From 6c3f4d667a6bd9bc51d0f2fcc0261a4e75ab1300 Mon Sep 17 00:00:00 2001 From: ccarrollATjhuecon Date: Wed, 4 Mar 2020 16:08:03 +0100 Subject: [PATCH] ccarrollATjhuecon: DiscFac 0.97 --- ...eModelExample-Problems-And-Solutions.ipynb | 94 +++++++++---------- 1 file changed, 46 insertions(+), 48 deletions(-) diff --git a/notebooks/LifeCycleModelExample-Problems-And-Solutions.ipynb b/notebooks/LifeCycleModelExample-Problems-And-Solutions.ipynb index cf00254..cc8f490 100644 --- a/notebooks/LifeCycleModelExample-Problems-And-Solutions.ipynb +++ b/notebooks/LifeCycleModelExample-Problems-And-Solutions.ipynb @@ -90,7 +90,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/ms/dev/HARK/HARK/interpolation.py:1710: RuntimeWarning: All-NaN slice encountered\n", + "/usr/local/lib/python3.6/dist-packages/HARK/interpolation.py:1710: RuntimeWarning: All-NaN slice encountered\n", " y = np.nanmin(fx,axis=1)\n" ] } @@ -126,14 +126,11 @@ }, { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -253,9 +250,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -300,7 +297,7 @@ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'Distribution of Asset Levels')" + "Text(0.5,1,'Distribution of Asset Levels')" ] }, "execution_count": 11, @@ -309,9 +306,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -321,9 +318,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -333,9 +330,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -431,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": { "scrolled": true }, @@ -439,18 +436,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 21, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAEICAYAAADcC7pLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeXwX1bn/3yd8s0C+hCiEIEZIY4wRkM2gVCyICIJCK14Rr+gVbE17EW/hasEFW2tRL1pvsAVvC78KVrEqKrQuIMiqKEvYtxhjjCFGsiAhC2T5kvn9MXOG853Md8m+OJ/X6/tKZjnLnJk5zzzP83meIzRNw4EDBw4cOOhICGntDjhw4MCBAwdNDUe4OXDgwIGDDgdHuDlw4MCBgw4HR7g5cODAgYMOB0e4OXDgwIGDDgdHuDlw4MCBgw6Hdi/chBBPCiFeM/7vI4QoF0J0auI2coQQNzZlnQ50CCHWCiHube1+OLBHY559IcRPhBBfNHWfHDQthBDThBDrW7sfTY2Aws14uAuEEJHKvl8IIbY0a88aAE3TcjVNc2uadq6l2zaErCaEuLqZ27leCJHXTHVvEUL8ws/xeOMay41fjhDikXrUb36ISGiaNkHTtFca0++WQHOOu01bUUKIRUKIXGOcs4ztHi3RfkNhPBuJclvTtE80Tbu8Gdqp8xy1JwghVgghFjSi/BYhRKXxbBQLId4VQlwUZFn5DrvkPk3TVmqaNq6h/WlJ1OdjK1jNzQX8uuFd0iF0tHtt0QohhADuAb4HfghaSLSmaW7gduAJIcTY5mhEfQF/KBBChAEbgf7AeCAKuBY4CTTrh5ODdoVZxjuYCLiBPzZHI+36HdQ0ze8PyAEeQZ+4o419vwC2KOdcC+wGTht/r1WObQGeBrYDZ9FvxhZgAfAZUA68B3QHVgKlRh3xSh0vAseNY3uAnyjHngReM/6PBzR0Yfxjo275qwRyjPNCjGv6Cn3SeAu4UKnzHuAb49jjxhjc6GeMRhrXdrdRJkw5lghsNcamGHjT2C+ANKDQOHYQGGAcC0d/WHOBAuAvQGcg0minVrmu3uiTXroxPgXA//ro5wXA+0ARcMr4P8449jRwzhincmCxTXlzfJV9u4DfKNu9gXeMNr4G/svYPx6oBmqM+g8oz8cvjP+nG89JGvrztsDYfx9wzOjzR0BfpT0NmAl8CZQBfwAuBT43xuMty/2YCOwHStCfv4GWZ/1h416cBt4EInyNu2VshgMngE7KvsnAQeP/YO/RL4zjbj/PmwYkKtsrlLG6HsgD5qI/W98BtwI3A5nGuD5mV1YtbxmTG5Vr+NwYu++AxXJsgW1GvyqM8Zmq1oX+vr1tuY4XgT8Z/3cD/mbU+y36/NDJx/U/ifHOK+PxK+MZOAUsAYRy/H7j+SkDjgJDjf1XoD9/JcAR4KeWcXkJWGtcz3agF7DIaCMDGBLoubfpeyr6O1Bt1PteoL7Y1LEF450xtmcCR5Rtn/Mb+pyicf45/jH6e/epZTwfMMbza2NfMrAB/fn5ArijOcbKuLdvAX837tcRIMU49ir6O3jWaGeurzHSNC1o4XYj8C7nXyBTuAEXGhdwD7pQ+Xdju7tyI3LRv0RdQKixLwt9EuqG/sBlGu24jAtbrvThbnTh5wIeQp9EIqwPOjaTr7FftvmssT0b2AHEoQuSvwL/MI71MwZupHHsfwEP/oXb34wbEor+MN2mHPsHuoAMQZ8orzP234QuqKPRBd0VwEXGsUXAv4yx7You/GXfr0eZfIx9nwP3GP+7geE++tkd+Degi1HvKmCNr5fGprzX+KJP6GeAycpLtQf4LRAGJADZwE12k5K1TfSXzAM8aNzrzugTc5YxPi5gPvCZ5UX8F7qG0x+oQtd8Ejj/bN1rnDsUfcK/BuiErmXnAOHKs74L/eW7EH1C/JWvcbcZn6+Ascr2KuCRet6jN4BXArQTSLh5jHsQij6xFwGvG/e8P/oHTIK1rN114i3crjLuuct4Fo4Bs/30y6wL6Gs8K1HGdid0QTbc2F6D/h5GAj2N+/BLH9f/JHWF2/vo71If43rHG8emoAvLYejvWaLRl1D05+ox9Gf1BvTJ9HJlXIqNa44ANqFPxP9h9H0BsDmY596m/9Yx99sXm/JbOP/OdAc+Bv6pHPc3v8VT9wN1OnWF2wb0d0B+VB8HZhj3fqgxNv2beqyMe1uJ/jHWCXgW2GH3PAb61Ue4DUD/mo3BW7jdA+yymWynKzfiKZub87iy/QKwVtmeBOz306dTwCDrg25344z9/wd8AIQY28eAMcrxi9C/plzGoL+hHItE/8qyHVB0QVEK3Gps/9XyoP0dWIqhISn7b0AX6MNlv4z9Av3r91Jl3485/wV1PXWF2zbg90CPYG66Um4wcMrupfFxvhzfEvSvJw1dwxTG8WuAXEuZRzE+VAhOuFnLrwV+rmyHoE+SfZUXcYRyfA8wz/JsLVKegz9Y6v8CGKU863crx54D/uJr3G3GZwHwsvF/V+M+yn4GdY/QJ5X/CXBOIOF2FkPrMfqhAddYxuhWa1m768TPZII+ia720y9rXZ8C/2H8Pxb4yvg/Fv2jpLNy7r9jTIg27Xo9R0a71ynbb3H+o+Ij4Nc2dfwE/SNZfff+ATypjMsy5diDwDFl+0qgJJjn3qZt65j77YtN+S3o78Bp49r3A32U4/7mt3iCE243KNtTgU8sffgr8LumHivj3n6sHOsHnA3mebT+gvZ/aZp2GP3ryEog6I1uwlPxDXCxsn3cpsoC5f+zNttuuSGEeEgIcUwIcVoIUYL+RR6Uc10I8Uv0l+wuTdNqjd19gdVCiBKjvmPoJrlY43rM/mqaVoGujfnCZPQv5Q+N7ZXABCFEjLE9F11g7RJCHBFC3GfUuwndrLMEKBBCLBVCRKF/PHQB9ij9W2fs94WfA0lAhhBitxBioo+x6CKE+KsQ4hshRCn6hBvdAHZpD/T78zD62IYa+/sCvWW/jb4/hj6uwcL6rPQFXlTq+x59PNXnK9hnqS/wkKV/l6Dfc4kTyv9nlLLB4HXgNiFEOHAbsFfTNPluBHWP0J+1oMgBfnBSO0+qOmv89fl+BQshRJIQ4n0hxAnj+XmGIN9DA6+jCy2Au4xtOK9Jfafcl7+ia3DBwtd9uwRdo7aiN3BcmROg7rxVn+eqMc99MH2x4r80TesGDER3N8Qpx/zNb8FCfQ/7AtdYrm8auulRoinHynovIxri+6svueN36GYOddDzjQ6r6INuCpDQ6tsxCSHET4B5wB3ABZqmRaN/sYggy/4B+JmmaaeVQ8eBCZqmRSu/CE3TvkU3lVyi1NEFXfX3hXvRb1yuEOIEuikqFOMl1jTthKZp92ua1hv4JfCSZJRpmvYnTdOuQjcVJQG/QVfvz6Kr/LJv3TTdeQw2Y6lp2peapv07+mSwEHhbZbcqeAi4HP0rPgrd9ArnxzLo+6Rp2jlN015ANyHMNHYfR9cw1XHtqmnazfWo33rOcXTzlFpnZ03TPgu2r5a6nrbU1UXTtH80oF91T9C0o+iT0gS8J+/63KOPgZt8HJM4g/4BJNHL14lBoKIedf0fuv/kMuP5eYwg3kMFq4DrhRBx6B+FcnyOo2tuPZT7EqVpWv961O0Lx9HdH1bkA5dYCG7Weas+bfh77q2wPksN7oumaYfQLQZLDGKb7I+v+S3Yd1w97ziw1VKfW9O0/wyyLhX1HSt//fKLegk3TdOy0J3s/6Xs/hBIEkLcJYRwCSGmoquS79enbj/oiq4ZFQEuIcRv0f0rfiGEuMTo639ompZpOfwX4GkhRF/j3BghxM+MY28DE4UQ1xnMtafwMU5CiIuBMegkhcHGbxD65HWvcc4U42UG3ZyqAeeEEMOEENcIIULRJ5hK4Jzx9bYMSBNC9JTtCCFuMuooALoLIbop/bhbCBFjlC0xdtuFQ3RFF5wlQogL0T9WVBSg28Drg/8B5gohItD9JKVCiHlCiM5CiE5CiAFCiGFK/fH1ZMz+BXhUCNEfQAjRTQgxpZ59lFgG/MoYdyGEiBRC3CKE6BpE2Trj7gOvo78fI9Enc4x+B3uPXkWfAN4RQiQLIUKEEN2FEI8JIeQEsB+4yxjf8cCoIPrvC/uBm4UQFwoheqGbGn2hK7oJvlwIkQxYJze/z4+maUXoJrXl6BPcMWP/d8B64AWhh0GECCEuFUI05rok/h/wsBDiKuOeJxrv/U70926uECJUCHE9ujvkjQa0Eei5t8I6To3tyyvoH00/Nbb9zW9F6KSM+rzn76PP8fcY/Qs15q8r6lGHRH3Hyoqg56iG0PKfQvdDAaBp2kn0yf0hdJPKXGCipmnFDajbDh+h+10y0b+KK7E3c1oxBv0r9G1xPi7riHHsRXQSwnohRBm68/Ua43qOoDOFXkfX4k6hs8/scA+6b3C9oaGd0DTtBPAnYKAQYgC6I3unEKLcaPPXmqZ9jS6glxn1S2ampPPOQ3cw7zDMPx+ja1xompaBbo/PNtT63uhMxCNGGy8Cd2qaVmnT30XoDuJi45rXWY6/CNwuhDglhPiT76H1wgfGNdxvmMImoQv5r412/h+6GRnOT/YnhRB7g6lc07TV6B8LbxhjcRhdM6o3NE1LR7c8LDb6nIXubwimrN242+Ef6KbaTZZ3IKh7pGlaFbqPOwPd/1aKPiH0QJ8EQQ/LmYQuJKehkzEaileBA+i+jPXoH4S+8DC6RlqG/uxaz30SeMUYnzt81PE6+vW9btn/H+gEg6Po9+ZtGm+eRdO0VehM4NeNfq9BZw5WowuDCejP6UvoH8IZDWgj0HNvxd+AfsY4rWlsX4zyfwKeMHb5m9/OYLDXjfaHB1F/GTAOuBNdyzyB/k6GB9M/S131HSsrngXmG31/2N+JkgjgwIEDBw4cdBh0uIBqBw4cOHDgoF0INyFEtBDibSFEhtBZkz9u7T45cODAgYO2i/aSWuVFYJ2mabcbJI8ugQo4cODAgYMfLtq8z03osV8H0DMqtO3OOnDgwIGDNoH2oLkloNNXlwshBqFnV/i1EVwNgBAiFT1nG5GRkVclJye3SkebCrWaRmFpFT2jwgkR9Qkjanh7zd1OS1+TAwcO6oc9e/YUa5rmL1lEu0J70NxS0KmsIzRN2ymEeBEo1TTtCbvzU1JStPT09BbtY3OgvMqDO7zx3x5NVU9ToC31xYEDB94QQuzRNC2ltfvRVGgPhJI89Px0MsbnbfTEnR0aTSXYlmzKorzKY243tJ6mgN01lVd5mqx+Bw4cOJBo88LNCIo+LoSQix6OQQ/0dBAA7nAXD9yQiDvcVUfQBYtgyzVEQJVXeUjbkEna+kxHwDlw4KBJ0ebNkgBCiMHoUexh6MsjzNA07ZTduR3FLNkcaIhZUAodf+WkAJSCtKnrbygcM6gDB8HDMUu2AjRN269pWoqmaQM1TbvVl2Brz2gJzaUhgmfJpqyg6m2IYJNlm0uwNURTdeDAQcdAuxBuHR2BJuLWmqDrI7TamobUGIHrwIGD9g9HuLUB+JuIg9FAmkL4+aqjoWbGxp7TFHAEmwMHP1w4wq2NwNdEHEgDaQrzW0FpZZOY8IIVxI650IEDB82NdkEoqQ/aKqGkOckNjalbCpvpI+KJjYpodHvB9KU1iR4OycSBA3s4hBIH9UZzayuNmaylZmgVbP78f/6upS375+z67miQDhx0TDjCrQXQWuSGYCdua7/8CbD2TNSw9t0xkTpw0HHhCLcWQmsItoZO3IEEWH2upT7tN7eQsZok27OgduDAgX84wq2DorETd1Om/yoorQz63OZKEear/rYk2BwN0oGDpoMj3DowWnvidoe7mD4inhXbcwJO3I0RxsEIxraupTkmUgcOmhYOW7KV0JKsvdZmCKrtN1dfWvsamwId4RoctF84bEkHjUZTfqUHqqOpYtgag5YgcHQEodARrsGBg7YCR7i1AprKRBZM2q4V23OYPiK+wea+pkRjTY8OHDhwECwc4dZKCGaCb6yfylcMWzBoLi2ruXxq1mNtURi2xT45cNBR4Qi3FkR9afHBBBwHEhbBChProqH10bLUxVCbQ8jUNwVZeZWnza0R5xBGHDhoWTjCrYVQ38mtJQOOy6s8LFybQdqGzDoCLpiyku6ftj7Tqw65GGmwffYnGP31xVb4CahoQ4KkrbM1HTjoaHCEWwuhIZObv4DjphJysp6wTiGkjkyo9+Srmj7njEtiztgk7zp8kHGt/bcSXxryMaD+nzoyIagQhJaEI9gcOGg5OMKthWCledd30rXS6X2Z3Rpi+gRIHZXQIN8cnJ+0rQuPusNdzBmXVGdStzMjWokvjdV0YqMiApoyHbQenPF30NxwhFsLwG4yr49WYkvnF4HbsTuuQgZZA82m5dgJFym4rNtW4epPsPnz8wUq7/i/WhfO+DtoCThB3C0EqXnJvwWllUFpSnIimJISR0KMu059vur3VY+dH08KGl/l6ptLsj6+uoZoZ7Ls9BHxLN2aDYK65tAm6qeD5oEz/m0PThC3gwZBCh5JvghWU5La1ar0PJ8EC/VLOJhFT9V65D5V4DWGECL7EYg1GWj1cX8I6OcLAs7E2rpwxt9Bc8MRbi0IdVIOlhxSXuUJ6D8K1j8lBVva+kzT1GltK21Dprc/T9NZh/5CEuS2am4MxgzrT8MMRjjKv00RM9jW0N7668BBW4Mj3FoY6qQM/v0PwWhk1nqDgoBIG4HoDncxZ2ySSQJxh7uYNrwPS7dlmwIvkP9QllPrVoWePx+Zeq4vzdQf/Pka25OPp73114GDtgjH59YG4E94BToGvjUgf8cCCUNZfuGHGcwak0ikxXQZrP9QPTdtfSY1tbWEhoTYsij99S1QnwP58Jrbx9PU9Ts+KQctDcfn5qBJUJ8AZV/l1aBptb6C0sq65kV8Czw7E+CSTVkUllZyIK+kTplg/YdWzXPOuCTmjk/2K9j8rQDuD8GkImtKWMe1qTUtR7A5cNA4OJpbK6AxTEFrPRIq61EyCa3aVtqGzDrkCykkrQJH1crUetTjFYY/MBjNrT7XZNdWW5rs5ZipsYHBasNt6TocOFDhaG4OGo2mSsUk/VtqfSpppU79Nt8xFVUeqs/Veu1TJ+HIcFcdH5sUlEu3ZgdkfjaWxdic/qfG1Fl9rpal27L9mn+tbTl+NAcOWg6O5tYO0VANwC42TvrB5o5P9jI3Wtmc6jEZ+C01uub2NzWHxtNY7TlYoWYt42huDtoqOprm1i6EmxAiBygDzgEefzegLQu3hkza1km0qUya1vqtbfgSWgWllUEFTjdk8pfl7K6vuQScI2wcONDR0YRbezJLjtY0bXB7HfxAFHpfZazEEF/B2MH2wQo5uVvp/Hb9BYIKnLaSXfy1b9efhoYC1BetKdgc86QDB82L9qS5pWiaVhzo3I6kufljVPozH9pB+sZUwRioL1ZzpF2aLl/aXaQlns/afn3RlrSsYFOnWWE3nm3lmhw4cDS31oEGrBdC7BFCpLZ2ZxoK60QWTNyWr/OsGpw/7aa8yjvrvp1W5qsNta2KILTPgtJKfvXqHiqUOq3tq/0KFs2VhaS+ZeT1FZRW1qt+a1iEs2KBAwfNDE3T2vwP6G387QkcAEZajqcC6UB6nz59tPaMssoa86/8X91vd/7/fHhMO3H6rN8y1vLyXFleLWvXltqOCuu2r33Wvqjt+rquYKD22a4+f/U0tA921+frPLX+YK4pUJ8cOGguAOlaG5jvm+rXLjQ3TdPyjb+FwGrgasvxpZqmpWialhITE9MaXWw0VO3LmvcxUHDz9BHxrNie46VZqXX5gmxDsh/Vtq3l1BADtV92YQB2JjsrIQbwm00k2HRb0q8nx8GXr87X2NW3D+VGbF8g2GmrwWifTRUm4sDBDx6tLV0D/YBIoKvy/2fAeF/nX3XVVX6+TdomAmlPVo3Mrrw8rmoVUnOwahDWck/964hXHV8VlgWtPdRHU2rIOYGue/67h/xqgsFoicH2s771NLf25Wh3DpoSOJpbiyMW+FQIcQDYBXygadq6Vu5Tk8IahC33gbemYwf1uFWTio2KYPqIeJ+rCsjtmtpac7u8ysOq9Lw6WpC/vlv74kvjktpgsPUGo8GFhYaY5/u6xoZqQ3Z11aee5tS+nKBwBw78o12wJeuDtsyWDAZ2TDx/TEG7OLj6xMTJuDU1/VZ9Y9RUFqCvcpKI8Zd7rgqYskrdr46HHcOzPv20q78xaG0GZ2u376BjwWFLOmg2+GLiqYxICdWvJrfluWo5lSGplpV/V2zPIXVUQp1zgtUKfPkJrYiNiqgj2Hz5tFQ/mdREfcUJVviJo/N1zYF8kcGgLWhOjmBz4MAPWtsu2tS/9uhzU+GLafjUe0e8fGOqj86fv+mp9454+dys56q+Orv9TeEfa8h+X75HFYGuy9cxXz7I+qIpfV5tqS8Ofpigg/ncWr0DTf1r78JNwhcxwt+2FV8VltUhi9iRUySpxCpYVbKJrzaCuY6mpuj7qsdfGw0hvrQUGkv/d8IHHDQFOppwc8ySTYimMlHZmbzc4S4vExzgld7KLkvI7Df2M214H/O4X3KKsTq33f6KKo9pdvRFq/cHa7owtS47SOJGMLCaYRtyrLXRWPq/Ez7gwEFdOMKtidCUPhjrZFVuCBfpjzPb8MEFKq/yEBnuYlBcNGeqvftlx4J0h7uYMzapTh3ucBepIxNYui2bpVuzveLh/Pm31H2qT1Bd3FTW5Q/WdlrLvxXMtTa2/sYKJkewOXBgQWurjk39a02zZFOYhex8XtLkJLOQSD9aoLi1Q3mntFsXf6odyjtl7n9izSGf/iw104nVp+fLxGfnA1TPUU2dVtOo1ZQWyKxY32wfwdTrb5+vdpvSBBioPsfU6KClgGOWdGCHpvj6tjIPC0orvbQ4yTQ8U+1h6dZsLzNlQWklaRsyKSytNE2JHxw8wR9u7c8HB08AkDoqgdCQEK+2pBZSUeUxM50AXqt6Q10Tn5WtKc9PW59JdlE5Cz/MqLOQqRrDZ6ed2pli1f9V82bahkyfjEfVdGo1gdq1EygDjNrPpjYBNiRLSkvAiZ9z0N7hxLk1AYKJJ6tPXe5wl20WfTnhpK3PZNrwPqxKzzsvVDZkUlHpITLCxbRrdD9bT2M1butEZY2JU2PQQKftq8fkoqR212ut77l1GVTX1HIo/zQvTx9mW7YhMXvqdnmVh4UfZhAWGlJn6R11vbnUkQks3ZpN6qiEOmnDrG0E6ldrmf1ao+2mfJ4dtB90tDi3Vlcdm/rXWmbJpqRy+zMbSvOk3XFpinzknQPa0KfWa18VlpnHnvrXEe2p9474NNGp5kg1bZcagmBty1ffT5w+6zOkIZAJTjVvzl99qI45UE0QbXct1nPsrjnY/gR7TkfED+16HXQ8s2Srd6Cpf+0xFECdhNUJWtPq+qz8+Z6+KizTJv3pE21ndpH2yDsHfAokf/FeVsFpFVQnTp/1ChuwCxcIJMDs/IrqcfVarG3Pf/dQQIHlbzvQ+Q09p72gI12Lg6ZFRxNujs+trcCwDqtZ/nd9XeyVscTqq1Kz4pdXeVjxWQ6X9XTz0ZFC7v9JQh2flRoOIM2eU1Li6qy7ppokJVPS9LFtzuJMjcfcB4DAqx3JhLT6xOT5ql8xu6jcK2NIhdHOqvQ8Ft052MucGBnuIiw0hNSRCXXMlWr7qn/NDr78er4QzDntwUfVFrKqODgP5z40M1pbujb1rz1qbppW94v6q8Iyk+no63xVa5Ia1VeFZT6z+lvZinaam3qOlZWpam12LEi13LxVB7w0LzuToWxf9lde81eFZT7XTLMbJ1XTVfvty6Ta0BUP/J3XXkyX7aGPPwS0xWeGDqa5tXoHmvrXXoWbHfxN8NbwACkc5IRul21E9WepZlB53Cqw5r19wFaw+XoxVQFj5xuUAkf+tTNRyqwq/kyPanvyA0AdDzUrSyDavz/zZmPMn01hDm1qtKWJ1EHbux8dTbg5ZslWQjAmCduMIZw3/VVU6eZB0IOzE2LczBmbxJxxSXVWFqio8pjmzIoqD9U1tV59Wbg2g/tfSTeDxCuqPBzNLyWnuNxkINbU1prsR2l6VCn30oQqzXiSdSlNYZHhLtD0vqhmWJURmBDjZs64pDosSLtxk8mYB1wczQM3JFJhSQStLiFkHT9Zl18znZ8geX9hC4HqrY95sDmz3rR3tPdrcZiozYzWlq5N/WvrmpsdKcTXeb7OkZrP/HcPaU+sORQwEfCJ02dNE6E0ZVrLSVOj2u6hvFPazYu2afNXH/IyT0qtZv7qQ17anB3JxBpsLtvcmV1U59xgxk41QQZ7zHqev+2mONYUx+U5TR0w3lHQFs167R10MM2t1TvQ1L+2LNyspkF1v6/zrdvqJG4VOP58bFJAaZpmW041wakmPSkE7fpWVlmjfVVYVofBKOuTPjRr+UN5p7RhCzZoXxWW1elboDHxJ8iDEShNtSJ3UyPYZ6C+5TsyfojX3JzoaMLNMUs2I+zMJuqK23brlKmwM3XJOiLDXazYnuOVpSRt/fmsHQWllaStzzRNfjMMBmZ2UblXObMNaS5E/7tkUxaFpZXMHZ9smhdlP1Qz4soduYgQmHZNH68sHnPGJpEQ4+YPt/avYyIdcHE0b6QOp6exXwi82Jf+xsRuVXFfyaOt90Bd3y5Y+FpHTo5DQxJJB2pDRbBMzWBMju3djGeFY9Zz4A+OcGsm+JoUrcfBPpmxFWoIgFvxe0mBVVHlofpcLUu3Zes0+81ZVJ+rNan1K3fkMiUljpU7cxmd3IMV23O8QgxSRyV4Cb9bBvbiobcOmCsCLFybQXZROWnrM71WI5gzLokHRieyKj3PrE/1wz2x5gjZReV1ricy3HVeWI9ONFcCl2WtKwlYx0JtS+2PCutKBmqoQ7DwlX4L9I+J59ZlsPDDjEYlV26JVQGawufW0YSjg44NR7g1E4LJSSgnyWAnXOvkFRsVwZSUOGa/sZ/FG7OYdUMic8YmERnuQqvF1NYqqjzmkjYlZ6pZ8H4Gtwzs5bXKdWxUBNNHxLMqPY/pI+IZcHE0f7nnKiLDXaRtyGR3zvcsN8gaqSMTAMyVsGVZKVifW5dB2vpMIsNdPHrz5azckVtH83p/m8QAACAASURBVFNXBpCkmPIqjyk81W3r2BSUVnL/K+nnhaYN8cPahqr11leI2K2i4A53mYI9LNT7NWqIIGnuVQEaIkCDzb/pwEFbhCPcmhG+1hBTtbZAk45q9rIKiPIqDwkxbpbdm8KM6+KJNXJJSmHW0zDhRRpmwooqD9Gdw1h052AGXBzNlJQ4AC824wM3JJpmRPk3MszFH6cMZN6EZAAzubLUHFUmJICm6UmaK6o8LHg/gzM15/stBZdsp6LKQ03teeamZEqaUALEJSLDXfTvHcXKHblmGbsclLINq9bbGFjNnLFREV7MTrXt1sxHae0r1E+AWoVZa1+TAwf1hSPcWgFW34+vCUNm+pe+NJnJI21DJgs/zPAyx81+Yz/ZReVmFhE470NbsimLnOJyHvzHPqYN70NCjJuC0koeeusAhaWV3DKwF4ApeGTbsm+poxJYvTdf98VtzjL7LjU2KTRSRyXoWUQ6hRAZ7iIy3MWye1O8s6VYQgCWbs1GM/x9z63LMNuXWqFdSIA73MXjE/t5Uf7tfGLWDC31hd1HhZ32YhdaEMj/11SwM4daV5ZoCOyEWVsVbI426cAOjnBrYgTj1Lf6fnxpZ0s2Z5E6MsGMW1O1sFljEs2JPzLcRb+Loli5M5fC0kpCQ0KYOizO1LBuGdiLN3fnce6cRqQhCGKjInjhjkEs3ZrNvS/vIqe43CSVqDFrJoxldPbnlph+PPU65P8VVR7mjNM1ryWbsigq04WojH9TtSy5LTVCWXdFlYcpKef77wtq26pQaaiGYWeGU4VEYWmlbd3qh4CvthsrbHz117o6uqqxyjH0F2/nD21VmKlwzKUOfKK16ZpN/WvtxUrrk/Ve7lOzisjj1sTBavYNXwmPZYYSNSWVmsVDUu9V2v5XhWXaI0YmEnU1AGvaLLnCgJoFRb0OWUbtl9w+lHfK50oGKuQ1TPrTJ9oTaw6ZbdqdG6guX+PvL1zCVyqyE6fPao+8c0BL+cN6cwzVPtuFO1jbUNOMNZTe7ys0xFff/cX9tYU4MSd+r22BDhYK0OodaOpfa8e5NSR41y7uTBUoZtC0ErRtncie+tcR7ZG3D2jz3z1UR3geyjtlxqKp6alUYWYVSGodUqDZxcHJMnKCt0u59cSaQ9qkP33iNblbg7fVAHIpDNVzgwnQ9jfGsj3rdVhXHPdXpxRs1vEJpl9qm8Feg78VwO2269tmUwiFhtbRFoSrA284wq2N/1pbuNUH/iZuX1/ph/JO1VliRtPqLkUjjz2x5pD2yDsHtEfeOWBOzuokbTdhW/s1/91D5tpqvgSDqrnZaXBWoSeDt2VZVThaBa56fVYhZDcOvpJGy7as5Xxp1MHct0DnNQbBPBOB2q3vh0F90FgB5Qi25kNDxrajCTfH59aCsPPpVFR5vFiH1vPVfYWllTz27mFv9qFBlY+NiqiTU7KiyoP+AaP/lm7L5ndrDjP7jf1mu6vS84DzYQlpGzJNIsqUlDgiw12IEJg0qJcZ3C19WzK/Zdp6nYgiqfdqoLUkjUQasWkq+SPMpT9+keEu/nLPVcRGRZgkFdXfZrIxBV59sPOLyT6oJA/J0pS5J+UyO/I6pJ+qwlKfLz+OdekhX/e6vr4gu3AJKzvT2g9reTuWo6/nq7Foivg8B00Pxw+pQ+gCu+MgJSVFS09Pb+1u1IF84NTJQE7GUrCo+5dszkLTIKxTCKmjEvRYMAGTh/QmvofbFBJpGzJJHZlQJwuITHacOirB3LdoQybV52qZOiyOfr2jcYe7yC4qNzOFADy++iBR4WF4tFoOHj/Nn+8awqINmWz/6iTj+scy+0Y9jq6iysPijVkg9Awjc8cnmzFv8nrVPk67pg+z39jPojsHs3JnrhkrJ4O5rWOgll+ySWdoFpVVMuDiaK+JWz3PmoRZLbt0azZzxiWZAm76iHgzCbQ8d+GHGcwak2hmZJHB4tax9XeP7UISgi1r9nVbthm6UZ+27cZRPW63vyF9ddD20ZD7KYTYo2laSjN1qcXhaG4tAF8sPlXD8ZqQN2eh1aIHZRva2JxxSaSOTOCDgyfM8u5wF6kjE7xYgwWlleYio6fPVpv0/aKySjQNDuad5rf/PMpz6/SMIzNf28uC9/TtnOJytmedZOrVcdz/kwSG9r2AyHAXMVERvHLfMB6/pR9FZXoowuJNumCbdUMic8cnU2gIatkH+eVYUeVh2jV96BkVwWU93aZgTFufydJtevC2mvHDTnBNHxFP2oZMZizfbQZuWyn3dmEVKnNQsjRV1ql1kdQDeSVeZWWwuD+Go78wAaugs/vf2ld15QQrozZQeTUsww6+vuadL/2OB+dDhfbhcwM6AfuA9wOd29Z8bg1hyMlFR+2O+Uti/NCb+7Sx/7tFm7/6kHYo75R24x+3aA+9tU+78Y9btBtf2GIuAqr+bn5xm7Yzu8gkoqg+ODXRsryWYQs2aDuzi7wWHVUXGVXLnjh9Vrspbat2U9pWfYWBF7dpXxWWaQ+9tU975O0DdfyD6hpvdn5AlalYX5+C3dhZFzq183HNf7cugUc9HojUYXdtgRi1VoKLdSx8+RQb4wNsKf+X42drGFpi3HB8bq2CXwPHWrsT9YUMlJ6SEhf0l5QMhl65M5fD3+qahOk3MrQdqR3Jv+5wF4WllRz+thRN09NuxXSNICw0hJnXJ5J25yDCXOcDqyPDXWbKqz//+xA+OlKIR9OzhPQ0soao67VJDSIhxs3zt1/Ju3vyWbotW9fANmSyckcuj958OQkxbnPduNioCCLDXQyOi2bwJdHEdI3gyt7dADiWX2amA5NtuI34PTifKsuaOqtnVEQdDcNXNg4V5VV6gLiasqugtJJV6XncMrCXOaZqgmh5L2aNSWTp1mzSNmTaanDWFGs+oQSvB4qFk74/tR+qhm9X3l+9gUySAfseAMFqfI6G2DA449ZAtLZ0DfQD4oCNwA20Q80tUPyT+lct899v7tOGPvWRzo5UvvqlRjTpT59oD725T7vxhS3mStRfFZZ5hQ+o2p+qVR3KO6XNX62HFcjz5LIz81cf0m5etE37r9f3mPR9VXO7edE27cY/btYO5Z3yYnBK7WzSnz4xj8l+yDZke+r6b76YilJrsmoy8ifj+WR4g91SQuo4yz6obE7JPJ2/+pBtDKBa3srCtIZHWO+pXfv+YNWWgynjqz27eoNhVjYE9WVMOppbw+Bobh1Tc1sEzAVqfZ0ghEgVQqQLIdKLioparmdBQCVYqLAy/VQNZMX2HB4Ynci4fr2I6RrhlRhYakyL7hzM9BHxFJdX8drnuUwfEU/PqAhWpefp2fsNjerwtyV6nZ/lADoD8ok1R5g0qBdarc7AXPFZjtnGvAnJLLz9SqI6hzF/YjIrd+by/Ee6f25Veh4PjrkUECz7JJvn1mVQWFrJa5/nUlh6FoDLYt385u2DZqZ8mety9hv7OVPtMcekosrDr17dQ05xuamhyXRiUhM9kFdiMjfVhMqg+6SWb88xVxSXfjtrxg6p8YK+yrfUKqePiOeDgydIHZXAjBHxZioyuyTMqq9O+uJmv7Gfkopq23tqx4oNBNU/KBHoaz2YL/pAGl1jNYL6MiYdX1DD4Ixb/dGm2ZJCiInAzZqmzRRCXA88rGnaRH9l2iJb0sqU9MXws5rErIy98ioPC947yqH80wztcwGzbkgkbX2mme4qNirCiw5fVFbJfSvSWXzXYH675iiv/PxqYqMiyC4qZ+XOXM5Ue3CFhFDjqSV1VALLt+fodW7I5EyVh+jIMMYkx/Dfbx3k+stjmDEinsfePcwlF3Ym80Q5/S7uSlR4GDOui+elLVn85iadMSn/V1mH2UXlLP80h3k3J5vXdjS/hAXvZzAoLpqpV8fx5u48MxXXkk1Z3DKwFwMujjbHUB2XhWszmGEwHiXjVI5VZLjLa1zSNmTa5qhUmZDqGNsxHiU5RjIss4vKWbotm/kT+3mRgWQf1fLWffV5bgKVawxDsyHn/5DwQxsbhy3ZshgB/FQIkQO8AdwghHitdbtUf6hft+rXsuqrkVR0mTzYqsmZfqlxSbw8fRjzJiSbLEDAZPWpmf3loqA93BF06iTM+hJi3Ewe0pv7f6JrLaGuEM5UezhwvISiskr2fHOKLwrKKDlTzbbMk/zf3UN01mTXCJbdm8JvJ/Vn0CXd6Oxy4TEy+nd2uViyOYtln2RzOK+UorJKU2sqKK2kZ5TuAyw02JxpGzL56HAhi+4czIzrdKF5xhAgkvn3wcETPtmHntpaVu7INa/XjKkzNFsZEyd9edaPB2scmdXfJs+R2vXCtRnct3w3z63TNdLIcBdH80t1bQ97Dc26r74aUjDJl62CzU4T8+eXrK8gbOx5zek3asq6HT9X+0ebFm6apj2qaVqcpmnxwJ3AJk3T7m7lbjUIqiDzZcYRIVBdU2tS5dXlYeTkvGJ7jhcRQwY79784CjhPvpCmuchwF6vS8/jzvw8B4Ll1Gez6uph7X97NL1/dw7Jt2ZRWVrN6bz7zJyYT38PNVX0u4A+39iemawSpoxLo292NVqubRCUhpVuXMO7+cR9cnUJYui2bSYN78cDoRGbfmMSAuCjmvX2IwtJKTp+tZunWbDMkQK49lzoygdRRCSTEuOkZFcGiOwcTGeFi8cYssovK6wSCq2ECFVUeuoS5mDa8T13qu2GIkCESXiuTb/AONVDvQ7ky5uo5Mh5u3oRkXp4xjLnjk00z5aI7B7MqPc9nqIfcJ+u3mp/ri0ATrl0ffJm/g2krUNv1DStQ+9LUqO/1BUJjA9QdtD7atFlSRXs2SwYLGZ8mWYN2Qbym2c0wtUlTWdr6THPJmQpDgzlT7aFL6PmlaJ5bl8Gu7O+5OuFC7jDWcusS5mL2G/t5aNxlLPo4i9k3JrIxo0hnPY7WJ+ZV6XlMSYkzg71l5n7JNnxw5T5KKmsYP6AXj9/Sz/TjTb82ntlv7OeZ2wbwwcETZkYTyciU5lM1wPr5dRlkFpSz6M7BJMS4zWtevCmLeRN0s+fSrdlMG96HVel5dQSUWi/A4o1ZiBA9QwsazLtZN3sGwyo0/XUCM1Be1biDMTmqJml5rtVMXR80xOyothtMWV/9s167r2vw146auKCpBIfsi8yO80MzJzYVHLNkK0HTtC2BBFtbRjBflHI5G/liqsHZso4V23NM4sPR/BJTc0sdlWAuObNiew7TrulDl1Bdu5Ga3h0pcfzxjoHMHZ9MlzAXT6w5AsAztw1gR/YpZt+YyMOrDtLvIjdbvihi0ceZzH5jv06X35pNYWklCz/MYPrLu1j+aQ5TUuKI6RqByxXCyMt6MPvGJFPoPTA60VxIVS6MunRrNit35poCSq4jpy5I2k0SWYzVu7OLylm6NRshdPLL0q3Z5uKm1mwvSzZlERnu8krfFRYawgOjE5k3IdkUbFJ7sGoQVi1QhmVMu6aPqQUu2ZR1ft08GzOkFVYav3VffVFfwSZDC4It60sLtZb3dw3+2lE18qaCSsYJ1pzomBs7PtqN5hYs2qLmJlNhWVeMVuHrC1/VRCRhZOnWbG4a0JNZr+9n8V2DufpHPcyJWp5jnrstm9NnqtE02JJZSIw7gpfuHsrSbdncNrQ3Hx0uNDUTgCfePcjx05X8/qf96Ntd15wqqjxM+cvnjE6OYfq18bz2eS53/7gPq/flkzoyQV/A9Nrz5I4pKXGm1iUnEfllDboQf/r9o+zLLWFIn2hmG5rqiu053DKwF6v35VPtqWXGiPOaX5cwl5m2q6LKw0NvHTDzUaokGitBRCWNqASdxZuy2PvNKV6eMcxniiur5hYZ7iKnuJwn1hzhL/dcVSd9l7zGSIuQVNsOFoG0wmDr85XizVd7DdUo2xICjU1jNOeODEdzc1AvlBtaiqTBW49JyK/PwtJKk4QhBZvUeqQPDQH9ekez+K7BfHS4kMPflnD/K+ks2ZzF4W9LTC0jNiqCadf0IbOgnAduSOT/7h7KKz+/GoANRwt04WRoJpHhLp3yX3yG6ppazlafM/17CTFuXrlvGF3CXLy5Kw8RAit35Jom0QdGJ7JyZy5Lt2YzOrkHK3fmUlBaaSYolnR/KfwAZo9NYnCfaFyd9EdQCra30vOYPKQ3s25IpGdUBEm93Lz2eS7Lt+dwptpj9kcKtvIq71yRUtNdui2bw9+WmAHa5VUe058WGxXBjBHxXBV/ganV+rovc8YlMWdskmn6Xb0vnxfuGERsVEQdTUbmhVT9g7K+QL4mq4Zu9f9Zzw3WvyQ1JQicfgvoEBN+oP47/rQfBhzNrQVgp7nZfT3KXIZJvdx0dunZ+KXfS/XFSTz9/lEQ0CXUxcik7nR3h/PYu4d55rYBrN6rC67YqAgOf1tCTNcIfvXqHlPjOJpfQr/e0eQUl/PYu4eZPzGZ3//rGH0v7IwIEez8+ntemDKQ5Iu6eWlDUqAt3pRl+rCs1P7LYt14ztWSVVTB3JuS+O9VBxmbHMv8Sf2A81qpiooqD4s2ZJKecwoh4JqE7mZYQminEGaMiGfljlxzDK2+JNBj4Wpqa3lgdCLPf5TBse/KuLJ3N7NdGR4gfZK+Ek7LDwo7n55s0xektq36fsqrPBSWVpqap13so+y7JKzYtWX1efnyGzZE23P8VK2LtjD+jubmoN5QE/dKyDRV6j7JwHvypwOYNSaR0JDzWo00G8ov7IoqD0fyS7n/JwncNKAnD686yLJt2cT36EKXMBfV52pZui2b7KJy5r1zCIAX7hgEwIL3jrLg/QyO5pfw8KqD9HC7WL03n4W3X8lFF3ThP6+/lJemDeG5dZnc+/Iu0z+1eFMWv/z7HkAP9p5xXTxwXuj99p9Heea2ATwwOpEvCspJ7tWV5Iu6cf1lMWbIgjQLysBqwGSFujqFkHbnIFOwSWam1OJSRyWYMWZpGzJNDVf6syYP7U21R/fHdYsI48//PoT5k/qZx2Uflm7NptpT68U6ldexZHOWKdjUpXNk34OZgJZs9l6GJ219Jsu2ZVNR6fHWJNdnsnCtHvqROirBvN92bVm1NbsPhGDYlL7Q2hNrfdAYxmlbhBN20DxwhFsLQZ08sovK+dWre0xHv0S5QcaA8wJRZtOQE7GccKUgjAx3sTmjmCXThhDaKYTME+VmMLY0p6FBUVkly7fnsHhjFmGhITxz2wDe3J1HTc059uaeZtfX3wMw7Zo+PLHmCH27u1l4+5UMvkQPol6xPYdJg3pRXFFFRZWHnOJyZr+xn8feOcj9r6Tzzclyisqq6BLmMnNKymVwoiPDzHyJMvi5+pyScMYwHoR1CiG+h9uM4XOHu5g8pLdpEpTC+qG3DjB5SG+TRCOF77x3DrE/V8/HOWdcEgkxblMYyntQUeVhzrgkZhjjKCeWw9+WkLY+k11ff2/GzkVahEsgSK1N9kGSHFJHJdAlzGWaOKXgSh2VYK5pF6sIb7t67UIXrKEFvkIBOhIaGtrQluGYSZsHjlmyhSFfTpV0YT0O3l/mCz/MwFNbi6tTiLm+W0WVh5U7ckFg+syWbs1mZFJ3ki/q5kVqOPxtCav35esTuyHwCo0UUvMn6szJZZ9k83XRGVNggpHqq9LD/Ek6vb+4vJLf/vMoT/2sH7//1zHmjk9i25cnzSVtCo1g7ac/OIorJIRJg3rx7Idf8Idb+/NWeh4TB/Zic0axSSyxmuesoQ+Hvy3hvhXpvJE63AwfkGbWDw6eMBcYlYQJGaKgjmt2UTl3Lt3BG6nDiQx3cf8r6cyfmMyzH35h+u2yi3RBnRTrxtUphPkTdTOmNBtb27ASVNT7Kv2mCTFur+MyhMNKyVdNl77WtQtEufdH3fe3xptdXdb/A6E+6901FdTrdgRC08ExSzpoMNSv6542fhfADOBWM8TXGIJt1g2JpI7S2Ymz39jP5KG9SR2ZwModuSzdls2wH0Xz0KqDPP9RBgvXZphU+g8OnjAFoBRsK3fk8tC4y9icUQxAj8gInrltAMs/zQF0TW3ykN5ERugMwQdW7iX17+k8OuFy3tt/gppztbx38DtTsKWtzzRj7A7mnWbSoF78ds1RMxh8e2Yxv3/vGKOTewC6aVAlWDy3LoPFG701kdX78nl5eooprGSZ1fvymWLE6UktS/6/Kj3Pq96EGLeXcOx/cRTvHzxhkkLKDWG47N4UfjM+2fRrqgHYS7dlmzF6MhOMnZlQCj/ZBzXPpSSaWPdbwwMA23rlZK4ST1T48g0GIpPI8yUJpj4msoLSSn716p5mCcr2B3XMHDjwBUe4tRCsk4avpMmLN2VRU6v7g6akxBEZ7iLMFcLUYcpkPjqR+ROTzYVL54xLYto1ffjr1q95adoQ7kiJI6yTnupKLrnTMyrCDPp+8PV9FFdU8ty6TEYn9+CJNUeYPLQ3MV0j2Jt7iqKySm4Z2IsPDp5g8pDefHDwBL//WT9iukaQfFE35t2czILJ/TmWX2bGv1Wfq+X5jzKoqPIw9JILACgoO78QaKdOgrk3JfH7fx3jmQ+PUlGtL6Jabpg4SyqqEdanUUNPHG3UIePhKqr0RNBPf3CUtPWZJsMU8FrCRo5pZLiLhWszePD1fUy7pg+hISH0VGKipFa1ZHOW6cvzmtw1zA+Dfr2jTA3MTptasvl8MLF6fM7YJNPM7E/gqAJJ3SczrCx47yhpGzJNJqp8hnw9Z24/fZWQH1Bq+8EIjshwl6n9tgQ6ggnSQcvBEW4tBGswr/THSDOWRFinEKZfG2/GchWWVlJcWsnDbx3k3pd38eQ/D/P8ugx+/69jXsHVPaMieOGOQXQJczHrdV2rk5R5uQ4a6BPSFb278usxSVwVfwF9u7t59ObLeXN3HhVVHuJ7dOHhVQd5cOU+U8CNTu5B3+5uOokQigyBtTmjmLnjkwgLDWHp1mxGJF7IpmOFLPtET8X17t58LugcyorPcli2LZsQIegc1onE2EiOflvG3cN1IZNTXM5/vLyLT74sNrOmSEwe2pul27JNBuPkIb31awhzcUdKHC4RwuShvVm5Q08CXVhaycOrDlJReZ4gsnBtBos3ZZnU//gebpPcI+n7Mvi92lNLmEs3+wKm5qySgaR2KlFe5fFazXtPzilzv2oylM+A+tcuCN368SPrkoH5kRG6H1ISXlRhaX3O1D7amTTl36Vbs1G9E8EGe0ttvSXgkC4c1BeOcGtBWJl3kiJ+59IdZBeVm4w/SSp59ObLOVPtYWfO9zx1az9emjaULuEuNGBgXDdiukZwurKamSv38vT7R1n+aQ5v7s7j5ekpxPc473dSFx89ml/C4bxSIsN1AbF4UxaPrz7CjuxiXvw4k8yCcn416kfkG0vY3DKwF//52l6+OVnOgLgoHnv3MEfzS5iSEscL679k4sBe7M09xf9u+JLhl17I5CG9WfB+BqcqqrgyTk+uPHtsEo/efDkL3s/grKHFAUwb3of4Hm7S7hjEX/9jKPE93CzZlMXWLwp48p+Hmff2ITO27ZaBvZj39iGWbM7ipgE9Wb0vn5raWlbvy2fy0N64DKahx1jhoNBgd3rO1VLjqaVnVIRJs7cyVE3CjqaHXkgyi5rpRAoINWdl2vpMnvznYe5bvtsURAMv6WaSZ1QztArV5CzrlrF6sm+ybbWOhBg3qSMTzFRmarJnq7YmYScUyi39mzMuiXkTkutv5hOBT2kqOKQL/3CEfl04wq2Z4csfISeYnlERvJE6nIQYNwWllTyx5gijk3vw/LoM/vO1fby0JYuo8FD6dtcTDD8wOpHozmFMHqprMS4RQv/eUcwem8Skwb0Ic4XQJUzPPbnr62Lu/dsu7vnbThZtyOR3aw7zq1f3UnPuHBnfneaxdw9z4xUxpMRfwI8u7GJOVok9uzJpkG6mPFPtoba2ltV785l5vW4OnfX6fo5/X8HgPtH07e4mMTaS5NiuhHYK4d29+Tw07jLSvzlFzblaZo3RJ/ZFH2dx1zVxfPP9WR6dcDkPrzrIzJV7mfv2fua8dYDfrjlKRZWH0ck9uP+VdPbmnmLu+CRm36j7wFbvy+fKuG5MHKiTVCYP6c2csUm6sPksh5raWs5Ue/j+TDXF5TpZpuZcLfePTCAyoi57UPqXZAzi0fwSjn5X6nWP7EyIcp9kN3YOdTEwTl9hfOnWbNBg2SfZdcIIVD+bDFiX5lMpSNX0UZE+JnO1fXmuNaxEnejsWJbWfcGGOKhwh7tslxFqTjiCzR6OVmsPhy3ZjJAOd19+CTvWl1xrrbqmlkmDe/HW7jwO5p3mf6cOMr/YM747zcOrDnJtYnc6h+rLzky/Np77VqTz1M/6seWLYmo8tRzOP03yRV3p7HJx94/7ENM1gm9OlvPa57lknCjjslg3Gd+V8dtJVzDnzQP8JKkHLhFCZISu1S37JJusggp+99Mr6OGOYPmnOcwak8g3J8tNFmSXMBe3/+UzUvpE83XxWWo1jWX3pnD8+wqeXfsFL00bSkKMm11fF5P6SjqgsfTeYbx34AQjEi9kS0Yxd/+4D13CXCbpY9qyHSTFuvnm5FmG9r3AXLcNzmcyeXNXHmGhIUwe0pt7l+/m+qQY5o5PZtHHmTx+Sz+vtdekT23hhxlmYLzMGlNTW0vNuVq+LjrDM7cNMNePs671Zk2ppa7/Buf9YnJh1mX3pnjdcytzcum2bKprar3yXarEEVmnLOuLMWlNRByIXakmGLaD1YQZDCOxIWXqU19zl+sIaIprd9iSDoJGbFSEV5ooK+SEqH7VRxqmr3k3J9OvdzSdQ3UfmWQILvo4kxfWf8kfbu0PGtw9vA+ZJ8rpEuZi8V2D+fPGrzhwvISpV8fhCgnh12OSuPvHfXj4rYM8ty6D9w6coNLjIUQIBsV15duSs5ytOUfPrhH8ekwSM66Lp+ZcLX/6OJNtXxTRt0dnergjWPZJNju/PsnijVn07e7mhTsGmYSW6xJ70Cu6Cz//SV++r6jkxY2ZrDtcwLlajeWGCwnQpQAAIABJREFUaa2HOwIREsKTPxvA5oxiJg3qxaPvHGJ3zkkAln+aw9Pv69rbM7cN4Lkpg3l5xjCmDovjl3/fw/PrMkxtJqZrBCJEz/c44OJoVv3yxzwwWo9Lk5pepEWQVFR58NTWotXqx1JHJVB9rpYDx0+j1cKiOwd7CTbJApQxiapfNLuonPtfSTdNyXDetNgzSl/zzuqLUoVWrEHuUVcosAojGRMoYdUEZZt2iYj9JTRWzZ2yDrU+K8Ep2NXAVf9gY7SIhpZvae0l0Ji0NH6oQt0fHOHWzPCXqVz1tQAsXJvBvX/bpae2Qn9gZ1wXTw93hEm57xLmYv7EZNYeOsFHR05wploXBis+y6Ff72j+fNcQnp8ykKt/1IOFt19JZLieD7LGcw4hYNKgXuzLPc30EX1I+/grHp2QxO6cEl66eyhnqj3Me+cQBafPsPubEob2iSa0Uwgvbsyk5lwtQ/tcwI39Ysyck1NS4li+PYfIMBcTB/bi+Y++ZNiPLiS0Uwj3j0wgbeog5k1INgXDTxJ7sDf3NMMTLqCHO4Lu7nBChGD5pzmc9XjYlf09qX9P51ev7WWPIfRWfJZDUVklB789TaGhGS3dmk3NufMZRiLD9WV7nvzXYd0P9q/DPLdOD4dI25BprpHn6hTC1KvjTF9XmCuEy2IjOWaYI1XhI9OUrdyRyx9u7W/S+6VmndTLbebQtJoGI8Ndfv1c6le2deFaiSkpccx+Y7+ZjUXmFrWrTw0TUH15vp5Hu4Vz7fyDwfi5rAKzsb4xX+UDCYzm8MnZva/yb6A8nY6JsPXhmCVbCP4Ya16MOSPDvgwClgHfy7fnmIJixWc5VNfUUlh2hp5RXfDU1nIsv4w/3zWEJZuy+LKwnJmjE3hpczZJvdxMvzaeh1cdpP9FUfz+1gEczS+hhzuCRRsy6RLuIrSTHnC94P0Mort0Iu/7ShJ7RhLVOYx935Tw/dkqxiTHMmnQRfzm7UMsvmsw7x88QXFZJVERYWZOxOc/yuCOlDh++8+jJMW6ySk+w8zRCTy++gjdIlwMjb+AM1UeNh4rYPyVF/HrMbqWtXJnrr6szGc5jEmO4c1dx9n5zSlGXNqdLqEuamprmTosjo+OFFJR5SF1ZIJpIpXmtcPflvDmrjzOejzmWMgcmDNGxLNyZy4lFdUc/LaETiKEARdH4QoJ4azHw7YvihjTL5bOLpeXNlVepSdblqnPFm/K4sDxEuZP1LVqeV52UbltHkq7QG3AyzRofS6kpjl5SG/e3JXHrDHnM6VYTZZqvc+tyzDzkFpXSAjmGVSDvQOZLoN9vpsK/kytzQVrm3bbvvrSXs2jjlnSQVCwi19S96sUcQnJYJSrOwNmGqgDx0vM5LvVNbXcdlVvCkprOFPtoXOoi4W3XwnAl4Xl3HddX55Yc4SZoxNMk+WjEy4nOjKMo/kl/P69Yzz4+j5zEdMbr4jh2Q+/4L7r+nIwr5Si8kpcnUKYOTqRZdNTePXn1/Cb8cls+/Ikz99+JX27uykur2TjsUKGX3oBGSfKzNWx39t/gqRYN5FhLh4adxl/3fo1T0xMJiy0EzOvT2TqsEu4KLozNTW1Zob/OWOT6BkVwR0pcSz6OIuHxyfzyoxhxHSNMFNlbc4oZvKQ3hzKO01xeSWe2loz6LvAGJdZYxL5zU3J/PmuISTEuM0YQdDjzB64IZGwTp2YPTaRbp3DSB2VwNOTB/LOzBH85qZkwkL12EBpElTZkXI17mduG8CzH35BTnG5OcnJxVx9CTbVbCc1HTUWTzXpLd2WTUlFNY+9e5ipV8eZbE1T2CqrBcg2ZAjCks3682Q1Par9sHsurWEqduUDoTkn89ZgStqRbqzb/so6aH04mlszQP3KA2/BtvDDDK9M+tZjB/JKeOa2ASYtXr5Q6vpkSzZnERoSwk0DevLegRNMHRbHm7vzCOtk7Nt/gsKyszw45jK6hLl4cWMmn2QW88xtA/jzxq9YePuVxHSNMFNZzXv7EHPHJ7H2UAHHT5Vz+NtSergjGNJX1046u1xMvTqO5Z/mcPS7UgbFRVNUXkn61ye55tLuRIS6ePyWfub1L9qQSfW5WkJDQrjtqt66xlXp4barepP6SjoR4Z04W3mOsf17MXN0opnhpKa2ljHJMVwV3x04v+L3Q28dMMkrL23J4si3pVzW0010ZBgPjE5k0YZM1h89wf/dPZQ3d+URHRlmZhqRacbkyt6Hvy3hiTVH+MOt/c0UXqrmLAkrT6w5wgt3DKqTRgsw63jhjkFeq4qrmo/6hS9XIUDDTN68cG0Gs25IZNHHmRz5ttQkoEiBIgkx1udHwo5YAtRJE2anQQb7DNeHJNLetJX21t+WQEfT3Bzh1kywmnukgLr/lfQ6TDq1TE5xOav35ntl0ZfH1P9zinXW41mPR18eR+hxY6/tyOVsjYctGYV0ChGkTR3Mk/88iiY0+l0URXbxGV6aNtSclJ9bm8G+46dIju3KFwVlnDpTQ9pUffWAdYcL2JX9PXHdIyg4Xc3F0eHEdO3M8Esv4Kn3jjGgd1cO5ZdyYedwrk64kC5hLm4a0JN39+RTWlXNlycq6HexHjAeGe5i0ceZfHDgWzQNLowMY3DfC/i66AzzJybTwx3BS1uy2Hi0gJGXx9A5VDeXosHUq3XhfeB4iZkiLDJCz9Qi/UvF5ZW8uTuPLZlF/N+0IfRwR5ga1bJt2XQJc5lLAEn2o4R1EgddKKqmRmsORel7Q8Nc7dyac9L6kaMKnLT1maSOSmDp1mymDe9TR4jamcHSNmR6pQcLZGaUGlhjtZ5AZsHmNBs2hxBqDTNne4Aj3No42opwk7C+nNlF5bYJk+W5C9dmIAR11vVSX8bsonJmrtzLuXO1nKvVSIyNpLs7gopKD5mF5Tz1s36s+CyH6dfqvqZtmcUMuSSKgtIa5o5PYt2RAtDgTLWHo9+V4fHUEhYawoDe3Zh6dRw93BHcuXQHT/2sH898cIwTpytJ+dEFpH99isdvSebFjV8x/NILmXm9TqlPHZVghhn86tU9DIu/kK+Lz/CjHl3Y9fVJRl7ek8du1jW7J9YcpHOYi5pztcy8PpGT5VU8tOogY6+IZdrwPvzXP/YxoHc3oiPDuCMljtX78pl2TR9zjHpGRZC2IZNp1/ThTLWHe1/eTXd3GMm9uhIZ7mJ8/1jWHi7gaH4pz9w2gA8OnjDzUEphBZjCxbpKdUFpJYs3ZpnxeTIX50NvHTA1OYmC0kqKyiqZ9/Yhroq/wLxnKlSNe/GmLOZNSDaPqULTTpjJc+T/Cz/MYNaYRNOn5mtNOvW5ayrh0BDNrSlCAtqT0Gzv6GjCzfG5NTOsWoHqT6uDc+e4oPSkmYZKfq2Dzp6rMFhty7fnMPiSaJ6+bQC1tRrpOSWM7x9LZkE5CTFdWLE9h8+ydLZhVkEFz942gIuj3fzup1ew9nAB6V+f4vuKKrIKK3h6cn/+NmMYf//5NcydkMxHRwrpGRXB87dfycdHC+kkQrg+OYbZNyZxUXRn/v75caK7hPLTQb1ZujWbYydKWbkzl7QNmazcmUtURCiapjEwrhsPjrmMHyf24IsTOuOvqKySPd+cZsKAXnyedZL/fusA644U8MKUgTw+sR9dwlx0EiGEuUIYkxzDis9yuPLirsxcuZeZK/eaSZ1TRyawfHsOb+7K43/vGMiCW/vzVWEFZ6o9rD1UQJgrxIxZm24scrpyZ67JSq2o8nCmxmMyPuF8uqvFm7LY/c33LPo4k8Ubs1i4NoOVO70Zk/LeLN2azcoduQy8pBvTr7Wn6stsJos3ZrE395RXHky5/I+VZaiyHtX/w0L111X6Yas9tXVYlNbnzh/r0I4N2BAKvq92GssatPO1NRUL0RFsHR+OcGsG+HoBA9Gc3X9Zwq//62esf/QFFn54TM93WFNLYWklD76+j/uW7yanuBwhdIJE3+5uIsJdpE0dxFXx3RkQpzMAM06UARpdwvTsGVszizlb4+G1z3Px1Nbyo5jO5J2qZO74JFbvzWfljlwqqjwUlVVSUlHNnpyTPLv2C/bknMLlEnSNCOOVz74hBEHf7hEk9ozk0XcOsvULXQOcPKS3HjR+/DQI2J1zijM1+pI8URFh/HHKQCLDXXQJczGufyxD+lzIyMtjWHBrf7RaeGH9lyZZpt/FXSmrrOHX/9jP6j3fMnfVQRJ6dOGPUwYya4w+dhVVHmrO1XLW4+G5dZm8t/8Ev/vpFXQOdREWGsJEIydmueG3kuuoyXXhFn2cyb7cEo7mlzD7jf1e6cnmTUjmpWlDefyWfswak8i8CfpKAVJQqpT31FEJaBrc/xN9ZQarcJDhAbFREcwak8jCf7uSnlER1NTWmr7AikqPaVpVBdL0EfF6xhMwmYuS3CLPkatE+DIV2u2TZBSr8LGSVazlfIWy+BJgjRVMdkJTtqfG/7UnOOEBLQtHuDUxAn2xqmYmyfSTE0rFTRPIv+hH/PerC/jd8vm4S07i0fS8iH++awh/vmsIKz7LMQORAYb0iWZb5kkKSytxiRAEcGVcN177xXDie7iZNrwPNedqqT5Xy6dZxZyp8vBtSRVzxyexMaOIg3mnGfajaH7593TuXvY5649+x5w399PnwgiGX9qdv96Twth+Pdn+ZRFVtR72GQtxPvtvAxk74CLS7hzMu3v1PI+hrk4svmsor/7iGrqE6Tkwz9Z4iO/h5qb+PVmVnseopB5UVHnIKqhg9d58UkclsOzeFDNvYminEL45eZYnf9aP+B6RXH95DDNHJ/LmrjwWfaxnw3/w9X0IYOb1ifz5riHMuC7e9H+NSY5hwfsZpqarMlKlQJp9YxL9L4ri3b35JPVyU1Sma2z3Ld9t+tpMEgje5kM1mLqiynM+ZZc4v1yRvK9yQdrsonIWb8zi4VUHKSytNFclWHZviul3sz4vkeEus04pUNX2y6s8LN6YZa76HfQzqJ0fCyv7T11M1frM2n2UBWIx2gmmYCZ4f8zOKSlxPPTWgUYts9MaQqYjLa7aXuAItyZGoBdePuRSqC3elEV1jb7ciJZ4GcsWrGDDfb+h0/qP6DxkENHvrTEn3DPVHjYeLeDGfjF6vNv2HGbfmETqKF1z8NTWcvS7Uo5+W0aXMBcL3jvKb1YdZH9uCf829GLG9evF7346gIX/diU7sk8x/dp4Ft5+JS+s/xINeOTmK+gV1Zm0qYOJjerCbIO88Og7h3B3DsUlQhja90J2f32KF9Z/aV7TvtxThLlCeOnuoQy4OJouYS6O5ZcxYUAsn2Wd5P0Decx6fT+9okJ5YOU+/mftUeaOT8IVEqILJTC1LK0WLr/IzaG8Mp79twHEduvCsk+yOV1ZzcG805yp9pB8UVfuN2Ldlm3L5o/rM1h36Du+P1PJsx9+QVIvPQzAGiAvY8iKyioRAmqM1cDnvX2IqcPiuCr+AnoaAgSg2lNLTnE5BaWV3Ld8t5cZUZqYJQvTXPXcyM8Za6zSADD7jf1MGtyLTkKYmqQ73GUGicvlZqxsyDljk+oINNm+XKbmTLWnjnD0J4xUTc/ueLBaoFomGNSHzu/v3IQYt7kWX0PQFObShrRpTYztoPnhCLdmgD/BtmJ7DlNS4swUTLNuSDRDA9zhLh4YezmX/s9v+UvaKrSEHzFvxe+45D9n8MDAaM5U65PaU+8dZeZrexmecIG5BMtNA3oyc3Qig+Kiuaqvvj8sNIRHJlzOuXMa/7P2C+7+cR8qqjx8cPAEtwzsZa4+gAZ9Lozgb5/kAIJLLow0J/7IcBfd3eH069WVsqpz/HJUAovuHEza1EHmCt4ej64O9DRCC5Zvz6HvhZ1Jvqgbf5wykBfWf8lTP+vHidIaZt94KTnFZ3luXSYzrosndWQCiz7W11DLKS7ncP5p0GBkUnc2ZxRz4xUxbMssJswV8v/ZO/P4qMrr/7/vbJnMTPZ9JQlJCCEEwo7si4qKVrCAFa1gf6CitlDrvuGGpdWiVWyFVrGCFVBQFlFcEBBlX0IIIYQhCdkzWWfJzGQy8/vjci+TIYGAqNQv5/XiFZK5yzNzn3k+zznncz6Hhbf0ZtXeMgoqzdicopyW1eki0E/DkJRQHr0uk6y4QOaMTpU7CUSdZoXuL2nA6nDR1OLkT6ty2V/agFqpYM7oVLLjg0gKN8ithpZsM/LXzwuoM9uZ+c4eCiqb5GcohYmlBdib5SgBknf9GyALTL89c6DccUCaJ7NHpfDwhDP6kr4gZfHy3KRnZXWIff8EAXQaFdOHJJ5VLtDRHJREoi80POgbrrxYYLiQhb2zY8+bt+7CdX1JOz+2Sff8qTuWn89+6V7kFXD7iUxapKb4FGlLORQ4QzB4Z0cxFdHJlKz7gq9v/wOKTz5G2zebgn8sJzFUz0u39KZ7pJ55Kw/yx5X7mbx4O3f8ezd//jQf/9OUd72fyEj8aF85ggDJETqWfVfM3A8OMiQlhBU7S+kRrWfl7jLSovUYTTbcHnhyYgY2p4uDpY385bMCAPomBDN9SDfGZkSyYlcp81YeEvNjMQbyy81kJQSi06jYV1zHnW/vpqLRxvcn61jwaT5hBj9G9YhgeFokfRICefObk6RG6GUFEatDDHVO6hfLsu+Kcbk8HCxtYN6qQ4zJCOfLo7WE6TTMGZ0q5r1Oe5trD1TQZHNyvNrCkO4h7DrZQGF1M0crzSzdZuTxNWL/O2OtBavDRe/4IPR+KoL8NTx3cyb+ahWT+8XKuUC5Hu7LQiblxJJX3ozOT8Xi6TlsO14nj9flccuyWN7kj45ARe63NiZVLgT3NglsJOto0fVejKXQod5PhUapYO74dO4bkyrPp3OFviQCjOQldvR6R7/7hit/Ds/H2y7EAzzXNX7I+7iYc8433p/68/y/ECa9UgrwE1pH9Gxvqvg97+3j+Zt7EREgehur95ZxQ3Y0QUXHUN01kxjjUcy3TKPllUW8vr+OZocTAHOLk2t6RfPh5lxedheg+PBDghJiWD7gRj4JTMXl8ZCTGIJOo+LGPtE8+tFhahptWFwwrkc4SqXAnpMNDEwO4aSpRfbkyhrtvDK1D394/yANLU4WTM7ii/waBGB8ZiRzlh8gLtiPV6b1pcXZxiubjxNuUKHVqHC1ujlZL/aEy44TSwxe2FDAg9ekkRCqR++nYsbbu8mMCSS3vIkHr0nj9a9O8PCEdF7adIy541OZkBUrymrtKeOR6zKwOlzc+fZuesUEMnN4Eo98dJhuof6EGbSUmMykRQcxKUds1fPGV0W0uFxMHRDPs+uOkh0fxBMTM+Vas7zyRh5fk0ef+GBZ4qqm2c6KnaXMHpXCXz8vQCUo5JDv9CGJMvUeaFcD50srl0o6NCqFXJcGZ+egpMJ1Cfx85a+ALqn3+9a2nesc33FIf/eVBOtIhKCje3f0+49ll/o+F3O9jsoTfoySh0vxXju7hu/zluxKKcAVu2jzzXVIu2mJLPDK1D6s3FPGoi8KWfZdsdygc0mDHsXuXTifeArDJx/h368Pf3QdZ9aIFApLTOg2rCf2rtv57zO3kPTMI0Q6zAjffMN9z83i43/dzz0nvuH+IXHcf3qxMplbCAnQEh/sh59GyYkaKwO7hTB9cDcGJIWQGRdAaYNdDjf2TQwmUKti0RfHOVLezIxhScSH6IgL9kOjVPLE2jzmrTzEXcO7carBwbfHalCrlbw4qRd9EoJocbl4dt1R0qMMhBn8eHDVIWrNdhSCwMzhScQGaXh8TR5RAWoyYoLoEW3gzS1GGYCmDTzTodvudJFX0UREgJZnbuxJTJCO8T0jOFzezMi0MLlTwczhScwZncoLGwpIjdTL+UMpxJcVF8yCyVlMGxQvCx3rvTwjjwcEQexWIAHb5vwq3vxG7MF3PnFfjVIhA6GvzJo0B+Zdky43R/WVv3r1y0K5Ceq5qP7S/31DX52d09FiJ7MzvfJ53kDrS97wnr8/lSfXlftc6BguBth8Pccfo+ThUlyzK0zWyy1Meqntsgc3QRC0giDsFgThkCAIRwRBePbnHtOlNGfbmTBRZKAWV5sbPODxQESAlv5JIUwbGI/e4I/zqadp2b4DmyGIkKmT0d1wHRv+fCtvrFlA3/JjbL1mKnkbvkZbkM/Orfv56N5naLQ5mfrP54jMSifvzjn8968rCHDYSYvU079bKC6XG5PZQUG1mT98cJBJObG8OCmbRdP6MCgllHe+LWbm8CRGpEXyytQ+PHdzphya9FOreOnXvXnrjgEM6R7KvuImbh8cj0Kp5FiVmZW7y8ADxhobD4zrzpwxqaw9UMFj1/cgK07sYADwvbGBlAgdh8qbqTXb8VepWDA5i4gALelRBpbvLGXR5kJK6iw0trTSPUJPrVkkj0zqF8u6g5UArDlQzpiMcBZvKWLuBwcBsZVNuEEr92OTNCCrm+3MW3mI3/57NzXN9nZdt60OFwVVZib1i0WjFpmNT07M5D93DSJIqwHO7rUmdeaWFsB516TL+bVzhdG8Swsk0/uJ6izZCWITVG/lfumeHdkPWRylTuQ1XixPw+m8ZUc6k9I9oPMWO121rozzfJ/j+d7zDwVf7+v7biwuRZH5pb7mhTBZf6l22YclBUEQAL3H47EIgqAGvgX+4PF4dnZ0/OUclvQ1i0NUc5eULaQczOxR4o5f76civ6KRFzYUkByuQ6dRMWtkCu9tLeT3376P8r33EMaMwTLlVl4XEtlV0kSj3cVTEzN4bE0eI9LC8FcrMX/2Fb8/+jnZe79B4RHBtCo0mpqUDA6FJdOU3pPybmmsb1AxoU88c0aLeZwhKSHMXXmQEakR3D40kVV7y8g9JTZA1agUtLrcBPprGN8zgr98XkhUgJrvjQ3MG9+dq1IjWbrdyB/GpfPaV4VsO1bDuJ7ReDxQUG3m9d/ksHpvGWMywpm+ZBfRQX7kJIYye1QKj3x0mN5xQahPq/arlQpGpYez43g924/X0CcxmEA/DdMGxWNzuvj8SA294wL45zcnEQRYPL0fJoudLQUmpgyIJ/L0DtXqcDHr3b28emtfIgO1vLgxXySYXJPRjhgiAZVeKwonezcq9Q0HSsfr/VTtnmVnx/o+fzhbYq0jUglcmKTWuYglHR3rHV71DZX7KrP4nteV93que3ekQnKxIcPOwsTnkw+7kM/pl2pXwpI/sXlEk6o21af/Xd6IfNrOt1u0OlycxhqZcCKRQd74qogXN+Tz7LqjPHhNGseqLewtbuDNb4poEVS8Me4uSnOPMfmqe7mrKpTbhqXQNzGEv03N5nC5mUXT+pAQamDWyO5U5gxBtfYjnn7zM+6f/jyf3no/FenZZDZVcPvmZdz/+sO89KdJfP/yNO55cib102dw94Z/YH9yPrdtX0X86v/w3p/f41BpIy1OEWxmXJWEy+2hvM7CH1fnMmtEEvGhBp65sSd/+6KIlz49yqbcSkwWO7NGpBBu0DJ1YDz3jU0lIzoAm9PFlAHxDEoO569Ts7G2urmlfxwr95Sx8JbezB6ZwszhSagEBdWNNh5YcYD+SUH4a8TFpdnh5M1virjjX7tJDPHj7W9LeOz6HgzoFgrAS58eE8H5g4MUmyyyl5EUrmPFrlKKTRZmjUjBWGtjzor9GGst1DTb5Q3G7UMTZWBbtLmwnaq/9Lwkj23JVqP8LKXeddLrxlqLmF/7orBdeE/q0yYVcHuXiEhj9Q5je4eSpJChFLL09uq8zbdIu6M52ZFHIoWrpL52ncnFdeQpXqjX2JGHIeUjOyO5nOtand3/fLqYXfUeO7JfMinjf9kue88NQBAEJbAPSAUWezyeR3xenw3MBkhMTOxfUlLy0w/Sx86XJPYmFHjrSEo751e/KGTWyBSWbjPKRAirwyUTHgBK6iw8/XE+6dFiAfRDq3PJjA1ErVDg8riZeho8dp80kRkbzMJNBdicLmYOS+KRDw/zwLju/H1dLjHlRYy0lBFYeJSxziqUJ4rQOVtQtLS0e0/Hps3kjvRbGNozhtY2N18cqUbnpyIjxoDF4SYjOoCHJ2Tw9MeHKag0U9bQwsS+4rHHKsy43B5SI8XmoLZWNzHB/jw6oQfbjtdR2WhDrVKQX95Mz5hACmssZMUFYnO4OFTWRHmjnV/1jWHWiBSWfVdMXlkzccF+fH/ChEat4qruYYQHaOUcliRsbLLYCTdoZaLJnf/ezT2jk3lxYwHvzByIzelizb4KWlwuth6rYXxmNAB5Zc3kJAYzqV8sG3KrUCsUcn0anFHhtzpcrNhVyuyRKfz1swIKqy1y7Zux1sKDqw7x2PU9WLO/AhCVZawOF3M/OCh3NpCUR7wJHXB2NwDv3xduKmB/SQPZCUGoBAUateKsAmxvT+ZcXt/FeiSXynPryKOVRKJ9AbQr4TrfsZzvvAt9/xd6/R9iP/SzvBD7pXlu/xPgJpkgCMHAWuABj8eT19Exl1NY0ntx8W6L0lHoyfuchZ8WsL+0gddvy5HBTKKR1zTb5ZDal/nVvDwlm8+OVIseTrON6GAdE7Ojufu9/Qh4ePrGTJ5bf5QP770Km1Psuab3U/HUx7nsOlGPy+PB6nQToFUS4q9GrVDQPUKPv5+KyX2iefmjAyhbzEzf/iFTvv0IY1ofnP/9L8uKWzHbWxmRFsbCTcd45qZMdp5oYPaoFF7+vAAEOF5l4b6x3eUOAt+dqAegzQNj0sK4c3gyf1qdy+LpOSzfWUp+RTMeD3KrHafLzdGKZqoarbQhsOyuQXQLM7Bkm5Fre0XyyOrDlDfaGN0jgt+PT5cVTySAkBq7Th0QL7e5+eOqQygEgcQQLYH+GgqrLTx4TRrrcyv5Kr+G9/7fILF+b5vojX17wsQ/b+93VnPSuR8cJD3aQGGVRQ5zLvqikGt7RfJ5Xg2T+sWSFRcsk2KSI3Qcq7KQkxCMSqFg5vAkOVzqHQqEM/WQkof2l88KzgJXaU5J5RTSz84alHYWsrvQuez9uy8AXcw1OwOGzkDvUgENxNSAAAAgAElEQVToxVpXmY0X83lfaDj1fOO6ULsCbj+zCYLwDGD1eDwvd/T6zwVunU1iSRXD2eqWO0d7T0Q4s7hJuR2Lw0V+RSODksMx1lpkya0Wl4vCKgtL7xTnn9XhIjJQy18+K2BcRgR/Wp3LOzMHkhUXzNZj1fhrlDyxJo+qZjvP39yL+Z/kE+ivond8MIVVFlFnMsyfa7KiCdZpWHeogh2FtXgEAZu9jcRwHb3jgzC3ONGqVUR/+jEPffQKrf56PvjjX9iblEV5aR3RBQcZXnucjFNHCVAJlLpUaEODie0Wyd4aJ7EaNwNClFhr6zl1sopuWg+G4UMQpk7l6UoDM057nenRBrk7t80pCkRPGxjPv7Yb+eZYLeN7RhETrGP6YLHFzLOf5HGs2sJDE9LZc1KslZO6CLz5TRFqpQKPB56cmEmxyUJWXDDGWgun6q1sOlyNIMCErChe2XycV2/ti80pSoVJvdZK6iw8sfYIQ7uHMXVAPBtzq2TvZ0xGON3CDPIzkEBP8ha/K6qTn4Wx1kJkoJaa089YKimQnrcvmEndv6W5svDTAm7sG82g5PAO55d3D7p/3tG/HWPyfLkmaf6db253tKAv2lx4FuCeLw/ou3h35f6+5v15XUpv6VLl3qTxXUjLoUuRe/Rty3ShdgXcfmITBCECaPV4PI2CIPgDm4GFHo9nQ0fH/xzgdq6JufjrIqYMiBcZhj69uAC5fcvcDw7SJz6YR67PoKbZztS3vmfZzIGyPNOMq5JYu7+C6UPEVi9So82aZjvv7ChGo1QwMDmY4WmR5Fc0MmfFAd6cnsNDq3Kps9oJ0/thsjpwOD0khOqY/6tM/r3dyOGKZlytLlQqFeMyoxjfMxJ7axvPfHKE/onBTB10emwJQRwsbWKKtpE/vPUE4VWnKIzoRmpNCUp3G25BoDQykTZ/HYLZjN5hw+CwoW+14/LXYdPqafE3UCNocCpVZFceR93qpCksiiPDrmHPwPGYMnOYNjiBRz48jM3hosHmZFRGBI9fn0lJnYX1h6qYOUzUkWy0OSmoMjNrRBIvbixgYFIIQf4aPB5wud18XVDNiPQIubXOUx8f4bHre7BiVynbC00M6R6KTq3CX62ixeWSSTRTBsQzZ8V+Xp6SzeNr8lgwOYs6i4NXvyySiRXenhtAkFbDpH6xcnudyEAt+RWNMqFFuu7qvWVy/dqSrUYQYPrgRPnv3r3eJNCobraz4NN8vj1uYvU9V53VckcSBlixq5TpgxPPyo91tuBJmy6pgeqFhPq8/+Y9nztr0NvR68BZ4NgV8w6xXkoq+6UKL3qPz7fZ7Pnsh4DTFc/tbPtfALds4F1AiUiAWeXxeJ7r7PjLzXPzZcBJYJcSYWjX40sKLUnHvrghn0n9Ynn643xcbjdDU8K5f1wqtaclod6ZORCdRsUD7x9g4a97U2dxMPeDA1yVGkGxyUZciB+/H5fOvA8OUt1sJ0SnQSHAI9dnsCmvihaHi62FJp79VSb/3l5McpiO6UO7MXflIUL9NUQHa8grb+bqXtEMTw3j7W9LuGt4N/aXNjEiSk3Qk4/jX17Kd5FpFCRn4Rw4EIs2gJ0n6xmSHEKry4NWrcBYayU7IYQgnciqfPrjIzS2tLL4xu40rFzL1Ue2oflyMwqnk9aERNZNnEmPRx/gze0nKagwo1QoWD5rMHo/FS9uzGfu+HRqzWfCjVsKTIzJCGfNvgrUKgX3n+5Cfareir9GyR3/2sWNfePkYu7WNjepUXp0GhHYbuwTzfpDVWJd2qgUrA4Xc5bv583b+8n3uGvZXt64rS+ZscHtisCXfVfM0Qozz9zUkxc2FMj942443ZVA+jllQLxcCO7dU07SDPVdCL1DjhLpxOV2M/+mrLNyPdK5ElD4XsM3FO4NNBIQd5an6wq7s6MedN4g1tnrUl1dZ2HNc3ksPxZr8VJd1/dz6Ko3+EPB6UrOrb1d9uB2oXY55dw6MmOthQf+e4DXfyPm06xOF09OzDxrp5tX3ih7G5LHEhmoFUkhDrHIdslWI3tL6umbGMzB0kZMZjvje0XLOaaMmAAm58SREKrnVL2Vv3xWyMMT0nluXT4KhUBKhJ4HxqXx9y8LKa5voWdMAHllTXQP12Oss1Hd1MKI9AjCA7SMy4hgU141NU02vi2qIypIS1WDnd6JQeSVN+Fug5gQLcmhOgw6NTtP1DG0ezitrjZKG+zMHZ/Km1uMRBjU+GmUxATpmD1SBJOZr33J6/pSApf9m6TCXJp6ZvHcuNncdP9UPsurZvqQRHQaFXNW7CcrNpDjBafI3v8NExsKSR/QC+2g/rxep+f6m4ai81Nz7/J91JrtLJjcm799cZwXbu4lhxDt9Q0E1Faz/ct9jAzx8JaxlRsmDSNrcBYoFCz8tACX282skSlymLLYZJHDlYdONfLqrX3lZ3f7ELGR6qq9ZTw8IUOW8VowOUvOAQIs3lIka0h6hyJlcPqiEGerW/bc535wkKV3DmiXU+vIG/IlncjAsdWIs83N/ad7v0mvSYtnXnmj7P17k2S8w2ne3pHkUXK63VJX8k3nGmtnlH1fL+9SUfQvZuG/0DDrD339xwLtro7rCrhd5vY/AW7vH+DtmQOxOsS80iPXZbT7UkuLi+ThGWst8g5/yTYjk3JiWbmnDNfpVjYzhyWx7LtixveMJD0qEL2fit/883vqrA4EhcBrt/bl1S+LuPOqRN7cYqSm2U6/RLFA+FSDnermFoakhOHvp8JscxIfZiAzxsDCzwoZmhyKWq2goNKM3dmGWqUgMVTLH6/J4M1vijDW2njsuh4Umyws+vI4AVo1OYkhWFqchBi07CupJzHEn8aWNu4a3o3nNxxlcHIoM4YlkRkbTE2znZlv76bR5qB/t2CSvvyUez59i8imWg4OvYYPp9zPJquWsaECg4/sYOzhrQR9tx1lm4smfRABNrNcu2fV6qnslk5FcgYV0d1oqTExTm+n6kgREQ01RDfV4G/ruBeY209LW/fuHA+IIqRPJv+t11JgiCC6f29aIqJ45uZsmbYv1YAt3iI2Ed1WWCvn1yRv/P6xqSzZZmT64ESxyapAu+cs5fUk0JLyddMHJ7JiZym2Vhdzx59RVZE8IW9vDOgUOKSwo8TEvO+0RyuNXar3k8KYvp6gr9cnHdMRaUWyc0UvzgdWvnk032t5dyy/UNJFR/nB81lX8pU/xNP6sVmWF3PfK+B2mdvlDG7e4SCJWOB0ibtr7x2yN8EEaBdCklTrG61O7hubyrLvinG2utl9so56m5MIg5YXJ/dizb4KrusdxXPr8+mbEMK0QfE8u/4o3cP1jO0ZwWtfFFHZ3MKgbiEcKGtiRFo4+RXNVDa1sPDX2Ty34SgPX5vOkQoLdVY7Lpeb4zVWksP9qTa38syNPQk3aFm6XVzA73xnD6lhOg6camR4ahgHy5p5eEI6T6w5QqC/imduyuRYlZVuYWL3gTqrk7E9I1EpFNRb7ew2NhAZqGX64Hje2pTHkuotpP/nLQQ8mLP6EnRwD0q3m7KQaBRTpvBpj2GEjx7Kyx8fYuXwQDSHD3F00zaCjuXTu64ERYtN/DwDgmkIiyI0oztCYiJfW/xoiY7lqjE5PL+rlr6YCSwvId5UTmhlCRGVpYRVl6FytcrPza72w5GaRkl8OklXD0PVvx/u7D5YNf4A1JrtZMUFn5UPkjpwt7hcPHRtRjs25Kx398phTO+8nFRWAKK3pxYE7u4bhr6+hrXrdhPQUMPYoDY0QQFsaFAz+ur+vFPq5o6JOei16k49IWkeSeC1cFOBDLbex3cEntJr3tfwBRpf9uSFeCXny6N5F5N7a3p25dodja2rdr4c2A/1tH4qT62r970Cbpe5Xc7gBu0XiRuyo9FpVGeJ8FodLl79ohCdRpRxsjpcMgFh3tXpFJssPPLRYd6eMVD2Jl77qpAGi4MAfw3FJhu944O4fUgiD6w4gKCAf905kCXbjLS0ujhWJdaQ3ZgdQ5jBj9uW7OS5m3vx6eFKHK1uHpqQwfSlO4kK9OeJGzL4w3/3E6Tzo8FiJzJIx/1ju/PsuiMMSg7D4Kdm5nDRoxQEcLV5uPOqbjyy+jDZCUHklTcza2QS7+8qY86YFJ5Ye4T+3YL4/bh0bE4X6w9W0exwMqZHBCE6DfNWHiItysDRikay3GbmfvUO8eVGNsbn0DjxJjapYvjXjEGYLHZe2FDAkxMz5FzYgk/zOVDawMuTs1j07jYe/M1gPjraSG5Zkyz1tey7YmZclURKhIG88kZW7S2jqcWJSlBwpLKZvgnBzB7WjQBTFZ9//C1jVE24jxVSvn0P/RtKUNfXAeAWBOqiE6hK7kllSgYDJ41DM6Afnqiodgv+/HV5HK0wy+1uALmT9JrvTjA1VsG2rblMDHPjb6pm/3dHGKCx46kox3yihNAmE4LNdt555fTzpzkihuAeKXgSElAnJ0FiIi3RcfinJkN8PNVOOvT6vP/vCzK++SMJ/HyZgN7ekffx5wIh33ufizrfmefW0bXPFyo917nef/s5PKuf066A22Vulzu4SebNuHvo2gzZS1v0RSEmi52iaiuv35bTjmYOov7k/HV5eNzISvvJETr2FzdQY3Ewrkckc8amEhGgZdHmQnYX19Fgc/Le7wYTESDWxwmnWXqf59UwMj2Mu97Zi7+fghaHG6UClt45gI/2laNRi0ok81YeJC3CgFqtoLXNjb9axeYjVYCHCL0WpUpBWpQeY42NxFAtYQYtO07UkhEdAEBpnZ2oQDURgf7UNLdQ3ezk3tEpPLf+KAsmZ/HIh7nYW9sYlR5BUY0Vl9tNU0srj12fwXvfn+KOoQk8sy6fZ2/KZNmOUrpH6jleY6FnTACPX5/Jkq1GbE4X358wUdnUwuCUUHadbGDhLb0Z2j1CDP9+W8z+0gbiQ7TEh+iZPSpFptA/viaPJydm0C1MDNFJi7dUbL30zgEi5T/Aj5biUj55eyPOvfvIrj3JoKYSNKdK5efqiopG1b8f5OTQ2KMXnxfWMULnILy5Hk11JWZjKVUFRlKcjSgbGs6aFx6tFk9sHOX+wYSkJyPExbLLrqXf0F5sNAncPHEQnpgYsFr5cM13jNG1sHnTHiaFtxFsqkIoO4Wt6CQB9bVnT7rISNoSElB26waJiThi41hfr8QUEs0d00agT4jF0urukDACHTMgOwOv84UPJW/Km615LkA5HzidD1g7u0ZnZQ7nAtpfql0Bt8vcLidwO98uUyrwlcJT941Npdhkkf8WEaCVF+AHVx3C7YYHr03j8bV5DE0J41R9Cw9ek8ZH+8o5Vm3m3tEp7C9twulyM+/qdLk3mU6jYu2BCgYmBfP4mjwCtSo0KiW944MQgO9OmNAoFSSG+aNWKND7qdFrxX5wTpcbjVJBs93J9MHdeGXzcZ6cmMGyb4s5Wmlm/q8yWZ9bSWubmzE9Inh+w1HuHpnEy58fR6MUiArUERWkYV9JA+EGDc0tLoJ1GppbWvEA/5oxgBW7SmkwO0iKDGBidjRPrDmC3eVCJYigWdpgJzZIg8ni4rbB8SzdehIQyOkWzPxfZQGwr7iOlXtPcVOfWLYeM2GsNXPwVCPX9orhiYmZsk7nPe/tZ9G0PvRPCpPrzmrN9nYA560Es2BjPo/fkNlOiUTvp6LYZEGnUREZqOXvH+4i/PhRoo1HMRzNY6S1DGXhMYS2NvmZuwUFnugoKnWhlGiDyRnSC11yIvaIKLRJiRAbiyU8isX7Tdw3Lk0u8RAEuG9MajtiieRdSWOalBMrzx8Q83JRfgJWYwmKU6cQTpWye9shhqqtqMvLoLRU/GfxyT9qNJCQAImJ8k97TByexET8uyeLfzMYOgW18wGQb77Ol33Z2XemK/mvc4VEz3eNzkoaLhWZ5ae2iy0puAJul7ldLuDW2ZfE9+/GWgvvfFvM/ePEhUkikkQGaln8dRFjMsLZkFvFjkITCKBVK3l4Qjr9k8IoNonn5pY3khCsJSpIx6R+sTy77igPT0jn+Q1H8VMpWfjr3izdbuS7ojqeuCGDb4/X4fGInt/KPWV8caSSod3DMdbacLpcmJ1tLJiUxaa8KrYeq2Xe+FSeXV9At1AdC6f0Zs2+CprtztPeUyCCAN8crSZQp8HtdmNrdTN3XCqvflXE3HGpLN9VRkKwHydqrTS2uFj469789bNCUiP1hOj9aLY7+a6ojtdu7UtGTBAldRYeXHmIppZWhnYXQ5/3jU3lVL2VuSsP4XG7mf+rXhwuNzPv6nTyKxq5fekuAMZnRoEHjtdYaHG1MSQlDJWg4MkbM6lptjP7P3sRgJ6xgRRWWVAqBRbe0pul24xsLzIRqtMwICkUjUrBxOxo7l2+n+Fp4RyrtNArNhC9VsV9Y1LlsLGkHiNpSi7dbmTWiBTW7ihiRrAVgDlfVVKk0PO32/rx5dFapg2Mb5ej82UsSuzJRqsTnZ9KJqdIXo4Upm51i5uPJydmyvNL8oYkz9S7rqzdIuzxQGMjnDpFyYF8ulnrz4BeaSmcOgXl5eAF0ACekBBqQqII7tEdoVsinoRENtYrGX1Nfz6oEvjtLUMx6M9WSfH10i7m+/RDmInnOqYjr/Knou9fapPyk97F/F21K+B2mdvlAm5wfs8NzoQnX721b7uaJwn4pNeksKX3bn3ZjmIOljbicLVhdrgI0/mRlRCIq81DYZUFQYA5Y1LYV9KEIEC/xCAOl5ux2l00O5yU1duZMyaFRz88zGu/6UtLaxt/23ycOWNSWLzlBMmhOnYU1TK6ZzT7SuvonxjGvaO786fVubS1uUmLMmA02bhnVDJ//ewYNWYH0YFa+iWFMGtECg+sOIDJaidc78fCKdk8/Uk+KRE6nrkxi79sKkCjVmC1u7A4nOwtbiA8QItGqSQu2I99pY3oNUp0fmr6xAehUigQBKiz2BmWGsbHB6t4ZWofmZhzqs6CSqVArVBQUGUWQ5dVVh68No3Xviri0Qk92GlsYExGOE9+fITsuCC5oFpSNTFZ7HLZBSB3LQg3aOWatxW7Spk1IoW5HxzkyYkZstTWQ6tzSQjVEqDVEOyvaScD9uKGfJrsTkpMLWREBxCs18gF/ZI340vY8PYUffUmpf9LICfdS5pbnV2zo8XOWGth2lvfs/Luoe2YkwY/FbhcUFmJrciIrqpCBj2HsZiGgiKCaivxtzS3v6BSCXFx7bw/EhNpiYnDk5CALjUFgoLEZnmXwC40v3Yh1+nqeXB5tZC54rmJdgXcfgS7kJ3fos2FTB+SKBd1e4ed9H4qXlifz+xRKfLCIylWHKuy0Ob2kB5lwF+t5MY+MYCoht8jxoBKoeCmPjH8cVUuw1LDuKVfHA99eJg3buuLTqPiT6tzeey6HnxVUMv2YzUoFAJ1Fidheg3dI/V8c6yWAckh7DzRwJDkEPaWNBAR6Me4nmId3fLvxbDdnz/NZ29JIxo1qBQKhqSEM2d0Kit2lhIVqOKlTcdJCNHy5u390WlULN5SxLSB8Xx+pIZre0Xy2EeHqTE7GJocir9WxZgeETy7Lp+chCBCA7TMuCqJiAAtCzbm4/HAtuM1tLS6efamTAYlh8sAtCG3SgYfjxtuH5oolyrYnS7MDhd/myqGIx//KBe9VoXHLa6xHo/YZSBIq2HWyBRW7CoFD2KT0q1G9FoVI9PC+PJoLXtO1vPu7wbJ4GNzit0AdhTVUG12cF3vGP4wLv2sFjpSWLHWbCcp3CCzXr29rBnDkqg121m7vwIEZGDznlNSGYHEdPQuE/GVdpNe1/uJn7skKu07B1/cmM8TN5zx/rrixchsXrOZt9/fxqwUNUJpKdrKclpOnMS/slwEw7IycDrbn2wwyKDX7p8EhvHxYoiUzsGjM+DuSgjzUgLR+Zie5zv3cgLFXxq4XfYtb/7XTJrs0pfvXMcBIIgkEctpFprV4ZKZaFaHC5fHzZzlYksWqbaqqNrKY9f14K07+hPor8YDvLCxgJc+PUZKpA61UoEAhBn8GJ4ahiDAZ0eqee5Xmaw/VCVKerncfFVQy9QB8QxJDadXXBCDUkKYNSqZhDADf5mSzdzx6YzPiOCFydk8d3Mvapsd9EsMIincgF6rwmSxU9pg555RSTRYXShRMPV0SLWquYV/bismJzGI3vFirm/3SRNf5ldz93/20TsugLX7K3C1eXC42pg8IJ68U8289kURwf5qAnQaWtvcrNhZSkFlE9uO1zJ7VApr5gzn8et68OLGo8x6dy9DUkJ4Zl0+VQ02Vu4pw+OByf1jWbW3jBJTC8/9KpO3Zw7iH7f345XNx/n2eA2FNRYm9IrC5XajUigYnRHOl/nV7D5Zj95P7OEmhRsPVzQxMi2Mhz48zLDUUAalhKL3E8Wn512dzhM3ZDJ7VApqpZLoQC2zRqSwem+Z2BPudJsb7yaoM9/ZQ7HJIrY3GpkiNzWdMSxJVKv56DDThyQy7+p0GayksJ7klR061Yj19N9X7y1r11DU4KdqB2y3LtlJSZ2FfcUNvNFB01ODn0oGNu/mo3CmDY/vXJbmKgABATSlpNE8ciyvJY/G+PtHuG3YvVR/sglOnICWFqishF27YPVqeOUV+N3vICMDTCb4+GN48kn47W9hzBjo3h20WoiNpW3wYErH3sDhW/8fjlf+BmvXwr59WMoqWfzVcQD5u+INgpeivU1XzeCnOmsMXbEfYyyd3ef/ql3x3H4E60p+oCP5I18BXYAXNoj09pyEEFleqqTOwtOf5PPylGxZb3LpNiPThySycncZLS4Xu0/WoRYU9IoL4miVmbY2NwICOUnBTB0Qz5p9onrG4q+LuLpXJF/k17D5SBUWRxuPXZfGm98Ycbs9BOs1ZMUGYXG0UlRjpcXZxku39CY+RMeDqw7R0uoiwE/DA+O6s/5QJafqW3hyYgZPf5zP5H7RvPz5ca7LjmFMjwge/TCXEIOGntEBHCxrpm9sIPeMTaXe6iRUr+GxDw/T5vGQHR+MoIDcUjGcigdMVgfvzx6Czeni/y3bS7OjjdggDQOTwzhY0oDZ0caCyVlsLTSRe0qk/tucrnZe0NMfH2ZPcT0GrQoVCjQaJS9PyWblnjK+P2FiweQssXZvm1FW7l+y1ci8a9IpqbPIElsRAVo5ryF5ZL/99y5cLjfv3z30DPN1c6GsUCIB1fx1ecy/KUt+vr6Fym98VcQj159d1C8Vhkv1c74dBHw9B2lRq2m2t4sKQOdNT729Q0kxRRL79p3XHf3f21P1Hcs5c1ktLaKHJ+X6vHJ/7pJShFOlCD7tl1pWfYj/lFu69H3zth8r/PhThkIv5PoXUrz+S/PcroDbz2AWh9iO5cFVh85K/HbERKtptmNzuli1t4wZVyWxdLuRzw5XMaF3NHPHp8vsvkn9xJ5lJXUWbl+6C61ayeu35eCvUbJ8ZykFlWZ6xgaQV9bMoORQJmRFMevdvQiCwOPX9yC3zEyPaB0f7q8kJlDDvpJGBDy43R6sLogIUKESFNRbnYzrGUVeRRNKFLw+XQSSZ9cdZdbIJL4tqmPniTpUCgGlQuDpGzPZVlhHWpSOhZuOifJVu0rYesxEVKAfTbZWBAH8NSr0GhVP3diTNQfKya8wkxKuw4OHk7U2esYGcqLWysPXppNb1sDglHDW7K9gX3E9MYF+1Fhaee7mTNYeqJD7vk3MjpaVUOZ+cJA5Y1LYlFfFsSoLL0/JlokdxSYLy3eWsvdkPR6Ph5xuIfirVbg8bnQaFdf2imT596VEBGrlWkOpRlEKJz7y4WHenjkQOKNi8sbXRWiUinZEEF/KOpxNs/d+/laHize+LgIPMvD5ziffc85F4PDutN3Z3JMUTrwZiBfDIvTeyHnrap6LsXjWteytGKzN7QkvN98shjE7eP9dHZv3Z3G+4zuSHrvczZdFej4TFMoDHndbv59gaD+JXQG3n9C88wTeckid7XjhzG5+/6kGMqID0GlE9lxBZRMZMUHiovrRYR6+Np0/rc5lXEYUT96YSX5FIyt2lnK00oxCIZAeZWDu+HRMFjv3vLefp2/syb7iJqqbbTS1tHKgtJGh3cM4eKoJATeDksIoqDaTFmnAT6OkydZKXlkTYQY/ksN13D26O3f/Zy9BOg2PXpfBE2vz6BUTQF6lGY0S6iyt+KsV/GVKH97cYiQmyA+tRsm+4noxLzcmlde+LEStUmBzuBiZHs7THx9haPdQKpucKASBe0Yn88ZXJ/AAL92SxfKdYj2Zy+3ms8PVRAdpePXWHFbuKWNfcT0eYGj3cFxuNzaHWKze2NLKu3cNZO2BCq7tFcma/RWolQqZNCLlxl7cmI/N6eJQaSMeD7xz1yC531p+RSP3Lt9PuMGPV6b2ISJAy13L9oAHnrmpJ1sKTPLzBNp5dVL7Gu9cqi/5w5cU4jtnFn9dxJCUELYdrzsn3d07t6f3es0bOKX55w02nYFXZ5R/73t1hZrvq6PZ0efQGXh0JYd2sQLFVodLVj7prNu493nen+WlsB/quXWFTHMh9/ileW5Xcm4/kUlfKjjT8t6bAGCstXDPe/uobraTV94o50YWbyni/nGpvD1jIA9PyMDV5qbWbGfeyoMs2JjP798/gLPVTUZMEO/MHMiTN4r5k8zYYP4wPp2MmACe+1Umx2vEmqbP82oYmBTC/E/yKak3E6jTUNFoR6tSoNeqCNVp+POv+xCo19Dc4qS0vgWdWsXzN/dmdM9Inrkpk/JGBwDp0QEoBQV/2XSMAd1CiAzyZ8GkLBwueP7mXtzQJ46cxFDmjElhd3E9+4rrqWl2sK9YLF5+/IZM5oxOpaSuhe9P1DMmI5LwAH96xwcx9+pU/rn1JE53GwLQ4mxje2EtrjY3f7omg0evS6Oqycm/t59kRFoYTS2tNNkcjO4RjscNu4obeOmWLN69S+ye4Gx1s/ZABYfLmpg2MB6b08W0t74nr1zMXx0oaaS1zY3HA012UXrLcBootrW92ykAACAASURBVBSY+Mft/fjH7f3ZmFuF3k/F67/J4fXbcvg8r4YbsqPljYreT8UrU/vI58+7Ol0GmikD4tvl0YpNFrkAfclWY7v8iPdiOiQlhIc+PMyknFgZLBZ/XUR1s10+rrrZzp3/3s0zn+Qx69291DTbsZ4Gmepmu3yO1eFq135HWvg6ylV5MzOl36V73fXOHhZuKug8p+O1Z44K1HLf6ZBqRzkqg5+oxOMN3F3NoZ3vde+fvteLCtTKkl7ny00ZOgHyi7UfmnPr6PyO/nZBYxYUvyg8uOK5/Uh2rl1VZ7srY60Fm9PFr//xHRP7xDLjqiQeX5Mnd3q2OlziovLr3jy0OpdHr+vBvJUHWTStL/2Twli0uVBu2Gm1u7C1uthRJC7Mz647KuehAH6z5HucLresI9k3LpA7hyXzwsaj9E8MZfaoFE7VWwkz+LFydxnTBsUz74NDpEXrOVphxuxwYLK08fh1afxj60mGJodhrLPx8pRs/vDfgwxKDmXWSLErt9FkI8hPSVigH3nlTWTFBaHTqFArFLL6/rwPDtEzNgC9RoXN6SK/UgxJFlVb6RFrQKdRsb+4AZVKQVKYP9FBOsrqLJTU2THZHDx7Uyaxwf689Okxnr+5l1xgvfDTAg6VNcrlFBJLUaNSUNVoIypIx/1jxbo1Z5sbe2sbWrWS+8akyt21pSJpqXQAztQjLt1m5EBpo1wvt3J3Gc0Op6wwo/dTyQB2pKKZJydmsP5QFTbnGcHliADtWar/knchhVOfnJjBoOTwdmE+idUphTzvWraH139zJtfY6nZjc7rwV6nQqBWiiPOOYjQqRTsmZmdztzNvDmDhpgJmDkvq1OO5UF3Gdvm+LoQAu+LRSUzkjvQozzWWS2Vdyb3/2J7bhVwrODK2ytVUE3PRA7rM7BeF1JeLSV+86tOFvZJ577p9d2zVp3t7RQRomdgnljmjU9mYW8WCyVms2FnKixvyqTXb6dcthIgALYun9yMjJoixPaP4Mr8Wq8OFySoqbYxMC8PlceNyuxmdHkm3MAOv35bD4i1F3PnOHmxOF2MzohicHEp2fAiLpvbhVKOd59cfxd0GZkcrL39ewLxVh1iy1UiLy8XynaV48FBQYcbR5sJkaWNISgjjM2OZkBXDnLGpDEwKRadRkRUfiMcDp+qtfF1QQ5BOxd7SRhptTpQoaGvzsO9kA7uNddz93j5ApOTr1Com9YtFrVLgbvOgVAr0iDGgVirwV6v4+205PHF9BtuP19EvMYi/Tx/AQ9elY21x8bfNhYQbtDx/cy825lbJIcVHrs+QgU0CmfyKZiZmR1Pe5MDlFjsKzL06HbVCQWGVhWkD43ng/QPUNNtxutys3V/BDdnRLN5SxBtfF/HGV2fCerNGpvDm7f14/Tc5rN1fQbPDSX65mdQoPUu2GXnjqyJmj0ph7tXpLJicxQsbCmhpdfHwhAzemTmQpHCDzDyUPDHJu5DKDTJjA8mMDZbn0H1jU0mJMDDv6nQ5fxcVqOX134hybRtzq5g9KoX7xqQSpNWIG5Or04kM1KJRKuRO5uebu5KX5e1NSdGH+8emdurxSGFI3/nv65H53lN6795eXGfm67F1NI5Wt8i29fZQfyrrimf2Q8fU0fkXe02Dn4o2c13lDxrQZWbK+fPn/9xjuKS2ZMmS+bNnz/5Zx6BRKUiLEhetvonBaFTiHsLicLF0m5EZw5II1Z+p41m0uZB9pQ38bkQyUYFarkoNR++noldsIJGBWrpH6Pn39pN8VVDD3PFpvPlNEXnlzRwsbeR3w5PZW1xPTLAf6w5WMmdMCou+LKLEZKWwqpm5V6ezIbeKXrGBfH/CREyQFqPJhtnuZEdRPVuO1lBtttNgayUzLpB516Sxem85NU0OescFolYr8FMqmXdNOikROpodLiL1WpIjdDx0bQbLdhQza2QKq/aU8esBcSzZZuTQqUZC9Roqmhz8flwqE7JiOFVnpdrcSpvHjcnsRKlU0CMmgDqLk5Hp4ZisTm7IjmbhpkL8NQpCdGqOV1uptzipsziZcVU3thSYGJ8ZTZ+EIJ7bUEBWbADfGxvwUwscr7FS3mCjotHBTX1jcLrcLNlmJMhfycrdZewpqcfe2saJWit3De/GoORwxveMYkhKGEu2GcmIDqB/Ugib86u5vncMX+bXMLpHBGMyIsmICRDzfR6YOTyJQ2WNpEcZSI8y8M63xRRUmxmfGUV2fBA7T9QRHazlgbFp7C9pwI2H3nFBvL+rlGt6RTMiLZzCKgv9k0JYvbeMXrGB9E0MprXNzax391JUIyqhaFQKlm4z8rsRyQztHibPF2l+ST+dbW4Wf11EbLCWFTtLGdo9jEHJoYTqNRj8VCSE+vPoR4cZnhpOVKCWjJgAlu0oZqexjoQQf0K8rus7d71/Lt1mZFByKElhOjm82Dcx+CyQcra5WbrNyA3Z0azeWybPfykPt+1YLYNSQuX3IN3T+1oalUI+x/tnR98z6b6Lvy5q913TqBQMTA4967PztY7OvRTm/Z46G7/3GC7lvS/Wnp0/v2L+/PlLfu5xXCq7Epb8Ea2zsAGcrYQumXdoptXtRq0QmXY1XmSBW/6xQxZCtjpc3P3ePpQKgceu68GmvGom9xPVS746WsOErGimD0nkn1uKOFjezNCUMLQqJQhgtjtRKRScNNl49LoefJZXLYYSPyugqNZKz9gAjlVaSInQMW1gAne/t48QnRqtSkW/pBBanC52naznH7f3Y+3+CjzAd0W1NNtbuap7OAjgr1KRW96EALwwqRcrdpZyuKyJrPggbukXx/xP8lEpBVxtHto8bp6/OYtn1+cjeAS6hWuZOjCRdYcqOFFj5fmbe7H+UBWPXJdBfkUjL316jLnjU1lzoJyhKaG89/0pHhjXnde/OkGr201qpJ7vikyM6hHJ49eLuUhJR3LB5CySwsWQ2gsb8sk/HTLUaVREBGgpqGziL58X0j1cj1qlQO+nkjUeH159kJ3GOsL0fiAIvHVH/3Zh4+yEIOaOF7U9PW7kEo6O2hp5d3uQnrFvOci5GG/epJRWt5uHJ5zNpvRtTCoxcCX1m45Ci74h9HMxfKXjO+oc4H2cVKfZ0Rh9zbdx6vmEkH8IFf/HpORfakLMj2m/NELJ/wan9X/UOpus3nVGnSlLSOEmyVbsLGXeNenUmu1EB/qLJITTfd0yYwPwuGHN/nK2HTfR0urimZuyuKlvPV8cqeGxjw5jNNl4aXIvDpY243K7aXW7CdVpEQTIjFGx5kA5R8qacbrcFNZYeGpiTxJC9Zgsdu5dvh+1SkG4XkNTSys2hZub+sTwwsYCnprYk8+P1MjF05/lVTD/pl6s3V9Gblkz/bqFkBkbgEpQiKr7AqiUopTWi58WoFQKpEUbaG5p5duieo5VNVF/+j3tKKpnX3EDAToN5hYnK3aVcqS8mfyKRgYlh3P3KCcvbDxKicnKkfJmuoX688rnorDzyj2nmDM6laPlZvxVp+u7thThcUN8iJaHVucyoFso949L5cmJmewrruOe5fsJ8degOF1clxym42hlMwqFwD9u7y/T58sa7Cya1pcwgx/Lvy9t90zfnjlQDvmpFApmjkhixa5S9D5sWGlDIxWLAzLJwzfc5mx1t5sL3pshac5IeTdf1q3F4ZJ7xrWbl4FaMmMCWbrNyBOntSl9ySS+f1u9t4xXpvbpNJcmjbszkofeT8yz+ppvqNLiA46dAVtHpRRdtYstbbhQOxfhpSuvX7GLt5/fF/4/ZtJkllQppNxEZ2w12QQoNll46uMjPHpdD1769BjX9oqkoNqMShA9C3+1iqHdQzlS1kxJnYU3t4g91maNTCbAT0mwToNGrcADFFVbmdw/licmZjJtUDxHypsRBIGBycHUW508t+4oD/z3AN3CDLx71yBmjUihf3IooXo/BieF4K9RYrI4ePMbI9f2ikRQgE6jQhAE1uwtY9vxenrEBLCvuB5zi1PUkXS4OFZp4YVJvXj8+kwGJ4fx6q19UQkKArVqYoM1/HdXOYF+ovf02m/6MiwtApUgMCo9isk5cdSa7cz+zz4+y6vgibV5JIb48/fbcnj11r6cqLVSY7GzYmcJXxfUUtZgo8neyuT+sVgdLtQKBdMGxROm19InIZgb+0bLSjA7jQ388/Z+DEwK5cmJGSgVCgJ1GjLjAslJCAHOLMKv3tqXbcfrWLm7DEEQNx43ZEezZJuxHTGk1SUSOuZdnS7TznefNLHoi0Lmr8vjrmV7eOOrIrmEQOq07m1WhwuN+szXVArvvbAhH6DdnFm2o7gd61aaQzOGiQC7aHNhOyCZPSqFIxXN1DTb273WEWtTuldnXp6Ui+tw7nr9zbu9jfx+NhfKrE7f78i5riUB28WwDi8EVH4os/F897gCbD+OXQlL/sh2vh1fRwoT0hfeW9ldCvVIqiaS8oTU5w3EnXFBZRPzVh7i2qxopg8WtRF3nDDhr1ZgcbSx5Lf96RZmoKCyiVe/LOLuUcm8+mURbW1u7hvbnec3FPC3qdmEGfwAEbCWbDVysKyR2AANpxrteICByaFM6BXFuoOVtLrdHK0089Yd/fnzpnz8NSrMLU7uvCqZx9YexuZw0T8xhHnX9OCPqw4xJCWMhydkUNNsx2QRwSrEX01atIHjVVbaPG40KiV9E4JxutxsLzLx1h39WHuggiabk+PVFvokBNNsc7K7uJ6YEB3P3pTJPe/tZ0hKKM/clCXXAf718wJUCgUHTzXy3K8y2VJgkoWJH1x1SK5xqm62U1JnYf2hKgC5Du6dHcVMGxjP42vySArXcaLWytszBsqdAOTu6FuNONvcPHJdBiCC0m/++T1NDhfv3jWQrLhg8sobeerjIzx2fQ8+z6th+pDEM0SXVhdzx6e3K/KGMyon3gQQKaS49M4BZ4X9fIuzfUPfvnPRuwuBJObs7RF1pQC7K/Pc91hf/UrvDuAXGir8McOKF3KPn2IcP6b90sKSV8DtR7Suhj68ZbfkXMxpdQjJpL9LC5Ek7PvOjmK2F9agVavoEWPgZK2NB69JIyMmSD52Uk4sdRYHcz8QKfohOj8OVzQxtX8sb2wxMjA5BJUghgqPVDTz6q19+dOqXFrb3CgEgcy4AOzONvaWNPDUxJ58WyR2o/Z4RJbjnpP1qJUKFkzOYta7ewnVaWjDg0pQUNZgIyMmgIIqM+N7RhGo1ciSVPcu34fbDXaXC41CSVZCIHmnmnF73KRFGggL1DIpJ5YVO0uZPiSRZ9cf5ZkbewLI8mGvfSnSvSXAlgrb/7Qql0Epocy4KgmAOSv20ys2UKb4A+2Kneevy2NjbiWLpvVhT3Ejs0emyGHMR67PoNhkYdXeMpytbhl8vFuLSAu09JlPH5zIA+8f4IFx3eXrSYC4em8ZUwbEy16Q1Ndv6Z0DzpLIWrLNyPTBiaIeqFcOtqPeaB3R9rvSiLMjj8S7pu1cBdje97+Q8F5HpQDSfX+KPNSlBqLLKXfWFevo/V8Bt8vcLidwg4v70ku7ZUk9o6Pdc35FI58fqWFkWhiz/7OPhb/uzb7iJoalhbLnZKNMUoAzrVF6xwfwwsYC3pyew7IdxXx3oo4/39Kb9KhAlm43sre4gZ7RATwxMZPn1h+hoMJMVkIg/moVggATekXxwoYCMuPEHF9hjYW541O5b/kBRvcI5+7R3Zn9n330ig0gr6yRpTMGUW918uhHh2lra2NMz2hu6RfHtsI6bE4XB0obuWd0Mou/PsGiW/vK0mGPfnRYBNWYQAprLLjaxJxTeqSBk3U2nK1uBAUsmJzF05/k09bmAcGDyexgaGoYJ002WlvdPHVjT1nVI79C9Jp6RIktZ6x2F/eNTZXbygCi53awivvHicQRqZYrMlDbTidS8q6KTRay4kSKvrHWIjc4lfQhi00W1u6vwOoU2XDewCRtXrw9cu+WMxJ4+YKLZF0hKvnOv44iAuAFpF6kFO97eF/DdyMmvd6VTgKdAcC5QPjHMOl+51Pyv9Ax/K94bp09h18auF3Juf3I1tXJ7n3cjGFJsrK8lDPxVpQoNlm4d/l+as12EkL1JITq2FJQS73NwRNr85jUL5ZJObHAGWBranFyuMzMspkDyYwNxupoxeZ0se5gBe98W8yknFgyYwPQa8XO1CdqrGQlBPKHcWLNkU6tIszgR53NQWurG72fipzEYPzVSlRKOFFrZe2BCvrFB1HRYMeDgnCDlpzEUCIMWv46tS8apYI/rsplUj8x1/fy1Gze2nYSk8WBzSkuvGv2V6AUBPokBDP36nTenN6PBZOzUCkVzBiexLO/yiQrIZC2NjfrD1bx5vR+LJ81mEXT+jKyRwThBi1//XU2fRKD+fOmYzRanRSbLKzcXYarzcPxWgvjMiLYUljDa18V0tTiZPGWIpZsNaLTqDhU1kitWcz9tLrcLPtOzMkhIHcDQBBDg099fITqZrvcd8/mdFFSZ5Hzixtzq7g2K5InJ2by8IQMOd+k91OB58yz8QY2qZuAt2LJfWNT2+XyfGsopcVK6hTgnR/yZeNK78Ob/CEt8pP6xaJWiGOXruG7YHdE8PDOX3WUn/IeS0fA1lHN2g8BifPlxqT3fC4l/4vJs/0vABv83yGx/P/2zj0+qupa/N89TEg0AVFIQASMFBEReQZFtFirFbXaalsfLbWC/cml1X4u1gf2im2v9bbF1gu9Ra/GXwGrWBULPvGBlUIVRd6EYIwxBgwxD155QRKG2fePM/uw5+ScmUkyyUyG/f185pPkzDn7rLPPyV5nrb3W2sZySxKc8w5ecxANzQEefrOIvQ1N9M3M4I6vD7PdcKNO601LIMh3J5zGz5dt52tnZtMns6fl1lq/m6nnWAndNfVNfOexdeTl9uHU3idS39TC53sPEZQwdnAfMjP81B5uIc3n48R0f9ib/Eef72XF5gq7ssjr2ys5vW8GhXsauGbsAOa+VEhDUwsNTUd5duYkcvtl8V+v7cTfw8eNEwexZF0ZP/3asLDBfNe+BpZvrqBgTy2/uuZsu/Bx/ppSAtIqiXX4SIBPq6yVrQefnM7W8jr+eut5djpE/tpQ8MxXLfdfTX0Tz3ywm8MBq8bk0aOS+TeNsSuX3L9iOyf4/aT5fWHza9eMGcBDrxWx4KaxLFlXZrslFbqyaAzdM+U2PdQS4NYlG1n4g7GMHNiHsr0N3LJ4A8u0hUCd9/vR1SW2RQfHrCjlwrzrhW12YrrutnY+G9V1TSxdvzvMla2IZFWpQfybowfwwEuF9hykajNadQ+vZzmSa9R57miuVC/cqqDEEnofqxLtLpZYvDCWm6FDuL0Jqgi4/DWltnXmfENWPxubrcUx+2ZmWMri/TJO7Oln3Ol9mH5hLml+H79dWcT5Z5zMvVeOsCtTTD0nh1lPb+aWRR+xr6GZYFDSKz2N+uYWPvr8AEel5JyBvZlxUa5V2eKEnkhABgkLMV+xuYKNuw7w+zd2cvcL2xkzuDePvP0pl43M5q0d1Qw++QQOtRylb6ZVtgus6h8Az39UzqHmALOf28qOPQcBy4p4bXslSJj33XNZvrkCGYp83/rFQTaVHWD7F7UgYczgkxjeP4sv9jfz+A/HWwWMF2/gtqc2sGnXAQ61WEnyP/z/6/n589v44QVD6JeZwR+vH01erlXZZemHu2lsDtAvM4M7Lx/OjNC81oJVxWzebdW8PDMni5zeGdx7xQi7Cn/Z3gbbYlI1GxtD11J7uIWc3hmMOq0Pi6bn8VZhtVVCCsjOTA9zJ+qKccn7ZUyfnGsrNmeU4LKN5fziqrPs0l9KOenPRkNzgHkri1iyrsxOGWjUIhCBsGOdlpyyYl7fXhlWQFgF3OgpBLHiZdW57RfJCoxEVV1TWFRoLMe7WbWxXIdX9GhHiWdbhtYY5daFOP+59H8yVUpJBSeo7Qq1WOmS98u449Jh3PH1YXb+0pP/slZ0VqHpwaCVPK2vK/bChnIuOSuHx0Jlu6aOGkCPHoLd+5q4+Kxsfv/dcxE+mPNiAY3NATthWYXLV9U18Yc3i5ASzszJ5KPSfTQFAryz0yrE/OaOKq4bP5DK2mbyf5THc7MusC2ezHRrJYNrxg6g/EATP71kKA+8VEhpTQNlexuQQeiZ5uNQS4CCPbUIHxxqCTD7G8NIT+vB3KtH8PneQ9yQN4gMfw+ED/plZdC/dwa/+tbZ+ISP/7ruHHqHVtIeM+gkpLQiPe+8fDjZvTKQITfgkVC5LaVQ8teUsmnXAT6tbuDeqcP5z1c+ZkdFrR2en5Vu1fy8dYm1MGr+2lJbseX0zuC33xnFCT2P3adRp/Xhzm8MZ+bFQ3n+o3Ie++H4VqtEq/uo5lEbte0KpXRUdGemw+Wnv+z0TPMxfXKu3d9L3i9j5sVDbStO3T91Dqe7TSlL3brs3zuDx0PJ6W1afNeFWAJXou3vPFbJ5zZnFmk+sj1WqO6ijdcCo15jgSF+GOXWhUSam1DzH27/QKU1DdzwxAf84a0ie6BTeXJ7G5rYsvsgt00Zyh2XDuOeqSN44kcT6BMqOZSVbtVrLK5q4FtjTyWndwYL/1GClJLSmkP88YbR/Ptlw1m+qYKdFVZNxMXvlQHQEgjy0GtFfHP0AGrqm1j9SQ1fG2EtV3PhmTmMPLU3CKsCx5bdByk/cIjxp59sKx6wFOtDr+3kt6/v5Jcv7+Suy89k2xd1zL5sGI/9s4QZizdw43mDmD45l9+t/IR53z2X68YN5Oa/rOcXywsYnpPF4FMykSHl3TPNx9kDevHk2lJKaxp4bXslPXoI+mVlgLQU6T1XjGDMkJNY/F4Z1aElg7Z8cYA//aOYg40tLAgpp0dXl5Dm9/HEzRN4dNp4Lj6rP3/+wTjGDbHy2tR9GJqdxaLpeXxYeoBp5w+xg0MamwO2dQrHaidmpVuVZLaVH3S9/0qZ5ITuYWa6n+vzBpG/ptRecRuOKR0VpahWadcHfxVNuWxjeatzqGdKP6fT6tNlc6LaiKYQYhn026oYYlEq0dZhcztve6yxaMnpseA8R7R5SkPHSfo5NyHEYOCvwAAgCORLKf/ktX+yzLlF8td7hUMr3BaRVJF3KtJt+oW5LHinmLd2VHJSRhp/mTGRJevKSPP5wvKiVNDClOF9uXvZdv54/Whe3f4lO/bUcc6pvbn3yhHkr7UKCrccCTLjolxWbKmw3/qr65pY+uFuDh0JUHXgEJvLa+mbmY4AhE9w9qm9CASDNDYdYf3nB1hw01ieWPM5v7n2HLJ7ZVBT38ST/yqloLwWnxDk5Z7Cd8YP5D9f+ZgRA3px43mDOO+MfoAVEp/bL4uHXt3J4UCAaedbIf6NzQH2NjTxVmE1U8/JYcXmCrbsPsjYIX3sEHuwylT19Pu4/ZJhzH+7mLrmFvpmZjDjwlwefbeE7Xtq7fyFJ26eYEc3Zqb7w/LJ1OrFCueAqKcQ6Ou1zXujiJ5+nz3HqVYTcK64rtqav8pStpkZ/rD75vVMLHy3BCGwy1cpl6RzTjDSc6g/e3pZr1jml2J5piPt29Y5rrbMj7VFbn1eDmjTnGB7cIswjSZjIjBzbl1PALhLSnk2MAm4XQgxMsEyRSTSm5iba8n5vR7FpdxI2b0ybLelim67/5sj+euPz+OrZ2WTme5HBq3cN1V1Y/7bxTy6uoTGlgCDT8lk4ukn8/BbxUgJj00bz39eO4rMkEt09mXDSfP7WLKujGnnDwGsQXxodhbTJg0BCRkZfvplpfOn748l/5Y8nrh5AkeDknWf1vDFgSYu/EpfLjozh9mXDePuZdu5+S/rmf23rez4ohYhBQ9cfTaBoFVlf1j/TAIyyPJNFXbE4QMvFbKpbB8FFbX4hY/Xtlfy8JtFfO/xddy/vJCJuX146LUibpsylAevHUlPv8+2MvPXWAEl6l0tEAzy4Wf7qT1kzYfde+UInrh5AnOvPptJZ/Qlp/ex/gTLDbrw3RKq65qYefHQsMhE/T7OW1nEo6utahzKndw/lMitKu4v/XA3LYEg2b0yuGREP25fupl5K8PXPstK9zPt/CEUVdUzfXKu1ce0jm5UvytlKsMrcYVVL4m2vpf+d2NzwF5zLR6Wl5vycMrSKnIzSvvOuTi1X1txHqtbTV4RnM792ov6f9aXS4oko9vxnUWqW4pJb7k5EUK8DCyUUq5y+747WW7RjtUj2VS0HIRXkNDRq0woGpsDLHinGL/PR+BokGmThtgWoG6llO1tYMk6q9jypWfn4Bc+dn5ZZ0cNHgxVBhkZSoRetrGcb44eYK/xlubzsbOinvk3jWHO3wssq2ziIHttuZ5pPqS0ksTPGdjbSv4u3Y8QkHfGKaT5fFw3fiC/W/kJv7jqLE7vm2UXit6yez9v7KikpKqR0/udwE+/Noz/WL6DuVeP4K3CamZOGWrPgcExBaFyAWdOsXLPDgcCrPnEWkNN5aeBZTE+/1E5hwMBduypY2LuKXahYzUAlO1tILdfFg+/WYQMwh2XDms1l6bXCVVuz49K93M0KHniRxPsKER179Uq6zMuyuVnz24B4M8/GGenfSh3pNONGIt1o353rpit2nBbDbsjllukffX+cdZTjWbtOdtsbz3IaMc6/+fiGSqvnodo1pvbcZ2VGO7WdqpZbt1KuQkhcoG1wCgpZZ22fSYwE2DIkCETdu3alRD5OoLXP7pXeS7AXtRRd805/0HBWljymjEDeGFDOfdccSzoQFXAmJjbh1++vJOFPxgbto9SGKqOoTqPmud58l+lbN51gP/94QQAfva3LfaCndeMHcBbhdVMO38IS9aVcfXoAXaIf2a6n137Gpj5100gYfKwvuzad5hFMyZSU9/Eii0VtBwJcselw3j4jSJWF1fz9RE5XHZ2DgtWlTBuiFWWKzPDz/TJuSxZV8bW3Qd58pY8W2a9Mj1gywyEBU6U1jRw/eMf2Ct2P/bPEqZPzmXF5grbNfnrl3fwesGXLJt1Abn9slqFyWJfgwAAH4BJREFUyLvN5yjXpQpM0ROyncnT/XtnUFrTYM+lltY0RC135fXcqG16hRO1oGlbFEms54oVvTRYtGr/kc4Vqwxug3ekNp0vjPFUJs6Xn7Ye21nuSmfbqabcuoNbEgAhRBbwd2C2rtgApJT5Uso8KWVednZ2YgTsAJHcR3oggEK5U+68fLhllbxbwryVRWHf6//Uh5oDPPBSIe/srGT+qmIy0/22ZTD1nBweeKmQB789ktP7ZnFCT2tAXvhuCUs/3E3Z3gaQIDjmGmsJWEncfp+PcYNPJqd3Bjm9M6wctc0VXDN2AL98eSeNzQG+2N9ISyDI/SsK2fD5fsByIS7fXMEz/+988m+ZwMPXj2XRjIkAvL690lJCIhQJ6PdxyVk5TJ+cy2OrSxk1qDezvzGc278+jDSfVTD63iusBUkbmwNc//gH/PqVHXZytKrdqIIucjRrTJHdK91WbIUVdTzzwW47qhLg198exbJZF9jW3tL1u22lqe6V+r2qrol5K4u47amNdpURFemoBnV1/3QLZtnGcns/PWHfTXHpz8m8N8LdnWrAUs+MisKNpNhicU95LbLrhnMf3dXuFtjidrzXubz2d9svYiFyl30BO3Annuj3oz3HdhaJnuPrbLqFchNCpGEptqVSyuWJlifeuP0jer1FqsHNORcjtDupKpuoffpk9uSRG8Yw+cx+dsmn/DWl/NdrO3l1WyXjBp/Eus/2M39VMYFgkAXvFCMETB2Vw38s38GR0BI5j64uYcE7xXZU4pwrR9hrzf3qpR3cv6KQ2qYWnt9QztGgZNLQk/nJM5v52ln9GDmwF0IIwGp3Z4X1fvK7lZ/Yg4leGFoISwn6e/i494oRZPfKYMFNY7ln6ggy0/1WwMb4gdacYrO1YjXAN0b2556pI5h58VCWrt9NdV0TCMgJDaZwbG5KKZLHpo0nM91PcWUDf/jeaOZeM5LbLzm2L1gh/vYgGnJ2qO9sC3llEflrS7nj0mF2UWNd+ekDnBrwnStC6AOhm5KYv6rYruDf2Bxg2xcH7f7zms+NNB8W63ybrpjVNq993ebO3HI2vRSs11yXM6ctVvljQX/hiFS5xE3eWNs3dC1J75YU1oj4FLBfSjk72v7JMufWXpzzE063yvxVxXZtRSlhzpUj7EoZqrr9bU9t5LffGRU2t7apbB93L9vO4hkTWbG5gmmTrMCH68YPZM7fC5j33XNZsbmCcwf14jevF/G/08axumivncS7+L0yZlyUy+L3y7gjFJ4O8PCbRXzw2T6CR4P4egjm3ziW5zeUc/hIgJMyejJleF/WfrqPxuYAgWCQtB4+tpdblUjOO6OfPSek6meqdeuq65pYsq7MVjK3PbWRkQN72y62he+WcCQQZGv5QR6bNp78NaVkZlhBGkOzs+x5tJ5pPnub6kNwr5u4Y89BW4k51wrz2qa/ROiRk17nUKiB2ss15xVhp8uvFJwzsjbaPJMutzNSMhZ3YKzzV15/u+0frYqKWjLIa6HUeEY6xiJvpAVk40lnuiWdpJpbEillUn+Ai7DelbcDW0Ofq7z2nzBhguzu1DcdCfup/15Ze1jWNx2RlbWH5YOvFMrK2sNyzrJt8pr/+Zf8rLpe1jcdkff9fZuc8+I2edfzW+QDLxXIgvIDcuJDq+QbBXtkfdMR+eCrhXY79U1H5NzlBfKz6nr5z6JKmfebt+VP/roh7PsHXy2U9/19m/ysul4++Eqh/Ky6Xv5+5ceyvumILCg/IH/y9Ab58+e2yJ8/v0VW1h4OO1bJrj6VtYflXS9ssWVXqOPuezF0nlcL5ZzQ7+q4gvID8pr/+Zfd/mfV9bbsD7xUYMu1vrRGTnxolSwoPyAraw/L36/82D5Gye2ksvaw3bb62+t+OK9NtWn354oC+eCrha7nUW1fu/A9Wya3e61kdn7n3MfrHE7Z3a7FeXysbap9Y92vLXK6Xbs6Xr8n8ZLPS4Zo+z34ivf9jRdtuR/xANgok2DMj9cn6d2SUsr3pJRCSjlaSjk29FmZaLniidPF4eaG1CtbgOUWvPPy4VYx3ww/c68eYSfyzr5sOIFg0CqfJSG3n5WEvO4za85r5pShdjsAN543iJ8u3czvVn7CH68fzd1XjGDhu8fC3aedPwS/8LF0vVVDUUVKNjYHuHvZdj78fD83njfIjr5UC27qb+HVIfcbWNVTVMpCVV0TDc1WMvL8t4vZsvvgsXQECbc/u5lfvbyDmvomXt9eyV2Xn2m/uS9dv5sZF+Vay8EcDdpJ0auL9rJoeh6jTutjJ0ir69XdvXq/Z6b7GTO4T9j8mN73upWjSlvp81vKraVSAtRKA25kpvvtFa11q1CXR3dNurndooWpOy1UtU2/llhKX0Vyv8XiDowmp9v+umtQPz7WOSvdFez1PYS7OfX/sWjXpea7O9uiamvfGcJJerdkW+lubkkvl4waRPWla3RXlB51p0cGqoi0WxdvYPSgk5gdysPS1wyDY3N181YWEZBBag+3cGKatZp3QAbZ/kWtHeShz4UpF6ha6HNvQxP9sjJsl2j+2lJmThkaFhl3yYh+3PHsVhZNz2PF5gp7YU6w5tWU67TRoWwamwP8duVOdu6pp2eaj3unDueeFwtYND2P7F4Z9tIzag5RuTNV1KHqwyPBINMnH1syxo4U1c6t+lGFzTvdcKr/nX8799OTwZV7GQiba5u/qpiWgLWwqTPasi1RfrE+U87vYnVBtsX9GEu7bTlPR91xka5NucDvemFb2Hp80PqeHk+kmlvSKLckwOufXL1Zui1KqZSNcx5IoR9bWtNgV5fP7pXBrKc38cgNY8jpncHDbxbR2BSgqLKeP/9gnL2si77wpl5pY/ZzW1lw01gOtQR45oPdvP1xJS/OmmwrNzimOPV16L45egCjTutDaU0Di98vo6ffsm4WrCrmxJ5+Zl481FaMal2x2y8ZxsJ3S5hxYS6HWgL2atYrtlSAhJkXDw1TGtV1Tdz4xAdcenZ/7vzGcPs6Fv6jhEAwyPbyWsaffrI9Z/hwqFYmABKOBK0oUKWcnX3u7Gfndn2dNvX3o6tL7DQF1WZVXVPYittec3mxPjdt/c4pu/OlKpa12bza0q+nvfNsna1cVPsqPaEj83OphFFuSU53VG46YZZbKHhElVdS/3jOfCmvN1QV4OBcDHPHnoN2pXkgzGrSLcDSmgYWv1eG8MENeYM4saefJ9eWIiVkZvi5btxA/v1vW3l25iQAbl2ygXMHnkQgGOSeK0bYQS7K2tStGb2os7MEFhyz6PLXlDJt0hDPt2zVH2p72d4GTuxpRVPqfaeuT8mk+kihloxRKQNugz60HrjVtal8MiW/07KOFAThtMZjVWzRErG9/nb76UxC70gQRqwBJfEOBOkIx6u1ppNqyi3p59yON/Qw6ZlThtoLX+rzAKoEl5rncWIP2vLYwpT6gK6ssPy1peSvsebHVD6Ymp/asecgd72wjRvPG0RLIMjdy7bzs2e3MG3SEHqmHZtT8vmErbi+kp3JdyYMZPUnNfz29Z320jYq0q26rqlVvo/ukpw2aQj5a0vt+cT+oRJZQ7Oz7Dkq5yCklj7Zsecg898uZumHu6311c4fYvcdYJcku+uFbbaFqdppbLZSAmZOGcrQ7KywJWL0OSqvOZAl75cxc8pQew7Umc8WqXJ9gybf9XmDwhRptOdEn5tyzs3pc0jOeVtnuoDbPFdbcc7dKarqmuzUBR3nS4N+bCIsqONdsaUixnJLEqK93erFlCO93epWnT6H5GxToawKPbxZFUueNmlImOUF2BbWtElD+Okzm2k5epQLh2Vz48RBzFi8gef/7QLAyivbVLaPBe+U8MgNYwDCqm7Mf7uYQy0B/D18HAkEKaio5dyBJ5Hm99npDbqVplfcUNaoun5V0UOlEih3ZVVdE4+uLrEXW9WvV/VV/tpSuxqK7k7V5y/dylc5B3BnXlqkuS59mz4vF6lyh9t5ne06LTJ1fSp9Qh3fFkuqI+hznqrYs/O6va71eFQ2nTXPGCupZrklPFwz3p/umAoQLeTX7Xs9jFzfpoe9P/hqoR2679ZeZe1hO2Rd/zz4SqF84KUCz3Bqtf2+F62UAxWiXVB+wN7/s+p6ee3C9+T60pqwUHldVpUOoMK81T7qWD3lQA+z18PC9e/U3/o5pv73Gtc0APW3SjvQ+06dV/WPCvtWfaP219tV16Pkc/ZVpBQEZ6i7W/i+Loe+3e3eOK8z0nMVjY6GoUd6htzab2v4ezzC5L3SJbqSjob9xyNtgBRLBUi4APH+dEflJmXkf3bnTzXI6gOpPsjq25SicOYI6Tlu+gArpWw1cEeSKUwpaspU/VRteV2z1+Cm8tucg7lSiErBOAd9/foraw/LqxasbaUI9fac+ztfCJyKUx0zd0WBnRcXlnuo5be55Wi5vZA4FWCkFwpnP0VSHF5/q/NGGwy7Os8q1jwzff+Oyuf10pMoBdfZx0faxyi3JP90V+UmZfR/NOdg6UwU9rISIikX3XJT+z746jHF6WxHKS59oHdaYHNXFMi5KwrspGunNeN1vdGuw3lOp3JVidhzlxeEXY/X+VQytW7ZqheCaAnOumLUrTk3eVU/O9vVk7md1x1LwnIs+3j1Y7QkcX3fWIjHwOzs31jOkyqWW1cQTXEb5Zbkn+6s3KSM/o/mVdVC3z+WQUtvTz/WdtVpFURUm1f9aa287JF/yrtClUiU9Xjfi9vCXXfaQK67KmO9Xq+Pks3NQtWVflvOpytrvS23diINuG7Wr+6+nLu8wP7bq//1bW4KyXnOtlQT8doWSzuxKJx4WDvRZGqLtWpw53iy3ExASTfCmdjtFkgwf1WxHZKuT9Y7gw3UcV7Js86lSaZfmGuHvKf5fGGrPyvc2lAh/dGqS6iACRWAoFamzl9Tal+vCpe/ZEQ/Rg7sE/MyJV7BHKo/5r1RZCdUA2H1LiMFO0QKtZ+3sogjwSA9/T7SfD6mTRrSajXuaP2hy6Py4joj8CJa/7gFf8SadhBPmSLJavLUOo4JKEnyT3e33BSR3pK93GVuNR31fZwWgW7luZ1T/e0W2OG2n9t2VWcxksWpy6W7GN1k1OtGurkvY3nbd1pnKnjGrT+dbSkrL9KclW61Rds3GuqcuoyR9o2Hi82rT2O19vR+6iq6i+WWzHKSYpabyXNLQpw5SzpuuW0q7H/W05todOQvqZ/ONbSUlbdQy4Vy5iOp/VSYvfP8XvlTOnOuHGFVHQnVjnTu1xCyxlSOl2p7yftllNY02L+rc60u2ssfvneuVaVEu379mhqaA2G5bKpt/bpUPl9jc4A0ny/sOz00v9UyK8JK+HYuAaPfO5X3pmpHuq1dFimXzXkP7rx8eFgovdcx+nI4alt7loNx5pp5PU8RrSTRplN2mM6w2Nrab7G0F4/leQwxkmjtGu/P8WS5Od+g3eZv3N7mFc65IK9K9m5h7vq5ndaWm2xuFqXevnNfPR1A37+y9rB84KUCezWAVvNcoUhHFajhDNrQz+eWTuC03Jzzb85j3YjFwvKKjOzI/JWbZR1PS6EtbSWzhRIL8ZpHdGs3WSHFLDcz59aN0OfU1PxLtPkS5/5ubUL0moYqIdhtrs+ZLOyW8Oycq1LbVdsqgbq6rslO9tZ/149VSeTKolSJ5s7ka5VYrSdue5WtUnOZaj0253yXPs8ZqZ9inWvyKufVlja82p3/dnGr+9BRy+Z4nNc63pLJzZxbkn9SxXLzIpIlpr6PNYm3Pef2Op9XdKFzrk/NxygrUQ/Hn7u8wF6XLto5pWxt8bnNkblZSG6/R5ob8+rDeFhdsVh5baG+6Yhnrl1Hn4NktjoMHQdjuSU3qWy56cRqPcTrrR285zXcSlTplo+zNJWzLFhpTYO9qoBe2DgW+Z1RfV5zW17ftWWplWiRprHI69We1/ftsZbcIheBVharwaCTapabCSjphkSbmHYOwG5Fa9tyroffLHItfqu+z19TGhbIoc6pgivsMP9VxcxbWWQvhKqOX7axnKq6Jhb+o4Sl63dHDIhwyhBLkIPXd27bIyk2/boitRkNPRAn0r2IKXDD4zjn3ypQRr8fShaDISVJtOkY70+quyUVsbqIOuI6092I0QIonHUW3c6vAkXcKquoyiZudTDdZI9FfrdAlY641joa1q/aiJebsL3nd5Olrcd2xv6GxEKKuSWN5dZNifVt3u0t3i2E3YmyLAB7+RndonKy5P0ygFZuL+d51NIy+na1knbgaJClH+4Oa99pVekLYkayQKoc4foqWdvLAo2GOsYrBSDacc5rUNZUV1tObv0Zq7XZljB2E/beNZj+jUCitWu8P8eL5dZeYnlbdwvZdwsOcR7Tlrbd2o2ULuAmj9c1uVmbKtAilnqMbudtj7UVrT86K9y8szCWW3IR7+eHFLPcTEDJcUi0oAmvIAY9eCPS8dC+UliRZIgWXKHLBthr08UzxL49bcUSNAKpvVhmV4XUH2+h+xDfazYBJYYuozNcDtH+GXTXn9t3saCCS9T59HO7uRNjDfSI5ELTIyaBVoqtLfJ7tR/pOnS83Kpe6P2VanSVe/J4dYMeb8q8LRjllqR0xj9rW9r02i+mNqT7vk4FFaktr6jHSHR0PivW/SMp2nbdt9RynoTR3ojPZD2Poftg3JJJgJc11RluFpV3Fu1cHanC0ZY8u1jclLESSx5apGNj2b8z3IzHozvNkHwYt6QhrrTVeunouZx5Tl4yRHNdquPczhFL3pjbvmpbe9x00azEaMSyvzPXzev7tmIUm8EQf4xySzBd6U5xO1ekhGR9H7dtbvNnsbrkIiZoS1pviyJPWxKyvYjV7QnuqQjGNXaM423uy5B8GOWWBHTlYOgVGBFLZQ59m1vgSaRgFDc53ObfILwodFsUaFe9IESaOzSK7fgN7jAkF0k/5yaEWARcDVRLKUdF2787zrnFk7YOsLHMtemuPn1uClrXbPQK429v2Hw85+Q6k0TIlIz9oEhm2QzumDm3rmcJcEWihUgWWi2eqdGeN+ZYQ9z17XpEYrSQ/bbI5DaX156oyURYDF1dbaSzraOOtmsUmyHRJL1yk1KuBfYnWo5koKquiVlPb/JUcB2d8/E63jnX5PzOrZ32ytTRQTtRLrGuPm9nzu8Zt6IhFUh6tySAECIXeM24Jb1D+buKrnA3dfQciXKJpZIrLpWuxRAbxi2ZhAghZgohNgohNtbU1CRanE4l0WtxdVXQhhttSbJOBLG4JruLNWQUm6G7kxLKTUqZL6XMk1LmZWdnJ1ocQycQT1dZZ85TRSvLZdx9BkPXkBLKzZCaOANL4jHH1JkKJpb6lyYPzmDoGpJeuQkh/gZ8AJwlhCgXQvw40TIZOp+2Vk2Jlc5WMLEkghsMhs4n6f/TpJTfT7QMyUoqT/p3phJK1T4zGAzHSHrLzeBOIuZvunquqLspITOXZjAkD0a5dVO6ev4mHso0lQd/EyxiMCQXRrl1Y7q6JmVHlGmqD/4mWMRgSC6McjPETEcG7uNh8E/lazMYuhtGuaUIHSlX1VWYwd9gMHQVRrmlAO11+aW6q9BgMBy/GOWWArTX5Xc8uAoNBsPxiVFuKUJHVgIwGAyGVMMoN0O7Me5MQ3sxz46hszHKzdAuzHydob2YZ8fQFRjlZmgXZr7O0F7Ms2PoCoxyM7QbMzh1DseDRWOeHUNnY5SbwZBEGJedwRAfjHIzGJII47IzGOKDUW4GQ5JhFJvB0HGMcjMkBON2MxgMnYlRboYux8wrGQyGzsYoN0OXY+aVDAZDZ2OUmyEhGMVmMBg6E6PcDAaDwZByGOVmMBgMhpTDKDeDwWAwpBxGuRkMBoMh5TDKzWAwGAwph1FuXYjK63LmdzU0B+xtVXVNYT+d+1fVNYV9V1XXRENzwN6uf69vV39/9Ple+3xVdU2U1jTYbQCU1jSEHat+6rLobarjnbI5ZdS/19tuaA6EnVPvi9KaBhqaA+zYc7BVW85rVtv0fRWqfSf6/dD30dvT+9j5u9c90Y91btO3x5rn55QnEl7n7cj5k42Oyp1sfeA1Lhg6honH7iJU4vL0C3NZ8n6ZnefV0Bxg/qpikDBt0hDuemEbv7n2HB54qZDHb55AZrqfR98t4favD6OxOcCtizeAgEXTJwJw21MbOTMni8Iv6zh6VOLzgd/n488/GMeSdWV8VLqfHj0Ef/7+OP70TjGvbf+Sqef056QTerJx1wH21h8mu9cJTPpKX27IG8StSzayaHoez28oZ/OuA5w9sBfFlQ08eUsemel+5r1RxIay/fQQgl9962xmPbOZ/r0y+MP1o5nzYgEA8753ri0/wKynN/Gba89hzosFHA1KRp3Wm4+/rGf04JNoORJk7ac1LJ4xkRVbKmg5EqRnmo/rxg1kxuINjB/Sh7XFNSz7yWSye2Uw6+lNPHLDGPvaglKS1sO63sf+WcLr279k2awLGHVaH8BSbDflf8hzMycxNDvL9X4sWFXMqo+reOHfLiAz3W+fY9nGcq7PG8Ts57Yydkgfpk/OZfZzWxkzqA9zrhpBVrqfqrom654Ai2ZMpH/vDLttPZdPv893Xj4coNU+blTVNYXJE2l/r/Oq68xfUwoC7vxG7OdPNtyusb3HQ+L7wGtcMHQcIaVMtAxxJS8vT27cuDHRYrjS0BywFZr+AKs3NjVY9u+dYf/Uj4Njb/Hqu6q6JjLT/TQ63vrUIKu2q793Vhxk5EBr4G8MfZ+Z7icz3U9Wup/SmgaGZmfZx6q2dVn0NktrGshM99syq+26/Po1AXabmaFrqq5rss+pULLk9M6gbG+DraxUW7oc+vXp+yrUNUW6H0oG5znUPVH9o/+ucN4T5z1zu89e+7jhlCcSXudV19me8ycbHZVbPz4Z+sBrXOhqhBCbpJR5CRMgzhjlZjAYDIaUU27dYs5NCHGFEOITIUSJEOK+RMtjMBgMhuQm6ZWbEKIH8ChwJTAS+L4QYmRipTIYDAZDMpP0yg04DyiRUpZKKVuA54BvJ1gmg8FgMCQx3WE2+TTgC+3vcuB8fQchxExgZujPZiHEji6SrSP0A/YmWogYMHLGl+4gZ3eQEYyc8easRAsQT7qDchMu28KiYKSU+UA+gBBiY3eYFDVyxhcjZ/zoDjKCkTPeCCFSKhKvO7gly4HB2t+DgIoEyWIwGAyGbkB3UG4bgDOFEGcIIXoCNwGvJFgmg8FgMCQxSe+WlFIGhBB3AG8BPYBFUsrCCIfkd41kHcbIGV+MnPGjO8gIRs54013kjImUS+I2GAwGg6E7uCUNBoPBYGgTRrkZDAaDIeVIKeWWjGW6hBCDhRCrhRAfCyEKhRD/Htr+ayHEHiHE1tDnqiSQtUwIURCSZ2No2ylCiFVCiE9DP09OsIxnaX22VQhRJ4SYnQz9KYRYJISo1vMsvfpPWPxP6FndLoQYn2A5/yCEKArJskII0Se0PVcIcVjr18cTLKfnfRZC/CLUn58IIaYmWM7nNRnLhBBbQ9sT0p8RxqGkez7jhpQyJT5YwSafAUOBnsA2YGQSyHUqMD70ey+gGKuM2K+BuxMtn0PWMqCfY9vDwH2h3+8D5iVaTsc9rwROT4b+BKYA44Ed0foPuAp4AyuPcxKwPsFyXg74Q7/P0+TM1fdLgv50vc+h/6ltQDpwRmgs6JEoOR3fPwL8MpH9GWEcSrrnM16fVLLckrJMl5TySynl5tDv9cDHWFVXugvfBp4K/f4UcG0CZXFyKfCZlHJXogUBkFKuBfY7Nnv137eBv0qLD4E+QohTEyWnlPJtKaVaQ+hDrHzShOLRn158G3hOStkspfwcKMEaEzqdSHIKIQRwA/C3rpDFiwjjUNI9n/EilZSbW5mupFIiQohcYBywPrTpjpDJvyjR7r4QEnhbCLFJWCXNAPpLKb8E6x8EyEmYdK25ifBBI9n6E7z7L5mf11ux3toVZwghtggh1gghvpoooTTc7nOy9udXgSop5afatoT2p2Mc6o7PZ0ykknKLWqYrkQghsoC/A7OllHXA/wJfAcYCX2K5LhLNhVLK8VgrMNwuhJiSaIG8EFZC/7eAZaFNydifkUjK51UIcT8QAJaGNn0JDJFSjgN+DjwrhOidKPnwvs9J2Z/A9wl/AUtof7qMQ567umxLhv6MmVRSbklbpksIkYb1QC2VUi4HkFJWSSmPSimDwJN0kQslElLKitDPamAFlkxVyh0R+lmdOAnDuBLYLKWsguTszxBe/Zd0z6sQ4hbgamCaDE28hNx8+0K/b8KayxqeKBkj3Odk7E8/8B3gebUtkf3pNg7RjZ7PtpJKyi0py3SFfO5/AT6WUv63tl33X18HJHQlAyFEphCil/odK8BgB1Yf3hLa7Rbg5cRI2IqwN+Jk608Nr/57BfhRKCptElCr3EOJQAhxBTAH+JaU8pC2PVtYayoihBgKnAmUJkbKiPf5FeAmIUS6EOIMLDk/6mr5HFwGFEkpy9WGRPWn1zhEN3k+20WiI1ri+cGK8CnGehu6P9HyhGS6CMuc3w5sDX2uAp4GCkLbXwFOTbCcQ7GizbYBhar/gL7AP4BPQz9PSYI+PRHYB5ykbUt4f2Ip2y+BI1hvvj/26j8st8+joWe1AMhLsJwlWHMs6hl9PLTvd0PPwzZgM3BNguX0vM/A/aH+/AS4MpFyhrYvAWY59k1If0YYh5Lu+YzXx5TfMhgMBkPKkUpuSYPBYDAYAKPcDAaDwZCCGOVmMBgMhpTDKDeDwWAwpBxGuRkMBoMh5TDKzWAwGAwph1FuBoPBYEg5/g/oB5nOJHdpKAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -494,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -503,24 +500,24 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 23, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -530,9 +527,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -588,7 +585,7 @@ "\n", "However, the first figure shows that there is a strong downward slope to the relationship between the average _total_ amount of lifetime income and normalized assets at retirement. When someone with assets $a_{t}=A_{t}/P_{t}$ experiences a positive shock $\\psi_{t+1} > 1$, the immediate effect is to _reduce_ $b_{t+1} = (B_{t+1}/P_{t+1})R$. As a result $c_{t+1}$ is lower and the _flow_ saving _rate_ is higher. To see the logic, think of someone who ended period $t$ with their target $b_{t} = \\check{b}$, so that if they had ended up with $m_{t+1} = \\mathbb{E}_{t}[\\check{b}_{t+1}]+1$ they would have expected to consume the amount $\\check{c}_{t+1}$ that would leave $a_{t+1}=\\check{a}$. However, they end up with a lower value of $b_{t+1}$ and therefore a lower value of $m_{t+1}$. We know that consumers with $m < \\check{m}$ are net savers because they are trying to build their $m$ (equivalently, $a$ and $b$) back up to their target level. \n", "\n", - "More concretely: suppose the consumer has values of end-of-period assets $A_{t}$ and permanent inccome $P_{t}$ such that $a_{t} (\\equiv A_{t}/P_{t}) = \\check{a}$ where $\\check{a}$ is the value such that $\\mathbb{E}_{t}[b_{t+1}]=\\check{b}$. Since their period $t+1$ saving rate was expected to be essentially zero at $\\mathbb{E}_{t}[R A_{t}/\\psi_{t+1}] = b_{t+1} = \\check{b}$, if they instead end up with a value of $\\psi_{t+1}$ much greater than its mean value of $\\mathbb{E}_{t}[\\psi_{t+1}]=1$, they will be at a $b_{t+1} < \\check{b}$. They are below their target $b$ and thus expected to save a positive amount instead of zero." + "More concretely: suppose the consumer has values of end-of-period assets $A_{t}$ and permanent inccome $P_{t}$ such that $a_{t} (\\equiv A_{t}/P_{t}) = \\check{a}$ where $\\check{a}$ is the value such that $\\mathbb{E}_{t}[b_{t+1}]=\\check{b}$. Since their period $t+1$ saving rate was expected to be essentially zero at $\\mathbb{E}_{t}[R A_{t}/P_{t}\\psi_{t+1}] = b_{t+1} = \\check{b}$, if they instead end up with a value of $\\psi_{t+1}$ much greater than its mean value of $\\mathbb{E}_{t}[\\psi_{t+1}]=1$, they will be at a $b_{t+1} < \\check{b}$. They are below their target $b$ and thus expected to save a positive amount instead of zero." ] }, { @@ -612,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -621,26 +618,27 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "metadata": { - "lines_to_next_cell": 2 + "lines_to_next_cell": 2, + "scrolled": true }, "outputs": [ { "data": { "text/plain": [ - "Text(0, 0.5, 'Saving Rate')" + "Text(0,0.5,'Saving Rate')" ] }, - "execution_count": 25, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -650,9 +648,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -702,7 +700,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": { "scrolled": true }, @@ -710,18 +708,18 @@ { "data": { "text/plain": [ - "Text(0, 0.5, 'Normalized Assets')" + "Text(0,0.5,'Normalized Assets')" ] }, - "execution_count": 26, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZkAAAEWCAYAAAC0Q+rDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3dd5xU1fnH8c/DskvvVToIoqIIiIJdYzeJaNQEYzeJaUbNL8b485eo0TRNTNRUe4uxJiqxYseGAkqXJkWWJrD0tiz7/P44Z3EYZ3Zny+zsLt/367WvvX2eOffOfe49txxzd0RERLKhUa4DEBGRhktJRkREskZJRkREskZJRkREskZJRkREskZJRkREsqbBJxkze8HMLsh1HFLzzOxoMyuspc86x8zGZnH5G82sX+y+38x+lYXP6GJm48xsg5ndUo34mpnZf81snZk9UYU4jjCz2ZWdT3LPzBaa2XGVmafOJBkzO9zM3o0bbpGZvWNmB1V3ue5+srs/UBMxJoo7uNL449tgZrPN7KJKzH+9mf2zpuNKWL6bWf9sLb+yzOxyM1tgZpvM7GMz2ysOTyzHsr9aPSgws/81s3Ephnc0s2Iz28/dH3b3E2ro894ws28nDnP3lu4+vyaWX45LgFVAa3f/SYq40ia3pPjOBLoAHdz9rIo+NHlbdPe33H1glb5BJVVlp1iXWHCpmU01s81mtjxuP6Nr4bNr5GCncU0EU11m1hp4Fvg+8DhQABwBbMtlXBlY6u49zMyAk4ExZvauu+soLUHcoX4L+DLwMdAPWJMwyVJ375GL2KKHgBvNrK+7L0gYPhqY5u7TcxRXTesNzPTqP4HdG5jj7iU1EJOU73bCvuX7wNtAMXAI8G3g0eSJ477I3L20NoMsl7vn/A8YDqwtZ/yewGvAasKR2MNA2zjuauDJpOlvA26P3W8A347dFxJW1B8IO7kFwMkJ8/UFxgEbgFeAvwL/TBPT0UBh0rDPgLOS4lgMrAcmAUfE4ScRNpbtwEZgShzeBrgHWAYsAX4F5KX5/IOB94C1cfq/AAVx3DjAgU1x+d+oTJnG8cOAj2JZPAE8BvwqYfxXgMnx898FBqeJs1Esg2MzLcdKbDdHA4XANfE7LATOieMOAlYAjROmPwOYnGZZY4Frk4Z9AFyWuO0kjDsBmA2sA/4GvJnJdgb8GtgBbI3r5i9xuAP9Y/f9VSnrOO2hwIQY1wTg0IRlbo/b3UbguBTz7vK5SeMc6A/8kl233W/F8RcTDiDWAC8BvdNti8nrPK63nwJT43T3EM6UXuDz32K7hOlHxnJYC0wBji6nPBaWfdfy1ksc3x64D1gaxz+dMO47wDygCBgDdEsqmx8Ac2O8NxJ+X+8RfvuPE3+blfzt7BW3leEV/A7eiNvVO8CWuJ66xTiLYtzfidM2jdN0jP0/B0oIZ7cQ9jm3Es56E7eX/yaU55VxXa0j7BealhtfVX7cNf0HtCbs7B4gZO12SeP7A8cDTYBOccO9NY7rDWxOKKQ8wk53ZMIKSPzxb48bTB7h6GApIfMTN4o/EM6kDo8bSIVJhrAjPRUoBYYmTHMu0IFwxvgTYHnZCgGuT1428DRwB9AC6EzYyX03zecfSPixNQb6EH7gVyTvFMop8/LKtABYBFwO5ANfixvbr+L4YYSEOiKW4wVx42uS4nN6xVguJySbBYQdVaOEciwmJIQFwJ+AFhluN0cTfiB/jN/jKMJOamAcP5NddyJPAT9Js6xzgLkJ/QNjXJ0Sd1Cxu2PcNr4Wy//yuF1lup29UTZtqvVFws6+kmXdnrBzPC/GdXbs75C83DRlkHZ8UnzXk7DtAqcRdmT7xM/9OfBuum2R1ElmPCGxdI/f90NgaFyvrwHXxWm7E/YVpxB+d8fH/k5p4l7IrkmmvPXyHGGn2Y6w3R8Vh3+JcBAzLMbzZ2Bc0vcbQ9iPDSLUwLxKOGNvQ9gOL6jC+vwesDCD38EbwKfxsxvH2N8kHPw0BYYAK4kHeoTf+hmxeyzwCZ8fBI0DTk+3PcRYPyAksfaE/c73yo0vkx9zbfzFDfR+wpFpSVxpXdJMexrwUUL/28D5sft44JOkFZD445+XMK553EC6EnaGJUDzhPH/pPwkU0o4GtlGOOK4ooLvuAY4IM0PtUtcTrOEYWcDr2dYflcAT6X7YWcw/84yBY4knElZUhmX7fj+DtyYNP9s4o8yafihMZbngLaEhDiHz4+sugL7EnYYZWeSd2QY89FxnbVIGPY48IvY/TPg4djdnnAwskeaZTUnJI6yI/9fA88kjL+Qz5PM+cB7CeOMkEAr3M6St8lU64tdk0xlyvo84IOkYe8BFyYvN00ZpB1P+UnmBeIZTexvFMu6d6ptkdRJ5pyE/n8Df0/o/xHxrCKu04eSYnuJuBNPEfdCdk0y6X7/exB+z+1SLOMe4OaE/paEZNUn4fsdljB+EvCzhP5b+PwArjLr8+fA+KRhhYR9ztaE8n0DuCFhmp6E/VGrhGG/Be6P3TcSquEaEw58Lwd+xxfPcr6wPcTyPDeh/2bgH+X9TuvMhX93/9jdL/RQN78fIVPeCmBmnc3sUTNbYmbrCTv/jgmz/4uwQwb4ZuxPZ3nCZ26OnS3j5xUlDIOw4yjPUndvSziCuZ1wxLOTmf0kXuReZ2ZrCUc1HVMsB8IZWT6wzMzWxunvIJzRfIGZ7WVmz8YLgeuB35Sz7FTzl1em3YAlHreiKLEsegM/KYszxtozzpdsS/x/s7uvdfeF8XudAuDuy919pruXergechXhwnKm1rj7poT+RQlx/BP4qpm1BL4OvOXuy1ItJK73J4DzY732OYQz61S6kVAesZyS73JLt51VVmXKuhvh+ydaRDj6z6bewG0J8RUREm9lPndFQveWFP1lZdcbOCupPA4nJIlMpFsvPQm//zUp5tmlXN19I+HsKfH7VSb+TNfnapK+V9w/diScUVnCqMTfZ9m+bEPCsMTt4E1Coh8GTANeJtQCjCQk4VUpYkm0PKF7MxVs13UmySRy91mELLpfHPRbwtHCYHdvTaiGSizgJ4CjzawHcDrlJ5l0lgHtzax5wrCeGca7jXCEtb+ZnQbhNs047OuEo6O2hDrMsrg9aTGLCWcyHd29bfxr7e6D0nzs34FZwIBYJtewa5lUpLwyXQZ0jzvbMollsRj4dUKcbd29ubs/kuJzZhOqnZK/bzpeye/RzsxaJPT3IlSB4O5LCEfypxOO8h+qYFkPENbX8UArws0oqSwDdt6oEMupMjcuZFoWULmyXkrYiSXqRTgrzabFhGrdxBibufu7Wfqsh5I+q4W7/64GltvezNqmGLdLucbtrQNVK9fKrM/XgB5mNjyD5SZuU0sJ36VVwrDE7eBdQnXw6cCb7j4zjv8yIQGlWmaV1YkkY2Z7x6P+HrG/J+HMZHycpBXh4tNaM+tOuEi4k7uvJJwy3gcscPePKxuDuy8CJgLXm1mBmR0CfLUS8xcTTouvTYi5hFAX2tjMriWc8ZRZAfQxs0Zx/mWE+tFbzKy1mTUysz3N7Kg0H9mKUL2z0cz2JtQvJ1pBqBNOp7wyfY9wun2pmTU2s1GEGw3K3AV8z8xGxFssW5jZl5M26rJy2Uyo577KzFrFdfwd4g483sLcKy6nJ+G0/Zmy+eNtlPeX8z0AfhnX2RGEi6qJz248SDg72p9wTaY8bxGqIu4EHo3rNJXniAcUZtYY+CGhyiVTFa2bRBmXNfA8sJeZfTOut28QqiLTJctU8sysacJfQQbz/AP4XzMbBGBmbcws8dbmynzfipSdnZ5oZmWxlh1gVln8/b0A/M3M2plZvpkdGUf/C7jIzIaYWRNCrcH78ay8sirz25lNOOt/1MyOt/B8Uh6hCrq877KYkEh+G8tnMOHuzofj+M2EKr0f8nlSeRf4LrsmmRpZb3UiyRDuyBgBvG9mmwjJZTrhYjmEC8XDCGcCzwH/SbGMfwHHUbWzmDLnEG4PXE24y+IxKncb9b1ALzP7KqGe+AXC9YdFhDrUxFPash3hajP7MHafT7joPpNw/eZJ0lcDXEmoGtxA2HAfSxp/PfBAPCX/eor505Zp3Ll+jbBhriWc5TxLLAt3n0hIFH+Jcc4j1HencykhoS0lJLB/EcqKGMN7hAv27xLW+2UJ8/Yk3DWTzvIYw1LCj+h78Uy4zFOEo9CnkqrVviBWez0Yp3+wnOlWAWcR6qNXE3bkE8l8W7kNONPM1pjZ7RXElHFZu/tqQpL9SYzrKuArGVR/JLqaUL1T9vdaRTO4+1PATYSd4XrCOjw5YZLrKX9bzFjcgY4inLmvJPymfkrN7MvOI1xrmUW4OH9F/MxXgV8QrhUtI9w5VqXnVKrw2/khoSr+j4RqyELCNZVvEC72p3M24frnUsJv4Dp3fzlh/JuE6vkPEvpbEa6JlrkH2Deut6cr/napld1VISmY2WPALHe/Ltex5JqZvU+4wHdfLX5mAeEW1cHuvr0ay/mEUJ3zSo0Ft+vyGxF+/Oe4++vZ+AyR+qqunMnUCWZ2UKyiamRmJxGOmKqcweszMzvKzLrGapcLgMHAi7UZg7sXu/s+1UwwZxDqlis8Iq/kck80s7ax+qTsetj4CmYT2e3UiSf+65CuhGqjDoQj0++7+0e5DSlnBhJuB25JuI/+zHR3ZtVVZvYGoSrrPK/5J6APIVT7lVVvnubuW8qfRWT3o+oyERHJGlWXiYhI1jSY6rKOHTt6nz59ch2GiEi9MmnSpFXu3ilby28wSaZPnz5MnDgx12GIiNQrZpb8logapeoyERHJGiUZERHJGiUZERHJGiUZERHJGiUZERHJGiUZERHJGiUZERHJGiUZEZF67JnJS3jqo0Lq6ivClGREROqpDVu3c8N/Z/LYhIpais+dBvPEv4jI7uaON+ezelMx952yD7u2ll536ExGRKQeWr5uK3e/PZ9TD+jG4B5tcx1OWkoyIiL10B9fnk1pKfz0xIG5DqVcSjIiIvXMrOXreWJSIecf0pue7ZvnOpxyKcmIiNQzv3thFq2aNObSL/XPdSgVUpIREalH3pm3ijdmr+TSL/WnbfOCXIdTISUZEZF6orTU+c3zH9O9bTPOP6RPrsPJiJKMiEg98cyUJcxYup6fnjiQpvl5uQ4nI0oyIiL1wNbtO/jDS3PYr3trTj2gW67DyZiSjIhIPfDAuwtZsnYL15y8D40a1c0HL1NRkhERqePWbCrmL6/P4+iBnTi0f8dch1MpSjIiInXcX16fx6ZtJfzvyfvkOpRKU5IREanDFhdt5sH3FnLmgT0Y2LVVrsOpNCUZEZE67OaXZpPXyPif4+v262PSUZIREamjpixey3+nLOXbh/eja5umuQ6nSpRkRETqIPfw4GWHFgV896h+uQ6nypRkRETqoNdmfcb7C4q4/LgBtGqan+twqkxJRkSkjinZUcpvX5hF344tOPvgXrkOp1qUZERE6pgnJhUy77ON/OykgeTn1e/ddP2OXkSkgdm0rYQ/vjyHA3u348RBXXMdTrUpyYiI1CF3v7WAlRu2cc0pe2NWf14fk46SjIhIHfHZhq3cMe4TThrUlQN7t891ODVCSUZEpI647ZW5FJeUctVJ9fPBy1SUZERE6oB5n23k0QmL+eaIXvTr1DLX4dQYJRkRkTrgphdn0Sw/j8uOHZDrUGqUkoyISI59sKCIl2eu4HtH9aNjyya5DqdGKcmIiOSQu/Pr5z+mS+smfOvw+vv6mHQaZ3PhZnYScBuQB9zt7r9LGn8kcCswGBjt7k/G4UOAvwOtgR3Ar939sWzGKiJSFRMXFvHBwiIamZFnhhnkNTIamdGokdHIIM+S+hsZFqef99lGpixey81nDKZZQV6uv06Ny1qSMbM84K/A8UAhMMHMxrj7zITJPgUuBK5Mmn0zcL67zzWzbsAkM3vJ3ddmK14Rkcp6ftoyLnvkI0pKvVrL2a97a844sEcNRVW3ZPNM5mBgnrvPBzCzR4FRwM4k4+4L47jSxBndfU5C91Iz+wzoBCjJiEidMGbKUn782GSG9mzLnecPp2l+I0oddpQ67s6OUqfUodSd0tjvcXzZsLLxfTq0IK9R/X/wMpVsJpnuwOKE/kJgRGUXYmYHAwXAJynGXQJcAtCrV/1+iZyI1B//+bCQK5+YwkF92nPvhQfRoklWrzzUa9m88J8qLVfqnNLM9gAeAi5y99Lk8e5+p7sPd/fhnTp1qmKYIiKZe3zCYn7yxBRG9uvAfRcpwVQkm6VTCPRM6O8BLM10ZjNrDTwH/Nzdx9dwbCIilfav9z/lmqemccSAjtx1/nCa5je8C/U1LZtnMhOAAWbW18wKgNHAmExmjNM/BTzo7k9kMUYRkYw8+N5CrnlqGscM7KQEUwlZSzLuXgJcCrwEfAw87u4zzOwGMzsVwMwOMrNC4CzgDjObEWf/OnAkcKGZTY5/Q7IVq4hIee55ewHXPjOD4/bpwj/OO1AJphLMvXq33tUVw4cP94kTJ+Y6DBFpYO548xN++8IsThrUldvPHkpB44b1DLuZTXL34dlavq5YiYik8dfX5/H7l2bz5cF7cOs3htT7VipzQUlGRCSJu3Pbq3O59ZW5jBrSjVvOOoDGSjBVoiQjIpLA3bll7Bz+8vo8zhjWg5vPHNxgH5SsDUoyIiKRu/O7F2dxx5vzGX1QT35z+v40UoKpFiUZERFCgvnVcx9zz9sLOHdkL244dT8lmBqgJCMiuz135/oxM3jgvUVceGgfrvvqvpgpwdQEJRkR2a2Vljo/f2Y6/3r/U759eF/+78v7KMHUICUZEdmtuDvL129l+pL1TFuyjvHzV/PBgiK+f/SeXHXiQCWYGqYkIyINlruzZO0Wpi9Zz/Ql65i2ZB0zlq5j1cZiABoZ7NmpJdecsjffOaKfEkwWKMmISE49/dESpi1ZR+um+bRq2pjWzeL/2N8m9rdqml/urcTuzuKiLUxbso7pS9cxfUn4W7N5OxBaoxzQuSVHD+zMft1as3+PNuyzR2uaF2g3mE0qXRHJCXfn1lfmcturc2nSuBHbSr7QmscXtCjI+0ISatU0n1UbtzF9yTrWby0BoHEjY68urThh367s1701+3UPCUXvHKt9SjIiUuvcnd++MIs7x83nrAN78LszBuPubNxWwvotJazfup31W7ezYWsJ67dsZ/3WEjZs3c76LfF/HLdy4zY+WbmJNs3y+fLgbuzXvTX7d2/DwK6taNJYCaUuUJIRkVpVWupcN2YGD41fxPmH9Ob6rw6Kz6MYbZsX0LZ5Qa5DlBqkJCMitWZHqfOzf0/lyUmFfPfIflx98t662N7AKcmISK3YvqOUHz82mWenLuPHx+3FZcf2V4LZDSjJiEjWbSvZwaX/+oiXZ67gmlP25pIj98x1SFJLlGREJKu2FO/gkocm8tbcVdw4ahDnHdIn1yFJLVKSEZGs2bithIvvn8DEhUXcfOZgvj68Z65DklqmJCMiWbFu83bOv+8Dpi9Zx62jh3LqAd1yHZLkgJKMiNS41Ru3cd49HzDvs438/ZxhnDCoa65DkhxRkhGRGrVi/VbOuft9Fhdt5q4LhnPUXp1yHZLkkJKMiNSYwjWbOefu91m1YRsPXHwwI/t1yHVIkmNKMiJSIxau2sQ37xrPxm0lPPTtEQzr1S7XIUkdoCQjshtbunYLD7+/iKJNxXRs2YSOLZvQoWXBzu6OLQto0yy/wocm567YwDl3v09JqfPIJSMZ1K1NLX0DqeuUZER2QzOXrueut+bz3ylLcaBd83yKNhVT6l+cNj/PaN+iYJck1CmhOz+vEdeNmUHjRsZjl4xkQJdWtf59pO5SkhHZTbg7b89bxZ3j5vPW3FU0L8jjvEN6c/FhfenZvjk7Sp01m4tZvbGYVRu3xb/YvWEbqzeF7nmfbWTlxm0UJ7yav3vbZjz87RH06dgih99Q6iIlGZEGbvuOUp6dupQ7xy3g42Xr6dSqCT89cSDnjuhNm+b5O6fLa2Q7z1YGUv7ZiLuzYVsJqzcWs3rjNgZ0aUWbZvnlziO7JyUZkQZqw9btPPrBYu59ZwHL1m2lf+eW3HzGYEYN7VbttlbMjNZN82ndNJ++OnuRcijJiDQwy9dt5b53FvCv9z9lw7YSRvRtz69P34+j9+oc220RqT1KMiINxKzl67lz3HzGTF5KqTun7L8H3zmiHwf0bJvr0GQ3piQjUs9NWFjEn1+bx7g5K2mWn8e5I3vzrcPDxXyRXFOSEamniktK+cPY2dw5bj4dWzbhyhP24tyRvdV8sdQpFSYZM2sO/ATo5e7fMbMBwEB3fzbr0YlISvNXbuSyRz9i+pL1nDOiFz//8r40K6jexXyRbMjkTOY+YBJwSOwvBJ4AlGREapm788TEQq4bM4Mm+Y2447wDOVFvOJY6LJMks6e7f8PMzgZw9y2mhrlFat26zdu55ulpPDd1GYf068CfvjGErm2a5joskXJlkmSKzawZ4ABmtiewLatRicguPlhQxI8fm8yK9Vu56qSBfPfIPcnT7chSD2SSZK4HXgR6mtnDwGHARdkMSkSCkh2l3P7aPP7y2lx6tm/Ok98/lCG6JVnqkQqTjLuPNbNJwEjAgMvdfVXWIxPZzS0u2swVj01m0qI1nDGsB78cNYiWTXRDqNQvjSqawMxedffV7v6cuz/r7qvM7NVMFm5mJ5nZbDObZ2ZXpxh/pJl9aGYlZnZm0rgXzWytmekGA9ntjJmylFNue4s5yzdw2+gh3PL1A5RgpF5Ku9WaWVOgOdDRzNoRzmIAWgPdKlqwmeUBfwWOJ9yRNsHMxrj7zITJPgUuBK5MsYjfx8//bsVfQ6Rh2LithOuemcG/PyxkWK+23DZ6qB6qlHqtvEOj7wJXEBLKJD5PMusJyaMiBwPz3H0+gJk9CowCdiYZd18Yx5Umz+zur5rZ0Rl8jkiDMGXxWi579CMWF23msmMHcNmX+tM4r8LKBpE6LW2ScffbgNvM7Efu/ucqLLs7sDihvxAYUYXlpGVmlwCXAPTq1asmFy1Sa0pLnTvGzeeWsbPp3KoJj15yCAf3bZ/rsERqRCYX/v9sZvsB+wJNE4Y/WMGsqe6vTNHuXtW5+53AnQDDhw+v0WWLZNumbSW8MH05/xy/iMmL1/Ll/ffgN6fvv0sbLyL1XSavlbkOOJqQZJ4HTgbeBipKMoVAz4T+HsDSKkUp0kC4Ox8sKOKJSYU8P20Zm4t30LtDc24+czBnHdgDPecsDU0mt6ucCRwAfOTuF5lZF+DuDOabAAwws77AEmA08M0qRypSjxWu2cy/Jy3h3x8W8mnRZloU5PHVwd04c3gPhvdup+QiDVYmSWaLu5fG24xbA58B/Sqayd1LzOxS4CUgD7jX3WeY2Q3ARHcfY2YHAU8B7YCvmtkv3X0QgJm9BewNtDSzQuBb7v5Slb6lSA5sLi7hxenLeXJSIe9+shqAQ/fswBXHDeCk/brSvEC3JEvDl8lWPtHM2gJ3Ee4y2wh8kMnC3f15QhVb4rBrE7onEKrRUs17RCafIVKXuDsTF63hyYmFPDdtGRu3ldCzfTN+fNxefG1Yd92OLLudTC78/yB2/sPMXgRau/vU7IYlkn3uzqLVm/lgYRFbinfQLD+PZgV5O/83zc+jeUJ/2bj8FLcVL1m7hac+LOTJSYUsXL2Z5gV5fHn/PTjzwB4c1Ke9mj2W3ValztfdfaGZDTSzu9z9O9kKSiQb3J3FRVsYP381781fzfj5q1m2bmull9O4ke2SePLzGvHJyo24w8h+7bn0SwM4eb+utNAT+iLlPvE/GPgD4WHMp4E/A38jPOtyS61EJ1JNi4s270wo788vYsnaLQB0bFnAiH4dGNmvA4f0a0+75gVs2b6Drdt3sLl4B1uKd+zavz0M27o9dG8u647jys5aVB0msqvyDrXuAv4OvAecBHwI/As4x90rf/gnUgsK12xm/PyicLbyyeqdSaV9iwJG9mvP947qx8h+HejfuaXu6BKpBeUlmSbufn/snm1mVwJXu/uO7IclkrmXZ65g7IzljF+wmsVFIam0a57PiL4duOTIkFQGdG6p6yIiOVBekmlqZkP5/Mn9jcDgslYx3f3DbAcnUp7NxSX84unwMsm2zfMZ0bc9Fx/Wl5H9OjCwSyslFZE6oLwkswz4Y0L/8oR+B76UraBEKjJnxQZ+8PCHfLJyI5cfO4DLjh2gliJF6qDyXpB5TG0GIpKpJyYu5hfPTKdlk8b881sjOKx/x1yHJCJp6B5LqTcSq8cO6deB20YPoXPrphXPKCI5oyQj9cLcWD02b+VGLjt2AJerekykXlCSkTrvyUmF/OLp6bRoksdDF4/g8AGqHhOpLzJ51f9hwGR332Rm5wLDgNvcfVHWo5Pd2ubiEq59ZgZPTipkZL/23D56qKrHROqZTNp2/Tuw2cwOAK4CFlFxWzIi1TJ3xQZG/eUd/v1hIZcdO4CHvz1SCUakHsqkuqzE3d3MRhHOYO4xswuyHZjsvv49qZCfq3pMpEHIJMlsMLP/Bc4FjjSzPEDtw0qN21K8g2ufmc4Tqh4TaTAySTLfILRo+S13X25mvYDfZzcs2d3MXbGBH/7rQ+Z+prvHRBqSTNqTSXzSH3f/FF2TkRpQ9ur912at4KYXZ9O8II8HLz6YIwZ0ynVoIlJDMrm7bAPhNTKJ1gETgZ+4+/xsBCYNz/qt25m6eB0ffbqGyYvXMnnxWlZvKgZgRN/23H72ULqoekykQcmkuuyPwFLCa/4NGA10BWYD9wJHZys4qb9KdpQye8UGJi9ey0efhoRS1rAXQP/OLTlm784M6dmWIT3bsu8erfVCS5EGKJMkc5K7j0jov9PMxrv7DWZ2TbYCk/pl+bqtO89QPlq8lmmF69iyPbQK0b5FAUN6tmXUAd0Y0qstg3u0pU0z3TsisjvIJMmUmtnXgSdj/5kJ45Kr0WQ3UlrqPDdtGX96ZQ7zV24CoCCvEft2a803DurJ0F5tGdqzHT3bN1MDYSK7qUySzDnAbYSmlx0YD5xrZs2AS7MYm9Rh732ymt+98DFTCtexd9dWXPuVfRnaqy37dmtNk8Z5uQ5PROqITO4umw98Nc3ot2s2HKnr5qzYwE0vzOLVWZ/RrU1TbnNjZo4AABaGSURBVDnrAE4b2l23G4tISpncXdYJ+A7QJ3F6d784e2FJXbNi/Vb+9PIcHp+4mBZNGnP1yXtz4aF9aJqvsxYRSS+T6rJngLeAV4Ad2Q1H6poNW7dz57j53PXWfHaUOhcd1pdLj+lPuxYFuQ5NROqBTJJMc3f/WdYjkTpl+45SHvngU257ZS6rNxVz6gHduPKEgfTq0DzXoYlIPZJJknnWzE5x9+ezHo3knLvz4vTl3PzSbBas2sTIfu2575R9GNyjba5DE5F6KJMkczlwjZltA7YTHsh0d2+d1cik1k1cWMRvnv+YDz9dy15dWnLfhQdx9MBOuv1YRKosk7vLWtVGIJI7c1ds4A9jZ/PSjBV0btWEm87YnzOG9aBxXibNDYmIpJc2yZjZ3u4+y8yGpRrv7h9mLyzJpq3bdzB+/mrenLOSN+esZP7KTbRs0pgrT9iLiw/vS/MCtcotIjWjvL3J/wCXALekGOfAl7ISkdQ4d+eTlRt5c84q3pyzkvfnr2ZbSSlNGjdiRL8OfPPgXpw2tDsdWzbJdagi0sCkTTLufkn8f0zthSM1ZcPW7bwzL5ytjJuzkiVrtwCwZ6cWnDOiN0cN7MSIvu31nIuIZFUmD2NOAR4FHnf3T7IfklRFaakzc9n6nVVgHy5aQ0mp07JJYw7r34EfHtOfI/fqSI92ugVZRGpPJpXvpxJax3zczEqBxwgJ59OsRiYZWblhG398eTYvz1zBqo2hbZb9urfmu0f148gBnRjWux35uoAvIjmSyd1li4CbgZvNbADwC+AmQPUsOeTuPD15Cb/870w2F+/g5P26ctRenThiQCc6tdK1FRGpGzK6jcjM+gBfJ5zR7ACuyl5IUpFl67bwf09N57VZnzGsV1tuPvMA+ndumeuwRES+IJNrMu8D+cATwFlqbjl33J1HJyzmN899TEmpc+1X9uWCQ/voDcgiUmdlciZzgbvPynokUq7FRZu5+j9TeWfeag7p14Gbzhis94iJSJ2XyTWZWWb2ZWAQ0DRh+A0VzWtmJxEaPMsD7nb33yWNPxK4FRgMjHb3JxPGXQD8PPb+yt0fqPjrNDylpc4D7y3k5hdnk9fI+M3p+3P2wT31qhcRqRcyqS77B9AcOAa4m9D88gcZzJcH/BU4HigEJpjZGHefmTDZp8CFwJVJ87YHrgOGEx78nBTnXZPBd2owPlm5kZ89OZWJi9ZwzMBO/Pr0/enWtlmuwxIRyVgm1WWHuvtgM5vq7r80s1uA/2Qw38HAvLJrOGb2KDAK2Jlk3H1hHFeaNO+JwMvuXhTHvwycBDySwefWeyU7SrnrrQX86ZU5NMvP449fP4DTh3bX2YuI1DuZJJkt8f9mM+sGrAb6ZjBfd2BxQn8hMCLDuFLN2z15IjO7hPDqG3r16pXhouu2j5et56onpzJtyTpOGtSVG04bROdWTSueUUSkDsq0PZm2wO+BDwnVV3dlMF+qw27PMK6M5nX3O4E7AYYPH57psuuk4pJS/vr6PP76+jzaNs/nb+cM45T998h1WCIi1ZLJhf8bY+e/zexZoKm7r8tg2YVAz4T+HsDSDOMqBI5OmveNDOetd6YsXstVT05l9ooNnD60O9d+ZV81bywiDULa942Y2UFm1jWh/3zgceDGeGG+IhOAAWbW18wKgNHAmAzjegk4wczamVk74IQ4rMF5d94qzvzHu6zbsp17LhjOn74xRAlGRBqM8l5qdQdQDDtvNf4d8CCwjlhFVR53LwEuJSSHjwnvO5thZjeY2alxuQeZWSFwFnCHmc2I8xYBNxIS1QTghrKbABqSj5et57sPTaJvxxa8eMURHLtPl1yHJCJSo8w99aUMM5vi7gfE7r8CK939+tg/2d2H1FqUGRg+fLhPnDgx12FkbOnaLXztb+8C8J8fHKpbk0UkJ8xskrsPz9byyzuTyTOzsms2xwKvJYxT04nVsG7Ldi687wM2bSvh/osPUoIRkQarvGTxCPCmma0i3Mb8FoCZ9SdUmUkVbCvZwSUPTmTBqk08cPHB7N21da5DEhHJmvJaxvy1mb0K7AGM9c/r1RoBP6qN4Bqa0lLnfx6fwvsLirht9BAO3bNjrkMSEcmqcqu93H18imFzshdOw/bbFz7muanL+N+T92bUkC88Wyoi0uCoycRacu/bC7jrrQVccEhvLjmyX67DERGpFUoyteD5acu48bmZnDioC9d+dZDeQSYiuw0lmSz7YEERVzw2mQN7teO20UPVwJiI7FaUZLJo7ooNfPuBCfRo14y7zh9O0/y8XIckIlKrlGSyZMX6rVx43wQKGufxwEUH61UxIrJbUpLJgg1bt3PhfRNYu7mY+y86iJ7t1UyyiOye9OR+DSsuKeX7//yQuSs2cM+FB7Ff9za5DklEJGeUZGqQu3P1v6fy9rxV/P7MwRy1V6dchyQiklOqLqtBv39pNv/5aAn/c/xenDW8Z8UziIg0cEoyNeSh8Yv42xufcPbBPfnRl/rnOhwRkTpBSaYGjJ2xnOuemc6xe3fmxlH76WFLEZFISaaa1m4u5vJHJ7N/j7b8+ZtDaZynIhURKaM9YjW9NusztmzfwS9PHUTzAt1HISKSSEmmmsbOWEHX1k0ZrFuVRUS+QEmmGrZu38Gbc1Zy/L5daKR3komIfIGSTDW8PXcVW7bv4IRBXXIdiohInaQkUw1jZy6nVdPGjOjbIdehiIjUSUoyVbSj1Hnl48/40t6dKWisYhQRSUV7xyqatGgNRZuKOWHfrrkORUSkzlKSqaKxM5ZTkNeIowbq/WQiIukoyVSBuzN25goO69+Blk30bIyISDpKMlUwe8UGPi3azAmDVFUmIlIeJZkqGDtjBWZw7D6dcx2KiEidpiRTBWNnLmdYr3Z0btU016GIiNRpSjKVtGTtFqYvWc8J++oBTBGRiijJVNLLM5YD6HqMiEgGlGQqaezMFQzo3JK+HVvkOhQRkTpPSaYS1m4u5v0FRXpXmYhIhpRkKuG1WZ+xo9T1lL+ISIaUZCqhrO2Y/dV2jIhIRpRkMqS2Y0REKk9JJkNqO0ZEpPKUZDKktmNERCpPSSYDajtGRKRqsrrHNLOTzGy2mc0zs6tTjG9iZo/F8e+bWZ84vMDM7jOzaWY2xcyOzmacFVHbMSIiVZO1JGNmecBfgZOBfYGzzWzfpMm+Baxx9/7An4Cb4vDvALj7/sDxwC1mlrNTCLUdIyJSNdnccR8MzHP3+e5eDDwKjEqaZhTwQOx+EjjWzIyQlF4FcPfPgLXA8CzGmpbajhERqbpsJpnuwOKE/sI4LOU07l4CrAM6AFOAUWbW2Mz6AgcCPZM/wMwuMbOJZjZx5cqVWfgKajtGRKQ6splkUj1M4hlOcy8hKU0EbgXeBUq+MKH7ne4+3N2Hd+qUnaostR0jIlJ12az/KWTXs48ewNI00xSaWWOgDVDk7g78uGwiM3sXmJvFWNNS2zEiIlWXzTOZCcAAM+trZgXAaGBM0jRjgAti95nAa+7uZtbczFoAmNnxQIm7z8xirCmp7RgRkerJ2pmMu5eY2aXAS0AecK+7zzCzG4CJ7j4GuAd4yMzmAUWERATQGXjJzEqBJcB52YqzPGo7RkSkerJ6u5S7Pw88nzTs2oTurcBZKeZbCAzMZmyZUNsxIiLVo8fX01DbMSIi1ackk4bajhERqT4lmTTUdoyISPUpyaSgtmNERGqGkkwKajtGRKRmKMmkoLZjRERqhpJMErUdIyJSc7QXTaK2Y0REao6STBK1HSMiUnOUZBKo7RgRkZqlJJNAbceIiNQsJZkEajtGRKRmKckkUNsxIiI1S0kmUtsxIiI1T0kmUtsxIiI1T0kmUtsxIiI1T0kGtR0jIpItSjKo7RgRkWxRkkFtx4iIZMtun2TUdoyISPbs9klm/ZbtHL9vF07Zf49chyIi0uDs9i/o6ty6KbefPTTXYYiINEi7/ZmMiIhkj5KMiIhkjZKMiIhkjZKMiIhkjZKMiIhkjZKMiIhkjZKMiIhkjZKMiIhkjbl7rmOoEWa2ElhUjUV0BFbVUDjZoPiqR/FVj+KrnrocX29375SthTeYJFNdZjbR3YfnOo50FF/1KL7qUXzVU9fjyyZVl4mISNYoyYiISNYoyXzuzlwHUAHFVz2Kr3oUX/XU9fiyRtdkREQka3QmIyIiWaMkIyIiWbNbJRkzO8nMZpvZPDO7OsX4Jmb2WBz/vpn1qcXYeprZ62b2sZnNMLPLU0xztJmtM7PJ8e/a2oovIYaFZjYtfv7EFOPNzG6PZTjVzIbVYmwDE8pmspmtN7Mrkqap1TI0s3vN7DMzm54wrL2ZvWxmc+P/dmnmvSBOM9fMLqjF+H5vZrPi+nvKzNqmmbfcbSGL8V1vZksS1uEpaeYt9/eexfgeS4htoZlNTjNv1suvTnD33eIPyAM+AfoBBcAUYN+kaX4A/CN2jwYeq8X49gCGxe5WwJwU8R0NPJvjclwIdCxn/CnAC4ABI4H3c7i+lxMeNMtZGQJHAsOA6QnDbgaujt1XAzelmK89MD/+bxe729VSfCcAjWP3Taniy2RbyGJ81wNXZrD+y/29Zyu+pPG3ANfmqvzqwt/udCZzMDDP3ee7ezHwKDAqaZpRwAOx+0ngWDOz2gjO3Ze5+4exewPwMdC9Nj67ho0CHvRgPNDWzPbIQRzHAp+4e3XeAlFt7j4OKEoanLidPQCclmLWE4GX3b3I3dcALwMn1UZ87j7W3Uti73igR01/bqbSlF8mMvm9V1t58cV9x9eBR2r6c+uT3SnJdAcWJ/QX8sWd+M5p4o9sHdChVqJLEKvphgLvpxh9iJlNMbMXzGxQrQYWODDWzCaZ2SUpxmdSzrVhNOl/3Lkuwy7uvgzCwQXQOcU0daUcLyacmaZS0baQTZfG6rx701Q31oXyOwJY4e5z04zPZfnVmt0pyaQ6I0m+fzuTabLKzFoC/waucPf1SaM/JFT/HAD8GXi6NmOLDnP3YcDJwA/N7Mik8XWhDAuAU4EnUoyuC2WYibpQjv8HlAAPp5mkom0hW/4O7AkMAZYRqqSS5bz8gLMp/ywmV+VXq3anJFMI9Ezo7wEsTTeNmTUG2lC1U/UqMbN8QoJ52N3/kzze3de7+8bY/TyQb2Ydayu++LlL4//PgKcI1RKJMinnbDsZ+NDdVySPqAtlCKwoq0KM/z9LMU1OyzHeaPAV4ByPFxCSZbAtZIW7r3D3He5eCtyV5nNzXX6Nga8Bj6WbJlflV9t2pyQzARhgZn3jke5oYEzSNGOAsrt4zgReS/cDq2mx/vYe4GN3/2OaabqWXSMys4MJ6291bcQXP7OFmbUq6yZcIJ6eNNkY4Px4l9lIYF1Z1VAtSnsEmesyjBK3swuAZ1JM8xJwgpm1i9VBJ8RhWWdmJwE/A051981ppslkW8hWfInX+E5P87mZ/N6z6ThglrsXphqZy/Krdbm+86A2/wh3Ps0h3HXyf3HYDYQfE0BTQhXLPOADoF8txnY44XR+KjA5/p0CfA/4XpzmUmAG4U6Z8cChtVx+/eJnT4lxlJVhYowG/DWW8TRgeC3H2JyQNNokDMtZGRKS3TJgO+Ho+luE63yvAnPj//Zx2uHA3QnzXhy3xXnARbUY3zzC9Yyy7bDsjstuwPPlbQu1FN9DcduaSkgceyTHF/u/8Huvjfji8PvLtrmEaWu9/OrCn14rIyIiWbM7VZeJiEgtU5IREZGsUZIREZGsUZIREZGsUZIREZGsUZKRnczsDTM7MWnYFWb2NzPrZmZPVmPZp5nZvgn9N5jZcQmfO7zqke9c5t7xjbYfmdmeSeMWJj90aWanlr2d18w6WXjz9kdmdkQ5n3GFmTVP6H8+3VuKq/E9+iS+1bcuMrNz42tdZsRX9NydhXJI3mZqZDuR2qUkI4keITy0lmg08Ii7L3X3M6ux7NOAnTsMd7/W3V+pxvLSfcYz7j7U3T+paGJ3H+Puv4u9xxIenhvq7m+VM9sVhGdxypZxiruvrVbU9Ux8WPPHwMnuPojwFuJ3gS4pps2rxkftss1IPZXrB3X0V3f+CA8JrgSaxP4+wKeEByz7EF9nTtjJPk54GO4xwos8h8dxG4Ff8/nDjl2AQwmv51lAeLhvT8LDamfGed5ImP8E4D3CO8aeAFqmiHNIXPZUwus42hEevFsOLAFeTzHPQpJeqw5cCPwlLu/T+N0nA81SxQFcBhQTHgR8PXG5sXxmAXcTntx+mPDU9zuEhy4PjtO3AO4lPJH+ETAqRayJZX0h8B/gxbicmxOmOynGNwV4NQ5rT3gf29RYRoPj8OsJb3weG2P+GqHJgWlx2flxugOBN4FJhDcM7JEivreAY8rZjhYC1wJvEw5SUq2vzsCkOP0BhAeRe8X+T0i9zbxBaHrgA8JDlkfk+jejvwz2K7kOQH916w94rmzHR2jr5PexO3HHdyVwR+zej/ASxbIk4cBXY/fNwM9j9/3EpJLcH3cew+POehzQIg7/GSna4og7q6Ni9w3ArbH7etK0M0I5SSZFd9o4kpfDrkmmBNifUEMwiZBMjPCK+afj9L8Bzo3dbePOskVSXIllfSGhLZk2hDdSLCK8k6sT4an8vnG6srcG/Bm4LnZ/CZicUDZvA/mEnfpmwpkIhB3/aXHcu0CnOPwbwL0pyrKIhDcqpCnrqzJYXzOA1oS3MEwAzgF6A++l2WbeAG6J3acAr+T696K/iv8aI7KrsiqzZ+L/i1NMczhwG4C7TzezqQnjioFnY/ck4PhKfPZIQvXIO/H1YgWEs4mdzKwN0Nbd34yDHiD125aro8I40ljg7tNinDMIZxduZtMIiQPCGdKpZnZl7G8K9CK0H5TOq+6+Li53JmFH3A4Y5+4LANy97EWuhwNnxGGvmVmHWGYAL7j79hhPHuEMBsLZTB9gIOGg4eX4vfMIr0xJy8z2J7zmpRVwjbuXvRDysTi+vPX1LnAYoeGv3xDOzIxwppRO2YtjJ/F5mUodpiQjyZ4G/mih2eRmHhtSS1JeQ27bPR5qAjuo3DZmhIa6zq7EPNlQ1Ti2JXSXJvSX8nk5GHCGu8+u4nLLytRI/er68l5xvw3A3UvNLHE9lcVnwAx3P6SCeGYQrsO8HpPqEDP7C6GascymCpYBIZkcQUiazxDOGJ3PD1JSKSuLym5bkiO68C+78PAa/DcIVT3p2sJ4m9DiH/Hun/0zWPQGwtFuecYDh5lZ/7js5ma2V1J864A1CXeAnUe4hlCTyosjk+9RnpeAHyW8CXpoFZfzHnCUmfWNy2kfh48jVDthZkcDq/yL7RKlMxvoZGaHxPnzLXWjbr8F/mBmiS1mNksxXUXraxxwLjDXw2v7iwjVYO/E8dUta6kDdCQgqTxCqJZIvtOszN+AB2I12UeEOvd1FSzzUeAuM7uM0IzCF7j7SjO7EHjEzJrEwT8nXLdIdAHwj3gr8Xzgogo+u8xUMyuN3WU3LlQ2jjuBF8xsmbsfk+HnJroRuDXGYoTrF1+p7EJijJcA/zGzRoQ2aY4nXHu5L66bzXzepEAmyyw2szOB22M1V+MY64yk6Z43s06EcsgD1hJudkjXFEHK9eXuC2OuHRenexvo4aG5achgm5G6T29hlkqLO5Z8d98an0d5FdjLQ1vqIiI76UxGqqI58LqFljwN+L4SjIikojMZERHJGl34FxGRrFGSERGRrFGSERGRrFGSERGRrFGSERGRrPl/EVKU2Oyh/Y0AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -731,9 +729,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAEWCAYAAACOv5f1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deXgV5dn48e9NQlhCwpYQ1rDvsooLoOK+omi17rvW2tZW++rban/W2ta2b2vrq9bXtu4bbrVuVau4IQgIssmOJBDCloQEEkICWe/fH88TPcackO0sybk/15Ur58x6n2dm7pl5ZuYZUVWMMcbElnaRDsAYY0z4WfI3xpgYZMnfGGNikCV/Y4yJQZb8jTEmBlnyN8aYGGTJ37Q4ETleRLaHaV6XicicEE5/v4gM8Z+fEpF7QjCPNBGZJyLFIvKXZsTXSUT+LSJFIvLPJsRxrIhsbOx4JvJEJEtETm7MOK0q+YvIXBHZKyIdQjyfu0XkuRBNW0VkWCim3RQicrOIbBGREhFZLyIjfPfjRaTaJ5eav6vCHNsdIjKvju4pIlIuIoep6mxVPbWF5jdXRK4P7KaqXVR1c0tMvx43APlAsqreWkdcQXc6teK7AEgDeqrqdw8109rroqrOV9WRTfoFjdSUZBVNxLlJRFaJSKmI5Pj15+IwzLtFDkJaTfIXkUHAsYAC50Q0mDbCJ7rrgLOALsBMXBKqsdMnl5q/p8Mc4rPANBEZXKv7xcBqVV0T5nhCZSCwTpv/xOVA4EtVrWyBmEz9HgRuAW4FegL9gDuB0+sa2O8soivfqmqr+APuAhYA9wFv1ep3JrAOKAZ2ALf57inAW0AhsAeYD7Tz/foC/wJ2A1uAn/jupwPlQAWwH/jCd78a2OznsQW4LEicRwKL/Dx3AQ8BCb7fPNzOq8RP+6I6xh8KfAQU4BLxbKBbQP/JwAofxz+Bl4B7AvrPBFb6+S8ExgeJsx2wDTgpSP/jge1NXFbHA9uBX/jfkFVTXsARQC4QHzD8+cDKINOaA9xVq9uSgOV1NfBpQL9TgY1AEfAw8AlwfeCwwJ+BvX45nuH7/Q6oAg76ZfOQ767AMP/5qaaUtR92GvC5j+tzYFrANCv8OrcfOLmOcb8x31r9FBgG/JpvrrfX+f7XAuv9730PGBhsXay9zP1y+29glR/ucdyZxX/8+vcB0D1g+KN9ORQCXwDH11MeWTW/tb7l4vv3AJ4Edvr+rwf0+x6Qgdu+3wT61iqbHwKbfLy/xW1fi4B9wMv4bbOR284Iv65MOcR2MNevVwuAA3459fVx7vFxf88P29EPk+K/3wlU4s4GAe4B7sedJQauL/8OKM/b/LIqwuWFjvXG15SNOxJ/vqB+CBzuf3xaQL9dwLH+c3dgsv/8B+DvQHv/dywguMS3DLdDSQCG4BL7aX68u4HnAqaf6FeWkf57H2BskDgP9xtBPDAIt+HdUntjred3DgNOAToAqbiN9H7fLwHYCtzsf893/Epwj+8/GcgDjgLigKv8StGhjvmk+1huxu0EtuASSM3O8Xg/7Vzf73+BxAYuq+P9inuf/x0zcMmjpvzW8c2N+zXg1iDTugzYFPB9pI8rNTBx+M8pfjl9x5f/zX5dCUz+FbiEEQf8AJdQJGBjvb7W/OtM/o0s6x64pHWFj+sS/71n7ekGKYOg/WvFdzffXG/PxW03o/187wQWBlsXqTv5f4ZL+P38710OTPLL9SPgV37YfrgDljNx29cp/ntqkLiz+Gbyr2+5vI1LZt1x6/0M3/1E3MHFZB/PX4F5tX7fm0AyMBYoAz7Ebe9dcevhVU1YnjcCWQ3YDuYC2X7e8T72T3AHJR2BibiDz5P88POA8/3nOUAmXx+czAPOC7Y++FiX4HYuPXB558b64ouu05AgROQY3Cnty6q6DFcolwYMUgGMEZFkVd2rqssDuvfBHe1UqKvTVNzRZ6qq/kZVy9XVmT6Kq04Ipho4TEQ6qeouVV1b10CqukxVP1PVSlXNAv6BS34NoqoZqvq+qpap6m5cAq0Zv2an8qD/Pa/iFniN7wH/UNXFqlqlrpqmzI9XW3///1RgHHACLild57tvwK2cfXAb2eE+lsb4pf8dn+A24At996eBywFEpAdwGvB8kGm8BqSJyDT//UrgP75sajsTWKuqr6qr+ngQyKk1zFZVfVRVq3wcfXDJrbEaU9Zn4XZgz/r14gVc+Z7dhPk2xveBP6jqel8evwcmisjARkzjr6qaq6o7cGfOi1V1haqW4ZbNJD/c5cA7qvqOqlar6vvAUtwyaYg6l4uI9AHOwCWyvX69/8SPcxnwhKou9/HcAUz1VcQ1/qiq+/z2ugaYo6qbVbUIdwZTE39jlmcKtdYrEdkuIoUicrBW+T6lqmt9+fcGjgF+rqoHVXUl8BjuoADcjmGGiMQD43Hr7wwR6YjLWfMPUYYPqupOVd0D/Bu3/QbVKpI/bi88R1Vr6qOf991qnI9bybaKyCciMtV3vxd35DNHRDaLyO2++0Cgr19YhSJSiKuiqDMJqGoJ7rT4RmCXiLwtIqPqGlZERojIW/4C0D7cBpfS0B8qIr1E5EUR2eHHfy5g/L7ADr8Dq7Et4PNA4NZav2uAH6+2A/7/n1S1MGBHdab/zTmqus5vyFuAn+EuKDbUXl9uNbYGxPEccLaIdMHtEOar6q66JqKqpbjqrStFRHAbfLBrD30JKA9fTrXvOsoJ6F/qP3Zp0C/6psaUdV/c7w+0FXe0HEoDgQcC4tuDO/NtzHxzAz4fqON7TdkNBL5bqzyOwSXxhgi2XAYAe1R1bx3jfKNcVXU/7mwj8Pc1Jv6GLs8Cav0uVe2P20474Mq4RuD22df/luKAboHrwSe4s6/JwGrgfdyB39FARkD+CyZwh1TKIdbrqE/+ItIJlyBm+ISaA/wUmCAiEwBU9XNVnQX0Al7H1eWhqsWqequqDsEdZf2XiJyEr+ZQ1W4Bf0mqWnOUotSiqu+p6im4hb4Bd6ZQl7/5/sNVNRm3U5Egw9blD37+4/34lweMvwvo55NgjQEBn7cBv6v1uzr7I83aNuKqT771W4PQRv6O7iKSGPA9HXcqjz+KXASchzvqefYQ03oatw6cAiThruPUZRdfn9Hgy6l/kGHr0tCygMaV9U5ccgmUjrs+FUrbgO/XirGTqi4M0byerTWvRFX9nxaYbg8R6VZHv2+Uq1/fetK0cm3M8vwI6C8iUxow3cB1aifutyQFdAtcDxbiqjXPAz5R1XW+/1m4HUNd02yyqE/+uHrLKmAM7jRmIq4Ocz7uaDBB3L3eXVW1AlfnWwUgIjNFZJhPAjXdq3BVJftE5Ofi7o2OE5HDROQIP89cYFDN1Xlx92Gf41euMtyFlqog8Sb5ee33Zwc/qNU/F1fnGEySn36hiPTDXXCrscjP9yYRiReRWbgLzDUeBW4UkaP83QWJInJWrZUN+Oro6iXgZyKSJCL9cae+b/nffLyIpPvpDAD+B3ijZnx/u9lT9fwOgF/75XMs7mJa4L3nz+DOJsbhqg/qMx93Ee4R4EVVLQ8y3NvAOBE51586/wh3qt1Qh1o2gRpc1sA7wAgRudQvt4tw63OwnVhd4kSkY8BfQgPG+Ttwh4iMBRCRriISeAtoY37vodSczZ3mt6eOfh1qzM73W/wZ4X+Ah0Wku4i0F5HjfO/ngWtEZKK4279/j6uWymrCrBqz7WzEnSW/KCKn1OQQ3EX9+n7LNlyC/4Mvn/G4atbZvn8p7lrkj/g62S/EVd8FJv8WWW6tIflfBTypqtm+KiJHVXNwd9Fc5oe5Asjy1SQ34uuTgeG4OxL24xLnw6o619crno3bkWzBXTR6DHcRCL5OUgUishxXTrfi9tx7cKdiPwwS72246xHFuBXqpVr97wae9qeWF/Jtv8ad9hXhktmrNT180vsOboUp9L/zLdwOCVVdikvgD+EuKGbgLqYFcxOubHbiyud54Anfb7LvVoJbAdcAPwkYdwDuLoZgcnwMO3Er942quiGg/2u4o7bXalUPfYuvvnnGD/9MPcPlA98F/oQ7NR+Dq3cuq2/6AR4ALhD3LMmDh4ipwWWtqgW4nd+tPq6fATMbcBof6HZcNUXN30eHGkFVXwP+iEtS+3DL8IyAQe6m/nWxwXxim4U7092NO5L+b1omx1yBu363AXdR9hY/zw+BX+Lu2tuFu5OnSffZN2Hb+RGuTv4+XE7Yjrub6CLcRd5gLsHdCLITtw38yl8fqfEJ7sLwkoDvSbgLvjUex13jLBSR1w/96+pWczXdtFIishj4u6o+GcZ5JuBu5Rvvz7aaOp1MXLXEBy0W3Den3w63UV6mqh+HYh7GtFat4cjfBBCRGSLS21cfXIW7K+DdcMag7g6p0c1M/Ofj6i4PeQTbyOmeJiLdfDVAzfWWz1pyHsa0BfGRDsA02kjcBe0uuFteLwh2p0y0EpG5uCqZK1S1uoUnPxVXfZWAu4/7XFU9UP8oxsQeq/YxxpgYZNU+xhgTg1pFtU9KSooOGjQo0mEYY0yrsmzZsnxVTa2rX6tI/oMGDWLp0qWRDsMYY1oVEan9ZPlXrNrHGGNikCV/Y4yJQZb8jTEmBlnyN8aYGGTJ3xhjYpAlf2OMiUGW/I0xJgZZ8jfGmCi0Jb+Ev8zZSN6+gyGZviV/Y4yJQh9tyOOvH2VQWR2a9tcs+RtjTBRamJHP4JRE+nbrFJLpW/I3xpgoU1lVzeIte5g2tGfI5mHJ3xhjoswX24vYX1bJ9GEpIZuHJX9jjIkyCzPc652PHmJH/sYYEzMWZhYwpk8yPRITQjYPS/7GGBNFDlZUsSx7L9OHhe6oHyz5G2NMVFmatZfyymqmhbC+Hyz5G2NMVFmQmU98O+HIQT1COh9L/sYYE0UWZuQzcUA3EjuE9kWLlvyNMSZKFB2oYPWOopBX+YAlf2OMiRqLNxdQrTA9hA931bDkb4wxUWJhZgGd2scxKb17yOdlyd8YY6LEgox8jhjcg4T40KdmS/7GGBMF8vYdZFPe/rBU+YAlf2OMiQoLMwsAmDY09Bd7wZK/McZEhYWZ+XTt1J4xfZPDMj9L/sYYE2GqyoKMAqYO6UlcOwnLPC35G2NMhGXvKWVH4YGQt+cTyJK/McZE2IIMX98fhoe7aljyN8aYCFuQmU9acgeGpCSGbZ6W/I0xJoKqq5XPMguYPjQFkfDU94Mlf2OMiaiNucUUlJSHtcoHLPkbY0xELfCvbAznxV4IYfIXkSdEJE9E1gR06yEi74vIJv8/9A1YGGNMFFuYWcCQlET6dO0U1vmG8sj/KeD0Wt1uBz5U1eHAh/67McbEpIqqahZvLmBamI/6IYTJX1XnAXtqdZ4FPO0/Pw2cG6r5G2NMtFu1vZCS8qqwNekQKNx1/mmqugvA/+8VbEARuUFElorI0t27d4ctQGOMCZeFGQWIwNQhbejIv7lU9RFVnaKqU1JTUyMdjjHGtLgFmfmM6ZNM98SEsM873Mk/V0T6APj/eWGevzHGRIUD5VUs31rI9DDf4lkj3Mn/TeAq//kq4I0wz98YY6LC0q17KK+qZlqY2u+vLZS3er4ALAJGish2EbkO+B/gFBHZBJzivxtjTMxZkFFAfDvhiEE9IjL/+FBNWFUvCdLrpFDN0xhjWouFmflMSu9GYoeQpeF6Re0FX2OMaauKSitYs6MoIrd41rDkb4wxYfbZlgKqlYhd7AVL/sYYE3YLM/Lp1D6OiQO6RSwGS/7GGBNmCzILOHJwDxLiI5eCLfkbY0wY5e47SEbe/ojd4lnDkr8xxoTRokz3ysZI1veDJX9jjAmrBRn5dOvcnjF9kiMahyV/Y4wJE1VlYWYBU4f0pF278L2ysS6W/I0xJky2FpSyo/BA2F/ZWBdL/sYYEyYLMt0rGyN9sRcs+RtjTNgszCigd3JHhqQkRjoUS/7GGBMO1dXKIv/KRpHI1veDJX9jjAmLDTnF7CkpZ3oE2/MJZMnfGGPCYKGv74/0/f01LPkbY0wYLMjIZ0hqIr27dox0KIAlf2OMCbmKqmqWbNkTFXf51LDkb4wxIbZqeyEl5VVRU98PlvyNMSbkFmQUIAJT7cjfGGNix4KMfMb2TaZb54RIh/IVS/7GGBNCB8qrWJFdGFVVPmDJ3xhjQurzrD2UV1VHVZUPWPI3xpiQWpCZT/s44cjBPSIdyjdY8jfGmBBalFnApAHd6ZwQH+lQvsGSvzHGhEhRaQWrdxQxbVh0VfmAJX9jjAmZRZsLUI2eJh0CWfI3xpgQWZiZT+eEOCb07xbpUL7Fkr8xxoTIgox8jhjUg4T46Eu10ReRMca0ATlFB8ncXcL0KKzvB0v+xhgTEk8vygKis74fLPkbY0yLe2XZdv42N5MLp/RnTJ/kSIdTJ0v+xhjTghZm5nPHq6uYPqwnvztvXFS8srEulvyNMaaFZOQVc+OzyxjUM5GHLzuc9nHRm2KjNzJjjGlF8veXcc1Tn5MQ344nrj6Crp3aRzqkekUk+YvIT0VkrYisEZEXRCQ63mtmjDFNcLCiiu89s5TdxWU8dtURDOjROdIhHVLYk7+I9AN+AkxR1cOAOODicMdhjDEtobpaufXlL1i5rZD7L5rExAHR90BXXSJV7RMPdBKReKAzsDNCcRhjTLPcO2cjb6/exS/OGM3ph/WOdDgNFvbkr6o7gD8D2cAuoEhV59QeTkRuEJGlIrJ09+7d4Q7TGGMO6YUl2fxtbiaXHZXO9ccOjnQ4jRKJap/uwCxgMNAXSBSRy2sPp6qPqOoUVZ2Smpoa7jCNMaZe8zft5s7X1zBjRCq/Pmds1N7SGUwkqn1OBrao6m5VrQBeBaZFIA5jjGmSjTnF/PC55Qzv1YWHLp1EfBTf0hlMJCLOBo4Wkc7idpUnAesjEIcxxjRaXvFBrn3qczolxPHE1UeQ1DG6b+kMJhJ1/ouBV4DlwGofwyPhjsMYYxqrtLyS659eyt7Scp64+gj6dusU6ZCaLCLvFVPVXwG/isS8jTGmKaqqlZtfXMmaHUU8euUUDuvXNdIhNUvrq6gyxpgI+MM763l/XS53zRzDSaPTIh1Os1nyN8aYQ3h2URaPfbqFq6cN4urpreuWzmAs+RtjTD0+3pDHr95cy8mje/HLmWMiHU6LseRvjDFBrN1ZxE3PL2dM32QeuHgSce1a17389bHkb4wxdcgpOsh1Ty0luVN7Hr/qCBI7ROT+mJBpW7/GGGNaQFFpBVc9sYT9ZZX888appCW3vYaH7cjfGGMCHCiv4rqnP2dLfgmPXHk4o6P0NYzNZUf+xhjjVVZV8+MXlrMsey//d+lkpg2NzpevtwQ78jfGGEBV+cVrq/lgfR6/mXUYZ47rE+mQQsqSvzHGAH96byMvL93OzScN54qjB0Y6nJBrVPIXkXYi0jYrwIwxMevxT7fwt7mZXHpUOrecPDzS4YTFIZO/iDwvIskikgisAzaKyH+HPjRjjAm9N1bu4LdvreOMw3rz21mHtbp2+ZuqIUf+Y1R1H3Au8A6QDlwR0qiMMSYM5n25m1tf/oKjh/Tgfy+a2KYe4jqUhiT/9iLSHpf83/AvYDHGmFZt5bZCbnxuGcPTknjkyil0bB8X6ZDCqiHJ/x9AFpAIzBORgUBRKIMyxphQyty9n2ueXELPLgk8fe0RJLfSF7I0R0OS/79VtZ+qnqmqinsT17UhjssYY0Iip+ggVz6+hLh2wrPXHkWvpLb39G5DNCT5/yvwi98BvBiacIwxJnRqmm0oOlDBU9ccyaCUxEiHFDFBn/AVkVHAWKCriHwnoFcyEJu7SmNMq3Wwoorrn3HNNjx1zRGt/k1czVVf8w4jgZlAN+DsgO7FwPdCGZQxxrSkyqpqbnp+BUu37uWhSyYzbVjbbbahoYImf1V9A3hDRKaq6qIwxmSMMS3m62YbcvntrLGcNb5tN9vQUA2p8y8QkQ9FZA2AiIwXkTtDHJcxxrSIe32zDT85cRhXTB0U6XCiRkOS/6PAHUAFgKquAi4OZVDGGNMSnvh0Cw/PzeSSI9P56SkjIh1OVGlIk86dVXVJrUeeK0MUjzHGNFtVtfKPeZn86d2NnDY2jXvOjZ1mGxqqIck/X0SGAgogIhcAu0IalTHGNNG2PaXc+vIXLMnaw1nj+vCXCyfEVLMNDdWQ5P8j4BFglIjsALYAl4c0KmOMaSRV5ZVl2/n1v9chwH0XTuC8Sf3siD+IQyZ/Vd0MnOxb9WynqsWhD8sYYxpuT0k5d7y6ivfW5nLk4B7cd+EE+nfvHOmwotohk7+I3Aw8ibu//1ERmQzcrqpzQh2cMcYcyscb8vjvV1ax70AFvzhzFNcdM8SqeRqgIdU+16rqAyJyGtALuAa3M7Dkb4yJmNLySn7/znqe+yybkWlJPHvdkW32Zeuh0JDkX7MLPRN4UlW/EKtEM8ZE0Mpthfz0pZVkFZTwvWMHc+upI2OuSebmakjyXyYic4DBwB0ikgRUhzYsY4z5tsqqah76OIO/fpRBWlIHZl9/FNOGWlMNTdGQ5H8dMBHYrKqlItIDV/VjjDFhsyW/hFteWskX2wo5b1I/7j5nLF07xV47/C2lIcl/KrBSVUtE5HJgMvBAaMMyxhhHVXl+STb3vLWehPh2PHTpJGaO7xvpsFq9hiT/vwETRGQC8DPgceAZYEYoAzPGmLzig/z8lVV8vHE3xw5P4d4LJtC7q7Uo3xIakvwrVVVFZBbwgKo+LiJXNWemItINeAw4DPfk8LXWcqgxpsbeknJeWbadv32SSUlZJXefPYYrpw6ind3C2WIakvyLReQO4ArgWBGJa+B49XkAeFdVLxCRBMCexjAmxqkqy7buZfbibN5evYvyymqOGtyD3513GMN6JUU6vDanIUn8IuBS4BpVzRGR43Avc28SEUkGjgOuBlDVcqC8qdMzxrRu+w5W8PqKHcz+LJuNucUkdYjnkiMGcOlRAxnZ25J+qDSkeYccEfkIuFREnsO17XN/M+Y5BNgNPOmvIywDblbVksCBROQG4AaA9PT0ZszOGBONVm8vYvbirbyxcicHKqoY378rfzx/HGdP6EvnhOZWLphDqe8dviNw7fZfAhQALwGiqie0wDwnAz9W1cUi8gBwO/DLwIFU9RFcg3JMmTJFmzlPY0wUKC2v5M2VO3l+STarthfRqX0csyb25dKj0hnfv1ukw4sp9e1eNwDzgbNVNQNARH7aAvPcDmxX1cX++yu45G+MaaM25hQze/FWXlu+g+KySkamJfGbWWM5d1I/kjvavfqRUF/yPx935P+xiLwLvMjXTT00ma9G2iYiI1V1I3ASsK650zXGRJfyymreXr2T2Z9ls3TrXhLi2zFzXB8uOzqdyendranlCKvvBe6vAa/5ppzPBX4KpInI34DXmtmq54+B2f5On83YE8PGtBmVVdW8umIHD3ywiR2FBxicksidZ43m/Mn96Z6YEOnwjNeQC74lwGxcsu4BfBdXTdPk5K+qK4EpTR3fGBN9qquVd9bs4r73v2Tz7hLG9evKPecdxvEjUu0oPwo16pK6qu4B/uH/jDEGVeXjjXnc+96XrN+1jxFpXfj75Ydz2tg0S/pRzO6nMsY02cLMfP783kaWZxeS3qMz9180kbMn9LWXqbQClvyNMY22clshf35vI59m5NM7uSO/P28c353Sn/Zx7SIdmmkgS/7GmAZbv2sff5nzJR+sz6VnYgK/nDmGy45KtxeptEKW/I0xh7Qlv4T/ff9L/r1qJ106xHPbqSO4ZvpgEjtYCmmtbMkZY4LaUXiABz/YxCvLt5MQ144fzBjK948bStfO9mBWa2fJ3xjzDUWlFXy8MY8563L4YF0eAFdOHcgPjx9GalKHCEdnWoolf2MMOwsP8P66XOasy2Hx5j1UViu9kjpwyZEDuGHGUPp16xTpEE0Ls+RvTAxSVb7M3c+ctTnMWZfL6h1FAAzr1YUbjhvCqWN7M75fV3t5Shtmyd+YGFFVrSzP3vtVwt9aUArA5PRu3H7GKE4Zk8bQ1C4RjtKEiyV/Y9qwgxVVLMjIZ87aXD5Yn0tBSTkJce2YNqwn3z9uKCeP7kWvZHsnbiyy5G9MG1RUWsGDH23ihSXZlJZXkdQhnhNG9eLUsWnMGJFKkjWjHPMs+RvThlRUVTP7s63c/+Emig5UcN6kfpw3qR9HDe5JQrw9fWu+ZsnfmDZAVZm7cTf3vL2OzN0lTBvakzvPGsOYvsmRDs1EKUv+xrRyG3OKueftdczflM/glEQevXIKJ4/uZS1qmnpZ8jemlSrYX8Z973/JC0uy6dIhnl/OHMMVRw+06h3TIJb8jWllyiqreGpBFg99lEFpRRVXTh3EzScNt7dkmUax5G9MK6GqvLc2h9+/s4HsPaWcMDKV/3fWaIb1Sop0aKYVsuRvTCuwZkcRv31rHYu37GFEWheeufZIjhuRGumwTCtmyd+YKJa77yD3vreRfy3fTvfOCdxz7mFcfMQA4u2lKaaZLPkbEwWqq5WdRQfIyi9lS0EJWfnub9HmAiqqqrnh2CH86MRhJNvDWaaFWPI3JkxUldx9ZWzO309WfilZBSVs8Ul+655Syiurvxq2Y/t2DOqZyJnj+vDjE4cxsGdiBCM3bZElf2NaWFllFRl5+9mYU8ymvP1k5bskv7WglAMVVV8NlxDfjoE9OjMoJZETRvViUM9EBqV0ZnBKImlJHa1FTRNSlvyNaaLqamX73gNsyNnHxpxiNuQWszGnmC35JVRVKwDt44QBPTozuGci04elMCglkcE+yffp2ok4S/AmQiz5G9MAe0rKv0ryG3OK2ZBTzKbcYkrKvz6SH9CjEyPTkjnjsN6M7J3EqN5JDOqZaBdnTVSy5G9MHQ5WVPGv5dt5d00OG3KK2V1c9lW/7p3bM7J3Et+dMoCRvZMY2TuJEWlJdLGXmZtWxNZWYwKUlFXy/OJsHp2/mbziMob36sJxw1MZ5ZP8qN5JpCZ1sHZzTKtnyd8YoLC0nKcXbuXJhVsoLK1g2tCe/O9FE5k2tKcletMmWfI3MS1v30Ee/3QLz322lZLyKk4encYPTxjK5PTukQ7NmJCy5G9i0rY9pfxjXiYvL91OZVU1M8f35QfHD2V0H2v/3sQGS/4mpmTkFfPwx9I643EAABOvSURBVJm88cVO2glccHh/vn/cUAal2ENUJrZY8jcxYdX2Qh7+OJP31uXQMT6Oq6cN4vpjB9Ona6dIh2ZMREQs+YtIHLAU2KGqMyMVh2m7VJXFW/bwfx9nMH9TPkkd47nphGFcPW0QPbt0iHR4xkRUJI/8bwbWA1bJalpUaXkl//5iJ899ls3qHUWkdEng56eP4vKj00myhtGMASKU/EWkP3AW8DvgvyIRg2l7NuYU8/zirby6fAfFZZWMSOvCb2eN5btTBtCxfVykwzMmqkTqyP9+4GdA0FcQicgNwA0A6enpYQrLtDZllVW8uyaH5z7byudZe0mIa8eZ43pz2dEDmTKwu92jb0wQYU/+IjITyFPVZSJyfLDhVPUR4BGAKVOmaJjCM61EVn4JLyzJ5p/LtrOnpJyBPTvzizNHccHhA+hh77I15pAiceQ/HThHRM4EOgLJIvKcql4egVhMK1JZVc0H6/OYvXgr8zflE9dOOGV0Gpcdnc70oSnWBLIxjRD25K+qdwB3APgj/9ss8Zv67Cw8wIufb+Olz7PJ3VdGn64d+a9TRnDREQNIS+4Y6fCMaZXsPn8TlYoPVjB/Uz6vrdjBh+tzUWDGiFTuOXcgJ4xMtWaSjWmmiCZ/VZ0LzI1kDCZ6ZOWX8OGGPD7akMuSLXuoqFJSuiRw44yhXHJkOgN6dI50iMa0GXbkbyKmoqqaZVv38uH6XD7ckMfm3SUADO/VhWuPGcxJo9KYnN7NjvKNCQFL/ias9paU88mXu/lwQx6fbMxj38FK2scJRw/pyRVHD+SkUWmk97QjfGNCzZK/CSlVZVPefj5c76pzlm3dS7VCSpcEThvbm5NG9+KY4an2Fixjwsy2ONOidheXsSFnHxt2FbM+Zx9Ltuxh+94DAIztm8xNJwzjxNFpjO/X1W7NNCaCLPmbJimrrCIzr4T1u/a5ZJ9TzPpdxeTv//pdt2nJHRjXrys/OH4oJ47qZS1oGhNFLPmbeqkqecVlPskXu/+7isncvZ/KavfgdUJ8O0amJXHCyFRG9UlmdO8kRvVJtidtjYlilvzNt5RXVvPJl7t5feUOFmUWsKek/Kt+fbt2ZFSfZE4e04tRvZMZ3SeJQT0T7Y4cY1oZS/4GgOpqZVn2Xl5fsYO3V++isLSCHokJnDSqF2P7JjO6TzKjeifTtbM1iWxMW2DJP8Ztyi3m9ZU7eH3FTnYUHqBj+3acNrY3507sxzHDU2hvR/TGtEmW/GNQ7r6DvLlyJ6+v3MHanftoJ3DM8FRuO20Ep47pTaLddmlMm2dbeYzYd7CCd9fk8MbKHSzMLEAVJvTvyq/OHsPM8X1JTbLXGhoTSyz5t2EHK6qYvymf11fs4IP1uZRVVjOwZ2d+fOJwzp3YlyGpXSIdojEmQiz5txGqSvaeUlZkF7JyWyErsveybtc+KqqUnokJXHzEAM6d1I+JA7rZ262MMZb8W6t9BytYta2IFdl7WbHNJfyaWzI7J8Qxvn9Xrj92CEcN7sH0YXbh1hjzTZb8W4GqauXL3GJ/VL+XFdmFZOzejyqIwLDULpw8uheT0rszcUA3RqQlEWdNJxhj6mHJP0rtLSnnn8u28dGGPFZtL6K0vAqAHokJTBzQjXMm9GVSenfGD+hKcke7994Y0ziW/KPMmh1FPLMoizdW7qSssprD+iVz4ZQBTBzQjUnp3Ujv0dnq7I0xzWbJPwqUVVbxn9U5PLMoi+XZhXRqH8f5h/fnyqkDGdU7OdLhGWPaIEv+EbSz8ADPL87mxc+zyd9fzuCURO6aOYbzD+9P105WlWOMCR1L/mGmqizaXMAzC7fy/vpcqlU5aVQvrpw6iGOGpVgb98aYsLDkHyb7yyp5bfl2nlm0lU15++nWuT3XHzuYy48aaC8mN8aEnSX/EMvI28+zi7L41/Id7C+rZFy/rtx7wXjOntCXju3jIh2eMSZGWfIPAVVl3qZ8Hpu/mfmb8kmIa8fM8X24YupAe8LWGBMVLPm3oLLKKt5YuZPH529hY24xvZI6cNupI7j4yHRSuljDacaY6GHJvwXsLSln9uKtPL1oK7uLyxjVO4k/f3cC50zoS0K8NatgjIk+lvybISu/hCcWbOGfS7dzoKKK40akct+FgzlmWIpV7Rhjopol/0ZSVZZt3cuj8zczZ10u7du1Y9bEvlx/7BBG9k6KdHjGGNMglvwbqLKqmvfW5vLo/M2s3FZIt87t+dHxw7hy6kB6JXeMdHjGGNMolvwPYX9ZJS9/vo0nFmxh+94DDOzZmd/MGssFh/enc4IVnzGmdbLsFcTBiir+8clmHvt0M8UHK5kysDt3njWGU8akWXPJxphWz5J/HeZv2s0vX19DVkEpp41N48YZQ5mU3j3SYRljTIux5B8gr/gg97y1nje/2MnglESeu+4ojhmeEumwjDGmxVnyx70pa/birdz77kbKKqu55eTh3DhjqDW/YIxps8Ke/EVkAPAM0BuoBh5R1QfCHUeNNTuK+MVrq1m1vYhjhqXwm1ljGZLaJVLhGGNMWETiyL8SuFVVl4tIErBMRN5X1XXhDKL4YAV/mfMlzyzKokdiBx64eCLnTOhrD2cZY2JC2JO/qu4CdvnPxSKyHugHhCX5qyrvrM7h1/9ey+79ZVx+1EBuO22kvTzFGBNTIlrnLyKDgEnA4jr63QDcAJCent4i89taUMJdb6zlky93M7ZvMo9eOYUJA7q1yLSNMaY1iVjyF5EuwL+AW1R1X+3+qvoI8AjAlClTtDnzKqus4pFPNvPQxxm0j2vHr84ewxVHDyQ+zhpdM8bEpogkfxFpj0v8s1X11VDOa2FmPne+vobNu0s4a1wffjlzDL27WnMMxpjYFom7fQR4HFivqveFcl53vLqaF5ZkM6BHJ5685ghOGNkrlLMzxphWIxJH/tOBK4DVIrLSd/uFqr7T0jMa2LMzN50wjJtOHGb37BtjTIBI3O3zKRCW+ylvnDE0HLMxxphWx654GmNMDLLkb4wxMciSvzHGxCBL/sYYE4Ms+RtjTAyy5G+MMTHIkr8xxsQgS/7GGBODRLVZbaaFhYjsBrY2cfQUIL8Fw2lpFl/zWHzNY/E1T7THN1BVU+vq0SqSf3OIyFJVnRLpOIKx+JrH4msei695oj2++li1jzHGxCBL/sYYE4NiIfk/EukADsHiax6Lr3ksvuaJ9viCavN1/sYYY74tFo78jTHG1GLJ3xhjYlCbSf4icrqIbBSRDBG5vY7+HUTkJd9/sYgMCmNsA0TkYxFZLyJrReTmOoY5XkSKRGSl/7srXPH5+WeJyGo/76V19BcRedCX3yoRmRzG2EYGlMtKEdknIrfUGias5SciT4hInoisCejWQ0TeF5FN/n/3IONe5YfZJCJXhTG+e0Vkg19+r4lItyDj1rsuhDC+u0VkR8AyPDPIuPVu6yGM76WA2LIC3kRYe9yQl1+LUNVW/wfEAZnAECAB+AIYU2uYHwJ/958vBl4KY3x9gMn+cxLwZR3xHQ+8FcEyzAJS6ul/JvAf3FvYjgYWR3BZ5+AeXolY+QHHAZOBNQHd/gTc7j/fDvyxjvF6AJv9/+7+c/cwxXcqEO8//7Gu+BqyLoQwvruB2xqw/Ovd1kMVX63+fwHuilT5tcRfWznyPxLIUNXNqloOvAjMqjXMLOBp//kV4CT/MvmQU9Vdqrrcfy4G1gP9wjHvFjQLeEadz4BuItInAnGcBGSqalOf+G4RqjoP2FOrc+A69jRwbh2jnga8r6p7VHUv8D5wejjiU9U5qlrpv34G9G/p+TZUkPJriIZs681WX3w+b1wIvNDS8w2ntpL8+wHbAr5v59vJ9ath/AZQBPQMS3QBfHXTJGBxHb2nisgXIvIfERkb1sBAgTkiskxEbqijf0PKOBwuJvhGF8nyA0hT1V3gdvhArzqGiZZyvBZ3JleXQ60LoXSTr5Z6Iki1WTSU37FArqpuCtI/kuXXYG0l+dd1BF/7HtaGDBNSItIF+Bdwi6ruq9V7Oa4qYwLwV+D1cMYGTFfVycAZwI9E5Lha/aOh/BKAc4B/1tE70uXXUNFQjv8PqARmBxnkUOtCqPwNGApMBHbhqlZqi3j5AZdQ/1F/pMqvUdpK8t8ODAj43h/YGWwYEYkHutK0084mEZH2uMQ/W1Vfrd1fVfep6n7/+R2gvYikhCs+Vd3p/+cBr+FOrwM1pIxD7Qxguarm1u4R6fLzcmuqwvz/vDqGiWg5+gvMM4HL1FdQ19aAdSEkVDVXVatUtRp4NMh8I11+8cB3gJeCDROp8mustpL8PweGi8hgf3R4MfBmrWHeBGrurLgA+CjYyt/SfB3h48B6Vb0vyDC9a65BiMiRuGVTEKb4EkUkqeYz7sLgmlqDvQlc6e/6ORooqqniCKOgR1yRLL8AgevYVcAbdQzzHnCqiHT31Rqn+m4hJyKnAz8HzlHV0iDDNGRdCFV8gdeQzgsy34Zs66F0MrBBVbfX1TOS5ddokb7i3FJ/uLtRvsTdCfD/fLff4FZ0gI646oIMYAkwJIyxHYM7NV0FrPR/ZwI3Ajf6YW4C1uLuXvgMmBbG+Ib4+X7hY6gpv8D4BPg/X76rgSlhXr6dccm8a0C3iJUfbie0C6jAHY1eh7uG9CGwyf/v4YedAjwWMO61fj3MAK4JY3wZuPrymnWw5u63vsA79a0LYYrvWb9urcIl9D614/Pfv7WthyM+3/2pmnUuYNiwl19L/FnzDsYYE4PaSrWPMcaYRrDkb4wxMciSvzHGxCBL/sYYE4Ms+RtjTAyy5B8DRGSuiJxWq9stIvKwiPQVkVeaMe1zRWRMwPffiMjJAfNt9sutRWSUbyFxhYgMrdUvq/bDXCJyTk1rjyKSKq4V1xUicmw987hFRDoHfH8nWKuXzfgdgwJbiYxGInK5b15hrW8q47EQlEPtdaZF1hPTOJb8Y8MLuIdhAl0MvKCqO1X1gmZM+1zgqw1ZVe9S1Q+aMb1g83hDVSepauahBlbVN1X1f/zXk3AP5UxS1fn1jHYL7lmCmmmcqaqFzYq6lfEPgf0UOENVx+JatVwIpNUxbFwzZvWNdcZESKQfNLC/0P/hHj7aDXTw3wcB2bgHtwbhm63FJb+XcQ/ZvIRrfG6K77cf+B1fP0SVBkzDNZGxBffQ0FDcQzAX+HHmBox/KrAI1wbPP4EudcQ50U97Fe6x+O64B3pygB3Ax3WMk0Wt5nOBq4GH/PSy/W9fCXSqKw7gJ0A57gGjjwOn68tnA/AY7knN2binPBfgHuY60g+fCDyBewJ1BTCrjlgDy/pq4FXgXT+dPwUMd7qP7wvgQ9+tB669olW+jMb77nfjWhCd42P+Dq5p6dV+2u39cIcDnwDLcE8U96kjvvnACfWsR1nAXcCnuIOHupZXL2CZH34C7uHGdP89k7rXmbm4JqaX4B7eOjbS20ws/EU8APsL04KGt2sSEq6t+Xv958CEdBvwD//5MFzjXzXJW4Gz/ec/AXf6z0/hk33t736jnuKT6Dwg0Xf/OXW0he6TyAz/+TfA/f7z3QRp5516kn8dn4PGUXs6fDP5VwLjcGfKy3BJXnBNCb/uh/89cLn/3M0nscRacQWW9dW4tvy74p4+34prsyYV9xTuYD9czVPCfwV+5T+fCKwMKJtPgfa4ZFuKO3IHl5DP9f0WAqm++0XAE3WU5R4CnqAOUtY/a8DyWgsk4566/hy4DBgILAqyzswF/uI/nwl8EOntJRb+4jGxoqbq5w3//9o6hjkGeABAVdeIyKqAfuXAW/7zMuCURsz7aNxp/gLf/E4C7uj7KyLSFeimqp/4Tk9Td+udzXHIOILYoqqrfZxrcUfjKiKrcQkd3BnFOSJym//eEUjHvbshmA9VtchPdx0uQXYH5qnqFgBVrWl88BjgfN/tIxHp6csM4D+qWuHjicMd8YM7+h8EjMTtzN/3vzsO13RBUCIyDtfcQhLwC1WtacjsJd+/vuW1EJiOeyHK73FnMoI7swimprHDZXxdpiaELPnHjteB+8S9frGT+pfL1FLfy20q1B+aAVU0bt0R3AtMLmnEOKHQ1DjKAj5XB3yv5utyEOB8Vd3YxOnWlKlQdxPF9TVlXAagqtUiEricauITYK2qTj1EPGtx9fwf+53dRBF5CFddVqPkENMAl+SPxe3M3sCdYSlfHzzUpaYsGrtumSayC74xQl1zx3NxVRbB2iL/FPeGIvzdGOMaMOli3NFhfT4DpovIMD/tziIyolZ8RcDegDtyrsDVUbek+uJoyO+oz3vAjwNaFp3UxOksAmaIyGA/nR6++zxc9QkicjyQr99+J0QwG4FUEZnqx28vdb/s5g/An0Uk8A1fneoY7lDLax5wObBJXfPMe3DVOQt8/+aWtWkBtoeNLS/gTq9r3/lT42HgaV/dswJXp1t0iGm+CDwqIj/BNZX9Laq6W0SuBl4QkQ6+8524evFAVwF/97dcbgauOcS8a6wSkWr/ueaCdWPjeAT4j4jsUtUTGjjfQL8F7vexCK5+fGZjJ+JjvAF4VUTa4d4JcAqubv9Jv2xK+brp6IZMs1xELgAe9NU18T7WtbWGe0dEUnHlEAcU4i5yB2tyus7lpapZfh84zw/3KdBf3WsroQHrjAk9a9XTfMVv8O1V9aC/n/5DYIS6d6UaY9oQO/I3gToDH4t765gAP7DEb0zbZEf+xhgTg+yCrzHGxCBL/sYYE4Ms+RtjTAyy5G+MMTHIkr8xxsSg/w+TnLelUxwWYgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -743,9 +741,9 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "" ] }, "metadata": { @@ -823,7 +821,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.6.9" } }, "nbformat": 4,