diff --git a/tools/SCoPe_data_analysis_plots.ipynb b/tools/SCoPe_data_analysis_plots.ipynb index bfde984..56e53c7 100644 --- a/tools/SCoPe_data_analysis_plots.ipynb +++ b/tools/SCoPe_data_analysis_plots.ipynb @@ -101,6 +101,8 @@ } ], "source": [ + "n_lightcurves = len(training_set)\n", + "\n", "classifications = [] # create a list of the 44 classifications in alphabetical order\n", "for entry in field_preds_dnn.columns:\n", " if '_dnn' in entry:\n", @@ -614,7 +616,7 @@ "outputs": [ { "data": { - "image/png": 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wP4thGIa7i3CnvLw8hYSEKDc3V8HBwU7te/uyKU7tzxV6xbOGBwBQ+1T2+9trR3QAAID5EXQAAIBpsRjZ221MKX//gOSaqQMAABdgRAcAAJgWIzpebvvhU+Xu76UKRnwkRn0AAB6LER0AAGBajOig+ljnAwDwUIzoAAAA0/LaER2r1Sqr1aqioiJ3l2J+jPgAANyEJyN7+ZORK9KrTSN3l0AQAgCUUNnvb68d0UHlVHRXllQDYYgRIQBAFRF0UPtVFIQkwhAAeCmCDrwDo0IA4JUIOoBEEAIAkyLoAJVRmemx8hCUAMAtCDqotgpfI+EJd265G+uIAMAtCDqAp2DUCACczhRBp06dOurcubMkKSYmRq+88oqbKwLcgHVGAFCCKYJOw4YNlZ6e7u4yUAamtjxEdUeMJMISgFrHFEEHQA1heg1ALeP2oLNlyxY9++yz2rVrl7Kzs7V69WoNHTrU7phFixbp2WefVXZ2tq666iotWLBAffv2te3Py8tTdHS06tWrpyeffFL9+vWr4d8CQKUQlADUMLcHnXPnzqlr164aM2aMbrvtthL7V61apUmTJmnRokXq06ePlixZori4OGVkZKhly5aSpB9//FEtWrTQ3r17dfPNN+vbb791+nur4DpMbaHSmH4D4CCPeqmnxWIpMaLTs2dPde/eXYsXL7a1derUSUOHDlVKSsn/0YuLi9Pjjz+umJiYUs9RUFCggoIC23ZeXp4iIiJ4qacHI+igViFIATXCFC/1LCws1K5duzRt2jS79tjYWG3btk2SdObMGdWvX18BAQH66aeflJGRoTZt2pTZZ0pKimbNmuXSugF4MUadAI/i0UHn5MmTKioqUlhYmF17WFiYjh8/Lknav3+/HnjgAfn4+Mhisej5559XaGhomX0mJycrKSnJtn15RAeei6kteB1nhKXyEKTgRTw66FxmsVjstg3DsLX17t1b3377baX7CggIUEBAgFPrA4BaxdVBqjIIW6ghHh10GjduLF9fX9vozWU5OTklRnkcZbVaZbVaVVRUVK1+AABVUBNhizAFeXjQ8ff3V3R0tFJTU3Xrrbfa2lNTU3XLLbdUq+/ExEQlJibaFjOh9qpoaktiegvwSjzOAPKAoJOfn6+DBw/atjMzM5Wenq7Q0FC1bNlSSUlJGjFihGJiYtSrVy8tXbpUWVlZGjdunBurBgCYHq9VMQWnBJ2ff/5ZDRs2rNJn09LSNGDAANv25YXCo0aN0ooVKzR8+HCdOnVKs2fPVnZ2tjp37qy1a9eqVatW1aqZqSsAQLVUZsSIMOR2Dj9HZ86cOWrdurWGDx8uSbrjjjv0/vvvq1mzZlq7dq26du3qkkJdpbL34VcFz9GpPZjaAuASBB2Xqez3t4+jHS9ZssR2O3ZqaqpSU1O1bt06xcXFaerUqVWvGAAAwMkcnrrKzs62BZ2PPvpId9xxh2JjY9W6dWv17NnT6QW6ClNX+C2e1QMA5uRw0PnDH/6go0ePKiIiQh9//LGeeOIJSb8+26Y2hQbuugIAuBwLmt3O4aAzbNgw3X333Wrfvr1OnTqluLg4SVJ6erratWvn9AIBAACqyuGg89xzz6l169Y6evSonnnmGQUGBkr6dUorISHB6QW6ClNXcARTWwBQO3nU28vdgbuu4AwEHQBVwtRVlbn07eWvv/66lixZosOHD2v79u1q1aqVFixYoMjIyGo/sRiojRjxAQDP5PDt5YsXL1ZSUpLi4uL0888/26Z+GjZsqAULFji7PgAAgCpzeETnhRde0Msvv6yhQ4fq6aeftrXHxMRoypTaM1XDGh3UJN7HBQDu4XDQyczM1DXXXFOiPSAgQOfOnXNKUTWB28vhaZj+AgDnc3jqKjIyUunp6SXa161bp6ioKGfUBAAA4BQOj+hMnTpViYmJunDhggzD0I4dO/T2228rJSVFr7zyiitqBCBGfABT4oGCLudw0BkzZowuXbqkhx9+WOfPn9fdd9+tK664Qs8//7zuvPNOV9QIoBIIQgBQUpVuL7/vvvt033336eTJkyouLlbTpk2dXRcAAEC1VWkx8qVLl9S+fXs1btzY1v7DDz/Iz89PrVu3dmZ9LsNdV/A2jPgA8EYOB53Ro0fr3nvvVfv27e3av/rqK73yyivatGmTs2pzKe66AuxxCzwAM3L4rqvdu3erT58+Jdr/+Mc/lno3FgAAgLs4PKJjsVh09uzZEu25ublMAwEmx/QXgNrG4RGdvn37KiUlxS7UFBUVKSUlRX/605+cWhwAAEB1ODyiM2fOHPXr108dO3ZU3759JUlbt25VXl6ePvvsM6cXCKD2YMQHgKdxOOhcddVV2rNnj1588UV98803qlevnkaOHKnx48crNDTUFTW6BHddATWPIASgplkMwzAqe/DFixcVGxurJUuWqEOHDq6sq8ZcvusqNzdXwcHBTu17+7La85JTwBMQdIDf4cnIZars97dDIzp+fn7au3evLBZLtQsEgN9jxAeAszm8GHnkyJFatmyZK2oBAABwKofX6BQWFuqVV15RamqqYmJi1KBBA7v98+fPd1pxAPBbPNQQgKMcDjp79+5V9+7dJUkHDhyw28eUFgAA8CQOB52NGze6og4AcArW+QD4rSq9vRwAaiuCEOBdHA46AwYMKHeKiocGAgAAT+Fw0OnWrZvd9sWLF5Wenq69e/dq1KhRzqrL5XhgIIDSMOLjGVh4Dmdx6IGB5Zk5c6by8/M1d+5cZ3RXY3hgIABn4svXOSoTdCpiir8FDwwsk0seGFiev/3tb7r22mtrXdABAGdiJKJynBFkqnsO/g7ewWlBZ/v27apbt66zugMA1GI1EWSAynA46AwbNsxu2zAMZWdnKy0tTY8++qjTCgMAs6puCPCEkQiCDGoLh4NOSEiI3baPj486duyo2bNnKzY21mmFAQBKR8hwDqa2vIPDQWf58uWuqAMAAMDpqrxGZ9euXdq/f78sFouioqJ0zTXXOLMuAACAanM46OTk5OjOO+/Upk2b1LBhQxmGodzcXA0YMEDvvPOOmjRp4oo6AQCoUUxtmYOPox/4+9//rry8PO3bt0+nT5/WmTNntHfvXuXl5WnChAmuqBEAAKBKHA46H3/8sRYvXqxOnTrZ2qKiomS1WrVu3TqnFueI8+fPq1WrVpoyhYf0AQCAXzkcdIqLi+Xn51ei3c/PT8XFxU4pqiqefPJJ9ezZ023nBwAAnsfhoHP99ddr4sSJOnbsmK3tv//9ryZPnqwbbrjBqcVV1g8//KDvvvtON910k1vODwAAPJPDQefFF1/U2bNn1bp1a7Vt21bt2rVTZGSkzp49qxdeeMHhArZs2aLBgwerRYsWslgsWrNmTYljFi1apMjISNWtW1fR0dHaunWr3f4pU6YoJSXF4XMDAFBV2w+fqvAH7ufwXVcRERH6+uuvlZqaqu+++06GYSgqKko33nhjlQo4d+6cunbtqjFjxui2224rsX/VqlWaNGmSFi1apD59+mjJkiWKi4tTRkaGWrZsqX/961/q0KGDOnTooG3btlWpBgAAYE5Oe3u5M1gsFq1evVpDhw61tfXs2VPdu3fX4sWLbW2dOnXS0KFDlZKSouTkZL3xxhvy9fVVfn6+Ll68qIceekiPPfZYqecoKChQQUGBbTsvL08RERG8vRwA4HQuvwXdi99uXtm3l1d66uqrr74qcVfVa6+9psjISDVt2lT333+/XYBwhsLCQu3atavEqyViY2NtozcpKSk6evSofvzxR82dO1f33XdfmSHn8vEhISG2n4iICKfWDAAAPEelg87MmTO1Z88e2/a3336r+Ph43XjjjZo2bZr+/e9/O32dzMmTJ1VUVKSwsDC79rCwMB0/frxKfSYnJys3N9f2c/ToUWeUCgAAPFCl1+ikp6fr8ccft22/88476tmzp15++WVJv67dmTFjhmbOnOn0Ii0Wi922YRgl2iRp9OjRFfYVEBCggIAAZ5UGAAA8WKVHdM6cOWM3srJ582b9+c9/tm336NHD6aMjjRs3lq+vb4nRm5ycnBKjPI6yWq2KiopSjx49qtUPAADwXJUOOmFhYcrMzJT069qZr7/+Wr169bLtP3v2bKkPEqwOf39/RUdHKzU11a49NTVVvXv3rlbfiYmJysjI0M6dO6vVDwAA8FyVnrr685//rGnTpmnOnDlas2aN6tevr759+9r279mzR23btnW4gPz8fB08eNC2nZmZqfT0dIWGhqply5ZKSkrSiBEjFBMTo169emnp0qXKysrSuHHjHD4XAADwLpUOOk888YSGDRumfv36KTAwUCtXrpS/v79t/6uvvlri7qjKSEtL04ABA2zbSUlJkqRRo0ZpxYoVGj58uE6dOqXZs2crOztbnTt31tq1a9WqVSuHz/VbVqtVVqtVRUVF1eoHAAB4Loefo5Obm6vAwED5+vratZ8+fVqBgYF24ac2qOx9+FXBc3QAwLvxHB3Xqez3t8NPRg4JCSm1PTQ01NGuAAAAXMrhd12ZBXddAQBgfl4bdLjrCgAA83N46goAAFRORW8wd/kaHlRuRKd79+46c+aMJGn27Nk6f/68S4uqCUxdAQBgfpUKOvv379e5c+ckSbNmzVJ+fr5Li6oJTF0BAGB+lZq66tatm8aMGaM//elPMgxDc+fOVWBgYKnHlvfmcAAAgJpUqaCzYsUKzZgxQx999JEsFovWrVunOnVKftRisRB0AACAx6hU0OnYsaPeeecdSZKPj48+/fRTNW3a1KWFuRpPRgYAwPwcvr28uLi41occiTU6AAB4gyrdXn7o0CEtWLBA+/fvl8ViUadOnTRx4sQqvdQTAADAVRwe0Vm/fr2ioqK0Y8cOdenSRZ07d9ZXX32lq666Sqmpqa6oEQAAoEocHtGZNm2aJk+erKeffrpE+yOPPKKBAwc6rTgAAIDqcHhEZ//+/YqPjy/Rfu+99yojI8MpRdUEHhgIAID5ORx0mjRpovT09BLt6enptWqRMouRAQAwP4enru677z7df//9Onz4sHr37i2LxaLPP/9cc+bM0UMPPeSKGgEAAKrE4aDz6KOPKigoSPPmzVNycrIkqUWLFpo5c6YmTJjg9AIBAACqyuGgY7FYNHnyZE2ePFlnz56VJAUFBTm9MAAAgOqq0nN0LiPgAAAAT+bwYmQAAIDawmuDDreXAwBgfl4bdLi9HAAA83Mo6Fy8eFEDBgzQgQMHXFUPAACA0zgUdPz8/LR3715ZLBZX1QMAAOA0Dk9djRw5UsuWLXNFLQAAAE7l8O3lhYWFeuWVV5SamqqYmBg1aNDAbv/8+fOdVhwAAEB1OBx09u7dq+7du0tSibU6TGkBAFB52w+fKnd/rzaNaqgS83I46GzcuNEVdQAAADhdlW8vP3jwoNavX69ffvlFkmQYhtOKAgAAcAaHg86pU6d0ww03qEOHDrrpppuUnZ0tSRo7dmytens5DwwEAMD8HA46kydPlp+fn7KyslS/fn1b+/Dhw/Xxxx87tThX4oGBAACYn8NrdDZs2KD169crPDzcrr19+/Y6cuSI0woDAACoLodHdM6dO2c3knPZyZMnFRAQ4JSiAAAAnMHhoHPdddfptddes21bLBYVFxfr2Wef1YABA5xaHAAAQHU4PHX17LPPqn///kpLS1NhYaEefvhh7du3T6dPn9YXX3zhihoBAACqxOERnaioKO3Zs0fXXnutBg4cqHPnzmnYsGHavXu32rZt64oaAQAAqsThER1JatasmWbNmuXsWgAAAJyqSkHnzJkzWrZsmfbv3y+LxaJOnTppzJgxCg0NdXZ9AAAAVebw1NXmzZsVGRmphQsX6syZMzp9+rQWLlyoyMhIbd682RU1AgAAVInDIzqJiYm64447tHjxYvn6+kqSioqKlJCQoMTERO3du9fpRZbn7Nmzuv7663Xx4kUVFRVpwoQJuu+++2q0BgAA4JkcDjqHDh3S+++/bws5kuTr66ukpCS7285rSv369bV582bVr19f58+fV+fOnTVs2DA1asQbXwEA8HYOT111795d+/fvL9G+f/9+devWzRk1OcTX19f2AMMLFy6oqKiIF4wCAABJlQw6e/bssf1MmDBBEydO1Ny5c/X555/r888/19y5czV58mRNmjTJ4QK2bNmiwYMHq0WLFrJYLFqzZk2JYxYtWqTIyEjVrVtX0dHR2rp1q93+n3/+WV27dlV4eLgefvhhNW7c2OE6AACA+VRq6qpbt26yWCx2IyUPP/xwiePuvvtuDR8+3KECzp07p65du2rMmDG67bbbSuxftWqVJk2apEWLFqlPnz5asmSJ4uLilJGRoZYtW0qSGjZsqG+++UYnTpzQsGHD9Ne//lVhYWEO1QEAAMynUkEnMzPTZQXExcUpLi6uzP3z589XfHy8xo4dK0lasGCB1q9fr8WLFyslJcXu2LCwMHXp0kVbtmzR7bffXmp/BQUFKigosG3n5eU54bcAAACeqFJBp1WrVq6uo1SFhYXatWuXpk2bZtceGxurbdu2SZJOnDihevXqKTg4WHl5edqyZYsefPDBMvtMSUnhYYcAAHiJKj0w8L///a+++OIL5eTkqLi42G7fhAkTnFKY9Osb0YuKikpMQ4WFhen48eOSpJ9++knx8fEyDEOGYWj8+PHq0qVLmX0mJycrKSnJtp2Xl6eIiAin1QwAADyHw0Fn+fLlGjdunPz9/dWoUSNZLBbbPovF4tSg89t+f8swDFtbdHS00tPTK91XQECAAgICnFkeAADwUA4Hnccee0yPPfaYkpOT5ePj8N3pDmncuLF8fX1tozeX5eTkVHuxsdVqldVqVVFRUbX6AQAAnsvhpHL+/HndeeedLg85kuTv76/o6Gilpqbataempqp3797V6jsxMVEZGRnauXNntfoBAACey+G0Eh8fr3/+859OKyA/P1/p6em26afMzEylp6crKytLkpSUlKRXXnlFr776qvbv36/JkycrKytL48aNq9Z5rVaroqKi1KNHj+r+CgAAwENZDAcfI1xUVKS//OUv+uWXX3T11VfLz8/Pbv/8+fMdKmDTpk0aMGBAifZRo0ZpxYoVkn59YOAzzzyj7Oxsde7cWc8995yuu+46h85Tlry8PIWEhCg3N1fBwcFO6fOy7cumOLU/AIB36dWmgtcZDUiumUI8UGW/vx1eo/PUU09p/fr16tixoySVWIzsqP79+1f4yoaEhAQlJCQ43DcAALXZ9sOnyt3fq+Q4AX7H4aAzf/58vfrqqxo9erQLygEAAHAeh9foBAQEqE+fPq6opUaxRgcAAPNzOOhMnDhRL7zwgitqqVHcdQUAgPk5PHW1Y8cOffbZZ/roo4901VVXlViM/MEHHzitOAAAgOpwOOg0bNhQw4YNc0UtNYoHBgIAYH4O315uNtxeDgCorXrFz3V3CW5T2e9v1z/eGAAAwE0cnrqKjIws93k5hw8frlZBAAAAzuJw0Jk0aZLd9sWLF7V79259/PHHmjp1qrPqcjnW6AAAYH4OB52JEyeW2m61WpWWllbtgmpKYmKiEhMTbXN8AADAfJy2RicuLk7vv/++s7oDAACoNqcFnffee0+hoaHO6g4AAKDaHJ66uuaaa+wWIxuGoePHj+t///ufFi1a5NTiAAAAqsPhoDN06FC7bR8fHzVp0kT9+/fXlVde6ay6XI7FyAAAmB8PDOSBgQCAWooHBvLAQAAA4MUqPXXl4+NT7oMCJclisejSpUvVLgoAAMAZKh10Vq9eXea+bdu26YUXXpCXz4IBAAAPU+mgc8stt5Ro++6775ScnKx///vfuueee/T44487tTgAAIDqqNIanWPHjum+++5Tly5ddOnSJaWnp2vlypVq2bKls+sDAACoMoeCTm5urh555BG1a9dO+/bt06effqp///vf6ty5s6vqcxmr1aqoqCj16NHD3aUAAAAXqXTQeeaZZ9SmTRt99NFHevvtt7Vt2zb17dvXlbW5VGJiojIyMrRz5053lwIAAFyk0mt0pk2bpnr16qldu3ZauXKlVq5cWepxH3zwgdOKAwAAqI5KB52RI0dWeHs5AACAJ6l00FmxYoULywAAAHA+nowMAABMi6ADAABMi6ADAABMi6ADAABMy2uDDg8MBADA/Lw26PDAQAAAzM9rgw4AADA/gg4AADAtgg4AADAtgg4AADAtgg4AADAtgg4AADAtgg4AADAtgg4AADCtOu4uoLqOHj2qESNGKCcnR3Xq1NGjjz6q22+/3d1lAQDgehtTyt8/ILlm6vBgtT7o1KlTRwsWLFC3bt2Uk5Oj7t2766abblKDBg3cXRoAAHCzWh90mjdvrubNm0uSmjZtqtDQUJ0+fZqgAwAA3L9GZ8uWLRo8eLBatGghi8WiNWvWlDhm0aJFioyMVN26dRUdHa2tW7eW2ldaWpqKi4sVERHh4qoBAEBt4Pagc+7cOXXt2lUvvvhiqftXrVqlSZMmafr06dq9e7f69u2ruLg4ZWVl2R136tQpjRw5UkuXLq2JsgEAQC3g9qmruLg4xcXFlbl//vz5io+P19ixYyVJCxYs0Pr167V48WKlpPy6CKugoEC33nqrkpOT1bt373LPV1BQoIKCAtt2Xl6eE34LAADgidw+olOewsJC7dq1S7GxsXbtsbGx2rZtmyTJMAyNHj1a119/vUaMGFFhnykpKQoJCbH9MM0FAIB5eXTQOXnypIqKihQWFmbXHhYWpuPHj0uSvvjiC61atUpr1qxRt27d1K1bN3377bdl9pmcnKzc3Fzbz9GjR136OwAAAPdx+9RVZVgsFrttwzBsbX/6059UXFxc6b4CAgIUEBDg1PoAAIBn8ugRncaNG8vX19c2enNZTk5OiVEeR1mtVkVFRalHjx7V6gcAAHgujw46/v7+io6OVmpqql17ampqhYuOK5KYmKiMjAzt3LmzWv0AAADP5fapq/z8fB08eNC2nZmZqfT0dIWGhqply5ZKSkrSiBEjFBMTo169emnp0qXKysrSuHHjqnVeq9Uqq9WqoqKi6v4KAADAQ7k96KSlpWnAgAG27aSkJEnSqFGjtGLFCg0fPlynTp3S7NmzlZ2drc6dO2vt2rVq1apVtc6bmJioxMRE5eXlKSQkpFp9AQAAz+T2oNO/f38ZhlHuMQkJCUpISKihigAAgFl49BodAACA6vDaoMNdVwAAmJ/XBh3uugIAwPy8NugAAADz89qgw9QVAADm57VBh6krAADMz2uDDgAAMD+CDgAAMC2vDTqs0QEAwPy8NuiwRgcAAPPz2qADAADMj6ADAABMi6ADAABMy2uDDouRAQAwP68NOixGBgDA/Lw26AAAAPMj6AAAANMi6AAAANMi6AAAANMi6AAAANPy2qDD7eUAAJif1wYdbi8HAMD8vDboAAAA8yPoAAAA0yLoAAAA0yLoAAAA0yLoAAAA0yLoAAAA0yLoAAAA0/LaoMMDAwEAMD+vDTo8MBAAAPPz2qADAADMj6ADAABMi6ADAABMi6ADAABMi6ADAABMi6ADAABMi6ADAABMi6ADAABMyxRB59Zbb9Uf/vAH/fWvf3V3KQAAwIOYIuhMmDBBr732mrvLAAAAHsYUQWfAgAEKCgpydxkAAMDDuD3obNmyRYMHD1aLFi1ksVi0Zs2aEscsWrRIkZGRqlu3rqKjo7V169aaLxQAANQ6bg86586dU9euXfXiiy+Wun/VqlWaNGmSpk+frt27d6tv376Ki4tTVlZWDVcKAABqmzruLiAuLk5xcXFl7p8/f77i4+M1duxYSdKCBQu0fv16LV68WCkpKQ6fr6CgQAUFBbbtvLw8x4sGAAC1gttHdMpTWFioXbt2KTY21q49NjZW27Ztq1KfKSkpCgkJsf1EREQ4o1QAAOCBPDronDx5UkVFRQoLC7NrDwsL0/Hjx23bgwYN0u233661a9cqPDxcO3fuLLPP5ORk5ebm2n6OHj3qsvoBAIB7uX3qqjIsFovdtmEYdm3r16+vdF8BAQEKCAhwWm0AAMBzefSITuPGjeXr62s3eiNJOTk5JUZ5HGW1WhUVFaUePXpUqx8AAOC5PDro+Pv7Kzo6WqmpqXbtqamp6t27d7X6TkxMVEZGRrnTXAAAoHZz+9RVfn6+Dh48aNvOzMxUenq6QkND1bJlSyUlJWnEiBGKiYlRr169tHTpUmVlZWncuHHVOq/VapXValVRUVF1fwUAAOCh3B500tLSNGDAANt2UlKSJGnUqFFasWKFhg8frlOnTmn27NnKzs5W586dtXbtWrVq1apa501MTFRiYqLy8vIUEhJSrb4AAIBncnvQ6d+/vwzDKPeYhIQEJSQk1FBFAADALDx6jY4rsRgZAADz89qgw2JkAADMz2uDDgAAMD+CDgAAMC2vDTqs0QEAwPy8NuiwRgcAAPPz2qADAADMj6ADAABMy2uDDmt0AAAwP68NOqzRAQDA/Lw26AAAAPMj6AAAANMi6AAAANPy2qDDYmQAAMzPa4MOi5EBADA/rw06AADA/Ag6AADAtAg6AADAtAg6AADAtAg6AADAtOq4uwB3sVqtslqtKioqcncpAABUyfbDp8rd32tADRXiwbx2RIfbywEAMD+vDToAAMD8CDoAAMC0CDoAAMC0CDoAAMC0CDoAAMC0CDoAAMC0CDoAAMC0vDboWK1WRUVFqUePHu4uBQAAuIjXBh0eGAgAgPl5bdABAADmR9ABAACmRdABAACmRdABAACmRdABAACmVcfdBbibYRiSpLy8PKf3fe6XAqf3CQBAZbniu81TXP7dLn+Pl8ViVHSEyf3000+KiIhwdxkAAKAKjh49qvDw8DL3e33QKS4u1rFjxxQUFCSLxeK0fvPy8hQREaGjR48qODjYaf16G66jc3AdnYPr6BxcR+fw9utoGIbOnj2rFi1ayMen7JU4Xj915ePjU24SrK7g4GCv/AfobFxH5+A6OgfX0Tm4js7hzdcxJCSkwmNYjAwAAEyLoAMAAEyLoOMiAQEBmjFjhgICAtxdSq3GdXQOrqNzcB2dg+voHFzHyvH6xcgAAMC8GNEBAACmRdABAACmRdABAACmRdABAACmRdCphkWLFikyMlJ169ZVdHS0tm7dWu7xmzdvVnR0tOrWras2bdropZdeqqFKPZsj1/GDDz7QwIED1aRJEwUHB6tXr15av359DVbruRz993jZF198oTp16qhbt26uLbCWcPQ6FhQUaPr06WrVqpUCAgLUtm1bvfrqqzVUredy9Dq++eab6tq1q+rXr6/mzZtrzJgxOnXqVA1V65m2bNmiwYMHq0WLFrJYLFqzZk2Fn+F7phQGquSdd94x/Pz8jJdfftnIyMgwJk6caDRo0MA4cuRIqccfPnzYqF+/vjFx4kQjIyPDePnllw0/Pz/jvffeq+HKPYuj13HixInGnDlzjB07dhgHDhwwkpOTDT8/P+Prr7+u4co9i6PX8bKff/7ZaNOmjREbG2t07dq1Zor1YFW5jkOGDDF69uxppKamGpmZmcZXX31lfPHFFzVYtedx9Dpu3brV8PHxMZ5//nnj8OHDxtatW42rrrrKGDp0aA1X7lnWrl1rTJ8+3Xj//fcNScbq1avLPZ7vmdIRdKro2muvNcaNG2fXduWVVxrTpk0r9fiHH37YuPLKK+3aHnjgAeOPf/yjy2qsDRy9jqWJiooyZs2a5ezSapWqXsfhw4cb//d//2fMmDGDoGM4fh3XrVtnhISEGKdOnaqJ8moNR6/js88+a7Rp08aubeHChUZ4eLjLaqxtKhN0+J4pHVNXVVBYWKhdu3YpNjbWrj02Nlbbtm0r9TPbt28vcfygQYOUlpamixcvuqxWT1aV6/h7xcXFOnv2rEJDQ11RYq1Q1eu4fPlyHTp0SDNmzHB1ibVCVa7jhx9+qJiYGD3zzDO64oor1KFDB02ZMkW//PJLTZTskapyHXv37q2ffvpJa9eulWEYOnHihN577z3dfPPNNVGyafA9Uzqvf6lnVZw8eVJFRUUKCwuzaw8LC9Px48dL/czx48dLPf7SpUs6efKkmjdv7rJ6PVVVruPvzZs3T+fOndMdd9zhihJrhapcxx9++EHTpk3T1q1bVacO/zMgVe06Hj58WJ9//rnq1q2r1atX6+TJk0pISNDp06e9dp1OVa5j79699eabb2r48OG6cOGCLl26pCFDhuiFF16oiZJNg++Z0jGiUw0Wi8Vu2zCMEm0VHV9au7dx9Dpe9vbbb2vmzJlatWqVmjZt6qryao3KXseioiLdfffdmjVrljp06FBT5dUajvx7LC4ulsVi0Ztvvqlrr71WN910k+bPn68VK1Z49aiO5Nh1zMjI0IQJE/TYY49p165d+vjjj5WZmalx48bVRKmmwvdMSfxfuSpo3LixfH19S/y/k5ycnBJp+rJmzZqVenydOnXUqFEjl9XqyapyHS9btWqV4uPj9c9//lM33nijK8v0eI5ex7NnzyotLU27d+/W+PHjJf36hW0YhurUqaMNGzbo+uuvr5HaPUlV/j02b95cV1xxhUJCQmxtnTp1kmEY+umnn9S+fXuX1uyJqnIdU1JS1KdPH02dOlWS1KVLFzVo0EB9+/bVE0884bUjEY7ie6Z0jOhUgb+/v6Kjo5WammrXnpqaqt69e5f6mV69epU4fsOGDYqJiZGfn5/LavVkVbmO0q8jOaNHj9Zbb73FHL4cv47BwcH69ttvlZ6ebvsZN26cOnbsqPT0dPXs2bOmSvcoVfn32KdPHx07dkz5+fm2tgMHDsjHx0fh4eEurddTVeU6nj9/Xj4+9l9Hvr6+kv7fiAQqxvdMGdy0CLrWu3z75LJly4yMjAxj0qRJRoMGDYwff/zRMAzDmDZtmjFixAjb8Zdv+5s8ebKRkZFhLFu2jNv+DMev41tvvWXUqVPHsFqtRnZ2tu3n559/dtev4BEcvY6/x11Xv3L0Op49e9YIDw83/vrXvxr79u0zNm/ebLRv394YO3asu34Fj+DodVy+fLlRp04dY9GiRcahQ4eMzz//3IiJiTGuvfZad/0KHuHs2bPG7t27jd27dxuSjPnz5xu7d++23abP90zlEHSqwWq1Gq1atTL8/f2N7t27G5s3b7btGzVqlNGvXz+74zdt2mRcc801hr+/v9G6dWtj8eLFNVyxZ3LkOvbr18+QVOJn1KhRNV+4h3H03+NvEXT+H0ev4/79+40bb7zRqFevnhEeHm4kJSUZ58+fr+GqPY+j13HhwoVGVFSUUa9ePaN58+bGPffcY/z00081XLVn2bhxY7n/e8f3TOVYDINxQQAAYE6s0QEAAKZF0AEAAKZF0AEAAKZF0AEAAKZF0AEAAKZF0AEAAKZF0AEAAKZF0AFM5Mcff5TFYlF6errLz7VixQo1bNjQrm3p0qWKiIiQj4+PFixYoJkzZ6pbt24ur6V169ZasGCBy8/jCs76m40ePVpDhw4t95j+/ftr0qRJtu3fXzeLxaI1a9ZUqw7A0xB0gFrk4MGDGjNmjMLDwxUQEKDIyEjdddddSktLq/Fahg8frgMHDti28/LyNH78eD3yyCP673//q/vvv19TpkzRp59+6rRzlhauJGnnzp26//77nXae0mzatEkWi8X206RJE8XFxembb75x6Xmd6YMPPtDjjz9e5v7s7GzFxcVJqtnQDLgSQQeoJdLS0hQdHa0DBw5oyZIlysjI0OrVq3XllVfqoYceqvF66tWrp6ZNm9q2s7KydPHiRd18881q3ry56tevr8DAwBp5a3KTJk1Uv359l59Hkr7//ntlZ2frP//5j86cOaM///nPys3NLfXYixcv1khNlRUaGqqgoKAy9zdr1kwBAQE1WBHgegQdwA0Mw9AzzzyjNm3aqF69euratavee++9co8fPXq02rdvr61bt+rmm29W27Zt1a1bN82YMUP/+te/Sv1cUVGR4uPjFRkZqXr16qljx456/vnn7Y7ZtGmTrr32WjVo0EANGzZUnz59dOTIEUnSN998owEDBigoKEjBwcGKjo62jR79dnRlxYoVuvrqqyVJbdq0kcVi0Y8//ljq1NWrr76qq666SgEBAWrevLnGjx9v2zd//nxdffXVatCggSIiIpSQkGB7M/imTZs0ZswY5ebm2kZVZs6cKankFExWVpZuueUWBQYGKjg4WHfccYdOnDhh23+5rtdff12tW7dWSEiI7rzzTp09e7bMv8FlTZs2VbNmzXTttddq3rx5On78uL788kvbCMi7776r/v37q27dunrjjTdUXFys2bNn20bhunXrpo8//rhEv99995169+6tunXr6qqrrtKmTZsc+jteNmvWLDVt2lTBwcF64IEHVFhYaNv3+6mr3/vt1FVkZKQk6ZprrpHFYlH//v21ZcsW+fn56fjx43afe+ihh3TddddVeO0AdyDoAG7wf//3f1q+fLkWL16sffv2afLkyfrb3/6mzZs3l3p8enq69u3bp4ceekg+PiX/a1vadI4kFRcXKzw8XO+++64yMjL02GOP6R//+IfeffddSdKlS5c0dOhQ9evXT3v27NH27dt1//33y2KxSJLuuecehYeHa+fOndq1a5emTZsmPz+/EucZPny4PvnkE0nSjh07lJ2drYiIiBLHLV68WImJibr//vv17bff6sMPP1S7du1s+318fLRw4ULt3btXK1eu1GeffaaHH35YktS7d28tWLBAwcHBys7OVnZ2tqZMmVLiHIZhaOjQoTp9+rQ2b96s1NRUHTp0SMOHD7c77tChQ1qzZo0++ugjffTRR9q8ebOefvrpUq9jWerVqyfJfuTmkUce0YQJE7R//34NGjRIzz//vObNm6e5c+dqz549GjRokIYMGaIffvjBrq+pU6fqoYce0u7du9W7d28NGTJEp06dklTx3/GyTz/9VPv379fGjRv19ttva/Xq1Zo1a5ZDv9NlO3bskCR98sknys7O1gcffKDrrrtObdq00euvv2477tKlS3rjjTc0ZsyYKp0HcDm3vlIU8EL5+flG3bp1jW3bttm1x8fHG3fddVepn1m1apUhyfj666/L7TszM9OQZOzevbvMYxISEozbbrvNMAzDOHXqlCHJ2LRpU6nHBgUFGStWrCh13/Lly42QkBDb9u7duw1JRmZmpq3t929Fb9GihTF9+vRyf4ffevfdd41GjRqVec7LWrVqZTz33HOGYRjGhg0bDF9fXyMrK8u2f9++fYYkY8eOHba66tevb+Tl5dmOmTp1qtGzZ88ya7n8JukzZ84YhmEYJ0+eNIYMGWIEBQUZJ06csF37BQsW2H2uRYsWxpNPPmnX1qNHDyMhIcEwjP/3N3v66adt+y9evGiEh4cbc+bMKbOe3/4dDePXN1mHhoYa586ds7UtXrzYCAwMNIqKigzDMIx+/foZEydOLPW6GYZhSDJWr15tV9fv/y3NmTPH6NSpk217zZo1RmBgoJGfn19mrYA7MaID1LCMjAxduHBBAwcOVGBgoO3ntdde06FDh0r9jGEYkmQbaXHESy+9pJiYGDVp0kSBgYF6+eWXlZWVJenXNRujR4/WoEGDNHjwYD3//PPKzs62fTYpKUljx47VjTfeqKeffrrM+iojJydHx44d0w033FDmMRs3btTAgQN1xRVXKCgoSCNHjtSpU6d07ty5Sp9n//79ioiIsBtRioqKUsOGDbV//35bW+vWre3WqzRv3lw5OTkV9h8eHq7AwEA1btxY+/fv1z//+U+7tUoxMTG2/5yXl6djx46pT58+dn306dPHrhZJ6tWrl+0/16lTRzExMXbHlPd3vKxr1652a5V69eql/Px8HT16tMLfq7JGjx6tgwcP6ssvv5T061TkHXfcoQYNGjjtHIAzEXSAGlZcXCxJ+s9//qP09HTbT0ZGRpnrdDp06CBJJb4cK/Luu+9q8uTJuvfee7Vhwwalp6drzJgxdus2li9fru3bt6t3795atWqVOnToYPsSmzlzpvbt26ebb75Zn332maKiorR69eqq/Nq2aZ6yHDlyRDfddJM6d+6s999/X7t27ZLVapXk2KJewzBKDYS/b//9FJzFYrH9bcqzdetWffPNN8rNzdWBAwc0aNAgu/2lfeH/vp6yaizrc5X5O1amH2do2rSpBg8erOXLlysnJ0dr167Vvffe67T+AWcj6AA1LCoqSgEBAcrKylK7du3sfkpb1yJJ3bp1U1RUlObNm1fql/HPP/9c6ue2bt2q3r17KyEhQddcc43atWtX6qjMNddco+TkZG3btk2dO3fWW2+9ZdvXoUMHTZ48WRs2bNCwYcO0fPnyKv3eQUFBat26dZm3m6elpenSpUuaN2+e/vjHP6pDhw46duyY3TH+/v4qKioq9zxRUVHKysqyG8XIyMhQbm6uOnXqVKXafysyMlJt27ZVcHBwhccGBwerRYsW+vzzz+3at23bVqKWy+FS+nXdy65du3TllVdKqvzf8ZtvvtEvv/xi12dgYKDCw8Md+h2lX6+1pFKv99ixY/XOO+9oyZIlatu2bYkRK8CTEHSAGhYUFKQpU6Zo8uTJWrlypQ4dOqTdu3fLarVq5cqVpX7GYrFo+fLlOnDggK677jqtXbtWhw8f1p49e/Tkk0/qlltuKfVz7dq1U1pamtavX68DBw7o0Ucf1c6dO237MzMzlZycrO3bt+vIkSPasGGDDhw4oE6dOumXX37R+PHjtWnTJh05ckRffPGFdu7cWa2wMHPmTM2bN08LFy7UDz/8oK+//lovvPCCJKlt27a6dOmSXnjhBR0+fFivv/66XnrpJbvPt27dWvn5+fr000918uRJnT9/vsQ5brzxRnXp0kX33HOPvv76a+3YsUMjR45Uv3797KaVasrUqVM1Z84crVq1St9//72mTZum9PR0TZw40e44q9Wq1atX67vvvlNiYqLOnDljGymp6O94WWFhoeLj45WRkaF169ZpxowZGj9+fKkL2CvStGlT1atXTx9//LFOnDhhdwv9oEGDFBISoieeeIJFyPB87l0iBHin4uJi4/nnnzc6duxo+Pn5GU2aNDEGDRpkbN68udzPff/998bIkSONFi1aGP7+/karVq2Mu+66y7ZI+fcLSC9cuGCMHj3aCAkJMRo2bGg8+OCDxrRp02wLhI8fP24MHTrUaN68ua2/xx57zCgqKjIKCgqMO++804iIiDD8/f2NFi1aGOPHjzd++eUXwzCqthjZMAzjpZdesv3ezZs3N/7+97/b9s2fP99o3ry5Ua9ePWPQoEHGa6+9ZrcA2DAMY9y4cUajRo0MScaMGTMMwyi5qPbIkSPGkCFDjAYNGhhBQUHG7bffbhw/frzcup577jmjVatWZV773y9G/r2yFu8WFRUZs2bNMq644grDz8/P6Nq1q7Fu3boSn3vrrbeMnj17Gv7+/kanTp2MTz/91HZMRX9Hw/h1MfItt9xiPPbYY0ajRo2MwMBAY+zYscaFCxdsxziyGNkwDOPll182IiIiDB8fH6Nfv352v9ejjz5q+Pr6GseOHSvzmgGewGIY//8qRwAAKum+++7TiRMn9OGHH7q7FKBcddxdAACg9sjNzdXOnTv15ptvlvmgSsCTEHQAAJV2yy23aMeOHXrggQc0cOBAd5cDVIipKwAAYFrcdQUAAEyLoAMAAEyLoAMAAEyLoAMAAEyLoAMAAEyLoAMAAEyLoAMAAEyLoAMAAEyLoAMAAEzr/wN7tHuIMo44PgAAAABJRU5ErkJggg==", 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", 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" ] @@ -630,7 +632,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "59bc52e7", "metadata": {}, "outputs": [], @@ -641,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "721b28bd", "metadata": {}, "outputs": [], @@ -671,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "c876fb87", "metadata": {}, "outputs": [], @@ -708,21 +710,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "bf4ef2e9", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, agreement = heatmap('e')" ] @@ -737,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f46ef9a9", "metadata": {}, "outputs": [], @@ -756,22 +747,10 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "5e3d45a6", "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'classifications' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[1], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# DNN training scores\u001b[39;00m\n\u001b[1;32m 2\u001b[0m dnn_stats_train \u001b[38;5;241m=\u001b[39m {} \u001b[38;5;66;03m#dictionary with classifications as keys and dnn CM stats as values \u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m classif \u001b[38;5;129;01min\u001b[39;00m \u001b[43mclassifications\u001b[49m:\n\u001b[1;32m 4\u001b[0m file \u001b[38;5;241m=\u001b[39m glob\u001b[38;5;241m.\u001b[39mglob(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/Users/bhealy/scope/dnn_stats_train/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mclassif\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.*stats.json\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(file[\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;28;01mas\u001b[39;00m classif_stats: \u001b[38;5;66;03m#change to appropriate filepath\u001b[39;00m\n", - "\u001b[0;31mNameError\u001b[0m: name 'classifications' is not defined" - ] - } - ], + "outputs": [], "source": [ "# DNN training scores\n", "dnn_stats_train = {} #dictionary with classifications as keys and dnn CM stats as values \n", @@ -786,7 +765,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "4a076b16", "metadata": {}, "outputs": [], @@ -804,7 +783,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "58dd5273", "metadata": {}, "outputs": [], @@ -822,7 +801,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "b7533168", "metadata": {}, "outputs": [], @@ -840,7 +819,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "81a6a5b8", "metadata": {}, "outputs": [], @@ -856,7 +835,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "94be05fe", "metadata": {}, "outputs": [], @@ -876,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "62cb81a0", "metadata": {}, "outputs": [], @@ -902,7 +881,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "19bee4e5", "metadata": {}, "outputs": [], @@ -917,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "9d3ac941", "metadata": {}, "outputs": [], @@ -932,7 +911,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "a88ace4a", "metadata": {}, "outputs": [], @@ -947,376 +926,10 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "39e8df67", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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countprecision_dnnrecall_dnnprecision_xgbrecall_xgb
classification
vnv1250560.9737580.9803260.9761940.981290
pnp1072480.9603290.9527520.9552940.959421
e750490.9004290.9268130.9212730.940995
bis666070.8968800.9430520.9523100.973424
wuma552530.8998920.9156910.9548260.962509
ew552510.8646380.9041700.8974450.912217
puls266030.8961140.8709060.9593050.935645
rrlyr149170.8837700.8465720.9571930.926001
dscu64750.8254490.7529760.9739660.946429
rrc62510.8215550.7242990.8980580.864486
i59700.9291850.7192690.9146830.765781
emsms51990.6898880.5770680.9098900.778195
fla46330.9461210.9014370.9397850.897331
cv44350.9209980.9568030.9458870.943844
rrab42930.7758010.4833700.8373210.388027
yso41080.9164790.9508200.9720930.978923
longt39610.9191620.7397590.8633720.715663
lpv33590.8713140.9206800.8786130.861190
eb31300.6161620.1859760.7419350.210366
blyr30170.6729560.3396830.9238580.577778
sin26450.3939390.0476190.1250000.003663
ea20730.1238820.8294931.0000000.013825
osarg20610.9170730.8663590.9227050.880184
bogus1640NaN0.0000000.8000000.022989
rscvn15930.7402600.3333330.9200000.538012
ceph15730.9150940.5808380.9646020.652695
saw13140.7931030.1608390.4000000.013986
srv9500.5423730.3076920.7191010.615385
agn5960.5000000.1451611.0000000.645161
rrd539NaN0.0000000.8285710.547170
blend3600.5000000.085714NaN0.000000
ceph22810.2500000.0416670.7142860.208333
mir2480.6250000.4545450.8000000.545455
ext154NaN0.0000000.5000000.071429
wvir77NaN0.0000000.5000000.200000
\n", - "
" - ], - "text/plain": [ - " count precision_dnn recall_dnn precision_xgb recall_xgb\n", - "classification \n", - "vnv 125056 0.973758 0.980326 0.976194 0.981290\n", - "pnp 107248 0.960329 0.952752 0.955294 0.959421\n", - "e 75049 0.900429 0.926813 0.921273 0.940995\n", - "bis 66607 0.896880 0.943052 0.952310 0.973424\n", - "wuma 55253 0.899892 0.915691 0.954826 0.962509\n", - "ew 55251 0.864638 0.904170 0.897445 0.912217\n", - "puls 26603 0.896114 0.870906 0.959305 0.935645\n", - "rrlyr 14917 0.883770 0.846572 0.957193 0.926001\n", - "dscu 6475 0.825449 0.752976 0.973966 0.946429\n", - "rrc 6251 0.821555 0.724299 0.898058 0.864486\n", - "i 5970 0.929185 0.719269 0.914683 0.765781\n", - "emsms 5199 0.689888 0.577068 0.909890 0.778195\n", - "fla 4633 0.946121 0.901437 0.939785 0.897331\n", - "cv 4435 0.920998 0.956803 0.945887 0.943844\n", - "rrab 4293 0.775801 0.483370 0.837321 0.388027\n", - "yso 4108 0.916479 0.950820 0.972093 0.978923\n", - "longt 3961 0.919162 0.739759 0.863372 0.715663\n", - "lpv 3359 0.871314 0.920680 0.878613 0.861190\n", - "eb 3130 0.616162 0.185976 0.741935 0.210366\n", - "blyr 3017 0.672956 0.339683 0.923858 0.577778\n", - "sin 2645 0.393939 0.047619 0.125000 0.003663\n", - "ea 2073 0.123882 0.829493 1.000000 0.013825\n", - "osarg 2061 0.917073 0.866359 0.922705 0.880184\n", - "bogus 1640 NaN 0.000000 0.800000 0.022989\n", - "rscvn 1593 0.740260 0.333333 0.920000 0.538012\n", - "ceph 1573 0.915094 0.580838 0.964602 0.652695\n", - "saw 1314 0.793103 0.160839 0.400000 0.013986\n", - "srv 950 0.542373 0.307692 0.719101 0.615385\n", - "agn 596 0.500000 0.145161 1.000000 0.645161\n", - "rrd 539 NaN 0.000000 0.828571 0.547170\n", - "blend 360 0.500000 0.085714 NaN 0.000000\n", - "ceph2 281 0.250000 0.041667 0.714286 0.208333\n", - "mir 248 0.625000 0.454545 0.800000 0.545455\n", - "ext 154 NaN 0.000000 0.500000 0.071429\n", - "wvir 77 NaN 0.000000 0.500000 0.200000" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Outer-joined test set precision/recall scores\n", "resultsTable = dnn_prec_rec.join(xgb_prec_rec, how='outer', lsuffix='_dnn', rsuffix='_xgb')\n", @@ -1340,21 +953,10 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "id": "c08d47b5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot number of positive training examples\n", "countFig = plt.figure(figsize=(15,5))\n", @@ -1378,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "c6fbc7b5", "metadata": {}, "outputs": [], @@ -1395,7 +997,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "id": "6228a3c2", "metadata": {}, "outputs": [], @@ -1418,21 +1020,10 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "13e5aa84", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "featfig = plt.figure()\n", "plt.barh(names, frequencies, color='navy')\n", @@ -1446,7 +1037,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "63fcc458", "metadata": {}, "outputs": [], @@ -1470,21 +1061,10 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "27a24008", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Instead of counting the single most important feature,\n", "# we count the top 3 for each classifier and plot them below:\n", @@ -1501,7 +1081,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "4c75994b", "metadata": {}, "outputs": [], @@ -1530,21 +1110,10 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "0bec46b6", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "featfig_phenom = plt.figure(figsize=(9, 6))\n", "\n", @@ -1559,7 +1128,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "id": "d4f86b6c", "metadata": {}, "outputs": [], @@ -1585,21 +1154,10 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "id": "32340e83", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "featfig_ontol = plt.figure(figsize=(9, 6))\n", "\n", @@ -1622,21 +1180,10 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "id": "4955fddb", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#dnn precision and recall plot\n", "dnnPrecRecFig = plt.figure(figsize=(15,7))\n", @@ -1654,21 +1201,10 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "id": "786c7ec9", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#xgb precision and recall plot\n", "xgbPrecRecFig = plt.figure(figsize=(15,7))\n", @@ -1694,21 +1230,10 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "7dc2f77b", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Ak+d+rHljwkh61IYgfX8HmwVrd5eZUe0ru2Fo/ppdGjcgIQCR/SYYEkPMsq7YzkMnlJRypMr7uU1Tq1OOKPXwyfpxMobjUp31VP4dypfDpwS6JJmyKV8OTc6/XfMCHBtXyOC0EtqodvcHgDrMpyS6zWaT2+0uc78Pk9iD1qRJk1RQUKDevXvrmWee8dwfHh6umTNnKikpSampqXr++ef19NNP+9Tnf/7zHyUlJclms2nhwoWeBLok3Xrrrfrhhx80ZcoUPfHEE7r77rtZaLWE5MK2GpE/xqfZJ27ZVShDI/LHaIkxQYFKLQRVTLnHqxdPAE80lFSlRaAC9EM1qF63ctT2Qlk7t/+spN1ZVd7PbUqrd2cpdcfPiutwrn9jOpChJLNz1WOSXavNLkr95ajifD/XiQCq7fd3MNq0N9NSAl0qSoBu3ufyc0Ty6cqm9WkZRYmhGrqyiZI3FasLJ2MAq3aeDK3e94CsUMUFIC6JUnM4DTWNL5rMFExXEwNAHeFTEr1JkyY6cuSIMjMzFRUVFeiYAi4rK0uffPKJJGn06NFltoeGhuruu+/WhAkTtGDBAp+T6IsWLZIkXX755erYsWOZ7aNGjdKUKVO0b98+rVy5Un37VuMyqtNMMM4+CbaYgi2ekoJpEahgfZ6C5Tla8MPBMuP7yi635n9/UOP8nERf8FNW9WLafFLjyA3VqmB5fwej4zkF1drflZPvp0h+FYRXNjHLunJBeTIG8JMF/zPLnMjzld2Q5m8zNa6D/+PiChmctkiEA4AlPiXRu3fvrs8++0w33HCDBg8erIYNiy7tzc7O1ty5c6s04F133VX1KP3sxx9/VHZ2tiSpT58+5bYpTnCnpaVp//79atWqVaX9JiUlVdhn27ZtFRsbq7S0NCUlJZFE/9XOo/nVm31yrEBxrU/vmIItnpKCaRGoYH2eguk52nQwz1KyWiqKc/PBPD9HFJwx1QXBMus7mN7fwahRWPXWcI8Mc1beqCqC8MomZllXLuhOxngRDKWBUPds2ptpKYEuFSXeA3WSiCtkTg8clwAA/uLTL7vHHntM//3vf7Vq1SqtXr3ac7/L5dI999zj82CGYQRFEn3btm2SpJCQkFIlV0qKj//t7OzWrVsrTaLn5+dr586dkqQOHbxPhYiPj1daWpq2bt1a1bB18uRJ2e1lE012u11hYWGl2nljs9nUoEEDS22zsrK8lvAxDEPh4eGW2s794aiMvJNek2i2kN8eW2F+rkp+k7XLrdnrDutv7YoeR0TEbzPRcnJyyi1DVKyitnPWHykVk+EMlWEYkiSzIF9mofd+HU6HZ2Zsbm6uCgq8//Bt0KCBp6xPXl6e8vPL/5E7Z/0R2cx8FRpFyRTTnS+zgsdmOJwybEWx29w5pZ6jU4WFhXneV/n5+crL856QDA0NlcPh8LTdmBOje/L+qFy5VbQc5G/xl4zBLHQrvyBfBSrUPXl/1PyQyTo3K1v69f0XEhIip7PosRUUFCg3N9drDCXbut1u5eTklHqeSr1udrsMu9MTg1ngPYngsMvzuhUWFnpOtJXH6XQqJCREUiVts7K1PS9GIwqLklWFpiEzP6f8tpJMm12FDqdG5I/R+3pCsSWeo1NV5XNfsu3xPFOFed5jkGHI5gz13Dy1bcZxt2csfx0jjh7PVmFeidfGkGxO75/7U7nyfksyZmdnq7Cw0Gtbfx0jThUeHu45RlT2ua9K21LHCLepfLf0c2EbTc0frO/MhFKzvg1niNabRbO+exZu0F9t83WubU9RR6e8l0p+7is69pzattQxIitbP59yDDAc+u1z7y6Q6f7tsRVKpY4B5xcUeL6EVOVzX51jxKlKfpar0rYqx4jOZxRq7Tbv/8YZNrsMx6/HKdOUmf/bY7PLrXPCG3g+cw6HQ6GhoZ62WVneSzN5PUZkZWviyduUaxbI/esyvobNJsMR4mlb3jEiV25Nyv+9ZmfnqEGJ+/3xPeKHlAPKz80+5XOfI6+rDJc4RrhNUz+mHtTJk+28xlHys1ylY8S+ZLmzM723Df/tseXk5Mpd3G9IQ6lp+1Jtq3uMaGDkl/u6GM4QGUbRMaKi7wbhRrgKCwt9+s4hVf0Yse2Xk3pqabJW/+8X2Ux3qRMia7fv1xtf/qxe7Zto/O/OU9e2TSRV7TtHlY4RhaZyKzjnEGKXnPai59ddaKrU+YlTjpU1cYyorG1VPvd+OUZUs62V3xrFJ4l8/dyf2jYj01VqnFO/c1Tlc1/cNvXQCa36uezaXyV/l5gFeTJP6bdQ0sqf92nLroPq1K655/6g+B5RyWe5Km3DwsI8/6oVfz/x2tYh2W1F8ea7TeUVty3ne+6pvzWqc4z4eb9LUz/bqu92ZsjhdKrQ+O13Scnj0t/6ddS5rX67csDv3yOysqU8U067FPLrsafQNJVdwbnNUm0LC5VdweeoPhwjigUqH2HlGOFL2zr3W8Pfx4jq/tYohz+PESXV5d8afI/wzzGionFKMX307bffmoMHDzY7depkxsXFmYZhmA6Hw4yNja3SXzCYNm2aKcls0aKF1zYnT540VfTVzHz//fcr7fPQoUOe9p9++qnXdr///e9NSeYNN9zgtU1OTo6ZmZnp+duzZ4+n7/L++vfvX2r/8PBwr2379u1bqm10dLTXthdddFGptu3atfPaNiEhoVTbhIQEr23btWtXqu0Zbc/22tbWINJs9+gnnr/QNp29tg0PDy/Vb//+/St83kq69dZbK2zb5uHFnhgiOl9ZYduYP80zB720zDRN0/zDH/5QYdvU1FRPDGPGjKmwbavhr3piiEocUmHblne94Gnb+LJ7Kmy7fPlyTwyvvPJKhW0/+eQTT9tZL0yqsG30jY95Yoi+8bEK286aNcvT7yeffFJh21deecXTdvny5RW2bXzZPZ4YWt71QoVtoxKHeF63n376qcK2Y8aM8cSQmppaYduzuvUy2z/6odnu0U/MmD/Nq7BtROcrzXaPfmK2f/RD87ZHKn5+b7311lLv4YraljxG3PbSMtNwhnptG9qmc6nPnK1BpNe2gTpG2CObl4ohpOVZXtvaGkR6XjfTNM2+fft6bRvIY8SJEyc8bYcNG1Zh24MHD3ra+nyM2PejOebikArbljxGNE4cXGHbtWvXemKYOnVqhW2rcoxodusETwxN+/+5wrbvTp/q6ffdd9+tsG2gjhFTp/4Ww9q1aytsO2HCBE/bqhwjvvn8gwrbNrxggOc5q+wYMWzYME+/J06cqLBtVY4RDdpfVOozV9Exomf3bqX69df3CGfTtqVicDZt67XtqceIqDbev0dER0eXisHnY8ThHWb/sxwVPm/mhEjP360JFbcN1DHizFEzPc9DZI+BFbb96aefPP1OmDChwrZVOUa89Oqr5jnjlprtH/vEbHL1qIrjvW2Cueq7b03z8A5z1qxZFbZ99913PTH4fIzY96P5yZAGFbZ95bowz+u2fJj378xS4I4R9959h/nUwq/N215aZvYdO6fCtn/4wx88/R48eLDCtoE6RgT6t8Zt05PMdo9+Ytojm3ttW5VjxKm/NS666CKvbatyjDCcoaViaNDee79SkH2PMCv/rVHlY8S+H01zQqQ59Srv/2ZIMpcPC/d85l65LqzCtqV+a/jxGNG0/589r1uzWyt+bAH7HtE3xPM8/DQ6osK2Yy7+rW3qd0srbFsfjhHFApWP8Ncxok7/1jADcIz4lT9/awTqGFGXf2tUlo/gGFH05+sxIjMz06yIz9cY9+rVS716/XZZms1mU7NmzZSamuprF0Gj+CxN8Zmb8pQ8S1LR2ZdT+/S134r6nDJliiZNmlTpmKeLCk7k1lmuPLO2Qwi4g1kVTDmpowLxuu03m6ppFUuVuGXXt2Ynv8ciSV2bh+i9gPRce7o0937MPZ0cUaSkwz61NWUENhg/OB2PIeVpG+Xnciy17JcTwfe62QLxdvehbM2g3PGeEkrSzgAEUTdMW3VY9rZt5MtaJPmFhRrx73QtCRkpNb+zBqILTu8mZym6Rabcsqsgs5JSPTner4aoluxjUvoG39rmuIraBmhRwa4xUVq/66jf+wUAAPAn49czBlVms9nUsmVLpaen+zumgHvuuef017/+VS1atNCBA+XXjc3KyvJcXvP+++9r4MCBFfZ5+PBhNWvWTJL06aefql+/fuW2u+222/Tee+/phhtu0EcffVRum9zc3FKXj7hcLrVp00bp6emKjCy7SE1duDSiora3PP+J1u3zfrlMReVcJKlHa6fmjL5Skv8un7rr9S+1Lr1EaZIqlHMxnKG6OCZUC/90td8un7rr9S+1/pDh0yXb0imlVNz56t7C5nmOTmX18ql/zPtSs74/4r1EwSnlXEqWUrHLrbvOi9Tfbr1Ukv8unyrzulWhnItht+vithFa+Ker/Xb51NTFK/V/m0+q0FH0HjZPKdVQJoYSZR1sZoHuTAj1PEensnr51M4t63TZzAoWdqyknMunQ5sr9txuRTH66RiRmvy9+i84VKJx1cq5fHNvO8UlXCTpNL7EMn2DBr24VGsLzvL+mSunrINdbvUwturt0VdLrbp62vrjEsupi1dq7kZXqXhKH3tKl3MpyS637rmoqZ4YWnRcOq0vsdz7g3545U4NzRtXbg3y8sq5GCpUqPKLSl/dO8Pz2vnjEstTj5NFMVRezqVYjzNDtfgv15fptzy+HiOmLl6puZuOy3T+dozwtayDXW7d2SlMfx2Y6DUOS5dhp29Qzmt95C70XkLJFhLmud3T/aP+al/wWwml4Z+X+sz54xhxz6y1Wpd6VO4Sz2Fl5VzshqEe7c/Q23f38P9l2Ps36Z7Xv9B6e2cV2kJ+jcH7514qOkY4bFIvI1mzR12pvGjvtewtXYadvkEF0/tYL+dyyuvml2PE/k3S29fqW/e5+kP+Q8qXQ4X2kN++n5iFMvN/++5ll1tOFeg15790sf1nOUZ+odC4Hr+29cNl2Ed2StMTZbdJYY7fzkCdrGAiQam2f/pBJ8Naem1r5bfGzkMndMXz31gu5/LpQ5cqtsTiwv4o1XDzv77U1sNl3/eVlXMp1jHaqWVjf+e5XevfIxSAUg2/bJbe7Gu9nMspnzfJD6UajuzUPf/6QOvMc0p/P7E7ZNiL2pb3m8DzfemhmxXSqqN/v0f8egywXM7l3uXKPuMcr21Pm1INR3ZKeSdKtzUMNWhQYnJjdnbZnwS/llCjnIu1tpRzKVKnf2tQzsVzuzo5S5fLpdatWyszM7PcvGsxn2aid+vWTc2aNdPnn3/uuW/58uWeJ7euOeOMMyRJR48elWmangNMSRkZGWXaVyQqKko2m02FhYU6cuSI13bF/VbUZ2hoaLnPbURERKkDrTe+tLHStuQbzp9tu8U00oZDhT4tLFgyuScVfeG5oE1UuY+j5Ie0Mqe27dYmShsOZ5Ybk+FwypD3mYV2uT0zY729luUJCQnxehXDb/H8GoPd6fnxVRmH3eb1OTqV0+n0/INQmS0ZhTJDInyYd/Zrkijkt+fSlLTNZS83JofD4fnHrjJ2e+k+KnzdTomhTF8lXjebzebzZ6Oitltddk8CXSo6cBshvr0vCw2H1+eoPL62a3+GU5eE7tAa81zfPnMhvyWqehnJ6tQ6XvIyltVjROczI3VJ6LdeYzr1c1+sOKa4xr/Niiv5j2hlqnqMqHBhqojf/h2pyufe17Y7j+Zrje18KUS+feZ+PUaYktboQh3McyrOy+tW0bHnVCWPEVtd9gqPASV/sJ7KlJR85LcfIFX53FfnGOGvtlU9RlwUtleznK94FmD1eiLEMOQIccqpAs10/lMX2fdK4Q3K/cwZhmHp3/tsI0y2Co6FUukk0amyTvn3zx/fI4Zd1FRzfi79w7Fksqwibtk17MImPsdRpWOEwyhaOLdwjPKdDtlkl6nSn8Hi13K9vavuUIJm2n9dONfL6yZZP0ZMHHihBr6+WrkFheWeVzz1u4FhSKEOmybcfGGZ56cqn3tvbXfmOrTW2e2UGLx/7ou5Ja02u2jvSUNx7Xx73ap0jLAZcvh4gZLdZiiiZNsKXjfLx4jwBkp2tNMfCx9VfkjRibSSvzwMw1bqu4EpKV+F+qMe1RLHBCWEhpRo6/vn3mvbTLcUUva3T0Q595Ur97giqjAb3Zd42zdrqN7xTbVmZ0apk0QVsTnDZDcM9YpvUqr2eHmq8rkvbntGowayuSo+VhqOEK/XfTVpVPpNWJXvHIH4HiH553Nfblu7oUr+WfFw2g05i9tW8HmTqva7pPgYsTMtx3Nc8vr9pJzfBJ7vSydyFVdiTL98jwhvUOYzZzNOOfZUoCrfOfxyjPAioG2PpEhvX1JpW6+/NP70Q5mrZKryu8TKMcIX1clHVKTOHSMs/tbwZ9vT/bfGaX+M8FF1cpYVncQqyZff4tqwYYM2b95c6r7LL79ct9xyi4/hBZeOHTtKKjojtnt3+TMyU1JSyrSviNPpVPv2RYtI7dixw2u74n596bO+GNI53KdkXnncsmtoF98/VL4KtpiCLR6paIHK6ghE6ZRge56C8TmSpPHOd+RUgQz5VkvJUKGcKtA457yAxBOsMRVLTndp6Fvf6Yrnv9Hbq9O0JjVDyftdWpOaobdXp+mK57/R0Le+U3K6K2AxLPi5QHZZK6Nhl1vzkyuY7mRRsL6/g1WifYuWhExQLyNZksq8nsW3exnJWhIyoSgRGwCNfE2UeRFZzf3L0/4Mp3obP1X5PW6XW4nGZsU19rk6YZUkF7bViPyihaEr+7fFLbtyVbQwdHJh24DEkxB6SDOvP0OhdkP2Sl4GuyGF2g3NvP4MJYQeqrixRQt+yqrecWmzjws4VdPOwpaanD9Ug3LHq3/u0xqUO16T84dqZ6H32dT+9lT+HcqXw6eSN5JkyqZ8OTQ5//YARxY8xg9IkNNhqJy5TeUyDMnpMDSuv/erGaqja/OQar2/60upuWBTV45LOIUPJdQCuj8A+Minb3J2u73cyy8sVoKpdeeff77nDOKKFSvKbfPNN99IkmJjY9WqVSuf+u3du3eFfe7evVtpaWml2iI4fzwHW0zBFo9EIsYXwfgcSVKCbbdmOp9TqPIrfa7scitU+ZrpfE4JtgrKwJyGMUnS6h2HNfD11Vqzs+gqIndh6X/3im+v2Zmhga+v1uodvtUsr6pNR1StE0SbM/z/XgrW93cwS7Dt1rzQKVoe8oiG2z9VL2OLEow09TK2aLj9Uy0PeUTzQqcE9H0drImhYDyRFlSJzyMp0svdlPjptVpie1S9VDS5xevJGG3WEtujSvz0WunlbkX7+9mmg3nVOy4d9H4Jtj8kF7bV0NyxuiLvBb3tvk5rzAQlm7FaYybobfd1uiLvBQ3NHRuwkx7Fdh7NV5LZucrPlVt2rTa7KPVYJTXTTxMJrSM1c1h3hTpssleSSbcbhkIdNs0c1l0Jrb1fcl0dwTYxA74J9uMSAKBu8+lXQbNmzZSRkaH9+/cHOp4aERERoQEDBkiS3njjjTLbc3NzNXv2bEnSoEGDfO73tttukyR9/fXX2rp1a5nt06dPlyS1bt1al15afp3j+ioYfzwHW0zBFg+JmMoF63MkBc+s2GCOKTndpRFz1im3oLDSy8vdpqncgkKNmLMuIDPSj+dUL4niyvH/TPRgfn8HuzjbAY1zztfC0Mn6T+hYLQydrHHO+Yqzlb9Oiz8Fa2Io2E6kBV3is8QsO0snYwIwSy+Yr0ZZ7e6kgXmTtMY8V1LZk5DFt9eY52pg3iStdgdmMW+JmbFVkdghWktGJ6pX+yaSfqujXaz4dq/4JloyOlGJHaIDFkuwTcwISqGNanf/cgTlcSkIn6e6IBiuIgKAU/n0r/sll1yixYsX67LLLtONN96ohg0bSpJOnDihf/zjH1Ua8Iknnqh6lAEwYcIEffDBB1q9erUee+wxPfnkk3I6ncrKytL999+v1NRURUVFacyYMaX2e/HFF/Xiiy8qJiZGq1atKrVtwIAB6tWrl7777jsNHjxYH3/8sdq0aSNJWrx4sZ577jlJ0qRJkzwLMqBI8Y/nyurFSr8tuFRTM2ODJaZgi2dI53C99eOJyhuWoyYSMcHwPAXrc1SsOBGTWthS891XaHNhnFyKUKROqostVUPtX9VIUi9YY3pqabLyC8yK1jQtxTSl/AJTk5cma97IXn6NpVFY9X6MR4b5Vi+wKoL9/V2swlr2zRrWSAzBpDgx5Ou6CMV+W4PgzIDFlmjfoiXGBE3Ov12rzS6lFvEsjsEtu3oZyRrnnBfQ7wDFiU8rJxyKE5/jAlNlwiPOdkDjbPMDO0gFgvVqlJJleCq7isAtuwplaET+GC0xJigQLxkzY6smoXWk5o3spdTDJzV/zS5t3ueSKydfkWFOdTkzUkN7tlNcdM38+zHe+Y4G5k1SoQyfrkgpPTGjX+ADrG1N44tqUVs5SRfaqEwNa38IyuNSED5Ppwqm70rJhW31VP4dSjI7l/l3eL37HL3lvl69jZ803vlOwK9IBYBT+fSr/IknntDnn3+u7du36/nnn/fcf/LkSU2aNKlKAwZLEr1z58564403dN999+nZZ5/VzJkz1a5dO23fvl0ul0sNGjTQe++9p+jo0jMcjh07pl27dnntd9GiRbr00ku1ceNGxcfHq1OnTjp27JinjMu9996re++9N5APre759ey65R/PgTg7H4wxVSeeAAjKREyQvW7tWzZRb+Mr689Ri5pZO6G2EzHlqe2Ydh46oaQU74tEe+M2Ta1OOaLUwyf9+iO/a0yU1u86WqacjC/shqEuZ/r/cvdgf38np7v01NJkJaUckd1mlHru1u86qrdWpqp3fFONH5AQsHIAwSqYE0PBciKNxGflujYP0fp92ZZPNATkapTQRtUqwzOvvsyMrQPioiM0bkCAz0RVIpgmZgStGkjwVkVQHpekoHueigXbd6XV7k6ez5tU+VVEM53P1cjVsgBQzKckeufOnbVx40a98cYb2rx5s7KysvT111/L6XTq4osvDnSMATN8+HB17txZU6dO1apVq7R582Y1a9ZMN998s8aOHauzzz67yn22bdtWmzZt0jPPPKMlS5Zo69atCgsLU9++fTV69OgqlYepN0qcnU+QNE9S6rECzd98UpsP5smVZyoyxFCX5iEa2iXi1+Trrz/iA3V2PthiKvGjzlKCIUAnGqqViAn9vf9jCrbXrWm8xt91vQbO26XCAlO+/Aw2JDkdDo27/Yag/cLtd0F4meuCtbvL/Jjwld0wNH/NLr/++B/So63eWplqaV+3aWpoz3Z+i8UjiN/fq3cc1og565RfUBRVZbXsZw7rHtCyAMGmLiSGavtEGonPygXj1Sg7C1soyexsKZ7VZhelmi0V5+eYgnJmLHwWTBNYULlgPC4Fq2D7rhRsVxEBQHl8vj48NjZWU6ZM8dy22Wxq0qSJli9fHpDAakqPHj20ePFin9tPnDhREydOrLBNVFSUpkyZUur5QiVOSabEtVbAL4OuVDDFVM5lgHGSxpXb+P7SNwN4oiHhoQ80c8chjfg4Q/luU+4KcgZ2Q3La7Zp5QzMldPggcAm0YHrdJCWc20kz727h+ZJaUW1tu2HI6TCKFsoK1JfUIExYB+Nlrpv2ZlpKoEtFSevN+/xbF719s4bqHd9Ua3ZmVFqfvSS7YahXfJOAXfoedO9vla5lX9lT5TZNFRaYGjFnnZaMTqxXM9JJDFWMxGflgvGKtGA7ASoF8cxY+CxYrpBB5YLxuBSMgvG7UrWuIgpIRABQluUiq23btlWLFi38GQuAigTjrOSm8UpsGq8lbVyavDRZq8u5FLD4dq/4phrXv/6VTZB+Wyir8ueoSeCfoyBMWEsKuvf38ZPVW8jNdcLaLKiKjB+QoIGvry6a9e1DfsgwJKfD0Lj+gT2LFFTvbwVXLfugFIxXNgUhEp++CbbSQMF2AlRiZuzppLavkIFvgu24FIyC7btS8WLeVVVyMe+41n4PCwDKsJxEL67xDQDBtAhUsAqq5yjIEtb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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot difference between DNN test and training precision/recall scores\n", "dnnDiffFig = plt.figure(figsize=(15,5))\n", @@ -1747,21 +1272,10 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "id": "4795e5c5", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot difference between XGB test and training precision/recall scores\n", "xgbDiffFig = plt.figure(figsize=(15,5))\n", @@ -1808,21 +1322,10 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "id": "2a4ed7e0", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Scatter plot of DNN/XGB precision, color-coded by number of positive examples\n", "# Intended to be paired with the recall scatter plot below\n", @@ -1838,21 +1341,10 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "id": "5ac3bebc", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Scatter plot of DNN/XGB recall, color-coded by number of positive examples (with colorbar)\n", "rscatter_count = plt.figure(figsize=(6,5))\n", @@ -1876,7 +1368,6 @@ "outputs": [], "source": [ "# Number of positive examples given to each XGB classifier vs precision and recall scores\n", - "\n", "countFig = plt.figure(figsize=(15,5))\n", "ax = countFig.add_subplot()\n", "resultsTable.reset_index().plot.scatter(x = 'count', y = 'precision_xgb', figsize = (15,5), label='precision', s=75, ax=ax, color='blue')\n", @@ -1900,7 +1391,6 @@ "outputs": [], "source": [ "# Number of positive examples given to each DNN classifier vs precision and recall scores\n", - "\n", "countFig = plt.figure(figsize=(15,5))\n", "ax = countFig.add_subplot()\n", "resultsTable.reset_index().plot.scatter(x = 'count', y = 'precision_dnn', figsize = (15,5), label='precision', s=75, ax=ax, color='blue')\n", @@ -1924,8 +1414,6 @@ "outputs": [], "source": [ "#fraction of positive examples vs XGB precision and recall scores\n", - "\n", - "n_lightcurves = 170632\n", "resultsTable['fraction'] = resultsTable['count']/n_lightcurves\n", "\n", "countFig = plt.figure(figsize=(15,5))\n", @@ -1937,7 +1425,7 @@ "plt.ylabel('Scores', fontsize=18)\n", "plt.xscale('log')\n", "plt.gca().invert_xaxis()\n", - "plt.xlabel('Positive/Number of Light Curves', fontsize=18)\n", + "plt.xlabel('N positive / N lightcurves', fontsize=18)\n", "plt.xticks(rotation = 55, fontsize = 17)\n", "plt.yticks(fontsize = 17)\n", "plt.tight_layout()" @@ -1951,8 +1439,6 @@ "outputs": [], "source": [ "#fraction of positive examples vs DNN precision and recall scores\n", - "\n", - "n_lightcurves = 170632\n", "resultsTable['fraction'] = resultsTable['count']/n_lightcurves\n", "\n", "countFig = plt.figure(figsize=(15,5))\n", @@ -1964,11 +1450,19 @@ "plt.ylabel('Scores', fontsize=18)\n", "plt.xscale('log')\n", "plt.gca().invert_xaxis()\n", - "plt.xlabel('Positive/Number of Light Curves', fontsize=18)\n", + "plt.xlabel('N positive / N lightcurves', fontsize=18)\n", "plt.xticks(rotation = 55, fontsize = 17)\n", "plt.yticks(fontsize = 17)\n", "plt.tight_layout()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1abbf872-6ab7-426d-bb88-a1a70be11b43", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1987,7 +1481,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.6" } }, "nbformat": 4,