diff --git a/preparation.ipynb b/preparation.ipynb new file mode 100644 index 0000000..fd6ff92 --- /dev/null +++ b/preparation.ipynb @@ -0,0 +1,2339 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "aware-aberdeen", + "metadata": {}, + "outputs": [], + "source": [ + "# ~/.local/bin/kaggle datasets download -d tejashvi14/travel-insurance-prediction-data\n", + "!kaggle datasets download -d tejashvi14/travel-insurance-prediction-data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "flexible-representation", + "metadata": {}, + "outputs": [], + "source": [ + "!unzip -o travel-insurance-prediction-data.zip" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "former-testing", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + " | Age | \n", + "Employment Type | \n", + "GraduateOrNot | \n", + "AnnualIncome | \n", + "FamilyMembers | \n", + "ChronicDiseases | \n", + "FrequentFlyer | \n", + "EverTravelledAbroad | \n", + "TravelInsurance | \n", + "
---|---|---|---|---|---|---|---|---|---|
0 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "400000 | \n", + "6 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1250000 | \n", + "7 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
2 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "500000 | \n", + "4 | \n", + "1 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
3 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "3 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
4 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "8 | \n", + "1 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
5 | \n", + "25 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "1150000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
6 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "1300000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
7 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1350000 | \n", + "3 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
8 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1450000 | \n", + "6 | \n", + "1 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
9 | \n", + "33 | \n", + "Government Sector | \n", + "Yes | \n", + "800000 | \n", + "3 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
10 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "400000 | \n", + "9 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
11 | \n", + "26 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1400000 | \n", + "5 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
12 | \n", + "32 | \n", + "Government Sector | \n", + "Yes | \n", + "850000 | \n", + "6 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
13 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "1500000 | \n", + "6 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
14 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "400000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
15 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "7 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
16 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1150000 | \n", + "4 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
17 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "800000 | \n", + "7 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
18 | \n", + "29 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1050000 | \n", + "5 | \n", + "1 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
19 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1500000 | \n", + "2 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
20 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1150000 | \n", + "6 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
21 | \n", + "29 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "350000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
22 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
23 | \n", + "28 | \n", + "Government Sector | \n", + "Yes | \n", + "600000 | \n", + "9 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
24 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "1500000 | \n", + "7 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "0 | \n", + "
25 | \n", + "35 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "800000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "Yes | \n", + "0 | \n", + "
26 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "1300000 | \n", + "6 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "1 | \n", + "
27 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1250000 | \n", + "2 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
28 | \n", + "26 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "600000 | \n", + "4 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
29 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "900000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1957 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1250000 | \n", + "7 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1958 | \n", + "31 | \n", + "Government Sector | \n", + "Yes | \n", + "1300000 | \n", + "3 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1959 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "550000 | \n", + "6 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1960 | \n", + "28 | \n", + "Government Sector | \n", + "Yes | \n", + "300000 | \n", + "6 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1961 | \n", + "26 | \n", + "Government Sector | \n", + "Yes | \n", + "500000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1962 | \n", + "25 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "1150000 | \n", + "7 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1963 | \n", + "33 | \n", + "Government Sector | \n", + "Yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1964 | \n", + "28 | \n", + "Government Sector | \n", + "Yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1965 | \n", + "30 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "550000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1966 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "3 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
1967 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "3 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1968 | \n", + "28 | \n", + "Government Sector | \n", + "Yes | \n", + "300000 | \n", + "5 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1969 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "500000 | \n", + "4 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1970 | \n", + "29 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "500000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1971 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "950000 | \n", + "5 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1972 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "800000 | \n", + "5 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1973 | \n", + "31 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1350000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "Yes | \n", + "1 | \n", + "
1974 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1200000 | \n", + "6 | \n", + "0 | \n", + "Yes | \n", + "No | \n", + "0 | \n", + "
1975 | \n", + "26 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1400000 | \n", + "9 | \n", + "0 | \n", + "No | \n", + "Yes | \n", + "1 | \n", + "
1976 | \n", + "32 | \n", + "Government Sector | \n", + "Yes | \n", + "900000 | \n", + "6 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1977 | \n", + "25 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "1350000 | \n", + "6 | \n", + "0 | \n", + "No | \n", + "Yes | \n", + "1 | \n", + "
1978 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "700000 | \n", + "5 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1979 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1100000 | \n", + "4 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1980 | \n", + "25 | \n", + "Private Sector/Self Employed | \n", + "No | \n", + "1150000 | \n", + "5 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1981 | \n", + "27 | \n", + "Government Sector | \n", + "Yes | \n", + "850000 | \n", + "3 | \n", + "0 | \n", + "No | \n", + "No | \n", + "1 | \n", + "
1982 | \n", + "33 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1500000 | \n", + "4 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
1983 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1750000 | \n", + "5 | \n", + "1 | \n", + "No | \n", + "Yes | \n", + "0 | \n", + "
1984 | \n", + "28 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1150000 | \n", + "6 | \n", + "1 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1985 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "1000000 | \n", + "6 | \n", + "0 | \n", + "Yes | \n", + "Yes | \n", + "1 | \n", + "
1986 | \n", + "34 | \n", + "Private Sector/Self Employed | \n", + "Yes | \n", + "500000 | \n", + "4 | \n", + "0 | \n", + "No | \n", + "No | \n", + "0 | \n", + "
1987 rows × 9 columns
\n", + "\n", + " | Age | \n", + "Employment Type | \n", + "GraduateOrNot | \n", + "AnnualIncome | \n", + "FamilyMembers | \n", + "ChronicDiseases | \n", + "FrequentFlyer | \n", + "EverTravelledAbroad | \n", + "TravelInsurance | \n", + "
---|---|---|---|---|---|---|---|---|---|
0 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "400000 | \n", + "6 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "1250000 | \n", + "7 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
2 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "500000 | \n", + "4 | \n", + "1 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
3 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "3 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
4 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "8 | \n", + "1 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
5 | \n", + "25 | \n", + "private sector/self employed | \n", + "no | \n", + "1150000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
6 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "1300000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
7 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "1350000 | \n", + "3 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
8 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1450000 | \n", + "6 | \n", + "1 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
9 | \n", + "33 | \n", + "government sector | \n", + "yes | \n", + "800000 | \n", + "3 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
10 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "400000 | \n", + "9 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
11 | \n", + "26 | \n", + "private sector/self employed | \n", + "yes | \n", + "1400000 | \n", + "5 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
12 | \n", + "32 | \n", + "government sector | \n", + "yes | \n", + "850000 | \n", + "6 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
13 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "1500000 | \n", + "6 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
14 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "400000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
15 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "7 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
16 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1150000 | \n", + "4 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
17 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "800000 | \n", + "7 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
18 | \n", + "29 | \n", + "private sector/self employed | \n", + "yes | \n", + "1050000 | \n", + "5 | \n", + "1 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
19 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "1500000 | \n", + "2 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
20 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1150000 | \n", + "6 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
21 | \n", + "29 | \n", + "private sector/self employed | \n", + "yes | \n", + "350000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
22 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
23 | \n", + "28 | \n", + "government sector | \n", + "yes | \n", + "600000 | \n", + "9 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
24 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "1500000 | \n", + "7 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "0 | \n", + "
25 | \n", + "35 | \n", + "private sector/self employed | \n", + "no | \n", + "800000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "yes | \n", + "0 | \n", + "
26 | \n", + "34 | \n", + "private sector/self employed | \n", + "no | \n", + "1300000 | \n", + "6 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "1 | \n", + "
27 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1250000 | \n", + "2 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
28 | \n", + "26 | \n", + "private sector/self employed | \n", + "yes | \n", + "600000 | \n", + "4 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
29 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "900000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
1957 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "1250000 | \n", + "7 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1958 | \n", + "31 | \n", + "government sector | \n", + "yes | \n", + "1300000 | \n", + "3 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1959 | \n", + "28 | \n", + "private sector/self employed | \n", + "no | \n", + "550000 | \n", + "6 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1960 | \n", + "28 | \n", + "government sector | \n", + "yes | \n", + "300000 | \n", + "6 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1961 | \n", + "26 | \n", + "government sector | \n", + "yes | \n", + "500000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1962 | \n", + "25 | \n", + "private sector/self employed | \n", + "no | \n", + "1150000 | \n", + "7 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1963 | \n", + "33 | \n", + "government sector | \n", + "yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1964 | \n", + "28 | \n", + "government sector | \n", + "yes | \n", + "1100000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1965 | \n", + "30 | \n", + "private sector/self employed | \n", + "no | \n", + "550000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1966 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "3 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
1967 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "3 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1968 | \n", + "28 | \n", + "government sector | \n", + "yes | \n", + "300000 | \n", + "5 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1969 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "500000 | \n", + "4 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1970 | \n", + "29 | \n", + "private sector/self employed | \n", + "yes | \n", + "500000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1971 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "950000 | \n", + "5 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1972 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "800000 | \n", + "5 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1973 | \n", + "31 | \n", + "private sector/self employed | \n", + "yes | \n", + "1350000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "yes | \n", + "1 | \n", + "
1974 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1200000 | \n", + "6 | \n", + "0 | \n", + "yes | \n", + "no | \n", + "0 | \n", + "
1975 | \n", + "26 | \n", + "private sector/self employed | \n", + "yes | \n", + "1400000 | \n", + "9 | \n", + "0 | \n", + "no | \n", + "yes | \n", + "1 | \n", + "
1976 | \n", + "32 | \n", + "government sector | \n", + "yes | \n", + "900000 | \n", + "6 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1977 | \n", + "25 | \n", + "private sector/self employed | \n", + "no | \n", + "1350000 | \n", + "6 | \n", + "0 | \n", + "no | \n", + "yes | \n", + "1 | \n", + "
1978 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "700000 | \n", + "5 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1979 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1100000 | \n", + "4 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1980 | \n", + "25 | \n", + "private sector/self employed | \n", + "no | \n", + "1150000 | \n", + "5 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1981 | \n", + "27 | \n", + "government sector | \n", + "yes | \n", + "850000 | \n", + "3 | \n", + "0 | \n", + "no | \n", + "no | \n", + "1 | \n", + "
1982 | \n", + "33 | \n", + "private sector/self employed | \n", + "yes | \n", + "1500000 | \n", + "4 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
1983 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1750000 | \n", + "5 | \n", + "1 | \n", + "no | \n", + "yes | \n", + "0 | \n", + "
1984 | \n", + "28 | \n", + "private sector/self employed | \n", + "yes | \n", + "1150000 | \n", + "6 | \n", + "1 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1985 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "1000000 | \n", + "6 | \n", + "0 | \n", + "yes | \n", + "yes | \n", + "1 | \n", + "
1986 | \n", + "34 | \n", + "private sector/self employed | \n", + "yes | \n", + "500000 | \n", + "4 | \n", + "0 | \n", + "no | \n", + "no | \n", + "0 | \n", + "
1987 rows × 9 columns
\n", + "