diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb index 7342b57..0004408 100644 --- a/ipynb/Bike Speed versus Grade.ipynb +++ b/ipynb/Bike Speed versus Grade.ipynb @@ -44,7 +44,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "I'll want to plot the data to visualize it, so I'll collect four interesting vectors of numbers: length of ride in miles, speed in miles per hour, grade in feet climbed per mile, and grade in percent:" + "I'll collect three interesting vectors of numbers: length of ride in miles, speed in miles per hour, grade in feet climbed per mile, and grade in percent. Then I'll start with a simple scatter plot visualization:" ] }, { @@ -54,7 +54,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJztnX+QHOV557/PjgYxi+9YEdYpNCBLoRzpIgSStWWIdfEhJUbYGLyRYmMVV+ecXaXL1f0IlLPxUlCRsJ3SXmQHcpWc7+TAYR+cssbgtbDuTrgsUlSpLOyVd2WhM4rtYIQGx5KDRj5rBzTafe6PmV719rxv99s9b/+c51Ol0m5PT/fTvTPfft7nfd7nIWaGIAiCkH/60jZAEARBsIMIuiAIQkEQQRcEQSgIIuiCIAgFQQRdEAShIIigC4IgFIRAQSeix4joNBG95No2TkTT7X8/IaLpeM0UBEEQgqCgPHQiei+AXwL4MjPfoHj98wDOMfOn4zFREARBMGFR0A7M/AIRLVe9RkQE4CMANtk1SxAEQQhLoKAH8FsAfsbMPzTZ+eqrr+bly5d3eUpBEITe4siRIz9n5sGg/boV9G0A9vrtQETbAWwHgGXLlmFycrLLUwqCIPQWRPSqyX6Rs1yIaBGALQDG/fZj5j3MPMTMQ4ODgQ8YQRAEISLdpC3+DoCXmfmULWMEQRCE6JikLe4F8G0AK4noFBF9ov3SRxEQbhEEQRCSwyTLZZtm++9bt0YQBEGIjKwUFQRBKAgi6IIgCAWh27RFIcNMTNWw+8AJvF5vYOlABSObV2J4XTVtswRBiAkR9IIyMVXD/c8cQ6M5CwCo1Ru4/5ljACCiLggFRUIuBWX3gRPzYu7QaM5i94ETKVkkCELciKAXlNfrjVDbBUHIPyLoBWXpQCXUdkEQ8o8IekEZ2bwSlXJpwbZKuYSRzStTskgQhLiRSdGC4kx8SpaLIPQOIugFZnhdVQRcEHoICbkIgiAUBBF0QRCEgiCCLgiCUBBE0AVBEAqCCLogCEJBkCyXlJECWoIg2EIEPUWkgJYgCDYRQU8RvwJaeRd0GXkIQvKIoKdIUQtoychDENLBpEn0Y0R0mohe8mz/D0R0goiOE9GfxWdicSlqAS0p3SsI6WCS5fI4gNvdG4hoI4APAbiRmVcD+Jx904pPUQtoFXXkIQhZJ1DQmfkFAG94Nv9bAGPM/FZ7n9Mx2FZ4htdVsWvLGlQHKiAA1YEKdm1Zk/uwRFFHHoKQdaLG0H8dwG8R0Z8CeBPAHzHzd1U7EtF2ANsBYNmyZRFPV1yKVEDLmQit1RsgAOx6rQgjD0HIOlEXFi0CsATALQBGAHyFiEi1IzPvYeYhZh4aHByMeDoh6zgTobV2WIUBOB+Ioow8BCHrRPXQTwF4hpkZwHeIaA7A1QDOWLNMyBWqiVBGS8wPjW5KxyhB6DGiCvoEgE0A/paIfh3AZQB+bs2qApPH/GwTm2UiVBDSJ1DQiWgvgFsBXE1EpwDsAPAYgMfaqYwXAHys7a0LPuQxP9vU5qUDlflwixuZCBWE5DDJctnGzNcwc5mZr2XmR5n5AjP/S2a+gZnfxcwHkzA27+QxP9vU5qKmYApCnpCVogmSx7CEqc3Sw1QQ0kcEPUGyEJYIG8MPY3ORUjAFIY+IoCfIyOaVC+LRQPiwhDvXu4+AufbMxUCljJ13rfYV1CgxfBs2C4KQDNLgIkG6XRnqzfWec01D1xtNjDx1FBNTNe37o8Twi7qaVRCKiHjoCdNNWEIlyG6ac+xbejdqDF9CKYKQD0TQE8BW7rnJ5KnfPnHH8POYYy8IRUJCLjHjDpMwLsWt/UIjOkyE128fXWrhxlWD2DB2ECtG92PD2MFIttm8TkEQoiGCHjM2c89Vguym3Efzk5UTU7UOkVbFw7eur+LpI7WuhTiPOfaCUDQk5BIzNnPP3bneflkuQdks7jDIhrGDVtrg5THHXhCKhgh6zNiOW5tMUIbpVWpLiLOQYy8IvY6EXGImzri1jjAibasZhSz9F4T0EUGPmTjj1jrCiLQtIZZ8dUFIH0qySOLQ0BBPTk4mdr6ssmHsoDI8Yat2uDeGDrREWiewkm4oCNmGiI4w81DQfhJDT4Eoceswohu2UJYsHBKEYiCCngJhJxCj1GBxi7TzMLh3fBolIswyozpQwcZVg3j+5TPimXuQEYuQVySGngIjm1eiXFrYgrVcIm3cupscb2/9l9l2iK1Wb+CJwydlIZAHWSAl5BkR9LTwTl34TGV0k1oYVP/FTaM5i3vHp61n3eQJWSAl5BkR9BTYfeAEmnMLFdwprKWim9TCKAt7etkrlQVSQp4JFHQieoyITrf7hzrbdhJRjYim2/8+EK+ZxUInDqq4OtBdamHUhT296pXayssXhDQw8dAfB3C7YvvDzLy2/e9/2TWr2OjEgQClV9xNjndQ/Rc/avVGz4VfZIGUkGeM8tCJaDmAbzDzDe3fdwL4JTN/LszJJA+9xcRUDfeNTyvD5iUizDFbza5wdzlSZbnoRgYOfjnsRUSyXISsYZqH3o2g/z6AXwCYBPBJZj6ree92ANsBYNmyZetfffVVowsoOstH9wfuk5SQqhYiebG16EkQhPDEvbDoCwA+g1ZuxmcAfB7Ax1U7MvMeAHuAloce8XzzZMl76saWqiYX3Y07jm3zmlV279qyZt6LVyGTgoKQfSJluTDzz5h5lpnnAHwRwLvtmqUmSznC3dpiGtt2jmvrmnV2A8Ch0U2oyqSgIOSWSIJORNe4fv1dAC/p9rVJlnKEu7XFO9FZIlLuVyKyes1BdsukoCDkl8CQCxHtBXArgKuJ6BSAHQBuJaK1aIVcfgLg38Ro4zxZyhG2YYt3eb6qoJYurh31moPsDlsHRhCE7BAo6My8TbH50RhsCSRLTRTiaFwBdAqpLq4d9Twmdkcp1pWluQ1B6FVyVZxrZPNKpRebRjjAxJawIqcTUpvXPLJ5JUa+ehTN2Uvz0351ZEyIUjxMEAT75ErQsxQOCLJFJXIjXz2KnfuO41yjaWx7LNccoo6MyUMpTMs7QRDiQxpcxISuiYUbd555XCEL73HPv3UR9UazYz9VnrkuP93dkBoAVozuVz4TCMArY3d0fQ2C0OtIg4uUMZm0XJBd4gqDON480F3I4sGJY3jy8Ml5sfV7wKjs1VVqrDeaC0IqWZrbEIReRqotxoSpmL1eb+ChZ48viGkDQHOW8dCzxyOff2KqtkDMg1DZ6/dQklRHQcge4qHHhGrSVIXOuwWAszOdoRFTdh84YSzmjvh6wzMD/WVfGyTVURCyhQi6ZdyiONBfxuJFfTjXaGKgv4xfvnlxQR10R0jvHZ+OfA6VeE5M1QLj9w4EYOv61nu9k7hBdJvqKAiCXXpO0OPMl/ZOIp6daaJSLuHhu9dieF0VD04cw94XX8MsM0pE2Lq+JYI79x1XTlQOVMqB5/CmCDqvm8IAnjh8ct6uMGxcNWi0n+SoC0Iy9FSWiypro1wiXHHZolCphDr8MluWaDz0XVvWAABGnjq64LVyH2H3h2/qsEV3DidLxSS7xhbuzBidaOtWwPZSOV5B6JaeznLRiYsqa6M5y/PecTcLYoLCHKpYtDOx6IiiiRcbtHTfbyJzoFJWjgSi4pzLb9RgkqMuHrwg2KFwgu4nLmFSCcMIStgwhxv3xKLJOYNSBHWvV9tCaTJRa4pzTj/RDnoAySpTQbBH4dIW/cTFNJWwVm+EKk+ry9c2IWyudlCKoN/r7gqPNnBa1PnVUA/q0ZmlCpqCkHcKJ+h+HmGY/pphao5HrXwYJVdb1V906/pWOGnF6H7sPnACW9dXtf1Hh9dVcWh0Ex65ey3KfeqSvWGo1RvQHcUJn/g9gLJUQVMQ8k7hQi5+IQlH1D75laOBGR1hQi9+ueRugiZgTWPJfmV3a/UGnj5SC5x0HF5XxUPPHu8q192B0Up/dN9R96gA0M8PyCpTQbBH4QTdpAqiaXqeqZcYlEtOuOStApfEzQkrqLJBTGPJupDFJ79yFPeNT2Opqxm0V1DrFsTcgdEaDahE229+IEsVNAUh7xRO0P08wrCTl6Zeop+3603t6yYbRIXuoeM8tGr1Bp44fHJ+u/ucpiMLE6I2kZZVpoJgj8IJul/YIuzk5Rvn38LEVM1XXJzznZ1pasMODt1kg+iIIsrOOW1lvXTrUXe7ylTSHgWhRaEEPShsEXairdGcw8hTl6oeeoVj46pBPH2kNn8+dyy5qhAWP9GOGkuOKsqv1xvztqlGF5VyCZeX+wJj7CWiVBcJSdqjIFwiMMuFiB4jotNE1NEImoj+iIiYiK6Ox7xw6Dzge8ensWHsIK5ULKUPojnH2H3gxLxw1OoNMC6FMrznc8T80OimDkHxS+GLWrHQtNm06pzO+3fcuRpL+i/dm4FKGbu2rMGOO1cHfkDmmFMVTkl7FIRLmHjojwP4SwBfdm8kousAvA/AScV7UsHPA6/VGyhFTNNzJjBNvWAnj90bBtB507V6A/eOT+OKy0oYqJRDlyEIajatwqnDMjFV62hJd/7Cxfmf5wLOnXY2iqQ9CsIlTJpEv0BEyxUvPQzgjwF83bJNWoJipUHx5Nm5aHVrlrazN0wh6qxceP8zx7Bryxrs2rJG2/j5/IVZlEtz88W8ouCdZOwjUmb1PP/yGQDAA187pq3F3n+Z/8cjC9kokvYoCJeItLCIiO4CUGPmo5bt0aIKeXgX/4RZOBSGjasGQwkEM3wzVg6NbtKu1mzOclfhAu9DT5ei+Xp7FHH+gtqTPzvT9H2IpR07d5DmGoJwidCTokTUD+ABALcZ7r8dwHYAWLZsWdjTzWOS1uf2Tm1WHHzy8Em85/qr8Mb5C11lhLgF0k8so4YLVBOEOpYOVLBzn39HJJ33SwA+/5GFlSDTyjSRtEdBuESULJfrAawAcJRaE3DXAvgeEb2bmf/BuzMz7wGwB2iVz41qqGms1Iknm8aSTWAAh378BjZcfxV+8o8NvF5v4MpKGb94swlVFMebvujg9vL9wkNRwwWmcX6TxhqVch/Ov3WxYzsBuOeWZR1inmamiTTXEIQWoUMuzHyMmd/OzMuZeTmAUwDepRJzG0xM1bBh7KC2nZpO/GwXogJaor5x1SBeGbsD0ztuw59/ZK2yCYXKVm8YYGTzSmUtlXKJIocLTEYl3touOi7OcUep3SX9ZTx891p8dnjNgu2SaSII2SDQQyeivQBuBXA1EZ0CsIOZH43bMCA4YyMoVurnrVfKJWxdX12QR27CE4dP4htHfzqfibLzrtWBIR6nzZtbRJ2fvd2K3rY4+tKAkmYC1G2HezVnf7kPM011Hot3ohQA+i9bpAyz+FVbNMGvOYaEUgTBHJMsl20Bry+3Zo0HvxDCkv4ydty52jitzzmeVxyG3nGVtgWcDm9DjKAHAgMY/85r2P/9n6I+08SVlTKIML+61M3ZmWbkcEVQjRr3aGZiqragQ5IJboE2CWmZhI504ZrJV99Y8LCVBUOCEEymV4oGeXi7D5yYL0Dl9t50np1f5cK1Dz0XqZtPozmrjZm7ac7x/KpL93lU74vaZMPPQ1eVIVB54X64BTooXm+aaaIL16h6nEa5L4LQS2Ra0P0mDs/ONOcF0u29AeoccMDfs9t51+rIk6hxdGUNk+kyMVXDyFP6ksCq0UzQ8YPq0vi9vxoibBJUXMxLUv1SBSGPZFrQRzavxH3j00aC6ZSM/SeXLzKuWugVm63rq3j+5TOZEA1GqyG0t+SuShR37juuDJ8QAQ9/RL1IKWgRFuNSTF5Vl8av1Z1Jdcmgeui60Qa1jyteuiB0kumORcPrqrjnFvPc9VnuzMxw8HqCqoVKTx+pYWTzSjxy99puzLZGrd7AyFePYuSpo74LqnTXzKwflZgswppl7mhU4fd+0+qSTm2diama9jjbbr5O2QmJ28cVBKGTTAs6gI4Uuag4Hq8jhEGpdlm5Mc1Z7vC+baQEOmmdQcW8Gs1Z7Nx3HOs+/RyWj+6f/7dz33HfVndAcG0dx1vftWXNgvTPy8t9GHrHVdqRmdRpEQQ1mQ65OFQtNWJwi4jfQqXdB04EFqVKG7f9S/rLyjK3TgVFVdlfp4ORSThLNQKoN5oY/85r2P3hm7SjgKCwjrsu+1sXL91xJ9NHd11Sp0UQ1GTFEfVFNSwvlwiGlWIX4Az5+zRvHugvZyKGHoRb1HbcuRrl0sLrKZcIO+5crS37WzMUcz+c0sI6TMI6ukqWjeYsmCF1WgQhBLnw0HV55AA6MlNMUggBfRbFL9+8aHyMsFxxWUlbDMvBe+5yiQBGR9jl/FsX5ycH/fLsN4wdtFL+QEet3sC6Tz+H+kwTA/1lMGNB+V+/6pKAfyXLc40mHr57rSwuEgRDiA0bJttgaGiIJycnrR7TG07Iqne94fqr8OGhZUapkd5my4C+q9CuLa05Bp3oLR/db2wjAQtEWVd61xTHvuF1VTw4cQxPHj7ZkQrpJ/hR+5QKQtEgoiPMPBS0Xy48dD+8C4Y2jB3MpKh/7+Q5fHioNQGoaygNLBSxByeO4ZNf0eeXN5qzHWmd3px809GGSjxXhHgY6OxzQjJPH6ktsMNbDkFVmqEIoRUpXyAkSS5i6GGIqya6Ce98+xXac7vF7ZzPitRavYENYwdxzxe/jScOnwz0kP1Wmu4+cMJIzHUFwWxMPupi5IxLTTa8bfRMC4hlHZMa/oJgk1yEXMJ6Oe6iUUEFq2xSIsK2m6/DE4fVXfkIwZkftnCmSE2ufKBSxvSOS+Xtg4puhcEJH6nsIACvjN3R9Tmyim60KKEkISyFCblEqbVtOwxj+lCYZcbTR2oYqJSVqX59RImFg5YOVDBz4aI2tOPGPWKwWUee0Box6R4ORU4/nJiqdV2FUhDCknlBf+jZ48ZL+XV0K6KLFxFmmmZefqM5i8vLfaiUSx12zzLHlkHjplIuYeOqQYx/5zWj/fuIsGJ0//xDwJaYuxthFDVGrsJ5KOoo8oNMSJdMC/rEVE3rYYbxcvw87KqBJ6urGa7j7EwTA5WyUhjjFnOnENfuAyeMy+M698bW6MFbDKzX2sT5VaIs8oNMSJ9MC7rfopUwXo5fuOTQ6CZMTNV827FFIUop3ig4Hr+3gJbt6/Hil1PvbYQB9FabOD9nowiTvUJ2ybSg+30xVF6ObvJU56GXiObfk0dKRB3NmoHWfYgztLOkv4ypP7lNm+PuZOr0gjeuwq8SZS/dByF5Mi3oui/GQKWsFDHd5KnOQ59ltjYBmAbbbr5OeR8++ZWjgWJeKZeweFGfciQxUCnjisWLUKs3lHXRd9y5GoB/jR1ne63ewMhTR/HQs8cXdGuqzzQDxT6POdwTUzVlc20JtQhJkOk8dF1p1Z13re7Y1696oq5RdIkok2KuajytYvy7ry3IaXYeakEZOQOVMnZtWYMP3nSN8vUP3nQNDo1uwk/G7sDDd6/V5oeb5vw73ZoYrVCU87NfXnYec7gdm1XNtSXUIiRBoKAT0WNEdJqIXnJt+wwRfZ+IponoOSJaGodxYRac+FVP1D0YkspPD8Mjd6/F9I7btA8hN83ZhcWxgtrCOVyxuBXjdhb2eHFvH15XxaHRTXhl7A4cGt3U0eh66/qqsm65KbpSwEHljbOI7v6r5hQEIQ5MPPTHAdzu2babmW9k5rUAvgHgT2wb5uAnKG50k6RL23FL1YPBRDSTxB1jNfV+3Q8y08yf113hEBVhsl2ef/lM17F6ld1+D+iskkebhWIRKOjM/AKANzzbfuH69QrEn40XSFAHHefB8HC7G9F949M4/9bFjrKzSaCq3OuNsbofQn64H2SmmT/OfrrmFkFNL9zYECuV3QP96rCTbnsWuFITKpO8cyEpIsfQiehPieg1APfAx0Mnou1ENElEk2fOqIf4NjAJz3jjsvVGE81ZRn85uakEQqvP5yM+sWnHVmdCsM9HX50yuoCZV+9+cPhNFrvt2DB2ECtG9y/o+OQQJFYVg3vrvgYHXTQsg1EyAO3J0Audk6HlPnWdnG7O4/f3EHqbyFkuzPwAgAeI6H4A/x7ADs1+ewDsAVq1XKKezwRdrnNQbZKwC4ei4l096Zfd4c6+8ROxeqPZUQrBnRmy/FcqOPz3Z+dF2h2H1mWpOOmcAALLLoxsXqnMFFrSX8YdN15j1HRbdQ26AmZ+hc3SZPeBE2jOdv6h3na5vfh5lDIYQm9hwzX9nwC2WjhOLLi98jRwvP8S0XyFwSCvynRy08Et0u45h5HNK/G9k+c6PHFHCDauGlR69E46p1/ZBQfVyOiRu9dix52r8fQRfT0Tv2sA/OdEsogu9FQ3qKVjSh4nioVkieShE9E7mfmH7V/vAvCyPZPsElYcbXPZohIYtMCrum98GveOT3es7nSIEpd+vd7oyNv2q8vSaM7i+ZfPYNeWNcqa643mrPa9XvtUI6MonZLcx1V5/lFzuZPIZ9etmbD5AJJJVyGIQEEnor0AbgVwNRGdQiu08gEiWglgDsCrAP4gTiO7Ia4Pu2njatXCHUc6vc0oLsXMw5f8vbJS7hiOB/F6vYHhdVXcF7JMgIlIRbnv7uPaqv+SVJjC5gNIRxIPDSHfBAo6M29TbH40BltiwXb9cXdbNRvdkRrNWezcdxxvXZybF4OwYl4pl0CE0B6xIwR+K3LddjnnMhEp3TF1ZRicUrtubNR/8QtT2IxtO+dxrk83+uqGJB4aQr7J9EpRG5hkfqiySFTbnBWWgFmN9Uq5hCUGaXb1RjOUGF9xWakjQyZsrNYtBH4rcqN2Egq7mIsRz8Re3GEK7xzNLPP8vbV9PUXt7CTYI9O1XPwwjYt6h+6qzvTu1/22Da+rGjeAqLqO0029mHKJOrInGs1ZlD31Qvy8bKcui857DApvRBEM3X3X3Ye4FnnFHaZIYgTgppeqVgrhyaWgh42LmnwJdK87guRkEphMshLQ0WLMSZsMUwWxOlDB+bcudsTh5/hSbN659q3rq3j6SK1jOL7zrtVGAhCHUDjHDHoIxhk2iDtMIROVQpbIpaAnFRdVPTRMPG2v9+cWS9Pa647omOzrzljJYnVCv4egUyDNnXapI0q2iu3mGl4bBvrLyuYoMlEppEEuBT0Jr0j30AjqLxrk/Q2vq2oXOZWIMMe8IOxj6tE7GSs2BdxWup/f38XdLclvlNVNtoqt+6KyodxHHWEx1Wcgj6WAhfyRS0FPM+fXmfRyi72ua5AOXRjAO8G1YeygcXjGtkdoM93PNNPIb5SVdKxahcqG5hzPz1N452CcJh8D/WWcm2nCWY/s1IgHZIWnYJdcZrkEFeKygU4gvZUanRWgYdLUTLMVTEccccSgba5KNK0cCYQffSUZq9ad61yjuaAiKIAFNYPOusTcoTnH2LnveLwGCz1HLj30JJoO+02mqTrZh/VgTcIAQZkrcQ7fbQqo6u+lmuwFgD4irBjd33FdWVhUY2qD6erkpPrOupHQT7HJpaAD8advBT00kggB6B4qppkr3WBbQL1/r3u++G0c+vEbHfvpYupZWFRjakNWM1ykuFfxya2gJ4HfQyOJEEASIxEdcQrogxPHlGLuxfuAXLyob4E9ixclEzF0e7VXVsq4vNzn2xPVdM7AZNGZTbIwDyHEiwi6hqChaTcebJhhb1oLSeJ8mOx98TXjfZ2iY6qUUVXZXZtMTNWwc9/xBaGReqOJSrk03yhl94ETuHd8esGirY2rBjvWBHgpl2i+2XY39oX5+2RhHkKIF+IEOwYMDQ3x5ORkpPfajv35HU8lIN4sFJN9dOeN8r4isXx0v/G+zuSzn8cbx5xC0GKoJf1lvNmcU75eKZewdX2rZ6tj08ZVgwt+t/H5Dfs50pWrqA5UOhbCCdmCiI4w81DQfrnw0G3H/oKOZzI0jerBFmXYG/SA9Xs9KJffwQnxBFWDrDeaHStnASx4+Nr4O7lRLSZyaDRn8cThk6gOVPDw3Wtj+btG+RxlYR5CiJdcCLptEQw6nunQNEo4pAjD3qAH4oMTx/Dk4ZPKMsHD66rYdvN1eOLwyY7jbrj+KvzkHxsdwuvXbUqF+28Z1Rmw8feIc9IxyucozTkZIRlyIehRRVDnmQUdL84UuSTS7+JITVvY47TTw3bnqLvF3Pv68LoqPjvcqli598XXMMuMEhG23Xzd/HYvujZ3ftTqlxp+RHEG/CY2K+USFi/qM0o7jGv0FfVzFOSESFpjvsmFoEf58Pp5ZkHHi7NbjmrCzOawN47w1EPPHl8QYtCFS5wiZrpgivtB+tnhNVoB9+L2LL1VI2cuXNSGP/weAkHOgF+vVGcy0/Qh45zLpljGET6RtMb8kwtBj/Lh9fPMgo5na2iq+oI8faTWMWFm0wuyGZ4yLRXssHSg4iuU3YxCdJ6ln42N5qy2Fs6VFf+UQdPPgPcho2LpQMW6WMYRPinK/E4vkwtBj/Lh9QurmBzPRrqg7gvy/MtnYssqsBmjD9OP1Xkg6uLdqo5ENnD+RrqqlLrRArkamOg856DPgPd1XeaJc1/8xDJqJUmbQluE+Z1ex6Sn6GMAPgjgNDPf0N62G8CdAC4A+DGAf83M9TgNDfvhDQqrJJHfncYXxGaMPshOb3VIVUkEh/dcf1WslSAHKuVQS+mdDk82PWc/R0GXqaPKs08r1JGF8gpCd5gstXscwO2ebd8EcAMz3wjg7wDcb9murkmigFcQui9CnF8Qm9ftZ2elXMLnP3LTfEEqdzrn1vVVeDv4fe/kOUxM1ULboMLd9o3REkCVmPu1AHSuzWYRMqB1/e5CXe5aNDo7bNsQlSx8Z4TuCBR0Zn4BwBuebc8xs9MD7TCAa2OwrStMKxrGSRpfEJvXrauS6PRW1R3z+ZfPaLNcwjAxVcOGsYNYMbofG8YOzj8QTENBl5f7cMeN1/j+DbrJoFLZpsPvs5CVUEcWvjNCd9iIoX8cwLiF41hHFeN0alQnkZKVVt6vrXBSVPttCJRfGML0OGdnmoGT0LYzqPxKOADqe+nNInIYSLjWC2A/FClpkMnSlaAT0QMALgJ40mef7QC2A8CyZcu6OV1XpBWndL4gzgf7vvHp+Uwb73mz+OGP8gW3EYv1C0OYFr9y3uM3CW07gyrK30u3aDateviwAAAQgUlEQVTBqhyxkJW5gV4icrk6IvoYWpOl97BPQRhm3sPMQ8w8NDg4GPV0XZNmnFIV873/mWMLhukm++SFqKEmdxhDJ9iv1xuhGmY479ERJcwQZQTi9/c9p5nM1W3PC1mZG+glInnoRHQ7gE8B+BfMPGPXpHhIM05p4tEVKQc4SqjGNOd96UClY6FRUN/VbldPqo4XdgQSZcSR9+ySrMwN9BImaYt7AdwK4GoiOgVgB1pZLYsBfJNaCb2HmfkPYrSza9L80ph8sIv24Q8rkiYTnd7FX97iWypxj2MSemTzSow8dRTNuUtnKveR73n8/r733LKso1xCEbJLivqgyjKBgs7M2xSbH43BllhJs9KcyQe7aB9+W7W6gdaiJFWJY9XxE5uH8OZlen/3oG0n2F/G00dqC8ScAGxdn04dfJtIdcfkycVKURukWWnO5INdpA+/yWSYV3iv1CwMctc6d8de/Y4f999094ETaM4uDPI0ZzlS6VpmdIxMGK3UT4csTpabEPSdy+t1ZZncNLjIOyYf3qJ8wIMaKaji5eUSAYyOMAYIC8TTr9JhUo0aVozu18bsq+16NqY14u8bn1YeiwC8MnZHYRuiFPW64sK0wYUIumAdneA5IqUT/CX9ZfRfdqnzkF8lRR2q8Ew3qETYr16NNw4eJFC6e+GMTHTZPnE9vJJyKqR7UjhMBT2ZLrtCTxFU8kAXL6/PNBcsm6+HFHMAVlM+damGG1cNdqRNqjJtTFL0VCmY5T7C+QsXfXPt45gsTzJ1tmhJAFmhZ2LoQry4PbuB/jLKfbQgfOKeDzCdANbt59fP0yFKyqfXO525cFFbLXPXljUL9vXLm/dDFWc2GZnEMVmeZOps0ZIAsoIIutA13njo2ZkmyiXCQKWMc41mx9DddAJYt5/TYMIRQZOGGkH2e5ffB3nH3slXXQhBJVCqsIY7zLAioIk2te3bMHbQakgkSa+5SEkAWUIEXegalWfXnGVcsXgRpnfc1rG/X/aDV+z86rA4/4cRUy9hm3jojmsqUCYZQH4evzu0Y3spfZJec5pZZ0VGBF3omqgNi1VZPqoOT0ETi2G9vaD+qH7ojmsqUDv3HQ8Ma+iuR5XdYzMkYstrNp1YTSLFtNcQQRe6xpZnFzWGG8bb8z40gsTcnQcf5EUGCdTEVE3bhMP98NNdj1+TDBvY8JqlIFe6iKALXWPLs9MJU63e6uoTph2cjrBt9XbetdqaEPllvJg8/JIIiXTrNScxsVqU9RpxIGmLQtfYaozgJ0y20udMvdmgJh62zz1z4eL89YVJl8zaRGLcE6tFqkoaByLoghWG11UxsnkllrZXSu4+cCL0l8yvLG6jOYuHnj3etZ26h0aJaP5h9MjdazG947ZYUvV0nJ1pzguTX3PxrHcUirvtopTk9UdCLoIVbMROnf3u1cSKz840A0MvQejCQ0kIo+rcbhxh8vNysz6RGHc6oixI8kc8dMEKtjyn4XVVVAPqindDmn0znXPrGlcDmI8Lq8jDopu472+e700SiIcuWMGm5zSyeaXWSzdtPedH2l7um8057WvOJF+eF93EeX91o5zzb13sevRWBMRDF6xg03MaXlfVlhcvUUDh8Yzjl2XjiHaao4isoxvl1BtNmRyFeOiCJcJ4lSZpZ7rs8DCLgLoljvQ4vxGLW7RteLlFTe8bXlfF7gMnOurd5LVlo01E0AUrmC5KMZ08rWpyrv3i6zaxuUDGZGVq1dUr1QZFX+Ajk6NqRNAFa5h4laYLT+KMI5t4rrYWyJisTLVxXe5rurJSxi/ebGLOc6oiebBSrVFNYAydiB4jotNE9JJr24eJ6DgRzRFRYNF1QXAw9aziiiOrFqbcNz6N5aP7sWHs4HwM1pYHqIuZu/PeVdc1MVXDhrGDWOGxy+Sa6o1OMY9qf1ZRrVnI08RxXJh46I8D+EsAX3ZtewnAFgD/LQabhAITxrOKI1tCJbCq6oW2PECdgM4x45WxO5SvhQ2XhClnUBQPVqo1qgkUdGZ+gYiWe7b9AAAo5xkHQvKknZIX5KE6YQlbdkZ5MIQN94TxuovkwaadfppFYk9bJKLtRDRJRJNnzpwJfoNQaNJOyTPxUJ0VmTbsjBIa0OXa67aH8brjvM9hwkRCPMQ+KcrMewDsAVpNouM+n5B90vSsgpbfA5cE0oadUUIDJU0mjDcH35kIrdUbyp6mSVL0rJq8IFkuQk/hFliVEHaTO+93zjCipsu1d2/3CqiJmPuVHOiWJPuRCnpE0IVMkOQiGLfAmpw3Se/TL0zhzsHXTYQu6S+DGR2NNMolmu/FGgc288KLuiAqCUzSFvcC+DaAlUR0iog+QUS/S0SnAPwmgP1EdCBuQ4XikmaN6+F1VRwa3YSH714LALhvfLoj/ptkydad+/Qlgt0jB51Q1meamN5xGx65e+2C+P/u37spVlG0VfpB6p13h0mWyzbNS1+zbIvQo6Q9XA/ywJNclahrUefY4hCUPZP0PIWtrKC0Pwt5R4pzCamT9jLuIA/c1PtMMssjawtrbGUFpf1ZyDsSQxdSJ+1l3EEiYuJ92oqzL+kvdxSdcra7yeLCGhujgrQ/C3lHPHQhddL2NoM8cBPv01acfcedq1EuLUxP1E1oOvH/V8buwKHRTYUISaT9Wcg74qELqWPT24ySIWHigTvep3P8+8an51eU2oyz27gXec4S8bv+PF9XUhAnWF96aGiIJycnEzuf0Ft4wx6Aeb9Qr1hsXDWI518+s0A8AGiP7+S1e6kOVHBodJPR8W2IUzf3IMsU9bpMIaIjzBxYCFEEXSgMG8YO+oqqKTrxuLzcp4xvV33axu3asgZA54PAiy1xsnUPskZRr8sUU0GXGLpQGOIsedtozirF3Dm+X5zdpBqirbz2omaJFPW6bCMxdKEwxF3y1u+8gD7Lw/R4NsSpqFkiRb0u24iHLhQGWxkSOpEYqJQjHd9UdGyIU1GzRIp6XbYRQRcKQ9wlb3fetTrS8VXH82JLnNIuTxwXRb0u28ikqNDzqNLhALuLdpLKcrGJpAlmB8lyEQQDej0dTofcl2xhKugyKSr0NEkWg8qTx2vzvuTpuvOOCLrQ0ySVDpe3jj627kverjvvyKSo0NPYquMdRJI11W1g677k7brzjgi60NMklQ6Xt4Uxtu5L3q4774igCz1NUulwSY0EbGHrvuTtuvOOxNCFnieJ7j62OvokiY37ksfrtk2Sk8ImPUUfI6LTRPSSa9tVRPRNIvph+/8lsVgnCAWhVxfG9Op1OyTdIzUwD52I3gvglwC+zMw3tLf9GYA3mHmMiEYBLGHmTwWdTPLQBUHoJWxVibSWh87MLxDRcs/mDwG4tf3zlwD8LYBAQRcEQSg6D04cw94XX8Osj7Mc16Rw1EnRX2XmnwJA+/+363Ykou1ENElEk2fOnIl4OkEQhOzz4MQxPHH4pK+YA/FNCsee5cLMe5h5iJmHBgcH4z6dIAhCaux98bXAfeKcFI4q6D8jomsAoP3/aXsmCYIg5BM/zzyJSeGoaYv7AHwMwFj7/69bs0gQhA6kHko+KBEpRb1EhB/v+kDs5zdJW9wL4NsAVhLRKSL6BFpC/j4i+iGA97V/FwQhBpJOfROis+3m60Jtt41Jlss2zUu/bdkWQRAUJFkRUuiOzw63moI7WS4lImy7+br57XEjK0UFIeNIPZR88dnhNYkJuBep5SIIGUfqoQimiKALQsYJW/lwYqqGDWMHsWJ0PzaMHZRYew8hIRdByDhOnNwky0UaSvQ2IuiCkANMKx/KBGpvIyEXQSgQMoHa24igC0KBkAnU3kYEXRAKRFIt9WwjE7l2kBi6IBSIMBOoWUEmcu0hgi4IBSOJlno2kYlce0jIRRCEVJGJXHuIoAuCkCoykWsPEXRBEFIlrxO5WURi6IIgpEoeJ3Kzigi6IAipk7eJ3KwiIRdBEISCIIIuCIJQEETQBUEQCoIIuiAIQkEQQRcEQSgIxMzJnYzoDIBXA3a7GsDPEzAnDsT2dBDbkyevdgP5tP0dzDwYtFOigm4CEU0y81DadkRBbE8HsT158mo3kG/bg5CQiyAIQkEQQRcEQSgIWRT0PWkb0AViezqI7cmTV7uBfNvuS+Zi6IIgCEI0suihC4IgCBHIlKAT0e1EdIKIfkREo2nb4wcRXUdEzxPRD4joOBH9YXv7VUT0TSL6Yfv/JWnbqoKISkQ0RUTfaP++gohebNs9TkSXpW2jCiIaIKKvEtHL7Xv/mzm65/e1PysvEdFeIro8q/ediB4jotNE9JJrm/I+U4v/3P7efp+I3pWe5Vrbd7c/M98noq8R0YDrtfvbtp8gos3pWG2HzAg6EZUA/BWA9wP4DQDbiOg30rXKl4sAPsnM/wzALQD+XdveUQDfYuZ3AvhW+/cs8ocAfuD6/T8BeLht91kAn0jFqmD+AsD/YeZVAG5C6xoyf8+JqArgPwIYYuYbAJQAfBTZve+PA7jds013n98P4J3tf9sBfCEhG3U8jk7bvwngBma+EcDfAbgfANrf2Y8CWN1+z39pa1EuyYygA3g3gB8x898z8wUAfwPgQynbpIWZf8rM32v//P/QEpYqWjZ/qb3blwAMp2OhHiK6FsAdAP66/TsB2ATgq+1dsmr3PwXwXgCPAgAzX2DmOnJwz9ssAlAhokUA+gH8FBm978z8AoA3PJt19/lDAL7MLQ4DGCCia5KxtBOV7cz8HDNfbP96GMC17Z8/BOBvmPktZn4FwI/Q0qJckiVBrwJ4zfX7qfa2zENEywGsA/AigF9l5p8CLdEH8Pb0LNPyCIA/BjDX/v1XANRdH/is3vtfA3AGwH9vh4v+moiuQA7uOTPXAHwOwEm0hPwcgCPIx3130N3nvH13Pw7gf7d/zpvtvmRJ0EmxLfMpOET0NgBPA7iXmX+Rtj1BENEHAZxm5iPuzYpds3jvFwF4F4AvMPM6AOeRwfCKina8+UMAVgBYCuAKtEIVXrJ434PIy+cHRPQAWuHSJ51Nit0yabsJWRL0UwCuc/1+LYDXU7LFCCIqoyXmTzLzM+3NP3OGm+3/T6dln4YNAO4iop+gFdbahJbHPtAOBQDZvfenAJxi5hfbv38VLYHP+j0HgN8B8Aozn2HmJoBnALwH+bjvDrr7nIvvLhF9DMAHAdzDl/K1c2G7KVkS9O8CeGd71v8ytCYq9qVsk5Z23PlRAD9g5j93vbQPwMfaP38MwNeTts0PZr6fma9l5uVo3eODzHwPgOcB/F57t8zZDQDM/A8AXiMip3vwbwP4v8j4PW9zEsAtRNTf/uw4tmf+vrvQ3ed9AP5VO9vlFgDnnNBMViCi2wF8CsBdzDzjemkfgI8S0WIiWoHWxO530rDRCsycmX8APoDWDPSPATyQtj0Btv5ztIZm3wcw3f73AbTi0d8C8MP2/1elbavPNdwK4Bvtn38NrQ/yjwA8BWBx2vZpbF4LYLJ93ycALMnLPQfwEICXAbwE4H8AWJzV+w5gL1qx/iZaXuwndPcZrbDFX7W/t8fQyuTJmu0/QitW7nxX/6tr/wfatp8A8P607303/2SlqCAIQkHIUshFEARB6AIRdEEQhIIggi4IglAQRNAFQRAKggi6IAhCQRBBFwRBKAgi6IIgCAVBBF0QBKEg/H86eVRFXdMMbgAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -97,10 +97,9 @@ " plt.rcParams[\"figure.figsize\"] = (12, 10)\n", " plt.style.use('fivethirtyeight')\n", " plt.ylabel(ylabel); plt.xlabel(xlabel)\n", - " plt.minorticks_on(); plt.grid(True, which='major'); plt.grid(True, which='minor', alpha=0.4)\n", " plt.scatter(X, Y) \n", - " X1 = sorted(set(X))\n", " F = poly_fit(X, Y, degree)\n", + " X1 = sorted(set(X))\n", " plt.plot(X1, [F(x) for x in X1], 'k:')\n", " \n", "def poly_fit(X, Y, degree) -> callable:\n", @@ -116,7 +115,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -164,7 +163,7 @@ { "data": { "text/plain": [ - "(69.06954183148986, 62.45380233453545)" + "(69.06919916201585, 62.49077357120634)" ] }, "execution_count": 6, @@ -189,7 +188,7 @@ "source": [ "# Segments\n", "\n", - "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative segments, wrote down (in [`bikesegments.csv`](bikesegments.csv)) the segment length in miles and climb in feet, along with several of my times on the segment. (I picked my first, fifth, and tenth fastest times when available, or closest to that if I've done the segment less than 10 times.)" + "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual segments, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (I picked the first, midde, and last of the rides shown by Strava—the 10 fastest rides.)" ] }, { @@ -225,7 +224,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -237,18 +236,18 @@ "source": [ "pct2 = [f * 100 / 5280 for f in fpm2]\n", "\n", - "show(pct2, mph2, xlabel='Grade (percent)', degree=3) " + "show(pct2, mph2, xlabel='Segment Grade (percent)', degree=3) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "So I can cruise at 17 mph on flat roads (sometimes only 12.5 mph and occassionally up to 21 mph); I'm down around 6 mph at 6% grade, and down around 5 mph on 8% grades.\n", + "So I can cruise at 17 mph on a 1% grade, but only a bit over 6 mph at 6% grade, and around 5 mph on 8% grades.\n", "\n", "# VAM\n", "\n", - " [VAM](https://en.wikipedia.org/wiki/VAM_(bicycling)) stands for *velocità ascensionale media* in Italian, but since I don't have Campagnolo gear, I'll call it \"mean ascent velocity\": the speed in vertical feet climbed per hour (regardless of horizontal distance travelled). Legend has it that at grades between about 6% to 12%, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (I guess that below that grade, power is spent on wind and rolling resistance, and above it, power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM at various grades:" + "The number of vertical feet climbed per hour (regardless of horizontal distance travelled) is known as [VAM](https://en.wikipedia.org/wiki/VAM_(bicycling)), which stands for *velocità ascensionale media* (when you have Campagnolo components) or *mean ascent velocity* (on SRAM) or 平均上昇率 (on Shimano). Legend has it that at grades between about 6% to 12%, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (I guess that below that grade, power is spent on wind and rolling resistance, and above it, power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM at various grades:" ] }, { @@ -258,7 +257,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -277,7 +276,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sure enough, the best fit cubic curve looks pretty flat between 6% and 12%, but there is a lot of variance. These numbers confirm that I'm an average club climber at about 2000 ft/hour; champion climbers can do 5,000 or even 6,000 feet per hour.\n", + "I don't really get that flat effect; my numbers are widely spread out. This does confirm that I'm an average club climber at about 2000 ft/hour; champion climbers can do 5,000 or even 6,000 feet per hour.\n", "\n", "# Eddington Number\n", "\n", @@ -292,51 +291,17 @@ "cell_type": "code", "execution_count": 10, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Mi Days Gap\n", - "-- ---- ---\n", - "52 54 -2\n", - "53 52 1\n", - "54 49 5\n", - "55 47 8\n", - "56 46 10\n", - "57 43 14\n", - "58 40 18\n", - "59 35 24\n", - "60 34 26\n", - "61 28 33\n", - "62 26 36\n", - "63 24 39\n", - "64 22 42\n", - "65 21 44\n" - ] - } - ], + "outputs": [], "source": [ - "def eddington(distances, unit):\n", - " \"\"\"Print information on the number of rides and the Eddington gap.\"\"\"\n", + "def eddington(distances, unit='Mi', gaps=range(-1, 41)):\n", + " \"\"\"Print the number of days doing various distances, and the Eddington gap.\"\"\"\n", " print(f'{unit} Days Gap')\n", " print(f'-- ---- ---')\n", - " for E in range(1, 999):\n", + " for E in range(1, 200):\n", " days = sum(d >= E for d in distances)\n", - " gap = E - days\n", - " if -2 <= gap <= 45:\n", - " print(f'{E:2} {days:2} {gap:2}')\n", - "\n", - "eddington(mls, 'Mi')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "So my **Eddington Number is 52**: I've done 52 miles or more on more than 52 days, but for 53 miles, only 52 days. This happens to be right around [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). To increase 10% to 57 I would need 14 more 57-mile days. (Eddington's Eddington number was **77**.)\n", - "\n", - "If 52 seems too small a number, we can calculate the metric Eddington number (in kilometers):" + " gap = E - days\n", + " if gap in gaps:\n", + " print(f'{E:2} {days:2} {gap:2}')" ] }, { @@ -348,36 +313,74 @@ "name": "stdout", "output_type": "stream", "text": [ - "Km Days Gap\n", + "Mi Days Gap\n", "-- ---- ---\n", - "75 76 -1\n", - "76 75 1\n", - "77 74 3\n", - "78 72 6\n", - "79 71 8\n", - "80 70 10\n", - "81 67 14\n", - "82 59 23\n", - "83 58 25\n", - "84 53 31\n", - "85 52 33\n", - "86 51 35\n", - "87 49 38\n", - "88 48 40\n", - "89 47 42\n", - "90 46 44\n" + "53 54 -1\n", + "54 51 3\n", + "55 49 6\n", + "56 48 8\n", + "57 45 12\n", + "58 42 16\n", + "59 37 22\n", + "60 36 24\n", + "61 30 31\n", + "62 28 34\n", + "63 26 37\n", + "64 24 40\n" ] } ], "source": [ - "eddington([m * 1.609344 for m in mls], 'Km')" + "eddington(mls, 'Mi')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "My **metric Eddington Number is 75**, and to increase 10% to 82 I would need 23 more 82 km (51 mile) days, but to increase 5 more to 80 I would need just 10 such days.\n", + "So my **Eddington Number is 53**: I've done 53 miles or more on 54 days, but 54 miles I've done on only 51 days. This happens to be right around [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number). To increase that number by 5 to 58, obviously I would need at least 5 rides, but it turns out I would actually need 16 (because 11 rides were between 53 and 57 miles). Eddington was about my age when he died with a number of **77**, and his available roads and bicycles were not nearly as nice as mine, so good for him.\n", + "\n", + "If 53 seems too small a number, we can use kilometers instead of miles:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Km Days Gap\n", + "-- ---- ---\n", + "76 77 -1\n", + "77 76 1\n", + "78 74 4\n", + "79 73 6\n", + "80 72 8\n", + "81 69 12\n", + "82 61 21\n", + "83 60 23\n", + "84 55 29\n", + "85 54 31\n", + "86 53 33\n", + "87 51 36\n", + "88 50 38\n", + "89 49 40\n" + ] + } + ], + "source": [ + "kms = [m * 5280 * 12 * 2.54 / 100 / 1000 for m in mls]\n", + "eddington(kms, 'Km')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "My **metric Eddington Number is 76**, and to increase by 5 to 81 I would need 12 more rides.\n", "\n", "# H-Index\n", "\n", @@ -390,12 +393,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzYAAAJ9CAYAAADnp+daAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3XtY1GX+//HXgChoIyiyaB4Ik0x3bUtKO5mZrVYe65LK7LtZZmnrz05WmpTZYlhrfcv0i6bZurvapmVqVprlIXUzM2y1k+ElYhYCQkwjxxHm9wdKDszAAPNh5gPPx3X1B5/De27eTtfl2/u+37clPz/fKQAAAAAwsSB/DwAAAAAAGorCBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2PpSWlmZIXJvNRlyRX6Pjkl9j45JfY+OSX+Pikltj45JfY+OSX2PjBlp+KWwAAAAAmF4Lfw8gUPiqkjWiIi4qKvJ5TDPGlcivkXEl8mtkXIn8GhlXIr9GxiW3fHfNGlciv0bGlRo/v+Hh4R7vUdicVlOSvJWdne2TOO4Ql/waHZf8GhuX/Bobl/waF5fcGhuX/Bobl/waGzfQ8stSNAAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2AAAAAEyPwgYAAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0KGwAAAAAmB6FDQAAAADTo7ABAAAAYHoUNgAAAABMj8IGAAAAgOlR2AAAAAAwvRb+HkCgsNlsARXnbEVFRT6Paca4Evk1Mq5Efo2MK5FfI+NK5NfIuOSW765Z40rk18i4UuPnNzw83OM9CpvTakqSt7Kzs30Sxx3ikl+j45JfY+OSX2Pjkl/j4pJbY+OSX2Pjkl9j4wZafils/CzD7lBSql2ZhWXq1DpYiX2tirGG+HtYAAAAgKlQ2PhRht2h0ZtylW4vq7y2N6dUa4dGUtwAAAAAdUDzAD9KSrW7FDWSlG4vU1Kq3U8jAgAAAMyJwsaPMgvL3F4/7uE6AAAAAPcobPyoU+tgt9c7ergOAAAAwD0KGz9K7GtVrNW1iIm1VjQQAAAAAOA9mgf4UYw1RGuHRiop1a7jhWXqSFc0AAAAoF4obPwsxhqiJQPb+3sYAAAAgKmxFA0AAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0/FrYvPTSSxo0aJC6du2q888/X7fddpu+/fZbl2ecTqeSk5N14YUXqmPHjho2bJi+++67WmOvW7dO/fv31+9+9zv1799f7733nlG/BgAAAAA/82ths3PnTk2YMEGbNm3S+vXr1aJFC40ePVq//PJL5TOvvPKKFi5cqOeff15btmxRVFSUbr75Ztntdo9x9+zZo3vuuUcJCQnasWOHEhISNH78eO3du7cxfq0Gy7A7NHF7noZ/mKOJ2/N0tKDM30MCAAAAAppf2z2vWbPG5efFixerW7du2r17t2688UY5nU6lpKTooYce0qhRoyRJKSkpiouL09tvv627777bbdyUlBQNGDBA06ZNkyT17NlTO3bsUEpKil5//XVjf6kGyrA7NHpTrtLtvxUze7IsWn+jg/NtAAAAAA8Cao/NyZMnVV5eroiICElSRkaGsrKydN1111U+ExYWpiuvvFKff/65xzhffPGFyzuSNHjw4BrfCRRJqXaXokaSMgqcSkr1PEMFAAAANHcBVdhMnz5dffr0Ub9+/SRJWVlZkqSoqCiX56KiopSdne0xTlZWVp3fCRSZhe6XnR33cB0AAACAn5eine3JJ5/U7t27tXHjRgUHB7vcs1gsLj87nc5q16qq6ztpaWl1HLExcc4pC5FUfclZm7ICpaXlNyi2O0YVe0bF9dWfU1VmywP5NWdc8mtsXPJrXFxya2xc8mtsXPJrbNzGzm9cXJzHdwKisJkxY4bWrFmj9957T+edd17l9ejoaEkVv1iXLl0qr584caLajMzZoqOjqyWjtndqSpK30tLSGhzn+Y4OHayyxyamjUXPD+zs8z02NptN4eHhPo1pZFxf5Ncds+WB/JozLvk1Ni75NS4uuTU2Lvk1Ni75NTZuoOXX70vRnnjiCb399ttav369LrjgApd7MTExio6O1tatWyuvFRcX67PPPlP//v09xrzssstc3pGkrVu31vhOoIixhmjt0EgldA/TgI4tldA9TP+6OpTGAQAAAEAN/DpjM23aNL311lv617/+pYiIiMo9NW3atNE555wji8WiyZMn68UXX1RcXJx69OihefPmqU2bNhozZkxlnJEjRyo+Pl6zZs2SJE2aNEk33XSTXnrpJQ0fPlwbNmzQjh07tHHjRr/8nnUVYw3RkoHtK3+22Wx+HA0AAAAQ+Pxa2CxdulSSKls5n/HEE09oxowZkqQHH3xQRUVFeuyxx5Sfn6/4+HitWbNGVqu18vn09HR17ty58uf+/ftr2bJlSkpKUnJysmJjY7Vs2TJdeumljfBbAQAAAGhsfi1s8vNr3wxvsVg0Y8aMykLHnQMHDlS7NmrUqGoFEwAAAICmye97bAAAAACgoShsAAAAAJgehQ0AAAAA06OwAQAAAGB6FDYAAAAATI/CBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANNr4e8BoG4y7A4lpdqVWVimTq2DldjXqhhriL+HBQAAAPgVhc1pNpstoOKcraioSJJ0tKBMd+4sVkaBs/Lenqxi/evqUHVrE1zvuL5mVFzJ2Pw297gS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3/DwcI/3KGxOqylJ3srOzvZJHHfCw8M1/6s8l6JGkjIKnJqfJi0ZWL/PNXK8vmZ0fpt7XPJrbFzya2xc8mtcXHJrbFzya2xc8mts3EDLL3tsTCSzsMzt9eMergMAAADNBYWNiXRq7X65WUcP1wEAAIDmgsLGRBL7WhVrdS1iYq0VDQQAAACA5ow9NiYSYw3R2qGRSkq163hhmTrSFQ0AAACQRGFjOjHWEC0Z2N7fwwAAAAACCkvRAAAAAJgehQ0AAAAA06OwAQAAAGB6FDYAAAAATI/CBgAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgei38PYBAYbPZAirO2YqKinwe04xxJfJrZFyJ/BoZVyK/RsaVyK+Rcckt312zxpXIr5FxpcbPb3h4uMd7FDan1ZQkb2VnZ/skjjvEJb9GxyW/xsYlv8bGJb/GxSW3xsYlv8bGJb/Gxg20/LIUDQAAAIDpUdgAAAAAMD0KGwAAAACmR2EDAAAAwPQobAAAAACYHoUNAAAAANOjsAEAAABgehQ2AAAAAEyPwgYAAACA6VHYAAAAADA9ChsAAAAApkdhAwAAAMD0Wvh7AKibDLtDSal2ZRaWqVPrYCX2tSrGGuLvYQEAAAB+RWFjIhl2h0ZvylW6vazy2t6cUq0dGklxAwAAgGaNpWgmkpRqdylqJCndXqakVLufRgQAAAAEBgobE8ksLHN7/biH6wAAAEBzwVK002w2W0DFOVtRUZEkKTKk3O399iHl9frcM3F9zai4krH5be5xJfJrZFyJ/BoZVyK/RsYlt3x3zRpXIr9GxpUaP7/h4eEe71HYnFZTkryVnZ3tkzjuhIeH69n+rbU/33WPTaw1WM/2b6/weu6xMXK8vmZ0fpt7XPJrbFzya2xc8mtcXHJrbFzya2xc8mts3EDLL4VNAKra+WxqnNQnXIqxhmjt0Eglpdp1vLBMHemKBgAAAEiisAk47jqf7cmyaP2NDsVYQxRjDdGSge39OEIAAAAg8NA8IMC463yWUeCk8xkAAABQAwqbAEPnMwAAAKDuKGwCTKfWwW6vd/RwHQAAAACFTcBJ7GtVrNW1iIlpY1FiX6ufRgQAAAAEPpoHBBh3nc+mxonOZwAAAEANKGwCUNXOZ0YcfAQAAAA0JSxFAwAAAGB6zNiYTNXDO8/sval6jaVrAAAAaE4obEzE3eGdn2WVSE6njhU6K6/tzSnV2qGRFDcAAABoNvy6FG3Xrl26/fbb1atXL0VERGjFihUu9yMiItz+N23aNI8xMzIy3L7z8ccfG/3rGM7d4Z3HCspdihpJSreXcaAnAAAAmhW/ztgUFBSod+/eGjt2rCZNmlTt/sGDB11+3rdvn26//XaNHj261tjvvPOO/vCHP1T+3K5du4YP2M88Hd7pDgd6AgAAoDnxa2EzZMgQDRkyRJL0wAMPVLsfHR3t8vMHH3ygHj166Oqrr641dvv27au9b3aeDu90hwM9AQAA0JyYpivayZMntWbNGt11111ePf8///M/6tGjh4YOHap169YZPLrG4e7wzi5tgtSltcXlWqw1mAM9AQAA0KyYpnnA22+/rZKSEo0dO7bG58455xz99a9/1eWXX64WLVrogw8+0N13362UlBTddtttjTRaY7g7vPPsrmhnX6NxAAAAAJoTS35+vrP2x4zXuXNnvfDCCxo3bpzb+4MGDVJMTIz+/ve/1zn2o48+qs8++0z/+c9/PD6TlpZW57i+9lORRYuOtlBOSZCiWpVrUrdT6hwWEH88AAAAgN/FxcV5vGeKGZv9+/dr3759evrpp+v1fnx8fLWOa1XVlCRvpaWl1TtOht2hh11aOQfrYHGo1g6NVER5ocLDwxs8vqpsNpup4jYkvzUxWx7Irznjkl9j45Jf4+KSW2Pjkl9j45JfY+MGWn5Nscdm+fLl6tatm6699tp6vX/gwIGAbyTgrpUzbZsBAAAA7/h1xubkyZM6fPiwJKm8vFzHjh3T/v371a5dO3Xt2lWSVFhYqNWrV2vq1KmyWCzVYsyePVtffvml1q9fL0lauXKlQkJCdNFFFykoKEgbN27U0qVL9cwzzzTa71Ufnlo5V7RtpsMZAAAAUBO/Fjb79u3TiBEjKn9OTk5WcnKyxo4dq5SUFEnSmjVrVFBQ4HHvzfHjx5Wenu5ybd68efrxxx8VHBys888/XwsWLAj4xgGeWjnTthkAAAConV8LmwEDBig/P7/GZ+68807deeedHu+fKYDOuOOOO3THHXf4ZHyNKbGvVXtzSl2Wo7UKkgoc5TpaIPXx/bJIAAAAoMkwxR6b5uBMK+cbu7RS6OlJmpJy6YMfS3TnzmJl2B3+HSAAAAAQwChsAkiMNUTntAxScZXtNhkFTpoIAAAAADWgsAkwNTcRAAAAAOAOhU2AoYkAAAAAUHcUNgEmsa9VsVbXIqZVkHSytJx9NgAAAIAHFDYB5MiRI7I67Fo7NFI3dW2l0NN/OiXl0ofHSjR6Uy7FDQAAAOAGhU0AOHTokCZPnqz4+Hi9+uqrirGGqE1IkIrLXZ9Lt5fRRAAAAABwg8LGzz766CP169dPb775psrKyrRkyRL98ssvNBEAAAAA6oDCxs+uvvpqtW/fvvLnkydPKiUlhSYCAAAAQB1Q2PhZ69atNWXKlMqf4+Li1Lt3b7dNBGKtwUrsa23sIXolw+7QxO15Gv5hjqZ+wYGiAAAAaFwt/D0ASBMmTNDmzZs1YcIEjRo1SsHBFQXN2qGRSkq169ivJerStpUS+1oVYw3x82iry7A7NHpTrtLtvy2T25+fq7VDIwNyvAAAAGh6KGwCgNVq1fvvv1/teow1REsGtpfNZlN4eLgfRuadpFS7S1Ej/dboYMnA9h7eAgAAAHyHwuY0m80WUHHOVlRU5POYvoz7468lbq8f+7XE5/lojvltrLgS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f35r+sZ/C5jRfzIhkZ2cbNrMSyHG7ti3T7hPVv4Bd2rby6biba34bKy75NTYu+TU2Lvk1Li65NTYu+TU2Lvk1Nm6g5ZfmAWgwszU6AAAAQNNDYROgnE6ntmzZorFjxxo6fegLMdYQrR0aqYTuYRrQsaVGdW1B4wAAAAA0KpaiBaBt27Zpzpw5+uKLLyRJl156qR599FE/j6pmZxodSBVrLcMpagAAANCImLEJQNu2bassaiRp0aJFNc7anH2GzMTteZwhAwAAgGaHwiYATZkyRa1bt678OScnRx9//LHbZ8+cIbP6cJF2Hi/V6sNFGr0pl+IGAAAAzQqFTQDq0KGD7r33XknS0KFDtX79eo0YMcLtszWdIQMAAAA0F+yxCVBTp07VLbfcoosvvrjG/uCZhWVurx/3cB0AAABoiihsAlSHDh3UoUOHWp/r1DrY7fWOHq4DAAAATRFL0UyOM2QAAAAAZmxM78wZMkmpdh0vLFPH1hVFDWfIAAAAoDmhsDGZ4uJi/fDDD7rooosqr519hgwAAADQHLEUzSSKi4u1ePFiXXLJJRozZowKCwv9PSQAAAAgYDBjYwKnTp3S4MGDdejQocpry5Yt05QpU/w4KgAAACBwMGNjAi1atNCwYcNcrr388ssqKCjw04gAAACAwEJhYxJTp05VmzZtJElhYWEaO3asTp065edRAQAAAIGBpWgmERkZqalTp8pms+nBBx9UdHS0v4cEAAAABAwKm9NsNltAxTlbUVGRJGnSpEk+/Zwzcb1xtKBM8751KKuoXNFhQZrWO0Td2rg/BLQucevKyPw297gS+TUyrkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3/DwcI/3KGxOqylJ3srOzvZJHHf8GTfD7tCf/5OrdHvZ6Svl2p/v1NqhkR7PyzFivE01v4ESl/waG5f8GhuX/BoXl9waG5f8GhuX/BobN9Dyyx4b1Cop1X5WUVMh3V6mpFS7n0YEAAAAuKKwQa0yC8vcXj/u4ToAAADQ2ChsTO7nn3/Wo48+qjlz5hj2GZ1au99L09HDdQAAAKCxscfGpGw2m+bOnatly5appKREwa3CtL37LYo5N1qJfa0e977UR2Jfq/bmlLosR4u1Biuxr9VnnwEAAAA0BDM2JhUSEqJ33nlHJSUlkqSykiLt+XeKVh8u0uhNucqwO3z2WTHWEK0dGqmE7mEa0LGlErqH1dg4AAAAAGhsFDYm1bp1az388MOuF7/fJZWdMmRjf4w1REsGttd7N0ZpycD2FDUAAAAIKBQ2Jnb33XerZftoKaKjdOsz0mPvSMEVqwvZ2A8AAIDmhD02JhYaGqprn/m7PiqOlkJaudxjYz8AAACaE2ZsTO5vN1+q2PatXa6xsR8AAADNDTM2JndmY39Sql3HC8vUsXWwz7uiAQAAAIGOwqYJOLOxHwAAAGiuWIoWwDLsDk3cnqfbPi3UxO15dWrhvGPHDn3zzTcGjg4AAAAIHBQ2ASrD7tDoTblafbhIu0+Ue30+TWpqqm6++WaNGDFCTz/9dCONFgAAAPAvCpsAlZRqV7rdtWVzbefT7N+/X9ddd522bt0qSfrkk0+0c+dOQ8cJAAAABAIKmwCV6eEcmprOp+nTp4+uuuoql2tJSUlyOp0+HRsAAAAQaChsAlQnD+fQ1HQ+jcVi0VNPPVX589VXX61nn31WFovF5+MDAAAAAgld0U6z2WwBFWdqnLQny6KMgt9mW2LaWDQ1rubP6NWrlyZNmqQBAwboqquuksVi8fh8UVGRT8baWHEl3+X3bGbLA/k1Z1yJ/BoZVyK/RsYlt3x3zRpXIr9GxpUaP7/h4eEe71HYnFZTkryVnZ3tkziS1CdcWn+jQ0mpdh37tURd2rby+nyauXPnev05vhpvY8T1ZX6rIi75NTou+TU2Lvk1Li65NTYu+TU2Lvk1Nm6g5ZfCJoCdOZ/GZrMZ9qUBAAAAmgL22AAAAAAwPWZs/CzDXrHcLLOwTJ1aB7ssNztz78dfS9S1bZnXS9E8KSgoUFlZmdq2beur4QMAAAABgcLGj84cwnn2eTV7c0q1dmikJLnc232iqPJeXYubsrIyrVixQsnJyRo1alSd9uAAAAAAZsBSND+q6RDO+hzQ6U56eroGDBigqVOnKjMzU6+//rrS09MbPHYAAAAgkFDY+FFNh3DW54BOdzp16iS7/bdiyOFwaPbs2XWKAQAAAAQ6Chs/qukQzvoc0OlOaGioy6GdrVq10nnnnafy8vI6xQEAAAACGXts/Cixr1V7c0pdlpzFWisaCEiq8V5djBkzRosWLVJcXJwSExPVtWvXhg8eAAAACCAUNn4UYw3R2qGRSkq163hhmTpW6Yp25l5dD+isKigoSB988IFCQ0N9/SsAAAAAAYHCxs/OHMJZ0z1fHNBJUQMAAICmjD02AAAAAEzPr4XNrl27dPvtt6tXr16KiIjQihUrXO5PnjxZERERLv9df/31tcbduXOnBg4cqOjoaP3xj3/UsmXLjPoVAAAAAAQAvxY2BQUF6t27t+bOnauwsDC3z1x77bU6ePBg5X+rV6+uMeaRI0d06623ql+/fvr000/1yCOP6PHHH9e6deuM+BVMLScnR48++igHdgIAAMD0/LrHZsiQIRoyZIgk6YEHHnD7TKtWrRQdHe11zDfeeEMdO3bU3/72N0lSz549tXfvXi1YsECjRo1q+KCbgKKiIi1YsEAvv/yyCgoKFBYWpj//+c8699xzPb6TYXcoKdWuzMIydarS5KDq/ciQcj3bv3W9Gh0AAAAA9RHwe2w+++wz9ejRQ/Hx8Zo6dapycnJqfH7Pnj267rrrXK4NHjxY+/btk8PhMHKopnHq1Cm99tprKigokFRR6Dz33HMen8+wOzR6U65WHy7SzuOlWn24SKM35SrD7nB7f92Pp1zuAwAAAEYL6MLm+uuv16JFi7Ru3TolJSXpyy+/1MiRI1VSUuLxnezsbEVFRblci4qK0qlTp5Sbm2v0kE3BarVqxowZLtd2796toqIit88npdpdztORpHR7mZJS7V7dBwAAAIxmyc/Pd/p7EJLUuXNnvfDCCxo3bpzHZzIzM9WnTx8tW7ZMI0eOdPtMfHy8brvtNj3++OOV13bu3Knhw4fr4MGDHpe1paWlNewXMJlTp05p7Nix+uWXXzRhwgSNGTNGISHul45N2t9KX/4aXO16fHiZFvUpqfU+AAAA4AtxcXEe75nqHJtOnTrp3HPP1eHDhz0+87vf/U7Z2dku106cOKEWLVqofXv358VINSfJW2lpaT6JU5UvzrFx57XXXtMFF1ygiIiIGp/r/nOevvy1+mxO98hzFBfXrdb7vmK2/JotLvk1Ni75NTYu+TUuLrk1Ni75NTYu+TU2bqDlN6CXolWVm5urzMzMGpsJ9OvXT9u2bXO5tnXrVl1yySUeZySaq549e9Za1EhSYl+rYq2uMzKx1ooGAt7cBwAAAIzm1xmbkydPVs6+lJeX69ixY9q/f7/atWundu3aae7cuRo5cqSio6N19OhRPfvss4qKitLw4cMrY9x///2SpMWLF0uS7r77bi1ZskTTp0/X3Xffrc8//1wrV67U0qVLG/8XbCJirCFaOzRSSal2HS8sU8cqXdGq3m8fUq5n+7enKxoAAAAajV8Lm3379mnEiBGVPycnJys5OVljx47VSy+9pG+//Vb//ve/ZbPZFB0drQEDBuiNN96Q1frbTMCxY8dcYp533nlatWqVnnzySS1btkwdO3bU888/T6vnBoqxhmjJQM9L+c6+b7PZFE5RAwAAgEbk18JmwIABys/P93h/zZo1tcZ4//33q127+uqr9emnnzZobM3Zrl279NNPP+nWW2/191AAAAAAr5hqjw2M9cMPP2js2LEaNmyYpk2bRntsAAAAmAaFDSRJxcXFuvHGG/Xhhx9Kkn799Ve98MILfh4VAAAA4B0KG0iSQkND9dBDD7lcW7ZsmbKysnz+WRl2hyZuz9PwD3M0cXueMuwOn38GAAAAmhcKG1SaOHGiunbtKkm67LLLtH79+hpba9dHht2h0ZtytfpwkXYeL9Xqw0UavSmX4gYAAAANYqoDOmGs0NBQ/e1vf1NJSYlGjhwpi8Xi889ISrUr3V7mci3dXqakVHuNXdcAAACAmlDYwMUNN9xgaPzMwjK31497uA4AAAB4g6VoaFSdWge7vd7Rw3UAAADAGxQ2aFSJfa2KtboWMbHWYCX2tXp4AwAAAKgdhQ28UlJSogMHDjQ4Tow1RGuHRiqhe5gGdGyphO5hWjs0UjHWEB+MEgAAAM0Ve2xQI6fTqXfffVezZ89WQUGBUlNT1bZt2wbFjLGG0CgAAAAAPsWMDTxyOp0aOXKk7rnnHmVkZOjEiRN65ZVX3D579tk0U78opn0zAAAAGhWFDTyyWCy64oorXK4tXLhQP/30k8u1qmfTrPvxFGfTAAAAoFGxFO00m80WUHHOVlRU5POY3sYdP3683njjDeXk5KhFixa69dZb5XA4XH7Pp78odns2zdOf52n+ZaE+HXNTy28gxZXIr5FxJfJrZFyJ/BoZl9zy3TVrXIn8GhlXavz8hoeHe7xHYXNaTUnyVnZ2tk/iuOOvuOHh4Zo5c6Y++eQTzZo1Sz169Kj2TK6j1O27eY4gn457X0aOXviqTJmFZerUuqKTmq+aDjS1P7f6aIrf30CKS36NjUt+jYtLbo2NS36NjUt+jY0baPmlsEGt7rrrLo0fP97j/cY4mybD7tCUb1rpWPFvFfzenFI6qgEAAEASe2zgBYvFUuP9xjibJinVrmPFrl/XdHuZklLtPvsMAAAAmBczNmiwM2fTJKXadbywTO1DyvVs//Y+nUnJLCxze/24h+sAAABoXihs0CD5+fmKiIhwOZvGZrMp3MfLwxpjuRsAAADMi6VoqJf8/HxNnz5df/jDH3TkyBHDPy+xr1VdQstdrvl6uRsAAADMi8IGdfb2228rPj5eixYt0smTJ5WYmGj4Z8ZYQ7Tg9yVK6B6mAR1bKqF7GI0DAAAAUImlaKiz0tJS5ebmVv68YcMGbd++XQMHDjT0czuHObXkovaGfgYAAADMiRkb1Nntt9+u+Pj4yp+7du2q8vLyGt4AAAAAjEVhgzoLCgrS888/rzZt2mjmzJnas2ePBg0a5O9hAQAAoBljKRrq5dJLL9U333yjiIiIWp/NsDuUlGpXZmGZOrWu2PDP3hgAAAD4EoUN6s3bomb0plyl2387b2ZvTikb/wEPGDZ7AAAgAElEQVQAAOBTLEWDoZJS7S5FjSSl28uUlGr304gAAADQFFHYwOfKysrkdDolSZmFZW6fOe7hOgAAAFAfFDYmkWF3aOL2PA3/MEcTt+cpw+7w95Dc+uKLLzRy5Ei99dZbkqROrYPdPtfRw3UAAACgPihsTOBoQZlGb8rV6sNF2nm8VKsPF2n0ptyAKm5yc3M1ZcoU/elPf9LXX3+tp556Svn5+Ursa1Ws1bWIibVWNBAAAAAAfIXCxgTmfesI+H0qv/76q1avXl35c05OjpKTkxVjDdHaoZFK6B6mAR1bKqF7GI0DAAAA4HN0RTvNZrMFVJyzZRaccnv92K8lDfq8oqKier9bVfv27TV58mS9/PLLldeys7OVn5+vCItF8y4OlnR65qa8UPUdthH59WUezBxXIr9GxpXIr5FxJfJrZFxyy3fXrHEl8mtkXKnx8xseHu7xHoXNaTUlyVvZ2dk+iVNVpzbFUl714qZL21YN/jxfjveJJ57Qu+++q5CQEL344osaOHCgz2JLxuVX8m0ezBqX/Bobl/waG5f8GheX3Bobl/waG5f8Ghs30PJLYWMC03qHaH++02U5WiDuUwkLC9OaNWvUtm1bRUVF+Xs4AAAAaEYobEygW5tgrR0aqaRUu44Xlqlj64qiJhD3qZx//vmGTEkCAAAANaGwMYkYa4iWDGzv72EAAAAAAYnCBo3G6XTKYrEow+5QUqpdmYVl6hTAs08AAAAwDwobGM7hcGjRokXatm2b5i1bqVs2/+KyX2hvTiktoAEAANAgFDYw1KeffqrHH39c33//vSTpvheXKz12mMszZ87kYakdAAAA6osDOuGVDLtDE7fnafiHOZq4PU8ZdodX76WkpFQWNZL01d/nSoXVmwscLyyrdg0AAADwFoUNapVhd2j0plytPlykncdLtfpwkUZvyvWquElOTlZoaGjlzxZnuXT8ULXnOrYO9umYAQAA0LxQ2DRR9Z1hcScp1e6yJ0b6bflYbc477zw9/PDDkqQ77rhDm3Z8ptg/9nN5prHP5Kmam6MFzBYBAACYHXtsmqAzMyy+2qCf6WGZmLfLxx566CENHDhQl19+uSRpbaTDqzN5qnZPG9fOorg6j756zKq52ZNl0fobHTQvAAAAMDEKmyaophmW+mzQ7+RhmZi3y8datWpVWdRI3p3J464A+Sy0ld6PbVgB4i43GQVOmhcAAACYHEvRmqCGzrBUldjXqliraxFj9PIxdwXIseIgr5a/1cTXuQEAAEBgYMamCWroDEtVMdYQrR0a6dXysbo6c2hnVUYVIL7ODQAAAAIDMzZNkBEzLGeWj713Y5SWDGzvk6LmyJEjSkhI0MaNG6vdM6oAcZebmDaWRm1eAAAAAN+jsGmCzsywJHQP04COLZXQPazejQOMUFpaqhdffFGXX365Pv74Y02bNk0nT550ecZdARLdslwFjvIGdXqLsYZowVXh6nZOsMJDLOp2TrBe6NsyYHIDAACA+mEpWhPlzQZ9f/nhhx/03HPPqaysYlnZsWPHlJSUpLlz51Y+U3X52zktLNqXXaQPfiypfKY+nd4y7A5N2WXT0ZMVn21zlOnx1HJdGE1XNAAAADOrU2GTn5+vtLQ05ebmymKxKDIyUj169FBERIRR42s0NpstoOKcraioyOcx/Rm3a9eumjBhgl577bXKa998841yc3PVosVvX8kISfMuDpYUrKlfFOt4qesEY7q9TE9/nqf5l4XKW09/Uey2K1pd43jDbH9uEt9fI+NK5NfIuBL5NTIuueW7a9a4Evk1Mq7U+PkNDw/3eK/WwubIkSNasWKF3n//fR08eFBOp9Nlw7fFYtEFF1ygYcOG6Y477lD37t3rMXz/qylJ3srOzvZJHHeaWtxZs2Zp48aNstvtmjNnjsaOHeu2icAZuY5St9fzHEF1+h18FcdbZvpz4/trbFzya2xc8mtcXHJrbFzya2xc8mts3EDLr8fC5vvvv9dzzz2nDRs2qG3btrryyit1yy236LzzzlO7du3kdDqVn5+v9PR0paamasmSJXrppZc0bNgwJSYmqmfPng36ZeCq6mGVvupK5i9t2rTRP//5T3Xu3FkdOnSo9XlfNROgKxoAAEDT5LGwufrqqzV48GC9+eabuu666xQSUvNfoh0Ohz755BO98cYbuvrqq5WTk+PzwTZXRwvK9Of/uB5WWZ/9JYHmj3/8o9fPJva16rOfC3Ss+LflaPXp9JbY16q9OaUuuaQrGgAAgPl5LGw+/fRT9e7d2+tAISEhuuGGG3TDDTfou+++88ngUGHet45q+0LS7WVKSrUHbIOAs/litinGGqIFvy/Ril/aN+gsHXdn8kyNk6kLRAAAANRQ2NSlqKmqV69e9X4X1WUVlbu93tDDKhtDht2h0ZvqPttUXl6uoCDXZgGdw5xaclHDC7mqHeOM2PQGAACAxsU5NiYQHeb+j8kM+0KSUu1uZ5tGbMx1ex6N0+nU6tWrdcUVV+jEiRONPVwAAACYVJ3aPW/btk3Lly/XkSNH9Msvv8jpdLrct1gs+uqrr3w6QEjTeodof77TpUCoz/4Sf8j0MKt09GRZ5VkyZ2ZwnLk/6dFHH9Unn3wiSZo5c6YWL17caGMFAACAeXld2KSkpGjmzJnq0KGDLr30UpabNaJubYKr7QsxS1c0T13IznZmv9AfvlpXWdRI0ltvvaXbb79dgwYNMnKIAAAAaAK8LmwWLlyoq666Su+8845atmxp5JjgRtV9IWbhrguZO8cLy/R/DzygVatW6ZtvvpEktWzZUunp6U2+sGlqrbwBAAD8wes9Nrm5ubrlllsoavwkw+7QxO15bvelBLIzXcgSuodpQMeW6naO53NkQkJCNH/+fFksFl111VXatWuX7rnnnkYeceM601xh9eEi7TxeqtWHizR6U65p/nwBAAAChdczNhdffLGOHj1q5FjggdnPsTl7tmlXZpFGbcrTqbO2Z7WwSOMvCJMkxcfH66OPPlJ8fHy1rmhNkafmCmZp5Q0AABAovP6b45w5c7Ry5Up9+umnRo4HbtR0jo3Z/P2HIpeiRpJOOSuun3HZZZc1i6JG8txcwQytvAEAAAKJxxmbhISEatfatm2r0aNH6/zzz1fXrl0VHOy6rMhisWjVqlW+H2UzZ+ZzbKriL/KuPDVXMEMrbwAAgEDisbD5/vvvZbFYql3v0qWLSkpKdOjQoWr33D1fk127dunVV1/Vf//7X2VmZmrhwoUaN26cJMnhcCgpKUmbN2/WkSNHZLVaNWDAAM2aNUtdu3b1GHPHjh0aMWJEtet79uzRBRdcUKfxBYqKc2yqFzdm/MtvQ/8iX1xcrNDQUF8OyRAZdoee/qJYuY7SGhsCuGuuYJZW3gAAAIHEY2Fz4MABwz+8oKBAvXv31tixYzVp0iSXe4WFhfrvf/+radOmqU+fPvr111+VmJioMWPGaNeuXWrRoubtQbt371a7du0qf+7QoYMhv0NjMPM5NpJr1y9rC4u6tAnSsYLfCjVvfpf8/HzNnj1bJ06c0AcffBDQS9XONATwZk/UmeYKZmzlDQAAEEjqdECnrw0ZMkRDhgyRJD3wwAMu98LDw7V27VqXa//7v/+ryy+/XAcPHtTvf//7GmNHRUUpMjLStwP2EzOfY+PuL/ldWlt0U9dWsjucXv0u7733nqZNm6asrCxJ0qUP/6/ib7k7YHNQ14YAZm3lDQAAEEjqXNhs27ZNH330kX788UdJUteuXfWnP/2pUc4asdsrNstHRETU+uy1116r0tJS9ezZU9OmTdM111xj9PAMVde//AbK2Sju/pJ/rNCpKzoGaeX1tf8+TqdT//rXvyqLGkk6/OY8He42QHtzuvm9M5y7PLOPCAAAoPFZ8vPznbU/VlFUjB8/Xlu3bpXT6VRERIScTqdsNpssFouuvfZaLV++XFZr/ZZHde7cWS+88ELlHpuqSktLNWLECLVr107//ve/PcZJS0vTjh071LdvX5WWluqtt97SsmXLtGHDBl111VU1vtdU/FRk0ZRvWulY8W/LtbqElmvB70vUOcyrP26fmbS/lb78tfr+mfjwMi3qU+JVjKysLI1OuF2nik5WXDi3p3TXi9LvYnVDlEN/7emfM1885bl763J9mlf93wz8OVYAAICmIC4uzuM9r2dsZs6cqS1btuixxx7TpEmT1L59xb+25+XlKSUlRfPmzdPMmTM1f/78ho+4ilOnTum+++6TzWbTm2++WeOzcXFxLr9wv379dPToUb366qs1FjY1JclbaWlpPolTlc1mU3h4uNfPv7A9T8eKi1yuHSsO0opf2mvJRb/NktQ1rrfOjtv95zx9+WtRtWe6R56juLhuXsWLi4vTeeOe0KHXZ0nX3ysNmSy1qDgotiC4jeLionw23rrwlOc+HcIU6zhVbU/U8wN/55PZJaP+3ALl+9tU45JfY+OSX+Pikltj45JfY+OSX2PjBlp+vS5s1q9fr7vuuktPPvmky/X27dtr5syZys7O1rp163xe2Jw6dUoTJkzQt99+qw0bNlQWVHURHx+vNWvW+HRcgSyQlkL5quvXxcPv0KF2f5DOde1s58/OcJ7yfPKUU2uHRurpz/OU5wgy1Z4oAAAAs/K6sHE6nerTp4/H+3369Km22b+hHA6H7rnnHn333XfasGGDoqOj6xXnwIED9X7XjALpbBRfdf16Kr6tdmf20LHi3675uzNcTXmOsYZo/mWhhvzrCAAAAKrzurAZMmSINm3apAkTJri9v2nTpsoOZ946efKkDh8+LEkqLy/XsWPHtH//frVr106dOnXSXXfdpX379unNN9+UxWKp3EDetm1bhYWFSZLuv/9+SdLixYslSf/3f/+nbt26qVevXiotLdWqVav0/vvv6x//+EedxmZmgXY2ii+6fsVYQ7Tg9yVa8Uv7BneGq7rhf2qc1Kce9Ueg5RkAAKA587qwmTZtmu655x7ddtttmjhxorp37y6LxaJDhw5pyZIlyszMVFJSknJyclzei4ryvP9h3759LodpJicnKzk5WWPHjtX06dP1wQcfSKrocHa2sw/yPHbsmMs9h8Ohp556SpmZmQoNDVWvXr20atWqOhddZhboZ6PUt2Nb5zCnyx6hM06ePKns7Gx1797dq8+u2n56T5ZF62901Dk/gZ5nAACA5sTrwubyyy+XJH377bfavHmzyz2ns6LT1hVXXFHtvby8PI8xBwwYoPz8fI/3a7p3xvvvv+/y84MPPqgHH3yw1veaukA9G6Uuh1d64z//+Y8mT56s0NBQbdu2rXImzxN37aczCpwez5ipTaDmGQAAoLnxurB5/PHHZbFYjBwLmoG6Hl7pSXl5uZ555hm9+uqrlYV1UlKS5syZU+N7gdRYAQAAAL7jdWEzY8YMI8eBZsJXhUVQUJByc3MrixqpYn/ViBEjKmcX3QmkxgoAAADwnaDaHwF8x5eFRXJysrp27Vr588SJE3XRRRfV+E5iX6tira6fFdPGwoZ/AAAAk/N6xkaq2Ji/ceNGHTlyRPn5+S7/Wi5JFotFTz31lE8HiKbFl53E2rZtq4ULF+qBBx7QwoULNXDgwFrfcbfhf2qc2PAPAABgcl4XNnv27NGf//xnZWdnVytozqCwQW183Unsmmuu0ZdffqlWrVrVaQxn7+ex2Wz1+mwAAAAEDq8Lm4ceekhlZWVatmyZ4uPj1bZtWyPHhSbM153E6lLUAAAAoGnyurA5fPiwnnrqKY0ePdrI8QBNQobdoae/KFauo7ROZ/UAAACgfrwubHr27KnS0lIjxwL41FdffaWsrCwNHTq0UT/X12f1AAAAoHZed0V76qmntHTpUh0+fNjI8QANdurUKb3wwgu6/vrrdd999+nnn39u1M+v6aweAAAAGMPrGZvrr79eSUlJuuKKK9S/f3+de+65Cg52bZtrsVi0YMECnw8S8FZ5eblGjhyp//znP5IqGgNMmTJF77zzTqMdMMshoAAAAI3P68Jm27Zt+stf/qLS0lLt2LHD7YZtChv4W1BQkG666abKwkaStmzZok8//dSrdtC+wCGgAAAAjc/rwmbGjBnq0KGDFi1apEsvvVQtW7Y0clyNzlctf41oHVxUVOTzmGaMK3mX33HjxmnDhg3avXu3IiMjNXfuXF188cUe3/X1eKfGSXuyLMoo+K0tekwbi6bG+eb74e/81pXZvmfk15xxJfJrZFxyy3fXrHEl8mtkXKnx8xseHu7xnteFzZEjR/TMM8/oyiuvrNvITKKmJHkrOzvbJ3HcIW7d8rt48WLNmTNHc+bMUVRUVK3P+3K8fcKl9Tc69PTnecpzBDX4rB53/J3fuiIu+TU6Lvk1Li65NTYu+TU2Lvk1Nm6g5dfrwub3v/+98vLy6vwBgD/ExMTotdde8+rZowVlmv9VnjILy+rcmjnD7lBSqr3auzHWEM2/LNSw/9kBAADgyuvCJikpSffcc48GDRqkyy+/3MgxAY0mw+7QnTuLXZaNeduambbOAAAAgcPrwubFF19UmzZtdNNNN6lHjx7q0qWL265oq1at8vkgAaMkpdpdihrpt9bMSwa2r/VdT22da3sXAAAAvuV1YfP999/LYrGoS5cuKi4u1qFDh6o901jtdIH6Ki8v1+LFi2Wz2TR9+vQGtWau6d0Mu0NPf1GsXEdpnZe3AQAAoO68LmwOHDhg5DgAwx09elR/+ctftGPHDgUFBWnQoEHq1DrO7bPetGb21Nb5nBYWlqgBAAA0siB/DwBoDOXl5UpISNCOHTsqf548ebIeuTBIMW1cZxpjrRUzLLVJ7GtVrNW1uIm1BstikcclagAAADCGx8ImPz+/3kEb8i5ghKCgID333HMu106cOKGTR9P0r6tDldA9TAM6tlRC9zCvZ1ZirCFaOzSy2ru/Opxun/dmeRsAAADqx+NStD59+ujee+/V+PHjFRMT41WwI0eO6PXXX9fy5ct19OhRnw0S8IXBgwdrwoQJev311zVo0CC9+uqr6tKli2w2m5YMrF9b5hhrSLVGAZ6WqHmzvK2+PLWdBgAAaC48FjYpKSl67rnn9Morryg+Pl4DBw7UJZdcopiYGEVERMjpdCo/P18ZGRn66quvtHXrVu3bt08XXnihUlJSGvN3ALz27LPP6pJLLtG4ceMMa3aR2NeqvTmlLsvRvF3eVh+0nQYAAKihsBk+fLiGDRumjz76SCtWrNDChQtVXFxc7S+DTqdToaGhGjx4sB5//HENGTKE7mgIWG3atNGdd95p6GecWaL29Od5ynMEqWMtMygNnW2h7TQAAEAtXdEsFouGDh2qoUOHyuFwaN++ffrhhx+Ul5cnSWrfvr169uypiy++WCEh/MswcEaMNUTzLwtVeHjNS9x8MdvSkJbVAAAATYXX7Z5DQkLUr18/9evXz8jxAH5TXl6unJwcRUdHe/1OIMy2+GNPDwAAQKDxurABmrKsrCxNnjxZR48e1datW2W11r4fJlBmWxp7Tw8AAEAg4hwbNHtbtmzRVVddpS1btujQoUN65JFH5HS6b9l8tppmW7zli9kWT22naRwAAACaE2Zs0Ox99NFHOnHiROXPq1ev1sCBA2ttMhBIsy3u2k4DAAA0J8zYoNmbNWuWevfuXfnzNddcoz/96U+1vsdsCwAAQOBgxuY0m80WUHHOVlRU5POYZowrGZNfSXr11Vc1evRoTZgwQVOnTlVwcHCtnzU1TtqTZVFGwW/L1mLaWDQ1rmKc3uYhQtK8i4MlnS6IygtV00ebLb9m+56RX3PGlcivkXHJLd9ds8aVyK+RcaXGz29NHWcpbE6rrS2vN7Kzs30Sxx3iGpvf+Ph4ffXVV4qMjPT6nT7h0vobK7qiHS8sc3teDfmtQFzya3Rc8mtcXHJrbFzya2xc8mts3EDLr8fC5scff6zXILp27Vqv94CqqrZSHtfOojgDP68uRc0Z7G0BAAAIDB4Lm4suukgWi6XOAc8c3gk0hLtWyp+FttL7sQ72nwAAAKAaj4XNggULXAobp9OpRYsW6ejRo7r11lvVo0cPOZ1OHTp0SG+//ba6deum+++/v1EGjabPXSvlY8VBdTq40leOHz+uZ599VsnJyYZNtwIAAKBhPBY248aNc/n55ZdfVmFhofbt26f27V3/Yjl9+nQNGTJEubm5xowSzY4vWin7wvbt2zVx4kRlZ2eroKBAf//73+s1kwkAAABjed3ueenSpRo/fny1okaSOnTooLvuuktLlizx6eDQfPmilXJDffTRRxo9erSys7MlSevWreM7DgAAEKC8LmxOnDghh8Ph8f6pU6dcDjkEGiKxr1WxVtcipktoeZ0PrmyIa665Rn/4wx9crm3evFlOp9PDGwAAAPAXrwubiy66SEuXLlVGRka1e0eOHNHSpUt10UUX+XRwaL7cHVy54Pcljdo4IDQ0VMuXL5fVapXFYtETTzyhf//73yxFAwAACEBen2MzZ84c3XzzzerXr59uvPFG9ejRQ5KUlpamjRs3qkWLFkpKSjJsoGh+qrZSTktr/D1c3bt3V0pKis455xxde+21jf75AAAA8I7Xhc1ll12mTz75RElJSdq8ebPWrVsnSWrdurWGDBmiJ598Ur169TJsoIC/DB8+3N9DAAAAQC28LmwkqWfPnvrnP/+p8vJynThxQk6nU1FRUQoK8npFGwADVD3MNLGvlfN+AABAs1KnwuYMp9OpFi1aqG3bthQ1aNaOHz+u0NBQRURE+G0M7g4z3ZtTqrVDIyluAABAs1GnqiQ1NVWjR4/Wueeeqx49emjXrl2SpNzcXN16663avn27IYMEjHS0oEwTt+dp+Ic5mrg9Txl2z93/zrZ9+3Zdc801euCBBzx2SsuwO2qN7c0zNXF3mGm6vUxJqfY6xQEAADAzrwubPXv26KabblJ6erpuv/12l7/IRUZG6uTJk/rnP/9pyCABo2TYHbpzZ7FWHy7SzuOlWn24SKM35dZYXJSVlWnu3LmVZ9x88MEHSklJqfbc0YIyjd6UW2PsM7Mtdfn8qgLlMFMAAAB/8rqw+etf/6rzzz9fn3/+uZ5++ulq9wcMGKC9e/f6dHBo3qrOZPxU5Ps2y0mpdmUUuM621DbbUVZWpo8++siluH/66af1/fffuzw371tHrTMpvphtCYTDTAEAAPzN68ImNTVVd955p0JDQ92e49G5c2dlZWX5dHBovtzNZEz5plWdl2nVpj6zHS1bttSyZcsUHh4uSbJYLHryySd1wQUXuDyXVVRea2xfzLa4O8w01hrcqIeZAgAA+JvXhU1QUFCNjQKysrIUFhbmk0EB7mYyjhUH+XzfSH1nO8477zwtXLhQ7dq109tvv61HHnmk2v8f0WHu/385O7YvZlvcHWZK4wAAANDceN0V7eKLL9bGjRt1//33V7tXWlqq1atXq1+/fj4dXGOy2WwBFedsRUVFPo8Z6HF//LXE7fVjv5b4NMdT46TdmdKPZw05po1FU+Nq/7McMGCAtm/frvDwcLfPTulepq/yLC5L3arGnhon7cmq+Zmq3OU3QtK8i4MlnS6IygtVnzTx/TUurkR+jYwrkV8j45JbvrtmjSuRXyPjSo2f3zMrZtzxurB55JFHNGbMGE2ZMkUJCQmSKlrdfvzxx5o3b57S09O1cOHCOgw5sNSUJG9lZ2f7JI47zS1u17Zl2n2i+pe6S9tWPh1zn3Bp5TV5mp9WsfyrYx3PgKlpLBdIWn9jayWl2j3G7hMurb/RUeMzdf3c+uL7a2xc8mtsXPJrXFxya2xc8mtsXPJrbNxAy6/Xhc2gQYO0ePFiPfbYY1q5cqUkafLkyXI6nQoPD9fSpUt12WWX1XkAaH68OUwysa9Ve3NKXZajdQktN2TfSLc2wVoy0Pf/UzqdTsVYQ7RkYPsan/PmGQAAANSsTgd0jhkzRjfddJO2bNmiw4cPq7y8XLGxsRo8eLDOOecco8aIJsTbwyTP7Bs5eyZjXLs80+wb2bx5s5599lmtX79e7dq18/dwAAAAmrw6FTaS1Lp1aw0fPtyIsaAZqKm9cdVZi6ozGWlpuY0yxoYoLy/XvHnzlJycLKfTqXvvvVerVq1ScDCtlwEAAIzkdVc0qeL8jlWrVmnKlCm67bbb9PXXX0uS8vPz9e677+r48eOGDBJNR1M/THL58uV67rnnKs+4+eSTT/Tcc8/5eVQAAABNn9eFjc1m05AhQ3T//fdr3bp12rx5s3JzK/4F3Wq1aubMmXrttdcMGyiahqZ+mOS4ceNcugMGBwerQ4cOhn9u1cNMfX3eDwAAQKDzurCZPXu2vv/+e61evVpfffWVy6nrwcHBGjFihDZv3mzIINF0NPXDJFu2bKnly5crOjpaERERWrNmjSZPnmzoZ7o7zHT0plyKGwAA0Kx4Xdi8//77uu+++3T99dfLYrFUu3/++efrxx9/9Ong0PQ0h8MkO3XqpJUrV+q9997TwIEDDf+8mvYtAQAANBdeNw/Iz89XbGysx/tOp1OlpaU+GRSatubQ3jg+Pt6QA6vcaer7lgAAALzh9YxNt27d9O2333q8v2vXLvXo0cMngwLgvaa+bwkAAMAbXhc2CQkJ+sc//qFdu3ZVXjuzJG3x4sXasGGD7rjjDt+PEGhi3n33XS1btsxn8Zr6viUAAABveL0U7eGHH9bevXs1cuRI9ejRQxaLRdOnT1deXp6ysrI0bNgw3X///UaOFTC18vJyJScn629/+5uCg4MVGxurQYMGNTiuu8NME/tam9S+JQAAgNp4XdiEhIRo1apVWr16tdauXSuLxaJTp07pj3/8o2655RbdeuutbpsKAKgwZcoUrVy5UlLFmVDjx4/XJ5984pMlnM1h3xIAAEBN6nRAp1SxJG3FihXavXu39uzZo7feeku33XZbvYqaXbt26fbbb1evXr0UERGhFStWuNx3Op1KTk7WhRdeqDd/gYIAACAASURBVI4dO2rYsGH67rvvao27bt069e/fX7/73e/Uv39/vffee3UeG+BrI0eOdPn/pLCwUN98840fRwQAANB01LmwkaSvv/5aH374oT788EN9/fXXLmfa1EVBQYF69+6tuXPnKiwsrNr9V155RQsXLtTzzz+vLVu2KCoqSjfffLPsds9tbPfs2aN77rlHCQkJ2rFjhxISEjR+/Hjt3bu3XmMEfOWGG27Q7NmzJUkdOnTQ+vXrNWrUKD+PCgAAoGnweimaJL3zzjuaNWuWfv7558pixmKx6Nxzz9WsWbOUkJBQpw8fMmSIhgwZIkl64IEHXO45nU6lpKTooYceqvzLX0pKiuLi4vT222/r7rvvdhszJSVFAwYM0LRp0yRJPXv21I4dO5SSkqLXX3+9TuMDfO3//b//p8LCQt1xxx3q1q2bv4cDAADQZHg9Y7NixQrde++9at26tWbPnq2VK1dqxYoVmj17tsLCwnT//fdXW0rWEBkZGcrKytJ1111XeS0sLExXXnmlPv/8c4/vffHFFy7vSNLgwYNrfAdoLGeablDUAAAA+JYlPz/fq3Vk8fHxateunTZs2KDQ0FCXe8XFxbrppptks9n05Zdf1msgnTt31gsvvKBx48ZJkj7//HMNHTpUBw4cUNeuXSuf+8tf/qLMzEytWbPGbZyoqCjNnz9fY8eOrbz25ptv6sEHH1R2drbHz09LS6vXuGF+PxVZtOhoC+WUBCmqVbkmdTulzmH1W14JAAAA48TFxXm85/VStJ9++kn33XdftaJGkkJDQ3XbbbfpmWeeqdcAa1K1KYHT6ay1UUF93qkpSd5KS0vzSZyqbDabwsPDm31cI/KbYXfowQ9zlFFwppAJ1sHiUK0dGtngdsn1ycPSpUt15ZVXqnfv3j6N6w2+v8bGJb/GxiW/xsUlt8bGJb/GxiW/xsYNtPx6vRTtwgsvVGZmpsf7P//8s3r27FnnAXgSHR0tSdVmWU6cOKGoqKga36vrO2i+klLtZxU1FdLtZUpK9dygwgjl5eVKTEzUtGnTlJCQoJ9//rlRPx8AAMDsvC5snn32WS1fvlzvvvtutXvvvPOO/vGPf+ivf/2rzwYWExOj6Ohobd26tfJacXGxPvvsM/Xv39/je5dddpnLO5K0devWGt9B85VZWOb2+nEP141w6tQpTZgwQQsWLJBUMTuakJAgm83WaGMAAAAwO6+Xor366quKjIzUhAkTNH36dMXGxspisejw4cPKycnR+eefr/nz52v+/PmV71gsFq1atcpjzJMnT+rw4cOSKv7F+tixY9q/f7/atWunrl27avLkyXrxxRcVFxenHj16aN68eWrTpo3GjBlTGWPkyJGKj4/XrFmzJEmTJk3STTfdpJdeeknDhw/Xhg0btGPHDm3cuLHOyUHT16l1sNvrHT1cN0JwcLAiIyNdrmVkZOjgwYPq169fo40DAADAzLwubL7//ntZLBZ16dJFkiqXyrRq1UpdunRRSUmJDh486PJObfta9u3bpxEjRlT+nJycrOTkZI0dO1YpKSl68MEHVVRUpMcee0z5+fmKj4/XmjVrZLVaK99JT09X586dK3/u37+/li1bpqSkJCUnJys2NlbLli3TpZde6u2vimYksa9Ve7KKXZajxVqDldjXWsNbvmWxWPT888/rp59+0ocffqjo6Gi99dZbuvjiixttDAAAAGbndWFz4MABn3/4gAEDlJ+f7/G+xWLRjBkzNGPGjDqNa9SoURx8CK/EWEP0r6tDNT+tYvlZx9YVRU1DGwfUVXBwsF5//XU9/P/Zu/O4qKv9f+CvYRkZYABREFRAMFzApUjM3Si7aLdbWqlZt9SM1Ba7pZV2rW7F96eWWZplpXnTzHLfKrXdJXfpqkkpKosbgiLjAAPM9vsDGRn4fIZtPjOfD7yej0ePR/OZM+85HCb6vOec8z7PP49XXnkFUVFRLn1/IiIiIqWr1wGdRE1RpJ8nFg92fqWQ+vL19cUnn3zi7m4QERERKVKDE5tdu3Zh9erVyM3NRadOnTBp0iS782aIiIiIiIhcxWFVtNmzZyMkJASXLl2yu/7ll1/ivvvuw4oVK/Djjz/io48+wh133IGcnBxJO0vUXFmtVsyfP7/BB+ASERERNXUOE5tdu3bhjjvusJ0pAwBlZWWYMWMGAgICsGnTJpw7dw5Lly5FUVER5s2bJ3mHiZobk8mEqVOn4vXXX8fo0aORnZ3t7i4RERERyY7DxObMmTM1qont2LEDer0ezzzzDAYNGgQ/Pz+MGDECo0aNwq+//iplX4maHZPJhEcffRRLly4FUHHY7GOPPYbLly+7uWdERERE8uIwsbl69SrCwsLsru3atQsqlQrJycl212+++Wbk5uY6v4dEzZiXlxe6du1qd62goABZWVnu6RARERGRTDlMbEJDQ23n1VTau3cv/P390a1bN/tAHh5Qq9XO7yFRM/fqq69i1KhRAID27dtj3bp1PJeJiIiIqBqHiU1CQgJWrlxpO2vmjz/+wO+//45BgwbVOHzzxIkTdgdlkntl641I2VGAe7bmI2VHAbL1Rnd3iRpIpVJh4cKFSElJwffff49OnTq5u0tEREREsuOw3POLL76IO+64AwkJCejSpQv++OMPqFQqPPfcc3btrFYrvvnmG9xxxx2SdpbqJltvxPDtV5CpN9uuHcovx8bkVi4/eJKcQ61W45133gEA6HQ6N/eGiIiISH4cztjEx8dj06ZN6NWrFy5fvozevXtj/fr1SExMtGu3a9cu+Pv7495775W0s1Q3qWl6u6QGADL1ZqSm6d3UIyIiIiIiadV6QGefPn2wevVqh20GDRqEPXv2OK1T1DgXS8yC13NFrpOyWa1WzJ49G/3798egQYPc3R0iIiIit6g1sWkunLW8R4plQgaDoV7tW3lbBK8He1vs+lffuHUlVVxAHuMrp7hGoxHTp0/H2rVrERAQgLVr16Jz584Njs3x5edXqXEBjq+UcTm2/OwqNS7A8ZUyLuD68Q0MDBR9jonNdY4Gqa7y8vKcEkdIfeK+eZsvjhba77GJ1nrizduCEVhtj40c+ltXchlfucQ1m80YNWoUfvrpJwDAtWvXMH78ePzwww9o27Ztjddk641ITdPjYokZ4b6emJmgtdtzxfGVNi7HV9q4HF/p4nJspY3L8ZU2LsdX2rhyG18mNk1QlNYbG5NbITVNj9wSM8IEbmJJ+Tw9PTFw4EBbYgNUfMNx6dKlGokNC0oQERFRU8fEpomK0npj8eBgd3eDJPbcc8/h3LlzWLJkCaKjo7F27Vp07NixRjtHBSX4OSEiIqKmgIkNkYRqW/7VWCqVCnPmzEFAQAAmT56MkJAQwXYsKEFERERNHRMbIonkFJvx2B7pl395enritddec9gm3NdT8HqYyHUiIiIipXF4jg0RNdzcdKMszhOyWq145WY/RGvtk5hobcUMEhEREVFTwBkbIolcMgiX3Xbl8i+z2Yznn38eXl5e2PCf2fi/34tYUIKIiIiaJCY2RBLxF/mvy99L5ZL3Ly8vx6RJk7B+/XoAgFarxaf/+Q9UKte8PxEREZErcSkakUTEEghX5RVTp061JTUAMH/+fHz00UeueXMiIiIiF2NiQyQRvdFar+vO9vTTTyM4+EYp53bt2uFvf/ubS96biIiIyNWY2BBJpI1G+D8vV1Ui69KlC9avX4+AgADExMRg69atiI2Ndcl7ExEREbka99gQSWRanDeOFlrtKqO5uhLZzTffjPXr1yMiIgJt2rRx2fsSERERuRoTGyKJRPp5YmNyK6Sm6d1aiaxXr14ufT8iIiIid2BiQyShKK03Fg8Orr2hm5hMJuzduxcDBw50d1eIiIiIGoV7bIiaKZPJhJSUFNx77734+uuv3d0dIiIiokZhYkPUDBmNRjzxxBPYsGEDrFYrJk+ejO+++87d3SIiIiJqMCY2RM3Q77//jm+++cb22Gq1YvHixSgtLXVjr4iIiIgajntsrtPpdLKKU5XBYHB6TCXGBTi+zorbuXNnfPDBB3jmmWdgNpsRERGBDz/8EGVlZSgrK3NCL2+Q8zi4Mi7Az6+UcQGOr5RxObb87Co1LsDxlTIu4PrxDQwMFH2Oic11jgaprvLy8pwSRwjjcnydHXfMmDHw9fXFW2+9hQ0bNqC0tFTW/a2UrTciNU2Ps9esiAgwS1Jpjp9f5cXl+EoXl2MrbVyOr7RxOb7SxpXb+DKxIWrG7rvvPgwbNgxqtRoZGRnu7k6tsvVGDN9+xXY20L7LBhzKL8fG5FYuL6NNRERE8sI9NkTNnFqtdncX6iw1TW934CkAZOrNSE3Tu6lHREREJBdMbIhIkNFoREpKCjZs2ODurthcLDELXs8VuU5ERETNB5eiEVENleWgN23ahPXr18NqteL+++93d7cQ7uspeD1M5DoRERE1H5yxISI7VqsVEydOxKZNmwAAZrMZEyZMsD12p5kJWkRr7ZOYaK0nZiZo3dQjIiIikgsmNkRkR6VSYejQofDwuPHnoVOnThg4cKAbe1UhSuuNjcmtMDJGg76tPTAyRsPCAURERASAS9GISMCoUaOgUqkwadIkhIWFYd26dQgODnZ3twBUJDeLBwdDp9NJVmKSiIiIlIeJDREJGjlyJIKCghAREYH27du7uztEREREDjGxISJRd911l7u7QERERFQn3GNDRA1SUlKC559/Hnl5ee7uChERERETGyKqP6PRiPHjx+O///0vhg4diqysLHd3iYiIiJo5JjZEVC9WqxVTpkzB9u3bAQBnzpxBcnIyTpw44eaeyV+23oiUHQW4Z2s+UnYUIFtvdHeXiIiImgzusSGieikrK6ux/CwkJARhYWFu6pEynDeo8Pz2K8jUm23XDuWXs1w1ERGRk3DGhojqxcfHB1999RVGjhwJAIiKisLatWtZerkWH+d42SU1AJCpNyM1Te+mHhERETUtnLEhonpTq9X45JNP0KFDB4wZM4azNXWQXyb8PVJuiVnwOhEREdUPExsiahAPDw/8+9//dnc3FCOkhQWAZ43rYb41rxEREVH9MbG5TqfTySpOVQaDwekxlRgX4PhKGRdw7vgWFRVh5cqVeOSRR5wWsyqlje+kSBP+LFEju9hquxblp8KU2MaNu9LGQSmf30pKGwep4nJs+dlValyA4ytlXMD14+to6TsTm+ucsT8gLy9Psn0GjMvxlTquM8e3rKwMjz32GHbs2IFjx45hyZIlUKvVToldlZLGt50mD5uHhSA1TY/cEjPCfD0xM0HrlMIBShoHqeLy74N0cTm20sbl+Eobl+MrbVy5jS8TGyJyKrPZjEmTJmHHjh0AgM2bN+Ohhx7C8uXL4e/v7+beuVeU1huLBwe7uxtERERNEhMbInKqCxcuYO/evXbXCgsLnRY/W29EapoeZ6+VISLA7LRZDyIiIlI2lnsmIqeKiIjAtm3b0LFjRwBATEwMVq9e7ZTZmmy9EcO3X8GaMwbsu2zBmjMGDN9+hQddEhERERMbInK+Dh06YNu2bRg6dCi++OILtG7d2ilxU9P0PAuGiIiIBHEpGhFJIiQkBF9//bVTq6VcFDnzhWfBEBEREWdsiMgtCgsL8euvv9brNeEiZ74o5SyYbL0RKTsKcM/WfKTsKOASOiIiIidiYkNELmcwGDBmzBg88MADWLFiRZ1fNzNBi2itfRITra0omyx35w0q2/6g3bnl3B9ERETkZExsiJoJucwWmEwmjB8/Hnv37oXZbMYzzzyD999/H1artdbXRmm9sTG5FUbGaNC3tQdGxmiwMbmVIqqifZzj1Wz3B1X97E05WMpkjoiIJME9NkTNQGU1sao31ofyy92SFOzduxfff/+93bUDBw7AarVCpVLV+vrKs2B0Op1kh4JJIb9M+Hukpr4/SOizd7TwimISUiIiUg7O2BA1A3KqJjZw4EB8/vnnUKvVAICuXbvik08+gYdH0/5zFNLCInhdKfuDGkpOnz0iImramvadBBEBkF81sXvvvRfr1q1DVFQUvvrqK2i18t8j01iTIk2K3R/UGHL77BERUdPFpWhEzYAcq4kNHDgQhw4dgrd381iO1E5jxcbkVkhN0yO3xIww34qkpqkvx5LjZ4+IiJomWc/YdO/eHUFBQTX+GTVqlOhrhNovXbrUhb0mkh+5VhNzlNRkZWXh3XffhcUivIRLiSr3B20ZFoLFg4ObfFIDyPezR0RETY+sZ2x++eUXmM03livk5ubi9ttvx/Dhwx2+bsGCBUhOTrY9DggIkKyPREpQWU1MKbMFer0eDz/8MNLT05GWloaPP/64WSxXa4qqf/aCvS1487bmkdQREZFryTqxad26td3jL774AlqtttbEJjAwEG3atJGya0SKUzlbUFfZeiNS0/S4WGJGuAsTIYvFgokTJyI9PR0A8O233yI5ORnffPMNgoPr3n+Sj6qfPZ1Oh0AmNUREJAFZL0Wrymq14osvvsDo0aPh6+vrsO306dMRExODpKQkLF26tEktZSFyhcoSve44TDInJwcHDx60u9apUye0bNlS8vcmIiIi5VIVFhbWfiqeDPz888+4//77sXPnTvTo0UO03dtvv42BAwfCz88PO3bswKxZs/D888/jxRdfdBg/IyPD2V0mUqxXT3hjW37Nb9WHhhjxVmfpk5vc3FxMnToVJ0+eROfOnbF48WJoNBrJ35fsnTeo8HGOF/LLPBDSwoJJkSa00yjifxlERNRExcbGij6nmMRm7NixOHv2LH7++ed6vW7+/Pl49913kZOTI1HPbsjIyHA42A0l1UGESovL8ZU2btXxvWdrPnbnltdoMzBMjS3DQuoVt6H9LS4uxsyZM/HCCy8gIiLCaXEdydYb8dr+Alwxejh9+Z3SPr/HLhTgsT3ldmfQRGs9G3SwZtVlja0k2mOjtPFVUlyOrbRxOb7SxuX4ShtXbuMr6z02lfLz8/Hdd99h7ty59X7trbfeimvXriEvLw+hoaES9I6o6ZFDiV4/Pz+89957DtuYzWZ4ejqnT5XL76reyB/KL2/QjXxTMDfdKHqwZn33alUf16OFV5rtuBIRkXQUscdm5cqVaNGiBe6///56v/bYsWPw8fGRJEslaqqUUKL35MmT6Nu3Lw4dOuSUeKlpetEb+ebokkF4b2J9D9bkuBIRkavIPrGxWq1Yvnw57r///hrlXj/99FMkJibaHm/duhXLli1Deno6MjMzsXz5csyaNQtjx45FixYtXN11IsWqLNE7MkaDgWFqjIzRyOobdp1Oh4kTJ+LkyZO4++67sWTJElitjVtVe1Hkhr2+N/JNRRuN8P8e6jtrx3ElIiJXkf1StF27duH06dP49NNPazx35coVu03/3t7eWLJkCf7973/DYrGgQ4cOmDFjBlJSUlzZZaImob7loRuiISWlLRYLnnrqKZw5cwYAUF5ejmnTpqFLly4YMGBAg/sih+V3cjItzhtHC6019tjUd9aO40pERK4i+8Rm0KBBKCwsFHxuxowZmDFjhu3xkCFDMGTIEFd1jahJk/ocm4buabFarYiOjra7Nnbs2EYlNUDF8rtD+TU3y8tp+Z0rRfp5OuVQV44rERG5iuwTGyJyPVdspHe098LRTJGnpydSU1MRGtMFb/57OlqEtof+7y8jW29sVN8ql9+9tr8ABUaPBt/INyXOmLWrHNfKBClYoqpoRERETGyIqIaGJh310Zi9F9l6Iz7zvwOm51fDBGD9eSt+3974SltRWm8sSGSxEWermiDpdDoEMqkhIiIJyL54ABG5nis2fDdm70Vqmh7ZxVYgJKriHwhX2tqwYQOOHz/e+M4SERGR7DGxIaIaXLHhuzElpeuSeB09ehSTJk3CnXfeieXLlze6ahoRERHJGxMbIqrBFefYNKakdG2J17Vr1zBu3DiUlZWhtLQUU6ZMwbRp05zW96bOc+dOtO3XD547d7q7K0RERHXGPTZEVEP1Dd9SbaRv6Ob0mQlaHLhUWrEc7bqqideGDRts5aAr9enTp3GddQKpK805g+fOnfAbPRoqgwF+o0ejeNUqmAcNcne3iIiIasXEhogEueIcm4aK0npjxQAfLMiAYOI1duxYqNVqTJ06FSUlJRg3bhxGjhzp1j6fN6jwvMSV5hqralIDgMkNEREpCpeiEZEiRfp5YvHgYGwZFoLFg2uWDx4zZgx+/vlnPPDAA5g1a5abennDxzleopXm5KB6UlOpMrnhsjQiIpI7JjZE1GR16dIFn332GTQajeDzFosFhw8fdklf8suE/9w6s9JcY/g+/XSNpKaSymCA79NPu7hHRERE9cPEhoiarY8//hh33nknZsyYgdLSUknfK6SFRfC6MyvN1YfHyZPwXrnS9rjkww9hFUkArRoNSj780FVdIyIiahAmNkTULKWnp+ONN94AACxatAhJSUk4ceKEZO83KdIkeaW5OjGZoH7/ffgPHAjNlCnw+OMPAIB50CAUr1pVI7mxajTcY0NERIrA4gHX6XQ6WcWpyiCyPKS5xQU4vlLGBZrP+FosFqSkpKCsrMx27fz587BYLJL1t53GiuX91JibbkSewYJQjQemxXkjyFKCxgx7ffsb8vjj0Pz0k+2xevJkXNq4EfDyAnr2RPHSpQh5/HF4GAywaDTIX7oUZT17olGdbER/66O5fH7dEZdjy8+uUuMCHF8p4wKuH9/AwEDR55jYXOdokOoqLy/PKXGEMC7HV+q4zW1833nnHUycOBFnz54FAMybNw9du3aFTqeTbHy7tw3GsrZOD12v/lrGjQOqJDYtjh1D6507YRwxouLCsGEoWbUKPpMno3TRIvgMGgQfN/a3rprb59eVcTm20sbl+Eobl+MrbVy5jS8TGyISpIQzVxqjX79++O233/Dyyy/DZDLhwQcfdHeXXML0j3+gfPhwqDduhCU4GKVvvw3j8OF2bcyDBuHCnj2S/c+KiIhICkxsiKiGbL0Rw2V+5oozBAQEYNGiRTCZTKJtMjMzUVJSgvj4eBf2TFql77wD+Puj9LXXYA0NdXd3iIiInILFA4iohtQ0vazPXHE2Ly/h73isViumTJmCwYMHIzU1VfLKac7ieeAANFOmABbhSmzWkBAYFi5kUkNERE0KExsiquGiyNkqcjlzxVVWrFiBXbt2wWQyYe7cuRgwYADy8vLc3S1xJSXweeUV+CUnQ718OdT//a+7e0REROQyTGyIqIZwkbNV3HXmijsUFhbi1VdftbsWERGBkJAQN/Wodprp09Hio4+gsloBAD6vvw5VTo6be0VEROQaTGyIqIaZCVp5nLniRkFBQViwYAHCwsIAABqNBu+99x5UKpWbeyau9MUXYfX3tz1WFRXBe+tWN/aoQrbeiJQdBbhnaz6mHCxFtt7o7i4REVETxOIBRFRDlNYbG5NbITVNj9wSM8KaYFU0Idl6I147WIorxvKKSnBJw7B//2C88cYbiImJQYcOHZz+fs6sPGeNiEDpm29C88ILsEREwLBgAUxJSU7scf0JFaI4WnilyRWiICIi92NiQ0SCorTeWDw42N3dcBlHleDmzZvn8LXr16/H5cuXMWHCBHh61m25XqMqz1mtgMjMUfm4cUBpKcofewyoMnvjLo4KUTSnzxcREUmPS9GIiNDwSnCXL1/GtGnT8NJLL2Ho0KFIT0+X9P28vvsO/v37Q3XpknADDw+UP/WULJIagIUoiIjIdZjYEBGh4Tfgr7zyCgoKCgAABw8eRHJyMnQ6ndPfT3XlCjQpKfB7+GF4pqdD8+KLtb6HHLAQBRERuQoTGyIiNOwG/OLFi9habXP+888/j8DAQKe/n/eqVVCvWXPj8ebN8Nq0qdb3cTcWoiAiIldhYkNEzUrVCl0pOwpsFboacgMeHh6Offv24e677wYAxMfH49lnn61TP+r7fuVPPglTQoLtsdXTEx4KKOVcWYhiZIwGA8PUuC/Ci4UDiIhIEiweQESKlFNsxoL/FdSrolhtG/Y3JrfCa/sLUGD0qHMluHbt2uHLL7/E5s2bERERAW9v4fZGoxFWq9VWLrrelee8vGBYuBD+gwfD0rkzSj78EJaePYE6LHtzt6qFKHQ6HQKZ1BARkQSY2BCR4mTrjfjn7lJkF1tt1+pSUay2Cl1RWm8sSPSp01KyqlQqFe677z6HbWbNmgWz2Yx33nkH7dq1AyBSea6wEAgKEoxhiYtD8aZNMCcmAiIJFBERUXPFpWhEpDipaXq7pAaoW0Uxd1Xo2rFjB7Zs2YLvvvsOffr0weLFi2GxWOwbWa3wXrYMAT16wOunn0Rjmfv1Y1JDREQkgIkNEbmN2H6X2jQ0QXFHhS6DwYB//etftsd6vR6fffYZjMYbP6sqKwt+w4fD97nnoLp2DZrnngOuXZOsT3XV0N+Pq1Tt36snvGXXPyIici0uRbuuLuVZXRmnKoPB4PSYSowLcHyljAu4dnxzis01lpMduFSKFQN8EOnnONFo5W0RvB7sbXH4M0yJBQ5cUtm9Z5SfClNib/zszh7fixcvIqjK0jKVSoX/+7//Q2lpKUpLSwEA6qwsaHftsrXxOHcOHq+8gqv/93+1xpfq83DySjGeOFTcoN+PI87qb83Pjzf+3Jrf6P5Vp7T/jqWKy7+9Tedvb3OLC3B8pYwLuH58HS0XZ2JzXX3X1AvJy8tzShwhjMvxlTquq8d3wf8Kaiwnyy62YkEGsHiw4368eZsv/leQb/f6aK0n3rwt2OHG9O6BwOZhxlo37DtzHAIDA/Hjjz9i9uzZWLRoER566CHceeed9o1uvx3lTz+NFh98AAAw+/pite9N+HxPeZ0KI0jxe1t4sBTZxSa7a3X9/dTGGf1tzOenvpT037EUcfm3V9q4HF9p43J8pY0rt/FlYkNEbtGY/S5RWm+sGOCDBRmoW0Wxaq+tsWFfYp6enhg1ahTGjh0LrVa4nHPpK6+gdvKDKgAAIABJREFUfO1aFAQG4aF/vo99fu2B3HIAwN7cUnx7d4hLSyRfMgjPikm9H6mu3LVfioiI5It7bIjILRq73yXSzxOLBwdjy7AQW0UzufLcuRPd//EPRO/YgUC1WrCNAcDtADr89Sf2fTYdyD5qe+5ciRXT97m2rHMbjfD/HqTcj1Qf7tgvRURE8sbEhojcYlwnDbxU9te8VBXXmxLPnTvhN3o0WuTmQvP009A884xguw8//BBpFy9WPMj8HVg4FigqsD1/6LJrN8ZPi/NGe1/7X1B7X5XDA0tdqSEHqhIRUdPGxIaI3OLzkwaY7LdIwGStuN5UeO7cCb9Ro6C6vglSBcB73TqoP/vMrl1xcTE+uL6/xmbAGMC/6pK5aoPlCiqV48duVHnA6cgYDQaGqTE0xFjrOUZERNS0MbEhIrdo6nskKmdqVNcrn1VSAfCZNg2ev/xiu+bn54cffvgBQ4cOrbjgGwjcNdHudYkhwkvYpDI33Yhzxfb7bM4VW2o9K8iVKvdLbRkWgrc6G5nUEBE1c0xsiMgtmvoeCd+nn7bN1FSnslrhO2WK3Tks71xsjTmLv8CnX61D8D9fr0hurmvv54FZt1U8zsrKwqRJk5CRkSFp/+VePICIiKg6VkUjIreYmaDFofxyZOpv3ChLtUciW19R4vliiblO5ZOdoeTDDytmbASSG6tGg8y5CzB8+xW7n/9Qfjk2Jg/CLwMgWpJ63rx5+Prrr7F69Wo88MADmDRpEm699Van97+ieEDN5KapJJ6V3PHZICIiaTCxISK3qNwjUduZMo2VrTfWSCC+yylF15ZeiNZ6SXYjax40CMWrVtVIbqwaDYpXrcIMazdkXrBPejL1ZqSm6bF4cLBgSeqcnBysXLkSAGCxWLBmzRr069dPksRmWpw3jhZaXZJ4uovQZ6MiueReHSIiJeJSNCJym6p7JKQq2Zyapre7cQWAYpMVh/KNWHPGgOHbryBbL03FscrkxqqpqPRWmdSYBw1q0B6jL774AibTjUMzY2JicO+99zq309dF+nnabc4fGaNpcjf8Qp+NyuSSiIiUh4kNETVpYglEJalvZCuTm7KwMFtSAzRsj9H06dPx3//+F3FxcQCAqVOnwstLeOLdILK/pz5ckXi6U1MvYEFE1NwwsSGiJk0sgahK6htZ86BBOLZliy2pASrO6/GrlpNULvWqWlQgZUeBbUbJ09MTI0aMwO7du7Fy5UqMGjVK8P2sVivuv/9+jB49GocPH5bs53I1sXFpqKZewIKIqLnhHhsiatKEihRU5+ob2Wy9Ec/8pkPxjVVl8FQBM2/xA4Ba9314eHjg7rvvFo2/e/du7N27FwCwfft2DBkyBCtWrICPj48EP41rSLEfxpUFLIiISHqcsSGiJq3qQY69WnuJzpK4ktDeDrMVmLLnGqbv0zV638fbb79d45qSkxpAmv0w1Q/5bIr7iIiImhPO2BBRk1e5VwS4Ud5XykpstRHb21FsAg5dFl5eVdflcnq9HqXVDgV96aWX6tdBGZJqP0zVzwYRESkbExsialbkcCPreN+PVfBqXZfLabVafP/99/j1118xZ84c+Pj4oHfv3oJty8rKsH//fgwcOBAqlapO8d2F+2GIiKg2XIpGRORiMxO08PMSTiQSQ9SI1trfrNd3uZxKpUJSUhK2bt2KL774QrTdl19+iXvvvRdDhw7FTz/9BKtVOKmSg5kJ2kaPCxERNW2csblOp9PJKk5Vzijb2hTiAhxfKeMCHF8p4wI3xjcIwNK+aozfU4aqK6mi/FSYEecBQI256UbkGSwI1XhgWpw3giwlEPr11KW/Qr/X8vJyvPvuuwCA/fv344EHHsArr7yCiRMn1jluQzQ0bhCA5f0cjws/v9LF5djyb69S4wIcXynjAq4f38DAQNHnmNhc52iQ6iovL88pcYQwLsdX6rgcX2njVh/f5EBgbxvx/T7L2tY9dkP6u2zZMpw/f972uEWLFnj00UftYsltfLsHio8LP7/SxeXYShuX4yttXI6vtHHlNr5MbIiI3MSd+3169uyJv/3tb/j+++8BAI899hjCw8Pd0hciIiJn4B4bIqJm6Oabb8bq1avxyy+/4J577sFzzz0n2vajjz7CV199VaPaGhERkZwwsSEiasZuueUWrFixAu3btxd8/tKlS3jzzTcxefJkxMXF4bXXXkNZWZmLe3lDtt6IlB0FuGdrPlJ2FCBbL1wem4iImh8mNkREJOqDDz6wzdQUFBTgp59+glqtdktfsvVGDN9+BWvOGLA7txxrzhgwfPsVJjdERASAiQ0REYkoKirC559/bnft8ccfd9uZN6lpemTq7Q/kzNSbkZqmd0t/iIhIXpjYEFGzwqVMdefv749du3Zh8uTJCAwMhL+/P0aNGiXY1mKx4IUXXsCvv/4Ki8UiSX8ulpgFr+dWuc7fLzU1/EwT1R2rohFRs1G5lKnqt/6H8suxMbmVrcwy2YuOjsasWbPw6quv4o8//oBWK3wg5s8//4ylS5di6dKl6NixIyZNmoSUlJRGv3+2vqIk9sUSM3KKhBObvwqNePWEN571N+CZ33T8/VKTwb9ZRPXDGRsiajaUspRJjt/Q+vr6onfv3qLPL1261Pbvp0+fxqFDhxr9ntX31OQUmeElsAouv9SKbfneGPXjVUX8fonqSil/s4jkgjM2RNRs1GUpk7sp8RvaCxcuYNu2bXbXJkyY0Oi4Qjd1JisQ6e8Jg8mK/FL7JW/FJqtgHDn9fonqQwl/s4jkhDM2RNRshPt6Cl4PE7nuDkr8hjY8PBxbtmzBAw88AG9vb8THxyMxMVGwbU5ODsaPH49t27bBaHQ8EyV2Uxfl74nOQXX/Xk5Ov1+i+lDC3ywiOeGMDREpUk6xGQv+V4CLJWaE+3piZoK21hmNmQlaHMovt0scorUVr5ULJX5Dq1Kp0L9/f/Tv3x/5+fm4cOGCaOW0DRs22P5p3bo1XnrpJTz55JOCbRtyU+fnBRSbbjyW2++XqD6U8DeLSE6Y2BCR4mTrjfjn7lJkF99YelSX5VpRWm9sTG6F1DQ9ckvMCKtjQuRKcvuGturm/bokkCEhIQgJCRF8zmq1Yv369bbHly9fhpeX+P+GhG7q/LyAM9eMaKPxRHtfFc6V3PgMRGs9sbB/ID4/aZDt75eoPpTwN4tITmSd2MyaNQtz5syxuxYaGoqTJ0+Kvub48eN48cUXkZaWhpYtW2LcuHF46aWX3HbuAhE5X2qa3i6pAW4s11o8ONjha6O03rW2cSc5fUPr7P0+v//+O7KysmyP1Wo1RowYIdjWaDSipdVgu6nL0puQftWEYpMVhy+bAJjQ3s8Dw9qrUWSyws9cjDmDQxGl9Ub/cE29+0YkV3L/m0UkJ7LfYxMbG4sTJ07Y/tmzZ49o22vXrmHEiBEIDQ3Fzz//jNmzZ+ODDz7AwoULXdhjIpKaEpdr1VXlN7QjYzQYGKbGyBiN2woHOHu/zy233IK1a9di3LhxCAgIQHJyMlq2bCnY9scff0SnTp3w5r8mYWTZIUT61iwOcK7YAn+1B7YMC8FbnY1u+xZbjlXsiIiaI1nP2ACAl5cX2rRpU6e2a9asgcFgwKJFi6DRaBAXF4eTJ0/io48+wjPPPMNZG6ImQm7LtZxNLt/QOjuBVKlUSExMxJAhQzB79mxcvXpVtO3XX3+N0tJSrFu3DuvWrUO7f6QAd/zLaX1xFiVWsSMiaqpkP2OTlZWFrl27okePHnj88cftljFUd+DAAfTt2xcazY1lCHfeeScuXryI7OxsF/SWiFxhZoIWUX72X1RwQ63zSZlA+vj4IDw8XPC5wsLCGuWjOw8cKllfGkOJVeyIiJoqVWFhoXDhfxn44YcfUFRUhNjYWFy+fBnvvPMOMjIysG/fPgQH1/w2c8SIEWjbti0+/PBD27WzZ8+ie/fu+P777x0eLpeRkSHJz0BE0jhvUOHjHC/kl3sgRG3BpEgT2mlk++dMkc4bVHjmeAucK73xHVh7HwsWxpdJOtbp6emYPn06Ll68CKCinPRHX2/Gs+k+Nfryst9f2LF5FZKSkpCQkOCwGIEUJh1tgcPXaiZXtwaa8XH3Mpf2hYioOYiNjRV9TtZL0e666y67x7169cLNN9+MlStX4plnnhF8TfXlZlarVfB6dY4Gqa4yMjKcEqc6nU6HwMDAZh+X4yttXKWNb6hOh697KHd8q1YbC/BWwWoF9CZrnUtXS91fnU6H2MBAfBttdGpFprr0NzY2Fv/4xz+wd+9efP311+jQoQOSesbi2xgjZuzX4WB+OQAVOgZ6Y/6GnTi1di3Wrl2LwKCWeGXGdEycOLHB/atvf0OzLgPXaiYwoVpfxMZGNjhuQ0kRV2l/G5QWl+MrbVyOr7Rx5Ta+sk5sqvP390eXLl1w5swZwedDQ0ORl5dnd+3y5csAIFp+lIjI1YT2ZVQlxz0arp4L8/DwsJ2NU9WfhSbkl1oBWLGj1ALs2mp7Tld4FeXevi7tp9h3ZtzSSUTkeopKbEpLS5GRkYGBAwcKPt+7d2/85z//QWlpKXx8fAAAv/zyC8LDwxEVFeXKrhIRiRLal1FVXUtXSy1bb8Tfv8u3Oytmb24pvr07xGVJV9WZrZyiin9sLp0Gck/deOzhiV+D+uLojpoHt169ehWfffYZhg4divj4eKcVk7lmFE759NWuVz8PaEos0N35X542KfU9Q4mISNbFA2bOnIndu3cjKysLhw4dwtixY1FSUoIxY8YAAN544w3ce++9tvYPPvggNBoNnnrqKaSnp2Pz5s14//338dRTT7EiGhHJhli1sarcXe0LAKbv09klNQBwrsSK6ft0Lnn/ypmtNWcM2J1bbp/UAEBwe+CJD4HeIwDfQKBjIn4r0tjarzljwPDtV5CtN+KHH35AamoqBgwYgB49emD+/PkO37eyfPOUg6Wi5Zuz9caafbqualGD6j/HmjOGigNmWRZalNCYVf4uiYjEyHrG5sKFC3jiiSdw5coVtG7dGr169cIPP/yAyMiKdcu5ubnIzMy0tQ8MDMSGDRswbdo0JCUlISgoCE8//bTofhwiIncQqzZWlburfQHAocvCN5Fi152ttpkteLcA4m+v+MdsAooKUFqteeXsl7lKlbWzZ8+isLBQMKTQMsGjhVdqLA2sbCeU2FSv0Cf0c2QXW2UxKydXjqrNNecx4ywWkWOyTmyWLl3q8PlFixbVuBYfH4+tW7cKtCYikoeZCVocyi8XvWmXT+lqsZ01rtlxU5eZLRtPL7RoGYoyS82nLlwrxbEff7S7NnSocPnotw7pkLl6PhDbG+hwM+ClFryhFku6Iv09ayRBTflAWalwzGrimUlEtZN1YkNE1BRFab2xMbmVrdqY9npVtCKT1SmVx5wlMUSN787WrPiVGKJ2yfuLzWxF+nsiyt8T/l4qqFQV+1n8zMXw8PEX7G8bHxUefOMNbNu2DTt27ICfnx969eolGPv4sSPA94sq/lFrgB53AY/MQpbeZNdO7MY7yt+zxu+uqR8oKwWOWU2cxSKqHRMbIiI3iNJ6y/5mZNZtgThacBnnim9Mg7T388Cs21yz611oZsvPCwjxUdVIADMyCqEOC8SfhfbfaEdrPfF6n1aI0o7H+PHjUVxcjFOnTsHTU/gG+cLhnTcelBsAUzkA4JLBfiqoPjfeQj9HlJ9KJrNy8iQ0ZvKZyXQPzmIR1Y6JDRERCYrSeuPbYa2deo5Nfd9/Yf9ATN6tw9VSM0rMQLEJOHzZhMOXTTWW4VSfCRPqr5+fH3r27Cn6nqY/d9lf6NwXABDqY1+AZmaCFt/N+heKvfwrlq11TER0WCvBG2+hfk2JhSxm5eSqLr/L5oazWES1Y2JDRESi3DmzlK034pnfdKKVx4SW4TS2vz2GP469v0QAf/0G6C8DnSoSm+gA+xvqIEsJDAe+ASwWYPdKwMMDy4+cEL3xrt4vnc41leWUTAmzmq7EWSyi2jGxISJyM1Y6ElZrVTQ4fxnOx8+OxvBOQ5B5zQTkZQLB7QRvHnfv3g2L5cbytLguXdA9Qvgg6MzMTKjVarRr186pfaXmhbNYRLVjYkNE5EasdCSuLlXRnL0Mx+7mMbwLgr0tePO24Bqlnl9fud3udQMGDBCNOWvWLKxevRpRUVHo27cvnn32WbRv396p/abmgbNYRI4xsSEicoPKWZpfL5Qiv9S+fDIrHVWo7bwfqZbhVL151Ol0CBQ4vyaz/1NAWG8gYz/UmQfRNbG/aLw9e/ZUvDY7G9nZ2UhJSRFsZ7VaZX+YNGcXiUjOmNgQEbmY0CxNdax0JF4VrWuQF6IDvN1yU21bHqfRAt2SgG5JKAewJ1SD8QLtc3JycO7cOdtjtVqNbt26obS0tEbbXbt2YeLEiejVqxd69eqFQYMG4ZZbbhHti1CSEeSEn9HR+3F2kYjkjIkNEdF12XojXjtYiivGckm/ja7L3hFWOpLnnoL6ltwtLCxE3759cfjwYZSXl6Nnz55o0aKFYGJz+PBhXLx4EVu2bMGWLVswZswYwYOoAfEkY3k/NbpLVI2b56gQkdwxsSEigmu/ja5t7wgrHd0gtz0F9S2526NHD2zduhUGgwGHDx+GyWQSbAcABw8etHucmJgo2va+cZOR5dEKiOpR8Y9/MDL1ZsxNN2JZ2zr8IA3Ac1SISO6Y2BARwbXfRovdHIf4eOD2ti3cPishJ3Lb09HQkrsajcZhgQEAOH78uN3jW2+9VbBdYWEhsn5ae+OClxqYfRDw9EJetYNEnYnnqBCR3DGxuc5ZZwpIcTaBwWBwekwlxgU4vlLGBZr3+J69ViZ4/dy1Mqf/fZgSCxy4pEJ28Y2iAVF+KqwY0AKRfp6ApQR1fUuljG9D4uYUm/HP3aV247TnogFdAz1QZALaaDwwLc67Yszgms9vEIDl/dSYm25EnsGC0Ot9CKrH70woLgD89NNP+Ouvv5CWloZjx46hffv2gj/Trl3VDhFt0xHwrPjfeStvq91rVq1ahUOHDqFr167o2rUr4uPjERAQUPeOXqfT6fBgOws2ZAKmKrUuvFTAg+0sDRp7OXzG5BAXaN5/e6WOC3B8pYwLuH58AwPF19sysbnO0SDVVV5enlPiCGFcjq/UcZv7+EYEmLHvcs0/pO0DWjj970P3QGDzMKPT9o4oYXwbEnfB/wrskhoAOG8AzttmJSw4WmjFxuRW9YpbX9Xjdg+EU5Z7CfV3wIABtc7spKen219o1xlAxczRyz3UdnF3796NzZs32x7Pnz8fY8eOrVc/Kz+7a/9XYJfUABVJztrzHki+qWFj7+7PmBziNve/vVLH5fhKG1du48vEhogIrj/VW257R+SoLufYVC4XfEmifSVy9PDDDyMqKgq/7NmP7387iOC4HkiI0VRURbOU2LX9448/7B7Hx8cLxrx8+TIeeOABxMfHo1u3bujZsyf697cvYc09NkQkd0xsiIhwowLXa/sLUGD0kEUFruautnNsKlW9sZbbnhwpRERE4KGHHsJDDz1U47mqK0KKioqQmZlpe6xSqdC1a1fBmMePH8eRI0dw5MgRABVFD3bu3GnXhntsiEjumNgQEV0XpfXGgkQfyabVqX6EZtGEVN5Y85wVe2q1GuvXr8cff/yBP/74AzqdDn5+foJtjx07ZvdYaGbH9vtYNA24mAG0iUFQ5E2Y0PdxAM6ffWwOSSoRORcTGyIikqXq59hovVU4eqUc50pubPSoXC5YnnuF56xUo1arkZSUhKSkpFrbVq/I1q1btxptKn8f/V/7A0UXsoALJ1D4O6B54UHBmDqdDqdOnUKnTp2g1dZvSSeTVCJqCCY2REQkW9X3IlV+i1+96EJGLveANMZbb72FUaNG2WZ3brvtNsF2rT3KUXwx2/ZYpVIhNjZWsO3+/fsxatQoAEBYWBhGjBiBWbNm1ak/TFKJqCGY2BARkWI4KrrQ3PaACC3VCmpgrNatW9dpdufEiROwWm/MmEVERMDX11e0baXc3FyH5VtTU1NRUlKCm266CR07dsS5gg4QukVhkkpEjjCxISKiJsHVle3cSWyp1vJ+anSXcItYQkICTp06hRMnTuDkyZMO21Z//qabbhJt+/XXX+PcuXO2x8kfbAfQvka71h5lyMvLQ0hICFQqVf06T0RNHhMbIiJqEqrvyWnKle3ElmrNTTc65YwdR1q3bo3WrVvXKAddXWhoKG666SZkZWXBZDKJJjYlJSV2SY1KpULqsHgc/+ma3X6q9r4qDCjcj06dHoe/vz+io6MxfPhwTJ061Tk/mAKwoAKRY0xsiIhItup7I+eu84FcfcMptp8oz3Z4qfu9+uqrePXVV2E0GpGTk4PQ0FDBdmfOnLF7HBkZCXWLFoBKBaDKiaAqFXKul68uKirCsWPH0KdPH9H3f/3111FWVobo6GhER0ejX79+8Pf3b/TP5S4sqEBUOyY2REQkS0q5kXNHP8X2E4VqPCR5v8bw9vZGx44dRZ9v164dPvvsM5w6dQqnT59Gy5YtkZqmx7li+yTtXLEFmw+esLsWExMjGverr75CXl6e7fHvv/8umNhcvXoVZ8+eRYcOHRAQEFDXH8vlWFCBqHZMbIiISJaUciPnjn6K7SeaFiefhK+uWrZsiQceeMDu2j1b8wXblpit8PPzQ3FxMQDxxKaoqMguqfH09ET79jX37ADAzz//jAkTJgAA1AHBCBk0Av1S/i27ZV6s+kdUOyY2REQkS0q5kXNHP8X2EwVZSiR7T1cSm5Ea9K85+HTQp8jLy8OZM2fQtWtXwXZZWVl2jyMiIuDtLZykZF5f3gYA5dcKcP5aOdacMQjOuj355JMoLi62LW+7//770bJly3r+dA3T3Kr+ETUEExsiIpIlpdzIuaufQvuJdDpJ39JlHFW4U6lUaNOmDdq0aSP6+srlbZmZmcjMzHSYfFRNbAAArSMqrgvMuv3000+4cuWK7fGQIUMEY1+4cAFpaWmIjo5Ghw4d4OfnV+vPXJvmVPWPqKGY2BARkSwp5UZOKf1UksZWuBNa3iamdevW8AnrgNL8c4DZBLSOtD1XddZNr9fbJTXe3t6iy9t2796NJ5980vZ4zJgxWLRoUZ36I6Y5Vf0jaigmNkREJEtKuZFTSj+VxlUV7t544w1cuOM5rDlVBBTmAn43ZmCqzrplZ2fbvS4yMhKensKzctVngVq1aiX6/pMnT7ar3vbUU0+Jzka5q+ofkVIwsSEiItlSyo2cUvpJwmyzbh7tbNeqz7rddNNN+OGHH2zL23x9fUXjVU9soqOjRdueOHECer0ex44dAwC7mZ6qsrKysG3bNnTs2BGxsbGIjIyEh4f8quARuRMTm+t0TlqY7Kw4VRkMBqfHVGJcgOMrZVyA4ytlXIDjK2VcgOMrZdymPrZBAJb3U2NuuhF5BgtCNR6YFueNIEuJbd+S1WpFp06d0KlTJ9vrxMblpptuwsCBA5GdnY3z588jNDRUsG1hYSH0er3tcYsWLeDr6yvY9pdffsH06dNtj5OSkvD555+L/kxyGl93xgWa/ufXnXEB149vYGCg6HNMbK5zNEh1lZeX55Q4QhiX4yt1XI6vtHE5vtLG5fhKF7e5jG33QGBZW+fEnTZtGqZNmwYAMBqNACBYle306dN2jzt06CBa6ODixYt2j7t27SranzfeeAMGgwEJCQmIi4tD586dRavCNYScfm+1aS6fX3fFldv4MrEhIiIikoijhOKWW27B1q1boVKpkJmZKbpnBwDOnDlj9zguLk6wndVqxbJly1BQUGC7dvjwYYeHpBI1FUxsiIiIyOmy9UakpulxscSMcBZUEKRSqdC6dWvExsaiT58+Dtveeeed8PHxwenTp/Hnn3+iW7dugu0uXbpkl9RoNBp06NBBsO22bdswf/58dOvWDXFxcejTp4/o2UBESsDEhoiImi3efEsjW2/E8O1X7EpgCx14SXU3ZswYjBkzBkDFrIyY9PR0u8ddu3YVnQk6fPgw9u7di7179wKoqNA2a9YswbZWqxUqlaohXSdyGSY2RETULCn95lsoKQtyd6euS03T240rIHzgJTWMowSjW7duWLx4MdLS0nD69GnRJWsAcPz4cbvH8fHxgu2sVivi4+PRunVrdOrUCT179kRKSgp8fHwa9gMQSYSJDRERNUtKvvkWS8qW91OjuzT7eOvlYolZ8HquyHVyntDQUIwcORJ/+9vfat18XdfEJjc3FxcuXMCFCxdw9OhRfPfdd3jqqacE2xYWFkKtVjssh00kFSY2RETULCn55lssKZubbqy1spcrhPsKL30KE7lOdePspZObNm3C8ePHcfz4caSnp6Nz586C7aovb+vSpYvo8raFCxdi3rx5iImJQVxcHMaNG4c77rijwX0kqg8mNkRE1Cwp+eZbLCnLM1hc3BNhtgMvqyRf1Q+8pPqRYulkhw4d0KFDB/z973932O7UqVN2j8VmdoCKJMhiseDUqVM4deoUkpOTBdtZrVbs3bsXXbt2FS1xTVRfTGyIiKhZUvLNt1hSFqqRx0n0UVpvbExuhdQ0PXJLzAiTsDBD9VmMKbGQxXI8Z3Pn0smJEyfi/vvvR3p6Og4dOoSEhATRtnVd3nbp0iXcfffdAIC2bduiZ8+e+Oqrr5zXaWqWmNgQEVGz5Mqbb2cTS8qmxcmn71Fab8lvuIVmMQ5cUmHzMKMifo/14e6lkyEhIRg8eDBuvvlm0b075eXldkvUPDw8RJe3VU2ALly4gJCQENH3/u2331BUVIT4+Hi0a9eO1dlIFBMbIiJqtlxx8y0FsaQsyFLi7q65lNAsRnaxVREFIOpLCUsn1Wo10tLSoNfr8ddffyE7OxsajUawrdC+HTELFy7E1q1bAVScRv/pp5+KLnGj5o2JDRERkQIJJWU6nZs64ybunsVwJSUtndRqtUhMTERiYqJoG39/f8THx+PkyZMwGo2tjqBKAAAf+klEQVQOE5uqSZBOp0ObNm0E212+fBkff/wxunfvjn79+jmcBaKmiYkNERERKZISZjGcRclLJ4WMHz8e48ePR3l5OTIyMqBWqwXb6fV6ZGdn2x47Wt525MgRzJ071/Z44MCBmDdvnnM7TrLGxIaIiIgUSWgWI8pPJctZDGdQ6tJJR9RqNeLj46ETmW4sLS3F+PHjbSWp27ZtK7q8rXrhgtDQUNH3LS0t5QGjTRATGyIiIlIkoVmMKbFQ7CwG1RQSEoL33nsPAGCxWHD16lXRttUTm/79+4u2HTZsGIqLizFgwAAMGDAAycnJ8PPzq1OfsvVGvHawFFeM5U45T4ich4kNERERKVb1WQyxb/5J+Tw8PNCqVSvR50eMGIHg4GDs378f//vf/zBgwADBdjqdDkeOHIHFYsHJkyexdOlSZGRk1CmxkeI8IXIeJjZEREREpHhDhw7F0KFDAVQkLwEBATUOFwWAffv2wWK5cZhtly5dRAsNHDhwADk5Oejfvz/Cw8Pdep4Q1Y6JzXXO+oZHim+KDAaD02MqMS7A8ZUyLsDxlTIuwPGVMi7A8ZUyLseWn10lxr127RqAmuN7/PhxeHp6wmyuSFASExNFfweLFy/GmjVrAAAxMTHwuvcFICqpRrtz18qc8ntU0vhWcvXnV+wcJYCJjY2jQaqrvLw8p8QRwrgcX6njcnyljcvxlTYux1e6uBxbaeNyfKWNKzS+L7zwAp544gns378fv/32G5KSkkTf+8CBA7Z/P3PmDAa3CsJJgXbtA1o4rf9yG99svRGpaXpcLDHX2FMkt88vExsiIiIialYCAgJw11134a677hJtk5OTY1dqWq1WY87ogRiz01DjPKEnwq7h8cenYejQobjrrrvQsmVLSfvvKkrbU+Th7g4QEREREcmNl5cXnn/+eSQmJsLT0xO33noruoQGYmNyK9wX4YWBYWqMjNFgY3IrHNv1I9avX48nn3wSN910E15++WV3d98pHO0pkiPO2BARERERVdO2bVu8/vrrAICioiLk5+cDqKjEtyDRx26p1LZt22z/bjabER4e7trOSuRiiVnweq7IdXfjjA0RERERkQP+/v6Ijo4WfE6v12Pnzp1214YNGybY1mQy4dlnn8WGDRsUUZo83NdT8HqYyHV3Y2JDRERERNRAfn5++Oabb/DCCy8gLi4O0dHR6NSpk2Dbffv24YsvvsD48ePRsWNHPP744y7ubf3MTNAiWmufxERrKwoIyBGXohERERERNZCHhwd69+6N3r1747XXXoNOp4NKpRJsu3XrVtu/m0wmqNVqV3WzQaK03tiY3AqpaXrklpgRVq0qmtwwsSEiIiIichJHZYqr7sUBxJesAcC7776Lvn37om/fvqKJkitEab0Vc/gol6IREREREUnMarXigw8+wLPPPovY2Fh4e3sjKanmYZ9AxfkwqampuPvuu9GrVy+8++67KC0tdXGPlYeJDREREREpXrbeiJQdBbhnaz5SdhQgW290d5fsqFQq9OvXD2+99RYOHjyII0eOICAgQLDt9u3bYbVaAQCnT5/GsmXLZL9sTQ64FI2IiIiIFE3sIMn3OqkQK8F7vXawFFeM5QhvxJ6Ttm3bij5Xfcnaww8/DA8PzkfUhokNERERESma2EGSH+d44fYeznsfsQRqY3Irp26of+KJJ+Dl5YWtW7eivLwcY8aMEWxntVoxbtw49OrVC6NHj0ZoaKjT+qBETP2IiIiISNHEDpLML3fura5YApWapnfq+yQlJWHZsmX466+/sGzZMkRFRQm2+/3337Fp0ya8+uqriIuLw6OPPgqLxeLUviiJrBObefPmISkpCREREejYsSNGjx6N9PR0h6/Jzs5GUFBQjX9+/PFHF/WaiIiIiFxJ7CDJELVzb/LFEqhckeuNFRwcjPvuu0/0+S+//NL27yaTCeXl5c16yZqsl6Lt3r0bEyZMQEJCAqxWK/7f//t/GD58OPbv34+WLVs6fO26devQrVs32+Pa2hMRERGRMs1M0OJQfrndbEq01hOTIg1OfR+xBCpM5LqUTCYTNm7caHftkUceEW1fWloKHx8fqbvlVrJObNavX2/3+JNPPkFkZCT27dvnsO43UJHhtmnTRsruEREREZEMiB0kWZ7r3CViYgnUzAStU9+nLry8vLBnzx6sWrUKX375JS5fvoyhQ4cKti0qKsLNN9+M22+/HY888giSkpLg6en6ZExqsk5sqisqKoLFYkFQUFCtbR999FGUlpaiY8eOeOqppxxO4xERERGRsgkdJJmR6/z32JjcCq/tL0CB0cOWQDmzcEB9tGnTBlOmTMGzzz6LCxcuiJaE/uabb3D16lVs2LABGzZsQGJiIn744QcX91Z6qsLCQqu7O1FX48aNw+nTp/Hrr7+KZplXrlzBypUr0adPH3h5eeG7777Du+++i0WLFmH06NGisTMyMqTqNhERERGR2zzxxBM4cuSI7fHjjz+OyZMnu7FHDRcbK17AWzGJzSuvvIL169dj27Zt6NChQ71eO3XqVOzduxd79uyRpnPXZWRkOBzshtLpdAgMDGz2cTm+0sbl+Eobl+MrbVyOr3RxObbSxuX4ShuX4wvo9XoMGDAA2dnZtmtpaWmIiYkRbH/o0CEkJCTUqQiB3MZXEWUTZsyYgXXr1mHz5s31TmoA4NZbb8WZM2ec3zEiIiIiIhnTarXYsWMHvv32Wzz88MMYMmSIaFJz9OhRDBkyBLfccgvmzJljlwwpgez32Lz88stYv349vvnmG3Tq1KlBMY4dO8ZCAkRERETULKlUKvTv3x/9+/eH1Sq+WKuyfHR2djZmzZqFgwcPYu3ata7qZqPJOrGZNm0aVq1ahRUrViAoKAiXLl0CAPj5+cHf3x8A8MYbb+Dw4cPYvHkzAGDlypXw9vZGjx494OHhgW3btmHJkiX4z3/+464fg4iIiIhIFlQqleD18vJyrFmzxu6ao/LRciTrxGbJkiUAUKOi2csvv4wZM2YAAHJzc5GZmWn3/Ny5c3H27Fl4enqiY8eOWLhwocPCAURERESkbNl6I1LT9LhYYka4r3tKMCuZTqfDHXfcgS1btqCsrAxBQUG1Hq8iN7JObAoLC2tts2jRIrvHDz/8MB5++GGpukREREREMpOtN2L49it258scyi/He51UcP7W9qYpJCQES5YsQWFhIdatW6fIAz1lndgQEREREdUmNU1vl9QAQKbejI9zvHB7Dzd1SqGCgoIwYcIEd3ejQRRRFY2IiIiISMzFErPg9fxy3uo2J5yxISIiIiJFC/cVPrg9RG1xcU8aT2ivUJTW293dUgQmNkRERESkaDMTtDiUX263HC1a64lJkQY39qr+corNeGxPzb1CG5NbMbmpA87PEREREZGiRWm9sTG5FUbGaDAwTI2RMRpsTG6FdhrxM1vkaG66UXCvUGqa3k09UhbO2BARERGR4kVpvbF4cLDdtYxcN3WmgS4ZhJfO5YrsISJ7nLEhIiIiIpKBNhrhW/MwkT1EZI+JDRERERGRDEyL80a01j6JidbysNG64lI0IiIiIiIZiPTzxMbkVkhN0yO3xIwwVkWrFyY2REREREQyIbRXiOqGS9GIiIiIiEjxOGNznU6nk1WcqgwGaWqwKy0uwPGVMi7A8ZUyLsDxlTIuwPGVMi7Hlp9dpcYFOL5SxgVcP76BgYGizzGxuc7RINVVXl6eU+IIYVyOr9RxOb7SxuX4ShuX4ytdXI6ttHE5vtLG5fhKG1du48ulaEREREREpHhMbIiIiIiISPGY2BARERERkeIxsSEiIiIiIsVjYkNERERERIrHxIaIiIiIiBSPiQ0RERERESkeExsiIiIiIlI8JjZERERERKR4TGyIiIiIiEjxmNgQEREREZHiMbEhIiIiIiLFY2JDRERERESKx8SGiIiIiIgUj4kNEREREREpHhMbIiIiIiJSPC93d0AudDqdrOJUZTAYnB5TiXEBjq+UcQGOr5RxAY6vlHEBjq+UcTm2/OwqNS7A8ZUyLuD68Q0MDBR9TlVYWGh1em+IiIiIiIhciEvRiIiIiIhI8ZjYEBERERGR4jGxISIiIiIixWNiQ0REREREisfEhoiIiIiIFI+JjRMsWbIEPXr0QJs2bTB48GDs2bPH3V1qEubNm4ekpCRERESgY8eOGD16NNLT093drSbr3XffRVBQEF588UV3d6XJyM3NxaRJk9CxY0e0adMGt912G3bv3u3ubjUJZrMZqamptr+9PXr0QGpqKkwmk7u7pki//fYbHnroIXTt2hVBQUH48ssv7Z63Wq2YNWsWunTpgrCwMPz973/Hn3/+6abeKo+j8TUajXj99dfRr18/tG3bFp07d8YTTzyBs2fPurHHylLb57eq5557DkFBQfjggw9c2ENlq8v4njp1Cv/85z8RGRmJ8PBwDBo0CCdOnHB5X5nYNNL69esxffp0TJ06FTt37kTv3r0xcuRI/kFygt27d2PChAnYvn07Nm/eDC8vLwwfPhxXr151d9eanIMHD2LZsmWIj493d1eajMLCQiQnJ8NqtWL16tXYv38/3n77bYSEhLi7a03C+++/jyVLlmDOnDk4cOAAZs+ejcWLF2PevHnu7poiFRcXIy4uDrNnz4ZGo6nx/Pz58/Hhhx9izpw5+PnnnxESEoIRI0ZAr9e7obfK42h8S0pKcOTIEUybNg07duzAypUrcf78eTz44INM1Ouots9vpU2bNiEtLQ3h4eEu7J3y1Ta+WVlZSE5ORlRUFDZv3oy9e/di5syZ8PPzc3lfeY5NI915552Ij4/HggULbNcSEhJw33334fXXX3djz5qeoqIiREZG4ssvv8SwYcPc3Z0mQ6fTYfDgwZg/fz7efvttxMXF4Z133nF3txTvzTffxG+//Ybt27e7uytN0ujRo9GyZUt8/PHHtmuTJk3C1atXsWrVKjf2TPnatWuHt99+G4888giAitmaLl26ICUlBdOmTQNQcXhebGws3nrrLYwfP96d3VWc6uMr5K+//n979x4UVf3/cfyJi5pksogCpigJKmjekJAvmJpXyBQMC3UkIBFHMTVyBA0lmRRmRJTUMXNLNC+ZiTccpcbBQPLSjXRKR/GC4IQXlE00L+vu7w+H/bnuiqToabf3Y4Y/9nMunxdHZw7v8/mczx4nICCAoqIieeD0Dz3s+p47d46hQ4eybds2Ro0aRVxcHO+9955CKa2XpesbGxuLnZ0dq1atUjDZPTJi8wRu375NcXExAwYMMGkfMGAAhw4dUiiV7aqurkav16NWq5WOYlOmT59OaGgo/fr1UzqKTdm1axe9evUiJiYGLy8v+vTpw2effYbBIM+S6kNAQAD79+/nxIkTwL0/BAsLCxk8eLDCyWxPaWkpFy5cMLnXNWnShMDAQLnXPSU1I2Fyv6sfOp2O2NhYZsyYQadOnZSOY1P0ej179uyhU6dOhIeH4+npyWuvvUZOTo4ieewV6dVGVFZWcvfuXbOpJS1btuTixYsKpbJdSUlJdO3aFX9/f6Wj2Iw1a9Zw+vRpVq5cqXQUm3P27Fk+//xzJk+ezPTp0zl69CiJiYkAxMXFKZzO+k2fPp3q6mp69+6NSqVCp9MxY8YMYmNjlY5mcy5cuABg8V73559/KhHJpt2+fZvk5GSCg4Np3bq10nFsQlpaGk5OTowfP17pKDbn0qVLVFdXk5mZyezZs0lJSaGgoIAJEybg4OBAcHDwM80jhU09sLOzM/lsMBjM2sSTmT17NgcPHmTPnj2oVCql49iEkydPkpqayu7du2nUqJHScWyOXq+nZ8+eximp3bt35/Tp02g0Gils6kFOTg5fffUVGo0Gb29vjh49SlJSEm3btuWdd95ROp5Nknvd06fT6YiLi0Or1bJx40al49iE/fv3s2HDBgoLC5WOYpP0ej0Ar7/+OlOmTAGgW7duFBcXo9FonnlhI1PRnoCzszMqlcpsdOby5cvygnA9mjVrFlu2bGHHjh14eHgoHcdmHD58mMrKSv73v//h7OyMs7MzRUVFaDQanJ2duXXrltIRrZqrq6vZlIeOHTtSXl6uUCLbMnfuXKZMmUJ4eDhdunRh9OjRxMfHs3jxYqWj2RxXV1cAudc9ZTqdjvHjx/P777+zfft2mjdvrnQkm1BYWEhFRQWdOnUy3uvKyspISUmhc+fOSsezes7Oztjb2/9r7ncyYvMEGjVqRI8ePcjPzycsLMzYnp+fz4gRIxRMZjsSExPJyckhNzeXjh07Kh3HpgwbNoyePXuatMXHx+Pp6UlCQoKM4jyhgIAASkpKTNpKSkpwd3dXKJFtuXHjhtnorUqlMj49FPWnXbt2uLq6kp+fj6+vLwA3b97kwIEDpKamKpzONty5c4d3332XY8eOkZubaywmxZOLjY0lNDTUpC08PJzw8HCioqIUSmU7GjVqhK+vLydPnjRpV+p+J4XNE4qPj2fixIn06tWL3r1788UXX1BRUSGrxNSDGTNmsGnTJtatW4darTbO837++edp2rSpwumsn1qtNnsx1cHBAScnJ3mKVQ8mT57MkCFDyMjI4M033+TIkSN89tlnzJkzR+loNiE4OJglS5bQrl07vL29OXLkCMuXL2f06NFKR7NK1dXVnD59Grg3taS8vJwjR47g5OSEu7s7kyZNYtGiRXTo0AEvLy8yMjJ4/vnnGTVqlMLJrUNt17dVq1ZERUXx66+/snHjRuzs7Iz3u2bNmtW6fLG451H/fx8cWbS3t8fV1ZUOHTooEdfqPOr6Tp06lZiYGAIDA+nbty+FhYXk5OTU+n1CT4ss91wPNBoNWVlZXLhwAR8fHxYsWEBQUJDSsazew1aDSUxMZNasWc84zX/DsGHDZLnnepSXl0dqaiolJSW0adOGCRMmMHHiRHkvoR5cu3aN+fPnk5uby+XLl3F1dSU8PJyZM2fy3HPPKR3P6hQWFjJ8+HCz9jFjxrBixQoMBgPp6elkZ2dTVVVFr169yMjIkIcgdVTb9U1KSqJ79+4Wj1u+fHmty0KLex71//dBXbt2leWe/4G6XN/169eTmZnJ+fPnad++PQkJCYo8+JDCRgghhBBCCGH1ZPEAIYQQQgghhNWTwkYIIYQQQghh9aSwEUIIIYQQQlg9KWyEEEIIIYQQVk8KGyGEEEIIIYTVk8JGCCGEEEIIYfWksBFCCPFUqdVq0tLS6v28SUlJDBkypN7Pa8327NlDmzZtuHz5stJRhBDimZPCRgghbNDVq1eZP38+r776Ku7u7ri4uPDyyy8TFRXFzp07MRis+yvMysvLWb16NTNmzFA6iiIWLlxIbm6uWfvQoUNp27YtmZmZCqQSQghlSWEjhBA25rfffiMgIICsrCx8fHyYM2cOixYtYty4cZSXlxMZGcnnn3+udMwnsnLlSlxcXBg8eLDSURSRkZHBrl27zNrt7OyIjo4mOzubv/76S4FkQgihHHulAwghhKg/Wq2WsWPHYjAY2LdvH507dzbZnpSUREFBAVqtttbz3LhxAwcHh6cZ9bHpdDo2bdrEmDFjsLOze+b93717l7t379KoUaNn3nddhIaGkpSUxLZt23jnnXeUjiOEEM+MjNgIIYQNyc7O5vz588yfP9+sqKnRt29fhg8fbvy8fv161Go1BQUFJCUl0bFjR1588UXg3pS25ORkAgMDadOmDa1bt+aNN97g4MGDZuf966+/mDZtGh4eHri7uxMZGUlFRYXFDBUVFUybNg1vb29cXFzw9fUlKyurTlPkDh06xMWLF+nfv79Je2lpKWq1msWLF7Ny5Uq6deuGm5sbgwYN4qeffnqsDPefU6PR4Ovri4uLC4cOHQLAYDCwatUq+vTpg5ubG+3btycsLIwffvjBpK8tW7YwcOBAWrVqRdu2bYmIiOD48eMm+0yaNAlXV1cuXrxITEwM7u7utGvXjmnTpnHz5k3jfmq1mlu3brFx40bUajVqtZphw4YZt7u6uuLj42NxqpoQQtgyGbERQggbsnv3bpo0aUJoaOg/PjYxMRFHR0cSEhKM05jOnj3L9u3bCQ0NpX379mi1WtauXUtoaCj5+fnG4slgMDBu3DgKCwuJjIyka9eu7Nu3j7feesusn0uXLjFo0CB0Oh1RUVG4ublx4MABUlJS+PPPP0lPT681Z01R1aNHD4vbN2/ejFarZfz48ej1ejQaDWFhYezbtw8vL6/HyvD1119TXV1NdHQ0TZs2xc3NDYBp06axdu1a+vfvbxwpO3z4MAcOHCAwMBCAJUuW8NFHHzF8+HBGjx7N9evX0Wg0DB06lO+//x4PDw9jP3q9npEjR9KlSxfmzZvHTz/9xJo1a3B2dmbu3LnAvWl4U6ZMwc/Pj+joaABcXFxM8vr6+rJjxw4MBoMio1pCCKEEKWyEEMKGHD9+HE9PT7NpUtevXzd56m9vb4+jo6PJPg4ODuTm5mJv//+3hs6dO1NcXIxKpTK2RUdH88orr/Dpp5/yySefAPdW4yooKGD27NnMnDkTgAkTJjBhwgSOHj1q0s/HH3/MrVu3KCoqMv5BHhMTg5ubG8uWLWPSpEm0a9fuob/jiRMnaNasGU5OTha3l5SU8OOPPxrPERYWRkBAAOnp6Wg0msfKcO7cOX7++WdjQQNQWFjI2rVriYqKIisry9geHx9vHPUpKyvj448/JjExkVmzZhn3GT16NP7+/mRkZLBs2TJj+507dwgJCSE5ORmAd999l6qqKtasWWMsbCIiIpg6dSoeHh5ERERYvAYeHh5otVoqKipo1arVQ6+lEELYEpmKJoQQNuTatWu88MILZu0fffQRnp6exp+xY8ea7RMVFWVS1AA0btzYWNTcvHmTK1euoNfr6dWrF8XFxcb98vLyaNCgARMnTjQ5ftKkSSafDQYD27dvZ+jQoahUKiorK40/AwcORK/XU1RUVOvveOXKFdRq9UO3h4SEmBQlXl5eDBw4kO++++6xMwwbNsykqAHYsWMHgLEIuV/NKMnOnTvR6XSEh4eb9NOwYUP8/PwoKCgwO3b8+PEmn4OCgqisrOTatWu1XRYTNUVfZWVlnY8RQghrJyM2QghhQ1544QWLfwDHxcUZ38OYMmWKxWPvnxJVQ6/Xk5WVRXZ2NqWlpSbb7i8eysrKcHFxMRsFqpn6VePy5ctUVVWxbt061q1bZzFHXb6DpbZ3cTw9PS225eXlodVquX379j/OYOnanDlzhpYtW9KyZcuHZjl16hQA/v7+Frc/uEBDw4YNzUZYaoq4q1evWixaLam5PjINTQjxXyKFjRBC2BBvb2+Ki4u5ffu2yXS0Dh060KFDBwCaNGli8VhL7UuWLCE1NZUxY8aQnJxM8+bNUalUZGZmcubMGeN+dX2XQ6/XAzBq1CjGjRtncZ/27dvXeo7mzZvXuqqbpRz3F0KPk8HStanL71zT1zfffGM2GgbQoEGDWj8/2F9dVVVVAeDs7FznY4QQwtpJYSOEEDYkJCSEgwcPsm3bNt5+++0nPl9OTg59+vRhxYoVJu1paWkmn9u2bcu+ffvQarUmozYlJSUm+7Vo0YJmzZqh0+nMVjWrq06dOrFp0yauXLlC8+bNzbY/2CfA6dOncXR0xNHRkaZNmz5xBrhX/Ozdu5dLly49dNTmpZdeAqBNmzZ4e3s/dl8PelRBdebMGRwdHXF1da23PoUQ4t9O3rERQggbEh0dTevWrfnwww85duyYxX3+yZN/lUpltv+hQ4c4fPiwSduQIUPQ6/WsXLnSpP3BgkilUjFixAhyc3NN3tGpodVquXPnTq2ZevfuDWDxeLi3kMH90+ZKSkrYu3cvgwYNqrcMACNGjABgwYIFZttqrtmIESOwt7cnLS3NOHpzv7pMu7PEwcHBOCpjyS+//IK/v79MRRNC/KfIiI0QQtgQR0dH1q9fT0REBP369SMsLAw/Pz+aNGlCRUUFeXl5lJSU4OfnV6fzhYSEkJ6ezsSJEwkMDOTUqVNkZ2fj7e1NdXW1yX5BQUGkpaVRXl5Ot27dyM/PN3svB+4tZFBUVERwcDCRkZF07tyZa9eu8ccff7Bz505++eWXWkca/P39admyJfn5+QwYMMBsu6enJ6+//jqxsbHo9XpWrVpF48aNSUxMrLcMAK+++ipjx45l9erVnD17liFDhgDw448/0qVLFz744AM8PDyYN28eH374IYMGDWL48OE4OTlRVlbGt99+i5+fH4sXL37kv8ODevbsyffff8/SpUt58cUXadGiBf369QPufT/P8ePHiYuL+8fnFUIIayaFjRBC2JgePXrwww8/sGLFCnbv3s2uXbu4c+cOLi4u+Pn5kZCQQEhISJ3OlZCQwN9//83mzZvZvn07Pj4+fPHFF2zZsoX9+/cb97Ozs2PDhg0kJyezbds2tm7dSr9+/di8eTM+Pj4m52zRogV79+5l4cKF7Nq1i+zsbBwdHfHy8iIpKemhyzjXaNiwIREREWzdupXU1FSzUYm33noLBwcHli9fzoULF3j55ZdZsGABHTt2rLcMNZYtW0aXLl348ssvSUlJoWnTpnTv3p2goCDjPvHx8Xh5ebF06VIyMzPR6XS0atWKgIAAIiMj69TPg9LT00lISCA9PZ3r168TFBRkLGx27NhB48aNGTly5GOdWwghrJVdVVVV3eckCCGEEP8CZWVl+Pn5sWbNGoKDgwEoLS2le/fupKSk8P777yucUBkGg4GgoCD69u37yC86FUIIWyPv2AghhLA67u7uxMTEkJmZqXSUf5W8vDxKS0v54IMPlI4ihBDPnExFE0IIYZVkRMJccHAw58+fVzqGEEIoQkZshBBCCCGEEFZP3rERQgghhBBCWD0ZsRFCCCGEEEJYPSlshBBCCCGEEFZPChshhBBCCCGE1ZPCRgghhBBCCGH1pLARQgghhBBCWD0pbIQQQgghhBBW7/8AiIJ1+jI+bRcAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -413,7 +416,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "My guess is confirmed: the leftmost red diamond indicates 6 mph at 6% grade, and we can see that my speed curve (dotted black line) is above that point (looks like about 6.3 mph at 6%), but I can't reach 7 mph at 7% (at least not *regularly,* according to the curve; the one outlier point at 7.5 mph at 7% doesn't count.). " + "My guess is confirmed: the leftmost red diamond indicates 6 mph at 6% grade, and we can see that my speed curve (dotted black line) is above that point (looks like about 6.2 mph at 6%), but I can't reach 7 mph at 7% (at least not *regularly,* according to the curve; the one outlier point at 7.5 mph at 7% doesn't count.). " ] } ], @@ -433,7 +436,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.0" + "version": "3.7.2" } }, "nbformat": 4, diff --git a/ipynb/Electoral Votes.ipynb b/ipynb/Electoral Votes.ipynb index e59f30d..00fc6b3 100644 --- a/ipynb/Electoral Votes.ipynb +++ b/ipynb/Electoral Votes.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "
Peter Norvig
2 June 2019
\n", + "
Peter Norvig
3 July 2019
\n", "\n", "# Tracking Trump: Electoral Votes Edition\n", "\n", @@ -22,8 +22,7 @@ "\n", "# TL;DR for policy wonks\n", "\n", - "As of 2 July 2019, Trump would expect **167 electoral votes** under these assumptions (recall that you need **270** to win). If you ran states in order of his approval, the key turning-point state is Pennsylvania; he'd need to win that and every state in which he is more popular. He currently is **9% behind in Pennsylvania**. \n", - "He's been below 270 every month for the last two years, and that remains true even if you factor in an across-the-board 3% swing in his favor (which was the swing above polls that he experienced in 2016).\n", + "As of 2 July 2019, Trump would expect **167 electoral votes** under these assumptions (you need **270** to win). If you list states in order of his approval, the key turning-point state is Pennsylvania; he'd need to win that and every state in which he is more popular. He currently is **9% behind in Pennsylvania**. \n", "\n", "\n", "# The details for data science nerds\n", @@ -37,7 +36,7 @@ "\n", "- **Movement**: What's the most a state's net approval could be expected to move, due to random fluctuations (that is, assuming there is no big event that changes people's minds)? I define the maximum expected **movement** of a state as 1/5 of the undecided voters (i.e. assume the undecided voters broke 60/40 one way or the other) plus 2 standard deviations in the net approval over the last 12 months. \n", "\n", - "- **Swing state**: I define a swing state as one whose maximum expected movement is greater than the absolute value of the net approval. There are 16 such states now; if Trump won them all, he would still lose the elction. Some states that are traditionally considered swing states are out of reach for Trump under my model: he currently trails in Pennsylvania by 9%, in Wisconsin by %14, and in Michigan by %15. My model says these states can be expected to move by no more than 5%. Some traditionally solid Republican states are swing states in my model, such as Texas, which has Trump at +4%, but has 4% undecided voters.\n", + "- **Swing state**: I define a swing state as one whose maximum expected movement is greater than the absolute value of the net approval. There are 16 such states now; if Trump won them all, he would still lose the election. Some states that are traditionally considered swing states are out of reach for Trump under my model: he currently trails in Pennsylvania by 9%, in Wisconsin by %14, and in Michigan by %15. My model says these states can be expected to move by no more than 5%. Some traditionally solid Republican states are swing states in my model, such as Texas, which has Trump at +4%, but has 4% undecided voters.\n", "\n", "- **Margin**: Suppose a future event swings voters in one direction or another uniformly, across the board in all states. How much of a swing would be necessary to change the election outcome? We call that the **margin**. Today **Trump's margin is 7%:** if he got 7% more votes in all states he would be over 270 electoral votes. (This could come, for example, by convincing the 3% of undecided voters to break for him at a 2% to 1% ratio, and then convincing 3% of disapproving voters to switch to approving.)\n", "\n", @@ -58,7 +57,7 @@ "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", - "100 116k 0 116k 0 0 15866 0 --:--:-- 0:00:07 --:--:-- 31316\n" + "100 116k 0 116k 0 0 286k 0 --:--:-- --:--:-- --:--:-- 286k\n" ] } ], @@ -130,7 +129,7 @@ " '1-Jun-18': -11, '1-Jul-18': -10, '1-Aug-18': -12, '1-Sep-18': -14,\n", " '1-Oct-18': -11, '1-Nov-18': -11, '1-Dec-18': -10, '1-Jan-19': -12,\n", " '1-Feb-19': -16, '1-Mar-19': -11, '1-Apr-19': -11, '1-May-19': -12,\n", - " '1-Jun-19': -12}" + " '1-Jun-19': -12, '1-Jul-19': -11}" ] }, { @@ -215,11 +214,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "9" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# What across-the-board increase in percentage approval would he need to win?\n", + "# What across-the-board increase in approval would he need to win?\n", "margin(states)" ] }, @@ -261,7 +271,7 @@ "source": [ "We see that:\n", "- Trump is currently leading in states with only **167** electoral votes; \n", - "- The margin is **9%** (if he got 9% more popular in every state, his expected total would be over 270).\n", + "- The margin is **9%** (if he got 9% more popular in key states, his expected total would be over 277.5).\n", "- Swings from 0 to 10% produce electoral vote totals from 167 to 292." ] }, @@ -271,7 +281,7 @@ "source": [ "# Electoral votes by month\n", "\n", - "The following plot shows, for each month in office, the expected number of electoral votes (based on net approval) with error bars indicating a 3% swing in either direction (Why 3%? That was the [average error](https://fivethirtyeight.com/features/the-polls-are-all-right/) in national presidential polls in 2016: Clinton was predicted by polls to win the popular vote by 6% but actually only won by 3%.) Trump hasn't been above 270 since 4 months into his term, and even with the 3% swing, since 6 months in." + "The following plot shows, for each month in office, the expected number of electoral votes with error bars indicating a 3% swing in either direction (Why 3%? That was the [average error](https://fivethirtyeight.com/features/the-polls-are-all-right/) in national presidential polls in 2016: Clinton was predicted by polls to win the popular vote by 6% but actually only won by 3%.) Trump hasn't been above 270 since 4 months into his term, and even with the 3% swing, since 6 months in." ] }, { @@ -436,7 +446,9 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { diff --git a/ipynb/bikerides25.tsv b/ipynb/bikerides25.tsv index 45bbf5d..9917f18 100644 --- a/ipynb/bikerides25.tsv +++ b/ipynb/bikerides25.tsv @@ -204,7 +204,7 @@ Ride Sun, 12/6/2015 Canada Rd 2:15:05 34.67 mi 1,237 ft Ride Wed, 9/13/2017 Healdburg / Jimtown 2:08:03 34.45 mi 912 ft Ride Thu, 10/2/2014 10/02/2014 Mountain View, California 3:08:06 34.28 mi 2,864 ft Ride Sat, 2/1/2014 OLH to Page Mill 3:07:43 34.26 mi 3,099 ft -Ride Sat, 10/21/2017 Pescadero 2:47:08 34.25 mi 2,556 ft +Ride Sat, 10/21/2017 Pescadero 5:20:08 67.05 mi 4,938 ft Ride Sat, 7/30/2016 Morning Ride 2:50:15 34.19 mi 2,799 ft Ride Mon, 7/10/2017 Morning Ride 2:38:59 34.18 mi 984 ft Ride Thu, 7/31/2014 Work commute 2:36:53 34.15 mi 564 ft @@ -227,7 +227,6 @@ Ride Sun, 5/12/2019 Peninsula Bike Trail to Bay Trail 2:29:05 33.00 mi 846 ft Ride Sun, 8/20/2017 Lunch Ride 2:23:02 32.96 mi 1,407 ft Ride Sun, 3/6/2016 Lunch Ride 2:57:54 32.86 mi 2,566 ft Ride Sun, 3/5/2017 Lunch Ride 2:57:09 32.82 mi 1,713 ft -Ride Sat, 10/21/2017 Back from Pescadero 2:36:50 32.80 mi 2,382 ft Ride Sat, 12/16/2017 Morning Ride 2:48:58 32.72 mi 2,320 ft Ride Tue, 8/23/2016 Morning Ride 2:32:15 32.61 mi 354 ft Ride Fri, 12/9/2016 Morning Ride 3:04:52 32.55 mi 2,365 ft @@ -435,4 +434,7 @@ Ride Sun, 1/19/2014 01/19/2014 Palo Alto, CA 1:36:55 25.01 mi 1,201 ft Ride Mon, 9/5/2016 Afternoon Ride 1:42:56 25.00 mi 902 ft Ride Sat, 11/8/2014 Atherton - Woodside 1:40:51 25.00 mi 972 ft Ride Sun, 12/10/2017 Exercise Bike 1:30:00 25.00 mi 0 ft -Ride Sun, 6/2/2019 The Sequoia 6:40:43 77.51 mi 6,467 ft \ No newline at end of file +Ride Sun, 6/2/2019 The Sequoia 6:40:43 77.51 mi 6,467 ft +Ride Sat, 6/8/2019 Morning Ride 2:53:08 34.42 mi 1,824 ft +Ride Sat, 6/15/2019 Morning Ride 2:29:38 29.98 mi 1,785 ft +Ride Fri, 7/5/2019 Morning Ride 4:30:55 64.05 mi 1,965 ft \ No newline at end of file