experiment.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Environment Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pyspark.ml.evaluation import RegressionEvaluator\n",
    "from pyspark.ml.feature import StringIndexer, OneHotEncoder\n",
    "from pyspark.ml.linalg import Vectors, VectorUDT\n",
    "from pyspark.ml.recommendation import ALS\n",
    "from pyspark.ml.regression import RandomForestRegressor\n",
    "from pyspark.sql import SparkSession\n",
    "from pyspark.sql.functions import avg, expr, col, collect_list, udf, explode, split\n",
    "from pyspark.sql.types import ArrayType, FloatType"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part 1: Init Spark Session with Ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-18T04:44:13.970800Z",
     "start_time": "2023-11-18T04:43:57.362997Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/12/02 08:25:45 WARN Utils: Your hostname, localhost.localdomain resolves to a loopback address: 127.0.0.1; using 192.168.102.123 instead (on interface ens192)\n",
      "23/12/02 08:25:45 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n",
      "Setting default log level to \"WARN\".\n",
      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n",
      "23/12/02 08:25:46 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n",
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataFrame[userId: int, movieId: int, rating: double, timestamp: int]\n",
      "+------+-------+------+----------+\n",
      "|userId|movieId|rating| timestamp|\n",
      "+------+-------+------+----------+\n",
      "|     1|    296|   5.0|1147880044|\n",
      "|     1|    306|   3.5|1147868817|\n",
      "|     1|    307|   5.0|1147868828|\n",
      "|     1|    665|   5.0|1147878820|\n",
      "|     1|    899|   3.5|1147868510|\n",
      "|     1|   1088|   4.0|1147868495|\n",
      "|     1|   1175|   3.5|1147868826|\n",
      "|     1|   1217|   3.5|1147878326|\n",
      "|     1|   1237|   5.0|1147868839|\n",
      "|     1|   1250|   4.0|1147868414|\n",
      "|     1|   1260|   3.5|1147877857|\n",
      "|     1|   1653|   4.0|1147868097|\n",
      "|     1|   2011|   2.5|1147868079|\n",
      "|     1|   2012|   2.5|1147868068|\n",
      "|     1|   2068|   2.5|1147869044|\n",
      "|     1|   2161|   3.5|1147868609|\n",
      "|     1|   2351|   4.5|1147877957|\n",
      "|     1|   2573|   4.0|1147878923|\n",
      "|     1|   2632|   5.0|1147878248|\n",
      "|     1|   2692|   5.0|1147869100|\n",
      "+------+-------+------+----------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def init_spark_session_with_ratings():\n",
    "    \"\"\"\n",
    "    Reads the ratings file and returns the SparkSession and DataFrame created from the file.\n",
    "\n",
    "    Returns:\n",
    "    SparkSession, DataFrame: The Spark session and the DataFrame created from the ratings file.\n",
    "    \"\"\"\n",
    "\n",
    "    # Initialize Spark session\n",
    "    spark = SparkSession.builder \\\n",
    "        .appName(\"MovieRecommend\") \\\n",
    "        .config(\"spark.executor.memory\", \"8g\") \\\n",
    "        .config(\"spark.executor.cores\", \"4\") \\\n",
    "        .config(\"spark.executor.instances\", \"4\") \\\n",
    "        .config(\"spark.driver.memory\", \"16G\") \\\n",
    "        .getOrCreate()\n",
    "\n",
    "    ratings_df = spark.read.csv(\"dataset/ratings.csv\", header=True, inferSchema=True)\n",
    "    print(ratings_df)\n",
    "    ratings_df.show()\n",
    "\n",
    "    return spark, ratings_df\n",
    "\n",
    "\n",
    "spark, ratings_df = init_spark_session_with_ratings()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def other_data_analysis(ratings_df):\n",
    "    # Calculate the average rating for each movie\n",
    "    avg_rating_df = ratings_df.groupBy(\"movieId\").agg(avg(\"rating\").alias(\"avg_rating\"))\n",
    "    filtered_movies_df = avg_rating_df.filter(col(\"avg_rating\") == 5)\n",
    "\n",
    "    # Load the movies data\n",
    "    movies_df = spark.read.csv(\"dataset/movies.csv\", header=True, inferSchema=True)\n",
    "\n",
    "    # Join the two DataFrames\n",
    "    joined_df = filtered_movies_df.join(movies_df, \"movieId\")\n",
    "    split_genres_df = joined_df.withColumn(\"genres\", split(col(\"genres\"), \"\\\\|\"))\n",
    "\n",
    "    # Explode the genres into rows\n",
    "    exploded_df = split_genres_df.select(\"title\", explode(\"genres\").alias(\"genre\"))\n",
    "\n",
    "    # Group by genre and count the number of movies in each category\n",
    "    cleaned_df = exploded_df.groupBy(\"genre\").agg(collect_list(\"title\").alias(\"movies\"))\n",
    "    cleaned_data = {\n",
    "        \"genres\": []\n",
    "    }\n",
    "    for row in cleaned_df.collect():\n",
    "        genre_data = {\n",
    "            \"genre\": row[\"genre\"],\n",
    "            \"scoreGT5Count\": len(row[\"movies\"]),\n",
    "            \"movie\": row[\"movies\"]\n",
    "        }\n",
    "        cleaned_data[\"genres\"].append(genre_data)\n",
    "    json_data = json.dumps(cleaned_data, ensure_ascii=False, indent=4)\n",
    "\n",
    "    # Save the results to a JSON file\n",
    "    with open(\"results/other_data_analysis.json\", \"w\") as file:\n",
    "        file.write(json_data)\n",
    "\n",
    "\n",
    "other_data_analysis(ratings_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Part 2: Basic Recommend with Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-18T04:44:48.683341Z",
     "start_time": "2023-11-18T04:44:16.313299Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 12:>                                                       (0 + 16) / 17]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+--------------------+--------------------+----------+--------------------+\n",
      "|movieId|               title|              genres|avg_rating|                tags|\n",
      "+-------+--------------------+--------------------+----------+--------------------+\n",
      "| 127080|The Diary of Pres...|    [Drama, Romance]|       5.0|  [independent film]|\n",
      "| 136988|The Good Mistress...|             [Drama]|       5.0|          [tv movie]|\n",
      "| 124987|   Snow White (1987)|          [Children]|       5.0|[fairy tale, home...|\n",
      "| 147615|The Battle of Lov...|[(no genres listed)]|       5.0|[Troma Entertainm...|\n",
      "| 133307|Time Zero: The La...|       [Documentary]|       5.0|          [business]|\n",
      "+-------+--------------------+--------------------+----------+--------------------+\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def basic_recommend(spark, ratings_df):\n",
    "    \"\"\"\n",
    "    Performs basic movie recommendation based on the average rating.\n",
    "\n",
    "    Args:\n",
    "    ratings_df (DataFrame): The DataFrame containing movie ratings.\n",
    "    \"\"\"\n",
    "\n",
    "    # Compute the average rating for each movie\n",
    "    avg_ratings_df = ratings_df.groupBy(\"movieId\").agg(avg(\"rating\").alias(\"avg_rating\"))\n",
    "\n",
    "    # Join with the movies DataFrame to get the movie titles and genres\n",
    "    movies_df = spark.read.csv(\"dataset/movies.csv\", header=True, inferSchema=True)\n",
    "    joined_df = avg_ratings_df.join(movies_df, \"movieId\").withColumn(\"genres\", split(col(\"genres\"), \"\\\\|\"))\n",
    "\n",
    "    # Join with the tags DataFrame to get the movie tags, and aggregate tags into a single string for each movie\n",
    "    tags_df = spark.read.csv(\"dataset/tags.csv\", header=True, inferSchema=True)\n",
    "    joined_df = joined_df.join(tags_df, \"movieId\").withColumn(\"tag\", col(\"tag\")). \\\n",
    "        groupBy(\"movieId\", \"title\", \"genres\", \"avg_rating\"). \\\n",
    "        agg(expr(\"concat('[', concat_ws(', ', collect_list(tag)), ']')\").alias(\"tags\")\n",
    "            )\n",
    "\n",
    "    # Retrieve top 5 movies based on average ratings\n",
    "    top_movies = joined_df.orderBy(col(\"avg_rating\"), ascending=False).limit(5)\n",
    "    top_movies.show()\n",
    "\n",
    "    return top_movies\n",
    "\n",
    "\n",
    "top_movies = basic_recommend(spark, ratings_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "data": {
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UL19eR48e1f/+9z+tWLFCLVq0UO3atfXNN98kq8Z767xfjZLUqFEjBQcHa/LkycqdO7fi4uJUsmRJ3bhx44Fr6tOnj5YtW6aPP/5YYWFh8vLyUvPmza0x7zh37pwyZ84sLy+vBMfJnj27HA7HA02ALliwoNasWaMrV67o4sWLCgoKUsuWLa3QJEkVKlRQVFSULly4oBs3biggIECPPPKI0+VWdevW1eHDh3XmzBm5uroqS5YsCgwMdBrnzr4EBASkuE4AzggVANKt7Nmzq2nTpoqIiNCmTZus+QGSVLx4cXl4eOj48eOqXr36A2+jePHiunXrln766SdVrVpVknT27FkdOHBAxYoVS9FY69atU9WqVdW1a1erLSVnTex68cUXNXLkSP3555+qXbu2goODrWXly5fX/v37kwwm9zNjxgzlzZs33m1If/zxRw0fPlzDhg2zzmCkVLly5TR+/Ph4Ye5eWbNmVVBQkHWXn4dhw4YNCgkJUb9+/ay25Nxpy8/PTy1btlTLli3VvHlz1atXT+fOnVO2bNlSvcazZ89q3759mjhxohW0750rcL+a3NzcFBsb69R/3bp16tChg5o1aybp9hyLY8eOxRt39+7dKl++fKL1ubu7q3jx4tq7d+8Df0+Ft7e3vL29df78eS1btkwjRoyI1+fOXaoOHjyorVu36t13343XJ0eOHJJuz605deqUGjduHG9fatSo8UA1Avg/hAoAaSYmJkbR0dFOba6urtabAOn2G+WGDRsqNjZW7du3t9p9fX3Vu3dv9erVS3FxcXrsscd08eJFbdy4UT4+Pk59k1KoUCE1adJEnTt31sSJE+Xr66u33npLefLkUZMmTVK0P2FhYZo2bZqWLVum/Pnz66uvvtKWLVvifTL6IIwx8Y6VdPuWoncu7WndurV69+6tyZMna9q0aU79Bg4cqIYNGyo4OFjPPvusXFxctHPnTu3atUvvvfdesmqYMmWKmjdvrpIlSzq1h4SEqG/fvvr+++9TfMzuqFmzpq5cuaI9e/ZY40+cOFFRUVFq1qyZChYsqOvXr2vatGnas2eP04Tl1BYWFqbjx49r9uzZqlSpkr7//nstWLAgyXVGjhypoKAglS1bVi4uLpo7d64CAwNt34o2MVmzZlX27Nk1adIkBQUF6fjx43rrrbdSVFNoaKh+/PFHVatWTR4eHsqaNavCwsI0f/58NWrUSA6HQwMGDEjwDNO6devuGxbCw8O1fv16vfbaa1bbjRs3tHfvXuvff/75p6KiouTj42MF3mXLlskYoyJFiujQoUPq06ePihQp4vShwty5cxUQEKB8+fJp165d6tmzp5o2bepUU0REhIoVK6aAgABt2rRJPXv2VK9evVSkSBGrz9WrV7Vt2za9//77yTvwABLFnArgX+qfnqr9IJYuXaqgoCCnx2OPPebUp3bt2goKClJ4eLhy587ttOzdd9/VwIEDNXz4cBUrVkzh4eH67rvvUvwmPiIiQhUqVFDDhg1VpUoVGWO0ZMmSeJef3E+XLl309NNPq2XLlnrkkUd09uxZp7MWdty5DOTex93X2Pv5+emZZ56Rj49PvG+ADg8P1+LFi7V8+XJVqlRJjz76qD799FOFhIRYfTp06JDoJ7bbtm3Tjh079Mwzz8Rb5uvrq7p169r6zors2bPr6aef1owZM6y2ypUr6/Lly+rSpYtKlCih6tWra/PmzVq4cKGts1P306RJE/Xq1Uvdu3dX2bJltXHjRqcvcEuIj4+PPvzwQ1WsWFGVKlXSsWPHtGTJEqe5HKnJxcVFs2fP1rZt21SyZEn16tVLH330UYpq+uSTT7R8+XIFBwerXLlykm4HkaxZs6pq1apq1KiRwsPD452R+PPPP7Vx40anN/kJ6dy5s5YsWaILFy5YbSdOnFC5cuVUrlw5nTx5Uh9//LHKlSvn9P0kFy5cULdu3VS0aFG1a9dOjz32mH744Qen38eTJ0+qbdu2Klq0qHr06KG2bdvG+46b/fv3q2nTpipWrJiGDh2qfv366eOPP3bq8+233ypfvnxO36UB4ME4TGIXFAPIEK5fv66jR48qf/78afoNyw/L1atXlTt3bk2dOjXB+QBwVqdOHRUrVkyfffZZitetUaOGatSoocGDB6d+Ycmwa9cu1a5dW4cOHZKvr2+a1ID769Onjy5cuKBJkybdt2+LFi1Urlw5vf322/9AZSlXuXJlvfbaa2rVqlWiff7tf2OB1MKZCgDpUlxcnE6cOKEBAwbI398/3nXQcHbu3DnNnj1bK1eudLqDVnJdunRJhw8fVu/evR9CdclTqlQpjRgxIsFr+JF+5MyZM8G5Cwn56KOP5OPj85ArejCnTp1S8+bN9fzzz6d1KcC/AmcqgAzu3/op2rFjx5Q/f37lzZtXkZGRevLJJ9O6pHQtNDRU58+f14ABA9I0GAD/Nv/Wv7FAamOiNoB0KTQ0NNHbvSI+Pt0HAKQlLn8CAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC3cUhb4l3IMcfyj2zODUvf2r3e+p2L79u0qW7Zsqo6d1mrUqKGyZctq1KhRqTLe4MGDtXDhQkVFRaXKeGmpbdu2KlasmN555520LiWexYsXa8CAAdq2bZtcXPhMDgDuxl9FAP84h8OR5KNDhw4Pdfs3btzQRx99pPLly8vb21v+/v4qU6aM+vfvrxMnTjzUbSdHZGSkHA6HihUrFm/ZnDlz5HA4FBoaarX17t1bP/74Y7LGHjx4cLoNaTt37tT333+vV199VZJ08+ZN9e3bV6VKlZK3t7dy586tdu3axfsZxcTE6NVXX1WOHDnk7e2txo0b648//nDqM2zYMFWtWlWZM2dWlixZkqzj7Nmzyps3rxwOh/7++2+rvWHDhnI4HJo5c2aq7C8A/JsQKgD8406ePGk9Ro0aJT8/P6e20aNHP7Rtx8TEqE6dOnr//ffVoUMHrV27Vtu2bdOIESN09uxZjRkz5qFtOyW8vb116tQpbdq0yal96tSpypcvn1Obj4+PsmfPnqrbv3nzZqqOlxxjx47Vs88+K19fX0nS1atX9csvv2jAgAH65ZdfNH/+fB04cECNGzd2Wu+1117TggULNHv2bK1fv16XL19Ww4YNFRsba/W5ceOGnn32Wb3yyiv3reOFF15Q6dKlE1zWsWPHdPMaAYD0hFAB4B8XGBhoPfz9/eVwOOK13XHkyBHVrFlTmTNnVpkyZeK9yd64caOeeOIJeXl5KTg4WD169NCVK1cS3fbIkSO1fv16rVy5Uj169FCFChUUFham8PBwjR8/Xu+//77VNyYmRj169FDOnDnl6empxx57TFu2bHEab82aNapcubI8PDwUFBSkt956S7du3bKWX7lyRe3atZOPj4+CgoL0ySefJOsYubq6qlWrVpo6darV9scff2j16tVq1aqVU997zz6sXr1alStXlre3t7JkyaJq1arpt99+U2RkpIYMGaIdO3ZYZ4UiIyMl3T57NGHCBDVp0kTe3t567733JEnfffedKlSoIE9PTxUoUEBDhgxx2r/BgwcrX7588vDwUO7cudWjRw9r2bhx41SoUCF5enoqV65cat68eaL7GxcXp7lz5zoFBn9/fy1fvlwtWrRQkSJF9Oijj2rMmDHatm2bjh8/Lkm6cOGCpkyZok8++US1a9dWuXLlNH36dO3atUsrVqywxhoyZIh69eqlUqVKJXncx48fr7///lu9e/dOcHnjxo31888/68iRI0mOAwD/NYQKAOlav3791Lt3b0VFRalw4cJ6/vnnrTe1u3btUnh4uJ5++mnt3LlTX3/9tdavX6/u3bsnOt6sWbNUp04dlStXLsHlDsf/zUV58803NW/ePH355Zf65ZdfrPBx7tw5SdKff/6pBg0aqFKlStqxY4fGjx+vKVOmWG/IJalPnz5atWqVFixYoB9++EGrV6/Wtm3bkrXvL7zwgr7++mtdvXpV0u3LourVq6dcuXIlus6tW7fUtGlTVa9eXTt37tSmTZv00ksvyeFwqGXLlnrjjTdUokQJ66xQy5YtrXUHDRqkJk2aaNeuXerUqZOWLVumNm3aqEePHtq7d68mTpyoyMhIDRs2TJL0zTffaOTIkZo4caIOHjyohQsXWm/at27dqh49emjo0KHav3+/li5dqieeeCLRunfu3Km///5bFStWTPKYXLhwQQ6Hw7qEadu2bbp586bq1q1r9cmdO7dKliypjRs3Jn2A77F3714NHTpU06ZNS3TOREhIiHLmzKl169alaGwA+LdjojaAdK1379566qmnJN3+tLlEiRI6dOiQihYtqo8++kitWrXSa6+9JkkqVKiQPvvsM1WvXl3jx4+Xp6dnvPEOHDigGjVqOLU1a9ZMy5cvlySVLl1aGzdu1JUrVzR+/HhFRkaqfv36kqTJkydr+fLlmjJlivr06aNx48YpODhYY8eOlcPhUNGiRXXixAn17dtXAwcO1NWrVzVlyhRNmzZNderUkSR9+eWXyps3b7L2vWzZsipYsKC++eYbtW3bVpGRkfr000+T/JT84sWLunDhgho2bKiCBQtKktPcDB8fH7m6uiowMDDeuq1atVKnTp2s523bttVbb72l9u3bS5IKFCigd999V2+++aYGDRqk48ePKzAwULVr15abm5vy5cunypUrS5KOHz8ub29vNWzYUL6+vgoJCUk0yEm3J+ZnypRJOXPmTLTP9evX9dZbb6lVq1by8/OTJEVHR8vd3V1Zs2Z16psrVy5FR0cnOta9YmJi9Pzzz+ujjz5Svnz5kjzGefLk0bFjx5I9NgD8F3CmAkC6dve17UFBQZKkU6dOSbr9KXVkZKR8fHysR3h4uOLi4nT06NFEx7z7bIR0+zKdqKgoderUyTorcPjwYd28eVPVqlWz+rm5ualy5crat2+fJGnfvn2qUqWK03jVqlXT5cuX9ccff+jw4cO6ceOGqlSpYi3Pli2bihQpkuz979SpkyIiIrRmzRpdvnxZDRo0SLJ/tmzZ1KFDB4WHh6tRo0YaPXq0Tp48maxt3XuWYNu2bRo6dKjT8e3cubNOnjypq1ev6tlnn9W1a9dUoEABde7cWQsWLLDOItWpU0chISEqUKCA2rZtqxkzZljHNiHXrl2Th4dHvJ/NHTdv3tRzzz2nuLg4jRs37r77YoxJdKyEvP322ypWrJjatGlz375eXl5J7gsA/BcRKgCka25ubta/77xJjIuLs/778ssvKyoqynrs2LFDBw8etD6lv1ehQoX066+/OrUFBQUpLCxM2bJls9qMMU7bvLv9TltCb1zvXu/Ov+1o3bq1Nm/erMGDB6tdu3Zydb3/CeaIiAht2rRJVatW1ddff63ChQtr8+bN913P29vb6XlcXJyGDBnidHx37dqlgwcPytPTU8HBwdq/f78+//xzeXl5qWvXrnriiSd08+ZN+fr66pdfftGsWbMUFBSkgQMHqkyZMk53U7pbjhw5dPXqVd24cSPesps3b6pFixY6evSoli9fbp2lkG7Pz7lx44bOnz/vtM6pU6eSvEzsXitXrtTcuXPl6uoqV1dXPfnkk1ZdgwYNcup77tw5BQQEJHtsAPgvIFQAyLDKly+vPXv2KCwsLN7D3d09wXWef/55LV++XNu3b09y7DtjrF+/3mq7efOmtm7dal1OVLx4cW3cuNEpPGzcuFG+vr7KkyePwsLC5Obm5vSG/vz58zpw4ECy9zFbtmxq3Lix1qxZ43Rp0v2UK1dOb7/9tjZu3KiSJUtat0F1d3d3uitSUsqXL6/9+/cneHzvzDnw8vJS48aN9dlnn2n16tXatGmTdu3aJen2ZPPatWtrxIgR2rlzp44dO6aVK1cmuK07E8337t3r1H4nUBw8eFArVqyId5erChUqyM3Nzbp8Tbp9d7Hdu3eratWqydpPSZo3b5527NhhhacvvvhCkrRu3Tp169bN6nf9+nUdPnw4yUu5AOC/iDkVADKsvn376tFHH1W3bt3UuXNneXt7a9++fVq+fHmit/3s1auXvv/+e9WqVUuDBw/W448/rqxZs+rAgQP63//+p0yZMkm6/an9K6+8oj59+ihbtmzKly+fRowYoatXr+qFF16QJHXt2lWjRo3Sq6++qu7du2v//v0aNGiQXn/9dbm4uMjHx0cvvPCC+vTpo+zZsytXrlzq169fir84LTIyUuPGjUvWbWOPHj2qSZMmqXHjxsqdO7f279+vAwcOqF27dpKk0NBQHT16VFFRUcqbN698fX3l4eGR4FgDBw5Uw4YNFRwcrGeffVYuLi7auXOndu3apffee0+RkZGKjY3VI488osyZM+urr76Sl5eXQkJCtHjxYh05ckRPPPGEsmbNqiVLliguLi7RS78CAgJUvnx5rV+/3goYt27dUvPmzfXLL79o8eLFio2NteZJZMuWTe7u7vL399cLL7ygN954Q9mzZ1e2bNnUu3dvlSpVSrVr17bGP378uM6dO6fjx48rNjbW+qLAsLAw+fj4xDuzdebMGUm356Pc/b0WmzdvloeHh9MlbQAASQZAhnbt2jWzd+9ec+3atbQu5YFEREQYf3//eO1Hjx41ksz27duttvPnzxtJZtWqVVbbzz//bOrUqWN8fHyMt7e3KV26tBk2bFiS27x+/br54IMPTJkyZYyXl5fx8PAwRYsWNb169TLHjx+3+l27ds28+uqrJkeOHMbDw8NUq1bN/Pzzz05jrV692lSqVMm4u7ubwMBA07dvX3Pz5k1r+aVLl0ybNm1M5syZTa5cucyIESNM9erVTc+ePVN8TO4YOXKkCQkJsZ4PGjTIlClTxhhjTHR0tGnatKkJCgoy7u7uJiQkxAwcONDExsZa+/7MM8+YLFmyGEkmIiLCGGOMJLNgwYJ421q6dKmpWrWq8fLyMn5+fqZy5cpm0qRJxhhjFixYYB555BHj5+dnvL29zaOPPmpWrFhhjDFm3bp1pnr16iZr1qzGy8vLlC5d2nz99deJ7pMxxkyYMME8+uij1vM7r4GEHne/Bq5du2a6d+9usmXLZry8vEzDhg2dfo7GGNO+ffv7jnO3VatWGUnm/PnzTu0vvfSSefnll5PcD/y7ZPS/scA/xWFMKlz0CyDNXL9+XUePHlX+/PkTvNsRkFFcv35dRYoU0ezZs9PlmYDTp0+raNGi2rp1q/Lnz5/W5eAfwt9YIHmYUwEASBc8PT01bdo069Kj9Obo0aMaN24cgQIAEsCZCiCD41M0AHh4+BsLJA9nKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECuDfyuH4Zx+prEaNGnrttddSfdx/m7Nnzypnzpw6duxYWpeSoObNm+vTTz9N6zIAAA8ZoQJAmujQoYMcDke8x6FDh9K6tAxl+PDhatSokUJDQyVJO3bs0PPPP6/g4GB5eXmpWLFiGj16dLz1du3aperVq8vLy0t58uTR0KFDdfd3oZ48eVKtWrVSkSJF5OLict+AN3v2bDkcDjVt2tSpfeDAgRo2bJguXrxod1cBAOkYoQJAmqlXr55Onjzp9MifP39al5WgmzdvpnUJ8Vy7dk1TpkzRiy++aLVt27ZNAQEBmj59uvbs2aN+/frp7bff1tixY60+Fy9eVJ06dZQ7d25t2bJFY8aM0ccff+x0RiEmJkYBAQHq16+fypQpk2Qdv/32m3r37q3HH3883rLSpUsrNDRUM2bMSIU9BgCkV4QKAGnGw8NDgYGBTo9MmTIl2Pf8+fNq166dsmbNqsyZM6t+/fo6ePCgJMkYo4CAAM2bN8/qX7ZsWeXMmdN6vmnTJrm5ueny5cuSpAsXLuill15Szpw55efnp1q1amnHjh1W/8GDB6ts2bKaOnWqChQoIA8PDxlj5HA4NHHiRDVs2FCZM2dWsWLFtGnTJh06dEg1atSQt7e3qlSposOHD1tjHT58WE2aNFGuXLnk4+OjSpUqacWKFU77Fxoaqvfff1+dOnWSr6+v8uXLp0mTJiV5/P73v//J1dVVVapUsdo6deqkzz77TNWrV1eBAgXUpk0bdezYUfPnz7f6zJgxQ9evX1dkZKRKliypp59+Wu+8844+/fRT62xFaGioRo8erXbt2snf3z/RGmJjY9W6dWsNGTJEBQoUSLBP48aNNWvWrCT3BQCQsREqAGQIHTp00NatW7Vo0SJt2rRJxhg1aNBAN2/elMPh0BNPPKHVq1dLuh1A9u7dq5s3b2rv3r2SpNWrV6tChQry8fGRMUZPPfWUoqOjtWTJEm3btk3ly5fXk08+qXPnzlnbPHTokObMmaN58+YpKirKan/33XfVrl07RUVFqWjRomrVqpVefvllvf3229q6daskqXv37lb/y5cvq0GDBlqxYoW2b9+u8PBwNWrUSMePH3fax08++UQVK1bU9u3b1bVrV73yyiv69ddfEz0ma9euVcWKFe977C5cuKBs2bJZzzdt2qTq1avLw8PDagsPD9eJEydSPDdj6NChCggI0AsvvJBon8qVK+vnn39WTExMisYGAGQchAoAaWbx4sXy8fGxHs8++2yC/Q4ePKhFixbpiy++0OOPP64yZcpoxowZ+vPPP7Vw4UJJtyd23wkVa9euVZkyZVSrVi2rbfXq1apRo4YkadWqVdq1a5fmzp2rihUrqlChQvr444+VJUsWffPNN9Z2b9y4oa+++krlypVT6dKl5fj/E9I7duyoFi1aqHDhwurbt6+OHTum1q1bKzw8XMWKFVPPnj2t7UpSmTJl9PLLL6tUqVIqVKiQ3nvvPRUoUECLFi1y2s8GDRqoa9euCgsLU9++fZUjRw6nce517Ngx5c6dO8ljvGnTJs2ZM0cvv/yy1RYdHa1cuXI59bvzPDo6Osnx7rZhwwZNmTJFkydPTrJfnjx5FBMTk6KxAQAZC6ECQJqpWbOmoqKirMdnn32WYL99+/bJ1dVVjzzyiNWWPXt2FSlSRPv27ZN0O1Ts2bNHZ86c0Zo1a1SjRg3VqFFDa9as0a1bt7Rx40ZVr15d0u15B5cvX1b27NmdQs3Ro0edLlsKCQlRQEBAvHpKly5t/fvOm/FSpUo5tV2/ft2anHzlyhW9+eabKl68uLJkySIfHx/9+uuv8c5U3D2uw+FQYGCgTp06lejxu3btmjw9PRNdvmfPHjVp0kQDBw5UnTp1nJY57rlj153Lnu5tT8ylS5fUpk0bTZ48WTly5Eiyr5eXlyTp6tWryRobAJDxuKZ1AQD+u7y9vRUWFnbffnffleje9jtvgkuWLKns2bNrzZo1WrNmjYYOHarg4GANGzZMW7Zs0bVr1/TYY49JkuLi4hQUFJTgWYAsWbI41ZcQNzc36993tp9QW1xcnCSpT58+WrZsmT7++GOFhYXJy8tLzZs3140bNxId9844d8ZISI4cOXT+/PkEl+3du1e1atVS586d1b9/f6dlgYGB8c4a3Akv957BSMzhw4d17NgxNWrUyGq7U6urq6v279+vggULSpJ1SVlCAQ0A8O9AqACQ7hUvXly3bt3STz/9pKpVq0q6/f0MBw4cULFixSTJmlfx7bffavfu3Xr88cfl6+urmzdvasKECSpfvrx8fX0lSeXLl1d0dLRcXV2tW7E+TOvWrVOHDh3UrFkzSbfnWKTG90qUK1dO06dPj9e+Z88e1apVS+3bt9ewYcPiLa9SpYreeecd3bhxQ+7u7pKkH374Qblz50728ShatKh27drl1Na/f39dunRJo0ePVnBwsNW+e/du5c2b975nNAAAGReXPwFI9woVKqQmTZqoc+fOWr9+vXbs2KE2bdooT548atKkidWvRo0amjlzpkqXLi0/Pz8raMyYMcOaTyFJtWvXVpUqVdS0aVMtW7ZMx44d08aNG9W/f39ronVqCgsL0/z58xUVFaUdO3aoVatWSZ6BSK7w8HDt2bPH6WzFnj17VLNmTdWpU0evv/66oqOjFR0drdOnT1t9WrVqJQ8PD3Xo0EG7d+/WggUL9P777+v11193uvzpzmVply9f1unTpxUVFWVNfPf09FTJkiWdHlmyZJGvr69KlixphRXpdqiqW7eu7f0FAKRfhArg38qYf/bxkEVERKhChQpq2LChqlSpImOMlixZ4nTJUM2aNRUbG+sUIKpXr67Y2FhrPoV0+6zGkiVL9MQTT6hTp04qXLiwnnvuOR07dizZl/+kxMiRI5U1a1ZVrVpVjRo1Unh4uMqXL2973FKlSqlixYqaM2eO1TZ37lydPn1aM2bMUFBQkPWoVKmS1cff31/Lly/XH3/8oYoVK6pr1656/fXX9frrrzuNX65cOZUrV07btm3TzJkzVa5cOTVo0CBFNV6/fl0LFixQ586d7e0sACBdc5jELlYGkCFcv35dR48eVf78+ZOctIt/pyVLlqh3797avXu3XFzS3+dEn3/+ub799lv98MMPaV0K8ED4GwskD3MqACADa9CggQ4ePKg///zTaR5DeuHm5qYxY8akdRkAgIeMMxVABsenaADw8PA3Fkie9HeuHAAAAECGQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC18+R3wLzXEMeQf3d4gMyhVxzt27Jjy58+v7du3q2zZsqk69j9t9erVqlmzps6fP68sWbI8tO1ER0erbdu22rhxo9zc3PT3338/tG0hdaxcuVJdu3bV3r170903osfExKhQoUJasGCBKlSokNblAEjn0tdfMAD/CQ6HI8lHhw4dHtq2IyMjnbbl4+OjChUqaP78+SkaZ/Xq1XI4HPHeuNeoUUOvvfZa6hWcAiNHjtTJkycVFRWlAwcOJNhn8ODBaR7SatSoocjIyAda996fX65cudSoUSPt2bMnReOEhoZq1KhRD1RDanrzzTfVr18/K1CcPHlSrVq1UpEiReTi4pLga+nmzZsaOnSoChYsKE9PT5UpU0ZLly516hMaGprg71a3bt2sPvPnz1d4eLhy5Mghh8OhqKgopzE8PDzUu3dv9e3bN9X3G8C/D6ECwD/u5MmT1mPUqFHy8/Nzahs9evRD3f7d29u+fbvCw8PVokUL7d+//6Fu92E7fPiwKlSooEKFCilnzpxpXc5Dc+fnd+LECX3//fe6cuWKnnrqKd24ceMfr8XONjdu3KiDBw/q2WeftdpiYmIUEBCgfv36qUyZMgmu179/f02cOFFjxozR3r171aVLFzVr1kzbt2+3+mzZssXpd2r58uWS5LStK1euqFq1avrggw8SrbF169Zat26d9u3b98D7CeC/gVAB4B8XGBhoPfz9/eVwOOK13XHkyBHVrFlTmTNnVpkyZbRp0yansTZu3KgnnnhCXl5eCg4OVo8ePXTlypUkt3/39goVKqT33ntPLi4u2rlzp9Vn+vTpqlixonx9fRUYGKhWrVrp1KlTkm5fmlWzZk1JUtasWa2zKx06dNCaNWs0evRo65PhY8eOJVjDg9Q9fvx4FSxYUO7u7ipSpIi++uora1loaKjmzZunadOm2Trbs2vXLtWqVUteXl7Knj27XnrpJV2+fFmStGzZMnl6esY7O9OjRw9Vr179gfdt8ODBypcvnzw8PJQ7d2716NEjyRrv/PyCgoJUsWJF9erVS7/99ptTKEyqhho1aui3335Tr169rJ/TnTruPYszatQohYaGWs87dOigpk2bavjw4cqdO7cKFy6sY8eOyeFwaP78+Um+Vu81e/Zs1a1bV56enlZbaGioRo8erXbt2jn9Htztq6++0jvvvKMGDRqoQIECeuWVVxQeHq5PPvnE6hMQEOD0O7V48WIVLFjQ6efUtm1bDRw4ULVr1060xuzZs6tq1aqaNWtWkvsCAIQKAOlav3791Lt3b0VFRalw4cJ6/vnndevWLUm33wCHh4fr6aef1s6dO/X1119r/fr16t69e7LHj42N1ZdffilJKl++vNV+48YNvfvuu9qxY4cWLlyoo0ePWm/Ug4ODNW/ePEnS/v37rbMro0ePVpUqVdS5c2frE+Lg4OB423yQuhcsWKCePXvqjTfe0O7du/Xyyy+rY8eOWrVqlaTbn0zXq1dPLVq0eOCzPVevXlW9evWUNWtWbdmyRXPnztWKFSusumrXrq0sWbJY+37n+M2ZM0etW7d+oH375ptvNHLkSE2cOFEHDx7UwoULVapUqWTX/Pfff2vmzJmSJDc3t2TVMH/+fOXNm1dDhw61fk4p8eOPP2rfvn1avny5Fi9ebLUn9VpNyNq1a1WxYsUUbVu6fTbj7iAiSV5eXlq/fn2C/W/cuKHp06erU6dOVoBKicqVK2vdunUpXg/AfwsTtQGka71799ZTTz0lSRoyZIhKlCihQ4cOqWjRovroo4/UqlUr67rzQoUK6bPPPlP16tU1fvz4eG+87rhw4YJ8fHwkSdeuXZObm5smTZqkggULWn06depk/btAgQL67LPPVLlyZV2+fFk+Pj7Kli2bJClnzpxOk6/d3d2VOXNmBQYGJrpPD1L3xx9/rA4dOqhr166SpNdff12bN2/Wxx9/rJo1ayogIEAeHh7y8vJKcttJmTFjhq5du6Zp06bJ29tbkjR27Fg1atRIH374oXLlyqWWLVtq5syZeuGFFyTdfoN9/vx567Ka5Ozb6tWrrW0eP35cgYGBql27ttzc3JQvXz5Vrlw5yTrv/PyMMbp69aokqXHjxipatGiyasiWLZsyZcpknYVKKW9vb33xxRdyd3eXJOtsVFKv1YQcO3ZMuXPnTvH2w8PD9emnn+qJJ55QwYIF9eOPP+rbb79VbGxsgv0XLlyov//++4HPXuXJkyfRM24AcAdnKgCka6VLl7b+HRQUJEnWZUjbtm1TZGSkfHx8rEd4eLji4uJ09OjRRMf09fVVVFSUoqKitH37dr3//vt6+eWX9d1331l9tm/friZNmigkJES+vr6qUaOGpNtvgu16kLr37dunatWqObVVq1YtVa9137dvn8qUKWMFijvbiIuLsy4tat26tVavXq0TJ05Iuh1EGjRooKxZsz7Qvj377LO6du2aChQooM6dO2vBggVJfrov/d/Pb9u2bZowYYIKFiyoCRMmWMsf9HWRXKVKlbICxd2Seq0m5Nq1a4kG36SMHj1ahQoVUtGiReXu7q7u3burY8eOypQpU4L9p0yZovr16z9QgJFunwW5E94AIDGcqQCQrt25pEWSdelGXFyc9d+XX345wWvw8+XLl+iYLi4uCgsLs56XLl1aP/zwgz788EM1atRIV65cUd26dVW3bl1Nnz5dAQEBOn78uMLDw1NlMvCD1n3vpSvGmAe6nCUxSY13p71y5coqWLCgZs+erVdeeUULFixQRESE1S+l+xYcHKz9+/dr+fLlWrFihbp27aqPPvpIa9ascfrZ3+3un1/RokUVHR2tli1bau3atQ9Uw93jGmOc2m7evBmv392h625JvVYTkiNHDp0/fz7R5YkJCAjQwoULdf36dZ09e1a5c+fWW2+9pfz588fr+9tvv2nFihUpvrvZ3c6dO6eAgIAHXh/AfwOhAkCGVb58ee3Zs8cpIDyoTJky6dq1a5KkX3/9VWfOnNEHH3xgzYnYunWrU/87n1Tfe8mJu7t7opeh2Km7WLFiWr9+vdq1a2e1bdy4UcWKFUv2GPdTvHhxffnll7py5Yr1xnnDhg1ycXFR4cKFrX6tWrXSjBkzlDdvXrm4uFiX/EgPtm9eXl5q3LixGjdurG7duqlo0aLatWuX0xyXpPTq1UuffvqpFixYoGbNmiWrhoR+TgEBAYqOjnYKV/feZjU1lStXTnv37n3g9T09PZUnTx7dvHlT8+bNU4sWLeL1iYiIUM6cOZ1+Rim1e/dulStX7oHXB/DfwOVPADKsvn37atOmTerWrZuioqJ08OBBLVq0SK+++mqS6xljFB0drejoaB09elSTJk3SsmXL1KRJE0m3P812d3fXmDFjdOTIES1atEjvvvuu0xghISFyOBxavHixTp8+bd0hKTQ0VD/99JOOHTumM2fOJPhJ9YPU3adPH0VGRmrChAk6ePCgPv30U82fP1+9e/dO6WHTtWvXrMu/7jwOHTqk1q1by9PTU+3bt9fu3bu1atUqvfrqq2rbtq1y5cplrd+6dWv98ssvGjZsmJo3b+50CU9K9y0yMlJTpkzR7t27deTIEX311Vfy8vJSSEhIsvfHz89PL774ogYNGiRjTLJqCA0N1dq1a/Xnn3/qzJkzkm7fFer06dMaMWKEDh8+rM8//1z/+9//Unp4ky08PDzBydV3fiaXL1/W6dOnFRUV5RQ+fvrpJ82fP19HjhzRunXrVK9ePcXFxenNN990GicuLk4RERFq3769XF3jf4Z47tw5p7H379+vqKgoRUdHO/Vbt26d6tatmxq7DODfzADI0K5du2b27t1rrl27ltalPJCIiAjj7+8fr/3o0aNGktm+fbvVdv78eSPJrFq1ymr7+eefTZ06dYyPj4/x9vY2pUuXNsOGDUtye5Ksh4eHhylcuLAZNmyYuXXrltVv5syZJjQ01Hh4eJgqVaqYRYsWxatn6NChJjAw0DgcDtO+fXtjjDH79+83jz76qPHy8jKSzNGjR82qVauMJHP+/PkHrtsYY8aNG2cKFChg3NzcTOHChc20adOcljdp0sSqIzGDBg1y2v87j+rVqxtjjNm5c6epWbOm8fT0NNmyZTOdO3c2ly5dijdOpUqVjCSzcuXKeMtSsm8LFiwwjzzyiPHz8zPe3t7m0UcfNStWrEi0/sReL7/99ptxdXU1X3/9dbJq2LRpkyldurTx8PAwd/+vcPz48SY4ONh4e3ubdu3amWHDhpmQkBBrefv27U2TJk2ctp3c1+q9zp07Z7y8vMyvv/7q1J7Qz+fuGlavXm2KFStmPDw8TPbs2U3btm3Nn3/+GW/8ZcuWGUlm//79CW7/3t+FO49BgwZZfTZu3GiyZMlirl69muh+/Ntl9L+xwD/FYcw9F5ACyFCuX7+uo0ePKn/+/A806RNA2nnzzTd14cIFTZw4Ma1LSdCzzz6rcuXK6Z133knrUtIMf2OB5OHyJwAA0ki/fv0UEhJy33k4aSEmJkZlypRRr1690roUABkAZyqADI5P0QDg4eFvLJA8nKkAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgDAv9ITTzyhmTNnpnUZCRo7dqwaN26c1mUAQKohVAD/VjMd/+wjBRwOR5KPDh06PJxjYtOxY8fkcKRsX+925MgRPf/888qdO7c8PT2VN29eNWnSRAcOHEjFKtNOjRo1Evx53rp16x+vZfHixYqOjtZzzz1ntU2aNEk1atSQn5+fHA6H/v7773jr/fLLL6pTp46yZMmi7Nmz66WXXtLly5ed+iS0jxMmTLCWr169Wk2aNFFQUJC8vb1VtmxZzZgxw2mMzp07a8uWLVq/fn3q7jgApBFCBYB/3MmTJ63HqFGj5Ofn59Q2evToFI1348aNh1Rp6rlx44bq1Kmjixcvav78+dq/f7++/vprlSxZUhcuXEjr8lJN586dnX6WJ0+elKur6wONZefn+tlnn6ljx45ycfm//81dvXpV9erV0zvvvJPgOidOnFDt2rUVFhamn376SUuXLtWePXsSDLkRERFO+9i+fXtr2caNG1W6dGnNmzdPO3fuVKdOndSuXTt99913Vh8PDw+1atVKY8aMeeB9BID0hFAB4B8XGBhoPfz9/eVwOKznbm5u6tKli/LmzavMmTOrVKlSmjVrltP6NWrUUPfu3fX6668rR44cqlOnjiIjIxP8BHnw4MGSpC1btqhOnTrKkSOH/P39Vb16df3yyy9O4zocDn3xxRdq1qyZMmfOrEKFCmnRokWJ7sdvv/2mRo0aKWvWrPL29laJEiW0ZMmSBPvu3btXR44c0bhx4/Too48qJCRE1apV07Bhw1SpUiWrX9++fVW4cGFlzpxZBQoU0IABA3Tz5k1J0v79++VwOPTrr786jf3pp58qNDRUxhjFxsbqhRdeUP78+eXl5aUiRYrEC2m3bt1Sjx49rE/j+/btq/bt26tp06ZWH2OMRowYoQIFCsjLy0tlypTRN998k+ixuCNz5sxOP9/AwEBJt39mr732mlPfpk2bOr1hDw0N1XvvvacOHTrI399fnTt3Vq1atdS9e3en9c6ePSsPDw+tXLkywRrOnDmjFStWxLu86LXXXtNbb72lRx99NMH1Fi9eLDc3N33++ecqUqSIKlWqpM8//1zz5s3ToUOHnPpmyZLFaR+9vLysZe+8847effddVa1aVQULFlSPHj1Ur149LViwwGmMxo0ba+HChbp27VqC9QBARkKoAJCuXL9+XRUqVNDixYu1e/duvfTSS2rbtq1++uknp35ffvmlXF1dtWHDBk2cOFEtW7Z0+uR41qxZcnV1VbVq1SRJly5dUvv27bVu3Tpt3rxZhQoVUoMGDXTp0iWncYcMGaIWLVpo586datCggVq3bq1z584lWGu3bt0UExOjtWvXateuXfrwww/l4+OTYN+AgAC5uLjom2++UWxsbKL77+vrq8jISO3du1ejR4/W5MmTNXLkSElSkSJFVKFChXiX0sycOVOtWrWSw+FQXFyc8ubNqzlz5mjv3r0aOHCg3nnnHc2ZM8fq/+GHH2rGjBmKiIjQhg0bdPHiRS1cuNBpzP79+ysiIkLjx4/Xnj171KtXL7Vp00Zr1qxJtPbU8NFHH6lkyZLatm2bBgwYoBdffFEzZ85UTEyM1WfGjBnKnTu3atasmeAY69evV+bMmVWsWLEUbTsmJkbu7u5OZzfuhIV7L1Pq3r27cuTIoUqVKmnChAmKi4tLcuwLFy4oW7ZsTm0VK1bUzZs39fPPP6eoTgBIlwyADO3atWtm79695tq1a84LZuiffTygiIgI4+/vn2SfBg0amDfeeMN6Xr16dVO2bNlE+x86dMhkz57djBgxItE+t27dMr6+vua7776z2iSZ/v37W88vX75sHA6H+d///pfgGKVKlTKDBw9Osva7jR071mTOnNn4+vqamjVrmqFDh5rDhw8nuc6IESNMhQoVrOeffvqpKVCggPV8//79RpLZs2dPomN07drVPPPMM9bzXLlymY8++sh6fuvWLZMvXz7TpEkTY8zt/fb09DQbN250GueFF14wzz//fKLbqV69unFzczPe3t7W4/XXX7eW9ezZ06l/kyZNTPv27a3nISEhpmnTpk59rl+/brJly2a+/vprq61s2bJJHveRI0c6HaN7rVq1ykgy58+fd2rfvXu3cXV1NSNGjDAxMTHm3Llz5umnnzaSzPvvv2/1e/fdd83GjRvN9u3bzccff2wyZ85s3n333US3N3fuXOPu7m52794db1nWrFlNZGRkousi7SX6NxaAE85UAEhXYmNjNWzYMJUuXVrZs2eXj4+PfvjhBx0/ftypX8WKFRNc/8KFC2rYsKHq16+vPn36WO2nTp1Sly5dVLhwYfn7+8vf31+XL1+ON27p0qWtf3t7e8vX11enTp1KcFs9evTQe++9p2rVqmnQoEHauXNnkvvWrVs3RUdHa/r06apSpYrmzp2rEiVKaPny5Vafb775Ro899pgCAwPl4+OjAQMGONX43HPP6bffftPmzZsl3f7UvmzZsipevLjVZ8KECapYsaICAgLk4+OjyZMnW2NcuHBBf/31lypXrmz1z5QpkypUqGA937t3r65fv646derIx8fHekybNk2HDx9Och9bt26tqKgo6/H2228n2f9e9/5cPTw81KZNG02dOlWSFBUVpR07diQ5mf/atWvy9PRM0XYlqUSJEvryyy/1ySefWJdxFShQQLly5VKmTJmsfv3791eVKlVUtmxZvfHGGxo6dKg++uijBMdcvXq1OnTooMmTJ6tEiRLxlnt5eenq1asprhUA0htCBYB05ZNPPtHIkSP15ptvauXKlYqKilJ4eHi8Sbve3t7x1o2NjVXLli3l5+enyZMnOy3r0KGDtm3bplGjRmnjxo2KiopS9uzZ443r5ubm9PzOJUUJefHFF3XkyBG1bdtWu3btUsWKFe878dbX11eNGzfWsGHDtGPHDj3++ON67733JEmbN2/Wc889p/r162vx4sXavn27+vXr51RjUFCQatasad0qddasWWrTpo21fM6cOerVq5c6deqkH374QVFRUerYsWO8/bz3LlbGGOvfd/b3+++/dwoIe/fuve+8Cn9/f4WFhVmPHDlySJJcXFyctiHJmityt4R+ri+++KKWL1+uP/74Q1OnTtWTTz6pkJCQRGvIkSOHzp8/n2SdiWnVqpWio6P1559/6uzZsxo8eLBOnz6t/PnzJ7rOo48+qosXL+qvv/5yal+zZo0aNWqkTz/9VO3atUtw3XPnzikgIOCBagWA9IRQASBdWbdunZo0aaI2bdqoTJkyKlCggA4ePJisdXv16qVdu3ZpwYIF8T6pXrdunXr06KEGDRqoRIkS8vDw0JkzZ2zXGxwcrC5dumj+/Pl644034oWZpDgcDhUtWlRXrlyRJG3YsEEhISHq16+fKlasqEKFCum3336Lt17r1q319ddfa9OmTTp8+LDTbVPXrVunqlWrqmvXripXrpzCwsKczi74+/srV65cTtfxx8bGavv27dbz4sWLy8PDQ8ePH3cKCGFhYQoODk7R8bkjICBAJ0+edNrm7t27k7VuqVKlVLFiRU2ePFkzZ85Up06dkuxfrlw5RUdHP3CwkKRcuXLJx8dHX3/9tTw9PVWnTp1E+27fvl2enp7KkiWL1bZ69Wo99dRT+uCDD/TSSy8luN7hw4d1/fp1lStX7oHrBID04sHu8wcAD0lYWJjmzZunjRs3KmvWrPr0008VHR1930m3ERERGjdunBYsWCAXFxdFR0dLknXpTlhYmL766itVrFhRFy9eVJ8+fZzu2PMgXnvtNdWvX1+FCxfW+fPntXLlykTrjIqK0qBBg9S2bVsVL15c7u7uWrNmjaZOnaq+ffta+378+HHNnj1blSpV0vfffx/vjkGS9PTTT+uVV17RK6+8opo1aypPnjzWsrCwME2bNk3Lli1T/vz59dVXX2nLli1On7S/+uqrGj58uMLCwlS0aFGNGTNG58+ft85e+Pr6qnfv3urVq5fi4uL02GOP6eLFi9q4caN8fHycbp+aXLVq1dLrr7+u77//XgULFtTIkSMT/J6IxLz44ovq3r27MmfOrGbNmiXZt1y5cgoICNCGDRvUsGFDqz06OlrR0dHWnZx27dolX19f5cuXz5pEPXbsWFWtWlU+Pj5avny5+vTpow8++MAKDN99952io6NVpUoVeXl5adWqVerXr59eeukleXh4SPq/QNGzZ08988wz1mvR3d3dabL2unXrVKBAARUsWDDZxwEA0ivOVABIVwYMGKDy5csrPDxcNWrUUGBgoNOtThOzZs0axcbGqnHjxgoKCrIeH3/8sSRp6tSpOn/+vMqVK6e2bduqR48eypkzp61aY2Nj1a1bNxUrVkz16tVTkSJFNG7cuAT75s2bV6GhoRoyZIgeeeQRlS9fXqNHj9aQIUPUr18/SVKTJk3Uq1cvde/eXWXLltXGjRs1YMCAeGP5+fmpUaNG2rFjh1q3bu20rEuXLnr66afVsmVLPfLIIzp79qy6du3q1Kdv3756/vnn1a5dO1WpUkU+Pj4KDw93Orvz7rvvauDAgRo+fLiKFSum8PBwfffdd0leBpSUTp06qX379mrXrp2qV6+u/PnzJ3r3poQ8//zzcnV1VatWre47XyJTpkzq1KlTvLtkTZgwQeXKlVPnzp0l3f7G7XLlyjndNvjnn39WnTp1VKpUKU2aNEkTJ05Ujx49rOVubm4aN26cqlSpotKlS2v06NEaOnSoPvnkE6tPZGSkrl69quHDhzu9Fp9++mmnembNmmXVAgAZncPce5ErgAzl+vXrOnr0qPLnz/9Ak1OBuLg4FStWTC1atNC7776b1uUk6Pfff1doaKi2bNmi8uXL37f/X3/9pRIlSmjbtm1Jzr9IK7t379aTTz6pAwcOyN/fP63LQRL4GwskD5c/AcB/zG+//aYffvhB1atXV0xMjMaOHaujR4+qVatWaV1aPDdv3tTJkyetL61LTqCQbs+JmDJlio4fP54uQ8WJEyc0bdo0AgWAfw1CBQD8x7i4uCgyMlK9e/eWMUYlS5bUihUrUvxlcf+EDRs2qGbNmipcuHCyvtH7bk2aNHlIVdlXt27dtC4BAFIVoQIA/mOCg4O1YcOGtC4jWWrUqBHvVrQAgPSHidoAAAAAbCFUAP8SfJoLAKmPv61A8hAqgAwuU6ZMkhTvG5MBAPZdvXpV0u3bCQNIHHMqgAzO1dVVmTNn1unTp+Xm5iYXFz4rAAC7jDG6evWqTp06pSxZslgf4ABIGN9TAfwL3LhxQ0ePHlVcXFxalwIA/ypZsmRRYGCg9Y3zABJGqAD+JeLi4rgECgBSkZubG2cogGQiVAAAAACwhYuvAQAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAPFQOhyNZj9WrVz/0WkJDQxPcdpcuXe677rFjx6z+gwcPTrBPp06drD4PU40aNVSjRo2Huo17hYaGqmHDhv/Y9s6cOSMPDw85HA5t3br1H9tuRhAZGen0+nV1dVVQUJCee+45HTx48IHHff/997Vw4cJ47atXr/7HfkcBZFyuaV0AgH+3TZs2OT1/9913tWrVKq1cudKpvXjx4v9IPdWqVdPHH3/s1JYrV65kr+/r66vIyEgNHDhQLi7/97nM5cuXNXfuXPn5+enixYupVm9Cxo0b91DHTw+++uor3bhxQ5I0ZcoUVaxYMY0rSn8iIiJUtGhRXb9+XRs2bNCwYcO0atUq/frrr8qaNWuKx3v//ffVvHlzNW3a1Km9fPny2rRp0z/2OwogYyJUAHioHn30UafnAQEBcnFxidf+T8mSJYutbbds2VJffPGFfvzxR9WpU8dq//rrrxUbG6umTZtq+vTpqVFqov4Lb+6mTp2qnDlzKiQkRLNmzdKnn34qLy+vf7SGq1evKnPmzP/oNlOiZMmSVtiqUaOGYmNjNWjQIC1cuFAdO3ZMte34+fml2e8rgIyDy58ApLlz586pa9euypMnj9zd3VWgQAH169dPMTExTv0cDoe6d++uiRMnqnDhwvLw8FDx4sU1e/bsf6zWIkWKqGrVqpo6dapT+9SpU/X000/L398/3jpxcXEaMWKEihYtKg8PD+XMmVPt2rXTH3/8YfV57bXX5O3tneBZjpYtWypXrly6efOmpIQvf7px44bee+89axsBAQHq2LGjTp8+7dRv5cqVqlGjhrJnzy4vLy/ly5dPzzzzjK5evZqs/V+wYIFKly4tT09PFShQQJ999pm17PLly8qSJYtefvnleOsdO3ZMmTJl0kcffXTfbfz000/avXu32rZtq86dO+vChQuaN2+etTwlx0q6HfiqVKkib29v+fj4KDw8XNu3b3dar0OHDvLx8dGuXbtUt25d+fr66sknn5QkLV++XE2aNFHevHnl6empsLAwvfzyyzpz5ky87X/77bcqXbq0PDw8VKBAAY0ePVqDBw+Od0mcMUbjxo1T2bJl5eXlpaxZs6p58+Y6cuTIfY9PYu4EjL/++stqu379ut544w2VLVtW/v7+ypYtm6pUqaJvv/3WaV2Hw6ErV67oyy+/tC6ruvMaS+jypzvH69ChQ2rQoIF8fHwUHBysN954I97v7R9//KHmzZvL19dXWbJkUevWrbVlyxY5HA5FRkY+8P4CSGcMAPyD2rdvb7y9va3n165dM6VLlzbe3t7m448/Nj/88IMZMGCAcXV1NQ0aNHBaV5IJDg42xYsXN7NmzTKLFi0y9erVM5LM3Llz77vtkJAQ4+vra3x8fIyrq6spVqyY+fjjj82tW7fuu+7Ro0eNJPPRRx+ZKVOmGE9PT3Pu3DljjDG//vqrkWRWrlxpunXrZu790/rSSy8ZSaZ79+5m6dKlZsKECSYgIMAEBweb06dPG2OM2bFjh5FkJk+e7LTu+fPnjYeHh3n99detturVq5vq1atbz2NjY029evWMt7e3GTJkiFm+fLn54osvTJ48eUzx4sXN1atXrX3w9PQ0derUMQsXLjSrV682M2bMMG3btjXnz5+/77HLkyePyZcvn5k6dapZsmSJad26tXVM7ujVq5fx9vY2f//9t9P6ffr0MZ6enubMmTP3PdadO3c2ksyePXvMxYsXTebMmU2NGjWs5Sk5VsOGDTMOh8N06tTJLF682MyfP99UqVLFeHt7mz179lj92rdvb9zc3ExoaKgZPny4+fHHH82yZcuMMcaMHz/eDB8+3CxatMisWbPGfPnll6ZMmTKmSJEi5saNG9YY//vf/4yLi4upUaOGWbBggZk7d6555JFHTGhoaLzXROfOnY2bm5t54403zNKlS83MmTNN0aJFTa5cuUx0dHSSxyciIsJIMlu2bHFqHzt2rJFk5s2bZ7X9/fffpkOHDuarr74yK1euNEuXLjW9e/c2Li4u5ssvv7T6bdq0yXh5eZkGDRqYTZs2mU2bNlnHZ9WqVUaSWbVqldPxcnd3t36HVqxYYQYOHGgcDocZMmSI1e/y5csmLCzMZMuWzXz++edm2bJlplevXiZ//vxGkomIiEhyXwFkHIQKAP+oe0PFhAkTjCQzZ84cp34ffvihkWR++OEHq02S8fLycnrTdevWLVO0aFETFhZ232137drVTJ061axZs8YsXLjQelPcpk2b+657d6i4dOmS8fHxMWPHjjXG3H7DnD9/fhMXFxcvVOzbt89IMl27dnUa76effjKSzDvvvGO1lS9f3lStWtWp37hx44wks2vXLqvt3lAxa9aseG8mjTFmy5YtRpIZN26cMcaYb775xkgyUVFR993fe4WEhBiHwxFv3Tp16hg/Pz9z5coVY4wxhw8fNi4uLmbkyJFWn2vXrpns2bObjh073nc7V65cMX5+fubRRx+12tq3b28cDoc5dOiQ1ZacY3X8+HHj6upqXn31Vad+ly5dMoGBgaZFixZO25Bkpk6dmmR9cXFx5ubNm+a3334zksy3335rLatUqZIJDg42MTExTtvKnj2702ti06ZNRpL55JNPnMb+/fffjZeXl3nzzTeTrOFOqNi8ebO5efOmuXTpklm6dKkJDAw0TzzxhLl582ai6966dcvcvHnTvPDCC6ZcuXJOy7y9vU379u3jrZNYqEjo97ZBgwamSJEi1vPPP//cSDL/+9//nPq9/PLLhArgX4bLnwCkqZUrV8rb21vNmzd3au/QoYMk6ccff3Rqf/LJJ50mVmfKlEktW7bUoUOHnC4nSsjnn3+ujh076oknnlCTJk00ffp0de/eXdOnT493OUxSfHx89Oyzz2rq1Km6deuWpk2bpo4dOyZ416dVq1Y57c8dlStXVrFixZz2r2PHjtq4caP2799vtUVERKhSpUoqWbJkovUsXrxYWbJkUaNGjXTr1i3rUbZsWQUGBlqXrZQtW1bu7u566aWX9OWXX6b4UpsSJUqoTJkyTm2tWrXSxYsX9csvv0iSChQooIYNG2rcuHEyxkiSZs6cqbNnz6p79+733cacOXN08eJFderUyWrr1KmTjDGKiIiw2pJzrJYtW6Zbt26pXbt2TsfF09NT1atXT/BuRs8880y8tlOnTqlLly4KDg6Wq6ur3NzcFBISIknat2+fJOnKlSvaunWrmjZtKnd3d2tdHx8fNWrUyGm8xYsXy+FwqE2bNk51BQYGqkyZMsm+y9Kjjz4qNzc3+fr6ql69esqaNau+/fZbubo6T5ecO3euqlWrJh8fH6v+KVOmWLU/KIfDEW/fSpcurd9++816vmbNGqu+uz3//PO2tg0g/SFUAEhTZ8+eVWBgYLw35Dlz5pSrq6vOnj3r1B4YGBhvjDtt9/ZNjjZt2kiSNm/enKL1XnjhBf3yyy8aNmyYTp8+HS803HGnpqCgoHjLcufO7VRz69at5eHhYV1nvnfvXm3ZsuW+k27/+usv/f3333J3d5ebm5vTIzo62rr2v2DBglqxYoVy5sypbt26qWDBgipYsKBGjx6drH1O7rHv2bOnDh48qOXLl0u6HeaqVKmi8uXL33cbU6ZMkaenp+rVq6e///5bf//9t0qXLq3Q0FBFRkYqNjZWUvKO1Z25BZUqVYp3XL7++ut4cyIyZ84sPz8/p7a4uDjVrVtX8+fP15tvvqkff/xRP//8s/V6uXbtmiTp/PnzMsYkeCexe9v++usvq++9dW3evDnBuRoJmTZtmrZs2aKVK1fq5Zdf1r59++K9WZ8/f75atGihPHnyaPr06dq0aZO2bNmiTp066fr168naTmIyZ84sT09PpzYPDw+ncc+ePZusYwIg4+PuTwDSVPbs2fXTTz/JGOMULE6dOqVbt24pR44cTv2jo6PjjXGnLXv27Cne/p1P0+++PWxyVKtWTUWKFNHQoUNVp04dBQcHJ9jvTk0nT55U3rx5nZadOHHCaf+yZs2qJk2aaNq0aXrvvfcUEREhT0/P+36qmyNHDmXPnl1Lly5NcLmvr6/178cff1yPP/64YmNjtXXrVo0ZM0avvfaacuXKpeeeey7J7ST32NeqVUslS5bU2LFj5ePjo19++SVZd8Q6cOCA1q9fL0nKly9fgn2WLVumBg0aJOtY3Tm233zzjXVmISkJnWnavXu3duzYocjISLVv395qP3TokFO/rFmzyuFwOE2SvuPe45YjRw45HA6tW7dOHh4e8fon1JaQYsWKWZOza9asqdjYWH3xxRf65ptvrDN/06dPV/78+fX111877d+9k6kfluzZs+vnn3+O157QawlAxsaZCgBp6sknn9Tly5fjfenWtGnTrOV3+/HHH53euMXGxurrr79WwYIF471pT44723mQW2b2799fjRo10htvvJFon1q1aklSvDfVW7Zs0b59++LtX8eOHXXixAktWbJE06dPV7NmzZQlS5Yk62jYsKHOnj2r2NhYVaxYMd6jSJEi8dbJlCmTHnnkEX3++eeSZF2+lJQ9e/Zox44dTm0zZ86Ur69vvLMQPXr00Pfff6+3335buXLl0rPPPnvf8adMmSJJmjx5slatWuX0WLJkidzc3JzuunW/YxUeHi5XV1cdPnw4weOSnO++uPNG/N43+hMnTnR67u3trYoVK2rhwoXW92tIt++ItXjxYqe+DRs2lDFGf/75Z4I1lSpV6r51JWTEiBHKmjWrBg4cqLi4OKt+d3d3p0ARHR0d7+5Pd/bxzpmX1FK9enVdunRJ//vf/5za/8k7tgH4Z3CmAkCaateunT7//HO1b99ex44dU6lSpbR+/Xq9//77atCggWrXru3UP0eOHKpVq5YGDBggb29vjRs3Tr/++ut936TMnDlT8+fP11NPPaWQkBD9/fffmjt3rmbPnq0OHTrEmyuQHG3atLEun0pMkSJF9NJLL2nMmDFycXFR/fr1dezYMQ0YMEDBwcHq1auXU/+6desqb9686tq1q6Kjo5P1fQPPPfecZsyYoQYNGqhnz56qXLmy3Nzc9Mcff2jVqlVq0qSJmjVrpgkTJmjlypV66qmnlC9fPl2/ft16k37vcU5I7ty51bhxYw0ePFhBQUGaPn26li9frg8//DDe9zm0adNGb7/9ttauXav+/fs7zTNIyJ25KcWKFdOLL76YYJ9GjRpp0aJFOn36tAICAu57rEJDQzV06FD169dPR44cseYd/PXXX/r555/l7e2tIUOGJFlX0aJFVbBgQb311lsyxihbtmz67rvvrEu77jZ06FA99dRTCg8PV8+ePRUbG6uPPvpIPj4+OnfunNWvWrVqeumll9SxY0dt3bpVTzzxhLy9vXXy5EmtX79epUqV0iuvvJJkXQnJmjWr3n77bb355puaOXOm2rRpo4YNG2r+/Pnq2rWrmjdvrt9//13vvvuugoKC4n37dqlSpbR69Wp99913CgoKkq+vb4KBNCXat2+vkSNHqk2bNnrvvfcUFham//3vf1q2bJmklJ8hBJCOpd0ccQD/Rffe/ckYY86ePWu6dOligoKCjKurqwkJCTFvv/22uX79ulM/SaZbt25m3LhxpmDBgsbNzc0ULVrUzJgx477b3bRpk3nyySdNYGCgcXNzM5kzZzaVKlUy48aNM7Gxsfdd/+67PyUloVvKxsbGmg8//NAULlzYuLm5mRw5cpg2bdqY33//PcEx3nnnHev2uQnVdu/dn4wx5ubNm+bjjz82ZcqUMZ6ensbHx8cULVrUvPzyy+bgwYPWMWjWrJkJCQkxHh4eJnv27KZ69epm0aJF993/kJAQ89RTT5lvvvnGlChRwri7u5vQ0FDz6aefJrpOhw4djKurq/njjz/uO/7ChQuNJDNq1KhE+yxdujTeXZPud6zujF2zZk3j5+dnPDw8TEhIiGnevLlZsWKF1Seh1+Ude/fuNXXq1DG+vr4ma9as5tlnnzXHjx83ksygQYOc+i5YsMCUKlXKuLu7m3z58pkPPvjA9OjRw2TNmjXeuFOnTjWPPPKI8fb2Nl5eXqZgwYKmXbt2ZuvWrUkdqkRvKWvM7Ttt5cuXzxQqVMi6VfIHH3xgQkNDjYeHhylWrJiZPHmyGTRoULzXaVRUlKlWrZrJnDmzkWS9xhK7+1NCxyuhcY8fP26efvpp4+PjY3x9fc0zzzxjlixZEu/uWQAyNocx//+CYgBI5xwOh7p166axY8emdSm4jxs3big0NFSPPfaY5syZk9blpJmbN2+qbNmyypMnj3744Ye0LifdeP/999W/f38dP378gS5bBJD+cPkTACDVnD59Wvv371dERIT++usvvfXWW2ld0j/qhRdeUJ06dRQUFKTo6GhNmDBB+/btS/Ydtv6N7nwIULRoUd28eVMrV67UZ599pjZt2hAogH8RQgUAINV8//336tixo4KCgjRu3Lhk3Ub23+TSpUvq3bu3Tp8+LTc3N5UvX15LlixJ1pyVf6vMmTNr5MiROnbsmGJiYpQvXz717dtX/fv3T+vSAKQiLn8CAAAAYAu3XQAAAABgC6ECAAAAgC2ECgAAAAC2ZOiJ2nFxcTpx4oR8fX2dvi0UAAAAgH3GGF26dEm5c+dO8gsrM3SoOHHihIKDg9O6DAAAAOBf7ffff0/yNtAZOlT4+vpKur2Tfn5+aVwNAAAA8O9y8eJFBQcHW++7E5OhQ8WdS578/PwIFQAAAMBDcr+pBkzUBgAAAGALoQIAAACALYQKAAAAALakaagYPHiwHA6H0yMwMDAtSwIAAACQQmk+UbtEiRJasWKF9TxTpkxpWA0AAACAlErzUOHq6srZCQAAACADS/M5FQcPHlTu3LmVP39+Pffcczpy5EiifWNiYnTx4kWnBwAAAIC0laZnKh555BFNmzZNhQsX1l9//aX33ntPVatW1Z49e5Q9e/Z4/YcPH64hQ4akQaVJu89te/H/GZPWFWQMjiG8oJLDDOIFlSz8gUoe/kAlyxBH+vt/cHo0yAxK6xIyhpn8fUqWVhnj71OanqmoX7++nnnmGZUqVUq1a9fW999/L0n68ssvE+z/9ttv68KFC9bj999//yfLBQAAAJCANJ9TcTdvb2+VKlVKBw8eTHC5h4eHPDw8/uGqAAAAACQlzedU3C0mJkb79u1TUFBQWpcCAAAAIJnSNFT07t1ba9as0dGjR/XTTz+pefPmunjxotq3b5+WZQEAAABIgTS9/OmPP/7Q888/rzNnziggIECPPvqoNm/erJCQkLQsCwAAAEAKpGmomD17dlpuHgAAAEAqSFdzKgAAAABkPIQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAtqSbUDF8+HA5HA699tpraV0KAAAAgBRIF6Fiy5YtmjRpkkqXLp3WpQAAAABIoTQPFZcvX1br1q01efJkZc2aNa3LAQAAAJBCaR4qunXrpqeeekq1a9e+b9+YmBhdvHjR6QEAAAAgbbmm5cZnz56tX375RVu2bElW/+HDh2vIkCEPuSoAAAAAKZFmZyp+//139ezZU9OnT5enp2ey1nn77bd14cIF6/H7778/5CoBAAAA3E+ananYtm2bTp06pQoVKlhtsbGxWrt2rcaOHauYmBhlypTJaR0PDw95eHj806UCAAAASEKahYonn3xSu3btcmrr2LGjihYtqr59+8YLFAAAAADSpzQLFb6+vipZsqRTm7e3t7Jnzx6vHQAAAED6leZ3fwIAAACQsaXp3Z/utXr16rQuAQAAAEAKcaYCAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALa4pXWHRokUJtjscDnl6eiosLEz58+e3XRgAAACAjCHFoaJp06ZyOBwyxji132lzOBx67LHHtHDhQmXNmjXJscaPH6/x48fr2LFjkqQSJUpo4MCBql+/fkrLAgAAAJBGUnz50/Lly1WpUiUtX75cFy5c0IULF7R8+XJVrlxZixcv1tq1a3X27Fn17t37vmPlzZtXH3zwgbZu3aqtW7eqVq1aatKkifbs2fNAOwMAAADgn5fiMxU9e/bUpEmTVLVqVavtySeflKenp1566SXt2bNHo0aNUqdOne47VqNGjZyeDxs2TOPHj9fmzZtVokSJlJYGAAAAIA2kOFQcPnxYfn5+8dr9/Px05MgRSVKhQoV05syZFI0bGxuruXPn6sqVK6pSpUqCfWJiYhQTE2M9v3jxYoq2AQAAACD1pfjypwoVKqhPnz46ffq01Xb69Gm9+eabqlSpkiTp4MGDyps3b7LG27Vrl3x8fOTh4aEuXbpowYIFKl68eIJ9hw8fLn9/f+sRHByc0vIBAAAApLIUh4opU6bo6NGjyps3r8LCwlSoUCHlzZtXx44d0xdffCFJunz5sgYMGJCs8YoUKaKoqCht3rxZr7zyitq3b6+9e/cm2Pftt9+25nFcuHBBv//+e0rLBwAAAJDKUnz5U5EiRbRv3z4tW7ZMBw4ckDFGRYsWVZ06deTicjujNG3aNNnjubu7KywsTJJUsWJFbdmyRaNHj9bEiRPj9fXw8JCHh0dKSwYAAADwEKU4VEi3bx9br1491atXL7XrkTHGad4EAAAAgPTtgULFjz/+qB9//FGnTp1SXFyc07KpU6cme5x33nlH9evXV3BwsC5duqTZs2dr9erVWrp06YOUBQAAACANpDhUDBkyREOHDlXFihUVFBQkh8PxwBv/66+/1LZtW508eVL+/v4qXbq0li5dqjp16jzwmAAAAAD+WSkOFRMmTFBkZKTatm1re+NTpkyxPQYAAACAtJXiuz/duHHD6YvvAAAAAPy3pThUvPjii5o5c+bDqAUAAABABpTiy5+uX7+uSZMmacWKFSpdurTc3Nycln/66aepVhwAAACA9C/FoWLnzp0qW7asJGn37t1Oy+xM2gYAAACQMaU4VKxateph1AEAAAAgg0rxnAoAAAAAuFuyzlQ8/fTTioyMlJ+fn55++ukk+86fPz9VCgMAAACQMSQrVPj7+1vzJfz8/Jg7AQAAAMCSrFARERFh/TsyMvJh1QIAAAAgA0rxnIpatWrp77//jtd+8eJF1apVKzVqAgAAAJCBpDhUrF69Wjdu3IjXfv36da1bty5VigIAAACQcST7lrI7d+60/r13715FR0dbz2NjY7V06VLlyZMndasDAAAAkO4lO1SULVtWDodDDocjwcucvLy8NGbMmFQtDgAAAED6l+xQcfToURljVKBAAf38888KCAiwlrm7uytnzpzKlCnTQykSAAAAQPqV7FAREhIiSYqLi3toxQAAAADIeJIdKu61d+9eHT9+PN6k7caNG9suCgAAAEDGkeJQceTIETVr1ky7du2Sw+GQMUaSrC/Ei42NTd0KAQAAAKRrKb6lbM+ePZU/f3799ddfypw5s/bs2aO1a9eqYsWKWr169UMoEQAAAEB6luIzFZs2bdLKlSsVEBAgFxcXubi46LHHHtPw4cPVo0cPbd++/WHUCQAAACCdSvGZitjYWPn4+EiScuTIoRMnTki6PZF7//79qVsdAAAAgHQvxWcqSpYsqZ07d6pAgQJ65JFHNGLECLm7u2vSpEkqUKDAw6gRAAAAQDqW4lDRv39/XblyRZL03nvvqWHDhnr88ceVPXt2zZ49O9ULBAAAAJC+pThUhIeHW/8uUKCA9u7dq3Pnzilr1qzWHaAAAAAA/HekeE5FQrJly6bo6Gh17949NYYDAAAAkIGk6EzF3r17tWrVKrm5ualFixbKkiWLzpw5o2HDhmnChAnKnz//w6oTAAAAQDqV7DMVixcvVrly5fTqq6+qS5cuqlixolatWqVixYopKipKc+fO1d69ex9mrQAAAADSoWSHimHDhqlLly66ePGiPv74Yx05ckRdunTRvHnztGrVKjVs2PBh1gkAAAAgnUp2qNi3b5+6desmHx8f9ejRQy4uLho1apSeeOKJh1kfAAAAgHQu2aHi4sWLypIliyTJ1dVVXl5eKly48MOqCwAAAEAGkeKJ2tHR0ZIkY4z2799vfWfFHaVLl0696gAAAACkeykKFU8++aSMMdbzO/MoHA6HjDFyOByKjY1N3QoBAAAApGvJDhVHjx59mHUAAAAAyKCSHSpCQkIeZh0AAAAAMqhU+UZtAAAAAP9dhAoAAAAAthAqAAAAANhCqAAAAABgywOFilu3bmnFihWaOHGiLl26JEk6ceKELl++nKrFAQAAAEj/UvQ9FZL022+/qV69ejp+/LhiYmJUp04d+fr6asSIEbp+/bomTJjwMOoEAAAAkE6l+ExFz549VbFiRZ0/f15eXl5We7NmzfTjjz+manEAAAAA0r8Un6lYv369NmzYIHd3d6f2kJAQ/fnnn6lWGAAAAICMIcVnKuLi4hQbGxuv/Y8//pCvr2+qFAUAAAAg40hxqKhTp45GjRplPXc4HLp8+bIGDRqkBg0apGZtAAAAADKAFF/+NHLkSNWsWVPFixfX9evX1apVKx08eFA5cuTQrFmzHkaNAAAAANKxFIeK3LlzKyoqSrNmzdIvv/yiuLg4vfDCC2rdurXTxG0AAAAA/w0pDhWS5OXlpU6dOqlTp06pXQ8AAACADCbFoWLRokUJtjscDnl6eiosLEz58+e3XRgAAACAjCHFoaJp06ZyOBwyxji132lzOBx67LHHtHDhQmXNmjXVCgUAAACQPqX47k/Lly9XpUqVtHz5cl24cEEXLlzQ8uXLVblyZS1evFhr167V2bNn1bt374dRLwAAAIB0JsVnKnr27KlJkyapatWqVtuTTz4pT09PvfTSS9qzZ49GjRrFfAsAAADgPyLFZyoOHz4sPz+/eO1+fn46cuSIJKlQoUI6c+aM/eoAAAAApHspDhUVKlRQnz59dPr0aavt9OnTevPNN1WpUiVJ0sGDB5U3b97UqxIAAABAupXiy5+mTJmiJk2aKG/evAoODpbD4dDx48dVoEABffvtt5Kky5cva8CAAaleLAAAAID0J8WhokiRItq3b5+WLVumAwcOyBijokWLqk6dOnJxuX3io2nTpqldJwAAAIB06oG+/M7hcKhevXqqV69eatcDAAAAIIN5oFBx5coVrVmzRsePH9eNGzeclvXo0SNVCgMAAACQMaQ4VGzfvl0NGjTQ1atXdeXKFWXLlk1nzpxR5syZlTNnTkIFAAAA8B+T4rs/9erVS40aNdK5c+fk5eWlzZs367ffflOFChX08ccfP4waAQAAAKRjKQ4VUVFReuONN5QpUyZlypRJMTExCg4O1ogRI/TOO+88jBoBAAAApGMpDhVubm5yOBySpFy5cun48eOSJH9/f+vfAAAAAP47Ujynoly5ctq6dasKFy6smjVrauDAgTpz5oy++uorlSpV6mHUCAAAACAdS/GZivfff19BQUGSpHfffVfZs2fXK6+8olOnTmnSpEmpXiAAAACA9C1FZyqMMQoICFCJEiUkSQEBAVqyZMlDKQwAAABAxpCiMxXGGBUqVEh//PHHw6oHAAAAQAaTolDh4uKiQoUK6ezZsw+rHgAAAAAZTIrnVIwYMUJ9+vTR7t27H0Y9AAAAADKYFN/9qU2bNrp69arKlCkjd3d3eXl5OS0/d+5cqhUHAAAAIP1LcagYNWrUQygDAAAAQEaV4lDRvn37h1EHAAAAgAwqxXMqJOnw4cPq37+/nn/+eZ06dUqStHTpUu3ZsydViwMAAACQ/qU4VKxZs0alSpXSTz/9pPnz5+vy5cuSpJ07d2rQoEGpXiAAAACA9C3FoeKtt97Se++9p+XLl8vd3d1qr1mzpjZt2pSqxQEAAABI/1IcKnbt2qVmzZrFaw8ICOD7KwAAAID/oBSHiixZsujkyZPx2rdv3648efKkSlEAAAAAMo4Uh4pWrVqpb9++io6OlsPhUFxcnDZs2KDevXurXbt2D6NGAAAAAOlYikPFsGHDlC9fPuXJk0eXL19W8eLF9cQTT6hq1arq37//w6gRAAAAQDqW4u+pcHNz04wZMzR06FBt375dcXFxKleunAoVKvQw6gMAAACQzqU4VKxZs0bVq1dXwYIFVbBgwYdREwAAAIAMJMWXP9WpU0f58uXTW2+9pd27dz+MmgAAAABkICkOFSdOnNCbb76pdevWqXTp0ipdurRGjBihP/7442HUBwAAACCdS3GoyJEjh7p3764NGzbo8OHDatmypaZNm6bQ0FDVqlXrYdQIAAAAIB1Lcai4W/78+fXWW2/pgw8+UKlSpbRmzZrUqgsAAABABvHAoWLDhg3q2rWrgoKC1KpVK5UoUUKLFy9OzdoAAAAAZAApvvvTO++8o1mzZunEiROqXbu2Ro0apaZNmypz5swPoz4AAAAA6VyKQ8Xq1avVu3dvtWzZUjly5HBaFhUVpbJly6ZWbQAAAAAygBSHio0bNzo9v3DhgmbMmKEvvvhCO3bsUGxsbKoVBwAAACD9e+A5FStXrlSbNm0UFBSkMWPGqEGDBtq6dWtq1gYAAAAgA0jRmYo//vhDkZGRmjp1qq5cuaIWLVro5s2bmjdvnooXL/6wagQAAACQjiX7TEWDBg1UvHhx7d27V2PGjNGJEyc0ZsyYh1kbAAAAgAwg2WcqfvjhB/Xo0UOvvPKKChUq9DBrAgAAAJCBJPtMxbp163Tp0iVVrFhRjzzyiMaOHavTp0/b2vjw4cNVqVIl+fr6KmfOnGratKn2799va0wAAAAA/6xkh4oqVapo8uTJOnnypF5++WXNnj1befLkUVxcnJYvX65Lly6leONr1qxRt27dtHnzZi1fvly3bt1S3bp1deXKlRSPBQAAACBtpPjuT5kzZ1anTp20fv167dq1S2+88YY++OAD5cyZU40bN07RWEuXLlWHDh1UokQJlSlTRhERETp+/Li2bduW0rIAAAAApJEHvqWsJBUpUkQjRozQH3/8oVmzZtku5sKFC5KkbNmyJbg8JiZGFy9edHoAAAAASFu2QsUdmTJlUtOmTbVo0aIHHsMYo9dff12PPfaYSpYsmWCf4cOHy9/f33oEBwc/8PYAAAAApI5UCRWpoXv37tq5c2eSZzzefvttXbhwwXr8/vvv/2CFAAAAABKSoi+/e1heffVVLVq0SGvXrlXevHkT7efh4SEPD49/sDIAAAAA95OmocIYo1dffVULFizQ6tWrlT9//rQsBwAAAMADSNNQ0a1bN82cOVPffvutfH19FR0dLUny9/eXl5dXWpYGAAAAIJnSdE7F+PHjdeHCBdWoUUNBQUHW4+uvv07LsgAAAACkQJpf/gQAAAAgY0s3d38CAAAAkDERKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANiSpqFi7dq1atSokXLnzi2Hw6GFCxemZTkAAAAAHkCahoorV66oTJkyGjt2bFqWAQAAAMAG17TceP369VW/fv20LAEAAACATWkaKlIqJiZGMTEx1vOLFy+mYTUAAAAApAw2UXv48OHy9/e3HsHBwWldEgAAAPCfl6FCxdtvv60LFy5Yj99//z2tSwIAAAD+8zLU5U8eHh7y8PBI6zIAAAAA3CVDnakAAAAAkP6k6ZmKy5cv69ChQ9bzo0ePKioqStmyZVO+fPnSsDIAAAAAyZWmoWLr1q2qWbOm9fz111+XJLVv316RkZFpVBUAAACAlEjTUFGjRg0ZY9KyBAAAAAA2MacCAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqAAAAABgC6ECAAAAgC2ECgAAAAC2ECoAAAAA2EKoAAAAAGALoQIAAACALYQKAAAAALYQKgAAAADYQqgAAAAAYAuhAgAAAIAthAoAAAAAthAqAAAAANhCqMD/a+/Ow6Ks1/+BvweGXRZlR1BRTEFcAElxTTEV7WjHXTjkAli45oKCW6binpYerUzTTAUq/Z42Tc0VQkswZQ8RBCEUWUSUfebz+4OL5+cc0DQ4Duj7dV1dOp/neZgbu+eZueezERERERE1CIsKIiIiIiJqEBYVRERERETUICwqiIiIiIioQVhUEBERERFRg7CoICIiIiKiBmFRQUREREREDcKigoiIiIiIGoRFBRERERERNQiLCiIiIiIiahAWFURERERE1CAsKoiIiIiIqEFYVBARERERUYOwqCAiIiIiogZhUUFERERERA3CooKIiIiIiBqERQURERERETUIiwoiIiIiImoQFhVERERERNQgai8qdu3aBXt7e+jq6sLNzQ2RkZHqDomIiIiIiJ6BWouKiIgIvPvuu1i2bBl+//139O/fH15eXsjKylJnWERERERE9AzUWlRs3boVfn5+8Pf3h6OjIz788EPY2dnh448/VmdYRERERET0DOTqeuLKykrExsYiODhYpX3o0KGIjo6u95qKigpUVFRIj4uLiwEA9+/f/98FSo2G/5ueUrm6A2ge+LqnRsV8eirlvEE9Fd6fnlKpugNoJtScT7X5LIR44nlqKyry8/OhUChgaWmp0m5paYnbt2/Xe8369evx/vvv12m3s7P7n8RIjcvYWN0R0IvEeAMTihoRb1DUiDYYb1B3CPQiCWga96eSkhIYP+FeqbaiopZMJlN5LISo01YrJCQECxYskB4rlUoUFhbC1NT0sde8jO7fvw87OzvcunULRkZG6g6HmjnmEzUm5hM1JuYTNSbmU/2EECgpKYGNjc0Tz1NbUWFmZgZNTc06vRJ5eXl1ei9q6ejoQEdHR6XNxMTkfxVis2dkZMQXBTUa5hM1JuYTNSbmEzUm5lNdT+qhqKW2idra2tpwc3PDqVOnVNpPnTqFPn36qCkqIiIiIiJ6Vmod/rRgwQL4+vqiZ8+e8PDwwO7du5GVlYV33nlHnWEREREREdEzUGtRMXHiRBQUFGD16tXIzc2Fs7Mzjh07hrZt26ozrGZPR0cH7733Xp2hYkR/B/OJGhPziRoT84kaE/OpYWTir9aHIiIiIiIiegK1bn5HRERERETNH4sKIiIiIiJqEBYVRERERETUICwqiIiIiIioQVhUEBERERFRg7CoICIiIiKiBmFRQURERET0N3F3hhosKl5SCoVC5U+ixlRcXIz8/HxkZ2cD4A2XiJqGP/74A6dOnYJSqVR3KPQCqKioAACUlZUB4Hsdi4qXUEpKCsaPH4/09HRoamry5kqNKjExESNHjsSQIUPQrVs3fPvtt5DJZOoOi5qp69evY/Xq1Zg8eTJ27dqF69evqzskaqauXbsGR0dHJCUlQUODH3+oYVJSUhAQEABPT08EBAQgNjb2pX+v447aL5mMjAwMGjQIBQUFcHd3x969e2Fvbw+lUsmbLDVYSkoK+vXrB39/f/Ts2RORkZH48ccfERsbC2NjYwghXvqbLj29hIQEDB48GJ6ensjNzUVZWRm6deuGrVu3wtDQUN3hUTMSFxcHDw8PzJkzBxs2bKhznPcmehYJCQkYMGAAJk6cCB0dHVy/fh2tWrXC3r17oaWl9dLmklzdAdDzU1paitDQULi7u2PYsGGIiIjAlClT8MUXX7CwoAarrq7G5s2b4eXlJb1pm5ubIysrC5WVlcjIyIC9vb2ao6TmIjs7G5MmTYKfnx/Wr18PANi7dy/WrFmDwsJCFhX01FJSUuDq6oqgoCCsX78eQgiEhYUhKSkJVlZW6Nu3L1xcXFhY0FO5efMm/vnPf2LmzJlYu3YtAGDDhg1ITk6GXC7HgwcPYGho+FLmEz9BvkT09fXRu3dvjBgxAv7+/pg3bx60tbUxZcoUZGRkQENDg0Oh6G9TKBRIT0+Hra2t1Hbu3DmcO3cOgwYNQvfu3REcHIzy8nI1RknNgRACFy5cQMeOHTFjxgzpvjR16lTo6uoiKSlJzRFSc3Lp0iUolUq4ublBqVTitddew44dO3D06FEcOHAAgwcPxk8//fTSfQCkv+f3339H3759MWfOHKmtoKAAsbGxcHd3x9ChQ/F///d/kMlkL90cC/ZUvCSqq6shl8vh7+8vJfkbb7wBpVKJHTt2qPRYlJeXo6ioCNbW1mqOmpoTHR0duLu7Y/v27TAzM8ONGzewf/9+fPHFF3B0dERaWhrGjBmDbt26wdvbW93hUhMmk8lgZmaG4cOHS71bQghUVlaioqICRUVFda55Gb8VpKczdepU5OXlYeLEibCzs0PPnj2xceNGtG/fHunp6diwYQMCAwNx9uxZtGvXTt3hUhM3ePBgODs7w9LSEgCwefNm7Ny5E5s2bYK+vj4SExMxYcIEXLp0CW5ubmqO9vliUfGCKy0thb6+PkpLS2FkZASg5g27qqoKWlpaGDVqFABIhcWePXvw0UcfITo6GpcuXYKOjo46w6cmrnb1ME1NTQDAzJkzIYRAQkICkpOT8d5772H8+PEAAGdnZwwcOBBnzpxhUUGPpVAooKmpiaFDh0pttQWDnp4eLCwsoK2tLR3bt28f3N3d4ezsrI5wqQmrzSUAWLx4MeRyOQ4cOIClS5eiQ4cOAIAOHTpg8uTJ+Oabb5Cdnc2igv6SsbGx9HmquroamZmZ+Pbbb/H6668DAG7duoWvv/4acXFxLCroxZGQkICgoCBUVFTg3r17mDlzJkaPHg1zc3NoaWlJN9zawmLnzp1wdXWFpqYmTp48yYKCnuiPP/7Apk2bcOvWLTg5OWHbtm1o164dNm/ejMrKSrz22mswMzMDUPPmLpPJoKWlhfbt26s5cmqKCgsL0apVK2hqako9q7Ue7YGQy+XS46VLl2LHjh2IjY197vFS0/VoLj1aWCxYsACvv/46OnbsCADSPEITExNYW1ujZcuW6gybmqicnBxcvnwZ5eXlsLe3R69evSCTyaBQKCCXy/Hvf/8bwP/PJ5lMBisrK9jZ2ak58uePcypeUKmpqRg0aBC6dOkCX19fvPnmm5gxYwYWLVqEy5cvA4DKcrIjRoyAQqGAtrY2oqOj0atXL3WGT01cQkIC+vXrh9LSUjg5OWH//v0ICQmRjmtra6N79+6IiIjAH3/8gcLCQrz//vtITEyUei6IaiUnJ8PFxQVBQUEAagqH+uZ3VVZWIj8/H0qlEhs3bsS2bdtw7tw5vPLKK887ZGqi/juXaguLWl27doWuri4ASAuThIeHo0WLFhzyS3XEx8ejX79+2LRpE+bOnYtZs2bh0KFDAP5/D33tkPLafPrkk09QXl6OLl26qCdoNWJPxQtq165dGDp0KLZs2SK1paamIjw8HAAQEhKCzp07Q0NDA9XV1QgNDUV0dDQuXrz4Ur4Q6OkVFxcjICAA06ZNw6ZNmwAApqamePjwocp5w4YNw0cffQRnZ2e4urrizp07+PHHH6VvCYmAmqECPj4+0NPTw4kTJ6ClpYV169ZBQ0ND5VtmANDS0oKVlRVWrFiBW7duITIy8qUbXkCP97hc+u8ei1pJSUn49NNP8eWXX+Ls2bNo1aqVmiKnpig9PR0jR46Et7c3li9fjhs3bmDHjh04efIkJk2aJPVK1PacpqSkYPfu3di/fz/Onj37UhapLCpeQEIIpKWlScNMaudVdOrUCV5eXvj222/Rtm1brF69GkIIyOVytG7dGr/99hvHJdNfKi0tRWlpKby8vKS2zMxMxMXFoVevXmjXrh0WLFiAN998E507d0ZMTAyMjIzg4uLyUnYH0+MJIfDNN9/AysoKCxcuxKVLl6RvAev7MCiEgKamJu7evYuLFy+iW7du6gyfmpBnzaWkpCTs3bsX58+fx9mzZ9G9e3d1hk9NTGVlJT799FP06tUL77//PnR0dNC9e3d4enpi1qxZyM/PlyZqAzU9ZIcOHcLFixdx7ty5l/bexM3vXlBLlizB119/jV9++QXW1tbIycmBk5MTfvjhB1y/fh1z585FUlIS2rRpo+5QqZm5e/cuOnToAD8/PwQGBuLw4cPYuHEjgoOD0bZtW2zduhUGBgb4+eefYWBgoO5wqYnLz8/H8ePH4evri4KCAnz88cc4fPgw3nzzTaxbtw4AVPbQOXjwIDw8PKSJtkS1njWX4uLiYGlpqfLhkAgAKioq8Omnn0JXVxczZsyQ2tPS0uDp6Yno6Gi0bt1a5ZrExERYWFjA3Nz8eYfbdAh6IcXGxorXX39dtGjRQowaNUro6+uLt99+WwghRFpamrC2thaxsbFqjpKaq4iICKGvry9GjhwpDAwMRFhYmHTs7t27QiaTiYiICDVGSM3VnTt3xNq1a4Wjo6MICQmR2plPVJ+CgoLHHntSLimVyucRHjVjN2/elP5emy/5+fnCwcFBZGRkSMd+/fXX5x1ak8XhTy+A1NRU7N+/H0VFRbC1tcW0adPg6uqKffv24fDhwygtLcX48ePxr3/9CwBw//59mJiYQF9fX82RU3OQl5eHvLw8FBcXo0+fPpDJZJgwYQKGDBmChw8fYuzYsejTpw+Amm93Hj58iG7dusHCwkLNkVNTdPv2baSnpyM/P19aee7R1Z4sLCzg7+8PANLwldLSUmzfvh19+vRR2VyRXm4JCQmYPn063n77bfj5+dU5/qRc6tu3b51vmunldu/ePRQXF6O0tBSOjo5o27atNAm7dt7EvXv3UFRUJLWvXLkS27dvR1paGkxNTV/6vXJYVDRziYmJ6N+/PwYNGgQzMzNs27YNhw4dQkhICHx8fBAUFFRngtqhQ4ek9d6JniQuLg4TJkyArq4u7t27B319fWzZsgUeHh5o1aoVqqurkZOTg6ioKHh7e0Mul+PLL79EaWkpJ2RTHfHx8Zg8eTI0NDRw69YtdOnSBVFRUSrLxwohYGlpiYCAAAghsHLlSpiYmODy5cssKEiSlJSE/v37IyAgAJ6ennWOCyGemEssKOhRCQkJCAwMxJ07dyCEQK9evXDw4MF6iwSZTAZDQ0OEhoZiy5YtiIyMlJZPf+mpr5OEGqqkpEQMHjxYLFq0SGorKioSRkZG4pVXXhHbtm0TCoVCOvbzzz+LwMBAYWRkJH7//Xc1REzNSWZmpmjTpo1YtWqVuH79usjKyhJDhgwRFhYWYsuWLeLOnTtCCCHmz58vzM3NxcCBA8XIkSOFlZUV84vqSEpKEqampmLp0qUiOTlZREZGCktLSxEVFVXn3NqhBlOmTBGGhoYiMTHxeYdLTVhlZaXw8fERM2bMEELU5EtMTIw4evSoyMvLE2VlZVI7c4n+SnJysjA1NRWLFy8Wp06dEnv27BFdu3YV27dvr3Nufn6+cHFxEePGjRPa2toiJiZGDRE3XeypaMaEECgpKUH//v0BACUlJTAxMUG/fv1w584dfPXVV+jduzd69+4NADAyMsKDBw8QHR3NZWPpL8XExKB9+/ZYuHAh9PT0oKmpiZkzZ8Lb2xufffYZWrZsienTp2P27Nno3r07jh07BkdHR2zdupX7BpCKwsJCTJ8+HVOnTkVoaCiAmiFPXbp0QU5ODvbv34/hw4fDysoKQM03gfv27cN3332H8+fPw8nJSZ3hUxOjUCiQmpqK4OBgAMDrr7+Ou3fvIj09Ha1atcLbb78Nf39/qTeeuUSPc//+fQQHB2PSpEnYuHEjgJphvMePH5f29HpUUVERrl69iuTkZPz666/o0aPHc464aePmd81YZWUlMjIykJSUBAAwNDTEn3/+iezsbKxatQp5eXn47LPPpPPd3d3x2WefsaCgp3Ljxg2kpqaiRYsW0vC5Fi1awNvbG506dUJISAhKS0vRvn17TJkyBREREVi1ahULCqqjVatWGDduHEaPHi21bdiwAVFRUdiyZQvWrVuHHj16IDo6Wjo+atQoXLlyBS4uLuoImZo4ExMTyGQyLF++HHK5HGFhYbhz5w58fHwQFhaGH3/8UTqXuUSPU15ejlatWqFv374AalYH09HRgZeXF27dugUhBKqqqqTzjY2NMXfuXFy9epUFRX3U3VVCDfPhhx8KuVwupk6dKtasWSOMjY2Fn5+fEEKI8PBw0a1bN1FQUCCqq6vVHCk1B1VVVdLfk5KSRLt27cT8+fPFnTt3xOXLl4WBgYH44IMPhBBCtG/fXnzyySdCCMGVVOiZ/Pjjj6Jt27bi22+/lVbvee2118SgQYOEEIL3K6ojPz9f5OXlSY/Hjh0rXF1dxbRp08TBgwdVzp02bZpwcXERQgiVIcBE/620tFRlCFPte9nu3btF7969VdoevYbqx56KZiQrKwvffPMNtm7diuzsbACAr68v9uzZg2vXriEqKgrBwcHYs2cPACAnJwcymQxGRkZ1dhIl+m/Jycnw9/dHTk4OAMDOzg4LFizA0aNH0a1bN3h6eiIgIAALFiyAQqGAjo4OioqKAOClX/GC6rp79y5iYmIQFxdXZ7d1BwcHHDt2DKNGjULLli0BAB4eHtJx3q/oUYmJiejVqxeioqKktg8++ADl5eXYv38/CgsLAUBakWfYsGHQ0dFBRUWFtCcFUa3S0lIolUqUlZVBT08Pbm5uAGqGZD76XqZQKADUvL/Nnz8fb775JgBAV1f3ucfcXHBORTMRHx+PUaNGwcbGBikpKdixYwcuXrwIKysrTJkyBRMnToRSqVRZJjY9PR2dO3dWWa6RqD7x8fEYPHgwRo8ejeLiYrRu3RotWrRAQEAAxo4di4SEBBgbG6NXr14Aam7KrVu3Rrt27QDUvJmzsKBa8fHxmDhxIuRyORISErB8+XK8//77AGreoB8dIlebN7m5uXB2doZSqYRMJmM+EQDg2rVrGDBgACoqKrBp0yYMHjwYxsbGaN26NdasWYOgoCB8/vnnGDx4MDp27AhtbW1ER0fD2NhYKjKIaiUkJGD+/Pmorq7Gn3/+ifnz52P48OFo164d5HK59F5mZGQk3YOWLl2K3bt34/Tp0wD4JdoTqbejhJ5GSkqKsLCwECtWrBCFhYVCqVQKGxsbceDAgXrPT0hIEEFBQcLQ0FDExcU952ipuSksLBSurq5i9uzZUtuDBw9Ebm5uveeXlZWJkJAQYWNjo7I5EJEQNZtrWlpaiiVLloibN2+KnTt3Cg0NDZGdnV3v+VVVVWL58uXCwsJCpKSkPOdoqSm7evWq0NPTEyEhIeL7778X7du3V1ktrKysTBw/flx06tRJ2NnZiSFDhogxY8YIExMTce3aNTVGTk1RamqqMDc3F++++6746quvxMqVK4VMJhNjx44V0dHRKuceOHBADB48WKxcuVJoa2tzs+CnxKKiiSspKRG+vr5izpw5orq6WhrbN2rUKLF+/XqxZMkS8fPPP4v8/HwhhBAPHz4UGzZsEP379+eynvRUMjMzRZ8+fUR+fr5QKBRizJgxom/fvsLAwEDMnDlTnD59Wjr38uXLwsfHR1hZWYkrV66oMWpqqpYvXy7eeOMNlbYRI0aI6OhoER0drbIT7dmzZ4W3t7ewtrZmPpGKmJgYIZfLxbJly4QQNePanZycxLhx4+qcW15eLlavXi3mzZsngoODRXJy8vMOl5qBefPmiUmTJqm0TZkyRejp6Ynx48erFA6ffvqpkMlkwtjYmMvGPgOOiWniWrRogREjRqBdu3bSOOM1a9bg2LFj0NLSQnZ2Nr7++mvMmDEDixYtgr6+PgIDA+Hv7w9TU1M1R0/Nwb1793Dz5k3cvXsXM2bMwMOHD7FkyRJkZWXhyJEj+OCDD2BiYgJXV1f07NkTQ4YMwapVq+Dg4KDu0KkJun//PhQKBYqKitCyZUusXbsWx48fx927d5GVlYUePXogJCQEAwcOhL6+Ptq2bYszZ86gc+fO6g6dmpAjR45gzpw5WLt2rbSB69KlS7FixQpERkZKS6nXrtazYsUKNUdMTV1OTg4sLS0B1CzBb2hoiI4dO6J///6Ii4vD0aNH4erqCgBwcXFB7969sXv3bjg7O6sz7OZF3VUN1U+hUIjKyso67deuXROOjo7i+++/l1bqCQwMFJ06dRIPHjx43mFSM6dUKkVmZqZwdnYWu3btEhMmTFDZHOrcuXPCyclJ7NmzR41RUnOya9cuYWBgIMaNGyd8fHyElpaWOHr0qHjw4IG4ePGi6N+/vwgODhZC1NznHl1xjKhWfas2paamChsbG7F27VohRP2rznElOnqc+fPnC2tra+mzUm5urmjZsqU4deqU+Pjjj4W+vr64deuWEKJmCHBRUZEao22euCxCE5SUlISpU6di+PDh8Pf3R3h4uHTM1tYWP//8M9544w1pElrv3r2hq6sLpVKprpCpGRFCqKxq0aZNGwwdOhSzZs3Cf/7zH5SWlkrnDhw4EB07dsTJkyfVFS41cY/mEwAEBgZi8+bNePXVV1FZWQk/Pz/885//hIGBAXr37o0OHTogKioKCoUCGhoaXESCJIWFhcjLywOAeldt6tixI2bPno2PPvoIKSkp9U6Y5SRaepxZs2bBwcEBpqam8PLyQocOHTBu3DgMGTIE48ePR8uWLZGZmQkAMDAwgImJiXoDboZYVDQxKSkp6NevH7S1tTFy5EhkZmZi+fLlmDNnDoCaTaTMzc0BAFpaWgCA3377Da+88or0mOhxUlNTMX/+fIwePRqrV6+W3sBDQ0MREBCAqqoqnD59GsXFxdI1+vr63IWW6vW4fAoMDERQUBBsbGykN2bxyEo8zs7OXJmHVKSnp8Pd3R3//ve/8eeffz72PE9PT5iZmUnLyz5a0BLVysjIwLZt27Bw4ULpi9kOHTrgyJEjCA0NxYABA7B7927s3r0bQM2S/fr6+jA2NlZn2M0evyJqQioqKrB27Vr4+vrio48+AgDMnDkTvXv3xs6dO1FYWIhDhw5JxUNZWRnWrVuHiIgInD9/nmsn0xPFx8djyJAhGDBgAGxtbREaGgohBN577z3o6upixYoVKCsrw/Lly5GdnQ07Ozvcvn0bJ06c4HhlquNJ+VTL3Nwc69evx4gRIyCXy3HixAl89913iIyMZA8FqTh58iQyMjLwww8/QFdXF9OnT4eVlRWAmoJUCAENDQ28+uqrcHNzQ2hoKPz9/bmnCdURHx+PESNGoHPnzigtLcWHH36IzMxMLFmyBObm5li4cGGda8LDw2FgYCDlHP09vKs3ITo6Orh9+zY6duwIoGb7eF1dXQwbNgwdOnRASkoKtmzZgkWLFuHEiRPYsWMHEhIScPLkSX6TTE+UkZGBUaNGwc/PD+vWrQMAWFtbIy8vD5WVldDW1oatrS0OHDgAZ2dnnDlzBlFRUbC1tcWZM2fg6Oio5t+AmpIn5VNVVZX0xUdISAiuXbuG1157DQ4ODtDX18eZM2d4v6I6+vTpg7feegsdO3bEzp07oVQqMXv2bJiYmEj7ltRO2Pbz88PVq1eRm5sLa2trdYdOTUhmZibGjBkDb29vrFu3Dpqamvj888+xbNkyjBkzRvp8VSsyMhJff/019u/fjwsXLsDMzExNkb8YWFQ0EUIIlJWVobKyEjdu3EB1dTV0dXWRk5ODiIgIvPfeezhz5gyOHTuGRYsWYcCAAUhMTMS2bdvqvEiIHqVQKHDkyBF4eXkhODhYas/OzkZiYiL69esHV1dXeHl5YfTo0Vi8eDFmzZoFLS0tKBQK6OnpqTF6amr+Kp/69u0LNzc3jBgxAv/4xz/w1Vdf4cKFC2jVqhUsLCxgYWGhxuipqRJCIDo6Gvv27YNCocDu3bthaGiI8+fPw9HREaGhoVKvhJubG06fPs1cIhVKpRLh4eFwcHDA0qVLpXx59dVXoaWlVe+8U5lMhurqaly8eBFdunR53iG/cFhUNBEymQz6+vpYv349BgwYgMzMTLRt2xZHjx7F5MmTMW3aNLi7u8PDwwPJyclwdHTEggUL1B02NQOampqYNGkSsrOzYWRkBABYu3Yt9u3bh+DgYFhaWuLLL79EWloa3N3dYWNjA319fU54pHo9bT6lpqbCzc0NNjY2GDBggJqjpqaue/fusLe3R2ZmJlauXAk9PT0sW7YMcrkc77zzjnSeUqmEoaEhDA0N1RgtNUUaGhrw8PDAvXv3VOZGODk5QS6XIzc3F506dVK5pl+/fujZsyeHjzcSFhVNTN++fXHp0iVs374dOjo62LRpE2bOnAmgZiKbnZ0dbGxs1BwlNQe1QwWAmlXDbG1tAQAFBQUoKCjADz/8gOHDhwMAhgwZgi5duiAuLg42NjYsKKiOhuQT0aMezaVHVVZW4sKFC2jXrh3++OMPaGpqQk9PD9euXYOzszNsbGzqXRWKXm6P5tOAAQOkLzGEENLQOZlMhqqqKuma06dPw9nZGZaWliwoGhGLiibI3d0dBw4cqPPBLjIyEpaWlvzAR38pNTUV33//Pby9veuMOTY1NUVoaCj09fWlCZBKpRKurq5o3bq1miKmpoz5RI2lvlyqnYfTq1cvaGhoYO7cuTh+/DiuXr2K8PBwrFq1Cpqampg3bx4nZpOK+vLp0WKiuroaFRUV0NDQkHpWly5dig0bNiA7O1udob+QWFQ0UY8WDvHx8fjkk09w8OBBXLhwQXphENUnLS0NHh4eKCoqQkFBARYsWCBNPqu92dbOk6i98YaFhUEul3PlC6qD+USN5XG5VDuxv1OnTnjrrbdgZWWF7777Dvb29ggJCYGmpib+8Y9/sKAgFY/Lp0c/P2loaEBTUxNCCMjlcqxZswbbt2/Hr7/+yl7U/wEWFU1cRUUF0tLSUFhYiMjISHTr1k3dIVET9vDhQ6xfvx6jRo1Cz549MWfOHFRXV2Px4sUqN9vaP5OSkhAWFoYdO3YgMjJS2gOFCGA+UeP5q1wCaob/Llu2DGPHjkWPHj2gVCqhoaGBxYsXqzl6amqeJp+AmqJCV1cXRkZGCAwMxLVr1/DLL7+gZ8+eaoz+xcWioonT0dHBiBEjMHToUBgYGKg7HGriNDQ04ObmBlNTU0ycOBHm5uaYNGkSANS52WZlZWH58uVISUnBhQsXWLBSHcwnaixPk0uvvPIKQkJCoK+vD4C7Y9PjPe29SaFQoLi4GOnp6Xjw4AF+//13dO3aVZ2hv9BkgtuaEr1QHj58qFKARkREYPLkyVi4cCGCg4NhamoKhUKBgoICVFZWAoA06ZbovzGfqLE8KZcWL14Mc3NzKJVKZGZmwt7eXo2RUnPwNPem6upqFBcXIyYmBra2tlw29n+MPRVEL5jam6xCoYCGhgYmTpwIIQS8vb0hk8nw7rvvYsuWLcjIyEBYWBhXvqAnYj5RY3naXMrMzMSXX34p9VgQ1edp8+nmzZs4ePAg8+k5YE8F0QusdjUeDQ0NREREwNfXF+3bt8eNGzfw22+/wcXFRd0hUjPCfKLG8qRcunz5Mnr06KHuEKkZeVw+paWlISYmhvn0nLCoIHrB1b7EZTIZPD09cfXqVZw7d47jSulvYT5RY2EuUWNiPqkfhz8RveBkMhkUCgWCgoJw9uxZXL16lTdZ+tuYT9RYmEvUmJhP6setKYleEl26dMGVK1e4Kg81CuYTNRbmEjUm5pP6cPgT0UuidqMyosbAfKLGwlyixsR8Uh8WFURERERE1CAc/kRERERERA3CooKIiIiIiBqERQURERERETUIiwoiIiIiImoQFhVERERERNQgLCqIiIiIiKhBWFQQEZFayGQy/Oc//1F3GERE1AhYVBAREQBg6tSpkMlkeOedd+ocmzlzJmQyGaZOndpoz5ebmwsvL6+nPn/VqlXo0aOHymOZTAaZTAa5XA4zMzMMGDAAH374ISoqKhotTiIi+mssKoiISGJnZ4fw8HCUlZVJbeXl5QgLC0ObNm0a9bmsrKygo6PToJ/RpUsX5ObmIisrC2fPnsX48eOxfv169OnTByUlJY0UKRER/RUWFUREJHF1dUWbNm1w9OhRqe3o0aOws7ODi4uL1FZRUYG5c+fCwsICurq66NevHy5fvgwAUCqVsLW1xSeffKLys69cuQKZTIb09HQAdYc/5eTkYOLEiWjZsiVMTU0xevRo3Lx584nxyuVyWFlZwcbGBl27dsWcOXNw/vx5JCQkYOPGjQ381yAioqfFooKIiFRMmzYN+/btkx5//vnnmD59uso5ixcvxpEjR/DFF1/gypUrcHBwwLBhw1BYWAgNDQ1MmjQJhw4dUrnm8OHD8PDwQPv27es8Z2lpKQYNGoQWLVrgwoULiIqKQosWLTB8+HBUVlY+U/ydO3eGl5eXSmFERET/WywqiIhIha+vL6KionDz5k1kZmbil19+wb/+9S/p+MOHD/Hxxx9j8+bN8PLygpOTEz777DPo6elh7969AAAfHx/88ssvyMzMBFDTexEeHq7ycx4VHh4ODQ0N7NmzB127doWjoyP27duHrKwsnDt37pl/h86dO/9lLwcRETUeuboDICKipsXMzAwjR47EF198ASEERo4cCTMzM+n4jRs3UFVVhb59+0ptWlpaePXVV5GcnAwAcHFxQefOnREWFobg4GCcP38eeXl5mDBhQr3PGRsbi7S0NBgaGqq0l5eX48aNG8/8OwghIJPJnvk6IiL6e1hUEBFRHdOnT8fs2bMBADt37lQ5JoQAgDof2v/7g7yPjw8OHz6M4OBgHD58GMOGDVMpTh6lVCrh5uZWZ8gUAJibmz9z/MnJybC3t3/m64iI6O/h8CciIqqjdi5DZWUlhg0bpnLMwcEB2traiIqKktqqqqoQExMDR0dHqc3b2xvx8fGIjY3FN998Ax8fn8c+n6urK65fvw4LCws4ODio/GdsbPxMsaekpOCnn37C2LFjn+k6IiL6+1hUEBFRHZqamkhOTkZycjI0NTVVjhkYGCAwMBBBQUH46aefkJSUhICAAJSWlsLPz086z97eHn369IGfnx+qq6sxevToxz6fj48PzMzMMHr0aERGRiIjIwPnz5/HvHnzkJ2d/djrqqurcfv2bfz555+Ij4/Hjh07MHDgQPTo0QNBQUEN/4cgIqKnwuFPRERULyMjo8ce27BhA5RKJXx9fVFSUoKePXvixIkTaNmypcp5Pj4+mDVrFt566y3o6ek99ufp6+vjwoULWLJkCcaMGYOSkhK0bt0anp6eT4wjMTER1tbW0NTUhLGxMZycnBASEoLAwMAG74FBRERPTyZqB8cSERERERH9DRz+REREREREDcKigoiIiIiIGoRFBRERERERNQiLCiIiIiIiahAWFURERERE1CAsKoiIiIiIqEFYVBARERERUYOwqCAiIiIiogZhUUFERERERA3CooKIiIiIiBqERQURERERETXI/wPF/PQAjcz/PgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def basic_recommend_visualization(top_movies):\n",
    "    # Convert Spark DataFrame to Pandas DataFrame for plotting\n",
    "    top_movies_pd = top_movies.toPandas()\n",
    "\n",
    "    # Define colors for each movie (you can customize this)\n",
    "    colors = ['blue', 'green', 'red', 'purple', 'orange']\n",
    "\n",
    "    # Create a figure and axis\n",
    "    fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "    # Plot each movie as a separate bar\n",
    "    for i, row in enumerate(top_movies_pd.itertuples(), start=1):\n",
    "        movie_id = row.movieId\n",
    "        movie_title = row.title\n",
    "        avg_rating = row.avg_rating  # Use the column name 'avg_rating'\n",
    "        color = colors[i - 1]\n",
    "\n",
    "        # Plot the bar with the movie title as label\n",
    "        ax.bar(str(movie_id), avg_rating, width=0.5, color=color, label=movie_title)\n",
    "\n",
    "    # Set labels and title\n",
    "    ax.set_xlabel('MovieID')\n",
    "    ax.set_ylabel('Average Rating')\n",
    "    ax.set_title('Top 5 Movies by Average Rating')\n",
    "\n",
    "    # Ensure that the top of the bars are within the visible range of the plot\n",
    "    plt.ylim(0, 5.1)\n",
    "\n",
    "    # Rotate movie titles for better visibility\n",
    "    plt.xticks(rotation=45)\n",
    "\n",
    "    # Add a legend to explain the colors\n",
    "    ax.legend(loc='upper center', bbox_to_anchor=(0.5, 1.3))\n",
    "\n",
    "    # Show the plot\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "    # Close the plt object to free memory\n",
    "    plt.close()\n",
    "\n",
    "\n",
    "basic_recommend_visualization(top_movies)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Part3: ALS Recommend with Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 Optimal Parameters Chosen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-18T04:45:16.141700Z",
     "start_time": "2023-11-18T04:44:50.822066Z"
    },
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/11/30 07:39:37 WARN InstanceBuilder: Failed to load implementation from:dev.ludovic.netlib.blas.JNIBLAS\n",
      "[Stage 1337:==================================================>   (16 + 1) / 17]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   rank  maxIter  regParam      RMSE       MAE  Training Time\n",
      "0    10        5      0.01  0.829486  0.638148      47.777165\n",
      "1    10        5      0.10  0.826285  0.645126      40.870306\n",
      "2    10       10      0.01  0.810260  0.618900      51.412874\n",
      "3    10       10      0.10  0.814018  0.631412      49.845394\n",
      "4    20        5      0.01  0.825468  0.629510      52.075976\n",
      "5    20        5      0.10  0.829962  0.651692      49.523931\n",
      "6    20       10      0.01  0.817938  0.620012      67.369276\n",
      "7    20       10      0.10  0.811837  0.631145      67.318704\n",
      "Best Parameters: (10, 10, 0.01)\n",
      "Best RMSE: inf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def als_recommend(ratings_df):\n",
    "    \"\"\"\n",
    "    Performs movie recommendations using the ALS (Alternating Least Squares).\n",
    "\n",
    "    Args:\n",
    "    spark (SparkSession): SparkSession object for DataFrame operations.\n",
    "    ratings_df (DataFrame): The DataFrame containing movie ratings.\n",
    "    \"\"\"\n",
    "\n",
    "    # Split the dataset into training and test sets\n",
    "    (training, test) = ratings_df.randomSplit([0.7, 0.3])\n",
    "\n",
    "    # Create an ALS model\n",
    "    als = ALS(userCol=\"userId\", itemCol=\"movieId\", ratingCol=\"rating\", coldStartStrategy=\"drop\", nonnegative=True)\n",
    "\n",
    "    # Define a grid of parameters for tuning\n",
    "    param_grid = {\n",
    "        \"rank\": [10, 20],\n",
    "        \"maxIter\": [5, 10],\n",
    "        \"regParam\": [0.01, 0.1]\n",
    "    }\n",
    "\n",
    "    # Define multiple evaluators\n",
    "    rmse_evaluator = RegressionEvaluator(metricName=\"rmse\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "    mae_evaluator = RegressionEvaluator(metricName=\"mae\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "\n",
    "    # Variables to keep track of the best model and its performance\n",
    "    best_rmse = float('inf')\n",
    "    best_error = float('inf')\n",
    "    best_params = None\n",
    "    results = []\n",
    "\n",
    "    # Grid search through the parameter space\n",
    "    for rank in param_grid[\"rank\"]:\n",
    "        for max_iter in param_grid[\"maxIter\"]:\n",
    "            for reg_param in param_grid[\"regParam\"]:\n",
    "                start_time = time.time()\n",
    "\n",
    "                # Set model parameters\n",
    "                als.setParams(rank=rank, maxIter=max_iter, regParam=reg_param)\n",
    "\n",
    "                # Fit ALS model on training data\n",
    "                model = als.fit(training)\n",
    "\n",
    "                # Evaluate the model on test data\n",
    "                predictions = model.transform(test)\n",
    "                rmse = rmse_evaluator.evaluate(predictions)\n",
    "                mae = mae_evaluator.evaluate(predictions)\n",
    "                training_time = time.time() - start_time\n",
    "\n",
    "                # Append results\n",
    "                results.append({\n",
    "                    \"rank\": rank, \"maxIter\": max_iter, \"regParam\": reg_param,\n",
    "                    \"RMSE\": rmse, \"MAE\": mae, \"Training Time\": training_time\n",
    "                })\n",
    "\n",
    "                # Update best model\n",
    "                if rmse < best_rmse:\n",
    "                    best_rmse = rmse\n",
    "                    best_params = (rank, max_iter, reg_param)\n",
    "\n",
    "    # Save the results DataFrame to a CSV file\n",
    "    results_df = pd.DataFrame(results)\n",
    "    print(results_df)\n",
    "\n",
    "    # Display the best model parameters and its RMSE\n",
    "    print(\"Best Parameters:\", best_params)\n",
    "    print(\"Best RMSE:\", best_error)\n",
    "\n",
    "\n",
    "als_recommend(ratings_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2 ALS Recommend With Optimal Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/11/30 07:46:42 WARN InstanceBuilder: Failed to load implementation from:dev.ludovic.netlib.lapack.JNILAPACK\n",
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Square Error (RMSE): 0.8072171300756796\n",
      "Mean Absolute Error (MAE): 0.6111281587996001\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 1553:====================================================>(99 + 1) / 100]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------+--------------------------------------------------------------------------------------------------------+\n",
      "|userId|recommendations                                                                                         |\n",
      "+------+--------------------------------------------------------------------------------------------------------+\n",
      "|31    |[{174403, 6.057178}, {116935, 5.828315}, {126749, 5.7715116}, {136880, 5.447052}, {148859, 5.2071157}]  |\n",
      "|34    |[{170113, 11.136791}, {112577, 9.995285}, {49872, 9.944384}, {5154, 9.926613}, {133569, 9.79133}]       |\n",
      "|53    |[{84996, 11.503202}, {198657, 10.026142}, {174403, 9.710598}, {41704, 9.625774}, {167532, 9.444785}]    |\n",
      "|65    |[{147354, 15.017892}, {134117, 14.216842}, {149130, 13.8547}, {176999, 13.626796}, {26611, 13.5799885}] |\n",
      "|78    |[{26968, 10.760106}, {162006, 9.259368}, {112577, 9.147092}, {119754, 8.7132635}, {147236, 8.678355}]   |\n",
      "|85    |[{135585, 11.549908}, {125938, 11.525369}, {183875, 11.525028}, {133325, 10.798703}, {148426, 10.57732}]|\n",
      "|108   |[{112577, 10.764049}, {26968, 9.788294}, {156791, 9.487787}, {118532, 9.46389}, {159399, 8.393187}]     |\n",
      "|133   |[{126749, 9.665259}, {133135, 8.921157}, {70517, 8.491614}, {133199, 8.025178}, {158856, 7.870315}]     |\n",
      "|137   |[{126749, 11.639663}, {57970, 10.556397}, {174403, 10.300258}, {139636, 9.980799}, {116935, 9.863037}]  |\n",
      "|148   |[{173651, 8.7412}, {112577, 7.6715946}, {98693, 7.295403}, {86952, 7.2017636}, {135557, 7.1899734}]     |\n",
      "|155   |[{162436, 8.318218}, {112577, 7.7434354}, {126397, 6.767167}, {86952, 6.632891}, {170113, 6.4881744}]   |\n",
      "|193   |[{84996, 12.105833}, {187995, 11.6888485}, {116847, 11.547656}, {126397, 11.32131}, {139636, 10.890801}]|\n",
      "|211   |[{112577, 8.690697}, {173651, 8.14813}, {84996, 7.6577883}, {86952, 7.648013}, {154860, 7.5388002}]     |\n",
      "|243   |[{198657, 7.7414026}, {141098, 7.436248}, {125938, 6.337513}, {125465, 6.2079263}, {195553, 6.205267}]  |\n",
      "|251   |[{116847, 15.72213}, {83556, 11.551935}, {198657, 11.11926}, {185367, 11.074553}, {38473, 10.929037}]   |\n",
      "|255   |[{94280, 7.5700545}, {143898, 7.331097}, {187503, 7.2950735}, {83529, 7.288286}, {178027, 7.2742043}]   |\n",
      "|296   |[{112577, 5.8733087}, {81688, 5.8132343}, {134615, 5.696086}, {195553, 5.5043483}, {198657, 5.495758}]  |\n",
      "|321   |[{195553, 7.790507}, {159055, 7.5125}, {141898, 7.1259804}, {187503, 7.1029296}, {178027, 7.101164}]    |\n",
      "|322   |[{148426, 10.851052}, {148480, 8.86382}, {86952, 8.017803}, {148848, 7.919283}, {173857, 7.893669}]     |\n",
      "|362   |[{148426, 13.374769}, {181333, 10.664255}, {86952, 9.764662}, {133203, 9.525661}, {193253, 9.464922}]   |\n",
      "+------+--------------------------------------------------------------------------------------------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def als_recommend_best(ratings_df):\n",
    "    \"\"\"\n",
    "    Performs movie recommendations using the ALS (Alternating Least Squares) model with optimal parameters.\n",
    "\n",
    "    Args:\n",
    "    spark (SparkSession): SparkSession object for DataFrame operations.\n",
    "    ratings_df (DataFrame): The DataFrame containing movie ratings.\n",
    "    \"\"\"\n",
    "\n",
    "    # Split the dataset into training and test sets\n",
    "    (training, test) = ratings_df.randomSplit([0.7, 0.3])\n",
    "\n",
    "    # Define multiple evaluators\n",
    "    rmse_evaluator = RegressionEvaluator(metricName=\"rmse\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "    mae_evaluator = RegressionEvaluator(metricName=\"mae\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "\n",
    "    # Create an ALS model\n",
    "    als = ALS(rank=10, maxIter=10, regParam=0.01, userCol=\"userId\", itemCol=\"movieId\", ratingCol=\"rating\",\n",
    "              coldStartStrategy=\"drop\")\n",
    "\n",
    "    # Fit ALS model on training data\n",
    "    model = als.fit(training)\n",
    "\n",
    "    # Evaluate the model on test data\n",
    "    predictions = model.transform(test)\n",
    "    rmse = rmse_evaluator.evaluate(predictions)\n",
    "    mae = mae_evaluator.evaluate(predictions)\n",
    "    print(f\"Root Mean Square Error (RMSE): {rmse}\")\n",
    "    print(f\"Mean Absolute Error (MAE): {mae}\")\n",
    "\n",
    "    # Generate top 5 movie recommendations for each user using the best model\n",
    "    recommendations = model.recommendForAllUsers(5)\n",
    "    recommendations.show(truncate=False)\n",
    "\n",
    "    return recommendations\n",
    "\n",
    "\n",
    "recommendations = als_recommend_best(ratings_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+------+-------+----------+\n",
      "|userId|movieId|    rating|\n",
      "+------+-------+----------+\n",
      "|    31| 174403|  6.057178|\n",
      "|    31| 116935|  5.828315|\n",
      "|    31| 126749| 5.7715116|\n",
      "|    31| 136880|  5.447052|\n",
      "|    31| 148859| 5.2071157|\n",
      "|    34| 170113| 11.136791|\n",
      "|    34| 112577|  9.995285|\n",
      "|    34|  49872|  9.944384|\n",
      "|    34|   5154|  9.926613|\n",
      "|    34| 133569|   9.79133|\n",
      "|    53|  84996| 11.503202|\n",
      "|    53| 198657| 10.026142|\n",
      "|    53| 174403|  9.710598|\n",
      "|    53|  41704|  9.625774|\n",
      "|    53| 167532|  9.444785|\n",
      "|    65| 147354| 15.017892|\n",
      "|    65| 134117| 14.216842|\n",
      "|    65| 149130|   13.8547|\n",
      "|    65| 176999| 13.626796|\n",
      "|    65|  26611|13.5799885|\n",
      "+------+-------+----------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def als_recommend_visualization(recommendations):\n",
    "    recs_exploded = recommendations. \\\n",
    "        withColumn(\"rec_exp\", explode(\"recommendations\")). \\\n",
    "        select(\"userId\", col(\"rec_exp.movieId\"), col(\"rec_exp.rating\"))\n",
    "    recs_exploded.show()\n",
    "\n",
    "    movies_df = spark.read.csv(\"dataset/movies.csv\", header=True, inferSchema=True)\n",
    "    recs_joined = recs_exploded.join(movies_df, \"movieId\").select(\"userId\", \"title\", \"rating\")\n",
    "    recs_pd = recs_joined.toPandas()\n",
    "\n",
    "    # Count the number of recommendations for each movie and get the top 5\n",
    "    top_movies = recs_pd['title'].value_counts().head(5)\n",
    "\n",
    "    # Plotting the number of times each movie is recommended using the movie titles\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    top_movies.plot(kind='bar')\n",
    "    plt.xlabel('Movie Title')  # Changed from 'Movie ID' to 'Movie Title'\n",
    "    plt.ylabel('Number of Recommendations')\n",
    "    plt.title('Top 5 Recommended Movies by ALS Model')\n",
    "    plt.xticks(rotation=45, ha='right')  # Rotate the x-axis labels for better readability\n",
    "    plt.tight_layout()  # Adjust the layout to fit the labels\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "\n",
    "\n",
    "als_recommend_visualization(recommendations)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Part 4: RF Recommend with Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "|movieId|relevance_list                                                                                                                                                                |\n",
      "+-------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "|1      |[0.99925, 0.99875, 0.99575, 0.98575, 0.98425, 0.98, 0.9645, 0.95975, 0.95475, 0.94725, 0.93675, 0.92875, 0.91625, 0.90725, 0.90375, 0.89625, 0.89375, 0.893, 0.88575, 0.87625]|\n",
      "|2      |[0.976, 0.959, 0.95175, 0.95, 0.932, 0.9185, 0.879, 0.87075, 0.8685, 0.86725, 0.8495, 0.8175, 0.8145, 0.77525, 0.75375, 0.73975, 0.73225, 0.72675, 0.705, 0.6965]             |\n",
      "|3      |[0.97525, 0.9625, 0.9305, 0.853, 0.75425, 0.6765, 0.6445, 0.578, 0.574, 0.5415, 0.53675, 0.52375, 0.51475, 0.5105, 0.50375, 0.49675, 0.49375, 0.49, 0.487, 0.4835]            |\n",
      "|4      |[0.97525, 0.899, 0.82375, 0.79, 0.764, 0.70575, 0.6425, 0.64075, 0.6245, 0.61775, 0.59, 0.57, 0.5685, 0.5545, 0.543, 0.54075, 0.536, 0.536, 0.533, 0.51625]                   |\n",
      "|5      |[0.96025, 0.954, 0.94825, 0.941, 0.91275, 0.90625, 0.86875, 0.83925, 0.759, 0.753, 0.71925, 0.65475, 0.649, 0.6455, 0.64475, 0.63425, 0.6315, 0.62825, 0.61225, 0.612]        |\n",
      "|6      |[0.97975, 0.957, 0.9445, 0.9425, 0.93025, 0.9195, 0.9185, 0.89175, 0.881, 0.88075, 0.8775, 0.87275, 0.86025, 0.8585, 0.85575, 0.8545, 0.85075, 0.84925, 0.846, 0.8375]        |\n",
      "|7      |[0.98125, 0.96225, 0.932, 0.923, 0.83725, 0.83325, 0.83325, 0.798, 0.798, 0.79275, 0.78675, 0.75, 0.68825, 0.682, 0.676, 0.611, 0.58125, 0.565, 0.55975, 0.54525]             |\n",
      "|8      |[0.9295, 0.928, 0.8545, 0.77, 0.75025, 0.68575, 0.66775, 0.6665, 0.65975, 0.63525, 0.62275, 0.6085, 0.601, 0.593, 0.57125, 0.53975, 0.52625, 0.52475, 0.51975, 0.5115]        |\n",
      "|9      |[0.977, 0.96925, 0.969, 0.91325, 0.912, 0.905, 0.864, 0.85325, 0.8475, 0.74725, 0.715, 0.711, 0.6665, 0.61775, 0.5955, 0.5765, 0.5325, 0.524, 0.49975, 0.49825]               |\n",
      "|10     |[1.0, 0.9995, 0.999, 0.9725, 0.96975, 0.961, 0.954, 0.92975, 0.88625, 0.88275, 0.869, 0.85575, 0.83675, 0.8225, 0.80175, 0.798, 0.74075, 0.74, 0.73875, 0.7345]               |\n",
      "|11     |[0.99675, 0.98875, 0.97825, 0.9765, 0.9455, 0.9455, 0.944, 0.9435, 0.92825, 0.884, 0.8755, 0.852, 0.808, 0.7715, 0.73325, 0.72325, 0.70875, 0.705, 0.66725, 0.662]            |\n",
      "|12     |[0.99275, 0.98275, 0.862, 0.82575, 0.822, 0.80375, 0.75425, 0.72725, 0.70575, 0.7055, 0.694, 0.6815, 0.64775, 0.63575, 0.6225, 0.588, 0.58175, 0.55025, 0.478, 0.47275]       |\n",
      "|13     |[0.992, 0.98675, 0.9795, 0.978, 0.9645, 0.94375, 0.941, 0.9135, 0.889, 0.85825, 0.75275, 0.7425, 0.71725, 0.68525, 0.663, 0.625, 0.61825, 0.58525, 0.5595, 0.555]             |\n",
      "|14     |[0.979, 0.974, 0.9735, 0.951, 0.918, 0.887, 0.8415, 0.83275, 0.81325, 0.81175, 0.7795, 0.77475, 0.7445, 0.74325, 0.716, 0.69575, 0.69475, 0.675, 0.67275, 0.668]              |\n",
      "|15     |[0.99775, 0.99175, 0.99025, 0.9765, 0.97475, 0.971, 0.9325, 0.929, 0.921, 0.84425, 0.83475, 0.828, 0.7335, 0.7075, 0.68125, 0.6355, 0.63375, 0.626, 0.598, 0.5745]            |\n",
      "|16     |[0.999, 0.995, 0.99425, 0.99325, 0.9915, 0.99025, 0.98125, 0.96775, 0.966, 0.96475, 0.94475, 0.93575, 0.93175, 0.93175, 0.9305, 0.918, 0.90925, 0.9085, 0.88375, 0.88125]     |\n",
      "|17     |[0.98, 0.976, 0.9685, 0.96225, 0.95775, 0.92975, 0.92425, 0.89175, 0.8775, 0.87425, 0.8585, 0.842, 0.83975, 0.83325, 0.826, 0.819, 0.81025, 0.81, 0.80475, 0.78575]           |\n",
      "|18     |[0.90375, 0.885, 0.83575, 0.8005, 0.7995, 0.76375, 0.745, 0.68925, 0.6545, 0.623, 0.612, 0.61175, 0.60375, 0.60125, 0.59925, 0.599, 0.5895, 0.588, 0.5775, 0.56125]           |\n",
      "|19     |[0.98725, 0.98625, 0.9825, 0.97375, 0.97225, 0.96125, 0.95525, 0.94, 0.9285, 0.92075, 0.92, 0.90325, 0.8935, 0.88175, 0.875, 0.853, 0.8475, 0.847, 0.8235, 0.81625]           |\n",
      "|20     |[0.94225, 0.86875, 0.8315, 0.80625, 0.792, 0.75325, 0.70375, 0.67025, 0.65875, 0.65525, 0.6475, 0.6295, 0.60725, 0.5965, 0.5895, 0.58175, 0.57475, 0.55625, 0.54725, 0.538]   |\n",
      "+-------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------+\n",
      "|movieId|genreVecList                                                                       |genresVec                                                                    |\n",
      "+-------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------+\n",
      "|1      |[(19,[9],[1.0]), (19,[12],[1.0]), (19,[11],[1.0]), (19,[1],[1.0]), (19,[14],[1.0])]|[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0]|\n",
      "|2      |[(19,[9],[1.0]), (19,[11],[1.0]), (19,[14],[1.0])]                                 |[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0]|\n",
      "|3      |[(19,[1],[1.0]), (19,[3],[1.0])]                                                   |[0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|4      |[(19,[1],[1.0]), (19,[0],[1.0]), (19,[3],[1.0])]                                   |[1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|5      |[(19,[1],[1.0])]                                                                   |[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|6      |[(19,[4],[1.0]), (19,[7],[1.0]), (19,[2],[1.0])]                                   |[0.0,0.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|7      |[(19,[1],[1.0]), (19,[3],[1.0])]                                                   |[0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|8      |[(19,[9],[1.0]), (19,[11],[1.0])]                                                  |[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|9      |[(19,[4],[1.0])]                                                                   |[0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|10     |[(19,[4],[1.0]), (19,[9],[1.0]), (19,[2],[1.0])]                                   |[0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|11     |[(19,[1],[1.0]), (19,[0],[1.0]), (19,[3],[1.0])]                                   |[1.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|12     |[(19,[1],[1.0]), (19,[5],[1.0])]                                                   |[0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|13     |[(19,[9],[1.0]), (19,[12],[1.0]), (19,[11],[1.0])]                                 |[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|14     |[(19,[0],[1.0])]                                                                   |[1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|15     |[(19,[4],[1.0]), (19,[9],[1.0]), (19,[3],[1.0])]                                   |[0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|16     |[(19,[7],[1.0]), (19,[0],[1.0])]                                                   |[1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|17     |[(19,[0],[1.0]), (19,[3],[1.0])]                                                   |[1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|18     |[(19,[1],[1.0])]                                                                   |[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|19     |[(19,[1],[1.0])]                                                                   |[0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "|20     |[(19,[4],[1.0]), (19,[1],[1.0]), (19,[7],[1.0]), (19,[0],[1.0]), (19,[2],[1.0])]   |[1.0,1.0,1.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0]|\n",
      "+-------+-----------------------------------------------------------------------------------+-----------------------------------------------------------------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "|movieId|tagFeatures                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |\n",
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      "+-------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "only showing top 20 rows\n",
      "\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
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     "text": [
      "+-------+------+------+----------+-----------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "|movieId|userId|rating|timestamp |genresVec                                                                    |tagFeatures                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |relevance_list                                                                                                                                                               |\n",
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      "+-------+------+------+----------+-----------------------------------------------------------------------------+--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def feature_engineering(spark, ratings_df):\n",
    "    # relevance \n",
    "    genome_scores_df = spark.read.csv(\"dataset/genome-scores.csv\", header=True, inferSchema=True)\n",
    "    take_top_n_udf = udf(lambda arr: sorted(arr, reverse=True)[:20], ArrayType(FloatType()))\n",
    "    genome_scores_df = genome_scores_df.groupby('movieId').agg(\n",
    "        take_top_n_udf(collect_list('relevance')).alias('relevance_list')\n",
    "    )\n",
    "    genome_scores_df = genome_scores_df.orderBy('movieId')\n",
    "    genome_scores_df.show(truncate=False)\n",
    "\n",
    "    # genre\n",
    "    movies_df = spark.read.csv(\"dataset/movies.csv\", header=True, inferSchema=True)\n",
    "    movies_df = movies_df.withColumn(\"split_genres\", split(col(\"genres\"), \"\\|\"))\n",
    "    movies_exploded = movies_df.withColumn(\"genre\", explode(col(\"split_genres\")))\n",
    "\n",
    "    genre_indexer = StringIndexer(inputCol=\"genre\", outputCol=\"genreIndex\")\n",
    "    indexed_genre = genre_indexer.fit(movies_exploded).transform(movies_exploded)\n",
    "    genre_encoder = OneHotEncoder(inputCol=\"genreIndex\", outputCol=\"genreVec\")\n",
    "    encoded_genre = genre_encoder.fit(indexed_genre).transform(indexed_genre)\n",
    "\n",
    "    genre_aggregated = encoded_genre.groupBy(\"movieId\").agg(collect_list(\"genreVec\").alias(\"genreVecList\"))\n",
    "\n",
    "    sum_vectors_udf = udf(lambda vectors: Vectors.dense(np.sum([v.toArray() for v in vectors], axis=0)), VectorUDT())\n",
    "    genre_aggregated = genre_aggregated.withColumn(\"genresVec\", sum_vectors_udf(\"genreVecList\"))\n",
    "    genre_aggregated.show(truncate=False)\n",
    "\n",
    "    # tag\n",
    "    tags_df = spark.read.csv(\"dataset/tags.csv\", header=True, inferSchema=True)\n",
    "    genome_tags_df = spark.read.csv(\"dataset/genome-tags.csv\", header=True, inferSchema=True)\n",
    "    tags_df = tags_df.join(genome_tags_df, tags_df.tag == genome_tags_df.tag, \"inner\").select(tags_df[\"*\"])\n",
    "\n",
    "    tag_indexer = StringIndexer(inputCol=\"tag\", outputCol=\"tagIndex\")\n",
    "    tag_model = tag_indexer.fit(genome_tags_df)\n",
    "    indexed_tags_df = tag_model.transform(tags_df)\n",
    "    tag_encoder = OneHotEncoder(inputCols=[\"tagIndex\"], outputCols=[\"tagVec\"])\n",
    "    tag_encoder_model = tag_encoder.fit(indexed_tags_df)\n",
    "    tags_encoded = tag_encoder_model.transform(indexed_tags_df)\n",
    "\n",
    "    movie_tags_features = tags_encoded.groupBy('movieId').agg(collect_list('tagVec').alias('tagVectors'))\n",
    "    sum_vectors_udf = udf(lambda vectors: Vectors.dense(np.sum([v.toArray() for v in vectors], axis=0)), VectorUDT())\n",
    "    movie_tags_features = movie_tags_features.withColumn('tagFeatures', sum_vectors_udf('tagVectors'))\n",
    "    movie_tags_features = movie_tags_features.drop(\"tagVectors\")\n",
    "    movie_tags_features.show(truncate=False)\n",
    "\n",
    "    # join\n",
    "    complete_data_df = ratings_df.join(genre_aggregated.select(\"movieId\", \"genresVec\"), \"movieId\") \\\n",
    "        .join(movie_tags_features.select(\"movieId\", \"tagFeatures\"), \"movieId\") \\\n",
    "        .join(genome_scores_df.select('movieId', 'relevance_list'), 'movieId', 'left')\n",
    "    complete_data_df = complete_data_df.orderBy('userId')\n",
    "    complete_data_df.show(truncate=False)\n",
    "\n",
    "    return complete_data_df\n",
    "\n",
    "\n",
    "complete_data_df = feature_engineering(spark, ratings_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24634325\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24435728\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 1077:>                                                       (0 + 1) / 1]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
      "|movieId|userId|rating| timestamp|           genresVec|         tagFeatures|      relevance_list|    relevance_vector|            features|\n",
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
      "|   1088|     1|   4.0|1147868495|[1.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.99525, 0.99175...|[0.99524998664855...|(1166,[0,3,17,25,...|\n",
      "|  27266|     1|   4.5|1147879365|[1.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.9885, 0.966, 0...|[0.98849999904632...|(1166,[0,3,10,14,...|\n",
      "|    296|     1|   5.0|1147880044|[1.0,1.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99925, 0.9905,...|[0.99924999475479...|(1166,[0,1,2,7,37...|\n",
      "|   1653|     1|   4.0|1147868097|[1.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.9995, 0.999, 0...|[0.99949997663497...|(1166,[0,2,10,104...|\n",
      "|   1175|     1|   3.5|1147868826|[1.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.99525, 0.98525...|[0.99524998664855...|(1166,[0,1,3,70,1...|\n",
      "|   1260|     1|   3.5|1147877857|[0.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.992, 0.9885, 0...|[0.99199998378753...|(1166,[2,7,18,104...|\n",
      "|   2692|     1|   5.0|1147869100|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.965, 0.96475, ...|[0.96499997377395...|(1166,[4,7,37,46,...|\n",
      "|   4144|     1|   5.0|1147868898|[1.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.9945, 0.98675,...|[0.99449998140335...|(1166,[0,3,25,46,...|\n",
      "|   7940|     1|   4.5|1147877967|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.964, 0.96375, ...|[0.96399998664855...|(1166,[0,161,330,...|\n",
      "|   8786|     1|   4.0|1147877853|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.9955, 0.9915, ...|[0.99550002813339...|(1166,[0,104,161,...|\n",
      "|   6954|     1|   3.5|1147869150|[1.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.99575, 0.993, ...|[0.99575001001358...|(1166,[0,1,3,7,13...|\n",
      "|   7938|     1|   2.5|1147878063|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.98725, 0.987, ...|[0.98724997043609...|(1166,[0,104,161,...|\n",
      "|  32591|     1|   5.0|1147879538|[1.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.98425, 0.92375...|[0.98425000905990...|(1166,[0,1,3,258,...|\n",
      "|    665|     1|   5.0|1147878820|[1.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.98925, 0.97275...|[0.98925000429153...|(1166,[0,1,15,155...|\n",
      "|   7234|     1|   4.5|1147868869|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.995, 0.96825, ...|[0.99500000476837...|(1166,[0,158,161,...|\n",
      "|   7361|     1|   5.0|1147880055|[1.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.98975, 0.9865,...|[0.98975002765655...|(1166,[0,3,10,70,...|\n",
      "|   7323|     1|   3.5|1147869119|[1.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.992, 0.9875, 0...|[0.99199998378753...|(1166,[0,1,26,27,...|\n",
      "|   4973|     1|   4.5|1147869080|[0.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.98075, 0.969, ...|[0.98075002431869...|(1166,[1,3,48,104...|\n",
      "|   4325|     1|   5.0|1147878122|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.981, 0.97075, ...|[0.98100000619888...|(1166,[0,158,542,...|\n",
      "|   2161|     1|   3.5|1147868609|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.995, 0.99475, ...|[0.99500000476837...|(1166,[9,11,14,27...|\n",
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "print(complete_data_df.count())\n",
    "complete_data_df = complete_data_df.na.drop(subset=[\"genresVec\", \"tagFeatures\", \"relevance_list\"])\n",
    "print(complete_data_df.count())\n",
    "\n",
    "# 定义一个UDF将数组转换为Vector\n",
    "array_to_vector_udf = udf(lambda arr: Vectors.dense(arr), VectorUDT())\n",
    "\n",
    "# 将relevance_list转换为Vector类型\n",
    "complete_data_df = complete_data_df.withColumn(\"relevance_vector\", array_to_vector_udf(col(\"relevance_list\")))\n",
    "\n",
    "assembler = VectorAssembler(\n",
    "    inputCols=[\"genresVec\", \"tagFeatures\", \"relevance_vector\"],\n",
    "    outputCol=\"features\"\n",
    ")\n",
    "\n",
    "data_ready = assembler.transform(complete_data_df)\n",
    "\n",
    "# 检查转换后的 DataFrame 中是否有空的 'features' 列\n",
    "if data_ready.where(col(\"features\").isNull()).count() > 0:\n",
    "    raise ValueError(\"Found null values in 'features' column after VectorAssembler transformation.\")\n",
    "\n",
    "data_ready.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Square Error (RMSE): 0.9951233309228193\n",
      "Mean Absolute Error (MAE): 0.786046399092221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Stage 1631:>                                                       (0 + 1) / 1]\r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+------------------+\n",
      "|movieId|userId|rating| timestamp|           genresVec|         tagFeatures|      relevance_list|    relevance_vector|            features|        prediction|\n",
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+------------------+\n",
      "|      7|   122|   4.0| 848692767|[0.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.98125, 0.96225...|[0.98124998807907...|(1166,[1,3,127,21...|3.1588841802775653|\n",
      "|     47|   155|   4.0|1196554584|[0.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99375, 0.98525...|[0.99374997615814...|(1166,[2,13,104,1...| 4.033920122685735|\n",
      "|    160|  1164|   2.0| 842549804|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.98625, 0.977, ...|[0.98624998331069...|(1166,[4,9,10,13,...|  3.03986986390674|\n",
      "|    173|   983|   1.5|1078585598|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.997, 0.9965, 0...|[0.99699997901916...|(1166,[4,7,10,132...|3.5545979642164633|\n",
      "|    293|   562|   4.5|1462466810|[1.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99325, 0.97425...|[0.99325001239776...|(1166,[0,2,4,7,99...| 3.974406801159133|\n",
      "|    356|   204|   4.5|1434822707|[1.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[1.0, 0.99975, 0....|[1.0,0.9997500181...|(1166,[0,1,3,15,2...| 4.073623287619189|\n",
      "|    357|   997|   3.5|1529267941|[0.0,1.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.96975, 0.9565,...|[0.96974998712539...|(1166,[1,3,214,21...|3.5318611426198743|\n",
      "|    370|   997|   2.5|1530171398|[0.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.98225, 0.97975...|[0.98224997520446...|(1166,[1,4,173,24...| 3.433980520066586|\n",
      "|    500|   280|   4.0|1026410595|[1.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.98225, 0.96225...|[0.98224997520446...|(1166,[0,1,222,24...|3.5294365377570833|\n",
      "|    524|   964|   2.0| 898994806|[1.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.9855, 0.98225,...|[0.98549997806549...|(1166,[0,128,152,...|3.6617606014534707|\n",
      "|    592|   757|   3.5|1184013631|[0.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99875, 0.99325...|[0.99874997138977...|(1166,[2,4,7,30,3...| 3.559812577610752|\n",
      "|    613|  1378|   3.0| 854195894|[1.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.983, 0.96125, ...|[0.98299998044967...|(1166,[0,3,28,40,...| 3.045179564117226|\n",
      "|    628|  1499|   3.0|1079735288|[1.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99, 0.98075, 0...|[0.99000000953674...|(1166,[0,2,7,13,1...| 3.683340330882269|\n",
      "|    754|  1436|   3.0| 861447690|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.93825, 0.92025...|[0.93825000524520...|(1166,[9,11,430,9...| 2.981311406360673|\n",
      "|    762|   407|   1.0| 859253963|[0.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.993, 0.87975, ...|[0.99299997091293...|(1166,[1,7,40,276...|2.3436159345078473|\n",
      "|    780|   481|   4.0|1471970221|[0.0,0.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99825, 0.98825...|[0.99825000762939...|(1166,[2,4,9,10,3...| 3.488608375915453|\n",
      "|    784|   198|   3.0| 863357865|[0.0,1.0,1.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.924, 0.90925, ...|[0.92400002479553...|(1166,[1,2,159,17...| 3.108814260522185|\n",
      "|    919|   648|   2.0|1485084761|[0.0,0.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.97225, 0.97125...|[0.97224998474121...|(1166,[9,11,14,17...| 3.984016317611286|\n",
      "|    940|   876|   3.5|1191932000|[0.0,0.0,0.0,1.0,...|[0.0,0.0,0.0,0.0,...|[0.98225, 0.98125...|[0.98224997520446...|(1166,[3,4,9,554,...|3.8698187610799963|\n",
      "|    950|   230|   3.0| 864120628|[0.0,1.0,0.0,0.0,...|[0.0,0.0,0.0,0.0,...|[0.99525, 0.986, ...|[0.99524998664855...|(1166,[1,7,233,24...| 3.609914489931498|\n",
      "+-------+------+------+----------+--------------------+--------------------+--------------------+--------------------+--------------------+------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                \r"
     ]
    }
   ],
   "source": [
    "def rf_train_evaluate(data_ready):\n",
    "    \"\"\"\n",
    "    Train, evaluate, and visualize movie recommendations using a Random Forest model.\n",
    "\n",
    "    Args:\n",
    "    data_ready (DataFrame): DataFrame containing prepared features for training.\n",
    "    \"\"\"\n",
    "\n",
    "    # Splitting the dataset\n",
    "    training_features, test_features = data_ready.randomSplit([0.7, 0.3])\n",
    "\n",
    "    # Training the Random Forest model with optimized parameters\n",
    "    rf = RandomForestRegressor(\n",
    "        featuresCol=\"features\",\n",
    "        labelCol=\"rating\",\n",
    "        numTrees=5,  # 减少树的数量以加快训练\n",
    "        maxDepth=5,  # 降低树的最大深度\n",
    "        maxBins=32,\n",
    "        minInstancesPerNode=1  # 每个节点的最小实例数\n",
    "    )\n",
    "    model = rf.fit(training_features)\n",
    "\n",
    "    # Evaluate model on test dataset\n",
    "    predictions_df = model.transform(test_features)\n",
    "    rmse_evaluator = RegressionEvaluator(metricName=\"rmse\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "    mae_evaluator = RegressionEvaluator(metricName=\"mae\", labelCol=\"rating\", predictionCol=\"prediction\")\n",
    "\n",
    "    # Calculate and output evaluation metrics\n",
    "    rmse = rmse_evaluator.evaluate(predictions_df)\n",
    "    mae = mae_evaluator.evaluate(predictions_df)\n",
    "    print(f\"Root Mean Square Error (RMSE): {rmse}\")\n",
    "    print(f\"Mean Absolute Error (MAE): {mae}\")\n",
    "\n",
    "    return predictions_df\n",
    "\n",
    "\n",
    "predictions_df = rf_train_evaluate(complete_data_df)\n",
    "predictions_df.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "23/12/02 01:14:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:31 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:32 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:36 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:36 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:36 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:37 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:38 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:41 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:51 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:51 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:54 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:14:55 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:16 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:16 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:39 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:40 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:44 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:49 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:50 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:51 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:51 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:53 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:53 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:53 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:53 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:54 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:54 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:55 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:15:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:01 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:02 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:02 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:02 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:02 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:08 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:08 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:14 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:14 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:14 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:14 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:17 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:17 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:28 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:29 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:30 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:33 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:34 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:36 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:36 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:42 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:43 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:45 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:46 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:47 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:48 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:52 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:53 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:54 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:54 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:55 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:55 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:56 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:57 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:58 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:59 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:59 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:16:59 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:03 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:04 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:05 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:06 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:07 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:09 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:10 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:11 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:12 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:13 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:14 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:15 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:17 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:17 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:18 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:19 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:20 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:21 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:22 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:23 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:24 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:25 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:26 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:27 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "23/12/02 01:17:35 WARN RowBasedKeyValueBatch: Calling spill() on RowBasedKeyValueBatch. Will not spill but return 0.\n",
      "                                                                                \r"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def rf_recommend_visualization(predictions_df):\n",
    "    top_predictions = predictions_df. \\\n",
    "        groupBy('movieId').agg({'prediction': 'avg'}). \\\n",
    "        withColumnRenamed('avg(prediction)', 'average_rating').limit(5)\n",
    "\n",
    "    # Join with the movies dataframe to get movie titles\n",
    "    movies_df = spark.read.csv(\"dataset/movies.csv\", header=True, inferSchema=True)  # Load movies data\n",
    "    top_movies_with_titles = top_predictions.join(movies_df, 'movieId').select('title',\n",
    "                                                                               'average_rating')  # Use 'average_rating' here\n",
    "\n",
    "    # Convert to pandas dataframe for visualization\n",
    "    top_movies_pd = top_movies_with_titles.toPandas()\n",
    "    top_movies_pd.set_index('title', inplace=True)\n",
    "\n",
    "    # Plot\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    top_movies_pd['average_rating'].plot(kind='bar')  # Use 'average_rating' here\n",
    "    plt.xlabel('Movie Title')\n",
    "    plt.ylabel('Average Predicted Rating')  # Update the ylabel\n",
    "    plt.title('Top 5 Movie Recommendations')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    plt.close()\n",
    "\n",
    "\n",
    "rf_recommend_visualization(predictions_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Part 5: Model Comparison"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "**ALS model**:\n",
    "+ Advantages: It is suitable for large-scale data sets, can effectively handle sparsity problems, and is often used in recommendation systems.\n",
    "+ Disadvantages: Need to adjust multiple parameters, sensitive to cold start issues.\n",
    "\n",
    "**Random forest model**:\n",
    "+ Advantages: It handles nonlinear relationships well and is less prone to overfitting.\n",
    "+ Disadvantages: A large amount of feature engineering is required and the computational cost is high."
   ]
  }
 ],
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