{
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  {
   "cell_type": "code",
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   "id": "23a7a47d-40c9-4ce2-8e1d-069690edfed3",
   "metadata": {
    "execution": {
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     "shell.execute_reply.started": "2022-10-18T01:39:49.045112Z"
    },
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(70896, 4)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('data/All-seasons.csv')\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd058417-a7b1-408f-a6b8-d02c114b380d",
   "metadata": {
    "execution": {
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     "shell.execute_reply.started": "2022-10-18T01:39:49.326893Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2         6416\n",
       "3         5798\n",
       "4         5680\n",
       "6         5131\n",
       "5         4414\n",
       "7         4236\n",
       "1         4170\n",
       "8         3601\n",
       "9         3526\n",
       "11        3478\n",
       "10        3471\n",
       "14        3346\n",
       "12        3307\n",
       "13        3257\n",
       "16        3120\n",
       "15        3101\n",
       "18        2522\n",
       "17        2305\n",
       "Season      17\n",
       "Name: Season, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Season.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c4da2f8d-a577-49b0-a477-3eab09a38ae9",
   "metadata": {
    "execution": {
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     "shell.execute_reply.started": "2022-10-18T01:39:49.340946Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cartman                                       9774\n",
       "Evil Cartman                                    23\n",
       "New Cartman                                     18\n",
       "Stan, Kyle, Cartman                             12\n",
       "Kyle, Cartman                                    7\n",
       "Stan, Cartman                                    7\n",
       "Liane and Cartman                                6\n",
       "Cartman Smurf                                    5\n",
       "Future Cartman                                   4\n",
       "Cartman on Left                                  3\n",
       "Stan/Kenny/ Cartman                              3\n",
       "Cartman's Good Side                              3\n",
       "Mrs. Cartman                                     3\n",
       "Stan/Kyle/ Cartman                               3\n",
       "Cartman on Right                                 2\n",
       "Cartman's voice                                  2\n",
       "Both Cartmans                                    2\n",
       "Stan, Kyle, Kenny, Cartman                       2\n",
       "Cartman, Stan                                    2\n",
       "Cartman, Kyle, Kenny                             2\n",
       "Cartman, Kyle                                    2\n",
       "Cartman's Side                                   2\n",
       "Cartman, Choir                                   2\n",
       "Butters, Cartman                                 2\n",
       "Cartman's Bad Side                               2\n",
       "Stan, Kyle, Cartman, Kenny                       1\n",
       "Kenny, Stan, Cartman                             1\n",
       "Stan, Cartman, Kenny                             1\n",
       "Eric Cartman                                     1\n",
       "Wendy, Cartman                                   1\n",
       "Congressman 1, Cartman                           1\n",
       "Cheesy Poof Cartman                              1\n",
       "Cartmans/Boys                                    1\n",
       "Cartman/ Kenny                                   1\n",
       "Cartman's Conscience                             1\n",
       "Kyle/Cartman                                     1\n",
       "Mrs Cartman                                      1\n",
       "Kyle, Stan, Cartman                              1\n",
       "Cartman and Kyle                                 1\n",
       "Cartman (Butters)                                1\n",
       "The Boys (except Cartman) and Dr. Phillips       1\n",
       "Cartman, Butters                                 1\n",
       "Cartman and the Gingers                          1\n",
       "Name: Character, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.Character.str.contains('artman')].Character.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8c2781f6-e93b-49ec-9cbc-2c357b65f239",
   "metadata": {
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     "shell.execute_reply.started": "2022-10-18T01:39:49.372432Z"
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    "tags": []
   },
   "outputs": [
    {
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       "    }\n",
       "\n",
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       "        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>Season</th>\n",
       "      <th>Episode</th>\n",
       "      <th>Character</th>\n",
       "      <th>Line</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>You guys, you guys! Chef is going away. \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Kyle</td>\n",
       "      <td>Going away? For how long?\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>Forever.\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Chef</td>\n",
       "      <td>I'm sorry boys.\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>Chef said he's been bored, so he joining a gro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Chef</td>\n",
       "      <td>Wow!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Mrs. Garrison</td>\n",
       "      <td>Chef?? What kind of questions do you think adv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Chef</td>\n",
       "      <td>What's the meaning of life? Why are we here?\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Mrs. Garrison</td>\n",
       "      <td>I hope you're making the right choice.\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Cartman</td>\n",
       "      <td>I'm gonna miss him.  I'm gonna miss Chef and I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>Dude, how are we gonna go on? Chef was our fuh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Mayor McDaniels</td>\n",
       "      <td>And we will all miss you, Chef,  but we know y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Jimbo</td>\n",
       "      <td>Bye-bye!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Gerald</td>\n",
       "      <td>Good-bye!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Mr. Mackey</td>\n",
       "      <td>So long!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>A Man</td>\n",
       "      <td>So long, Chef!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>A Sign-Holder</td>\n",
       "      <td>Good-bye, Chef!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Randy</td>\n",
       "      <td>Good-bye, Chef! Have a great time with the Sup...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Chef</td>\n",
       "      <td>Good-bye! ..\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Kyle</td>\n",
       "      <td>Draw two card, fatass.\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Cartman</td>\n",
       "      <td>Reverse to you, Jew. \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>I'll get it. \\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Chef</td>\n",
       "      <td>Hello there, children!\\n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Stan</td>\n",
       "      <td>He's back!\\n</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>Kyle</td>\n",
       "      <td>Yeah!\\n</td>\n",
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       "</div>"
      ],
      "text/plain": [
       "   Season Episode        Character  \\\n",
       "0      10       1             Stan   \n",
       "1      10       1             Kyle   \n",
       "2      10       1             Stan   \n",
       "3      10       1             Chef   \n",
       "4      10       1             Stan   \n",
       "5      10       1             Chef   \n",
       "6      10       1    Mrs. Garrison   \n",
       "7      10       1             Chef   \n",
       "8      10       1    Mrs. Garrison   \n",
       "9      10       1          Cartman   \n",
       "10     10       1             Stan   \n",
       "11     10       1  Mayor McDaniels   \n",
       "12     10       1            Jimbo   \n",
       "13     10       1           Gerald   \n",
       "14     10       1       Mr. Mackey   \n",
       "15     10       1            A Man   \n",
       "16     10       1    A Sign-Holder   \n",
       "17     10       1            Randy   \n",
       "18     10       1             Chef   \n",
       "19     10       1             Kyle   \n",
       "20     10       1          Cartman   \n",
       "21     10       1             Stan   \n",
       "22     10       1             Chef   \n",
       "23     10       1             Stan   \n",
       "24     10       1             Kyle   \n",
       "\n",
       "                                                 Line  \n",
       "0          You guys, you guys! Chef is going away. \\n  \n",
       "1                         Going away? For how long?\\n  \n",
       "2                                          Forever.\\n  \n",
       "3                                   I'm sorry boys.\\n  \n",
       "4   Chef said he's been bored, so he joining a gro...  \n",
       "5                                              Wow!\\n  \n",
       "6   Chef?? What kind of questions do you think adv...  \n",
       "7      What's the meaning of life? Why are we here?\\n  \n",
       "8            I hope you're making the right choice.\\n  \n",
       "9   I'm gonna miss him.  I'm gonna miss Chef and I...  \n",
       "10  Dude, how are we gonna go on? Chef was our fuh...  \n",
       "11  And we will all miss you, Chef,  but we know y...  \n",
       "12                                         Bye-bye!\\n  \n",
       "13                                        Good-bye!\\n  \n",
       "14                                         So long!\\n  \n",
       "15                                   So long, Chef!\\n  \n",
       "16                                  Good-bye, Chef!\\n  \n",
       "17  Good-bye, Chef! Have a great time with the Sup...  \n",
       "18                                     Good-bye! ..\\n  \n",
       "19                           Draw two card, fatass.\\n  \n",
       "20                            Reverse to you, Jew. \\n  \n",
       "21                                    I'll get it. \\n  \n",
       "22                           Hello there, children!\\n  \n",
       "23                                       He's back!\\n  \n",
       "24                                            Yeah!\\n  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(25)"
   ]
  },
  {
   "cell_type": "code",
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   "id": "2c267ff5-a11a-426b-9034-8ee776b800e7",
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     "shell.execute_reply.started": "2022-10-18T01:39:49.382191Z"
    },
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   },
   "outputs": [],
   "source": [
    "cleanlines = pd.Series([cell.replace('\\n','').strip() for cell in df.Line])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4c22081b-e255-45b5-a2f5-ea4376b26434",
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   "outputs": [
    {
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Good-bye!</td>\n",
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       "      <th>14</th>\n",
       "      <td>So long!</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>So long, Chef!</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Good-bye, Chef!</td>\n",
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       "      <th>17</th>\n",
       "      <td>Good-bye, Chef! Have a great time with the Sup...</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Good-bye! ..</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Draw two card, fatass.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Reverse to you, Jew.</td>\n",
       "    </tr>\n",
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       "      <th>21</th>\n",
       "      <td>I'll get it.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Hello there, children!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>He's back!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Yeah!</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    0\n",
       "0             You guys, you guys! Chef is going away.\n",
       "1                           Going away? For how long?\n",
       "2                                            Forever.\n",
       "3                                     I'm sorry boys.\n",
       "4   Chef said he's been bored, so he joining a gro...\n",
       "5                                                Wow!\n",
       "6   Chef?? What kind of questions do you think adv...\n",
       "7        What's the meaning of life? Why are we here?\n",
       "8              I hope you're making the right choice.\n",
       "9   I'm gonna miss him.  I'm gonna miss Chef and I...\n",
       "10  Dude, how are we gonna go on? Chef was our fuh...\n",
       "11  And we will all miss you, Chef,  but we know y...\n",
       "12                                           Bye-bye!\n",
       "13                                          Good-bye!\n",
       "14                                           So long!\n",
       "15                                     So long, Chef!\n",
       "16                                    Good-bye, Chef!\n",
       "17  Good-bye, Chef! Have a great time with the Sup...\n",
       "18                                       Good-bye! ..\n",
       "19                             Draw two card, fatass.\n",
       "20                               Reverse to you, Jew.\n",
       "21                                       I'll get it.\n",
       "22                             Hello there, children!\n",
       "23                                         He's back!\n",
       "24                                              Yeah!"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(cleanlines).head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8a4c7ec-e4c5-43c5-89e9-09f661304938",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-18T01:39:49.419786Z",
     "iopub.status.busy": "2022-10-18T01:39:49.419347Z",
     "iopub.status.idle": "2022-10-18T01:39:49.423453Z",
     "shell.execute_reply": "2022-10-18T01:39:49.422770Z",
     "shell.execute_reply.started": "2022-10-18T01:39:49.419765Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print(df.shape[0] - cleanlines.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "993a4b52-e98b-494f-a48c-d4adbd57f510",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-18T01:39:49.424465Z",
     "iopub.status.busy": "2022-10-18T01:39:49.424197Z",
     "iopub.status.idle": "2022-10-18T01:39:49.430702Z",
     "shell.execute_reply": "2022-10-18T01:39:49.429900Z",
     "shell.execute_reply.started": "2022-10-18T01:39:49.424442Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train = pd.DataFrame(df.Character)\n",
    "train['line'] = cleanlines\n",
    "train.columns = ['name','line']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "148a5ba3-4918-4421-a19a-68a84251cd7b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-18T01:39:49.432232Z",
     "iopub.status.busy": "2022-10-18T01:39:49.431864Z",
     "iopub.status.idle": "2022-10-18T01:39:49.443756Z",
     "shell.execute_reply": "2022-10-18T01:39:49.442701Z",
     "shell.execute_reply.started": "2022-10-18T01:39:49.432200Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>line</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Stan</td>\n",
       "      <td>You guys, you guys! Chef is going away.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Kyle</td>\n",
       "      <td>Going away? For how long?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stan</td>\n",
       "      <td>Forever.</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chef</td>\n",
       "      <td>I'm sorry boys.</td>\n",
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       "      <th>4</th>\n",
       "      <td>Stan</td>\n",
       "      <td>Chef said he's been bored, so he joining a gro...</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chef</td>\n",
       "      <td>Wow!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Mrs. Garrison</td>\n",
       "      <td>Chef?? What kind of questions do you think adv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Chef</td>\n",
       "      <td>What's the meaning of life? Why are we here?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Mrs. Garrison</td>\n",
       "      <td>I hope you're making the right choice.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Cartman</td>\n",
       "      <td>I'm gonna miss him.  I'm gonna miss Chef and I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Stan</td>\n",
       "      <td>Dude, how are we gonna go on? Chef was our fuh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Mayor McDaniels</td>\n",
       "      <td>And we will all miss you, Chef,  but we know y...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jimbo</td>\n",
       "      <td>Bye-bye!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Gerald</td>\n",
       "      <td>Good-bye!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Mr. Mackey</td>\n",
       "      <td>So long!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A Man</td>\n",
       "      <td>So long, Chef!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>A Sign-Holder</td>\n",
       "      <td>Good-bye, Chef!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Randy</td>\n",
       "      <td>Good-bye, Chef! Have a great time with the Sup...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Chef</td>\n",
       "      <td>Good-bye! ..</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Kyle</td>\n",
       "      <td>Draw two card, fatass.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Cartman</td>\n",
       "      <td>Reverse to you, Jew.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Stan</td>\n",
       "      <td>I'll get it.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Chef</td>\n",
       "      <td>Hello there, children!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Stan</td>\n",
       "      <td>He's back!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Kyle</td>\n",
       "      <td>Yeah!</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name                                               line\n",
       "0              Stan            You guys, you guys! Chef is going away.\n",
       "1              Kyle                          Going away? For how long?\n",
       "2              Stan                                           Forever.\n",
       "3              Chef                                    I'm sorry boys.\n",
       "4              Stan  Chef said he's been bored, so he joining a gro...\n",
       "5              Chef                                               Wow!\n",
       "6     Mrs. Garrison  Chef?? What kind of questions do you think adv...\n",
       "7              Chef       What's the meaning of life? Why are we here?\n",
       "8     Mrs. Garrison             I hope you're making the right choice.\n",
       "9           Cartman  I'm gonna miss him.  I'm gonna miss Chef and I...\n",
       "10             Stan  Dude, how are we gonna go on? Chef was our fuh...\n",
       "11  Mayor McDaniels  And we will all miss you, Chef,  but we know y...\n",
       "12            Jimbo                                           Bye-bye!\n",
       "13           Gerald                                          Good-bye!\n",
       "14       Mr. Mackey                                           So long!\n",
       "15            A Man                                     So long, Chef!\n",
       "16    A Sign-Holder                                    Good-bye, Chef!\n",
       "17            Randy  Good-bye, Chef! Have a great time with the Sup...\n",
       "18             Chef                                       Good-bye! ..\n",
       "19             Kyle                             Draw two card, fatass.\n",
       "20          Cartman                               Reverse to you, Jew.\n",
       "21             Stan                                       I'll get it.\n",
       "22             Chef                             Hello there, children!\n",
       "23             Stan                                         He's back!\n",
       "24             Kyle                                              Yeah!"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7466b2a6-b579-4bac-a515-df4f040a7b27",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-10-18T01:39:49.445428Z",
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     "shell.execute_reply.started": "2022-10-18T01:39:49.445397Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "train.to_csv('data/train.csv',index=False)"
   ]
  }
 ],
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