examples/classifier/ExtraTreesClassifier/c/basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# sklearn-porter\n",
    "\n",
    "Repository: https://github.com/nok/sklearn-porter\n",
    "\n",
    "## ExtraTreesClassifier\n",
    "\n",
    "Documentation: [sklearn.ensemble.ExtraTreesClassifier](http://scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4) (150,)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "\n",
    "iris_data = load_iris()\n",
    "X, y = iris_data.data, iris_data.target\n",
    "\n",
    "print X.shape, y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train classifier:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ExtraTreesClassifier(bootstrap=False, class_weight=None, criterion='gini',\n",
       "           max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "           min_samples_leaf=1, min_samples_split=2,\n",
       "           min_weight_fraction_leaf=0.0, n_estimators=15, n_jobs=1,\n",
       "           oob_score=False, random_state=0, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "\n",
    "clf = ExtraTreesClassifier(n_estimators=15, random_state=0)\n",
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transpile classifier:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#include <stdlib.h>\n",
      "#include <stdio.h>\n",
      "#include <math.h>\n",
      "\n",
      "int predict_00(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[0] <= 5.5211283675173766) {\n",
      "        if (atts[1] <= 2.5423691467210121) {\n",
      "            if (atts[2] <= 2.3285940238943343) {\n",
      "                classes[0] = 1; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[3] <= 1.4511234333012406) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 8; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 0.83878367200965764) {\n",
      "                classes[0] = 46; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 3; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[3] <= 1.8936930649824477) {\n",
      "            if (atts[2] <= 5.1807613674845001) {\n",
      "                if (atts[3] <= 0.2542593119501258) {\n",
      "                    classes[0] = 1; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[3] <= 1.2979109919829468) {\n",
      "                        if (atts[1] <= 3.1466755002784144) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 8; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 2; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.4917742899580739) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 17; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[2] <= 4.6486109417083465) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 7; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[3] <= 1.7802776400056488) {\n",
      "                                    if (atts[3] <= 1.5065926898187254) {\n",
      "                                        if (atts[2] <= 4.899703297413823) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            if (atts[2] <= 4.9878533508461969) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 2; \n",
      "                                                classes[2] = 0; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 2; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 3; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    if (atts[1] <= 3.1244712178243654) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 5; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 8; \n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 0; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 34; \n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_01(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.5504955501838129) {\n",
      "        if (atts[2] <= 2.5923285292922946) {\n",
      "            classes[0] = 50; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[0] <= 5.7051897734310577) {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 21; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[1] <= 2.4211563618020882) {\n",
      "                    if (atts[1] <= 2.2376366618358423) {\n",
      "                        if (atts[3] <= 1.0852253511944903) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 1; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[2] <= 4.5587103432317777) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 1; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[1] <= 2.8877833170885867) {\n",
      "                        if (atts[3] <= 1.2729508337904472) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 4; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[0] <= 6.5790113411443398) {\n",
      "                                if (atts[2] <= 4.7893806273809885) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 2; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    if (atts[0] <= 6.1217669667164261) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    } else {\n",
      "                                        if (atts[2] <= 4.9162291827513958) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        }\n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 13; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[1] <= 3.1730407214994258) {\n",
      "            if (atts[3] <= 2.2706219597859412) {\n",
      "                if (atts[0] <= 5.7034701487511237) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 3; \n",
      "                } else {\n",
      "                    if (atts[2] <= 5.6371861017671403) {\n",
      "                        if (atts[0] <= 6.61522923341691) {\n",
      "                            if (atts[2] <= 5.5676840774650911) {\n",
      "                                if (atts[1] <= 2.9151389085288946) {\n",
      "                                    if (atts[0] <= 6.3676007760812388) {\n",
      "                                        if (atts[0] <= 6.2352298441972724) {\n",
      "                                            if (atts[3] <= 1.652702599886597) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 3; \n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 2; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 6; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 3; \n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[0] <= 6.7180041929368821) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 2; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 8; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 6; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 2.1245702483609095) {\n",
      "                if (atts[3] <= 1.8196133595321136) {\n",
      "                    if (atts[0] <= 6.5204934295107302) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 1; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 3; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 9; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_02(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.5465266340960862) {\n",
      "        if (atts[2] <= 4.6071317040414321) {\n",
      "            if (atts[2] <= 3.3003282579766613) {\n",
      "                if (atts[3] <= 0.38658752666916157) {\n",
      "                    classes[0] = 41; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[2] <= 2.1556475054731816) {\n",
      "                        classes[0] = 9; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 35; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[1] <= 2.269675323772093) {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 1; \n",
      "            } else {\n",
      "                if (atts[2] <= 5.4827000154137897) {\n",
      "                    if (atts[2] <= 4.9972260125339991) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 7; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 1; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[3] <= 1.6032070119961934) {\n",
      "            if (atts[0] <= 6.5187490263266428) {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 3; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 1; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 1.8081436115623295) {\n",
      "                if (atts[1] <= 2.5996223526415174) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 2; \n",
      "                } else {\n",
      "                    if (atts[1] <= 3.0266239479308128) {\n",
      "                        if (atts[3] <= 1.7788371596579802) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 1; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 8; \n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[2] <= 5.5827159596680156) {\n",
      "                            if (atts[1] <= 3.1452745616104556) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 34; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_03(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[0] <= 5.1096510251748901) {\n",
      "        if (atts[3] <= 0.34237436990699954) {\n",
      "            classes[0] = 31; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[3] <= 0.42014141078495837) {\n",
      "                classes[0] = 3; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[1] <= 3.3013719233224972) {\n",
      "                    if (atts[2] <= 2.3218753875601132) {\n",
      "                        classes[0] = 1; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[0] <= 4.9582561902467441) {\n",
      "                            if (atts[1] <= 2.4726812725055445) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 3; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 1; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[2] <= 5.0059938824178367) {\n",
      "            if (atts[3] <= 0.59215586323442948) {\n",
      "                classes[0] = 14; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[2] <= 4.8869158585494921) {\n",
      "                    if (atts[2] <= 4.5845956777760826) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 32; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[1] <= 3.0013521708088704) {\n",
      "                            if (atts[0] <= 6.2818121532768014) {\n",
      "                                if (atts[3] <= 1.3566014997210807) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    if (atts[3] <= 1.4692521397047558) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 2; \n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 3; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 4; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[0] <= 6.024789407414449) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 3; \n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.5357312864913262) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 2; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[1] <= 2.5827080563561564) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                if (atts[0] <= 6.5669079160763015) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 2; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            if (atts[2] <= 5.1863245386304202) {\n",
      "                if (atts[1] <= 2.7092082675123628) {\n",
      "                    if (atts[3] <= 1.8776005740851462) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 1; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 2; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 5; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 34; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_04(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.3441161325132915) {\n",
      "        if (atts[1] <= 3.0101406622719056) {\n",
      "            if (atts[0] <= 5.5513347352769937) {\n",
      "                if (atts[1] <= 2.4504689497176879) {\n",
      "                    if (atts[0] <= 5.3493399647294266) {\n",
      "                        if (atts[0] <= 4.8750152915599827) {\n",
      "                            classes[0] = 1; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 3; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[1] <= 2.8545732504476669) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 7; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 19; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 42; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        }\n",
      "    } else {\n",
      "        if (atts[2] <= 4.5412213265156476) {\n",
      "            if (atts[3] <= 1.6796973785314397) {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 10; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 1; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 1.8681215891414575) {\n",
      "                if (atts[3] <= 1.7082770221162646) {\n",
      "                    if (atts[2] <= 5.4587785419790711) {\n",
      "                        if (atts[1] <= 2.6322218231672321) {\n",
      "                            if (atts[1] <= 2.2075641354665572) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[1] <= 2.9750656646611109) {\n",
      "                                if (atts[0] <= 6.5700013628278997) {\n",
      "                                    if (atts[3] <= 1.4378231510535273) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        if (atts[3] <= 1.5344588928285092) {\n",
      "                                            if (atts[0] <= 6.46420655970892) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 6; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 2; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[1] <= 2.8407804212030414) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 3; \n",
      "                    } else {\n",
      "                        if (atts[2] <= 6.150836971984635) {\n",
      "                            if (atts[1] <= 3.1337532458575437) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 6; \n",
      "                            } else {\n",
      "                                if (atts[2] <= 5.8292593574657765) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 34; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_05(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.7676213332657358) {\n",
      "        if (atts[1] <= 3.4545610617739615) {\n",
      "            if (atts[2] <= 3.6502854621611109) {\n",
      "                if (atts[2] <= 3.1891586420402427) {\n",
      "                    if (atts[3] <= 0.95101981363257859) {\n",
      "                        classes[0] = 29; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 1; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 5; \n",
      "                    classes[2] = 0; \n",
      "                }\n",
      "            } else {\n",
      "                if (atts[0] <= 5.1755356442982308) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                } else {\n",
      "                    if (atts[3] <= 1.4533850152404659) {\n",
      "                        if (atts[1] <= 2.6607527474224346) {\n",
      "                            if (atts[3] <= 1.1197721207462903) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 4; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[2] <= 5.0340535096243002) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 5; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 20; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[1] <= 3.2000655596791701) {\n",
      "                            if (atts[1] <= 2.648931143548773) {\n",
      "                                if (atts[0] <= 6.0403355971033852) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 2; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                if (atts[0] <= 6.5033636618817878) {\n",
      "                                    if (atts[0] <= 5.6045121474787978) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        if (atts[3] <= 1.5280856302044936) {\n",
      "                                            if (atts[0] <= 5.9853353459190419) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            } else {\n",
      "                                                if (atts[1] <= 2.8357509785984978) {\n",
      "                                                    if (atts[2] <= 4.663137085998029) {\n",
      "                                                        classes[0] = 0; \n",
      "                                                        classes[1] = 1; \n",
      "                                                        classes[2] = 0; \n",
      "                                                    } else {\n",
      "                                                        classes[0] = 0; \n",
      "                                                        classes[1] = 0; \n",
      "                                                        classes[2] = 1; \n",
      "                                                    }\n",
      "                                                } else {\n",
      "                                                    classes[0] = 0; \n",
      "                                                    classes[1] = 2; \n",
      "                                                    classes[2] = 0; \n",
      "                                                }\n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    }\n",
      "                                } else {\n",
      "                                    if (atts[1] <= 3.0563716510809584) {\n",
      "                                        if (atts[3] <= 1.6545352601337104) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 2; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 21; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        }\n",
      "    } else {\n",
      "        if (atts[3] <= 1.8121969431622151) {\n",
      "            if (atts[2] <= 5.5628289586225659) {\n",
      "                if (atts[2] <= 4.8118490651150063) {\n",
      "                    if (atts[1] <= 3.1684422458572552) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 2; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 1; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 5; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 4; \n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 0; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 34; \n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_06(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.8380720877184731) {\n",
      "        if (atts[3] <= 0.94908629972759717) {\n",
      "            classes[0] = 50; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[2] <= 3.9259614145650565) {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 11; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[0] <= 5.7524397380621881) {\n",
      "                    if (atts[0] <= 5.5675846099678861) {\n",
      "                        if (atts[3] <= 1.3096158726185634) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 3; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[0] <= 4.9965273461288433) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 7; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[3] <= 1.3226210794537889) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 9; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.5331659525110946) {\n",
      "                            if (atts[1] <= 2.9363041020633207) {\n",
      "                                if (atts[1] <= 2.6271371465694107) {\n",
      "                                    if (atts[2] <= 5.2132714648801279) {\n",
      "                                        if (atts[0] <= 6.1450817798403774) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 2; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    if (atts[0] <= 6.1049023089068344) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        if (atts[3] <= 1.4576934027935942) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            if (atts[2] <= 5.0702880434553546) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 8; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[2] <= 5.1260403107316117) {\n",
      "                                if (atts[1] <= 3.1470031032977439) {\n",
      "                                    if (atts[2] <= 4.8079453149979541) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 2; \n",
      "                                    } else {\n",
      "                                        if (atts[0] <= 6.1519032927184263) {\n",
      "                                            if (atts[0] <= 6.0430469727063381) {\n",
      "                                                if (atts[1] <= 2.9580633267166325) {\n",
      "                                                    classes[0] = 0; \n",
      "                                                    classes[1] = 1; \n",
      "                                                    classes[2] = 0; \n",
      "                                                } else {\n",
      "                                                    classes[0] = 0; \n",
      "                                                    classes[1] = 0; \n",
      "                                                    classes[2] = 1; \n",
      "                                                }\n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            if (atts[2] <= 4.9211956019572716) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 3; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 7; \n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        classes[0] = 0; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 34; \n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_07(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[0] <= 4.8350779809500537) {\n",
      "        classes[0] = 16; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 0; \n",
      "    } else {\n",
      "        if (atts[2] <= 5.0521211317065813) {\n",
      "            if (atts[3] <= 1.187984123199987) {\n",
      "                if (atts[2] <= 2.4198502829763324) {\n",
      "                    classes[0] = 34; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 10; \n",
      "                    classes[2] = 0; \n",
      "                }\n",
      "            } else {\n",
      "                if (atts[3] <= 1.9700979161064909) {\n",
      "                    if (atts[3] <= 1.2103523333737463) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 5; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.7922824027484205) {\n",
      "                            if (atts[3] <= 1.3556012588196729) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 13; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[1] <= 2.3506367699266271) {\n",
      "                                    if (atts[2] <= 4.781047702897828) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    if (atts[0] <= 5.2396924972122507) {\n",
      "                                        if (atts[3] <= 1.540099250418558) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 18; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[2] <= 4.8114599180137345) {\n",
      "                                if (atts[0] <= 6.1531159293238975) {\n",
      "                                    if (atts[0] <= 5.9178402810269528) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 3; \n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 2; \n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 1.9630314654063374) {\n",
      "                if (atts[0] <= 6.3214984808907442) {\n",
      "                    if (atts[0] <= 5.9718572619240069) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 3; \n",
      "                    } else {\n",
      "                        if (atts[1] <= 2.7957859024446297) {\n",
      "                            if (atts[3] <= 1.5647405810243964) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 2; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 8; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 27; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_08(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[2] <= 2.0691016397809667) {\n",
      "        classes[0] = 50; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 0; \n",
      "    } else {\n",
      "        if (atts[3] <= 2.2998321977443212) {\n",
      "            if (atts[2] <= 5.7568501553340212) {\n",
      "                if (atts[3] <= 1.3336353223788777) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 28; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[1] <= 2.7958206613730536) {\n",
      "                        if (atts[3] <= 1.6143543486045333) {\n",
      "                            if (atts[2] <= 4.272187437395063) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[3] <= 1.4076716455330911) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                } else {\n",
      "                                    if (atts[1] <= 2.4055632554020563) {\n",
      "                                        if (atts[0] <= 6.1686928410480846) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 7; \n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[3] <= 2.0267573938538184) {\n",
      "                            if (atts[3] <= 1.6093679712505249) {\n",
      "                                if (atts[2] <= 4.6346452780257099) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 10; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    if (atts[2] <= 4.9520732824288594) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 6; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                if (atts[1] <= 2.8720874155782443) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 2; \n",
      "                                } else {\n",
      "                                    if (atts[0] <= 6.5173975475393169) {\n",
      "                                        if (atts[1] <= 3.1451728271597688) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 7; \n",
      "                                        } else {\n",
      "                                            if (atts[0] <= 6.1052098155768029) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 5; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 11; \n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 0; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 14; \n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_09(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[2] <= 1.7984751272085284) {\n",
      "        classes[0] = 48; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 0; \n",
      "    } else {\n",
      "        if (atts[2] <= 2.743614525085631) {\n",
      "            classes[0] = 2; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[3] <= 1.5726279935672078) {\n",
      "                if (atts[1] <= 2.8580128675676453) {\n",
      "                    if (atts[3] <= 1.0071725081685803) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 7; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.4508596346903717) {\n",
      "                            if (atts[0] <= 5.4788470711552755) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 2; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[2] <= 4.3105326892188245) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 9; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    if (atts[3] <= 1.2510118285538396) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 2; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        if (atts[3] <= 1.3008071595868549) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 2; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            if (atts[1] <= 2.6182927931585578) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    }\n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[2] <= 5.0329756375451549) {\n",
      "                                if (atts[2] <= 4.9472819976263134) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 3; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 19; \n",
      "                    classes[2] = 0; \n",
      "                }\n",
      "            } else {\n",
      "                if (atts[2] <= 6.1966904607047031) {\n",
      "                    if (atts[2] <= 5.7145493422412432) {\n",
      "                        if (atts[3] <= 1.7483953438728816) {\n",
      "                            if (atts[0] <= 5.1244250369354614) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 4; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[0] <= 5.9635245683145435) {\n",
      "                                if (atts[1] <= 2.9403134736939704) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 5; \n",
      "                                } else {\n",
      "                                    if (atts[1] <= 3.1597595674715184) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 24; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 10; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 6; \n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_10(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[0] <= 4.9792803198265787) {\n",
      "        if (atts[1] <= 2.4799516418973426) {\n",
      "            if (atts[2] <= 2.1081189544909256) {\n",
      "                classes[0] = 1; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 1; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[2] <= 2.3031890773229251) {\n",
      "                classes[0] = 19; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 1; \n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[2] <= 4.0566901295803843) {\n",
      "            if (atts[2] <= 3.864595594637342) {\n",
      "                if (atts[1] <= 2.4493558386314596) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 4; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[1] <= 3.1013702094660816) {\n",
      "                        if (atts[0] <= 5.4182674136813782) {\n",
      "                            if (atts[1] <= 2.7351736650965983) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                classes[0] = 1; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 2; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 29; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 8; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 2.4500323361484484) {\n",
      "                if (atts[0] <= 7.2381296350332578) {\n",
      "                    if (atts[2] <= 4.9855890272850028) {\n",
      "                        if (atts[3] <= 1.4175185078836599) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 19; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[3] <= 1.9085482831152847) {\n",
      "                                if (atts[3] <= 1.5077226825858063) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 10; \n",
      "                                    classes[2] = 0; \n",
      "                                } else {\n",
      "                                    if (atts[1] <= 2.8843708444178024) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 2; \n",
      "                                    } else {\n",
      "                                        if (atts[3] <= 1.7559926563657857) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 2; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            if (atts[1] <= 3.0877764696391852) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 2; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        }\n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.9978145065895823) {\n",
      "                            if (atts[3] <= 1.7865760346812085) {\n",
      "                                if (atts[2] <= 5.0311129249450408) {\n",
      "                                    if (atts[0] <= 6.33527863763707) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    if (atts[3] <= 1.5068336243767517) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 2; \n",
      "                                    } else {\n",
      "                                        if (atts[2] <= 5.7874281257170956) {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        }\n",
      "                                    }\n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 10; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 19; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 8; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 3; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_11(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[1] <= 3.1769571393777749) {\n",
      "        if (atts[3] <= 0.65371013474073503) {\n",
      "            classes[0] = 13; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[3] <= 1.8469214377642704) {\n",
      "                if (atts[2] <= 4.7208371488439003) {\n",
      "                    if (atts[0] <= 5.7627729686766793) {\n",
      "                        if (atts[3] <= 1.6360344565374696) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 21; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 19; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[3] <= 1.7208344558505428) {\n",
      "                        if (atts[2] <= 4.9971796261133532) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 3; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            if (atts[0] <= 7.1981562798039125) {\n",
      "                                if (atts[2] <= 5.257435716402731) {\n",
      "                                    if (atts[0] <= 6.4367447385930507) {\n",
      "                                        if (atts[0] <= 6.2970719060390206) {\n",
      "                                            if (atts[3] <= 1.5681733276103198) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 0; \n",
      "                                            classes[2] = 1; \n",
      "                                        }\n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 1; \n",
      "                                        classes[2] = 0; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 10; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 22; \n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[2] <= 3.8047750384801153) {\n",
      "            classes[0] = 37; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 0; \n",
      "        } else {\n",
      "            if (atts[3] <= 2.1793218211052987) {\n",
      "                if (atts[2] <= 5.2771791684203357) {\n",
      "                    if (atts[3] <= 1.8542162920413572) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 5; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 1; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 3; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 9; \n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_12(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[3] <= 1.7021128663169045) {\n",
      "        if (atts[1] <= 2.9849618599913255) {\n",
      "            if (atts[3] <= 1.4970948166731561) {\n",
      "                if (atts[0] <= 5.6231451775870234) {\n",
      "                    if (atts[0] <= 4.7790295218134444) {\n",
      "                        classes[0] = 2; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 13; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[3] <= 1.3284118253233357) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 14; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[1] <= 2.7629100232801327) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 2; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                if (atts[3] <= 1.6376492357878205) {\n",
      "                    if (atts[2] <= 4.602142482827186) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[1] <= 2.7219560941499337) {\n",
      "                            if (atts[0] <= 6.0880929809363096) {\n",
      "                                if (atts[3] <= 1.5437156698788206) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 0.65664750033467612) {\n",
      "                classes[0] = 48; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                if (atts[2] <= 5.3797694299386132) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 15; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        if (atts[2] <= 5.2961110038745645) {\n",
      "            if (atts[2] <= 4.8192148664349324) {\n",
      "                if (atts[0] <= 6.0796086876843409) {\n",
      "                    if (atts[1] <= 3.1799571540756144) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 1; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 1; \n",
      "                        classes[2] = 0; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 1; \n",
      "                }\n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 13; \n",
      "            }\n",
      "        } else {\n",
      "            classes[0] = 0; \n",
      "            classes[1] = 0; \n",
      "            classes[2] = 30; \n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_13(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[0] <= 7.5141141980731554) {\n",
      "        if (atts[1] <= 2.7153722801061679) {\n",
      "            if (atts[0] <= 5.0467466254497211) {\n",
      "                if (atts[0] <= 4.7200417810678674) {\n",
      "                    classes[0] = 1; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[2] <= 3.8068991717706888) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 3; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 1; \n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                if (atts[2] <= 4.9043062884719539) {\n",
      "                    if (atts[2] <= 4.6235755435786769) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 16; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.7869205517467841) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 1; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[0] <= 5.9034846845099169) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 3; \n",
      "                    } else {\n",
      "                        if (atts[0] <= 6.0069964788449255) {\n",
      "                            if (atts[2] <= 5.092356647339539) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 4; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        } else {\n",
      "            if (atts[2] <= 3.9028751327869577) {\n",
      "                if (atts[3] <= 0.92942217227084012) {\n",
      "                    classes[0] = 49; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 1; \n",
      "                    classes[2] = 0; \n",
      "                }\n",
      "            } else {\n",
      "                if (atts[3] <= 1.95141861134337) {\n",
      "                    if (atts[2] <= 5.9202819502434796) {\n",
      "                        if (atts[1] <= 3.0337596705736161) {\n",
      "                            if (atts[1] <= 2.9515778790039278) {\n",
      "                                if (atts[3] <= 1.565131126685861) {\n",
      "                                    if (atts[3] <= 1.4106022275635259) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 10; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        if (atts[1] <= 2.8239691897096861) {\n",
      "                                            if (atts[0] <= 6.3740416107871889) {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 0; \n",
      "                                                classes[2] = 1; \n",
      "                                            } else {\n",
      "                                                classes[0] = 0; \n",
      "                                                classes[1] = 1; \n",
      "                                                classes[2] = 0; \n",
      "                                            }\n",
      "                                        } else {\n",
      "                                            classes[0] = 0; \n",
      "                                            classes[1] = 1; \n",
      "                                            classes[2] = 0; \n",
      "                                        }\n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 2; \n",
      "                                }\n",
      "                            } else {\n",
      "                                if (atts[3] <= 1.7349329909051114) {\n",
      "                                    if (atts[2] <= 5.5073889949611754) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 8; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 4; \n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[1] <= 3.2667907396292932) {\n",
      "                                if (atts[0] <= 6.8510331900259231) {\n",
      "                                    if (atts[2] <= 5.3080841532160195) {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 4; \n",
      "                                        classes[2] = 0; \n",
      "                                    } else {\n",
      "                                        classes[0] = 0; \n",
      "                                        classes[1] = 0; \n",
      "                                        classes[2] = 1; \n",
      "                                    }\n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 2; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 2; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 3; \n",
      "                    }\n",
      "                } else {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 0; \n",
      "                    classes[2] = 22; \n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    } else {\n",
      "        classes[0] = 0; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 6; \n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict_14(float atts[]) {\n",
      "    int classes[3];\n",
      "    \n",
      "    if (atts[2] <= 1.5213681480470247) {\n",
      "        classes[0] = 37; \n",
      "        classes[1] = 0; \n",
      "        classes[2] = 0; \n",
      "    } else {\n",
      "        if (atts[2] <= 3.3733067152396501) {\n",
      "            if (atts[2] <= 1.928483210061239) {\n",
      "                classes[0] = 13; \n",
      "                classes[1] = 0; \n",
      "                classes[2] = 0; \n",
      "            } else {\n",
      "                classes[0] = 0; \n",
      "                classes[1] = 3; \n",
      "                classes[2] = 0; \n",
      "            }\n",
      "        } else {\n",
      "            if (atts[3] <= 1.4203844512442054) {\n",
      "                if (atts[0] <= 5.2718002974390057) {\n",
      "                    classes[0] = 0; \n",
      "                    classes[1] = 2; \n",
      "                    classes[2] = 0; \n",
      "                } else {\n",
      "                    if (atts[3] <= 1.3984442803066099) {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 24; \n",
      "                        classes[2] = 0; \n",
      "                    } else {\n",
      "                        if (atts[1] <= 2.815819690150918) {\n",
      "                            if (atts[0] <= 6.5752606285820789) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 1; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 5; \n",
      "                            classes[2] = 0; \n",
      "                        }\n",
      "                    }\n",
      "                }\n",
      "            } else {\n",
      "                if (atts[2] <= 5.0733232229961533) {\n",
      "                    if (atts[2] <= 4.7277283044181084) {\n",
      "                        if (atts[3] <= 1.6830983078709849) {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 10; \n",
      "                            classes[2] = 0; \n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 1; \n",
      "                        }\n",
      "                    } else {\n",
      "                        if (atts[3] <= 1.7955400567946675) {\n",
      "                            if (atts[2] <= 4.9226321104784594) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 2; \n",
      "                                classes[2] = 0; \n",
      "                            } else {\n",
      "                                if (atts[1] <= 2.5475161659836072) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            }\n",
      "                        } else {\n",
      "                            if (atts[1] <= 3.0302843343947554) {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 7; \n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 1; \n",
      "                                classes[2] = 0; \n",
      "                            }\n",
      "                        }\n",
      "                    }\n",
      "                } else {\n",
      "                    if (atts[1] <= 3.110966564102843) {\n",
      "                        if (atts[3] <= 1.8737745337319733) {\n",
      "                            if (atts[0] <= 6.1758400547445209) {\n",
      "                                if (atts[0] <= 5.9332085107091395) {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 0; \n",
      "                                    classes[2] = 1; \n",
      "                                } else {\n",
      "                                    classes[0] = 0; \n",
      "                                    classes[1] = 1; \n",
      "                                    classes[2] = 0; \n",
      "                                }\n",
      "                            } else {\n",
      "                                classes[0] = 0; \n",
      "                                classes[1] = 0; \n",
      "                                classes[2] = 7; \n",
      "                            }\n",
      "                        } else {\n",
      "                            classes[0] = 0; \n",
      "                            classes[1] = 0; \n",
      "                            classes[2] = 19; \n",
      "                        }\n",
      "                    } else {\n",
      "                        classes[0] = 0; \n",
      "                        classes[1] = 0; \n",
      "                        classes[2] = 13; \n",
      "                    }\n",
      "                }\n",
      "            }\n",
      "        }\n",
      "    }\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    int i;\n",
      "    for (i = 1; i < 3; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int predict (float atts[]) {\n",
      "    int n_classes = 3;\n",
      "    int classes[n_classes];\n",
      "    int i;\n",
      "    for (i = 0; i < n_classes; i++) {\n",
      "        classes[i] = 0;\n",
      "    }\n",
      "\n",
      "    classes[predict_00(atts)]++;\n",
      "    classes[predict_01(atts)]++;\n",
      "    classes[predict_02(atts)]++;\n",
      "    classes[predict_03(atts)]++;\n",
      "    classes[predict_04(atts)]++;\n",
      "    classes[predict_05(atts)]++;\n",
      "    classes[predict_06(atts)]++;\n",
      "    classes[predict_07(atts)]++;\n",
      "    classes[predict_08(atts)]++;\n",
      "    classes[predict_09(atts)]++;\n",
      "    classes[predict_10(atts)]++;\n",
      "    classes[predict_11(atts)]++;\n",
      "    classes[predict_12(atts)]++;\n",
      "    classes[predict_13(atts)]++;\n",
      "    classes[predict_14(atts)]++;\n",
      "\n",
      "    int class_idx = 0;\n",
      "    int class_val = classes[0];\n",
      "    for (i = 1; i < n_classes; i++) {\n",
      "        if (classes[i] > class_val) {\n",
      "            class_idx = i;\n",
      "            class_val = classes[i];\n",
      "        }\n",
      "    }\n",
      "    return class_idx;\n",
      "}\n",
      "\n",
      "int main(int argc, const char * argv[]) {\n",
      "    float atts[argc-1];\n",
      "    int i;\n",
      "    for (i = 1; i < argc; i++) {\n",
      "        atts[i-1] = atof(argv[i]);\n",
      "    }\n",
      "    printf(\"%d\", predict(atts));\n",
      "    return 0;\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "from sklearn_porter import Porter\n",
    "\n",
    "output = Porter(clf, language='c').export()\n",
    "\n",
    "print output"
   ]
  }
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