train_data_check.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"train_data.csv\",sep='\\t',header=None,names=[\"observation\",\"action\",\"reward\",\"done\",\"next_observation\",\"cardB\",\"action_status\",\"nowprice\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import GameEnv\n",
    "gameEnv = GameEnv.GlodenFlower([2000,2000])\n",
    "d = {\"豹子\":10,\"同花顺\":9,\"金花\":8,\"顺子\":7,\"对子\":6,\"单\":5}\n",
    "reverse_dict = {v: k for k, v in d.iteritems()}\n",
    "def f(x,i):\n",
    "    return eval(x)[i]\n",
    "def f1(x):\n",
    "    try:\n",
    "        return reverse_dict[gameEnv.score(eval(x)[1])]\n",
    "    except:\n",
    "        return \"闷\"\n",
    "    \n",
    "def f2(x):\n",
    "    try:\n",
    "        return reverse_dict[gameEnv.score(eval(x))]\n",
    "    except:\n",
    "        return \"闷\"\n",
    "    \n",
    "df[\"seq\"] = df['observation'].apply(lambda x:f(x,0))\n",
    "df[\"next_seq\"] = df['next_observation'].apply(lambda x:f(x,0))\n",
    "df['next_seq_len'] = df['next_seq'].apply(lambda x:len(x))\n",
    "df[\"cardA\"] = df['observation'].apply(lambda x:f(x,1))\n",
    "df['status'] = df['observation'].apply(lambda x:f(x,2))\n",
    "df[\"card_levelA\"] = df['observation'].apply(lambda x:f1(x))\n",
    "df[\"card_levelB\"] = df['cardB'].apply(lambda x:f2(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>observation</th>\n",
       "      <th>action</th>\n",
       "      <th>reward</th>\n",
       "      <th>done</th>\n",
       "      <th>next_observation</th>\n",
       "      <th>cardB</th>\n",
       "      <th>action_status</th>\n",
       "      <th>nowprice</th>\n",
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       "      <th>next_seq</th>\n",
       "      <th>next_seq_len</th>\n",
       "      <th>cardA</th>\n",
       "      <th>status</th>\n",
       "      <th>card_levelA</th>\n",
       "      <th>card_levelB</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[[], ['diamond_Q', 'heart_8', 'diamond_4'], '\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>[['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...</td>\n",
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       "      <td>2</td>\n",
       "      <td>[diamond_Q, heart_8, diamond_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8', 'A_...</td>\n",
       "      <td>['spade_3', 'club_2', 'club_10']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_20, B_闷_8]</td>\n",
       "      <td>[A_看_20, B_闷_8, A_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_Q, heart_8, diamond_4]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[[], ['spade_K', 'heart_1', 'heart_8'], '\\xe9\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['spade_4', 'spade_5', 'spade_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_K, heart_1, heart_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>金花</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[[], ['diamond_3', 'heart_8', 'heart_10'], '\\x...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_20', 'B_...</td>\n",
       "      <td>['diamond_J', 'club_J', 'club_3']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_看_20, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_3, heart_8, heart_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[[], ['spade_8', 'club_10', 'diamond_1'], '\\xe...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'spade_J', 'spade_10']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_8, club_10, diamond_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[[], ['heart_2', 'diamond_7', 'diamond_2'], '\\...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['club_K', 'spade_1', 'club_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_2, diamond_7, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[[], ['diamond_8', 'spade_2', 'spade_4'], '\\xe...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe4\\xb8\\xa2_0'], ['d...</td>\n",
       "      <td>['heart_7', 'diamond_2', 'heart_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_丢_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_8, spade_2, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[[], ['spade_10', 'diamond_5', 'spade_8'], '\\x...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_8', 'diamond_7', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_看_20]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_10, diamond_5, spade_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>25.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_8', 'diamond_7', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_看_20]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[spade_10, diamond_5, spade_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[[], ['diamond_6', 'diamond_2', 'heart_10'], '...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe4\\xb8\\xa2_0'], ['diamond_6', 'diamond_...</td>\n",
       "      <td>['spade_9', 'club_J', 'club_2']</td>\n",
       "      <td>闷</td>\n",
       "      <td>2.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_丢_0]</td>\n",
       "      <td>1</td>\n",
       "      <td>[diamond_6, diamond_2, heart_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[[], ['heart_K', 'heart_10', 'diamond_7'], '\\x...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_1', 'diamond_Q', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>3</td>\n",
       "      <td>[heart_K, heart_10, diamond_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_1', 'diamond_Q', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>5</td>\n",
       "      <td>[heart_K, heart_10, diamond_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_1', 'diamond_Q', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_丢_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[heart_K, heart_10, diamond_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[[], ['heart_8', 'spade_6', 'club_5'], '\\xe9\\x...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'spade_9', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>3</td>\n",
       "      <td>[heart_8, spade_6, club_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'spade_9', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[heart_8, spade_6, club_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[[], ['diamond_5', 'club_1', 'club_8'], '\\xe9\\...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'club_K', 'diamond_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_5, club_1, club_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>看_10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'club_K', 'diamond_6']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]</td>\n",
       "      <td>5</td>\n",
       "      <td>[diamond_5, club_1, club_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>23.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'club_K', 'diamond_6']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8, A_看_20, B...</td>\n",
       "      <td>7</td>\n",
       "      <td>[diamond_5, club_1, club_8]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[[], ['spade_J', 'diamond_Q', 'heart_Q'], '\\xe...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['s...</td>\n",
       "      <td>['diamond_J', 'spade_6', 'heart_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>2</td>\n",
       "      <td>[spade_J, diamond_Q, heart_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['s...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['diamond_J', 'spade_6', 'heart_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>4</td>\n",
       "      <td>[spade_J, diamond_Q, heart_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['diamond_J', 'spade_6', 'heart_J']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[spade_J, diamond_Q, heart_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[[], ['club_9', 'spade_8', 'club_6'], '\\xe9\\x9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...</td>\n",
       "      <td>['spade_Q', 'club_Q', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_8, B_闷_8]</td>\n",
       "      <td>2</td>\n",
       "      <td>[club_9, spade_8, club_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['spade_Q', 'club_Q', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>4</td>\n",
       "      <td>[club_9, spade_8, club_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['spade_Q', 'club_Q', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>6</td>\n",
       "      <td>[club_9, spade_8, club_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['spade_Q', 'club_Q', 'diamond_J']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷...</td>\n",
       "      <td>7</td>\n",
       "      <td>[club_9, spade_8, club_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[[], ['heart_6', 'spade_4', 'diamond_2'], '\\xe...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['club_3', 'heart_Q', 'diamond_7']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_8, A_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_6, spade_4, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[[], ['heart_1', 'diamond_9', 'spade_9'], '\\xe...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['club_7', 'spade_4', 'spade_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[heart_1, diamond_9, spade_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[[], ['diamond_1', 'club_2', 'spade_3'], '\\xe9...</td>\n",
       "      <td>闷_2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...</td>\n",
       "      <td>['club_5', 'heart_J', 'heart_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_2, B_看_20]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_1, club_2, spade_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_5', 'heart_J', 'heart_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_2, B_看_20]</td>\n",
       "      <td>[A_闷_2, B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[diamond_1, club_2, spade_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[[], ['club_1', 'spade_7', 'heart_2'], '\\xe9\\x...</td>\n",
       "      <td>看_5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4'], ['c...</td>\n",
       "      <td>['heart_8', 'spade_J', 'diamond_3']</td>\n",
       "      <td>看</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_看_5, B_闷_4]</td>\n",
       "      <td>2</td>\n",
       "      <td>[club_1, spade_7, heart_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117923</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['club_2', 'spade_8', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_丢_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[spade_1, spade_10, club_J]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117924</th>\n",
       "      <td>[[], ['club_2', 'heart_4', 'club_3'], '\\xe9\\x9...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['club_Q', 'diamond_8', 'heart_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_2, heart_4, club_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>顺子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117925</th>\n",
       "      <td>[[], ['heart_10', 'heart_3', 'diamond_1'], '\\x...</td>\n",
       "      <td>看_10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4'], ['...</td>\n",
       "      <td>['club_Q', 'diamond_10', 'spade_5']</td>\n",
       "      <td>看</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_看_10, B_闷_4]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_10, heart_3, diamond_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117926</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4'], ['...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>['club_Q', 'diamond_10', 'spade_5']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_10, B_闷_4]</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8]</td>\n",
       "      <td>4</td>\n",
       "      <td>[heart_10, heart_3, diamond_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117927</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>['club_Q', 'diamond_10', 'spade_5']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8]</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]</td>\n",
       "      <td>6</td>\n",
       "      <td>[heart_10, heart_3, diamond_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117928</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>['club_Q', 'diamond_10', 'spade_5']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20,...</td>\n",
       "      <td>8</td>\n",
       "      <td>[heart_10, heart_3, diamond_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117929</th>\n",
       "      <td>[[], ['spade_Q', 'club_7', 'diamond_8'], '\\xe9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20'], ['...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_8, B_看_20]</td>\n",
       "      <td>2</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117930</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20'], ['...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_看_20]</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>4</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117931</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>6</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117932</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...</td>\n",
       "      <td>8</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117933</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...</td>\n",
       "      <td>9</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117934</th>\n",
       "      <td>[[], ['diamond_K', 'spade_4', 'spade_1'], '\\xe...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'diamond_3', 'spade_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_K, spade_4, spade_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117935</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'diamond_3', 'spade_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>5</td>\n",
       "      <td>[diamond_K, spade_4, spade_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117936</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'diamond_3', 'spade_K']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...</td>\n",
       "      <td>7</td>\n",
       "      <td>[diamond_K, spade_4, spade_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117937</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'diamond_3', 'spade_K']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...</td>\n",
       "      <td>8</td>\n",
       "      <td>[diamond_K, spade_4, spade_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117938</th>\n",
       "      <td>[[], ['diamond_4', 'club_7', 'spade_Q'], '\\xe9...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_3', 'club_2', 'diamond_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_4, club_7, spade_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117939</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_3', 'club_2', 'diamond_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[diamond_4, club_7, spade_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117940</th>\n",
       "      <td>[[], ['diamond_J', 'diamond_Q', 'spade_4'], '\\...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['d...</td>\n",
       "      <td>['spade_9', 'club_8', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_J, diamond_Q, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117941</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['d...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['spade_9', 'club_8', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>4</td>\n",
       "      <td>[diamond_J, diamond_Q, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117942</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['spade_9', 'club_8', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>6</td>\n",
       "      <td>[diamond_J, diamond_Q, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117943</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['spade_9', 'club_8', 'club_K']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看...</td>\n",
       "      <td>8</td>\n",
       "      <td>[diamond_J, diamond_Q, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117944</th>\n",
       "      <td>[[], ['club_J', 'spade_Q', 'club_1'], '\\xe9\\x9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_10', 'spade_3', 'spade_8']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_J, spade_Q, club_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117945</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_10', 'spade_3', 'spade_8']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>5</td>\n",
       "      <td>[club_J, spade_Q, club_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117946</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_10', 'spade_3', 'spade_8']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[club_J, spade_Q, club_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117947</th>\n",
       "      <td>[[], ['diamond_10', 'diamond_7', 'spade_5'], '...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8'], ['d...</td>\n",
       "      <td>['heart_10', 'diamond_2', 'heart_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷_8]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_10, diamond_7, spade_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117948</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8'], ['d...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['heart_10', 'diamond_2', 'heart_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>4</td>\n",
       "      <td>[diamond_10, diamond_7, spade_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117949</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['heart_10', 'diamond_2', 'heart_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[diamond_10, diamond_7, spade_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117950</th>\n",
       "      <td>[[], ['diamond_7', 'club_Q', 'spade_9'], '\\xe9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_8', 'diamond_10', 'club_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_7, club_Q, spade_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117951</th>\n",
       "      <td>[[], ['club_2', 'spade_3', 'spade_7'], '\\xe9\\x...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['c...</td>\n",
       "      <td>['spade_1', 'spade_K', 'club_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>2</td>\n",
       "      <td>[club_2, spade_3, spade_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117952</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['c...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['spade_1', 'spade_K', 'club_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>4</td>\n",
       "      <td>[club_2, spade_3, spade_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>117953 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              observation action  reward  \\\n",
       "0       [[], ['diamond_Q', 'heart_8', 'diamond_4'], '\\...   看_20     0.0   \n",
       "1       [['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...    丢_0   -21.0   \n",
       "2       [[], ['spade_K', 'heart_1', 'heart_8'], '\\xe9\\...    闷_8    -9.0   \n",
       "3       [[], ['diamond_3', 'heart_8', 'heart_10'], '\\x...   看_20   -21.0   \n",
       "4       [[], ['spade_8', 'club_10', 'diamond_1'], '\\xe...    闷_4     5.0   \n",
       "5       [[], ['heart_2', 'diamond_7', 'diamond_2'], '\\...    闷_4    -5.0   \n",
       "6       [[], ['diamond_8', 'spade_2', 'spade_4'], '\\xe...    丢_0    -1.0   \n",
       "7       [[], ['spade_10', 'diamond_5', 'spade_8'], '\\x...    闷_8     0.0   \n",
       "8       [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8    25.0   \n",
       "9       [[], ['diamond_6', 'diamond_2', 'heart_10'], '...    丢_0    -1.0   \n",
       "10      [[], ['heart_K', 'heart_10', 'diamond_7'], '\\x...    闷_8     0.0   \n",
       "11      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8     0.0   \n",
       "12      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    丢_0   -17.0   \n",
       "13      [[], ['heart_8', 'spade_6', 'club_5'], '\\xe9\\x...    闷_8     0.0   \n",
       "14      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8   -17.0   \n",
       "15      [[], ['diamond_5', 'club_1', 'club_8'], '\\xe9\\...    闷_4     0.0   \n",
       "16      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   看_10     0.0   \n",
       "17      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   看_20    23.0   \n",
       "18      [[], ['spade_J', 'diamond_Q', 'heart_Q'], '\\xe...    闷_4     0.0   \n",
       "19      [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['s...    闷_4     0.0   \n",
       "20      [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   闷开_0     9.0   \n",
       "21      [[], ['club_9', 'spade_8', 'club_6'], '\\xe9\\x9...    闷_8     0.0   \n",
       "22      [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...    闷_8     0.0   \n",
       "23      [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...    闷_8     0.0   \n",
       "24      [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   闷开_0   -33.0   \n",
       "25      [[], ['heart_6', 'spade_4', 'diamond_2'], '\\xe...   闷开_0    -9.0   \n",
       "26      [[], ['heart_1', 'diamond_9', 'spade_9'], '\\xe...    闷_8    13.0   \n",
       "27      [[], ['diamond_1', 'club_2', 'spade_3'], '\\xe9...    闷_2     0.0   \n",
       "28      [['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...    闷_8    21.0   \n",
       "29      [[], ['club_1', 'spade_7', 'heart_2'], '\\xe9\\x...    看_5     0.0   \n",
       "...                                                   ...    ...     ...   \n",
       "117923  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    丢_0    -5.0   \n",
       "117924  [[], ['club_2', 'heart_4', 'club_3'], '\\xe9\\x9...    闷_4     9.0   \n",
       "117925  [[], ['heart_10', 'heart_3', 'diamond_1'], '\\x...   看_10     0.0   \n",
       "117926  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4'], ['...   看_20     0.0   \n",
       "117927  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   看_20     0.0   \n",
       "117928  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   看_20    53.0   \n",
       "117929  [[], ['spade_Q', 'club_7', 'diamond_8'], '\\xe9...    闷_8     0.0   \n",
       "117930  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20'], ['...    闷_8     0.0   \n",
       "117931  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...    闷_8     0.0   \n",
       "117932  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...    闷_8     0.0   \n",
       "117933  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   闷开_0   -41.0   \n",
       "117934  [[], ['diamond_K', 'spade_4', 'spade_1'], '\\xe...    闷_4     0.0   \n",
       "117935  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8     0.0   \n",
       "117936  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   看_20     0.0   \n",
       "117937  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    丢_0   -33.0   \n",
       "117938  [[], ['diamond_4', 'club_7', 'spade_Q'], '\\xe9...    闷_4     0.0   \n",
       "117939  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8    17.0   \n",
       "117940  [[], ['diamond_J', 'diamond_Q', 'spade_4'], '\\...    闷_4     0.0   \n",
       "117941  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['d...    闷_4     0.0   \n",
       "117942  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...    闷_8     0.0   \n",
       "117943  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   看_20   -37.0   \n",
       "117944  [[], ['club_J', 'spade_Q', 'club_1'], '\\xe9\\x9...    闷_8     0.0   \n",
       "117945  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8     0.0   \n",
       "117946  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   闷开_0    21.0   \n",
       "117947  [[], ['diamond_10', 'diamond_7', 'spade_5'], '...    闷_4     0.0   \n",
       "117948  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8'], ['d...    闷_8     0.0   \n",
       "117949  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...    闷_8   -21.0   \n",
       "117950  [[], ['diamond_7', 'club_Q', 'spade_9'], '\\xe9...    闷_8    13.0   \n",
       "117951  [[], ['club_2', 'spade_3', 'spade_7'], '\\xe9\\x...    闷_4     0.0   \n",
       "117952  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['c...    闷_4     0.0   \n",
       "\n",
       "         done                                   next_observation  \\\n",
       "0       False  [['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...   \n",
       "1        True  [['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8', 'A_...   \n",
       "2        True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "3        True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_20', 'B_...   \n",
       "4        True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "5        True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "6        True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe4\\xb8\\xa2_0'], ['d...   \n",
       "7       False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "8        True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "9        True  [['A_\\xe4\\xb8\\xa2_0'], ['diamond_6', 'diamond_...   \n",
       "10      False  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "11      False  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "12       True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "13      False  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "14       True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "15      False  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "16      False  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "17       True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "18      False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['s...   \n",
       "19      False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "20       True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "21      False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...   \n",
       "22      False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "23      False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "24       True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "25       True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "26       True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "27      False  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...   \n",
       "28       True  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "29      False  [['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4'], ['c...   \n",
       "...       ...                                                ...   \n",
       "117923   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117924   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117925  False  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4'], ['...   \n",
       "117926  False  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   \n",
       "117927  False  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   \n",
       "117928   True  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   \n",
       "117929  False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20'], ['...   \n",
       "117930  False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "117931  False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "117932  False  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "117933   True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "117934  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117935  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117936  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117937   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117938  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117939   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117940  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['d...   \n",
       "117941  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117942  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117943   True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117944  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117945  False  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117946   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117947  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8'], ['d...   \n",
       "117948  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117949   True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117950   True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117951  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['c...   \n",
       "117952  False  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "\n",
       "                                         cardB action_status  nowprice  \\\n",
       "0             ['spade_3', 'club_2', 'club_10']             看      20.0   \n",
       "1             ['spade_3', 'club_2', 'club_10']             看      20.0   \n",
       "2            ['spade_4', 'spade_5', 'spade_7']             闷      20.0   \n",
       "3            ['diamond_J', 'club_J', 'club_3']             看      20.0   \n",
       "4        ['diamond_10', 'spade_J', 'spade_10']             闷      10.0   \n",
       "5              ['club_K', 'spade_1', 'club_Q']             闷      10.0   \n",
       "6          ['heart_7', 'diamond_2', 'heart_6']             闷      10.0   \n",
       "7          ['heart_8', 'diamond_7', 'heart_3']             闷      20.0   \n",
       "8          ['heart_8', 'diamond_7', 'heart_3']             闷      20.0   \n",
       "9              ['spade_9', 'club_J', 'club_2']             闷       2.0   \n",
       "10        ['diamond_1', 'diamond_Q', 'club_K']             闷      20.0   \n",
       "11        ['diamond_1', 'diamond_Q', 'club_K']             闷      20.0   \n",
       "12        ['diamond_1', 'diamond_Q', 'club_K']             闷      20.0   \n",
       "13       ['diamond_9', 'spade_9', 'diamond_J']             闷      20.0   \n",
       "14       ['diamond_9', 'spade_9', 'diamond_J']             闷      20.0   \n",
       "15        ['diamond_9', 'club_K', 'diamond_6']             闷      10.0   \n",
       "16        ['diamond_9', 'club_K', 'diamond_6']             看      20.0   \n",
       "17        ['diamond_9', 'club_K', 'diamond_6']             看      20.0   \n",
       "18         ['diamond_J', 'spade_6', 'heart_J']             闷      10.0   \n",
       "19         ['diamond_J', 'spade_6', 'heart_J']             闷      10.0   \n",
       "20         ['diamond_J', 'spade_6', 'heart_J']             开      10.0   \n",
       "21          ['spade_Q', 'club_Q', 'diamond_J']             闷      20.0   \n",
       "22          ['spade_Q', 'club_Q', 'diamond_J']             闷      20.0   \n",
       "23          ['spade_Q', 'club_Q', 'diamond_J']             闷      20.0   \n",
       "24          ['spade_Q', 'club_Q', 'diamond_J']             开      20.0   \n",
       "25          ['club_3', 'heart_Q', 'diamond_7']             开      20.0   \n",
       "26            ['club_7', 'spade_4', 'spade_Q']             闷      20.0   \n",
       "27            ['club_5', 'heart_J', 'heart_7']             闷      20.0   \n",
       "28            ['club_5', 'heart_J', 'heart_7']             闷      20.0   \n",
       "29         ['heart_8', 'spade_J', 'diamond_3']             看      10.0   \n",
       "...                                        ...           ...       ...   \n",
       "117923         ['club_2', 'spade_8', 'club_3']             闷      20.0   \n",
       "117924      ['club_Q', 'diamond_8', 'heart_9']             闷      10.0   \n",
       "117925     ['club_Q', 'diamond_10', 'spade_5']             看      10.0   \n",
       "117926     ['club_Q', 'diamond_10', 'spade_5']             看      20.0   \n",
       "117927     ['club_Q', 'diamond_10', 'spade_5']             看      20.0   \n",
       "117928     ['club_Q', 'diamond_10', 'spade_5']             看      20.0   \n",
       "117929         ['club_J', 'heart_1', 'club_3']             闷      20.0   \n",
       "117930         ['club_J', 'heart_1', 'club_3']             闷      20.0   \n",
       "117931         ['club_J', 'heart_1', 'club_3']             闷      20.0   \n",
       "117932         ['club_J', 'heart_1', 'club_3']             闷      20.0   \n",
       "117933         ['club_J', 'heart_1', 'club_3']             开      20.0   \n",
       "117934  ['diamond_10', 'diamond_3', 'spade_K']             闷      20.0   \n",
       "117935  ['diamond_10', 'diamond_3', 'spade_K']             闷      20.0   \n",
       "117936  ['diamond_10', 'diamond_3', 'spade_K']             看      20.0   \n",
       "117937  ['diamond_10', 'diamond_3', 'spade_K']             看      20.0   \n",
       "117938    ['diamond_3', 'club_2', 'diamond_Q']             闷      10.0   \n",
       "117939    ['diamond_3', 'club_2', 'diamond_Q']             闷      20.0   \n",
       "117940         ['spade_9', 'club_8', 'club_K']             闷      10.0   \n",
       "117941         ['spade_9', 'club_8', 'club_K']             闷      20.0   \n",
       "117942         ['spade_9', 'club_8', 'club_K']             闷      20.0   \n",
       "117943         ['spade_9', 'club_8', 'club_K']             看      20.0   \n",
       "117944      ['heart_10', 'spade_3', 'spade_8']             闷      20.0   \n",
       "117945      ['heart_10', 'spade_3', 'spade_8']             闷      20.0   \n",
       "117946      ['heart_10', 'spade_3', 'spade_8']             开      20.0   \n",
       "117947    ['heart_10', 'diamond_2', 'heart_K']             闷      20.0   \n",
       "117948    ['heart_10', 'diamond_2', 'heart_K']             闷      20.0   \n",
       "117949    ['heart_10', 'diamond_2', 'heart_K']             闷      20.0   \n",
       "117950     ['heart_8', 'diamond_10', 'club_6']             闷      20.0   \n",
       "117951        ['spade_1', 'spade_K', 'club_9']             闷      10.0   \n",
       "117952        ['spade_1', 'spade_K', 'club_9']             闷      10.0   \n",
       "\n",
       "                                                      seq  \\\n",
       "0                                                      []   \n",
       "1                                         [A_看_20, B_闷_8]   \n",
       "2                                                      []   \n",
       "3                                                      []   \n",
       "4                                                      []   \n",
       "5                                                      []   \n",
       "6                                                      []   \n",
       "7                                                      []   \n",
       "8                                  [B_闷_4, A_闷_8, B_看_20]   \n",
       "9                                                      []   \n",
       "10                                                     []   \n",
       "11                                  [B_闷_8, A_闷_8, B_闷_8]   \n",
       "12                    [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "13                                                     []   \n",
       "14                                  [B_闷_8, A_闷_8, B_闷_8]   \n",
       "15                                                     []   \n",
       "16                                  [B_闷_2, A_闷_4, B_闷_4]   \n",
       "17                   [B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]   \n",
       "18                                                     []   \n",
       "19                                         [A_闷_4, B_闷_4]   \n",
       "20                           [A_闷_4, B_闷_4, A_闷_4, B_闷_4]   \n",
       "21                                                     []   \n",
       "22                                         [A_闷_8, B_闷_8]   \n",
       "23                           [A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "24             [A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "25                                                     []   \n",
       "26                                                     []   \n",
       "27                                                     []   \n",
       "28                                        [A_闷_2, B_看_20]   \n",
       "29                                                     []   \n",
       "...                                                   ...   \n",
       "117923                              [B_闷_4, A_闷_4, B_闷_8]   \n",
       "117924                                                 []   \n",
       "117925                                                 []   \n",
       "117926                                    [A_看_10, B_闷_4]   \n",
       "117927                     [A_看_10, B_闷_4, A_看_20, B_闷_8]   \n",
       "117928     [A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]   \n",
       "117929                                                 []   \n",
       "117930                                    [A_闷_8, B_看_20]   \n",
       "117931                     [A_闷_8, B_看_20, A_闷_8, B_看_20]   \n",
       "117932      [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20]   \n",
       "117933  [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...   \n",
       "117934                                                 []   \n",
       "117935                              [B_闷_4, A_闷_4, B_闷_8]   \n",
       "117936                [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117937  [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...   \n",
       "117938                                                 []   \n",
       "117939                              [B_闷_4, A_闷_4, B_闷_4]   \n",
       "117940                                                 []   \n",
       "117941                                     [A_闷_4, B_闷_4]   \n",
       "117942                       [A_闷_4, B_闷_4, A_闷_4, B_闷_8]   \n",
       "117943         [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117944                                                 []   \n",
       "117945                              [B_闷_4, A_闷_8, B_闷_8]   \n",
       "117946                [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117947                                                 []   \n",
       "117948                                     [A_闷_4, B_闷_8]   \n",
       "117949                       [A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117950                                                 []   \n",
       "117951                                                 []   \n",
       "117952                                     [A_闷_4, B_闷_4]   \n",
       "\n",
       "                                                 next_seq  next_seq_len  \\\n",
       "0                                         [A_看_20, B_闷_8]             2   \n",
       "1                                  [A_看_20, B_闷_8, A_丢_0]             3   \n",
       "2                                  [B_闷_2, A_闷_8, B_闷开_0]             3   \n",
       "3                                 [B_闷_2, A_看_20, B_闷开_0]             3   \n",
       "4                                   [B_闷_4, A_闷_4, B_丢_0]             3   \n",
       "5                                         [A_闷_4, B_闷开_0]             2   \n",
       "6                                          [B_闷_4, A_丢_0]             2   \n",
       "7                                  [B_闷_4, A_闷_8, B_看_20]             3   \n",
       "8                    [B_闷_4, A_闷_8, B_看_20, A_闷_8, B_丢_0]             5   \n",
       "9                                                 [A_丢_0]             1   \n",
       "10                                  [B_闷_8, A_闷_8, B_闷_8]             3   \n",
       "11                    [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]             5   \n",
       "12             [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_丢_0]             6   \n",
       "13                                  [B_闷_8, A_闷_8, B_闷_8]             3   \n",
       "14                   [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             5   \n",
       "15                                  [B_闷_2, A_闷_4, B_闷_4]             3   \n",
       "16                   [B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]             5   \n",
       "17      [B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8, A_看_20, B...             7   \n",
       "18                                         [A_闷_4, B_闷_4]             2   \n",
       "19                           [A_闷_4, B_闷_4, A_闷_4, B_闷_4]             4   \n",
       "20                   [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷开_0]             5   \n",
       "21                                         [A_闷_8, B_闷_8]             2   \n",
       "22                           [A_闷_8, B_闷_8, A_闷_8, B_闷_8]             4   \n",
       "23             [A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]             6   \n",
       "24      [A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷...             7   \n",
       "25                                        [B_闷_8, A_闷开_0]             2   \n",
       "26                                 [B_闷_4, A_闷_8, B_闷开_0]             3   \n",
       "27                                        [A_闷_2, B_看_20]             2   \n",
       "28                          [A_闷_2, B_看_20, A_闷_8, B_丢_0]             4   \n",
       "29                                         [A_看_5, B_闷_4]             2   \n",
       "...                                                   ...           ...   \n",
       "117923                       [B_闷_4, A_闷_4, B_闷_8, A_丢_0]             4   \n",
       "117924                             [B_闷_4, A_闷_4, B_闷开_0]             3   \n",
       "117925                                    [A_看_10, B_闷_4]             2   \n",
       "117926                     [A_看_10, B_闷_4, A_看_20, B_闷_8]             4   \n",
       "117927     [A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]             6   \n",
       "117928  [A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20,...             8   \n",
       "117929                                    [A_闷_8, B_看_20]             2   \n",
       "117930                     [A_闷_8, B_看_20, A_闷_8, B_看_20]             4   \n",
       "117931      [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20]             6   \n",
       "117932  [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...             8   \n",
       "117933  [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...             9   \n",
       "117934                              [B_闷_4, A_闷_4, B_闷_8]             3   \n",
       "117935                [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]             5   \n",
       "117936  [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...             7   \n",
       "117937  [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...             8   \n",
       "117938                              [B_闷_4, A_闷_4, B_闷_4]             3   \n",
       "117939               [B_闷_4, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]             5   \n",
       "117940                                     [A_闷_4, B_闷_4]             2   \n",
       "117941                       [A_闷_4, B_闷_4, A_闷_4, B_闷_8]             4   \n",
       "117942         [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]             6   \n",
       "117943  [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看...             8   \n",
       "117944                              [B_闷_4, A_闷_8, B_闷_8]             3   \n",
       "117945                [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]             5   \n",
       "117946        [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷开_0]             6   \n",
       "117947                                     [A_闷_4, B_闷_8]             2   \n",
       "117948                       [A_闷_4, B_闷_8, A_闷_8, B_闷_8]             4   \n",
       "117949        [A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             6   \n",
       "117950                             [B_闷_4, A_闷_8, B_闷开_0]             3   \n",
       "117951                                     [A_闷_4, B_闷_4]             2   \n",
       "117952                       [A_闷_4, B_闷_4, A_闷_4, B_闷_4]             4   \n",
       "\n",
       "                                   cardA status card_levelA card_levelB  \n",
       "0        [diamond_Q, heart_8, diamond_4]      闷           单           单  \n",
       "1        [diamond_Q, heart_8, diamond_4]      看           单           单  \n",
       "2            [spade_K, heart_1, heart_8]      闷           单          金花  \n",
       "3         [diamond_3, heart_8, heart_10]      闷           单          对子  \n",
       "4          [spade_8, club_10, diamond_1]      闷           单          对子  \n",
       "5        [heart_2, diamond_7, diamond_2]      闷          对子          顺子  \n",
       "6          [diamond_8, spade_2, spade_4]      闷           单           单  \n",
       "7         [spade_10, diamond_5, spade_8]      闷           单           单  \n",
       "8         [spade_10, diamond_5, spade_8]      闷           单           单  \n",
       "9       [diamond_6, diamond_2, heart_10]      闷           单           单  \n",
       "10        [heart_K, heart_10, diamond_7]      闷           单          顺子  \n",
       "11        [heart_K, heart_10, diamond_7]      闷           单          顺子  \n",
       "12        [heart_K, heart_10, diamond_7]      闷           单          顺子  \n",
       "13            [heart_8, spade_6, club_5]      闷           单          对子  \n",
       "14            [heart_8, spade_6, club_5]      闷           单          对子  \n",
       "15           [diamond_5, club_1, club_8]      闷           单           单  \n",
       "16           [diamond_5, club_1, club_8]      闷           单           单  \n",
       "17           [diamond_5, club_1, club_8]      看           单           单  \n",
       "18         [spade_J, diamond_Q, heart_Q]      闷          对子          对子  \n",
       "19         [spade_J, diamond_Q, heart_Q]      闷          对子          对子  \n",
       "20         [spade_J, diamond_Q, heart_Q]      闷          对子          对子  \n",
       "21             [club_9, spade_8, club_6]      闷           单          对子  \n",
       "22             [club_9, spade_8, club_6]      闷           单          对子  \n",
       "23             [club_9, spade_8, club_6]      闷           单          对子  \n",
       "24             [club_9, spade_8, club_6]      闷           单          对子  \n",
       "25         [heart_6, spade_4, diamond_2]      闷           单           单  \n",
       "26         [heart_1, diamond_9, spade_9]      闷          对子           单  \n",
       "27          [diamond_1, club_2, spade_3]      闷           单           单  \n",
       "28          [diamond_1, club_2, spade_3]      闷           单           单  \n",
       "29            [club_1, spade_7, heart_2]      闷           单           单  \n",
       "...                                  ...    ...         ...         ...  \n",
       "117923       [spade_1, spade_10, club_J]      闷           单           单  \n",
       "117924         [club_2, heart_4, club_3]      闷          顺子           单  \n",
       "117925    [heart_10, heart_3, diamond_1]      闷           单           单  \n",
       "117926    [heart_10, heart_3, diamond_1]      看           单           单  \n",
       "117927    [heart_10, heart_3, diamond_1]      看           单           单  \n",
       "117928    [heart_10, heart_3, diamond_1]      看           单           单  \n",
       "117929      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117930      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117931      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117932      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117933      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117934     [diamond_K, spade_4, spade_1]      闷           单           单  \n",
       "117935     [diamond_K, spade_4, spade_1]      闷           单           单  \n",
       "117936     [diamond_K, spade_4, spade_1]      闷           单           单  \n",
       "117937     [diamond_K, spade_4, spade_1]      看           单           单  \n",
       "117938      [diamond_4, club_7, spade_Q]      闷           单           单  \n",
       "117939      [diamond_4, club_7, spade_Q]      闷           单           单  \n",
       "117940   [diamond_J, diamond_Q, spade_4]      闷           单           单  \n",
       "117941   [diamond_J, diamond_Q, spade_4]      闷           单           单  \n",
       "117942   [diamond_J, diamond_Q, spade_4]      闷           单           单  \n",
       "117943   [diamond_J, diamond_Q, spade_4]      闷           单           单  \n",
       "117944         [club_J, spade_Q, club_1]      闷           单           单  \n",
       "117945         [club_J, spade_Q, club_1]      闷           单           单  \n",
       "117946         [club_J, spade_Q, club_1]      闷           单           单  \n",
       "117947  [diamond_10, diamond_7, spade_5]      闷           单           单  \n",
       "117948  [diamond_10, diamond_7, spade_5]      闷           单           单  \n",
       "117949  [diamond_10, diamond_7, spade_5]      闷           单           单  \n",
       "117950      [diamond_7, club_Q, spade_9]      闷           单           单  \n",
       "117951        [club_2, spade_3, spade_7]      闷           单           单  \n",
       "117952        [club_2, spade_3, spade_7]      闷           单           单  \n",
       "\n",
       "[117953 rows x 15 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>observation</th>\n",
       "      <th>action</th>\n",
       "      <th>reward</th>\n",
       "      <th>done</th>\n",
       "      <th>next_observation</th>\n",
       "      <th>cardB</th>\n",
       "      <th>action_status</th>\n",
       "      <th>nowprice</th>\n",
       "      <th>seq</th>\n",
       "      <th>next_seq</th>\n",
       "      <th>next_seq_len</th>\n",
       "      <th>cardA</th>\n",
       "      <th>status</th>\n",
       "      <th>card_levelA</th>\n",
       "      <th>card_levelB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8', 'A_...</td>\n",
       "      <td>['spade_3', 'club_2', 'club_10']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_20, B_闷_8]</td>\n",
       "      <td>[A_看_20, B_闷_8, A_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_Q, heart_8, diamond_4]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[[], ['spade_K', 'heart_1', 'heart_8'], '\\xe9\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['spade_4', 'spade_5', 'spade_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_K, heart_1, heart_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>金花</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[[], ['diamond_3', 'heart_8', 'heart_10'], '\\x...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_20', 'B_...</td>\n",
       "      <td>['diamond_J', 'club_J', 'club_3']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_看_20, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_3, heart_8, heart_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[[], ['spade_8', 'club_10', 'diamond_1'], '\\xe...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'spade_J', 'spade_10']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_8, club_10, diamond_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[[], ['heart_2', 'diamond_7', 'diamond_2'], '\\...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['club_K', 'spade_1', 'club_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_4, B_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_2, diamond_7, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[[], ['diamond_8', 'spade_2', 'spade_4'], '\\xe...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe4\\xb8\\xa2_0'], ['d...</td>\n",
       "      <td>['heart_7', 'diamond_2', 'heart_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_丢_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_8, spade_2, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>25.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_8', 'diamond_7', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_看_20]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[spade_10, diamond_5, spade_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[[], ['diamond_6', 'diamond_2', 'heart_10'], '...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe4\\xb8\\xa2_0'], ['diamond_6', 'diamond_...</td>\n",
       "      <td>['spade_9', 'club_J', 'club_2']</td>\n",
       "      <td>闷</td>\n",
       "      <td>2.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_丢_0]</td>\n",
       "      <td>1</td>\n",
       "      <td>[diamond_6, diamond_2, heart_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_1', 'diamond_Q', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_丢_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[heart_K, heart_10, diamond_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'spade_9', 'diamond_J']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[heart_8, spade_6, club_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>23.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_9', 'club_K', 'diamond_6']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8, A_看_20, B...</td>\n",
       "      <td>7</td>\n",
       "      <td>[diamond_5, club_1, club_8]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['diamond_J', 'spade_6', 'heart_J']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[spade_J, diamond_Q, heart_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['spade_Q', 'club_Q', 'diamond_J']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷...</td>\n",
       "      <td>7</td>\n",
       "      <td>[club_9, spade_8, club_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[[], ['heart_6', 'spade_4', 'diamond_2'], '\\xe...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['club_3', 'heart_Q', 'diamond_7']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_8, A_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_6, spade_4, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[[], ['heart_1', 'diamond_9', 'spade_9'], '\\xe...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['club_7', 'spade_4', 'spade_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[heart_1, diamond_9, spade_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_5', 'heart_J', 'heart_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_2, B_看_20]</td>\n",
       "      <td>[A_闷_2, B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[diamond_1, club_2, spade_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-36.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['heart_8', 'spade_J', 'diamond_3']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_5, B_闷_4, A_看_10, B_闷_8, A_看_20, B_闷_8]</td>\n",
       "      <td>[A_看_5, B_闷_4, A_看_10, B_闷_8, A_看_20, B_闷_8, A...</td>\n",
       "      <td>7</td>\n",
       "      <td>[club_1, spade_7, heart_2]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2'], ['c...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...</td>\n",
       "      <td>['spade_K', 'club_10', 'heart_8']</td>\n",
       "      <td>闷</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[A_闷_2, B_闷_2]</td>\n",
       "      <td>[A_闷_2, B_闷_2, A_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_Q, diamond_2, heart_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_2', 'B_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_2', 'B_\\...</td>\n",
       "      <td>['spade_1', 'club_5', 'spade_Q']</td>\n",
       "      <td>开</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[B_闷_2, A_闷_2, B_闷_2]</td>\n",
       "      <td>[B_闷_2, A_闷_2, B_闷_2, A_闷开_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[spade_8, heart_8, diamond_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[[], ['club_1', 'heart_7', 'spade_J'], '\\xe9\\x...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['spade_K', 'spade_7', 'club_10']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_8, B_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[club_1, heart_7, spade_J]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[[], ['club_7', 'heart_5', 'heart_3'], '\\xe9\\x...</td>\n",
       "      <td>看_10</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7\\xe5\\xbc...</td>\n",
       "      <td>['spade_4', 'diamond_3', 'club_Q']</td>\n",
       "      <td>看</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_看_10, B_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[club_7, heart_5, heart_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_7', 'heart_10', 'diamond_3']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_2, A_闷_8, B_闷_8, A_闷开_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[club_2, diamond_Q, diamond_J]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_2'], ['s...</td>\n",
       "      <td>开_0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_2', 'A_\\...</td>\n",
       "      <td>['spade_1', 'spade_2', 'spade_6']</td>\n",
       "      <td>开</td>\n",
       "      <td>5.0</td>\n",
       "      <td>[A_看_5, B_闷_2]</td>\n",
       "      <td>[A_看_5, B_闷_2, A_开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_10, diamond_5, diamond_9]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>金花</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>开_0</td>\n",
       "      <td>-125.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['diamond_K', 'diamond_4', 'club_1']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...</td>\n",
       "      <td>[B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...</td>\n",
       "      <td>16</td>\n",
       "      <td>[spade_4, club_6, diamond_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>[[], ['spade_1', 'heart_6', 'diamond_7'], '\\xe...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['spade_8', 'heart_8', 'diamond_2']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[spade_1, heart_6, diamond_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>[[], ['diamond_6', 'heart_7', 'heart_8'], '\\xe...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_10', 'A_\\xe9\\x97\\xb7\\xe5\\xbc...</td>\n",
       "      <td>['diamond_K', 'heart_2', 'heart_3']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_看_10, A_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[diamond_6, heart_7, heart_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>顺子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>[[], ['club_10', 'spade_2', 'heart_9'], '\\xe9\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7\\xe5\\xbc\\x80_0'], ['club_10',...</td>\n",
       "      <td>['club_5', 'heart_Q', 'heart_1']</td>\n",
       "      <td>开</td>\n",
       "      <td>2.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷开_0]</td>\n",
       "      <td>1</td>\n",
       "      <td>[club_10, spade_2, heart_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_5', 'B_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_5', 'B_\\...</td>\n",
       "      <td>['club_7', 'spade_J', 'club_10']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_看_5, B_闷_8]</td>\n",
       "      <td>[B_闷_2, A_看_5, B_闷_8, A_看_20, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[spade_2, spade_9, diamond_4]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>[[], ['spade_1', 'spade_J', 'diamond_10'], '\\x...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['club_6', 'diamond_9', 'heart_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_1, spade_J, diamond_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>[[], ['heart_5', 'diamond_2', 'spade_J'], '\\xe...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...</td>\n",
       "      <td>['heart_J', 'spade_1', 'club_4']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[A_闷_8, B_闷开_0]</td>\n",
       "      <td>2</td>\n",
       "      <td>[heart_5, diamond_2, spade_J]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117870</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['diamond_4', 'heart_9', 'spade_9']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_10, spade_K, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117872</th>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['heart_1', 'club_8', 'heart_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_看_2, A_闷_4, B_看_20]</td>\n",
       "      <td>[B_看_2, A_闷_4, B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[club_K, diamond_4, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117874</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['h...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['heart_1', 'diamond_9', 'club_6']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[heart_K, spade_J, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117875</th>\n",
       "      <td>[[], ['club_K', 'diamond_Q', 'club_7'], '\\xe9\\...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['heart_10', 'spade_2', 'spade_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_K, diamond_Q, club_7]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117880</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['club_1', 'club_10', 'spade_10']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...</td>\n",
       "      <td>9</td>\n",
       "      <td>[spade_8, spade_2, spade_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>金花</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117882</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['heart_9', 'club_9', 'heart_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[club_2, diamond_1, spade_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117884</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>15.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['heart_5', 'diamond_Q', 'heart_2']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[diamond_2, spade_2, club_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117886</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_8'], ['h...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['heart_10', 'spade_5', 'diamond_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_2, B_闷_8]</td>\n",
       "      <td>[A_闷_2, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[heart_2, club_J, heart_K]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117890</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-29.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['heart_Q', 'spade_1', 'spade_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_8, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_8, B_看_20, A_闷_8, B_看_20, A...</td>\n",
       "      <td>8</td>\n",
       "      <td>[heart_9, club_1, spade_10]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117891</th>\n",
       "      <td>[[], ['diamond_2', 'heart_9', 'club_8'], '\\xe9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...</td>\n",
       "      <td>['heart_8', 'heart_Q', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_看_20, A_闷_8, B_丢_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_2, heart_9, club_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>金花</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117894</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-31.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...</td>\n",
       "      <td>['diamond_3', 'spade_9', 'diamond_Q']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_2, B_闷_2, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_2, B_闷_2, A_闷_8, B_闷_8, A_看_20, B_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[club_6, diamond_9, diamond_2]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117898</th>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>81.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...</td>\n",
       "      <td>['spade_5', 'spade_2', 'club_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, ...</td>\n",
       "      <td>[B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, ...</td>\n",
       "      <td>9</td>\n",
       "      <td>[spade_1, club_1, heart_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>豹子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117901</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-29.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['club_10', 'spade_4', 'spade_2']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_看_20, B_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[club_2, heart_3, diamond_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117903</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['spade_3', 'diamond_K', 'spade_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[heart_4, diamond_8, club_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>对子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117907</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['heart_10', 'diamond_4', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷...</td>\n",
       "      <td>8</td>\n",
       "      <td>[diamond_K, diamond_7, heart_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117912</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-29.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['diamond_7', 'spade_K', 'club_K']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...</td>\n",
       "      <td>9</td>\n",
       "      <td>[club_4, club_J, heart_6]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117915</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['heart_7', 'heart_Q', 'heart_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_看_20, A_闷_8, B_看_20]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_看_20, A_闷_8, B_看_20, A_闷_8, B...</td>\n",
       "      <td>7</td>\n",
       "      <td>[club_2, spade_10, club_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>金花</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117916</th>\n",
       "      <td>[[], ['spade_1', 'heart_10', 'spade_K'], '\\xe9...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'spade_7', 'heart_7']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[spade_1, heart_10, spade_K]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>对子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117919</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['heart_8', 'heart_9', 'diamond_10']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_2, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...</td>\n",
       "      <td>7</td>\n",
       "      <td>[heart_2, heart_3, club_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>顺子</td>\n",
       "      <td>顺子</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117921</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['spade_K', 'club_5', 'diamond_10']</td>\n",
       "      <td>开</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4, A_闷开_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[heart_K, club_8, diamond_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117923</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['club_2', 'spade_8', 'club_3']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_丢_0]</td>\n",
       "      <td>4</td>\n",
       "      <td>[spade_1, spade_10, club_J]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117924</th>\n",
       "      <td>[[], ['club_2', 'heart_4', 'club_3'], '\\xe9\\x9...</td>\n",
       "      <td>闷_4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['club_Q', 'diamond_8', 'heart_9']</td>\n",
       "      <td>闷</td>\n",
       "      <td>10.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[club_2, heart_4, club_3]</td>\n",
       "      <td>闷</td>\n",
       "      <td>顺子</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117928</th>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>53.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...</td>\n",
       "      <td>['club_Q', 'diamond_10', 'spade_5']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]</td>\n",
       "      <td>[A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20,...</td>\n",
       "      <td>8</td>\n",
       "      <td>[heart_10, heart_3, diamond_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117933</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...</td>\n",
       "      <td>['club_J', 'heart_1', 'club_3']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...</td>\n",
       "      <td>[A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...</td>\n",
       "      <td>9</td>\n",
       "      <td>[spade_Q, club_7, diamond_8]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117937</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>丢_0</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_10', 'diamond_3', 'spade_K']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...</td>\n",
       "      <td>8</td>\n",
       "      <td>[diamond_K, spade_4, spade_1]</td>\n",
       "      <td>看</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117939</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>17.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...</td>\n",
       "      <td>['diamond_3', 'club_2', 'diamond_Q']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4]</td>\n",
       "      <td>[B_闷_4, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>5</td>\n",
       "      <td>[diamond_4, club_7, spade_Q]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117943</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>看_20</td>\n",
       "      <td>-37.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...</td>\n",
       "      <td>['spade_9', 'club_8', 'club_K']</td>\n",
       "      <td>看</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看...</td>\n",
       "      <td>8</td>\n",
       "      <td>[diamond_J, diamond_Q, spade_4]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117946</th>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>闷开_0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_10', 'spade_3', 'spade_8']</td>\n",
       "      <td>开</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[club_J, spade_Q, club_1]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117949</th>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...</td>\n",
       "      <td>['heart_10', 'diamond_2', 'heart_K']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[A_闷_4, B_闷_8, A_闷_8, B_闷_8]</td>\n",
       "      <td>[A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]</td>\n",
       "      <td>6</td>\n",
       "      <td>[diamond_10, diamond_7, spade_5]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117950</th>\n",
       "      <td>[[], ['diamond_7', 'club_Q', 'spade_9'], '\\xe9...</td>\n",
       "      <td>闷_8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>True</td>\n",
       "      <td>[['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...</td>\n",
       "      <td>['heart_8', 'diamond_10', 'club_6']</td>\n",
       "      <td>闷</td>\n",
       "      <td>20.0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[B_闷_4, A_闷_8, B_闷开_0]</td>\n",
       "      <td>3</td>\n",
       "      <td>[diamond_7, club_Q, spade_9]</td>\n",
       "      <td>闷</td>\n",
       "      <td>单</td>\n",
       "      <td>单</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64922 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              observation action  reward  \\\n",
       "1       [['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8'], ['...    丢_0   -21.0   \n",
       "2       [[], ['spade_K', 'heart_1', 'heart_8'], '\\xe9\\...    闷_8    -9.0   \n",
       "3       [[], ['diamond_3', 'heart_8', 'heart_10'], '\\x...   看_20   -21.0   \n",
       "4       [[], ['spade_8', 'club_10', 'diamond_1'], '\\xe...    闷_4     5.0   \n",
       "5       [[], ['heart_2', 'diamond_7', 'diamond_2'], '\\...    闷_4    -5.0   \n",
       "6       [[], ['diamond_8', 'spade_2', 'spade_4'], '\\xe...    丢_0    -1.0   \n",
       "8       [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8    25.0   \n",
       "9       [[], ['diamond_6', 'diamond_2', 'heart_10'], '...    丢_0    -1.0   \n",
       "12      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    丢_0   -17.0   \n",
       "14      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8   -17.0   \n",
       "17      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   看_20    23.0   \n",
       "20      [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   闷开_0     9.0   \n",
       "24      [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   闷开_0   -33.0   \n",
       "25      [[], ['heart_6', 'spade_4', 'diamond_2'], '\\xe...   闷开_0    -9.0   \n",
       "26      [[], ['heart_1', 'diamond_9', 'spade_9'], '\\xe...    闷_8    13.0   \n",
       "28      [['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20'], ['...    闷_8    21.0   \n",
       "32      [['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4', 'A_\\...    丢_0   -36.0   \n",
       "34      [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2'], ['c...    丢_0    -3.0   \n",
       "36      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_2', 'B_\\...   闷开_0     5.0   \n",
       "37      [[], ['club_1', 'heart_7', 'spade_J'], '\\xe9\\x...    闷_8     9.0   \n",
       "38      [[], ['club_7', 'heart_5', 'heart_3'], '\\xe9\\x...   看_10   -11.0   \n",
       "40      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   闷开_0    11.0   \n",
       "42      [['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_2'], ['s...    开_0   -11.0   \n",
       "50      [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    开_0  -125.0   \n",
       "51      [[], ['spade_1', 'heart_6', 'diamond_7'], '\\xe...   闷开_0    -5.0   \n",
       "52      [[], ['diamond_6', 'heart_7', 'heart_8'], '\\xe...   闷开_0    11.0   \n",
       "53      [[], ['club_10', 'spade_2', 'heart_9'], '\\xe9\\...   闷开_0    -2.0   \n",
       "55      [['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_5', 'B_\\...   看_20   -26.0   \n",
       "56      [[], ['spade_1', 'spade_J', 'diamond_10'], '\\x...    闷_4     7.0   \n",
       "57      [[], ['heart_5', 'diamond_2', 'spade_J'], '\\xe...    闷_8    -9.0   \n",
       "...                                                   ...    ...     ...   \n",
       "117870  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...   闷开_0   -17.0   \n",
       "117872  [['B_\\xe7\\x9c\\x8b_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8    23.0   \n",
       "117874  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4'], ['h...   闷开_0    -9.0   \n",
       "117875  [[], ['club_K', 'diamond_Q', 'club_7'], '\\xe9\\...    闷_4     9.0   \n",
       "117880  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   闷开_0    25.0   \n",
       "117882  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8'], ['c...    闷_8   -17.0   \n",
       "117884  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8    15.0   \n",
       "117886  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_8'], ['h...    闷_8    17.0   \n",
       "117890  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...    闷_8   -29.0   \n",
       "117891  [[], ['diamond_2', 'heart_9', 'club_8'], '\\xe9...    闷_8    21.0   \n",
       "117894  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...   看_20   -31.0   \n",
       "117898  [['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...    闷_8    81.0   \n",
       "117901  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   看_20   -29.0   \n",
       "117903  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...    闷_8    21.0   \n",
       "117907  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...    闷_8    21.0   \n",
       "117912  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   闷开_0   -29.0   \n",
       "117915  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8   -21.0   \n",
       "117916  [[], ['spade_1', 'heart_10', 'spade_K'], '\\xe9...    闷_4    -5.0   \n",
       "117919  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8   -21.0   \n",
       "117921  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   闷开_0    -9.0   \n",
       "117923  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    丢_0    -5.0   \n",
       "117924  [[], ['club_2', 'heart_4', 'club_3'], '\\xe9\\x9...    闷_4     9.0   \n",
       "117928  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   看_20    53.0   \n",
       "117933  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   闷开_0   -41.0   \n",
       "117937  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    丢_0   -33.0   \n",
       "117939  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...    闷_8    17.0   \n",
       "117943  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   看_20   -37.0   \n",
       "117946  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   闷开_0    21.0   \n",
       "117949  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...    闷_8   -21.0   \n",
       "117950  [[], ['diamond_7', 'club_Q', 'spade_9'], '\\xe9...    闷_8    13.0   \n",
       "\n",
       "        done                                   next_observation  \\\n",
       "1       True  [['A_\\xe7\\x9c\\x8b_20', 'B_\\xe9\\x97\\xb7_8', 'A_...   \n",
       "2       True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "3       True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_20', 'B_...   \n",
       "4       True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "5       True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "6       True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe4\\xb8\\xa2_0'], ['d...   \n",
       "8       True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "9       True  [['A_\\xe4\\xb8\\xa2_0'], ['diamond_6', 'diamond_...   \n",
       "12      True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "14      True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "17      True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "20      True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "24      True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "25      True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "26      True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "28      True  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "32      True  [['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "34      True  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...   \n",
       "36      True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_2', 'B_\\...   \n",
       "37      True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "38      True  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7\\xe5\\xbc...   \n",
       "40      True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "42      True  [['A_\\xe7\\x9c\\x8b_5', 'B_\\xe9\\x97\\xb7_2', 'A_\\...   \n",
       "50      True  [['B_\\xe9\\x97\\xb7_8', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "51      True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "52      True  [['B_\\xe7\\x9c\\x8b_10', 'A_\\xe9\\x97\\xb7\\xe5\\xbc...   \n",
       "53      True  [['A_\\xe9\\x97\\xb7\\xe5\\xbc\\x80_0'], ['club_10',...   \n",
       "55      True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe7\\x9c\\x8b_5', 'B_\\...   \n",
       "56      True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "57      True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7\\xe5\\xbc\\...   \n",
       "...      ...                                                ...   \n",
       "117870  True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117872  True  [['B_\\xe7\\x9c\\x8b_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117874  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117875  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117880  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117882  True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117884  True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117886  True  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117890  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117891  True  [['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...   \n",
       "117894  True  [['A_\\xe9\\x97\\xb7_2', 'B_\\xe9\\x97\\xb7_2', 'A_\\...   \n",
       "117898  True  [['B_\\xe7\\x9c\\x8b_20', 'A_\\xe9\\x97\\xb7_8', 'B_...   \n",
       "117901  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117903  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117907  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117912  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117915  True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117916  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117919  True  [['B_\\xe9\\x97\\xb7_2', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117921  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117923  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117924  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117928  True  [['A_\\xe7\\x9c\\x8b_10', 'B_\\xe9\\x97\\xb7_4', 'A_...   \n",
       "117933  True  [['A_\\xe9\\x97\\xb7_8', 'B_\\xe7\\x9c\\x8b_20', 'A_...   \n",
       "117937  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117939  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_4', 'B_\\...   \n",
       "117943  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_4', 'A_\\...   \n",
       "117946  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "117949  True  [['A_\\xe9\\x97\\xb7_4', 'B_\\xe9\\x97\\xb7_8', 'A_\\...   \n",
       "117950  True  [['B_\\xe9\\x97\\xb7_4', 'A_\\xe9\\x97\\xb7_8', 'B_\\...   \n",
       "\n",
       "                                         cardB action_status  nowprice  \\\n",
       "1             ['spade_3', 'club_2', 'club_10']             看      20.0   \n",
       "2            ['spade_4', 'spade_5', 'spade_7']             闷      20.0   \n",
       "3            ['diamond_J', 'club_J', 'club_3']             看      20.0   \n",
       "4        ['diamond_10', 'spade_J', 'spade_10']             闷      10.0   \n",
       "5              ['club_K', 'spade_1', 'club_Q']             闷      10.0   \n",
       "6          ['heart_7', 'diamond_2', 'heart_6']             闷      10.0   \n",
       "8          ['heart_8', 'diamond_7', 'heart_3']             闷      20.0   \n",
       "9              ['spade_9', 'club_J', 'club_2']             闷       2.0   \n",
       "12        ['diamond_1', 'diamond_Q', 'club_K']             闷      20.0   \n",
       "14       ['diamond_9', 'spade_9', 'diamond_J']             闷      20.0   \n",
       "17        ['diamond_9', 'club_K', 'diamond_6']             看      20.0   \n",
       "20         ['diamond_J', 'spade_6', 'heart_J']             开      10.0   \n",
       "24          ['spade_Q', 'club_Q', 'diamond_J']             开      20.0   \n",
       "25          ['club_3', 'heart_Q', 'diamond_7']             开      20.0   \n",
       "26            ['club_7', 'spade_4', 'spade_Q']             闷      20.0   \n",
       "28            ['club_5', 'heart_J', 'heart_7']             闷      20.0   \n",
       "32         ['heart_8', 'spade_J', 'diamond_3']             看      20.0   \n",
       "34           ['spade_K', 'club_10', 'heart_8']             闷       5.0   \n",
       "36            ['spade_1', 'club_5', 'spade_Q']             开       5.0   \n",
       "37           ['spade_K', 'spade_7', 'club_10']             闷      20.0   \n",
       "38          ['spade_4', 'diamond_3', 'club_Q']             看      10.0   \n",
       "40        ['heart_7', 'heart_10', 'diamond_3']             开      20.0   \n",
       "42           ['spade_1', 'spade_2', 'spade_6']             开       5.0   \n",
       "50        ['diamond_K', 'diamond_4', 'club_1']             开      20.0   \n",
       "51         ['spade_8', 'heart_8', 'diamond_2']             开      10.0   \n",
       "52         ['diamond_K', 'heart_2', 'heart_3']             开      10.0   \n",
       "53            ['club_5', 'heart_Q', 'heart_1']             开       2.0   \n",
       "55            ['club_7', 'spade_J', 'club_10']             看      20.0   \n",
       "56          ['club_6', 'diamond_9', 'heart_K']             闷      10.0   \n",
       "57            ['heart_J', 'spade_1', 'club_4']             闷      20.0   \n",
       "...                                        ...           ...       ...   \n",
       "117870     ['diamond_4', 'heart_9', 'spade_9']             开      20.0   \n",
       "117872        ['heart_1', 'club_8', 'heart_6']             闷      20.0   \n",
       "117874      ['heart_1', 'diamond_9', 'club_6']             开      10.0   \n",
       "117875      ['heart_10', 'spade_2', 'spade_K']             闷      10.0   \n",
       "117880       ['club_1', 'club_10', 'spade_10']             开      20.0   \n",
       "117882        ['heart_9', 'club_9', 'heart_6']             闷      20.0   \n",
       "117884     ['heart_5', 'diamond_Q', 'heart_2']             闷      20.0   \n",
       "117886    ['heart_10', 'spade_5', 'diamond_Q']             闷      20.0   \n",
       "117890       ['heart_Q', 'spade_1', 'spade_9']             闷      20.0   \n",
       "117891       ['heart_8', 'heart_Q', 'heart_3']             闷      20.0   \n",
       "117894   ['diamond_3', 'spade_9', 'diamond_Q']             看      20.0   \n",
       "117898        ['spade_5', 'spade_2', 'club_K']             闷      20.0   \n",
       "117901       ['club_10', 'spade_4', 'spade_2']             看      20.0   \n",
       "117903     ['spade_3', 'diamond_K', 'spade_9']             闷      20.0   \n",
       "117907    ['heart_10', 'diamond_4', 'heart_3']             闷      20.0   \n",
       "117912      ['diamond_7', 'spade_K', 'club_K']             开      20.0   \n",
       "117915       ['heart_7', 'heart_Q', 'heart_3']             闷      20.0   \n",
       "117916    ['diamond_10', 'spade_7', 'heart_7']             闷      10.0   \n",
       "117919    ['heart_8', 'heart_9', 'diamond_10']             闷      20.0   \n",
       "117921     ['spade_K', 'club_5', 'diamond_10']             开      10.0   \n",
       "117923         ['club_2', 'spade_8', 'club_3']             闷      20.0   \n",
       "117924      ['club_Q', 'diamond_8', 'heart_9']             闷      10.0   \n",
       "117928     ['club_Q', 'diamond_10', 'spade_5']             看      20.0   \n",
       "117933         ['club_J', 'heart_1', 'club_3']             开      20.0   \n",
       "117937  ['diamond_10', 'diamond_3', 'spade_K']             看      20.0   \n",
       "117939    ['diamond_3', 'club_2', 'diamond_Q']             闷      20.0   \n",
       "117943         ['spade_9', 'club_8', 'club_K']             看      20.0   \n",
       "117946      ['heart_10', 'spade_3', 'spade_8']             开      20.0   \n",
       "117949    ['heart_10', 'diamond_2', 'heart_K']             闷      20.0   \n",
       "117950     ['heart_8', 'diamond_10', 'club_6']             闷      20.0   \n",
       "\n",
       "                                                      seq  \\\n",
       "1                                         [A_看_20, B_闷_8]   \n",
       "2                                                      []   \n",
       "3                                                      []   \n",
       "4                                                      []   \n",
       "5                                                      []   \n",
       "6                                                      []   \n",
       "8                                  [B_闷_4, A_闷_8, B_看_20]   \n",
       "9                                                      []   \n",
       "12                    [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "14                                  [B_闷_8, A_闷_8, B_闷_8]   \n",
       "17                   [B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8]   \n",
       "20                           [A_闷_4, B_闷_4, A_闷_4, B_闷_4]   \n",
       "24             [A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "25                                                     []   \n",
       "26                                                     []   \n",
       "28                                        [A_闷_2, B_看_20]   \n",
       "32           [A_看_5, B_闷_4, A_看_10, B_闷_8, A_看_20, B_闷_8]   \n",
       "34                                         [A_闷_2, B_闷_2]   \n",
       "36                                  [B_闷_2, A_闷_2, B_闷_2]   \n",
       "37                                                     []   \n",
       "38                                                     []   \n",
       "40                                  [B_闷_2, A_闷_8, B_闷_8]   \n",
       "42                                         [A_看_5, B_闷_2]   \n",
       "50      [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...   \n",
       "51                                                     []   \n",
       "52                                                     []   \n",
       "53                                                     []   \n",
       "55                                  [B_闷_2, A_看_5, B_闷_8]   \n",
       "56                                                     []   \n",
       "57                                                     []   \n",
       "...                                                   ...   \n",
       "117870                                     [A_闷_8, B_闷_8]   \n",
       "117872                             [B_看_2, A_闷_4, B_看_20]   \n",
       "117874                                     [A_闷_4, B_闷_4]   \n",
       "117875                                                 []   \n",
       "117880  [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...   \n",
       "117882                                     [A_闷_8, B_闷_8]   \n",
       "117884                              [B_闷_2, A_闷_4, B_闷_4]   \n",
       "117886                                     [A_闷_2, B_闷_8]   \n",
       "117890       [A_闷_4, B_闷_4, A_闷_8, B_看_20, A_闷_8, B_看_20]   \n",
       "117891                                                 []   \n",
       "117894                       [A_闷_2, B_闷_2, A_闷_8, B_闷_8]   \n",
       "117898  [B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, ...   \n",
       "117901                       [A_闷_4, B_闷_4, A_闷_4, B_闷_8]   \n",
       "117903                              [B_闷_4, A_闷_8, B_闷_8]   \n",
       "117907         [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_4]   \n",
       "117912  [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...   \n",
       "117915              [B_闷_2, A_闷_4, B_看_20, A_闷_8, B_看_20]   \n",
       "117916                                                 []   \n",
       "117919                [B_闷_2, A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117921                              [B_闷_4, A_闷_4, B_闷_4]   \n",
       "117923                              [B_闷_4, A_闷_4, B_闷_8]   \n",
       "117924                                                 []   \n",
       "117928     [A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20]   \n",
       "117933  [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...   \n",
       "117937  [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...   \n",
       "117939                              [B_闷_4, A_闷_4, B_闷_4]   \n",
       "117943         [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117946                [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117949                       [A_闷_4, B_闷_8, A_闷_8, B_闷_8]   \n",
       "117950                                                 []   \n",
       "\n",
       "                                                 next_seq  next_seq_len  \\\n",
       "1                                  [A_看_20, B_闷_8, A_丢_0]             3   \n",
       "2                                  [B_闷_2, A_闷_8, B_闷开_0]             3   \n",
       "3                                 [B_闷_2, A_看_20, B_闷开_0]             3   \n",
       "4                                   [B_闷_4, A_闷_4, B_丢_0]             3   \n",
       "5                                         [A_闷_4, B_闷开_0]             2   \n",
       "6                                          [B_闷_4, A_丢_0]             2   \n",
       "8                    [B_闷_4, A_闷_8, B_看_20, A_闷_8, B_丢_0]             5   \n",
       "9                                                 [A_丢_0]             1   \n",
       "12             [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_丢_0]             6   \n",
       "14                   [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             5   \n",
       "17      [B_闷_2, A_闷_4, B_闷_4, A_看_10, B_闷_8, A_看_20, B...             7   \n",
       "20                   [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷开_0]             5   \n",
       "24      [A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷...             7   \n",
       "25                                        [B_闷_8, A_闷开_0]             2   \n",
       "26                                 [B_闷_4, A_闷_8, B_闷开_0]             3   \n",
       "28                          [A_闷_2, B_看_20, A_闷_8, B_丢_0]             4   \n",
       "32      [A_看_5, B_闷_4, A_看_10, B_闷_8, A_看_20, B_闷_8, A...             7   \n",
       "34                                  [A_闷_2, B_闷_2, A_丢_0]             3   \n",
       "36                          [B_闷_2, A_闷_2, B_闷_2, A_闷开_0]             4   \n",
       "37                                        [A_闷_8, B_闷开_0]             2   \n",
       "38                                       [A_看_10, B_闷开_0]             2   \n",
       "40                          [B_闷_2, A_闷_8, B_闷_8, A_闷开_0]             4   \n",
       "42                                  [A_看_5, B_闷_2, A_开_0]             3   \n",
       "50      [B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...            16   \n",
       "51                                        [B_闷_4, A_闷开_0]             2   \n",
       "52                                       [B_看_10, A_闷开_0]             2   \n",
       "53                                               [A_闷开_0]             1   \n",
       "55                  [B_闷_2, A_看_5, B_闷_8, A_看_20, B_闷开_0]             5   \n",
       "56                                 [B_闷_2, A_闷_4, B_闷开_0]             3   \n",
       "57                                        [A_闷_8, B_闷开_0]             2   \n",
       "...                                                   ...           ...   \n",
       "117870                             [A_闷_8, B_闷_8, A_闷开_0]             3   \n",
       "117872               [B_看_2, A_闷_4, B_看_20, A_闷_8, B_丢_0]             5   \n",
       "117874                             [A_闷_4, B_闷_4, A_闷开_0]             3   \n",
       "117875                             [B_闷_4, A_闷_4, B_闷开_0]             3   \n",
       "117880  [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...             9   \n",
       "117882                      [A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             4   \n",
       "117884               [B_闷_2, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]             5   \n",
       "117886                      [A_闷_2, B_闷_8, A_闷_8, B_闷开_0]             4   \n",
       "117890  [A_闷_4, B_闷_4, A_闷_8, B_看_20, A_闷_8, B_看_20, A...             8   \n",
       "117891                             [B_看_20, A_闷_8, B_丢_0]             3   \n",
       "117894       [A_闷_2, B_闷_2, A_闷_8, B_闷_8, A_看_20, B_闷开_0]             6   \n",
       "117898  [B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, ...             9   \n",
       "117901       [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_看_20, B_闷开_0]             6   \n",
       "117903               [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             5   \n",
       "117907  [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷...             8   \n",
       "117912  [A_闷_4, B_闷_4, A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷...             9   \n",
       "117915  [B_闷_2, A_闷_4, B_看_20, A_闷_8, B_看_20, A_闷_8, B...             7   \n",
       "117916                             [B_闷_4, A_闷_4, B_闷开_0]             3   \n",
       "117919  [B_闷_2, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷...             7   \n",
       "117921                      [B_闷_4, A_闷_4, B_闷_4, A_闷开_0]             4   \n",
       "117923                       [B_闷_4, A_闷_4, B_闷_8, A_丢_0]             4   \n",
       "117924                             [B_闷_4, A_闷_4, B_闷开_0]             3   \n",
       "117928  [A_看_10, B_闷_4, A_看_20, B_闷_8, A_看_20, B_看_20,...             8   \n",
       "117933  [A_闷_8, B_看_20, A_闷_8, B_看_20, A_闷_8, B_看_20, ...             9   \n",
       "117937  [B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看_20, B_...             8   \n",
       "117939               [B_闷_4, A_闷_4, B_闷_4, A_闷_8, B_闷开_0]             5   \n",
       "117943  [A_闷_4, B_闷_4, A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_看...             8   \n",
       "117946        [B_闷_4, A_闷_8, B_闷_8, A_闷_8, B_闷_8, A_闷开_0]             6   \n",
       "117949        [A_闷_4, B_闷_8, A_闷_8, B_闷_8, A_闷_8, B_闷开_0]             6   \n",
       "117950                             [B_闷_4, A_闷_8, B_闷开_0]             3   \n",
       "\n",
       "                                   cardA status card_levelA card_levelB  \n",
       "1        [diamond_Q, heart_8, diamond_4]      看           单           单  \n",
       "2            [spade_K, heart_1, heart_8]      闷           单          金花  \n",
       "3         [diamond_3, heart_8, heart_10]      闷           单          对子  \n",
       "4          [spade_8, club_10, diamond_1]      闷           单          对子  \n",
       "5        [heart_2, diamond_7, diamond_2]      闷          对子          顺子  \n",
       "6          [diamond_8, spade_2, spade_4]      闷           单           单  \n",
       "8         [spade_10, diamond_5, spade_8]      闷           单           单  \n",
       "9       [diamond_6, diamond_2, heart_10]      闷           单           单  \n",
       "12        [heart_K, heart_10, diamond_7]      闷           单          顺子  \n",
       "14            [heart_8, spade_6, club_5]      闷           单          对子  \n",
       "17           [diamond_5, club_1, club_8]      看           单           单  \n",
       "20         [spade_J, diamond_Q, heart_Q]      闷          对子          对子  \n",
       "24             [club_9, spade_8, club_6]      闷           单          对子  \n",
       "25         [heart_6, spade_4, diamond_2]      闷           单           单  \n",
       "26         [heart_1, diamond_9, spade_9]      闷          对子           单  \n",
       "28          [diamond_1, club_2, spade_3]      闷           单           单  \n",
       "32            [club_1, spade_7, heart_2]      看           单           单  \n",
       "34          [club_Q, diamond_2, heart_2]      闷          对子           单  \n",
       "36         [spade_8, heart_8, diamond_Q]      闷          对子           单  \n",
       "37            [club_1, heart_7, spade_J]      闷           单           单  \n",
       "38            [club_7, heart_5, heart_3]      闷           单           单  \n",
       "40        [club_2, diamond_Q, diamond_J]      闷           单           单  \n",
       "42      [spade_10, diamond_5, diamond_9]      看           单          金花  \n",
       "50          [spade_4, club_6, diamond_1]      看           单           单  \n",
       "51         [spade_1, heart_6, diamond_7]      闷           单          对子  \n",
       "52         [diamond_6, heart_7, heart_8]      闷          顺子           单  \n",
       "53           [club_10, spade_2, heart_9]      闷           单           单  \n",
       "55         [spade_2, spade_9, diamond_4]      看           单           单  \n",
       "56        [spade_1, spade_J, diamond_10]      闷           单           单  \n",
       "57         [heart_5, diamond_2, spade_J]      闷           单           单  \n",
       "...                                  ...    ...         ...         ...  \n",
       "117870     [club_10, spade_K, diamond_2]      闷           单          对子  \n",
       "117872    [club_K, diamond_4, diamond_2]      闷           单           单  \n",
       "117874       [heart_K, spade_J, spade_4]      闷           单           单  \n",
       "117875       [club_K, diamond_Q, club_7]      闷           单           单  \n",
       "117880       [spade_8, spade_2, spade_1]      闷          金花          对子  \n",
       "117882      [club_2, diamond_1, spade_9]      闷           单          对子  \n",
       "117884      [diamond_2, spade_2, club_1]      闷          对子           单  \n",
       "117886        [heart_2, club_J, heart_K]      闷           单           单  \n",
       "117890       [heart_9, club_1, spade_10]      闷           单           单  \n",
       "117891      [diamond_2, heart_9, club_8]      闷           单          金花  \n",
       "117894    [club_6, diamond_9, diamond_2]      闷           单           单  \n",
       "117898        [spade_1, club_1, heart_1]      闷          豹子           单  \n",
       "117901      [club_2, heart_3, diamond_6]      闷           单           单  \n",
       "117903      [heart_4, diamond_8, club_4]      闷          对子           单  \n",
       "117907   [diamond_K, diamond_7, heart_1]      闷           单           单  \n",
       "117912         [club_4, club_J, heart_6]      闷           单          对子  \n",
       "117915        [club_2, spade_10, club_9]      闷           单          金花  \n",
       "117916      [spade_1, heart_10, spade_K]      闷           单          对子  \n",
       "117919        [heart_2, heart_3, club_4]      闷          顺子          顺子  \n",
       "117921      [heart_K, club_8, diamond_9]      闷           单           单  \n",
       "117923       [spade_1, spade_10, club_J]      闷           单           单  \n",
       "117924         [club_2, heart_4, club_3]      闷          顺子           单  \n",
       "117928    [heart_10, heart_3, diamond_1]      看           单           单  \n",
       "117933      [spade_Q, club_7, diamond_8]      闷           单           单  \n",
       "117937     [diamond_K, spade_4, spade_1]      看           单           单  \n",
       "117939      [diamond_4, club_7, spade_Q]      闷           单           单  \n",
       "117943   [diamond_J, diamond_Q, spade_4]      闷           单           单  \n",
       "117946         [club_J, spade_Q, club_1]      闷           单           单  \n",
       "117949  [diamond_10, diamond_7, spade_5]      闷           单           单  \n",
       "117950      [diamond_7, club_Q, spade_9]      闷           单           单  \n",
       "\n",
       "[64922 rows x 15 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['done']==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "117953"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看对局结束比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    5973\n",
       "True     4027\n",
       "Name: done, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(10000)['done'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     6293\n",
       "False    3707\n",
       "Name: done, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10000)['done'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     64922\n",
       "False    53031\n",
       "Name: done, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['done'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对比动作比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "闷开_0    331\n",
       "闷_8     304\n",
       "闷_4     168\n",
       "看_20     84\n",
       "丢_0      81\n",
       "开_0      21\n",
       "闷_2       6\n",
       "看_10      4\n",
       "看_2       1\n",
       "Name: action, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['done']==True].tail(1000)['action'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "闷开_0    418\n",
       "闷_8     184\n",
       "丢_0     122\n",
       "看_20     81\n",
       "闷_4      75\n",
       "开_0      37\n",
       "闷_2      32\n",
       "看_10     31\n",
       "看_5      12\n",
       "看_2       8\n",
       "Name: action, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['done']==True].head(1000)['action'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "闷_8     6821\n",
       "闷开_0    6713\n",
       "闷_4     3738\n",
       "闷_2     2833\n",
       "看_20    2423\n",
       "丢_0     2325\n",
       "看_10    1082\n",
       "开_0      777\n",
       "看_5      624\n",
       "看_2      422\n",
       "Name: action, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['action'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看牌分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "单      0.742200\n",
       "对子     0.172779\n",
       "金花     0.052021\n",
       "顺子     0.028172\n",
       "豹子     0.002738\n",
       "同花顺    0.002089\n",
       "Name: card_levelA, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['card_levelA'].value_counts() / len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看状态比例 闷？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "闷    14943\n",
       "开     7490\n",
       "看     5325\n",
       "Name: action_status, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['action_status'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "闷    585\n",
       "开    265\n",
       "看    150\n",
       "Name: action_status, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(1000)['action_status'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看牌型得分情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    12892.000000\n",
       "mean        -2.197642\n",
       "std         15.403916\n",
       "min       -125.000000\n",
       "25%         -9.000000\n",
       "50%         -2.000000\n",
       "75%          5.000000\n",
       "max         85.000000\n",
       "Name: reward, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['card_levelA'] == \"单\") & (df['reward']!=0)]['reward'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3007.000000\n",
       "mean        5.395411\n",
       "std        14.786784\n",
       "min       -69.000000\n",
       "25%        -1.000000\n",
       "50%         5.000000\n",
       "75%        11.000000\n",
       "max        93.000000\n",
       "Name: reward, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['card_levelA'] == \"对子\") & (df['reward']!=0)]['reward'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    900.000000\n",
       "mean       7.448889\n",
       "std       13.751758\n",
       "min      -49.000000\n",
       "25%        1.000000\n",
       "50%        5.000000\n",
       "75%       13.000000\n",
       "max       66.000000\n",
       "Name: reward, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['card_levelA'] == \"金花\") & (df['reward']!=0)]['reward'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    503.000000\n",
       "mean       7.417495\n",
       "std       12.772942\n",
       "min      -43.000000\n",
       "25%        1.000000\n",
       "50%        6.000000\n",
       "75%       13.000000\n",
       "max       71.000000\n",
       "Name: reward, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['card_levelA'] == \"顺子\") & (df['reward']!=0)]['reward'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    45.000000\n",
       "mean     11.755556\n",
       "std      17.061594\n",
       "min     -21.000000\n",
       "25%       1.000000\n",
       "50%       9.000000\n",
       "75%      17.000000\n",
       "max      61.000000\n",
       "Name: reward, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['card_levelA'] == \"豹子\") & (df['reward']!=0)]['reward'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 丢牌数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>observation</th>\n",
       "      <th>action</th>\n",
       "      <th>reward</th>\n",
       "      <th>done</th>\n",
       "      <th>next_observation</th>\n",
       "      <th>cardB</th>\n",
       "      <th>action_status</th>\n",
       "      <th>nowprice</th>\n",
       "      <th>seq</th>\n",
       "      <th>next_seq</th>\n",
       "      <th>next_seq_len</th>\n",
       "      <th>cardA</th>\n",
       "      <th>status</th>\n",
       "      <th>card_levelB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>card_levelA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>单</th>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             observation  action  reward  done  next_observation  cardB  \\\n",
       "card_levelA                                                               \n",
       "单                    870     870     870   870               870    870   \n",
       "同花顺                    2       2       2     2                 2      2   \n",
       "对子                   185     185     185   185               185    185   \n",
       "豹子                     3       3       3     3                 3      3   \n",
       "金花                    49      49      49    49                49     49   \n",
       "顺子                    31      31      31    31                31     31   \n",
       "\n",
       "             action_status  nowprice  seq  next_seq  next_seq_len  cardA  \\\n",
       "card_levelA                                                                \n",
       "单                      870       870  870       870           870    870   \n",
       "同花顺                      2         2    2         2             2      2   \n",
       "对子                     185       185  185       185           185    185   \n",
       "豹子                       3         3    3         3             3      3   \n",
       "金花                      49        49   49        49            49     49   \n",
       "顺子                      31        31   31        31            31     31   \n",
       "\n",
       "             status  card_levelB  \n",
       "card_levelA                       \n",
       "单               870          870  \n",
       "同花顺               2            2  \n",
       "对子              185          185  \n",
       "豹子                3            3  \n",
       "金花               49           49  \n",
       "顺子               31           31  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['done']==True)&(df['action']==\"丢_0\")].groupby(['card_levelA']).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead tr:last-of-type th {\n",
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">reward</th>\n",
       "      <th colspan=\"5\" halign=\"left\">nowprice</th>\n",
       "      <th colspan=\"8\" halign=\"left\">next_seq_len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>action</th>\n",
       "      <th>card_levelA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">丢_0</th>\n",
       "      <th>单</th>\n",
       "      <td>870.0</td>\n",
       "      <td>-8.450575</td>\n",
       "      <td>11.191161</td>\n",
       "      <td>-103.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>13.186207</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>3.105747</td>\n",
       "      <td>1.767326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>-19.75</td>\n",
       "      <td>-13.5</td>\n",
       "      <td>-7.25</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>16.25</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>185.0</td>\n",
       "      <td>-9.308108</td>\n",
       "      <td>14.858287</td>\n",
       "      <td>-141.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>13.648649</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>3.232432</td>\n",
       "      <td>1.962980</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>3.0</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>-19.00</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>1.527525</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>49.0</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>10.651682</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-21.00</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>15.204082</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3.285714</td>\n",
       "      <td>1.744037</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>31.0</td>\n",
       "      <td>-8.129032</td>\n",
       "      <td>10.597930</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>-10.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.741935</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2.774194</td>\n",
       "      <td>1.927169</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">开_0</th>\n",
       "      <th>单</th>\n",
       "      <td>262.0</td>\n",
       "      <td>-14.045802</td>\n",
       "      <td>29.011522</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>-41.00</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>63.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>16.992366</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>4.332061</td>\n",
       "      <td>1.523897</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>56.0</td>\n",
       "      <td>6.446429</td>\n",
       "      <td>24.652435</td>\n",
       "      <td>-53.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>9.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>51.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>17.321429</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.321429</td>\n",
       "      <td>1.717367</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>13.0</td>\n",
       "      <td>20.769231</td>\n",
       "      <td>12.056491</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.461538</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.923077</td>\n",
       "      <td>2.059998</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>3.0</td>\n",
       "      <td>28.333333</td>\n",
       "      <td>3.055050</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>2.081666</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">看_10</th>\n",
       "      <th>单</th>\n",
       "      <td>140.0</td>\n",
       "      <td>-2.800000</td>\n",
       "      <td>11.526760</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>31.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3.228571</td>\n",
       "      <td>1.337575</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>25.0</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>12.436103</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.320000</td>\n",
       "      <td>1.069268</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>8.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.545621</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>4.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>8.082904</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">看_2</th>\n",
       "      <th>单</th>\n",
       "      <td>39.0</td>\n",
       "      <td>-0.846154</td>\n",
       "      <td>2.497772</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.051282</td>\n",
       "      <td>0.223456</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>2.377929</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>0.404520</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">看_20</th>\n",
       "      <th>单</th>\n",
       "      <td>464.0</td>\n",
       "      <td>-3.713362</td>\n",
       "      <td>26.147731</td>\n",
       "      <td>-73.0</td>\n",
       "      <td>-23.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>81.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>4.140086</td>\n",
       "      <td>1.678150</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>2.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.414214</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.50</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.414214</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>96.0</td>\n",
       "      <td>11.437500</td>\n",
       "      <td>19.919740</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23.50</td>\n",
       "      <td>57.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>4.229167</td>\n",
       "      <td>1.625320</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>2.0</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>12.020815</td>\n",
       "      <td>19.0</td>\n",
       "      <td>23.25</td>\n",
       "      <td>27.5</td>\n",
       "      <td>31.75</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>28.0</td>\n",
       "      <td>15.571429</td>\n",
       "      <td>20.131841</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>71.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.071429</td>\n",
       "      <td>1.923126</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>9.0</td>\n",
       "      <td>19.222222</td>\n",
       "      <td>19.581738</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>45.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">看_5</th>\n",
       "      <th>单</th>\n",
       "      <td>67.0</td>\n",
       "      <td>-0.402985</td>\n",
       "      <td>5.630167</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-6.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2.641791</td>\n",
       "      <td>0.882515</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>4.589184</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>0.778499</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>1.154701</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.732051</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">闷_2</th>\n",
       "      <th>单</th>\n",
       "      <td>224.0</td>\n",
       "      <td>0.352679</td>\n",
       "      <td>3.698951</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.577997</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>54.0</td>\n",
       "      <td>2.648148</td>\n",
       "      <td>3.608990</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>2.462963</td>\n",
       "      <td>0.905183</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>28.0</td>\n",
       "      <td>3.178571</td>\n",
       "      <td>1.826828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.178571</td>\n",
       "      <td>0.390021</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>12.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.904534</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>0.389249</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">闷_4</th>\n",
       "      <th>单</th>\n",
       "      <td>444.0</td>\n",
       "      <td>1.385135</td>\n",
       "      <td>7.175193</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>-5.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>26.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>2.727477</td>\n",
       "      <td>0.911458</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>94.0</td>\n",
       "      <td>5.851064</td>\n",
       "      <td>6.065870</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>2.797872</td>\n",
       "      <td>1.103073</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>34.0</td>\n",
       "      <td>5.529412</td>\n",
       "      <td>3.193130</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2.852941</td>\n",
       "      <td>1.351371</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>16.0</td>\n",
       "      <td>7.625000</td>\n",
       "      <td>5.302515</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.062500</td>\n",
       "      <td>1.062623</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">闷_8</th>\n",
       "      <th>单</th>\n",
       "      <td>1266.0</td>\n",
       "      <td>3.246445</td>\n",
       "      <td>16.944436</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-9.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>3.610585</td>\n",
       "      <td>1.600153</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>6.0</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>8.914408</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>1.366260</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>328.0</td>\n",
       "      <td>12.478659</td>\n",
       "      <td>14.347143</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>63.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>3.536585</td>\n",
       "      <td>1.583131</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>5.0</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>6.016644</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>1.140175</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>76.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>11.364271</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>3.460526</td>\n",
       "      <td>1.437041</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>50.0</td>\n",
       "      <td>15.660000</td>\n",
       "      <td>10.535867</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>46.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.580000</td>\n",
       "      <td>1.499524</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">闷开_0</th>\n",
       "      <th>单</th>\n",
       "      <td>2347.0</td>\n",
       "      <td>-2.142309</td>\n",
       "      <td>10.916846</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-9.00</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>2347.0</td>\n",
       "      <td>11.578611</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2347.0</td>\n",
       "      <td>2.445249</td>\n",
       "      <td>1.435115</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>5.0</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>11.313708</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.516575</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>493.0</td>\n",
       "      <td>5.643002</td>\n",
       "      <td>11.505493</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>83.0</td>\n",
       "      <td>493.0</td>\n",
       "      <td>11.809331</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>493.0</td>\n",
       "      <td>2.513185</td>\n",
       "      <td>1.410734</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.023769</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>15.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.428571</td>\n",
       "      <td>1.511858</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>178.0</td>\n",
       "      <td>8.533708</td>\n",
       "      <td>8.946892</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>46.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>11.331461</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>2.455056</td>\n",
       "      <td>1.434326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>85.0</td>\n",
       "      <td>6.329412</td>\n",
       "      <td>8.751038</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11.588235</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.435294</td>\n",
       "      <td>1.331371</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    reward                                                   \\\n",
       "                     count       mean        std    min    25%   50%    75%   \n",
       "action card_levelA                                                            \n",
       "丢_0    单             870.0  -8.450575  11.191161 -103.0 -11.00  -3.0  -1.00   \n",
       "       同花顺             2.0 -13.500000  17.677670  -26.0 -19.75 -13.5  -7.25   \n",
       "       对子            185.0  -9.308108  14.858287 -141.0 -11.00  -3.0  -1.00   \n",
       "       豹子              3.0 -17.000000   4.000000  -21.0 -19.00 -17.0 -15.00   \n",
       "       金花             49.0 -10.000000  10.651682  -41.0 -21.00  -5.0  -1.00   \n",
       "       顺子             31.0  -8.129032  10.597930  -33.0 -10.00  -1.0  -1.00   \n",
       "开_0    单             262.0 -14.045802  29.011522  -68.0 -41.00 -21.0   9.00   \n",
       "       对子             56.0   6.446429  24.652435  -53.0   4.50   9.0  21.00   \n",
       "       金花             13.0  20.769231  12.056491    5.0   9.00  21.0  27.00   \n",
       "       顺子              3.0  28.333333   3.055050   25.0  27.00  29.0  30.00   \n",
       "看_10   单             140.0  -2.800000  11.526760  -26.0 -11.00 -11.0   5.00   \n",
       "       对子             25.0   4.640000  12.436103  -21.0   1.00   5.0   9.00   \n",
       "       金花              8.0   7.000000   3.545621    1.0   5.00   7.0   9.00   \n",
       "       顺子              4.0  14.000000   8.082904    7.0   7.00  14.0  21.00   \n",
       "看_2    单              39.0  -0.846154   2.497772   -3.0  -3.00  -3.0   2.00   \n",
       "       同花顺             1.0   1.000000        NaN    1.0   1.00   1.0   1.00   \n",
       "       对子             11.0   1.363636   2.377929   -3.0   1.50   2.0   2.00   \n",
       "       金花              4.0   2.000000   0.000000    2.0   2.00   2.0   2.00   \n",
       "       顺子              1.0   2.000000        NaN    2.0   2.00   2.0   2.00   \n",
       "看_20   单             464.0  -3.713362  26.147731  -73.0 -23.00   1.0  17.00   \n",
       "       同花顺             2.0  12.000000   1.414214   11.0  11.50  12.0  12.50   \n",
       "       对子             96.0  11.437500  19.919740  -41.0   9.00  16.0  23.50   \n",
       "       豹子              2.0  27.500000  12.020815   19.0  23.25  27.5  31.75   \n",
       "       金花             28.0  15.571429  20.131841  -41.0   9.00  12.0  17.00   \n",
       "       顺子              9.0  19.222222  19.581738  -25.0  17.00  21.0  31.00   \n",
       "看_5    单              67.0  -0.402985   5.630167   -8.0  -6.00   1.0   3.00   \n",
       "       对子             12.0   1.166667   4.589184   -6.0  -0.75   3.0   5.00   \n",
       "       金花              3.0   3.666667   1.154701    3.0   3.00   3.0   4.00   \n",
       "闷_2    单             224.0   0.352679   3.698951   -5.0  -3.00   1.0   3.00   \n",
       "       对子             54.0   2.648148   3.608990   -5.0   1.00   3.0   3.00   \n",
       "       金花             28.0   3.178571   1.826828    1.0   3.00   3.0   3.00   \n",
       "       顺子             12.0   2.500000   0.904534    1.0   2.50   3.0   3.00   \n",
       "闷_4    单             444.0   1.385135   7.175193  -13.0  -5.00   1.0   5.00   \n",
       "       同花顺             1.0   5.000000        NaN    5.0   5.00   5.0   5.00   \n",
       "       对子             94.0   5.851064   6.065870   -9.0   5.00   5.0   9.00   \n",
       "       金花             34.0   5.529412   3.193130    1.0   5.00   5.0   6.00   \n",
       "       顺子             16.0   7.625000   5.302515    1.0   5.00   6.0   9.00   \n",
       "闷_8    单            1266.0   3.246445  16.944436  -41.0  -9.00   1.0  13.00   \n",
       "       同花顺             6.0   9.666667   8.914408    1.0   3.00   9.0  12.00   \n",
       "       对子            328.0  12.478659  14.347143  -35.0   9.00   9.0  17.00   \n",
       "       豹子              5.0  13.200000   6.016644    6.0   9.00  13.0  17.00   \n",
       "       金花             76.0  14.000000  11.364271  -25.0   9.00  13.0  17.00   \n",
       "       顺子             50.0  15.660000  10.535867   -9.0   9.00  16.0  17.00   \n",
       "闷开_0   单            2347.0  -2.142309  10.916846  -41.0  -9.00  -2.0   3.00   \n",
       "       同花顺             5.0  13.000000  11.313708    1.0   1.00  17.0  21.00   \n",
       "       对子            493.0   5.643002  11.505493  -25.0   1.00   5.0   9.00   \n",
       "       豹子              7.0   7.000000   7.023769    1.0   2.00   5.0  11.00   \n",
       "       金花            178.0   8.533708   8.946892   -9.0   1.00   5.0  11.00   \n",
       "       顺子             85.0   6.329412   8.751038  -25.0   1.00   5.0   9.00   \n",
       "\n",
       "                         nowprice             ...              next_seq_len  \\\n",
       "                     max    count       mean  ...    75%   max        count   \n",
       "action card_levelA                            ...                             \n",
       "丢_0    单            -1.0    870.0  13.186207  ...  20.00  20.0        870.0   \n",
       "       同花顺          -1.0      2.0  12.500000  ...  16.25  20.0          2.0   \n",
       "       对子           -1.0    185.0  13.648649  ...  20.00  20.0        185.0   \n",
       "       豹子          -13.0      3.0  16.666667  ...  20.00  20.0          3.0   \n",
       "       金花           -1.0     49.0  15.204082  ...  20.00  20.0         49.0   \n",
       "       顺子           -1.0     31.0  12.741935  ...  20.00  20.0         31.0   \n",
       "开_0    单            63.0    262.0  16.992366  ...  20.00  20.0        262.0   \n",
       "       对子           51.0     56.0  17.321429  ...  20.00  20.0         56.0   \n",
       "       金花           45.0     13.0  18.461538  ...  20.00  20.0         13.0   \n",
       "       顺子           31.0      3.0  16.666667  ...  20.00  20.0          3.0   \n",
       "看_10   单            31.0    140.0  10.000000  ...  10.00  10.0        140.0   \n",
       "       对子           23.0     25.0  10.000000  ...  10.00  10.0         25.0   \n",
       "       金花           13.0      8.0  10.000000  ...  10.00  10.0          8.0   \n",
       "       顺子           21.0      4.0  10.000000  ...  10.00  10.0          4.0   \n",
       "看_2    单             3.0     39.0   2.000000  ...   2.00   2.0         39.0   \n",
       "       同花顺           1.0      1.0   2.000000  ...   2.00   2.0          1.0   \n",
       "       对子            5.0     11.0   2.000000  ...   2.00   2.0         11.0   \n",
       "       金花            2.0      4.0   2.000000  ...   2.00   2.0          4.0   \n",
       "       顺子            2.0      1.0   2.000000  ...   2.00   2.0          1.0   \n",
       "看_20   单            81.0    464.0  20.000000  ...  20.00  20.0        464.0   \n",
       "       同花顺          13.0      2.0  20.000000  ...  20.00  20.0          2.0   \n",
       "       对子           57.0     96.0  20.000000  ...  20.00  20.0         96.0   \n",
       "       豹子           36.0      2.0  20.000000  ...  20.00  20.0          2.0   \n",
       "       金花           71.0     28.0  20.000000  ...  20.00  20.0         28.0   \n",
       "       顺子           45.0      9.0  20.000000  ...  20.00  20.0          9.0   \n",
       "看_5    单            16.0     67.0   5.000000  ...   5.00   5.0         67.0   \n",
       "       对子            6.0     12.0   5.000000  ...   5.00   5.0         12.0   \n",
       "       金花            5.0      3.0   5.000000  ...   5.00   5.0          3.0   \n",
       "闷_2    单            11.0    224.0   5.000000  ...   5.00   5.0        224.0   \n",
       "       对子           11.0     54.0   5.000000  ...   5.00   5.0         54.0   \n",
       "       金花            8.0     28.0   5.000000  ...   5.00   5.0         28.0   \n",
       "       顺子            3.0     12.0   5.000000  ...   5.00   5.0         12.0   \n",
       "闷_4    单            26.0    444.0  10.000000  ...  10.00  10.0        444.0   \n",
       "       同花顺           5.0      1.0  10.000000  ...  10.00  10.0          1.0   \n",
       "       对子           25.0     94.0  10.000000  ...  10.00  10.0         94.0   \n",
       "       金花           13.0     34.0  10.000000  ...  10.00  10.0         34.0   \n",
       "       顺子           23.0     16.0  10.000000  ...  10.00  10.0         16.0   \n",
       "闷_8    单            93.0   1266.0  20.000000  ...  20.00  20.0       1266.0   \n",
       "       同花顺          25.0      6.0  20.000000  ...  20.00  20.0          6.0   \n",
       "       对子           63.0    328.0  20.000000  ...  20.00  20.0        328.0   \n",
       "       豹子           21.0      5.0  20.000000  ...  20.00  20.0          5.0   \n",
       "       金花           61.0     76.0  20.000000  ...  20.00  20.0         76.0   \n",
       "       顺子           46.0     50.0  20.000000  ...  20.00  20.0         50.0   \n",
       "闷开_0   单            61.0   2347.0  11.578611  ...  20.00  20.0       2347.0   \n",
       "       同花顺          25.0      5.0  12.800000  ...  20.00  20.0          5.0   \n",
       "       对子           83.0    493.0  11.809331  ...  20.00  20.0        493.0   \n",
       "       豹子           17.0      7.0   9.857143  ...  15.00  20.0          7.0   \n",
       "       金花           46.0    178.0  11.331461  ...  20.00  20.0        178.0   \n",
       "       顺子           43.0     85.0  11.588235  ...  20.00  20.0         85.0   \n",
       "\n",
       "                                                                    \n",
       "                        mean       std  min   25%  50%   75%   max  \n",
       "action card_levelA                                                  \n",
       "丢_0    单            3.105747  1.767326  1.0  2.00  3.0  4.00  13.0  \n",
       "       同花顺          4.000000  2.828427  2.0  3.00  4.0  5.00   6.0  \n",
       "       对子           3.232432  1.962980  1.0  2.00  3.0  4.00  16.0  \n",
       "       豹子           4.666667  1.527525  3.0  4.00  5.0  5.50   6.0  \n",
       "       金花           3.285714  1.744037  1.0  2.00  3.0  4.00   8.0  \n",
       "       顺子           2.774194  1.927169  1.0  1.00  2.0  4.00   9.0  \n",
       "开_0    单            4.332061  1.523897  3.0  3.00  4.0  5.00  12.0  \n",
       "       对子           4.321429  1.717367  3.0  3.00  4.0  5.00  12.0  \n",
       "       金花           4.923077  2.059998  3.0  3.00  4.0  6.00   9.0  \n",
       "       顺子           6.666667  2.081666  5.0  5.50  6.0  7.50   9.0  \n",
       "看_10   单            3.228571  1.337575  2.0  2.00  3.0  4.00   9.0  \n",
       "       对子           3.320000  1.069268  2.0  2.00  3.0  4.00   5.0  \n",
       "       金花           2.750000  0.707107  2.0  2.00  3.0  3.00   4.0  \n",
       "       顺子           3.250000  0.500000  3.0  3.00  3.0  3.25   4.0  \n",
       "看_2    单            2.051282  0.223456  2.0  2.00  2.0  2.00   3.0  \n",
       "       同花顺          2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "       对子           2.181818  0.404520  2.0  2.00  2.0  2.00   3.0  \n",
       "       金花           2.000000  0.000000  2.0  2.00  2.0  2.00   2.0  \n",
       "       顺子           2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "看_20   单            4.140086  1.678150  2.0  3.00  4.0  5.00  14.0  \n",
       "       同花顺          5.000000  1.414214  4.0  4.50  5.0  5.50   6.0  \n",
       "       对子           4.229167  1.625320  2.0  3.00  4.0  5.00   8.0  \n",
       "       豹子           5.000000  0.000000  5.0  5.00  5.0  5.00   5.0  \n",
       "       金花           4.071429  1.923126  2.0  2.75  4.0  5.00   9.0  \n",
       "       顺子           4.000000  0.866025  3.0  3.00  4.0  5.00   5.0  \n",
       "看_5    单            2.641791  0.882515  2.0  2.00  2.0  3.00   5.0  \n",
       "       对子           2.666667  0.778499  2.0  2.00  2.5  3.00   4.0  \n",
       "       金花           3.000000  1.732051  2.0  2.00  2.0  3.50   5.0  \n",
       "闷_2    单            2.375000  0.577997  2.0  2.00  2.0  3.00   5.0  \n",
       "       对子           2.462963  0.905183  2.0  2.00  2.0  3.00   7.0  \n",
       "       金花           2.178571  0.390021  2.0  2.00  2.0  2.00   3.0  \n",
       "       顺子           2.166667  0.389249  2.0  2.00  2.0  2.00   3.0  \n",
       "闷_4    单            2.727477  0.911458  2.0  2.00  2.0  3.00   6.0  \n",
       "       同花顺          2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "       对子           2.797872  1.103073  2.0  2.00  2.0  3.00   8.0  \n",
       "       金花           2.852941  1.351371  2.0  2.00  2.0  3.00   8.0  \n",
       "       顺子           3.062500  1.062623  2.0  2.00  3.0  4.00   5.0  \n",
       "闷_8    单            3.610585  1.600153  2.0  2.00  3.0  4.00  15.0  \n",
       "       同花顺          3.333333  1.366260  2.0  2.25  3.0  4.50   5.0  \n",
       "       对子           3.536585  1.583131  2.0  2.00  3.0  5.00  10.0  \n",
       "       豹子           3.400000  1.140175  2.0  3.00  3.0  4.00   5.0  \n",
       "       金花           3.460526  1.437041  2.0  2.00  3.0  4.00   9.0  \n",
       "       顺子           3.580000  1.499524  2.0  2.00  3.0  5.00   7.0  \n",
       "闷开_0   单            2.445249  1.435115  1.0  1.00  2.0  3.00  10.0  \n",
       "       同花顺          2.400000  1.516575  1.0  1.00  2.0  4.00   4.0  \n",
       "       对子           2.513185  1.410734  1.0  1.00  2.0  3.00  10.0  \n",
       "       豹子           2.428571  1.511858  1.0  1.50  2.0  3.00   5.0  \n",
       "       金花           2.455056  1.434326  1.0  1.00  2.0  3.00   8.0  \n",
       "       顺子           2.435294  1.331371  1.0  1.00  2.0  3.00   6.0  \n",
       "\n",
       "[49 rows x 24 columns]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['reward']!=0].groupby([\"action\",\"card_levelA\"]).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">reward</th>\n",
       "      <th colspan=\"5\" halign=\"left\">nowprice</th>\n",
       "      <th colspan=\"8\" halign=\"left\">next_seq_len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>...</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>card_levelA</th>\n",
       "      <th>action</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">单</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>870.0</td>\n",
       "      <td>-8.450575</td>\n",
       "      <td>11.191161</td>\n",
       "      <td>-103.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>13.186207</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>870.0</td>\n",
       "      <td>3.105747</td>\n",
       "      <td>1.767326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开_0</th>\n",
       "      <td>262.0</td>\n",
       "      <td>-14.045802</td>\n",
       "      <td>29.011522</td>\n",
       "      <td>-68.0</td>\n",
       "      <td>-41.00</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>63.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>16.992366</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>4.332061</td>\n",
       "      <td>1.523897</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_10</th>\n",
       "      <td>140.0</td>\n",
       "      <td>-2.800000</td>\n",
       "      <td>11.526760</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>31.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3.228571</td>\n",
       "      <td>1.337575</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_2</th>\n",
       "      <td>39.0</td>\n",
       "      <td>-0.846154</td>\n",
       "      <td>2.497772</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.051282</td>\n",
       "      <td>0.223456</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>464.0</td>\n",
       "      <td>-3.713362</td>\n",
       "      <td>26.147731</td>\n",
       "      <td>-73.0</td>\n",
       "      <td>-23.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>81.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>4.140086</td>\n",
       "      <td>1.678150</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_5</th>\n",
       "      <td>67.0</td>\n",
       "      <td>-0.402985</td>\n",
       "      <td>5.630167</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>-6.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2.641791</td>\n",
       "      <td>0.882515</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_2</th>\n",
       "      <td>224.0</td>\n",
       "      <td>0.352679</td>\n",
       "      <td>3.698951</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>2.375000</td>\n",
       "      <td>0.577997</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_4</th>\n",
       "      <td>444.0</td>\n",
       "      <td>1.385135</td>\n",
       "      <td>7.175193</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>-5.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>26.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>444.0</td>\n",
       "      <td>2.727477</td>\n",
       "      <td>0.911458</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>1266.0</td>\n",
       "      <td>3.246445</td>\n",
       "      <td>16.944436</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-9.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1266.0</td>\n",
       "      <td>3.610585</td>\n",
       "      <td>1.600153</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>2347.0</td>\n",
       "      <td>-2.142309</td>\n",
       "      <td>10.916846</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-9.00</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>2347.0</td>\n",
       "      <td>11.578611</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2347.0</td>\n",
       "      <td>2.445249</td>\n",
       "      <td>1.435115</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">同花顺</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>2.0</td>\n",
       "      <td>-13.500000</td>\n",
       "      <td>17.677670</td>\n",
       "      <td>-26.0</td>\n",
       "      <td>-19.75</td>\n",
       "      <td>-13.5</td>\n",
       "      <td>-7.25</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>16.25</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>2.828427</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>2.0</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.414214</td>\n",
       "      <td>11.0</td>\n",
       "      <td>11.50</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.50</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.414214</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>6.0</td>\n",
       "      <td>9.666667</td>\n",
       "      <td>8.914408</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>1.366260</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.25</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>11.313708</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.400000</td>\n",
       "      <td>1.516575</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">对子</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>185.0</td>\n",
       "      <td>-9.308108</td>\n",
       "      <td>14.858287</td>\n",
       "      <td>-141.0</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>13.648649</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>3.232432</td>\n",
       "      <td>1.962980</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开_0</th>\n",
       "      <td>56.0</td>\n",
       "      <td>6.446429</td>\n",
       "      <td>24.652435</td>\n",
       "      <td>-53.0</td>\n",
       "      <td>4.50</td>\n",
       "      <td>9.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>51.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>17.321429</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>4.321429</td>\n",
       "      <td>1.717367</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_10</th>\n",
       "      <td>25.0</td>\n",
       "      <td>4.640000</td>\n",
       "      <td>12.436103</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.320000</td>\n",
       "      <td>1.069268</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_2</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>2.377929</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2.181818</td>\n",
       "      <td>0.404520</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>96.0</td>\n",
       "      <td>11.437500</td>\n",
       "      <td>19.919740</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>23.50</td>\n",
       "      <td>57.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>4.229167</td>\n",
       "      <td>1.625320</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_5</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.166667</td>\n",
       "      <td>4.589184</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>0.778499</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_2</th>\n",
       "      <td>54.0</td>\n",
       "      <td>2.648148</td>\n",
       "      <td>3.608990</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>11.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>2.462963</td>\n",
       "      <td>0.905183</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_4</th>\n",
       "      <td>94.0</td>\n",
       "      <td>5.851064</td>\n",
       "      <td>6.065870</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>25.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>2.797872</td>\n",
       "      <td>1.103073</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>328.0</td>\n",
       "      <td>12.478659</td>\n",
       "      <td>14.347143</td>\n",
       "      <td>-35.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>63.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>328.0</td>\n",
       "      <td>3.536585</td>\n",
       "      <td>1.583131</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>493.0</td>\n",
       "      <td>5.643002</td>\n",
       "      <td>11.505493</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>83.0</td>\n",
       "      <td>493.0</td>\n",
       "      <td>11.809331</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>493.0</td>\n",
       "      <td>2.513185</td>\n",
       "      <td>1.410734</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">豹子</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>-17.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>-19.00</td>\n",
       "      <td>-17.0</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>-13.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.666667</td>\n",
       "      <td>1.527525</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>2.0</td>\n",
       "      <td>27.500000</td>\n",
       "      <td>12.020815</td>\n",
       "      <td>19.0</td>\n",
       "      <td>23.25</td>\n",
       "      <td>27.5</td>\n",
       "      <td>31.75</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>5.0</td>\n",
       "      <td>13.200000</td>\n",
       "      <td>6.016644</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>1.140175</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.023769</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>17.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.857143</td>\n",
       "      <td>...</td>\n",
       "      <td>15.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.428571</td>\n",
       "      <td>1.511858</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"10\" valign=\"top\">金花</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>49.0</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>10.651682</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>-21.00</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>15.204082</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3.285714</td>\n",
       "      <td>1.744037</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开_0</th>\n",
       "      <td>13.0</td>\n",
       "      <td>20.769231</td>\n",
       "      <td>12.056491</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>45.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.461538</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.923077</td>\n",
       "      <td>2.059998</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_10</th>\n",
       "      <td>8.0</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.545621</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>0.707107</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>28.0</td>\n",
       "      <td>15.571429</td>\n",
       "      <td>20.131841</td>\n",
       "      <td>-41.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>71.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.071429</td>\n",
       "      <td>1.923126</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_5</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>1.154701</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.732051</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.50</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_2</th>\n",
       "      <td>28.0</td>\n",
       "      <td>3.178571</td>\n",
       "      <td>1.826828</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.178571</td>\n",
       "      <td>0.390021</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_4</th>\n",
       "      <td>34.0</td>\n",
       "      <td>5.529412</td>\n",
       "      <td>3.193130</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>2.852941</td>\n",
       "      <td>1.351371</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>76.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>11.364271</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>3.460526</td>\n",
       "      <td>1.437041</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>178.0</td>\n",
       "      <td>8.533708</td>\n",
       "      <td>8.946892</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>46.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>11.331461</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>2.455056</td>\n",
       "      <td>1.434326</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"9\" valign=\"top\">顺子</th>\n",
       "      <th>丢_0</th>\n",
       "      <td>31.0</td>\n",
       "      <td>-8.129032</td>\n",
       "      <td>10.597930</td>\n",
       "      <td>-33.0</td>\n",
       "      <td>-10.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.741935</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2.774194</td>\n",
       "      <td>1.927169</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开_0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>28.333333</td>\n",
       "      <td>3.055050</td>\n",
       "      <td>25.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>29.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>2.081666</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.50</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.50</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_10</th>\n",
       "      <td>4.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>8.082904</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>14.0</td>\n",
       "      <td>21.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.250000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>看_20</th>\n",
       "      <td>9.0</td>\n",
       "      <td>19.222222</td>\n",
       "      <td>19.581738</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>45.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.866025</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_2</th>\n",
       "      <td>12.0</td>\n",
       "      <td>2.500000</td>\n",
       "      <td>0.904534</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.50</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.166667</td>\n",
       "      <td>0.389249</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_4</th>\n",
       "      <td>16.0</td>\n",
       "      <td>7.625000</td>\n",
       "      <td>5.302515</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3.062500</td>\n",
       "      <td>1.062623</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷_8</th>\n",
       "      <td>50.0</td>\n",
       "      <td>15.660000</td>\n",
       "      <td>10.535867</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>46.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3.580000</td>\n",
       "      <td>1.499524</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>闷开_0</th>\n",
       "      <td>85.0</td>\n",
       "      <td>6.329412</td>\n",
       "      <td>8.751038</td>\n",
       "      <td>-25.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11.588235</td>\n",
       "      <td>...</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>2.435294</td>\n",
       "      <td>1.331371</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    reward                                                   \\\n",
       "                     count       mean        std    min    25%   50%    75%   \n",
       "card_levelA action                                                            \n",
       "单           丢_0      870.0  -8.450575  11.191161 -103.0 -11.00  -3.0  -1.00   \n",
       "            开_0      262.0 -14.045802  29.011522  -68.0 -41.00 -21.0   9.00   \n",
       "            看_10     140.0  -2.800000  11.526760  -26.0 -11.00 -11.0   5.00   \n",
       "            看_2       39.0  -0.846154   2.497772   -3.0  -3.00  -3.0   2.00   \n",
       "            看_20     464.0  -3.713362  26.147731  -73.0 -23.00   1.0  17.00   \n",
       "            看_5       67.0  -0.402985   5.630167   -8.0  -6.00   1.0   3.00   \n",
       "            闷_2      224.0   0.352679   3.698951   -5.0  -3.00   1.0   3.00   \n",
       "            闷_4      444.0   1.385135   7.175193  -13.0  -5.00   1.0   5.00   \n",
       "            闷_8     1266.0   3.246445  16.944436  -41.0  -9.00   1.0  13.00   \n",
       "            闷开_0    2347.0  -2.142309  10.916846  -41.0  -9.00  -2.0   3.00   \n",
       "同花顺         丢_0        2.0 -13.500000  17.677670  -26.0 -19.75 -13.5  -7.25   \n",
       "            看_2        1.0   1.000000        NaN    1.0   1.00   1.0   1.00   \n",
       "            看_20       2.0  12.000000   1.414214   11.0  11.50  12.0  12.50   \n",
       "            闷_4        1.0   5.000000        NaN    5.0   5.00   5.0   5.00   \n",
       "            闷_8        6.0   9.666667   8.914408    1.0   3.00   9.0  12.00   \n",
       "            闷开_0       5.0  13.000000  11.313708    1.0   1.00  17.0  21.00   \n",
       "对子          丢_0      185.0  -9.308108  14.858287 -141.0 -11.00  -3.0  -1.00   \n",
       "            开_0       56.0   6.446429  24.652435  -53.0   4.50   9.0  21.00   \n",
       "            看_10      25.0   4.640000  12.436103  -21.0   1.00   5.0   9.00   \n",
       "            看_2       11.0   1.363636   2.377929   -3.0   1.50   2.0   2.00   \n",
       "            看_20      96.0  11.437500  19.919740  -41.0   9.00  16.0  23.50   \n",
       "            看_5       12.0   1.166667   4.589184   -6.0  -0.75   3.0   5.00   \n",
       "            闷_2       54.0   2.648148   3.608990   -5.0   1.00   3.0   3.00   \n",
       "            闷_4       94.0   5.851064   6.065870   -9.0   5.00   5.0   9.00   \n",
       "            闷_8      328.0  12.478659  14.347143  -35.0   9.00   9.0  17.00   \n",
       "            闷开_0     493.0   5.643002  11.505493  -25.0   1.00   5.0   9.00   \n",
       "豹子          丢_0        3.0 -17.000000   4.000000  -21.0 -19.00 -17.0 -15.00   \n",
       "            看_20       2.0  27.500000  12.020815   19.0  23.25  27.5  31.75   \n",
       "            闷_8        5.0  13.200000   6.016644    6.0   9.00  13.0  17.00   \n",
       "            闷开_0       7.0   7.000000   7.023769    1.0   2.00   5.0  11.00   \n",
       "金花          丢_0       49.0 -10.000000  10.651682  -41.0 -21.00  -5.0  -1.00   \n",
       "            开_0       13.0  20.769231  12.056491    5.0   9.00  21.0  27.00   \n",
       "            看_10       8.0   7.000000   3.545621    1.0   5.00   7.0   9.00   \n",
       "            看_2        4.0   2.000000   0.000000    2.0   2.00   2.0   2.00   \n",
       "            看_20      28.0  15.571429  20.131841  -41.0   9.00  12.0  17.00   \n",
       "            看_5        3.0   3.666667   1.154701    3.0   3.00   3.0   4.00   \n",
       "            闷_2       28.0   3.178571   1.826828    1.0   3.00   3.0   3.00   \n",
       "            闷_4       34.0   5.529412   3.193130    1.0   5.00   5.0   6.00   \n",
       "            闷_8       76.0  14.000000  11.364271  -25.0   9.00  13.0  17.00   \n",
       "            闷开_0     178.0   8.533708   8.946892   -9.0   1.00   5.0  11.00   \n",
       "顺子          丢_0       31.0  -8.129032  10.597930  -33.0 -10.00  -1.0  -1.00   \n",
       "            开_0        3.0  28.333333   3.055050   25.0  27.00  29.0  30.00   \n",
       "            看_10       4.0  14.000000   8.082904    7.0   7.00  14.0  21.00   \n",
       "            看_2        1.0   2.000000        NaN    2.0   2.00   2.0   2.00   \n",
       "            看_20       9.0  19.222222  19.581738  -25.0  17.00  21.0  31.00   \n",
       "            闷_2       12.0   2.500000   0.904534    1.0   2.50   3.0   3.00   \n",
       "            闷_4       16.0   7.625000   5.302515    1.0   5.00   6.0   9.00   \n",
       "            闷_8       50.0  15.660000  10.535867   -9.0   9.00  16.0  17.00   \n",
       "            闷开_0      85.0   6.329412   8.751038  -25.0   1.00   5.0   9.00   \n",
       "\n",
       "                         nowprice             ...              next_seq_len  \\\n",
       "                     max    count       mean  ...    75%   max        count   \n",
       "card_levelA action                            ...                             \n",
       "单           丢_0     -1.0    870.0  13.186207  ...  20.00  20.0        870.0   \n",
       "            开_0     63.0    262.0  16.992366  ...  20.00  20.0        262.0   \n",
       "            看_10    31.0    140.0  10.000000  ...  10.00  10.0        140.0   \n",
       "            看_2      3.0     39.0   2.000000  ...   2.00   2.0         39.0   \n",
       "            看_20    81.0    464.0  20.000000  ...  20.00  20.0        464.0   \n",
       "            看_5     16.0     67.0   5.000000  ...   5.00   5.0         67.0   \n",
       "            闷_2     11.0    224.0   5.000000  ...   5.00   5.0        224.0   \n",
       "            闷_4     26.0    444.0  10.000000  ...  10.00  10.0        444.0   \n",
       "            闷_8     93.0   1266.0  20.000000  ...  20.00  20.0       1266.0   \n",
       "            闷开_0    61.0   2347.0  11.578611  ...  20.00  20.0       2347.0   \n",
       "同花顺         丢_0     -1.0      2.0  12.500000  ...  16.25  20.0          2.0   \n",
       "            看_2      1.0      1.0   2.000000  ...   2.00   2.0          1.0   \n",
       "            看_20    13.0      2.0  20.000000  ...  20.00  20.0          2.0   \n",
       "            闷_4      5.0      1.0  10.000000  ...  10.00  10.0          1.0   \n",
       "            闷_8     25.0      6.0  20.000000  ...  20.00  20.0          6.0   \n",
       "            闷开_0    25.0      5.0  12.800000  ...  20.00  20.0          5.0   \n",
       "对子          丢_0     -1.0    185.0  13.648649  ...  20.00  20.0        185.0   \n",
       "            开_0     51.0     56.0  17.321429  ...  20.00  20.0         56.0   \n",
       "            看_10    23.0     25.0  10.000000  ...  10.00  10.0         25.0   \n",
       "            看_2      5.0     11.0   2.000000  ...   2.00   2.0         11.0   \n",
       "            看_20    57.0     96.0  20.000000  ...  20.00  20.0         96.0   \n",
       "            看_5      6.0     12.0   5.000000  ...   5.00   5.0         12.0   \n",
       "            闷_2     11.0     54.0   5.000000  ...   5.00   5.0         54.0   \n",
       "            闷_4     25.0     94.0  10.000000  ...  10.00  10.0         94.0   \n",
       "            闷_8     63.0    328.0  20.000000  ...  20.00  20.0        328.0   \n",
       "            闷开_0    83.0    493.0  11.809331  ...  20.00  20.0        493.0   \n",
       "豹子          丢_0    -13.0      3.0  16.666667  ...  20.00  20.0          3.0   \n",
       "            看_20    36.0      2.0  20.000000  ...  20.00  20.0          2.0   \n",
       "            闷_8     21.0      5.0  20.000000  ...  20.00  20.0          5.0   \n",
       "            闷开_0    17.0      7.0   9.857143  ...  15.00  20.0          7.0   \n",
       "金花          丢_0     -1.0     49.0  15.204082  ...  20.00  20.0         49.0   \n",
       "            开_0     45.0     13.0  18.461538  ...  20.00  20.0         13.0   \n",
       "            看_10    13.0      8.0  10.000000  ...  10.00  10.0          8.0   \n",
       "            看_2      2.0      4.0   2.000000  ...   2.00   2.0          4.0   \n",
       "            看_20    71.0     28.0  20.000000  ...  20.00  20.0         28.0   \n",
       "            看_5      5.0      3.0   5.000000  ...   5.00   5.0          3.0   \n",
       "            闷_2      8.0     28.0   5.000000  ...   5.00   5.0         28.0   \n",
       "            闷_4     13.0     34.0  10.000000  ...  10.00  10.0         34.0   \n",
       "            闷_8     61.0     76.0  20.000000  ...  20.00  20.0         76.0   \n",
       "            闷开_0    46.0    178.0  11.331461  ...  20.00  20.0        178.0   \n",
       "顺子          丢_0     -1.0     31.0  12.741935  ...  20.00  20.0         31.0   \n",
       "            开_0     31.0      3.0  16.666667  ...  20.00  20.0          3.0   \n",
       "            看_10    21.0      4.0  10.000000  ...  10.00  10.0          4.0   \n",
       "            看_2      2.0      1.0   2.000000  ...   2.00   2.0          1.0   \n",
       "            看_20    45.0      9.0  20.000000  ...  20.00  20.0          9.0   \n",
       "            闷_2      3.0     12.0   5.000000  ...   5.00   5.0         12.0   \n",
       "            闷_4     23.0     16.0  10.000000  ...  10.00  10.0         16.0   \n",
       "            闷_8     46.0     50.0  20.000000  ...  20.00  20.0         50.0   \n",
       "            闷开_0    43.0     85.0  11.588235  ...  20.00  20.0         85.0   \n",
       "\n",
       "                                                                    \n",
       "                        mean       std  min   25%  50%   75%   max  \n",
       "card_levelA action                                                  \n",
       "单           丢_0     3.105747  1.767326  1.0  2.00  3.0  4.00  13.0  \n",
       "            开_0     4.332061  1.523897  3.0  3.00  4.0  5.00  12.0  \n",
       "            看_10    3.228571  1.337575  2.0  2.00  3.0  4.00   9.0  \n",
       "            看_2     2.051282  0.223456  2.0  2.00  2.0  2.00   3.0  \n",
       "            看_20    4.140086  1.678150  2.0  3.00  4.0  5.00  14.0  \n",
       "            看_5     2.641791  0.882515  2.0  2.00  2.0  3.00   5.0  \n",
       "            闷_2     2.375000  0.577997  2.0  2.00  2.0  3.00   5.0  \n",
       "            闷_4     2.727477  0.911458  2.0  2.00  2.0  3.00   6.0  \n",
       "            闷_8     3.610585  1.600153  2.0  2.00  3.0  4.00  15.0  \n",
       "            闷开_0    2.445249  1.435115  1.0  1.00  2.0  3.00  10.0  \n",
       "同花顺         丢_0     4.000000  2.828427  2.0  3.00  4.0  5.00   6.0  \n",
       "            看_2     2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "            看_20    5.000000  1.414214  4.0  4.50  5.0  5.50   6.0  \n",
       "            闷_4     2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "            闷_8     3.333333  1.366260  2.0  2.25  3.0  4.50   5.0  \n",
       "            闷开_0    2.400000  1.516575  1.0  1.00  2.0  4.00   4.0  \n",
       "对子          丢_0     3.232432  1.962980  1.0  2.00  3.0  4.00  16.0  \n",
       "            开_0     4.321429  1.717367  3.0  3.00  4.0  5.00  12.0  \n",
       "            看_10    3.320000  1.069268  2.0  2.00  3.0  4.00   5.0  \n",
       "            看_2     2.181818  0.404520  2.0  2.00  2.0  2.00   3.0  \n",
       "            看_20    4.229167  1.625320  2.0  3.00  4.0  5.00   8.0  \n",
       "            看_5     2.666667  0.778499  2.0  2.00  2.5  3.00   4.0  \n",
       "            闷_2     2.462963  0.905183  2.0  2.00  2.0  3.00   7.0  \n",
       "            闷_4     2.797872  1.103073  2.0  2.00  2.0  3.00   8.0  \n",
       "            闷_8     3.536585  1.583131  2.0  2.00  3.0  5.00  10.0  \n",
       "            闷开_0    2.513185  1.410734  1.0  1.00  2.0  3.00  10.0  \n",
       "豹子          丢_0     4.666667  1.527525  3.0  4.00  5.0  5.50   6.0  \n",
       "            看_20    5.000000  0.000000  5.0  5.00  5.0  5.00   5.0  \n",
       "            闷_8     3.400000  1.140175  2.0  3.00  3.0  4.00   5.0  \n",
       "            闷开_0    2.428571  1.511858  1.0  1.50  2.0  3.00   5.0  \n",
       "金花          丢_0     3.285714  1.744037  1.0  2.00  3.0  4.00   8.0  \n",
       "            开_0     4.923077  2.059998  3.0  3.00  4.0  6.00   9.0  \n",
       "            看_10    2.750000  0.707107  2.0  2.00  3.0  3.00   4.0  \n",
       "            看_2     2.000000  0.000000  2.0  2.00  2.0  2.00   2.0  \n",
       "            看_20    4.071429  1.923126  2.0  2.75  4.0  5.00   9.0  \n",
       "            看_5     3.000000  1.732051  2.0  2.00  2.0  3.50   5.0  \n",
       "            闷_2     2.178571  0.390021  2.0  2.00  2.0  2.00   3.0  \n",
       "            闷_4     2.852941  1.351371  2.0  2.00  2.0  3.00   8.0  \n",
       "            闷_8     3.460526  1.437041  2.0  2.00  3.0  4.00   9.0  \n",
       "            闷开_0    2.455056  1.434326  1.0  1.00  2.0  3.00   8.0  \n",
       "顺子          丢_0     2.774194  1.927169  1.0  1.00  2.0  4.00   9.0  \n",
       "            开_0     6.666667  2.081666  5.0  5.50  6.0  7.50   9.0  \n",
       "            看_10    3.250000  0.500000  3.0  3.00  3.0  3.25   4.0  \n",
       "            看_2     2.000000       NaN  2.0  2.00  2.0  2.00   2.0  \n",
       "            看_20    4.000000  0.866025  3.0  3.00  4.0  5.00   5.0  \n",
       "            闷_2     2.166667  0.389249  2.0  2.00  2.0  2.00   3.0  \n",
       "            闷_4     3.062500  1.062623  2.0  2.00  3.0  4.00   5.0  \n",
       "            闷_8     3.580000  1.499524  2.0  2.00  3.0  5.00   7.0  \n",
       "            闷开_0    2.435294  1.331371  1.0  1.00  2.0  3.00   6.0  \n",
       "\n",
       "[49 rows x 24 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['reward']!=0].groupby([\"card_levelA\",\"action\"]).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对局长度分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reward</th>\n",
       "      <th>done</th>\n",
       "      <th>nowprice</th>\n",
       "      <th>next_seq_len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>card_levelA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>单</th>\n",
       "      <td>-4.104657</td>\n",
       "      <td>True</td>\n",
       "      <td>13.160270</td>\n",
       "      <td>3.210837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>同花顺</th>\n",
       "      <td>19.074074</td>\n",
       "      <td>True</td>\n",
       "      <td>13.370370</td>\n",
       "      <td>3.740741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>对子</th>\n",
       "      <td>7.988181</td>\n",
       "      <td>True</td>\n",
       "      <td>13.946813</td>\n",
       "      <td>3.574926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豹子</th>\n",
       "      <td>24.678571</td>\n",
       "      <td>True</td>\n",
       "      <td>15.392857</td>\n",
       "      <td>4.321429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金花</th>\n",
       "      <td>15.065502</td>\n",
       "      <td>True</td>\n",
       "      <td>14.395924</td>\n",
       "      <td>3.737991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>顺子</th>\n",
       "      <td>12.317460</td>\n",
       "      <td>True</td>\n",
       "      <td>14.256236</td>\n",
       "      <td>3.800454</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                reward  done   nowprice  next_seq_len\n",
       "card_levelA                                          \n",
       "单            -4.104657  True  13.160270      3.210837\n",
       "同花顺          19.074074  True  13.370370      3.740741\n",
       "对子            7.988181  True  13.946813      3.574926\n",
       "豹子           24.678571  True  15.392857      4.321429\n",
       "金花           15.065502  True  14.395924      3.737991\n",
       "顺子           12.317460  True  14.256236      3.800454"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['reward']!=0].groupby([\"card_levelA\"]).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 序列数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def c1(x):\n",
    "    return x[0]\n",
    "df['flag1'] = df['next_seq'].apply(lambda x:c1(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reward</th>\n",
       "      <th>done</th>\n",
       "      <th>nowprice</th>\n",
       "      <th>next_seq_len</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flag1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A_丢_0</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_看_10</th>\n",
       "      <td>-8.114943</td>\n",
       "      <td>True</td>\n",
       "      <td>14.597701</td>\n",
       "      <td>3.183908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_看_2</th>\n",
       "      <td>-5.813953</td>\n",
       "      <td>True</td>\n",
       "      <td>10.005814</td>\n",
       "      <td>3.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_看_20</th>\n",
       "      <td>-10.577982</td>\n",
       "      <td>True</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2.766055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_看_5</th>\n",
       "      <td>-6.988636</td>\n",
       "      <td>True</td>\n",
       "      <td>12.414773</td>\n",
       "      <td>3.465909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_闷_2</th>\n",
       "      <td>0.405348</td>\n",
       "      <td>True</td>\n",
       "      <td>13.716578</td>\n",
       "      <td>3.787166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_闷_4</th>\n",
       "      <td>0.052023</td>\n",
       "      <td>True</td>\n",
       "      <td>14.774566</td>\n",
       "      <td>3.405780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_闷_8</th>\n",
       "      <td>-0.757050</td>\n",
       "      <td>True</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2.942516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A_闷开_0</th>\n",
       "      <td>-0.520455</td>\n",
       "      <td>True</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_看_10</th>\n",
       "      <td>7.717172</td>\n",
       "      <td>True</td>\n",
       "      <td>14.696970</td>\n",
       "      <td>3.126263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_看_2</th>\n",
       "      <td>7.103448</td>\n",
       "      <td>True</td>\n",
       "      <td>12.073892</td>\n",
       "      <td>3.640394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_看_20</th>\n",
       "      <td>10.333333</td>\n",
       "      <td>True</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2.815385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_看_5</th>\n",
       "      <td>5.400000</td>\n",
       "      <td>True</td>\n",
       "      <td>12.416667</td>\n",
       "      <td>3.438889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_闷_2</th>\n",
       "      <td>-0.846316</td>\n",
       "      <td>True</td>\n",
       "      <td>12.878947</td>\n",
       "      <td>3.637895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_闷_4</th>\n",
       "      <td>-0.364425</td>\n",
       "      <td>True</td>\n",
       "      <td>14.978308</td>\n",
       "      <td>3.507592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B_闷_8</th>\n",
       "      <td>1.082540</td>\n",
       "      <td>True</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2.983069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           reward  done   nowprice  next_seq_len\n",
       "flag1                                           \n",
       "A_丢_0   -1.000000  True   2.000000      1.000000\n",
       "A_看_10  -8.114943  True  14.597701      3.183908\n",
       "A_看_2   -5.813953  True  10.005814      3.348837\n",
       "A_看_20 -10.577982  True  20.000000      2.766055\n",
       "A_看_5   -6.988636  True  12.414773      3.465909\n",
       "A_闷_2    0.405348  True  13.716578      3.787166\n",
       "A_闷_4    0.052023  True  14.774566      3.405780\n",
       "A_闷_8   -0.757050  True  20.000000      2.942516\n",
       "A_闷开_0  -0.520455  True   2.000000      1.000000\n",
       "B_看_10   7.717172  True  14.696970      3.126263\n",
       "B_看_2    7.103448  True  12.073892      3.640394\n",
       "B_看_20  10.333333  True  20.000000      2.815385\n",
       "B_看_5    5.400000  True  12.416667      3.438889\n",
       "B_闷_2   -0.846316  True  12.878947      3.637895\n",
       "B_闷_4   -0.364425  True  14.978308      3.507592\n",
       "B_闷_8    1.082540  True  20.000000      2.983069"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['done']==True)].groupby(\"flag1\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "单      0.747438\n",
       "对子     0.170326\n",
       "金花     0.046930\n",
       "顺子     0.030139\n",
       "豹子     0.002669\n",
       "同花顺    0.002497\n",
       "Name: card_levelA, dtype: float64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['done']==True) & (df['flag1']==\"A_闷_4\")]['card_levelA'].value_counts() / len(df[(df['done']==True) & (df['flag1']==\"A_闷_4\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "单     0.769140\n",
       "对子    0.152532\n",
       "金花    0.044170\n",
       "顺子    0.031802\n",
       "豹子    0.002356\n",
       "Name: card_levelA, dtype: float64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['done']==True) & (df['flag1']==\"A_看_2\")]['card_levelA'].value_counts() / len(df[(df['done']==True) & (df['flag1']==\"A_看_2\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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