{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c18989fe",
   "metadata": {},
   "source": [
    "启用spark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "85d0e846",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "from pyspark import SparkConf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "db093fba",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
      "26/05/31 23:57:39 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
      "26/05/31 23:57:44 WARN Client: Neither spark.yarn.jars nor spark.yarn.archive is set, falling back to uploading libraries under SPARK_HOME.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "            <div>\n",
       "                <p><b>SparkSession - in-memory</b></p>\n",
       "                \n",
       "        <div>\n",
       "            <p><b>SparkContext</b></p>\n",
       "\n",
       "            <p><a href=\"http://master:4040\">Spark UI</a></p>\n",
       "\n",
       "            <dl>\n",
       "              <dt>Version</dt>\n",
       "                <dd><code>v3.5.8</code></dd>\n",
       "              <dt>Master</dt>\n",
       "                <dd><code>yarn</code></dd>\n",
       "              <dt>AppName</dt>\n",
       "                <dd><code>Customer Loss Using Spark</code></dd>\n",
       "            </dl>\n",
       "        </div>\n",
       "        \n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "<pyspark.sql.session.SparkSession at 0x7fca1c1491f0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conf = SparkConf().setAppName(\"Customer Loss Using Spark\").setMaster(\"yarn\")\n",
    "spark = SparkSession.builder.config(conf=conf).getOrCreate()\n",
    "spark"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f6e38b",
   "metadata": {},
   "source": [
    "数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3853fd55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "put: `data/userlostprob_train.txt': No such file or directory\n"
     ]
    }
   ],
   "source": [
    "!hdfs dfs -mkdir -p /user/jupyter/data\n",
    "!hdfs dfs -put data/userlostprob_train.txt /user/jupyter/data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bf795e8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "26/05/31 23:58:53 WARN SparkStringUtils: Truncated the string representation of a plan since it was too large. This behavior can be adjusted by setting 'spark.sql.debug.maxToStringFields'.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "DataFrame[label: int, sampleid: int, d: date, arrival: date, iforderpv_24h: int, decisionhabit_user: double, historyvisit_7ordernum: int, historyvisit_totalordernum: int, hotelcr: double, ordercanceledprecent: double, landhalfhours: int, ordercanncelednum: int, commentnums: int, starprefer: double, novoters: int, consuming_capacity: double, historyvisit_avghotelnum: double, cancelrate: int, historyvisit_visit_detailpagenum: int, delta_price1: double, price_sensitive: double, hoteluv: double, businessrate_pre: double, ordernum_oneyear: int, cr_pre: double, avgprice: double, lowestprice: double, firstorder_bu: double, customereval_pre2: double, delta_price2: double, commentnums_pre: int, customer_value_profit: double, commentnums_pre2: double, cancelrate_pre: double, novoters_pre2: double, novoters_pre: int, ctrip_profits: double, deltaprice_pre2_t1: double, lowestprice_pre: double, uv_pre: double, uv_pre2: double, lowestprice_pre2: double, lasthtlordergap: int, businessrate_pre2: double, cityuvs: double, cityorders: double, lastpvgap: int, cr: double, sid: int, visitnum_oneyear: int, h: int]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file = '/user/mqmrx/data/userlostprob_train.txt'\n",
    "df = spark.read.csv(file, header=True, sep='\\t', inferSchema=True, nullValue='NULL')\n",
    "df.createOrReplaceTempView('ctripTable')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2d322511",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Row(label=0, sampleid=24636, d=datetime.date(2016, 5, 18), arrival=datetime.date(2016, 5, 18), iforderpv_24h=0, decisionhabit_user=None, historyvisit_7ordernum=None, historyvisit_totalordernum=None, hotelcr=1.04, ordercanceledprecent=None, landhalfhours=22, ordercanncelednum=None, commentnums=1089, starprefer=None, novoters=1933, consuming_capacity=None, historyvisit_avghotelnum=None, cancelrate=1261, historyvisit_visit_detailpagenum=None, delta_price1=None, price_sensitive=None, hoteluv=102.607, businessrate_pre=0.25, ordernum_oneyear=None, cr_pre=1.03, avgprice=None, lowestprice=49.0, firstorder_bu=None, customereval_pre2=3.2, delta_price2=None, commentnums_pre=724, customer_value_profit=None, commentnums_pre2=844.0, cancelrate_pre=0.03, novoters_pre2=1335.0, novoters_pre=1249, ctrip_profits=None, deltaprice_pre2_t1=29.0, lowestprice_pre=46.0, uv_pre=58.027, uv_pre2=74.956, lowestprice_pre2=615.0, lasthtlordergap=None, businessrate_pre2=0.29, cityuvs=12.88, cityorders=3.147, lastpvgap=None, cr=None, sid=7, visitnum_oneyear=None, h=12)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5c637bdd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "data": {
      "text/plain": [
       "689945"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18f82602",
   "metadata": {},
   "source": [
    "数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e5941f93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drop_cols = ['sampleid', 'd', 'arrival']\n",
    "feat_cols = [c for c in df.columns if c not in drop_cols + ['label']]\n",
    "len(feat_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a89261e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[label: int, iforderpv_24h: int, decisionhabit_user: double, historyvisit_7ordernum: int, historyvisit_totalordernum: int, hotelcr: double, ordercanceledprecent: double, landhalfhours: int, ordercanncelednum: int, commentnums: int, starprefer: double, novoters: int, consuming_capacity: double, historyvisit_avghotelnum: double, cancelrate: int, historyvisit_visit_detailpagenum: int, delta_price1: double, price_sensitive: double, hoteluv: double, businessrate_pre: double, ordernum_oneyear: int, cr_pre: double, avgprice: double, lowestprice: double, firstorder_bu: double, customereval_pre2: double, delta_price2: double, commentnums_pre: int, customer_value_profit: double, commentnums_pre2: double, cancelrate_pre: double, novoters_pre2: double, novoters_pre: int, ctrip_profits: double, deltaprice_pre2_t1: double, lowestprice_pre: double, uv_pre: double, uv_pre2: double, lowestprice_pre2: double, lasthtlordergap: int, businessrate_pre2: double, cityuvs: double, cityorders: double, lastpvgap: int, cr: double, sid: int, visitnum_oneyear: int, h: int]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql = 'select int(label) as label, ' + ', '.join(feat_cols) + \\\n",
    "      ' from ctripTable where label is not null'\n",
    "df1 = spark.sql(sql)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2ccecd93",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    }
   ],
   "source": [
    "path = '/user/jupyter/data/CtripLossHDFS'\n",
    "df1.write.parquet(path, mode='overwrite')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24b228ec",
   "metadata": {},
   "source": [
    "读入HDFS已清洗数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a5149172",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[label: int, iforderpv_24h: int, decisionhabit_user: double, historyvisit_7ordernum: int, historyvisit_totalordernum: int, hotelcr: double, ordercanceledprecent: double, landhalfhours: int, ordercanncelednum: int, commentnums: int, starprefer: double, novoters: int, consuming_capacity: double, historyvisit_avghotelnum: double, cancelrate: int, historyvisit_visit_detailpagenum: int, delta_price1: double, price_sensitive: double, hoteluv: double, businessrate_pre: double, ordernum_oneyear: int, cr_pre: double, avgprice: double, lowestprice: double, firstorder_bu: double, customereval_pre2: double, delta_price2: double, commentnums_pre: int, customer_value_profit: double, commentnums_pre2: double, cancelrate_pre: double, novoters_pre2: double, novoters_pre: int, ctrip_profits: double, deltaprice_pre2_t1: double, lowestprice_pre: double, uv_pre: double, uv_pre2: double, lowestprice_pre2: double, lasthtlordergap: int, businessrate_pre2: double, cityuvs: double, cityorders: double, lastpvgap: int, cr: double, sid: int, visitnum_oneyear: int, h: int]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = spark.read.parquet(path)\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "eb2e87c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>500588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>189357</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   label     cnt\n",
       "0      0  500588\n",
       "1      1  189357"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.createOrReplaceTempView('ctripTable')\n",
    "sql = 'select label, count(*) as cnt from ctripTable group by label order by label'\n",
    "df3 = spark.sql(sql).toPandas()\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86973114",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.makedirs('fig', exist_ok=True)\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c7dd918a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 4), dpi=300)\n",
    "labels = df3['label'].apply(lambda x: 'Loss' if x == 1 else 'Stay')\n",
    "plt.pie(df3['cnt'], labels=labels, autopct='%2.2f%%')\n",
    "plt.title('Customer Churn Distribution')\n",
    "plt.savefig('fig/label_count.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cb59f216",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "data": {
      "text/plain": [
       "historyvisit_7ordernum              87.98\n",
       "historyvisit_visit_detailpagenum    55.47\n",
       "firstorder_bu                       45.36\n",
       "decisionhabit_user                  44.13\n",
       "historyvisit_totalordernum          43.98\n",
       "historyvisit_avghotelnum            43.78\n",
       "delta_price1                        36.64\n",
       "delta_price2                        36.55\n",
       "customer_value_profit               36.35\n",
       "ctrip_profits                       35.48\n",
       "ordernum_oneyear                    35.09\n",
       "ordercanceledprecent                35.09\n",
       "lasthtlordergap                     35.09\n",
       "ordercanncelednum                   35.09\n",
       "avgprice                            33.73\n",
       "dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyspark.sql.functions import col, sum as _sum, when\n",
    "\n",
    "total = df2.count()\n",
    "miss = df2.select([(_sum(when(col(c).isNull(), 1).otherwise(0)) * 100.0 / total).alias(c)\n",
    "                   for c in feat_cols]).first().asDict()\n",
    "import pandas as pd\n",
    "miss = pd.Series(miss).sort_values(ascending=False)\n",
    "miss.head(15).round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9a48dfee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 4), dpi=300)\n",
    "miss.head(20).plot.bar(color='#e67e22')\n",
    "plt.ylabel('Missing Rate (%)')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.savefig('fig/missing_rate.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "922b9a68",
   "metadata": {},
   "source": [
    "特征工程"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9fe7fa67",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.ml.feature import Imputer, VectorAssembler, StandardScaler\n",
    "\n",
    "imputer = Imputer(inputCols=feat_cols, outputCols=feat_cols, strategy='mean')\n",
    "assembler = VectorAssembler(inputCols=feat_cols, outputCol='rawFeatures', handleInvalid='skip')\n",
    "scaler = StandardScaler(inputCol='rawFeatures', outputCol='features', withMean=True, withStd=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f18aa43",
   "metadata": {},
   "source": [
    "拆分样本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9908ff8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "train, test = df2.randomSplit([0.8, 0.2], seed=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f077da",
   "metadata": {},
   "source": [
    "初步测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d358d6e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.ml.classification import LogisticRegression\n",
    "from pyspark.ml.evaluation import MulticlassClassificationEvaluator, BinaryClassificationEvaluator\n",
    "from pyspark.ml import Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ada739ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "26/06/01 00:00:26 WARN InstanceBuilder: Failed to load implementation from:dev.ludovic.netlib.blas.JNIBLAS\n",
      "                                                                                "
     ]
    }
   ],
   "source": [
    "lr = LogisticRegression(labelCol='label', maxIter=20)\n",
    "pipeline = Pipeline(stages=[imputer, assembler, scaler, lr])\n",
    "model = pipeline.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c025515b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.7358329412616265"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = model.transform(test)\n",
    "score = MulticlassClassificationEvaluator(labelCol='label', metricName='accuracy').evaluate(pred)\n",
    "score"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cd26539",
   "metadata": {},
   "source": [
    "改进点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "22adbc63",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr: acc=0.7358, f1=0.6720, auc=0.6880\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "26/06/01 00:05:30 WARN DAGScheduler: Broadcasting large task binary with size 1236.0 KiB\n",
      "26/06/01 00:05:56 WARN DAGScheduler: Broadcasting large task binary with size 2.1 MiB\n",
      "26/06/01 00:06:32 WARN DAGScheduler: Broadcasting large task binary with size 1453.3 KiB\n",
      "26/06/01 00:06:42 WARN DAGScheduler: Broadcasting large task binary with size 1453.3 KiB\n",
      "26/06/01 00:06:53 WARN DAGScheduler: Broadcasting large task binary with size 1441.3 KiB\n",
      "                                                                                "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rf: acc=0.7424, f1=0.6658, auc=0.7159\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "26/06/01 00:07:12 WARN DAGScheduler: Broadcasting large task binary with size 1651.1 KiB\n",
      "                                                                                "
     ]
    }
   ],
   "source": [
    "from pyspark.ml.classification import RandomForestClassifier\n",
    "\n",
    "def sparkModel(algorithm, name):\n",
    "    pipeline = Pipeline(stages=[imputer, assembler, scaler, algorithm])\n",
    "    model = pipeline.fit(train)\n",
    "    pred = model.transform(test)\n",
    "    acc = MulticlassClassificationEvaluator(labelCol='label', metricName='accuracy').evaluate(pred)\n",
    "    f1 = MulticlassClassificationEvaluator(labelCol='label', metricName='f1').evaluate(pred)\n",
    "    auc = BinaryClassificationEvaluator(labelCol='label', metricName='areaUnderROC').evaluate(pred)\n",
    "    print('{}: acc={:.4f}, f1={:.4f}, auc={:.4f}'.format(name, acc, f1, auc))\n",
    "\n",
    "    path = '/user/jupyter/model/ctrip/' + name\n",
    "    model.write().overwrite().save(path)\n",
    "    outcols = ['label', 'prediction', 'probability']\n",
    "    path = '/user/jupyter/predict/ctrip/' + name\n",
    "    pred.select(outcols).write.parquet(path, mode='overwrite')\n",
    "    return model\n",
    "\n",
    "lr = LogisticRegression(labelCol='label', maxIter=20)\n",
    "lr_model = sparkModel(lr, 'lr')\n",
    "\n",
    "rf = RandomForestClassifier(labelCol='label', numTrees=50, maxDepth=8, seed=42)\n",
    "rf_model = sparkModel(rf, 'rf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "49220073",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 220:========>        (1 + 1) / 2][Stage 222:>                (0 + 0) / 2]"
     ]
    }
   ],
   "source": [
    "from pyspark.ml.tuning import ParamGridBuilder, CrossValidator\n",
    "\n",
    "rf2 = RandomForestClassifier(labelCol='label', seed=42)\n",
    "pipeline = Pipeline(stages=[imputer, assembler, scaler, rf2])\n",
    "grid = ParamGridBuilder() \\\n",
    "    .addGrid(rf2.numTrees, [50, 100]) \\\n",
    "    .addGrid(rf2.maxDepth, [5, 10]) \\\n",
    "    .build()\n",
    "evaluator = BinaryClassificationEvaluator(labelCol='label', metricName='areaUnderROC')\n",
    "cv = CrossValidator(estimator=pipeline, estimatorParamMaps=grid,\n",
    "                    evaluator=evaluator, numFolds=3, parallelism=2, seed=42)\n",
    "cv_model = cv.fit(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32bbec51",
   "metadata": {},
   "outputs": [],
   "source": [
    "best = cv_model.bestModel\n",
    "cv_pred = cv_model.transform(test)\n",
    "acc = MulticlassClassificationEvaluator(labelCol='label', metricName='accuracy').evaluate(cv_pred)\n",
    "f1 = MulticlassClassificationEvaluator(labelCol='label', metricName='f1').evaluate(cv_pred)\n",
    "auc = BinaryClassificationEvaluator(labelCol='label', metricName='areaUnderROC').evaluate(cv_pred)\n",
    "print('cv best: acc={:.4f}, f1={:.4f}, auc={:.4f}'.format(acc, f1, auc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be2b5a03",
   "metadata": {},
   "outputs": [],
   "source": [
    "rf_best = best.stages[-1]\n",
    "imp = sorted(zip(feat_cols, rf_best.featureImportances.toArray()),\n",
    "             key=lambda x: x[1], reverse=True)[:15]\n",
    "imp_df = pd.DataFrame(imp, columns=['feature', 'importance'])\n",
    "imp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7099239a",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=300)\n",
    "plt.barh(imp_df['feature'][::-1], imp_df['importance'][::-1], color='#3498db')\n",
    "plt.xlabel('Importance')\n",
    "plt.title('RF Top15 Feature Importances')\n",
    "plt.savefig('fig/feat_importance.png', bbox_inches='tight')"
   ]
  }
 ],
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