscxWlS4yNn3hUF0hPCt/u++05v9lpP08DtxvvDD1gvuwy2Lw0PDoDer7fP2ZDVTc8oiEtFURSMnTvjixIg+NI8gh3fLCXjrJHY7VG+LxSFNeNvZ0/RJGIqDtBnSBrZw7tF/eUixKlIxsEjVLIvclvAp8/8r/sOasr0bXGpMOoYq3ebrNBVb33aDnj9Xj+PveumoDTIoKLF3FL0JomByoanB52hMdjaNwNjegz+EhcbvO2YFX8zf7klldiaYl7o+CNLqmv5gV4867yOm11f0X3pewSrPaCB2RNkdP8ggYoAmqZFjF/OebsIVLoJ1vqoic/CZ3GEPd65cjPx82eHvxdFIVhZifutt6Amsu+4YeBAzFOmHNvnJEQLk3Hw1LV+t5/fv6LXDLg8cyVTE9fylX8A+42dG03caBhUWOzpyAL/r1GrgwRRyLJUcn/PrxhUXopao9dpibg6c1Xqxa41DYwqwRovSowZzekDbwA1zoJiMqBdexsrasaAFv36Lr5sLwBqXcvZzhu+0oMBtsmYjHqwybd6NbVPP41WVgYOB7bbbsMwaFDYfjIS4fJxen0DgwrJscfWtlCcOZoWJdy7dy+XX345PXr04IknnqB9+/Dl3StXruT++++nvLyc559/vkXOQUZCcWSsjvCUfQAUPTBwnH1v+3c0ML6vkQXr/aiKPi9nNMCt54bvV/N6wwoGNqivOButuwHoQYyk8PU4gd27oz71gDGduVpfmFfDzyfHYDHrPyI2M/TrAGt3g9sHNZld6D2+CzlSa0CIM5PFpgcYm0rIgKl3QlURoEB82tEtLTiEzllGXr4rhpLKIPuXtYf/qNAowcp82XWQrsGWRQAY02LQ/EF6bNzAk4X3ovyzM9UbN2JwuxkDjAEsib0wmN34M+PwVhWjWI1Ye6fqVbTj9cBu4+VSvvzKhgJdit2OctfvMZUp9d1a6ZED6cZOuOc3OXlNw9ClC76FC6O+N+OQIShy1SuEOIxvVvoI1l3mDY/fS1CDsc6P+TL2BqoMesVSoxJk0gADHo+FV771EEQlxVTDf/u+RbyxFrWGiE5WYequZU3tEnD+uBt1uxH/vrrChCYV2+jOVE4ag7aq+cmfWnsSJRk98FkcJJTsxuYsA01DTdLXBwTy8nA9/DD46wK7Lhe1//d/qElJGPuHt9E2G/VAgRDR/O1vf0PTNGbNmkVsbOQ6kMGDB/Paa68xdepUHn/8cZ5++unjPmabChBIStlxMBhhyDRY2mhtqQIMnX7czVpVVeGxG+z8b76XDXv8xNoUzh5goqJGY3N+gB45qj7rP3Agvu+/j3i9ccAA/R8JzfTKSsyM2BSsiFI2FrBonob38/ocJ8/c7qBXeyPr98LKHXqLm5xkGN8HbMcXFxGiVcg4eIR6n6V3LGgsp5e+xEBR9OKoJ8BLX7l56WsPGlmouc/yi5xNXJa6HePgwRjr/5/SOsLKL/DtyMPVqF0rJSsj9udZvImYi3pjy4pDjbPg21OOUl+UwGhA8/rx5VUS9PgJVLrx760IvdjrJatfDlcDVS6wmsFuAa3HBAJr1uBrVIjQOHIk5nPOIbB9O4H16yPOw5AZOQ4L0VpkHDx1BYKhmn5eTU/fjwlWcVHlvzlgak8AE6l9+uBI6cft51np3V7lsXfcTItbT6Ip1L6g2SvTRhNNqs2EIdaKb1dZ6HFfkNoledgvrwAi79rj7dC7HWywzGDb4Iv1/fi9DJvzf7Qr34L5vPP03SxZAr5Gk2p1BQ29CxZEBAiEOJSlS5cycuTIqMGBehkZGYwYMYIlSyKLGB+LNhUgEMep4wCISQzvYpAcWS32WBgNCtdOtAAWPlzo4Z5ZroYI8oR+Rh693o5p/HiCeXl43n9ff0BVsd56a+iiuctQOLgDCraGdty+P7TvF3E8VdWILIEIhtjwu/45q71oipHNjWoa7iuFuWvhvKHHHRsRQpyqOg0Cowm2L9NnmzI660GDE/hD//0aHy9+HcpaCGoK/8rvTY8LhjGse6Nf1/Hp4CynZH0VNg7bbUtPnbWasHRLwdvoQjjo8lLz7Xb98Wj8frSaGozx8WHFqxRVxXbXXZgnTiRQUICano5xwAAUVcV61VX4V6xAKw8FYY0jRmAcPPjoPgwhRJs0preRjxbpmaGzC/sxIWkHQQ2Mio9c3049u6v9tIbn9+topKxaIz65aW/DZnQcqHeeqRMoiVIl2+OB7VtIjRtOcVV45tOI7rC3GKo8ocyxoMHEsp/NpF3/atSEhLqN0a4yD7FdiGaYTCYqKioO+7za2lqCLfT91aYCBLLmrAWktm+R1obN2bovwN/fd4d1g5m/zs/r33m4cYoV689/jvm88/QuBhkZqPGN+oepBhh7FRzYoRcXi0nWL+obX9B73VC6D0NGLMGmrRMUBXd8AjTaHAzC1ijdRg5WQHUtxNkjHxPiVCbj4FFo1/e4u7QcjaVb/dG6YbFsqy88QBDw8+ye8Qyr+pweFB92v6rd1PBvS/eUhn+7VxZEDQ4EUKgwJhDvUFDiond2URQFY//+ETNhakoKMc88g/err9AqKjB06oRp8mRZXiBOKTIOnrpG9zZx14VWnp3tZnFFJ/608zz+X7eF2HHpLayHXQiNiqaajPo13qaaZrJI66V1gN5ngxYICxBonij1tYBZr+3l4/he9OloZmh3M12zVHrmKmQmwdJtTZ6sKAQxUKokUD9imoYOxfPOOw2FtfWDaZiGDz+KT0MIfQnB999/z9KlSxnezPfPqlWrWLFiBQPqs6qPk4yE4pSybpc/4uJYUWD1ztBCXDU5GbW5Kp2KqhckjKa8AOa/Dh4ntn4pBEuqCJS6Gg5iG5nLmsrOYS8Z28fEnmauv4NNT1QIIY6D2RgZHNC3h+cILC+I5a0DQ4m1bKGnZ2fD9vrXNn62pVcaqs2k1xkIaJg6hFJmA+XRZ9z+kXIrc+PGYlI1fvOjl0vHRa6nCmp6ANUYpfyCmpiI9aqrmnubQghxSFdMsHDBCDMllUHSEoZjs4wIPRgMQEVdB5e4VOwWA+cMMvHNqp4MjstnenqjJU7ZPaHbSIhNBnvdrXvAry89LT+gf20ygCeym1YAFQ1Yv9vL+t1eHrrGRmaS3q3G3MzdU+Pthi5dsN17L7XPPKNnJBgMWK+/HtPIkcf4qYi26tZbb2X+/Pncfvvt3HTTTUyZMoXs7GwURaGgoIA5c+bwwgsv4Pf7ueGGlumq1qYCBLLm7NTnsEZPlnUca5OE3Wtg/XdQW4N3TxmedQVoHj/GrDjsk7oQLHGieQMYkmysSJpM3o/67JqqwK+mWTl7gInv1sCeovDdxtn0P0KcbmQcPHWdP9zMR4u8BIL6hJOqgMkIPxtSlwGQtwHyN5BWFGRicmdeDV5KF+9e+rn1nscaCgX9z6JjzRoIBDFkxmLuGGqo7d5UiK1fqBaAYjdBdWQhxoPmNAB8QYV/fOgmI0llbB/9HDRNr8eybo8eJIizQ4IdXF69l/aQrpDgiNilEKcUGQePUMVB2LNWvynP7Kr/OUkcVgWHtUkEsqYcfngDqupmbmJTYPzPeeDKBGwWeHb1OXxf2ZvJ3WqYPDYVS1bHyGVhBiNMuB5WfwnFe1HTEgnUFEYcv8QYGjsVBZZu8XPuUD1A0Kc9fL8u/PnJsZGFBs1jx2IaMQKttBQlIQHFeuwdv9xeqK0bZ01t6u5N9OvXj8cee4yHHnqIf/7zn/zzn/+MeI7BYOC3v/0tEydObJFjKlrTRottTP0vhA0bNrTymZxCfG4o3KX/QkhpB/b4w7+mBewsCPDs7FqWbwsQqFtCUz+u//sOB4O66CNiXlGAJ96rZfv+IKnxCr8838qYPqbIHe7fDD++DYAvvwLXD3vCHlYTbcRM6YrS72y96Fd6Jzw+jeLKIMmxKjaLfnC3D+augQN1S2rjbHDOILkIFmcOGQdPHcu2+nnkbRclVRqxNrhzupXzh1tg62JY/RWg1FXn1nh6zwTeLRhIH/dW4oM1JPTuTEbvTvys6lWy/TsjahP4AokY7V4UjwvQ8BfV4PxuR1jagistlQsdT6Ip+pIARYFzh5r449X6eqp1e2BZ0/TaRkwGuHCkLL8Spx8ZB5s4uFO/GQ82ml3vO1GvP2VP0Gu0HKVaj4bVzLG3hv7meT0btIGiZwNM+cWx7Q/wb9+Oc+ZMCITe52ZLZ+7JehC/Yqw/CtNGmrj/itDAtvMgrNsNHh+kJ8LI7noh15amabBqJ6yuq0drUGFsb+gidV/bnPz8fN555x1++OEHDh48iN/vJy0tjeHDh3PllVfSs2fPFjtWm4pByZqzI1BdCvNe0fvEgt7acMyVJzxqvK8kwM1P11DrDS3VUhTomqXyywusDcGB8pogtz3rpLxGQ9Ogulbj3pdc/OtXDgZ3Df0/BvLz0b58E0OcgqIoeLaVRBwzWF6L/0ANpivPamg6azEp5KSER6ytJjh3CNS49ZTaWJv0qBWnLxkHT20HyoIUVuiDYIUTHnvHTZJDY9Smb+ueoel1CjT4Zbsfef/gQNbbe2E2wj9nxLBqh0a1mhB136bevfSU2wVvgN+DYjJEtI61B1yoBAkQfZBrXLA1Gl8ANuXrhbyEOFXJOHgEVnwWWVBv/Vz9j9EMwy/SgwVHYNUOP396w0VhhYbdAr+ZYWPGqObvpv0BjRe/8rBgvQ+jClOHmrlyVAA1LDgAoOkBA28tmI8+rVMLBPD8739hwQFnbAp/yvw9gYC+5ktR9ADB+cPDz7dzhv7nRNtxIBQcAL3Lw4L1+iRVSvQSMeIMlZuby8yZM5k5c+YJP5bc5ohwSz8CV1Xo64AfFr8Lfu8JPezHi7y4PGHXqWgaTBxgYmTPUJR6/jo/ZdVa43ovAA0VbwGClZU4778fzdWo2qAvelVPzRJ3RHf7iqIHBuId4P/+O6rvuovqX/6S2lmz0NzuI3+jQgjRjFqPxt8/CK8LENTguQ8qwmfx0McksxpgZGc/EweY+O/dMXTf+BUzXryC8rlreHP/UGYX9qXabwklCKR31ovMnvcbGDgVz4bCyGIqpU6Gu9Y0fKlpMGlgaAz2Rq/nFcZ9Yn9dCCFOBmc50auiAH4fLH4PKiNT85vaVxLgt/9xUlSp76vWA4+/W8uPG5rpnoL++KtzPOw+GGR7QZBnZ7t59fvIOgEN1nwDSz6AnStAC5Jf7OeJ91z89vkanv/cTWlV9GtA38KF+JcvD9vmqC7h8S5L6ZqlYjFBdrLK32+x069j6wSP8iPnt9CAfVG2C9FS2lSoVNacHYHSfYT/QtDA59EzCxJPXD5Tda0WtXp3pSt8i9sT/ZeV2xva7l+2DK2iAv8BE6ZMvTeXMT0mVJCwnqJgSInhaHi++gr3v//d8LU3P59gQQH2hx469pQ5IU4iGQdPXcWVQXxNbsA1DXaXW9EsdhRPLWGlCC02/nFHCigq3gULqH3hBd5KmMHrxksgT3/WK/tH8GKft0kdOiqUCWaLhe6jCCqvAhUR55EY0DPIFAV+Pd3KqF6hAEGcDYqbv64HZFZLnPpkHDwCjgR9zX/UIEFdZf6DO/W2q4fw43o/nkZjhoY+tnyz0tdQ26Sxipogny+NHGRe/T7IDRf3R9m7tskjCuxaqf+9dy2Fu/K5/MuzG5aqLtkS4MNFHl6/N5as5PAJoWBB04wEQFXpVrGRN34/LfKxVmBo5tJSMlnbjmuvvfa4Xv/GG28c9WvaVIBAHAGzDTxResKaT+yC0t7tjcxeEvkLoU+H8G/RAV2MKEp9BoE+amoaDM6qAfSiAJpXn76q2FqNFleOvUsiln4ZBCrd+PfXZUeoCrZR7TAkH92VrOeDDyK2+VeuJJifj6Fdu6PalxBCNJYar2I0gL/RRJmiQFKMijLyUvjhLQjqEQQN8JZbMHz0Aob2uQRXLGeXuR2vJ10Sts+Dnjie9f+Ch3tG1pIx9B5IYO+BiO17zDn6MTRYu8vPucMseHx6SuvQbvDliubfQ/s06JV79O9dCHGKGTINFrwentrZlHL4u9RAMy9vrl17jTv6Czw+8A+ahslohry6TgWqATz1kz/669JLV9He0pddtakNr612aTz94l4ePaccY//+KAZ9KamamkpTLs3MLM/PWPFQFVaTwsVjzFw+3ozXr+Dx6UUCT+bNeZcs2N5omFYAgwE6pp28cxCta8WKQ/zSPYxjLTUoAQIRrvcEWPVF+Lb2/cFxYgsVXjDcxJqdfr5cHgoSXDbOzNn9w79Fe+YauK/3Mv62YSiBugDBeakbuNy/GIJ3g2rA2bkvf8q+B39qMiZfgPSf9nFTzQekTuyGVlGD5vWhxltRrSboOPiozlNzRgmeHGK7EEIcKZtF4a4Lrfz9g9CyJQX43WU2yOgCU+9A27Mez+zZBPYVYR/dHsVnQNu+H2u2gmNAGjRJOx1bs5Sff/UelV9VYejUCdudd2LI0QMAlmuuwb9+PcH8UGGB9+PPZaNVLyCgKmAxm/lgkf6YQYWz+sFZfWHhJr3egMUI/TrqxblirJCVFFk0XAhxGsroDOfcDnvX6V0DCrY2elDRixRm9zjsbkb1NPL85zR0ZwH97/H9ot+CZCSqJMdCWY2GpumDiaJA9xwVk8UMQ6fpfwBm/41oGQ7pluqwAAEo7N7rwvXQQxj69sXx0EMoFgum8ePxfv01ga1bQVHQNI0/58xkdXmnuv1qPP2xm1qfkYCmBxWsJpjYHzKTIg57QmQn62PuT1v1LgZxdhjXB2KlEGyb8eKLL570Y0qAQITrOlwvPrNrpT5TldlNDxqcYKqq8MerbVw02kxBWZB2qSo920X59gz4mRH7I2MGr2JvbRLJZiftrWUobsBZCbFJPDXPyF3DVtPRXgZAtd/MK7uv485z+6Au+xjK9oHRAr3GQZehR3Wexp498TeO5CkKWCwYcmXKTAhx/C4ZayEnVWXhBj8GFSYPMoUyqWKT8azdh2fpDhyTuoCxvtOAfhHdraufdjVl5Ln1K9ehrrX8oeifBOsWcAU2b8b5+98T889/osbHo8bGEvN//4dv0SJK8sv58+JM1thCadaDullolx5KAQ4E4fu1cOlo+PnZeoCgvs6hEOIMlJgZWl66a5W+1t/rgtgkGHGxvgzhMDplGnjsBjt/ftOF060HGm8918KUwdGLFBrdVfy1x2fcvXoSVX698GBarJ+Hf64fyx/QeP07D4s2+bk3KYEe5uqGMUirKyqY7w7vN9jJvYdflb4OQGD9etxvvIHt5ptRTCYcjz6K59NPCeblkefoyOrN4RVW+3UyNwQHQO9s9c0quHTMcbTgPkqdM/U/9e9PtC1jxow56cdsUwECqVp7BBQFOg3S/5z0Qyv07Wikb8dDPEk1gMFEitlJirnJrL3ZQrVL43zlS9rbyho2Oww+ruuwmFrjKOyTbwUteERpcdHY7rgD54MPhmbczGbs992HEnN0tQyEaC0yDp76RvQwMaJH9BZiO/I8LIufyhVxhdiVyBzdbEtFQ4Dg3KrvCaKgEpq20yoq8C9fjnnSJAAUqxXT2WcT/99X0MhutCeN7GQjdSuGG7YGNSis1GevzPItI05TMg4eg/prw2BAvxY7CuP7mvjm0TiKKzUSY5SGNtJRLf+EvsYdfDBgL+trsjAqQfolFGFP+C1g44l3a/msrkbBnwsn8kLvd4g36VlXigLLK9uzryFAoNHJk8ezB/6MSQtlqHq/+QbrtdeiWCwoFgvWSy8FwL/HD5vDry3bZ5jQNC2szpQ/CGt2weheR/UxHDcJDgiA/fv3U1xcjKqqZGZmkhplqczxkpFQnB7KD8D+Lfq/O/TXK9U21nEgWBzg0ugfux9VAX+JE8/6QoJuH6ZEG4zcC126HXNwAEBNTibm6afxb9wIHg+Gbt1Qk05SnpkQ4sxXWQR71kDAB+md9LaEdeas8vLHwosIJqsM9P2P/lZ9rGuswBNaDmbRorcT0DyesK998+bh/+Rj/qR8zb9TrmWFrR8WzUO6w4JG5I2A8RiHUM3vx/vZZwR27ECJj8cybRpqxknoEyaEaDlHGRyoZzIqZCUfwR1uqT4BE29yMyaxUX+/qmKKTTkNwQGA3bUpXL3u50xPW88tuUsAGBK3l/93gZ8PV5ipKnfzi4I3MWk+wo7sduNbuhTzuHFhh+6UaSDWplDjDnXLaq5WwuZ90DFDX1YlxImmaRqvv/46r732GgVNimt27NiRm266iUsuuaSZVx+9NhUgkKq1p6n9m2HhO/rMP+g3+B0GQEmePnLn9IL+kwG9nc6qooF0cO6hz/K1DS28gmW1qP94Eu3pZ1Csx5cTppjNmAYOPK59CNFaZBw8+Tbt9bPrYJCUeIWh3YwYmt7V1yveC/NebShEyLafoO9E6D0Bp1vj4bdr0eq6Ez+95yz+0/sdbAZ/w+zW2weGsNed3LC7VbY+DKldH34MVcXY5P/bv3YtKAoOrZaZxbMath+sncmP5vAL6FgbZCVz1LRAANcjj+BfuVKfBtM0vHPnEvPkkw01EYQ4WWQcPIWZbXr3rCjbK2si6w0Ue+N4Zd9Ibs7RAwQaCr06Wrh4Ugya20TVNbsiXgOgVVQ0/DuvGA6Ug9mg8Jdr7Tz4hpOauo6z1S4/mcnRb5d2H5QAgTg57r33Xr744gsURSElJQWfz0dVVRU2m409e/bwhz/8gbVr1/Lwww+3yPGkSYY4tWlBWPpxeBVdLQh710JNGbgqYPdKKN7LW997uP5JJ8/uGU/JhuqIqG9wfwG+n35q+HpvESzdCqt2QnV463EhhGgR//rUzQ3/5+Tht2v5zfMu7n7Bic/fTFXhlZ/r6buNrZ8LrioKSoN4fKFyXFucGVy77ue8vn+ovlE14Gs/BNDvvxUFPoqfyr6+Z4f2ZTJhu+suDO3bhx1CsViiVipvTyHjeutBAZMRspPg3CHHtrTAv3q1HhyA0LFqa/G8/fbR70wIceaKVvcquyfEppCTouKwhqfaKwTp7jiIhoKiwCv7h+tBBuqWUE2cGPUwhs6dAVixA75dDev3wJrNtWhffs4rWR/z1JANvHiHhUevs5CZGHUXURtACtHSPvvsM7788ku6du3KBx98wMKFCxk/fjyaprFq1SreffddunTpwvvvv8+XX37ZIsdsUxkE4hgE/Hpqv7ta73Wb3qnlj6FpsG0JbF8Kfq9eOXfQeXUtF2vBG+XuvfHFrM9L8Me3ef2nmwG9rGtcsDr6oar17Su2w5rdoe3r98AFwyAptoXekxCizVu6xcfrc8Nnwn7aEtCDmedEyWRqrue4s5zkuMg6J/vcibxzYDA/z14OwSDX8ToZV9/F/I0BFBQmDzLRu/9dBA9eSbCiAjUrCzUusrWrafJkvN9+q2dk1VfBsloxjxtHt3Tolh3xkqOmlZRE2agRjLZdCNF2dRoMqhF2Lq+7JuwCfc4GRcFqhkevt/O7l1146lYaJJpc/KnrV6iKxqrKHOb5RnFdVmj+03b99QR37CCwbVvDNsull2Ls3ZtKp15LAMDodXH2+zOJL8sDIB4wbOqD8eGHGdrNyGdLI0fnDtJqUJwE7733HiaTieeee44OHTpEPN6vXz+ef/55LrjgAv73v/9x7rnnHvcxJUAgmuf36umupaEWWHQdAYPObdlKKVsXw5qvQ1/vWQvOCjj7RjBbwWDUAxXN0lADXro5ilhW2UHfpaUTg2o3RjzT0LWr/gthd/h2XwCWbIXzhhz3uxFCnIl8Hr3fti1WH5OOwOa8QMQ2VYFNUbYDEJMIFYVEXIY6Ekmyq1x1lpm353n14VcLoqFyZ/sFdU/SwOtiSk8XU4aF57yqGRmHXOtv7NoVx5/+RO1LLxEsLsaQnY3tl79ETU8/ovd5JNTs6FEGVZYXCCGa6tBf/xPFyJ4m3rs/ljXbXBjXfslQx3bijXqRwkHx+/jPwBUYDZMbnq/YbDieeAL/ihUEy8sxdOyIsade26XKFdpvt9WfNAQH6gU2bMD3/feknXMOE/rBwo369aJBhZE9ICelhd+3EFFs3bqVPn36RA0O1MvNzaVv375s2bKlRY4pAQLRvE0LwoMDANt/gqzukNml5Y6zbUnktuK9erGuhAwYeC6s+FS/ZK6b3Aqvq61zB0NVv99OmEEv93b6u0M/KJZrrsHYowdVxdFPo9IZfbsQog3TNNg4HzbO0/9tsurtvQ7R/7vWo6EoEB8TuYpP0yDe0UyAdfD54TUIQJ85s+uz/r+ebqVdmoHFG32YDm7m/JR1jEpsEu00H1uNFeOAAcT+85/H9NojYejTB/PUqXi/+qphm5KaivXaa0/YMYUQrWNznp8fN/hRFJjQz0TX7GMrbNicjCSVn7U/AHvWRzwWU7wJmBy2TTGZMI0cGflcW6N/Vx5AUxSUJsutggcOANA5AzqmQa0XrGY9SCDEyeD1ekk6goLoCQkJeL3RixMfLQkQiOZVHIS6/tnh2w+0bIDA38w3c/32LkP5epMN7x49I8AbNHBJxtqGIIEG7PGksbEmNEPmUS38LvP3vHLOTjrZqzF06IChk748ovEvhBCNOJv0jxFCNLFnDWz4PvS1zwOL3oGf/QriwlsLVdQEefB1F8u26hkCo3oayUxUOFiu6eOVoq/fv3KCJfqxUtvDlF/ox/T7ICO8i4GiKFw4ysyFo8yw2Q1rdzeMzgrg98WiFJdhyLG31LtvMYqiYP3FLzAOHEhg506UuDjMZ58tLWKFOMN8t9rLg6/V1teI5tU5Hv56k50xvaO3bj12zVyzHUWnqsQY6JULm/LBGZsWERwAUNJC6whUFRzHV+daiKOWlZXFhg0bCAQCGAzRg21ut5tVq1bRvkmNoWPVpgIE0vf2KFliiLoe1trCF3TpnSC/yXIAoxni9UG5oibIn+bmopFb96DGntpkrspcQbpSgbvIxe0Hf0lAC/+hCSoG2k8egrlJv90Eauiy7Sd2dJtU1xlBweD3MiShAmi5lFohTkUyDh6l/ZsJD5RqeiHBA9vDAgSapnH/qy5Wbg8tH1i82c/IngYGdVXZeSBAarzKrVOtdMo8xGxafBr0PydsU3kN7DgAgSBkJ0NuCtBjNJitBBd/iVZejm9/Fd7NRTB7GTF//WtDAa5TiaIomEaOjDqTJ8TJJOPgieEPaDz6v9qwK8dAEB55u5avHjGitOTy1JRcPbvKVU3YtWqHfke1m5E9IDUeihIvxLv7R8ylBxo6rRi6d8c8aVLLnbMQx2D06NG88cYbPProozzwwAMRQYLKykoefPBBSktLufHGG1vkmDISiub1HAP5G/SZrPrBNz4Ncnu37HGGXABVxfqSgnp+n14cscMAiiu1JmEKhfcPDuLDAwP4Yvd11Ko2KjpEzpgpChijXId7FyxgwDf/IWnPOoqzemHy1dJx47fEj+gL3X7Zsu9NCHF6a242qsn2SqcWFhyo99PmAAv+4cBiOrYL44Pl8NVK/SIbYMNeGNoV+ndUCChJ1Ly3PPwFXi+1//0vMY8+ekzHE0KIY1VareFq0qFQ06C8RsPpbi6D8xiZLDDhelj0LlQW6mNy91HQc+xR7UZRoGsWdM2KQfvn/+H57DO9FktODubzzkMxtXTmgxBH5+abb+azzz7j7bffZtOmTbzzzjsNj1133XWsX78el8vF0KFDubaFlu21qQCB9L09SnGpMPk22PRDqItBn7P02f2WZHE0tKQJ0WDZJ5DZlcwkOyYD+AONYsSaRrbvIAY0YoIuxtYs5ceY4WF7OH+YCZMx8qJcq6pCAdpvnUf7rfP0jYqCVtUyaTlCnMpkHDxK7fs1yXBSwGjUa7E00ly7K42oHQSP2KLNoeBAveXb9QtaU1FR5As0jWBh4bEfUIg2QMbBEyMxRsFkBF+jMioKYLeeoNT8uFSYegf4vQQrqwns2YOydRuGrl1RmknFPhQlJgbrlVeegBMV4tilp6fz+uuvc+edd4ZlDyiKwrJly7BYLFx77bXMnDkTs7ll7tHaVIBAHIP4NBh5yTG9tKZW47/futl1IEhqvMJ1ky3kpDQzYJcfjNwWDEBVCTGp7fl/l1p47B039WvOzIqfu4tfbHjqvcWzsAdrWRAzAoPdys+GmPnNjOi/jQxdu0Zu1LTo24UQbVtOL71Q6tpv9eKBFhuMvlLvONBIgkNhQCcDa3aFZxGM7mXEaj72tNrGVbYbq6mF5MzMyAcUBTUr65iPJ4QQx8psVPjtDCt//8Bd121F337vJbaWXV7QhG/5Slz/+AfUFWgz9OyJ46GHUByOE3ZMIU6mbt268c0337Bz504Apk+fztChQ8nMzGTAgAHEtHA9HwkQiBPC7dW49Zkadh4IoupLufh+rY/X740lOyVKyq41Bmo8EZuLvbHk74T2Wh5P91vKhrJkjGqAs2I3E7M/jyAKKho2zcM9JS+REijn+r9eR5y9+V9EpiFDMM+YgfeTTxq2GYcMwTx9eku8dSHEmcTjgh3LQp0FPC7YvlQvKNjogldRFB67wc4Dr7pYvVMPEozoYeCha44vp9ZugerayO0OKxgS2mO5+GI8H37Y6AV2bLfcclzHFEKIY3XJWAuZSSoL1vsAOGeQmSHdTtztRrC0VA8O+HwN2wKbN1P78svYf/3rE3ZcIVpD57r6QqNHjz6hxzltAgSzZ8/m5ZdfRlEUbDYbDzzwAH379m3t0xLNmLPKx84Del5sfSVbZy28+b2H310W5YK5/yR9HVlDVVqNirSBzN5Y39ajG8ac9kyLe4W0wH4AAhM7sOO7MjK8xWh2M0vSR7E582xij+B63HbTTZjGjCGYn4+akoKhXz8UVXrWCCGa2LQAqkvCt+VvgP39IKdn2ObkOJX//DqGKpeGAsQeIlB5JALB8FTdeomOULqu9frrMXTvjn/zZhS7HfPEiaipqZEvEkKIk2R0bxOjW7xrQXSBnTsbMgfCtm/YcFKOL8SZ6LQIEOzatYu///3vfPTRR6SlpbFgwQLuvPNO5s+f39qnJppRUhWM2KYo0bcDkNsHxltgx3II+PCldOajglFhT/FjYqFjOhdV/RsAQ6KNp/rexzDrFq5vv5ypSgVTeRHWj4d+h686a+zeHbp3P+zzhBBtWFUJUdu9VhcDPaO8gENmMB2NCie4fZHbq93hX0tnACHEmUzT9FaE+0rAoEL3nLpuLoBia2ZWyH7qtXsV4nRxWgQIzGYzjzzyCGl1vUj79OlDcXExXq+3xYoxiJbVJSuy1kBQg86Hau+V2ZWaxC5syQ9Q7QJvQAnvQqCoVBhSCWrwesFwPigcRL/4g9zYYXn4pfumBZCYoQcdhBDieDjiiVqC0J5wwg+tNhNnMJy4pbxCCHHKWbJFDxDU21MEZ/WFzpl6vQG1SxeCO3aEvcYiy0aFOGanTIDgk08+4f7774/YPmvWLMaMGUNOTg6g95p+/PHHmThxogQHTmFjehuZPtLE7CWh6a/e7Q1cN8nS7Gu25Ae46wUnZdX6xXicXWXqcAdx9vrUf42YYCVvFAzj+byxgEZvWx4QWpjQoHC3BAiEEMev53jI3wQeJw2ZBKntW77daxQJDkiLh6LK8O3dc074oYUQ4pTgdIcHB+ot364HCBSjEcdf/oJ71iz8GzeiOBxYLrwQ81lnnfyTFeIMccoECGbMmMGMGTMO+RyXy8V9991HYWEhL7300sk5MXFMFEXh95fbmNDPxK6DQVLjFM4aYMIcpe0ggD+g8f9eclJeE5qpq3YFmbfaxfTRemVOBRjR28yvFtf3uFXwBJtZ42aQvrVCiBbgiIcpv4Rti6G2GhLSodtIUI++hVZTPj9UusBqit4fXFHgnIHww8ZQam2PXBjS5bgPLYQQpwVXZP1qAGoblR1QY2Ox33PPyTkhIdqAUyZAcDgFBQXcfvvtdO7cmddeew2r9UQ0VBUtSVEURvUyMarX4Z9bWK5RWBGexqsBRRUBOqRpWEwK3bIV0hNicfurqE/5/bK4F1dlrsCsBlAVDVBAVaHjwBZ/P0KINsoeBwN+1qK7zC+G79eBr64rYpdMGNdbH77q+fwaLo/GpP4KiqJwAruECSHEKSnOro+LwSYlrBJbtqubEKKR06Jse01NDddeey3nnHMOTz31lAQHzkD2Zv5LLSaY2B/G9ob0BH3biB6hmbt8dxK/2nw522vT0ExWSMiAs27QZ/mEEOIUVOOG79aGggMAOw7A6l2hr9+Y62HC/6ti6h+qOffBalZuj9LOQAghznAWkx48bRwgrd8mhDgxTosMgrfeeouCggLmzJnDnDlzGra/+uqrJCYmtuKZiZaSGKNyziAT364KL9k9bbgZpcm02cxL7RRWOFm7S7+63hfMwnvW7SgdT4tvZyFEG1dYrrcwbGpfKQzuAl+v8PLPT0OtCiqcGnfPcvK/+2LJTjkt4vpCCHHciiqCvLPAQ2mVRnaygaHdzdgsCu1Swd58SSshxHFq0Tuqmpoapk+fzg033MA111wT9thPP/3E008/zZYtW7Db7UydOpW7774bh8Nx2P3edttt3HbbbS15quIU9IerbCTEwGc/+RrWln202EvXHAPTR4YKUsbZFf5zp4PdB4PUejU6ZxqwWST3VghxelCbucev704wd40PRdFbe4H+t8cHizf7uHSsXBULIc58B8uCXPdkDRU1Wt146GPNLh/P/sKBUVq5CBFh5syZzJ8/n+eff54hQ4Yc175aLEBQVlbGL3/5S/bt2xfx2Lp167jlllsYN24czzzzDHv27OGpp55i//79/Oc//2mpU4iqT59DV7L3+XyYTFLQ7nhpmsYHP3qZt86HAkwZbOaCEaaI2f9DsZgUMhIN1HpDWQSBoMbj79bSPcdAj9zQ0gJVVegcpZWiECKSjIPHoLoU8jZA0A+ZXSGlXYvtOjsZHFa9Ondj0p1AiBNHxsHTy3+/dVNZV7i6Pli6cnuABev8TBwo/09CNHXttdfy+eef89e//pV3330XtbnZiCNw3LmKmqbx5ZdfMmPGDHbv3h31Oc888wy5ubk899xzjB8/nuuuu45HH32UefPmsWbNmuM9BXEK+PfnHv7xoZtV2wOs3B7g0Xdqee27ZkrPHsKK7f4mhbgUNA3WLN/bYucqhBCHVJIHX/8L1n8HG+fDdy/CzhUttnuzEc4botdVMahgM8OontA1S3980gBTwwUx6GtvLSYY1VMuioUQbUNhuRalhzUcLI+yPksIQb9+/Zg2bRrr16/nmWeeOa59HXcGwf79+7n33nuZNm0a11xzDRdffHHY416vl6VLl3LjjTeGRTImTZqEyWRi/vz5DBgw4HhPo1kbNmxo+Pfll18e8fjatWtP2LHbCrdX4425ejCgcR+Cl7/2cO1ECwb1yLMIbOb6vNrw19j2rYQKu16EUAhxVGQcPErLPoFAk6KAKz6D3N5gjtKP8BjE2eGCYdEfmzLETFGlxgtfuPEFIDFG4eHr7FJ/QIjjIOPg6aVdmspPW6JvF0JE98ADD7Bq1SpmzZpFWloaV1999THt57gDBImJiXz99de0a9cu6vKC/Px8fD4fHTt2DNtusVhIT09n165dEa8Rp5cqlxY221XP69f71MYcRdOJi0ab+X6NF4UgGioKQRJNtYxL3A5FuRIgEEKceNWlhIc7AS0IzvIWCxAczrUTLVw5wUxNrUa8Qzmq5VpCCHG6u2mKhcWb/OwrCWUMnDPIyJjeUpBatC09evQ4ptc9/PDDbNiwgccff/yoX3vcP2UOh+OQhQarqqoAiI2Njframpqa4z2FI/buu+9GbDvcmjRxeMlxCkmxCuU1oUCBokBmkkqM9eguaod0M/K30St4flVHSnwOutqLuK/TdySaasEo6bVCHC8ZB4+APQ6clUQECWxxJ/U0jAaFhBgJDAjR0mQcPPUlxKi8dm8Mny/1Ulqt0SVTZfKgo6ttJcSZQFVVtGgzsUfg448/bp0AweEc7g0dTwGFoxUtpczv92M0SjTyeBhUhceut3PXLCe1dWUHYqwKj153bDNt48a2Z1zw1UZbFLA4IOvYImhCiBAZB4/AoHNh4f/q4gMKoEHvCWCNad3zEkK0CBkHTw8xNoUrJkjnFtG2tUa9vhM+EsbF6TMu0TIFnE5n1MwCcfoZ2MXIu/fHsnKbHxQY3t1IctwxBn8yu8Koy2HdHHDX6MsKhs0A6+FbYgohxHHL7gkTb4bdqyEQgMwu0K5va5+VEEIIIdoYs9l8+Ce1sBMeIGjXrh1Go5G9e8Or0Hs8HgoLC+ncufOJPgVxkqQnqJw7rIW+idv10f8IIURrSGnXoq0NhRBCCCFOByc8v99sNjNixAjmzJmD3x+qCj1nzhx8Ph/jxo070acghBBCCCGEEEKIwzgpi63uuOMOrr76am6//XauueYa8vLyeOqpp5gyZQr9+vU7GacASFEaIYSQcVAI0dbJOCiEEM07KRUCBw4cyKxZsygvL+fOO+/kxRdf5LLLLuNvf/vbyTi8EEIIIYQQQgghDqNFMwhycnLYunVr1MfGjBnDmDFjWvJwR02q1goh2joZB4UQbZ2Mg0II0byT12NQCCGEEEIIIYQQpyxF0zSttU+iNdWvOduwYUMrn4kQQrQOGQeFEG2djINCCKFrU7lUklImhGjrZBxsO4IlJdTOmkVg1y7UxESsV1+NccCA1j4tIVqdjINCCNE8WWIghBBCnGE0p5Oa3/0O/08/oRUWEti6FedDD+HfuLG1T00IIYQQpzBZYiApZUKINk7GwTOP9/vvqX3qqfCNioJx1Cgc993XOiclxClMxkEhhNBJBoEQQghxhtGczugPuFwn90SEEEIIcVqRAIEQQghxhjH06BG5UdMw9Ox58k9GCCGEEKeNNlWNRYrSCCHaOhkH2wZj165Yb7kF90svQd1KQuOwYVguuaSVz0yI1ifjoBBCNE9GQiGEEOIMZJk2DePQoQTz8lASEjB07YqiSuKgEEIIIZonRQqlKI0Qoo2TcVAI0dbJOCiEEDqZShBCCCGEEEIIIYQECIQQQgghhBBCCCEBAiGEEEIIIYQQQtDGihRK1VohRFsn46AQoq2TcVAIIZonGQRCCCGEEEIIIYSQLgZStVYI0dbJOCiEaOtkHBRCCJ1kEAghhBBCCCGEEEICBEIIIYQQQgghhJAAgRBCCCGEEEIIIZAAgRBCCCGEEEIIIZAAgRBCCCGEEEIIIYA21fBV+t4KIdo6GQeFEG2djINCCNE8ySAQQgghhBBCCCEEiqZpWmufRGuSvrdCiLZOxkEhRFsn46AQQugkg0AIIYQQQgghhBASIBBCCCGEEEIIIYQECMTpLBiAtr1CRgghhBBCCCFajJRrFaefmjJY8j6U7gejCXqMht5ngaK09pkJIYQQQgghxGlLAgTi9OL3wrxXwVke+nrDPDBa9ECBEEIIIYQQQohjIksMxOmlJD8UHGhs9+qTfy5CCCGEEEIIcQaRAIE4vQQDR7ddCCGEEEIIIcQRkQCBOL0k54DZBjSpN5Ddo1VORwghhBBCCCHOFBIgEKcXix3GXQNWR2hb+37Qd2LrnZMQQgghhBBCnAGkSKE4/aS0gwvuAWcFmK1gjWntMxJCCCGEEEKI054ECMTpyWCEuJTWPgshhBBCCCGEOGPIEgMhhBBCCCGEEEJIgEAIIYQQQgghhBBtbInB5ZdfHrHN7/djNLapj0EI0YbJOCiEaOtkHBRCiOZJBoEQQgghhBBCCCEkQCCEEEIIIYQQQggJEAghhBBCCCGEEAJQNE3TWvskWlOfPn0A2LBhQyufiRBCtA4ZB4UQbZ2Mg0IIoWtT1VikKI0Qoq2TcVAI0dbJOCiEEM2TJQZCCCGEEEIIIYSQJQaSUiaEaOtkHBRCtHUyDgohhK5N5VJJSpkQoq2TcVAI0dbJOCiEEM2TJQZCCCGEEEIIIYSQJQaSUiaEaOtkHBRCtHUyDgohhE4yCIQQQgghhBBCCCE1CGTNmRCiLZFxUAjR1sk4KIQQzZMMAiGEEEIIIYQQQkgNAllzJoRo62QcFEK0dTIOCiGETjIIhBBCCCGEEEIIITUIZM2ZEKItkXFQCNHWyTgohBDNkwwCIYQQQgghhBBCSA0CWXMmhGjrZBwUQrR1Mg4KIYROMgiEEEIIIYQQQgghAQIhhBBCCCGEEEJIgEAIIYQQQgghhBBIFwOpWiuEaFNkHBRCtHUyDgohRPMkg0AIIYQQQgghhBDSxUCq1goh2joZB4UQbZ2Mg0IIoZMMAiGEEEIIIYQQQkiAQAghhBBCCCGEEBIgEEIIIYQQQgghBBIgEEIIIYQQQgghBBIgEEIIIYQQQgghBNCmGr5K31shRFsn46AQoq2TcVAIIZonGQRCCCGEEEIIIYRA0TRNa+2TaE3S91YI0dbJOCiEaOtkHBRCCJ1kEAghhBBCCCGEEEICBEIIIYQQQgghhDgNAwRz585l0KBBrX0aQgghhBBCCCHEGeW0ChDk5+fz17/+lTZeNkEIIYQQQgghhGhxp02AwOv1MnPmTGbOnNnapyKEEEIIIYQQQpxxTpkAwSeffEKvXr0i/ixcuBCARx55hGnTptGzZ89WPlMhhBBCCCGEEOLMY2ztE6g3Y8YMZsyYEfWx2bNnU1VVxVVXXcW+fftO7okJIYQQQgghhBBtwCkTIDiUTz75hMLCQqZPn47P58PtdjN9+nT++9//kpyc3NqnJ4QQQgghhBBCnPZOiwDBK6+80vDvffv2ccEFFzB79uxWPCMhhBBCCCGEEOLMcsrUIBBCCCGEEEIIIUTradEAQU1NDRMnTuTNN9+MeOynn37iiiuuYMCAAYwaNYqHH34Yp9N51MfIyclh9erVLXG6QgghhBBCCCGEqNNiAYKysjJuvvnmqEUE161bxy233EJycjLPPPMMt912Gx9++CH33HNPSx1eCCGEEEIIIYQQx+G4axBomsZXX33FE088gcfjifqcZ555htzcXJ577jlUVWX8+PGkpKRw9913s2bNGgYMGHC8p9GsPn36HPJxn893RM8TQohjYTKZWj3rScZBIURrknFQCNHWnQrj4JE67gyC/fv3c++99zJq1ChefvnliMe9Xi9Lly5l0qRJqGrocJMmTcJkMjF//vzjPQVxmvH5fA2/iMXJIZ956/D5fLhcrtY+DXEKkp/Jk08+89Yh46BojvxMnnzymbeO020cPO4MgsTERL7++mvatWsXdXlBfn4+Pp+Pjh07hm23WCykp6eza9eu4z2FQ9qwYcMhH6+PFB/ueaLlyGd+8sln3jpOlZkoGQdPPfKZn3zymbcOGQdFc+QzP/nkM28dp8o4eKSOO0DgcDhwOBzNPl5VVQVAbGxs1NfW1NQc7ykIIYQQQgghhBDiOJ3wNoeaph36BFTptCiEEEIIIYQQQrS2E353HhcXBxA1U8DpdEbNLBBCCCGEEEIIIcTJdcIDBO3atcNoNLJ3796w7R6Ph8LCQjp37nyiT0EIIYQQQgghhBCHccIDBGazmREjRjBnzhz8fn/D9jlz5uDz+Rg3btyJPgUhhBBCCCGEEEIcxkkpAHDHHXewa9cubr/9dubPn8/rr7/Ogw8+yJQpU+jXr9/JOAUhhBBCCCGEEEIcwkkJEAwcOJBZs2ZRXl7OnXfeyYsvvshll13G3/72t5NxeCGEEEIIIYQQQhyGoh2uzYAQQgghhBBCCCHOeNJjUAghhBBCCCGEEBIgEEIIIYQQQgghhAQIhBBCCCGEEEIIgQQIhBBCCCGEEEIIgQQIhBBCCCGEEEIIgQQIhBBCCCGEEEIIgQQIjsncuXMZNGhQa59GmzF79mymTZvG9OnTueKKK1i/fn1rn9IZaf78+VxwwQVMmTKFX//619TU1LT2KZ3x5HtbCCGEEEKcShRN07TWPonTSX5+PjfddBPFxcWsXr26tU/njLdr1y5+/vOf89FHH5GWlsaCBQt46KGHmD9/fmuf2hmlrKyM8847j//973906NCBv//97zidTv70pz+19qmdseR7WwghhBBCnGokg+AoeL1eZs6cycyZM1v7VNoMs9nMI488QlpaGgB9+vShuLgYr9fbymd2Zlm4cCF9+/alQ4cOAFx55ZV89tlnSPzwxJHvbSGEEEIIcaoxtvYJnEo++eQT7r///ojts2bNYsyYMTzyyCNMmzaNnj17tsLZnbkO97nn5OQAoGkajz/+OBMnTsRsNp/s0zyjHTx4kIyMjIavMzIyqKmpwel0EhMT04pndubKycmR720hhBBCCHFKkQBBIzNmzGDGjBlRH5s9ezZVVVVcddVV7Nu37+Se2BnuUJ97PZfLxX333UdhYSEvvfTSyTmxNiQYDKIoSsR2VZUkoxNNvreFEEIIIcSpQq7+j9Ann3zCtm3bmD59Orfeeitut5vp06dTWlra2qd2xisoKOCKK67AYDDw2muvERsb29qndMbJzMykqKio4evCwkLi4+Ox2+2teFZnPvneFkIIIYQQpxIpUngM9u3bxwUXXCBFCk+Cmpoapk+fzoUXXsgdd9zR2qdzxiotLeWCCy7g7bffpkOHDjz55JOUlJTw+OOPt/apnbHke1sIIYQQQpxqZImBOKW99dZbFBQUMGfOHObMmdOw/dVXXyUxMbEVz+zMkpyczOOPP86vf/1rfD4f7dq1469//Wtrn9YZTb63hRBCCCHEqeaMyyCon5W74YYbuOaaa8Ie++mnn3j66afZsmULdrudqVOncvfdd+NwOFrpbM8c8rm3Pvk/OPnkMxdCCCGEEGeSM6oGQVlZGTfffHPUIoLr1q3jlltuITk5mWeeeYbbbruNDz/8kHvuuacVzvTMIp9765P/g5NPPnMhhBBCCHGmOSOWGGiaxldffcUTTzyBx+OJ+pxnnnmG3NxcnnvuOVRVZfz48aSkpHD33XezZs0aBzHRRAABAABJREFUBgwYcHJP+gwgn3vrk/+Dk08+cyGEEEIIcaY6IzII9u/fz7333suoUaN4+eWXIx73er0sXbqUSZMmhbVtmzRpEiaTifnz55/Esz1zyOfe+uT/4OSTz1wIIYQQQpypzogMgsTERL7++mvatWsXNd03Pz8fn89Hx44dw7ZbLBbS09PZtWvXyTrVM4p87q1P/g9OPvnMhRBCCCHEmeqMCBA4HI5DFv6qqqoCiNpj3OFwUFNTc8LO7Uwmn3vrk/+Dk08+cyGEEEIIcaY6I5YYHM7hGjU0TgMWLUc+99Yn/wcnn3zmQgghhBDidHVGZBAcTlxcHEDUmTun0xl1pk8cP/ncW5/8H5x8J/Iznz17Ni+//DKKomCz2XjggQfo27fvMe9PCCGEEEKIxtpEgKBdu3YYjUb27t0btt3j8VBYWEjnzp1b6czObPK5tz75Pzj5TtRnvmvXLv7+97/z0UcfkZaWxoIFC7jzzjul6KEQQgghhGgxbSLX1Ww2M2LECObMmYPf72/YPmfOHHw+H+PGjWvFsztzyefe+uT/4OQ7UZ+52WzmkUceIS0tDYA+ffpQXFyM1+ttkfMWQgghhBCiTQQIAO644w527drF7bffzvz583n99dd58MEHmTJlCv369Wvt0ztjyefe+uT/4OQ7EZ95Tk4OEyZMAPQ6B48//jgTJ07EbDa34JkLIYQQQoi2rM0ECAYOHMisWbMoLy/nzjvv5MUXX+Syyy7jb3/7W2uf2hlNPvfWJ/8HJ9+J/MxdLhe/+c1vyM/P59FHH22BsxVCCCGEEEKnaIcruS2EEOKUUFBQwO23307nzp15/PHHsVqtrX1KQgghhBDiDCIBAiGEOA3U1NQwffp0LrzwQu64447WPh0hhBBCCHEGkgCBEEKcBl544QWefvppunXrFrb91VdfJTExsZXOSgghhBBCnEkkQCCEECdJfRbADTfcwDXXXBP22E8//cTTTz/Nli1bsNvtTJ06lbvvvhuHw9FKZyuEEEIIIdqaNlOkUAghWlNZWRk333wz+/bti3hs3bp13HLLLSQnJ/PMM89w22238eGHH3LPPfe0wpkKIYQQQoi2ytjaJyCEEGcyTdP46quveOKJJ/B4PFGf88wzz5Cbm8tzzz2HqqqMHz+elJQU7r777v/P3n3HR1WlDRz/nTt90nuD0CFU6U0ERRSxYS+rrt1VV13rqqu7tn3trn11LWtbe11dFcEGqEiR3ntISEhCeibT733/uCHJZCaAAgbk+X4+rJlz68T1cO5zn/McFi9ezODBg/foHgYMGLDT7cFgELfbzaJFi/boOkIIsb+SflAIIXaPZBAIIcQ+tHXrVm688UbGjh3Liy++GLU9EAgwd+5cJk2ahKa1dMmTJk3CZrPx7bff/ir3GQwGf5XrCCHE/kr6QSGEkAwCIYTYp1JSUpg2bRr5+fkxpxcUFRURDAbp1q1bRLvD4SArK4uNGzfu8T0sX768+eczzzwzavuSJUv2+BpCCLE/k35QCCF2jwQIhBBiH4qLi9tpocG6ujoAEhISYh7b0NCwz+5NCCGEEEKI1mSKgRBCdKBdLSTTetqBEEIIIYQQ+5KMPIUQogMlJiYCxMwU8Hg8MTMLhBBCCCGE2BdkioEQQnSg/Px8rFYrhYWFEe1+v5+ysjJ69OixV6/39ttvR7Xtqrr3z/Xxxx9TXl6+V895MMnMzOTEE0/s6NsQ4jdL+sH9n/SDQnQcCRAIIUQHstvtjB49mhkzZvDHP/4Rq9XslmfMmEEwGGT8+PF79XqxinOFQqHm6+4N5eXllJeXk5mZudfOebCQBwoh9j3pB/dv0g8K0bEkQCCEEB3sqquu4pxzzuHyyy/n3HPPZcuWLTz66KNMnjyZQYMGdfTt/SKZmZlccsklHX0bB5wXXniho29BCLGXSD/4y0g/KETHkgCBEEJ0sCFDhvDcc8/x6KOPcvXVV5OcnMwZZ5zBddddt9ev9Wuk1gohxP5M+kEhhGifBAiEEOJX0qlTJ9asWRNz27hx4xg3btw+v4dfI7VWCCH2Z9IPCiFE+2QVAyGEEEIIIYQQQkgGgRBCHEwktVYIcbCTflAIIdonGQRCCCGEEEIIIYSQDAIhhDiYyNxbIcTBTvpBIYRon2QQCCGEOCgYhsHLL7/MMcccw6BBgzjmmGN44403dnlccXExffr02emfJ598snn/YDDIk08+ycSJExkwYAATJ07kqaeeIhQK7cuvJ4QQu/RL+8EdCgsLueqqqxg+fDiDBg3irLPOYs6cOVH7NTQ08Pe//51x48YxePBgTj31VD799NO9+VWEEPuIhEqFEOIgcjDPvX344Yd54YUXOPbYY7nggguYPXs2d911FzU1NVx55ZXtHpeamsqDDz4Yc9tDDz1ETU0NEyZMaG77y1/+wscff8zRRx/NpZdeyrx583jyyScpLi7m/vvv3+vfSwjx80g/+PP7QYDy8nLOPvtsvF4vF1xwAcnJybzxxhtcfPHFvPjii4wZMwaAQCDABRdcwLJly5gyZQojRozg+++/5/rrr6ewsHCX1xFCdCwJEAghhPjNKyoq4qWXXuLUU0/l3nvvBeCss87immuu4ZlnnuG0004jMzMz5rFut5upU6dGtf/nP/+hoqKCv/zlLwwaNAiAzZs38/HHH3PkkUc2ZxWcffbZKKX48MMPufTSS+nRo8c++pZCCNG+PekHAV5//XUqKyt5+umnmTRpEgDHH388kydP5h//+AfvvvsuAG+++SbLli3jwgsv5JZbbgHgnHPO4aabbuLpp59m8uTJ0g8KsR+TAIEQQhxEDta5t5999hnhcJjzzjsvov33v/89X3zxBdOnT+fcc8/d7fOVl5fzyCOPMHDgQH7/+983txcWFgJw6KGHRuw/YcIEPv30U1avXi0DYyE6mPSDv6wf3NG/jR07trktLS2NAQMG8NNPPzW3ffXVV1itVq666qqI4y+++GI+/vhjPvjgA2666aa98ZWEEPvAb7snFEIIsd8677zzCIVCTJw4kX/9618opbjnnns45phjova95ZZb+PDDD3d6vldffZVRo0bF3LZ06VJsNht9+vSJaN+RVrxs2bKfde9PPvkkXq+Xv/71ryilmtu7du0KwKZNmyL23zGwzsjI+FnXEUL8th1I/WDr/q1///4AhMNhioqKIvq2srIycnNziY+Pj3n8ihUrdnodIUTHkgCBEEIcRPa3uberV6+mqKiIa665hoqKCoYPHx5zvzPPPLN5fmt7dvZmftu2bWRlZaFpkbV5nU4nSUlJlJSU7PY9l5SU8P777zNx4kQOOeSQiG1dunThwgsv5PXXX6dPnz6MGTOGhQsX8tJLLzF06FBGjBix29cRQuwb0g/+sn7wvPPO44svvuC2227jjjvuICUlheeff57i4mLuvvvu5v1cLhfl5eVRx9fU1ABQUVGx0+sIITqWBAiEEEJ0mMbGRh544AGOPvrone43ZMgQhgwZ8ouv09DQgMvlirnN4XDg9Xp3+1xvvPEG4XCYiy++OOb2c845h8WLF3P77bc3t/Xp04dnnnkmIttACCHgwOkH09LS+NOf/sStt97KWWed1dx+xRVXREzbGDx4MG+++Sbz58+PCIp++eWXAPj9/l/8HYQQ+54ECIQQQnSoww47bJf7eDyeXQ4qExISsNls7W5v7+FcKRX1Rq09oVCI9957j4EDBzJs2LCo7Rs3buTss88mEAhwzTXX0KdPH1avXs2LL77IueeeyyuvvEJaWtpuXUsIcfA4EPrBF154gYceeoh+/fpx3nnn4XQ6mTZtGs888wx+v5+bb74ZgAsuuICPPvqI6667jr/97W/07duXuXPn8vjjjxMXF4fFYtnFNxVCdCQJEAghhOgwbre73Tdard1zzz17NPfW7XZTX18fc5vP54uaK9uehQsXUl1dzeWXXx5z+zPPPENNTQ0vv/xycyrwpEmTGDVqFOeddx6PPvoof//733frWkKIg8OB0A82NDTw1FNP0bVrV9566y0cDgcAxx57LLfddhv//ve/mTRpEsOGDaNr164888wz/PnPf+bqq68GICUlhbvvvpv77ruP5OTkXX5XIUTHkQCBEEIcRPa36t27+ybpkksu4cQTT9zpPgUFBe1uy8vLY/bs2VHtfr+f2tpasrKydus+vvnmG5RSTJ48Oeb2VatWkZ2dHTVPeMSIEXTr1o05c+bs1nWEEPuO9IORdqcf3LRpE16vlylTpjQHB3Y444wzeO+995gzZ05zZtWYMWP45ptvWLlyZcR9XX/99YwcOXKn30EI0bEkQCCEEGK/17NnT3r27PmLj+/fvz8zZsxg/fr1EefZUbV74MCBu3WeBQsW0K1bN3JycmJut9vt6Loec5thGO1uE0KIXenIftButwNmP9bWjrYd/duKFStYunQpZ5xxBoMGDWreb86cOei6LsVahdjP7d6kSyGEEL8Jb7/9dtSf3/ra3wCTJ09G0zReffXViPZXX30Vh8PRbkZAa6FQiDVr1tCvX7929znssMMoLy9vLsa1w9y5c9m8efMuK5ALIfY96Qd/fj/Yq1cvsrOz+fjjj2loaIjYtmNViLFjxwJmgODOO+/khx9+aN7H7/fz1FNPkZKSwvHHH7+3vpIQYh/47feGQgghDnrdu3fnnHPO4bXXXsPr9TJy5EhmzpzJjBkzuOGGGyIKB65evZo1a9YwdOhQOnfu3NxeWlqK3+8nLy+v3etcfPHFTJ8+neuuu44zzzyTPn36sH79et566y0yMjL405/+tE+/pxBCtGdP+kFN07jzzju56qqrOPXUUznttNNwu918/fXXfPfdd5x88snNyzMee+yxPP/88/z5z3/mggsuIDExkQ8//JDly5fzj3/8g7i4uI76FQghdoMECIQQQhwUbr31VtLT03nnnXeYNm0anTt35q677opYrgtgxowZPPXUU9x3330RAYLq6mqAnRbySkxM5M033+Spp55ixowZvPnmm6SkpHDcccfxpz/9abdrHQghxL6wJ/3gEUccwauvvso///lPnn32Wfx+P926deO2227j3HPPbT42Pj6el19+mUceeYRXX30Vn89Hv379ePHFFyWLSogDgDJiTSYSQghx0BgwYAAAy5cv3yvne+GFFwCzoJb4eeR3J0THkH5w/yG/OyE6ltQgEEIIIYQQQgghhAQIhBBCCCGEEEIIITUIhBDioLK/rf8thBC/NukHhRCifZJBIIQQQgghhBBCCMkgEEKIg8mO9apb21GcSwghDgbSDwohRPskg0AIIYQQQgghhBASIBBCCCGEEEIIIYQECIQQQgghhBBCCIEECIQQQgghhBBCCIEUKRRCCLEPlJeX88ILL3T0bRxwysvLyczM7OjbEELsBdIP/jLSDwrRsSRAIIQQYq+Sgd0vl5mZKb8/IX4D5L/jX076QSE6lgQIhBBC7FUnnnhiR9+CEEJ0KOkHhRAHKqlBIIQQQgghhBBCCAkQCCGEEEIIIYQQQgIEQgghhBBCCCGEQAIEQgghhBBCCCGEQAIEQgghhBBCCCGEQAIEQgghhBBCCCGEQJY5FEKIg8qZZ54Z1RYKhbBa5a8DIcTBQfpBIYRon2QQCCGEEEIIIYQQAmUYhtHRNyGEEKLjDBgwAIDly5d38J0IIUTHkH5QCCFMkkslhBAHEUmtFUIc7KQfFEKI9skUAyGEEEIIIYQQQkiAQAghhBBCCCGEEBIgEEIIIYQQQgghBFKkUAghDnpSnEsIcbCTflAIIUySQSCEEEIIIYQQQghZxUAIIQ4mUr1bCHGwk35QCCHaJxkEQgghhBBCCCGEkBoEQghxsJO5t0KIg530g0IIYZJcKiGEOIhIaq0Q4mAn/aAQQrRPphgIIYQQQgghhBBCphgIIcTBTlJrhdg7VhXB4o3gD0FWEhzWH+JdHX1XYndIPyiEECbJIBBCCCGE2EPrSuD7VeDxQygMW6vg0wUQDHX0nQkhhBC7TyZbCSGEEEI0mbUsyKfzAgRDcGh/K6ccakcptcvjVhVFt9V7obQa8jP2wY0KIYQQ+4AECIQQ4iAixbmEaN8nPwb4+5tedsQDvl8Zoni7zp9O2vU8Ad3np/eCTwgVbaHUSGF2/hS69spg8UYLbgekJ+7jmxe7TfpBIYRon/SEQgghhBDA05/4UEDr6kxvfBPg/EkOkuPbn5VpBIOMfvc2XIVr0FEMw2BE2SyuLr2H8LhsttdZOWEkZCTt++8ghBBC7AkJEAghxEHk7bffjmrbUZxLiIOZrhvUNBjEqtxcVW+QHB/dHgxBtQdss77BVbgGAK3pDJmh7ZxW/T8+W3Mux42OZ/FGOGrIPvwCYrdJPyiEEO2TAIEQQgghDnqapuiWo7Fpm96cQaAUOGyQkxqdPbCtGmYsBn8Q+i8qp1+b7TqKzNB2PD7zZI2BfXv/QgghxN4gqxgIIYQQQgB3nOMmztny2aLBnee6cTkiixT6gzB9kflPgIak3KhzWTAosWWTmmAOtdIS9tltCyGEEHuNZBAIIYQQ4qATLilB37wZlZSEpaAAZbFQ0NnCW7cmMHt5kHAYhve20i3bEnVsZT0EgzqgQCm29JlA/tqZZG9Z2LzPZlsen2Ydz6R+LlLiYUSvX/HLCSGEEL+QMgwj1nQ7IYQQv0GxqncvWbIEq9XK8uXLO+COhDAZhsG6rTqV9Tpdsywx0/r31nV8r75K4P33W6oRxsXB8NF4TjmfhJwUEna2aEFjHYHv3sNatRkdKyudI5nvOgoM6LrqS7SSLTS4UqkeeSR9eiWSnqjRJROs0XEG0UGkHxRi9wRCBks3hmn0G/TNt5CRtOt+ObRiBXpRESo9HeuQISiLdH4HGskgEEIIIUSHCoUN7vyPlxkLzZx9TcENpzo57TDHXr2OEQziufNOwkuXRm7weDBmfoWxaDkfnPUYA/vFM7RHjBPoYZj5KrbaMhSgEWSQ73vCWPnJPYlN/SdDf7N2wYVHgiYTOYUQB6iqep2r/+lhfYkOmPVY7r3AzbgBtpj7ewMGvmefRZvxWXObddgw3LfdhrLFPkbsnyRAIIQQBxGp3i32R298E2gODgDoBjz8no9++Rb6dYkcqhiGwbQFQRauD+FyKKaOttMjt/03VJV1Og1eg9w0jfC770YHB5ooIL6ujPzV37LQcTxpCdAls81ONWXQFBxorbd/IT+5J7W6RwiGwSEBgv2S9INC7NqD73qbgwMAgRDc9koj/70jIWrZ16WboPiLuRzaKjgAEPrpJwIff4zj1FN/lXsWe4cECIQQQgjRoRZtCKFUS8Y/gAEs2RSOChA8/pGPN78NoJr2+eC7AJ0zNLZW6qQmKK44zsnk4XYCIYP/e8PLtJ/MwENqguLOYBUFu7gXp7cGgNLqpgCBHgatKQBhhGMeoxHZnhRnvm0TQogDUWWdzrzVoYg2wwBfANaX6gzv1RIgKCyHeeugX/mGqPPoKNZ9v57N+TC4O3RK2+e3LvYCCRAIIYQQokO5HW3fyZvi2rRvKQ/z5rfmeoE7YgnBkMHGbWFAsa3K4G+veYlzKhZtCDUHBwCqGwz+wum8rH1Pot7Q7r1UZ5hzCzJrlsKHn4HfA3Ep1Aw4hVKVSy97IpZAPYqWaMZWZ99W3wWOHPRzvr0QQuw/1haH+ePTHjz+2NsTXJH9ctF2859+V1LUvgqDxRVuyorDbKu2cOwwyJUgwX5Pkt+EEEII0aFOO8yOwpy7T9M/M5IUEwZFvscordKjD1YKmpL+jaaPH80JMHtF9NuvBsNJfZ+exJ/UD1uXZLQEByrO3rzPhgHHUNJ9NJ1DG+i26V0zOAAYnhri577KslX1fOw8j0ZLq4FwbgGdj57C5CEweSicNhZSZUlDIcQB6s7/NFLvjV3DfngvC71yIx8fLU0ftxQcTl1cJgZmX6yjaFRO3k84mh9X+gBYVrgPb1zsNZJBIIQQQogONaSHlUcvd/Ps/3xU1Br0zrNw0+kukuIiB6KdM3avGrY/CLYYr0D6x5fSdyBg2HCP69rcXr24mkUZx1Lc9wgykhUTAktQdS3HKQysBOkaWMlS12G8lXgtA9NrGNnPBq5EHEDnna18IIQQBwBdN9hYqhMrPDBpiJXbznajaZEZBD1zYGURBB3xvHrEffSc+SqdAyVUWFN5LeUUSmzZJHnM4K4/GOPEYr8jAQIhhBBCdLjRBTZGF+x84n5umsalUxw8/3mr3Fej6X2V0po/ji6wQkM9T5TaaMorQCk4MmeLmWugVKvDDeKSYcTWLzniisNRbmCOOWWBNsPkHbUGDGWh2J/GSAkKCCF+QzRNkRSvqG0wooIEN57mapkOZhiwYQGUbSTDamNK/nCmF+ejpaTyj4xLo86b4Db758zkfXv/Yu+QAIEQQhxEYq3/HQqFsFrlrwNxYLjkGCfdvn+HxVs0nLqf+HADz6f9jqAypwrkpikGVP1El9ceoCbxRN5NPg6f5qB/ZwvHj3HDujYnVApr/wHYbri4ZSmuvAIoXNoUWqApZVZRZOvdfJhr767AKH5F0g8KEU2vqCC0fj2XZes8uH6AWWdFKQwDzppgJ6X1ygULP4V1c9nRQ+awmOz4cwkm9aJ3Jxtri1tSBawWGFngJDsFhsVaPlbsd6QnFEIIIcQB5YgbTmTU3XcTXreOAFampxzJeq0zCiit1PnjrN48as3n3JqPOKfmI3QUrv7H4sqagLHBCuEgSikMwwwBFHebjKXORm5qU3JB/kCor4SlX4GCsGFhVvwpVFqywdBRmmJI99iFFYUQ4kBiBIMEfvgB32OPQSjEJMDpHs6MhMMIxScxfmoBpx/hRK+rA11HWcKodXN3HN38v6Map1Gc3Jvxg1xkpVgpqw7Rv4visP52uuVYyE4GTarfHRCUYRixq1AIIYQ4KOxY/3v58uUdfCdC7D4jHEbfsoVvVmvcNi05YpsydA71LOBv5U8AoCU6iDuqD5qzaRpC2JwP69XdfJdyClvs5ioEXTLgyEPMQawRClF31uloDgsBv2LlsDOpyuqN3dfAkCkFZHdL/fW+rNjnpB8UB5vwhg00PvwwenFxzO26UmiGgf2009A3bST000IAbEP64O4XPb/Krxy8lnJ7RNvvJ4JdXkcfcORfmRBCCCEOOMpiwdKtG3UlfsAXsc0AaiyJzZ/d47uhHK1eXWkKn0fjjfzbIo4rrDCLbQ3ogplKEDLQ/X6swKAfXmneb92wl9GTIFdiBEKI/ZzHZ/Dd8iD1XoOB3az06WRBr67Gc/vtGB5Pu8d54zNIzNBxsAatwEI4ry/eOVsIrd6I0bcfKMWOPCoDRY2WGXG8wwbrSqBvZ9Ak4eqAIgECIYQQQuy3ti/fyKwvNlMYSkXr1ZsLJjsjVjfonRdjZQOl0TNgrqelXDYsSc7IzUrhijewGn5CKrKYwPam1QvWlMB7/W+lsXQ7g3yrmFw/k3WDp7JqxJkEa+JZvABG9oJB3fbu9xVCiL2lolbnD0942LrdzJpSwA2nOZkaXITR0BC1v4GivNNAQlYncYkh4gbo7JhGoMXbiZvYg4ZPV+ObX4xzZOeWA20OlqaeCK1WKfAHYc5qKKuBIwZG1IYV+zkJEAghxAHi22+/5ZFHHiEQCNCnTx/uvfde4uPjO/q2hNhnql98DdtH73Bk0+dvFo3m4uVX8fJNicS7zNHmgK5WLjnGwQvTWlY26J0DF+eXo63NRaUkxTy3YUA4xjDIaYe5q4Nc+69GdL0AlWDwVcI4FuZMoPdhI8wDm0a689ZB7zzzGCGE6Eiri8Ks2xomNUExqsCK1aJ49AMfJU3BATAf9f/xvo9D+20mrs3xBlCZ3ZtZJ/8fAOMb3gf/YlRTf6eUAqvCmp9MYGU5jiuvR/mrwWpDdR7Akc5EPlsA22oiz7txG/TrDNkp++yri71MAgRCCHEAqKqq4tZbb+XNN9+ka9euPPTQQzz88MPceeedHX1rQuwTwYUL0T56J6LtCM+PrNrYi//Omco5E803/0ZjIxcVlDG2UwKrahJISdAY19+Kw3ZVy4E/vgebl0Scy7uxFqe9Gm98mtmgFDYLdM0wOOPeRvSmMbXRlEQ7M9SbzIYwyfGRGQvFleY64B4fzF4BpdVm1e6BXeCQbvLWTAixb2wsDbNkUxi3HTZuC/PyjEDztuQ4xSHdLSxd68No87jX01VGplqDx6Ig3FKKTgFFvcY3f9bQmzqwyHJ12/P6U5UzhYIuA3HYVKv9wRckJo8vdrvYP0mAQAghDgDfffcdAwcOpGvXrgCcffbZTJ06lTvuuKM5ui/Er83rN6io1UlP0lrWxwaWbgqxdFOYeKfiiEOsEVMCdld49eroNhR9fesorDWf3gOzZuF9/HEIBOgEdD/lFJwXXBD938SIqTSEXWjFyzFQbLAPYkn/Ufgd8c1P8F0yYERveO4zH/52B7kGyW2Sdrx+zLdm1aA3jaPDOixYbxY7HNT1Z391IYSgrtFgQ2mYOIeiZ66G1moi/6fzAvz9DW9zn9NWjcdg5rIgYAVDB9XSB49J3ow1wY57QjcaZxdCMAyA1imZpO2bsQYaCdndbLH1oWeg1XKvBhhKsaDnmVRa81g6GzpnQEq8mSFgs5o/18Qoa5DUNl1B7NckQCCEEAeAbdu2kZ2d3fw5OzubhoYGPB6PTDMQHeKjHwI8/J6XYNh8Y37tyU5OP8zB61/7eeK/La+LXvxC8dyf4slJ/XlBAhUXPaJUGDRocXTPsRDetAnvI4+Yo9YmX3xRytyyjdhyczhmuI2x/WzmBouN+EOPY3P5cXy7FEJ65Hnz0+GoIebPq7aE2r2ntoEOTcFP66PPt8PqYgkQCCF+vnlrQtzyb0/zm/chPSw8fFkc8U7F9lqde99qPzjQQjX1j8pcnhUwlEZeppkFZctJJPHU/uiNQZRdI7S1nu5zZuBuqGD21LvZ6BhEol7F0MavUcogrKzMjjuJSmseAP4QrC81r7S8EAZ3N7OmtlWDtyWZgUFdIT0RcQCRAIEQQhwAdF2PmSmgyaLCogP8tC7EfW97mz+HwvDwez6cNnjyv5G5pBU1Bo9+4OXBS3b/FVJlnc4DG0dwheVdksN1aBjoKILKSsmwYzh7pI3Qx0tongcAvJl8Ii+lnoEq1WFbkC9+CnL72S5OGN1SIKBrJpw9AWatgMJys61LJozv33Lt5HgNiH7iP26kjR45GmU15mebBTqlw6ay9r9HOLzbX1kIIQCoadC5+UVPxEP2og1hbnnRw/iBNjw+g9Du9i1N44bhnsWENDtD4rZxrHsjRlN0QVk0tHg7SimCm6oAyC5aTHzNVhpSOvHfukO5eVFfMhwexo7Mxe1wxryMN2AWJHTZ4ajBUFZrFinMTIL8jF/6mxAdRQIEQghxAMjJyWHJkpY51GVlZSQlJeF2uzvwrsTB6rsVsXPwv1kSou1LLQNYV7L7T8q6bnDTC42sLIxjTe4dXFb5Bl2CxXjiM9DPPI8bp/RB0xQha8sQplE5eSXlVDAMDKWBYabEPv6Rl+NH2SKCaw6bOYANN8UALG1ibOdPcjB3dah5O0CXTI1bz3RhtUCdF4IhSHLDj2t2/l06y8BYCPEzrSkO0+iPbp+/Nsz8tb8s6jjAv5bf1f6PuBOGYDX0yOIoukHjj4WEtrWsauCr9bC8xs+81T7CupOGRifOjQbjBu78Ot6AOb3q2OG/6DbFfkICBEIIcQAYN24cDzzwAJs3b6Zr16689dZbHHnkkbs+UIh9wNrOotZxMV4uKQUZSbuf6VJSpbOi0BwEb7Nlcnf2tYD5YD/z2MTmh33b6NH4XnsNvF5qLInoKrJ4oAHUe823WLFWGWgbGAAIFxbSv7SIJ07I4Y312dQ2GPTrYuEPxzmxWc3rJrWKyWUlw5qtsb9H53QY1Xu3v7YQQgDgcuzlukKGwU+uQfwu8CWWhOjsKGXRCJXWN3/2W128tCwZnxaZDVZVt3vBiaro1RPFHpg3b94eHT9y5MiffYwECIQQ4gCQlpbGfffdxzXXXEMwGCQ/P58HHnigo29LHKSOHGLj9W/86EbLqn8KOGO8nVAYvl4San5BpSn4w7Gx01JjaS8t32iTmqClpxP397/jffxx0otKcRk+fMrRvOqAUpCZrLBaYpxsxzkDAcKrVmH4/YSWLiXw3/8C0Av4+2GH4brhBpSl/RP0yoXyWrPWwA49c2BId0h0ywoGQoifr1++hb6dNVYVtVPc5OdSEErNwH3pH1Abvm1nH7OzMoD1nUfhU9F9dllNmARnCI/futP6B27Hnt+yaHH++edjtP0L8GdYHaPg765IgEAIIX4lDQ0NTJ06lQsvvJBzzz03YtuPP/7IY489xurVq3G73UyZMoXrr7+euFaF2iZMmMCECRN+7dsWIkpBZwsPXeLm3re9bK81SI1X3Hymi4HdbNyTb6XvNwGWbgoR51CcPt7OgK67P9zIS9fomqVRWK5HBAUmDLRG1eGw9upFwlNPEW8Y3LE0xG0vN0ZMDSirNhh/Yx3Hj7Jx42ku7NaW4/XKSjy3345eXEwswdmzsfTpg2Pq1HbvVSkY1w8KOpnZColuSEvY7a8qhDjIhMIGVfUGyfEKiwavfeln5rIgFk0xZYSNUw610+A1+NNJTv75iY+lm39ekEBTxHh4V6zzpRBe9zpWDVr3ooZhEN7eiOFrKc56SFeNQZqFpZsio7WJLnA7LdTvYsnCET1/1i2L3eB2u0lJSYlqr66uxuv1kpubG3NbY2PjL7qeBAiEEOJXUFVVxZVXXklxjIeRpUuXcumllzJ+/Hgef/xxNm/ezKOPPsrWrVt59tln9/jaAwYM2On2YDCIzWbb4+uIg8uh/W18ereNYMhoTr8HsFoUv5/kAH7ZaySrRfGPy+K46QUPG0rNwfHYflZuOTOy3obHZ/DCNB9ri8Mkx2ucP8nBqzfF8/2KIO/ODlBRa46Swzr8d04Qm1Vx02mu5uO9TzyBvrWd+QEASplLLe4kQLBDeqJU6d7fST8oOtq3S4Lc/UYjHp9Z5LRfvoUlTQ/hCli2Ocz0n4Is3vjz6gzkBrdx9faXSaKRK3PujrlPirURpxZdO0YphWdOITrKzASz23Geegr/6uzmrtd9TP8piG5AXpri/y6MY87q2GlR6QmQGAd9O0FO6s+6fbEbjjzySB566KGo9j//+c98/PHHfPXVV+1u+yUkQCCEEPuQYRh8/vnn3H///fj9MaoOAY8//jidO3fmySefRNM0JkyYQHp6Otdffz2LFy9m8ODBv+5NC/EztA4O7C12G1x+nINgGAZqRcR/9THGQ/X4evfGceqpBJWVq572sHJLuCkzNsysZUFeuC6e8QOt/PN/0f+tfT4/EBEgCK1cGT1voY1YSy0KIcTPtXZrmL+83Nj8dj8Ypjk4ADQXd/25wYF06vh37d/RfLXUqdhFi5WCqqAbX9iKXQuxo4SMAQRxsL7LRFwqyOa+RxLO7kx2IJkhBtx1npu/nWPgDUC8UxEKw/erYt/HkB7mijDit0ECBEIIsQ9t3bqVG2+8kRNPPJFzzz2XU089NWJ7IBBg7ty5XHTRRRFLFk6aNAmbzca33367xwGC5cuXN/985plnRm1vvTqCEB1t1rIgt7/SiL/pZVevQAP3lc4nUW8gNH8+oZUrmX/yX1i5xRxIG60G3C9P97Ve+TBC23bldmP42smVVQqsVuzHH78XvpHYH0g/KDrS9yuCEdOf9pbDGuai1dUAkGh4OKbuW6YlHo75+G9GAjKSNMpr4OFNR3J7zy9arTSj+NF2NAmhH/hh0jXmITqUbYLKOpg8FCyaIr6pHMHOVlXOSm75ORSG2kawWyDeJbVYDkQSIBBCiH0oJSWFadOmkZ+fH3N6QVFREcFgkG7dukW0OxwOsrKy2Lhx4691q0J0uMo6ndtfaSTQKhN2na0LT6eey60VzwAQXrQIei8D2iwRYJhv6Yq3x84KmDAoMn3cceqp+J5/PnKn5GSUy4UlKwvHeedh6dp1D7+REOJgtWxziKUbw8S7FIHgLy8y19rYvho/rGqJNFhCkdlS12x/idRwDTOTD8ObmEGvTnY2bwsA8EnFQIYckk5/2wYavIpN9v50/eod1g86zjy4VQSguNIswNr6wV9T0C8fVm6JvKfuWS0rxZTXwPTF4DMvSX46HDEIbPLEeUCRf11CCLEPxcXFRRQabKuurg6AhIToymZxcXE0NMh6QeLgsa4k3Jw50EwplrsKIprybbVRx+4Yfscq0tU1S+PPp7si2uwnnAA2G4HPP8fwetE65xM69hT03gXEx1t2+rZMCCF25o1v/Dz+UUuGUlqCWZSweeUXzD7LaQNfU5+X4DKLne7MsjZFC5c7C9Axz6cAK2EuqH6Pwf2TWDfkJBas8VFWbR4zqsDClOP6gCqgpAoK/JDxxlKWu88FFd3heZse8hv9UNMALgeM6mXWT1hXYn6PblkwsilWGwjCF4uI6MO3bIe5a81iruLAIQECIYToQLtaukaTpxRxEIm5xKFh4NYjKzHPtfSN2k1T0DlDxcwgOHGMjThnZJ6rUgrHlCmo+HjqnnqWOTnHUlbVH36EeIfOUUO1dlckCIXNwbPLzk6XURRCHHyKKsI88VHk9KWqeoMBXS0Ub9epbjBw2ODqqQ565VooLNdJcGsM62Vl5tIAD7zjI9hOKYK2AYTVzp78M+33XFH5GpamMOkPaeN4TZ9E9ax6qupbAgqH9rOhNRUg6JRmttVZNVLL1+FJym6ZC2AYKAxS4zVWF5t1B3YMVXrlwGEDYESv6HvbXk90gBco2r7z35fY/0iAQAghOlBioln6PFamgMfjiZlZsCfefvvtqLZdVfcW4tfgCxg88d82o1/DAKU4veaz5ibbmWfxzJz4qON1A+aujj3Jt+inZZCvQfehERNi9fJyvP/4B4uOuJqyLsOa2xt8MH0hnD4uOgCwdqs5YA7rZkbu2AJzmUNx4JB+UOxLG7fptA1TGkBlvc7Dl7r56yuNlFQZPPRey/SA3DTFM1fFcexIOz3zLMz4yc97X3mYWvsFXYIlVFhT+SBpCnWW6DHBx0lHMyduKJ0DpVRZkylz5uDbFm6+hyPT1jA2rZCJdjdUD4WUnOZjraNGccjMF6jO6EFDSl7z3Y60bSAQ6sV3KyOvta4UUhJgUNfo721p531Ge+1i/yUBAiGE6ED5+flYrVYKCwsj2v1+P2VlZfTo0WOvXi9Wca5QKITVKn8diI7107oQm8vaDKuVIt0VJGXkYJb4e+Iq6EX/KQMIzK+LeY7o9b9NX5V25pb5T4Megl6jmtvD69dDKERJ15Ftrqvh8UONJ3L5wm3VMGtFq+vp8N1KMzU4L+3nfFvRkaQfFPtSRmJ0VT6lIDlO8adnPHhiLGhUUmlw7oMNdErX6OlbwjWdv+boimJyPKXoKDQMjqz/nj92+nvMIEGFNZ0Kazpg0K+TjRF97HyxwMdpSbM4L+dHs2RhIbBlHhx+PmR1Ry8vxzp4MO6lSznq7Wsp7TqcgD2erPwEcq84jxVboi4DQGlV7ABBeiKkxEN1m/cdBXnR+4r9m8R0hBCiA9ntdkaPHs2MGTMIhULN7TNmzCAYDDJ+/PgOvDshfhlD19FrazFizhmIrdEf++letzrY3P9o1g49haVxA7jjtcaf/Uaqebi+anZz2/qSMF+uMQsXanoo+iCiq28XVsQ+f2H5z7sfIcRvV998C0ccYgabNGX2I5qCoT2tNPjaX1213gsp9eu5vecX2LeUkuMpNc/RlAuQFa7kopr3UK3zEwyDlFAN95fcy+nVn5AerOLyI4JcebyNm6fqVPqdPLvlUAq9qfiVk5nuqby9OJV3p9Wz4v6X8d53H8bWrQR7FBA/fgxdTj2c3CvOQynV7vSp9totGhwz1AyWagocNhjWEwZ2/SW/RbE7evTowciRI2NuU3uwfISESoUQooNdddVVnHPOOVx++eWce+65bNmyhUcffZTJkyczaNCgvXotSa0V+1rwxx/xPv44RkMDOBy4LrsM+9FHR+zz/Yogq7aESYpTHD3MRlKcRv8uVqwWsw5B6/FzblrLUCUUhtnLQ00D7JZlvCJ/jv58VNpq84eAOS945tIgt77UiAp35zF7V7qunM6a4We0HG0Y+AM6L08PcO5EB1kpZkSiveGWLON1YJF+UOxLSin+fr6b17/2s6RpFYPTx9vZVLrrdQ6PTl+FbkCosCbm9vF1P/Bq0klUWVMASA7X8X/bHqJ7oJChvpVcWv023AEvDr2G52pGAsMBeKN0OGcMD+K076g1YDD3mD8TcMQRsrtZNvZ8s1BhNQxYA6P6QNdM+Gl9S7HCHfp2bv/+45wwZVj728XPN2nSpHb7pz/84Q/84Q9/iLnt/PPP5+g2f/fuLgkQCCFEBxsyZAjPPfccjz76KFdffTXJycmcccYZXHfddXv9WpJaK/al8MaNNN5/v5l7D+D3433ySVR6OrahQwF4/CMvb3zTMuJ87Ws/L14XT26axt3nubnjP40Em17o56VbGFHgbN53U2kQwzAf+K/oPIvHCo+g1J9IvquaxEQXH27qAphv3HQUCoNjM1ZwTddvzROkZBMqXMH7HwJGLiFl5dacW/jD8tfpZPuc0v4TCWp2tm4PMWupl0a/wfSFQV69MZ6sFI3u2bCsMPINoAK6Z++jX6jYJ6QfFPua1aI4/yhnRFtago7Tbhbyay+LwKp0QsV1hMtir2AUb3h5sejPrHD2AqXo51tHfJsirlWWJJ6vHg6qJVAa0K18usrBqeOboplKgWGw5LBL0a32iBtavgVSE6B3Hhw/wqy5UlkPbodZnDA39Zf9TsQv8+STT/6i4/r160e/fr9s+QjpCYUQ4lfSqVMn1qxZE3PbuHHjGDdu3K98R0LsXcEff4xeikApgt9/j23oUFYUhiKCAwDl1QZPfezjrvPcHDnExvDk7diWfIYjUEO9NY2Zxgls9uWxZIOPVYVmieyL8n4gx1nHQwX/bT6PYUCPvn/iy9VOwMJJPYs4ouEDnEZTNXFHHFRswVpRyBN9YH5NPjesOZl64nk44w9QDDeN1Hnog8j6BjUNBq9+5eem01ykJ8KkQ2D2CnNpMocNxvWNXCtcCCFiyU3TePiSOG57pZFaT2SEQFMwYZCVmcW9GFfzZUQOlHJYMAItqVVxhpeR3qXtXmebNQOjzbKFBoq6xjYZDErhVF4aDVtUGlRptRkgSIqDY4f/km8r9pbbbruNW2+9lfj46OK8bX3zzTccccQRe3xNCRAIIcRBRFJrRUfaXBadYmsAm7Y1BRWqS0ma/xro5ufkQClH+17ixvVnsqKy5TX9v4rHcX/vjyPOoxScPriO0yenoxuwvqQvi6pvwh2qoY9rK85FH9J68sKI5C1c1vl7niw8HGXouHQf26fPBUZFnXd9iY4vaK5Z3iUT8jPM6Q5Wi0wvOBBJPyg6yog+Vj67J4FVRWFenOZj2eYwcQ7FBaNqOanzeualWXllxlGsysqhV0oVl/RfgtMJRljHt6SUwKp2CqE0MYDM0HaUYZi9XVMHpTBIcFmaV4bZISe0GYfhZaVzdMR5bLJ8637jgw8+4IcffuDee+9lzJgxMfdpaGjg3nvv5YMPPmD16tV7fE0pUiiEEEKIvcI2apS59l/rp2bDwDZ2LACZSbGHHfVeg2DIgE2LKPQkUh10YRjmWNahgjza8016uVsqAX5b1Zt5tfmRJ9EskJSJYcDXS8zVBlaU2JlfnslHW/vRqNxR152YuhZl6BhK4w9Vr9Npw49R+5iZtxY+mgPepurjSoHNKsEBIQ4GYd3ghWk+pt5Zx7F/reP+t7142ymqujuCIbjzNS8/rgrT4IXyGp0Hvkhk5qwiVq+v4SXL8WxJ6c7Fg1dgdzQdpClcQ/Owdk2OPJnN7FN97mRmnXgn71/5IbMv+RdHJ2yI6KA0DcYOcEV1WvHhKrr5l0VMMdCUmT0g9g9jxoxh27ZtXHTRRdx99934fL6I7XPmzOGEE07ggw8+wG6375VrSgaBEEIcRGTurdiZbdWwrgTCOnRON+fW/5yHYEuPHrhvuYXGxx6Dxkaw23FddhnfWQfx4oP1VNfrpCWY81lbK6k0ePQDL0fbLXxaMoLbekxv3qYAK2HOyV3AneuPbW4vCucyiqZ1uJQGo08FZzxbymFzm1UFGkJ2FrmO4NDG/zW3GQZkO+o4xv89h6R6ye8WT2ppMZNyK/mypGXNwrREjUN6OmjwwaKNMLbv7v8+xP5J+kHxc/zrUz+vfNmyNuGHPwSorNN56NK4qH2NUAijshKVkIByRwclAeatCVG8vSWbykCh0Hln2xCW1OcBBmNSNuOytKyuopTCMAzs+SksKc3g6fTfU+rIJtdVy59cH1M04Ayq4vNBKUIWK/kThnGZ7qeqQcdp10hPUHgCbdICDIOg5iQhzkJmsqK2EeKdMLpP5PKuomP9+9//5sMPP+T+++/njTfe4LvvvuP++++nb9++PPTQQ7z55psAjBgxgrvvvnuvXFN6QiGEEEJQWA4zFrd8Xl8KNR5zmaqfwzZmDIkjR2LU1aESE/l+lc4tzzdi1s1u339/8PGTsxdjkjdGbTNQJNsiC3F1HjEScrpCKAjpnSHBfKiva4w63Gy3RFbWUgoaVQJ9jhpOZWI2lQCGzpnJZfSsdTN/XRi3Q6Nnng2rRaF2cm4hxG+TYRi8M8sf1T5reYjyGp3M5JasqNCyZTTefz9GXR0ohX3qVJwXXojSIjOnvIHontBAUR9yEDZ2ntvfqDm5OecmgsqKgcZ6r4PrfBczlSRS2kRzrTYHqUlmMNQTJHoZFqXICJUQ328gJ/7Mfl78uk4++WTGjx/PPffcwxdffMG5555Leno65eXlJCcnc8MNN3D66afvtetJgEAIIQ4iMvdWtGdOjPqZizZCv87gcrS0VdTq1Dca5KZpOO2x0wuUxYJKSUGvreXN10tRZGO0u0igKWwoin3JrGrIidpmUQarGrLZsXzh0YnLGWLYoHP0+s/xrtjnTyCyKrhhGPzomoLHmdX6zplXm82YAkUYW+T+Ozm3OLBIPyh2l25AIBR7245pButLwhRtrCHp6X/Tw9OUHmUYBD76CC09HcfUqRHHdc+xoCnz3C0Uo5ILqQgkUBtyMqemG76wFbsWQlNmf6WU4oeKfE6t/ZwRjUsIKStfJIznq4RxrNsaZGRBZHAh2KZebFs9/Uvo2SsVekgVwgNBWloajz32GDfccAOfffYZFRUVWK1WnnjiCUaOjP67cE9IgEAIIYQQeHzttPvNAEEobPB/b3r5bL65kkCCS3HfhW5G9Ik9lDA8Hjw33USDugzDQdTbq9YZBQqDYYlFbAsksqQ+lxeKxnBJ5znN+zaGrSh0TstaTEF8GVMSFoH7HMBcUXHpZiipAosGBZ2gUxoUV7Zcy2VXDOmbAnOsoDeN9g2DinBm5ByKpp/dDshLg60R54Ah3XfyCxRC/OZYNMWQHhZ+Whdu6a8UZCQpctMUj33o5c1vA4AVMu+kh38zj229EwdmPxOcMwdL3754n3oKvbiYYHo2d+fegW5ELoE4LLGQyzr/wAj3Rm5adwol/mRuWH0y9/T6H6l2L+gG3qWlJG9o4EL/eswJCorBvpW49Ua2hI4Gw25Ot9qJjETok2eQaA+Qkz4AZZFqhAeKLVu28Le//Y0ff/wRm81G//79WbJkCRdffDFXX301l156KWovFcaRAIEQQhxEZO6taE+yG6o9kW2agoSmt+YvfuFvDg4ANPgMbnrRw3u3JZAeo/hg4Jtv0EtLGZS6mtXOXs3tCvNNWEaSoqzGHHL3iSvjrl6fsb4xg+tXn8zzxWP5rro7PdzbGZm0iaPT13Bhp3mA+SYtVOLFWlCAYZjFCNeXtly3aDtMGACdM6Cq3gxu9OsMbkdXSLoStq4mtGoV3g9n4DhyOw1xGVGDarcDJg+BVcXmOdwO6NvZ/Kc48Ek/KH6Ov53r5tpnPGzcZj6Wp8YrHrokjlnLwk3BgRYbHF25Kfc2nii5y4wkhEJ4brsN/H4wDGY2dGFdtTPqGnl5iTi6FDBo2Rz+VXQrP7kHwnYoX74ee6YPR79MlFWjn389sKPKvIEOnFf9IcvcduqZiIcEAFLiovtzMLOgCjorQDqzA0U4HObFF1/k6aefJhAIUFBQwP33309BQQHvvPMO9913H//4xz/45ptveOCBB8jPz9/1SXdBekIhhBBCMK4/fL4AQq1WIhzbFxxNmfbfrwhG7G8YZlX/JZvCHDk4OkBg1NQA8PvqDyi25XCIdyVDvCvwaQ4sU47jkBMHUPjxu2jKoIurCosySLd7eHHAG3xW0R+/O5PRIwYw6r2XITULLOabkZpGG2vjJjG8sJDytz5h/cjroq69aAOccViML5mYAYkZqMTu6P+ZRv95bzL7xLvMYbYBaBqd0yEzyRzb99/zcZYQ4gCXlazx6k3xrCkOEwpD704W3A7FZ/MDMfdf7ezFdksK6eFqVFoarGmZv1WpJUftrymoVBlw6JmEXphGXmg7eXVlAFhzE3BP6A4KlN2Cf+m2yGOBRMPDcRdNxrA6qfOamVRWDT6YA942t1jQaY9+FaIDnHLKKaxZswar1cpll13G1Vdf3RzMPOOMMxg5ciQ33ngjixcvZurUqSxatGiPr6kMw/jl63QIIYQ44O2Ye7t8+fIOvhPR0eoaYVOZuYpBXhpkJbdsu/jRBlZsDkcVGuyWreF2KA7tb+X8UR6sa2eDt45wQ4iGF/4LIb2pcoBpx8+uc0/DbqyPeR8hlUPjFwswKirAbieg2Vie3I+ZGeP5xtsfn27nvLr/MsW2nG9OezDqeJvF4Pwjd55qGZw/n8aHH2Z7UlfWDT6RUH53cgqyGdxdYZFFoA860g+K3VVWHeavr3pZvjlMWI+9z3Nlf6Xg9Anofj+BpirzAPNcg7g9589R+587pJ4L1zxNePVqCLUUPUg4qR/KbTNXMQjp1H2wHIItF9VRWHv1JOEf/4g6Z60HvlvZkkk1ohd0ydyDLy46RN++fenWrRv3338/gwYNirlPOBzmiSee4IUXXmDFihV7fE0JEAghxEFOBsZid3z0Q4D73vZGtbeuJXB81gpu7/45qqlVD1qof+8niDGI1rIySZiUG9UetmfT8J+vINiSsbAjqFCrJfDHvHsot6UD8GzZHSz6/YPoFmvLNAFDJ9O/jRNPbDm3rsPiTVBWY04TGNodEtxgBIPmkmSJie0uSSYODtIP/jZMWxDgkx8DBMMwtp+V8450YNH2zrxsgFqPztQ766PezLeW4IL/3Z2A064RWrkSz803N28zgCfTL+B/iZOa2woygzzw01W4Qo1matYOCpJ+Nzji3MGSOhpnbYKwuZ+RnELCvf+HpXPnvfH1xH7ovvvu44YbbsBut+9y3wULFjB8+J4XnZQYuRBCCCF2aeoYG386yUmi23zDvuMte+u3DP8r609lIK65VbOFcZ5+bMzzGY1e6H94ZKPdRdDjjggOQEv2QYLewHnV7ze3N4SsjPjyMZTREoFweqoZ9sWjLdcxzFTbhRvMooPrSuDd7823aspmQ8vOluCAEL8B7832c8drXn5aH2bJxjDP/M/PA+9EBzX3xP1ve3caHHA54OFL43DazQ7S2q8fziuvxLBYqLQkU2lJ4YbxDTz2BzfXTHVy93kuHo9/KyI4oBwWtBQnKs6O7g/R+l2uNSeB+OMKoKAA15//TNIz/4wIDoTCsKXCrMsiy7L+Ntx6663Y7Xb8fj+VlZU73XdvBAdAahAIIYQQYjcopfjdEQ5+d4QDXdc59Pr6mPvVhZyk21tVx+rVHRwOCAQi3o5Z+vWDgUdCWmfYvgVsDuh6CHz0abv3MNd1CJ8mTiQ7WM42awab7XmcuO5rkrdvYntufywhPzmbF+BIaCkCtmgD1LQp1qUb8O0yg1PG7r03i0KIjvX8ND8Q+RL+v3OCXDZFj1lI9ZdYVRR77cCUeLj9d24GdLGQHN9yrdCKFWxfuIY7u93DUt0satK3UuOBHI0x/cwCL54vGwg13bSW5ERz2zAMA+fgTIxgGGW3NH0vs8BrYFU5qlphHTAAFR/ffK1GP3y2oKW/0xSMHwA9o1eOFQcQwzC4//77eeONNwgGg+Tn53Pvvfc2BwNef/11gsEgv/vd73Yry2B3SIBACCEOIlK9W+yp5ZtDrNwSJjVBsb2uZSSuMIi3+Ml11Ebs/0FRT1yHX8thXz6KNWy+etM6d8Z15ZXmDrm9zT9NrMOH43/zTTAMtvQ6jE39jkK32HAUraPL4k/N6uDAEmcB92ReTYF/E72rN5FYXdx8DvuJU5p/3lbWALQMondoaAwjw6CDk/SDvz2GYVDfGHvWdI3HID1p986zvVantFonJ0WLGVRIjlOUVkVf55DuVsb1Nx/sAzNmEFqyBL2hgcUrGngk41JKrFnNqVCrt4S46ZYlPD58GUlnnoy+dau5QYElxYVrZCewagQ2VFIxt5YERyO2LskoTRHcWke4rAEAz1//Svyjj6JsZqBhzurIYKhuwKzlkJMCcdELJ4gDxDvvvMOrr74KQFxcHEVFRVx66aV89dVXpKamMnv2bL799ls+/fRTXn/99b0SJJCeUAghhNjf1FdC6Vrz55zekJDWsffT5LWv/Dz1sa/d7X+2vUt41hoaHVYcfTN523oST6xIxzDSeS7vYQr8GzhjUgKjTh6MckQvsxXeupXg999jKShgnbs7P429HHZMH8gbgC3eTd43TwEwyLeaa7e/xLfxo+ldtcncR9OwH3ssjt/9rvmc8aEaYgUInPgwjHgavGaJhASX+cZNCHHgUUrRp5OFVUXh5gwCpcyaI53Sdy974OXpPp791N9c8+Ty4x1ccFTkk/VZhzu44zUvtCq96rTBrWea68H6XniBwMcfg1IYhkE/NLKDFZTYspvPYSiNNc4e1P7vEbQFc6CkKUBgQHBzNYZu4B7XBUfPdBYMuRRVUsG4T+5GMyKLueiFhYRXrsR6yCEAlEfGZs19DHM6lQQIDlxvv/02mqbx4osvMnr0aF577TXuvfde3nzzTf74xz9y4403AvDtt9/y5ptvcv755+/xNaVIoRBCHOSkONd+Ztt6mP06hJsqWVuscNi5kN2j3UMMw+D97wJ8MjdAMASH9rNx6bEO7Na998S7cVuY393XELWKQdMNYDcCWNCZ0DCXKypfxaHp3NDpTlZYujbvpgCHHb68LxFbm3sLr19P7S23si1svupbePE/8NkSzFF+K8f/+3xcnioAAlh5MfUMrqh+E8ugQcTddRfKYonYv37xHN4tG4GuWr0TMQwmJi5khWUYZTVmU3IcHD0EEqUcwUFJ+sED3+ayMFc+5aGyKbPJYYP7L3IztimVf2dmLw9y4/PRk/YfudTNuAGtjtfD/PeVWby4sge1IRe93eXcPX4NOUedhF5eTv2ll0Ycr6MotOXxh873A5Aaqqa3fyM+zcFtpU+QROxCAYlnDUJZNOa5jmKpcxwnTL8el+bDUlNLaFtD837uv/4V28iRAHw4BypjzPw6cZS5dKs4MA0bNowBAwbwyiuvNLcddthhdOvWrTmzIBQKcfjhh9O1a1f+85//7PE1JYNACCGE2F8YOsx5D8Kt5rmGwzDnXTjp5qiH5R3+83Ug4s3+hlI/26p17jl/7z3tbiiJXuKwmVIElJkRMC3xcHyag1vL/8npFR+wIvv65t0MwBeAqnqDrJTI77L5uXe4Lf1vbHKY83QvscWjYnxfvzOxOUAQVhZGexaDYWA0NkYFBwASevXjpE0vMtNxAvVaMk7Dw6Hez1mWfGZzcADM1NwZi+GUMe3+moUQ+7GuWRbeujWBuauDBMMwpIeVnNTdyx6YtyYUs33umlBkgGDdPKa6vmby4FmU+JPY4k3hnu+Gsn1OJYZupbLLvwCY4JnLFZWv4TCCZITNwnIjGhfz17IncBo7qXK4Q1Nn68dBdqiQT45+FJQiK1jIuLUvoH2zBBwOLL16NR8yuDt8tSTyNLmpkJG480uFdTOwYBiQlgDW6G5UdCCbzUZSUmSEZ+DAgRHBTKvVyoABA1i0aNFeuaYECIQQQoj9hb8R/G0q6mGYbYFGcMTFPOzVL/1RbdMXBrlqqk5W8t4pzpWasPvn+TZ+DH+qeJG0cE3EMogANiukJEQ+gRuGwZ2e49ls79TclhLcRo0tO2L5QmvQR3xtafM+26wZDPGvBMBaUBD7ZuKSSJ14Micv+gzqtkN8KvqIyXy+MHqKQ3UDeHwQ79rtryqE2I8kuhVHDf35c7Ad7SQZOG1tooU125hZ1YM71x1Ho77jOi3TDbCYJ/oscSJe5eDmimfZYssjKVTD7WVPYjciV2gxrFZUOBxZwDUrHqwWvMpNhS2fKmtLlcEyaz7f9rmC41yPoYafhpaS0rytWxYcNRiWF0IwDNkpMLznzgOeDV6YtrCldoHbAccMhdSE9o8Rv66cnBw2bdoU0dazZ0+++eYbAoFAc80Bq9WKx9N2/PDLyDKHQgghxP7C7gItxusbzQK22JNIDcPA44v9br+hnaJdv8TgHhZGFZj3tjtv2IPKSkKfrlHt15/ijJr6UOsxWGvtgtEUDNDQObLxPVxGy2DHQpixC56GcIiAZsevbHQLmoUJLX374jzvPDw+2F4H/sgxOCRlwuEXwIk3wsSLIC2v3e+gychIiN+cmgadj+cEeHumn7XF0SsRTBlux2Zt6duUMoOZU0ZERg4K/Rn8Ze2JePWmdqNVcKCNbxIOpdKSxJPpF5AfLMVl+NHa5GEphwOtR8v0MUt2Mu4j+xFM787/Ei+mxpIReVKlqLTm4k3NxaaXRF2zSyYcNwJOGg2j++w6G+CbZZGFDRv9ZiaVLhPQ9xujR49m3bp1/PDDD81tffv2xTAM1q9f39y2bt064uJiv0T4uSSDQAghhNhfaBYYdBQsnkbLoNMw22IFDjCLcw3oamHppsjiXAkuRd5uFufaHRZN8dAlcbw8w8/yzWHiXXBINwvvzApQU+Pj/Ly59HBvp8Ifx7ebO5GSnUjnP1/EPyvi+HJREAwYP8jK6IKWAXdo8WJ8r72Gt6oREu9vbtfRaPAEOVl/ilJ7D8JYyApuxt3Hg+ea10lNcaOXlhLesAEtMRGt/wDmrrewfEvTr1GD8f3bX95LU9ArF9ZujWzPSwPX3lklSgixn9hSHubyJ1tqEygFfznLxYmjW/5j75Fr4ckr4njoPS9bK3Xy0jRuOt1F95zIfnd+eFDzkoTK0DHaCQ7scE3e3dRr8ZxS+3nM7VpCAvGPPIKxfTsohUpPJ7x6NaEvvuCI2uf4eNSfY8YfDBSUrPk5v4YoYZ2IaVY71HvNTKoEyaTaL1xyySV8/PHHXHfdddxyyy1MmDCBIUOGoGkaCxYsICcnh9dff50tW7YwatSovXJNCRAIIYQQ+5OCQ8GVAEUrAPBl92dRsC9qVZCB3azEOaNHi3ec4+aqpxsoaVp+y+0wi3M57Xt3Mr3DpvjDsZGZDIf3V/g+e4WujnLChkJhcFzmKrYNvZPEpCSGJsHQntHDjdCKFXj+9jcwDNzAoZZ5fB83snn73zdM5qm+79IjsAwwMyXKOh3NtAUWDPyM659Fr8NyAVhVRHNwAEDXYeZyc23ytHZSZccWmIGCdSXmS8D8DDisv9QfEOK35oF3vFTVt7wSNwy4/20vh/azkpbYEkQd0tPKG7fsPLfe5nQCXgCSw3VUW5NbNho6E9I20MO1nYpAHGtL4plYO5vnUs9hmzUj5vm0/Hwarr3WXIHliCNQeXl477kHDAMbkJ82m829J0ZcIyVcTqJeCZY9qzyoKTOYquvR26QOwf7jqafMlXtqa2u59dZbI7bde++93Hvvvc2fYy3h+ktIgEAIIQ4isv73AaLLIOgyiLVbw1z7jIfKerPSdUaS4okr4qLeauWla7xxSwKLNoQIhmFgV8vPqhmwJ7LrV4CjHACLMgfhNhXCs2o+m5JPpFt27OP8778fMe/2pvLncKYHmBU3EgVklWykZtM6Ejq7qLYms6XCxfWuQYQMs97CC5/7ue9MP+MHuyneHr2MoWFASWX7AQKrBcb1g0P7mp8lMHDwkH7w4LJ2q07bNdvCOmwu0yMCBLtjbG9IsARoCFlJDtfSOVjCUlc/wOCunp9xTObq5n19aQH801ez3ZrGfNcgAFRaGsrlAqcT5XQSmjevZf8NG1CJiWbn1XTDQ75+hpDNSXG3sQCkhUuZ1PCmOVWh+/Bf8NtooRT062zWLGitW5ZkUu1P3nrrLYCYRXvBLGKYm5vL+eefz5QpU/bKNaUnFEIIIfZDhmFwy4uNVDW0jGy31xnc+lIjb/8l+qnX5VC7tZzXXueNXlfLQOHS61laSMwAgWEYhNosJ+c2fNxc8Sx/rng24jxr1sSzzebk71nXEG41yA/rBne/Y/DFpgdR2ZcDObTNxS2v0dlVuSUJDAjx25aeqKj3GlFBgrTEXf/Hb4TD6GVlKE1DZWUR//YLPFC4kocy/kCRLYentv6NWksCrk5xjMqMXAnBmWKHAVmMWbWQLbY8AGwjR+K68kqMhgbqzj47+np1dRGfrUEfY/53H7Y77kSrX4ejZjXKaodeR0C/w37mbyLayF5g1WBtUyZV10wY1WePTyv2optvvplJkyaRkZGBwxFdXHdfkACBEEIcRN5+++2oth3rf4v9S1W9wdbKyNxPwzDfetU3GiS49+6TbViHilrzn2mJ4NzdWENyZlSThkGNJZNAIIzR6Ee5I5dbNGprweuNebod38qjnPwt+0aWuQpIDVUR0CIHRgaK+rCTmqCLgsrpbE68AMMwUEphGAaBkMGD7zbQPTuObtmSLytaSD94cLn8eCc3v9DYHAw0DDjKuZqMt+cRnnoili5dYh6nb9uG5+670YuKAND69EFfu5aehsG/Sv6CykrEkq0IlZXicKQBuRHHG7qBJdFJllbNH4Lvo5KScJxzjrltJ9XmC/scwfpBxxGyOcksWsLAua+R0KM7WsqwPf9ltKFpMLyX+Ufsny644IJf/ZoSIBBCCCH2Q3FOFbVEIJjzRp17Of2z0Q+f/2Qu8+fQG+kfnE+ftHriMrOg+9B2CyQCkFtAMH8oti0Lm5sqLLksdo0nf9506h78J1r37sT93/+hxZtTAZRt59GHLdYcrs+5nTqbOce2ypISYy8DmwqTZPWRGtpIYvkitiYcgtsB1fVhZi71Uttg8MI0P/93gRmgMAxYWQTrS82fu2TCId3M36kQ4rdpwkAbT14Zxwff+2hYsZ5BZT9yat3nhFYZNMyaSfyDD2Lp3j3iGEPX8fz97+jFxc1t+pqmooAWRdzh3bFmt2RyBUoi3/wDoED3BsmkhoSjc6grz0VrWs9epaejUlMxqqtpXV1205jTWDDs92DooDTq0rrQOGg0U5Jj9YFC7BsSIBBCCCH2Q0674pRxdt7/LhDRfuYEOzbr3n2inb3CDA44dQ9T654lQa/B8ABbgK2r4LBz21//TylsY06iNLEfxRvL8KhENtn7k1K6lkHfvwSAvnEjDddeS8Lzz6OUQsXFYR07llCrZZtayw+VclzoR960TW6+RvPlmkImBoo/df0Wq2ZWEm+oqeet+dHTHcqqzSyM4kqYu8b8njtsrzODIzvqEAghfptG9LEyuHEdjR/+LXJDIIDvjTeIu/32iGajshK9sM3k/Cb2flkRwQEAa6oLPRhGs1kwdAMUGP4w/hVlGMEwaIrErEYIeMHuQlksuG+9lca77sJoaOqU3G5K8ofTad1sPAlZVGf1AqUo0TKpami/nor4bZs4ceKud2rl66+/3uNrSoBACCGE2B+EQ7BtgzmATM2FpEyuP8VJSrziy0VBlIKjhtq44Kg9n4MYbpq5YGl65i+tNv852DuTeL0GaDWbv3QdFK+E/OgU7GAIflwDWyoUSvWhe+8+dKEK96MP8GZ4DC9l/x+p4WrOr3qfIWUrCa9bh7V3b8K6wdoTryLR6yBtySyUHrkuuYHi8KQS5qXb2FASbG7/6++cLFzjxyhexcTkVRyWugEwl0VszDoE1kXenwK6ZmlsKDXX+45lVRGM6An2DijfIIT49RiVlTEaDfQ27YXlMP1rOCPWSTQNa25K83Sm5manDd0bxLe6AkuSE90bxL+yHKMxiJbsNPdVQF0FpOcDYC0oIO7xx2m84w4zU8Hj4dC3bm4+56a+R7LgyGtAaQSCbW9EHCy2bduG0baARhuGYRAXF4fFsnem00mAQAghhOho/kb45mWoKW1qUDD8BKw9R3DpFCeXTnHu7OjdFgjCrBWw2Vx0gPwMmDAALJrBmqIgo7TtGDaFUm0GI8u+NNfcLjgUks2qg4YB3yyFLdtbdlu+BYIpdh60nE2FIxVDaZRZ07k152YeKfk7A8ureHeTj3dnB6iqN1DGhTxp3UTPUDFrh5xEZXYf7N46ei/5GL87iQmDXGzdHsLn1xnRW+O4kXaOH+XAqO7CnP+V8lbpUHLi/NgHHo6zPol+XbysLGzJuMhKUVxxvJMvFu389+IPSYBAiN+iRr/BI+97mbUshMUYylGpZ3JowwI+SJ5CrSWBXv5NXNipqnn/dSXmEqnvLXXQzTWI4d6lEaVPA2OPwGnU0Th7LcqiYe+ZiiXVTai8AcIGRkincfbmlgM0hWtEp5bPjsgVV4LTpkVMY2it26qvqMzuS9GgyaREL9QiDhKffvppzPZQKERtbS1LlizhpZdeolu3brzwwgt75ZoSIBBCCCE62uIvWgUHAAz46RPI7AaJ6ebTeEMV+D2QkA4Od7un2pmZy6GwouXzlgr4conBN4s8rCgMM7hrAgOyY7ypqK80/xQth0mXQUoOHn9LcMCl15McrsCr4lhblUG5Lb3lmygNDJ0PkibzypxeLC72N2+zG0FSQrX8cOytlHYbaS7IrWBLn8OxBTxYLIqMOJ1eOQ385aI8lFLousEdnyQw/acjms/TZbuFSUMNxvZ30inDyvbaME674orj7KQmKBpbLhnFZYe4X6cwtBDiV/bXVxr5bsWO1QUsvJN8Au8lHddc22Wxqz+rdYNnwwZWi2J+UxZSd1sxZcOGsnVNA1nbC9HR+DJ+HON0K/bp85vPH9xcjXJaMXxN17BqOAZlY/hDYNGwdU3BktwU4O0yCBJSI+4vvGGDOYUqxhtiA0V62Wp6Dpq81+vOiANHt27ddrp9+PDhTJo0iRNOOIF//vOfXHfddXt8TQkQCCGEEB2tKsYbJMNg7Ypippc5mRz+lF7BpmUBNSuMPjVmyv/OhMKRwYEdvloYYEWhmeL/8tZRjE9dR46jHoO2iwYC4TDGkq/Q7an4y6oh7hx6+hdxmOcjLJjzFjbYBvCiOoqwEZnqWJJRwIbiyGGHX9l5v88lpHUb2fTdzDkPusWG320W5frX+UHSurW8gZu+MMj0nyKXEyssC7OiMMDAbg66ZNnokmWmA8S7zLF3chzUxCgabrPApMHtl1cQQhy4Kmr1VsGBFrpStO7dlhUrflwVYtwAG74A9PQv5qKCD9CUAV0SCeoD+cuaqayrTOG4H66NOJcBGL5Qy9lCOv5V5TiH5xHaWo/hDRIOhNGy0tFGnRJ1L6qpaKGuNDRDb7PVILdzHBnRC8UIEaFLly6MHj2aTz75RAIEQgghxAGhaAWs/s6sL5DeBYYcA3ZXy3aHG2KsWfD4ZxoDE76jV/7ylkY9BHPeNVP9E9PZXe1NYayqbxmUOrQg5YF4Mm0N6EpDKfCQSDx1WAgTrvLg+ehDDE8ATbOSfd5wxoc+bC4cCNAjuJzzcpN5eesodgzCDaWR3iWNDasjaw0oDBoSMkhre1NNc3u7ZkJq14yITWu3htvujQKq6iLbE1yQaY69GT8APl8AwVa79M+Hwd3AJdkDQvwm+YPtzduOLvJaVW/umxYf4tDKjyOmWVkU3NZzGj8VHAet6hbu2EMBymXFNbwTllQXui+Ef+k2QqX1hLbUoOUkknD0qTFXg3GccgrB779nW+4g0ratxe6rR2FgoAjbHKzrN4WMqKOEiBYMBtm+ffuud9wNEjMXQggh9qWiFfD9W1BZbKbpb1oI374CrQvz9Z3Q9EPLwHVJXS6L6jsxMrkQve0419Bhe+wK2+2xWSE3Nbo9M9m8pksL8HS/dxkYX4pFM7CqMFbCLHUfxhvJN1FqdMLzzUYMjznHX9NDjF7yPBpGxHDbMAymuuZFBA3G9wwyrGf04NhAkVi5JfqmDIOUOIMjBkUsYABAakL00MUAumRqzUUXM5Pg2GFgtbR8PnUsjO4DI3vByaNhTIEEB4T4LctO0chNVVF9SCy98szOY0IPDzaCEX2apiDZ5mei8T7uI1qWQ9yRh2BYNeKO6oW1cxJavANLmhv3Ed2xZMajEp1oLgveaT8SWrEi6rqWrl2Jf/hhfIPH8PXpD1HcYwylnYdQ1PNQvj71QaoT8vbslyB+86qqqnj55ZeZO3cu2dnZe+WckkEghBBC7Eurv49uq9oKFYWQ1TTYzOkJh//e3NffyHZbHtfOHUPYsOALt/NXtWX3quo1+g3mrQ7hDRj0zrOg6xa21ZjbMpPguOF21hQF6G4Uk+esbT5uRz5DH/9PrHEM4yfvCA7z/S/i3O6acqBL1DUzfBX8e8tNbHHkkRKqpfuWYq5YeTfYIwe7VqvCmZNJwYYvWd1jUnN7vEtxzLCWVRZaO3G0nfdm+ymtMsyBvwFJcYprptrJSDIzJWJNGYh3wYDoWxVCHCjCISjbAD4PpOSYf3bCalE8fGkc1z3noazaDFh2z1HoumJzWUvm1KVTHPTNN/vZ5LQ4DFREgHMHI6RjxGrvkYcloSXaqJTCMAycw3LxfL6WUJ0PNs4k8M0s3Lfcgm3s2IjjLd26kXVyN35aAD8ee2vEtlwpTnjQKygo2K39lFKcddZZe+WaEiAQQggh9qWAd/fas3uaf4BwtU7jf+sB+LBsMGNTNqMb5pssAFyJkNNrl5cuq9a54ikPW7ebg2GrBe46z83vJpjBBZcdlNJ46YZ4vvtCEQg7qLJkYTMCpIbLAAOrEUQZBgFLdGHE4NY6dE8A5bY1D4qVUgTWbScvVE9eqAwAHcU5Nf/l/swrm4+dMNDK3851E+8cAkC3SqioBYfNoHtGCIczdgAk0a148bp4XpjmZ0t5mJxUjYuPcZKZbEYFdudtoRDiABP0w7cvm5lYOxxyNPQ9bKeH9ci18O5tCWzcpmNR0D1HIxSG2cuD1HgMCjpZGNit1eOQxYpKyoTasqhzBVaWEdhUHdFmoNg05DhS+DFyZ6UwAuGoWi7e556LChAAJFsa0JQbXVcRnZhdntQOepqm7dYyh3/84x+56KKL9so15f92QgghxL6U0QXq28wLVBqktp86mpWiceHRDl6a7md2dU/+tu5YLuv8PTluL5b0PBhxUmQNg3bc/46Xku0tb8rCYbjrP418fFcCKfEtr9lTEzSGH9qbt5bcQEAzz5sd3MTRDa/jXraMU5acwsZ+RxPO7oRlW6sBejBMw4z1uEZ2wpLqxvAF8TXNvW0rNVTT8vUV1DQYrNsaZlA3CxZNkZcGebULYd7nEPRhOJNQY0+DzK5R50pL1Lj5jF1/fyHEfsgwIBw0s6B2N6K37KvI4ADAkumQ1QNSc3d6qMOm6Nu5ZYqT1QJHDW1nWYCGKgg0xtykNwYxGoNg1SBk9quexCw2pwxlSN1caDXdSgHhCk9ktQPDwKiqwgiHUTvWqzcMWDqDbeur0BPOiiqPsLUSRuw6Fix+wxYvXtzuturqalavXs0jjzzCF198wQUXXEB8/J6nnUiAQAghhNiXBh9jvo3aMbhVmrkKQVzyTg+7/DgnvfIszF8TwmEbjHfUSCx50fP4d2b55nBEQqwBBEKwaZtOSs+WAIE/CF+uchFoVZhrm60b3+uTGLr0XjTDoOeKaahx49FSEwmvWmUObJPdkB5HcFsDjQuKwRMkumACaBhssresRGAYsGRTmMuf8DCit4VHTqnEsfh/ULsNvTGIZ+Ym9KpG1FtzcF19DbZDJ0SdUwhxANqyDBZ8YmZQOeNh5MmQ23vXx1Vtjd1eXbLLAMFu8dSY91W6NqJ5R1ZUqKqRYGGN2RjSUQl2lMOCEYAqaw7fu49nbOP/mqcmFFp7k7h8SUSxNwOwZGW1BAcANi2CVbPRbH1j3pYmGVEHPbu9/TUus7KyyMrKYuDAgUyZMoXHHnuM22+/fY+vKQECIYQQvx0BL1RsAXRztQBHdFr8r87uhCMvMe8r6IWU3F0GB3Y4crCNIwfvXq2B1kLr1hFetowkxlCPq00ZQUhyR36urIdASEW9zdvq6MXQVg/8xnezMLp2xfnAgyycuY5RyQtQ6Bj+EOGiGvQYwQGALc7OvJxyWsxttcUlWGe+wVZrFyqdh+K0NdB1ghXfp8sxPAEaH/oH8bn5WHaxFrQQYj9Xvhl+eJfm+v8+D8x+HY6+fJf1BNpb6WWv9PH+RvjyeQxvXdT6BqqpT7QkOLAkOwlXmVPDjPoAht9CfKCM5PL1rM4YTrGtF6nhMrxaHJ5NFRyrvxN1Keell0Y2lK4DFDmhTbj1OhpVvBlEbpqc0GsvxD7Eb19qaipDhgxhxowZEiAQQgghmtWUmXNUfQ3mZ7sLJvwe0jrt9LBfhWaBrF/nATcwfTrep54Cw+CcuNXcn/XHpmWzABQTBlrpnhNZxc8aKzHBMLCG/FHNemEhNU/8i4yjxqICuplK2+BHbwjEvB/XVZdj73UEoaeD0GpJ8gHe1YxuXMT4TtXMdx3FctehzduWucYxqcfdsKoIwjrB776TAIEQB7qi5dA2p8kwzJVedhUg6HsYlKxtOrzpHMk57dZiMXw+fK+8QmjhQnA6cRx7LLajj25+4I+8rxUQIzgQwarhHNEJzxfrWtrCOgqDcf+7hznH3EJlbl8aLCk4qksZ/81j0cEGQCUkRDZaLICBw/Axpe5lvo0/jUpLDjYtzOCeVgr2g7++xIGhtraWurq6vXIuCRAIIcRB5Mwzz4xqC4VCWK2/gb8OfnjbfCO1Q8BnLi94wvVNb2QOTEZjI75//5vQsmXgcuE48UTsEyfG3FevrcX7z3+ag25gomcO9m1BPk46Cq9yMMS/igscNqqWDCZlQA+0pn/vSSt/JLUyk6rUbmYWgWGAUvRc8r/oixgGzuL1hCu7YiQ0DXrbmUfcqJzMdQ4juN1KMBRsbj+6fibXVzyPBtTFTWJ2q+AAQLUli6V9TmHQqsfNS4bDCLG3/Kb7wf2Zrsduj1WATQ/D8q9hy3Lzc/5AOOICWP2d2c+n5sKgo2Ku5mIYBo0PPkho/vzmNu9TT+F7/XVUSgr2I4/EfsIJLf1WsJ1Csq0opbAkOTGAkNWOQmFP0NCrvbg8VUx8/88E7W6UHmbLVffhD1uiChQCqLbzw7sNhc1LAEjRKzi57ll0qwN1zB9R8cm7vC/x27d1azvTazD/v15XV8e0adNYtGgR/fr12yvXlJ5QCCHEgS/oh7qKNo0GNNaCtwHciR1yW1Eaqs17ik8Bd9IudzfCYTz33EN4+fLmNu+jj4KuY580KWp/vbTUrETYyrjGBYxrXGCeD6h4P41zFxxDpirh3ivS6RvejO/++xjniGfhhCso7zQIa8hHf20tXUvntHtv9s9nU3rcBPLiytGSXWiJDvS6yIyDGYnjeOZDF78/suWe7HqAq7e/3Py5MpQW65tTbW9Zz9k2bFi79yGEOEDkFcCG+W0aFeT1id534Wewfl7L55UzzSlk48/b5WX04uKI4MAORnU1RnU1vo0bMbxenE2BIiOlE/7lZQSLakApnENysGVFvuk3DIN6r5P5E6+hqM8EDE1jnGMpuS8/jF5lFmW1BRpZPvpcVoV7kTn8dLJ+fCYiSGAdMQKtU5uUgKzucOhZsOhz8NZDYgbayJNAggOiyaRJk3a5igGYQaw//OEPe+WaEiAQQghx4LNYzSwBI8YbKpsjuu3X1lSpmlWzW9oGHQX9xjdtNqhrNNCUIqFVfYDwhg0RwYEd/B98EDNAoKWm7vQ2FJAZrkQzwlQYCVz7rId3O3+NRddxeOsYM+0BlMOKa0xnLDnJhCZ1RV9pxb90W0RmsN+ZwKypd1OT0YPj6l8kO1RI3BE9aPxuM+FKswK4tXsq54woZ4DnLeZ6T8ZmdRAKQ2q4BofRkk1g21QEMZZ5dtRUgtWK6/LLsQ4cuNPvJYQ4AOT2hmHHmw//hm7228OnQnp+5H6hYGRwYIf182HIMTGzBlozGmOvQtCa/733cJxxBkopfP+dQWBJafO2xi834BzZCUevdDO5QUG9lsL7+VcT1loKxs0ODOGE+/9Nyuo5FG+qZ4mlF5U5ZrHB8hHHMj/OzsB1n+EI+3AMG4Lz978nrCvmrYXN5WZ/3DMXhvXoj9a5/y7vWRyc0tPTdxogcDgcdO3albPOOoujjjpqr1xTAgRCCCEOfJoFCsbBqlmR7b1G7R8Bgi3LIoMDYAYMUnLY7u7BX15uZMlG8y372H5W7j7PbQYK2hnoGh5PzHYtMxP78ccT+F+MqQGAjqLKkoyuzKIDDbqdyvIGMlvtY+udTrjSixHUseUnowZkgw7+Zdtarq8sdF43m9q0LsyIP4dxnv/SOX4d7iN6EK5uxJoRh7KY0zoGJxbThbcZcMFl/O01H9XhJIJYsRJCAbkb55FauoqqnL7NAR5LKEDfBe/g/tvfsA0ZsqvfrhDiQNFrFHQbYk4TcMXHftgPB6PbADDM4MEuAgSWzp3B7QavN/b0BQCfD8JhjECAwKefRm32zismXN6ArUcq1qwEpltOI6zaXFcpVmyzMvGII1ibCJWVkZs395vE5n5mIHdIdxjmgNlLYUNLV8qSTWbS1+gYQVIhAGbPnr3rnfYyCRAIIcRB5O23345qGzBgQAfcyT4w6EhwuGDzUsCATv2g336yPF7ZppjNRtlGbvkmh+WbW1Lwf1gZ4u43Gnnokji0bt3AbodgMGKga+nff0eZgCjOSy9F8xQSWr8F3RNA31F1G3OV7ifSL2Ro4hYK4sqoCbmoDVpaAgQWRaBVICC4qRrX+K7Ye6ZFBAic3hoKFn6As7GG+Uddx9cJZwFw6Cd302eY3hwcAHOZrjS9nMM6VfHZPdmUVOpoP16CeulZc7seYsJHf2XViDOoSe+Ow1tLwU/vk1hdRHj9+pgBgtDq1QRnzoRQCOuIEdhGjtzpr1+I1n7T/eCBwGqH+PaXbsPugoR0qK9kR+qSgaKSVJ770GDSkBAj+7T/CKPcbuJuvRXP//2fGQiIwZLmZuns5STVbyGrTzrBjVUYgZZ+WAHBzTUEt9QQf1wBvoyEmOcJBnTKamD7LmrDLdoIHn9kcGCHlUUwso8saSj2HxIgEEKIg8hvujiX0swsgoJxHX0n0ayx33g1hqws2xxdgG/28hDBkIEtKQn3zTfT+MADEDBXCagaNpEFo6+hbga4Heabp25ZLccqTcPRLRFHrln1P7i1jmBxLWu2xvNoykUc0auECzt93bx/SFeEjBz8i0ohHPm2LVRSR2hzNZa82DUcuq7+miXjLibgMrfb/Q2gYi2JAEXbdTr3UvTItcApxxHslkto3jzQNCxbtzLwx/9Eve1TTmfUeYJz59J4773NBc8C06bhvPhiHCedFPO6QrT1m+4HfwuUgnFnw7evgNd88i7zx3PtqhPZ7A3x3zkhbj/bxQmj2w8yWAcPJuG55wivXoU+/VV8S0ohaPYZKs6Ga2IPDil739x5WB6OggwavliH4W2TvaBDYEMlaY5NbHWnRF0nNcXGp/OhnRVeI6xtp9acbpjdmRa76xQHmZ0VJdwdeXl5e3wP0hMKIYQQ+1q3IeacWl1nx/rWWK34cw9p95Ad2QG2kSNJeP55wuvXU29LYmZlb0I+c6PHD18tgeOGQ07r8gPxqeba3hjY8hKx5SUyyBvk+LVLOKPTxojrWDUDa78swlVeQoU1UfcRrvUx2z2c4ayIeZ+DvnuR8s6H0BifQcq2NYSK8rD3bCk8aBjQYElmZU0WnVsdZxsypDk7ILR6NZ5Fi1oOUAqVkIBtXHSwx/vMM1GBBN9LL2E/6ihUXFzMexRC7AcMAxqqIOgzMwR2Nv0rKROOvYbw9mKu+1cjS2uz8epmQEABj7zv5biRNrTWr909NbDuR/A1QmoOWs+RaGPGQlwjti5fEdruQWkKa2Ycqs3arsptwzk4B++cLZG3DARWVjA290M+zexJo6WluGy2y4vH59qt4MAOFg3CbUrlZCa1s9SsOCjtblHC9qxevXqP70ECBEIIcRCR1NoOkpIDh18ACz81B7EJaTD8BFJS0hjc3cOSjeGI1cGPGGTFamkZ+GqpqWgjR1K0CUJtF2sA1pW2CRAMPRa+fhHCoeYmi8vGGePqoD72LSp77BFqOGjw2obBJNgX0yuwGa055dccqHdd/TXdVn+NbrehGTren7aiHBZsnZMB8IadfJF8Hq5YQ45QADYvwRqsI/6GS2j84CuM7dvR8vNxXXEFWkrkGzsjHMZoO9EXQNfRKyuxSIBA7AbpBztAOAg/vAtbV5mfbQ6zen92z/aPsTmodndjbnVkp2UA3gDUew2S4pr6yfpKmP6sGXxAweZFsG0DZQPP4s6Zo+jfqHNJ5x9wau0vmaolOqhL6URC9VZUUz+3oxe2by3h5Ox/stYxDK8WT1pgKz1GTODLzS4UETVcdyolHrx+M7gLkOSGIwbt5sHioBCrKKHH48Hn86GUokuXLmRnZxMOhyksLKS8vBzDMOjXrx9pabFWBfr5JEAghBAHEUmt7UCZXeGYP0Y0KeC+i9z89ZVGFqwzB66HD7Jy2+/cMU/R9s3TDlHLi6d1gslXwsaF5hKQKTmQ1xeqtsLs/8Q8hy03keC6Ng/fCsLrt/OIupsPOp1EXvl24v31bXcBQAs0peaGdBpnbQanFWXR+GLqw9RaMumd3uaCQT989TzUlAFgARJOHw1jzzCni8SgLBZUZiZGRUVkFoHVipbe9gJCxCb9YAdY+mVLcAAgGIDv3oTjrgVXq/n929bD6u8h0AhpnUnuPwm3AxpbraCqFCS4FImtVnxh2VdNwQFoflwvWcMrC5dBpY3heVtwqOjggBHW0Wt9GBZFwAdlnQeTUF0ctZ+yWXAajQxq+Bbv3GKChdXUv/IqA/sOY9uh1xFwRS5bO7wnLFgf/Wvong39Ops1CzQFaYlmVoEQO7QtSlhYWMiZZ55JQUEB999/P126dInY/tNPP/GXv/yF6upqnnnmmb1yD9ITCiGEEB0oNUHj6aviafQbaAqc9vYrVXVKg4Ubott7OEvhh9nmtIKUHBhwBCRm4Ot3NJvKdFx26OLUUDk9zUBF+WbY8d5Ls8LYM7D4Q/DdX82S2js0jbOtRpgzt39M/En98K8oI7ixEhpjVBpPSoRac86w7tdZePgfqE3rRkEn6J8XJFxYgnK5UBkZqFWzmoMDzYpWQNFKyG//ba77mmvw3HWXWbixievyy1Hu2EEVIcR+YFvbp2XDzCCqLIZO5tKAlK6Hma+2bK8qIbBtKzbtdMwQokkBf/2dC9W6SmtjbczLnpc8g5xsM6jZOqYYrvFC2MDz7UYMn5lpFXTFUTTlYrovn4amh1EYBGxutuf2I75PDlmUEZq7juDm6ubzuFf9xOHeB5h+/P81zwsb3hMGdzcf/r9ZCoGmRK5+nWFgF3O37OhyBkLE9OCDD2IYBs899xwJCdHFMocNG8Yrr7zClClTuO+++3jsscf2+JoSIBBCiIOIpNbuv9yOXZewzkyG8f3hu5UtRbHGZpfQadHzoDc92JdtgIpCVvQ4nxte9FPdYO44rJeFBy+OI37872HVLMKrlhMq2g7BWmyeV9DcdlynTMT77oyY1za8QRq+WINR4wNHOxNm6+px33UXBAIY+V0ZkpDNGDvYC9fiueTvGNXmwNo6ahTuw7qiYiXn1sWYQ9GK9ZBDiH/0UYKzZ0M4jHXYMKzy/2HxM0g/2AG0dh45LK3aV81s+qGlT3DXF9PbXsx8b8tb09EFFsYPbFP4NSENtkfWDwDIdsSeU6UcVuo/XgWhlvQrq9fDwDmvMvvEOznku38Tttj44fjb8buTAYgLVTGl8ALa9tRJm5dxfO9qvK5UkuPNaQQAndPhdxOg3gtOO7h2snCDEO2ZO3cuY8aMiRkc2CE7O5vRo0czZ86cvXJNCRAIIYQQB5DeedA1E+p9EOcA57yZTcGBVg/alUW8+9NyqhvM+b2DErZyjuVHaj/0Ed+rE4FKK97/fNX8Ss3vsBB3VC/sSRUEe6YRWh9jnj+YwQEAfzvzeA0DLTERrUdPAiFIsQKNHurvugujvmWgHpo7l3AnK1ZnjJm77qTotjYsXbpgaZNmKYTYP4RLSvD+85/oGzeiUlJwnncetp4jYP5/I3eMT4OMVv8dNxVWbSvR6o34vLwwxlyrQZNg24bmVQ8ADIsNFW7JNNqRcGAAemMwIjgAZmZCRulK+s97k69PewDdGllEsVG1/4CWmaCjxZjlZLW0BAyE+CVsNhs1NTW73M/r9aJHzTf8ZSRAIIQQBxGZe/vbYLdB2o4XaL4GYg2qHWEPAAPiS3im39toSkcB+ooivB+uiMi3NfxhvD9uIX5yb5wDcmloJ0CwO9b50pjzlVkvwWWHI60bcNVFLxLu/XEdCZN7gd9D83SH1FzoMvAXX1uI3SH94L6j19XhueUWjJoaMAyMhgYa772XuLvuwjr0OFg1CwI+SM+HkSeDtdVr9dROUFve/NEAdEOx1pMZcQ17rH9NrkQ45krYtAh8HkjNRS39CqOhMuqNv57RA29SPLA25nfIKFnB8NUfMm/g2RHthsVGaZfh5G6e39KoFFr37qi9VBxOiLaGDRvG119/zdy5cxk1alTMfRYuXMiCBQsYPHjwXrmm9IRCCCHEgSw5O2Zq7frGDAB+nzcPTensWA0sXO+PuWh3uCk7QEtLg7g48HggKwnX8DxsiVYMfxj/8jICa7e3eyvhjGy+K2mZXOsNwNwtVg6PubNmDuhXfw+NdZCUAQXjwGKLtbcQ4gAQmjeveSoR0Lxsqf/zz7H+5S/Qe3T7Bw+eDNUlULOtqUHxn9qjKfKlRux28qFtcvV9HvBUm9lHBa2WRg0FUPM+al5xBYCMLliO+D03P9XA7x3fU+BfHxVAQNPo7tvEvBi3OO+o6zhl7gPoS5eYu3bvTtxtt0XWQxBiL7rsssv49ttvufzyy7n44ouZPHkyeXl5KKUoKSlhxowZ/Otf/yIUCnHhhRfulWtKgEAIIQ4iMvf2N8TfCCtnmuuK210QaEnDre5yGMvn5AKQ1CY9V3NF/9Wvo7C6zAdz1XMI9scvZNaCBoqsnQHIDm3GYgQJHOkmadBG+n/yT+x+D1gszUUNVUoKKy64D3yR567M6EUguzP2suKIrAX75MnmW78hU/b8dyHEzyD94L5j+HyxN/j9sdtbc7jhqMtg20YIeFGpuUy1pLPiLS/z1oSw2xSnH2bnoqNbpf6vnQOLPm/pW/ofAQMnmj93HwY1Zaj188HQzf7m0DMJ6IqFGwzWZd/A/aX30TPQJsCq61hSkunXGVYWRW7q1SuB+BPuMTMkdB2VmoovoPA1QILLnFIgxN40aNAg7r33Xu644w6eeuopnnrqqah9LBYL1157LUceeeReuaYECIQQQogOtL1W578/BqhpMOiXb+GY4bZdv40K+GDGc9BQSXN6vs0JBYdCRle0uHx4y5zzv6ohm8GJW5sPVXEO7L3SCKyrREehMFAYBF1O9PS+aP0mMHuxhSJbCjveu22zdm0+viI7j9ILB3Ny7ibs+Z0Ir10LDgfW/v0JrHZEBQh0i42KK+8m//3HCC9fDk4njhNPxH7KKXv+yxNC7Fes/fuDpkWuvWoYWAcN2r0TWGyQ16f5ozNgcP9FbjRNEVy4kPDy5QTed2E/dAyarxwWfhZ5/IpvIDkTOg+AwqVmAGGHxhr44hksx16PxQJ1JHB97t94eutf6RQsxUChFCiXC/vJJzM6Cxw22NiU0NA9G4Z0B6UUKiUF3YAfVsGqplURbVaYOBA6Z/z835sQO3PiiScyZMgQ3nrrLWbNmsW2bdsIhUJkZmYyatQozj77bPr27bvXrqcMw4hRIUgIIcRvUay5t0uWLMFqtbJ8+fIOuKODW0mlzkX/aGheaQDg+FE2bj/btfMgwervYfG06PZ+42HQUQA8+oGXt2YGcGsBHu/3LoMSSpt3e3LzYXhXVXJu9QfEGT7CgAZo8fE4HnmM15Zn7fLedyzl1dqGkjDfLgVDa3mNpik4eYxZqMswDEnFFR1O+sF9K/Dll3ifeqo5u8h2+OG4rr0WZWn/9fr3K4K8NN1cdWVAFwsnjrHx0Hs+Nm3TsVvhnJx1nDXzLhRg75uBc3AuSmunL+k+DEaeBB/e11T4sI3Bk3lw6TDe/z4AQEK4gfOq3+cQewm9B2biOPNMLHl5u/yeSzfBvHWRbRYNThsLCbLqqjiASQaBEEII0UGe+Z+PGk9knP5/c4McP9LOkJ7t/xUd9tQRPdRW4G1ZKeBPJznJSdX4foWVl0Lncm5uEcM6B3hyVhL/KU3jGO0b4gzzdf+OcxkNDQQ/+hB6Xr7Le9/Wepqx34/3X/8i/euvOVU32JY/lHlHXQsJSRw+sKWKtwQHhPjts0+ahHXYMPTiYlRyMlqnTlH/7Rs+H3pZGSo5mXmlbm54rhGUOVOgeLvO9EXB5iSEQMjgpaJeuBOPYnLiUmZ3mkTDNjsT09aQ6YgRANixdGKwnWkNddu57hQnNit8Nj9IWI+ncMwlnH6aa7eWm91hS4xyLGEdSqslQCAObBIgEEKIg4jMvd2/FG0PEyuPr2i7zpCesY/xBw3eWJDMhVGrARqQ1PLmX9MUZx3u4KzDd8zX7Q/ARTkG88sbSFtWE31yTUPVVJGTYg5ydybO2fKz91//IjhjBmBOSsgpXMDU7+8j/r77sFgkKCD2L9IP7ntaSgpaSkrMbcHvvqPxscfMugRK8fqgh0FlRfSFkau1mZGDafHjec95ImUbUujlLufk7KXNx6im4AJKoboNMRud8dBYG30DqbnYrIrrTnFx3SmuX/wdLVrsdq2ddiF+ifPOO2+Pjn/ttdd+9jESIBBCCCE6SF6ahdVFelSQIC+t/RHmm9/4+Wh9Hkf0TaGru+UpvsrVhdResZdAaq2oQmftVp00e+fojbqOP7sr4/vDzOWwrcZsthgBwqqlcrgC+uebPxu6TvCbb6LPtWoFqmo7ZMiEXCGEKVxYSOPDD7dEAAyDuoo6DGcmRK8nEKHMloFHjwPgyvzZ2FSY1okJSsHK1En0S22aHjD2TIwvn0e1XgY2MQO6Dwdg63adh97zsnZrmPRExRXHOxldYMMbMBd6iXPAzpKeeuXC1jYrwjrt0ElWPBR70YIFC37xsb+0koAECIQQQoh9xVMDGxaYKwykdYauh0SMOK843sG8NSHqGlv+Ep88zMbQntETCGo9Ol8tCrJi+TZeO+Q/JFr9O1YQo3Gbl2WeBMafaNnFEBsWbQhhGPCDexjT4w/j6IbZzdsqs/owM+sUnPPh6CHgako+2FJh58fVENLBYYXDB0FqQtNBhtH2dV+LpjnIQggBEFq0KKpf6O9fx2pnr50cZTA4cStdbOWs9eewypNDtqOOWCUItnri6BcKQNEKwoUb8C0owZ7lQjlthGoC2M65AIumUevRuezxBirrDQwDquoNbn6xkT+emEC9zwzQpsTD0YPbny7QMwcCQfhpA/iDkJYAEwaYQQIh9pbnn3/+V7+mBAiEEEKIfaG2HL58rmUe7Pp5sL0QRkxt3qVTuoX//DmeD38IUN20isEJo6JXMSipNAezFbUGD/X5lniLec4du7mzXQz7/H0CHztxTJ3KzjTPsVWKhzMuY1b8SCZnVWDLzKC416EYFhsev8GMxYozxpnpsr3t5fTIrkDPzMaekRb51s5iwTpiBKG5c1s1KrT8fFRm5i/73Qkhfpus0Y8e51e/z8aMQ1gUMN/8awrOmWjns/lBquvC3N3rU45KX9O8/1ulQ9nsTaWrqzIqSJBSXw7Tn4W6CixA3PAc/CvL8c3aDEoRLHmYhGee4dulIbbXtQRmDQPGD3JT51XN/Vt1A0xfDCeNhlAY7NbojIJ++eafHcFaIfa2cePG/erXlACBEEIcRGJV7w6FQlhjDNrEHloyHYKByLYNC8wK22mdmpuyUjQuP87Jzjz6oZftteZgtpOzJuabMy3BQeCzz3YZIJgw0Mq/PlVU1esYSrHAdQgDD0tGixjdKhp8UO81sL/7CoH3329qVnDBBTjaLFHo+tOfaLz/fsJLl5r3kp9P3O23o2QyrtgPST/YcWyjR+N77TXwepufqp26nzumeLj6B0VRhYFuwPLNYV67MQ7bpnkkrl4TcY6zchZy17rJDErYSrq9pUihb2U5vRb9k+D4btg6txRpcfTLJFhcS7jCg15cjOHz0eiP7EQVkJ9pjQrOVjfAa1+b2VNOOxw+ADqlR38vCQ6IX8vWrVupqKhA0zRycnLI2AfT+KQnFEIIIfaFhiogev6f77V/E1i+BS0tDed552HdWXG0oA/Wz+NQbwU52Sl8UHYIxb7kmG/O9IYARoy1DdpKjtd49po4Hni7kXVrakgN1WAJx2FYo/NijXlzWoIDAIaB76WXsPTogfWQQ5qbtYQE4v7+d4yqKgiH0auq8L/3Hobfj3XwYGwTJ8oKBkIItPR04u65B+/jj6MXFaGSknBceCHX/dSLgSznqLw6inwpfLWhN/e8qXhs8FbMx/fIvrSLq4bb5h/JY85nUQ4L4e2NhLbWAeBbWhoRIACwJDsJV3jAbge7ncHd9YizGhCzYCyYwQEAXwCmL2pZtlWIX4thGLz66qu88sorlJSURGzr1q0bF198Maeddtpeu54ECIQQ4iAi1bt/RQlpULedtgPb0OIVGJWNhMvL8dx+O3EPPoi1d++IfTaWhllf6GFcyb9xByqZmg4qA45MW8MDGycxNLGIeGsAwzBQShFYX0m4shHbpDFQshb8HkjOhpScmLeWn2nh6asTCEyfg/fJJ1my9CLWDj05ch9rKfal8wk2lwdv9R2WLIkIEIC5hKFKSyO4aBGNd95p1iVQiuC33xLevBnXxRf/st+jEHuZ9IMdy9q7NwlPP42h6yhNo7zSzzXrX2Jw4tbmfY6p6s6fV51EeLgLS4xAa13IieYLEthcEbXN8IWi2nSv2eY44wyUptE3X+Om0508/J4Pven0jf4wCe6dPxrpBmypkACB+HXdeOONfPrppyilSE9PJxgMUldXh8vlYvPmzdx+++0sWbKEe+65Z69cT3L/hBBCiL0otGYNgWnTCBpZGDZHxDb/2u2EK5tSYpuK+wU++SRin/dm+/ndAw1smf0d7oBZInvHy/dDEksYmFDKuUvPZ3pxTwKb62j8oRDv3CIsAwfi6mmHWa/B3A/gi3/Cylk7vVf70UcT93//x7C4LfTf9D9coToceiO9/T9xRPkLqMaq2K/VHI7otia+F15oOabpn4GPPkIvL9/pvQgh9hLDAJ8HfA3tvxbfD+yYghRXNDciOAAwLnUjx2WuwOg5Cqx2jKbyq7oB2wNxfFbRj832PMKqTfhAgSXNXOlgxzHheh0jMQ/nlVfiOOOM5l1PHefgozsSePwKN//5czxXHW+hd26r2i7tdHPB1asxgsE9/wUIsRs++eQTPvvsM3r16sV7773Hd999x4QJEzAMg4ULF/L222/Ts2dP3n33XT777LO9ck3JIBBCCCH2Et9rr+F/553mz9aBBbhPn4TSgwQ3bsM3f3HUMUZjyxzazWVhHn7fh2FAnrMW3VBoKnKAn+uspbQ8iW/TT+OoM04nXFyMw+FAq1qJWvND5MmXzoCs7hE1D9qyDhqE1eFhzKLPGFPXqtAgCq1nOoG5FjMbYEcVLocDe9dU+H/27ju+qvr+4/jr3JnkZickYSSMsAkIiICAgIIiWgRrK6jgHlSh/lyt1dpqHWCtRUTrxFkH7i1KVVAUEGUZpjLDDgQIN+PO8/vjQkK4N4CQ5Abyfj4eqeR7xvd7T+A053M+3893+uMQ8EFWazjpLNg3RSG4Y0fEh5JgYSEWFS0UqV2eEvh2GmxfG/o+LRv6XQSxCYc+LoriyncQNAmbNjWwxS5syekw+BqMJf+jaNsuFmxLZsr6Aezyu8hslMj3uePoNXMKhhmaB2CkNyL2tttgx3KM8hJIaYy1Y3/iI0yhglANmMyUyvel/fOgXyfAhIIdMGMRoW8wwAxiBIM0mvY4JbNcuO69F8Nur41LIlLhjTfewG63M2XKFFq0aBG2vUuXLjzxxBMMGzaM1157jXPOOeeY+1SAQEREpAb4ly6tEhwA8P+0Ak/bTsRcfjlG3HLg/aoHmSa2Dh0qvl1ZEKh4tt5UnhQWHADYXJ5EjN3k6jNtGHHOyukJv/wv8sB2bT5kgAAAa+RfB6xNMnDdcw9lzzwTesBv2pTY35yGZe0BmQl7d4bqLfQfA4aBtWlTAr/8UjVIYLFgadLk0GMQkWM35+3K4ADAzgKY/RoMvqbeVtIz4hIjDu2UrqmhPyRnQf/RpAI5GwMMXhigcI9Bs3QbGy2DKW7chvQty0lpFEPX356C4XJBbofwEx4hiwEY0DwDTm0P85YHCRpW7N5STpnxCMk71xHYCb4vvsBx9tlH3Y/IkVi5ciV5eXkRgwP7ZWdn07lzZ1asWFEjfSpAICIiUgMCq1eHNxpGRbutQwf8Y67G/O8L2M3QfFhbnz44zq+c+58UX/lb8qtbejA4fQUtYndVvLxf48kkaBo83/EFWn1XHFoyscW+WgDOOCIV88JRzSLeB2rWAX76AjylVLwtw4TcU7Bl5ZLw2GOV+37wcPjxW36G4kJIyiD2hhtw33EHHJAZEXPVVVhSUg4/DhE5en4fbP05vH1nQejfdoyr7sd0kO+W+Vi0OoArBs4+xUFmsgXangprF0JZMSYGBiYkpONo2yPs+LbNrASxMntZZVtxWnOK05rTpQUYNfwRO+VAzjuPUTJvIc6SXVj2ZSoABLZsqdnORCLwer2kpqYedr/k5GS8Xu9h9zsSChCIiIjUACMxMXJ7UhJrtwb4y/OlrN06EEurAVzQZhfjBvlwtmtTpbp/jzY2Orew8tO6ACUBJ1fmj+aCjIX8Nn0lad5dZLtXcmfrbaGdA8C8t0PFENOaQYd+sGnFvvjAviBBUiY0aXf4wcfEw6Cr4Pv3YffWUDrySWdCVm74vr6yyOfwlQNgzc0lYcoUfN98E1rFoEuXQ6/UICI141AJAvUge+Dpj8uY+nnlA8zLX3h55v9ctMxywZA/wPJvMEp2QUI6dDgN7JGLALRpAis3QeGeyrb4GOjSonbGbW+UTqx7Z1i7pkxJXWjSpAn5+fkEAgGs1sgrFZWXl7NgwQKaN29eI30qQCAi0oBo/e/aYz/1VDzNmxNcvz7UYBhgsxEYdgF/fKKEwj2hh/agafDmqlSSWzm5un3VX9ptVoPJf3DxxEflLF3vJ8Hvp9OCr4grXcr+x3Jn18bEdMoMfWOasHllKECQlh16yF82K1SgLKUxdDkTbEc4RzaxEQy++vD7NWoR6hPwGDGscPakxJpEqrsxbVPBYgn94uy84IIj61ekjp2w90GrHZp1hI3LqrZn5u7LMIoC04SV3xLIn8VVPg+n5mVx9y/nsLE8BXe5yaR3ynj0+vhQkLLb0CM6pdUC5/aApRtgd0koONApB2Iilxk4Zs7hw/F9/TXBzZtD93XTxNqmDY4zz6ydDkUO0LdvX15++WXuv/9+7rzzzrAgwZ49e7jrrrvYuXMnV155ZY30eZzfCUVEROoHw+kkfuJEyl9+mcC6dRjJycRceCEL/Nls310Stv/nC3xcPTQmrN0VY3Dr72IBKL76JsyyqtX/PYu24MhNwxKz7//CD3wzmJ4TqgVQm04ZDjNfoKzYzfuJY3FbUwATVhmsL4Izu4UXGxOROtLrfMCAjUtD3zduC72jGKxb/QMs+gwLoVtVp/gtPNbhTS5efDmlQQfrtgUPe4pIbFY4qWXNDrU6Rnw88Q8/jOejjwhu3461aVMcv/kNhqOWIhIiB7j66qv58MMPefXVV1m2bBmvv/56xbbLLruMn376idLSUk455RTGjKmZ//9XgEBEpAHR+t+1y4iPJ/YPf6jSZq4MX5Mbjmz1MbOwMOKOZqkXYuyh1/XNOh3VWI9abAKc9QcWLS7BvWP/tIpQRKBgB6zfBi2z6nZIIr/GCX0ftMdAv1EQ8ANmKKsgmtb8CFTOfrAY0DimmG6JBXy3J5fGaUe24rrp9RJYtQrT58PWpg1GfHwtDTgyIz6emFGj6rRPEYDMzExeeuklxo8fXyV7wDAMvv/+e5xOJ2PGjOG2227DUUNBKwUIREREalGn5lbSEg2K9ppVnvUHdYv8i7vHB+5ycDnBkpVFcMuWqkECAywuR6jgWK/fQnJmLX+Cg3jLYe1CiotbRyqJSHE1JQpEpA5VszJJnQsGIjbbLEHsVvjj8PAsqrBT7NhByV13Edy4EQg9rMf97W9VVoAROZG1bduWzz77jNX7ih4PHz6cU045hcaNG9O1a1fiazhgVk/uHiIiIicmV4zBo39w8eeppWzcEcQAzu/r4OqzwwtwLSuAOSsq4wEnX343rR66AXy+in1irr0O4+yzoJp1vWtVeQn872lwF5EQdy6mMz2sMFpCbN0PS0TqqSbtQoVP9zEx8Jp2WnZqzti+8bRqHLno2oFKH3mE4KZNlecoKaH0vvtIeP55pflLg5KbGyoc3Ldv31rtRwECEZHjxPvvv8/UqVMxDIPY2FjuvPNOOnfuHO1hyRFo3cTKW3+NZ5fbJNZhEOsMn6S/uQi+W1617ce9jUm67ymaLPgM0+/H3r07ti5d6mjUESz9CtxFAHQtm8V6ewdKrEnsXxqxaSq0qOOEBhGpxzoNhNI9sG4RAIYjBmffi/hDZqMjPkVg6dKqWVSmiVlcTHDzZqyHWBteRI6OAgQiIseBNWvW8NBDD/HOO++QkZHBrFmzGD9+PDNnzoz20OQIGYZBakL11fs27ojcvplGtBo9upZG9SsV74B9EwviTDcjiv/DcmcvSjM6ktIsiw7NVKBQRA5gtYWKJJ50FnjLID7lsHURyjywcA0Ul0J8LLRObUzs9oKw/YxYpSuJ1AYFCEREjgMOh4P77ruPjH3rLufl5VFYWIjX662xojQSXdZqanVZjqyGV92I258tEBJrltK9/CvIzoRsVSYUkWrEJoS+DsPjgw++h70H1DJZ9/uHOfP5a4kp3V3RZuvVC2Pf/x+KSM2qT792iIg0aO+99x4dO3YM+5o9ezbNmjVj4MCBAJimyYQJExg0aJCCAyeQVlnhQQLDgDaNozOeiDoNBMf+t3b7UgUyW0HT9tEakYicQFZurBocACi3xLL20r9iadYMIzMTx29+Q9ytt2IYSlcSqQ2GaR7JQksiIlIflJaWcvvtt7Nt2zaeffZZEhIO/0bmcPYv75Wfn3/M55Jjs6UIvlkGe0vBFQt920P2kU/VrRsle2DVHCjfC8mNoW3vWqmYXuaBEg/Ex0CM4mBSy3QfrB/mroT89eHtbZtC/zpe0VWkodIUAxGR48TmzZsZO3Ysubm5vPjii8TEHH55KKl/PD6TMo9JkssIewPWOBUu7Beqx1VvX465kqDb2bXaxYLVoS8IXYdT20HHnFrtUkTqgdRqVmurrl1Eap6mGIiIHAfcbjdjxozhrLPOYtKkSQoOHIeCQZMp75cx8LZihty5l/P/sZflBZHXCK+3wYE6sGZrZXAAQsGS71aEsitE5MTWpgm0OKi0QNM06JgdnfGIRNvNN9/Ma6+9htfrPey+S5YsoaAgvKDnr6UpBiIix4GnnnqKRx55hLZt21Zpf+GFF0hJSTmmcyu1tm7890sPU94vr/jeMCAxzuCNO+JJjle8fr+vl8KqTeHtJ7WEU9rU/XikYdB9sO5s2B7grdle9paadGpu5fy+DqwHLH9imrChEPaUQkIsNM/Q6ijScHXo0AHTNMnJyWHSpEl06lT9XJuLLrqIhQsX0qNHD+6//36aN29+VH1qioGISA1yu90MHz6cK664gtEHLU03d+5cHnnkEVasWEFcXBxDhw7l5ptvxuVyHfa81113Hdddd11tDVvqwBcLq0b/TRP2lJgsXB3g9JMUINjPWs2DgE2XSOS498vmAFdPclPmDQVJP5nvY/GaAP+4NLZiypVhhIICIhJiGAYFBQVceumlPPXUU/To0SPifs2bN2f9+vX8+OOPXHzxxXzwwQekpaX96v4UIBARqSFFRUVcf/31bNy4MWzbkiVLuOaaa+jfvz+TJ09m3bp1TJo0iU2bNvHkk0/W6rj2vxmrjs/nw24/9LrUchzyeWDtQijbC8mZkJMHRv1/ym7TFFZsCgVQILRWgsUSWuVB5GjpPlg/PPFROeW+0J/3/xv/fIGPC/o56JqrxxKRSAYOHIjdbmfGjBmMHTuW1157jTZtwlPqJk6ciMfj4Z577uHdd9/lqaee4o477vjV/dX/3xREROo50zT55JNPGDFiBGvXro24z+TJk8nOzmbKlCkMGDCAyy67jPvvv5+vvvqKRYsW1e2AJSoGdatait8wIMll0L21teY785TC50/Cgo9h+dcw502Y81blb+T1WEYSnNU1lFpsMSDZBef0gKTDJ9qISD23pSgY8Ta0bVew7gcjcpyIj4/n0Ucf5bzzzqOkpITrrruOoqLIhXmcTid33303jRo1YtasWUfVn0J1IiLHaNOmTdx6662cd955jB49mgsuuKDKdq/Xy7x587jyyiuxWCrjsoMHD8ZutzNz5ky6du1aa+M7cE7tyJEjw7YvXry41vqWShcPdLDbHeSVL70ETWicYjDhShdJrlqI1S+bBXt3VG3b8BPkdIZmHWq+vxqW3QhG1rflHeW4pvtg/dA808KareFBgpwMvbMUOZwHHniA7du3M2fOHK6//npefPFFnE5n2H4Oh4NOnTrx7bffHlU/ChCIiByjlJQUpk+fTk5OTsTpBQUFBfh8Plq2bFml3el0kpmZyZo1a+pqqBJFFovBuPNiufacGMo8Jolx4csc1pjiHYSS8w/6LfzgoIGISB0af14si1a7KdpbeW+6aKCDDjl6JBE5HKvVyqOPPspFF13EokWLuPHGG3nsscew2cL//bjd7ojtR0L/GkVEjpHL5TpkocHi4mIAEhISIh7rdrtrbWwHmzZtWljb4ebmSs1y2AwctlouyR2XRFhwoKJdpGHTfTB6mqRZ+O+f4vlkvi+0ikELK/3z9DgicqQSEhJ45plnuOiii5g5cybjxo1j0qRJxMbGVuyzfv16lixZQvv27Y+qD/2LFBGpZYdbTfbAaQe1LVJqrd/vP+oos9RTHQfAxqWhWgT7MwkaNYfs6pdHEmkodB+MrrREC2MGhadFi8iRady4Mc899xyXXnopM2fO5JxzzuG6667jpJNOYu3atfzrX//C4/Hwu9/97qjOrzuhiEgtS0xMBIiYKVBSUhIxs0DkmLiSYMgNsPI7KN8LSZnQ7lSw1EJBRBEREalTrVq14rXXXmP8+PGsXLmSu+++u2KbYRicc845/P73vz+qcytAICJSy3JycrDZbKxfv75Ku8fjYdu2beTm5kZpZHJCi0uEbmdHexQiIiJylJo2bUpqamrEbdnZ2bz11lu8/fbbTJ8+na1bt5KZmcmwYcPCCmb/GgoQiIjUMofDQe/evZkxYwY33HBDRRrrjBkz8Pl89O/fP8ojFBEREZH65n//+98ht9tsNkaOHBlx6tTRUoBARKQOjBs3jksuuYSxY8cyevRoNmzYwKRJkxgyZAhdunSps3GoOJeINHS6D4qIVE+LjoqI1IFu3brx9NNPs2vXLsaPH88zzzzDhRdeyD//+c9oD01EREREBADDPFx5bREROWFESkFbvHgxNpuN/Pz8KIxIRKRu6T4oIlI9ZRCIiIiIiIiIiDIIREQauv1zb/XmTEQaKt0HRURCVKRQRKQBiZRa6/f7K1ZWkBOD6ffjefVVfHPmgGFgP/10nBdcgGFR4qCI7oMiItXTnVBEROQEU/af/xBc8C3ONmkYNiv+uZ/gKS0h5rLLoz00ERERqcc0xUBEpIFTau2JxXS7Kfm/a3CdkQtGqM0wDLxrirD/+VEMqzW6AxSph3QfFBEJUa6hiIjICcQsLSWmWxMwQoEBwwhFCRytUmHn5iiPTkREROozBQhEREROIEZaGpZ4Z0VgoMq2oCcKIxIREZHjhWoQiIg0ICrOdeIzrFZIb4pZvKUiSGCaJhgGRkJ6lEcnEn26D4qIVE8ZBCIiIicY47QLwRFX+b1hYHQbCq7k6A1KRERE6j0VKRQRaeBUnOsEVbYXCvLB54GMltCoebRHJFJv6T4oIhKiXCoREZETUWwCtD012qMQERGR44imGIiIiIiIiIiIAgQiIiIiIiIioikGIiINiqp3i0hDp/ugiEj1lEEgIiIiIiIiIlrFQESkoVP1bhFp6HQfFBEJUQaBiIiIiIiIiChAICIiIiIiIiIKEIiIiIiIiIgIChCIiIiIiIiICAoQiIiIiIiIiAigBV9FRBoQrf8tIg2d7oMiItVTBoGIiIiIiIiIYJimaUZ7ECIiEj1a/1tEGjrdB0VEQpRBICIiIiIiIiIKEIiIiIiIiIiIAgQiIiIiIiIiggIEIiIiIiIiIoICBCIiIiIiIiKCAgQiIiIiIiIiggIEIiIiIiIiIoICBCIiIiIiIiKCAgQiIiIiIiIiggIEIiIiIiIiIoICBCIiIiIiIiKCAgQiIiIiIiIiggIEIiIiIiIiIgLYoj0AERGpOyNHjgxr8/v92Gz6vwMRaRh0HxQRqZ4yCEREREREREREAQIRERERERERUYBARERERERERADDNE0z2oMQEZHoycvLAyA/Pz/KIxERiQ7dB0VEQlSNRUSkAVFxLhFp6HQfFBGpnqYYiIiIiIiIiIimGIiINHRKrRWRhk73QRGREOVSiYg0IEqtFZGGTvdBEZHqaYqBiIiIiIiIiGiKgYhIQ6fUWhFp6HQfFBEJUQaBiIiIiIiIiKgGgYhIQ6K5tyLS0Ok+KCJSPWUQiIiIiIiIiIhqEIiINHSaeysiDZ3ugyIiIcogEBERERERERHVIBARaUg091ZEGjrdB0VEqqcMAhERERERERFRDQIRkYZOc29FpKHTfVBEJEQZBCIiIiIiIiKiAIGIiIiIiIiIKEAgIiIiIiIiImgVAxGRBkXVu0WkodN9UESkesogEBERERERERGtYiAi0tCpereINHS6D4qIhCiDQEREREREREQUIBARERERERERBQhEREREREREBAUIRERERERERAQFCEREREREREQE0IKvIiINiNb/FpGGTvdBEZHqKYNARERERERERDBM0zSjPQgREYkerf8tIg2d7oMiIiHKIBARERERERERBQhERERERERERAECEZHjzhdffEH37t2jPQwREREROcEoQCAichwpKCjgwQcfROVjRERERKSmKUAgInKc8Hq93Hbbbdx2223RHoqIiIiInIAUIBARqSfee+89OnbsGPY1e/ZsAO677z7OO+88OnToEOWRioiIiMiJyBbtAYiISMiIESMYMWJExG3vv/8+xcXFXHzxxWzcuLFuByYiIiIiDYICBCIix4H33nuPbdu2MXz4cHw+H+Xl5QwfPpznnnuOtLS0aA9PRERERE4AChCIiBwHnn/++Yo/b9y4kWHDhvH+++9HcUQiIiIicqJRDQIRERERERERUYBARKQmud1uBg0axH//+9+wbXPnzmXUqFF07dqVPn36cO+991JSUvKr+2jWrBkLFy6sieGKiIiIiFRQgEBEpIYUFRVx9dVXRywiuGTJEq655hrS0tKYPHky1113HW+//Ta33HJLFEYqIiIiIhJONQhERI6RaZp8+umnTJw4EY/HE3GfyZMnk52dzZQpU7BYLAwYMID09HRuvvlmFi1aRNeuXWttfHl5eYfc7vP5jmg/EZGjYbfbo571pPugiERTfbgPHillEIiIHKNNmzZx66230qdPH6ZOnRq23ev1Mm/ePAYPHozFUnnbHTx4MHa7nZkzZ9bhaKU+8Pl8FQ8kUjd0zaPD5/NRWloa7WFIPaR/k3VP1zw6jrf7oDIIRESOUUpKCtOnTycnJyfi9IKCggJ8Ph8tW7as0u50OsnMzGTNmjW1Or78/PxDbt//xuxw+0nN0TWve7rm0VFf3sjrPlj/6JrXPV3z6Kgv98EjpQCBiMgxcrlcuFyuarcXFxcDkJCQEPFYt9tda2MTERERETlSmmIgIlLLTNM85PYDpx2IiIiIiESLfisVEalliYmJABEzBUpKSiJmFoiIiIiI1DUFCEREallOTg42m43169dXafd4PGzbto3c3NwojUxEREREpJICBCIitczhcNC7d29mzJiB3++vaJ8xYwY+n4/+/ftHcXQiIiIiIiEKEIiI1IFx48axZs0axo4dy8yZM3nppZe46667GDJkCF26dIn28EREREREFCAQEakL3bp14+mnn2bXrl2MHz+eZ555hgsvvJB//vOf0R6aiIiIiAgAhnm48toiIiIiIiIicsJTBoGIiIiIiIiIKEAgIiIiIiIiIgoQiIiIiIiIiAgKEIiIiIiIiIgIChCIiIiIiIiICAoQiIiIiIiIiAgKEIiIyFH44osv6N69e7SH0WC8//77nHfeeQwfPpxRo0bx008/RXtIJ6SZM2cybNgwhgwZwh//+Efcbne0h3TC099tEZH6xTBN04z2IERE5PhRUFDAVVddRWFhIQsXLoz2cE54a9as4dJLL+Wdd94hIyODWbNm8fe//52ZM2dGe2gnlKKiIs4991xee+01WrRowUMPPURJSQl33313tId2wtLfbRGR+kcZBCIicsS8Xi+33XYbt912W7SH0mA4HA7uu+8+MjIyAMjLy6OwsBCv1xvlkZ1YZs+eTefOnWnRogUAF110ER9++CF6j1J79HdbRKT+sUV7ACIiUn+899573HHHHWHtTz/9NP369eO+++7jvPPOo0OHDlEY3YnrcNe9WbNmAJimyYQJExg0aBAOh6Ouh3lC27p1K1lZWRXfZ2Vl4Xa7KSkpIT4+PoojO3E1a9ZMf7dFROoZBQhERKTCiBEjGDFiRMRt77//PsXFxVx88cVs3Lixbgd2gjvUdd+vtLSU22+/nW3btvHss8/WzcAakGAwiGEYYe0Wi5Ita5v+bouI1B/6fz0RETki7733HqtWrWL48OFce+21lJeXM3z4cHbu3BntoZ3wNm/ezKhRo7Barbz44oskJCREe0gnnMaNG7N9+/aK77dt20ZSUhJxcXFRHNWJT3+3RUTqFxUpFBGRX23jxo0MGzZMRQrrgNvtZvjw4Zx//vmMGzcu2sM5Ye3cuZNhw4bx6quv0qJFCx5++GF27NjBhAkToj20E5b+bouI1D+aYiAiIlKPvfLKK2zevJkZM2YwY8aMivYXXniBlJSUKI7sxJKWlsaECRP44x//iM/nIycnhwcffDDawzqh6e+2iEj9owwCEZETzP63cldccQWjR4+usm3u3Lk88sgjrFixgri4OIYOHcrNN9+My+WK0mhPHLru0aefQd3TNRcRObGoBoGIyAmkqKiIq6++OmIRwSVLlnDNNdeQlpbG5MmTue6663j77be55ZZbojDSE4uue/TpZ1D3dM1FRE48mmIgInICME2TTz/9lIkTJ+LxeCLuM3nyZLKzs5kyZQoWi4UBAwaQnp7OzTffzKJFi+jatWvdDvoEoOseffoZ1D1dcxGRE5cyCERETgCbNm3i1ltvpU+fPkydOjVsu9frZd68eQwePLjKsm2DBw/Gbrczc+bMOhztiUPXPfr0M6h7uuYiIicuZRCIiJwAUlJSmD59Ojk5ORHTfQsKCvD5fLRs2bJKu9PpJDMzkzVr1tTVUE8ouu7Rp59B3dM1FxE5cSlAICJyAnC5XIcs/FVcXAwQcY1xl8uF2+2utbGdyHTdo08/g7qnay4icuLSFAMRkQbgcAvWHJgGLDVH1z369DOoe7rmIiLHL2UQiIg0AImJiQAR39yVlJREfNMnx07XPfr0M6h7tXnN33//faZOnYphGMTGxnLnnXfSuXPnoz6fiIhUpQCBiEgDkJOTg81mY/369VXaPR4P27ZtIzc3N0ojO7HpukeffgZ1r7au+Zo1a3jooYd45513yMjIYNasWYwfP15FD0VEapByvEREGgCHw0Hv3r2ZMWMGfr+/on3GjBn4fD769+8fxdGduHTdo08/g7pXW9fc4XBw3333kZGRAUBeXh6FhYV4vd4aGbeIiChAICLSYIwbN441a9YwduxYZs6cyUsvvcRdd93FkCFD6NKlS7SHd8LSdY8+/QzqXm1c82bNmjFw4EAgVOdgwoQJDBo0CIfDUYMjFxFp2BQgEBFpILp168bTTz/Nrl27GD9+PM888wwXXngh//znP6M9tBOarnv06WdQ92rzmpeWlnLjjTdSUFDA/fffXwOjFRGR/QzzcKVmRURERETqgc2bNzN27Fhyc3OZMGECMTEx0R6SiMgJRQECEREREan33G43w4cP5/zzz2fcuHHRHo6IyAlJAQIRERERqfeeeuopHnnkEdq2bVul/YUXXiAlJSVKoxIRObEoQCAiIiIidWJ/FsAVV1zB6NGjq2ybO3cujzzyCCtWrCAuLo6hQ4dy880343K5ojRaEZGGR0UKRURERKTWFRUVcfXVV7Nx48awbUuWLOGaa64hLS2NyZMnc9111/H2229zyy23RGGkIiINly3aAxARERGRE5dpmnz66adMnDgRj8cTcZ/JkyeTnZ3NlClTsFgsDBgwgPT0dG6++WYWLVpE165dj2kMeXl5h9zu8/mIi4tj4cKFx9SPiMjxThkEIiIiIlJrNm3axK233kqfPn2YOnVq2Hav18u8efMYPHgwFkvlr6aDBw/Gbrczc+bMOhmnz+erk35EROozZRCIiIiISK1JSUlh+vTp5OTkRJxeUFBQgM/no2XLllXanU4nmZmZrFmz5pjHkJ+fX/HnkSNHhm1fvHjxMfchInIiUIBARERERGqNy+U6ZKHB4uJiABISEiIe63a7a21sIiJSlaYYiIiIiEjUHG5BrQOnHYiISO3SHVdEREREoiYxMREgYqZASUlJxMwCERGpHZpiICIiIiJRk5OTg81mY/369VXaPR4P27ZtIzc3t0b7mzZtWljb4VY5+LU++OADtm/fXqPnbEgyMjI477zzoj0MkQZJAQIRERERiRqHw0Hv3r2ZMWMGN9xwAzZb6NfTGTNm4PP56N+/f432F6lIod/vr+i3Jmzfvp3t27eTkZFRY+dsKBRYEYkuBQhEREREJKrGjRvHJZdcwtixYxk9ejQbNmxg0qRJDBkyhC5dukR7eEclIyODq6++OtrDOO48++yz0R6CSIOmAIGIiIiIRFW3bt14+umnmTRpEuPHjyc5OZkLL7yQm266qcb7qospBiIixysFCERERESkTjRr1oyVK1dG3NavXz/69etX62OoiykGIiLHK61iICIiIiIiIiLKIBARERGRhkNTDEREqqcMAhERERERERFRBoGIiIiINByqQSAiUj1lEIiIiIiINACmafLCCy9w9tln06VLF84++2xeffXVIz5+/fr1jBs3jh49etClSxdGjRrFnDlzDnvczTffTLt27SguLj6W4YtIHVCoVEREREQajIZcg+Bf//oXzz77LOeccw6XX34533zzDffccw+7d+/m+uuvP+Sx27dv56KLLqKsrIzLL7+c5ORkXn31Va666iqmTp3KqaeeGvG46dOn8/HHH9fGxxGRWqAMAhERERGRE1xBQQHPP/88F1xwAZMmTWLUqFE8/vjjDBkyhCeeeILt27cf8vhXXnmFnTt38tBDD3HjjTdy2WWX8eqrrxIXF8e///3viMfs2LGDu+++G7vdXhsfSURqgTIIRERERKTBaKg1CD755BMCgQBjxoyp0n7ppZfy2Wef8fnnnzN69Ohqj1+/fj0Affr0qWhLS0sjLy+PH3/8MeIxf/vb32jUqBF9+/blo48+qoFPISK17cS+E4qIiIiI1FNjxozB7/dzxhln8NRTT2EYBvfeey9nn3122L63334777777iHP99JLL9GrV6+I25YsWYLdbqddu3ZV2vdPr/jpp58Oee4WLVoAsHbtWjp16gRAIBCgoKCARo0ahe3/7rvvMmvWLKZNm8Z///vfQ55bROoPBQhEREREpMGobzUIVqxYQUFBAX/84x8pLCykR48eEfcbOXJktfP898vNza1229atW8nMzMRiqTrDOCYmhqSkJDZv3nzIc48ZM4bPPvuMO++8k7///e+kpKTwzDPPsHHjRv7xj3+E9XX//fdz7bXXNpj6DiInCgUIRERERESipLS0lAcffJCzzjrrkPt169aNbt26HXU/breb2NjYiNucTidlZWWHPD4tLY0bb7yRv/zlL4waNaqi/Q9/+EPYtI0777yTJk2aHLbwoYjUPwoQiIiIiIhE0WmnnXbYfUpKSvB4PIfcJyEh4ZAFAQ3DqLb94MyCgz377LM89NBDdOzYkTFjxhATE8P06dN54okn8Hg8/PnPfwbg1VdfZd68ebz55psqTihyHFKAQEREREQkSuLi4qp9s3+ge++995hqEMTFxbF3796I28rLy4mPj6/2vG63m8cee4wWLVrw+uuv43Q6ATjnnHO48847ee655xg8eDAZGRk89NBDXHTRRWRmZlJUVASA1+sFYM+ePZimSVJS0mE/r4hEhwIEIiIiItJg1LdVDKxW6xHtd/XVV3Peeecdcp/27dtXu61p06Z88803Ye0ej4c9e/aQmZlZ7bFr166lrKyMoUOHVgQH9rvwwgt56623mDNnDk2aNKG0tJSXXnqJl156Kew8gwcPpmnTpnz55ZeH/BwiEj0KEIiIiIiI1HOtW7emdevWR318p06dmDFjBr/88kuV8+xfvaBz587VHutwOAAwTTNs2/62YDBIv379eP7558P2mTp1KrNnz+bxxx8nJSXlqD+DiNQ+BQhEREREpMGob6sY1JUhQ4bw6KOP8tJLL1VZdeCll17C6XQyZMiQao9t06YNWVlZfPDBB1xzzTVVpiPsv559+vQhIyODjIyMsOM/+OADAHr27EliYmJNfSQRqQUKEIiIiIiInOBatWrFJZdcwssvv0xZWRk9e/Zk1qxZzJgxg1tuuYW0tLSKfVesWMHKlSvp3r072dnZWCwW7r77bsaNG8cFF1zA7373O+Li4vjyyy+ZPXs2559/frXLM4rI8UUBAhERERGRBuAvf/kL6enpvPHGG0yfPp3s7GzuueeeKssWAsyYMYPHHnuMCRMmkJ2dDcDpp5/OSy+9xH/+8x+efPJJPB4PLVu25M4772T06NHR+DgiUgsMM9JkIhERERGRBmL/FIP8/PwaOd+zzz4LhAoLyq+jaycSXYde8FREREREREREGgQFCERERERERERENQhEREREpOEYOXJkWJvf78dm06/FIiLKIBARERERERERZRCIiIiISMMxbdq0sLb9RQpFRBo6ZRCIiIiIiIiIiAIEIiIiIiIiIqIAgYiIiIiIiIigAIGIiIiIiIiIoCKFIiIiIiI1bvv27Tz77LPRHsZxZ/v27WRkZER7GCINlgIEIiIiIiI1SA+4Ry8jI0PXTySKFCAQEREREalB5513XrSHICJyVFSDQEREREREREQUIBARERERERERBQhEREREREREBAUIRERERERERAQFCEREREREREQEBQhEREREREREBC1zKCIiIiINyMiRI8Pa/H4/Npt+LRYRUQaBiIiIiIiIiGCYpmlGexAiIiIiItGSl5cHQH5+fpRHIiISXcqlEhEREZEGQ1MMRESqpykGIiIiIiIiIqIAgYiIiIiIiIgoQCAiIiIiIiIiqEihiIiIiDRwKlIoIhKiDAIRERERERER0SoGIiIiItJwaBUDEZHqKYNARERERERERFSDQEREREQaNtUgEBEJUS6ViIiIiDQYmmIgIlI9TTEQEREREREREU0xEBEREZGGTVMMRERClEEgIiIiIiIiIgoQiIiIiIiIiIiKFIqIiIhIA6IihSIi1VMGgYiIiIiIiIioSKGIiIiINGwqUigiEqIMAhERERERERFRgEBEREREREREFCAQEREREREREbSKgYiIiIg0IFrFQCRcQWGANVuCJMcbdG5hxWIxjuo8/hUrCK5bh5Gaiq17dwz9uzru6CcmIiIiIiLSwASCUFwKH3/v4bEPytlfuv7UDjYevCoOp/3XBQnKX3oJz5tvVnxv7dgR1z33YMTE1OSwpZZpFQMRERERadC0ioE0NDv3woyFsH5bgHdmu8O2X3GWk7HnHvmDvf+nnyi5446wdufvf0/MpZce01ilbqkGgYiIiIiISAPhD8DnC8BdDtt2+8O2G8CSteHthxJYvTqszcTA+3N4u9RvChCIiIiIiIg0ELtLoMQT+rPDFmEagQHxMb9ueoEZnxjeBny9Po6dxcGjGKVEiwIEIiIiIiIiDcSB9QebZ9pJjKt8JDSMUAbBqIHOX3XO7xJ7ss7eFJNQYCCIgc+w8d+4c3j0/fIaGbfUDRUpFBERERERaSCS4yE9EXYUg91mMOxUF3OWlbO3NECTVIOrznbSvfWve0xcv9vBA03+yuVFb9HKu4EiWzKvJI9grTMHY2Oglj6J1AYFCERERERERBoIiwFDusHXS2HTTkh0Wfi/38ZxSmuwHGF+uWf9SnbmL6HMY1IQ0xFs7dlrTWBKoyvC9k1PVNL68UQBAhERERFpMEaOHBnW5vf7sWm9djnOmcEggRUrMPfswdqyJZasrMpt5eX4Zs/G3L0bS6tWxHTrxpDuRsXShsavKDkQ/GU+zh8+oDGhg3K9PxETO4SOOV1ZtqFqtoDVAled/eumK0h06U4oIiIiIiJyHDM9Hkruv5/AwoWhBouFmLFjcQ4diul24779doLr11fs7/jNb4i97rpDBgbMkhJMjwcjORljf2qBGcRYOB1z358JmphWC6eUzeCXrj0Z0DnIJ/N9lHpM2jS1cuUQJ51b6JHzeKKfloiIiIg0GNOmTQtry8vLi8JIRGqOZ9q0yuAAQDBI+RNPYGvfHu///lclOADg/egj7L17YzvppLBzmV4vZVOm4Js5EwBLs2bE3XEH1mZNwVuOEfDiWVlI+eIt4AtiSXQS16c5ztQyRp+VxOVnxdTmR5VapgCBiIiIiIjIccy/bFl4o2kSWLWKwLp1oTkE++cT7BPYsCFigKD8+ecrggMAwa1bCLz5CJamCZhmEM/aPXh/2FS5vdiD+4vVZJ3krXKe9dth3fZQ162yoFnaMX1EqSMKEIiIiIiIiBzHDJeLoNXOjsYd8NtjSNn+C7ElRRAXhyU1lUjrCFhSUyv+XO6DgkLwByBhyWoSDtgvtmdTHE3iwAxgAMF1O8NP5gvQ3b0IOBOA/PUwd2Xl5lWbYEAetGlSAx9WapUCBCIiIiJyXJg5cyYPP/wwXq+Xdu3a8cADDxAfHx/tYYlEnTnst3zR6mJ2N8oFwOL30Of7Z2l3yilYW7TAN3cueDz7djaxtm+PrWdPAPaUwEfzoWxfAoAxbAK9Pv8X2T/PBpsFe4uUgzqrmomwn90IAqEgw/erwrfPWQGtG/+6gohS97TmhIiIiIjUe0VFRfzlL39hypQpfPbZZ2RnZ/Ovf/0r2sMSqRc+dXfgw62N+Wx+Cd+vKKfctDOn3/WUW2KwZmcT/8gj2M88E1uPHjhHjsR1770YdjsA3yytDA4AmIaF7wffhNcZT0znTIyDnuhtzZKqfG9iYNrtWLt0AULnCkaIIXj9oeCB1G8KEIiIiIhIvTd79mw6d+5MixYtALjooov48MMPMat5mynSUGzeGeSlGaUkxllplm5j194AH85xs21XgG9+8rN95nxKJ07EP38+mCaOs87CiKksJLhj70EnNAyCNgd7k5tibZoc1p+jTRqeNtkE930fiIkNFTFs3BiAOCfYreHjjHWALUK71C+aYiAiIiIi9d7WrVvJOmBd96ysLNxuNyUlJZpmIPWSu9xkY2GQlHiDzJQafC/r91IesPLc517mLPcTMA3O7e3CZjUwTZMOzR28/Y2bd2eX8O5ssJktuWVHUwa51+H/8Ufct99OwpQpGC4XAHaryW63SZzTwGIJZQv4AyabvbGkO2NIoJwDcwgMw+Dx5DF807w5v3NP57IburE2qxuedZCZHPo6rRN89VPlbASLEapBoOkF9Z8CBCIiIiJS7wWDwbBUZwCLRQmxUv/MWuLjby+XUr4vdf+83nZuHxmL1fLrn5CDRUX4FyzA8OzB5l+LUbYHw7QR2NCHVZtP4benJbD/n4FhGCz8uZzd7mDF8QGsPNToWtp41pLj24xZWIhv/nwcAwfyypceHv+wnEAQHDYY2DUWh83CF9/vpizlVi7a+gP/12Imphl6uA+asMWTyMxdrSm32Mm3t6F84gTmX/IE5fGhZQpOaQMntYTEuFDhQwxokQEpiuMdFxQgEBEREZF6r3HjxixevLji+23btpGUlERcXFwURyUSrqAwwB0vlBKofEbng7k+shtZuXSw81edy79qFSV/+xtGwEP8b9qDw8p2bwIbylI4L+MndvtiSYzri+WA4Nnmnf4q5zANCyaQH9OWHN/mUFtZGV8s9PHo++UV+3n98PkPZVgMEzNoBQNe23IycVYvY5rMx2nxs9Sdxd9/PpfyoAMwSQnsweYto9HmpRS07Q/A/J+heQakJ4a+5PiiAIGIiIiI1Hv9+vXjwQcfZN26dbRo0YLXX3+dQYMGRXtYImEW/hIIK8ZnAHOW+w4bIFi1McDDb5exoTBI0zQL16x8k/alpdiaJ2Nx2nhza1f+vfYMgvtKyfVJXo2jNEhKgqUiSGCzRs5SiAnuW8XAYmFbkzymzfRUbIuPNWiabiPFWkw3FhJDOUv3Nubzne2ZurEPbxb1IRgwcXsMwAzVMjB9/H73x0AoCHGgXW5Idh3hBZNqff/998d0fM99K1X8GgoQiIiIiEi9l5aWxoQJE/jjH/+Iz+cjJyeHBx98MNrDEgnjsIe3mYTm4R/K5p1BrnvUTZk3NHd/lzvArfZredy2gdZGGT/tbczDawdxYFnO73bnkpVfxtBeLixWME2Tji0cFBRWZhEYmKT7i+hZthisVmYMu4eHn08kaIaiGA4bjOgbT6ZtF+cVP0eMWRaaUtAYum7dyD/XDiY+1splZ8bzzZzt7FpVQLpvJxftfp8W/k2UxyazvVmXKp8l7tclSkg1LrvssmMqxLpixYpffYwCBCIiIiJSJ9xuN8OHD+eKK65g9OjRVbbNnTuXRx55hBUrVhAXF8fQoUO5+eabcbkqX0MOGDCAAQMG1PWwRcJ4fCZ7SkxSE4ywN/andrCREm+wy135YNci00azDCdvzjZpmm5wSmuwH/Qk9sn3XkorX+pjmuA17HyWMICcbW8zt1lzTA6OMphs3RXg3dlu2jSzY7MYbNpRGRxw2MBiGMR4yrkvYzw7knMo+CmJA585vX5YvNrDX7M/w2mWAZXFBC/IWsxHhXmcc3pLRpxqMLx3Bt63v2HLG59QbNopb9KSbwbchDe2ci5BTiPIqLoSohyDuLg4UlJSwtp37dpFWVkZTZo0ibittLT0qPpTgEBEREREal1RURHXX389GzduDNu2ZMkSrrnmGvr378/kyZNZt24dkyZNYtOmTTz55JPH3HdeXt4ht/t8Puz2CK99RSJ4cUY5T33iIRCEhDiDf4yJpU/Hyr8/SS4Lg7raeGu2D4CWWTYGn+zCNE32lMKeDbBrLwztUTWroMQT/qbYMKDUEstdieOZv6lrhNEYxMfAaZ2sNM+AF2aU4y4PHXdhfwdL1/lZuiFIgbMpBTQFb4RTmCYlawtITN+KEeHp8Mo+JfTr5wBCRQr/HTiX9xqfCUB8DNzWNo50B3h9oRUMurTQagU1adCgQTz00ENh7X/605/44IMP+OKLL6rddjRU9lVEREREao1pmnzyySeMGDGCtWvXRtxn8uTJZGdnM2XKFAYMGMBll13G/fffz1dffcWiRYvqdsAih/DZD17+85GnogChu8zkT1NLWb+tatEBf9CoeNd/UmsnpmnuW4Uj1LplFxTuqXruk1uHP52bGGT06UJcnz6c2zue0zrHEuus3Gox4N7LYmnT1MpjH3pw76s5aDGgVZaF/PVBDpehbmCSVroF84vFBIPh20/rlVGxgsjLX3h477vKKEOJBx54rZQOTYMM6Q5dW4EWFjm+6ccnIiIiIrVm06ZN3HrrrfTp04epU6eGbfd6vcybN4/BgwdXWbJw8ODB2O12Zs6cecxjyM/Pr/jq1KlT2Fek5RNFIvlysa/K23HTBJ8f5iyvunJA68aWiloBMXZLxL9jXl/V7/vl2bnq9Kr7jWy+CVtOK1o3sZOVaqVdtp3hfRNw2kPBhmt2vcbtT+zi3++UVzkuEIQJ06q2VbEvamCYQcDgt3umY9tRhGdXaFD7x+7N6Q5pzSoO+3apP+w0Hh8sXF21XY5fmmIgIiIiIrUmJSWF6dOnk5OTE3F6QUFBAT6fj5YtW1ZpdzqdZGZmsmbNmroaqshhVfd2fPEaPzuLTbIzLJzV3cbKjZUZBdt2+YmPtVcJElgMSHEF8XzwEf7FizGcTuxnncXFc1/ntA2FbLZnkOnfSVGToaykQ5VjE2IN2jS1s2bNbi4o+phtJPNe8tAj/gz982zYF8xlBU1JChZzya73ObksH4DZ9nNpFFOO0yzDmdWMVr27VZkvYLeFMg4OroVgFKyHU9oc8Rik/lKAQERERERqjcvlqlJo8GDFxcUAJCQkRDzW7XbX2thEfq3B3Rx8uajq23ID+HKxHwi1P/eZwZaiyrz+OcvKSUmwkpZoBULBgQF5YJn6OOWff17xAO775hsAmgBN/NsB2BybjIEJBz2QxzoNrtn5GkEMOpWv4j0OHyCwWmD4qXZuGBbDDz/+yJ82PVJx1iAGAbuTLZld2JGcRLdcaNUs/Bzn5Ozkx5+TQ6kDhoFhBkkJ7KHLnJfht/847Bik/tMUAxERERGJmsMt4WXRhGapB3x+k8I9AXIbW/jj8Bhi9tUkjHPCwX+DDwwOAJR7Td7/1s2n35cwc1EpfdoHaGFuxvf556EdTJPqCgWkFK4GI/zfQHqSlcbd22ECXsuRrSkYCILFYvDx9z7utY1mmbPyjX+54eSNHrfijU3igr7QPkJwAGBI5lau3/EiiUE3hhmktXcdD26ZQPyuzUc0Bqn/lEEgIiIiIlGTmBhaHi1SpkBJSUnEzIJjMW3atLC2w61yIA2Xu8zk3ldKmfnT/qwBkwRnkHsvi6d7azsPvVXGZz/6DlsIMBCEjYWhc3y+wKB1btER9d96yUcUdh7I5uTWVdqbNbKzutG5uHas5409AzgjdSU9k9fjCdr4aHseP5dmRDzfD6v8+PxWSqwubmlyF208a4k1y1jjaE5OXBqnUnVlhYNZcnIYsfd+RhTPIIiBhVAmgbVV7yP6PFL/KUAgIiIiIlGTk5ODzWZj/fr1Vdo9Hg/btm0jNze3RvsbOXJkWJvf78dm06/FEu6e/5bydX7VKQVdYtdh/XYxu1N/R1aK/bDBgQMZhIIOlqZNwWqFQOCQ+1vT0xgyJIOv18PqrQdtNIN8k3cJZ235lquz5xA0Q+e/IHMRNy7/HT8W54SdL84JaYmhAoqmYWFlTOW/r1inhdaNwer34M9fgenzYW3bFsu+IB6AtXFjYq65hvKnn2Z/GUajUSNir732yC+C1Gu6E4qIiIhI1DgcDnr37s2MGTO44YYbKh7UZ8yYgc/no3///lEeoTRUZR4zLDgABt/uzuWe1h9T9v0bXHzm5bw+00P5ASsSpMT46e3+nk+tvcOmB5hAl5Y2LClxxF5/PWWPPQamSUlCBov6X8OetObEunfSec7LpG9ZhllUBGWlNF/0DZYtPrY368KeRq32DcVCvzzoZZsDwLqyNKbv6IA3aGNUi+W0WbqRlG2/sNcaz/SEgeywpfL7/k6y0w1enwmlnlBAwSRU+HBYTzt9Gm1nyx1TKCkJkLB7E7F4iPvrXwmuW4dv7lwMiwX7wIG4/v1vAitXYsTFYe/VC+MQdUakduTm5tKzZ8+I245lZRYFCEREREQkqsaNG8cll1zC2LFjGT16NBs2bGDSpEkMGTKELl261GhfmmIgR+pQiQGBUh8Z9nVgLaVjCysLfg6QkWJlyMlxxDgtGMGzeHDhB8xe6efDpLMqjhvRtYxze4beyDvOOgtrq1aU/LSCr2LPoMyIAcNCSUImM8+/n0Fv3kpK4WrcN95IWmkpaYTe+n8/+EY2tD8Dw4C2yXsA+HFPNjcuvwCfGXq8e20L/GHHy4wo/hwDOH/vDJZfO5HUZBc3PF6Cx1f5GXu3t/L30XGkxFuY+eI6Vg+5FwAjGKDrN8/Q+u9/B6+3opiif+FCYq68Euf559fg1ZZIBg8eXO396brrruO6666LuO2yyy7jrLPOirjtcBQgEBEREZGo6tatG08//TSTJk1i/PjxJCcnc+GFF3LTTTfVeF+aYiCRmMEgvlmzCKxfjyU5GceZZxLnctGjjZUfVvkrHo4N0ySvfAXWb1dgDm2LYZr0bGtn+YYgQ09x4dj318i0WPnl5PM5u+RpfrPsdjYn55DbN552v72wyrKB1ubZbFyzhTLiKgdjsWCa8EuX33DKF5OhtPTAgdLjiyn4OnWnewcrKcnJgMHENWfiNw/MVjB5Ku1iBrm/JTHoJiHgps/iV7lo3vV4D0iKMAxYtCaAK8ZgeQGsblL5Rto0LCwcMJaU7b+QtnVllUKK5a+8gmPEiGN6Uy2HN2XKlKM6rmPHjnTs2PGojtWdUERERETqRLNmzVi5cmXEbf369aNfv351PCKR0Eoapf/6F/59ywwCeD/+GNe//sU/Rjn48x35/BTbAYCO5au4c/tjBANlmDHpGLEJjBkEa7aCw37Qw7IZZGNuH05f/CG5nkISOo+BpEwAgkGTF2Z4SP55Oq2auTgwPhA6FnzOgxtDUwLiOqdzTuHDGIWA0wW5Pdg0NwmzygJ1BkHDyjZbOoleN5gmgc2b2WZUzYswTSj3wvbdQTYXWSEYhP0rh+x7+C9s2jkUIDiQxxP6iok5kkssR+nOO+/kL3/5C/Hx8Yfd96uvvuL0008/5j4VIBARERGRBkNTDORg/vnzqwQHAIJbt+KZNo3UK67gX1sfYLcltJpGcqCY/WEAo08oG8BmhcvOdDLzp+r7sPc4GU4ZBsDCX/w89FYZq7cEearTVpyBUNAA06zMLrBYSNn2MyZgz0nCv3kvljg7rkG5WOIcmCZ8WdSGh9aeQZazhNQ4kx0lJub+0ZkmBiYZ/h37Bmtgzcoica/B3lKzyvQJqyVUuNC+lSrZDfvZAp5Q+/4MAsPA0rgxhoIDte6dd97hu+++44EHHuDUU0+NuI/b7eaBBx7gnXfeYcWKFcfcpxaWFRERERGRBiu4aVPFnxfEdmJs0/v5XfMn+OOKvqzdYcExcCApgWJSDggO2Hr1wshsUnFc01QD54GvXk0TDAs5q77G3/d0nONuBcPCnOU+/vBYCau3BAHY7Y9liyMXzGDYw3msewezRtzH28OeYe3Iq3GdkYsRawdCu56R9jMXZi1iuTuD3aUGlgPXJzQMriqaRlJw3/KhcXHEXHYZN/02BnPf8fu7G3tuDHFOg/bZ+9r2BwLMII5AOW2G9QSHo/LULhext956tJdbfoVTTz2VrVu3cuWVV/KPf/yD8vLyKtvnzJnDsGHDeOedd3Ac8DM6FoZp/pqFOUREREREjl+RahAsXrwYm81Gfn5+FEYk0eabPZvSBx9kuTOXm5r8DRMD07BgYJIQZ+GVmxzET3sG36xZYJrY+/Qh9g9/wIiLI7h3L5SXY6SlsWOvhS+XwN4yAJMsu5tT2wRJa5ZU0delD+1l1aZgxTN4J9dmenbPwJqQGjaf/6SvnyG2pIi5Z/+JLP86frP3ubCxbyxP4oKF1wBwTu52krOb4Q1A73ZWem2dReDnnzHi43GcfTaWjAwA5q7w8dkPPoJB6N/ZzqBu9srz7YDvV0GJB1LioW+H0H+D27fjX7wYLBZs3btjSUmp2R+CVOvdd99l4sSJ7Nmzh5ycHCZOnEiHDh146KGHeO211wDo0aMH//jHP2jZsuUx96cpBiIiIiIi0mDZTj0Va5cufLK5Z0VwAMDEoLjU5ItlBheNH485bhwQWkLO9HopfeghfF9/DYAlK4vUv/6Vkac1x+sDm9XAsm9awoEK95gH1vpjaUkT4rY76ZoYntqfXLiagD0GDAOjmne6lUeZOMp2cHq3NjRNg7QEoPOZcOaZYcf0bm+nd3t7WDtAs/TQ18EsGRk4IpxLat/5559P//79uffee/nss88YPXo06enpbN++neTkZG655RZ+//vf11h/ChCIiIiISIOhGgRyMMNqxXX33XgfXAuF4dvLvaGH8wPf8Jc//3xFcKDMcPKatz+rH9xMRu9UxpwVR8ssa8S+2ja1MG9loCJI0KtkAefP+pzG833sbt6ZZT0vImhz0Gr+22RsXsqSPpcDUGhvhttIxGXuxTiggsAC7/5K9QZ5CVv4flVomsCAPGjduPrP7PWbLFkboNxj0iHHSlqiZp7XZ2lpaTzyyCPccsstfPLJJxQWFmKz2Xj00Ufp2bPn4U/wK+hvgoiIiIiINGiG3U7Pgc0PWgkgpFtu+DtV33ffhf6LlT83vp3Xk8/jB1t7PvkxwBUPu1mzNVCxr2maBHfuJLhrF7f9Lpa0hFCg4TT399y77d90LV1K1o6VdPjxLdpOu5/3vtlLzvwPyG/Wj1XdRgDgNxxMT7yMPZa00DmB5Y4ezLGHqtZf2mQeTRon7esPvl4KXl/kz7qzOMgV/3Jzw2Ml3PJMKRfcu5c5y6vZWeqFDRs2cPnll/Pxxx9js9k46aSTCAQCXHXVVTz99NPUZNUA1SAQERERkQZDNQikOsGgyUNvlfPOt14g9Cb+/0bEMGqgM2zf4iuuwNyxg69dPbkv849VthkGDOlu555L4wgWFlJy//0EV68GwHrSSZQNGcG6Tz6j5ZolWEtLw0ISNzb+G6WWGNY7sul/Uhztsh0k7VzLnrSWYJrEmKX4DDsB7KS6V3LK3o/Yk9SBeXFnYxqVmQvn94a0xPDPeduzJXz9k7/KeGMd8P7diSTGhU91kOgJBAJMnTqVxx9/HK/XS7t27Zg4cSLt27fnjTfeYMKECZSVldGtWzcefPBBcnJyjrlPTTEQEREREZEGz2Ix+POFsVw00MH23SbZGRYykyMnXDtOPx3Pm2+y05occfvOvUHMYJCS++4juHZtRXtg8WKSs7yccpKT4l+8RHpTG2d6WO5sC6bJ6oXruGXG/ZgYfH7xY/iccZRbXGAGMQjSLzgLe3wMn7nODTtPbHhcA4BFqwNVvjdNKPXA6pVFdO2SjGGNPD1C6t5vf/tbVq5cic1m49prr2X8+PHYbKFH+AsvvJCePXty6623smjRIoYPH87ChQuPuU8FCERERESkwVANAjmc7OQAjVf/iLluL4E2bbBGqAzvvOQSTI+Hlv9bHbbNNKFlih9zxw6Ca9ZU2WZrkoA9PfTkbk2Pw7+xuGJbEAhgY62jWajBMNhLLOv8KTT3buL0T+9i8W/+j13WDFzBPfQqnU5GYGPoXKaPgFFZeDCvOcRVEyCIjw0VXwxz313sjS0m7rbbsJ100qEukdSRVatW0apVKyZOnEiXLl3Ctrdo0YJp06bx6KOP8uyzz9ZIn5piICIiIiIN2v4AgaYYiOl2477zzsoHe8Mg5qqrcA4fHnn/QIB/P13AGysql/1r6VnPJJ4j467bcI8dW2V/R9t0Yk8JBQCCpV5K/vcLwb2hKQ1+LPyr0bV8mdBv38nNUP4/EB9wc/fORzlteIS17q02Np7+N1ZtNggEITsd2jWtODTMO7M9PPhmeZW27qU/8cDWf2IxALudhMcfx5KVdahLJXVgwoQJ3HLLLTgcEX7uB/nhhx/o0aPHMfepDAIRERERERGg/IUXqr71N03Kp07F1rUr1ubNw/Y3rFbGbn+R7lvK+SWmJZbkZLrGbsTctpfA2rVY8/IIHBB4Cro9FX+2xDmIP6cd3s17WbizCf8sPp+tMVmhVAKo8oRfYonj7kb/x9veqSQ7Ks8BQIf+NEs3Ii5PGMn5fR3YrAZvfOOhdMtOuu3+kWt2voYFM1T90OvFt3AhzqFDj+yEUmv+8pe/AODxeHC73aSlpVW7b00EB0CrGIiIiIiISANjmiZmIBDW7v/ll0g7E/h5BWxdDTs2QPCgOfwlJbS3bCHhN7/B/M2FLBx6M9NHP8Hqb38m5uKLsXTtWrHvni0+vtqRu/+0GDYrxVlNuS84hk2OxlzQz8m/rokj2XXQEAwLbiOORdNL8K4pwoxLgdQm0P0c6DTwV312wzA471QH//1TAi8nv8gfd75IrOkJ20eizzRNJkyYQI8ePejbty9nnXUWP/zwQ8X2V155hRdeeAGv11tjfSqDQEREREQajEirGPj9/orCX1J3TBN27gWvH1ITIMZ++GOOuc9gEM9//4vngw/A68XaoQNxt9yCJSMDACMxvOy/NcOFvWguzJwdakhuDAMvhZh4AGwdO/Jj69+z1mzEptUebBZokWllbt4oMu6+FJu/8uFtkz2LO34ezrm7l9LGtZ1dvjje29aFXf5QRCApzuC0PDuJcRZ2lwTDxvJo0mUULP2M4asXkfD4ExgxMcd0Pez9++M/4IETw4CYGGwnn3xM55Wa8cYbb/DSSy8B4HK5KCgo4JprruGLL74gNTWVb775hpkzZ/Lxxx/zyiuvHNFUhMNRBoGIiIiIiNQprx8++QHemxv67+tfQ8GO2u/X89ZbeN58EzyeUGbA8uWU/O1vmF4vZtlecO+qeoDNgmtgbtWsgd1bYP77Fd++3uh8vg62573vSpm/opw5y8p5+5sSms57H5u3HIKVD/qtveuJ85fy4fZO/HvdIJ7fdGpFcABgc1Fo39+dtv9Br2q5uE32LB5Lv5xpnl74lyw55uvhOP10Yq64Auyh6IyRlobr7ruxNGp0zOeWYzdt2jQsFgvPP/88P/74I3fccQfl5eW89tprANx6660MHDiQn376qaLtWKlIoYiIiIg0aCpSWPe+WQorN1Vts1lhZL/ql+erCXuvvZbgli1h7a6//gl+/JiST5dWabemxRF/dtvwE9mdcMFfmfWTjz89W4phhDIiDvTCptto7NnCwcn6PznbcluTOwkaVnJiiuiesoVyv4U5u1rQ/+RE7hjqwb9yFW/80ojXlqeww33QO13TJDHo5uORa3GcdtpRXIVwZiAAZWXgcml6QT1y8sknk5eXx4svvljRdtppp9GyZcuKzAK/38/AgQNp0aIF//3vf4+5T+VSiYiIiIhIndpcFN7mD8COYsiuxZfXpt8fecPSbwjucUfYPzzNHwBbKIoxb0XofJFeuRoBf1hwAKCNdx0ne5eys3lXenbIJiGuJYYZZEDpApoZbvZe+ziUlzMMGJrVjNGOP+O2J5Adu4vSgJ0tniRKLbFY27Y7gk98ZAyrFeLja+x8UjPsdjtJSUlV2jp37lwlmGmz2cjLy2PhwoU10qcCBCIiIiIiUqds1sjt9lp+OrH37o33ww+rtBnJyVhjPJiJ4akLgT0eAmVWrLEHFTRs1weAmGqmfBuYLIrpSGP3rIM2GEzOvZGsXqfSNbXyw5qGhTWuHtiLZpLpqSwYaNu6kX80m0rL7nGkO0oB+HZXS14vGow1M+dIP7Ycpxo3bszatWurtLVu3ZqvvvoKr9dbUXPAZrNRUlJSI32qBoGIiIiIiNSpvAjPtmkJ0CgpvL0mxVx+Obbu3au0WbKzITaBd7x9mZb0myrbdlqT2XzKldDqZIhNxOdqxOfxF/LyDCez7n2V3696npaBzVU72ZdO0Ojcgdj69atoNtLSYMK/8XfuTWZK5AjJ5sTOVdMRbBZO7uUn1V5W0dQ3ZS0T+y84mo8vx5nevXvz888/891331W0dejQAdM0+eWAFTd+/vlnXC5XpFP8asogEBERERGROtWuGQRN+Gl9qGBh4xTo0wGsdfD6MlBQwIFFAwI//URZYk9ml+YyP+0MlsS2p335avZaXXwZ35fMT5J46dbheHxww+Nulq7fP+2gDb8p/h//Kb6L+9vfzdyybJx2yGtu47IzYzi5TQ+gB8GxYwmWlBBcsYLCDz+laccbqp3nHzhoUoI1NRZLjI2DixW6dq6q4asi9dHVV1/NBx98wE033cTtt9/OgAED6NatGxaLhR9++IHGjRvzyiuvsGHDBnr16lUjfSpAICIiIiIida5DdujrV/H7YMkM2PIzWO3Q+hTI7RF64D8CgXXrMAsLw0+7ZDn23tdh7oH5cV2ZH9eVDN8Obix8juabN1JwUwYf97iepeurvqX9KHEwvUsX8Y+Yd3Hdf1fEPi1JSfg/eYPgknmkeAJY2noxTWfEIIH34LEFqqknb61mjoacUB577DEA9uzZw1/+8pcq2x544AEeeOCBiu8jLeF6NBQgEBEREZEGI9Iv0X6/H5tNvxbXe6YJc96ETcsr2374AAJ+aHfqEZ3CqO7B2mrl3P4pfLs6NM8/MbCXRzbfTWpgDxZMzDVbWVm2CktsV4IHveVf7cim9/afqh/2/I9xGBvgpMYA9Pd+zvz48zBNszJIYJrEb1nG6UNb4fAMw79wIcTE4Dh7CGbwF4w926qeNLcHZiBAcO1aTL8fa4sWGDExR3QN5Pjx+uuvA1SbcWK322nSpAmXXXYZQ4cOrZE+dScUEREREZH6z11UNTiw3/JvjjhAQFwckdYktHbqxKCudnq2tfL9qgBn7P2W9MDuiu0GJqm+XZgxcPDSBKmBPVhzqikYWLQJY/XcKk2dze8xN3hYknw6QbuTRpuX0m3Wk5CSivW3/yb22murnqNsL8x7B7avBZsD2vYmmJlHyU03EdxXwM5IScH1t79hbd36yK6DHBf+/Oc/M3jwYBo1aoTTWYvrfx7AMM1Ii3KIiIiIiDQMeXl5AFWWDpMo27EB9u4EVzI0ahF6qC/aBJ8/Gb6v1Q6//9sRndbzzjuUP/98xG3OC87Dfe5FPD/ha673vY5hgH+bG7PUB8AmWyY3NLuXMiP0pt40LLTwFDClfDLpDz3ATkcj5v8MJeWQEg+92kHC1oWhh/uDBIpKcX9aWUfABHZmtWPmhf/i7O7QNO3Qn8P9978TWLiwMtBhGBipqSQ88wyG3X5E10IkEmUQiIiIiIhI/WCa8ONH8Mv3lW3ZeXDq7yEhHewx4PNQpWhfoyNf7s88YAnBg3ne/oCk3Uu5pXs8Flvz0P6+AHs/XI5Z5qepfxuPb7yLV1OGs9OWQm62k8s7bid18L/YbUnio3kQ2Fe/cE8pbN8Dv8tN4uCVEE3TJFjqq8hkMAklJaxvfwamCXNXwAV9D3WJTAKLF1fNgjBNzJ07CW7ZUn02g8gRUIBARERERETqh41LqwYHAAryIaMltOkJfUfB7FfB7w1tS0iDnucf8eltXbrgefXVardbXA6MA8sU2CyYnkDFt03927it8GkAXLf9G1ubUwBYtqwyOIBpkrptFXF7C1ljbUJGYltSi1cd8DxvgT4jCK59D8uGtfjtMaw4+fesyQvNId9bfgQfxOmE0tKwZqOO0tClbpxxxhm/av8vv/zymPtUgEBEREREROqHnZsiNBpQtBHoCVm58JubYOdGsNogvTnYwlPq/YsW4Z01C4JB7L17Yz81VKPA1qkTMddeS/kzz4TVIcBqYE2o+oBtGAaWeAfB4vDMg/LXXsPWrh2OIUPw+JIxADMYoOf/HqH5ypmhnabDxtzexMRsxZ4ag+nxU7bRQ/xf2+D896O8/qWPoMVWsQpDU98vNA9shJ9joXkXcMTi9cPC1bBzL8Q6oEtLA9e55+J5880q47GdfDJGRsaRXGU5TmzdupXDVQQwTROXy4W1hla2UA0CEREREWnQVIOgHln+DSz+PLy9XV/odvYRncL75ZeUTZpUufShaRJz1VUsaHcuk94pZ/ueIM0TvNy6+G/keDZWOTZxZGewWphZ1JaPCvO4reX/SN+1mZKv1kCw8rHJkuAguDeUxWCkprLuz//h+40ucpd8TPdZ4XUS9k8jCP3ZwNa2DfEPP8xP62DevlIEPUpn0LX868qD4pIInHEtH+UnUlhc2Wy1wHmnBHB98gbezz4Dvx9bz57EXn01RlzcEV0jOT6s3VeE8mB+v589e/awePFinn/+eVq2bMmzzz5bI4UMlUEgIiIiIiL1Q8tusPI7KHfvazDA7ghNLzgCpmlS9vTTYSsVLHz1G25uejqmCWbQZNCm18KCAwDlS7Yyo+kQ7l9zNgZBOiR3o0OrAQRTSmmy6jsyPOtwpjoo+6Ey08HctYtW/3uOwgHjSdu6AhMDg6rvYI0qfzYJrFkDQOcWkJoAuzduptPyr6scQ+keyuZ/RqHv91WaA0FYvN7KGRddRMxFFx3RdZHjU8uWLQ+5vUePHgwePJhhw4bxn//8h5tuuumY+7Qc8xlERERERERqQkw8nHkd5ORBSmNo1h4GXwvxqUd2vMcDJSVh0wemu07DDJqYJvQvmcfw4hkRD/cuL+Q/a/oAJjEOK6WtBrHc2ZOVWQP4qv8dfHz6RPauKQXfvroEBmCaBJct5fTOJk1z4oHDpIQDRmJixfdN06BT0vaI+1r3Rm4vq77WojQwzZs3p3fv3nz44Yc1cj5lEIiIiIiISP3hSoY+I4/uWKcTIyUFc/fuKksAemyx+7IKoL1ndeRjDYOAYWE3CYBBpxYO4mL2v08N5QC47WmsbnIa7ba9C4CtaRLOvAwsThvBF+4l+dyRlK+ei9VlI1jqxbt+N0HThjXgxcQAAwzTJGb06Kp9xyZFGhCGKxEC4VtSE37thZETmc/nY8eOHTVyLgUIRERERETkhGAYBrE33UTpvfeCzxdqtFu5/vQN/N2cS8C0sGK+D/aEH+s4czBLHdmkbrSyszhIXIwF0zQxDKPKfuWuFABsTRNxDWhZsY9hejF/eB3Xqc0q9nV2bkr5wGvZ++2P2PMX4Iy14TzrLOx9D1rHMKM5NGkHm1eyLy0BrFZiug3ipJ2w+ICp6GkJcHJuDVwsOe4VFRXxwQcfMG/ePJo1a3b4A46AAgQiIiIiInLCsHfrRvwjj+CbMwdME2fSHpL2bKjY3u0kL0UFTmw+b6hWgGFATAyW1m3YXtaCAakxfDyvjKK9AQzDEXb+jBZ+mGvB2b5RlQBCKEjgr7Kv1WXF+f37uC69Ebig+kEbFuh3Uaj+ws6N4IiDtr0hOZNTUiE7HXYUQ6wTmjcCW80UrJd6rn379ke0n2EYjBo1qkb6VIBAREREREROKNacHKw5OaFih+89WGWbJc5B8tBcPNsSCG7fgq1pBo5zz4X5H+FIbUaay8rvB8SzYbsfd1mQ+NjKsm3NvctoE1xCSYwNw3H4p3QzaGJu/IXg7t1YkpMPvbPFCh1Oi7gpKyX0JQ2LxWI5omUOb7jhBq688soa6VMBAhEREREROf6sW0Tgu08JbtuFkdUU63lXhObsHygQYQI/YEtwYDvtdMzvP6F8yTrKJz+MEecg76QvWde0E7EOaJftADOIvayYxNXzyQ38QvMfP6fENDHSUvFvL8GZWrms4IFLGVYwIFjqw7JzJxwuQCBykEWLFlW7bdeuXaxYsYKHH36Yzz77jMsvv5z4+Phj7lMBAhEREREROb6sX4LnhScp/3H/coPLsX6zENfDj2PEuir3i0uAxEZQvIMqqwskZ2HO/xj3Z6sIFlcuCRBb8CXDfhNgZ1wOfouTPXtiyP3qNVx7Cyv2MQFneyvBch/uPRbik4IABLFQaiSQYO4huG+pQ9Pjx7NyB47MzNq7FnLCcjjCp7jsl5mZSWZmJp07d2bo0KE88sgj/PWvfz3mPhUgEBERERGR40pg9vQDggP72gp24nn+WWKuv7Gy0bDAaZfA1y/D3p2htpQmkNYU3/z8KsEBAHxBEvKXkNlzFwTBdJmUJnnx7z1gH4uBo30jDMOgZLuP6bGjMSwWimyN8Vhi6FI2m5TAdizFe0n+dDpccg1GDbzZFYkkNTWVbt26MWPGDAUIRERERESk4fFvjrykm/+XNeGNCWkwdHwoQGAYkJBGcOYbBMv94fsaYB7YbkBs72z2vlW57IFht1QUJnRlWOnp/YIvXRdSYkkEw2BB3CDiiwpotulbFg69l9LkTlzgA6f9mD6ySLX27NlDcXFxjZxLAQIRERERaTBGjhwZ1ub3+7HZ9Gvx8cRo1ARYHt6enBrWVuoBf8BKfGIGFgOCu3dT8uonONskhu2LCdaUWACCbg9lP24muKc8FDgw9y1A6AkQcHuwuBwYhkFqYDsXFD9GEAt+w85aeye+TTmPFT33VZX3wKad0CrrgH52boSFn0LJLkhIx+w6lCJ7Y0o9kOyChNhjv0Zy/Nu0aVO120zTpLi4mOnTp7Nw4UI6duxYI33qTigiIiIiIscV+wVX4PlyHsFd7spGw8As97D3hhuwpKdjveRSZu3NpWDfzAK7DQbmQZNV+QS37sIT8GDLTsJfUJkdYG3kwtkhg2C5H/dnP1fJJjiwAOGu73cSf3pLYghNUQhixUIAp+mhvXcBpZZEFsQNqtg/EDzg4OJC+PI5CPgBk2BZCbO+28FqR+OKXXq3g7zmNXGl5Hg2ePDgw65iAKFlDq+77roa6VMBAhEREREROa4YCUm4Hnmc8icfI7B2PSQlE9yylUB+PpgmwYIC5qQNoKB9bsUxPj/MWAS9yp3kAMHCUg58bre2bIqrTyYGQTw/76g61eBA8fHsuPVRvt1qkFKymtTy9bT1LMRKaMUEE8j2rWIBoQCB1QJZyQccv+ZHCPgqvl0a05vVjs5Vupi7EjKSICMZacDS09MPGSBwOp20aNGCUaNGceaZZ9ZInwoQiIiIiIjIcceSmkrcHX8DwPPxx5Q/+WTlRtNkY6teEY+b5+hOZkwCjvK9VbIC7GeeC5Y1mHt3hKYVVMftpjWbaN+/LWy0wex5YbsEsQJgs8LpnSEh7oCNPm+VfbfYWoAZDBVUPMDW3QoQNHTffPNNnfepAIGIiIiINBjTpk0La8vLy4vCSORI7C2DeSthlxtcMXBKG2iUFL6f6XaHtRnVvXi1WPl6+D84dfpE4vdsA4uBpUs26+LTaVswh0CpF9+aokMPrKws9N/MlhCXhFlaHFrWkNBUhMS8kxnRFEo9Qd791sMut0m7ZlZ+f5oDW6PmsHp+xanspjdiF3broYcgUhsUIBARERGRBkNFCo8f5V74YB6U7Xt+3lMKH82H4b0gNaHqvta2bcOOb/bzbNbmDanaaJoYBNmd0ZpPL32W321/mCTLLtxmPO22fQIOKzZHLK4zcin5cnVovsDBYmKwtGwZ+rM9hp/bXUHikrdpFNiEx4hhUewALJbuNPUGuPLhEvaWmRgGfDrfx/yVfv51dWcsRZtg1RwAOnrmscbZuUpXsQ5omXl0102OX4cqSngkmjZtesxj0J1QRERERETqndVbK4MD+wWCsKwA+h1UsN3erRvOCy/E88YbFW09PQtxxw+i0F35yGPHw1l7X8ZDLAHDhsvmxr+jjIR0o8r5bFkJOHLT8P6ys6LNZ49lY4eBMPQ8sgKJZPl9mHsKWbbeRmHi1YARWkYRYD18+r0Hd3nosX//NPJvl/mZsyJA3+7nQG4PKNlNZnwqZ/sszP85tOJCajz06QAxjmO6fHIcOtKihNVZsWLFMY9BAQIRERERaTA0xeD44fGFtxnVtAPEjBmDvV8/AgUFWNLSsHbsyPCf57J+yxq22FrgMD208S4kIbgbqHxoJzUG0zQxjKpBAiPRWfHnsrQmzLxoEm4jDkqB+dDD+x1d3f9jOLDF1pwZ8ZfgNSrXJyxym0R61tu6a19pxKSM0BfQFGiadthLIie4SEUJS0pKKC8vxzAMmjdvTlZWFoFAgPXr17N9+3ZM06Rjx46kpdXMXyAFCERERESkwdAUg+NHpAJ9JpAZoX0/a8uWWPen/wOU7Ka5bwXNfZVvVoNlPoKlPiwuB5YYGyZGWHAAwCzxYe3ZE+egQfzo7IF75wGv9E2THxwDyLEuITWwnSz/ei7YM4VSSzy7rFksSjyLzGQLBuGzFJpnqLiARHZwUcL169czcuRI2rdvz8SJE2nevOralz/++CN33HEHu3bt4oknnqiRMVgOv4uIiIiIiEjdapYG3VpVbWuZCR2zf8VJEtLxY2ezrSUbbbmU5O9k7ztLKZm+ir3v5ONZvh3DMDD9+5Yo3Pf2NrCrDO/qnVhKCrH37k1R+UH5/vsCCrusoQwAA4gz95Ie2EIb70LOdz/NH86CjJSqgYdhveyc3EYBAjky//znPzFNk6effjosOABw8skn8+KLL7J7924mTJhQI30qVCoiIiIiDYamGBxfTm4dCgrsLgmtYpCRVDnN/0jsccezrKADxTGNMA0Lpy5+u2KlAUwoX7AZS1IMwRIvpsePxeUguNeLZ/l28AfxrVoPv3yPK6Y3u0vCzx8XDK2eYJpVx2Uv30Xq7mW8fFt3Pv7ex669Ju2yLQzqao+YrSASybx58zj11FNJSEiodp+srCx69+7NnDlzaqRPBQhERERERKTeSk2oumqBf9Eiyp57DnPHDizZ2cRefz3WCG9Xy998E156if31DL0OV2Vw4AC+rXvxt+iO+eln4Z2bwI71dO/Ymy1FEDTZt5yhQTPvKrL868OCAxW8pSS5LFx8ujPCRpHDs9vt7N69+7D7lZWVEQwGa6RPBQhEREREpMFQDYLjm3/lSkr+/vfQK3vTJLB8OSW33078Y49hOaBIW2DtWjwvvVQlIGD3RkgBAPZknETWtWNx/zCfYGFRlW327CSwxZCZDMN6wtIN4PEZbNtRhn3995Ql2zAwibX6w0+c2qxmPrQ0WCeffDJffvkl8+bNo1evXhH3WbBgAT/88ANdu3atkT5Vg0BERERERI4L3s8+qwgOAGCamG43voOKuwXWrQOqZgvs/7O570+mYYDdTsbI32LYbMTddReW5MpVCGzNEont1Rza9ASgURIM7AxDusPgk53cu34YZ8y/kTPnj2Pu7oMyGDoOgMyDCiiI/ErXXnstFouFsWPH8thjj/Hzzz9TWlpKWVkZq1ev5sknn+Sqq67C7/dzxRVX1EifhnksCy2KiIiIiBzn9tcgyM/Pj/JI6rmAD5Z9Dbs2g8MF7ftActaRH/vLD7B3B7iSoXVPsP/61PvShx4KBQMOeoRxXnIJMaNGVXzvW7iQ0r/9Lex4X1oaxR4nCe7tWBo3JunGG7B16lSx3dxTiPnNO1CyE0taBnQ9C9JzKPWElldMiAXbvhqDy9b7eeD1MtZtD5KVBH8/awudM8tCSxemNv3Vn00kkg8++IC///3vlJWVRdxutVoZP348Y8eOrZH+FCAQERERkQZNAYIjEAzAzBdg+zrYv3if1QaDr4WUxoc+NuCHL5+DnQWVbYmN4MxrwR7zq4bh/fA9yp6eCqERUG44iTU9uCZOrPqgHwhQcudfCCxdXnmwAa4z2/CiZzBPF/TljTviaZ5Z/YoC/p9+wrtoMXOT+7LGGVo60WmHQSdBk9RfNWyRY1JQUMDrr7/O119/zdatW/H7/WRkZNCrVy8uuugiOnToUGN9KUAgIiIiIg1GpBoEixcvxmazKUBwKJtXwdcvH9RoQLP20O/iQx/78/fw44fh7XlnQN7pR9a/zwNz3sLctJzyHzbx7pbOPJN2MaWWWDKc5dxzbRrdW1etI1G08Afipj2Bf2cpFocNR4dGWNNcLHVn8VjZZTwx3lXtigKejz6i/KmnyO91Cct7jqqyzW6F3/eDONUelBOQqrGIiIiIiMihlRVHaDShbO/hj3UXRWg0wL3ryPtf8AlsXoFhGMzPHcBk//kYhN5zFnqd3PgfN7eMsNFqz1wyrTvY4Uvgw+WJ3N61SZXTBE2Ii7Pzz0uqDw4E9+yh/JlnANjS4pSwNQx9Adi2O7T8osiJRgECEREREWkwpk2bFta2f4qBHEJyNU/DSUdQgyA+JUKjWU17NTZVThX4bEcHDIKY++qtm6aBGfTTeuUr5CVsJWAaZGCS1SSObeXxNHK6sRih4IDFgFZ9e0Fc5OAAQHDbNti3ZJwl6Iu4j6X6w0VqzJgxY47p+JdfPjjr5/AUIBARERERkUNLy4YO/WH51xVNps0Fbfpy2GflVt1h3SLYubGyLbERtDv1yPs3KhdfMyP0OCR9OXkJWwGwGqHMglR7KR9uz6NZzG46xm9ljz+GOZZ+jGhx0iG7OnC5xBbLvqAoq32VLAKXExqrBoHUgR9++OGojz3aSgIKEIiIiIiIyOGddCb+3T5809/FLPXi27Ab45NVxD/wAJasQ2QSWO1wxpXwy/wDVjHo9etWMWjVHZaHljIckPIzX+xsB6ZJW9d2WsbupGvixrBDghgk2Dz8YVllDYGbzj98UURLWhrOkSPxTJtGq2Wf4XfEsrzHhfhjXKQnGgzsDA49RUkdeGbfVJe6pL/aIiIiIiJyWGZpKSWPPQ8eT8Uyg+aOHZROnkz8hAmHPthqh3Z9jr7zzoNCKyn8/D1npa9gsycFgyCXN5sHwBp7RzhoNoDVMFlXVvmq/6zudn7f33HYrnYWB/EOvYjUZtkEFi+is72c7u03Y23TlmrKFojUin79+tV5nwoQiIiIiEiDEWkVA7/fj82mX4sPJ7BpE5SXV200TQKrVtV+5xYrdBsKXc/GWDKDK4xvqmxeYPbFYg/Swreioq3ImsHnZaFpDFec5eS6c5zVFiYEKCk3uevFUr5d5gegeUZ3/nVNP3Iyql8KUaQubdq0icLCQiwWC40bN6ZRo0Y13ofuhCIiIiIicliWhISI7UY17bXCMKC4sEqT6QuA38sX6aNo5csnJbCdEksiPzu74bP4sFn9DOvlOGRwAOCfb5ZVBAcANhQGuempUqbdEY/NqtQBiQ7TNHnppZd48cUX2bx5c5VtLVu25KqrruJ3v/tdjfWnAIGIiIiINBhaxeDoWbKysA8YgG/WrFCDYYBpEjNq1KEPrGkxVQMSpidAi3Vfsqj/tax2dAHDwDRNSspNdu4u454xsTRNt1RzspAdxbC7xEKPdk7WbfWzY08A04SNO4Ks3xYkt4myCCQ6br31Vj7++GMMwyA9PR2fz0dxcTGxsbGsW7eOv/71ryxevJh77723Rvo79L8UERERERGRfWL/7/9wjhqFtV07rHl5xN5yC46zz67bQXToBzYnpQE7QROMODutl39Cx3mvYPV7QuPcuZGO3zzPW3clMLjboesOrN0G78+Dzq1i6NY6huF9XbTMqnyPajW9ULI7VANBpA59+OGHfPLJJ7Rp04a33nqL2bNnM2DAAEzTZMGCBUybNo3WrVvz5ptv8sknn9RIn4Z5tOsfiIiIiIicAPZnEOTn50d5JHLE9hYRXPI/flq2mzhLGSWby2g6/3vspo+gxYY11onrH//A1rbtIU9jmvDyV+D1H9hm4vPDy5/v4c+d5jA8aQ6GaYIjFk69EBq3ruUPJxIyZswYFi9ezAcffECLFi0A+NOf/sQHH3zAihWhehsFBQUMGzaMzp078/LLLx9zn8ogEBERERGR40tCKpa+F5K7dTtbPtvEqmVW1tqbAWAN+om77bbDBgcAyn1VgwMAhmHgsBvccNIqRiR+FwoOAHjLYfYrsLeopj+NSEQrV64kLy+vIjgQSXZ2Np07d64IGBwr1SAQEREREZF6bd22AF8s8uHzw6kdbJzUKvQYY27exEllGzmJ5VX2N0tLj+i8TjvYrOCvMnvAxGqBi1utgq0GYFa0E/DDtl8goecxfyaRw/F6vaSmph52v+TkZLxeb430qQwCERERERGptxb84mfMP908/YmH5z/3cN3kEj6YE3oYsmRlhYolHsSSmXlE57YY0Kf9wa0GfTsYWKp9UtKKBlI3mjRpQn5+PoFA9fUvysvLWbBgAc2bN6+RPpVBICIiIiINxsiRI8Pa/H4/Npt+La6v7n+tDN8Bz0cmoSUJz+hmJ/byy3EvXYo1ziC2dw6WJCdm0IrhKDvi87dtCvExoWKFAC0yoWka4OsMm1cesKcBNjs0PvzUBZGa0LdvX15++WXuv/9+7rzzTqzWqqtp7Nmzh7vuuoudO3dy5ZVX1kifuhOKiIiIiEi9FAyabNoR5OCq6r4AbCsKktu8OQn/vA9jzn8BM5RMYA1izH0LnK4jLijYJC30VUWLk8BTAkv+BwEfuJLg1N+H/itSB66++mo+/PBDXn31VZYtW8brr79ese2yyy7jp59+orS0lFNOOYUxY8bUSJ8KEIiIiIhIgzFt2rSwtv2rGEj9Y7EYNEo2KNwdxDwgtd8wID0p9L3FsxOMyhCCsf9/1y089hUH2vWBtr3B7wO789jOJfIrZWZm8tJLLzF+/Pgq2QOGYfD999/jdDoZM2YMt912Gw7HoZfzPFIKEIiIiIiISL11Y04+f93VYd+Dv4lpWBg71EGSa1+RgGA187Ora/+1DIuCAxI1bdu25bPPPmP16tUADB8+nFNOOYXGjRvTtWtX4uPja7Q/BQhERERERKRe8q9axSnvTeDfzjZ8kdAXHzZ6lS5i8N5OwO9CO2XlwhIDzAMnIpiqFSAnlNzcXCBUl6A2KUAgIiIiIseF999/n6lTp2IYBrGxsdx555107tw52sOSWhRYtgyATp6f6eT5OdRoGPiXgvN3+wIEKY2h9+/g+3dDyxACdOwPLbtFYcQixzcFCERERESk3luzZg0PPfQQ77zzDhkZGcyaNYvx48czc+bMaA9NjtSuLbDiW/CWQkoT6DggtCrAQbbugmUF4PNDo9iOtDQsWMxglX2MuLiqBzXvAk3aQcluiI0PFSgUkV9NAQIRERERqfccDgf33XcfGRkZQKiwYGFhIV6vt8aKc0ktKtoM/3umsi7Alp+hcD2cfjlYKouvbdwBny2gYtWCAqMthcPuoNeH92OYZqg6oWHgOPfc8D7sTkjOrPWPInIiU4BAREREROqF9957jzvuuCOs/emnn6Zfv340a9YMANM0mTBhAoMGDVJw4Hix9Kt9wYED6gQUroOtq6FJZa2AH34hbEnDgua96HTaOSQum4clNRXn6NHYOnasi1GLNDgKEIiIiIhIvTBixAhGjBhxyH1KS0u5/fbb2bZtG88++2zdDEyOXZmb8Ed/oHxvlW9LPZEPN68YS2L62Jofl4hUYYn2AEREREREjsTmzZsZNWoUVquVF198kYSEhGgPSY5Uclbk9qSqUwLSIvxIDSBZJQVE6oQCBCIiIiJS77ndbsaMGcNZZ53FpEmTiImJifaQ5Nc4aTAkpFdt6zgA0ppVaerTHuKcVXc7tT0kxNby+ETquQULFrBs36oe1dm1a9cx92OYphkh10dEREREpP546qmneOSRR2jbtura9i+88AIpKSnHdO68vDwA8vPzj+k8chg+D2xcBp5SfirN4ZNf0vH6Tfp0sDOoW+VqBuU+WL8NfAHITIZGSdEbski0rV69mltuuYUVK1YwcuRI7rnnnoj7FRcXc+qpp3Laaadx3333kZ6eHnG/w1GAQERERERqjNvtZvjw4VxxxRWMHj26yra5c+fyyCOPsGLFCuLi4hg6dCg333wzLld088cVIKhb3+T7+NOzpZgmYIBpwrXnOLlqiLJCRA60Y8cORowYwc6dO0lNTeWqq67iyiuvjLjv6tWrGTVqFG63m6ysLN566y3S0tJ+dZ8qUigiIiIiNaKoqIjrr7+ejRs3hm1bsmQJ11xzDf3792fy5MmsW7eOSZMmsWnTJp588slaHdf+AEB1fD4fdrv9kPtIzXn47TJM9pUs3Peq8plPPFzQ10FyvGZAi+z35JNPsnPnTs4//3zuvvvuQ67akpuby3fffcfEiRN59dVXmTJlCnffffev7lMBAhERERE5JqZp8umnnzJx4kQ8nshl6CdPnkx2djZTpkzBYrEwYMAA0tPTufnmm1m0aBFdu3at20FL1GzfbXJwDrO5rz05PipDEqmXvvzySzIzM7nnnnvCgpi7du3irbfeolu3bvTo0QMAu93OnXfeyddff82sWbOOqk+F6ERERETkmGzatIlbb72VPn36MHXq1LDtXq+XefPmMXjwYCyWyl8/Bw8ejN1uZ+bMmbU6vvz8/IqvTp06hX0ZhlGr/UtVzdItHHzJbVZonKpHE5EDFRYW0qlTp4gZTi6Xi3//+98888wzVdotFgsdOnSgsLDwqPrUv0IREREROSYpKSlMnz6diRMnkpycHLa9oKAAn89Hy5Ytq7Q7nU4yMzNZs2ZNHY1U6oM7RsXiOCCP2QBu/V0sCXEK1IgcyOVyVfugv3/FgqVLl+L3+6ts27x581EXb9UUAxERERE5Ji6X65CFBouLiwFISAhf5N7lcuF2u2ttbAebNm1aWNvhahRIzeqaa+O/f4rnfwt9eP3Qu72Nrrl6LBE5WLdu3Zg1axY//vgjJ598cpVt7733HhAqZPjss88yduzYivb8/HzOO++8o+pT/xJFREREpFYdbtGsA6cd1LaRI0eGtfn9fmw2/Vpcl3IyrFw5xBrtYYjUa5dffjkzZ87k+uuv5/bbb2fgwIF4vV7ef/99pkyZQl5eHna7nUceeYT33nsPq9XK6tWrsdvtXHvttUfVp+6EIiIiIlKrEhMTASJmCpSUlETMLBARaeh69erFuHHjeOyxx/jLX/5SZZvNZuOPf/wjbdq04Q9/+AMrVqwAICsriwceeIDWrVsfVZ8KEIiIiIhIrcrJycFms7F+/foq7R6Ph23btpGbmxulkYmI1G833HAD7du359lnnyU/Px+bzUaHDh0YN24cffr0AeDdd99l+fLl+P1+OnTocEwZUQoQiIiIiEitcjgc9O7dmxkzZnDDDTdU/PI6Y8YMfD4f/fv3j/IIRUTqr0GDBjFo0KBD7tOhQ4ca6UsBAhERERGpdePGjeOSSy5h7NixjB49mg0bNjBp0iSGDBlCly5d6mwcKlIoIlI9LXMoIiIiIrWuW7duPP300+zatYvx48fzzDPPcOGFF/LPf/4z2kMTEZF9DPNwZWVFRERERE4QkVYxWLx4MTabjfz8/CiMSESk/lAGgYiIiIiIiIgog0BEREREGrb9NQiUQSAiDZ2KFIqIiIhIgxFpioHf7z+mZcFERE4UmmIgIiIiIiIiIppiICIiIiINm6YYiIiEKINARERERERERBQgEBEREREREREVKRQRERGRBkRFCkVEqqcMAhERERERERFRkUIRERERadhUpFBEJEQZBCIiIiIiIiKiAIGIiIiIiIiIKEAgIiIiIiIiImgVAxERERFpQLSKgYhI9ZRBICIiIiIiIiJaxUBEREREGjatYiAiEqIMAhERERERERFRgEBEREREREREFCAQERERERERERQgEBEREREREREUIBARERERERERQAu+ioiIiEiDMXLkyLA2v9+PzaZfi0VElEEgIiIiIiIiIhimaZrRHoSIiIiISLTk5eUBkJ+fH+WRiIhElzIIREREREREREQBAhERERERERFRgEBEREREREREUIBARERERERERFCAQERERERERERQgEBEREREREREUIBARERERERERFCAQERERERERERQgEBEREREREREUIBARERERERERFCAQERERERERERQgEBEREREREREUIBARERERERERABbtAcgIiIiIlJXRo4cGdbm9/ux2fRrsYiIMghERERERERERAECEREREREREVGAQEREREREREQAwzRNM9qDEBERERGJlry8PADy8/OjPBIRkehSNRYRERERaTBUpFBEpHqaYiAiIiIiIiIimmIgIiIiIg2bphiIiIQol0pEREREGgxNMRARqZ6mGIiIiIiIiIiIphiIiIiISMOmKQYiIiHKIBARERERERER1SAQERERkYZDNQhERKqnDAIRERERERERUQ0CEREREWnYVINARCREGQQiIiIiIiIiohoEIiIiItJwqAaBiEj1lEEgIiIiIiIiIqpBICIiIiINm2oQiIiEKINARERERERERBQgEBEREREREREFCEREREREREQErWIgIiIiIg2IVjEQEameMghERERERERERKsYiIiIiEjDplUMRERClEEgIiIiIiIiIgoQiIiIiIiIiIgCBCIiIiIiIiKCAgQiIiIiIiIiggIEIiIiIiIiIgJowVcRERERaTBGjhwZ1ub3+7HZ9GuxiIgyCEREREREREQEwzRNM9qDEBERERGJlry8PADy8/OjPBIRkehSBoGIiIiIiIiIKEAgIiIiIiIiIgoQiIiIiMhx5osvvqB79+7RHoaIyAlHAQIREREROW4UFBTw4IMPojJaIiI1TwECERERETkueL1ebrvtNm677bZoD0VE5ISkAIGIiIiI1AvvvfceHTt2DPuaPXs2APfddx/nnXceHTp0iPJIRUROTLZoD0BEREREBGDEiBGMGDEi4rb333+f4uJiLr74YjZu3Fi3AxMRaSAUIBARERGReu+9995j27ZtDB8+HJ/PR3l5OcOHD+e5554jLS0t2sMTETkhGKYqvIiIiIjIcWTjxo0MGzaMhQsX1sj58vLyAMjPz6+R84mIHK9Ug0BEREREREREFCAQERERkZrjdrsZNGgQ//3vf8O2zZ07l1GjRtG1a1f69OnDvffeS0lJya/uo1mzZjWWPSAiIpUUIBARERGRGlFUVMTVV18dsYjgkiVLuOaaa0hLS2Py5Mlcd911vP3229xyyy1RGKmIiESiIoUiIiIickxM0+TTTz9l4sSJeDyeiPtMnjyZ7OxspkyZgsViYcCAAaSnp3PzzTezaNEiunbtWmvj219joDo+n++I9hMRORp2u/24yXpSBoGIiIiIHJNNmzZx66230qdPH6ZOnRq23ev1Mm/ePAYPHozFUvnr5+DBg7Hb7cycObMORyv1gc/nqwjMSN3QNY8On89HaWlptIdxxJRBICIiIiLHJCUlhenTp5OTkxNxekFBQQE+n4+WLVtWaXc6nWRmZrJmzZpaHd/hVifQKgZ1T9e87umaR8fxlpmkAIGIiIiIHBOXy4XL5ap2e3FxMQAJCQkRj3W73bU2NhEROXKaYiAiIiIitco0zUNuP3DagYiIRI/uxiIiIiJSqxITEwEiZgqUlJREzCwQkf9v7/5Bqzz7MADf2jQFo5WgqAUNKU5CDeoUithBIZQSY5egRQqi1QzRwT8gBdFBSKsISrdYwQrqpCgOFQ7CERzsVGmX4hAQNRitEUJSmkTMt1SpNNSWr543eb2u7TwnkJvf80z3ec57oPYUBAAAvFZNTU2pq6vLnTt3XlofHR3NwMBAli5dWlAyAP5MQQAAwGtVX1+f1tbWVCqVPH369MV6pVLJ+Ph41qxZU2A6AJ5TEAAA8Np1d3enr68vXV1dqVarOXPmTA4cOJC2tra0tLQUHQ+AKAgAAKiBlStXpre3N0+ePMnOnTtz8uTJdHZ25siRI0VHA+APMyZe9VhZAAAAoPTcIAAAAAAUBAAAAICCAAAAAIiCAAAAAIiCAAAAAIiCAAAAAIiCAAAA/rVr165l1apVRcd4Y1y+fDnr169PR0dHNm7cmJ9//rnoSKVUrVbT3t6etra27Nq1K8PDw0VHKr2pdrZnTExMTBSaAAAAppG7d+9m69atefToUX788cei45ReX19fPv/881y8eDELFizI9evXc/DgwVSr1aKjlcrg4GA++eSTnD9/Ps3NzTl69GhGRkZy6NChoqOV1lQ8224QAADAPzQ2NpZ9+/Zl3759RUd5Y9TX1+fw4cNZsGBBkuSDDz7Io0ePMjY2VnCycrlx40aWL1+e5ubmJMmmTZty5cqV+Dz59ZmKZ7uusP8MAABTzKVLl/Lll1/+Zb23tzerV6/O4cOHs379+ixbtqyAdOX1qrkvXrw4STIxMZGenp6sXbs29fX1tY5Zag8ePMiiRYtevF60aFGGh4czMjKS2bNnF5isvBYvXjzlzraCAAAA/rBhw4Zs2LBh0vcuX76coaGhfPbZZ7l3715tg5Xc3839ud9++y379+/PwMBAvv3229oEe4M8e/YsM2bM+Mv6zJkunb9uU+ls220AAPgHLl26lNu3b6ejoyPbt2/P77//no6Ojjx+/LjoaKXX39+fjRs35q233sp3332XOXPmFB2pdN577708fPjwxeuBgYHMnTs3s2bNKjBV+U21s+0hhQAA8C/du3cv7e3tHlJYA8PDw+no6Minn36a7u7uouOU1uPHj9Pe3p5z586lubk5x44dy6+//pqenp6io5XWVDzbvmIAAABMWWfPnk1/f38qlUoqlcqL9dOnT6exsbHAZOUyb9689PT0ZNeuXRkfH09TU1O+/vrromOV2lQ8224QAABQKs8/lduyZUs2b9780ns3b97M8ePH88svv2TWrFn5+OOPs3v37jQ0NBSUtjzMvXj2oPbKNnPPIAAAoDQGBwezbdu2SR8i+NNPP+WLL77IvHnzcuLEiezYsSMXLlzInj17CkhaLuZePHtQe2Wcua8YAAAw7U1MTOT777/PV199ldHR0Un/5sSJE1myZEm++eabzJw5Mx999FHmz5+f3bt359atW1mxYkVtQ5eAuRfPHtRemWfuBgEAANPe/fv3s3fv3nz44Yc5derUX94fGxvLDz/8kHXr1r30s23r1q3L22+/nWq1WsO05WHuxbMHtVfmmbtBAADAtNfY2JirV6+mqalp0uu+d+/ezfj4eN5///2X1t95550sXLgwfX19tYpaKuZePHtQe2WeuYIAAIBpr6Gh4W8f/DU0NJQkk/7GeENDQ4aHh19btjIz9+LZg9or88x9xQAAgNJ71Q93/fkaMP8dcy+ePai96TzzqZsMAAD+I++++26STPrJ3cjIyKSf9PH/M/fi2YPam84zVxAAAFB6TU1Nqaury507d15aHx0dzcDAQJYuXVpQsnIz9+LZg9qbzjNXEAAAUHr19fVpbW1NpVLJ06dPX6xXKpWMj49nzZo1BaYrL3Mvnj2ovek8cwUBAABvhO7u7vT19aWrqyvVajVnzpzJgQMH0tbWlpaWlqLjlZa5F88e1N50nbmCAACAN8LKlSvT29ubJ0+eZOfOnTl58mQ6Oztz5MiRoqOVmrkXzx7U3nSd+YyJVz1iEQAAACg9NwgAAInWRREAAABoSURBVAAABQEAAACgIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACiIAAAAACS/A8P5xes+3zVnwAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import rnavigate as rnav\n", "from rnavigate.examples import rnasep_1, rnasep_2, rnasep_3, rnasep_4\n", "\n", "plot = rnav.plot_linreg(\n", " samples=[rnasep_1, rnasep_2, rnasep_3, rnasep_4],\n", " profile=\"shapemap\",\n", " scale=\"log\",\n", ")\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function plot_linreg in module rnavigate.plotting_functions:\n", "\n", "plot_linreg(samples, profile, sequence=None, structure=None, annotations=None, labels=None, kde=False, scale='linear', regression='pearson', colors='sequence', column=None, region='all', colorbars=True, plot_kwargs=None)\n", " Performs linear regression analysis and generates scatter plots of all\n", " sample-to-sample profile vs. profile comparisons. Colors nucleotides by\n", " identity or base-pairing status.\n", " \n", " Parameters\n", " ----------\n", " samples : list of rnavigate Samples\n", " samples used to retrieve data\n", " profile : data keyword string or data object\n", " per-nucleotide data to perform linear regression\n", " all data are mapped to the sequence of the profile data from the\n", " first sample before plotting, unless sequence is supplied\n", " sequence : data keyword str, data obj, or sequence str, defaults to None\n", " a sequence from which to align all profiles\n", " if a data keyword, uses data from the first sample\n", " structure : data keyword string or data object, defaults to None\n", " Structure used for coloring if colors argument is \"structure\"\n", " annotations : list of data keyword strings or data objects, defaults to []\n", " Annotations used for coloring if colors argument is \"annotations\"\n", " labels : list of strings, defaults to sample.sample for each sample\n", " list containing Labels to be used in plot legends\n", " kde : bool, defaults to False\n", " whether to plot kde (density) instead of a scatter plot\n", " scale : \"linear\" or \"log\", defaults to \"linear\"\n", " \"linear\" performs regression on raw values, displays linear units\n", " \"log\" performs regression on log10(values), displays log10 units\n", " regression : \"pearson\" or \"spearman\", defaults to \"pearson\"\n", " \"pearson\" calculates Pearson R-squared (standard)\n", " \"spearman\" calculates Spearman R-squared (rank-order)\n", " colors : string or list of colors, defaults to \"sequence\"\n", " value options and what the colors represent:\n", " \"sequence\": nucleotide identity\n", " \"position\": position in sequence\n", " \"annotations\": sequence annotations\n", " \"profile\": per-nucleotide data from profile\n", " profile argument must be provided\n", " \"structure\": base-pairing status\n", " matplotlib color: all positions plotted in this color\n", " array of colors: a different color for each position\n", " must be the same length as structure\n", " column : string, defaults to profile.metric\n", " column name of values from profile to use in regression\n", " region : list of 2 integers, defaults to [1, length of sequence]\n", " start and end nucleotide positions to include. 1-indexed, inclusive\n", " colorbars : bool, defaults to ``True``\n", " Whether to plot colorbars for scatter plot colors\n", " plot_kwargs : dict, defaults to {}\n", " Keyword-arguments passed to matplotlib.pyplot.subplots\n", " \n", " Returns\n", " -------\n", " rnavigate.plots.LinReg\n", " object containing matplotlib figure and axes with additional plotting and\n", " file saving methods\n", "\n" ] } ], "source": [ "help(rnav.plot_linreg)\n" ] } ], "metadata": { "kernelspec": { "display_name": "RNAvigate", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 2 }