def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/MLP.ui", self)
self.user_act = user_actions
global data, steps
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.train_btn = self.findChild(QPushButton, "train")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.train_btn.clicked.connect(self.training)
self.test_size_btn.clicked.connect(self.test_split)
self.reshape_btn.clicked.connect(self.reshape_data)
self.go.clicked.connect(self.create_model)
self.conf_mat.clicked.connect(self.conf_matrix)
self.dwnld.clicked.connect(self.download_model)
self.setvalue()
self.show()
def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/LinearRegression.ui", self)
self.user_act = user_actions
global data
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.setvalue()
self.train_size = self.findChild(QLabel, "train_size")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.fit_inter = self.findChild(QComboBox, "fit_inter")
self.normalize = self.findChild(QComboBox, "normalize")
self.train_btn = self.findChild(QPushButton, "train")
self.intercept = self.findChild(QLabel, "intercept")
self.weights = self.findChild(QTextBrowser, "weights")
self.output_btn = self.findChild(QPushButton, "output")
self.bar_plot_btn = self.findChild(QPushButton, "bar_plot")
self.mae = self.findChild(QLabel, "mae")
self.mse = self.findChild(QLabel, "mse")
self.rmse = self.findChild(QLabel, "rmse")
self.test_size_btn.clicked.connect(self.test_split)
self.train_btn.clicked.connect(self.training)
self.output_btn.clicked.connect(self.output_)
self.bar_plot_btn.clicked.connect(self.barplot)
self.dwnld.clicked.connect(self.download_model)
self.show()
def __init__(self, df, target, pickle_model, path):
super(UI, self).__init__()
uic.loadUi("../ui_files/pre_trained.ui", self)
self.path = path
global data
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.model = pickle_model
self.conf_mat.clicked.connect(self.conf_matrix)
self.test.clicked.connect(self.test_model)
self.setvalue()
self.show()
def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/LogisticRegression.ui", self)
self.user_act = user_actions
global data, steps
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.c_ = self.findChild(QLineEdit, "c_")
self.penalty = self.findChild(QComboBox, "penalty")
self.solver = self.findChild(QComboBox, "solver")
self.dual = self.findChild(QComboBox, "dual")
self.max_iter = self.findChild(QLineEdit, "max_iter")
self.fit_inter = self.findChild(QComboBox, "fit_inter")
self.multi_class = self.findChild(QComboBox, "multi_class")
self.tol = self.findChild(QLineEdit, "tol")
self.train_btn = self.findChild(QPushButton, "train")
self.mae = self.findChild(QLabel, "mae")
self.mse = self.findChild(QLabel, "mse")
self.rmse = self.findChild(QLabel, "rmse")
self.accuracy = self.findChild(QLabel, "accuracy")
self.roc_btn = self.findChild(QPushButton, "roc")
self.X_combo = self.findChild(QComboBox, "X_combo")
self.Y_combo = self.findChild(QComboBox, "Y_combo")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.train_btn.clicked.connect(self.training)
self.conf_mat_btn = self.findChild(QPushButton, "conf_mat")
#self.roc_btn.clicked.connect(self.roc_plot)
self.conf_mat_btn.clicked.connect(self.conf_matrix)
self.test_size_btn.clicked.connect(self.test_split)
self.dwnld.clicked.connect(self.download_model)
self.setvalue()
self.show()
def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/SVR.ui", self)
self.user_act = user_actions
global data
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.c_ = self.findChild(QLineEdit, "c_")
self.kernel = self.findChild(QComboBox, "kernel")
self.degree = self.findChild(QLineEdit, "degree")
self.gamma = self.findChild(QComboBox, "gamma")
self.custom_gamma = self.findChild(QLineEdit, "custom_gamma")
self.coef = self.findChild(QLineEdit, "coef")
self.max_iter = self.findChild(QLineEdit, "max_iter")
self.dec_func = self.findChild(QComboBox, "dec_func")
self.epsilon = self.findChild(QLineEdit, "epsilon")
self.tol = self.findChild(QLineEdit, "tol")
self.train_btn = self.findChild(QPushButton, "train")
self.mae = self.findChild(QLabel, "mae")
self.mse = self.findChild(QLabel, "mse")
self.rmse = self.findChild(QLabel, "rmse")
self.roc_btn = self.findChild(QPushButton, "roc")
self.X_combo = self.findChild(QComboBox, "X_combo")
self.Y_combo = self.findChild(QComboBox, "Y_combo")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.train_btn.clicked.connect(self.training)
self.conf_mat_btn = self.findChild(QPushButton, "conf_mat")
#self.roc_btn.clicked.connect(self.roc_plot)
self.conf_mat_btn.clicked.connect(self.conf_matrix)
self.test_size_btn.clicked.connect(self.test_split)
self.dwnld.clicked.connect(self.download_model)
self.setvalue()
self.show()
def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/RandomForest.ui", self)
self.user_act = user_actions
global data, steps
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.estimators = self.findChild(QLineEdit, "estimators")
self.criterion = self.findChild(QComboBox, "criterion")
self.max_depth = self.findChild(QLineEdit, "max_depth")
self.min_sample_split = self.findChild(QLineEdit, "min_sample_split")
self.bootstrap = self.findChild(QComboBox, "bootstrap")
self.train_btn = self.findChild(QPushButton, "train")
self.mae = self.findChild(QLabel, "mae")
self.mse = self.findChild(QLabel, "mse")
self.rmse = self.findChild(QLabel, "rmse")
self.accuracy = self.findChild(QLabel, "accuracy")
self.roc_btn = self.findChild(QPushButton, "roc")
self.X_combo = self.findChild(QComboBox, "X_combo")
self.Y_combo = self.findChild(QComboBox, "Y_combo")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.train_btn.clicked.connect(self.training)
self.conf_mat_btn = self.findChild(QPushButton, "conf_mat")
#self.roc_btn.clicked.connect(self.roc_plot)
self.conf_mat_btn.clicked.connect(self.conf_matrix)
self.test_size_btn.clicked.connect(self.test_split)
self.dwnld.clicked.connect(self.download_model)
self.setvalue()
self.show()
def __init__(self, df, target, user_actions):
super(UI, self).__init__()
uic.loadUi("../ui_files/KNN.ui", self)
self.user_act = user_actions
global data, steps
data = data_visualise.data_()
steps = common.common_steps(df, target)
self.X, self.n_classes, self.target_value, self.df, self.column_list = steps.return_data(
)
self.target = self.findChild(QLabel, "target")
self.columns = self.findChild(QListWidget, "columns")
self.test_size = self.findChild(QLabel, "test_size")
self.neighbours = self.findChild(QLineEdit, "neighbours")
self.weights = self.findChild(QComboBox, "weights")
self.algorithm = self.findChild(QComboBox, "algorithm")
self.mae = self.findChild(QLabel, "mae")
self.mse = self.findChild(QLabel, "mse")
self.rmse = self.findChild(QLabel, "rmse")
self.accuracy = self.findChild(QLabel, "accuracy")
self.roc_btn = self.findChild(QPushButton, "roc")
self.train_btn = self.findChild(QPushButton, "train")
self.X_combo = self.findChild(QComboBox, "X_combo")
self.Y_combo = self.findChild(QComboBox, "Y_combo")
self.test_data = self.findChild(QLineEdit, "test_data")
self.test_size_btn = self.findChild(QPushButton, "test_size_btn")
self.train_btn.clicked.connect(self.training)
self.conf_mat_btn = self.findChild(QPushButton, "conf_mat")
#self.roc_btn.clicked.connect(self.roc_plot)
self.conf_mat_btn.clicked.connect(self.conf_matrix)
self.test_size_btn.clicked.connect(self.test_split)
self.dwnld.clicked.connect(self.download_model)
self.visualize.clicked.connect(self.boundary)
self.setvalue()
self.show()
def __init__(self):
super(UI, self).__init__()
uic.loadUi("../ui_files/meow.ui", self)
# find the widgets in the xml file
#self.textedit = self.findChild(QTextEdit, "textEdit")
#self.button = self.findChild(QPushButton, "pushButton")
#self.button.clicked.connect(self.clickedBtn)
global data, steps
data = data_visualise.data_()
steps = add_steps.add_steps()
self.Browse = self.findChild(QPushButton, "Browse")
self.Drop_btn = self.findChild(QPushButton, "Drop")
self.fillna_btn = self.findChild(QPushButton, "fill_na")
self.con_btn = self.findChild(QPushButton, "convert_btn")
self.columns = self.findChild(QListWidget, "column_list")
self.emptycolumn = self.findChild(QComboBox, "empty_column")
self.cat_column = self.findChild(QComboBox, "cat_column")
self.table = self.findChild(QTableView, "tableView")
self.dropcolumns = self.findChild(QComboBox, "dropcolumn")
self.data_shape = self.findChild(QLabel, "shape")
self.fillmean_btn = self.findChild(QPushButton, "fillmean")
self.submit_btn = self.findChild(QPushButton, "Submit")
self.target_col = self.findChild(QLabel, "target_col")
self.model_select = self.findChild(QComboBox, "model_select")
#self.describe=self.findChild(QPlainTextEdit,"describe")
#self.describe= self.findChild(QTextEdit,"Describe")
self.scatter_x = self.findChild(QComboBox, "scatter_x")
self.scatter_y = self.findChild(QComboBox, "scatter_y")
self.scatter_mark = self.findChild(QComboBox, "scatter_mark")
self.scatter_c = self.findChild(QComboBox, "scatter_c")
self.scatter_btn = self.findChild(QPushButton, "scatterplot")
self.plot_x = self.findChild(QComboBox, "plot_x")
self.plot_y = self.findChild(QComboBox, "plot_y")
self.plot_mark = self.findChild(QComboBox, "plot_marker")
self.plot_c = self.findChild(QComboBox, "plot_c")
self.plot_btn = self.findChild(QPushButton, "lineplot")
self.hist_column = self.findChild(QComboBox, "hist_column")
self.hist_column_add = self.findChild(QComboBox, "hist_column_add")
self.hist_add_btn = self.findChild(QPushButton, "hist_add_btn")
self.hist_remove_btn = self.findChild(QPushButton, "hist_remove_btn")
self.histogram_btn = self.findChild(QPushButton, "histogram")
self.heatmap_btn = self.findChild(QPushButton, "heatmap")
self.columns.clicked.connect(self.target)
self.Browse.clicked.connect(self.getCSV)
self.Drop_btn.clicked.connect(self.dropc)
self.scatter_btn.clicked.connect(self.scatter_plot)
self.plot_btn.clicked.connect(self.line_plot)
self.fillna_btn.clicked.connect(self.fillna)
self.fillmean_btn.clicked.connect(self.fillme)
self.hist_add_btn.clicked.connect(self.hist_add_column)
self.hist_remove_btn.clicked.connect(self.hist_remove_column)
self.histogram_btn.clicked.connect(self.histogram_plot)
self.heatmap_btn.clicked.connect(self.heatmap_gen)
self.con_btn.clicked.connect(self.con_cat)
self.submit_btn.clicked.connect(self.set_target)
self.train = self.findChild(QPushButton, "train")
self.train.clicked.connect(self.train_func)
self.scale_btn.clicked.connect(self.scale_value)
self.pre_trained.clicked.connect(self.upload_model)
self.go_pre_trained.clicked.connect(self.test_pretrained)
self.show()