From 4f843e04604663b6f566417c9f51a2a1ab570499 Mon Sep 17 00:00:00 2001 From: Aleksey Filippov Date: Fri, 28 Feb 2025 11:06:55 +0400 Subject: [PATCH] Fix temp density and temp viscosity --- temp_density_tree.ipynb | 378 +++++++++++++++++++++----------------- temp_density_tree1.ipynb | 317 ++++++++++++++++++-------------- temp_viscosity_tree.ipynb | 47 +++-- 3 files changed, 416 insertions(+), 326 deletions(-) diff --git a/temp_density_tree.ipynb b/temp_density_tree.ipynb index 9fb964e..7c598bb 100644 --- a/temp_density_tree.ipynb +++ b/temp_density_tree.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 44, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 71, "metadata": {}, "outputs": [ { @@ -154,7 +154,7 @@ " if (Density > 1.042) and (Density > 1.069) and (Density > 1.118) and (Density > 1.179) and (Al2O3 > 0.15) and (Density > 1.182) -> 22.5]" ] }, - "execution_count": 45, + "execution_count": 71, "metadata": {}, "output_type": "execute_result" } @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -214,7 +214,7 @@ " if (Density > 1.042) and (Al2O3 > 0.15) -> 22.5]" ] }, - "execution_count": 46, + "execution_count": 72, "metadata": {}, "output_type": "execute_result" } @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 73, "metadata": {}, "outputs": [ { @@ -262,7 +262,7 @@ " if (Density > 1.042) and (Al2O3 > 0.15) -> 22.5]" ] }, - "execution_count": 47, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -278,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -501,7 +501,7 @@ "Density 1.169058 1.2186 " ] }, - "execution_count": 48, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -520,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -552,7 +552,7 @@ " if (Density = 1.219) and (Al2O3 = 0.3) -> 22.5]" ] }, - "execution_count": 49, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -567,9 +567,17 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 124, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/user/Projects/python/fuzzy-rules-generator/.venv/lib/python3.12/site-packages/skfuzzy/control/fuzzyvariable.py:125: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, { "data": { "image/png": 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", @@ -602,7 +610,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -628,13 +636,13 @@ "ti.view()\n", "density.automf(5, variable_type=\"quant\")\n", "density.view()\n", - "temp.automf(3, variable_type=\"quant\")\n", + "temp.automf(5, variable_type=\"quant\")\n", "temp.view()" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -649,28 +657,28 @@ { "data": { "text/plain": [ - "[IF density[low] AND al[high] THEN temp[low]\n", + "[IF density[low] AND al[high] THEN temp[lower]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF (density[low] AND ti[low]) AND al[low] THEN temp[average]\n", - " \tAND aggregation function : fmin\n", - " \tOR aggregation function : fmax,\n", - " IF (density[low] AND ti[low]) AND al[high] THEN temp[high]\n", - " \tAND aggregation function : fmin\n", - " \tOR aggregation function : fmax,\n", - " IF density[low] AND ti[high] THEN temp[high]\n", - " \tAND aggregation function : fmin\n", - " \tOR aggregation function : fmax,\n", - " IF density[low] THEN temp[average]\n", + " IF (density[low] AND ti[low]) AND al[low] THEN temp[low]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", " IF density[lower] THEN temp[high]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF density[average] THEN temp[high]\n", + " IF (density[low] AND ti[low]) AND al[high] THEN temp[high]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF density[average] AND al[low] THEN temp[high]\n", + " IF density[low] AND ti[high] THEN temp[higher]\n", + " \tAND aggregation function : fmin\n", + " \tOR aggregation function : fmax,\n", + " IF density[low] AND al[low] THEN temp[lower]\n", + " \tAND aggregation function : fmin\n", + " \tOR aggregation function : fmax,\n", + " IF density[average] THEN temp[higher]\n", + " \tAND aggregation function : fmin\n", + " \tOR aggregation function : fmax,\n", + " IF density[average] AND al[low] THEN temp[higher]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", " IF density[average] AND al[high] THEN temp[average]\n", @@ -679,12 +687,12 @@ " IF density[higher] AND al[low] THEN temp[low]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF density[higher] AND al[high] THEN temp[low]\n", + " IF density[higher] AND al[high] THEN temp[lower]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax]" ] }, - "execution_count": 65, + "execution_count": 125, "metadata": {}, "output_type": "execute_result" } @@ -706,7 +714,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -735,7 +743,7 @@ " Rules \n", "=======\n", "RULE #0:\n", - " IF density[low] AND al[high] THEN temp[low]\n", + " IF density[low] AND al[high] THEN temp[lower]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -744,10 +752,10 @@ " - al[high] : 0.0\n", " density[low] AND al[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[low] : 0.0\n", + " temp[lower] : 0.0\n", "\n", "RULE #1:\n", - " IF (density[low] AND ti[low]) AND al[low] THEN temp[average]\n", + " IF (density[low] AND ti[low]) AND al[low] THEN temp[low]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -757,9 +765,20 @@ " - al[low] : 1.0\n", " (density[low] AND ti[low]) AND al[low] = 0.5693410286540264\n", " Activation (THEN-clause):\n", - " temp[average] : 0.5693410286540264\n", + " temp[low] : 0.5693410286540264\n", "\n", "RULE #2:\n", + " IF density[lower] THEN temp[high]\n", + "\tAND aggregation function : fmin\n", + "\tOR aggregation function : fmax\n", + "\n", + " Aggregation (IF-clause):\n", + " - density[lower] : 0.43065897134597164\n", + " density[lower] = 0.43065897134597164\n", + " Activation (THEN-clause):\n", + " temp[high] : 0.43065897134597164\n", + "\n", + "RULE #3:\n", " IF (density[low] AND ti[low]) AND al[high] THEN temp[high]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", @@ -772,8 +791,8 @@ " Activation (THEN-clause):\n", " temp[high] : 0.0\n", "\n", - "RULE #3:\n", - " IF density[low] AND ti[high] THEN temp[high]\n", + "RULE #4:\n", + " IF density[low] AND ti[high] THEN temp[higher]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -782,32 +801,22 @@ " - ti[high] : 0.0\n", " density[low] AND ti[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[high] : 0.0\n", + " temp[higher] : 0.0\n", "\n", - "RULE #4:\n", - " IF density[low] THEN temp[average]\n", + "RULE #5:\n", + " IF density[low] AND al[low] THEN temp[lower]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", " Aggregation (IF-clause):\n", " - density[low] : 0.5693410286540264\n", - " density[low] = 0.5693410286540264\n", + " - al[low] : 1.0\n", + " density[low] AND al[low] = 0.5693410286540264\n", " Activation (THEN-clause):\n", - " temp[average] : 0.5693410286540264\n", - "\n", - "RULE #5:\n", - " IF density[lower] THEN temp[high]\n", - "\tAND aggregation function : fmin\n", - "\tOR aggregation function : fmax\n", - "\n", - " Aggregation (IF-clause):\n", - " - density[lower] : 0.43065897134597164\n", - " density[lower] = 0.43065897134597164\n", - " Activation (THEN-clause):\n", - " temp[high] : 0.43065897134597164\n", + " temp[lower] : 0.5693410286540264\n", "\n", "RULE #6:\n", - " IF density[average] THEN temp[high]\n", + " IF density[average] THEN temp[higher]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -815,10 +824,10 @@ " - density[average] : 0.0\n", " density[average] = 0.0\n", " Activation (THEN-clause):\n", - " temp[high] : 0.0\n", + " temp[higher] : 0.0\n", "\n", "RULE #7:\n", - " IF density[average] AND al[low] THEN temp[high]\n", + " IF density[average] AND al[low] THEN temp[higher]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -827,7 +836,7 @@ " - al[low] : 1.0\n", " density[average] AND al[low] = 0.0\n", " Activation (THEN-clause):\n", - " temp[high] : 0.0\n", + " temp[higher] : 0.0\n", "\n", "RULE #8:\n", " IF density[average] AND al[high] THEN temp[average]\n", @@ -854,7 +863,7 @@ " temp[low] : 0.0\n", "\n", "RULE #10:\n", - " IF density[higher] AND al[high] THEN temp[low]\n", + " IF density[higher] AND al[high] THEN temp[lower]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -863,26 +872,30 @@ " - al[high] : 0.0\n", " density[higher] AND al[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[low] : 0.0\n", + " temp[lower] : 0.0\n", "\n", "\n", "==============================\n", " Intermediaries and Conquests \n", "==============================\n", - "Consequent: temp = 47.13412979960593\n", - " low:\n", - " Accumulate using accumulation_max : 0.0\n", - " average:\n", + "Consequent: temp = 41.73310616908626\n", + " lower:\n", " Accumulate using accumulation_max : 0.5693410286540264\n", + " low:\n", + " Accumulate using accumulation_max : 0.5693410286540264\n", + " average:\n", + " Accumulate using accumulation_max : 0.0\n", " high:\n", " Accumulate using accumulation_max : 0.43065897134597164\n", + " higher:\n", + " Accumulate using accumulation_max : 0.0\n", "\n" ] }, { "data": { "text/plain": [ - "np.float64(47.13412979960593)" + "np.float64(41.73310616908626)" ] }, "metadata": {}, @@ -890,7 +903,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -911,7 +924,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -952,8 +965,8 @@ " 0.0\n", " 1.06250\n", " 20\n", - " 46.094987\n", - " 26.095\n", + " 39.276564\n", + " 19.277\n", " \n", " \n", " 1\n", @@ -962,8 +975,8 @@ " 0.0\n", " 1.05979\n", " 25\n", - " 46.553081\n", - " 21.553\n", + " 40.474182\n", + " 15.474\n", " \n", " \n", " 2\n", @@ -972,8 +985,8 @@ " 0.0\n", " 1.05404\n", " 35\n", - " 47.812656\n", - " 12.813\n", + " 43.002194\n", + " 8.002\n", " \n", " \n", " 3\n", @@ -982,8 +995,8 @@ " 0.0\n", " 1.05103\n", " 40\n", - " 48.650748\n", - " 8.651\n", + " 44.373956\n", + " 4.374\n", " \n", " \n", " 4\n", @@ -992,8 +1005,8 @@ " 0.0\n", " 1.04794\n", " 45\n", - " 49.664863\n", - " 4.665\n", + " 45.803674\n", + " 0.804\n", " \n", " \n", " 5\n", @@ -1002,8 +1015,8 @@ " 0.0\n", " 1.04477\n", " 50\n", - " 50.899825\n", - " 0.900\n", + " 47.330811\n", + " 2.669\n", " \n", " \n", " 6\n", @@ -1012,8 +1025,8 @@ " 0.0\n", " 1.03826\n", " 60\n", - " 54.286981\n", - " 5.713\n", + " 50.888953\n", + " 9.111\n", " \n", " \n", " 7\n", @@ -1022,8 +1035,8 @@ " 0.0\n", " 1.03484\n", " 65\n", - " 56.744067\n", - " 8.256\n", + " 53.183324\n", + " 11.817\n", " \n", " \n", " 8\n", @@ -1032,8 +1045,8 @@ " 0.0\n", " 1.03182\n", " 70\n", - " 59.521802\n", - " 10.478\n", + " 55.645272\n", + " 14.355\n", " \n", " \n", " 9\n", @@ -1042,8 +1055,8 @@ " 0.0\n", " 1.08755\n", " 20\n", - " 45.513146\n", - " 25.513\n", + " 37.043626\n", + " 17.044\n", " \n", " \n", " 10\n", @@ -1052,8 +1065,8 @@ " 0.0\n", " 1.07105\n", " 45\n", - " 45.157215\n", - " 0.157\n", + " 36.776662\n", + " 8.223\n", " \n", " \n", " 11\n", @@ -1062,8 +1075,8 @@ " 0.0\n", " 1.06760\n", " 50\n", - " 45.445257\n", - " 4.555\n", + " 38.797623\n", + " 11.202\n", " \n", " \n", " 12\n", @@ -1072,8 +1085,8 @@ " 0.0\n", " 1.06409\n", " 55\n", - " 45.863334\n", - " 9.137\n", + " 40.347656\n", + " 14.652\n", " \n", " \n", " 13\n", @@ -1082,8 +1095,8 @@ " 0.0\n", " 1.05691\n", " 65\n", - " 47.132241\n", - " 17.868\n", + " 42.508159\n", + " 22.492\n", " \n", " \n", " 14\n", @@ -1092,8 +1105,8 @@ " 0.0\n", " 1.05291\n", " 70\n", - " 48.111432\n", - " 21.889\n", + " 43.516405\n", + " 26.484\n", " \n", " \n", "\n", @@ -1101,24 +1114,24 @@ ], "text/plain": [ " T Al2O3 TiO2 Density Real Inferred RMSE\n", - "0 20 0.00 0.0 1.06250 20 46.094987 26.095\n", - "1 25 0.00 0.0 1.05979 25 46.553081 21.553\n", - "2 35 0.00 0.0 1.05404 35 47.812656 12.813\n", - "3 40 0.00 0.0 1.05103 40 48.650748 8.651\n", - "4 45 0.00 0.0 1.04794 45 49.664863 4.665\n", - "5 50 0.00 0.0 1.04477 50 50.899825 0.900\n", - "6 60 0.00 0.0 1.03826 60 54.286981 5.713\n", - "7 65 0.00 0.0 1.03484 65 56.744067 8.256\n", - "8 70 0.00 0.0 1.03182 70 59.521802 10.478\n", - "9 20 0.05 0.0 1.08755 20 45.513146 25.513\n", - "10 45 0.05 0.0 1.07105 45 45.157215 0.157\n", - "11 50 0.05 0.0 1.06760 50 45.445257 4.555\n", - "12 55 0.05 0.0 1.06409 55 45.863334 9.137\n", - "13 65 0.05 0.0 1.05691 65 47.132241 17.868\n", - "14 70 0.05 0.0 1.05291 70 48.111432 21.889" + "0 20 0.00 0.0 1.06250 20 39.276564 19.277\n", + "1 25 0.00 0.0 1.05979 25 40.474182 15.474\n", + "2 35 0.00 0.0 1.05404 35 43.002194 8.002\n", + "3 40 0.00 0.0 1.05103 40 44.373956 4.374\n", + "4 45 0.00 0.0 1.04794 45 45.803674 0.804\n", + "5 50 0.00 0.0 1.04477 50 47.330811 2.669\n", + "6 60 0.00 0.0 1.03826 60 50.888953 9.111\n", + "7 65 0.00 0.0 1.03484 65 53.183324 11.817\n", + "8 70 0.00 0.0 1.03182 70 55.645272 14.355\n", + "9 20 0.05 0.0 1.08755 20 37.043626 17.044\n", + "10 45 0.05 0.0 1.07105 45 36.776662 8.223\n", + "11 50 0.05 0.0 1.06760 50 38.797623 11.202\n", + "12 55 0.05 0.0 1.06409 55 40.347656 14.652\n", + "13 65 0.05 0.0 1.05691 65 42.508159 22.492\n", + "14 70 0.05 0.0 1.05291 70 43.516405 26.484" ] }, - "execution_count": 67, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" } @@ -1150,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -1191,8 +1204,8 @@ " 0.00\n", " 1.05696\n", " 30\n", - " 47.121319\n", - " 17.121\n", + " 41.707469\n", + " 11.707\n", " \n", " \n", " 1\n", @@ -1201,8 +1214,8 @@ " 0.00\n", " 1.04158\n", " 55\n", - " 52.390781\n", - " 2.609\n", + " 48.979472\n", + " 6.021\n", " \n", " \n", " 2\n", @@ -1211,8 +1224,8 @@ " 0.00\n", " 1.08438\n", " 25\n", - " 45.222921\n", - " 20.223\n", + " 35.546123\n", + " 10.546\n", " \n", " \n", " 3\n", @@ -1221,8 +1234,8 @@ " 0.00\n", " 1.08112\n", " 30\n", - " 45.031722\n", - " 15.032\n", + " 33.702339\n", + " 3.702\n", " \n", " \n", " 4\n", @@ -1231,8 +1244,8 @@ " 0.00\n", " 1.07781\n", " 35\n", - " 44.952086\n", - " 9.952\n", + " 31.483248\n", + " 3.517\n", " \n", " \n", " 5\n", @@ -1241,8 +1254,8 @@ " 0.00\n", " 1.07446\n", " 40\n", - " 44.992751\n", - " 4.993\n", + " 34.051564\n", + " 5.948\n", " \n", " \n", " 6\n", @@ -1251,8 +1264,8 @@ " 0.00\n", " 1.06053\n", " 60\n", - " 46.419899\n", - " 13.580\n", + " 41.554965\n", + " 18.445\n", " \n", " \n", " 7\n", @@ -1261,8 +1274,8 @@ " 0.00\n", " 1.17459\n", " 35\n", - " 32.104404\n", - " 2.896\n", + " 26.052643\n", + " 8.947\n", " \n", " \n", " 8\n", @@ -1271,8 +1284,8 @@ " 0.00\n", " 1.14812\n", " 65\n", - " 47.920831\n", - " 17.079\n", + " 51.649578\n", + " 13.350\n", " \n", " \n", " 9\n", @@ -1281,8 +1294,8 @@ " 0.05\n", " 1.07424\n", " 45\n", - " 44.999669\n", - " 0.000\n", + " 32.924090\n", + " 12.076\n", " \n", " \n", " 10\n", @@ -1291,8 +1304,8 @@ " 0.05\n", " 1.07075\n", " 50\n", - " 45.177446\n", - " 4.823\n", + " 35.608122\n", + " 14.392\n", " \n", " \n", " 11\n", @@ -1301,8 +1314,8 @@ " 0.05\n", " 1.06721\n", " 55\n", - " 45.485450\n", - " 9.515\n", + " 37.735219\n", + " 17.265\n", " \n", " \n", " 12\n", @@ -1311,8 +1324,8 @@ " 0.30\n", " 1.22417\n", " 20\n", - " 28.316733\n", - " 8.317\n", + " 32.475100\n", + " 12.475\n", " \n", " \n", " 13\n", @@ -1321,8 +1334,8 @@ " 0.30\n", " 1.21310\n", " 30\n", - " 28.432013\n", - " 1.568\n", + " 32.475102\n", + " 2.475\n", " \n", " \n", " 14\n", @@ -1331,8 +1344,8 @@ " 0.30\n", " 1.20265\n", " 40\n", - " 29.056559\n", - " 10.943\n", + " 32.475114\n", + " 7.525\n", " \n", " \n", " 15\n", @@ -1341,8 +1354,8 @@ " 0.30\n", " 1.18265\n", " 60\n", - " 31.098758\n", - " 28.901\n", + " 32.475245\n", + " 27.525\n", " \n", " \n", " 16\n", @@ -1351,8 +1364,8 @@ " 0.30\n", " 1.17261\n", " 70\n", - " 32.363220\n", - " 37.637\n", + " 32.477777\n", + " 37.522\n", " \n", " \n", "\n", @@ -1360,26 +1373,26 @@ ], "text/plain": [ " T Al2O3 TiO2 Density Real Inferred RMSE\n", - "0 30 0.00 0.00 1.05696 30 47.121319 17.121\n", - "1 55 0.00 0.00 1.04158 55 52.390781 2.609\n", - "2 25 0.05 0.00 1.08438 25 45.222921 20.223\n", - "3 30 0.05 0.00 1.08112 30 45.031722 15.032\n", - "4 35 0.05 0.00 1.07781 35 44.952086 9.952\n", - "5 40 0.05 0.00 1.07446 40 44.992751 4.993\n", - "6 60 0.05 0.00 1.06053 60 46.419899 13.580\n", - "7 35 0.30 0.00 1.17459 35 32.104404 2.896\n", - "8 65 0.30 0.00 1.14812 65 47.920831 17.079\n", - "9 45 0.00 0.05 1.07424 45 44.999669 0.000\n", - "10 50 0.00 0.05 1.07075 50 45.177446 4.823\n", - "11 55 0.00 0.05 1.06721 55 45.485450 9.515\n", - "12 20 0.00 0.30 1.22417 20 28.316733 8.317\n", - "13 30 0.00 0.30 1.21310 30 28.432013 1.568\n", - "14 40 0.00 0.30 1.20265 40 29.056559 10.943\n", - "15 60 0.00 0.30 1.18265 60 31.098758 28.901\n", - "16 70 0.00 0.30 1.17261 70 32.363220 37.637" + "0 30 0.00 0.00 1.05696 30 41.707469 11.707\n", + "1 55 0.00 0.00 1.04158 55 48.979472 6.021\n", + "2 25 0.05 0.00 1.08438 25 35.546123 10.546\n", + "3 30 0.05 0.00 1.08112 30 33.702339 3.702\n", + "4 35 0.05 0.00 1.07781 35 31.483248 3.517\n", + "5 40 0.05 0.00 1.07446 40 34.051564 5.948\n", + "6 60 0.05 0.00 1.06053 60 41.554965 18.445\n", + "7 35 0.30 0.00 1.17459 35 26.052643 8.947\n", + "8 65 0.30 0.00 1.14812 65 51.649578 13.350\n", + "9 45 0.00 0.05 1.07424 45 32.924090 12.076\n", + "10 50 0.00 0.05 1.07075 50 35.608122 14.392\n", + "11 55 0.00 0.05 1.06721 55 37.735219 17.265\n", + "12 20 0.00 0.30 1.22417 20 32.475100 12.475\n", + "13 30 0.00 0.30 1.21310 30 32.475102 2.475\n", + "14 40 0.00 0.30 1.20265 40 32.475114 7.525\n", + "15 60 0.00 0.30 1.18265 60 32.475245 27.525\n", + "16 70 0.00 0.30 1.17261 70 32.477777 37.522" ] }, - "execution_count": 68, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } @@ -1395,19 +1408,42 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "result_test.hist(bins=30, figsize=(10, 10))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'RMSE_train': 15.354573113986062,\n", - " 'RMSE_test': 15.530460096876435,\n", - " 'RMAE_test': 3.4741778705724395,\n", - " 'R2_test': -0.13066358713988602}" + "{'RMSE_train': 14.558276689668899,\n", + " 'RMSE_test': 15.299814000482547,\n", + " 'RMAE_test': 3.543337541765307,\n", + " 'R2_test': -0.09732952379343951}" ] }, - "execution_count": 69, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } diff --git a/temp_density_tree1.ipynb b/temp_density_tree1.ipynb index 6175c49..1ba5175 100644 --- a/temp_density_tree1.ipynb +++ b/temp_density_tree1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 20, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -78,7 +78,7 @@ " if (Density <= 1.208) and (TiO2 <= 0.025) and (Density <= 1.067) -> 48.333]" ] }, - "execution_count": 21, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -119,7 +119,7 @@ " if (Density <= 1.208) and (TiO2 <= 0.025) -> 48.333]" ] }, - "execution_count": 22, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -159,7 +159,7 @@ " if (Density <= 1.208) and (TiO2 <= 0.025) -> 48.333]" ] }, - "execution_count": 23, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -175,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -398,7 +398,7 @@ "Density 1.169058 1.2186 " ] }, - "execution_count": 24, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -417,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -441,7 +441,7 @@ " if (Density = 1.032) and (TiO2 = 0.0) -> 48.333]" ] }, - "execution_count": 25, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -456,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -499,7 +499,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -525,13 +525,13 @@ "ti.view()\n", "density.automf(3, variable_type=\"quant\")\n", "density.view()\n", - "temp.automf(3, variable_type=\"quant\")\n", + "temp.automf(7, variable_type=\"quant\")\n", "temp.view()" ] }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -546,19 +546,19 @@ { "data": { "text/plain": [ - "[IF density[high] THEN temp[low]\n", + "[IF density[high] THEN temp[lower]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF (density[average] AND ti[low]) AND al[low] THEN temp[average]\n", + " IF (density[average] AND ti[low]) AND al[low] THEN temp[low]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF (density[average] AND ti[low]) AND al[high] THEN temp[average]\n", + " IF (density[average] AND ti[low]) AND al[high] THEN temp[high]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF density[low] AND ti[average] THEN temp[average]\n", + " IF density[low] AND ti[average] THEN temp[high]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", - " IF density[low] AND ti[high] THEN temp[high]\n", + " IF density[low] AND ti[high] THEN temp[highest]\n", " \tAND aggregation function : fmin\n", " \tOR aggregation function : fmax,\n", " IF density[low] AND ti[low] THEN temp[average]\n", @@ -566,7 +566,7 @@ " \tOR aggregation function : fmax]" ] }, - "execution_count": 127, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -588,7 +588,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -615,7 +615,7 @@ " Rules \n", "=======\n", "RULE #0:\n", - " IF density[high] THEN temp[low]\n", + " IF density[high] THEN temp[lower]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -623,10 +623,10 @@ " - density[high] : 0.0\n", " density[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[low] : 0.0\n", + " temp[lower] : 0.0\n", "\n", "RULE #1:\n", - " IF (density[average] AND ti[low]) AND al[low] THEN temp[average]\n", + " IF (density[average] AND ti[low]) AND al[low] THEN temp[low]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -636,10 +636,10 @@ " - al[low] : 1.0\n", " (density[average] AND ti[low]) AND al[low] = 0.27513227513230565\n", " Activation (THEN-clause):\n", - " temp[average] : 0.27513227513230565\n", + " temp[low] : 0.27513227513230565\n", "\n", "RULE #2:\n", - " IF (density[average] AND ti[low]) AND al[high] THEN temp[average]\n", + " IF (density[average] AND ti[low]) AND al[high] THEN temp[high]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -649,10 +649,10 @@ " - al[high] : 0.0\n", " (density[average] AND ti[low]) AND al[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[average] : 0.0\n", + " temp[high] : 0.0\n", "\n", "RULE #3:\n", - " IF density[low] AND ti[average] THEN temp[average]\n", + " IF density[low] AND ti[average] THEN temp[high]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -661,10 +661,10 @@ " - ti[average] : 0.0\n", " density[low] AND ti[average] = 0.0\n", " Activation (THEN-clause):\n", - " temp[average] : 0.0\n", + " temp[high] : 0.0\n", "\n", "RULE #4:\n", - " IF density[low] AND ti[high] THEN temp[high]\n", + " IF density[low] AND ti[high] THEN temp[highest]\n", "\tAND aggregation function : fmin\n", "\tOR aggregation function : fmax\n", "\n", @@ -673,7 +673,7 @@ " - ti[high] : 0.0\n", " density[low] AND ti[high] = 0.0\n", " Activation (THEN-clause):\n", - " temp[high] : 0.0\n", + " temp[highest] : 0.0\n", "\n", "RULE #5:\n", " IF density[low] AND ti[low] THEN temp[average]\n", @@ -691,20 +691,28 @@ "==============================\n", " Intermediaries and Conquests \n", "==============================\n", - "Consequent: temp = 44.500000000000014\n", - " low:\n", + "Consequent: temp = 41.945501934095006\n", + " lowest:\n", + " Accumulate using accumulation_max : None\n", + " lower:\n", " Accumulate using accumulation_max : 0.0\n", + " low:\n", + " Accumulate using accumulation_max : 0.27513227513230565\n", " average:\n", " Accumulate using accumulation_max : 0.7248677248676944\n", " high:\n", " Accumulate using accumulation_max : 0.0\n", + " higher:\n", + " Accumulate using accumulation_max : None\n", + " highest:\n", + " Accumulate using accumulation_max : 0.0\n", "\n" ] }, { "data": { "text/plain": [ - "np.float64(44.500000000000014)" + "np.float64(41.945501934095006)" ] }, "metadata": {}, @@ -712,7 +720,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -733,7 +741,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -774,8 +782,8 @@ " 0.0\n", " 1.06250\n", " 20\n", - " 44.5\n", - " 24.5\n", + " 41.459120\n", + " 21.459\n", " \n", " \n", " 1\n", @@ -784,8 +792,8 @@ " 0.0\n", " 1.05979\n", " 25\n", - " 44.5\n", - " 19.5\n", + " 41.659673\n", + " 16.660\n", " \n", " \n", " 2\n", @@ -794,8 +802,8 @@ " 0.0\n", " 1.05404\n", " 35\n", - " 44.5\n", - " 9.5\n", + " 42.099779\n", + " 7.100\n", " \n", " \n", " 3\n", @@ -804,8 +812,8 @@ " 0.0\n", " 1.05103\n", " 40\n", - " 44.5\n", - " 4.5\n", + " 42.347242\n", + " 2.347\n", " \n", " \n", " 4\n", @@ -814,8 +822,8 @@ " 0.0\n", " 1.04794\n", " 45\n", - " 44.5\n", - " 0.5\n", + " 42.610185\n", + " 2.390\n", " \n", " \n", " 5\n", @@ -824,8 +832,8 @@ " 0.0\n", " 1.04477\n", " 50\n", - " 44.5\n", - " 5.5\n", + " 42.889015\n", + " 7.111\n", " \n", " \n", " 6\n", @@ -834,8 +842,8 @@ " 0.0\n", " 1.03826\n", " 60\n", - " 44.5\n", - " 15.5\n", + " 43.534924\n", + " 16.465\n", " \n", " \n", " 7\n", @@ -844,8 +852,8 @@ " 0.0\n", " 1.03484\n", " 65\n", - " 44.5\n", - " 20.5\n", + " 43.903559\n", + " 21.096\n", " \n", " \n", " 8\n", @@ -854,8 +862,8 @@ " 0.0\n", " 1.03182\n", " 70\n", - " 44.5\n", - " 25.5\n", + " 44.262804\n", + " 25.737\n", " \n", " \n", " 9\n", @@ -864,8 +872,8 @@ " 0.0\n", " 1.08755\n", " 20\n", - " 44.5\n", - " 24.5\n", + " 39.993857\n", + " 19.994\n", " \n", " \n", " 10\n", @@ -874,8 +882,8 @@ " 0.0\n", " 1.07105\n", " 45\n", - " 44.5\n", - " 0.5\n", + " 40.851253\n", + " 4.149\n", " \n", " \n", " 11\n", @@ -884,8 +892,8 @@ " 0.0\n", " 1.06760\n", " 50\n", - " 44.5\n", - " 5.5\n", + " 41.091876\n", + " 8.908\n", " \n", " \n", " 12\n", @@ -894,8 +902,8 @@ " 0.0\n", " 1.06409\n", " 55\n", - " 44.5\n", - " 10.5\n", + " 41.342701\n", + " 13.657\n", " \n", " \n", " 13\n", @@ -904,8 +912,8 @@ " 0.0\n", " 1.05691\n", " 65\n", - " 44.5\n", - " 20.5\n", + " 41.875477\n", + " 23.125\n", " \n", " \n", " 14\n", @@ -914,33 +922,33 @@ " 0.0\n", " 1.05291\n", " 70\n", - " 44.5\n", - " 25.5\n", + " 42.191078\n", + " 27.809\n", " \n", " \n", "\n", "" ], "text/plain": [ - " T Al2O3 TiO2 Density Real Inferred RMSE\n", - "0 20 0.00 0.0 1.06250 20 44.5 24.5\n", - "1 25 0.00 0.0 1.05979 25 44.5 19.5\n", - "2 35 0.00 0.0 1.05404 35 44.5 9.5\n", - "3 40 0.00 0.0 1.05103 40 44.5 4.5\n", - "4 45 0.00 0.0 1.04794 45 44.5 0.5\n", - "5 50 0.00 0.0 1.04477 50 44.5 5.5\n", - "6 60 0.00 0.0 1.03826 60 44.5 15.5\n", - "7 65 0.00 0.0 1.03484 65 44.5 20.5\n", - "8 70 0.00 0.0 1.03182 70 44.5 25.5\n", - "9 20 0.05 0.0 1.08755 20 44.5 24.5\n", - "10 45 0.05 0.0 1.07105 45 44.5 0.5\n", - "11 50 0.05 0.0 1.06760 50 44.5 5.5\n", - "12 55 0.05 0.0 1.06409 55 44.5 10.5\n", - "13 65 0.05 0.0 1.05691 65 44.5 20.5\n", - "14 70 0.05 0.0 1.05291 70 44.5 25.5" + " T Al2O3 TiO2 Density Real Inferred RMSE\n", + "0 20 0.00 0.0 1.06250 20 41.459120 21.459\n", + "1 25 0.00 0.0 1.05979 25 41.659673 16.660\n", + "2 35 0.00 0.0 1.05404 35 42.099779 7.100\n", + "3 40 0.00 0.0 1.05103 40 42.347242 2.347\n", + "4 45 0.00 0.0 1.04794 45 42.610185 2.390\n", + "5 50 0.00 0.0 1.04477 50 42.889015 7.111\n", + "6 60 0.00 0.0 1.03826 60 43.534924 16.465\n", + "7 65 0.00 0.0 1.03484 65 43.903559 21.096\n", + "8 70 0.00 0.0 1.03182 70 44.262804 25.737\n", + "9 20 0.05 0.0 1.08755 20 39.993857 19.994\n", + "10 45 0.05 0.0 1.07105 45 40.851253 4.149\n", + "11 50 0.05 0.0 1.06760 50 41.091876 8.908\n", + "12 55 0.05 0.0 1.06409 55 41.342701 13.657\n", + "13 65 0.05 0.0 1.05691 65 41.875477 23.125\n", + "14 70 0.05 0.0 1.05291 70 42.191078 27.809" ] }, - "execution_count": 129, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -972,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1013,8 +1021,8 @@ " 0.00\n", " 1.05696\n", " 30\n", - " 44.500000\n", - " 14.500\n", + " 41.871657\n", + " 11.872\n", " \n", " \n", " 1\n", @@ -1023,8 +1031,8 @@ " 0.00\n", " 1.04158\n", " 55\n", - " 44.500000\n", - " 10.500\n", + " 43.191501\n", + " 11.808\n", " \n", " \n", " 2\n", @@ -1033,8 +1041,8 @@ " 0.00\n", " 1.08438\n", " 25\n", - " 44.500000\n", - " 19.500\n", + " 40.142006\n", + " 15.142\n", " \n", " \n", " 3\n", @@ -1043,8 +1051,8 @@ " 0.00\n", " 1.08112\n", " 30\n", - " 44.500000\n", - " 14.500\n", + " 40.279597\n", + " 10.280\n", " \n", " \n", " 4\n", @@ -1053,8 +1061,8 @@ " 0.00\n", " 1.07781\n", " 35\n", - " 44.500000\n", - " 9.500\n", + " 40.403354\n", + " 5.403\n", " \n", " \n", " 5\n", @@ -1063,8 +1071,8 @@ " 0.00\n", " 1.07446\n", " 40\n", - " 44.500000\n", - " 4.500\n", + " 40.615252\n", + " 0.615\n", " \n", " \n", " 6\n", @@ -1073,8 +1081,8 @@ " 0.00\n", " 1.06053\n", " 60\n", - " 44.500000\n", - " 15.500\n", + " 41.605489\n", + " 18.395\n", " \n", " \n", " 7\n", @@ -1083,8 +1091,8 @@ " 0.00\n", " 1.17459\n", " 35\n", - " 41.203154\n", - " 6.203\n", + " 39.941390\n", + " 4.941\n", " \n", " \n", " 8\n", @@ -1093,8 +1101,8 @@ " 0.00\n", " 1.14812\n", " 65\n", - " 43.774218\n", - " 21.226\n", + " 44.873522\n", + " 20.126\n", " \n", " \n", " 9\n", @@ -1103,8 +1111,8 @@ " 0.05\n", " 1.07424\n", " 45\n", - " 44.500000\n", - " 0.500\n", + " 44.652831\n", + " 0.347\n", " \n", " \n", " 10\n", @@ -1113,8 +1121,8 @@ " 0.05\n", " 1.07075\n", " 50\n", - " 44.500000\n", - " 5.500\n", + " 44.842298\n", + " 5.158\n", " \n", " \n", " 11\n", @@ -1123,8 +1131,8 @@ " 0.05\n", " 1.06721\n", " 55\n", - " 44.500000\n", - " 10.500\n", + " 45.048945\n", + " 9.951\n", " \n", " \n", " 12\n", @@ -1133,8 +1141,8 @@ " 0.30\n", " 1.22417\n", " 20\n", - " 28.173467\n", - " 8.173\n", + " 28.180000\n", + " 8.180\n", " \n", " \n", " 13\n", @@ -1143,8 +1151,8 @@ " 0.30\n", " 1.21310\n", " 30\n", - " 28.203443\n", - " 1.797\n", + " 28.180272\n", + " 1.820\n", " \n", " \n", " 14\n", @@ -1153,8 +1161,8 @@ " 0.30\n", " 1.20265\n", " 40\n", - " 28.381994\n", - " 11.618\n", + " 28.180858\n", + " 11.819\n", " \n", " \n", " 15\n", @@ -1163,8 +1171,8 @@ " 0.30\n", " 1.18265\n", " 60\n", - " 29.046887\n", - " 30.953\n", + " 28.182820\n", + " 31.817\n", " \n", " \n", " 16\n", @@ -1173,8 +1181,8 @@ " 0.30\n", " 1.17261\n", " 70\n", - " 29.494924\n", - " 40.505\n", + " 28.184796\n", + " 41.815\n", " \n", " \n", "\n", @@ -1182,26 +1190,26 @@ ], "text/plain": [ " T Al2O3 TiO2 Density Real Inferred RMSE\n", - "0 30 0.00 0.00 1.05696 30 44.500000 14.500\n", - "1 55 0.00 0.00 1.04158 55 44.500000 10.500\n", - "2 25 0.05 0.00 1.08438 25 44.500000 19.500\n", - "3 30 0.05 0.00 1.08112 30 44.500000 14.500\n", - "4 35 0.05 0.00 1.07781 35 44.500000 9.500\n", - "5 40 0.05 0.00 1.07446 40 44.500000 4.500\n", - "6 60 0.05 0.00 1.06053 60 44.500000 15.500\n", - "7 35 0.30 0.00 1.17459 35 41.203154 6.203\n", - "8 65 0.30 0.00 1.14812 65 43.774218 21.226\n", - "9 45 0.00 0.05 1.07424 45 44.500000 0.500\n", - "10 50 0.00 0.05 1.07075 50 44.500000 5.500\n", - "11 55 0.00 0.05 1.06721 55 44.500000 10.500\n", - "12 20 0.00 0.30 1.22417 20 28.173467 8.173\n", - "13 30 0.00 0.30 1.21310 30 28.203443 1.797\n", - "14 40 0.00 0.30 1.20265 40 28.381994 11.618\n", - "15 60 0.00 0.30 1.18265 60 29.046887 30.953\n", - "16 70 0.00 0.30 1.17261 70 29.494924 40.505" + "0 30 0.00 0.00 1.05696 30 41.871657 11.872\n", + "1 55 0.00 0.00 1.04158 55 43.191501 11.808\n", + "2 25 0.05 0.00 1.08438 25 40.142006 15.142\n", + "3 30 0.05 0.00 1.08112 30 40.279597 10.280\n", + "4 35 0.05 0.00 1.07781 35 40.403354 5.403\n", + "5 40 0.05 0.00 1.07446 40 40.615252 0.615\n", + "6 60 0.05 0.00 1.06053 60 41.605489 18.395\n", + "7 35 0.30 0.00 1.17459 35 39.941390 4.941\n", + "8 65 0.30 0.00 1.14812 65 44.873522 20.126\n", + "9 45 0.00 0.05 1.07424 45 44.652831 0.347\n", + "10 50 0.00 0.05 1.07075 50 44.842298 5.158\n", + "11 55 0.00 0.05 1.06721 55 45.048945 9.951\n", + "12 20 0.00 0.30 1.22417 20 28.180000 8.180\n", + "13 30 0.00 0.30 1.21310 30 28.180272 1.820\n", + "14 40 0.00 0.30 1.20265 40 28.180858 11.819\n", + "15 60 0.00 0.30 1.18265 60 28.182820 31.817\n", + "16 70 0.00 0.30 1.17261 70 28.184796 41.815" ] }, - "execution_count": 130, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1217,19 +1225,42 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "result_test.hist(bins=30, figsize=(10, 10))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'RMSE_train': 17.346274819328222,\n", - " 'RMSE_test': 16.61905460694073,\n", - " 'RMAE_test': 3.6418737424931766,\n", - " 'R2_test': -0.2947245753808614}" + "{'RMSE_train': 17.1096971907754,\n", + " 'RMSE_test': 16.286513096011436,\n", + " 'RMAE_test': 3.5104040610801057,\n", + " 'R2_test': -0.2434289870376889}" ] }, - "execution_count": 131, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } diff --git a/temp_viscosity_tree.ipynb b/temp_viscosity_tree.ipynb index c04f9e9..9a21f07 100644 --- a/temp_viscosity_tree.ipynb +++ b/temp_viscosity_tree.ipynb @@ -410,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -444,7 +444,7 @@ " if (Viscosity = 2.117) and (TiO2 = 0.0) and (Al2O3 = 0.0) -> 52.5]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -459,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -533,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -583,7 +583,7 @@ " \tOR aggregation function : fmax]" ] }, - "execution_count": 28, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -604,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -814,7 +814,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1021,7 +1021,7 @@ "14 20 0.30 0.0 6.670 20 30.268817 10.268817" ] }, - "execution_count": 30, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1053,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1282,7 +1282,7 @@ "16 65 0.00 0.30 2.287 65 59.971426 5.029" ] }, - "execution_count": 31, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1299,7 +1299,30 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "result_test.hist(bins=30, figsize=(10, 10))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1311,7 +1334,7 @@ " 'R2_test': 0.7517962543858544}" ] }, - "execution_count": 32, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }