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Cleaning
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "d2529a38-2119-451f-a06d-c836e7f473ff",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"df =pd.DataFrame(pd.read_csv('C:\\\\Users\\\\yarah\\\\Downloads\\\\titanic\\\\test.csv'))\n",
"df.head(30)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "305d92d4-3a57-470d-a245-1a8e874defac",
"metadata": {},
"outputs": [],
"source": [
"\n",
"print(df.isnull())"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "ae8d02a4-9327-4762-9110-feaa7211baeb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Cabin'"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"arr=df.isnull().sum()\n",
"\n",
"y=max(arr)\n",
"def index (arr, y):\n",
" for key, val in arr.items():\n",
" if val == y:\n",
" return key\n",
" return None \n",
"k=index(arr,y)\n",
"k"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "8218c0a3-9534-48fb-afec-17d3dfdbcad5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 False\n",
"1 False\n",
"2 False\n",
"3 False\n",
"4 False\n",
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"413 False\n",
"414 False\n",
"415 False\n",
"416 False\n",
"417 False\n",
"Length: 418, dtype: bool\n"
]
}
],
"source": [
"print(df.duplicated())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c21183a7-1f15-4dfa-85b5-59c2a0b4a272",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
}
],
"source": [
"x=df.duplicated().sum()\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ecf87c5c-1e7a-4b51-82a9-d21012911a94",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\yarah\\AppData\\Local\\Temp\\ipykernel_21692\\882179694.py:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
"The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
"\n",
"For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
"\n",
"\n",
" df['Age'].fillna(df['Age'].median(),inplace=True)\n"
]
},
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
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" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
" <th>Fare</th>\n",
" <th>Cabin</th>\n",
" <th>Embarked</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>892</td>\n",
" <td>3</td>\n",
" <td>Kelly, Mr. James</td>\n",
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" <td>3</td>\n",
" <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
" <td>female</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <th>2</th>\n",
" <td>894</td>\n",
" <td>2</td>\n",
" <td>Myles, Mr. Thomas Francis</td>\n",
" <td>male</td>\n",
" <td>62.0</td>\n",
" <td>0</td>\n",
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" <td>240276</td>\n",
" <td>9.6875</td>\n",
" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
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" <td>895</td>\n",
" <td>3</td>\n",
" <td>Wirz, Mr. Albert</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
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" <th>4</th>\n",
" <td>896</td>\n",
" <td>3</td>\n",
" <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
" <td>female</td>\n",
" <td>22.0</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
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" <td>897</td>\n",
" <td>3</td>\n",
" <td>Svensson, Mr. Johan Cervin</td>\n",
" <td>male</td>\n",
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" <td>9.2250</td>\n",
" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>898</td>\n",
" <td>3</td>\n",
" <td>Connolly, Miss. Kate</td>\n",
" <td>female</td>\n",
" <td>30.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>330972</td>\n",
" <td>7.6292</td>\n",
" <td>NaN</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>899</td>\n",
" <td>2</td>\n",
" <td>Caldwell, Mr. Albert Francis</td>\n",
" <td>male</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>900</td>\n",
" <td>3</td>\n",
" <td>Abrahim, Mrs. Joseph (Sophie Halaut Easu)</td>\n",
" <td>female</td>\n",
" <td>18.0</td>\n",
" <td>0</td>\n",
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" <td>7.2292</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>901</td>\n",
" <td>3</td>\n",
" <td>Davies, Mr. John Samuel</td>\n",
" <td>male</td>\n",
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" <td>0</td>\n",
" <td>A/4 48871</td>\n",
" <td>24.1500</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>902</td>\n",
" <td>3</td>\n",
" <td>Ilieff, Mr. Ylio</td>\n",
" <td>male</td>\n",
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" <td>7.8958</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>903</td>\n",
" <td>1</td>\n",
" <td>Jones, Mr. Charles Cresson</td>\n",
" <td>male</td>\n",
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" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>904</td>\n",
" <td>1</td>\n",
" <td>Snyder, Mrs. John Pillsbury (Nelle Stevenson)</td>\n",
" <td>female</td>\n",
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" <td>21228</td>\n",
" <td>82.2667</td>\n",
" <td>B45</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>905</td>\n",
" <td>2</td>\n",
" <td>Howard, Mr. Benjamin</td>\n",
" <td>male</td>\n",
" <td>63.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>24065</td>\n",
" <td>26.0000</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>906</td>\n",
" <td>1</td>\n",
" <td>Chaffee, Mrs. Herbert Fuller (Carrie Constance...</td>\n",
" <td>female</td>\n",
" <td>47.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>W.E.P. 5734</td>\n",
" <td>61.1750</td>\n",
" <td>E31</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>907</td>\n",
" <td>2</td>\n",
" <td>del Carlo, Mrs. Sebastiano (Argenia Genovesi)</td>\n",
" <td>female</td>\n",
" <td>24.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>SC/PARIS 2167</td>\n",
" <td>27.7208</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>908</td>\n",
" <td>2</td>\n",
" <td>Keane, Mr. Daniel</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>233734</td>\n",
" <td>12.3500</td>\n",
" <td>NaN</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>909</td>\n",
" <td>3</td>\n",
" <td>Assaf, Mr. Gerios</td>\n",
" <td>male</td>\n",
" <td>21.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2692</td>\n",
" <td>7.2250</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
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" <tr>\n",
" <th>18</th>\n",
" <td>910</td>\n",
" <td>3</td>\n",
" <td>Ilmakangas, Miss. Ida Livija</td>\n",
" <td>female</td>\n",
" <td>27.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>STON/O2. 3101270</td>\n",
" <td>7.9250</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>19</th>\n",
" <td>911</td>\n",
" <td>3</td>\n",
" <td>Assaf Khalil, Mrs. Mariana (Miriam\")\"</td>\n",
" <td>female</td>\n",
" <td>45.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2696</td>\n",
" <td>7.2250</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>912</td>\n",
" <td>1</td>\n",
" <td>Rothschild, Mr. Martin</td>\n",
" <td>male</td>\n",
" <td>55.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>PC 17603</td>\n",
" <td>59.4000</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>913</td>\n",
" <td>3</td>\n",
" <td>Olsen, Master. Artur Karl</td>\n",
" <td>male</td>\n",
" <td>9.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>C 17368</td>\n",
" <td>3.1708</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>914</td>\n",
" <td>1</td>\n",
" <td>Flegenheim, Mrs. Alfred (Antoinette)</td>\n",
" <td>female</td>\n",
" <td>27.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>PC 17598</td>\n",
" <td>31.6833</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>915</td>\n",
" <td>1</td>\n",
" <td>Williams, Mr. Richard Norris II</td>\n",
" <td>male</td>\n",
" <td>21.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>PC 17597</td>\n",
" <td>61.3792</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>916</td>\n",
" <td>1</td>\n",
" <td>Ryerson, Mrs. Arthur Larned (Emily Maria Borie)</td>\n",
" <td>female</td>\n",
" <td>48.0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>PC 17608</td>\n",
" <td>262.3750</td>\n",
" <td>B57 B59 B63 B66</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>917</td>\n",
" <td>3</td>\n",
" <td>Robins, Mr. Alexander A</td>\n",
" <td>male</td>\n",
" <td>50.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>A/5. 3337</td>\n",
" <td>14.5000</td>\n",
" <td>NaN</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>918</td>\n",
" <td>1</td>\n",
" <td>Ostby, Miss. Helene Ragnhild</td>\n",
" <td>female</td>\n",
" <td>22.0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>113509</td>\n",
" <td>61.9792</td>\n",
" <td>B36</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>919</td>\n",
" <td>3</td>\n",
" <td>Daher, Mr. Shedid</td>\n",
" <td>male</td>\n",
" <td>22.5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2698</td>\n",
" <td>7.2250</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>920</td>\n",
" <td>1</td>\n",
" <td>Brady, Mr. John Bertram</td>\n",
" <td>male</td>\n",
" <td>41.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>113054</td>\n",
" <td>30.5000</td>\n",
" <td>A21</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>921</td>\n",
" <td>3</td>\n",
" <td>Samaan, Mr. Elias</td>\n",
" <td>male</td>\n",
" <td>27.0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2662</td>\n",
" <td>21.6792</td>\n",
" <td>NaN</td>\n",
" <td>C</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PassengerId Pclass Name \\\n",
"0 892 3 Kelly, Mr. James \n",
"1 893 3 Wilkes, Mrs. James (Ellen Needs) \n",
"2 894 2 Myles, Mr. Thomas Francis \n",
"3 895 3 Wirz, Mr. Albert \n",
"4 896 3 Hirvonen, Mrs. Alexander (Helga E Lindqvist) \n",
"5 897 3 Svensson, Mr. Johan Cervin \n",
"6 898 3 Connolly, Miss. Kate \n",
"7 899 2 Caldwell, Mr. Albert Francis \n",
"8 900 3 Abrahim, Mrs. Joseph (Sophie Halaut Easu) \n",
"9 901 3 Davies, Mr. John Samuel \n",
"10 902 3 Ilieff, Mr. Ylio \n",
"11 903 1 Jones, Mr. Charles Cresson \n",
"12 904 1 Snyder, Mrs. John Pillsbury (Nelle Stevenson) \n",
"13 905 2 Howard, Mr. Benjamin \n",
"14 906 1 Chaffee, Mrs. Herbert Fuller (Carrie Constance... \n",
"15 907 2 del Carlo, Mrs. Sebastiano (Argenia Genovesi) \n",
"16 908 2 Keane, Mr. Daniel \n",
"17 909 3 Assaf, Mr. Gerios \n",
"18 910 3 Ilmakangas, Miss. Ida Livija \n",
"19 911 3 Assaf Khalil, Mrs. Mariana (Miriam\")\" \n",
"20 912 1 Rothschild, Mr. Martin \n",
"21 913 3 Olsen, Master. Artur Karl \n",
"22 914 1 Flegenheim, Mrs. Alfred (Antoinette) \n",
"23 915 1 Williams, Mr. Richard Norris II \n",
"24 916 1 Ryerson, Mrs. Arthur Larned (Emily Maria Borie) \n",
"25 917 3 Robins, Mr. Alexander A \n",
"26 918 1 Ostby, Miss. Helene Ragnhild \n",
"27 919 3 Daher, Mr. Shedid \n",
"28 920 1 Brady, Mr. John Bertram \n",
"29 921 3 Samaan, Mr. Elias \n",
"\n",
" Sex Age SibSp Parch Ticket Fare Cabin \\\n",
"0 male 34.5 0 0 330911 7.8292 NaN \n",
"1 female 47.0 1 0 363272 7.0000 NaN \n",
"2 male 62.0 0 0 240276 9.6875 NaN \n",
"3 male 27.0 0 0 315154 8.6625 NaN \n",
"4 female 22.0 1 1 3101298 12.2875 NaN \n",
"5 male 14.0 0 0 7538 9.2250 NaN \n",
"6 female 30.0 0 0 330972 7.6292 NaN \n",
"7 male 26.0 1 1 248738 29.0000 NaN \n",
"8 female 18.0 0 0 2657 7.2292 NaN \n",
"9 male 21.0 2 0 A/4 48871 24.1500 NaN \n",
"10 male 27.0 0 0 349220 7.8958 NaN \n",
"11 male 46.0 0 0 694 26.0000 NaN \n",
"12 female 23.0 1 0 21228 82.2667 B45 \n",
"13 male 63.0 1 0 24065 26.0000 NaN \n",
"14 female 47.0 1 0 W.E.P. 5734 61.1750 E31 \n",
"15 female 24.0 1 0 SC/PARIS 2167 27.7208 NaN \n",
"16 male 35.0 0 0 233734 12.3500 NaN \n",
"17 male 21.0 0 0 2692 7.2250 NaN \n",
"18 female 27.0 1 0 STON/O2. 3101270 7.9250 NaN \n",
"19 female 45.0 0 0 2696 7.2250 NaN \n",
"20 male 55.0 1 0 PC 17603 59.4000 NaN \n",
"21 male 9.0 0 1 C 17368 3.1708 NaN \n",
"22 female 27.0 0 0 PC 17598 31.6833 NaN \n",
"23 male 21.0 0 1 PC 17597 61.3792 NaN \n",
"24 female 48.0 1 3 PC 17608 262.3750 B57 B59 B63 B66 \n",
"25 male 50.0 1 0 A/5. 3337 14.5000 NaN \n",
"26 female 22.0 0 1 113509 61.9792 B36 \n",
"27 male 22.5 0 0 2698 7.2250 NaN \n",
"28 male 41.0 0 0 113054 30.5000 A21 \n",
"29 male 27.0 2 0 2662 21.6792 NaN \n",
"\n",
" Embarked \n",
"0 Q \n",
"1 S \n",
"2 Q \n",
"3 S \n",
"4 S \n",
"5 S \n",
"6 Q \n",
"7 S \n",
"8 C \n",
"9 S \n",
"10 S \n",
"11 S \n",
"12 S \n",
"13 S \n",
"14 S \n",
"15 C \n",
"16 Q \n",
"17 C \n",
"18 S \n",
"19 C \n",
"20 C \n",
"21 S \n",
"22 S \n",
"23 C \n",
"24 C \n",
"25 S \n",
"26 C \n",
"27 C \n",
"28 S \n",
"29 C "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#cleaning dataset (fill missing rows)\n",
"df['Age'].fillna(df['Age'].median(),inplace=True)\n",
"df.head(30)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "50d5524a-287b-493c-85b0-68aeb402ea8a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"no duplicates\n"
]
}
],
"source": [
"#cleaning dataset (remove duplicated data)\n",
"x=df.duplicated().sum()\n",
"if x != 0 :\n",
" df.drop_duplicates(inplace =True)\n",
"else:\n",
" print (\"no duplicates\")\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "e2363a98-2b42-4e3e-86cc-d999cf576856",
"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>PassengerId</th>\n",
" <th>Pclass</th>\n",
" <th>Name</th>\n",
" <th>Sex</th>\n",
" <th>Age</th>\n",
" <th>SibSp</th>\n",
" <th>Parch</th>\n",
" <th>Ticket</th>\n",
" <th>Fare</th>\n",
" <th>Embarked</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>892</td>\n",
" <td>3</td>\n",
" <td>Kelly, Mr. James</td>\n",
" <td>male</td>\n",
" <td>34.5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>330911</td>\n",
" <td>7.8292</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>893</td>\n",
" <td>3</td>\n",
" <td>Wilkes, Mrs. James (Ellen Needs)</td>\n",
" <td>female</td>\n",
" <td>47.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>363272</td>\n",
" <td>7.0000</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>894</td>\n",
" <td>2</td>\n",
" <td>Myles, Mr. Thomas Francis</td>\n",
" <td>male</td>\n",
" <td>62.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>240276</td>\n",
" <td>9.6875</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>895</td>\n",
" <td>3</td>\n",
" <td>Wirz, Mr. Albert</td>\n",
" <td>male</td>\n",
" <td>27.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>315154</td>\n",
" <td>8.6625</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>896</td>\n",
" <td>3</td>\n",
" <td>Hirvonen, Mrs. Alexander (Helga E Lindqvist)</td>\n",
" <td>female</td>\n",
" <td>22.0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3101298</td>\n",
" <td>12.2875</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>897</td>\n",
" <td>3</td>\n",
" <td>Svensson, Mr. Johan Cervin</td>\n",
" <td>male</td>\n",
" <td>14.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7538</td>\n",
" <td>9.2250</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>898</td>\n",
" <td>3</td>\n",
" <td>Connolly, Miss. Kate</td>\n",
" <td>female</td>\n",
" <td>30.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>330972</td>\n",
" <td>7.6292</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>899</td>\n",
" <td>2</td>\n",
" <td>Caldwell, Mr. Albert Francis</td>\n",
" <td>male</td>\n",
" <td>26.0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>248738</td>\n",
" <td>29.0000</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>900</td>\n",
" <td>3</td>\n",
" <td>Abrahim, Mrs. Joseph (Sophie Halaut Easu)</td>\n",
" <td>female</td>\n",
" <td>18.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2657</td>\n",
" <td>7.2292</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>901</td>\n",
" <td>3</td>\n",
" <td>Davies, Mr. John Samuel</td>\n",
" <td>male</td>\n",
" <td>21.0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>A/4 48871</td>\n",
" <td>24.1500</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>902</td>\n",
" <td>3</td>\n",
" <td>Ilieff, Mr. Ylio</td>\n",
" <td>male</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>349220</td>\n",
" <td>7.8958</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>903</td>\n",
" <td>1</td>\n",
" <td>Jones, Mr. Charles Cresson</td>\n",
" <td>male</td>\n",
" <td>46.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>694</td>\n",
" <td>26.0000</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>904</td>\n",
" <td>1</td>\n",
" <td>Snyder, Mrs. John Pillsbury (Nelle Stevenson)</td>\n",
" <td>female</td>\n",
" <td>23.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>21228</td>\n",
" <td>82.2667</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>905</td>\n",
" <td>2</td>\n",
" <td>Howard, Mr. Benjamin</td>\n",
" <td>male</td>\n",
" <td>63.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>24065</td>\n",
" <td>26.0000</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>906</td>\n",
" <td>1</td>\n",
" <td>Chaffee, Mrs. Herbert Fuller (Carrie Constance...</td>\n",
" <td>female</td>\n",
" <td>47.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>W.E.P. 5734</td>\n",
" <td>61.1750</td>\n",
" <td>S</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>907</td>\n",
" <td>2</td>\n",
" <td>del Carlo, Mrs. Sebastiano (Argenia Genovesi)</td>\n",
" <td>female</td>\n",
" <td>24.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>SC/PARIS 2167</td>\n",
" <td>27.7208</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>908</td>\n",
" <td>2</td>\n",
" <td>Keane, Mr. Daniel</td>\n",
" <td>male</td>\n",
" <td>35.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>233734</td>\n",
" <td>12.3500</td>\n",
" <td>Q</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>909</td>\n",
" <td>3</td>\n",
" <td>Assaf, Mr. Gerios</td>\n",
" <td>male</td>\n",
" <td>21.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2692</td>\n",
" <td>7.2250</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>910</td>\n",
" <td>3</td>\n",
" <td>Ilmakangas, Miss. Ida Livija</td>\n",
" <td>female</td>\n",
" <td>27.0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",