ium_444421/preparation.ipynb
2022-03-20 19:23:11 +01:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "sorted-malawi",
"metadata": {},
"outputs": [],
"source": [
"!kaggle datasets download -d tejashvi14/travel-insurance-prediction-data"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "material-export",
"metadata": {},
"outputs": [],
"source": [
"!unzip -o travel-insurance-prediction-data.zip"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "excited-midnight",
"metadata": {},
"outputs": [
{
"data": {
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" <th>AnnualIncome</th>\n",
" <th>FamilyMembers</th>\n",
" <th>ChronicDiseases</th>\n",
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" <td>No</td>\n",
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" <th>7</th>\n",
" <td>31</td>\n",
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" <td>6</td>\n",
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" <th>9</th>\n",
" <td>33</td>\n",
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" <td>Yes</td>\n",
" <td>800000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
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" <th>10</th>\n",
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" <th>11</th>\n",
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" <td>1500000</td>\n",
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" <th>15</th>\n",
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" <th>16</th>\n",
" <td>28</td>\n",
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" <td>Yes</td>\n",
" <td>1150000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
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" <th>17</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
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" <td>800000</td>\n",
" <td>7</td>\n",
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" <th>18</th>\n",
" <td>29</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1050000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
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" <th>19</th>\n",
" <td>34</td>\n",
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" <td>1500000</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
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" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1150000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
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" <th>21</th>\n",
" <td>29</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>350000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
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" <tr>\n",
" <th>22</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
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" <th>23</th>\n",
" <td>28</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>600000</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
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" <td>No</td>\n",
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" <th>24</th>\n",
" <td>31</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>1500000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>35</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>800000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>1300000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
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" <td>No</td>\n",
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" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1250000</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>28</th>\n",
" <td>26</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>600000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>29</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>900000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
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" <tr>\n",
" <th>...</th>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>1957</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1250000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958</th>\n",
" <td>31</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>1300000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>550000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960</th>\n",
" <td>28</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>300000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1961</th>\n",
" <td>26</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>500000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1962</th>\n",
" <td>25</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>1150000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1963</th>\n",
" <td>33</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964</th>\n",
" <td>28</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1965</th>\n",
" <td>30</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>550000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1966</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>700000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1967</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>700000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1968</th>\n",
" <td>28</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>300000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1969</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970</th>\n",
" <td>29</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1971</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>950000</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1972</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>800000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1973</th>\n",
" <td>31</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1350000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1974</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1200000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975</th>\n",
" <td>26</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1400000</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1976</th>\n",
" <td>32</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>900000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1977</th>\n",
" <td>25</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>1350000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>700000</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1979</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980</th>\n",
" <td>25</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>No</td>\n",
" <td>1150000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981</th>\n",
" <td>27</td>\n",
" <td>Government Sector</td>\n",
" <td>Yes</td>\n",
" <td>850000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <td>33</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1750000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1984</th>\n",
" <td>28</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1150000</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1985</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>1000000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>Yes</td>\n",
" <td>Yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1986</th>\n",
" <td>34</td>\n",
" <td>Private Sector/Self Employed</td>\n",
" <td>Yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1987 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Employment Type GraduateOrNot AnnualIncome \\\n",
"0 31 Government Sector Yes 400000 \n",
"1 31 Private Sector/Self Employed Yes 1250000 \n",
"2 34 Private Sector/Self Employed Yes 500000 \n",
"3 28 Private Sector/Self Employed Yes 700000 \n",
"4 28 Private Sector/Self Employed Yes 700000 \n",
"5 25 Private Sector/Self Employed No 1150000 \n",
"6 31 Government Sector Yes 1300000 \n",
"7 31 Private Sector/Self Employed Yes 1350000 \n",
"8 28 Private Sector/Self Employed Yes 1450000 \n",
"9 33 Government Sector Yes 800000 \n",
"10 31 Government Sector Yes 400000 \n",
"11 26 Private Sector/Self Employed Yes 1400000 \n",
"12 32 Government Sector Yes 850000 \n",
"13 31 Government Sector Yes 1500000 \n",
"14 31 Government Sector Yes 400000 \n",
"15 34 Private Sector/Self Employed Yes 700000 \n",
"16 28 Private Sector/Self Employed Yes 1150000 \n",
"17 28 Private Sector/Self Employed Yes 800000 \n",
"18 29 Private Sector/Self Employed Yes 1050000 \n",
"19 34 Private Sector/Self Employed Yes 1500000 \n",
"20 28 Private Sector/Self Employed Yes 1150000 \n",
"21 29 Private Sector/Self Employed Yes 350000 \n",
"22 31 Private Sector/Self Employed Yes 1100000 \n",
"23 28 Government Sector Yes 600000 \n",
"24 31 Government Sector Yes 1500000 \n",
"25 35 Private Sector/Self Employed No 800000 \n",
"26 34 Private Sector/Self Employed No 1300000 \n",
"27 28 Private Sector/Self Employed Yes 1250000 \n",
"28 26 Private Sector/Self Employed Yes 600000 \n",
"29 31 Private Sector/Self Employed Yes 900000 \n",
"... ... ... ... ... \n",
"1957 31 Private Sector/Self Employed Yes 1250000 \n",
"1958 31 Government Sector Yes 1300000 \n",
"1959 28 Private Sector/Self Employed No 550000 \n",
"1960 28 Government Sector Yes 300000 \n",
"1961 26 Government Sector Yes 500000 \n",
"1962 25 Private Sector/Self Employed No 1150000 \n",
"1963 33 Government Sector Yes 1100000 \n",
"1964 28 Government Sector Yes 1100000 \n",
"1965 30 Private Sector/Self Employed No 550000 \n",
"1966 34 Private Sector/Self Employed Yes 700000 \n",
"1967 34 Private Sector/Self Employed Yes 700000 \n",
"1968 28 Government Sector Yes 300000 \n",
"1969 31 Private Sector/Self Employed Yes 500000 \n",
"1970 29 Private Sector/Self Employed Yes 500000 \n",
"1971 31 Private Sector/Self Employed Yes 950000 \n",
"1972 28 Private Sector/Self Employed Yes 800000 \n",
"1973 31 Private Sector/Self Employed Yes 1350000 \n",
"1974 28 Private Sector/Self Employed Yes 1200000 \n",
"1975 26 Private Sector/Self Employed Yes 1400000 \n",
"1976 32 Government Sector Yes 900000 \n",
"1977 25 Private Sector/Self Employed No 1350000 \n",
"1978 34 Private Sector/Self Employed Yes 700000 \n",
"1979 28 Private Sector/Self Employed Yes 1100000 \n",
"1980 25 Private Sector/Self Employed No 1150000 \n",
"1981 27 Government Sector Yes 850000 \n",
"1982 33 Private Sector/Self Employed Yes 1500000 \n",
"1983 28 Private Sector/Self Employed Yes 1750000 \n",
"1984 28 Private Sector/Self Employed Yes 1150000 \n",
"1985 34 Private Sector/Self Employed Yes 1000000 \n",
"1986 34 Private Sector/Self Employed Yes 500000 \n",
"\n",
" FamilyMembers ChronicDiseases FrequentFlyer EverTravelledAbroad \\\n",
"0 6 1 No No \n",
"1 7 0 No No \n",
"2 4 1 No No \n",
"3 3 1 No No \n",
"4 8 1 Yes No \n",
"5 4 0 No No \n",
"6 4 0 No No \n",
"7 3 0 Yes Yes \n",
"8 6 1 Yes Yes \n",
"9 3 0 Yes No \n",
"10 9 1 No No \n",
"11 5 0 Yes Yes \n",
"12 6 0 No No \n",
"13 6 0 Yes Yes \n",
"14 3 0 No No \n",
"15 7 0 No No \n",
"16 4 1 No No \n",
"17 7 0 No No \n",
"18 5 1 No No \n",
"19 2 0 Yes Yes \n",
"20 6 0 Yes No \n",
"21 3 0 No No \n",
"22 4 0 No No \n",
"23 9 0 No No \n",
"24 7 0 Yes Yes \n",
"25 4 0 No Yes \n",
"26 6 0 Yes No \n",
"27 2 0 Yes No \n",
"28 4 0 Yes No \n",
"29 3 0 No No \n",
"... ... ... ... ... \n",
"1957 7 0 No No \n",
"1958 3 1 No No \n",
"1959 6 0 No No \n",
"1960 6 0 No No \n",
"1961 3 0 No No \n",
"1962 7 0 No No \n",
"1963 4 0 No No \n",
"1964 4 0 No No \n",
"1965 3 0 No No \n",
"1966 3 0 Yes No \n",
"1967 3 1 No No \n",
"1968 5 1 No No \n",
"1969 4 1 No No \n",
"1970 4 0 No No \n",
"1971 5 0 No No \n",
"1972 5 1 No No \n",
"1973 3 0 No Yes \n",
"1974 6 0 Yes No \n",
"1975 9 0 No Yes \n",
"1976 6 0 No No \n",
"1977 6 0 No Yes \n",
"1978 5 0 No No \n",
"1979 4 1 No No \n",
"1980 5 1 No No \n",
"1981 3 0 No No \n",
"1982 4 0 Yes Yes \n",
"1983 5 1 No Yes \n",
"1984 6 1 No No \n",
"1985 6 0 Yes Yes \n",
"1986 4 0 No No \n",
"\n",
" TravelInsurance \n",
"0 0 \n",
"1 0 \n",
"2 1 \n",
"3 0 \n",
"4 0 \n",
"5 0 \n",
"6 0 \n",
"7 1 \n",
"8 1 \n",
"9 0 \n",
"10 0 \n",
"11 1 \n",
"12 1 \n",
"13 1 \n",
"14 0 \n",
"15 0 \n",
"16 0 \n",
"17 1 \n",
"18 1 \n",
"19 1 \n",
"20 0 \n",
"21 1 \n",
"22 0 \n",
"23 1 \n",
"24 0 \n",
"25 0 \n",
"26 1 \n",
"27 0 \n",
"28 0 \n",
"29 0 \n",
"... ... \n",
"1957 0 \n",
"1958 0 \n",
"1959 0 \n",
"1960 1 \n",
"1961 0 \n",
"1962 0 \n",
"1963 1 \n",
"1964 0 \n",
"1965 1 \n",
"1966 0 \n",
"1967 0 \n",
"1968 0 \n",
"1969 0 \n",
"1970 1 \n",
"1971 0 \n",
"1972 0 \n",
"1973 1 \n",
"1974 0 \n",
"1975 1 \n",
"1976 0 \n",
"1977 1 \n",
"1978 1 \n",
"1979 0 \n",
"1980 0 \n",
"1981 1 \n",
"1982 1 \n",
"1983 0 \n",
"1984 0 \n",
"1985 1 \n",
"1986 0 \n",
"\n",
"[1987 rows x 9 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"travel_insurance=pd.read_csv('TravelInsurancePrediction.csv', index_col=0)\n",
"travel_insurance"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "coordinate-count",
"metadata": {},
"outputs": [],
"source": [
"# usunięcie wierszy zawierających braki\n",
"travel_insurance.dropna(axis='index', how='any')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "stock-fabric",
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>Employment Type</th>\n",
" <th>GraduateOrNot</th>\n",
" <th>AnnualIncome</th>\n",
" <th>FamilyMembers</th>\n",
" <th>ChronicDiseases</th>\n",
" <th>FrequentFlyer</th>\n",
" <th>EverTravelledAbroad</th>\n",
" <th>TravelInsurance</th>\n",
" </tr>\n",
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" <th>0</th>\n",
" <td>31</td>\n",
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" <td>yes</td>\n",
" <td>400000</td>\n",
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" <th>1</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1250000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
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" <th>2</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>25</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>1150000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1300000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1350000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1450000</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>33</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>800000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>400000</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>26</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1400000</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>32</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>850000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1500000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>400000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1150000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>800000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>29</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1050000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1500000</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1150000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>29</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>350000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>28</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>600000</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1500000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>35</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>800000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>1300000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1250000</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>26</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>600000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>900000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1957</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1250000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958</th>\n",
" <td>31</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1300000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>550000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960</th>\n",
" <td>28</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>300000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1961</th>\n",
" <td>26</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>500000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1962</th>\n",
" <td>25</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>1150000</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1963</th>\n",
" <td>33</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964</th>\n",
" <td>28</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1965</th>\n",
" <td>30</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>550000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1966</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1967</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1968</th>\n",
" <td>28</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>300000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1969</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970</th>\n",
" <td>29</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1971</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>950000</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1972</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>800000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1973</th>\n",
" <td>31</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1350000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1974</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1200000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975</th>\n",
" <td>26</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1400000</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1976</th>\n",
" <td>32</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>900000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1977</th>\n",
" <td>25</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>1350000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>700000</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1979</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1100000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980</th>\n",
" <td>25</td>\n",
" <td>private sector/self employed</td>\n",
" <td>no</td>\n",
" <td>1150000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981</th>\n",
" <td>27</td>\n",
" <td>government sector</td>\n",
" <td>yes</td>\n",
" <td>850000</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <td>33</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1750000</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1984</th>\n",
" <td>28</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1150000</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1985</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>1000000</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>yes</td>\n",
" <td>yes</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1986</th>\n",
" <td>34</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>500000</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1987 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" Age Employment Type GraduateOrNot AnnualIncome \\\n",
"0 31 government sector yes 400000 \n",
"1 31 private sector/self employed yes 1250000 \n",
"2 34 private sector/self employed yes 500000 \n",
"3 28 private sector/self employed yes 700000 \n",
"4 28 private sector/self employed yes 700000 \n",
"5 25 private sector/self employed no 1150000 \n",
"6 31 government sector yes 1300000 \n",
"7 31 private sector/self employed yes 1350000 \n",
"8 28 private sector/self employed yes 1450000 \n",
"9 33 government sector yes 800000 \n",
"10 31 government sector yes 400000 \n",
"11 26 private sector/self employed yes 1400000 \n",
"12 32 government sector yes 850000 \n",
"13 31 government sector yes 1500000 \n",
"14 31 government sector yes 400000 \n",
"15 34 private sector/self employed yes 700000 \n",
"16 28 private sector/self employed yes 1150000 \n",
"17 28 private sector/self employed yes 800000 \n",
"18 29 private sector/self employed yes 1050000 \n",
"19 34 private sector/self employed yes 1500000 \n",
"20 28 private sector/self employed yes 1150000 \n",
"21 29 private sector/self employed yes 350000 \n",
"22 31 private sector/self employed yes 1100000 \n",
"23 28 government sector yes 600000 \n",
"24 31 government sector yes 1500000 \n",
"25 35 private sector/self employed no 800000 \n",
"26 34 private sector/self employed no 1300000 \n",
"27 28 private sector/self employed yes 1250000 \n",
"28 26 private sector/self employed yes 600000 \n",
"29 31 private sector/self employed yes 900000 \n",
"... ... ... ... ... \n",
"1957 31 private sector/self employed yes 1250000 \n",
"1958 31 government sector yes 1300000 \n",
"1959 28 private sector/self employed no 550000 \n",
"1960 28 government sector yes 300000 \n",
"1961 26 government sector yes 500000 \n",
"1962 25 private sector/self employed no 1150000 \n",
"1963 33 government sector yes 1100000 \n",
"1964 28 government sector yes 1100000 \n",
"1965 30 private sector/self employed no 550000 \n",
"1966 34 private sector/self employed yes 700000 \n",
"1967 34 private sector/self employed yes 700000 \n",
"1968 28 government sector yes 300000 \n",
"1969 31 private sector/self employed yes 500000 \n",
"1970 29 private sector/self employed yes 500000 \n",
"1971 31 private sector/self employed yes 950000 \n",
"1972 28 private sector/self employed yes 800000 \n",
"1973 31 private sector/self employed yes 1350000 \n",
"1974 28 private sector/self employed yes 1200000 \n",
"1975 26 private sector/self employed yes 1400000 \n",
"1976 32 government sector yes 900000 \n",
"1977 25 private sector/self employed no 1350000 \n",
"1978 34 private sector/self employed yes 700000 \n",
"1979 28 private sector/self employed yes 1100000 \n",
"1980 25 private sector/self employed no 1150000 \n",
"1981 27 government sector yes 850000 \n",
"1982 33 private sector/self employed yes 1500000 \n",
"1983 28 private sector/self employed yes 1750000 \n",
"1984 28 private sector/self employed yes 1150000 \n",
"1985 34 private sector/self employed yes 1000000 \n",
"1986 34 private sector/self employed yes 500000 \n",
"\n",
" FamilyMembers ChronicDiseases FrequentFlyer EverTravelledAbroad \\\n",
"0 6 1 no no \n",
"1 7 0 no no \n",
"2 4 1 no no \n",
"3 3 1 no no \n",
"4 8 1 yes no \n",
"5 4 0 no no \n",
"6 4 0 no no \n",
"7 3 0 yes yes \n",
"8 6 1 yes yes \n",
"9 3 0 yes no \n",
"10 9 1 no no \n",
"11 5 0 yes yes \n",
"12 6 0 no no \n",
"13 6 0 yes yes \n",
"14 3 0 no no \n",
"15 7 0 no no \n",
"16 4 1 no no \n",
"17 7 0 no no \n",
"18 5 1 no no \n",
"19 2 0 yes yes \n",
"20 6 0 yes no \n",
"21 3 0 no no \n",
"22 4 0 no no \n",
"23 9 0 no no \n",
"24 7 0 yes yes \n",
"25 4 0 no yes \n",
"26 6 0 yes no \n",
"27 2 0 yes no \n",
"28 4 0 yes no \n",
"29 3 0 no no \n",
"... ... ... ... ... \n",
"1957 7 0 no no \n",
"1958 3 1 no no \n",
"1959 6 0 no no \n",
"1960 6 0 no no \n",
"1961 3 0 no no \n",
"1962 7 0 no no \n",
"1963 4 0 no no \n",
"1964 4 0 no no \n",
"1965 3 0 no no \n",
"1966 3 0 yes no \n",
"1967 3 1 no no \n",
"1968 5 1 no no \n",
"1969 4 1 no no \n",
"1970 4 0 no no \n",
"1971 5 0 no no \n",
"1972 5 1 no no \n",
"1973 3 0 no yes \n",
"1974 6 0 yes no \n",
"1975 9 0 no yes \n",
"1976 6 0 no no \n",
"1977 6 0 no yes \n",
"1978 5 0 no no \n",
"1979 4 1 no no \n",
"1980 5 1 no no \n",
"1981 3 0 no no \n",
"1982 4 0 yes yes \n",
"1983 5 1 no yes \n",
"1984 6 1 no no \n",
"1985 6 0 yes yes \n",
"1986 4 0 no no \n",
"\n",
" TravelInsurance \n",
"0 0 \n",
"1 0 \n",
"2 1 \n",
"3 0 \n",
"4 0 \n",
"5 0 \n",
"6 0 \n",
"7 1 \n",
"8 1 \n",
"9 0 \n",
"10 0 \n",
"11 1 \n",
"12 1 \n",
"13 1 \n",
"14 0 \n",
"15 0 \n",
"16 0 \n",
"17 1 \n",
"18 1 \n",
"19 1 \n",
"20 0 \n",
"21 1 \n",
"22 0 \n",
"23 1 \n",
"24 0 \n",
"25 0 \n",
"26 1 \n",
"27 0 \n",
"28 0 \n",
"29 0 \n",
"... ... \n",
"1957 0 \n",
"1958 0 \n",
"1959 0 \n",
"1960 1 \n",
"1961 0 \n",
"1962 0 \n",
"1963 1 \n",
"1964 0 \n",
"1965 1 \n",
"1966 0 \n",
"1967 0 \n",
"1968 0 \n",
"1969 0 \n",
"1970 1 \n",
"1971 0 \n",
"1972 0 \n",
"1973 1 \n",
"1974 0 \n",
"1975 1 \n",
"1976 0 \n",
"1977 1 \n",
"1978 1 \n",
"1979 0 \n",
"1980 0 \n",
"1981 1 \n",
"1982 1 \n",
"1983 0 \n",
"1984 0 \n",
"1985 1 \n",
"1986 0 \n",
"\n",
"[1987 rows x 9 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# normalizacja danych\n",
"for column in travel_insurance.columns:\n",
" if travel_insurance[column].dtype == 'object':\n",
" travel_insurance[column] = travel_insurance[column].str.lower()\n",
"\n",
"travel_insurance"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "authentic-christmas",
"metadata": {},
"outputs": [],
"source": [
"# podział na podzbiory train/dev/test\n",
"import sklearn\n",
"from sklearn.model_selection import train_test_split\n",
"travel_insurance_train, travel_insurance_rest = sklearn.model_selection.train_test_split(travel_insurance, test_size=0.4, random_state=1)\n",
"travel_insurance_test, travel_insurance_dev = sklearn.model_selection.train_test_split(travel_insurance_rest, test_size=0.5, random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "coordinate-swimming",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Age</th>\n",
" <th>Employment Type</th>\n",
" <th>GraduateOrNot</th>\n",
" <th>AnnualIncome</th>\n",
" <th>FamilyMembers</th>\n",
" <th>ChronicDiseases</th>\n",
" <th>FrequentFlyer</th>\n",
" <th>EverTravelledAbroad</th>\n",
" <th>TravelInsurance</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1987.0</td>\n",
" <td>1987</td>\n",
" <td>1988</td>\n",
" <td>1.987000e+03</td>\n",
" <td>1988.000000</td>\n",
" <td>1988.000000</td>\n",
" <td>1988</td>\n",
" <td>1988</td>\n",
" <td>1988.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>unique</th>\n",
" <td>11.0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>top</th>\n",
" <td>28.0</td>\n",
" <td>private sector/self employed</td>\n",
" <td>yes</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq</th>\n",
" <td>506.0</td>\n",
" <td>1417</td>\n",
" <td>1693</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1571</td>\n",
" <td>1608</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>9.327630e+05</td>\n",
" <td>4.753018</td>\n",
" <td>0.277666</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.357646</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.768557e+05</td>\n",
" <td>1.609254</td>\n",
" <td>0.447960</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.479428</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>3.000000e+05</td>\n",
" <td>2.000000</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>6.000000e+05</td>\n",
" <td>4.000000</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>9.000000e+05</td>\n",
" <td>5.000000</td>\n",
" <td>0.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.250000e+06</td>\n",
" <td>6.000000</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.800000e+06</td>\n",
" <td>9.000000</td>\n",
" <td>1.000000</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Age Employment Type GraduateOrNot AnnualIncome \\\n",
"count 1987.0 1987 1988 1.987000e+03 \n",
"unique 11.0 2 2 NaN \n",
"top 28.0 private sector/self employed yes NaN \n",
"freq 506.0 1417 1693 NaN \n",
"mean NaN NaN NaN 9.327630e+05 \n",
"std NaN NaN NaN 3.768557e+05 \n",
"min NaN NaN NaN 3.000000e+05 \n",
"25% NaN NaN NaN 6.000000e+05 \n",
"50% NaN NaN NaN 9.000000e+05 \n",
"75% NaN NaN NaN 1.250000e+06 \n",
"max NaN NaN NaN 1.800000e+06 \n",
"\n",
" FamilyMembers ChronicDiseases FrequentFlyer EverTravelledAbroad \\\n",
"count 1988.000000 1988.000000 1988 1988 \n",
"unique NaN NaN 2 2 \n",
"top NaN NaN no no \n",
"freq NaN NaN 1571 1608 \n",
"mean 4.753018 0.277666 NaN NaN \n",
"std 1.609254 0.447960 NaN NaN \n",
"min 2.000000 0.000000 NaN NaN \n",
"25% 4.000000 0.000000 NaN NaN \n",
"50% 5.000000 0.000000 NaN NaN \n",
"75% 6.000000 1.000000 NaN NaN \n",
"max 9.000000 1.000000 NaN NaN \n",
"\n",
" TravelInsurance \n",
"count 1988.000000 \n",
"unique NaN \n",
"top NaN \n",
"freq NaN \n",
"mean 0.357646 \n",
"std 0.479428 \n",
"min 0.000000 \n",
"25% 0.000000 \n",
"50% 0.000000 \n",
"75% 1.000000 \n",
"max 1.000000 "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"travel_insurance.describe(include='all')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "enhanced-logic",
"metadata": {},
"outputs": [],
"source": [
"# zwracanie informacji o danym zbiorze \n",
"\n",
"import seaborn as sns\n",
"\n",
"def printInformation(data):\n",
" print(f'Size (rows): {len(data)}\\n')\n",
" mean_value = data.mean()\n",
" min_value = data.min(numeric_only=True)\n",
" max_value = data.max(numeric_only=True)\n",
" std_value = data.std()\n",
" median_value = data.median()\n",
" print(f'(mean)\\n{mean_value}', f'(min)\\n{min_value}', f'(max)\\n{max_value}', f'(std)\\n{std_value}', f'(median)\\n{median_value}', sep=\"\\n\\n\")\n",
" sns.pairplot(data=data, hue=\"TravelInsurance\")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "introductory-zimbabwe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size (rows): 1988\n",
"\n",
"(mean)\n",
"Age 29.650226\n",
"AnnualIncome 932762.959235\n",
"FamilyMembers 4.753018\n",
"ChronicDiseases 0.277666\n",
"TravelInsurance 0.357646\n",
"dtype: float64\n",
"\n",
"(min)\n",
"AnnualIncome 300000.0\n",
"FamilyMembers 2.0\n",
"ChronicDiseases 0.0\n",
"TravelInsurance 0.0\n",
"dtype: float64\n",
"\n",
"(max)\n",
"AnnualIncome 1800000.0\n",
"FamilyMembers 9.0\n",
"ChronicDiseases 1.0\n",
"TravelInsurance 1.0\n",
"dtype: float64\n",
"\n",
"(std)\n",
"Age 2.913308\n",
"AnnualIncome 376855.684748\n",
"FamilyMembers 1.609254\n",
"ChronicDiseases 0.447960\n",
"TravelInsurance 0.479428\n",
"dtype: float64\n",
"\n",
"(median)\n",
"Age 29.0\n",
"AnnualIncome 900000.0\n",
"FamilyMembers 5.0\n",
"ChronicDiseases 0.0\n",
"TravelInsurance 0.0\n",
"dtype: float64\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 628.234x540 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"printInformation(travel_insurance)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "working-championship",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size (rows): 1192\n",
"\n",
"(mean)\n",
"Age 29.744128\n",
"AnnualIncome 933095.637584\n",
"FamilyMembers 4.814597\n",
"ChronicDiseases 0.269295\n",
"TravelInsurance 0.349832\n",
"dtype: float64\n",
"\n",
"(min)\n",
"Age 25\n",
"AnnualIncome 300000\n",
"FamilyMembers 2\n",
"ChronicDiseases 0\n",
"TravelInsurance 0\n",
"dtype: int64\n",
"\n",
"(max)\n",
"Age 35\n",
"AnnualIncome 1800000\n",
"FamilyMembers 9\n",
"ChronicDiseases 1\n",
"TravelInsurance 1\n",
"dtype: int64\n",
"\n",
"(std)\n",
"Age 2.923164\n",
"AnnualIncome 376856.587539\n",
"FamilyMembers 1.619576\n",
"ChronicDiseases 0.443780\n",
"TravelInsurance 0.477117\n",
"dtype: float64\n",
"\n",
"(median)\n",
"Age 29.0\n",
"AnnualIncome 900000.0\n",
"FamilyMembers 5.0\n",
"ChronicDiseases 0.0\n",
"TravelInsurance 0.0\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 808.234x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"printInformation(travel_insurance_train)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ancient-junction",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size (rows): 397\n",
"\n",
"(mean)\n",
"Age 29.561713\n",
"AnnualIncome 916120.906801\n",
"FamilyMembers 4.622166\n",
"ChronicDiseases 0.287154\n",
"TravelInsurance 0.362720\n",
"dtype: float64\n",
"\n",
"(min)\n",
"Age 25\n",
"AnnualIncome 300000\n",
"FamilyMembers 2\n",
"ChronicDiseases 0\n",
"TravelInsurance 0\n",
"dtype: int64\n",
"\n",
"(max)\n",
"Age 35\n",
"AnnualIncome 1750000\n",
"FamilyMembers 9\n",
"ChronicDiseases 1\n",
"TravelInsurance 1\n",
"dtype: int64\n",
"\n",
"(std)\n",
"Age 2.850544\n",
"AnnualIncome 379748.807848\n",
"FamilyMembers 1.627824\n",
"ChronicDiseases 0.453005\n",
"TravelInsurance 0.481392\n",
"dtype: float64\n",
"\n",
"(median)\n",
"Age 29.0\n",
"AnnualIncome 850000.0\n",
"FamilyMembers 4.0\n",
"ChronicDiseases 0.0\n",
"TravelInsurance 0.0\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 808.234x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"printInformation(travel_insurance_test)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cordless-hawaiian",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Size (rows): 398\n",
"\n",
"(mean)\n",
"Age 29.457286\n",
"AnnualIncome 948366.834171\n",
"FamilyMembers 4.698492\n",
"ChronicDiseases 0.293970\n",
"TravelInsurance 0.374372\n",
"dtype: float64\n",
"\n",
"(min)\n",
"Age 25\n",
"AnnualIncome 300000\n",
"FamilyMembers 2\n",
"ChronicDiseases 0\n",
"TravelInsurance 0\n",
"dtype: int64\n",
"\n",
"(max)\n",
"Age 35\n",
"AnnualIncome 1800000\n",
"FamilyMembers 9\n",
"ChronicDiseases 1\n",
"TravelInsurance 1\n",
"dtype: int64\n",
"\n",
"(std)\n",
"Age 2.940542\n",
"AnnualIncome 374204.238614\n",
"FamilyMembers 1.554889\n",
"ChronicDiseases 0.456152\n",
"TravelInsurance 0.484569\n",
"dtype: float64\n",
"\n",
"(median)\n",
"Age 28.0\n",
"AnnualIncome 1000000.0\n",
"FamilyMembers 4.0\n",
"ChronicDiseases 0.0\n",
"TravelInsurance 0.0\n",
"dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 808.234x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"printInformation(travel_insurance_dev)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "stretch-career",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}