From c61dc772bfc57162e600ed375806b75385f6404c Mon Sep 17 00:00:00 2001 From: waddason
\n", + " | age | \n", + "workclass | \n", + "fnlwgt | \n", + "education | \n", + "education-num | \n", + "marital-status | \n", + "occupation | \n", + "relationship | \n", + "race | \n", + "sex | \n", + "capital-gain | \n", + "capital-loss | \n", + "hours-per-week | \n", + "native-country | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "39 | \n", + "State-gov | \n", + "77516 | \n", + "Bachelors | \n", + "13 | \n", + "Never-married | \n", + "Adm-clerical | \n", + "Not-in-family | \n", + "White | \n", + "Male | \n", + "2174 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + "
1 | \n", + "50 | \n", + "Self-emp-not-inc | \n", + "83311 | \n", + "Bachelors | \n", + "13 | \n", + "Married-civ-spouse | \n", + "Exec-managerial | \n", + "Husband | \n", + "White | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "13 | \n", + "United-States | \n", + "
2 | \n", + "38 | \n", + "Private | \n", + "215646 | \n", + "HS-grad | \n", + "9 | \n", + "Divorced | \n", + "Handlers-cleaners | \n", + "Not-in-family | \n", + "White | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + "
3 | \n", + "53 | \n", + "Private | \n", + "234721 | \n", + "11th | \n", + "7 | \n", + "Married-civ-spouse | \n", + "Handlers-cleaners | \n", + "Husband | \n", + "Black | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + "
4 | \n", + "28 | \n", + "Private | \n", + "338409 | \n", + "Bachelors | \n", + "13 | \n", + "Married-civ-spouse | \n", + "Prof-specialty | \n", + "Wife | \n", + "Black | \n", + "Female | \n", + "0 | \n", + "0 | \n", + "40 | \n", + "Cuba | \n", + "
\n", + " | age | \n", + "workclass | \n", + "fnlwgt | \n", + "education | \n", + "education-num | \n", + "marital-status | \n", + "occupation | \n", + "relationship | \n", + "race | \n", + "sex | \n", + "capital-gain | \n", + "capital-loss | \n", + "hours-per-week | \n", + "native-country | \n", + "class | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "25 | \n", + "Private | \n", + "226802 | \n", + "11th | \n", + "7 | \n", + "Never-married | \n", + "Machine-op-inspct | \n", + "Own-child | \n", + "Black | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + "<=50K | \n", + "
1 | \n", + "38 | \n", + "Private | \n", + "89814 | \n", + "HS-grad | \n", + "9 | \n", + "Married-civ-spouse | \n", + "Farming-fishing | \n", + "Husband | \n", + "White | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "50 | \n", + "United-States | \n", + "<=50K | \n", + "
2 | \n", + "28 | \n", + "Local-gov | \n", + "336951 | \n", + "Assoc-acdm | \n", + "12 | \n", + "Married-civ-spouse | \n", + "Protective-serv | \n", + "Husband | \n", + "White | \n", + "Male | \n", + "0 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + ">50K | \n", + "
3 | \n", + "44 | \n", + "Private | \n", + "160323 | \n", + "Some-college | \n", + "10 | \n", + "Married-civ-spouse | \n", + "Machine-op-inspct | \n", + "Husband | \n", + "Black | \n", + "Male | \n", + "7688 | \n", + "0 | \n", + "40 | \n", + "United-States | \n", + ">50K | \n", + "
4 | \n", + "18 | \n", + "? | \n", + "103497 | \n", + "Some-college | \n", + "10 | \n", + "Never-married | \n", + "? | \n", + "Own-child | \n", + "White | \n", + "Female | \n", + "0 | \n", + "0 | \n", + "30 | \n", + "United-States | \n", + "<=50K | \n", + "
\n", + " | workclass | \n", + "education | \n", + "marital-status | \n", + "occupation | \n", + "relationship | \n", + "race | \n", + "sex | \n", + "native-country | \n", + "class | \n", + "
---|---|---|---|---|---|---|---|---|---|
count | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "48842 | \n", + "
unique | \n", + "9 | \n", + "16 | \n", + "7 | \n", + "15 | \n", + "6 | \n", + "5 | \n", + "2 | \n", + "42 | \n", + "2 | \n", + "
top | \n", + "Private | \n", + "HS-grad | \n", + "Married-civ-spouse | \n", + "Prof-specialty | \n", + "Husband | \n", + "White | \n", + "Male | \n", + "United-States | \n", + "<=50K | \n", + "
freq | \n", + "33906 | \n", + "15784 | \n", + "22379 | \n", + "6172 | \n", + "19716 | \n", + "41762 | \n", + "32650 | \n", + "43832 | \n", + "37155 | \n", + "
\n", + " | age | \n", + "fnlwgt | \n", + "education-num | \n", + "capital-gain | \n", + "capital-loss | \n", + "hours-per-week | \n", + "
---|---|---|---|---|---|---|
count | \n", + "48842.000000 | \n", + "4.884200e+04 | \n", + "48842.000000 | \n", + "48842.000000 | \n", + "48842.000000 | \n", + "48842.000000 | \n", + "
mean | \n", + "38.643585 | \n", + "1.896641e+05 | \n", + "10.078089 | \n", + "1079.067626 | \n", + "87.502314 | \n", + "40.422382 | \n", + "
std | \n", + "13.710510 | \n", + "1.056040e+05 | \n", + "2.570973 | \n", + "7452.019058 | \n", + "403.004552 | \n", + "12.391444 | \n", + "
min | \n", + "17.000000 | \n", + "1.228500e+04 | \n", + "1.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "1.000000 | \n", + "
25% | \n", + "28.000000 | \n", + "1.175505e+05 | \n", + "9.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "40.000000 | \n", + "
50% | \n", + "37.000000 | \n", + "1.781445e+05 | \n", + "10.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "40.000000 | \n", + "
75% | \n", + "48.000000 | \n", + "2.376420e+05 | \n", + "12.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "45.000000 | \n", + "
max | \n", + "90.000000 | \n", + "1.490400e+06 | \n", + "16.000000 | \n", + "99999.000000 | \n", + "4356.000000 | \n", + "99.000000 | \n", + "
DummyClassifier(strategy='most_frequent')In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
DummyClassifier(strategy='most_frequent')
DecisionTreeRegressor(max_depth=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
DecisionTreeRegressor(max_depth=2)
DecisionTreeRegressor(max_depth=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
DecisionTreeRegressor(max_depth=2)