diff --git a/analyse_campaign2.ipynb b/analyse_campaign2.ipynb index 4ef5cf546bf2cbb2e803b2925a8fea5c2533f1cc..0084bc2b5a1cbc16cc0df486cf670cb62d070088 100644 --- a/analyse_campaign2.ipynb +++ b/analyse_campaign2.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "yellow-parking", "metadata": {}, "outputs": [], @@ -905,13 +905,13 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 40, "id": "742cabe7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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QY3lued6N8nzU5xBGuN+ktefQOygCXFdQ3puPdv42SeuZbH2OmAX8BjiwHP4g8LEmy1l2Zm+XndMY3X0UUSUAImKHiPjPsnrQgxQFy64xvIfyOeWGa+bezNxYGf4tRWHQql9Vvq9rMFxd132Z+XBl+DaKCNueFIGFa8vqXPdTFAZ7Vub9dRZNaZrZp1xfdd0zKGpDjMUeFJHI+nXtWxm+I8s9W81Hmbc/o3j4uausMvfUMfz2LyvfR9oPl1Mc6M+j2OdDFDWcfo+ikNo82voz87fl150otl2jfVMzbNuW67+drdukmp7L69JT31SqmWHHdsXtdb+7pkxPzWjHd1Ur+3aYiHhWRKwoq+U9QLFv92g2fwMtnR9RVFk+PYpmJw9SFFy1NEMRHHwRcFtZjfU55fgPUETQvx5FdfeGTdfYuo0abeOqVo/B/Sgu7PXqz0PYdhvfXvn+eOBZtfO+PPdfCTwutr5xYW0UzSNrmpVZY96/DdzeYNxYjjEY23n83Ih4HMUF5wvAkVFU7d6F4r/wY/2NfRieh/rz+Pa68qG6fcZbrtSrP5ebHSs1Y92+jcr6+uYfW0TEk6NofvjL8tx6Hx04h8vfentErCqr/95PsR9rv7WI4ibjx1FUtz++HP9fwNeAz5dVg98fETNbTFv9cbB9NGh6k0V/RddQ7MtaOf1/FDeGo5XTLR1r5fXj3sq8I+2nK4EnR9Hk4DCKIMB+UVTzfybF8dfMSNeEcyn+i075d7Q+11o9VxsZy70PbHte1tL8eODtdWXgfgw/phuVSzWtlLmtqr/Wr6XYp83K72o+TqZ4GLq6rJL/hia/0exa31AUb1esXQe+UpnU7NgfrZxrRdPtnZm3UNRcOIziwecS4M6IeAptOpcYvj9Hu66N5Toyh6J2ZCvuryxTM1I6q79xf4PxzVieb2V5Pv7yvJXnkKb3m7T2HLorxT/H/jUzq+fRiOfFSM8Rmbme4p+mryqb/Jw4Qj4tO7emuSfLzlYCOddTFBw1b6eoefKszNyZ4gCG4mJaMx+4roV1N/IwxYFd87hxrqdmtyjavdbsT1G75R6KAvTgzNy1/OySmdUboWrgpJE7KU7S6ro3MryQbsU9FP+Bql/XHZXhfSOG9R1SyweZ+bXM/AOK6n0/pmgC0W6XU5wEC8vvV9BaAd7MXTTeNzXDtm2Z9/3Yuk1qBehzy++XM/ZAzs/KVdcXGPtVfncaMLdMT81Ix3f9MTPavm10jH2Ooqrlfpm5C0UUORrMN1F/DryYoorvLhT/SaH2W5n5/cx8MUW11v+lKPjJzIcy8+2Z+USK/yb9fVT6bKopL8q1KrXtcDtFdL1e/XkI254/1e18O3B55bzfNYu3LPxVbn3jwk51ZUEzo+3fVsqzRsfARMrQpjLzZooL0tsomi88RHGxOonivxytBk6q7qJyzrDtebxfDO9Dqbp92lWu1F+nmh0rNWM5h6FxWV8rExrN/3GKsvjA8jr5D3TgHI6i/4RTKKpK75aZu1Jc+Gvn8M8y80SKc/gM4IsRsWNmbsjM0zLzIIpq8scztg5JW3U5RVXppwPfL4f/kNFvtJsZdqxFxA4U/yGuabqfyn8kXAv8DXBDZj5K8SDy9xQ1Ve4Z4XdHuib8L3BIRCyg2I6fHUe+oK6sKG/0Jqr+vKyl+XZgaV0ZuENmLq/MP9L9Tytlbqvqr/U7UuzT6roa5iMzf5mZf5GZ+1D81/Nj0fgVsM2u9Q1l8XbF2nXghaMvMWo5N97rQNXlFM1BtsvMO8rh11A0e17ZQhrrjVRuj3hdG+N1pOVrWZN7hpHS2cpvWJ63j+X5cK08hzS936S159D7ynR8JiKOrIwf7bwY7TniXIqA0vOB32bmlU3yaNm5rZ4qO1sJ5HyZ4qCsmUNx4N0fEY+hqB5W7/coqqeNx0rgT6Oo+XMA7ekV+7SI2K4sJI8H/rvcWJ8EPhLl672i6AjpD8ew3uXA30XRaedOFFH6L9T9535UWbym7wJgaUTMiYjHUxRG51dmeyzwtig6GXsZxQ7+chQd2Z5Q3vysp4g8tv21f5n5M4r9/iqKg+9BioDVSxhHICczb6OI7tf2zVEUQYGaC4DjIuL55X8W3k6Rv/8rp18OHE3RnGwNRR8dx1JcBH5YW0kUHWWd2iQNG4BvMvz4Bjg8Iv60jBb/bfm73yvXN4ui/fE3mmTtV8DcKDvCa2HfDpu/NIeiXeQjEfFMioBLJ8yhyNu9FAXl+2oTyn3yyojYpdxOD1IeV1F0knlAGVyrjW92zNWXHxPxKeC9EXFgFA6JiN3L33hyRPx5RMyIiD+jqLrZrHPcS8r5X12eTzMj4nei7Ex7LFrYvyuB50VR02cX4F0trnoiZehoLgfewtbzdqhueKwuAN4VRUeHcymafNRcRXEhPrnczgspzvPPQ+vlShSdMg6NkIb642wZ8Pqy/JhWlu3Vmoojbd9fAbuX+6tmOfCPEbFn+R+/f2b4OVw//xyKc2Nt+bt/NULaJ2IOxT8Pfg3MiIh/pug/DtjSmd6e5fXu/nL0pog4OiKeFkVN2gcpbjzaft1g6w3TTeWN9hBFVeJbM/PX41jfF4Hjo+jccjuKZp7V+5iR9lMtPeM59pteE7KotftFihvnqzPzF+PIFxQ3bAdHxGFRdKp46jjXU/XmiJhb3qv9A8V//6C493lTFP+1jYjYMYrOMVv9z+tYy9yRfI7iXD2svL6+j6L/htWVed5Zli/7UTy4fQEgIl4WW1+2cR/FDf02x3Gja32Z7+0p/nta6zB21jjSD6OUc7TnvrZ27NYemIcoytorcnyver4AeF1EHBTFA/SWe/kW70lbPZeGlbVRdHR9zgjpqi/LL6C4950bxYsaGtUAtjy3PIfJL89beQ5per/Z6nNoFq+LfyXwPxHxrHJ00/O3NOJzRBm42UzR1K9prSPLzoa6UnY200og5zyKNwbUetE+k6Kt5D0UB/5XqzNHxO9QdIx0dQvrbuQjFG0kf0URMRzvf7dqfklxgb+zXNebMvPH5bRTKJqIfC+K6pLfpKht1KpPU5wA36boLOsRhj/EjMVbKQ7mn1P8V/pz5fprrqJoL3cPRR8tL83Meyn24dsp8vcbih3/1+NMw2gup2hi8ovKcFAJnIzRn1N0tvgbihPhvNqEzPwJxcPdWRR5/iPgj8qLB5n5U4qg1XfK4Qcptt13607M/Sg6eWzmPyna+1ddRNFc7b5y2p+WhRnACRRtHe+kscsoenL/ZUTU/iMw0r5tNP9fA++JiIcoLlwXjJD+iTiPsoM2ig74vlc3/dXA6vLceBNbq5seSHGurKWo3vqx8kLTyNnAKyMav4lqjD5MsS2+TnGzsoziAnovRYD27RRBqZOB45v9R6aMgL+Aol3znRRlRK1T8/Foun8z8xsUDx3XU/z3aNQHnTaUoaO5nOIi/+0mw2N1GsVxdCvFvtlyU1CerydQvInkHuBjwGsqZXDt90crV0Y7j4ddp8pt93qK68kD5TofD6Nv3zJty4GfR1HdeR+KjmSvodiPP6LodPBfRpj/HRTl20MUN2oN36bTBl+juND/lGIfPMLwKr/HAjdG0Uzw3yj6NXqE4r9aX6Q4j1ZRbJ/qjUa7/B/F/ULt2LqpTOO4jrXMvBF4M8U5dhdFGb2mMkvT/VQa77E/0jUBinuVpzF6s6qmymvaeyjK1p9RlCUT9TmKc/Ln5ad2zF5D0a/IRynydDNF3wOtpnVMZe4o6/oWRZ94F1Ls0ydRlM1VF1GUnyuBSynKfijekHdVeXxfDPxNZt7a5Kfqr/WPpwgi1968so6in6Axa6Gca8d9bf2xegXFP2DGey59heJ+/jKK/X9Z3Syj3ZOOei6VD3svoshzzWhlef09wycpyrnrKM7nL1Vntjy3PKdL5XkrzyEt3G+29Bxa3ku+Hrg4Ig5v4fxt5TnivDKfox0rlp3D09ytsrOh2tuDRp4p4n3A3Zl5ZgvzXggsy8wvj7riKSyKamSbgMdP4D94GkH5n7r/zsznjDLfFcBbM3PUgFREXEXR+/gNbUrmwIuIz1F0XP2/3U5LP7AM3VYUrxJ9fvkA2Wyelq5Tbl+1W0TsT9H04nHlzbxGEBHnUbwI4T2T/LstX+s1cVG84ni/zDy5HN6OIiBzSN2Dc/1yLd8zWJ6r3aZKeR4RrwFOysyjWpjXsnMS1ZedI87bSiBH7RcRh1DUstmlVstEkiT1j/KfMh+meLtfs852VSqbM3wX+GhmjrsGkyS121Qpz8smQZdR1Kg/b7T51btaaVqlNouIlwArKF6bbhBHkqQ+E0XfdA8Cf0Dj/gK1rV9S9O9xYZfTIUlbTJXyvOyD59cUzZU+1+XkaIKskSNJDUTEvwK/arFJ6ZeAszPzq6PNK0nSVFW9tpadm56fmXObzPth4KeZ+YlJTKIk9QUDOZJUJyL2pOhY84DMXNfC/M8EPp6Zh3c6bZIk9aP6a2sLgZy9gauBJ1mDXZKGs2mVJG3rdcCXWwniwJa3JO0cEUd0NFWSJPWv1zG2a+tdFB3PntDJRElSPzKQI0nbeiHFKwEBiIjdIuKSiPh1RNxXfq//D+IQcNxkJlKSpD4y7NpaExH/EBH3RMTqiHhl3eQhvLZK0jYM5EjStp4G/KQyPA34DPB4YH9gHfDRumVWAYdOSuokSeo/9ddWgMcBewD7Aq8Fzo6Ip1Sme22VpAYM5EjStnYFHqoNZOa9mXlhZv42Mx8ClgK/V7fMQ+VykiRpW7tSubZW/FNmrs/My4FLgZdXpnltlaQGZnQ7AZLUg+4D5tQGImIH4CPAscBu5eg5ETE9MzfVhileqytJkrY17NpaG5eZD1eGbwP2qQx7bZWkBqyRI0nbuh54cmX47cBTgGdl5s7A88rxUZlnPnDd5CRPkqS+U39tBdgtInasDO8P3FkZ9toqSQ0YyJGkbX2Z4U2n5lD0i3N/RDwGeHeDZX4P+MokpE2SpH5Uf22tOS0itouI5wLHA/9dmea1VZIaMJAjSds6D3hRRMwuh88EZgP3AN8DvlqdOSJ+B3i4fA25JEnaVv21FeCXFE2u7gQ+C7wpM38MEBF7AwcB/zvJ6ZSknheZ2e00SFLPiYj3AXdn5pktzHshsCwzv9zxhEmS1KfGeG39EHBLZn6s4wmTpD5jIEeSJEmSJKlP2LRKkiRJkiSpTxjIkSRJkiRJ6hMGciRJkiRJkvqEgRxJkiRJkqQ+MaPbCVDv22OPPXLevHkTWsfDDz/Mjjvu2J4E9Tm3xVZui4LbYSu3xVb9si2uvfbaezJzz26no9+049rabT17jF57LRx+eFtW1bN5bDPzOVimQj57NY+/uvZa9mpD+eO1VaMxkKNRzZs3j2uuuWZC6xgaGmLhwoXtSVCfc1ts5bYouB22clts1S/bIiJu63Ya+lE7rq3d1rPHaAS0adv2bB7bzHwOlqmQz17N4wcjeEcbyh+vrRqNTaskSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTM7qdAKkdDj3t6zywbkO3k8Gc+Yt5aNXpo8/41Us7mo5dZs/kune/oKO/IUmSpO4Y9d63w/eaPWGUPLZ8Xz5B3nerGwzkTFERMR24BrgjM4/vdnom6oF1G1h9+nHdTgZPO3fxqOkYGhpi4cKFHU3HvMVT4OItST1o0K6vknrTSPe+k3Gv2W2t5LGV+/J28L5b3WDTqqnrb4BV3fjhiOjGz0qTyuNcvWr58uUsWLCA6dOns2DBApYvX97tJA2arl1f1b+8ZkiD4Z3dToCmDAM5U1BEzAWOAz7V7bRIkibP8uXLWbJkCWeddRaPPPIIZ511FkuWLDGY0yZeXyVJ0mQwkDM1nQmcDGzucjokSZNo6dKlLFu2jKOPPpqZM2dy9NFHs2zZMpYuXdrtpA2KM/H6KkmSOsw+cqaYiDgeuDszr42IhSPMdxJwEsBee+3F0NDQhH537dq1w9bRibakE01ju4yWjvpt0Sl90153gDvja3U/T9Yx0Q/cFlt1YlusWrWKTZs2DVvvpk2bWLVqldt9glq5vrb72tptvXq+LqR99wSTmceuX7cH+Ho8zADls9mx2avnZju1msdunL+Dvu3VIzLTzxT6AP8KrAFWA78EfgucP9Iyhx9+eE7UihUrtnwvDrv2evwpl7R9neOx4JwFo85T3Rad0ivbYzSTsS26ZSzH+SBvh7FyW2zViW1x8MEH52WXXTZs3GWXXZYHH3zwuNcJXJM9cH3r9mes19d2XFu7rWfP1zbeZ0xWHjtxbzQWPbsv22yQ8jnSvd4g5bOZVvLYyn15O1T3RbvOZa+tfkb72LRqisnMd2Xm3MycB7wCuCwzX9XlZEmSJsGSJUtYtGgRK1asYMOGDaxYsYJFixaxZMmSbiet73l9lSRJk8WmVZp0mdntJEgd53GuXnTiiScC8Na3vpVVq1Yxf/58li5dumW8pO7wmiENhg90OwGaMgzkTGGZOQQMdTkZbdP1tuXAnPktpqPD7bN3mT2zo+uX1L9OPPFEAzcdNmjXV0m9acR7zgHqC6ipUfLY8n35BHnfrW4wkKOBsPr047qdhNLo6RgaGmLhwoWdT4okSZIG0kj3vlPhXrO1PPbK84HUfvaRI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPUJAzmSJEmSJEl9wkCOJEmSJElSnzCQI0mSJEmS1CcM5EiSJEmSJPWJGd1OgKa2Q0/7Og+s2zDqfHPmL+ahVae3vN5dZs/kune/YCJJkyRJHdTqPcBIGt0f7PK25Vw3obVKktTbDORMQRHxaeB44O7MXNDNtDywbgOrTz9u1Pmedu7iluarmbf40okkS5KkMemla2u/aPUeYCSN7g+8B5AkDTqbVk1N5wDHdjsRg2758uUsWLCA6dOns2DBApYvX97StG7pxTRJUh85h0m8to6nzLaclyRpMFgjZwrKzG9HxLzJ/t2IIDMn+2cnXUTwuc99jiVLlrBs2TKOOuoorrjiChYtWgTATTfdxGc/+9mG00488cSupHn58uVN09utNElSP5nMa+t4yuzRlhmka/RtZxwPpw9GXiRJasQaOVIHLF26lGXLlnH00Uczc+ZMjj76aJYtW8bSpUs5//zzm07rxfRKknrLeMpsy3lJkgaHNXLUUEScBJwEsNdeezE0NDSh9a1duxZo3G691XWPNQ3dbCO/atUqNm3aNCzNmzZtYtWqVVu+N5o20e08XiOlt5NpWrt2bdfy3EvcDlu5LbZyWwyedl1bx1Nmt7LMuK6bX53YtbYdx3ijdbTr3Jkq56H5HCxTIZ+9nMdeTZcGTGb6mYIfYB5wQyvzHn744TlRK1asyOJwG+7xp1zS0vILzlkwpt9rdb2dAOTBBx+cl1122bDxl112WR588ME5b968ptO6ZaT0dtKKFSs6uv5+4XbYym2xVb9sC+Ca7IHrWi98JuvaOp4ye7RlGl2jRzPRY7Qd1+pG9wfjyUsz/XIeTpT5HCxTIZ+9mscPtKn88drqZ7SPTaukDliyZAmLFi1ixYoVbNiwgRUrVrBo0SKWLFnCq171qqbTejG9kqTeMp4y23JekqTBYdOqKSgilgMLgT0iYg3w7sxc1unfzZwaHQ9W8/nWt76VVatWMX/+fJYuXcqJJ57I0NAQBx10UMNp3VL77V5KkyT1k8m8to6nzB5tmUG6Rj/+lEu6nQRJkjrKQM4UlJk+nU+CE088selN9UjTuqUX0yRJ/WKyr63jKbMt5yVJGgwGctR1rXSuOGf+2Dph3GX2zIkkSZIkTYKJvpig0f3BLusemtA6JUnqdQZy1FWrTz+uxTlbnU+SJPWD1u8BRtJgHRHwb69ow7olSepNdnYsSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfMJAjSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfMJAjSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfMJAjSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfMJAjSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfMJAjSZIkSZLUJwzkSJIkSZIk9QkDOZIkSZIkSX3CQI4kSZIkSVKfiMzsdhrU4yLi18BtE1zNHsA9bUjOIHBbbOW2KLgdtnJbbNUv2+LxmblntxPRb9p0be22fjlGJ2Iq5BHM56CZCvkc9Dx6bdWIDORoUkTENZl5RLfT0QvcFlu5LQpuh63cFlu5LdTrpsIxOhXyCOZz0EyFfE6FPEojsWmVJEmSJElSnzCQI0mSJEmS1CcM5GiynN3tBPQQt8VWbouC22Ert8VWbgv1uqlwjE6FPIL5HDRTIZ9TIY9SU/aRI0mSJEmS1CeskSNJkiRJktQnDOSooyLi2Ij4SUTcHBGLu52eToiI/SJiRUSsiogbI+JvyvGPiYhvRMTPyr+7VZZ5V7lNfhIRf1gZf3hE/Kic9u8REd3I00RExPSI+GFEXFIOT9XtsGtEfDEiflweG8+Zwtvi78pz44aIWB4R20+VbRERn46IuyPihsq4tuU9ImZFxBfK8VdFxLxJzaAGSqeP114wVa7ZZTl7dURcV+bztHL8QOWzJqbAvUdErC7TtzIirinHDVQ+w3snqXWZ6cdPRz7AdOAW4InAdsB1wEHdTlcH8rk38Izy+xzgp8BBwPuBxeX4xcAZ5feDym0xC3hCuY2ml9OuBp4DBPAV4IXdzt84tsffA58DLimH+3Y7AP8K/G0L830JOLZu3LnAG8vv2wG79vO2mMA23Be4FZhdDl8AvG6qbAvgecAzgBsq49qWd+CvgU+U318BfKHbefbTv59OH6+98GGKXLPLNO1Ufp8JXAU8u9v5ZJTrKpDAAeX3DwNvanG9A3PvMUIeVwN71I0bqHzivZMfPy1/rJGjTnomcHNm/jwzHwU+D7y4y2lqu8y8KzN/UH5/CFhF8fD6YooLEuXfPy6/vxj4fGauz8xbgZuBZ0bE3sDOmXllZiZwXmWZvhARc4HjgE9VRvfldoiIPYHXAP/ZwuynA0sry+5M8UC0DCAzH83M++nTbdEGM4DZETED2AG4kymyLTLz28Bv6ka3M+/VdX0ReL7/edR4TcLx2nVT5ZqdhbXl4Mzyk3Qxn2O8rgJ8AFgSEduNst6BufcYh4HJp/dO0tgYyFEn7QvcXhleU44bWFE0a3g6xX++9srMu6C4cQQeW87WbLvsW36vH99PzgROBjZXxvXrdngd8OXMXDfajJl5NbBzRBxRjnoi8GvgM2VV709FxI7077YYt8y8A/gg8AvgLuCBzPw6U3BbVLQz71uWycyNwAPA7h1LuaaigT1XB/2aXTY3WgncDXwjM7udz9fR4nW1kr4fAyeMMuuZDM69x0gS+HpEXBsRJ5XjBimf3jtJY2AgR53U6L/CA/uatIjYCbiQosrwgyPN2mBcjjC+L0TE8cDdmXltq4s0GNdL2+GFwOXVERHx4rJt+oMRcUtEHFuZPETxH0EoaqA8A/h4Zj4deJiiOnAzvb4txq1sy/5iimrP+wA7RsSrRlqkwbiB2BYtGE/ep8J2UW/q63N1KlyzM3NTZh4GzKWoqbBghNknI5+NrqvvjIi7IuLOiHhDg2WG2Hpt3cYA3nuM5MjMfAbFdnxzRDxvhHn7MZ/eO0ljYCBHnbQG2K8yPJeiScXAiYiZFDeEn83ML5Wjf1VW76T8e3c5vtl2WVN+rx/fL44EToiI1RTN6I6JiPPp3+3wNOAntYGIeCZF9dx3UrTZfh5Fe/WaVcCh5fc1wJryv59QNHl5Bv27LSbi94FbM/PXmbmBoj+h32VqbouaduZ9yzJl07Vd2LZpjDQRA3euTrVrdtk8ZQg4lu7ms/66eizwDuAPgAMprhf1qtfWRgbt3qOpzLyz/Hs38D8UXRgMUj69d5LGwECOOun7wIER8YSyffMrgIu7nKa2K/ujWAasyswPVyZdDLy2/P5a4KLK+FdE8baZJ1DcvFxdVhd9KCKeXa7zNZVlel5mvisz52bmPIp9fVlmvor+3Q67Ag9VhhcBn87Mb2Tm5sy8IzN/XJn+ULkMmflL4PaIeEo57fnATfTvtpiIXwDPjogdyjw8n+LGfCpui5p25r26rpdSnHf+51HtNFDn6lS5ZkfEnhGxa/l9NkWQ5Md0N5+7Mvy6+nLgM5l5Q2Y+DJzaYJkt19ZGBvDeo6GI2DEi5tS+Ay8AbmCA8um9kzRG2QM9LvsZ3A/wIoo3QtwCLOl2ejqUx6MoqmxeD6wsPy+i6KfiW8DPyr+PqSyzpNwmP6HSkz5wBMWF+Rbgo0B0O3/j3CYL2frmiL7cDhT/8fmdyvCXgbeMMP/fA1+qDB8GXFMeF/8L7Nav26IN2/I0igeIG4D/onjDxJTYFsByir6BNlD8l3BRO/MObA/8N0Unj1cDT+x2nv3076fTx2svfJgi12zgEOCHZT5vAP65HN+1fLLtdfWrwJsrw7OovLWqHPenwA9aXP9C+vzeY4S8PZHiDU3XATdS3lMPYD4Pw3snP35a+tRuBCVJFRHxTYr/FH62HP5P4LeZ+XdN5v8kRZXg0yYxmZIk9YUG19XPAL/KzMXl8IEU//w7MDNvLsctoQjsvL5LyZaknmTTKklq7MvA71WGlwGvj4jnR8S0iNg3Ip5amf57wFcmNYWSJPWP+uvqBcDrIuKgiNgBeHeDZby2SlIDBnIkqbHzgBeVfQuQxSvGXw98hOIVz5cDjweIiN8BHi7nkSRJ26q/rn6F4tXhl1E0D72sOnPZse1BFE1sJEkVNq2SpCYi4n0UrzU9c5T5LgSWZeaXJyVhkiT1oVavq+W8HwJuycyPdTxhktRnDORIkiRJkiT1CZtWSZIkSZIk9QkDOZIERMSXI2LXMcw/LyJu6GCSJEnqa15bJakzZnQ7AZLUCzLzRd1OgyRJg8RrqyR1hjVyJE0JEXFyRLyt/P6RiLis/P78iDg/IlZHxB7lfwNXRcQnI+LGiPh67Q0bEXF4RFwXEVcCb66se/uI+ExE/CgifhgRR5fjvxwRh5TffxgR/1x+f29EvHGSN4EkSW3ltVWSusPOjjWqPfbYI+fNm9ftZEiSetC11157T2bu2e109JtBv7Y+/PDD7Ljjjt1OxqQxv4PN/A62tub32mvh8MPbsBqvrRqZTas0qnnz5nHNNdd0OxmSpB4UEbd1Ow39aNCvrUNDQyxcuLDbyZg05newmd/B1tb8RkAbynavrRqNTaskSZIkSZL6hDVy1BX3rl3PmvvWseN203n40U1s2LiJ1ff+lnm778BvN2zmwXUbeOiRDazfuJmjDtiDA/aaw71r13PjnQ8AwcH77MzuO81qut65u81uOL063413PggkB++zyzbz1q+nmt47H3gESPbZZTYPP7qJubvNBmj4u83S02o6R9t+zZYf6/pH2x7dMtHt1E3tTHs/bwdJkiRJ7WUgR5PuopV3cMqF1wPwyIbNBDBaT01HHbA7V936GzZsKuacMQ0+/PLDOOGwfbdZ78xp09iweTPvf8khHHnAHts8AF+08g7efsFKNm4ulps5PfjQyw7dMu8NdzzAey+9act6Xn74XC64ds2W9FZtP3MamzYnmcnsmTO2/O4Jh+3bMD0jjYfWAj9X3HxP0+WbbYfq9Eb7o9H2GGmZRtodbBhrPiYzbaNp9Vgc77rGux0kSZIk9T8DOZpU965dz8lfvJ71G7cGRFrpbvuKm+8dNrxxM7zzi9dx5AF7bKkxc8qF1/PIhs08QrHuv79gJdOnTWO76cMfpk/+4nVUfp4Nm5K3//d1TAuYMW0aDz+6CWDLes773i+apqsa2Hlo/UYATr7weg7ae+dt0tNs/Du/eD277rAdt//mt1sCSI9u2sRbjj6QP3/W/sMCN49u2symzZvZuJlh6x1pO1SnN94f226Pd36xWAYa1zSqN9ZgQys1isaSj5FMdiCk1WOxlTS0cztIkiRJGgy+tUqjOiIiB7c7RknSRARcm5lHdDsd/eaII45IOzseHOa3/Q497es8sG5DR3+jX82Zv5iHVp3e7WQI2GX2TK579wu2joiANjxfR4TXVo3IGjka3eGHt6X39XvXrud3T/8W6ze2J3i43XS48l2/v6UmypFnXLZN06eq7WdO4+xXH85fnHdN29LQ7HcuectRHP/RK4alp9n4dvzed085pul2qE6vqdVSmTEtWLt+0zbr3G56EBHDak41Wg/Adbffz6s+ddWWGkkAc2bN4Pw3PotD99t12Lytpq/V+UYzlrS1SyvHYqtpaNd2kDoqotspkDSAHli3gdWnH9ftZAC9F6h72rmLO7ptei2/nTaR/M5bfGl7EyO1yLdWadKsuW8d202fPq5lpzV4Tlj03Cey5r513Lt2PbvvNIv3v+QQtp85jTmzZrDd9G0XeGTDZvbZZTYfeOmhzKgc+TOnx7Dhmh1nTWf7mdN4+RFzm6Zr+5nTtiw/Z9YMtp85jfe/5BAO2GvOsPQ0Gr/DduPbFlUzpsH7X3LIlof6+u1Q+936IEmtuU6jIM7M6cFbjzmQ7aYP3ygzp01jzX3rtpl/7m6z2bB5eNBiw+bNWzqBrlpz3zpmTht9va3koxVjSVu71Kd91oxgZt3x2Goa2rUdJEmSJA0Oa+Ro0jR6qK7Zbvo0/uiQvbn4ujuYUfZl8tJnzOWpe+/Mgn125lWfvnpYrYSZ04NPX3Er51/5i2F9jtQ6lH1g3Qb+4tzvs37T1po3s6YHDz+6act81bc0fffmezi50g/NG46cx3OetDsH77MLa+5bx6XX37Wl7xyA7WdM44MvO5T9HrND07dWVdPTaPyNdz7QUu2gmdOj6L9n+jQergu8TJ82bUtfNjXNfremFkyp9bkCRdDqnS94Ck/cc0cO3mcXAP5j6OZhyzULPtSCDSfX9UPTKNgwlsDKaPloxVjS1k71aa8eX2NNQzu2g6TWREQC52fmq8vhGcBdwFWZeXxXE6eeERHYNYGkRlp5iYvUDgZyNGmqD9W5OVm/Kdl+ZlE7oxaI+Yfj5jd8YK0+jNc6/F2/CdZv3NrBcK0D2FoTo5gWUAnkxLTYEjDYfadZPO/Je26ZVntY/uxVv+A/VvyM87/3Cz7zf6u3dJC8qf6GLeA5T9p9WBobPWDX0tNo/POe/Fg+8NJDhz3g/9PxB/GbtY/y0RU3b9NJ84of3827L75xWEBpu+lFbZb632j2u9A4mLJpc/JHh+7TdJuPFnxoNdgw1sDKSPloVbcCIdW0TzQN7dgOI/H15tIWDwMLImJ2Zq4D/gC4o8tpkiRJGsZAjiZV9YF2x+2m8/Cjm4Y9PDZ7YK2vbfPmz/5gWL8nteY59U2MxloL4mNDN7N+Yw4LEH33lGM6Vquj2QP+nz9r/23GHf3Ux/KPF90wbPnxNBNqdduMNfjQarChU4GVkYIRnQ6EtKIX0tCIrzeXtvEV4Djgi8CJwHLguQAR8Rjg08ATgd8CJ2Xm9RFxKrB/OX5/4MzM/PfJT7okSZoKDORo0o33gbZa26aV5jnVJkwQHLzPziOuv1GTo1qAaKzBh7HUcGi0PZqNa1dAaSw1aDoRfGj3eg1GjI+vN5ca+jzwzxFxCXAIReDmueW004AfZuYfR8QxwHnAYeW0pwJHA3OAn0TExzNz2Ct3IuIk4CSAvfbai6GhoQ5npXvWrl070Plr2MHpV6dYp6eTkN9eOYZ68XjuZHp6Mb+dNNH81pcHU2nbqXsM5GjStKv5RqOAxj8dd9CWDnOr677i5ntafsAfrf+WVoMPnQwqtLM2S6/WEBkrgxHjN1Lw0m2nqaqsYTOPojbOl+smHwW8pJzvsojYPSJ2KaddmpnrgfURcTewF7Cmbt1nA2dD8frxQX4rzKC/9ab+jUGDnt96k5HfeYsv7Zlt2nP791w6mp6ey2+HTSi/X710WHkQZ3R230g1BnI0Kdod3KgGNG644wHee+lN26x7rA/47ajxMhlBhW4FYHq1HxWDEePXjbd6SX3iYuCDwEJg98r4Ru9ar3Witr4ybhPeY0mSpA7xJkMd16ngRm3ZPzv7yobrHs8DfqMaL7UARqM+fepNNKjQq8GSXm66ZDBi/Lr1Vi+pD3waeCAzfxQRCyvjvw28EnhvOf6ezHwwolF8R5IkqTMM5KjjOlljYqR1j/cBv1rjpRbAAHhkw2ZmTQ9iWjQNZEwkqNArwZL6YFKvN10yGDExvt5c2lZmrgH+rcGkU4HPRMT1FJ0dv3Yy0yVJkgQGcvpGRHwaOB64OzMXlONOBf4C+HU52z9k5pfLae8CFlFU735bZn6tHH84cA4wm6Lt/99k1r9bu706WWNipHVP9AG/GsCoWb8pYVM2DWSM9zd7JVjSKJj0+N137PmmSwYjJmZQ+kuSJiozd2owbggYKr//Bnhxg3lOrRte0JEEqid0+LZJUh+zdNBkMZDTP84BPkrxhoyqj2TmB6sjIuIg4BXAwcA+wDcj4smZuQn4OMUbM75HEcg5luJVqx3TyRoTo617Ig/4jWr71IwUyBjPb/ZCPy/NgkmXvOWoCQfiJqPJmMEISZIkSVOBgZw+kZnfLt+i0YoXA58v355xa0TcDDwzIlYDO2fmlQARcR7wx3Q4kAPNgxvteMAfLXAy3gf8RrV9akYLZIz1N3uhn5dmwaSHH900oUBcrzQZkyRJ/aXha967pYdeLz9n/iRsmx7K76QYZ353mT2zzQmRWmMgp/+9JSJeA1wDvD0z7wP2pahxU7OmHLeB4a9CrY2fFPXBjXY+4HeiNka1tg9s20dOO3+vF/p5GSmYdOh+u46rZlOvNBmTJEn9pf4V793Ue6/j7uy26b38dtZUy68Gg4Gc/vZx4L0UzTHfC3wIeAPNX4860mtTh4mIkyiaYLH//vu3I63D9MsDfrW2T/WtVQDX3X5/W5sKdbufl9GCSeMJlvVCkzFJkiRJGiQGcvpYZv6q9j0iPglcUg6uAfarzDoXuLMcP7fB+EbrPhs4G+CII45oe79dnXzAb3d/LJ2sSTTab022dgeTeqHJmCRJkiQNkmndToDGLyL2rgz+CXBD+f1i4BURMSsingAcCFydmXcBD0XEsyMigNcAF01qokudesC/aOUdHHnGZbzqU1dx5BmXcfHKOya0vnrVmkQPrd/IIxs2c/KF13Pv2vXbzHfd7fdvM74f7L7TLA7db9e2dka9/cxpzJk1g+1nTvPV4JIkSZI0AdbI6RMRsRxYCOwREWuAdwMLI+IwiuZRq4G/BMjMGyPiAuAmYCPw5vKNVQB/xdbXj3+FSejouJFO9AkzGc21WqlJZOe+w3W7yZgkSZIkDRIDOX0iM09sMHrZCPMvBZY2GH8NsKCNSRu3dj/gT0Z/LI1qEj26aWtNon7p+2eydbvJmCRJkiQNCptWqWva3ZfNZPTHUqtJNHP61n6jN23ezHdvvgfYGkyqqgWTJEmSJEmaKAM56opO9GUzWf2xHHnAHkyrvP9r42a29JNj576S+kE/9+MlSZI01dm0SpOuk82PJqM/ljX3rWO76dNZv3HjlnG1WjeH7rdr2/v+kaR2sh8vSZKk/mYgR5Ou033ZdLo/ltFq3di5r6ReZT9ekiRJ/c+mVZp0c3ebzaObNg0b10/Nj1ppwtXOV3hLUrvYj5ckSVL/s0aOJt0VN9/D5tw6PGMaPdf8aLSOmK11I6kf2Y+XJGmsDj3t6zywbkO3k9FZX7204eg58xfz0KrTmy62y+yZXPfuF3QqVVJTBnI0qWrV+jds2hrJmT5tGkcesEdbf2MiAZZW+4/wldqS+k2tRqH9eEmSWvXAug2sPv24biejY4aGhli4cGHDaU87d/GIeZ+3uHEASOo0AzmaVI36x9luevv6x5loJ572HyFp0FmjsDURsTvwrXLwccAm4Nfl8DMz89GuJEySJE159pGjSTXWav1jeUVuNQjz0PqNPLJh85bXgrfK/iMkTQX24zW6zLw3Mw/LzMOATwAfqQ33QhBn+fLlLFiwgOnTp7NgwQKWL1/e7SRNOdV98PrXv959gMfleEVEt5OgNnFParIYyNGkatRR8D8dfxBr7lu3TcDlopV3cOQZl/GqT13FkWdcxsUr7xhx3e0Iwth/RGNjCahJ0qCKiHMi4qWV4bWV7++MiO9HxPURcVon07F8+XKWLFnCWWedxSOPPMJZZ53FkiVLfGieRPX74G1ve9uU3wcel5I0eQzkTLKImBYRN3Q7Hd10wmH78t1TjuH8Nz6LfzruIN57yU3bBGvGU7umHUGYVt5INWhGC9KMNaAmSVNNRLwAOBB4JnAYcHhEPK9Tv7d06VKWLVvG0UcfzcyZMzn66KNZtmwZS5cu7dRPqk79Pnj6058+5feBx6UkTR77yJlkmbk5Iq6LiP0z8xfdTk+31AIjf3b2lQ37o2nUl06tdk2zoEq7OvGcSv1HjNankH0GSVJLXlB+flgO70QR2Pl2daaIOAk4CWCvvfZiaGhoXD+2atUqNm3aNGz5TZs2sWrVqnGvs93Wrl3bM2nphPp9sHbtWrbffvue2ged1Gj/9sNxOV6TcTz3XKe5dW9x6vd9OJLR9u9oea/fd4O8rdQ7DOR0x97AjRFxNfBwbWRmntC9JE2+kYI1461d064gTD+8kWqib+dqJUgznoCaJA2wjZS1maPo1GK7cnwA/5qZ/znSwpl5NnA2wBFHHJHN3pIymvnz5zN9+vRhb1lZsWIF8+fPb/rmlck20ltgBkH9PhgaGiIze2ofdFKj/dsPx+V4Tcbx3EtvharP77zFl/b9PhzJiPv3XEbO+1cvHbbv4oxR5pfaxKZV3XEacDzwHuBDlc/AqzbjGSlYM5EmTp3qxLOX+olpR3OnVvoUss8gSRpmNXB4+f3FwMzy+9eAN0TETgARsW9EPLZTiViyZAmLFi1ixYoVbNiwgRUrVrBo0SKWLFnSqZ9Unfp98MMf/nDK7wOPS0maPNbI6YLMvLzbaZhs965dz2ev+gX/seJnbDd9+pZmPCM1heqlJk4Tfa15O7WruVMrQZp2NVeTpAHxSeCiskbttyhr1Wbm1yNiPnBl+faZtcCrgLs7kYgTTzwRgLe+9a2sWrWK+fPns3Tp0i3j1Xn1+2D//ffnfe9735TeBx6XkjR5DORMooh4CMhm0zNz5xGW/TRFLZ67M3NBOe4DwB8BjwK3AK/PzPsjYh6wCvhJufj3MvNN5TKHA+cAs4EvA3+TmU3T1A4XrbyDk794Pes3FkGD9Rs3AkXw4bunHMN3TzmmabCmF5o49Vo/Me1q7tRqkKaXAmqDYKJN4iRNvsw8tTL47Mr3d1Xm+Tfg3yYrTSeeeKIPyF1W3QeD3pSsVR6X49PhW3FNIvekJouBnEmUmXMAIuI9wC+B/6JoV/9KYM4oi58DfBQ4rzLuG8C7MnNjRJxBcUN5Sjntlsw8rMF6Pk7R0eL3KAI5xwJfGUd2WlILgtSCOFW14EMnmkG1U6/1E9PO5k6tBml6IaA2CHqpZpckSZKk/mQgpzv+MDOfVRn+eERcBby/2QKZ+e2ypk113Ncrg98DXjrSj0bE3sDOmXllOXwe8Md0MJDTKAhS0y99rfRaPzHtbu5kkGZy9FrNLkmSpFb13Fu12u2rjfM3Z/7Ied9l9sym06ROMpDTHZsi4pXA5ylq4J0IbJrgOt8AfKEy/ISI+CHwIPCPmfkdYF9gTWWeNeW4jmkUBAGYNSP6qq+VNy88gI/W9e/TzbTb3Kn/9FrNLkmSpFb00hu1OmHkppGDnXf1LwM53fHnFO3o/40ikPPdcty4RMQSileifrYcdRewf2beW/aJ878RcTBFM656DZtyRsRJFE2w2H///cebtG1qjzy6aTNvOfoA/vxZ+/fFw2u1KQwEJz3viX2TdvWWXqvZJUmSJKk/GcjpgsxcTfHa0oYi4l2Z+a+trCsiXkvRCfLza50WZ+Z6YH35/dqIuAV4MkUNnLmVxecCdzZJ49nA2QBHHHHEhPrt6tfaI42awvzH0M38+bPGH9hqF/ta6T++AUySJElSOxjI6U0vA0YN5ETEsRSdG/9eZv62Mn5P4DeZuSkinggcCPw8M38TEQ9FxLOBq4DXAGd1JAd1+rEfll5tCmNfK/2rX4OakiRJknqHgZzetE0TqIhYDiwE9oiINcC7Kd5SNQv4RkTA1teMPw94T0RspOh7502Z+ZtyVX/F1tePf4UOdnTc73q1KUyvBpjUmn4MakqSJEnqHQZyetM2TZky88QG8y1ruHDmhcCFTaZdAyyYUOqmiF5tCtOrASZJkiRJUucZyOlNjTolVhf0YlOYXg0wSZIkSZI6z0BOb/rvbidAW/ViU5heDDBJkiRJkjrPQE4XlJ0R/wUwj8o+yMw3lH/f152UqZ/0YoBJkiRJktRZBnK64yLgO8A3KTojlibs3rXrraEjSZIkSQPOQE537JCZp3Q7ERocF628g1Pq+sw54bB9u50sSZIkSVKbGcjpjksi4kWZ+eVuJ0T979616znlwut5ZMPmLa8kP/nC6znygD2smSNJkqaUQ0/7Og+s29D+FX/10vavs5f1YH7nzF/MQ6tO78zKx5nfXWbP5Lp3v6DNiZFGZyCnO/4G+IeIWA9soHhLVWbmzt1NlvrRmvvWMXPatC1BHICZ06ax5r51BnIkSdKU8sC6Daw+/bi2rnNoaIiFCxe2dZ29rFfz+7RzF7d938LE8jtvce8FvDQ1GMjpgsyc0+009Jt7167nxjsfBJKD99nFAEXF3N1ms2Hz5mHjNmzezNzdZncpRZIkSZKkTjGQM4ki4qmZ+eOIeEaj6Zn5g8lOUz+4aOUdvP2ClWwsYxUzpwcfetmh9gFT2n2nWbz/JYdwcl0fOQa7JKl1EfER4LbMPLMc/hpwe2a+sRz+EHBHZn54lPXMAy7JzAWdTbHqRQSZ2e1kSJrCArAU0mQwkDO5/h44CfhQg2kJHDO5yel9965dz8lfvG5LEAdgw6bknV+c2n3A1L+h6oTD9uXIA/bwrVWSNH7/B7wMODMipgF7ANUmz78L/G0X0iVJkjSMgZxJlJknlX+PHmm+iPiDzPzG5KSqt625bx3TYxr1b2mfPi2mbB8wzd5QtftOs6bk9pCkNvku8JHy+8HADcDeEbEb8FtgPkBEXA7sBNwDvC4z74qIw4FPl/NdMdkJlyRJU8u0bidADZ3R7QT0irm7zWZTbt5m/KbNOSX7gKm+oeqh9Rt5ZMNmTr7weu5du77bSZOkvpaZdwIbI2J/ito3VwJXAc8BjgBWUQR6XpqZtcDN0nLxzwBvy8znTHrCJUnSlGONnN4U3U5Ar9h9p1l84KWH8vd1feR84KXt7QOmvqlSr/INVZLUUd+lCOL8LvBhYN/y+wPAHcALgG9EBMB04K6I2AXYNTMvL9fxX8ALG608Ik6iaGLNXnvtxdDQUMcy0m1r167tSv66+gaZHnxdc0f1cH7bfex163jull7ObyfSNdH81pc7vbrtNFgM5PQm+8iqqPX/Mpa3Vo0lMNOsqVIvqeVnx+2m+4aqUfRLUE5ST/o/isDN0yiaVt0OvB14ELgM2Le+1k1E7EqL1+3MPBs4G+CII47IXny9b7t06/XFnXg1cSt69XXNndLL+Z23+NK2p62X89sJPZvfc+lIuiaU369eOqzciTM6k0apnoGcPhERnwaOB+6uvQkjIh4DfAGYB6wGXp6Z95XT3gUsouhc5m2Z+bVy/OHAOcBs4MvA3+QkvOJhog/Xu+80i+c9ec+W5h1LYKbaVKlWy+XkCyenI+VWt0l9fl5+xFwuuGaNb6hqoB+CcpJ62ncpAjc/z8xNwG/KQM3BwF8CfxMRz8nMKyNiJvDkzLwxIh6IiKMy8wrglV1LvSRJmhIM5PSm1Q3GnQN8FDivMm4x8K3MPD0iFpfDp0TEQcArKG489wG+GRFPLm9KP05Rrft7FIGcY4GvdCgfwOQ+XI81MNOtpkqtbpNG+bngmjVc8pajePjRTdY6qehmUE7SwPgRxduqPlc3bqfMvDsiXgr8e9mcagZwJnAj8Hrg0xHxW+Brk5tkSZI01djZcRdExMsiYk75/R8j4ksR8Yza9Mz80/plMvPbwG/qRr8YOLf8fi7wx5Xxn8/M9Zl5K3Az8MyI2BvYOTOvLGvhnFdZpiPa0TnvvWvXc93t97e0TC0wU1ULzDQyd7fZk95UaSzbpFl+Hn50E4fut6sBioqx7ntJqpeZmzJz58z8x8q412XmU8rvKzPzeZl5aGYenJmfLMdfW457TmaeWqs5q8k1CRWMJWlElkKaLAZyuuOfMvOhiDgK+EOKIMzHx7GevTLzLoDy72PL8ftStOuvWVOO27f8Xj++Yyb6cH3Ryjs48ozLeNWnruLIMy7j4pV3jDj/WAMzu+80i/e/5BC2nzmNObNmsP3MaR1vqtTKNqkFr+wTp3XdCMpJkiRJ0mSzaVV3bCr/Hgd8PDMviohT27j+Rm+9yhHGb7uCyps19t9//3EnZLwP1/euXc+Ndz7AyV+8jvUbs+WmMrXAzMl1zZZGCszUOlOerA5yR9sm9okzPuPZ95IkafB05O1lPfyWro7owfzOmd/BN9ONM7+7zJ7Z5oRIrTGQ0x13RMR/Ar8PnBERsxhf7ahfRcTemXlX2Wzq7nL8GmC/ynxzgTvL8XMbjN9G/Zs1xpE2YHwP17VAxrQI1m8c/tOt9F8znsDM7jvNmrQH/pG2iX3iTMxkB+UkSVJv6cSby3r2LU4d0rv57cxb6Xo3v1JzBnK64+UUnQx/MDPvL4Mw7xzHei4GXgucXv69qDL+cxHxYYrOjg8Ers7MTRHxUEQ8G7gKeA1w1sSyMrr6h2uA626/v+GDdjWQ0UirTWUmMzAzHs0CDs06X671iaPR9fq+lyRJkqSJMJDTHXsDl2bm+ohYCBzC8LdRbSMilgMLgT0iYg3wbooAzgURsQj4BfAygPJVqBcANwEbgTeXb6wC+Cu2vn78K3T4jVU1tYfr0d7W1CiQAbDDzOlsJgeqqUyjgIP9vEiSJEmSRmIgpzsuBI6IiAOAZZQ1aIAXNVsgM09sMun5TeZfCixtMP4aoCtv02jl9dCNAhmzZkzjE68+nIP32XlggjjN2M+LJEmSJGkkBnK6Y3NmboyIPwXOzMyzIuKH3U5UpzVrNlTt86ZZION5T96zW8medPbzIkmSJElqxkBOd2yIiBMp+qj5o3LcwHd53mqzIQMZ9vMyknvXrp/Sx4YkSZKkqc1ATne8HngTsDQzb42IJwDndzlNHVdf2+bRTZt588IDms7rQ7rqjdbHkiRJkiQNuvG88loTlJk3ZebbMnN5OXxrZp7e7XRNhhMO25fvnnIMf/G8JwLJ2d/+OUeecRkXr7yj20lTj6v2sfTQ+o08smEzJ194PfeuXd/tpEmSJEnSpDGQ0wURcWBEfDEiboqIn9c+3U7XZPrY0M2s35g+kKtltT6Wqmp9LEmSJEnSVGEgpzs+A3yc4tXgR1O8evy/upqiSeQDucbDV7NLkiRJkoGcbpmdmd8CIjNvy8xTgWO6nKZJ4wO5xqPWx9L2M6cxZ9YMtp85zVezS5IkSZpy7Oy4Ox6JiGnAzyLiLcAdwGO7nKZJ0+wV4z6QazS+0UySJKk9Dj3t6zywbkPjiV+9dHIT020TzO+c+Yt5aNXp7PK25VzXpiRJIzGQ0x1/C+wAvA14L0Xzqtd0M0GTzQdyjZdvNJMkSZq4B9ZtYPXpx20zfmhoiIULF05+grqkHfl92rmLWX36ccxbPMUCYOoaAzndkRR94jwemFmO+yRwSNdS1AU+kHfGvWvXGyCTpAmIiN2Bb5WDjwM2Ab8G5gF3ZuZBXUqaJEmSfeR0yWcpOjx+CXB8+fmjrqZIXXXv2vVcd/v9E35z10Ur7+DIMy7jVZ+6yte6S9I4Zea9mXlYZh4GfAL4SPn9MGDzCItKLF++nAULFjB9+nQWLFjA8uXLu52kSRER3U6C1HW3nXF8t5OgKcIaOd3x68y8uNuJUG+4aOUdnFLXX9AJh+075vXcu3Y9p1x4PY9s2Mwj5XPGyRdez5EH7NG1mjnWDpI0gKZHxCeB36Xo4+7FmbkuIoaAd2TmNRGxB3BNZs7rYjrVBcuXL2fJkiUsW7aMo446iiuuuIJFixYBcOKJJ3Y5dZKkQWGNnO54d0R8KiJOjIg/rX26nShNvmrw5aH1G3lkw2ZOvvD6cdXMGe9r3dtVG6ietYMkDagDgf/IzIOB+ylq10oALF26lGXLlnH00Uczc+ZMjj76aJYtW8bSpUu7nTRJ0gCxRk53vB54KkX/OLUq2gl8qWspUlfUgi+PVGrq14IvY63BMp7XurerNlC9XqwdJEltcmtmriy/X0vRb05LIuIk4CSAvfbai6GhoXanrWesXbt2oPNXr5bfVatWsWnTpmF537RpE6tWrRqo7dFs/w50R68D+hanRvtxqp6/E1Vbx1TaduoeAzndcWhmPq3biVD3jSf40sxYX+veyWBLOwNUktRjqtUXNwG1AnsjW2s6b99owcw8Gzgb4IgjjshBfivMVH3rzfz585k+ffqwvK9YsYL58+cP1PZotn8bvQFpEAzq8Txv8aUN8zWo+W2mLfk9ly3rmErbTt1j06ru+F5EtOWNFxHxlIhYWfk8GBF/GxGnRsQdlfEvqizzroi4OSJ+EhF/2I50aHxqwZftZ05jzqwZbD9z2ojBl9GccNi+fPeUYzj/jc/iu6ccM2LtmvE2xWpFOwNUktQnVgOHl99f2sV0qIuWLFnCokWLWLFiBRs2bGDFihUsWrSIJUuWdDtpkqQBYo2c7jgKeG1E3Erxn70AMjPH/PrxzPwJxVs0iIjpFB0v/g9F862PZOYHq/OXAaRXAAcD+wDfjIgnZ+am8WdHE3HCYfty5AF7tK1T4FZf697JYMtYawdJ0gD4IHBBRLwauKzbiVF31Do0futb38qqVauYP38+S5cutaNjSVJbGcjpjmM7tN7nA7dk5m0jvALyxcDnM3M9cGtE3Aw8E7iyQ2lSC1oNvrT7NzsZbGl3gEqSuiEzT618Xw0sqAx/sPL9x0D1HzL/OAnJUw868cQTp2TgJjO7nQSp6x5/yiXdToKmCAM5XZCZt3Vo1a8AlleG3xIRrwGuAd6emfcB+wLfq8yzphynKajTwZZuBKgkSZIkaZAZyBkQEbEdcALwrnLUx4H3UrwN673Ah4A3UDTjqrfNv1Cqb9bYf//9O5Bi9QqDLZIkSVNT0zeNDehbupqaYH7nzC+25S7rHmpTgqSRGcgZHC8EfpCZvwKo/QWIiE8CtXp+a4D9KsvNBe6sX1n9mzU6lOYJu3ftepvuSJIkSWPU7C1jvrVqPMptGQH/9oqJJkkalYGcwXEilWZVEbF3Zt5VDv4JcEP5/WLgcxHxYYrOjg8Erp7MhLbLRSvv4JS6/l1GekuTJEmSJEn9zkDOAIiIHYA/AP6yMvr9EXEYRbOp1bVpmXljRFwA3ARsBN7cj2+sunftek658Hoe2bCZRyjevHTyhddz5AF7WDNHkiRJkjSwDOQMgMz8LbB73bhXjzD/UmBpp9PVSWvuW8fMadO2BHEAZk6bxpr71hnIkSRJkiQNrGndToA0HnN3m82GzZuHjduweTNzd5vdpRRJkiRJktR5BnLUl3bfaRbvf8khbD9zGnNmzWD7mdN4/0sOsTaOJEmSJGmg2bRKfeuEw/blyAP28K1VkiRJkqQpw0CO+truO80ygCNJkiRJmjJsWiVJkiRJktQnDORIkiRJkiT1CQM5kiRJkiRJfcI+ciRJkiRpEhx62td5YN2GbidjdF+9tNspGLc58xfz0KrTx7ZQi/ndZfZMrnv3C8aRKqm9DORIkiRJ0iR4YN0GVp9+XLeTMaKhoSEWLlzY7WSM29POXTymbTyW/M5b3L8BLg0Wm1ZJkiRJkiT1CQM5kiRJLYqITRGxsvKZ12CeL0fErpOfOkmSNBXYtEqSJKl16zLzsEYTIiKAyMwXTW6S1GsigszsdjIkTbIAPPM1GayRI0mSNE4RMS8iVkXEx4AfAPtFxOqI2KPbaZMkSYPJQI4kSVLrZleaVf1POe4pwHmZ+fTMvK2biZMkSYPPplUDICJWAw8Bm4CNmXlERDwG+AIwD1gNvDwz7yvnfxewqJz/bZn5tS4kW5KkfjSsaVXZR85tmfm90RaMiJOAkwD22msvhoaGOpTE7lu7du1A569eo/wO/Ntt+vj11OPSxvz2+rkxCOfvWNI/1vyOdm73+7ZTfzCQMziOzsx7KsOLgW9l5ukRsbgcPiUiDgJeARwM7AN8MyKenJmbJj/JkiQNhIdbmSkzzwbOBjjiiCOyn1/vO5p+f33xWDXKb6+/Ynoi3L/jN2/xpT2/7fp+/57LmNI/pvx+9dIRz+04Y2y/LY2XTasG14uBc8vv5wJ/XBn/+cxcn5m3AjcDz5z85EmSJEmSpLEykDMYEvh6RFxbVtsG2Csz7wIo/z62HL8vcHtl2TXlOA2we9eu57rb7+feteu7nRRJkiRJ0gTYtGowHJmZd0bEY4FvRMSPR5g3Gozb5i151Xb8+++/f3tSqa64aOUdnHLh9cycNo0Nmzfz/pccwgmHGbuTpPHIzJ3qhlcDC+rGzZvEJKkH+epxaWryzNdksUbOAMjMO8u/dwP/Q9FU6lcRsTdA+ffucvY1wH6VxecCdzZY59mZeURmHrHnnnt2MvnqoHvXrueUC6/nkQ2beWj9Rh7ZsJmTL7zemjmSJEmS1KeskdPnImJHYFpmPlR+fwHwHuBi4LXA6eXfi8pFLgY+FxEfpujs+EDg6klPuCbFmvvWMXPaNB5h85ZxM6dNY81969h9p1ldTJkkSdLU1BdvNOvjt5LNmT+ObdxifneZPXMcKZLaz0BO/9sL+J+IgGJ/fi4zvxoR3wcuiIhFwC+AlwFk5o0RcQFwE7AReLNvrBpcc3ebzYbNm4eN27B5M3N3m92lFEmSJE1d/fA2s75/axVj28b9n19NRQZy+lxm/hw4tMH4e4HnN1lmKbC0w0lTD9h9p1m8/yWHcHJdHznWxpEkSZKk/mQgRxpwJxy2L0cesAdr7lvH3N1mG8SRJEmSpD5mIEeaAnbfaZYBHEmSJEkaAL61SpIkSZIkqU9Epm+718gi4tfAbeNYdA/gnjYnp5eYv/426PmDwc+j+esNj8/MPbudiH4zgWtrv+iX47ddzO9gM7+DrRfz67VVIzKQo46JiGsy84hup6NTzF9/G/T8weDn0fxJvWuqHb/md7CZ38E21fKrwWDTKkmSJEmSpD5hIEeSJEmSJKlPGMhRJ53d7QR0mPnrb4OePxj8PJo/qXdNtePX/A428zvYplp+NQDsI0eSJEmSJKlPWCNHkiRJkiSpTxjIUdtFxLER8ZOIuDkiFnc7PeMVEasj4kcRsTIirinHPSYivhERPyv/7laZ/11lnn8SEX/YvZQ3FhGfjoi7I+KGyrgx5yciDi+3y80R8e8REZOdl2aa5PHUiLij3I8rI+JFlWl9lceI2C8iVkTEqoi4MSL+phw/EPtxhPwNxD6MiO0j4uqIuK7M32nl+IHYf5paImLXiPhiRPy4PGef08/XyNFExN+V5+0NEbG8PJ8HJr9T4R6hqkl+P1Aez9dHxP9ExK6VaQOX38q0d0RERsQelXEDmd+IeGuZpxsj4v2V8X2dX01RmenHT9s+wHTgFuCJwHbAdcBB3U7XOPOyGtijbtz7gcXl98XAGeX3g8q8zgKeUG6D6d3OQ13anwc8A7hhIvkBrgaeAwTwFeCF3c7bKHk8FXhHg3n7Lo/A3sAzyu9zgJ+W+RiI/ThC/gZiH5Zp2an8PhO4Cnj2oOw/P1PrA5wLvLH8vh2w63iO5X74APsCtwKzy+ELgNcNUn6ZAvcILeT3BcCM8vsZg57fcvx+wNeA2yjveQc1v8DRwDeBWeXwYwclv36m5scaOWq3ZwI3Z+bPM/NR4PPAi7ucpnZ6McXNK+XfP66M/3xmrs/MW4GbKbZFz8jMbwO/qRs9pvxExN7Azpl5ZWYmcF5lma5rksdm+i6PmXlXZv6g/P4QsIriAWMg9uMI+Wum3/KXmbm2HJxZfpIB2X+aOiJiZ4oHpWUAmfloZt5PH18jWzADmB0RM4AdgDsZoPxOhXuEqkb5zcyvZ+bGcvB7wNzy+0Dmt/QR4GSKa1HNoOb3r4DTM3N9Oc/d5fi+z6+mJgM5ard9gdsrw2sY+UGslyXw9Yi4NiJOKsftlZl3QfHQCTy2HN+v+R5rfvYtv9eP73VvKatKf7pSNbyv8xgR84CnU9TqGLj9WJc/GJB9GBHTI2IlcDfwjcwcyP2ngfdE4NfAZyLihxHxqYjYkcG7RgKQmXcAHwR+AdwFPJCZX2dA81sxlcumN1DUwIABzW9EnADckZnX1U0ayPwCTwaeGxFXRcTlEfE75fhBza8GnIEctVujtqP9+mq0IzPzGcALgTdHxPNGmHeQ8g3N89OP+fw48CTgMIob8A+V4/s2jxGxE3Ah8LeZ+eBIszYY1/N5bJC/gdmHmbkpMw+j+E/vMyNiwQiz913+NGXMoGi28PHMfDrwMEXTm2b6+pgtg8cvpmh2sQ+wY0S8aqRFGozrm/y2YKDLpohYAmwEPlsb1WC2vs5vROwALAH+udHkBuP6Or+lGcBuFE2a3wlcUPZ5M6j51YAzkKN2W0PR3rZmLkX1476TmXeWf+8G/oeiWvSvyqqWlH9r1TL7Nd9jzc8atlY1ro7vWZn5q/LheTPwSbZWb+/LPEbETIogx2cz80vl6IHZj43yN2j7EKBshjIEHMsA7T9NGWuANWWNMoAvUgR2Bu0aWfP7wK2Z+evM3AB8CfhdBje/NVOubIqI1wLHA68sm9PAYOb3SRSByesiYjVF2n8QEY9jMPMLRfq/VDZzvhrYDOzB4OZXA85Ajtrt+8CBEfGEiNgOeAVwcZfTNGYRsWNEzKl9p+gA7waKvLy2nO21wEXl94uBV0TErIh4AnAgRQdpvW5M+SmrVj8UEc8u/4vxmsoyPal2E1r6E4r9CH2YxzI9y4BVmfnhyqSB2I/N8jco+zAi9ozyLSgRMZvi4fDHDMj+09SRmb8Ebo+Ip5Sjng/cxOBdI2t+ATw7InYoz7nnU/ThNaj5rZlSZVNEHAucApyQmb+tTBq4/GbmjzLzsZk5LzPnUQQtnlGe2wOX39L/AscARMSTKTppv4fBza8GXfZAj8t+BusDvIjibTO3AEu6nZ5x5uGJFD3YXwfcWMsHsDvwLeBn5d/HVJZZUub5J/Rgr/bAcopmKRsoLtiLxpMf4AiKB+lbgI8C0e28jZLH/wJ+BFxPcbHeu1/zCBxFUa33emBl+XnRoOzHEfI3EPsQOAT4YZmPG4B/LscPxP7zM7U+FE0drymP5/+laLLQt9fIFvJ7GkXg9YayTJo1SPllCtwjtJDfmyn6Sqldfz4xyPmtm76ayptaBzG/FIGb88v0/wA4ZlDy62dqfiLTpn6SJEmSJEn9wKZVkiRJkiRJfcJAjiRJkiRJUp8wkCNJkiRJktQnDORIkiRJkiT1CQM5kiRJkiRJfcJAjiRJkqSuiIjXRcRHu50OSeonBnIkDaSI+NeIWBgRfxwRi8tx74mI3x9ludURsUeLv/GmiHhNG9I6FBFHTHQ9kiRJkgafgRxJg+pZwFXA7wHfAcjMf87Mb7brBzLzE5l5XrvWVy8ipndq3ZIkdUpEnBwRbyu/fyQiLiu/Pz8izo+I10fETyPicuDIynJ/FBFXRcQPI+KbEbFXREyLiJ9FxJ7lPNMi4uZW/+kiSYPIQI6kgRIRH4iI64HfAa4E3gh8PCL+OSLOiYiXlvM9v7xR/FFEfDoiZlVW886IuLr8HDDCb50aEe8ovw9FxBnlMj+NiOeOsNzsiPh8RFwfEV8AZlemrS1rDl0FPGdCG0OSpO74NlC7Dh4B7BQRM4GjgJ8Bp1EEcP4AOKiy3BXAszPz6cDngZMzczNwPvDKcp7fB67LzHs6ngtJ6lEGciQNlMx8J0Xw5hyKYM71mXlIZr6nNk9EbF9O/7PMfBowA/irymoezMxnAh8FzhzDz88ol/tb4N0jzPdXwG8z8xBgKXB4ZdqOwA2Z+azMvGIMvy1JUq+4Fjg8IuYA6yn+sXIERXBnAzCUmb/OzEeBL1SWmwt8LSJ+BLwTOLgc/2mg1pT5DcBnOp8FSepdBnIkDaKnAyuBpwI3NZj+FODWzPxpOXwu8LzK9OWVv2OpFfOl8u+1wLwR5nsexX8Xyczrgesr0zYBF47hNyVJ6imZuQFYDbwe+D+KJs5HA08CVgHZZNGzgI+W/2T5S2D7cn23A7+KiGMomk5/pZPpl6ReN6PbCZCkdomIwyhq2swF7gF2KEbHSoYHZGKUVWWT76NZX/7dxOjla7P1PpKZm8bwm5Ik9aJvA++gqEHzI+DDFP/o+B5wZkTsDjwIvAy4rlxmF+CO8vtr69b3KYp/gvyX10lJU501ciQNjMxcmZmHAT+laHN/GfCHmXlYZq6rzPpjYF6l/5tXA5dXpv9Z5e+VHUjqtynb+kfEAuCQDvyGJEnd9B1gb+DKzPwV8Ajwncy8CziV4vr6TeAHlWVOBf47Ir5D8Q+ZqouBnbBZlSRZI0fSYCnfanFfZm6OiKdmZn3TqszMRyLi9RQ3izOA7wOfqMwzq+xseBpwYgeS+XHgM2WnzCuBqzvwG5IkdU1mfguYWRl+cuX7Z2gQkMnMi4CLmqzyUIpOjn/c5qRKUt+JzLG0GpCk/hUR/w/4cGau6HZaJElSayJiMcWLAl7piwAkyUCOpCkiIj4NPB44tuyEUZIkSZL6joEcSRpFRCyh6Iyx6r8zc+koy/0hcEbd6Fsz80/amT5JkiRJU4eBHEmSJEmSpD7hW6skSZIkSZL6hIEcSZIkSZKkPmEgR5IkSZIkqU8YyJEkSZIkSeoTBnIkSZIkSZL6xP8HjIkQNOPz+Q8AAAAASUVORK5CYII=", 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", "text/plain": [ "<Figure size 1080x360 with 4 Axes>" ] @@ -927,10 +927,10 @@ "fig, axs = plt.subplots(2, 2)\n", "load_in_dr = pd.read_csv(f\"{OUT_DIR}/load_in_dr.csv\")\n", "\n", - "load_in_dr.boxplot(column=\"#job_in_dr\", by=\"window\", vert=False, ax=axs[0, 0])\n", + "load_in_dr.boxplot(column=\"#job_in_dr\", by=\"window\", vert=False, showmeans=True, ax=axs[0, 0])\n", "axs[0, 1].axvline(x=104*16, color='red', linewidth=1)\n", "axs[0, 1].axvline(x=104*16*4, color='darkred', linewidth=1)\n", - "load_in_dr.boxplot(column=\"mass_in_dr\", by=\"window\", vert=False, ax=axs[0, 1])\n", + "load_in_dr.boxplot(column=\"mass_in_dr\", by=\"window\", vert=False, showmeans=True, ax=axs[0, 1])\n", "\n", "axs[1, 0].axhline(y=104*16, color='red', linewidth=1)\n", "load_in_dr[load_in_dr.window==1].plot.scatter(x=\"#job_in_dr\", y=\"mass_in_dr\", ax=axs[1, 0])\n", @@ -939,7 +939,7 @@ "# load_in_dr[load_in_dr.window==4].plot.scatter(x=\"#job_in_dr\", y=\"mass_in_dr\", ax=axs[1, 1])\n", "axs[1, 1].axvline(x=104*16, color='red', linewidth=1)\n", "load_in_dr[load_in_dr.window==1].boxplot(column=\"mass_in_dr\", by=\"wday\", \n", - " vert=False, positions=[1,5,2,4,3], ax=axs[1, 1])\n", + " vert=False, positions=[1,5,2,4,3], showmeans=True, ax=axs[1, 1])\n", "\n", "axs[0,0].set_title('(a)')\n", "axs[0,1].set_title('(b)')\n", @@ -1000,13 +1000,13 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 36, "id": "sublime-warning", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "<Figure size 1080x360 with 3 Axes>" ] @@ -1018,7 +1018,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] @@ -1030,7 +1030,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1080x144 with 1 Axes>" ] @@ -1056,9 +1056,9 @@ " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axhline(y=0, color='lightpink', linewidth=1)\n", " ax.set_ylim(-35, 5)\n", - "data_window1.boxplot(column=\"NRJ_in\", by=\"bvr_ord\", ax=axs[0])\n", - "data_window1.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", ax=axs[1])\n", - "data_window1.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", ax=axs[2])\n", + "data_window1.boxplot(column=\"NRJ_in\", by=\"bvr_ord\", showmeans=True, ax=axs[0])\n", + "data_window1.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", showmeans=True, ax=axs[1])\n", + "data_window1.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", showmeans=True, ax=axs[2])\n", "for ax in axs:\n", " ax.set_xticklabels(bvr_name)\n", "plt.suptitle(\"Energy metrics (relative to baseline) - 1-hour DR window\")\n", @@ -1078,10 +1078,10 @@ " sd[name] = select[\"mean_slowdown\"]\n", " wt[name] = select[\"mean_waiting_time\"]\n", "\n", - "sd.boxplot(vert=False, ax=axs[0])\n", + "sd.boxplot(vert=False, showmeans=True, ax=axs[0])\n", "axs[0].set_xlim(-100, 120)\n", "axs[0].set_title(\"Mean slowdown\")\n", - "wt.boxplot(vert=False, ax=axs[1])\n", + "wt.boxplot(vert=False, showmeans=True, ax=axs[1])\n", "axs[1].set_xlim(-100, 120)\n", "axs[1].set_title(\"Mean waiting time\")\n", "plt.suptitle(\"Scheduling metrics (relative to baseline) - 1-hour DR window\")\n", @@ -1090,30 +1090,21 @@ "fig, ax = plt.subplots(figsize=(15,2))\n", "data_window1[data_window1.behavior==\"dm_user_delay\"].boxplot(\n", " column=[\"mean_slowdown\", \"mean_corrected_sdown\", \"mean_waiting_time\", \"mean_corrected_wtime\"], \n", - " vert=False, ax=ax)\n", + " vert=False, showmeans=True, ax=ax)\n", "ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", "plt.suptitle(\"User_delay outliers\")\n", "plt.show()" ] }, - { - "cell_type": "markdown", - "id": "3a472900", - "metadata": {}, - "source": [ - "sd, wt = pd.DataFrame(), pd.DataFrame()\n", - "for behavior in [\"dm_user_reconfig\", \"dm_user_degrad\", \"dm_user_renonce\", \"dm_user_delay\"]:" - ] - }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 38, "id": "quarterly-count", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1080x360 with 3 Axes>" ] @@ -1125,7 +1116,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 1080x360 with 2 Axes>" ] @@ -1137,7 +1128,7 @@ }, { "data": { - "image/png": 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o+eSuZnQtcPdFRAlluuXNaca6negq9wVdyhcQnsUOy41EiX3X7e8lelY6K+7++dj874n9bW+Pns/u2seisG5GrN5q0scm5ThFRERERESkZ3J92ZhI0Ui+cXtkZc/evr3XsPJ8D0lERERERAaAokykzewOoj9BFTfH3e8rxHh2l5l9gfBnumIedvevFmI8/cGij42IvZEvv2/eFhERERERyaQoE2l3/2Shx5BP7v5z4OeFHoeIiIiIiIjsvkHdVxERERERERGRJCXSIiIiIiIiIjlQIi0iIiIiIiKSAyXSIiIiIiIiIjlQIi0iIiIiIiKSAyXSIiIiIiIiIjlQIi0iIiIiIiKSAyXSIiIiIiIiIjlQIi0iIiIiIiKSAyXSIiIiIiIiIjlQIi0iIiIiIiKSAyXSIiIiIiIiIjlQIi0lqXZNLYm5d3PYd5cUeigiIiIiIjLAKJGWkrX6spN4c3NboYchIiIiIiIDjBJpERERERERkRwokc6BmX3ZzM4K8zPM7IDYuhvMbFIe+0qY2fTY8hQzuzpf7ZcaM8u4vra2FjPbZaqoqKChoaGjzqBBgzqtP/TQQ6moqEhZf3c1NDRQXV1NWVkZ1dXVadvNtl6++pOddMxEREREpCcGF3oApcTdr48tzgCeAV4N687Jc3cJYDpQH9pfDizPcx/9Qm1tLT/5yU8AGDZsGIMGDeJf//oX7s4bb7zB7NmzWbRoEUuWRM9Tn3POOSQSCS6++GJWrVpFeXl5x7qzzz6b2bNnAzBt2rQej6mhoYG6ujoWLlzI1KlTeeihh5g5c+Yu7WZbL1/9yU46ZiIiIiLSY+7epxNRgvhH4AaiRPQW4HjgYeB54ChgBHAj8DjwFHBqbNtlwJNhen8orwGagdtD27cAlqb/o4BfhflTgc3AHsBQ4KVQfm7o+2ngl8DwUH4JcCFwBrAJ+BOwAhgW+p8S6m0C5oXtHwVGh/J3huXHge8BmzIcp0eBN0P7Xw/7eFdsHDcBS4DVwKeAK4BVwL1Aeag3Gfgd8ARwHzC2u/hMnjzZi1H0Ud2pelG1u7tPmHOXDxkyxMvKyhzwRCLhjY2NPn/+fB88eLCXl5d7IpFwM3PAv/KVr3S0MXr0aAc6td3Y2OiJRMKrqqp2a7xVVVXe2NjYqayxsXGXdrOtl6/+ikFTU1Ohh+DupXXMikWxxE5yp9iVLsWudCl2pUuxK135ih2w3LvJmwp1RfpdwKeB84iSyunAVOAU4FvAc0Cju3/RzPYGHjOz+4ENwEfcfYuZHQQ0AFNCm0cAVURXiB8GPgA8lKLvJ0NdgGOIkvkjia7O/yGU/8rdfwZgZj8AZgILkg24++1mNgu40KMrxV1vPR4BPOrudWZ2BVFi/gPgx8CP3b3BzL7czTGaG9r/RGi/psv6dwLHAZOAR4DT3f2bZnYHcJKZ3R3GfKq7/9XMPkuU3H+xa0dmdh5RLBg9ejTNzc3dDK0wEnPv7pgfWUnHOLdu3dpRvmbNGtrb25k0aRLbt28HYO3atclfTnDiiSd2bLdhw4aO7ZJl7e3trF27tlNZT7S0tNDe3t6pjfb2dlpaWjqVZVsvX/0Vg02bNhXFmErpmBWLYomd5E6xK12KXelS7EqXYle6+jJ2hUqkX3b3VQBm9izwgLu7ma0iuuo8DjjFzC4M9YcC44mS5GvM7HCgHTg41uZj7r4utLkitLNLIu3u283sBTOrJLo6fRVwLFBGdLUboDok0HsDexJdzc3FNuCuMP8E8JEwfzRwWpivB67Msd24e9y9LRyzMqIr0RBdlU4A7waqgaUhyS8DXkvVkLv/FPgpwJQpU7ympmY3htV7Vl92Usf8ITfNpaamBu69myFDhrB9+3ba29uZMGECZWVlrFy5ksGDB2NmHHjggaxZswZ357e//S3XXnstAG9/+9tZv349AMl9bmpqYvz48YwYMYLdOQ6VlZWUlZV1aqOpqYnKyspOZdnWy1d/xaC5ubkoxlRKx6xYFEvsJHeKXelS7EqXYle6FLvS1ZexK9TLxrbG5nfElncQJfdGdIX18DCNd/cWoluc1wOHEV2J3iNNm+1k/iXBMuDjQBtwP9HV8KnAg2H9ImCWux8CfJcokc9FmycvgXY/lp7aCuDuO7r0Fz+Gz8aO4SHufkIvjKPgzj33XHbs2AHA+vXrOfnkk7nwwgvZvn075eXltLa28pGPRL/LuO666zj33HOZN29eRxJdXl7O0qVLWbp0KWeeeSatra3U1dXt1pjq6uqYOXMmTU1NtLW10dTUxMyZM3dpN9t6+epPdtIxExEREZGeKtaXjd0H1JpZbbhSfYS7PwXsBaxz9x1mdjbRVdaeeBBYDCwOtz3vB4wBng3rRwKvmVk5cCbwSoo2/hnq5eJR4HTgVuBz3dTtSftxfwJGmdnR7v5I2JeD3f3Z7jYsNQsWRHfdX3PNNWzevLnTun333ZcrrriCadOmdbyU7IYbbuhYf8ghh7Bx40ZOOCH6HcO4ceOYP3/+br9sKrl9bW0tLS0tVFZWMm/evF3azbZevvqTnXTMRERERKSnijWR/j7wI2ClRfclrwY+AVwL/NLMPg00Aa09bP8PwGh2XoFeCWyIXdX9j1BnDdGt0qkS2kXA9Wa2meiW7WycD/zCzL4B3E30MrF0VgLbzezp0NdTWfYBgLtvM7MzgKvNbC+iWP+Inb8sKCk7Q5PaggULOhLq3amTT9OmTcsqKcu2Xl+1M5DomImIiIhIT/R5Iu3uq4me3U0uz0iz7ksptn0eODRWdFEobyZ6a3ay3qxuxrAZGBJbPq/L+uuA61Jsd0ls/pdEb/ROqomt2zM2fzvR28QhurL9vnCV/XNk+HNW7t4GfLhLcXPXcaToLz7GFUTPf4uIiIiIiEieFOsV6f5qMtHL0gz4ByneoC3ZS8y9m72GlRd6GCIiIiIiMsD060Q6/CmoiV2K57h7rm/hzgt3X0b0orQOZnYIcHOXqlvd/f/02cBK0IIJC6g5u6bQwxARERERkQGoXyfS7v7JQo+hO+HPgB1e6HGIiIiIiIhIdgr1569ERERERERESpISaREREREREZEcKJEWERERERERyYESaREREREREZEcKJEWERERERERyYESaREREREREZEcKJEWERERERERyYESaREREREREZEcKJEWERERERERyYESaREREREREZEcKJEWERERERERyYESaREREREREZEcDC70AER66rDvLuHNzW0AjKycyz9bLtut9vYaVs7T3zkhH0MTEREREZF+TIm0lKw3N7ex+rKTADjkprkd8z2VmHt3PoYlIiIiIiL9nG7tFhEREREREcmBEulumNn5ZjY8x21qzOyu3ex3kZmdsTtt9EdmVugh9FjXsTc0NFBdXU1ZWRnV1dU0NDR0KquoqKCioqJjfW1t7S71u0rVZrZ1stm2rxV6TIXuP99KeX9Keewy8PTV57WhoYGKigrMDDOjoqJC54aISF9x9347AYMzLWfZxmpg/xy3qQHu2s2xLwLO6OtjNnnyZC9m0UfWvampySfMuaujvHpR9W63HW+vNyTH7u5eX1/vEydO9MbGRt+2bZs3Njb6qFGjfNSoUd7Y2OiLFy/2MWPG+NixY33x4sVeV1fngwcP9rq6uo76EydO9Pr6+oxtZltn1qxZ3W6bL01NTVnVy2Z/elOh+8+3fOxPtrHLt/4Wi0IoVOwGonx/XtPFrr6+3keNGuVjx471JUuW+JIlS3zMmDE+atQonRtFQudd6VLsSle+Ygcs9+7ytW4rQAL4I3AD8AxwC3A88DDwPHAUMAK4EXgceAo4NbbtMuDJML3fdyaazcDtoe1bAMswhiOB3wNPA48BI4GhwM+BVaHP40LdGcBtwG+AxhTL6cZaBlwZ2lsJ1AJfA7aFsqZQ7wTgkbA/twF7hvKPhX15CLg6UyINfBBYEaanwv4YcA3wHHA38NtkIg18ONRbFcY+JBz3X4X1pwKbgT3CcXkplDcDl4dj9mfgmO7irUS698QT6aqqKm9sbOy0PpFIeCKR6LS+sbHRq6qqvKqqyufPn+9VVVUd9ZPrMrWZbZ0hQ4Z0u22+ZPsFl83+9KZC959v+difQv3Hor/FohD0n8K+k+/Pa7rYVVVVeSKR6NRXY2OjJxIJnRtFQudd6VLsSldfJtLZvmzsXcCngfNCAjodmAqcAnwrJH+N7v5FM9sbeMzM7gc2AB9x9y1mdhDQAEwJbR4BVAGvEiXlHwhJaCdmtgdwK/BZd3/czN4WksbZRJnJIWb2HmCJmR0cNjsaONTd3zCzGV2WL00z1rOAicAR7r7dzPYN9S8gStL/Zmb7AxcDx7t7q5nNAS4wsyuAnwEfAl4I483kQuCr7v6wme0JbAE+CbwbOAQYHY7pjWY2lOjq9Ifd/c9mthj4ClHSfURo7xiiX3IcSfQCuT/E+hrs7keZ2YnAd4h+CdL1GJ9HFFtGjx5Nc3NzN8MvrPhLweJjzce4e/uFY8kxtrS00N7e3mnMa9aswcxobm7uWJ+sCzBp0iRaWlo6tmlvb++0nKrNbOts3bq1223zZdOmTVm1mc3+9KZC959v+difbGOXb/0tFoVQqNgNRPn+vKaLXfLfhnhf7e3tnf4tkcLSeVe6FLvS1ZexyzaRftndVwGY2bPAA+7uZraK6KrzOOAUM7sw1B8KjCdKkq8xs8OBduDgWJuPufu60OaK0M4uiTRRcvmauz8O4O5vhW2mAgtC2R/NbE2s/aXu/kasjfjyCWnGejxwvbtvD23Gt096HzAJeDg877oH0dXp94Rj9HwY2y8IiWkaDwNXmdktRFeV15nZsUCDu7cDr5pZY2z/X3b3P4flm4iS8B+Z2QtmVkl0dfoq4FiiK+vLYn39Kvx8gugY78Ldfwr8FGDKlCleU1OTYeiFt/qyk2hubmbGva10jPUm2O1x33v3br/5OxO7fOcYKysrKSsr6zTmCRMmAFGd5PpkXYDnnnuOysrKjm2ampo6LadqM9s6Q4YM6XbbfGlubs6qzWz2pzcVuv98y8f+ZBu7fOtvsSiEQsVuIMr35zVd7CorK2ltbe3UV1NTExMmTGDEiBGKdxHQeVe6FLvS1Zexy/ZlY1tj8ztiyzuIknEDTnf3w8M03t1bgK8D64HDiK5E75GmzXbSJ/UGeJrydFozLKcba7p+uva5NLbtJHefGdZ1t20Hd78MOAcYBjwarqinayPTfi4DPg60AfcT3SUwFXgwVid5nDMdY+ljdXV1zJw5k6amJtra2mhqaqK1tZXW1laampqYM2cO06dP58wzz2TOnDmcdtppHT+T9WfOnEldXV3GNrOtc+6553a7bV/LZn/6c//5Vsr7U8pjl4Gnrz6vdXV1tLa2cuaZZ7J06VKWLl3K9OnTaW1t1bkhItIXurv3m+gq5jOx5UXsfHY3QXRL8aVEtxpbKD8i/PxP4Bth/gtRd7u+jCtsOyNN/3sALwFHhuWRRAnhBcDCUHYwsIbo2eEZwDWx7bsupxvrl4me2R4clvcNP1cBE8P8KGAt8K6wPDz0PTSUvzOUN5D5Gel3xubvBE4DPgXcR3RFeSywETgj1nayz0XA7NhxXAv8ICw/SvRytOS+NQNTwvz+wOru4q1npHsPsWek3aMXxVRVVfmgQYO8qqrK6+vrO5WNGzfOx40b17F+1qxZu9TvKlWb2dbJZtt8yOXZlb4aU7H2n2+7uz+FfGasv8Wir+l5v76Vz89rptjV19f7uHHjnOgX8T5u3DidG0VE513pUuxKVzE+I92d7wM/AlZadM/zauATwLXAL83s00ATu14p7pa7bzOzzwILzGwY0fPRx4e2rw+3l28nSsS3ZvHnkdKN9QaipHilmbURPfN8DdEtz/eY2Wvuflx45rrBzIaE9i726Nnl84C7zexvRLeoV2cYw/lmdhzRVeLngHuIXmr2IaLE/c/A78L+bzGzLwC3mdlgomfUrw/t/IHoeerkFeiVwIYQ/H6plHet69inTZvGtGnTdqmXqixb6drMtt/d6bs3FHpMhe4/30p5f0p57DLw9NXnVeeFiEjhdJtIu/tqYkmhu89Is+5LKbZ9Hjg0VnRRKG8mulqarDermzE8TvR8clczuha4+yKiq7bpljenGet2oqvcF3QpX0B4FjssNxK91Kvr9vcSPSvdLXevTbMq5XFw9wfY+WKxePlmoqvwyeXzuqyvic3/jTTPSIuIiIiIiEj29MyslLTkW7ZHVu7+G7f3GlaejyGJiIiIiEg/V1SJtJndQfQnqOLmuPt9hRjP7gq3ZM/uUvywu3+1EOPpbzq/Ybv33rYtIiIiIiISV1SJtLt/stBjyCd3/znw80KPQ0RERERERPIn2z9/JSIiIiIiIiIokRYRERERERHJiRJpERERERERkRwokRYRERERERHJgRJpERERERERkRwokRYRERERERHJgRJpERERERERkRwokRYRERERERHJgRJpERERERERkRwokRYRERERERHJgRJpERERERERkRwokRYRERERERHJgRJpKUm1a2pJzL2bw767pNBDERERERGRAUaJtJSs1ZedxJub2wo9DBERERERGWCUSIuIiIiIiIjkQIm0lAQzy7i+oaGB6upqzIyhQ4cyaNAg9ttvP8rLyzGzlFOyXnV1NQ0NDR1tlJWVdZSl6iPd+nRjKisro6KigoqKiqy3FREZqHL9rhURESmEwYUeQH9gZpcAm9z9yjy2ucnd98xXe/1ZQ0MDdXV1TJ8+nWeffZZLL72USy65hI0bNzJ8+HAGDx7M1q1bcXeGDx/Ojh072LJlC1OmTOHVV1/ltNNOY/bs2QDceuutTJ06lYceeoiZM2cCMG3atI4+Fi5cmHJ9ujEtXLiQdevW8c1vfhMzY9GiRYwbNy7jtiIiA1Wu37UiIiKFoivSUvLmzZvHwoULufPOOwG44IIL2LJlC6NHj2bUqFFs2bKFK6+8kjFjxtDW1saYMWPYZ599WL58ecd2I0aMYMSIERx33HGUl5dz3HHHsXDhQubNm9epj3Tr043puOOO4/LLL6e+vp5bbrmFyy+/vNttRUQGqly/a0VERAqlpK5Im1kCuBd4CHgf8DTwc+C7wNuBM4FngQXAIUT7d4m7/2/Y9mZgRGhulrv/3sxqgEuAvwHVwBPAv7m7pxnDZcApwHZgibtf2GX94cD1wHDgReCLQDlwj7tPNrPDgBXABHdfa2YvhrGOBurDmO+NtWfAFcDHAQd+4O63mtm1wL3u/mszuwPY6O5fNLOZwETgBuCecKzeD7wCnOrum1Ps03nAeQCjR4+mubk51a4XXGLu3R3zIyvpGOezz7Uw47dvsfa5FiAqb2trY8OGDSTDOGnSJDZs2MCOHTtYu3YtO3bsAKC9vZ2WlhbcHTPrtO/Jdc3NzbS0tNDe3p52fVfx+sn5ZHlzc3PGbfu7TZs2Dcj97g8Uu9JVKrHL9bt2ICiV2MmuFLvSpdiVrj6NnbuXzAQkiBLYQ4iupj8B3AgYcCpwJ3ApUSIMsDfwZ6LkeTgwNJQfBCwP8zXAm8C40OYjwNQ0/e8L/AmwZPvh5yXAhWF+JfDBMP894Edh/lngbcAs4HGipH8C8EhY/2vgrDD/VaJbxQFOB5YCZUTJ9lpgLPA54IehzmPAo2H+58BHY8fq8FD+P8njkmmaPHmyF6Poo7pT9aJqd3efMOcur6qq8sbGRq+qquqoV15e7mPGjPFEIuGAz58/38eMGePl5eWeSCR8n3328SFDhnRsl0gkPJFIdOojuc7dO/pIt76reP3kfLx+pm37u6ampkIPQXpIsStdpRK7XL9rB4JSiZ3sSrErXYpd6cpX7JK5YqapFG/tftndV7n7DqLk9IGws6uIkscTgLlmtgJoBoYC44muCv/MzFYBtwGTYm0+5u7rQpsrQjupvAVsAW4ws08B/4qvNLO9iJLr34Wim4Bjw/zvgQ+E5UvDz2OAZWH9B4DkG1VujjU7FWhw93Z3Xw/8DjgybHeMmU0CngPWm9lY4OjQV/JYrQjzT2TYr5JWV1fHzJkzOe200wC46qqrGDp0KOvXr+evf/0rQ4cO5cILL+T111+nvLyc119/nY0bNzJlypSO7VpbW2ltbaWpqYm2tjaampqYOXMmdXV1nfpItz7dmJqampgzZw7Tp0/nzDPPZM6cOd1uKyIyUOX6XSsiIlIoJXVrd7A1Nr8jtryDaH/agdPd/U/xjcILwdYDhxFded6Sps120hwXd99uZkcBHya6IjwL+FCW415GlDhPAP4XmEN0q/Zd8S5SbJfyddXu/oqZ7QN8DHiQ6Gr5Z4iuZP/TzPZLsV/DshxrSUm+gCb5DN23vvUttm3bxj777MNbb73F9u3bO+r+6187f/exfPlytm3bxp133smPf/xjAGpra2lpaaGyspJ58+Z1tJ38mW59ujEl6x9wwAEAzJgxo9ttRUQGqly/a0VERAqlFBPp7twH1JpZrbu7mR3h7k8BewHr3H2HmZ1NdKt0TsxsT2C4u//WzB4FXoivd/c3zWyjmR3j7suAzxNdQYYo2f0B8GAYwxvAicBFYf3DRMn5L4hu+ya23ZfM7CaiZPlY4N/DukeA84mS+f2A28PU73jqR9Y7TJs2LS//0crURq595GtMIiIDib47RUSkFJTird3d+T7RbdwrzeyZsAxwLXB2SIAPBlp70PZI4C4zW0mUIH89RZ2zgR+GOocTPSeNu68O6x8MPx8C/uHuG8PybOCrZvY4UdKfdAfRc9dPA43AN9399bBuGTDY3V8AniRKtJchIiIiIiIivaakrkiHZLQ6tjwjzbovpdj2eeDQWNFFobyZ6FnqZL1ZGfp/DTgqRfklsfkVRG8UT7X9+Nj8pUTPSieXXyZ6vjnpslDuRFeg/50u3H0hsDDMt7HzjeSpjlXe/sZ1sUjMvZu9hpUXehgiIiIiIjLAlFQiLZK0YMICas6uKfQwRERERERkAFIinUb428wTuxTPcff7CjEeERERERERKQ5KpNNw908WegwiIiIiIiJSfPrjy8ZEREREREREeo0SaREREREREZEcKJEWERERERERyYESaREREREREZEcWPRnikUiZvZXYE2hx5GF/YG/FXoQ0iOKXelS7EqXYle6FLvSpdiVLsWudOUrdhPcfVSmCkqkpSSZ2XJ3n1LocUjuFLvSpdiVLsWudCl2pUuxK12KXenqy9jp1m4RERERERGRHCiRFhEREREREcmBEmkpVT8t9ACkxxS70qXYlS7FrnQpdqVLsStdil3p6rPY6RlpERERERERkRzoirSIiIiIiIhIDpRIS1Ezs4+Z2Z/M7AUzmxvKLjezlWa2OFbv82Y2u3AjHRjMrMLMmsysxcyeTR5zM7vEzF4xsxVhOjG2zUUhfn8ys4/Gyieb2aqw7mozs1Bea2bPmNlvzWyPUDbVzK7q6/3tb8xsdTjmK8xseSjb18yWmtnz4ec+sfqKXREws3fHzq0VZvaWmZ2v8644mdmNZrbBzJ6JleXzPBtiZreG8j+YWSKUv9vMnjCzp83s6FA22MzuN7PhfXYASlia2P3QzP4Y/t9xh5ntHcoTZrY5dv5dH9tGsetjaWKXz+9Ixa6XpIndrbG4rTazFaG8uM47d9ekqSgnoAx4EXgHsAfwNHAYsCysvwU4BBgGPACUF3rM/X0CxgLvDfMjgT8Dk4BLgAtT1J8U4jYEmBjiWRbWPQYcDRhwD/DxUP400S/55gEnh/X3AfsUev9LfQJWA/t3KbsCmBvm5wKXK3bFO4XvxdeBCTrvinMCjgXeCzwTK8vnefZ/gevD/OeAW8P8VcBHgIOAX4ayWuDsQh+TUpnSxO4EYHCYvzwWu0S8Xpd2FLviiF0+vyMVuz6MXZf184Fvh/miOu90RVqK2VHAC+7+krtvA/4bOAXYI/yWaRjQBvw7cLW7txVuqAODu7/m7k+G+X8CLcCBGTY5Ffhvd9/q7i8DLwBHmdlY4G3u/ohH31yLgdNi25UDw4ni+3ngt+6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", "text/plain": [ "<Figure size 1080x144 with 1 Axes>" ] @@ -1158,9 +1149,9 @@ "for ax in axs:\n", " ax.yaxis.set_major_formatter(\"{x:.0f}%\")\n", " ax.axhline(y=0, color='lightpink', linewidth=1)\n", - "data_window4.boxplot(column=\"NRJ_in\", by=\"bvr_ord\", ax=axs[0])\n", - "data_window4.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", ax=axs[1])\n", - "data_window4.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", ax=axs[2])\n", + "data_window4.boxplot(column=\"NRJ_in\", by=\"bvr_ord\", showmeans=True, ax=axs[0])\n", + "data_window4.boxplot(column=\"NRJ_after\", by=\"bvr_ord\", showmeans=True, ax=axs[1])\n", + "data_window4.boxplot(column=\"NRJ_in + NRJ_after\", by=\"bvr_ord\", showmeans=True, ax=axs[2])\n", "for ax in axs:\n", " ax.set_ylim(-55, 18)\n", " ax.set_xticklabels(bvr_name)\n", @@ -1180,10 +1171,10 @@ " sd[name] = select[\"mean_slowdown\"]\n", " wt[name] = select[\"mean_waiting_time\"]\n", "\n", - "sd.boxplot(vert=False, ax=axs[0])\n", + "sd.boxplot(vert=False, showmeans=True, ax=axs[0])\n", "axs[0].set_xlim(-110, 120)\n", "axs[0].set_title(\"Mean slowdown\")\n", - "wt.boxplot(vert=False, ax=axs[1])\n", + "wt.boxplot(vert=False, showmeans=True, ax=axs[1])\n", "axs[1].set_xlim(-110, 120)\n", "axs[1].set_title(\"Mean waiting time\")\n", "\n", @@ -1193,7 +1184,7 @@ "fig, ax = plt.subplots(figsize=(15,2))\n", "data_window4[data_window4.behavior==\"dm_user_delay\"].boxplot(\n", " column=[\"mean_slowdown\", \"mean_corrected_sdown\", \"mean_waiting_time\", \"mean_corrected_wtime\"],\n", - " vert=False, ax=ax)\n", + " vert=False, showmeans=True, ax=ax)\n", "ax.xaxis.set_major_formatter(\"{x:.0f}%\")\n", "plt.suptitle(\"User_delay outliers\")\n", "plt.show()" @@ -1307,12 +1298,54 @@ "metadata": {}, "source": [ "## Scheduling metrics in f(baseline)\n", - "Try other more meaningful data visualization for scheduling metrics." + "First we display the box plots for the scheduling metrics of the baseline behavior in absolute values. Then, we try an other more meaningful data visualization for scheduling metrics, with the baseline in x-axis." ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, + "id": "f6384ee2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XAfeWbB8A/qK0m21FC7AAuMls61lo7utcW5YHt/3/kfnWsdA8HX9V+dn8D8ALzbZ3lm2TKEmSJElSNbyMWZIkSZJUHYtdSZIkSVJ1LHYlSZIkSdWx2JUkSZIkVcdiV5IkSZJUHYtdSZIkSVJ1LHYlSZIkSdX5f8oJ0HbKhxoZAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 1080x72 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1080x72 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", + "baseline = metrics[(metrics.behavior==\"replay_user_rigid\")][[\"XP\", \"window\", \"mean_waiting_time\", \"mean_slowdown\"]]\n", + "fig, ax = plt.subplots(figsize=[15,1])\n", + "baseline[baseline.window==1].boxplot(column=\"mean_waiting_time\", showmeans=True, widths=0.5, vert=False, ax=ax)\n", + "plt.savefig(f\"{OUT_DIR}/wtime_baseline_boxplot.svg\", dpi=1000)\n", + "fig, ax = plt.subplots(figsize=[15,1])\n", + "baseline[baseline.window==1].boxplot(column=\"mean_slowdown\", showmeans=True, widths=0.5, vert=False, ax=ax)\n", + "plt.savefig(f\"{OUT_DIR}/sd_baseline_boxplot.svg\", dpi=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, "id": "fc59c5ec", "metadata": {}, "outputs": [ @@ -1342,9 +1375,6 @@ } ], "source": [ - "metrics = pd.read_csv(f\"{OUT_DIR}/metrics_campaign2.csv\")\n", - "baseline = metrics[(metrics.behavior==\"replay_user_rigid\")][[\"XP\", \"window\", \"mean_waiting_time\", \"mean_slowdown\"]]\n", - "\n", "sched_metrics = metrics.join(baseline.set_index([\"XP\", \"window\"]), on=[\"XP\", \"window\"], rsuffix=\"_baseline\")\n", "sched_metrics\n", "\n",