diff --git a/Band_Param_Sweep_00.ipynb b/Band_Param_Sweep_00.ipynb index fa54d97..9e993c9 100644 --- a/Band_Param_Sweep_00.ipynb +++ b/Band_Param_Sweep_00.ipynb @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 48, "id": "1f1d6e9a-8ced-4c10-820f-78b92794c281", "metadata": {}, "outputs": [ @@ -60,7 +60,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found 22 param instances\n" + "Found 23 param instances\n" ] } ], @@ -70,6 +70,7 @@ "class_weights = [{0:x, 1:(1 - x)} for x in np.linspace(0.0, 1.0, num=20)]\n", "class_weights.append('balanced')\n", "class_weights.append('balanced_subsample')\n", + "class_weights.append(None)\n", "\n", "sweep_config = {\n", " \"wf_params\": {\n", @@ -85,19 +86,19 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 49, "id": "f0cf0bef-ae1f-47a7-b35b-eed84340b14e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d5b18100bb7e4c4799e34b861995d40e", + "model_id": "6d338f621efa47baa9c2963f2005e35f", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "IntProgress(value=0, max=22)" + "IntProgress(value=0, max=23)" ] }, "metadata": {}, @@ -124,13 +125,13 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 50, "id": "40014480-be3f-4eea-a077-34995390fbf2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -155,6 +156,14 @@ "cb = fig.colorbar(sc)\n", "cb.set_label('CLF Score')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "32ce9055-5790-426d-82d7-aff867d502e7", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/PHM08_PCA_study.ipynb b/PHM08_PCA_study.ipynb index 789e166..b10368c 100644 --- a/PHM08_PCA_study.ipynb +++ b/PHM08_PCA_study.ipynb @@ -185,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "id": "0bca2e63-3202-4d80-9d13-0ae9491c5902", "metadata": {}, "outputs": [ @@ -258,7 +258,7 @@ }, { "data": { - "image/png": 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2LEzRNo3KBwAADkRi2GXVqlXKy8vTsmXLlJmZqSVLlmjkyJHaunWrunTp0uj8l156STNnzlRBQYGGDBmibdu26ZZbbpFlWVq8eHFQsQeDygcAAA549dXQi/MjMIsXL9bEiROVm5urPn36aNmyZWrfvr0KCgqaPH/dunW67LLLNHbsWGVkZOiqq67STTfddMZqSUsj+QAAIMIqKyv9jpqamkbn1NbWasOGDcrOzva1uVwuZWdnq7i4uMl+hwwZog0bNviSjR07dmjNmjUaNWpUy3yRZmLYBQAAB0I57JKenu7Xnp+fr/vvv9+vraKiQl6vV6mpqX7tqamp2rJlS5P9jx07VhUVFbr88stljFF9fb0mT56se++9N6i4g0XyAQCAA6F8sNyePXuUlJTka/d4PEH126CoqEjz58/Xk08+qczMTG3fvl3Tp0/XvHnzNGfOnJB8hhMkHwAAOGBkyQ5yqaw5cX1SUpJf8tGUlJQUud1ulZeX+7WXl5crLS2tyWvmzJmjcePG6bbbbpMk9e3bV9XV1Zo0aZLuu+8+uVyRmX3BnA8AAKJAQkKCBg0apMLCQl+bbdsqLCxUVlZWk9ccOXKkUYLhdrslScaYlgv2DKh8AADgQCiHXZorLy9PEyZM0ODBg3XppZdqyZIlqq6uVm5uriRp/Pjx6t69uxYsWCBJysnJ0eLFizVw4EDfsMucOXOUk5PjS0IigeQDAAAHIvFU2zFjxmj//v2aO3euysrKNGDAAK1du9Y3CXX37t1+lY7Zs2fLsizNnj1be/fu1TnnnKOcnBw99NBDQcUdLMtEsu7STJWVlUpOTtahQ4fOOCYGAIhtLf2b0dD/Tz+8Rp6z4oPqq+ZwnR697A8x9/tG5QMAAAe8cskb5NTJYK+PViQfAAA4EIlhl7YiNlMuAAAQMVQ+AABwwJZLdpD/DR/s9dGK5AMAAAe8xpI3yGGTYK+PVrGZcgEAgIih8gEAgANMOHWO5AMAAAdMCJ5qa4K8PlqRfAAA4IBXlrxBPlgu2OujVWymXAAAIGKofAAA4IBtgp+zYbf6B5y0DJIPAAAcsEMw5yPY66OVo2+9dOlSZWRkKDExUZmZmVq/fv1pz1+yZIkuvPBCtWvXTunp6ZoxY4aOHTvmKGAAABDdAk4+Vq1apby8POXn52vjxo3q37+/Ro4cqX379jV5/ksvvaSZM2cqPz9fpaWlevbZZ7Vq1Srde++9QQcPAECk2LJCcsSigJOPxYsXa+LEicrNzVWfPn20bNkytW/fXgUFBU2ev27dOl122WUaO3asMjIydNVVV+mmm246bbWkpqZGlZWVfgcAAK1Jww6nwR6xKKDko7a2Vhs2bFB2dvZXHbhcys7OVnFxcZPXDBkyRBs2bPAlGzt27NCaNWs0atSoU37OggULlJyc7DvS09MDCRMAALRiAU04raiokNfrVWpqql97amqqtmzZ0uQ1Y8eOVUVFhS6//HIZY1RfX6/Jkyefdthl1qxZysvL872urKwkAQEAtCpMOHWuxb91UVGR5s+fryeffFIbN27Uq6++qtWrV2vevHmnvMbj8SgpKcnvAACgNbFl+bZYd3zE6JyPgCofKSkpcrvdKi8v92svLy9XWlpak9fMmTNH48aN02233SZJ6tu3r6qrqzVp0iTdd999crliM+sDACBWBfTLn5CQoEGDBqmwsNDXZtu2CgsLlZWV1eQ1R44caZRguN1uSZIxMbq7CgAg6pkQrHQxVD6aJy8vTxMmTNDgwYN16aWXasmSJaqurlZubq4kafz48erevbsWLFggScrJydHixYs1cOBAZWZmavv27ZozZ45ycnJ8SQgAANGGp9o6F3DyMWbMGO3fv19z585VWVmZBgwYoLVr1/omoe7evduv0jF79mxZlqXZs2dr7969Ouecc5STk6OHHnoodN8CAIAwY8Kpc5aJgrGPyspKJScn69ChQ0w+BQCcVkv/ZjT0f/07uYrvkBBUX3XVtfr9iF/H3O8bz3YBAMABhl2cI/kAAMCBUGyPHqtLbWNzsAkAAEQMlQ8AABxg2MU5kg8AABwg+XCOYRcAABBWVD4AAHCAyodzJB8AADhA8uEcwy4AACCsqHwAAOCAUfD7dLT6LcZbCMkHAAAOMOziHMkHAAAOkHw4x5wPAAAQVlQ+AABwgMqHcyQfAAA4QPLhHMMuAAAgrKh8AADggDGWTJCVi2Cvj1YkHwAAOGDLCnqfj2Cvj1YMuwAAgLCi8gEAgANMOHWO5AMAAAeY8+Ecwy4AACCsqHwAAOAAwy7OkXwAAOAAwy7OkXwAAOCACUHlI1aTD+Z8AACAsKLyAQCAA0aSMcH3EYtIPgAAcMCWJYsdTh1h2AUAAIQVlQ8AABxgtYtzJB8AADhgG0sW+3w4wrALAAAIKyofAAA4YEwIVrvE6HIXkg8AABxgzodzDLsAAICwovIBAIADVD6cI/kAAMABVrs4R/IBAIADTDh1jjkfAAAgrKh8AADgwPHKR7BzPkIUTJQh+QAAwAEmnDrHsAsAAAgrkg8AABwwIToCtXTpUmVkZCgxMVGZmZlav379ac8/ePCgpk6dqq5du8rj8ahXr15as2aNg08OHYZdAABwIBLDLqtWrVJeXp6WLVumzMxMLVmyRCNHjtTWrVvVpUuXRufX1tZqxIgR6tKli1555RV1795dn3/+uTp16hRU3MEi+QAAIEosXrxYEydOVG5uriRp2bJlWr16tQoKCjRz5sxG5xcUFOjAgQNat26d4uPjJUkZGRnhDLlJDLsAAOBECMddKisr/Y6amppGH1dbW6sNGzYoOzvb1+ZyuZSdna3i4uImQ3zjjTeUlZWlqVOnKjU1VZdcconmz58vr9cbijvgGMkHAABOnBh2CebQiWGX9PR0JScn+44FCxY0+riKigp5vV6lpqb6taempqqsrKzJEHfs2KFXXnlFXq9Xa9as0Zw5c/Too4/qwQcfDP39CADDLgAAOBDKHU737NmjpKQkX7vH4wmu4xNs21aXLl309NNPy+12a9CgQdq7d69+/vOfKz8/PySf4QTJBwAAEZaUlOSXfDQlJSVFbrdb5eXlfu3l5eVKS0tr8pquXbsqPj5ebrfb19a7d2+VlZWptrZWCQkJwQfvAMMuAAA4EOyQS6CrZRISEjRo0CAVFhb62mzbVmFhobKyspq85rLLLtP27dtl27avbdu2beratWvEEg+J5AMAAGca5mwEewQgLy9Py5cv1/PPP6/S0lJNmTJF1dXVvtUv48eP16xZs3znT5kyRQcOHND06dO1bds2rV69WvPnz9fUqVNDeisCxbALAABRYsyYMdq/f7/mzp2rsrIyDRgwQGvXrvVNQt29e7dcrq/qCunp6Xr77bc1Y8YM9evXT927d9f06dN1zz33ROorSJIsY1r/Y20qKyuVnJysQ4cOnXFMDAAQ21r6N6Oh/x7PzJGrfWJQfdlHjunz2+bF3O8blQ8AAJxwuj/6yX3EIOZ8AACAMzp27FjI+iL5AADAgXCvdokE27Y1b948de/eXWeddZZ27NghSZozZ46effZZx/2SfAAA4FS4H2kbZg8++KCee+45LVq0yG9p7iWXXKJnnnnGcb8kHwAAoEkvvPCCnn76ad18881+G5X1799fW7ZscdwvE04BAHAgFMMmrX3YZe/evbrgggsatdu2rbq6Osf9UvkAAMCJED7VtrXq06eP/vKXvzRqf+WVVzRw4EDH/VL5AADAEevEEWwfrdfcuXM1YcIE7d27V7Zt69VXX9XWrVv1wgsv6A9/+IPjfql8AACAJl177bV688039e6776pDhw6aO3euSktL9eabb2rEiBGO+6XyAQCAE218k7H6+nrNnz9fP/7xj/XOO++EtG9HlY+lS5cqIyNDiYmJyszM1Pr16097/sGDBzV16lR17dpVHo9HvXr10po1axwFDABAq9DG53zExcVp0aJFqq+vD3nfAScfq1atUl5envLz87Vx40b1799fI0eO1L59+5o8v7a2ViNGjNCuXbv0yiuvaOvWrVq+fLm6d+8edPAAAKDlXHnllfrTn/4U8n4DHnZZvHixJk6c6Ht877Jly7R69WoVFBRo5syZjc4vKCjQgQMHtG7dOsXHx0uSMjIyTvsZNTU1qqmp8b2urKwMNEwAAFqWsY4fwfbRil199dWaOXOmNm3apEGDBqlDhw5+748ePdpRvwElH7W1tdqwYYNmzZrla3O5XMrOzlZxcXGT17zxxhvKysrS1KlT9frrr+ucc87R2LFjdc899/htWPJ1CxYs0AMPPBBIaAAAhJUxx49g+2jN7rjjDknHCw8nsyxLXq/XUb8BDbtUVFTI6/UqNTXVrz01NVVlZWVNXrNjxw698sor8nq9WrNmjebMmaNHH31UDz744Ck/Z9asWTp06JDv2LNnTyBhAgCAELBt+5SH08RDCsNqF9u21aVLFz399NNyu90aNGiQ9u7dq5///OfKz89v8hqPxyOPx9PSoQEA4FwbX+3SkgKqfKSkpMjtdqu8vNyvvby8XGlpaU1e07VrV/Xq1ctviKV3794qKytTbW2tg5ABAGgFGuZ8BHu0cn/605+Uk5OjCy64QBdccIFGjx7d5K6ngQgo+UhISNCgQYNUWFjoa7NtW4WFhcrKymrymssuu0zbt2+Xbdu+tm3btqlr165+T8gDAACty29+8xtlZ2erffv2uvPOO3XnnXeqXbt2uvLKK/XSSy857jfgpbZ5eXlavny5nn/+eZWWlmrKlCmqrq72rX4ZP36834TUKVOm6MCBA5o+fbq2bdum1atXa/78+Zo6darjoAEAiDTLhOZozR566CEtWrRIq1at8iUfq1at0sKFCzVv3jzH/QY852PMmDHav3+/5s6dq7KyMg0YMEBr1671TULdvXu3XK6vcpr09HS9/fbbmjFjhvr166fu3btr+vTpuueeexwHDQBAxMXAnI8dO3YoJyenUfvo0aN17733Ou7X0YTTadOmadq0aU2+V1RU1KgtKytLH330kZOPAgCgdYqBfT7S09NVWFioCy64wK/93XffVXp6uuN+ebYLAABo0k9/+lPdeeedKikp0ZAhQyRJH374oZ577jn94he/cNwvyQcAAE7EwLDLlClTlJaWpkcffVQvv/yypOMrVletWqVrr73Wcb8kHwAAOBEDyYckXX/99br++utD2qejp9oCAIC27+OPP9Zf//rXRu1//etf9cknnzjul+QDAAAnTIiOVmzq1KlNPuJk7969QW2ZwbALAABOxMBql82bN+vb3/52o/aBAwdq8+bNjvul8gEAAJrk8XgaPVJFkr744gvFxTmvX5B8AADgQCzscHrVVVf5njTf4ODBg7r33ns1YsQIx/0y7AIAgBMxsNrlkUce0Xe/+1316NFDAwcOlCSVlJQoNTVVL774ouN+ST4AAECTunfvrr///e9asWKF/va3v6ldu3bKzc3VTTfdpPj4eMf9knwAAIBT6tChgyZNmhTSPpnzAQCAA5ZCMOcj0l/iFLZt26b169f7tRUWFmr48OG69NJLNX/+/KD6J/kAAMCJhqW2wR6t0D333KM//OEPvtc7d+5UTk6OEhISlJWVpQULFmjJkiWO+2fYBQAA+Pnkk0909913+16vWLFCvXr10ttvvy1J6tevn5544gn95Cc/cdQ/lQ8AAJxowzucVlRU6Nxzz/W9fv/995WTk+N7fcUVV2jXrl2O+yf5AADAiTacfJx99tn64osvJEm2beuTTz7Rf/zHf/jer62tlTHOgyf5AAAAfq644grNmzdPe/bs0ZIlS2Tbtq644grf+5s3b1ZGRobj/pnzAQCAA6HYobS17nD60EMPacSIEerRo4fcbrcef/xxdejQwff+iy++qO9973uO+yf5AADAiTa8w2lGRoZKS0v1j3/8Q+ecc466devm9/4DDzzgNyckUCQfAACgkbi4OPXv37/J907V3uy+g7oaAIBY1YYrHy2N5AMAAAfa8pyPlsZqFwAAEFZUPgAAcCIU26O30u3VWxqVDwAAnGjDm4yNHz9eVVVVvtd/+9vfVFdXF7L+ST4AAHAg6CfahmDOSEtZsWKFjh496ns9dOhQ7dmzJ2T9k3wAAAA/J2+dHsxW6k1hzgcAAE6w1NYxkg8AAJwIxbBJK04+Nm/erLKyMknHKx9btmzR4cOH/c7p16+fo75JPgAAQCNXXnml33DLNddcI0myLEvGGFmWJa/X66hvkg8AAJxow8MuO3fubNH+ST4AAHCiDScfPXr0OO37Bw8e1Jo1a8543qmw2gUAAATk888/17hx4xxfT+UDAAAHeLaLc1Q+AABAWJF8AACAsGLYBQAAJ9rwhNPHH3/8tO/v3bs3qP5JPgAAcKAtz/l47LHHznjON7/5Tcf9k3wAAOBUK00egtXS+3ww5wMAAIQVyQcAAE6YEB2t0Hvvvac+ffqosrKy0XuHDh3SxRdfrD//+c+O+yf5AADAgYY5H8EerdGSJUs0ceJEJSUlNXovOTlZt99+e7PmhZwKyQcAAPDzt7/9Tf/5n/95yvevuuoqbdiwwXH/TDgFAMCJNrzUtry8XPHx8ad8Py4uTvv373fcP5UPAAAciNSwy9KlS5WRkaHExERlZmZq/fr1zbpu5cqVsixL11133RnP7d69u/73f//3lO///e9/V9euXZsbciMkHwAARIlVq1YpLy9P+fn52rhxo/r376+RI0dq3759p71u165duuuuuzR06NBmfc6oUaM0Z84cHTt2rNF7R48eVX5+vq655hpH30Ei+QAAwJkIrHZZvHixJk6cqNzcXPXp00fLli1T+/btVVBQcMprvF6vbr75Zj3wwAM6//zzm/U5s2fP1oEDB9SrVy8tWrRIr7/+ul5//XU9/PDDuvDCC3XgwAHdd999gQX/Ncz5AADAiRDO+Th5SavH45HH4/Frq62t1YYNGzRr1ixfm8vlUnZ2toqLi0/5ET/72c/UpUsX3XrrrfrLX/7SrLBSU1O1bt06TZkyRbNmzZIxxwO1LEsjR47U0qVLlZqa2qy+mkLyAQBAhKWnp/u9zs/P1/333+/XVlFRIa/X2+hHPzU1VVu2bGmy3w8++EDPPvusSkpKAo6pR48eWrNmjb788ktt375dxhh961vfUufOnQPu62QkHwAAOBDKZ7vs2bPHb0+Nk6seTlRVVWncuHFavny5UlJSHPfTuXNnfec73wk6nq8j+QAAwIkQDrskJSU1uaHX16WkpMjtdqu8vNyvvby8XGlpaY3O/+yzz7Rr1y7l5OT42mzblnR8qezWrVvVs2fPIL+AM0w4BQDAiTBPOE1ISNCgQYNUWFjoa7NtW4WFhcrKymp0/kUXXaRNmzappKTEd4wePVrDhw9XSUlJo6GecKLyAQBAlMjLy9OECRM0ePBgXXrppVqyZImqq6uVm5srSRo/fry6d++uBQsWKDExUZdcconf9Z06dZKkRu3hRvIBAIADoZzz0VxjxozR/v37NXfuXJWVlWnAgAFau3atbxLq7t275XK1/kENyzSsn2nFKisrlZycrEOHDp1xTAwAENta+jejof+L/t98uT2JQfXlrTmmLU/cG3O/b60/PQIAAG0Kwy4AADgQiWGXtoLkAwAAJ9rwU21bGsMuAAAgrKh8AADgBJUPx0g+AABwwDpxBNtHLGLYBQAAhBWVDwAAnGDYxTFHlY+lS5cqIyNDiYmJyszM1Pr165t13cqVK2VZlq677jonHwsAQKvRsNQ22CMWBZx8rFq1Snl5ecrPz9fGjRvVv39/jRw5Uvv27Tvtdbt27dJdd92loUOHOg4WAIBWI8wPlmtLAk4+Fi9erIkTJyo3N1d9+vTRsmXL1L59exUUFJzyGq/Xq5tvvlkPPPCAzj///DN+Rk1NjSorK/0OAADQNgSUfNTW1mrDhg3Kzs7+qgOXS9nZ2SouLj7ldT/72c/UpUsX3Xrrrc36nAULFig5Odl3RPKxvwAAnBJVD0cCSj4qKirk9Xp9T89rkJqaqrKysiav+eCDD/Tss89q+fLlzf6cWbNm6dChQ75jz549gYQJAECLY86Hcy262qWqqkrjxo3T8uXLlZKS0uzrPB6PPB5PC0YGAAAiJaDkIyUlRW63W+Xl5X7t5eXlSktLa3T+Z599pl27diknJ8fXZtv28Q+Oi9PWrVvVs2dPJ3EDABBZLLV1LKBhl4SEBA0aNEiFhYW+Ntu2VVhYqKysrEbnX3TRRdq0aZNKSkp8x+jRozV8+HCVlJQwlwMAELUYdnEu4GGXvLw8TZgwQYMHD9all16qJUuWqLq6Wrm5uZKk8ePHq3v37lqwYIESExN1ySWX+F3fqVMnSWrUDgAAYkPAyceYMWO0f/9+zZ07V2VlZRowYIDWrl3rm4S6e/duuVzs2g4AaOMYdnHMMsa0+q9eWVmp5ORkHTp0SElJSZEOBwDQirX0b0ZD//1+PF/uhMSg+vLWHtPfC+6Nud83ShQAACCseLAcAABOMOziGMkHAABOkHw4RvIBAIADoVgqG6tLbZnzAQAAworKBwAATjDs4hjJBwAADljGyApyt4pgr49WDLsAAICwovIBAIATDLs4RvIBAIADrHZxjmEXAAAQVlQ+AABwgmEXx0g+AABwgGEX5xh2AQAAYUXlAwAAJxh2cYzkAwAABxh2cY7kAwAAJ6h8OMacDwAAEFZUPgAAcChWh02CRfIBAIATxhw/gu0jBjHsAgAAworKBwAADrDaxTmSDwAAnGC1i2MMuwAAgLCi8gEAgAOWffwIto9YRPIBAIATDLs4xrALAAAIKyofAAA4wGoX50g+AABwgk3GHCP5AADAASofzjHnAwAAhBWVDwAAnGC1i2MkHwAAOMCwi3MMuwAAgLCi8gEAgBOsdnGM5AMAAAcYdnGOYRcAABBWVD4AAHCC1S6OkXwAAOAAwy7OMewCAADCisoHAABO2Ob4EWwfMYjkAwAAJ5jz4RjJBwAADlgKwZyPkEQSfZjzAQAAworKBwAATrDDqWMkHwAAOMBSW+cYdgEAIIosXbpUGRkZSkxMVGZmptavX3/Kc5cvX66hQ4eqc+fO6ty5s7Kzs097friQfAAA4IQJ0RGAVatWKS8vT/n5+dq4caP69++vkSNHat++fU2eX1RUpJtuuknvv/++iouLlZ6erquuukp79+4N/PuGEMkHAAAOWMaE5AjE4sWLNXHiROXm5qpPnz5atmyZ2rdvr4KCgibPX7Fihe644w4NGDBAF110kZ555hnZtq3CwsJQ3ALHmPPRTLZdqcPVv5bXu0+ehEvVrt1oWVasLpICAIRSZWWl32uPxyOPx+PXVltbqw0bNmjWrFm+NpfLpezsbBUXFzfrc44cOaK6ujqdffbZwQcdBCofzWDbR1S+P0eHKhfpcPUL+veXk1VZ9UikwwIARJIdokNSenq6kpOTfceCBQsafVxFRYW8Xq9SU1P92lNTU1VWVtaskO+55x5169ZN2dnZgX7bkKLy0QxHj61Wff22E6+O/6VUVv1CSR3vlGV5Tn0hAKDNcjJs0lQfkrRnzx4lJSX52k+ueoTCwoULtXLlShUVFSkxMTHk/QeC5KMZbLtax/eh+/ofmVfGHCP5AAAELSkpyS/5aEpKSorcbrfKy8v92svLy5WWlnbaax955BEtXLhQ7777rvr16xd0vMFi2KUZEj1DJcXrq9vlVkLCd+RyJUcwKgBARIV5tUtCQoIGDRrkN1m0YfJoVlbWKa9btGiR5s2bp7Vr12rw4MEBfMGWQ/LRDPHxPZXyjRfkcqVI8ig+vp9Szm56ZjEAIEY07HAa7BGAvLw8LV++XM8//7xKS0s1ZcoUVVdXKzc3V5I0fvx4vwmpDz/8sObMmaOCggJlZGSorKxMZWVlOnz4cEhvRaAYdmkGY7yqOrxMtr1Pklt1dZ/qcPWLSk6aEenQAAAREokdTseMGaP9+/dr7ty5Kisr04ABA7R27VrfJNTdu3fL5fqqrvDUU0+ptrZWN9xwg18/+fn5uv/++4MLPgiWMa1/Y/nKykolJyfr0KFDZxwTawlHj72nin/ffFKrpe5dSxl6AYBWpqV/Mxr6HzZkjuLigpu4WV9/TH9aNy9iv2+RQuWjGWz7QBOtRrZ9iOQDAGIVD5ZzjOSjGTwJ39HxCaf1Oj47yC23u5vc7m6RDQwAEDGWffwIto9YxITTZoiL66GUb/xaltVRkmRZyTq78xOyLHI3AAACRfLRTDU162TM8e1vjTmgfRU3qrZ2c4SjAgBETARWu7QVJB/NUF+/R1WHn/Rrs1Snfx/8nwhFBACIuAg81batIPlohrr6ph89XH+KdgAAcGqOko+lS5cqIyNDiYmJyszM1Pr160957vLlyzV06FB17txZnTt3VnZ29mnPb02OHVmjsr0ZOvjv6483nMhQGyplHk9m5IIDAERUw7Ndgj1iUcDJx6pVq5SXl6f8/Hxt3LhR/fv318iRI7Vv374mzy8qKtJNN92k999/X8XFxUpPT9dVV12lvXtbd9XAW1+hg19OklQrS9bxG2V99b5lJegbnRZFKDoAQMQx58OxgJOPxYsXa+LEicrNzVWfPn20bNkytW/fXgUFTW83vmLFCt1xxx0aMGCALrroIj3zzDO+vehPpaamRpWVlX5HuB079pZ8zzqW5JblW5dsWZJUK9scCntcAABEu4CSj9raWm3YsEHZ2dlfdeByKTs7W8XFxc3q48iRI6qrq9PZZ599ynMWLFig5ORk35Genh5ImEGzba+qKx9t1G59rfRhjFR1+IVwhgUAaE2Mjv83ajBHbBY+Aks+Kioq5PV6fXvIN0hNTVVZWVmz+rjnnnvUrVs3vwTmZLNmzdKhQ4d8x549ewIJM2gH94+QTONhJK8xvgqZkVTv/b+wxgUAaD2Y8+FcWHfJWrhwoVauXKmioiIlJp56P3yPxyOPxxPGyL5ypPIX8nq3yrIsuYzxJab2iT8QS5L3xN9KQnyfiMQIAGgFjEKwvXpIIok6AVU+UlJS5Ha7VV5e7tdeXl6utLS00177yCOPaOHChfrjH/+ofv36BR5pGBw7slpHDn81idQ6PrlD5mv/t9tqGHyJV9JZuWGPEQCAaBdQ8pGQkKBBgwb5TRZtmDyalZV1yusWLVqkefPmae3atRo8eLDzaFuQMbU6Vnm/4uRSvFyKO5FifH3bfcuyZIw5cdPq9K/ykaqvZ+gFAGISq10cC3i1S15enpYvX67nn39epaWlmjJliqqrq5Wbe7wKMH78eM2aNct3/sMPP6w5c+aooKBAGRkZKisrU1lZmQ4fPhy6bxECNYeflWz/eStuY53i7OPqvbtV8eXdLRkWAKC1CnayacMRgwKe8zFmzBjt379fc+fOVVlZmQYMGKC1a9f6JqHu3r1bLtdXOc1TTz2l2tpa3XDDDX795Ofn6/777w8u+hDy1m/R8Vzs+F+CJUuyjFymYULyV9mp8Z3pVV3dPyIQLQAA0cvRhNNp06Zp2rRpTb5XVFTk93rXrl1OPiLsXO4MyS/BOJ5uuC1LljGqa2i3vrbXmHEpPu6CsMYJAGgdQrFahdUuMc5yf0MnTzv2nlTtaHSN3PpGZ3Y5BYCYFIo5GyQfsa3u6OuSjlc8vMbIlvGtcGlIPYw5vrvpV3t91Csu7rwIRAsAQPQi+TjBUrwa9jB1Ww0JbcPeHpYsc2Io5kTicXxmiJExdbKsyOxJAgCIICofjjl6qm1b5DnrthP/l0uSpTjLOlH5iFPyN36rjskPNDk52Ws3b2dXAEAbw1Jbx0g+TohPzJbnrP8nY7U/PvRyYqjFsrw6fPB/TrGbaZzcrpTwBgoAQJQj+Tih9shrqjn8uGxTJa/fwlrJtvcq3t1DHdqP+VqrpW90mi+Xq0O4QwUAtAbs8+EYcz5OqKl+TtLXltGepLbmTaV0fkxntf+B6r175Ynvq4SEi8MWHwCgdWGprXMkHz4Nm4tJLlmy/WofLsnYsixL7RKHRiQ6AEArw4RTxxh2OSHOM0zS8ZUtblm+Z7tILsnyyNPumsgFBwBAG0Ll44Tao29L+mpnU0lyW2fLnTBI7ZPukjuuR+SCAwC0PraRrCArF3ZsVj5IPiQZ45XxbvOlHQ01D9t8qQRPpuLjL4lccACA1olhF8cYdpHkrftUkldS4wnIR6ueiFBUAAC0TVQ+JBlTI6npFU/GHA1vMACAKBGKTcJis/JB8iEpLn6AZKVKpvFupS6eWgsAaArDLo4x7CLJcnVQx3NeUeNczJKn3ehIhAQAQJtF8nGCOy5DHZIfPPEqTpJLLldXJXb470iGBQBorWwTmiMGxeSwi6nfpbpD+TLeHbLiLlZ88s9kubsoscN/y+U+V3U1f5blSlZi+3FyuTpHOlwAQGtk7ONHsH3EoJhLPmxvher+faNkfynJlvGWqe7ATsWn/EGWFa+ExCuUkHhFpMMEAKDNiqlhF7umWPX7hkn2v/XV2havTP0/Zeq3RzI0AEC0aZhwGuwRg2Km8mHsatkHJ8voFEtnvQek+PDGBACIYrZR0EtlmfPRxnn3SKb6lG/bpjq2ykAAgOCw1Nax2Pm9dadKcvu2Tj+ZK+7ccEYDAEDMipnkw3J1lhKGyGoi/bDa/Uiu+D4RiAoAELWMQjDnI9JfIjJiZtjFmHpZtR/Jkktuy5JtbHlPTDp1xfePcHQAgKjDsItjMVP5UPVySV5Z1vHKhyVLrhNf31s5S3bt3yIYHAAAsSN2Kh+16/1eW5Yl62sJp137iVwJVEAAAM1kf/0Z6MH0EXtiJvmQleD30hj/JVKWOyXMAQEAohrDLo7FRPJh6v5XqvmTJOP3/+eGOR9y95QrcVREYgMAINbERvJx5CVJRkZGDYtdjDG+lS9GibIsdhgDAASAyodjMZF8yNTq5PVMlvXVoltbtWEPCQAQ5djh1LHYWO0Sf7EkNdrj43jSauRqf1MkogIAICbFRuXjyAp9PfUwDZmqFSer/WS5O0yIVGQAgChljC1jglutEuz10arNJx/GmOPPdTmRcFiyZCle6jBJro4/iWhsAIAoZkzwwyYxOuejzQ+7WJYluc+T/1etlxX3rUiFBABoC4LeWj0EE1ajVJtPPiTJ6rRYspK/amh3o8TSWgAAIqLND7tIkhXfRzrnPan+n5IrWVbceZEOCQAQ7WxbsoKcs8Gcj7bNcnWQEgZEOgwAQFthQrDUlmEXAACAlhczlQ8AAELJ2LZMkMMuLLUFAADNx7CLYwy7AACAsKLyAQCAE7aRLCofTpB8AADghDGSgl1qG5vJB8MuAAAgrKh8AADggLGNTJDDLiZGKx8kHwAAOGFsBT/swlJbAADQTFQ+nGPOBwAACKuoqHw0ZIaVlZURjgQA0No1/Fa0dFWh3tQEPWxSr7oQRRNdoiL5qKqqkiSlp6dHOBIAQLSoqqpScnJyyPtNSEhQWlqaPihbE5L+0tLSlJCQEJK+ooVlomDAybZt/etf/1LHjh1lWVazrqmsrFR6err27NmjpKSkFo4wOnGPzox7dGbcozPjHp1ZKO+RMUZVVVXq1q2bXK6WmV1w7Ngx1dbWhqSvhIQEJSYmhqSvaBEVlQ+Xy6Vzzz3X0bVJSUn8j/0MuEdnxj06M+7RmXGPzixU96glKh5fl5iYGHMJQygx4RQAAIQVyQcAAAirNpt8eDwe5efny+PxRDqUVot7dGbcozPjHp0Z9+jMuEexJSomnAIAgLajzVY+AABA60TyAQAAworkAwAAhBXJBwAACCuSDwAAEFZRnXwsXbpUGRkZSkxMVGZmptavX3/a83/3u9/poosuUmJiovr27as1a0KzL39rFsg9Wr58uYYOHarOnTurc+fOys7OPuM9bQsC/TtqsHLlSlmWpeuuu65lA2wFAr1HBw8e1NSpU9W1a1d5PB716tWrzf/vLdB7tGTJEl144YVq166d0tPTNWPGDB07dixM0Ybfn//8Z+Xk5Khbt26yLEuvvfbaGa8pKirSt7/9bXk8Hl1wwQV67rnnWjxOhImJUitXrjQJCQmmoKDA/OMf/zATJ040nTp1MuXl5U2e/+GHHxq3220WLVpkNm/ebGbPnm3i4+PNpk2bwhx5+AR6j8aOHWuWLl1qPv30U1NaWmpuueUWk5ycbP7v//4vzJGHT6D3qMHOnTtN9+7dzdChQ821114bnmAjJNB7VFNTYwYPHmxGjRplPvjgA7Nz505TVFRkSkpKwhx5+AR6j1asWGE8Ho9ZsWKF2blzp3n77bdN165dzYwZM8IcefisWbPG3HfffebVV181kszvf//7056/Y8cO0759e5OXl2c2b95snnjiCeN2u83atWvDEzBaVNQmH5deeqmZOnWq77XX6zXdunUzCxYsaPL8H/7wh+b73/++X1tmZqa5/fbbWzTOSAr0Hp2svr7edOzY0Tz//PMtFWLEOblH9fX1ZsiQIeaZZ54xEyZMaPPJR6D36KmnnjLnn3++qa2tDVeIERfoPZo6dar53ve+59eWl5dnLrvsshaNs7VoTvJx9913m4svvtivbcyYMWbkyJEtGBnCJSqHXWpra7VhwwZlZ2f72lwul7Kzs1VcXNzkNcXFxX7nS9LIkSNPeX60c3KPTnbkyBHV1dXp7LPPbqkwI8rpPfrZz36mLl266NZbbw1HmBHl5B698cYbysrK0tSpU5WamqpLLrlE8+fPl9frDVfYYeXkHg0ZMkQbNmzwDc3s2LFDa9as0ahRo8ISczSItX+zY01UPNX2ZBUVFfJ6vUpNTfVrT01N1ZYtW5q8pqysrMnzy8rKWizOSHJyj052zz33qFu3bo3+AWgrnNyjDz74QM8++6xKSkrCEGHkOblHO3bs0Hvvvaebb75Za9as0fbt23XHHXeorq5O+fn54Qg7rJzco7Fjx6qiokKXX365jDGqr6/X5MmTde+994Yj5Khwqn+zKysrdfToUbVr1y5CkSEUorLygZa3cOFCrVy5Ur///e95bPQJVVVVGjdunJYvX66UlJRIh9Nq2batLl266Omnn9agQYM0ZswY3XfffVq2bFmkQ2s1ioqKNH/+fD355JPauHGjXn31Va1evVrz5s2LdGhAWERl5SMlJUVut1vl5eV+7eXl5UpLS2vymrS0tIDOj3ZO7lGDRx55RAsXLtS7776rfv36tWSYERXoPfrss8+0a9cu5eTk+Nps25YkxcXFaevWrerZs2fLBh1mTv6Ounbtqvj4eLndbl9b7969VVZWptraWiUkJLRozOHm5B7NmTNH48aN02233SZJ6tu3r6qrqzVp0iTdd999crn478JT/ZudlJRE1aMNiMq/8ISEBA0aNEiFhYW+Ntu2VVhYqKysrCavycrK8jtfkt55551Tnh/tnNwjSVq0aJHmzZuntWvXavDgweEINWICvUcXXXSRNm3apJKSEt8xevRoDR8+XCUlJUpPTw9n+GHh5O/osssu0/bt232JmSRt27ZNXbt2bXOJh+TsHh05cqRRgtGQrBme9Skp9v7NjjmRnvHq1MqVK43H4zHPPfec2bx5s5k0aZLp1KmTKSsrM8YYM27cODNz5kzf+R9++KGJi4szjzzyiCktLTX5+fkxsdQ2kHu0cOFCk5CQYF555RXzxRdf+I6qqqpIfYUWF+g9OlksrHYJ9B7t3r3bdOzY0UybNs1s3brV/OEPfzBdunQxDz74YKS+QosL9B7l5+ebjh07mt/+9rdmx44d5o9//KPp2bOn+eEPfxipr9DiqqqqzKeffmo+/fRTI8ksXrzYfPrpp+bzzz83xhgzc+ZMM27cON/5DUtt/+d//seUlpaapUuXstS2DYna5MMYY5544gnzzW9+0yQkJJhLL73UfPTRR773hg0bZiZMmOB3/ssvv2x69eplEhISzMUXX2xWr14d5ojDL5B71KNHDyOp0ZGfnx/+wMMo0L+jr4uF5MOYwO/RunXrTGZmpvF4POb88883Dz30kKmvrw9z1OEVyD2qq6sz999/v+nZs6dJTEw06enp5o477jBffvll+AMPk/fff7/Jf18a7suECRPMsGHDGl0zYMAAk5CQYM4//3zz61//Ouxxo2VYxlDjAwAA4ROVcz4AAED0IvkAAABhRfIBAADCiuQDAACEFckHAAAIK5IPAAAQViQfAAAgrEg+AABAWJF8AACAsCL5AAAAYUXyAQAAwur/AyyQzuOAhUzjAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -287,10 +287,10 @@ "tpr_s = []\n", "fpr_s = []\n", "scores = []\n", - "for m in metrics:\n", - " tpr_s.append(m['tpr'])\n", - " scores.append(m['score'])\n", - " fpr_s.append(m['fpr'])\n", + "for i in indices:\n", + " tpr_s.append(metrics[i]['tpr'])\n", + " scores.append(metrics[i]['score'])\n", + " fpr_s.append(metrics[i]['fpr'])\n", "fig, ax = plt.subplots()\n", "ax.set_title('TPR over FPR')\n", "sc = ax.scatter(fpr_s, tpr_s, marker='.', c=scores)\n", diff --git a/PHM08_basic_paramsweep.ipynb b/PHM08_basic_paramsweep.ipynb index 6fc1dd7..d29793a 100644 --- a/PHM08_basic_paramsweep.ipynb +++ b/PHM08_basic_paramsweep.ipynb @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "id": "59262a33-b3b0-432a-a3a7-ef74e22da2df", "metadata": {}, "outputs": [ @@ -183,7 +183,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -214,13 +214,15 @@ "scores = []\n", "for m in metrics:\n", " tpr_s.append(m['tpr'])\n", - " scores.append(m['score'])\n", + " scores.append(m['f_measure'])\n", " fpr_s.append(m['fpr'])\n", "fig, ax = plt.subplots()\n", "ax.set_title('TPR over FPR')\n", "sc = ax.scatter(fpr_s, tpr_s, marker='.', c=scores)\n", + "ax.set_xlabel(\"FPR\")\n", + "ax.set_ylabel(\"TPR\")\n", "cb = fig.colorbar(sc)\n", - "cb.set_label('CLF Score')" + "cb.set_label('f measure Score')" ] }, { diff --git a/band.py b/band.py new file mode 100644 index 0000000..8f732fc --- /dev/null +++ b/band.py @@ -0,0 +1,33 @@ +import numpy as np + +# Band data set +# A test data set meant to an imbalanced data set with a small positive class (4.886%) +# Randomly sample [0, 1) x [0, 1) +# Points within the annulus with +# - c = [0.5, 0.5] +# - 0.38 < r < 0.4 +# Are Positive (1) +# All other points are Negative (0) +np.random.seed(seed=0) +def make_dataset(n): + x = np.random.rand(n, 2) + y = [] + for i in range(0, n): + x_i = x[i] + r = np.linalg.norm(x_i - 0.5) + if r < 0.4 and r > 0.375: + y.append(1) + else: + y.append(0) + + return (x, y) + +def test_dataset(): + avg = 0 + runs = 100 + n = 5000 + for i in range(0, runs): + (_, y) = make_band_dataset(n) + run_ratio = float(np.sum(y)) / n + avg += run_ratio / runs + print(f"band test, avg positive percentage: {avg * 100}") \ No newline at end of file