From 7f1f840e4af7610658322f14b9d00f1ad09f379d Mon Sep 17 00:00:00 2001 From: Kees van Kempen Date: Mon, 3 Oct 2022 16:03:03 +0200 Subject: [PATCH] 04: Here is a full run --- Exercise sheet 4/exercise_sheet_04.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/Exercise sheet 4/exercise_sheet_04.ipynb b/Exercise sheet 4/exercise_sheet_04.ipynb index ee957cc..9df15ea 100644 --- a/Exercise sheet 4/exercise_sheet_04.ipynb +++ b/Exercise sheet 4/exercise_sheet_04.ipynb @@ -137,7 +137,7 @@ "outputs": [ { "data": { - "image/png": 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OPdDFZTE6DLFrcigDgDe6r+rD6iAqfETrnTlzBjNnzsS2bdvA4/HYjkN0QDdTIzgN6Y7Ua8WNljTod+iMXkHfvfDnORxg8tDu1LhaRWiok2i148ePw8fHB2FhYVT0SLt619kSxlz9Nv2sMVcfK5wtX3wgaRMqfERrxcXFISAgALGxsZg6dSrbcYiOselnDvuOjwDpyy1Cf9ar04ralakQFT6ilaKjo7F48WIcPXoUTk5ObMchOmjv3r1I2roO7zsNgImBPl44gVguhwGHoQbV7YAKH9E6u3btwpo1a5CamgpbW1u24xAddPDgQXz00UdITk7G+9PGIGaJHTyG9YQRVw/Gf5vtaczVgxFXD3b9O6Dy4L/g2Ic+llWNmlQTrbJx40aEhIQgNTUVb7zxBttxiA5KSUnB3LlzkZiYiDFjxjR6rqy6DsLzRch/UIXKWgnMjA1g1bsTeKOf7cC+YcMGnDhxAsnJydRYQYWo8BGtwDAMvv76a0RERCAtLQ39+/dnOxLRQVlZWZg1axYOHjwIe3v7l/55qVSKSZMmYcGCBVixYoUKEhKACh/RAgzD4KOPPkJKSgpSU1PRs2dPtiMRHXT+/Hl4enoiIiIC7u7ubT5Pfn4+7O3tkZ2dDUtLmtmpClT4iEaTyWRYsWIFLly4gMTERFhYWLAdieigq1evYsqUKfjll18wa9asVz7fpk2bIBQKkZGRAX39ti2JIC2jQWSisSQSCebPn48bN24gLS2Nih5hxe3bt+Hh4YEffvhBKUUPAFatWgUul4uNGzcq5XykMbriIxqptrYW/v7+kEqlEAqFMDExYTsS0UH37t2Do6Mj1qxZo/R7crdv34atrS3S09MxfPhwpZ5b19EVH9E41dXVmDZtGoyMjHDw4EEqeoQVpaWlcHNzw5IlS1QyEWXQoEHYsGEDFixYAImEtidSJip8RKNUVFTAw8MDAwYMQFRUFAyfs8s1Iary5MkTeHh4YNasWfjHP/6hstdZtGgRunfvjm+//VZlr6GLaKiTaIySkhK4u7vD0dERGzdupHVOhBU1NTXw8PDAqFGjsHnzZpXv6Xjv3j2MGjUKSUlJGD16tEpfS1fQJwfRCEVFRXB0dMS0adOwadMmKnqEFXV1dZg9ezYsLS0REhLSLhsZv/baa9i4cSPmz5+PurqX6/tJmkdXfETt3bp1C66urli2bBk+/vhjtuMQHSWVSjFnzhzo6ekhOjoaXG777erGMAx4PB4sLS3x/ffft9vraisqfEStXb16FR4eHli3bh2WLVvGdhyio+RyORYuXIiSkhIcOnQIRkbtv0/eo0ePYGNjA5FIhIkTJ7b762sTGi8iauv8+fNwcXHBt99+S0WPsIZhGLz33nsoLCyESCRipegBQI8ePbBt2zYsWLAANTU1rGTQFnTFR9pVaXUdhLlFyH9YicpaKcyMubDqZQa/MX0b7TadlZWF2bNnY8eOHUpbFExIW3zyySdIS0vDsWPHYGZmxnYczJs3D+bm5tiyZQvbUTQWFT7SLvLuVmBbegEybpQAAOqkcsVzxlw9MACch3bHCidLPMo/h8DAQERGRr5Sz0NCXtW3336LyMhIZGRkoGvXrmzHAQA8fvwY1tbWCAsLg4uLC9txNBIVPqJyEdmFWJ+Qj1qpDM/7beNwAC6HQXXmHsRuWNWm7vaEKMvWrVuxadMmZGZmonfv3mzHaSQpKQlLly7FxYsX0blzZ7bjaBwqfESlnhW9axBLnl3h3fmJ1+h5RlqPTqO8YOH+v3t4RvrA59OG0y7UhDXh4eH4/PPPcfLkSQwcOJDtOM1aunQppFIpdu/ezXYUjUOFj6hM3t0KBOzMhlgia/Z5eX0tirbMRQ+/L2Hc/61Gz5kY6CNmiR2s+5q3Q1JC/kckEmHlypU4ceIErKys2I7ToqqqKlhbW2PLli2YNm0a23E0Cs3qJCqzLb0AtdLmix4APL1+CvodOsOoX9MGvLVSGbanF6gyHiFNJCUlYfny5UhISFDrogcAnTp1QlhYGJYuXYqysjK242gUKnxEJUqr65Bxo+S59/SqLx1Dx7emNNv9gmGAE9dLUFZNnSpI+zh58iTmzZuHQ4cOYdSoUWzHaRUnJyfMmTMHK1euZDuKRqHCR1RCmFv03OelTx6h7u5ldBzR8qw0DgDh+eefhxBl+P3338Hj8RAVFaVxi8M3bNiAP/74A/v372c7isagwkdUIv9hZaMlC39Xffk4jPoOg4F5rxaPqZXKkf+gShXxCFG4fPkypk2bhp07d8LV1ZXtOC/NxMQEe/bswapVq/Dw4UO242gEKnxEJSprpc99vubycZi+NaUV56F9yIjqFBQUwNPTEz/99BN8fHzYjtNmtra2WLRoEZYuXQqar/hiVPiI0jEMA3ltyy2VaouuQVZdhg5WL16nZ2ZsoMxohCgUFRXBzc0Nn3/+OYKCgtiO88q++OILFBYWYs+ePWxHUXtU+IhSMAyDP/74A+vWrYOVlRVOHNwLPab5GZ01l4+hw5CJ0DPq8PxzSupwKmE/wsPD8eTJE1XEJjrq0aNHcHV1xbvvvoulS5eyHUcpDA0NsWfPHnz00Ue4e/cu23HUGq3jI23GMAzOnj0LkUgEoVAIPT098Hg8+Pr6YqDVCNj/+8Rz7/O9iKE+Bx9bVeGoMAonTpzAlClTEBAQgGnTpqFjx45KfCdEl1RUVGDy5MmYPn06vvrqK7bjKN2GDRtw4sQJpKSktMt+gZqICh95KXK5HKdPn4ZIJIJIJELHjh3B4/HA4/FgbW3d6A9tyd7fkXqt+LlLGlrC4QAew3ri17ljATz7sDp06BBiYmJw+vRpTJ06FQEBAfD09ISxsbGy3h7RctXV1XB3d4etrS02btyolYVBKpVi0qRJWLhwIZYvX852HLVEhY+8kFQqRWZmJkQiEQ4cOIBu3bopit2wYcNa/LkXdW55nud1biktLYVIJEJ0dDTy8vIwY8YM+Pv7w9XVFQYGdE+QNK+2thbTpk3DgAEDsHPnTujpae+dnvz8fDg4OCA7OxuDBw9mO47aocJHmiWRSHDixAkIhUIcOnQI/fv3h6+vL3x9fTFkyJBWn+fvvTpbw8RAD+u83mxVr8779+9DKBQiOjoaN2/exOzZsxEQEABHR0fo6+u3+jWJdpNIJPDz84OhoSGioqJ04ndj06ZNEIlESE9P14n3+zKo8BGFuro6pKWlQSgUIi4uDm+88Yai2A0aNKjN532Z3RmMufpY52XVpgbVhYWF2L9/P2JiYnD//n34+fkhICAAdnZ2Wv3tnjyfXC7HvHnzUFFRgYMHD8LQ0JDtSO1CLpdjypQpmD59OtasWcN2HLVChU/HicViJCcnQygUIj4+HiNGjICvry9mz56Nfv36Ke11LhZVYHt6AU5cLwEHzxanN2jYj2/y0O5Y4WyplMbUN27cQExMDKKiolBTUwN/f38EBARg1KhRWnlfhzSPYRgsX74c+fn5SExMhImJCduR2tXt27dha2uL9PR0DB/etCeurqLCp4Oqq6uRmJgIoVCI5ORkjBkzBr6+vpg1a5bK9x0rq65DbG4RPv9pO6bN9oe5iSGsencCb3TjHdiVhWEYXL58GdHR0YiJiYGenp6iCNIHgXZjGAYff/wxTp48ibS0NHTq1IntSKz47bff8Ntvv+HMmTN0D/y/qPDpiMrKShw9ehRCoRDHjh3DhAkTwOPx4OPjg+7du7drlqdPn6Jr164Qi8Xt+roMwyA3N1dRBM3NzREQEAB/f39YWlq2axaiet988w1iYmKQkZEBCwsLtuOwhmEYTJ06FRMnTsQXX3zBdhy1QIVPiz1+/BhHjhyBUChERkYGnJycwOPxMH36dFY/CIqLi2FtbY3i4mLWMjQsy4iJiUFsbCz69u2LgIAAzJkzB/3792ctF1GOkJAQbN26FZmZmejVq+V+sLri3r17GDVqFJKSkjB69Gi247COCp+WKSkpwaFDhyASiXDmzBm4uLiAx+Nh2rRpMDMzYzseAODmzZuYOnUqCgrUY789qVSKjIwMREdH48CBA3jzzTfh7+8PPz8/+tDUQKGhofjXv/6FkydPYsCAAWzHURsRERH47rvvkJubCyMj5d9W0CRU+LTAgwcPcPDgQYhEIuTm5sLDwwM8Hg9Tp06Fqakp2/GaOH/+PN555x388ccfbEdpor6+HmlpaYiOjkZcXBxGjx6NgIAAzJ49G127dmU7HnmB/fv34/3330d6evpLLbvRBQzDKJYjfffdd2zHYRUVPg119+5dHDhwAEKhEJcvX4a3tzd4PB48PDzUfuZaRkYGvvjiC2RkZLAd5bnEYjESExMRExODpKQkTJo0CQEBAfDx8UHnzp3Zjkf+JiEhAXw+H6mpqbC2tmY7jlp69OgRrK2tceDAAY3bd1CZqPBpkNu3byv6Yt68eRM+Pj7w9fWFq6urRg1dHD16FL/++iuOHj3KdpRWq66uRlxcHKKjo5Geng4XFxcEBATA29ub+oaqgfT0dPj5+SEuLg52dnZsx1FrBw4cwNq1a/HHH3/o7O8uFT41d+PGDUWxu3v3LmbNmgVfX19MnjxZY6cm79u3D3FxcYiKimI7Sps8fvxY0Tc0Ozu7Ud9QTfoCoi3Onj0Lb29vxMTEYMqUF+/xSIB58+ahS5cu2Lx5M9tRWEGFT80wDIOrV68qil1paSlmz54NHo8He3t7cLlctiO+sh07duD8+fPYsWMH21FeWUlJiaJv6MWLF+Hj4wN/f3+4uLho7BcTTXLp0iW4urpi165dmD59OttxNMbjx49hbW2N8PBwnfyyQIVPDTAMg7y8PEWxq6mpga+vL3g8HiZMmKB17bZ+/PFHPHz4ED/++CPbUZTq/v37iI2NRXR0NAoKCuDr64uAgAA4ODhQr0QVuHnzJpydnfHTTz8hICCA7TgaJykpCcuWLcPFixfVZsZ3e6HCxxKGYfD7779DKBRCJBIpZlzxeDyMGzdOq9tqffHFF9DX18c///lPtqOozO3bt7F//35ER0ejuLi4Ud9Qbf5v217u3LkDR0dHfPbZZ1i0aBHbcTTW0qVLIZPJsGvXLrajtCsqfO1ILpcjOztbUeyMjY0V2/uMHDlSZz4QP/jgA/Tv3x8ffPAB21HaxfXr1xV9Q8VisaJlmi79N1em4uJiODg4YPny5TrzO6QqVVVVsLGxwZYtW+Dt7c12nHZDhU/FZDIZsrKyIBQKceDAAVhYWCiu7IYPH66TH3yLFi2CnZ2dzn1TZxgGly5dQkxMDKKjo6Gvr4+AgAAEBAQ8d19D8j/l5eVwdnaGr6+vVo8YtKeMjAwEBgbi4sWLOrNWlQqfCkgkEmRkZCj2suvTpw94PB58fX0xdOhQtuOxbs6cOfD19YW/vz/bUVjTMNTd0DfUwsJC0TeUNg5tXlVVFdzc3DBp0iT8+OOPOvmlUVU++OADFBcXY9++fWxHaRdU+JSkoeOHSCTC4cOHMXjwYEWxe/3119mOp1amTp2K9957D15eXmxHUQsNfUOjo6MRGxuL/v37K/qGKnNrKE1WW1sLLy8vDB48GL/99hsVPSUTi8UYNWoUvv76a/j5+bEdR+Wo8L0CsViMlJQUiEQiHD16FMOGDQOPx8Ps2bOp0fFz2Nvb47vvvoO9vT3bUdSOVCpFeno6oqOjcfDgQQwbNkzRN7Rnz55sx2OFRCLB7NmzYWpqioiICJohqyI5OTnw8fFBXl6e1v+uUeF7STU1NUhMTIRIJEJiYiJGjRoFHo+HWbNmoU+fPmzH0wjW1tbYu3cvbGxs2I6i1urr65GamqroGzp27FhF31Bd2WZHJpNh7ty5qKmpgUgkorWRKrZu3TpcvnwZhw4d0uqraip8rVBZWYn4+HiIRCKkpqZi/Pjx4PF4mDlzJnr06MF2PI0zaNAgHDt2jIaAX4JYLEZCQgJiYmKQnJwMe3t7Rd9QbV2DxTAMlixZglu3biE+Ph7GxsZsR9J6dXV1sLW1xZo1azB//ny246gMFb4WPH78GHFxcYq97Ozt7cHj8TBjxgydmfmkKt26dUN+fj66devGdhSNVFVVpegbmpGRAVdXV0Xf0A4dOrAdTykYhsGaNWtw5swZpKamquUuI9oqLy8Pbm5uyM3N1dp7zBpT+Eqr6yDMLUL+w0pU1kphZsyFVS8z+I3pi66myumPWFpaisOHD0MoFOL06dOYMmUKfH19MW3aNJibmyvlNQhgaGiIqqoq6mupBA19Q6Ojo5GTkwMvLy8EBATAw8NDo//9/utf/8KBAweQnp6OLl26sB1H56xfvx4ZGRlITk7WyiFPtS98eXcrsC29ABk3SgAAdVK54jljrh4YAM5Du2OFkyVs+pm/9PmLi4tx8OBBCIVCnDt3Dh4eHvD19YWXlxc6deqkpHdBGtTV1aFTp06or69nO4rWefTokaJv6KVLlzBz5kz4+/tjypQpGnVv7Oeff8aOHTtw8uRJrZ9koa6kUikmTpwIPp+P5cuXsx1H6dS68EVkF2J9Qj5qpTI8LyWHAxhz9bHOywpz7Qa+8Lz37t1T7GV38eJFeHl5wdfXF56enlozVKSuSktLYWVlhdLSUrajaLV79+4p+obeunVL0TfU3t5erWdF7ty5E+vXr0dmZqbWDrNpivz8fNjb2yMnJ0fr1paqbeF7VvSuQSyRv/jg/zIx0MM6rzebLX6FhYUQiUQQiUTIz8/HjBkzwOPx4OrqSjfN29GtW7fg4uKC27dvsx1FZ9y+fRsxMTGIiYlBcXEx5syZg4CAAIwfP16thrGio6OxZs0aZGRkwNLSku04BMDGjRsVQ87q/IXpZall4cu7W4GAndkQS2SNHpdWFKMsZTvq7+UDXAN0HDoJXVyXgKP3v/8gJgb6iFliB+u+5igoKFD0xSwsLMTMmTPB4/EwefJkGBoatvfbInh243zevHm4ePEi21F0Un5+vqJlWm1tLfz9/eHv789639C4uDgsXrwYaWlpeOutt1jLQRqTy+WYMmUKpk+fjjVr1rAdR2nUsvAt2fs7Uq8VNxneLN7/T+h3MEdXz3chr61BccxnMLXxgNnYGYpjOAD66z3Gk/gfUVxcjFmzZoHH48HR0VEr9rLTdFlZWVi7di2ysrLYjqLTGIbBxYsXFUXQwMBA0Tf0zTffVNrrtGZS2vHjxxEQEID4+HiMGzdOaa9NlOP27duwtbVFRkaG1vSUVbtKUFpdh4wbJc3e05M+KYbZmGngcA2hb2oIk0FjICm90+gYBsBdmRm2/BgCz8nqfT9DF1VWVtKkITXA4XBgY2MDGxsbrF+/HufOnUN0dDRcXV3RrVs3Rd/Qtq61fP6ktIfYmHYDzkO7w7FrLT5YEIDY2Fgqempq0KBBWL9+PRYsWIDTp09r1ESplqjdDqfC3KIWnzMbOwM1V09CLqmFtKoU4lu/w2TQ6CbHGRoYoMiwLxU9NVRVVUWFT81wOBzY2tri559/xt27d7F161YUFRVhwoQJiseLilr+u/y7iOxCBOzMRuq1YtRJ5Y2KHgDU/vexlCvF+PT4IwR/K4CTk5Oy3xZRosWLF6Nr16747rvvFI+VVtfh14z/4P2YPxAcfg7vx/yBXzP+g7LqOhaTto7aXfHlP6xs8ofSwLjfCFRfSMbdn+cAjBwd33KByZAJTY6rlcqR/6BK1VFJG1RVVWltpxFtoKenBwcHBzg4OCAkJAQnTpxAdHQ0bGxsMHz4cPj7+4PH47W4zOBlJqUxADhcIxz+Uw9vZRe2akY2YQeHw8Hu3bsxatQoDJ3ojrT7+i+8mm/rErP2oHZXfJW10mYfZxg5ivd/gQ5DJ6L/GhH6rt4HeW01KtIFLZxHosqYpI1oqFNzcLlcuLm5Yffu3Xjw4AE+/vhjnDlzBkOHDlU8Xl5erjg+724F1ifkN1v0JOX38OcPs1Aa92OT58QSOdYn5ONiUYUq3w55Ra+99hr8P9uKj5PuI/XqC67mrxYjYGc2IrIL2Qn7AmpX+MyMm78IlYurIKssQafR08DhGkDfxAym1q4Q/+f3Fs6j+ePQ2oiGOjWToaEhpk2bhoiICNy/fx9Lly5FUlISBg0apHh8c9qzNbfNKU/5FUa932jx/LVSGbanF6gqPlGCiOxCpJZ2AriGeNGMSIYBxBIZ1idcU8vip3aFz6qXGYy4TWPpd+gMbueeqPojAYxcBnltNaovHYNBj0FNjjXQA4b2ot5+6ogKn+br0KEDeDweYmNjUVRUhLfffhuRwsNIu/qg2UlpNVczoGfcEcYDWt6Ng2GAE9dLNOL+kC5quJqv/dvVvExchUeib3DnJ18Ubeej5kp6o+fV9Wpe7Qofb0zfFp/rPnsdxLdyURQSiHs7nq3fs3BZ3OQ4iUSC75bOwldffYU///xTlXHJS6qsrKR7fFqkU6dOCAoKgs8H38HYuGlvUHndU1RkRqLLlHdeeC4OAOH51k+iIe1nW3pBs1fz5Sm/gKNvgL7vRaDb9A+frbMuafyZq45X82o3uaWbqRGchnRvdh2fYc/X0Svou+Z/8L84HMDdui+WBoQjNDQUo0ePxujRoxEcHIyZM2fCxMREhenJi9AVn3Z6Nimt6eVexcm9MLVxB9es+wvPUSuV48jJXHBvpsPAwABcLrfR/7b0/1v7vJ6e2n3P1wgtLTGT19fi6fXT6LNoG/QMTWDcbzg6WI5HzZUTMHReqDjur1fzytpQ4FWpXeEDgHedLZF5s7RJ55bWMObq411nS1j3Ncfo0aPx448/4vDhwwgNDcXKlSvh7+8PPp+PsWPHqlW7Jl1BhU87NTcprb74Fmr/zENvfkirz/PocRVO3ToFqVQKiUQCiUSi+P/NPfai5//6mJ6eXqsLp7KKbXs9r6+vr7LPs5aWmEnL74GjpwcDi9cUjxn0GIS6O5eaHNtwNb/UUT16fqpl4bPpZ451XlZt7NVpBeu+5orHjI2NFW2Z7ty5gz179iAgIAAdOnRAcHAw5s6di+7dX/xtlCgHDXVqH7FYjOryR00er71zCdInxSjazgcAMPW1ACPHg9LVLRZDe9sx2Oj/4mHRl8UwDORyuVKKaWufF4vFqKqqeqVi3drn5XK5yortJdPRqDNsegtKLhGDY9S4qb+eUQfI68VNjlW3JWZqWfgAKNb0KHN3hv79++Ozzz7Dp59+ipMnT0IgEOBf//oXpkyZguDgYHh6elJbMxWjKz7t8OeffyIhIQEJCQnIyMjAIK8l0B/kBNlfpg2YjvRAxzcdFf9cefYApE+KYeHxbrPnNObqwaq3an43OBwO9PX1oa+vr5VN6eVyucqK+c2HXYDapq+pZ2ACpq5xkWPqnkLPsPnbSeq0xEytP+Xn2g2EdV9zbE8vwInrJeDg2TeHBg378U0e2h0r/ju82Rp6enpwdnaGs7MzKisrERMTgw0bNmDx4sWYP38++Hw+rKysVPKedB0VPs0kkUhw6tQpJCQkID4+Ho8ePcLUqVMRFBSE8PBwyA07YtL3xyH7y9+nnoExYPC/IsMxMH7WbrBD52ZfgwHAG93y5DbSMj09PRgaGqqk+f61mD9w68L9Jo9zLV4DI5dBUn5PMdxZ/+g2DLoPaPY86rTETK0LHwBY9zXHr3PHoqy6DsLzRch/UIXKWgnMjA1g1bsTeKNfbQd2MzMzLF68GIsXL8a1a9cgEAgwefJkDBo0CMHBwZgzZw4NzSkRDXVqjocPHyIxMREJCQlIS0uDpaUlvLy8EBoairFjxzZpCdjSpLQG5g5BLb4Wh/PsC6y6TH4g//NsidnDJovV9QyN0WHoBFRkRqLr1FWof3QLTwty0GvuD03Oocqr+bZQy90Z2CaRSJCUlASBQIDjx4/Dx8cHwcHBcHR0pAkxr8jExARlZWW04a8akslkOHfunGII8z//+Q/c3Nzg5eWFqVOnvnA39Ja2E2uNv24nRtRLaXUdJn1/vNlWkjJxFcoSQlBb+Af0TMzQxWkBOg53bnKcEVcPp/8xRW2+2FDhe4FHjx4hIiICoaGhEIvF4PP5WLBgAe0O3QYSiQQmJiaQSCT0BUJNlJeXIzk5GQkJCUhKSkKvXr3g5eUFLy8vTJw48aU78St7A2miHlraKq41OBzAY1hP/Dp3rPKDtREVvlZiGAa///47QkNDsX//fowdOxbBwcHw8fHRypvlqlBeXo7Bgwfj8ePHbEfRWQzDIC8vT3FVd/HiRTg7Oyuu6gYMaP7+zMt4VvxaMSkNACOth0vXJ9i9duErvy5RHW27mqfC1wZisRgHDx5EaGgoLly4gICAAAQHB2PUqFF0JfMcf/75JxwcHHDnzp0XH0yUpqqqCmlpaYpiZ2JiAm9vb3h5ecHJyUklX9wuFlW0alLazCEdwPdxwZ49e+Dm5qb0HER5QhLO4+fjheAYtH64Ul2v5qnwvaLCwkKEh4dDIBDA3NwcfD4fQUFB6NatG9vR1M7ly5fh7++PK1eusB1FqzEMgxs3biA+Ph4JCQnIycnBhAkTFEOYQ4YMabcsrZmUdvLkSfj5+SEzM7Nds5HWE4vFsLe3x4hZy5FT31dpS8zYQoVPSeRyOdLT0xEaGoqjR4/C1dUVwcHBcHd3p7WB/3X69GmsWbMGZ86cYTuK1hGLxcjIyFAUu/r6ekWhc3Fxgampejdt37VrF3744QdkZ2ejS5cubMchf8EwDBYuXIj6+nrs27cPl+49UfoSs/ZGhU8FKioqEBMTg9DQUBQVFSnWBur6t9nk5GT89NNPSElJYTuKVmhYRB4fH4+TJ09i5MiRimI3YsQIjRt2f//993Ht2jXEx8fTl0U1snXrVuzcuROnT59Gx44dFY+raolZe6DCp2JXrlyBQCDA3r17MWTIEPD5fPj5+enkIm6hUIioqCiIRCK2o2ikhkXkDVd1JSUlmDp1Kry8vODu7q7xV0pSqRReXl4YNmwYNm3axHYcAiAzMxM8Hg+nT5/G4MHq0WdTGajwtROJRIKEhASEhobi5MmTmDVrFvh8Puzt7TXum3lbNbz3sLAwtqNojAcPHiApKQnx8fFIS0vDG2+8oZiYMnbsWK3bceDx48ews7PDRx99hEWLFrEdR6cVFRXB1tYWoaGh8PT0ZDuOUtF4QjsxMDCAj48PfHx88PDhQ0RERGDp0qWQSqXg8/mYP38+XnvttRefSINVVVVR15YX+Osi8vj4eNy6dQvu7u6YPn06tm3b9sJF5JquS5cuiIuLg4ODA4YMGQJHR8cX/xBRurq6OvB4PLz33ntaV/QAuuJjFcMwyMnJgUAgQGxsLOzs7MDn8zFjxgwYGan3GHlbfPPNNxCLxVi/fj3bUdRKS4vIvb29MWHChJdeRK4NUlNTMX/+fJw5cwYDBw5kO47OWbJkCcrKyiAUCrVyRIoKn5p4+vQpRCIRBAIBLl26hMDAQPD5fIwcOZLtaErz8ccfw8LCAmvXrmU7Cqv+uog8Pj4ely5dUiwi9/LyQv/+/dmOqBY2b96MXbt24dSpUzp5T5wtv/32GzZt2oScnByt/fdOhU8N3bp1S7E2sFu3bggODkZgYCAsLCzYjvZKli9fjhEjRmDFihVsR2l3LS0i9/b2hqOjI3X/aQbDMFi6dCmKi4tx8OBBrbufqY7OnDkDHx8fZGVlafUsdCp8akwmk+H48eMQCARISEiAh4cHgoOD4erq2qQzviaYO3cuPDw8MG/ePLajqBzDMLh+/bqi0P11Ebm3tzfeeOMNtiNqhPr6eri5uWHSpEnYsGED23G02sOHDzF27Fj88ssvmD59OttxVIoKn4Z4/PgxoqKiIBAI8PDhQyxYsAALFy6EpaUl29FabcaMGQgODsbMmTPZjqISYrEY6enpimKnaYvI1VVpaSlsbW3x9ddfIyio5a2NSNvV19fDxcUFLi4u+PLLL9mOo3JU+DTQxYsXIRAIEBkZiTfffBPBwcHg8XiNFpeqo8mTJ+Pzzz/HlClT2I6iNIWFhYpCpw2LyNXVpUuX4OLigqNHj8LW1pbtOFrnvffeQ2FhIQ4fPqwTQ8pU+DRYfX09jh49itDQUJw6dQq+vr4IDg7GhAkT1PIDt2EYZdy4cWxHaTOJRIKsrCxFsdO2ReTq7MiRI1ixYgWys7PRty/t1K4s4eHhWL9+Pc6dO4fOnTuzHaddUOHTEvfv38fevXsRGhoKDoejWBvYu3dvtqMpDBkyBEeOHIGVlRXbUV7KgwcPGu1EPmTIEMVVnTYuIldn33//PWJjY3Hy5EnazFgJcnNz4enpiYyMDAwbNoztOO2GCp+WYRgGZ86cQWhoKEQiESZNmoTg4GBMmzYNhoaGrGbr3bs3cnNz0adPH1ZzvIhMJsPZs2cVV3UNi8i9vLzg6emp9YvI1RnDMJg/fz4kEgmioqLUcmRDU5SUlGDs2LH4+eef4evry3acdkWFT4vV1NRAKBQiNDQU165dQ1BQEIKDgzFixAhW8piamuLBgwdquTaorKxMsYg8OTkZvXv3VlzV6eoicnVVW1sLJycnTJ8+HZ999hnbcTSSVCqFu7s77OzsdHK2LBU+HVFQUICwsDCEhYWhV69eCA4Oxttvv91u96RkMhkMDAwglUrVYmiQYRhcuHBBcVV36dIlTJ48WbETOS0iV28PHjzA+PHjsWnTJsyePZvtOBpnzZo1uHLlCuLj4zVyadSrosKnY2QyGdLS0hAaGoqkpCR4eXkhODgYLi4uKi1IT548Qb9+/VBZWamy13iRqqoqpKamKopdx44dFQ2faRG55mm4P5WamqpVHY5ULSoqCp999hnOnTun8U0x2ooKnw4rKytDVFQUQkNDUVZWplgb+Prrryv9tYqKijB+/Hjcu3dP6eduScMi8oZtfM6ePYuJEycqhjBpEbnm279/Pz7++GPk5OTQvddWyMvLg6urK9LS0mBjY8N2HNZQ4SMAgAsXLkAgEGDfvn0YMWIE+Hw+fH19X3nmXGl1HYS5Rci5fhcZp89ixlQ3WPUyg98Y1WxWKRaLceLECcVVnUQiUVzVTZkyhRaRa6F//vOfSEtLw/Hjx7WyubuylJeXY9y4cfjmm2/w9ttvsx2HVVT4SCN1dXU4cuQIBAIBsrOz4efnBz6fj/Hjx7/UDLq8uxXYll6AjBslz84rlSueM+bqgQHgPLQ7VjhZwqaf+StlLiwsVFzVZWZmYuTIkYpi99Zbb9HMPy0nl8sxZ84cdOrUSbGchzQmk8kUfw8//fQT23FYR4WPtOjevXvYs2cPQkNDYWBgAD6fj3nz5qFXr17P/bmI7EKsT8hHrVSG5/12cTiAMVcf67ysMNduYKtz1dfXN9qJvKysTLGI3M3NjRaR66CamhrY29tj7ty5WLNmDdtx1M6nn36KnJwcJCcng8ulbVip8JEXYhgGWVlZEAgEOHDgAJycnMDn8+Ht7d1kmv+zoncNYom8hbM1ZWKgh3Vebz63+DUsIo+Pj8exY8cwZMgQxVXdmDFj1GKmKGHXnTt3YGdnh127dsHLy4vtOGpDJBJhzZo1OHfuHLp37852HLVAhY+8lKqqKsTGxkIgEODGjRuYN28e+Hw+hg8fjry7FQjYmQ2xRNboZx5GrkXd/evg6D2bNq3fqSteW7Kj0TEmBvqIWWIH677mAP63iLzhqu727dtwd3eHt7c3PDw8aCIDadbp06cxc+ZMpKen61QnkpZcuXIFzs7OSEpKwpgxY9iOozao8JE2u3HjBgQCAfbs2YO+ffui87SPcPOpCf7+C/Uwci06vjUZnWw8WjwXhwM4W3aBm/Gz+3XJycno06eP4qpuwoQJNERDWiU8PBxff/01cnJy0LVrV7bjsKaiogK2trZYt24dFixYwHYctUKFj7wyqVQK0dFkrD0jBaPXtDi1pvABACOtx1v/iYaPpwumTp2Kfv36qSoy0XIfffQRzp8/j6SkJJ3suiOXy+Hj44OBAwdiy5YtbMdRO1T4iFL8mvEfbEy70Wj2ZoOHkWshKb0DADCweA3mjvNgPMC6yXHGXD184DYESx0Hqzwv0W4ymQwzZszAwIEDsW3bNrbjtLsvv/wSx44dw/Hjx3Wy8L8IzQggSpH/sLLZogcAXSbz8dqyXej7bjhMR3rikehrSB4/aHJcrVSO/AdVqo5KdIC+vj6ioqKQnp6O7du3sx2nXcXFxWH37t2IjY2lotcCKnxEKSprpS0+Z9RnKPSMOoDDNYDpCBcYvfYmxP/5vYXzSFQVkegYMzMzHDlyBF999RWOHz/Odpx2cePGDbzzzjuIjY194bIjXUaFjyiFmfFLTDzhcIAmU2AazkPfUInyDB48GFFRUQgMDERBQQHbcVSqqqoKM2fOxPr162FnZ8d2HLVGhY8ohVUvMxhxm/46yWurIb6VC0ZaD0YuQ/WVE6i7exkmg0Y3OdaYqwer3uq3ZRHRbJMnT8aXX36JGTNm4MmTJ2zHUQmGYbBw4ULY29tj8eLFbMdRezS5hShFaXUdJn1/vMl9PtnTJ3i0/0tIyosAjh4MuvaFucNcmAwa1eQcRlw9nP7HFJX08CRk5cqVuHXrFuLi4rRuK55vv/0Whw8fRkZGBvUrbQUqfERpluz9HanXip/bpqwlHA7gMawnfp07VvnBCAEgkUjg6emJ0aNH44cffmA7jtIkJSUhODgY586dw2uvvcZ2HI1AQ51Ead51toQxt23fpI25+ljhbKnkRIT8j4GBAWJjY3Ho0CGEhYWxHUcpbt26hQULFiAmJoaK3kugwkeUxqafOdZ5WcHE4OV+rfTkUnw61UrRrowQVbGwsMCRI0fw8ccf49SpU2zHeSU1NTWYNWsWPv/8czg4OLAdR6NQ4SNKNdduINZ5vQkTA328aHcYDgcwNtCDaUEK8kRbQaPupD28+eabCA8Ph5+fH+7cucN2nDZhGAaLFi3CyJEj8e6777IdR+PQPT6iEheLKrA9vQAnrpeAg2eL0xs07Mc3eWh3rHC2RN8Ocjg5OSEoKAhr165lLTPRLT///DP27NmDrKwsjdug+Oeff0ZkZCSysrJgYmLCdhyNQ4WPqFRZdR2E54uQ/6AKlbUSmBkbwKp3J/BGN96B/f79+7C3t8fatWuxZMkSFhMTXcEwDN555x08efIEsbGxGrO11fHjxxEYGIicnBwMGDCA7TgaiQofURsFBQVwdHTE5s2bwePx2I5DdEBdXR1cXFwwZcoUfPXVV2zHeaE///wTdnZ2iIyMxJQpU9iOo7FonxeiNiwtLZGQkAB3d3d07twZbm5ubEciWs7IyAgHDhyAra0thg8fDn9/f7YjtUgsFmP27Nn48MMPqei9IrriI2onMzMTvr6+iIuLw/jx49mOQ3RAXl4eXF1dkZiYiLFj1W8taUNnlvr6euzbtw+cF80cI8+lGYPaRKc4ODggNDQUPj4+uHr1KttxiA6wsbHBb7/9hlmzZuH+/ftsx2li27ZtuHDhAnbt2kVFTwnoio+orYiICHz66afIzMykm/ikXaxfvx5HjhxBenq62syWzMzMBI/Hw+nTpzF4MO1VqQxU+Iha27x5M7Zu3YqsrCz06NGD7ThEyzEMg8DAQOjr62Pv3r2sX13du3cP48aNQ2hoKDw9PVnNok1oqJOotVWrViEgIACenp6orKxkOw7RchwOB6Ghobh+/Tq+//57VrPU1dXB19cX7733HhU9JaMrPqL2GIbBypUrceXKFSQlJcHY2JjtSETL3bt3D+PHj8e2bdvg4+PDSoalS5eitLQUQqGQ9StPbUOFj2gEuVyOoKAgPH36FCKRCFwurcQhqnX27Fl4e3vj+PHjGDFiRLu+9s6dO7Fx40bk5OSgUyfao1LZqPARjVFfXw8fHx/07NkToaGhGtNpg2iuffv2Yd26dTh79iy6d+/eLq+ZnZ2NGTNmICsrC0OGDGmX19Q19MlBNIahoSGEQiFu3LiBjz76iJpaE5ULDAxEYGAgfH19UV9fr/LXe/jwIfz8/LB7924qeipEV3xE45SXl8PJyQmBgYH45JNP2I5DtJxcLsfs2bPRvXt3/Pbbbyq731ZfXw8XFxe4uLjgyy+/VMlrkGfoio9oHAsLCyQnJ2Pnzp347bff2I5DtJyenh4iIiKQk5ODLVu2qOx11qxZA3Nzc3zxxRcqew3yDM0QIBqpT58+SElJgZOTE7p06QI/Pz+2IxEtZmpqiiNHjmDChAmwsrKCu7u7Us8fHh6O5ORknDt3ju5dtwMa6iQaLS8vD25uboiMjKSm1kTlGvrIZmZmYujQoUo5Z25uLjw9PZGRkYFhw4Yp5Zzk+eirBdFoNjY2EIlECAoKQk5ODttxiJZzcHDAt99+i+nTp+Px48evfL6SkhL4+vri119/paLXjuiKj2iF+Ph4vPPOOzh27BiGDx/Odhyi5T744ANcuXIFCQkJbV5TKpVK4eHhgfHjx2PDhg1KTkiehwof0RoRERH45JNPkJmZiYEDB7Idh2gxqVSKadOmYejQoQgJCWnTOT788ENcvnwZ8fHx0NfXV3JC8jw0uYVojblz56K8vBzu7u7U1JqoFJfLRXR0NOzs7LBz504sXrxY8VxpdR2EuUXIf1iJylopzIy5sOplBr8xfdHV1AgAEBUVhYMHD+LcuXNU9FhAV3xE6/zzn/9EXFwcTpw4gc6dO7Mdh2ixmzdvwt7eHvv374f56zbYll6AjBslAIA6qVxxnDFXDwwA56Hd4daHwXJ/L6SlpcHGxoal5LqNCh/ROg1NrS9fvoykpCS12VeNaKfU1FQs/GYXTB0XoF7G4HmfqBwAjLQePgNkCFnJa7eMpDGa1Um0DofDwZYtW9CnTx8EBARAKpWyHYloseJOb8Bk0lzUSZ9f9ACAAQCuIVIedUREdmE7pCPNoSs+orWoqTVRtby7FQjYmQ2xRNbo8crcONRcOob6kkJ0fNMJ3aZ90ORnTQz0EbPEDtZ9zdspLWlAnwREazU0tb558yY+/PBDampNlG5begFqpbImj3NNu6LzRH+YWrfcVKFWKsP29AJVxiMtoMJHtFrHjh1x9OhRpKam4ttvv2U7DtEipdV1yLhR0uzwZoehE9FhyATomZi1+PMMA5y4XoKy6joVpiTNocJHtF6XLl2QnJyMXbt2YceOHWzHIVpCmFv0yufgABCef/XzkJdD6/iITvhrU2sLCwtqak1eWf7DykZLFtqiVipH/oMqJSUirUWFj+gMS0tLJCQkwN3dHZ07d1Z6h32iWyprlTNbuLJWopTzkNajoU6iU/7a1Do7O5vtOESDmRkr57rBzNhAKechrUeFj+gce3t7hIWFYebMmbhy5QrbcYiGsuplBsMWuo0xchkYaT0glwGMHIy0Hoy86exPY64erHp3UnFS8ne0jo/orMjISKxdu5aaWpOX8vjxY0RHR2N3RAxKJr0Pjn7TK7aKzEg8ORXV6LHOk96GuUNQo8eMuHo4/Y8pih6epH1Q4SM6bfPmzdi6dSsyMzPRs2dPtuMQNSWTyZCWlgaBQICkpCR4eHiAz+dD9Kgr0vIfvbBjS3M4HMBjWE/8Ones8gOT56LJLUSnrVq1CmVlZZg6dSo1tSZN3Lx5E2FhYdizZw969eoFPp+P7du3w8LCAgDQ+24FsgrKmnRuaQ1jrj5WOFsqOzJpBbrHR3Tel19+iYkTJ2LGjBkQi8VsxyEsq6qqwu7du2Fvbw97e3vU1tYiMTER586dw4oVKxRFDwBs+pljnZcVTAxe7qPUxEAP67ysqF0ZS2iokxAAcrkcc+fORXV1NQ4cONDmXbWJZpLL5cjIyEBYWBiOHDkCZ2dn8Pl8TJ06FQYGL551GZFdiPUJ+aiVyp6/OwPn2ZXeOi8rzLUbqLw3QF4KFT5C/ouaWuuewsJChIeHIzw8HKampuDz+QgKCmrTJsYXiyqwPb0AJ66XgINni9MbNOzHN3lod6xwtqQrPZZR4SPkL54+fQo3NzeMHz8eP/30EzgcDtuRiJI9ffoUIpEIAoEAFy9exNtvvw0+n49Ro0Yp5b93WXUdhOeLkP+gCpW1EpgZG8CqdyfwRvel2ZtqggofIX/z+PFjODk5ISAgAJ9++inbcYgSMAyDM2fOQCAQQCQSYcKECVi4cCFmzJgBIyMqRrqGbmQQ8jcNTa3t7e1hYWGBZcuWsR2JtNG9e/ewZ88ehIWFgcPhgM/n4/Lly+jTpw/b0QiLqPAR0ozevXsjJSUFjo6OsLCwwJw5c9iORFqptrYWR44cgUAgQE5ODvz8/BAWFgY7OzsauiYAqPAR0qLBgwcjMTERbm5uMDc3p6bWaoxhGOTm5kIgECAmJgYjR458tsBcJEKHDh3YjkfUDN3jI+QFsrKyMGvWLMTFxcHOzo7tOOQviouLERkZCYFAgKdPn2LhwoWYP38+BgwYwHY0osao8BHSCgkJCeDz+Th+/DiGDx/OdhydJpFIEB8fD4FAgIyMDMycORN8Ph8ODg60BIW0ChU+QlqJmlqz6+LFiwgLC0NkZCSGDh0KPp8PHo+HTp1odwPycugeHyGtFBQUhPLycri5uSErK4uaWreD8vJy7Nu3DwKBAI8ePcKCBQtw6tQpWFpSj0vSdnTFR8hL+vLLL3H48GGkp6dTU2sVkEqlSElJQVhYGFJSUuDl5QU+n48pU6ZAX7+FDfAIeQlU+Ah5SQzDYNWqVbh48SKSkpJgYmLCdiStkJ+fj7CwMOzduxd9+/YFn89HQEAAzM3N2Y5GtAwVPkLa4K9NrUUiUasaGZOmnjx5gpiYGAgEAhQWFmLevHlYuHAhhg0bxnY0osWo8BHSRhKJBD4+PujWrRvCwsJoRmEryeVynDhxAgKBAEePHoWLiwv4fD48PT1pVwzSLqjwEfIKnj59Cnd3d4wbNw4///wzdQZ5jlu3biEsLAzh4eGwsLAAn89HYGAgunXrxnY0omOo8BHyihqaWvv7+2PdunVsx1ErDUPBAoEAV65cQWBgIPh8PkaOHMl2NKLDaFyBkFf016bWXbt21fmm1gzDICsrCwKBAAcPHoS9vT1WrVqFadOmwdDQkO14hFDhI0QZevfujdTUVDg4OKBLly7w9/dnO1K7u3v3rmInBAMDA/D5fKxfvx69e/dmOxohjVDhI0RJXn/9dSQmJsLV1RXm5ubw8PBgO5LKicViHDp0CAKBALm5uZgzZw4iIyMxbtw4ut9J1Bbd4yNEyU6dOoWZM2dqbVNrhmFw9uxZhIWFYf/+/RgzZgz4fD5mzpxJaxqJRqDCR4gKNDS1PnbsGN566y224yjFw4cPsXfvXoSFhaG+vl6xE0K/fv3YjkbIS6HCR4iK7Nu3Dx9//DEyMzMxaNAgtuO0SX19PeLi4hAWFqbYnonP58Pe3p6GMonGont8hKhIYGAgysvL4e7urnFNrS9cuACBQIB9+/Zh+PDh4PP5iIqKgqmpKdvRCHllVPgIUaGVK1eirKwMnp6eat/UurS0FJGRkQgLC0N5eTkWLFiA7OxsDB48mO1ohCgVDXUSomINTa3z8vKQnJysVhNApFIpkpKSIBAIcOzYMUybNg18Ph+TJ0+mFmxEa1HhI6QdyOVyzJs3D1VVVWrR1Prq1asQCASIiIjAoEGDwOfzMWfOHLW+IiVEWajwEdJO2G5qXVFRgaioKISFheHu3buYP38+Fi5cCCsrq3bNQQjbqPAR0o4amlqPHTsWGzdubDQzsrS6DsLcIuQ/rERlrRRmxlxY9TKD35i+6Gpq1KbXk8lkOHbsGAQCARITE+Hu7g4+nw83NzfaCYHoLCp8hLSziooKODk5wc/PD5999hny7lZgW3oBMm6UAADqpHLFscZcPTAAnId2xwonS9j0M2/Va9y8eRPh4eEIDw9Hz549sXDhQrz99tvo2rWrCt4RIZqFCh8hLHjw4AHs7e3hsvSfyKzugVqpDM/7S+RwAGOuPtZ5WWGu3cBmj6mqqkJsbCwEAgFu3LiBoKAgLFy4ENbW1qp5E4RoKCp8hLBk09FcbMz4Exxu64cxTQz0sM7rTUXxk8vlOHnyJMLCwnD48GE4OTlh4cKF8PLyop0QCGkBFT5CWJB3twIBO7MhlsgUjzFSCcpStqO28ALktdXgmvdGF6f5MBk8ttHPmhjoY9P0gchJ3I+wsDB07NgRfD4fQUFBGrVInhC2UOEjhAVL9v6O1GvFjYY35fW1qMwRwXSEK/Q7d4f4P7+j9MgP6BO8FVzzvxQ0Rg5pYS58upaAz+djzJgx1D6MkJdA07oIaWel1XXIuFHS5J6enqExzB2CFP/cwdIW3M49UfewoHHh4+ihwxvj8dU/prR5tichuoxaMxDSzoS5Ra06TlbzGJLyezDs3r/Jc3oAhOdbdx5CSGNU+AhpZ/kPKxstWWgOI5Oi9MiPMB3hAoOuTbf9qZXKkf+gSlURCdFqVPgIaWeVtdLnPs8wcpQe/QnQ58LCbdlzziNRdjRCdAIVPkLamZlxy7fWGYZBWcJmyGoq0H3Wp+Dot3ysmTG7/T4J0VRU+AhpZ1a9zGDEbf5Przx5GyRld9GD9wX0DFqeuGLM1YNV706qikiIVqPlDIS0s9LqOkz6/niT+3zSJ49w75dgQN8AHD19xeMWnu/CdPjkRscacfVwmmZ1EtImtJyBkHbWzdQITkO6N1nHx+3cAwPWHn3hz3M4wOSh3anoEdJGNNRJCAvedbaEMVf/xQc2w5irjxXOlkpORIjuoMJHCAts+pljnZcVTAxe7k/wWa9OK1j3NVdNMEJ0AA11EsKShkbT6xPylbI7AyGkdWhyCyEsu1hUge3pBThxvQQcPFuc3qBhP77JQ7tjhbMlXekRogRU+AhRE2XVdRCeL0L+gypU1kpgZmwAq96dwBvd9h3YCSFNUeEjhBCiU2hyCyGEEJ1ChY8QQohOocJHCCFEp1DhI4QQolOo8BFCCNEpVPgIIYToFCp8hBBCdAoVPkIIITqFCh8hhBCdQoWPEEKITqHCRwghRKdQ4SOEEKJTqPARQgjRKVT4CCGE6BQqfIQQQnQKFT5CCCE6hQofIYQQnUKFjxBCiE6hwkcIIUSnUOEjhBCiU6jwEUII0Sn/D696XzUl1CI6AAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -477,7 +477,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1014,7 +1014,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Of 10000 proposed moves, 5019 were taken (50.2%).\n" + "Of 10000 proposed moves, 5282 were taken (52.8%).\n" ] } ],