diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc index b0c3719..c60245e 100644 Binary files a/__pycache__/__init__.cpython-36.pyc and b/__pycache__/__init__.cpython-36.pyc differ diff --git a/q01_load_data/__pycache__/__init__.cpython-36.pyc b/q01_load_data/__pycache__/__init__.cpython-36.pyc index 4596200..460193a 100644 Binary files a/q01_load_data/__pycache__/__init__.cpython-36.pyc and b/q01_load_data/__pycache__/__init__.cpython-36.pyc differ diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc index 98e98a7..dfcb024 100644 Binary files a/q01_load_data/__pycache__/build.cpython-36.pyc and b/q01_load_data/__pycache__/build.cpython-36.pyc differ diff --git a/q01_load_data/build.py b/q01_load_data/build.py index 7cd3700..ac8b3ae 100644 --- a/q01_load_data/build.py +++ b/q01_load_data/build.py @@ -1,4 +1,10 @@ +# %load q01_load_data/build.py import pandas as pd -# Write your code below - +def load_data(path = 'data/student-mat.csv'): + df = pd.read_table(path,sep =';') + return df +load_data() + + + diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc index d07fd2f..d1ea6bb 100644 Binary files a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc and b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc differ diff --git a/q01_load_data/tests/__pycache__/test.cpython-36.pyc b/q01_load_data/tests/__pycache__/test.cpython-36.pyc index 9aa6996..e266803 100644 Binary files a/q01_load_data/tests/__pycache__/test.cpython-36.pyc and b/q01_load_data/tests/__pycache__/test.cpython-36.pyc differ diff --git a/q02_data_split/__pycache__/__init__.cpython-36.pyc b/q02_data_split/__pycache__/__init__.cpython-36.pyc index 5d17273..da60938 100644 Binary files a/q02_data_split/__pycache__/__init__.cpython-36.pyc and b/q02_data_split/__pycache__/__init__.cpython-36.pyc differ diff --git a/q02_data_split/__pycache__/build.cpython-36.pyc b/q02_data_split/__pycache__/build.cpython-36.pyc index e6bd2eb..7dcdcfb 100644 Binary files a/q02_data_split/__pycache__/build.cpython-36.pyc and b/q02_data_split/__pycache__/build.cpython-36.pyc differ diff --git a/q02_data_split/build.py b/q02_data_split/build.py index c2e7147..605a454 100644 --- a/q02_data_split/build.py +++ b/q02_data_split/build.py @@ -1,8 +1,19 @@ +# %load q02_data_split/build.py from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data -from sklearn.model_selection import train_test_split +from sklearn.model_selection import train_test_split as tts import pandas as pd df = load_data('data/student-mat.csv') -# Write your code below - +def split_dataset(df): + X = df.drop('G3',axis = 1) + y = df['G3'] + x_train,x_test,y_train,y_test = tts(X,y,test_size = 0.2) + return x_train, x_test, y_train, y_test + +split_dataset(df) + + +df + + diff --git a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc index e780e63..7e2aeb4 100644 Binary files a/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc and b/q02_data_split/tests/__pycache__/__init__.cpython-36.pyc differ diff --git a/q02_data_split/tests/__pycache__/test.cpython-36.pyc b/q02_data_split/tests/__pycache__/test.cpython-36.pyc index a1b3fc5..4a0fee0 100644 Binary files a/q02_data_split/tests/__pycache__/test.cpython-36.pyc and b/q02_data_split/tests/__pycache__/test.cpython-36.pyc differ diff --git a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc index 884722b..6ceeb28 100644 Binary files a/q03_data_encoding/__pycache__/__init__.cpython-36.pyc and b/q03_data_encoding/__pycache__/__init__.cpython-36.pyc differ diff --git a/q03_data_encoding/__pycache__/build.cpython-36.pyc b/q03_data_encoding/__pycache__/build.cpython-36.pyc index 302366c..5136695 100644 Binary files a/q03_data_encoding/__pycache__/build.cpython-36.pyc and b/q03_data_encoding/__pycache__/build.cpython-36.pyc differ diff --git a/q03_data_encoding/build.py b/q03_data_encoding/build.py index bb4c8ca..44fff93 100644 --- a/q03_data_encoding/build.py +++ b/q03_data_encoding/build.py @@ -1,3 +1,4 @@ +# %load q03_data_encoding/build.py from greyatomlib.multivariate_regression_project.q01_load_data.build import load_data from greyatomlib.multivariate_regression_project.q02_data_split.build import split_dataset from sklearn.preprocessing import LabelEncoder @@ -6,9 +7,16 @@ df = load_data('data/student-mat.csv') x_train, x_test, y_train, y_test = split_dataset(df) +def label_encode(x_train , x_test): + lb = LabelEncoder() + X_transform = x_train.apply(lb.fit_transform) + X_test_transform = x_test.apply(lb.fit_transform) + return X_transform , X_test_transform -# Write your code below - +label_encode(x_train,x_test) + + + diff --git a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc index 7d18c18..8ed0be3 100644 Binary files a/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc and b/q03_data_encoding/tests/__pycache__/__init__.cpython-36.pyc differ diff --git a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc index 8ade2b7..7cf61f1 100644 Binary files a/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc and b/q03_data_encoding/tests/__pycache__/test.cpython-36.pyc differ