diff --git a/anno3/apprendimento_automatico/esercizi/marco/classification_iris_knn_aa_19_20-checkpoint.ipynb b/anno3/apprendimento_automatico/esercizi/marco/classification_iris_knn_aa_19_20-checkpoint.ipynb index 1a7c7c2..8ec9ae8 100644 --- a/anno3/apprendimento_automatico/esercizi/marco/classification_iris_knn_aa_19_20-checkpoint.ipynb +++ b/anno3/apprendimento_automatico/esercizi/marco/classification_iris_knn_aa_19_20-checkpoint.ipynb @@ -432,7 +432,7 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { @@ -627,11 +627,14 @@ }, { "data": { + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1068,7 +1071,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1519,7 +1522,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1604,7 +1607,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEHCAYAAACjh0HiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3gUVffHv3dLtiWhhpYAAQEpgrTQUZqKgCCgICiCBV+xvKKv4g+wIIJgQxQUBSwgoCIoTWw0pUPoTYqU0EILJKRuO78/TkKyu7PJJszuJtn7eZ59sjt39s7Z3cmcufee8z2CiCCRSCSS0EUTbAMkEolEElykI5BIJJIQRzoCiUQiCXGkI5BIJJIQRzoCiUQiCXGkI5BIJJIQR+fvAwghtADiAZwlol5ubcMAvA/gbPam6UQ0O7/+KlasSLGxsX6wVCKRSEovO3bsuExEUUptfncEAF4AcAhApJf2H4joOV87i42NRXx8vCqGSSQSSagghDjlrc2vU0NCiBgAPQHke5cvkUgkkuDh7zWCqQBGAXDms09/IcReIcQiIUR1pR2EEE8JIeKFEPGXLl3yi6ESiUQSqvjNEQghegG4SEQ78tltOYBYImoCYBWAOUo7EdFMImpJRC2johSnuCQSiURSRPw5ImgPoLcQ4iSA7wF0EULMy7sDEV0hoqzsl7MAtPCjPRKJRCJRwG+OgIhGE1EMEcUCeAjAGiJ6JO8+QoiqeV72Bi8qSyQSiSSABCJqyAUhxHgA8US0DMB/hRC9AdgBJAEYFmh7JKWAxERAqwXktKFEUiRESZOhbtmyJcnwUQkAYM8eYPBg4N9/ASKgWTNgwQKgdu1gWyaRFDuEEDuIqKVSW8BHBBKJKly9Ctx5J5CcnLtt+3agQwfg5EkgLCxopkkkJQ0pMSEpmcybB9hsrtucTiA1Ffjll+DYJJGUUKQjkJRMTpwA0tM9t1utQEJC4O2RSEow0hFISibt2gHh4Z7bdTogLi7w9kgkJRjpCCQlkz59gNhYwGDI3WYyAa1aAW3bBs0siaQkIh2BpGSi1wMbNwIjRwLVqwO1agFjxwK//goIEWzrJJIShQwflUgkkhAgv/BROSKQSCSSEEc6AolEIglxpCOQSCSSEEc6AolEIglxpCOQSCSSEEc6AolEIglxpCOQSCSSEEc6AolEIglxpCOQBAeHA/j0U6BhQ5aKePllICkp2FZJJCGJrEcgCQ5DhgBLl+YqiE6bBvz8M7BvH2A2B9c2iSTEkCMCSeA5fJgv+nllpK1W4MIFrjMgkUgCinQEksCzfTvLRbuTlgasWxdwcySSUEc6AkngiYlRVggNCwNuuSXw9kgkIY50BJLAc8cdQKVKgFbrul2vB4YPD45NEkkIIx2BJPBoNDwF1Lo1F5YxmYAaNYCVK/mvRCIJKDJqSBIcYmK4sMyFC0BGBlCzpiwoI5EECTkikHhitQJffQXcfTfQrx/w++/+O1blypxHIJ2ARBI05IhA4ordDnTrBuzYkRve+ccfwH//C7zzTnBtk0gkfkGOCCSuLFkC7NrlGuOflgZ89BFw5kzw7JJIJH5DOgKJK8uXA6mpntt1OmDt2sDbI5FI/I50BBJXoqKUk700GqBcucDbI5FI/I50BBJXnnyS4/nd0et58VgikZQ6pCOQuFK/PjB7NmCxAJGRQEQEULUqsGoVZ/5KJJJSh4wakngyeDBw//3Apk2sBNqmDU8NSSSSUol0BBJlzGYOIy3pXLkCfPstcOIE0K4d0LevHNlIJG743REIIbQA4gGcJaJebm0GAHMBtABwBcBAIjrpb5skIcLOnUDnzoDNxtnLX30FjB8PbN7M014SiQRAYNYIXgBwyEvbEwCuElEdAB8BeDcA9khChUceAVJS2AkAHBb7778yMU4iccOvjkAIEQOgJ4DZXnbpA2BO9vNFALoKIbUGJCpw7hxPB7mTlQV8913g7ZFIijH+HhFMBTAKgNNLezSA0wBARHYAyQAquO8khHhKCBEvhIi/dOmSv2yVlCZ0OoBIuU0pPFYiCWH85giEEL0AXCSiHfntprDN47+XiGYSUUsiahkVFaWajZJSTKVKwO23e0Y7mUycKyGRSG7gzxFBewC9hRAnAXwPoIsQwr0g7RkA1QFACKEDUAZAkh9tkoQS338PVKnCuRBGI+dGdOgAvPRSsC2TSIoVfosaIqLRAEYDgBCiE4CXiegRt92WARgKYDOABwCsIfI2npdICkmtWsDJk1zw5vRpoFUrIC5OSl5LJG4EPI9ACDEeQDwRLQPwJYBvhRDHwCOBhwJtj8SPLF0KLFzIRWfGjAHCwwNvg14P9OkT+ONKJCUIUdJuwFu2bEnx8fHBNkOSH3Y7UKcOcOpU7jYhgGXLgF69vL9PIpH4DSHEDiJqqdQmdQMk6vPUU65OAOAInn79AKe3ADKJRBIspCOQqM/ChcrbbTbgzz8Da4tEIikQ6Qgk6uNweG9TKnojkUiCinQEEvXp0kV5u0YjF24lkmKIdAQS9fn2W1Yvdef995Wrn0kkkqAiHYFEfcqXBy5d4sSthg1Zznr7dpnIJZEUU2T4aKiyeDHw++9cgKZHj2BbU3SsVmDrVh5ptGoFaLXBtkgiuQERYXfiblzLvIa46DiEhxU+l8butGPb2W1wkhOto1tDry2aVlZ+4aNynB5qJCYCsbGswgkAs2ax9MLZs0CZMkE1rdD89hvw0EMcmkrEOkLLlgGtWwfbMokEx68ex73z78XZlLPQarSwOWyYcs8UPN3yaZ/72JiwEff/cD+y7FkQENBqtFj44EJ0q61u0Sg5Igg1Klbkql3u1KjhGftfnDl7FqhXD0hPd90eGckS1BZLcOySSMAjgXrT6+H41eNwUm7ujFlvxqohq9C2etsC+0jOTEb1j6rjuvW6y3az3ozj/z2OyuGVC2WTTCiTMA6HshMAgISEwNpys8ybpxym6nQCS5YE3h6JJA/x5+KRmJro4gQAIMOWgenbpvvUx0+HfvJ4PwA4yYnv93+vip05SEcQSlitwbZAPS5fzp3eyovd7t3ZSSQBIikjCRrheXklEBLTEn3q40rGFVgdnv+zmfZMXE6/fNM25kU6glDCZPKuvFnSwjrvvltZxE4IoGvXwNsjkeShdUxrxYu4WWfG/bfe71MfXWt1VVwYtugtqq8RSEcQaowdq7z93RJWLrprV6B9e9e1AIsFGDQIaNQoeHZJJADKGstiQucJMOtz82lMOhNqlq2Jx5s97lMfzao2Q9/6fWHR557jFr0FnWt1xh0171DVXrlYHIrMnQuMHAkkJ3PM/+efA/37B9uqwmO3A/Pn8+fR67nyWP/+st6ApNiw9sRaTNs2DZfSL6F/g/54svmThQohdZITiw4uwpe7voTD6cDQ24dicOPB0GoKHyad32KxdAShSmYmcOECV/AyGIrWx/XrwNWrQHS0cvy+w8HRPWXLcjSPRCIJGjJqSJKL08lFYipU4KzfihWBCRO8F3pXIj0dePhhICoKaNCAncl337nu88MPQNWq3F6pEk/ZpKWp+1kkEokqlLAVQslNM2kS8PHHrvH3kyfzFNEzz/jWx5AhXP4xJ2onPZ2nZaKjgTvuADZsAB5/3PUYS5bwKOTnn9X7LBKJRBXk1FAoQcQjgatXPdtiYriub0FcvMjJZ0qhm927A7/+ylXIfvnFs91oBE6c4BGERCIJKHJqSMI4HMC1a8ptFy741se5c97XFE6e5L8nTii3h4Xx+yUSSbFCOoJQQqcDbrlFua1xY9/6qFuXo3WU+u7YkZ937Kicl2CzsSyERCIpVkhHEGp8/LFnrQCzGfjwQ9/eb7EAr73m2odGw9tHj+bXo0fza02e08ts5hwGpSQwiUQSVKQjCDV69OCF3jvv5Ln6bt2A1auBTp1872P0aOCrr4CmTTkyaMAAID4eqFWL22vWBHbsAAYO5PamTYEvv/SezCaRSIKKXCyWSCSSEEAuFgcCImDGDA6h1Ok4Rv/XX9U/ztq1wO238zGqVOEpnbzO/OpV4LHHeCrGYAD69gXOnFHfDokkSKRZ0/DcyucQMSkCYW+H4Z559+DolaPBNqtEI0cEajFlCvD6666x8yYTsHy5eiJoW7ZwYfiMjNxtZjOXgHz7bU4Wa9oUOHw4V2lUq+WErqNHpUa/pFTQ+ZvO2HxmM7IcHMIsIFDWWBZHnj+CiuaKQbau+CJHBP7G4eALsXuRlIwMdefF33zT1QkAfMwpU3j72rUcuplXbtrhAFJSONNXIinh7Encg23ntt1wAgBLO2faMzFrx6wgWlaykY5ADa5e9bxA5/DPP+odZ/9+5e0aDXD+PHDwIIdoupOWBuzZo54dEkmQOHjpILTCU9cqw56BHed3BMGi0oF0BGpQtixnzSqhZtx8w4bK251Ojs6pX59VON2xWHzPE5BIijH1K9aHgzwr0xl1RjSr0iwIFpUOpCNQA52Ohdzc4/NNJmDiRPWO89ZbyjkAL7zAx+raleUf8joDrZZj9wcNUs8OiSRINKvaDC2qtoBBm5vdLiBg1BnxVIungmhZyUY6ArV45RUWb6tcmfXw69YFvv8euOsu9Y7Rrh2LtzVsyMeoUAF44w1WDwV4imj9eo7rNxjYQXXvDmzdKheKJaWGlQ+vxNCmQ2HSmaARGnSO7YzNT2xGlCUq2KaVWGTUkD8g8n9xlIKOkfO7yiItklIMEUHIc9wnZNRQoAnEientGKmpQM+ePCIICwM6dPAUevvsM5adzgktnTPHtf3qVR7hxMby6GPaNI4+UhOHA5g+nfuPjQVefhlISlL3GJJSj3QC6uC3EYEQwgjgbwAGcN2DRUT0pts+wwC8D+Bs9qbpRDQ7v35LxIggWDidPDV1+bLrdoOBL7JmM69ZvPaa53unTQOee47DUW+/HUhIyA1DNZtZWlrNENTBg4GlS3NDbsPCWAp73z7PdRCJRHLT3NSIQAhhEEIMFkKMEUK8kfPw4bhZALoQ0e0AmgLoLoRoo7DfD0TUNPuRrxOQFMCcOZ5OAODaATkX/7feUn7vq6/y3+++41DUvLkI6emcGHfokDp2Hj7MBWry5l1YrSyFPW+eOseQSCQ+48vU0FIAfQDYAaTleeQLManZL/XZj5K1IFHSWLnSe9vatVwhTCnPAMi9KK9bp1xSUqMBtm27aRMBANu3K8tUp6Xx8SUSSUDxpVRlDBF1L0rnQggtgB0A6gD4lIi2KuzWXwhxB4AjAF4kIo8yWUKIpwA8BQA1atQoiimhQe3a3ttiY3n6xRs5ktG33MJTSe4VyDQanrpRg5gY5TWOsDDv9RIkEonf8GVEsEkIUaRsJCJyEFFTADEAWgkhbnPbZTmAWCJqAmAVgDnufWT3M5OIWhJRy6goGSLmlddfd60BkJfJk7mtSxfl9vvv579PPul5t67VcqH6zp3VsfOOO3iRWuuWIarXA8OHq3MMiUTiM14dgRBinxBiL4AOAHYKIQ4LIfbm2e4zRHQNwDoA3d22XyGinFvPWQBaFMp6iSvh4cCff7outur1vHZw6638+vffgZZu60V33AH8+CM/j4kBfvuNRxAmE48OWrcG/vrLu5MpLBoNTwG1acP9m0xcw+DXXzkhTiKRBJT8poZ63UzHQogoADYiuiaEMAHoBuBdt32qEtH57Je9Aai0GhnCdOnCc+27d/P0Tlyc6wVcp+M5+suXgb17Wa20fHnXPjp0AI4f58gho5EjkdQmJgbYsAG4eJF1mmrUkDkPEkmQ8HqLR0SniOgUgAk5z/Nu86HvqgDWZo8etgP4k4hWCCHGCyF6Z+/zXyHEASHEHgD/BTDs5j5OkDl8GBgxgqt9vfaa7wXh8zJzJt+Nly/P0zWJiYV7v9PJiqfdu3M+wbPP8iJxXk6cYLXU8eOBSZM86xVYrcDXX/M00YgRPIooLAkJXA2tXDleu/AWDVSpEo8GirET+OsvLrbWtSvw6afe9QW94SQnFh1chF4LeqHH/B74Yf8PcJLTZZ+jV47imV+eQadvOmH0qtFITC3k7y6R3AxElO8DwE6311oABwt6n78eLVq0oGLJunVEFguRVksEEBkMROXLEx0/7nsfDz/M78370OuJzp71vY9GjTz7qFiRyGbj9vh4ovBw7hcgCgsjiowk2r+f2202og4d+LPkvN9iIfq///PdhmPHcr+HvI/nnvO9j2LCBx8Qmc25H8FsJrr9dqL0dN/7eHjxw2SZaCGMA2EcyDLRQg8ufJCcTicREa0/tZ7ME82ke0tHGAcyvG2gcpPL0bErx/z0qSShCIB48nJdzW+NYLQQ4jqAJkKIlOzHdQAXwSGlkhyI+O45LS03AzcrC7h2Lbege0FcvAjMn++53WYDnvJRTGvFCuDAAc/tly8DH3zAz0eM4OzjnDBSqxW4fh0YOZJfL1nC00p5Q0jT0oCpU32vdDZ0qHIm8vTpnjUbijFXr/LALq/J6elc4+fbb33rI/5cPH7+52ek2XK/zzRbGlYeXYktZ7YAAIYvH450WzrsZAcAZDmykJyVjFdXvaraZ5FI8iO/qaFJRBQB4H0iisx+RBBRBSLy8eoWIly9ylMh7jidwB9/+NZHflm7f/3lWx9z53pv+/FHvjgrZWUTAX//zc+XL2dH4Y5Ox7kIvpBf5vfSknMPsWmTcsRtejrw00++9bH6+GpYHVaP7Rm2DPx5/E+kZKXgWNIxj3YnOfHn8T8La7JEUiS8LhYLIZpnP/0xz/MbENFOv1lV0jCZvLeVKeNbH9WqeW8LD/etj/xCa8uX50Vjo1F5kjsiIrcPnQ6w213bNRqe7/cFo9EzDyGH6tV966MYUK6caznoHITgpQ2f+jCVQ5g2DHan6/dp0BlQ3lQeBq0BGqF8PxZpiCysyRJJkcgvHvDD7MenALYCmAkO8dwK4BP/m1aCMJm4SLzB4LrdbAaef963Pvr29Z7w9dJLvvXx+uve28aP5yvY4497FtExmYD//IefP/mkcnEbvR64+27f7BgxQnm7xcIRSSWENm3Yf7qvY5tMwDPP+NbHAw0fgEbh30wIgYGNBsKgM2BAwwEu+voAYNaZ8XwrH88dieRm8bZ4kPMA8D2Axnle3wbgm4Le569HsV0sTk4m6tyZyGQiKlOGyGgkevxxIrvd9z7Wr89dxM159OxZODu++IJICNc+xozJbU9P5z6Nxlw7H3yQyGrN3Wf+fF4gjowkioggqlqVaNeuwtnRsaOrDQZD4fsoBhw+TBQby+vrkZH88372WeH6WHN8DZWbXI4iJ0VS5KRIKjOpDP1x7I8b7SmZKdR1TlcyTTBRmUllyPC2gYb+PJTsjkKcOxJJASCfxeIC1UeFELuJs4Pz3RYoir366OHDwMmTwG23AdHRhX+/0wksWACcPs0KnTVrFr6PzExg9myennniCS6l6c6///KqZ4MGysdIT+dJcrOZb42Lkkx2+DCwaBEX6XngAfUS0gIMEadeJCdzbl1kEWZsbA4bNp3eBAKhXfV2CNN6jv6OXDmCE1dPoFGlRoiJVEnOQyLJJj/1UV8cwXdgkbl5YNG4RwCEE1FQah8We0dQHDhwgJ2J1coX4NatXduvX+f2/fuB5s05SF5KPweVUxeu4ZVv5+Pw5cNoWyMOkx99EGXDvdTB9iPLDi/DexvfQ5YjC8ObD5flH0sRN+sIjABGALgje9PfAGYQUab3d/kP6QgK4KOPOKHMauXRhcnE6wLTpnH7iRN8h5+Wxg+LhRe0t2/Pf8Fa4jdWbvsHvX5uB9JkAWHpgDUcuqwo7P3vVjSoEThtrf4/9MdP/7iGQzWs2BD7RuyDpoSO5iS53JQjKG5IR5APZ87wNIx7JrHZDKxZwyODu+8GVq9mJ5GDVgv06wcsXBhYeyUAgIiRbZFaZiugyfO/6NCjXsajOPx+YEp07Dy/Ey1mKkt9fdbjM4yI8xIAICkxFKkwjRBiYfbffdlicy4PfxkruQl++UV5Hj4jA1i8mPMI1qxxdQIAb1+xIjA2Sly4eDUNqZHxrk4AALQ2HNX5mKygAp9s9R4IOHunrBdV2slPdO6F7L83JT4nCSB6vbJmj1bLoalCsKNQyvpVKhQj8Ts6bT5TLs7A/SZKi9c56DTy3Cjt5JdZnKMK2hVAGHkKz0mKG717K1/k9XqOQNJoWMjOPU8gLAwYFJS1/5CnfKQJFVK6Ag63i63NiBa6oQGzY3QH72IBr7R/JWB2SIKDLytAsQC+EEL8K4RYKIR4XggRlNBRSQFUrMgqnyYTLwKbzZw89s47QMOGvM9nnwF16nAmsdHIWcuNGgHvvx9c20OYVc9/DV16DSArArAZAasF4anN8OsoL/Wl/UCtcrXwf+3/z2N7r7q98EDDBwJmhyQ4+LxYnF1TYDiAlwFEE5G2gLf4BblY7ANXrgDLlnHkUK9envkMTiewahXH+d92G8tmF2MZ6FDAanNg0o+/Y//Z4+jcoCme7tEeGk3gf5N/k/7FxPUTkWXPwsg2IxEXHRdwGyT+4WbDR18D0B5AOIBdADYAWJ9n6iig+M0REAFbt7LyZu3aLD7vXkqxIBwOvsCeOAE0awa0auV5gV23DvjqKxayef11votXm6tXefHXZgPuvReoWlX9Y5Qijhzhn6V8efab7gocxYW/957A7DWrUNYcgdcevA+Vyllc2jPtmfjlyC+4nH4Zd8beifoV66tuAxFh3cl1OHzlMBpGNUTHGh0h3M7xMyln8Pux32HUGXHfrfd5aCbZbFyM7vx5oG1boEmTwttxPes6VhxZgTRbGu6+5W7UKCMr2xXEzTqCnQDsAH4B8BeALcHKIQD85AgyMviCGR/Pd8s6HauKbdgAVKniWx/nzwMdO7KctN3O8/FxcXzG51xZWrcGtm1zfd/nn+fq/KjBkiW8HqDVsnNzOFiC+tln1TtGKYGIv5ZvvmF/rdXyT79qFefZFSfavz4Wm2gKQBogezA+re0veO6+jgCAvRf2osucLrA6rDcE7gY3HoxZ983yuFAXlasZV9FpTiccv3ocDqcDWo0W9crXw5qha1DGyOKK7218D2+uexNaoYUQAk5yYvGAxeheh6vUHj3KlVHT0vjfRAiuX/T9977fd609sRa9v+8NAQEHOeAkJ/6v/f/hzU5vqvI5Sys3nUcghIgA1y7uAGAAgAtEFBT1ML84gjFjOBErb/y9Tgd068YXcl+4+26Wac6r2mk0Ai+/zNXAJk9Wrk0gBMs+q5HZe+UKq3u6q4uaTMDOnUB99e8QSzI//wwMGeJaegHgvLrTp4uPIsaUn9fif/G9ONksDyKzLFLeuACLUY/Yj2ORkOwqhW7RW/Bl7y8x8LaBqtgx5OchWLh/IazOXFntMG0YhjQZgtm9Z2PX+V3o8FUHpNtd7bToLTj/v/OIMESgcWNOfM972TGbgQ8/BJ5+umAbMmwZqPJhFaRkpbhsN+vN+HPIn2hXvd1NfcbSTJHyCPK8+TawrMRQAAMBnAGwRlULg83XX3smYdntnHjlSyGV1FSeW3CXbs7MBL78kp9/9pnye4m4/qEaLFumfFtls7GkhMSFWbM8nQDAChzFaRlq+oavAL3neUjCiY+XrcXuxN1IykjyaE+zpWHmjpmq2EBEWHjA1QkAgNVhxff7vwcAzN0zF5kOz8kCjdBg5dGVOHmSJa7c7z3T04EvvvDNjlXHVyluz7Bl4KtdX/nWicQDXwKE3wVPCX0CYDsR2fxrUhCw5fORlMIxC7NP3kpg3lCraldWlmeyGMD2FbbQbgjg7SsRwns5hWBgpQzAy+xOujULVocVwssOmXb1ZnEdTuXz3ObkczzLkeVRixkACIQsRxaysrzHJLjfh3nD6rBCaRaDQMiwy3O8qBQ4IiCinkT0HhFtKpVOAFCOrReCV7FyCrbkR5kyQOPGntv1epZuAFjYzRve9PsLS48eyo7AZMq1Q3KDRx7hKFsl3HX6gsmg2wYBVgVDNTY826Mzmldtrpj0Zdab8XCTh1WxQQiBbrW7eRTR0QjNjfn//g36w6L3tNPutKN7ne6oV48X5N0xGnlZyxe61u56w/HkxaK34KFGD/nWicSDYjILGmQmTeKJ4ZyrgtnMF/dvvvG9j2++4ffkVCuzWDhsc+JEfv3++8plrZ57zvdyVwVRowbw1ltsg1bLzsxsBh59lMMzJC48+iiv5+cUgAsL46/u22+91wgKBpOG9kXl9K7sDAiAXQ/YTHg6eiaqVYiAXqvHgv4LYNabb2QIh+vD0bRKUzzR7AnV7JjRcwYqmCrArOf1LIvegormiph2LwsadqnVBf0a9INFb4GAgE7oYNKZ8MFdH6CSpRKE4BlKiyW3hlN4OHDrrb7XXiprLIvPenwGk850w/lZ9BbcW+de9KzXU7XPGmpI0bkcMjK4bvDWrXxmPvqo8u1LfiQlAXPmcDxi69Y8CshbxtJuB959l0MkypYFxo3jMFW12bMHmD+fp6MefBBo107mCXjB4QBWrgR++42rdA4bBsTGBtsqT+wOJ95fvAoLdixDWWM5vNH7UdzVoq7LPgnJCZizew4SUxNx1y134b5690GrUTfdJyUrBfP2zsPeC3vRtEpTPNz4YUQYckfNRIS/Tv2Fnw/9DJPehCFNhqBRpUYufZw/z/dNp09zCkvfvspF8fLj8OXDmLtnLq5br6PPrX3QpVYX1aKjSitSfTSQ/Psv5xHcdpvvoad5IQL27uUIoJYtlaugHD7MReAbN+awV0lIkG5Lx9YzWxFpiETzqs39cuGz2px4c9Y2pGda8dqw1ogqbyj4TW4kXruGib/MQaQhHG/ePxRhUseqWFAkRyCEWA4eiCpCRL3VMa9wFFtHkJrK8/AbNvC8QmYm8NhjHBHkaxxiQgJf2E+d4vBVq5XlIUaO5Hank0caeT9/ZCQnwdWqpf5nkhQb5uyeg2dXPgutRgsnOVHJUgkrB6/ErRVvVe0Yb3+5A28cug8ISwWIncwA/Tz8MP4+n/u4f/ooLL2cR66ENJgctwCv9lInhFVSdIrqCO7Mr1Mi+ksF2wpNsXUEDz/MUs95w03MZr6Qv/CC9/flQMR3+P/84xqFZDZzlnDnzsDw4VyC0p2oKE5kk5RKdp3fhfZftXeJihEQiCgIMWEAACAASURBVI6IxqkXT3ks4BaFsxczEDOlGmC65tpgNWFR50Po363gkqlz16/G0NXdPCOcSODii9cQVaYINT4lqlGkPAIi+iu/h//MLYFkZno6AYDDQqdO9a2PAwe41rF7KGp6OvBJtlb8vHnK7710iaekJKWSz+M/R5bD9dwiEJKzkrH+1HpVjvGfD1YAGoXwUI0D/5s3x6c+xqx63UsLYcSCyUU3TuJ3fEkoqyuEWCSEOCiEOJ7zCIRxJYb0dM8smRySk33rIynJe479hQv8N798h7NnfTuOpMRxIe2CYny+EEIxkawoXExNAoTds0FnxXWHb6PN6/YrXvMdLqQl3oR1En/jy5jyawAzwHpDnQHMBfCtP40qcZQrx9IO7mg0vkcFNW/umZkMcNTR/ffz8zp1lN+r0XBkkKRU0vvW3orx+VaHFe1rtFflGMO7dVK+iGeF465a3X3qo3O1Pl5XFZ9rP6yopkkCgC+OwEREq8HrCaeIaByALv41q4QhBOsVmM25d/VhYZxX8O67vvURHs7icGZzbqinycS5CDkiLPPmKYeBjhkjK4yVYgY3Hoy6FerCrMvVozLrzRjTYQwqWdTJQRne71aUOzXMNXHNaoH2Qhy+HuNbZNq8J8ZDa490dQYERDmaYWDbO1SxU+IffFEf3QigI4BFYI2hswAmE5F64QqFoNguFgPAwYPAlCm84Nu+PS8SV6tWuD42bAA+/hhITAT69GFl0rzZzYcO8bbdu3mReNIkYMAAdT+HpNiRo6Wz8MBClDOVw7Nxz+KuW+5S9RgOB2HAG0ux/NxMkDYTbUxDsOKdR1Amwvcg/6TUVPT67FlsT1kGDfS4P+Y/WDD8LWjzK8kpCQg3K0MdB+AQgLIA3gZQBsB7RLRFbUN94aYcwdWrrDIWHa18Z221crZLVJQ6aqBFJSGB7WjRQvlO327nNYEKFXLTYt25dIn3C2ItAoeDzSxbVjkdwhdSUoB9+4AGDbzn950/z19TVFTRjmF3OLHjyFlUKR+BmpXLKu5zNeMqUq2piImMUYzfT8+0Yde/53BrTBQqlgneubP/4n4cvXIUPev1VKxDbLcD587xd+nt1DmUcAkZWTY0r6t8E5Npz8SF1AuoHF4ZRp1/ijc4nA6cvX4WZY1lPeoZ5HAl/Qoy7ZmoFlEtaMlkTnLibMpZRBgiUNZYtHMnUOTnCEBEPj0ARAKIKMT+RgDbAOwBcADAWwr7GAD8AOAYgK0AYgvqt0WLFlRoLl4kuvtuorAwIpOJqHp1otWrXff56COiyEgii4X3ef55Iput8Me6GU6dIqpShYiXnok0GqLXXnPdZ9YsorJlicxmIqOR6PHHiTIzc9uPHydq3ZrIYOBHgwZEO3cG9nMQ0XffEVWsyGYaDEQDBxKlpvr+foeD6K67cr8KgKhVK9efZNcuooYNuf+wMG7/99/C2fnmvBWkeaUaYayJ8JqBKo/sTScTr95ov5x2mbp/253C3g4j0wQTxUyJoT+O/eHSR793PyaMjiSMsRDGmqjRqGcoLcNaOENukoMXD5LxbSNhHG48+v/Q32Wfr78mKlcu9zcZNowoIyO3fcP+kxT+QlvCawbCa0YKe6k+fbsq/ka7w+mgsavHknmimcwTzWSZaKFxa8eR0+lU9bP8eOBHinoviswTzGR420APLnyQrmddv9F+/vp56vxNZwp7O4yME4xUa2ot+vvk36ra4Au/Hv2Vqn1YjUwTTBT2dhj1nN+TktKTbrRfSb9CPeb3uHHuRH8YTb8d/S3gduYAIJ68XFd9GRG0BC8Y58xPJAN4nIh2FPA+AcBCRKlCCD24stkLlGckIYR4BkATInpaCPEQgL5ElG/mSaFHBER8Z71/v2vUjdnMUgx16rAcw1NPuaqAms0sBvfBB74f62YpVw64ds1z+4IFXFx+5UqWjMhrp8kEPPQQVz2z2VgfITHRVXwuMhI4fpxHEAFgwwbgnntczTQage7duQaALwweDHz3nef2zp2BNWt4cFerlmtQlkYDVK7MUbi+aAUt/HsPBv7RzlXi2R6GMtfb4trUdQCAuFlx2JO4x0XozKw3Y+dTO3FrxVvx4uyFmHriMddaATYzmjqGY9ckH0OHVUD/tv5GQZq8jLtzHN7s9CZ+/53zHd1PnQceAObOBTKtdoSPrQ2H+SygyXPuZEXg4NP/okGNKLy38T289ddbSLfldmLWm/FO13fwQmsfcmV8YMuZLeg6t6vLMQxaA7rV7oYVg1eAiNDos0Y4mnTU5fNa9BYceOYAapYtON9BDfZf3I/Ws1u72BmmCUNcdBw2PL4BANB2dlvsOL/D49zZPnw7GkY1DIidebmpegQAvgLwDBHFElEsgGfBjiFfsp1QavZLffbD3ev0AZATpLwIQFeh9thp507W/nEPvbTZgOnT+fmECZ5S0OnpwIwZ+YdsqsmaNcpOAODFYEDZzowMvmJev86O4vp1TwVSm817DoIfmDzZ08zMTNbzSfQxinDhQuXta9fyx5s3z/OncTo5wfuXX3w7xuhlUwCtm/6xzork8G34c8dR7Encg0OXDnmoXVrtVnyylXM7Zhx826NgDPTp2K2dhZS0wGhZ/3jgR0UnAADvbuRghYkTlU+dhQv5tJv84+9w6K+5OgEA0Ngxav5cAFx9LO+FD2DZi8kb1MsRmLxhMjJsrnLSWY4srD6xGmdTzmLT6U04nXLa4/PanDZ8Hv+5anYUxNQtU5Fld/19rU4rdiXuwqFLh3Dg4gHsvbjX49zJsmdh6pbA3SD4ii+O4DoR3chaIaINAK770rkQQiuE2A3gIoA/iWir2y7RAE5n92sHjzY8bluFEE8JIeKFEPGXLl3y5dC5JCR4L9Zy9Cg/P3dO+b12O19ZAsHevd7bLl/mvwkJyu1aLa8JJCQoO66MDNY/ChDeDhUW5v2rdie/Eg+ZmXwMpTIOVqv3r8mdi/Zjnhc+AHCGYe+p00hITlAUbbOTHUeT+NyxGrzkbwgHzl5JUW5Tmc1nNntty6lHcOqUcrtez0nphxMTAI2CM9Fn4OS14yAirzkLl9IK+T+ZD8evHgcpxKCGacNw9vpZJCQnKNZesDqsOJZ0TDU7CuLolaNwkOdJqtfocTqFzx29xnOR3UGOG+dOccIXR7BNCPGFEKKTEOJOIcRnANYJIZoLIfKt7EpEDiJqCiAGQKvsamd5Ubr79zgLiGgmEbUkopZRhV0RbNFCuSiMycTzDACLuylRvjyvdAaCnvlI6DbKVm9s21ZZt0in4zyGuDhlpxceHtA8g44dlde4bTagXj3f+vC2Vq/TcVu7dsqLnTod0KqVb8doHHEnYFcQVdNmoVdcEzSv2tzjrg8ATDoTOsfyuVMuo6Vi7LywRqJudGCm4h5t8qjXtigz/7+0b6986ggB1KwJ3Ht7HNdDdscajjtqtYcQArdWUA4UbBTVSHF7Ubiz5p2KF1Cbw4b6FeujZbWWivUIzHozOsV2Us2OgugU2wkGree5k2XPwu2Vb0fTKk0ViwIZdUZ0iS1+0fe+OIKmAOoBeBPAOAANALQD8CEAnybQiegagHUA3DNTzgCoDgBCCB04IkmdVMkcatTgCee8Vxadji/wTz7Jr9991zV+H+DXU6YETr65bl1lhyQEMDO73OD48cp2TprEt3atW7OzyCt9bTDwd5CTlBYARo9mzfm8Fx6zGRg71nukijve0i/+7//4b58+vBxiyPO/aDKxE2jTxrdjzHpiJIQtAnDkcZ5WC5o7nsGt1SsiOjIaw5oOu6G/DwA6jQ5ljGXwn5b/AQBMv/9dwGYGnHl+E5sZw2t+CF2AQiabVm2KauHKET5z+/K0zptvKv8mEybwd/hot5aomNYRsOWVTTdAnxmNSUP6AwCmdp/qkssA8AX4o+4fqfZZRrUfBUuYxUU/yaw349X2ryLSEIm6FeqiX/1+Lr+JXqNHRXNFPHq7d4eoNs+1eg6RhkjoRO4dj1lvxvAWw1E5vDKqRlTFk82f9Dh3Ig2ReCbumYDZ6TPeVpFv9gEgCkDZ7OcmAOsB9HLb51kAn2c/fwjAwoL6LVLUkMNB9OmnRPXrE0VHEz39NNH586777NxJ1LMnUdWqRO3aEf3+e+GPc7M4HESPPcYhHRoNUZ06RJs2ue5z4ABRv35sZ8uWREuWuLZnZhJNnEhUuzZHR40aRZScHLjPkM2xY0SDBrGZTZtyFFFhmT2bqHx5/irKlOHArrwkJxO9+ip/zNq1iSZMcA2g8oUtBxOozsuPkeaVamR4sREN+/hLcjhyo2AcTgfN2D6DGkxvQNEfRtNTy5+icynnXPr44a/dVGlkL9K8UpXCX2hLb3/3a+E/7E1it9vpzq/vJDFOEMaBwieG06IDi1z2OXSIqH9//k1atCD66SfXPq6nZ9G9E94l3Uu3kPbl6tRyzMt06sI1l33+Pvk3df6mM1X5oAp1ndOVNiZsVP2z/Jv0Lz28+GGq+kFVajKjCc3bM88lMsnusNPUzVOp3rR6FPNhDD2/8nm6mHpRdTsK4kzyGXpi6RNU7cNq1PDThjRrxywXO51OJ82Mn0kNP21I1T6sRsOXDaczyWcCbmcOuMmoocoA3gFQjYjuFUI0BNCWiL4s4H1NwAvBWvDIYyERjRdCjM82aJkQwgiWq2gGHgk8RET56hgV64QyiUQiKabcbNTQNwB+B5Az9jwCYGRBbyKivUTUjIiaENFtRDQ+e/sbRLQs+3kmET1IRHWIqFVBTsCvrFzJWUs6HRATA3zxhXchOUlAWLyYZ8y0Wp7dmuMmgnn2LIdEGgw8zTF0KIeVqklWFvC//7FaiF7Py0oHDrju89tvvIyj1XIi+WefuZ46ly7x7KTJxGG0Awbk6ggCPCqftWMWYqbEQDdeh/rT6+OXI66hT//8A3TrxjZERnLSekYha7X/9RfQrBmf4pUqcfVUpRLXpYGl/yxFvWn1oB2vRY2PauDrXQUGOoY23oYKlDt9sz37764823YX9D5/PYo0NVQQf/zBWTZ5s5fMZqIpU9Q/lsQnfv5Z+SeZPZvb09KIqlUj0mpz28PCiBo14hk2tbjvPs7by2tHZCTRmewR/urVyna++y6322w8w6fX57brdESxsURZWbzP1C1TyTzR7JIMZppgupF8dP48T40JkduH0cg5kr6ybZuyna++qt53VVxYfng5mSaYXL5P80Qzzdg+I9imBRXkMzXky4ggTQhRAdmxEUKINuAwz9LDmDHKeQTjx+cfxyjxG6NHK/8kY8fy84ULWX4i78+TEzq6apU6Nhw7xn1lugV/ZGYC07heO8aOVbZz4kSOPl6xgu/+80b12u0cEbxkCUsUvLXuLY/4/Ax7Bsas5vyRGTN4ZJJ3lJGZCaxfz/JWvvDWW54jiJxSF2lpvvVRUhi9arRLER+A8x3eWPtGzo2sxA1fHMFLAJYBuCVbgG4ugOf9alWgOXJEeXt6uu/1BCSq4i0X4eJFvuDv3auc4mG1+n5xLIhDh5SLqlutwI7svPrDh5Xfa7VyiYlDh5QvtKmpbGdKVgrSrMpX4px48507PZ0RwLYdOuTLJ2G9JqVroFZb+kpZ/HtVuUhTUkaSh4OQMAU6AiLaCeBOcMjofwA0IqJ8sp9KIHXrKm83m3lyWBJwYmOVt0dF8QWwcWMOh3QnLIyXetSgfn3l/LywMC4fAXjPi9DrOQ2lfn1lOyMi2M6IsAiYw5STJuqU5/oTzZq5hsnmYLNx/77Q0IuigcPBGoyliVrllOt3lzOVg0lnUmwLdXypUPYguCbBAQD3A/ihoESyEsfEiZ4ZTDmB796qhkn8yjvvKP8k48dzGsXAgXwxzfvz6PW8zn+XSurMdevy4rDRTWDTYACezx4TT5igbOfo0bwo26sXULGia4JdThrL/fcDWo0Wr9/xuku8OcBJaxO7TATAkldGo2v6iNHISXWNfMzlGjfONb0kx85nn1V2VCWZSV0neVzwzXozxt05Lqjqn8Uab4sHOQ8Ae7P/dgDnAvQBsLWg9/nr4ZfFYiKipUt5VU8IosqViaZNI1JZVVFSOL7/nhdVheCF4ZyF4hwSEoh69eLF17Awzlu4fFldGzIyWIjWYuF8ho4difbscd1n+XKievXYzkqViKZOdT11EhOJHniAbdTpiPr2JTqXJxXB6XTS9G3Tqcr7VUiME3TLx7fQTwddg/z37yfq1IltMJuJRozgBfPCsHo10W23sZ3ly3O6iZoL68WJHw/8SLWm1iIxTlDVD6rSF/FfqK6SWtLATeYR7CKiZkKISQD2EdGCnG3+dVHK+D2PgChw2cQSnyjoJ8k5hf39s/lix83aSUT53rWqcXqG0ile0PcZStxsHsFZIcQXAAYAWCmEMPj4vpKJPGmKDfHn4tFrQS9U/ygG3eZ2w/pT613aExNZ1ygsjKdrevTwXEBeeXQl2n/ZHjFTYjDgxwH45/I/RbbH26mxeDHnD+h0vKQ02U2MM9OeiYl/T0S96XVRd1odjP9rvEeU0JoTa9Dpm06o/lF19PmuD/Yk7nFpP3TpEJp+3hT6t3UwTjDi4cUPuyhwErFaefPmLDv1xBPA6dOF+xy+sGkTcPfdPAXXvTuw1V1GspjhzQmkWdPwxto3cMvHt6DetHqYtH6Soq7UzUBE+HrX17j989tR46MaGLFiBM5fP6/qMdTClxGBGawRtI+IjgohqgJoTER/BMJAd2RmcWiwMWEj7p53t8sF06QzYdGARehRtwcyM7l8g3s0TfnynMCl0QCzd87GC7+9cKMPjdDArDdj25Pb0CBKnRXlH37gchDuPPMM8OmnfDHo+HVH7Dy/80bEilFnRJPKTbD5ic3QCA0WHVyEoUuG3rBTQMCkN+GvYX+hZbWWOJNyBrFTYz3ULutVqIfDz3HY0htvsDRWToRSjlPat0+9InWrVrHGk3vZjl9+ATp1UucYgcDhdCBuVhwOXTqETAefQCadCW1i2mD1o6tVG0GM/G0kZu2cdeN31Wl0qGCqgIPPHkR5k5dye37kpkYERJRORD8R0dHs1+eD5QQkocNLf7ykGFv/31//C4AvfEohlUlJXKPH7rTjlT9fcenDSU6k29Lx+trXVbPz2WeVt3/+OecLrD25FnsS97iELWbaM3Hw0kH88e8fICKM/G2ki50EQrotHaP+HAUAeG7lc4qSx0euHMHGhI24do2zhPOGqdrtXJriI/X04PDCC8o5Ey++qN4xAsEvR3/B0aSjN5wAwOfWtrPbsPH0RlWOkZiaiM/jP3f5Xe1OO5KzkvHZ9s9UOYaalN4pHkmJxn1qJIfjV4/D5rBhzRrv7125EjibchZWh6f8uJOc2Hzau35/YUnyopXrdHK5i21ntynGrqdaU7H1zFakZKXgYtpFxT7iz/HId8sZ7+XBlx5eiv37lcNLrVbk+z0VBiLvOQv79qlzjECx+fRmpFo9k1CsDiu2nlFnrmt34m7Fes6Z9kysPrFalWOoiXQEkmJJlEW57kSEIQI6jQ4186lIWKcOUMFcAU5SFtKJjlQvcD6/kpjR0UBMZAxMes/YdYvegpjIGFjCLNBrFbLWAFQJrwIAqBahLDENAA0qNkB0NGceuyMEULt2/vb7ihA8FadExYrqHCNQ1ChTwyNcF+Apu+plqqtyjJjIGMW6CVqhvZEfUpyQjkBSLBndYbTHP6tZb8aLbV6EEALvvaf8Po2Gp43Cw8Ix6LZBivHkr93xmmp2PvWU8vYmTVgcrl+DfjBoDR5VtfRaPQY0GgCdRodnWj6j+FnHdmQ9jffvel/xGAatAUNvH4patbjwjLtTMpmAl18u2udS4pVXlHMmRo1S7xiBYFDjQR7FbwQETDoT+tzaR5Vj3FbpNjSKauRxHIPOoFp9ZzWRjkBSLBnRcgQXKdFbYNFbYNKZ8HSLp/H6HTy/f8stXLc4rwSEyQT88Udu8ZsZPWdgYKOBMGqNsOgtKGMogw/u+gC9b+2tmp2ffMILqHlp0ADYnD37ZNabsf6x9WhcqTGMOiOMWiMaRTXC38P+RoQhAgAwqdskPNb0MRh1bGd4WDjeuPONG4VWutbuive6vQetyM2eK2ssi/jh8dBkV5pZvBi4555cJdaoKC5K72u1Nl8YNQp47jn+ni0WPs5LL5W8NYKyxrJYN2wd6lesD6POCIPWgNsr3471j6+HQacwx1ZEfn34V3Sp1QUGrQFmvRlVw6vixwd/xG2V3As1Bp8Co4aKGzJqKLTItGfibMpZVAmvAkuYZwqs0wls384XwKZNlftIyUrB5fTLqB5Z3es0zM2SksKaQPXqcSipEueunwMReZ2aSrWm4mLaRURHRCtekJxOJzad2YQocxRurahcNjIpieWxatTwX1J8ejpw/jx/Tvds5ZLGmZQz0AotqkaoFFqlwJX0K0jJSkHNsjVdKq8FmvyihqQjkHhgtfLd9nff8d3100/z3WagOXMG+PhjYNs2nmp58cXCz3mPmbMUH+wZBZvhAspkNMX3D3+B7nHKF1Fv/PUXh4JeucL1Dx5/XP0L4NErR/HRlo9w8NJBtI1pixfavHBjjQBgh/jN7m+w6OAilDOWwzNxz6Bzrc7qGiEp1UhHIPEZu531dXbtyg1HtFhYW2fSpMDZcegQ1x7OzGTHpNfzXf+aNUBcnG99dHlrPNbSm/xCgIXUSWD+nfEY3MU3uawPP+Q1h5ywSbOZNYg2b1bPGWxI2IB75t0Dq90KO9lvTCVsH74dt5S/BVn2LLT/qj0OXT50IxwxZw1hTMcx6hghKfXcbGaxJIRYsgTYvds1Jj0tDZg61Xumqj8YOZLj4K3ZEaA2G2cNP/20b+/PtNqx1vkWO4CcdVoBQBCGrRjsUx9XrwKvveYaO5+ezmGhc+f6+kkKZvjy4Ui3pcNOnCmc5chCclbyjTyCBfsW4J/L/7jEpKfb0vH232/jUtol9QyRhCzSEUhcWL5cWedfpwPWrQucHX//rayfv2uXsjS0O3NXbQeEQvioAGwRR32yYdMm5fDQ9HTg55996qJAUrJScCzpmMd2Jzmx6gRX2Fl6eCnSbJ41C8K0YdiQsEEdQyQhjXQEEheiolwlk3PQaLzHkfuDnMgfdwwG3xZB68dU8d7o9G3BuFw5ZWckBNf8VQOD1uB1ATHSEAkAqGSppLgPEaGcKYA/iqTUIh2BxIUnn1SuyqXXs9hYoBgxwnMO3mjkAvUaH87aO5rUgsiIyi6wmgcCamUM9MmGNm1Yu8hdesZkYi0hNTDoDBjQcAAMWtcoIbPOjOdbcdGD/7T4D4xa1yxVAYEIQwQ61uiojiGSkEY6AokL9esDs2fzAnFkJBd/qVqVBcfyy6JVm9dfB3r35ot/mTJ88e3cmYXVfGXVoM2ANTx7kZgfhuQmODL5a5/er9FwXkLNmjxCiYxkOz74gJ2EWnzW8zN0qNEBJp0JZQxlYNAa8GCjB/G/tv8DALSo1gKf3PsJzDozIg2RiAiLQPUy1bFqyCpoNbJwkuTmkVFDEkXS03MjY9q08e0u3B8kJHBt37p1OYmsKIyduwzbTu7DiK590K994ZN5iDhXITmZv4uIiKLZURBHrhzBiasn0KhSI8RExni0p1pTsfn0ZkQaItEqupXU2ZcUChk+KimWHDkCzJ/Pi9N9+nBtgcJe27Zu5axavR4YNAi4ze06f+UK8O23wPHjLMPQt6/6I5ssexYWH1qMLWe2oG75unikySNy7l4CADh17RS+3fstrqRfQfc63XHXLXcFLalMOgJJseOrr1iuwGbjAupmM9fw/fZb353Biy8CM2cCGRk8YgkL45rGOfo6O3fydJLNxvuEh3PRli1beJpHDZIyktB6VmskpiUi1ZoKs84MvVaPDY9vKJZSApLAsfSfpRi0eBAcTgesTivC9eHoWLMjlg1aBp1GISLDz8g8AkmxIimJdfwzMjiBjYhzFZYs4Tl5X4iPZyeQns7vdzi4v9dfz813ePhhln7IyFaBTk3lkcHEiep9ljfWvoFTyaduyBqn29ORnJWMoT8PVe8gkhJHpj0TQ34eggx7BqxOToZJtaXi71N/44f9PwTZOk+kI5AEnD//VI5MSkvjil++sHixcmEaITgX4tw54ORJz/asLOD77wtlbr78ePBHRbnhfRf34WrGVfUOJClRbEzYqLiGk2ZLw7y984JgUf5IRyAJOHq98vSPEL7P34eFKS9g50wR6XTKOQA5x1eL/Ib4wRj+S4oHeq3eM3Q5GzUVTtVCOgJJwLnnHp7Kccdk4jwBXxg0SPmC7nTyWkOlSqxG6u4sTCZg+PDC2+yNHPnovGiFFh1qdLghMy0JPdpVb4cwneddjUVvwZPNnwyCRfkjHYEk4FgsPLVjNvMCrsnE+QKjRgFt2/rWR/36wOTJ/D6zmfs0GoE5c3IrZn33HedARERwm8XCkUlq6ueP7TgWraJbwaK3wKgzIiIsAjGRMZjbV0UxIkmJQ6fRYdlDyxBpiER4WDiMOiNMOhMea/oYetbtGWzzPJBRQ5KgkZwMLFvGawPduwOxsYXv4+xZ4JdfeHTQuzdQoYJru80G/PorLyDHxalbqCUHIsLmM5ux6/wuxJaNxT117pHTQhIAQJo1DcsOL8PVzKvoWqur1zoSgSC/qCF5tpZAdp7fiW1nt6F6ZPUiXXScThaQO3IEaNQI6NCh8PH7aqDRsG6QTqesH0QEbNwI7N/PBV86dfKc6tGWSYQubiW0Gh005vsAuMbv5zgIfyKEQLvq7dCuersi92F3OPH+4lXYd+Y4OjW4HU/e0wYaTeB/lGuZ17DiyApk2bPQo24PvxZsCQUsYRYMajwo2GYUiN9GBEKI6gDmAqgCwAlgJhF97LZPJwBLAZzI3vQTEY3Pr99QHhHYHDb0+6Ef1pxcAyKCTqNDGUMZrH98PWLLxvrUR1IScOedHFHjcPAFuH591vn3V8asEqtW8Vy+EOyYnE5g7FiW+9TeJAAAEqRJREFUfQZYgrpbN+DAAW7Tarnq1t9/5971z9g+Ay/98RK0QgshBBxOB+b1m4d+DfoF7oOowN7jiWj56R2wGRIBjR0gDSLTmuPE+N9RPjJwJcCWH16OhxY/BI3QgIjgIAcmdZ2EkW1GBswGif8ISkKZEKIqgKpEtFMIEQFgB4D7iehgnn06AXiZiHr52m8oO4IPN32IN9a94aJLrxEaxFWLw5Ynt/jUx0MPAT/95CrlbDAAjz0GzJihtsXKpKcDlSt7yl2bzeyQWrfmPIMvv+Rwzxz0enYeCxeyHEPTz5siw57h0odJZ8LpF0+jgtltjqgYU2lkT1yK/APQ2nM32oxojRewZcLkgNhwLfMaoj+MRro93WW7SWfCtuHbZHJcKSAoCWVEdJ6IdmY/vw7gEADlYq0Sn5i5Y6aLEwBYt3534m5cSL1Q4PudTtbRd9fzz8piqYdA8fvvyqGfmZnAN9/w8/nzXZ0AwHYvWcKfY8G+BYrx+xqhwZJ/lqhvtJ9ISsnApcg/XZ0AAOgzsc3mmzieGiw/vBwahR/F6rAWy7h3iboEJGpICBELoBmArQrNbYUQe4QQvwohGnl5/1NCiHghRPylS6FbkSknQ9EdIQSsDuW2vORk4Cphtytv9wdWq3KMv9OZmyTmrfhMzjRSlj0LDqfnh3GSE1mOLIV3Fk+sdge8BpxrfKjAoxJZjiwozQ44yYlMu0LmnqRU4XdHIIQIB7AYwEgiSnFr3gmgJhHdDmAaAMVbOSKaSUQtiahlVFSUfw0uxijp1gNA9cjqimqV7mi1XhZctUCPHioZ6QPduilf6C0WYMAAft6rl+cCskbD4Z86HdC3QV+Y9J7z5wQqluF53qhSPhyW680Bp9vCsF2PW+z3B8yOe+vcCwd5Olaz3oz+DfoHzA5JcPCrIxBC6MFOYD4R/eTeTkQpRJSa/XwlAL0QoqI/bSrJjOk4BrXL1UZ4GJfvyolbn9dvns+SxF98wcVWzGZ+bbFwVbKpU/1ltScVKgAff8z5AzodLxhbLMB993EYKcB1BypV4u0A21uuHOsLAUCr6FZ4vOnjMOvNEBDQCi1MOhPevPNN1CxbM3AfRgUWDPwawloGsGX/KNZwaDOrYsmzgVkfAIDoyGi80+UdmHQmXnyHgEXPES8danQImB2S4ODPxWIBYA6AJCJSDDsQQlQBcIGISAjRCsAi8AjBq1GhvFgM5Eoerz+1HrXK1cKwpsNQyVK4uonJycC8ecC+fUDz5sDgwd5LQ/qTf/5htdHr13kRuHNn1zDWtDRgwQJgxw6Wlx4yhIvU5JATv//jwR+h1+gxuPFgNK3SNPAfRAVOnL+Kl+bOxZEr/6B19Vb4YOhDAY0YymHfhX2Yt3ceshxZ6N+gPzrU6CDrHpQSghU11AHAegD7wOGjADAGQA0AIKLPhRDPARgBwA4gA8BLRLQpv35D3REAwOXLwO7dLKl8a/DyU24au50dQXIy8OijPFKRSCT+QdYjKCUQAa+8AkyfzpIJNhvQrBmrbQaysLwaLF4MDBzounj9/PPAJ58EzyaJpDQj6xGUEubOBT7/nMMqk5M5Hn/7duCRR4JtWeFITwcefNAzgmnaNGDlyuDYJJGEMtIRlCCmTOF587xYrZylm5QUHJuKwgcfeJeIfv31wNoikUikIyhReLvY63RciaukkJjova0kOTSJpLQgHUEJ4t57+aLvTmQk6/CUFPKrOXDffYGzQyKRMNIRlCDefJMXhQ3ZOWUaDcfXz5ypLNlQXGndmh/uhIdzjQGJRBJYStDlQxIdzWqco0YB7dvzIvGmTSXzLnrTJmDcOE4aK1uWcxnOns1NdJNIJIFDho8WlgvZ4m6VKwfPBh+4dInj9KsWczn5K1dYX6hateDURChOpKfz71a1qu+1myUSX5Hho2pw6BAXwa1Zkx/NmnFqbDHjxAmgTRsgJgaoVQto2BDYtSvYVnly7hzrHlWrBtSpA9Sty0VoQhG7HRg5kktsNmzIf6dMCbZVklBCjgh8IS2NL/5JSblxj0JwKmxCQrGZz7DZuNxjYiIrdOYQGQkcP+5ZxjFYOJ1cDOf4cddcgvBw9rcxBevnlSpefZWTBNPzKIybzZwzMmRI8OySlC7kiOBmWbSIs7jyOk0i3rZ4cfDscmPlStbtyesEAHYQ84qRpPz69eys3BPKbLZcUblQwW4HPv3U1QkA/HrChODYJAk9pCPwhYQEz0wugP9bExICb48XEhKU5Z0zMnjKqLiQkKCcUJaVBRw7Fnh7gklqKicFKnH+fGBtkYQu0hH4Qlxcrh5yXsxmbismxMUpF4EPDwfaFb2uuurExSkXyLFYuJ5yKFGmDK8JKNGiRWBtkYQu0hH4wt13Aw0asNJbDkYjr+x16xY8u9xo3Rpo25Z1/nMwGDjZ7P7A1TgpkPr1OeQ179JKWBjXRShpukk3ixDARx+5fhdC8Ot33w2eXZLQQjoCX9BogLVrWfqzZk1ekR01ircVo0wuIYAVK4DXXgNq12aZ6hdeADZvLn7hiPPn8xx4vXq8OPz00yygpzTwKu0MHMi1mNu359DRe+/ldZRWrYJtmSRUkFFDEolEEgLIqCGJpIhcS81Ei9EvQYwpA/GGHmVHdsbSTQcK1celS5w5bTTyY8CA3LxEiaQ4IEcEEkk+VH6xNy5a/gT0mbyBAFgjsX3YQbSsF13g++12Xl46dSo3okun4+mww4eL35SdpPQiRwQSSRFYvesYLlpW5ToBABAAtJl4bu40n/pYsYLv/vOG9drtXG50yRJ17ZVIiop0BBKJF9btPwQ49J4NOiuOpu7wqY9Dh5RTUFJTgYMHb9JAiUQlpCOQSLxwR8P6gFYhQ88ehjrhzX3qo3595UioiAieMpJIigPSEUgkXrirRV1EpXYGbHnyRwiAw4DpQ573qY9evThhLG9BIZ2OpbeLU26HJLSRjkAiyYcjExajiX04YLUATg0ir3XEoh4bEXerb8p4ej2wZQvQty8vDOt0QO/ewNatuQWGJJJgI6OGJBIfcToJGk3RiybkFa6VSAJNflFDChVwJRKJEjfjBADpACTFFzk1JJFIJCGOdAQSiUQS4khHIJFIJCGOdAQSiUQS4khHIJFIJCGOdAQSiUQS4khHIJFIJCGOdASlDCJg2TIuBXnPPcC8eax2KZFIJN7wW0KZEKI6gLkAqgBwAphJRB+77SMAfAygB4B0AMOIaKe/bAoFnnkG+PbbXMXLjRuBBQtYDrkYVdWUSCTFCH9eGuwA/kdEDQC0AfCsEKKh2z73Aqib/XgKwAw/2lPqOXQImDPHVfY4LY3r365aFTy7JBJJ8cZvjoCIzufc3RPRdQCHALiXdOoDYC4xWwCUFUJU9ZdNpZ01a5S3p6YCv/0WWFskEknJISCTBUKIWADNAGx1a4oGcDrP6zPwdBYQQjwlhIgXQsRfunTJX2aWeMqVc5U7ziEsDKhQIfD2SCSSkoHfHYEQIhzAYgAjiSjFvVnhLR5yqEQ0k4haElHLqKgof5hZKujdW1nYTKcDhgwJvD0SiaRk4FdHIITQg53AfCL6SWGXMwCq53kdA+CcP20qzYSHA7//zoVQIiNzH99/D9SoEWzrJBJJccWfUUMC/9/evcdeXddxHH++JpRBIi5apaR0MTayEmjcowvq8jKwQZO2LqCtcipd5lqXdVkum+YaaZtOlLIsNBk0MkIyw2wsCATlJkZJClKSGmo6EX33x+fz08PhXH4/Or/f98vv+3ps7HfO9/s55/fyvZ/f9/l+zzmfD9wIbIuIHzQZtgy4WNItwHhgX0Ts6a1MVTBhAuzZkxZD2b8fJk/2Aihm1lpvrkcwGfgEsEnSxrzta8CJABFxHbCc9NHRHaSPj87txTyVMWAATJlSdAozO1L0WiOIiD/R+D2A2jEBXNRbGczMrD1/xcjMrOLcCMzMKs6NwMys4twIzMwqzo3AzKzilD64c+SQtBf4R8ExhgH/LjhDdzhnZzlnZzlnZ7XLeVJENJya4YhrBGUgaV1EvLfoHO04Z2c5Z2c5Z2f9Pzl9acjMrOLcCMzMKs6N4PBcX3SAbnLOznLOznLOzjrsnH6PwMys4nxGYGZWcW4EZmYV50bQgqSjJG2QdHuDfXMk7ZW0Mf/7dBEZc5adkjblHOsa7JekqyXtkHS/pDElzfkBSftqavrNgnIOlbRY0gOStkmaWLe/LPVsl7PwekoaWfP7N0p6StIX6sYUXs9u5iy8njnHFyVtkbRZ0iJJR9ftf7WkW3M91+SlglvqzfUI+oPPA9uAIU323xoRF/dhnlY+GBHNvkxyJnBy/jceuDb/LEKrnAD3RMQ5fZamsR8CKyJilqRXAYPq9pelnu1yQsH1jIjtwKmQXlgBu4GldcMKr2c3c0LB9ZR0AjAPGBURz0n6JTAb+EnNsAuAJyPi7ZJmA1cA57V6Xp8RNCFpOHA2cEPRWTpgBvDTSP4MDJX0pqJDlZGkIcBU0up6RMT+iPhP3bDC69nNnGUzDfhbRNTPDFB4Pes0y1kWA4DXSBpAav71y/vOAG7KtxcD0/KKkU25ETQ3H/gy8FKLMTPzqexiSW9uMa63BbBS0npJn2mw/wTgkZr7u/K2vtYuJ8BESfdJ+q2kd/ZluOytwF7gx/my4A2SBteNKUM9u5MTiq9nrdnAogbby1DPWs1yQsH1jIjdwFXAw8Ae0vK+K+uGvVzPiDgA7ANe1+p53QgakHQO8FhErG8x7NfAiIh4N3Anr3TgIkyOiDGkU+yLJE2t29/o1UARnxtul/Ne0nwo7wGuAX7V1wFJr7bGANdGxGjgv8BX6saUoZ7dyVmGegKQL11NB25rtLvBtkI+194mZ+H1lHQc6RX/W4DjgcGSPl4/rMFDW9bTjaCxycB0STuBW4APSbq5dkBEPB4Rz+e7C4CxfRvxoCyP5p+Pka5rjqsbsguoPWMZzqGnk72uXc6IeCoinsm3lwMDJQ3r45i7gF0RsSbfX0w64NaPKbqebXOWpJ5dzgTujYh/NdhXhnp2aZqzJPU8DXgoIvZGxAvAEmBS3ZiX65kvHx0LPNHqSd0IGoiIr0bE8IgYQTpNvCsiDuq6ddcwp5PeVO5zkgZLOqbrNnAGsLlu2DLgk/nTGRNIp5N7ypZT0hu7rmVKGkf6+3y8L3NGxD+BRySNzJumAVvrhhVez+7kLEM9a3yM5pdbCq9njaY5S1LPh4EJkgblLNM49NizDPhUvj2LdPxqeUbgTw31gKTvAOsiYhkwT9J04ACp284pKNYbgKX573MA8IuIWCHpcwARcR2wHDgL2AE8C8wtac5ZwIWSDgDPAbPb/QH3kkuAn+fLBH8H5pawnt3JWYp6ShoEnA58tmZb6erZjZyF1zMi1khaTLpMdQDYAFxfd2y6EfiZpB2kY9Psds/rKSbMzCrOl4bMzCrOjcDMrOLcCMzMKs6NwMys4twIzMwqzo3ArIfyLJSNZqRtuL0Dv+9cSaNq7q+SVPrF1O3I4UZgVn7nAqPajjI7TG4E1u/kbzH/Jk8OtlnSeXn7WEl350nv7uj6dnh+hT1f0uo8flzePi5v25B/jmz1extkWCjpL/nxM/L2OZKWSFoh6a+Srqx5zAWSHsx5Fkj6kaRJpG+uf19pDvy35eEflbQ2j39fh0pnFeVvFlt/9GHg0Yg4G0DSsZIGkiYKmxERe3Nz+C5wfn7M4IiYlCfCWwicAjwATI2IA5JOAy4HZnYzw9dJX+0/X9JQYK2kO/O+U4HRwPPAdknXAC8C3yDNF/Q0cBdwX0SslrQMuD0iFuf/HoABETFO0lnAt0hz0JgdFjcC6482AVdJuoJ0AL1H0imkg/vv8oH0KNI0vl0WAUTEHyUNyQfvY4CbJJ1Mmr1xYA8ynEGauPDSfP9o4MR8+/cRsQ9A0lbgJGAYcHdEPJG33wa8o8XzL8k/1wMjepDL7BBuBNbvRMSDksaS5q/5nqSVpNlOt0TExGYPa3D/MuAPEfERpeX+VvUghoCZeeWrVzZK40lnAl1eJP1/2HLhkAa6nqPr8WaHze8RWL8j6Xjg2Yi4mbSIxxhgO/B65XV9JQ3UwQuLdL2PMIU0++U+0vS9u/P+OT2McQdwSc1slaPbjF8LvF/ScUpTB9degnqadHZi1iv8SsL6o3eR3lx9CXgBuDAi9kuaBVwt6VjS3/58YEt+zJOSVpPWp+563+BK0qWhL5Gu2ffEZfn578/NYCfQdK3biNgt6XJgDWku/q2klaUgrYmxQNI80gyYZh3l2Uet8iStAi6NiHUF53htRDyTzwiWAgsjotEC6mYd5UtDZuXxbUkbSQv2PESBS0tatfiMwMys4nxGYGZWcW4EZmYV50ZgZlZxbgRmZhXnRmBmVnH/A+YrZd4aIod2AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1646,7 +1649,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1680,7 +1683,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1689,7 +1692,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -1699,7 +1702,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1709,7 +1712,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1735,7 +1738,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1744,13 +1747,13 @@ "Text(0, 0.5, 'sepal width')" ] }, - "execution_count": 21, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEHCAYAAACjh0HiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd3gUVffHv3d7SUINLQGCAlIEaaGjNBUBQUBBUAQLvoL6ir6KP8CCCIINUVAUsICAiiBVbDSlQwDpUqSEFlogIXXb+f1xEpLdnU02ZHY35X6eZ5/szp25c2Z3cs/ce5ogIkgkEomk9KIJtQASiUQiCS1SEUgkEkkpRyoCiUQiKeVIRSCRSCSlHKkIJBKJpJQjFYFEIpGUcnSBPoEQQgsgDsBZIurp0TYUwPsAzmZtmk5Es/Pqr2LFihQTExMASSUSiaTksnPnzstEFKnUFnBFAOAFAIcARPho/4GInvO3s5iYGMTFxakimEQikZQWhBCnfLUFdGlICBENoAeAPJ/yJRKJRBI6Am0jmApgFABXHvv0E0LsFUIsEkJUV9pBCPG0ECJOCBF36dKlgAgqkUgkpZWAKQIhRE8AF4loZx67rQAQQ0SNAawGMEdpJyKaSUQtiKhFZKTiEpdEIpFIbpJAzgjaAeglhDgJ4HsAnYUQ83LvQERXiCgz6+MsAM0DKI9EIpFIFAiYIiCi0UQUTUQxAB4GsJaIHs29jxCiaq6PvcBGZYlEIpEEkWB4DbkhhBgPII6IlgP4rxCiFwAHgEQAQ4Mtj6QEkJAAaLWAXDaUSG4KUdzSULdo0YKk+6gEALBnDzBoEPDvvwAR0LQpsGABcMstoZZMIilyCCF2ElELpbagzwgkElW4ehW46y4gKSln244dQPv2wMmTgMEQMtEkkuKGTDEhKZ7MmwfY7e7bXC4gJQX4+efQyCSRFFOkIpAUT06cANLSvLfbbEB8fPDlkUiKMVIRSIonbdsCYWHe23U6IDY2+PJIJMUYqQgkxZPevYGYGMBozNlmNgMtWwJt2oRMLImkOCIVgaR4otcDmzYBI0cC1asDtWoBY8cCv/wCCBFq6SSSYoV0H5VIJJJSQF7uo3JGIJFIJKUcqQgkEomklCMVgUQikZRypCKQSCSSUo5UBBKJRFLKkYpAIpFISjlSEUgkEkkpRyoCiUQiKeVIRSAJDU4n8OmnQIMGnCri5ZeBxMRQSyWRlEpkPQJJaBg8GFi2LCeD6LRpwJIlwL59gMUSWtkkklKGnBFIgs/hwzzo504jbbMBFy5wnQGJRBJUpCKQBJ8dOzhdtCepqcD69UEXRyIp7UhFIAk+0dHKGUINBuDWW4Mvj0RSypGKQBJ87rwTqFQJ0Grdt+v1wLBhoZFJIinFSEUgCT4aDS8BtWrFhWXMZqBGDWDVKv4rkUiCivQakoSG6GguLHPhApCeDtSsKQvKSCQhQs4IJN7YbMBXXwH33AP07Qv89lvgzlW5MscRSCUgkYQMOSOQuONwAF27Ajt35rh3/v478N//Au+8E1rZJBJJQJAzAok7S5cCu3e7+/inpgIffQScORM6uSQSScCQikDizooVQEqK93adDli3LvjySCSSgCMVgcSdyEjlYC+NBihXLvjySCSSgCMVgcSdp55if35P9Ho2HkskkhKHVAQSd+rVA2bPBqxWICICCA8HqlYFVq/myF+JRFLikF5DEm8GDQIeeADYvJkzgbZuzUtDEomkRCIVgUQZi4XdSIs7V64A334LnDgBtG0L9OkjZzYSiQcBVwRCCC2AOABniainR5sRwFwAzQFcATCAiE4GWiZJKWHXLqBTJ8Bu5+jlr74Cxo8HtmzhZS+JRAIgODaCFwAc8tH2JICrRFQbwEcA3g2CPJLSwqOPAsnJrAQAdov9918ZGCeReBBQRSCEiAbQA8BsH7v0BjAn6/0iAF2EkLkGJCpw7hwvB3mSmQl8913w5ZFIijCBnhFMBTAKgMtHexSA0wBARA4ASQAqeO4khHhaCBEnhIi7dOlSoGSVlCR0OoBIuU3JPVYiKcUETBEIIXoCuEhEO/PaTWGb138vEc0kohZE1CIyMlI1GSUlmEqVgDvu8PZ2Mps5VkIikdwgkDOCdgB6CSFOAvgeQGchhGdB2jMAqgOAEEIHoAyAxADKJClNfP89UKUKx0KYTBwb0b498NJLoZZMIilSBMxriIhGAxgNAEKIjgBeJqJHPXZbDmAIgC0AHgSwlsjXfF4iKSC1agEnT3LBm9OngZYtgdhYmfJaIvEg6HEEQojxAOKIaDmALwF8K4Q4Bp4JPBxseSQBZNkyYOFCLjozZgwQFhZ8GfR6oHfv4J9XIilGiOL2AN6iRQuKi4sLtRiSvHA4gNq1gVOncrYJASxfDvTs6fs4iUQSMIQQO4mohVKbzBsgUZ+nn3ZXAgB78PTtC7h8OZBJJJJQIRWBRH0WLlTebrcDf/wRXFkkEkm+SEUgUR+n03ebUtEbiUQSUqQikKhP587K2zUaabiVSIogUhFI1Ofbbzl7qSfvv69c/UwikYQUqQgk6lO+PHDpEgduNWjA6ax37JCBXBJJEUW6j5ZWFi8GfvuNC9B07x5qaW4emw3Yto1nGi1bAlptqCWSSG5ARPg74W9cy7iG2KhYhBkKHkvjcDmw/ex2uMiFVlGtoNfeXK6svNxH5Ty9tJGQAMTEcBZOAJg1i1MvnD0LlCkTUtEKzK+/Ag8/zK6pRJxHaPlyoFWrUEsmkeD41eO4b/59OJt8FlqNFnanHVPunYJnWjzjdx+b4jfhgR8eQKYjEwICWo0WCx9aiK63qFs0Ss4IShsVK3LVLk9q1PD2/S/KnD0L1K0LpKW5b4+I4BTUVmto5JJIwDOButPr4vjV43BRTuyMRW/B6sGr0aZ6m3z7SMpIQvWPquO67brbdoveguP/PY7KYZULJJMMKJMwTqeyEgCA+PjgylJY5s1TdlN1uYClS4Mvj0SSi7hzcUhISXBTAgCQbk/H9O3T/erjp0M/eR0PAC5y4fv936siZzZSEZQmbLZQS6Aely/nLG/lxuHwrewkkiCRmJ4IjfAeXgmEhNQEv/q4kn4FNqf3/2yGIwOX0y4XWsbcSEVQmjCbfWfeLG5unffco5zETgigS5fgyyOR5KJVdCvFQdyis+CB2x7wq48utbooGoateqvqNgKpCEobY8cqb3+3mJWL7tIFaNfO3RZgtQIDBwING4ZOLokEQFlTWUzoNAEWfU48jVlnRs2yNfFE0yf86qNp1aboU68PrPqce9yqt6JTrU64s+adqsorjcWlkblzgZEjgaQk9vn//HOgX79QS1VwHA5g/ny+Hr2eK4/16yfrDUiKDOtOrMO07dNwKe0S+tXvh6eaPVUgF1IXubDo4CJ8uftLOF1ODLljCAY1GgStpuBu0nkZi6UiKK1kZAAXLnAFL6Px5vq4fh24ehWIilL233c62bunbFn25pFIJCFDeg1JcnC5uEhMhQoc9VuxIjBhgu9C70qkpQGPPAJERgL167My+e47931++AGoWpXbK1XiJZvUVHWvRSKRqEIxsxBKCs2kScDHH7v730+ezEtEI0b418fgwVz+MdtrJy2Nl2WiooA77wQ2bgSeeML9HEuX8ixkyRL1rkUikaiCXBoqTRDxTODqVe+26Giu65sfFy9y8JmS62a3bsAvv3AVsp9/9m43mYATJ3gGIZFIgopcGpIwTidw7Zpy24UL/vVx7pxvm8LJk/z3xAnldoOBj5dIJEUKqQhKEzodcOutym2NGvnXR5067K2j1HeHDvy+QwfluAS7ndNCSCSSIoVUBKWNjz/2rhVgsQAffujf8VYr8Npr7n1oNLx99Gj+PHo0f9bkur0sFo5hUAoCk0gkIUUqgtJG9+5s6L3rLl6r79oVWLMG6NjR/z5Gjwa++gpo0oQ9g/r3B+LigFq1uL1mTWDnTmDAAG5v0gT48kvfwWwSiSSkSGOxRCKRlAKksTgYEAEzZrALpU7HPvq//KL+edatA+64g89RpQov6eRW5levAo8/zksxRiPQpw9w5oz6ckgkISLVlornVj2H8EnhMLxtwL3z7sXRK0dDLVaxRs4I1GLKFOD11919581mYMUK9ZKgbd3KheHT03O2WSxcAvLttzlYrEkT4PDhnEyjWi0HdB09KnP0S0oEnb7phC1ntiDTyS7MAgJlTWVx5PkjqGipGGLpii5yRhBonE4eiD2LpKSnq7su/uab7koA4HNOmcLb161j183c6aadTiA5mSN9JZJizp6EPdh+bvsNJQBwaucMRwZm7ZwVQsmKN1IRqMHVq94DdDb//KPeefbvV96u0QDnzwMHD7KLpiepqcCePerJIZGEiIOXDkIrvPNapTvSsfP8zhBIVDKQikANypblqFkl1PSbb9BAebvLxd459epxFk5PrFb/4wQkkiJMvYr14CTvynQmnQlNqzQNgUQlA6kI1ECn40Runv75ZjMwcaJ653nrLeUYgBde4HN16cLpH3IrA62WffcHDlRPDokkRDSt2hTNqzaHUZsT3S4gYNKZ8HTzp0MoWfFGKgK1eOUVTt5WuTLnw69TB/j+e+Duu9U7R9u2nLytQQM+R4UKwBtvcPZQgJeINmxgv36jkRVUt27Atm3SUCwpMax6ZBWGNBkCs84MjdCgU0wnbHlyCyKtkaEWrdgivYYCAVHgi6Pkd47s31UWaZGUYIgIQt7jfiG9hoJNMG5MX+dISQF69OAZgcEAtG/vnejts8847XS2a+mcOe7tV6/yDCcmhmcf06ax95GaOJ3A9Oncf0wM8PLLQGKiuueQlHikElCHgM0IhBAmAH8BMILrHiwiojc99hkK4H0AZ7M2TSei2Xn1WyxmBKHC5eKlqcuX3bcbjTzIWixss3jtNe9jp00DnnuO3VHvuAOIj89xQ7VYOLW0mi6ogwYBy5bluNwaDJwKe98+bzuIRCIpNIWaEQghjEKIQUKIMUKIN7Jffpw3E0BnIroDQBMA3YQQrRX2+4GImmS98lQCknyYM8dbCQBcOyB78H/rLeVjX32V/373Hbui5o5FSEvjwLhDh9SR8/BhLlCTO+7CZuNU2PPmqXMOiUTiN/4sDS0D0BuAA0BqrleeEJOS9VGf9SpeBonixqpVvtvWreMKYUpxBkDOoLx+vXJJSY0G2L690CICAHbsUE5TnZrK55dIJEHFn1KV0UTU7WY6F0JoAewEUBvAp0S0TWG3fkKIOwEcAfAiEXmVyRJCPA3gaQCoUaPGzYhSOrjlFt9tMTG8/OKL7JTRt97KS0meFcg0Gl66UYPoaGUbh8Hgu16CRCIJGP7MCDYLIW4qGomInETUBEA0gJZCiNs9dlkBIIaIGgNYDWCOZx9Z/cwkohZE1CIyUrqI+eT1191rAORm8mRu69xZuf2BB/jvU095P61rtVyovlMndeS88042Ums9IkT1emDYMHXOIZFI/ManIhBC7BNC7AXQHsAuIcRhIcTeXNv9hoiuAVgPoJvH9itElP3oOQtA8wJJL3EnLAz44w93Y6tez7aD227jz7/9BrTwsBfdeSfw44/8Pjoa+PVXnkGYzTw7aNUK+PNP30qmoGg0vATUujX3bzZzDYNffuGAOIlEElTyWhrqWZiOhRCRAOxEdE0IYQbQFcC7HvtUJaLzWR97AVDJGlmK6dyZ19r//puXd2Jj3QdwnY7X6C9fBvbu5Wyl5cu799G+PXD8OHsOmUzsiaQ20dHAxo3AxYucp6lGDRnzIJGECJ+PeER0iohOAZiQ/T73Nj/6rgpgXdbsYQeAP4hopRBivBCiV9Y+/xVCHBBC7AHwXwBDC3c5IebwYWD4cK729dpr/heEz83Mmfw0Xr48L9ckJBTseJeLM55268bxBM8+y0bi3Jw4wdlSx48HJk3yrldgswFff83LRMOH8yyioMTHczW0cuXYduHLG6hSJZ4NFGEl8OefXGytSxfg00995xf0hYtcWHRwEXou6Inu87vjh/0/wEUut32OXjmKET+PQMdvOmL06tFISCng7y6RFAYiyvMFYJfHZy2Ag/kdF6hX8+bNqUiyfj2R1Uqk1RIBREYjUfnyRMeP+9/HI4/wsblfej3R2bP+99GwoXcfFSsS2e3cHhdHFBbG/QJEBgNRRATR/v3cbrcTtW/P15J9vNVK9H//578Mx47lfA+5X889538fRYQPPiCyWHIuwWIhuuMOorQ0//t4ZPEjZJ1oJYwDYRzIOtFKDy18iFwuFxERbTi1gSwTLaR7S0cYBzK+baRyk8vRsSvHAnRVktIIgDjyMa7mZSMYLYS4DqCxECI563UdwEWwS6kkGyJ+ek5NzYnAzcwErl3LKeieHxcvAvPne2+324Gn/UymtXIlcOCA9/bLl4EPPuD3w4dz9HG2G6nNBly/DowcyZ+XLuVlpdwupKmpwNSp/lc6GzJEORJ5+nTvmg1FmKtXeWKXW+S0NK7x8+23/vURdy4OS/5ZglR7zveZak/FqqOrsPXMVgDAsBXDkGZPg4McAIBMZyaSMpPw6upXVbsWiSQv8loamkRE4QDeJ6KIrFc4EVUgIj9Ht1LC1au8FOKJywX8/rt/feQVtfvnn/71MXeu77Yff+TBWSkqmwj46y9+v2IFKwpPdDqORfCHvCK/lxWfZ4jNm5U9btPSgJ9+8q+PNcfXwOa0eW1Pt6fjj+N/IDkzGccSj3m1u8iFP47/UVCRJZKbwqexWAjRLOvtj7ne34CIdgVMquKG2ey7rUwZ//qoVs13W1iYf33k5VpbvjwbjU0m5UXu8PCcPnQ6wOFwb9doeL3fH0wm7ziEbKpX96+PIkC5cu7loLMRgk0bfvVhLgeD1gCHy/37NOqMKG8uD6PWCI1Qfh6LMEYUVGSJ5KbIyx/ww6zXpwC2AZgJdvHcBuCTwItWjDCbuUi80ei+3WIBnn/evz769PEd8PXSS/718frrvtvGj+cR7IknvIvomM3Af/7D7596Srm4jV4P3HOPf3IMH6683Wplj6RiQuvWrD897dhmMzBihH99PNjgQWgU/s2EEBjQcACMOiP6N+jvll8fACw6C55v6ee9I5EUFl/Gg+wXgO8BNMr1+XYA3+R3XKBeRdZYnJRE1KkTkdlMVKYMkclE9MQTRA6H/31s2JBjxM1+9ehRMDm++IJICPc+xozJaU9L4z5Nphw5H3qIyGbL2Wf+fDYQR0QQhYcTVa1KtHt3weTo0MFdBqOx4H0UAQ4fJoqJYft6RAT/vJ99VrA+1h5fS+Uml6OISREUMSmCykwqQ78f+/1Ge3JGMnWZ04XME8xUZlIZMr5tpCFLhpDDWYB7RyLJB+RhLM43+6gQ4m/i6OA8twWLIp999PBh4ORJ4Pbbgaiogh/vcgELFgCnT3OGzpo1C95HRgYwezYvzzz5JJfS9OTff9nqWb++8jnS0niR3GLhR+ObCSY7fBhYtIiL9Dz4oHoBaUGGiEMvkpI4ti7iJlZs7E47Np/eDAKhbfW2MGi9Z39HrhzBiasn0LBSQ0RHqJTOQyLJIq/so/4ogu/ASebmgZPGPQogjIhCUvuwyCuCosCBA6xMbDYegFu1cm+/fp3b9+8HmjVjJ3mZ+jmknLpwDa98Ox+HLx9GmxqxmPzYQygb5qMOdgBZfng53tv0HjKdmRjWbJgs/1iCKKwiMAEYDuDOrE1/AZhBRBm+jwocUhHkw0cfcUCZzcazC7OZ7QLTpnH7iRP8hJ+ayi+rlQ3aO3bkbbCWBIxV2/9BzyVtQZpMwJAG2MKgy4zE3v9uQ/0awcut1e+HfvjpH3d3qAYVG2Df8H3QFNPZnCSHQimCooZUBHlw5gwvw3hGElsswNq1PDO45x5gzRpWEtlotUDfvsDChcGVVwIACB/ZBilltgGaXP+LTj3qpj+Gw+8Hp0THrvO70Hymcqqvz7p/huGxPhwAJMWGmypMI4RYmPV3X1ayObdXoISVFIKff1Zeh09PBxYv5jiCtWvdlQDA21euDI6MEjcuXk1FSkScuxIAAK0dR3V+BiuowCfbfDsCzt4l60WVdPJKOvdC1t9CJZ+TBBG9Xjlnj1bLrqlCsKJQivpVKhQjCTg6bR5LLq7g/SZKxutsdBp5b5R08ooszs4K2gWAgbwTz0mKGr16KQ/yej17IGk0nMjOM07AYAAGhsT2X+opH2FGheQugNNjsLWb0Fw3JGhyjG7vO1nAK+1eCZocktDgjwUoBsAXQoh/hRALhRDPCyFC4joqyYeKFTnLp9nMRmCLhYPH3nkHaNCA9/nsM6B2bY4kNpk4arlhQ+D990Mreylm9fNfQ5dWA8gMB+wmwGZFWEpT/DLKR33pAFCrXC38X7v/89res05PPNjgwaDJIQkNfhuLs2oKDAPwMoAoItLmc0hAkMZiP7hyBVi+nD2Hevb0jmdwuYDVq9nP//bbOW12EU4DXRqw2Z2Y9ONv2H/2ODrVb4JnureDRhP83+TfxH8xccNEZDoyMbL1SMRGxQZdBklgKKz76GsA2gEIA7AbwEYAG3ItHQWVgCkCImDbNs68ecstnHzes5RifjidPMCeOAE0bQq0bOk9wK5fD3z1FSeyef11fopXm6tX2fhrtwP33QdUrar+OUoQR47wz1K+POtNzwwcRYW/9p7A7LWrUdYSjtceuh+Vylnd2jMcGfj5yM+4nHYZd8XchXoV66kuAxFh/cn1OHzlMBpENkCHGh0gPO7xM8ln8Nux32DSmXD/bfd75Uyy27kY3fnzQJs2QOPGBZfjeuZ1rDyyEqn2VNxz6z2oUUZWtsuPwiqCXQAcAH4G8CeAraGKIQACpAjS03nAjIvjp2WdjrOKbdwIVKniXx/nzwMdOnA6aYeD1+NjY/mOzx5ZWrUCtm93P+7zz3Py/KjB0qVsD9BqWbk5nZyC+tln1TtHCYGIv5ZvvmF9rdXyT796NcfZFSXavT4Wm2kKQBogazI+rc3PeO7+DgCAvRf2ovOczrA5bTcS3A1qNAiz7p/lNVDfLFfTr6LjnI44fvU4nC4ntBot6pavi7VD1qKMiZMrvrfpPby5/k1ohRZCCLjIhcX9F6Nbba5Se/QoV0ZNTeV/EyG4ftH33/v/3LXuxDr0+r4XBASc5ISLXPi/dv+HNzu+qcp1llQKHUcghAgH1y5uD6A/gAtEFJLsYQFRBGPGcCBWbv97nQ7o2pUHcn+45x5O05w7a6fJBLz8MlcDmzxZuTaBEJz2WY3I3itXOLunZ3ZRsxnYtQuop/4TYnFmyRJg8GD30gsAx9WdPl10MmJMWbIO/4vrycFmuRAZZZH8xgVYTXrEfByD+CT3VOhWvRVf9voSA24foIocg5cMxsL9C2Fz5aTVNmgNGNx4MGb3mo3d53ej/VftkeZwl9Oqt+L8/84j3BiORo048D33sGOxAB9+CDzzTP4ypNvTUeXDKkjOTHbbbtFb8MfgP9C2ettCXWNJ5qbiCHIdfDs4rcQQAAMAnAGwVlUJQ83XX3sHYTkcHHjlTyGVlBReW/BM3ZyRAXz5Jb//7DPlY4m4/qEaLF+u/Fhlt3NKCYkbs2Z5KwGAM3AUJTPU9I1fAXrv+5CECx8vX4e/E/5GYnqiV3uqPRUzd85URQYiwsID7koAAGxOG77f/z0AYO6euchwei8WaIQGq46uwsmTnOLK89kzLQ344gv/5Fh9fLXi9nR7Or7a/ZV/nUi88MdB+F3wktAnAHYQkT2wIoUAex6XpOSOWZB9clcC84VaVbsyM72DxQCWr6CFdksBvr4SIXyXUwgFNkoHfKzupNkyYXPaIHzskOFQbxXX6VK+z+0uvscznZletZgBgEDIdGYiM9O3T4Lnc5gvbE4blFYxCIR0h7zHb5Z8ZwRE1IOI3iOizSVSCQDKvvVCsBUru2BLXpQpAzRq5L1dr+fUDQAndvOFr/z9BaV7d2VFYDbnyCG5waOPspetEp55+kLJwNsHAjYFQTV2PNu9E5pVbaYY9GXRW/BI40dUkUEIga63dPUqoqMRmhvr//3q94NV7y2nw+VAt9rdULcuG+Q9MZnYrOUPXW7pckPx5Maqt+Lhhg/714nEiyKyChpiJk3iheHsUcFi4cH9m2/87+Obb/iY7GplViu7bU6cyJ/ff1+5rNVzz/lf7io/atQA3nqLZdBqWZlZLMBjj7F7hsSNxx5je352ATiDgb+6b7/1XSMoFEwa0geV07qwMiAADj1gN+OZqJmoViEceq0eC/otgEVvuREhHKYPQ5MqTfBk0ydVk2NGjxmoYK4Ai57tWVa9FRUtFTHtPk5o2LlWZ/St3xdWvRUCAjqhg1lnxgd3f4BK1koQglcordacGk5hYcBtt/lfe6msqSw+6/4ZzDrzDeVn1VtxX+370KNuD9WutbQhk85lk57OdYO3beM787HHlB9f8iIxEZgzh/0RW7XiWUDuMpYOB/Duu+wiUbYsMG4cu6mqzZ49wPz5vBz10ENA27YyTsAHTiewahXw669cpXPoUCAmJtRSeeNwuvD+4tVYsHM5yprK4Y1ej+Hu5nXc9olPisecv+cgISUBd996N+6vez+0GnXDfZIzkzFv7zzsvbAXTao0wSONHkG4MWfWTET489SfWHJoCcx6MwY3HoyGlRq69XH+PD83nT7NISx9+igXxcuLw5cPY+6eubhuu47et/VG51qdVfOOKqnI7KPB5N9/OY7g9tv9dz3NDRGwdy97ALVooVwF5fBhLgLfqBG7vUpKBWn2NGw7sw0Rxgg0q9osIAOfze7Cm7O2Iy3DhteGtkJkeWP+B3mQcO0aJv48BxHGMLz5wBAYZB6rIsFNKQIhxArwRFQRIuqljngFo8gqgpQUXoffuJHXFTIygMcfZ48gf/0Q4+N5YD91it1XbTZODzFyJLe7XDzTyH39EREcBFerlvrXJCkyzPl7Dp5d9Sy0Gi1c5EIlayWsGrQKt1W8TbVzvP3lTrxx6H7AkAIQK5n++nn4Yfz9fvfxwPRRWHY5V7oS0mBy7AK82lMdF1bJzXOziuCuvDoloj9VkK3AFFlF8MgjnOo5t7uJxcID+Qsv+D4uGyJ+wv/nH3cvJIuFo4Q7dQKGDeMSlJ5ERnIgm6REsvv8brT7qp2bV4yAQFR4FNjxFQgAACAASURBVE69eMrLgHsznL2Yjugp1QDzNfcGmxmLOh1Cv675l0ydu2ENhqzp6u3hRAIXX7yGyDI3UeNToho3FUdARH/m9QqcuMWQjAxvJQCwW+jUqf71ceAA1zr2dEVNSwM+ycoVP2+e8rGXLvGSlKRE8nnc58h0ut9bBEJSZhI2nNqgyjn+88FKQKPgHqpx4n/z5vjVx5jVr/toIQxfMPnmhZMEHH8CyuoIIRYJIQ4KIY5nv4IhXLEhLc07SiabpCT/+khM9B1jf+EC/80r3uHsWf/OIyl2XEi9oOifL4RQDCS7GS6mJALC4d2gs+G607/Z5nXHFZ/xDhdSEwohnSTQ+DOn/BrADHC+oU4A5gL4NpBCFTvKlePUDp5oNP57BTVr5h2ZDLDX0QMP8PvatZWP1WjYM0hSIul1Wy9F/3yb04Z2Ndqpco5hXTsqD+KZYbi7Vje/+uhUrbdPq+Jz7YberGiSIOCPIjAT0RqwPeEUEY0D0DmwYhUzhOB8BRZLzlO9wcBxBe++618fYWGcHM5iyXH1NJs5FiE7Ccu8ecpuoGPGyApjJZhBjQahToU6sOhy8lFZ9BaMaT8GlazqxKAM63sbyp0a6h64ZrNCeyEWX4/xzzNt3pPjoXVEuCsDAiKdTTGgzZ2qyCkJDP5kH90EoAOAReAcQ2cBTCYi9dwVCkCRNRYDwMGDwJQpbPBt146NxNWqFayPjRuBjz8GEhKA3r05M2nu6OZDh3jb33+zkXjSJKB/f3WvQ1LkyM6ls/DAQpQzl8Ozsc/i7lvvVvUcTieh/xvLsOLcTJA2A63Ng7HynUdRJtx/J//ElBT0/OxZ7EheDg30eCD6P1gw7C1o8yrJKQkKhU1DHQvgEICyAN4GUAbAe0S0VW1B/aFQiuDqVc4yFhWl/GRts3G0S2SkOtlAb5b4eJajeXPlJ32Hg20CFSrkhMV6cukS7xfCWgROJ4tZtqxyOIQ/JCcD+/YB9ev7ju87f56/psjImzuHw+nCziNnUaV8OGpWLqu4z9X0q0ixpSA6IlrRfz8tw47d/57DbdGRqFgmdPfO/ov7cfTKUfSo20OxDrHDAZw7x9+lr1vnUPwlpGfa0ayO8kNMhiMDF1IuoHJYZZh0gSne4HQ5cfb6WZQ1lfWqZ5DNlbQryHBkoFp4tZAFk7nIhbPJZxFuDEdZ083dO8EiL0UAIvLrBSACQHgB9jcB2A5gD4ADAN5S2McI4AcAxwBsAxCTX7/NmzenAnPxItE99xAZDERmM1H16kRr1rjv89FHRBERRFYr7/P880R2e8HPVRhOnSKqUoWITc9EGg3Ra6+57zNrFlHZskQWC5HJRPTEE0QZGTntx48TtWpFZDTyq359ol27gnsdRPTdd0QVK7KYRiPRgAFEKSn+H+90Et19d85XARC1bOn+k+zeTdSgAfdvMHD7v/8WTM43560kzSvVCGPNhNeMVHlkLzqZcPVG++XUy9Tt225keNtA5glmip4STb8f+92tj77vfkwYHUEYYyWMNVPDUSMoNd1WMEEKycGLB8n0tokwDjde/X7o57bP118TlSuX85sMHUqUnp7TvnH/SQp7oQ3hNSPhNRMZXqpH366Ou9HudDlp7JqxZJloIctEC1knWmncunHkcrlUvZYfD/xIke9FkmWChYxvG+mhhQ/R9czrN9rPXz9Pnb7pRIa3DWSaYKJaU2vRXyf/UlUGf/jl6C9U7cNqZJ5gJsPbBuoxvwclpiXeaL+SdoW6z+9+496J+jCKfj36a9DlzAZAHPkYV/2ZEbQAG4yz1yeSADxBRDvzOU4AsBJRihBCD65s9gLlmkkIIUYAaExEzwghHgbQh4jyjDwp8IyAiJ+s9+9397qxWDgVQ+3anI7h6afds4BaLJwM7oMP/D9XYSlXDrh2zXv7ggVcXH7VKk4ZkVtOsxl4+GGuema3c36EhAT35HMREcDx4zyDCAIbNwL33usupskEdOvGNQD8YdAg4LvvvLd36gSsXcuTu1q13J2yNBqgcmX2wvUnV9DCv/ZgwO9t3VM8Owwoc70Nrk1dDwCInRWLPQl73BKdWfQW7Hp6F26reBtenL0QU0887l4rwG5BE+cw7J7kp+uwCujf1t8oSJObcXeNw5sd38Rvv3G8o+et8+CDwNy5QIbNgbCxt8BpOQtoct07meE4+My/qF8jEu9teg9v/fkW0uw5nVj0FrzT5R280MqPWBk/2HpmK7rM7eJ2DqPWiK63dMXKQStBRGj4WUMcTTzqdr1WvRUHRhxAzbL5xzuowf6L+9Fqdis3OQ0aA2KjYrHxiY0AgDaz22Dn+Z1e986OYTvQILJBUOTMTaHqEQD4CsAIIoohohgAz4IVQ55kKaGUrI/6rJen1ukNINtJeRGALkLtudOuXZz7x9P10m4Hpk/n9xMmeKeCTksDZszI22VTTdauVVYCABuDAWU509N5xLx+nRXF9eveGUjtdt8xCAFg8mRvMTMyOJ9Pgp9ehAsXKm9ft44vb94875/G5eIA759/9u8co5dPAbQe+Y91NiSFbccfO49iT8IeHLp0yCvbpc1hwyfbOLZjxsG3vQrGQJ+Gv7WzkJwanFzWPx74UVEJAMC7m9hZYeJE5Vtn4UK+7Sb/+Buc+mvuSgAANA6Mmj8XAFcfyz3wAZz2YvJG9WIEJm+cjHS7ezrpTGcm1pxYg7PJZ7H59GacTj7tdb12lx2fx32umhz5MXXrVGQ63H9fm8uG3Qm7cejSIRy4eAB7L+71uncyHZmYujV4Dwj+4o8iuE5EN6JWiGgjgOv+dC6E0Aoh/gZwEcAfRLTNY5coAKez+nWAZxtej61CiKeFEHFCiLhLly75c+oc4uN9F2s5epTfnzunfKzDwSNLMNi713fb5cv8Nz5euV2rZZtAfLyy4kpP5/xHQcLXqQwG31+1J3mVeMjI4HMolXGw2Xx/TZ5cdBzzHvgAwGXA3lOnEZ8Ur5i0zUEOHE3ke8dm9BG/IZw4eyVZuU1ltpzZ4rMtux7BqVPK7Xo9B6UfTogHNArKRJ+Ok9eOg4h8xixcSi3g/2QeHL96HKTgg2rQGnD2+lnEJ8Ur1l6wOW04lnhMNTny4+iVo3CS902q1+hxOpnvHb3G28juJOeNe6co4Y8i2C6E+EII0VEIcZcQ4jMA64UQzYQQeVZ2JSInETUBEA2gZVa1s9woPf173QVENJOIWhBRi8iCWgSbN1cuCmM28zoDwMndlChfni2dwaBHHil0G2Zlb2zTRjlvkU7HcQyxscpKLywsqHEGHToo27jtdqBuXf/68GWr1+m4rW1bZWOnTge0bOnfORqF3wU4FJKqaTPRM7YxmlVt5vXUBwBmnRmdYvjeKZfeQtF3XtgiUCcqOEtxjzV+zGdbpIX/X9q1U751hABq1gTuuyOW6yF7YgvDnbXaQQiB2yooOwo2jGyouP1muKvmXYoDqN1pR72K9dCiWgvFegQWvQUdYzqqJkd+dIzpCKPW+97JdGTijsp3oEmVJopFgUw6EzrHFD3ve38UQRMAdQG8CWAcgPoA2gL4EIBfC+hEdA3AegCekSlnAFQHACGEDuyRpE6oZDY1avCCc+6RRafjAf6pp/jzu++6++8D/HnKlOClb65TR1khCQHMzCo3OH68spyTJvGjXatWrCxyp742Gvk7yA5KCwKjR3PO+dwDj8UCjB3r21PFE1/hF//3f/y3d282hxhz/S+azawEWrf27xyznhwJYQ8HnLmUp82KZs4RuK16RURFRGFok6E38u8DgE6jQxlTGfynxX8AANMfeBewWwBXrt/EbsGwmh9CFySXySZVm6BamLKHz9w+vKzz5pvKv8mECfwdPta1BSqmdgDsudOmG6HPiMKkwf0AAFO7TXWLZQB4AP6o20eqXcuodqNgNVjd8idZ9Ba82u5VRBgjUKdCHfSt19ftN9Fr9KhoqYjH7vCtENXmuZbPIcIYAZ3IeeKx6C0Y1nwYKodVRtXwqniq2VNe906EMQIjYkcETU6/8WVFLuwLQCSAslnvzQA2AOjpsc+zAD7Pev8wgIX59XtTXkNOJ9GnnxLVq0cUFUX0zDNE58+777NrF1GPHkRVqxK1bUv0228FP09hcTqJHn+cXTo0GqLatYk2b3bf58ABor59Wc4WLYiWLnVvz8ggmjiR6JZb2Dtq1CiipKTgXUMWx44RDRzIYjZpwl5EBWX2bKLy5fmrKFOGHbtyk5RE9OqrfJm33EI0YYK7A5U/bD0YT7Vffpw0r1Qj44sNaejHX5LTmeMF43Q5acaOGVR/en2K+jCKnl7xNJ1LPufWxw9//k2VRvYkzStVKeyFNvT2d78U/GILicPhoLu+vovEOEEYBwqbGEaLDixy2+fQIaJ+/fg3ad6c6Kef3Pu4npZJ9014l3Qv3Ural6tTizEv06kL19z2+evkX9Tpm05U5YMq1GVOF9oUv0n1a/k38V96ZPEjVPWDqtR4RmOat2eem2eSw+mgqVumUt1pdSn6w2h6ftXzdDHloupy5MeZpDP05LInqdqH1ajBpw1o1s5ZbnK6XC6aGTeTGnzagKp9WI2GLR9GZ5LOBF3ObFBIr6HKAN4BUI2I7hNCNADQhoi+zOe4xmBDsBY881hIROOFEOOzBFouhDCB01U0Bc8EHiaiPPMYFemAMolEIimiFNZr6BsAvwHInnseATAyv4OIaC8RNSWixkR0OxGNz9r+BhEtz3qfQUQPEVFtImqZnxIIKKtWcdSSTgdERwNffOE7kZwkKCxezCtmWi2vbs3xSIJ59iy7RBqNvMwxZAi7lapJZibwv/9xthC9ns1KBw647/Prr2zG0Wo5kPyzz9xvnUuXeHXSbGY32v79c/IIAjwrn7VzFqKnREM3Xod60+vh5yPurk///AN07coyRERw0Hp6AWu1//kn0LQp3+KVKnH1VKUS1yWBZf8sQ91pdaEdr0WNj2rg6935OjqWbnxNFShn+WZH1t/dubb9nd9xgXrd1NJQfvz+O0fZ5I5esliIpkxR/1wSv1iyRPknmT2b21NTiapVI9Jqc9oNBqKGDXmFTS3uv5/j9nLLERFBdCZrhr9mjbKc777L7XY7r/Dp9TntOh1RTAxRZibvM3XrVLJMtLgFg5knmG8EH50/z0tjQuT0YTJxjKS/bN+uLOerr6r3XRUVVhxeQeYJZrfv0zLRQjN2zAi1aCEFeSwN+TMjSBVCVECWb4QQojXYzbPkMGaMchzB+PF5+zFKAsbo0co/ydix/H7hQk4/kfvnyXYdXb1aHRmOHeO+MjycPzIygGlcrx1jxyrLOXEiex+vXMlP/7m9eh0O9gheupRTFLy1/i0v//x0RzrGrOH4kRkzeGaSe5aRkQFs2MDprfzhrbe8ZxDZpS5SU/3ro7gwevVotyI+AMc7vLHujewHWYkH/iiClwAsB3BrVgK6uQCeD6hUwebIEeXtaWn+1xOQqIqvWISLF3nA37tXOcTDZvN/cMyPQ4eUi6rbbMDOrLj6w4eVj7XZuMTEoUPKA21KCsuZnJmMVJvySJztb75rl7cyAli2Q4f8uRLO16Q0Bmq1Ja+Uxb9XlYs0JaYneikICZOvIiCiXQDuAruM/gdAQyLKI/qpGFKnjvJ2i4UXhyVBJyZGeXtkJA+AjRqxO6QnBgObetSgXj3l+DyDgctHAL7jIvR6DkOpV09ZzvBwljPcEA6LQTloonZ5rj/RtKm7m2w2djv37w8NfGQ0cDo5B2NJolY55frd5czlYNaZFdtKO/5UKHsIXJPgAIAHAPyQXyBZsWPiRO8IpmzHd19VwyQB5Z13lH+S8eM5jGLAAB5Mc/88ej3b+e9WKTtznTpsHDZ5JNg0GoHns+bEEyYoyzl6NBtle/YEKlZ0D7DLDmN54AFAq9Hi9Ttfd/M3BzhobWLniQA45ZXJ5B4+YjJxUF1DP2O5xo1zDy/JlvPZZ5UVVXFmUpdJXgO+RW/BuLvGhTT7Z5HGl/Eg+wVgb9bf9uBYgN4AtuV3XKBeATEWExEtW8ZWPSGIKlcmmjaNSOWsipKC8f33bFQVgg3D2YbibOLjiXr2ZOOrwcBxC5cvqytDejonorVaOZ6hQweiPXvc91mxgqhuXZazUiWiqVPdb52EBKIHH2QZdTqiPn2IzuUKRXC5XDR9+3Sq8n4VEuME3frxrfTTQXcn//37iTp2ZBksFqLhw9lgXhDWrCG6/XaWs3x5DjdR07BelPjxwI9Ua2otEuMEVf2gKn0R94XqWVKLGyhkHMFuImoqhJgEYB8RLcjeFlgVpUzA4wiIghdNLPGL/H6S7Fs40D+bP3IUVk4iyvOpVY3bszTd4vl9n6WJwsYRnBVCfAGgP4BVQgijn8cVT+RNU2SIOxeHngt6ovpH0eg6tys2nNrg1p6QwHmNDAZerune3duAvOroKrT7sh2ip0Sj/4/98c/lf25aHl+3xuLFHD+g07FJabJHMs4MRwYm/jURdafXQZ1ptTH+z/FeXkJrT6xFx286ovpH1dH7u97Yk7DHrf3QpUNo8nkT6N/WwTTBhEcWP+KWgZOIs5U3a8Zpp558Ejh9umDX4Q+bNwP33MNLcN26Ads800gWMXwpgVRbKt5Y9wZu/fhW1J1WF5M2TFLMK1UYiAhf7/4ad3x+B2p8VAPDVw7H+evnVT2HWvgzI7CAcwTtI6KjQoiqABoR0e/BENATGVlcOtgUvwn3zLvHbcA068xY1H8RutfpjowMLt/g6U1TvjwHcGk0wOxds/HCry/c6EMjNLDoLdj+1HbUj1THovzDD1wOwpMRI4BPP+XBoMPXHbDr/K4bHismnQmNKzfGlie3QCM0WHRwEYYsHXJDTgEBs96MP4f+iRbVWuBM8hnETI3xynZZt0JdHH6O3ZbeeINTY2V7KGUrpX371CtSt3o153jyLNvx889Ax47qnCMYOF1OxM6KxaFLh5Dh5BvIrDOjdXRrrHlsjWoziJG/jsSsXbNu/K46jQ4VzBVw8NmDKG/2UW4vgBRqRkBEaUT0ExEdzfp8PlRKQFJ6eOn3lxR96//7y38B8MCn5FKZmMg1ehwuB1754xW3PlzkQpo9Da+ve101OZ99Vnn7559zvMC6k+uwJ2GPm9tihiMDBy8dxO///g4iwshfR7rJSSCk2dMw6o9RAIDnVj2nmPL4yJUj2BS/CdeucZRwbjdVh4NLU3ykXj44vPCCcszEiy+qd45g8PPRn3E08egNJQDwvbX97HZsOr1JlXMkpCTg87jP3X5Xh8uBpMwkfLbjM1XOoSYld4lHUqzxXBrJ5vjV47A77Vi71vexq1YBZ5PPwub0Tj/uIhe2nPadv7+gJPrIletycbmL7We3K/qup9hSsO3MNiRnJuNi6kXFPuLO8cx36xnf5cGXHV6G/fuV3UttNuT5PRUEIt8xC/v2qXOOYLHl9Bak2LyDUGxOG7adUWet6++EvxXrOWc4MrDmxBpVzqEmUhFIiiSRVuW6E+HGcOg0OtTMoyJh7dpABUsFuEg5kU5UhHqO83mVxIyKAqIjomHWe/uuW/VWREdEw2qwQq9ViFoDUCWsCgCgWrhyimkAqF+xPqKiOPLYEyGAW27JW35/EYKX4pSoWFGdcwSLGmVqeLnrArxkV71MdVXOER0RrVg3QSu0N+JDihJSEUiKJKPbj/b6Z7XoLXix9YsQQuC995SP02h42SjMEIaBtw9U9Cd/7c7XVJPz6aeVtzduzMnh+tbvC6PW6FVVS6/Vo3/D/tBpdBjRYoTitY7twPk03r/7fcVzGLVGDLljCGrV4sIznkrJbAZefvnmrkuJV15RjpkYNUq9cwSDgY0GehW/ERAw68zofVtvVc5xe6Xb0TCyodd5jDqjavWd1UQqAkmRZHiL4VykRG+FVW+FWWfGM82fwet38vr+rbdy3eLcKSDMZuD333OK38zoMQMDGg6ASWuCVW9FGWMZfHD3B+h1Wy/V5PzkEzag5qZ+fWBL1uqTRW/Bhsc3oFGlRjDpTDBpTWgY2RB/Df0L4cZwAMCkrpPweJPHYdKxnGGGMLxx1xs3Cq10uaUL3uv6HrQiJ3qurKks4obFQZNVaWbxYuDee3MysUZGclF6f6u1+cOoUcBzz/H3bLXyeV56qfjZCMqaymL90PWoV7EeTDoTjFoj7qh8BzY8sQFGncIa203yyyO/oHOtzjBqjbDoLagaVhU/PvQjbq/kWagx9OTrNVTUkF5DpYsMRwbOJp9FlbAqsBq8Q2BdLmDHDh4AmzRR7iM5MxmX0y6jekR1n8swhSU5mXMC1a3LrqRKnLt+DkTkc2kqxZaCi6kXERUepTgguVwubD6zGZGWSNxWUblsZGIip8eqUSNwQfFpacD583ydntHKxY0zyWegFVpUDVfJtUqBK2lXkJyZjJpla7pVXgs2eXkNSUUg8cJm46ft777jp+tnnuGnzWBz5gzw8cfA9u281PLiiwVf8x4zZxk+2DMKduMFlElvgu8f+QLdYpUHUV/8efJPfLrjU1xJu4K+9fviiaZPKK77F4ajV47io60f4eClg2gT3QYvtH7hho0AYIX4zd/fYNHBRShnKocRsSPQqVYnVWWQlGykIpD4jcPB+XV2785xR7RaObfOpEnBk+PQIa49nJHBikmv56f+tWuB2Fj/+uj81nisozf5gwAnUieB+XfFYVBn/9Jlfbj5Q7yx/o0bboAWvQV1ytfBlie3qKYMNsZvxL3z7oXNYYODHDeWEnYM24Fby9+KTEcm2n3VDocuH3KTY2yHsRjTYYwqMkhKPoWNLJaUIpYuBf7+290nPTUVmDrVd6RqIBg5kv3gbVkeoHY7Rw0/84x/x2fYHFjneosVQLadVgAQhKErB/nVx9X0q3ht3WtuvuBp9jQcTTyKuXvm+n0t+TFsxTCk2dPgII4UznRmIikz6UYcwYJ9C/DP5X+85Hj7r7dxKfWSanJISi9SEUjcWLFCOc+/TgesXx88Of76Szl//u7dyqmhPZm7egcgFNxHBWAPP+qXDJtPb4ZB6+0fmmZPw5J/lvjVR34kZybjWOIxr+0ucmH1Ca6ws+zwMqTavWsWGLQGbIzfqIocktKNVAQSNyIj3VMmZ6PR+PYjDwTZnj+eGI3+GUHrRVfx3ejyz2BczlxOsaKVgEAlayW/+sgPo9bo04AYYYwAAFSyVlLch4hQzhzEH0VSYpGKQOLGU08pV+XS6znZWLAYPtzbI8Vk4gL1Gj/u2jsb14JIj8wqsJoLAmqlD/BLhtbRrVHeXN4rBsCsN2NE7Ai/+sgPo86I/g36w6h19xKy6Cx4viUXPfhP8//ApHWPUhUQCDeGo0ONDqrIISndSEUgcaNePWD2bDYQR0Rw8ZeqVTnhWF5RtGrz+utAr148+Jcpw0qhUydOrOYvqwduAWxhWUZifhmTGuPI5K/9Ol4jNPh98O+oWbYmwgxhiDBGwKwz44N7PkDr6NY3dV1KfNbjM7Sv0R5mnRlljGVg1BrxUMOH8L82/wMANK/WHJ/c9wksOgsijBEIN4SjepnqWD14NbQaWThJUnik15BEkbQ0Dooym9l7x5+n8EAQH8+1fevU4SCym2Hs3OXYfnIfhnfpjb7tCh7MQ0TYcW4HkjKS0Dq69Y1AMLU5cuUITlw9gYaVGiI6ItqrPcWWgi2ntyDCGIGWUS1lnn1JgZDuo5IiyZEjwPz5bJzu3ZtrCxR0bNu2jaNq9Xpg4EDgdo9x/soV4NtvgePHOQ1Dnz7qz2wyHZlYfGgxtp7Zijrl6+DRxo/KtXsJAODUtVP4du+3uJJ2Bd1qd8Pdt94dsqAyqQgkRY6vvuJ0BXY7F1C3WLiG77ff+q8MXnwRmDkTSE/nGYvBwDWNs/Pr7NrFy0l2O+8TFsZFW7Zu5WUvNUhMT0SrWa2QkJqAFFsKLDoL9Fo9Nj6xsUimEpAEj2X/LMPAxQPhdDlhc9kQpg9Dh5odsHzgcug0Ch4ZAUbGEUiKFImJnMc/PZ0D2Ig4VmHpUs4V5A9xcawE0tL4eKeT+3v99Zx4h0ce4dQP6VlZoFNSeGYwcaJ61/LGujdwKunUjbTGaY40JGUmYciSIeqdRFLsyHBkYPCSwUh3pMPm4mCYFHsK/jr1F37Y/0OIpfNGKgJJ0PnjD2XPpNRUrvjlD4sXKxemEYJjIc6dA06e9G7PzAS+/75A4ubJjwd/VEw3vO/iPlxNv6reiSTFik3xmxRtOKn2VMzbOy8EEuWNVASSoKPXKy//COH/+r3BoGzAzl4i0umUA9Kyz68WeU3xQzH9lxQN9Fq9t+tyFmpmOFULqQgkQefee3kpxxOzmeME/GHgQOUB3eViW0OlSpyN1FNZmM3AsGEFl9kX2emjc6MVWrSv0T5g3kWSok/b6m1h0Hk/1Vj1VjzV7KkQSJQ3UhFIgo7Vyks7FgsbcM1mjhcYNQpo08a/PurVAyZP5uMsFu7TZALmzMmpmPXddxwDER7ObVYreyapmT9/bIexaBnVEla9FSadCeGGcERHRGNuH/VyEUmKHzqNDssfXo4IYwTCDGEw6Uww68x4vMnj6FGnR6jF80J6DUlCRlISsHw52wa6dQNiYgrex9mzwM8/8+ygVy+gQgX3drsd+OUXNiDHxqpbqCUbIsKWM1uw+/xuxJSNwb2175XLQhIAQKotFcsPL8fVjKvoUquLzzoSwSAvryF5txZHdu3iJP3Vq/M6i1JyoDxwuTiB3JEjQMOGQPv2BfffVwONhvMG6XTK+YOIgE2bgP37ueBLx47eSz3aMgnQxa6CVqODxnI/AHf//WwFEUiEEGhbvS3aVm970304nC68v3g19p05jo7178BT97aGRhP8H+VaxjWsPLISmY5MdK/TPaAFW0oDVoMVAxsNDLUY+RKwGYEQojqAuQCqAHABmElEH3vs0xHAMgAnsjb9RETj8+q3VM8I7Hagb19Oyk/EI2iZMsCGDX4/Ticmb8dmKQAAEqlJREFUAnfdxR41TicPwPXqcZfhQVzSXr2a1/KFYMXkcgFjxwKvZZUTvn4d6NoVOHCA27Rarrr11185T/0zdszAS7+/BK3QQggBp8uJeX3noW/9vsG7EBXYezwBLT69E3ZjAqBxAKRBRGoznBj/G8pHBK8E2IrDK/Dw4oehERoQEZzkxKQukzCy9cigySAJHCEJKBNCVAVQlYh2CSHCAewE8AARHcy1T0cALxNRT3/7LdWK4MMPuTJ7Wk5eemg0vOaxdatfXTz8MPDTT+6pnI1G4PHHgRkzVJbXB2lpQOXK3umuLRZWSK1acZzBl1+yu2c2ej0rj4ULOR1Dk8+bIN2R7taHWWfG6RdPo4LFY42oCFNpZA9civgd0DpyNtpNaIUXsHXC5KDIcC3jGqI+jEKaI81tu1lnxvZh22VwXAkgJAFlRHSeiHZlvb8O4BAA5WKtEv/IjqDKjcvFlWQuXMj3cJcLWLLEO59/ZianeggWv/2m7PqZkQF88w2/nz/fXQkALPfSpXwdC/YtUPTf1wgNlv6zVH2hA0RicjouRfzhrgQAQJ+B7Xb/kuOpwYrDK6BR+FFsTluR9HuXqEtQvIaEEDEAmgLYptDcRgixRwjxixCioY/jnxZCxAkh4i5dKsUVmbLLdXkihO+2XGRH4CrhcChvDwQ2m7KPv8uVEyTmq/hM9jJSpiMTTpf3xbjIhUxnpsKRRRObwwmfDucaPyrwqESmM1Ox9oKLXMhwKETuSUoUAVcEQogwAIsBjCSiZI/mXQBqEtEdAKYBUHyUI6KZRNSCiFpERkYGVuCiTP/+vI7jSfXqQLR3tkpPtFofBlct0L27OiL6Q9euygO91cqXCAA9e3obkDUadv/U6YA+9fso1gwmUJF0z/NFlfJhsF5vBrg8DMMOPW51PBA0Oe6rfR+c5K1YLXoL+tXvFzQ5JKEhoIpACKEHK4H5RPSTZzsRJRNRStb7VQD0QoiKgZSpWDNmDHDLLTnlu0wmtvDOm+e3288XXwDly/N6PMCDb2Qk1yQOFhUqAB9/zPEDOh2LbrUC99/PbqQA1x2oVIm3AyxvuXK8OgYALaNa4okmT8Cit0BAQCu0MOvMePOuN1GzbM3gXYwKLBjwNYStDGDP+lFsYdBmVMXSZ4NjHwCAqIgovNP5HZh1Zja+Q8CqZ4+X9jXaB00OSWgIpLFYAJgDIJGIFN0OhBBVAFwgIhJCtASwCDxD8ClUqTYWA7xwvngxewrVqgUMHcojZgFISmLdsW8f0KwZMGiQ79KQgeSffzjb6PXrbATu1Mldn6WmAgsWADt3cnrpwYPZSSqbbP/9Hw/+CL1Gj0GNBqFJlSbBvxAVOHH+Kl6aOxdHrvyDVtVb4oMhDwfVYyibfRf2Yd7eech0ZqJf/X5oX6O9rHtQQgiV11B7ABsA7AO7jwLAGAA1AICIPhdCPAdgOAAHgHQALxHR5rz6LfWKAMDly2wfrl4duC108SmFxuFgRZCUBDz2GM9UJBJJYJD1CEoIRMArrwDTp/OqkN0ONG3K2TaDWVheDRYvBgYMcDdeP/888MknoZNJIinJyHoEJYS5c4HPP+fVoaQk9iTdsQN49NFQS1Yw0tKAhx7y9mCaNg1YtSo0MkkkpRmpCIoRU6bwunlubDaO0k1MDI1MN8MHH/hOEf3668GVRSKRSEVQrPA12Ot0XImruJCQ4LutOCk0iaSkIBVBMeK++5Tzy0VEcB6e4kJeNQfuvz94ckgkEkYqgmLEm2+yUTg7pkyjYf/6mTOVUzYUVVq14pcnYWFcY0AikQSXYjR8SKKiOBvnqFFAu3ZsJN68uXg+RW/eDIwbxyEQZctyLMPZszmBbhKJJHhI99GCkp3crXLl0MngB5cusZ9+1SKeTv7KFc4vVK1aaGoiFCXS0vh3q1rV/9rNEom/SPdRNTh0iIvg1qzJr6ZNOTS2iHHiBNC6NaceqlULaNAA2L071FJ5c+4c5z2qVg2oXRuoU4eL0JRGHA5g5EgusdmgAf+dMiXUUklKE3JG4A+pqTz4Jybm+D0KwaGw8fFFZj3Dbuf6NAkJnKEzm4gI4Phx7zKOocLl4mI4x4+7xxKEhbG+9SN/Xoni1Vc5SDB3hnGLhWNGBg8OnVySkoWcERSWRYs4iiu30iTKyftTRFi1ivP25FYCACuIeUUopfyGDaysPAPK7PacpHKlBYcD+PRT7zITaWnAhAmhkUlS+pCKwB/i470juQD+b42PD748PoiPV07vnJ7OS0ZFhfh45YCyzEzg2LHgyxNKUlJ8l5I4fz64skhKL1IR+ENsbE4+5NxYLNxWRIiNVS4CHxYGtL35uuqqExurXCDHauV6yqWJMmXYJqBE8+bBlUVSepGKwB/uuQeoX58zvWVjMrFlr2vX0MnlQatWQJs2nOc/G6ORg80eCF6Nk3ypV49dXnObVgwGrotQ3PImFRYhgI8+cv8uhODP774bOrkkpQupCPxBowHWrePUnzVrskV21CjeVoQiuYQAVq4EXnuN69dUrw688AKwZUvRc0ecP5/XwOvWZePwM89wAj2liVdJZ8AArsXcrh27jt53H9tRWrYMtWSS0oL0GpJIJJJSgPQakkhukmspGWg++iWIMWUg3tCj7MhOWLb5QIH6uHSJI6dNJn71758TlyiRFAXkjEAiyYPKL/bCResfgD6DNxAAWwR2DD2IFnWj8j3e4WDz0qlTOR5dOh0vhx0+XPSW7CQlFzkjkEhugjW7j+GidXWOEgAAAUCbgefmTvOrj5Ur+ek/t1uvw8HlRpcuVVdeieRmkYpAIvHB+v2HAKfeu0Fnw9GUnX71ceiQcghKSgpw8GAhBZRIVEIqAonEB3c2qAdoFSL0HAbUDmvmVx/16il7QoWH85KRRFIUkIpAIvHB3c3rIDKlE2DPFT9CAJxGTB/8vF999OzJAWO5CwrpdJx6uyjFdkhKN1IRSCR5cGTCYjR2DANsVsClQcS1DljUfRNib/MvM55eD2zdCvTpw4ZhnQ7o1QvYti2nwJBEEmqk15BE4icuF0GjufmiCbkT10okwSYvryGFCrgSiUSJwigBQCoASdFFLg1JJBJJKUcqAolEIinlSEUgkUgkpRypCCQSiaSUIxWBRCKRlHKkIpBIJJJSjlQEEolEUsqRiqCEQQQsX86lIO+9F5g3j7NdSiQSiS8CFlAmhKgOYC6AKgBcAGYS0cce+wgAHwPoDiANwFAi2hUomUoDI0YA336bk/Fy0yZgwQJOh1yEqmpKJJIiRCCHBgeA/xFRfQCtATwrhGjgsc99AOpkvZ4GMCOA8pR4Dh0C5sxxT3ucmsr1b1evDp1cEomkaBMwRUBE57Of7onoOoBDADxLOvUGMJeYrQDKCiGqBkqmks7atcrbU1KAX38NriwSiaT4EJTFAiFEDICmALZ5NEUBOJ3r8xl4KwsIIZ4WQsQJIeIuXboUKDGLPeXKuac7zsZgACpUCL48EomkeBBwRSCECAOwGMBIIkr2bFY4xCsdKhHNJKIWRNQiMjIyEGKWCHr1Uk5sptMBgwcHXx6JRFI8CKgiEELowUpgPhH9pLDLGQDVc32OBnAukDKVZMLCgN9+40Io/9/evcdeXddxHH++JpRBAi5apYR2MTayEmjIxeiCurwMbNCkrQtoq5xKl7nWZV2Wy6a5RtqmE6UsC0wmjYyQzDAbCwJBuYlRkoKUpIaaTkTf/fH5/ORwOJffj87v9/3y+74e22/nnO/3c87vxXs/zvt8v+ecz2fIkAM/ixbByJFFpzOzsurNTw0JuAnYGhE/aDJsKXCJpEXAqcDeiNjdW5mqYMIE2L07LYaybx9MnuwFUMystd5cj2Ay8Algo6QNedvXgJEAEXE9sIz00dHtpI+PzunFPJUxYACcdlrRKczsSNFrjSAi/kTj9wBqxwRwcW9lMDOz9vwVIzOzinMjMDOrODcCM7OKcyMwM6s4NwIzs4pT+uDOkUPSHuAfBccYDvy74Azd4Zyd5Zyd5Zyd1S7nCRHRcGqGI64RlIGktRHx3qJztOOcneWcneWcnfX/5PSpITOzinMjMDOrODeCw3ND0QG6yTk7yzk7yzk767Bz+j0CM7OK8xGBmVnFuRGYmVWcG0ELko6StF7SHQ32zZa0R9KG/PPpIjLmLDskbcw51jbYL0nXSNou6QFJY0ua8wOS9tbU9JsF5RwmabGkByVtlTSxbn9Z6tkuZ+H1lDSq5vdvkPS0pC/UjSm8nt3MWXg9c44vStosaZOkhZKOrtv/akm35nquzksFt9Sb6xH0B58HtgJDmuy/NSIu6cM8rXwwIpp9meQs4KT8cypwXb4sQqucAPdGxLl9lqaxHwLLI2KmpFcBg+r2l6We7XJCwfWMiG3AKZBeWAG7gCV1wwqvZzdzQsH1lHQ8MBcYHRHPS/olMAv4Sc2wC4GnIuLtkmYBVwLnt3pcHxE0IWkEcA5wY9FZOmA68NNI/gwMk/SmokOVkaQhwBTS6npExL6I+E/dsMLr2c2cZTMV+FtE1M8MUHg96zTLWRYDgNdIGkBq/vXL+04Hbs7XFwNT84qRTbkRNDcP+DLwcosxM/Kh7GJJb24xrrcFsELSOkmfabD/eODRmts787a+1i4nwERJ90v6raR39mW47K3AHuDH+bTgjZIG140pQz27kxOKr2etWcDCBtvLUM9azXJCwfWMiF3A1cAjwG7S8r4r6oa9Us+I2A/sBV7X6nHdCBqQdC7weESsazHs18CJEfFu4C4OdOAiTI6IsaRD7IslTanb3+jVQBGfG26X8z7SfCjvAa4FftXXAUmvtsYC10XEGOC/wFfqxpShnt3JWYZ6ApBPXU0Dbmu0u8G2Qj7X3iZn4fWUdCzpFf9bgOOAwZI+Xj+swV1b1tONoLHJwDRJO4BFwIck3VI7ICKeiIgX8s35wLi+jXhQlsfy5eOk85rj64bsBGqPWEZw6OFkr2uXMyKejohn8/VlwEBJw/s45k5gZ0SszrcXk55w68cUXc+2OUtSzy5nAfdFxL8a7CtDPbs0zVmSep4OPBwReyLiReB2YFLdmFfqmU8fDQWebPWgbgQNRMRXI2JERJxIOky8OyIO6rp15zCnkd5U7nOSBks6pus6cCawqW7YUuCT+dMZE0iHk7vLllPSG7vOZUoaT/r7fKIvc0bEP4FHJY3Km6YCW+qGFV7P7uQsQz1rfIzmp1sKr2eNpjlLUs9HgAmSBuUsUzn0uWcp8Kl8fSbp+avlEYE/NdQDkr4DrI2IpcBcSdOA/aRuO7ugWG8AluS/zwHALyJiuaTPAUTE9cAy4GxgO/AcMKekOWcCF0naDzwPzGr3B9xLLgV+nk8T/B2YU8J6didnKeopaRBwBvDZmm2lq2c3chZez4hYLWkx6TTVfmA9cEPdc9NNwM8kbSc9N81q97ieYsLMrOJ8asjMrOLcCMzMKs6NwMys4twIzMwqzo3AzKzi3AjMeijPQtloRtqG2zvw+86TNLrm9kpJpV9M3Y4cbgRm5XceMLrtKLPD5EZg/U7+FvNv8uRgmySdn7ePk3RPnvTuzq5vh+dX2PMkrcrjx+ft4/O29flyVKvf2yDDAkl/yfefnrfPlnS7pOWS/irpqpr7XCjpoZxnvqQfSZpE+ub695XmwH9bHv5RSWvy+Pd1qHRWUf5msfVHHwYei4hzACQNlTSQNFHY9IjYk5vDd4EL8n0GR8SkPBHeAuBk4EFgSkTsl3Q6cAUwo5sZvk76av8FkoYBayTdlfedAowBXgC2SboWeAn4Bmm+oGeAu4H7I2KVpKXAHRGxOP97AAZExHhJZwPfIs1BY3ZY3AisP9oIXC3pStIT6L2STiY9uf8uP5EeRZrGt8tCgIj4o6Qh+cn7GOBmSSeRZm8c2IMMZ5ImLrws3z4aGJmv/z4i9gJI2gKcAAwH7omIJ/P224B3tHj82/PlOuDEHuQyO4QbgfU7EfGQpHGk+Wu+J2kFabbTzRExsdndGty+HPhDRHxEabm/lT2IIWBGXvnqwEbpVNKRQJeXSP8PWy4c0kDXY3Td3+yw+T0C63ckHQc8FxG3kBbxGAtsA16vvK6vpIE6eGGRrvcRTiPNfrmXNH3vrrx/dg9j3AlcWjNb5Zg249cA75d0rNLUwbWnoJ4hHZ2Y9Qq/krD+6F2kN1dfBl4ELoqIfZJmAtdIGkr6258HbM73eUrSKtL61F3vG1xFOjX0JdI5+564PD/+A7kZ7ACarnUbEbskXQGsJs3Fv4W0shSkNTHmS5pLmgHTrKM8+6hVnqSVwGURsbbgHK+NiGfzEcESYEFENFpA3ayjfGrIrDy+LWkDacGehylwaUmrFh8RmJlVnI8IzMwqzo3AzKzi3AjMzCrOjcDMrOLcCMzMKu5/j6xlvHLmDEoAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1799,7 +1802,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/anno3/apprendimento_automatico/esercizi/marco/coverage_plots.ipynb b/anno3/apprendimento_automatico/esercizi/marco/coverage_plots.ipynb index 9f7b843..4071407 100644 --- a/anno3/apprendimento_automatico/esercizi/marco/coverage_plots.ipynb +++ b/anno3/apprendimento_automatico/esercizi/marco/coverage_plots.ipynb @@ -483,7 +483,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.5" + "version": "3.7.7" } }, "nbformat": 4, diff --git a/anno3/apprendimento_automatico/esercizi/marco/my_iris_predictions b/anno3/apprendimento_automatico/esercizi/marco/my_iris_predictions index 5ac8f1b..7aec8e9 100644 --- a/anno3/apprendimento_automatico/esercizi/marco/my_iris_predictions +++ b/anno3/apprendimento_automatico/esercizi/marco/my_iris_predictions @@ -1,24 +1,24 @@ -digraph Tree { -node [shape=box] ; -0 [label="X[2] <= 2.45\nentropy = 1.585\nsamples = 150\nvalue = [50, 50, 50]"] ; -1 [label="entropy = 0.0\nsamples = 50\nvalue = [50, 0, 0]"] ; -0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; -2 [label="X[3] <= 1.75\nentropy = 1.0\nsamples = 100\nvalue = [0, 50, 50]"] ; -0 -> 2 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; -3 [label="X[2] <= 4.95\nentropy = 0.445\nsamples = 54\nvalue = [0, 49, 5]"] ; -2 -> 3 ; -4 [label="X[0] <= 5.15\nentropy = 0.146\nsamples = 48\nvalue = [0, 47, 1]"] ; -3 -> 4 ; -5 [label="entropy = 0.722\nsamples = 5\nvalue = [0, 4, 1]"] ; -4 -> 5 ; -6 [label="entropy = 0.0\nsamples = 43\nvalue = [0, 43, 0]"] ; -4 -> 6 ; -7 [label="entropy = 0.918\nsamples = 6\nvalue = [0, 2, 4]"] ; -3 -> 7 ; -8 [label="X[2] <= 4.95\nentropy = 0.151\nsamples = 46\nvalue = [0, 1, 45]"] ; -2 -> 8 ; -9 [label="entropy = 0.65\nsamples = 6\nvalue = [0, 1, 5]"] ; -8 -> 9 ; -10 [label="entropy = 0.0\nsamples = 40\nvalue = [0, 0, 40]"] ; -8 -> 10 ; -} +digraph Tree { +node [shape=box] ; +0 [label="X[2] <= 2.45\nentropy = 1.585\nsamples = 150\nvalue = [50, 50, 50]"] ; +1 [label="entropy = 0.0\nsamples = 50\nvalue = [50, 0, 0]"] ; +0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; +2 [label="X[3] <= 1.75\nentropy = 1.0\nsamples = 100\nvalue = [0, 50, 50]"] ; +0 -> 2 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; +3 [label="X[2] <= 4.95\nentropy = 0.445\nsamples = 54\nvalue = [0, 49, 5]"] ; +2 -> 3 ; +4 [label="X[0] <= 5.15\nentropy = 0.146\nsamples = 48\nvalue = [0, 47, 1]"] ; +3 -> 4 ; +5 [label="entropy = 0.722\nsamples = 5\nvalue = [0, 4, 1]"] ; +4 -> 5 ; +6 [label="entropy = 0.0\nsamples = 43\nvalue = [0, 43, 0]"] ; +4 -> 6 ; +7 [label="entropy = 0.918\nsamples = 6\nvalue = [0, 2, 4]"] ; +3 -> 7 ; +8 [label="X[2] <= 4.95\nentropy = 0.151\nsamples = 46\nvalue = [0, 1, 45]"] ; +2 -> 8 ; +9 [label="entropy = 0.65\nsamples = 6\nvalue = [0, 1, 5]"] ; +8 -> 9 ; +10 [label="entropy = 0.0\nsamples = 40\nvalue = [0, 0, 40]"] ; +8 -> 10 ; +} diff --git a/tesi/files/table.png b/tesi/files/table.png new file mode 100644 index 0000000..8699bf2 Binary files /dev/null and b/tesi/files/table.png differ diff --git a/tesi/ltximg/org-ltximg_03dd30c0c071d98d7cc1c5d906f4fcf8b1428937.png b/tesi/ltximg/org-ltximg_03dd30c0c071d98d7cc1c5d906f4fcf8b1428937.png new file mode 100644 index 0000000..589ae6c Binary files /dev/null and b/tesi/ltximg/org-ltximg_03dd30c0c071d98d7cc1c5d906f4fcf8b1428937.png differ diff --git a/tesi/ltximg/org-ltximg_270bf2a704603067e4ae1970d90fdd67c67a7c54.png b/tesi/ltximg/org-ltximg_270bf2a704603067e4ae1970d90fdd67c67a7c54.png new file mode 100644 index 0000000..561c2d2 Binary files /dev/null and b/tesi/ltximg/org-ltximg_270bf2a704603067e4ae1970d90fdd67c67a7c54.png differ diff --git a/tesi/ltximg/org-ltximg_32d9bce1a90372b18cdecc56bbda8c883076e2b3.png b/tesi/ltximg/org-ltximg_32d9bce1a90372b18cdecc56bbda8c883076e2b3.png new file mode 100644 index 0000000..855dab9 Binary files /dev/null and b/tesi/ltximg/org-ltximg_32d9bce1a90372b18cdecc56bbda8c883076e2b3.png differ diff --git a/tesi/ltximg/org-ltximg_38fb63e0cd1a10344ae59e94735fb511d197bd6a.png b/tesi/ltximg/org-ltximg_38fb63e0cd1a10344ae59e94735fb511d197bd6a.png new file mode 100644 index 0000000..6250ec5 Binary files /dev/null and b/tesi/ltximg/org-ltximg_38fb63e0cd1a10344ae59e94735fb511d197bd6a.png differ diff --git a/tesi/ltximg/org-ltximg_b405f26b28de7c623493ee7f39493b2adc6f035f.png b/tesi/ltximg/org-ltximg_b405f26b28de7c623493ee7f39493b2adc6f035f.png new file mode 100644 index 0000000..d25e2f6 Binary files /dev/null and b/tesi/ltximg/org-ltximg_b405f26b28de7c623493ee7f39493b2adc6f035f.png differ diff --git a/tesi/ltximg/org-ltximg_deebd764e81e5cc3bb1fc3d997280ffbea45fdf4.png b/tesi/ltximg/org-ltximg_deebd764e81e5cc3bb1fc3d997280ffbea45fdf4.png new file mode 100644 index 0000000..bb0124c Binary files /dev/null and b/tesi/ltximg/org-ltximg_deebd764e81e5cc3bb1fc3d997280ffbea45fdf4.png differ diff --git a/tesi/ltximg/org-ltximg_e4271b786c7180a94a3f11cd0175cf7dbf929f67.png b/tesi/ltximg/org-ltximg_e4271b786c7180a94a3f11cd0175cf7dbf929f67.png new file mode 100644 index 0000000..a164e19 Binary files /dev/null and b/tesi/ltximg/org-ltximg_e4271b786c7180a94a3f11cd0175cf7dbf929f67.png differ diff --git a/tesi/tesi.pdf b/tesi/tesi.pdf index d7acbc6..65ff680 100644 Binary files a/tesi/tesi.pdf and b/tesi/tesi.pdf differ diff --git a/tesi/tesi_unicode.org b/tesi/tesi_unicode.org index 8e4fd59..2e93fc7 100644 --- a/tesi/tesi_unicode.org +++ b/tesi/tesi_unicode.org @@ -130,7 +130,9 @@ compiler avoid the introduction of new bugs and that such modifications don't result in a different behavior than the current one. \\ One possible approach is to formally verify the pattern matching compiler -implementation using a machine checked proof. +implementation using a machine checked proof. Much effort has been +spent on this topic and whole compilers have been proven either +manually\cite{compuno,compdue,comptre} or using a proof assistant\cite{compquattro,compfive,compsei}. Another possibility, albeit with a weaker result, is to verify that each source program and target program pair are semantically correct. We chose the latter technique, translation validation because is easier to adopt in @@ -238,15 +240,6 @@ expressions that are lowered by the compiler into lambda expressions. possible immediate-integer or block-tag values. \end{comment} \begin{mathpar} - \begin{array}{l@{~}r@{~}r@{~}l} - \text{\emph{decision trees}} & D(\pi, e) - & \bnfeq & \Leaf {\cle(a)} \\ - & & \bnfor & \Failure \\ - & & \bnfor & \Switch a {\Fam {i \in I} {\pi_i, D_i}} \Dfb \\ - & & \bnfor & \Guard {\cle(a)} {D_0} {D_1} \\ - & & \bnfor & Unreachable - \end{array} - \quad \begin{array}{l@{~}r@{~}r@{~}l} \text{\emph{environment}} & \sigma(v) & \bnfeq & [x_1 \mapsto v_1, \dots, v_n \mapsto v_n] \\ @@ -265,76 +258,28 @@ expressions that are lowered by the compiler into lambda expressions. a(v_S), a(v_T), D_S(v_S), D_T(v_T) \quad (\text{\emph{omitted})} \end{array} \end{mathpar} +\begin{mathpar} + \begin{array}{l@{~}r@{~}r@{~}l} + \text{\emph{decision trees}} & D(\pi, e) + & \bnfeq & \Leaf {\cle(a)} \\ + & & \bnfor & \Failure \\ + & & \bnfor & \Switch a {\Fam {i \in I} {\pi_i, D_i}} \Dfb \\ + & & \bnfor & \Guard {\cle(a)} {D_0} {D_1} \\ + & & \bnfor & Unreachable + \end{array} +\end{mathpar} The tree $\Leaf \cle$ returns a leaf expression $e$ in a captured environment $\sigma$ mapping variables to accessors.\\ $\Failure$ expresses a match failure that occurs when no clause matches the input value. \\ -$\Switch a {\Fam {i \in I} {\pi_i, D_i}} D_{fallback}$ has one subtree $D_i$ +$\Switch a {\Fam {i \in I} {\pi_i, D_i}} {D_{fallback}}$ has one subtree $D_i$ for every head constructor that appears in the pattern matching clauses, and a fallback case that is used when at least one variant of the constructor doesn't appear in the clauses. The presence of the fallback case does not imply non-exhaustive match clauses. -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{lstlisting} -let f1 = function -| true -> 1 -| false -> 0 -\end{lstlisting} -\end{minipage} -\hfill\vline\hfill -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{lstlisting} -let f1 = function -| true -> 1 -| _ -> 0 -\end{lstlisting} -\end{minipage} -\hfill\vline\hfill -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{lstlisting} -let f1 = function -| true -> 1 -\end{lstlisting} -\end{minipage} - -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{verbatim} - Switch(Root) - / \ -(Bool true) (Bool false) - / \ -Leaf(Int 1) Leaf(Int 0) -\end{verbatim} -\end{minipage} -\hfill\vline\hfill -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{verbatim} - Switch(Root) - / \ -(Bool true) (`Fallback`) - / \ -Leaf(Int 1) Leaf(Int 0) -\end{verbatim} -\end{minipage} -\hfill\vline\hfill -\begin{minipage}{0.3\linewidth} - \scriptsize -\begin{verbatim} - Switch(Root) - / \ - (Bool true) (`Fallback`) - / \ -Leaf(Int 1) Failure -\end{verbatim} -\end{minipage} -\hfill \\ +[[./files/table.png]] As we can see from these simple examples in which we pattern match on a boolean constructor the fallback node in the second case implicitly covers the path in which the value is equal to false while in the @@ -2169,12 +2114,78 @@ In this example the tool correctly handles /Failure/ nodes on both decision tree ;; include_file example9bis.lambda ;; include_file example9bis.trace +* Conclusions +In recent years bugs in the OCaml pattern matching compiler have +been infrequent: only one in the last four years\cite{bug}. +The main motivation for this work is the ongoing efforts of the OCaml +core developers towards towards refactoring the +OCaml pattern matching +compiler\cite{ref1,ref2,ref3,ref4,ref5,ref6,ref7,ref8,ref9,ref10,ref11,ref12,ref13}. +The prototype presented in this dissertation shows a +sound approach for the verification of a correct compilation. +Compared to similar works in the field, this work differs from Necula +et al.\cite{trans_due} for the absence of false positives cases. +The work of Kirchner et al.\cite{trans_55} is the most similar to this +dissertation but has the drawbacks of introducing a new /IL/, requires +a full fledged SAT solver (Zenon) and does not handle guards. +The internship was focused on providing a working MVP. In order for +the work to be integrated into the OCaml compiler toolchain the +prototype needs to handle all primitive datatypes. +While string and floats are trivial to add to the current +implementation, OCaml supports extensible sum types\cite{exn} that may +require a lot of effort to be successfully integrated into the tool. +Extensible sum types are a product type whose set +of values can be extended by declaring new constructors at runtime. +Pattern matching on extensible sum types requires a wildcard pattern +to handle unknown variant constructors. Exceptions were the first type +of extensible sum type implemented in the language. +The prototype uses /observe/ and /guard/ directives as a shortcut to +avoid depending on the compiler. In order to support real-world code +we need to instrument the compiler-libs to provide a two pass +compilation where guards and leaf expressions can be compiled to +Lambda code indipendently from the rest of the pattern match code. + \begin{thebibliography}{9} \bibitem{cpp_pat} Sergei Murzin, Michael Park, David Sankel, Dan Sarginson. \textit{P1371R1: Pattern Matching Proposal for C++}. http://www.open-std.org/jtc1/sc22/wg21/docs/papers/2019/p1371r1.pdf + +\bibitem{compuno} +John McCarthy and James Painter. +\textit{Correctness of a compiler for arithmetic expressions}. +Proceedings Symposium in Applied Mathematics, Vol. 19, pages 33–41. AMS, 1967. + +\bibitem{compdue} +F. Lockwood Morris. +\textit{Advice on structuring compilers and proving them correct}. +1st annual ACM SIGACT-SIGPLAN Symposium on +Principles of Programming Languages, pages 144–152. +ACM Press, 1973 + +\bibitem{comptre} +David Lacey, Neil D. Jones, Eric Van Wyk, and +Carl Christian Frederiksen. +\textit{Proving correctness of compiler optimizations by temporal logic}. +29th ACM Symposium on Principles of Programming +Languages, pages 283–294. ACM Press, 2002. + +\bibitem{compquattro} +Leroy Xavier. +\textit{Formal verification of a realistic compiler}. +Communications of the ACM 52.7 (2009): 107-115. + +\bibitem{compfive} +Berghofer, Stefan, and Martin Strecker. +\textit{Extracting a formally verified, fully executable compiler from a proof assistant}. +Electronic Notes in Theoretical Computer Science 82.2 (2004): 377-394. + +\bibitem{compsei} +Lochbihler, Andreas. +\textit{Verifying a compiler for Java threads}. +European Symposium on Programming. Springer, Berlin, Heidelberg, 2010. + \bibitem{swift} Nayebi, Fatih. \textit{Swift Functional Programming}. @@ -2258,4 +2269,44 @@ Régis-Gianas, François Pottier Yann. \bibitem{internship} https://github.com/FraMecca/inria-internship +\bibitem{bug} +https://github.com/ocaml/ocaml/issues/7390 + +\bibitem{ref1} +https://github.com/ocaml/ocaml/issues/7390 +\bibitem{ref2} +https://github.com/ocaml/ocaml/pull/8768 +\bibitem{ref3} +https://github.com/ocaml/ocaml/pull/8850 +\bibitem{ref4} +https://github.com/ocaml/ocaml/pull/9447 +\bibitem{ref5} +https://github.com/ocaml/ocaml/pull/9464 +\bibitem{ref6} +https://github.com/ocaml/ocaml/pull/9493 +\bibitem{ref7} +https://github.com/ocaml/ocaml/pull/9646 +\bibitem{ref8} +https://github.com/ocaml/ocaml/pull/9608 +\bibitem{ref9} +https://github.com/ocaml/ocaml/pull/9599 +\bibitem{ref10} +https://github.com/ocaml/ocaml/pull/9563 +\bibitem{ref11} +https://github.com/ocaml/ocaml/pull/9520 +\bibitem{ref12} +https://github.com/ocaml/ocaml/pull/9511 +\bibitem{ref13} +https://github.com/ocaml/ocaml/pull/9647 + +\bibitem{trans_55} +Kirchner, Claude, Pierre-Etienne Moreau, and Antoine Reilles. +\textit{Formal validation of pattern matching code}. +Proceedings of the 7th ACM SIGPLAN international conference on Principles and practice of declarative programming. 2005. + +\bibitem{exn} +OCaml core developers. +\textit{OCaml Manual} +https://caml.inria.fr/pub/docs/manual-ocaml/extensiblevariants.html + \end{thebibliography} diff --git a/todo.org b/todo.org index 10293b4..6b67a2b 100644 --- a/todo.org +++ b/todo.org @@ -54,11 +54,11 @@ - [X] segreteria: tesi inglese - [X] Gatti: inglese - [X] Gatti: Coppo mio relatore -- [-] correzioni Coppo [0/5] - - [ ] esempi di esecuzione + test +- [-] correzioni Coppo [2/5] + - [X] esempi di esecuzione + test - [ ] esplicitare mio contributo a fine introduzione o abstract - [ ] spiegare meglio ruolo symbolic exec - - [ ] Cosa manca per implementare al compilatore: passare da prototipo a cosa finita + - [X] Cosa manca per implementare al compilatore: passare da prototipo a cosa finita - [-] Introduzione [2/4] - [ ] dovrebbe essere un po' ampliata e migliorata verso la fine - [X] snellendo un po' la presentazione formale. @@ -80,6 +80,3 @@ - [X] Gabriel: quello che penso sulle equivalenze omesse e` giusto? - [X] Cambia le C di constraint tree in D - [ ] TODO on the org file -HALP -HALP! -