data-aggregation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Questions that interest me:\n",
    "- is the game balanced?\n",
    "- is the game balanced across all skill levels?\n",
    "- does the first role (att/def) matter for the outcome?\n",
    "  - for example: are you more likely to win on a defender favoured map if you start on defence?\n",
    "  - how many maps are att/def favoured -> what does that imply regarding the previous result?"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "####  load a small subset of the data to get a sense of which information is necessary and which can be ignored for the time being"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "     dateid platform gamemode     mapname     matchid  roundnumber  \\\n0  20170212       PC  HOSTAGE  CLUB_HOUSE  1522380841            1   \n1  20170212       PC  HOSTAGE  CLUB_HOUSE  1522380841            4   \n2  20170212       PC  HOSTAGE  CLUB_HOUSE  1522380841            3   \n3  20170212       PC  HOSTAGE  CLUB_HOUSE  1522380841            4   \n4  20170212       PC  HOSTAGE  CLUB_HOUSE  1522380841            6   \n\n  objectivelocation   winrole          endroundreason  roundduration  ...  \\\n0        STRIP_CLUB  Defender  AttackersKilledHostage            124  ...   \n1            CHURCH  Defender     AttackersEliminated            217  ...   \n2            CHURCH  Defender     AttackersEliminated            160  ...   \n3            CHURCH  Defender     AttackersEliminated            217  ...   \n4           BEDROOM  Attacker     DefendersEliminated            143  ...   \n\n   primarygrip primaryunderbarrel primarybarrel  secondaryweapon  \\\n0     Vertical               None   Compensator          5.7_USG   \n1     Vertical              Laser    Suppressor              P12   \n2         None               None          None          MK1_9mm   \n3         None               None   MuzzleBrake            PRB92   \n4     Vertical              Laser    Suppressor              P12   \n\n   secondaryweapontype secondarysight  secondarygrip  secondaryunderbarrel  \\\n0              Pistols           None           None                  None   \n1              Pistols           None           None                 Laser   \n2              Pistols           None           None                  None   \n3              Pistols           None           None                  None   \n4              Pistols           None           None                 Laser   \n\n  secondarybarrel    secondarygadget  \n0            None     IMPACT_GRENADE  \n1      Suppressor  DEPLOYABLE_SHIELD  \n2            None  DEPLOYABLE_SHIELD  \n3            None     IMPACT_GRENADE  \n4      Suppressor  DEPLOYABLE_SHIELD  \n\n[5 rows x 31 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dateid</th>\n      <th>platform</th>\n      <th>gamemode</th>\n      <th>mapname</th>\n      <th>matchid</th>\n      <th>roundnumber</th>\n      <th>objectivelocation</th>\n      <th>winrole</th>\n      <th>endroundreason</th>\n      <th>roundduration</th>\n      <th>...</th>\n      <th>primarygrip</th>\n      <th>primaryunderbarrel</th>\n      <th>primarybarrel</th>\n      <th>secondaryweapon</th>\n      <th>secondaryweapontype</th>\n      <th>secondarysight</th>\n      <th>secondarygrip</th>\n      <th>secondaryunderbarrel</th>\n      <th>secondarybarrel</th>\n      <th>secondarygadget</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>HOSTAGE</td>\n      <td>CLUB_HOUSE</td>\n      <td>1522380841</td>\n      <td>1</td>\n      <td>STRIP_CLUB</td>\n      <td>Defender</td>\n      <td>AttackersKilledHostage</td>\n      <td>124</td>\n      <td>...</td>\n      <td>Vertical</td>\n      <td>None</td>\n      <td>Compensator</td>\n      <td>5.7_USG</td>\n      <td>Pistols</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>HOSTAGE</td>\n      <td>CLUB_HOUSE</td>\n      <td>1522380841</td>\n      <td>4</td>\n      <td>CHURCH</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>217</td>\n      <td>...</td>\n      <td>Vertical</td>\n      <td>Laser</td>\n      <td>Suppressor</td>\n      <td>P12</td>\n      <td>Pistols</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>Suppressor</td>\n      <td>DEPLOYABLE_SHIELD</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>HOSTAGE</td>\n      <td>CLUB_HOUSE</td>\n      <td>1522380841</td>\n      <td>3</td>\n      <td>CHURCH</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>160</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>MK1_9mm</td>\n      <td>Pistols</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>DEPLOYABLE_SHIELD</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>HOSTAGE</td>\n      <td>CLUB_HOUSE</td>\n      <td>1522380841</td>\n      <td>4</td>\n      <td>CHURCH</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>217</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>MuzzleBrake</td>\n      <td>PRB92</td>\n      <td>Pistols</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>HOSTAGE</td>\n      <td>CLUB_HOUSE</td>\n      <td>1522380841</td>\n      <td>6</td>\n      <td>BEDROOM</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>143</td>\n      <td>...</td>\n      <td>Vertical</td>\n      <td>Laser</td>\n      <td>Suppressor</td>\n      <td>P12</td>\n      <td>Pistols</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>Suppressor</td>\n      <td>DEPLOYABLE_SHIELD</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 31 columns</p>\n</div>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./data/datadump_s5-000.csv\", nrows=10)\n",
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### load a single full dataset with only relevant columns (weapon information has been ignored)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "def load_gamedata(filepath):\n",
    "    return pd.read_csv(\n",
    "        filepath,\n",
    "        usecols={\n",
    "            \"dateid\",\n",
    "            \"platform\",\n",
    "            \"gamemode\",\n",
    "            \"mapname\",\n",
    "            \"matchid\",\n",
    "            \"roundnumber\",\n",
    "            \"objectivelocation\",\n",
    "            \"winrole\",\n",
    "            \"endroundreason\",\n",
    "            \"roundduration\",\n",
    "            \"clearancelevel\",\n",
    "            \"skillrank\",\n",
    "            \"role\",\n",
    "            \"team\",\n",
    "            \"haswon\",\n",
    "            \"operator\",\n",
    "            \"nbkills\",\n",
    "            \"isdead\"\n",
    "        },\n",
    "        dtype={\n",
    "            \"dateid\": \"int64\",\n",
    "            \"platform\": \"category\",\n",
    "            \"gamemode\": \"category\",\n",
    "            \"mapname\": \"category\",\n",
    "            \"matchid\": \"int64\",\n",
    "            \"roundnumber\": \"int64\",\n",
    "            \"objectivelocation\": \"category\",\n",
    "            \"winrole\": \"category\",\n",
    "            \"endroundreason\": \"category\",\n",
    "            \"roundduration\": \"int64\",\n",
    "            \"clearancelevel\": \"int64\",\n",
    "            \"skillrank\": \"category\",\n",
    "            \"role\": \"category\",\n",
    "            \"team\": \"int64\",\n",
    "            \"haswon\": \"boolean\",\n",
    "            \"operator\": \"category\",\n",
    "            \"nbkills\": \"int64\",\n",
    "            \"isdead\": \"boolean\"\n",
    "        },\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "(4000000, 18)"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = load_gamedata(filepath=\"./data/datadump_s5-000.csv\")\n",
    "df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DF size: 267.05 MB\n"
     ]
    }
   ],
   "source": [
    "# by reducing the data to the necessary information and declaring specific datatypes the size of the dataframe can be reduces from ~5.7 GB to ~270 MB (a reduction by about 95%)\n",
    "print(\"DF size:\", round(sys.getsizeof(df) / (1024 ** 2), 2), \"MB\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### reduce the data even further by only including the most relevant data (PC platform and BOMB gamemode, both of which are the most competitive)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "PS4     1875227\nXONE    1535452\nPC       589321\nName: platform, dtype: int64"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"platform\"].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "SECURE_AREA    2580520\nBOMB            954914\nHOSTAGE         464566\nName: gamemode, dtype: int64"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"gamemode\"].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "def reduce_data(data):\n",
    "    # return data.loc[data[\"gamemode\"] == \"BOMB\"]\n",
    "    return data.loc[(data[\"platform\"] == \"PC\") & (data[\"gamemode\"] == \"BOMB\")]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "(208929, 18)"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = reduce_data(data=df)\n",
    "df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DF size in MB: 15.56\n"
     ]
    }
   ],
   "source": [
    "print(\"DF size in MB:\", round(sys.getsizeof(df) / (1024 ** 2), 2))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### since the size of the relevant data is small enough by now, we load all datasets"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading ./data/datadump_s5-000.csv\n",
      "loading ./data/datadump_s5-001.csv\n",
      "loading ./data/datadump_s5-002.csv\n",
      "loading ./data/datadump_s5-003.csv\n",
      "loading ./data/datadump_s5-004.csv\n",
      "loading ./data/datadump_s5-005.csv\n",
      "loading ./data/datadump_s5-006.csv\n",
      "loading ./data/datadump_s5-007.csv\n",
      "loading ./data/datadump_s5-008.csv\n",
      "loading ./data/datadump_s5-009.csv\n",
      "loading ./data/datadump_s5-010.csv\n",
      "loading ./data/datadump_s5-011.csv\n",
      "loading ./data/datadump_s5-012.csv\n",
      "loading ./data/datadump_s5-013.csv\n",
      "loading ./data/datadump_s5-014.csv\n",
      "loading ./data/datadump_s5-015.csv\n",
      "loading ./data/datadump_s5-016.csv\n",
      "loading ./data/datadump_s5-017.csv\n",
      "loading ./data/datadump_s5-018.csv\n",
      "loading ./data/datadump_s5-019.csv\n",
      "loading ./data/datadump_s5-020.csv\n",
      "loading ./data/datadump_s5-021.csv\n"
     ]
    }
   ],
   "source": [
    "# TODO: BE CAREFULL ABOUT THE CATEGORIES\n",
    "\n",
    "df_list = []\n",
    "for i in range(0, 22):\n",
    "    print(f\"loading ./data/datadump_s5-{i:03}.csv\")\n",
    "    df_tmp = load_gamedata(filepath=f\"./data/datadump_s5-{i:03}.csv\")\n",
    "    df_tmp = reduce_data(data=df_tmp)\n",
    "    df_list.append(df_tmp)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "(3889573, 18)"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_complete = pd.concat(df_list, ignore_index=True)\n",
    "df_complete.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DF size in MB: 536.08\n"
     ]
    }
   ],
   "source": [
    "print(\"DF size in MB:\", round(sys.getsizeof(df_complete) / (1024 ** 2), 2))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "df_complete.to_csv(\"./data/data_reduced.csv\", index=False)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "execution_count": 32,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "array(['2017-02-23T00:00:00.000000000', '2017-02-24T00:00:00.000000000',\n       '2017-02-26T00:00:00.000000000', '2017-03-07T00:00:00.000000000',\n       '2017-03-20T00:00:00.000000000', '2017-03-23T00:00:00.000000000'],\n      dtype='datetime64[ns]')"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date\"] = pd.to_datetime(df[\"dateid\"], format=\"%Y%m%d\")\n",
    "arr = df[\"date\"].unique()\n",
    "arr"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "SECURE_AREA    2618694\nBOMB            945327\nHOSTAGE         435979\nName: gamemode, dtype: int64"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"gamemode\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df size: 3.428254058584571 GB\n"
     ]
    }
   ],
   "source": [
    "print(\"df size:\", sys.getsizeof(df) / 1024**3, \"GB\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unique matches: 74604\n"
     ]
    }
   ],
   "source": [
    "print(\"unique matches:\", df[\"matchid\"].nunique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "CategoricalDtype(categories=['Unranked', 'Copper', 'Bronze', 'Silver', 'Gold', 'Platinum',\n                  'Diamond'],\n, ordered=False)"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"skillrank\"] = df[\"skillrank\"].cat.reorder_categories([\"Unranked\", \"Copper\", \"Bronze\", \"Silver\", \"Gold\", \"Platinum\", \"Diamond\"])\n",
    "df[\"skillrank\"].dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='skillrank', ylabel='roundduration'>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=df[[\"skillrank\", \"roundduration\"]], x=\"skillrank\", y=\"roundduration\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "  skillrank   count\n0  Unranked   55616\n1    Copper   35589\n2    Bronze   62780\n3    Silver  116144\n4      Gold  226060\n5  Platinum   67316\n6   Diamond    3807",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>skillrank</th>\n      <th>count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Unranked</td>\n      <td>55616</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Copper</td>\n      <td>35589</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Bronze</td>\n      <td>62780</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Silver</td>\n      <td>116144</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Gold</td>\n      <td>226060</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Platinum</td>\n      <td>67316</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Diamond</td>\n      <td>3807</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rankings = df.loc[df[\"platform\"] == \"PC\"][\"skillrank\"].value_counts(sort=False).reset_index(name=\"count\").rename(columns={\"index\": \"skillrank\"})\n",
    "df_rankings\n",
    "\n",
    "# todo: pro platform normalisieren"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#min_max_scaler = preprocessing.MinMaxScaler()\n",
    "#scaled_counts = min_max_scaler.fit_transform(df_rankings[\"count\"].values)\n",
    "#scaled_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<seaborn.axisgrid.FacetGrid at 0x17aaacbcf48>"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x360 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_plot = sns.catplot(data=df_rankings, y=\"count\", x=\"skillrank\", kind=\"bar\")\n",
    "my_plot.set_xticklabels(rotation=30, ha='right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "df[\"platform_numeric\"] = df[\"platform\"].cat.codes\n",
    "df[\"skillrank_numeric\"] = df[\"skillrank\"].cat.codes\n",
    "df[\"mapname_numeric\"] = df[\"mapname\"].cat.codes\n",
    "df[\"role_code\"] = df[\"role\"].cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                   clearancelevel    haswon   nbkills    isdead  \\\nclearancelevel           1.000000  0.026083  0.072116 -0.018518   \nhaswon                   0.026083  1.000000  0.249302 -0.565033   \nnbkills                  0.072116  0.249302  1.000000 -0.366081   \nisdead                  -0.018518 -0.565033 -0.366081  1.000000   \nplatform_numeric        -0.022131  0.002256 -0.000358 -0.000776   \nskillrank_numeric        0.522528  0.033387  0.067544 -0.020323   \nmapname_numeric          0.000389 -0.000059  0.001681  0.004490   \nrole_code                0.000701  0.000890 -0.022016  0.030668   \nroundduration            0.055658 -0.011793  0.060858  0.120433   \n\n                   platform_numeric  skillrank_numeric  mapname_numeric  \\\nclearancelevel            -0.022131           0.522528         0.000389   \nhaswon                     0.002256           0.033387        -0.000059   \nnbkills                   -0.000358           0.067544         0.001681   \nisdead                    -0.000776          -0.020323         0.004490   \nplatform_numeric           1.000000           0.000983        -0.004005   \nskillrank_numeric          0.000983           1.000000        -0.002665   \nmapname_numeric           -0.004005          -0.002665         1.000000   \nrole_code                  0.000305          -0.000141        -0.000148   \nroundduration             -0.045264           0.070549        -0.027910   \n\n                   role_code  roundduration  \nclearancelevel      0.000701       0.055658  \nhaswon              0.000890      -0.011793  \nnbkills            -0.022016       0.060858  \nisdead              0.030668       0.120433  \nplatform_numeric    0.000305      -0.045264  \nskillrank_numeric  -0.000141       0.070549  \nmapname_numeric    -0.000148      -0.027910  \nrole_code           1.000000       0.009539  \nroundduration       0.009539       1.000000  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>clearancelevel</th>\n      <th>haswon</th>\n      <th>nbkills</th>\n      <th>isdead</th>\n      <th>platform_numeric</th>\n      <th>skillrank_numeric</th>\n      <th>mapname_numeric</th>\n      <th>role_code</th>\n      <th>roundduration</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>clearancelevel</th>\n      <td>1.000000</td>\n      <td>0.026083</td>\n      <td>0.072116</td>\n      <td>-0.018518</td>\n      <td>-0.022131</td>\n      <td>0.522528</td>\n      <td>0.000389</td>\n      <td>0.000701</td>\n      <td>0.055658</td>\n    </tr>\n    <tr>\n      <th>haswon</th>\n      <td>0.026083</td>\n      <td>1.000000</td>\n      <td>0.249302</td>\n      <td>-0.565033</td>\n      <td>0.002256</td>\n      <td>0.033387</td>\n      <td>-0.000059</td>\n      <td>0.000890</td>\n      <td>-0.011793</td>\n    </tr>\n    <tr>\n      <th>nbkills</th>\n      <td>0.072116</td>\n      <td>0.249302</td>\n      <td>1.000000</td>\n      <td>-0.366081</td>\n      <td>-0.000358</td>\n      <td>0.067544</td>\n      <td>0.001681</td>\n      <td>-0.022016</td>\n      <td>0.060858</td>\n    </tr>\n    <tr>\n      <th>isdead</th>\n      <td>-0.018518</td>\n      <td>-0.565033</td>\n      <td>-0.366081</td>\n      <td>1.000000</td>\n      <td>-0.000776</td>\n      <td>-0.020323</td>\n      <td>0.004490</td>\n      <td>0.030668</td>\n      <td>0.120433</td>\n    </tr>\n    <tr>\n      <th>platform_numeric</th>\n      <td>-0.022131</td>\n      <td>0.002256</td>\n      <td>-0.000358</td>\n      <td>-0.000776</td>\n      <td>1.000000</td>\n      <td>0.000983</td>\n      <td>-0.004005</td>\n      <td>0.000305</td>\n      <td>-0.045264</td>\n    </tr>\n    <tr>\n      <th>skillrank_numeric</th>\n      <td>0.522528</td>\n      <td>0.033387</td>\n      <td>0.067544</td>\n      <td>-0.020323</td>\n      <td>0.000983</td>\n      <td>1.000000</td>\n      <td>-0.002665</td>\n      <td>-0.000141</td>\n      <td>0.070549</td>\n    </tr>\n    <tr>\n      <th>mapname_numeric</th>\n      <td>0.000389</td>\n      <td>-0.000059</td>\n      <td>0.001681</td>\n      <td>0.004490</td>\n      <td>-0.004005</td>\n      <td>-0.002665</td>\n      <td>1.000000</td>\n      <td>-0.000148</td>\n      <td>-0.027910</td>\n    </tr>\n    <tr>\n      <th>role_code</th>\n      <td>0.000701</td>\n      <td>0.000890</td>\n      <td>-0.022016</td>\n      <td>0.030668</td>\n      <td>0.000305</td>\n      <td>-0.000141</td>\n      <td>-0.000148</td>\n      <td>1.000000</td>\n      <td>0.009539</td>\n    </tr>\n    <tr>\n      <th>roundduration</th>\n      <td>0.055658</td>\n      <td>-0.011793</td>\n      <td>0.060858</td>\n      <td>0.120433</td>\n      <td>-0.045264</td>\n      <td>0.070549</td>\n      <td>-0.027910</td>\n      <td>0.009539</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = df[[\"clearancelevel\", \"haswon\", \"nbkills\", \"isdead\", \"platform_numeric\", \"skillrank_numeric\", \"mapname_numeric\", \"role_code\", \"roundduration\"]].corr()\n",
    "corr_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(corr_matrix, center=0, vmin=-1, vmax=1, cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                   skillrank_numeric  roundduration\nskillrank_numeric           1.000000       0.091481\nroundduration               0.091481       1.000000",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>skillrank_numeric</th>\n      <th>roundduration</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>skillrank_numeric</th>\n      <td>1.000000</td>\n      <td>0.091481</td>\n    </tr>\n    <tr>\n      <th>roundduration</th>\n      <td>0.091481</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df.loc[df[\"skillrank_numeric\"]][[\"skillrank_numeric\", \"roundduration\"]].corr()\n",
    "df_tmp = df.loc[~(df[\"skillrank\"] == \"Unranked\")][[\"skillrank_numeric\", \"roundduration\"]]\n",
    "df_tmp.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "skillrank_numeric\n1    177.0\n2    182.0\n3    187.0\n4    192.0\n5    197.0\n6    199.0\nName: roundduration, dtype: float64"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp.groupby(\"skillrank_numeric\")[\"roundduration\"].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot:xlabel='skillrank_numeric', ylabel='roundduration'>"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=df_tmp, y=\"roundduration\", x=\"skillrank_numeric\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "   skillrank_Unranked  skillrank_Copper  skillrank_Bronze  skillrank_Silver  \\\n0                   0                 0                 0                 0   \n1                   0                 0                 0                 0   \n2                   0                 0                 0                 0   \n3                   0                 0                 0                 0   \n4                   0                 0                 0                 0   \n\n   skillrank_Gold  skillrank_Platinum  skillrank_Diamond  \n0               1                   0                  0  \n1               1                   0                  0  \n2               1                   0                  0  \n3               1                   0                  0  \n4               1                   0                  0  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>skillrank_Unranked</th>\n      <th>skillrank_Copper</th>\n      <th>skillrank_Bronze</th>\n      <th>skillrank_Silver</th>\n      <th>skillrank_Gold</th>\n      <th>skillrank_Platinum</th>\n      <th>skillrank_Diamond</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test = pd.get_dummies(df[\"skillrank\"], prefix=\"skillrank\")\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "   skillrank_Unranked  skillrank_Copper  skillrank_Bronze  skillrank_Silver  \\\n0                   0                 0                 0                 0   \n1                   0                 0                 0                 0   \n2                   0                 0                 0                 0   \n3                   0                 0                 0                 0   \n4                   0                 0                 0                 0   \n\n   skillrank_Gold  skillrank_Platinum  skillrank_Diamond  matchtime  \n0               1                   0                  0        185  \n1               1                   0                  0        181  \n2               1                   0                  0        225  \n3               1                   0                  0        221  \n4               1                   0                  0        221  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>skillrank_Unranked</th>\n      <th>skillrank_Copper</th>\n      <th>skillrank_Bronze</th>\n      <th>skillrank_Silver</th>\n      <th>skillrank_Gold</th>\n      <th>skillrank_Platinum</th>\n      <th>skillrank_Diamond</th>\n      <th>matchtime</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>185</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>181</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>225</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>221</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>221</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test[\"matchtime\"] = df[\"roundduration\"]\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "del df_test, df_tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "role\nAttacker    15\nDefender    15\nName: operator, dtype: int64"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp = df.loc[~df[\"operator\"].str.contains(\"RESERVE\")]\n",
    "df_tmp.groupby(\"role\")[\"operator\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "['G.E.O.-JACKAL',\n 'BOPE-CAPITAO',\n 'GSG9-IQ',\n 'SWAT-ASH',\n 'SAS-THATCHER',\n 'SAS-SLEDGE',\n 'SAT-HIBANA',\n 'JTF2-BUCK',\n 'GIGN-TWITCH',\n 'SWAT-THERMITE',\n 'NAVYSEAL-BLACKBEARD',\n 'SPETSNAZ-FUZE',\n 'SPETSNAZ-GLAZ',\n 'GIGN-MONTAGNE',\n 'GSG9-BLITZ']"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_tmp.groupby(\"role\")[\"operator\"].unique()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['BOPE-CAVEIRA',\n 'NAVYSEAL-VALKYRIE',\n 'GSG9-JAGER',\n 'SAS-SMOKE',\n 'GIGN-ROOK',\n 'SWAT-CASTLE',\n 'GSG9-BANDIT',\n 'SWAT-PULSE',\n 'JTF2-FROST',\n 'G.E.O.-MIRA',\n 'GIGN-DOC',\n 'SAT-ECHO',\n 'SAS-MUTE',\n 'SPETSNAZ-KAPKAN',\n 'SPETSNAZ-TACHANKA']"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_tmp.groupby(\"role\")[\"operator\"].unique()[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "- über welchen zeitraum sind die daten verteilt\n",
    "- an welchen tagen wird viel gespielt\n",
    "- an welchen tagen spielt welcher skillrank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "           dateid platform     gamemode mapname     matchid  roundnumber  \\\n0        20170223      PS4  SECURE_AREA   HOUSE   977823561            5   \n1        20170223      PS4  SECURE_AREA   HOUSE   977823561            1   \n2        20170223      PS4  SECURE_AREA   HOUSE   977823561            3   \n3        20170223      PS4  SECURE_AREA   HOUSE   977823561            2   \n4        20170223      PS4  SECURE_AREA   HOUSE   977823561            2   \n...           ...      ...          ...     ...         ...          ...   \n3999995  20170323      PS4  SECURE_AREA   PLANE  1743318881            5   \n3999996  20170323      PS4  SECURE_AREA   PLANE  1743318881            5   \n3999997  20170323      PS4  SECURE_AREA   PLANE  1743318881            8   \n3999998  20170323      PS4  SECURE_AREA   PLANE  1743318881            7   \n3999999  20170323      PS4  SECURE_AREA   PLANE  1743318881            3   \n\n        objectivelocation   winrole       endroundreason  roundduration  ...  \\\n0           KID'S_BEDROOM  Attacker  DefendersEliminated            185  ...   \n1          MASTER_BEDROOM  Attacker  DefendersEliminated            181  ...   \n2          MASTER_BEDROOM  Defender  AttackersEliminated            225  ...   \n3                  GARAGE  Defender  AttackersEliminated            221  ...   \n4                  GARAGE  Defender  AttackersEliminated            221  ...   \n...                   ...       ...                  ...            ...  ...   \n3999995      LUGGAGE_HOLD  Defender  AttackersEliminated            224  ...   \n3999996      LUGGAGE_HOLD  Defender  AttackersEliminated            224  ...   \n3999997      LUGGAGE_HOLD  Attacker  DefendersEliminated            195  ...   \n3999998      LUGGAGE_HOLD  Defender   ObjectiveProtected            232  ...   \n3999999      MEETING_ROOM  Defender  AttackersEliminated            178  ...   \n\n         secondarysight secondarygrip secondaryunderbarrel  secondarybarrel  \\\n0                  None          None                Laser             None   \n1                  None          None                 None             None   \n2                  None          None                Laser             None   \n3                  None          None                 None             None   \n4                  None          None                 None      MuzzleBrake   \n...                 ...           ...                  ...              ...   \n3999995            None          None                 None             None   \n3999996            None          None                Laser      MuzzleBrake   \n3999997            None          None                 None             None   \n3999998            None          None                 None             None   \n3999999            None          None                 None             None   \n\n         secondarygadget       date  platform_numeric  skillrank_numeric  \\\n0         IMPACT_GRENADE 2017-02-23                 1                  4   \n1          BREACH_CHARGE 2017-02-23                 1                  4   \n2         IMPACT_GRENADE 2017-02-23                 1                  4   \n3          BREACH_CHARGE 2017-02-23                 1                  4   \n4               CLAYMORE 2017-02-23                 1                  4   \n...                  ...        ...               ...                ...   \n3999995         CLAYMORE 2017-03-23                 1                  4   \n3999996    BREACH_CHARGE 2017-03-23                 1                  4   \n3999997         CLAYMORE 2017-03-23                 1                  4   \n3999998       NITRO_CELL 2017-03-23                 1                  5   \n3999999   IMPACT_GRENADE 2017-03-23                 1                  4   \n\n        mapname_numeric role_code  \n0                     9         1  \n1                     9         0  \n2                     9         1  \n3                     9         0  \n4                     9         0  \n...                 ...       ...  \n3999995              13         0  \n3999996              13         0  \n3999997              13         0  \n3999998              13         1  \n3999999              13         1  \n\n[4000000 rows x 36 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dateid</th>\n      <th>platform</th>\n      <th>gamemode</th>\n      <th>mapname</th>\n      <th>matchid</th>\n      <th>roundnumber</th>\n      <th>objectivelocation</th>\n      <th>winrole</th>\n      <th>endroundreason</th>\n      <th>roundduration</th>\n      <th>...</th>\n      <th>secondarysight</th>\n      <th>secondarygrip</th>\n      <th>secondaryunderbarrel</th>\n      <th>secondarybarrel</th>\n      <th>secondarygadget</th>\n      <th>date</th>\n      <th>platform_numeric</th>\n      <th>skillrank_numeric</th>\n      <th>mapname_numeric</th>\n      <th>role_code</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>5</td>\n      <td>KID'S_BEDROOM</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>185</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>1</td>\n      <td>MASTER_BEDROOM</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>181</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>BREACH_CHARGE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>3</td>\n      <td>MASTER_BEDROOM</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>225</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>2</td>\n      <td>GARAGE</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>221</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>BREACH_CHARGE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>2</td>\n      <td>GARAGE</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>221</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>MuzzleBrake</td>\n      <td>CLAYMORE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3999995</th>\n      <td>20170323</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>PLANE</td>\n      <td>1743318881</td>\n      <td>5</td>\n      <td>LUGGAGE_HOLD</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>224</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>CLAYMORE</td>\n      <td>2017-03-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>13</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3999996</th>\n      <td>20170323</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>PLANE</td>\n      <td>1743318881</td>\n      <td>5</td>\n      <td>LUGGAGE_HOLD</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>224</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>MuzzleBrake</td>\n      <td>BREACH_CHARGE</td>\n      <td>2017-03-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>13</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3999997</th>\n      <td>20170323</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>PLANE</td>\n      <td>1743318881</td>\n      <td>8</td>\n      <td>LUGGAGE_HOLD</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>195</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>CLAYMORE</td>\n      <td>2017-03-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>13</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3999998</th>\n      <td>20170323</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>PLANE</td>\n      <td>1743318881</td>\n      <td>7</td>\n      <td>LUGGAGE_HOLD</td>\n      <td>Defender</td>\n      <td>ObjectiveProtected</td>\n      <td>232</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>NITRO_CELL</td>\n      <td>2017-03-23</td>\n      <td>1</td>\n      <td>5</td>\n      <td>13</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3999999</th>\n      <td>20170323</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>PLANE</td>\n      <td>1743318881</td>\n      <td>3</td>\n      <td>MEETING_ROOM</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>178</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n      <td>2017-03-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>13</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n<p>4000000 rows × 36 columns</p>\n</div>"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "         role           operator skillrank  haswon mapname  operator_id  \\\n265  Attacker           SWAT-ASH      Gold       0    BANK           30   \n270  Attacker      G.E.O.-JACKAL      Gold       0    BANK            2   \n272  Attacker      SPETSNAZ-GLAZ      Gold       0    BANK           26   \n291  Attacker        GIGN-TWITCH      Gold       0    BANK            8   \n292  Attacker         SAT-HIBANA  Platinum       0    BANK           24   \n268  Defender           GIGN-DOC      Gold       1    BANK            4   \n278  Defender  NAVYSEAL-VALKYRIE    Silver       1    BANK           17   \n279  Defender          GIGN-ROOK      Gold       1    BANK            7   \n281  Defender         GSG9-JAGER      Gold       1    BANK           12   \n286  Defender        GSG9-BANDIT      Gold       1    BANK            9   \n\n     skillrank_id  map_id  \n265             4       0  \n270             4       0  \n272             4       0  \n291             4       0  \n292             5       0  \n268             4       0  \n278             3       0  \n279             4       0  \n281             4       0  \n286             4       0  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>role</th>\n      <th>operator</th>\n      <th>skillrank</th>\n      <th>haswon</th>\n      <th>mapname</th>\n      <th>operator_id</th>\n      <th>skillrank_id</th>\n      <th>map_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>265</th>\n      <td>Attacker</td>\n      <td>SWAT-ASH</td>\n      <td>Gold</td>\n      <td>0</td>\n      <td>BANK</td>\n      <td>30</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>270</th>\n      <td>Attacker</td>\n      <td>G.E.O.-JACKAL</td>\n      <td>Gold</td>\n      <td>0</td>\n      <td>BANK</td>\n      <td>2</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>272</th>\n      <td>Attacker</td>\n      <td>SPETSNAZ-GLAZ</td>\n      <td>Gold</td>\n      <td>0</td>\n      <td>BANK</td>\n      <td>26</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>291</th>\n      <td>Attacker</td>\n      <td>GIGN-TWITCH</td>\n      <td>Gold</td>\n      <td>0</td>\n      <td>BANK</td>\n      <td>8</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>292</th>\n      <td>Attacker</td>\n      <td>SAT-HIBANA</td>\n      <td>Platinum</td>\n      <td>0</td>\n      <td>BANK</td>\n      <td>24</td>\n      <td>5</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>268</th>\n      <td>Defender</td>\n      <td>GIGN-DOC</td>\n      <td>Gold</td>\n      <td>1</td>\n      <td>BANK</td>\n      <td>4</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>278</th>\n      <td>Defender</td>\n      <td>NAVYSEAL-VALKYRIE</td>\n      <td>Silver</td>\n      <td>1</td>\n      <td>BANK</td>\n      <td>17</td>\n      <td>3</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>279</th>\n      <td>Defender</td>\n      <td>GIGN-ROOK</td>\n      <td>Gold</td>\n      <td>1</td>\n      <td>BANK</td>\n      <td>7</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>281</th>\n      <td>Defender</td>\n      <td>GSG9-JAGER</td>\n      <td>Gold</td>\n      <td>1</td>\n      <td>BANK</td>\n      <td>12</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>286</th>\n      <td>Defender</td>\n      <td>GSG9-BANDIT</td>\n      <td>Gold</td>\n      <td>1</td>\n      <td>BANK</td>\n      <td>9</td>\n      <td>4</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp = df.loc[(df[\"matchid\"] == 979330301) & (df[\"roundnumber\"] == 1)][[\"role\", \"operator\", \"skillrank\", \"haswon\", \"mapname\"]].sort_values(by=\"role\")\n",
    "df_tmp[\"operator_id\"] = df_tmp[\"operator\"].cat.codes\n",
    "df_tmp[\"skillrank_id\"] = df_tmp[\"skillrank\"].cat.codes\n",
    "df_tmp[\"map_id\"] = df_tmp[\"mapname\"].cat.codes\n",
    "df_tmp"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Multibinomial Naive Bayes"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "     dateid platform     gamemode mapname    matchid  roundnumber  \\\n0  20170223      PS4  SECURE_AREA   HOUSE  977823561            5   \n1  20170223      PS4  SECURE_AREA   HOUSE  977823561            1   \n2  20170223      PS4  SECURE_AREA   HOUSE  977823561            3   \n3  20170223      PS4  SECURE_AREA   HOUSE  977823561            2   \n4  20170223      PS4  SECURE_AREA   HOUSE  977823561            2   \n\n  objectivelocation   winrole       endroundreason  roundduration  ...  \\\n0     KID'S_BEDROOM  Attacker  DefendersEliminated            185  ...   \n1    MASTER_BEDROOM  Attacker  DefendersEliminated            181  ...   \n2    MASTER_BEDROOM  Defender  AttackersEliminated            225  ...   \n3            GARAGE  Defender  AttackersEliminated            221  ...   \n4            GARAGE  Defender  AttackersEliminated            221  ...   \n\n   secondarysight secondarygrip secondaryunderbarrel  secondarybarrel  \\\n0            None          None                Laser             None   \n1            None          None                 None             None   \n2            None          None                Laser             None   \n3            None          None                 None             None   \n4            None          None                 None      MuzzleBrake   \n\n   secondarygadget       date  platform_numeric  skillrank_numeric  \\\n0   IMPACT_GRENADE 2017-02-23                 1                  4   \n1    BREACH_CHARGE 2017-02-23                 1                  4   \n2   IMPACT_GRENADE 2017-02-23                 1                  4   \n3    BREACH_CHARGE 2017-02-23                 1                  4   \n4         CLAYMORE 2017-02-23                 1                  4   \n\n  mapname_numeric role_code  \n0               9         1  \n1               9         0  \n2               9         1  \n3               9         0  \n4               9         0  \n\n[5 rows x 36 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dateid</th>\n      <th>platform</th>\n      <th>gamemode</th>\n      <th>mapname</th>\n      <th>matchid</th>\n      <th>roundnumber</th>\n      <th>objectivelocation</th>\n      <th>winrole</th>\n      <th>endroundreason</th>\n      <th>roundduration</th>\n      <th>...</th>\n      <th>secondarysight</th>\n      <th>secondarygrip</th>\n      <th>secondaryunderbarrel</th>\n      <th>secondarybarrel</th>\n      <th>secondarygadget</th>\n      <th>date</th>\n      <th>platform_numeric</th>\n      <th>skillrank_numeric</th>\n      <th>mapname_numeric</th>\n      <th>role_code</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>5</td>\n      <td>KID'S_BEDROOM</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>185</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>1</td>\n      <td>MASTER_BEDROOM</td>\n      <td>Attacker</td>\n      <td>DefendersEliminated</td>\n      <td>181</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>BREACH_CHARGE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>3</td>\n      <td>MASTER_BEDROOM</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>225</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>Laser</td>\n      <td>None</td>\n      <td>IMPACT_GRENADE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>2</td>\n      <td>GARAGE</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>221</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>BREACH_CHARGE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20170223</td>\n      <td>PS4</td>\n      <td>SECURE_AREA</td>\n      <td>HOUSE</td>\n      <td>977823561</td>\n      <td>2</td>\n      <td>GARAGE</td>\n      <td>Defender</td>\n      <td>AttackersEliminated</td>\n      <td>221</td>\n      <td>...</td>\n      <td>None</td>\n      <td>None</td>\n      <td>None</td>\n      <td>MuzzleBrake</td>\n      <td>CLAYMORE</td>\n      <td>2017-02-23</td>\n      <td>1</td>\n      <td>4</td>\n      <td>9</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 36 columns</p>\n</div>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "(4000000, 36)"
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "data": {
      "text/plain": "SECURE_AREA    2618694\nBOMB            945327\nHOSTAGE         435979\nName: gamemode, dtype: int64"
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"gamemode\"].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "data": {
      "text/plain": "PS4     2078280\nXONE    1354408\nPC       567312\nName: platform, dtype: int64"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"platform\"].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [],
   "source": [
    "def load_data():\n",
    "    file_path_list = []\n",
    "    for i in range(0, 10):\n",
    "        file_path_list.append(f\"./data/datadump_s5-00{i}.csv\")\n",
    "\n",
    "    for i in range(10, 22):\n",
    "        file_path_list.append(f\"./data/datadump_s5-0{i}.csv\")\n",
    "\n",
    "    df_list = []\n",
    "    for file_path in tqdm(file_path_list):\n",
    "        df = pd.read_csv(\n",
    "            file_path,\n",
    "            usecols=[\n",
    "                \"dateid\",\n",
    "                \"platform\",\n",
    "                \"gamemode\",\n",
    "                \"mapname\",\n",
    "                \"matchid\",\n",
    "                \"roundnumber\",\n",
    "                \"objectivelocation\",\n",
    "                \"winrole\",\n",
    "                \"roundduration\",\n",
    "                \"skillrank\",\n",
    "                \"clearancelevel\",\n",
    "                \"role\",\n",
    "                \"team\",\n",
    "                \"haswon\",\n",
    "                \"operator\",\n",
    "                \"nbkills\",\n",
    "                \"isdead\"\n",
    "            ],\n",
    "            dtype={\n",
    "                \"platform\": \"category\",\n",
    "                \"gamemode\": \"category\",\n",
    "                \"mapname\": \"category\",\n",
    "                \"objectivelocation\": \"category\",\n",
    "                \"winrole\": \"category\",\n",
    "                \"endroundreason\": \"category\",\n",
    "                \"skillrank\": \"category\",\n",
    "                \"role\": \"category\",\n",
    "                \"operator\": \"category\",\n",
    "            }\n",
    "        )\n",
    "        df_list.append(df.loc[(df[\"platform\"] == \"PC\") & (df[\"gamemode\"] == \"BOMB\")])\n",
    "\n",
    "    return pd.concat(df_list, ignore_index=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 22/22 [04:18<00:00, 11.73s/it]\n"
     ]
    },
    {
     "data": {
      "text/plain": "(3889573, 17)"
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = load_data()\n",
    "df.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [
    {
     "data": {
      "text/plain": "300.48085021972656"
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.getsizeof(df) / (1024 ** 2)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "     dateid platform gamemode      mapname     matchid  roundnumber  \\\n0  20170212       PC     BOMB  BARTLETT_U.  1529883301            6   \n1  20170212       PC     BOMB  BARTLETT_U.  1529883301            2   \n2  20170212       PC     BOMB  BARTLETT_U.  1529883301            4   \n3  20170212       PC     BOMB  BARTLETT_U.  1529883301            6   \n4  20170212       PC     BOMB  BARTLETT_U.  1529883301            7   \n\n           objectivelocation   winrole  roundduration  clearancelevel  \\\n0  ROWING_MUSEUM-TROPHY_ROOM  Attacker            246             147   \n1       READING_ROOM-LIBRARY  Defender            231              40   \n2         KITCHEN-PIANO_ROOM  Attacker            233              60   \n3  ROWING_MUSEUM-TROPHY_ROOM  Attacker            246              40   \n4          CLASSROOM-LIBRARY  Attacker            168              56   \n\n  skillrank      role  team  haswon     operator  nbkills  isdead  \n0  Platinum  Attacker     1       1    JTF2-BUCK        1       1  \n1  Unranked  Defender     0       1    GIGN-ROOK        0       1  \n2      Gold  Defender     0       0  G.E.O.-MIRA        0       1  \n3  Unranked  Defender     0       0    GIGN-ROOK        0       1  \n4  Unranked  Defender     0       0  SWAT-CASTLE        0       1  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dateid</th>\n      <th>platform</th>\n      <th>gamemode</th>\n      <th>mapname</th>\n      <th>matchid</th>\n      <th>roundnumber</th>\n      <th>objectivelocation</th>\n      <th>winrole</th>\n      <th>roundduration</th>\n      <th>clearancelevel</th>\n      <th>skillrank</th>\n      <th>role</th>\n      <th>team</th>\n      <th>haswon</th>\n      <th>operator</th>\n      <th>nbkills</th>\n      <th>isdead</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>BOMB</td>\n      <td>BARTLETT_U.</td>\n      <td>1529883301</td>\n      <td>6</td>\n      <td>ROWING_MUSEUM-TROPHY_ROOM</td>\n      <td>Attacker</td>\n      <td>246</td>\n      <td>147</td>\n      <td>Platinum</td>\n      <td>Attacker</td>\n      <td>1</td>\n      <td>1</td>\n      <td>JTF2-BUCK</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>BOMB</td>\n      <td>BARTLETT_U.</td>\n      <td>1529883301</td>\n      <td>2</td>\n      <td>READING_ROOM-LIBRARY</td>\n      <td>Defender</td>\n      <td>231</td>\n      <td>40</td>\n      <td>Unranked</td>\n      <td>Defender</td>\n      <td>0</td>\n      <td>1</td>\n      <td>GIGN-ROOK</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>BOMB</td>\n      <td>BARTLETT_U.</td>\n      <td>1529883301</td>\n      <td>4</td>\n      <td>KITCHEN-PIANO_ROOM</td>\n      <td>Attacker</td>\n      <td>233</td>\n      <td>60</td>\n      <td>Gold</td>\n      <td>Defender</td>\n      <td>0</td>\n      <td>0</td>\n      <td>G.E.O.-MIRA</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>BOMB</td>\n      <td>BARTLETT_U.</td>\n      <td>1529883301</td>\n      <td>6</td>\n      <td>ROWING_MUSEUM-TROPHY_ROOM</td>\n      <td>Attacker</td>\n      <td>246</td>\n      <td>40</td>\n      <td>Unranked</td>\n      <td>Defender</td>\n      <td>0</td>\n      <td>0</td>\n      <td>GIGN-ROOK</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>20170212</td>\n      <td>PC</td>\n      <td>BOMB</td>\n      <td>BARTLETT_U.</td>\n      <td>1529883301</td>\n      <td>7</td>\n      <td>CLASSROOM-LIBRARY</td>\n      <td>Attacker</td>\n      <td>168</td>\n      <td>56</td>\n      <td>Unranked</td>\n      <td>Defender</td>\n      <td>0</td>\n      <td>0</td>\n      <td>SWAT-CASTLE</td>\n      <td>0</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "outputs": [
    {
     "data": {
      "text/plain": "              operator   winrole      mapname\n1042080      JTF2-BUCK  Attacker  BARTLETT_U.\n1042081      GIGN-ROOK  Attacker  BARTLETT_U.\n1042082    SWAT-CASTLE  Attacker  BARTLETT_U.\n1042083     SAT-HIBANA  Attacker  BARTLETT_U.\n1042084  G.E.O.-JACKAL  Attacker  BARTLETT_U.\n1042085    G.E.O.-MIRA  Attacker  BARTLETT_U.\n1042086    GIGN-TWITCH  Attacker  BARTLETT_U.\n1042087   BOPE-CAVEIRA  Attacker  BARTLETT_U.\n1042088    GSG9-BANDIT  Attacker  BARTLETT_U.\n1042089     SAS-SLEDGE  Attacker  BARTLETT_U.",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>operator</th>\n      <th>winrole</th>\n      <th>mapname</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1042080</th>\n      <td>JTF2-BUCK</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042081</th>\n      <td>GIGN-ROOK</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042082</th>\n      <td>SWAT-CASTLE</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042083</th>\n      <td>SAT-HIBANA</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042084</th>\n      <td>G.E.O.-JACKAL</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042085</th>\n      <td>G.E.O.-MIRA</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042086</th>\n      <td>GIGN-TWITCH</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042087</th>\n      <td>BOPE-CAVEIRA</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042088</th>\n      <td>GSG9-BANDIT</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n    <tr>\n      <th>1042089</th>\n      <td>SAS-SLEDGE</td>\n      <td>Attacker</td>\n      <td>BARTLETT_U.</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test = df.loc[(df[\"matchid\"] == 1529883301) & (df[\"roundnumber\"] == 6)][[\"operator\", \"winrole\", \"mapname\"]]\n",
    "df_test"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "outputs": [
    {
     "data": {
      "text/plain": "['JTF2-BUCK',\n 'GIGN-ROOK',\n 'SWAT-CASTLE',\n 'SAT-HIBANA',\n 'G.E.O.-JACKAL',\n 'G.E.O.-MIRA',\n 'GIGN-TWITCH',\n 'BOPE-CAVEIRA',\n 'GSG9-BANDIT',\n 'SAS-SLEDGE',\n 'Attacker',\n 'BARTLETT_U.']"
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "winrole = df_test.iloc[0][\"winrole\"]\n",
    "mapname = df_test.iloc[0][\"mapname\"]\n",
    "operator = df_test[\"operator\"].to_list()\n",
    "operator.extend([winrole, mapname])\n",
    "operator"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'SeriesGroupBy' object has no attribute 'to_list'",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mAttributeError\u001B[0m                            Traceback (most recent call last)",
      "\u001B[1;32m<ipython-input-102-c2ddb9aa4e8f>\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[1;32m----> 1\u001B[1;33m \u001B[0mdf\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mgroupby\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m\"matchid\"\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m\"roundnumber\"\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m\"role\"\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m\"operator\"\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mto_list\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m",
      "\u001B[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\core\\groupby\\groupby.py\u001B[0m in \u001B[0;36m__getattr__\u001B[1;34m(self, attr)\u001B[0m\n\u001B[0;32m    910\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    911\u001B[0m         raise AttributeError(\n\u001B[1;32m--> 912\u001B[1;33m             \u001B[1;34mf\"'{type(self).__name__}' object has no attribute '{attr}'\"\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m    913\u001B[0m         )\n\u001B[0;32m    914\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;31mAttributeError\u001B[0m: 'SeriesGroupBy' object has no attribute 'to_list'"
     ]
    }
   ],
   "source": [
    "df.groupby([\"matchid\", \"roundnumber\", \"role\"])[\"operator\"].to_list()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "data": {
      "text/plain": "(402810, 3)"
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_player_count = df.groupby([\"matchid\", \"roundnumber\"])[\"operator\"].count().reset_index(name=\"player_count\")\n",
    "df_player_count.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "data": {
      "text/plain": "10    292960\n9      87349\n8      17451\n7       3524\n6        939\n5        242\n4         74\n2         66\n1         46\n20        38\n3         34\n19        31\n12        13\n18        13\n11        12\n13        10\n17         7\n16         1\nName: player_count, dtype: int64"
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_player_count[\"player_count\"].value_counts()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [],
   "source": [
    "df_player_count = df_player_count.loc[df_player_count[\"player_count\"] == 10]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [],
   "source": [
    "df = df.merge(right=df_player_count, how=\"right\", on=[\"matchid\", \"roundnumber\"])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10\n",
      "10"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mKeyboardInterrupt\u001B[0m                         Traceback (most recent call last)",
      "\u001B[1;32m<ipython-input-79-2d5c8a02ed5a>\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[0;32m      1\u001B[0m \u001B[1;32mfor\u001B[0m \u001B[0m_\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mgroup\u001B[0m \u001B[1;32min\u001B[0m \u001B[0mdf\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mgroupby\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m\"matchid\"\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;34m\"roundnumber\"\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 2\u001B[1;33m     \u001B[0mprint\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mgroup\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;34m\"operator\"\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mcount\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m",
      "\u001B[1;32m~\\anaconda3\\lib\\site-packages\\ipykernel\\iostream.py\u001B[0m in \u001B[0;36mwrite\u001B[1;34m(self, string)\u001B[0m\n\u001B[0;32m    402\u001B[0m             \u001B[0mis_child\u001B[0m \u001B[1;33m=\u001B[0m \u001B[1;33m(\u001B[0m\u001B[1;32mnot\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_is_master_process\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    403\u001B[0m             \u001B[1;31m# only touch the buffer in the IO thread to avoid races\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 404\u001B[1;33m             \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mpub_thread\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mschedule\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;32mlambda\u001B[0m \u001B[1;33m:\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_buffer\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mwrite\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mstring\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m    405\u001B[0m             \u001B[1;32mif\u001B[0m \u001B[0mis_child\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    406\u001B[0m                 \u001B[1;31m# mp.Pool cannot be trusted to flush promptly (or ever),\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;32m~\\anaconda3\\lib\\site-packages\\ipykernel\\iostream.py\u001B[0m in \u001B[0;36mschedule\u001B[1;34m(self, f)\u001B[0m\n\u001B[0;32m    203\u001B[0m             \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_events\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mappend\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mf\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    204\u001B[0m             \u001B[1;31m# wake event thread (message content is ignored)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 205\u001B[1;33m             \u001B[0mself\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0m_event_pipe\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0msend\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;34mb''\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m    206\u001B[0m         \u001B[1;32melse\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    207\u001B[0m             \u001B[0mf\u001B[0m\u001B[1;33m(\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;32m~\\anaconda3\\lib\\site-packages\\zmq\\sugar\\socket.py\u001B[0m in \u001B[0;36msend\u001B[1;34m(self, data, flags, copy, track, routing_id, group)\u001B[0m\n\u001B[0;32m    539\u001B[0m                 )\n\u001B[0;32m    540\u001B[0m             \u001B[0mdata\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mgroup\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mgroup\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m--> 541\u001B[1;33m         \u001B[1;32mreturn\u001B[0m \u001B[0msuper\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mSocket\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mself\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0msend\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mdata\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mflags\u001B[0m\u001B[1;33m=\u001B[0m\u001B[0mflags\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mcopy\u001B[0m\u001B[1;33m=\u001B[0m\u001B[0mcopy\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mtrack\u001B[0m\u001B[1;33m=\u001B[0m\u001B[0mtrack\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m    542\u001B[0m \u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m    543\u001B[0m     \u001B[1;32mdef\u001B[0m \u001B[0msend_multipart\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mself\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mmsg_parts\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mflags\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;36m0\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mcopy\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;32mTrue\u001B[0m\u001B[1;33m,\u001B[0m \u001B[0mtrack\u001B[0m\u001B[1;33m=\u001B[0m\u001B[1;32mFalse\u001B[0m\u001B[1;33m,\u001B[0m \u001B[1;33m**\u001B[0m\u001B[0mkwargs\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m:\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;32mzmq/backend/cython/socket.pyx\u001B[0m in \u001B[0;36mzmq.backend.cython.socket.Socket.send\u001B[1;34m()\u001B[0m\n",
      "\u001B[1;32mzmq/backend/cython/socket.pyx\u001B[0m in \u001B[0;36mzmq.backend.cython.socket.Socket.send\u001B[1;34m()\u001B[0m\n",
      "\u001B[1;32mzmq/backend/cython/socket.pyx\u001B[0m in \u001B[0;36mzmq.backend.cython.socket._send_copy\u001B[1;34m()\u001B[0m\n",
      "\u001B[1;32m~\\anaconda3\\lib\\site-packages\\zmq\\backend\\cython\\checkrc.pxd\u001B[0m in \u001B[0;36mzmq.backend.cython.checkrc._check_rc\u001B[1;34m()\u001B[0m\n",
      "\u001B[1;31mKeyboardInterrupt\u001B[0m: "
     ]
    }
   ],
   "source": [
    "for _, group in df.groupby([\"matchid\", \"roundnumber\"]):\n",
    "    group[\"operator\"]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "(191985, 36)"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp = df.loc[(df[\"platform\"] == \"PC\") & (df[\"gamemode\"] == \"BOMB\")]\n",
    "df_tmp.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}