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from itertools import chain | ||
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from AnyQt.QtCore import Qt | ||
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from Orange.data import Table, ContinuousVariable, DiscreteVariable | ||
from Orange.widgets.settings import (Setting, ContextSetting, | ||
PerfectDomainContextHandler) | ||
from Orange.widgets.utils import itemmodels | ||
from Orange.widgets.widget import OWWidget, Msg | ||
from Orange.widgets import gui | ||
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class OWTranspose(OWWidget): | ||
name = "Transpose" | ||
description = "Transpose data table." | ||
icon = "icons/Transpose.svg" | ||
priority = 2000 | ||
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inputs = [("Data", Table, "set_data")] | ||
outputs = [("Data", Table)] | ||
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resizing_enabled = False | ||
want_main_area = False | ||
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settingsHandler = PerfectDomainContextHandler(metas_in_res=True) | ||
feature_names_column = ContextSetting("None") | ||
class_variable_index = ContextSetting(0) | ||
auto_apply = Setting(True) | ||
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class Error(OWWidget.Error): | ||
value_error = Msg("{}") | ||
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def __init__(self): | ||
super().__init__() | ||
self.data = None | ||
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# GUI | ||
options = dict(callback=self.apply, orientation=Qt.Horizontal, | ||
labelWidth=100, contentsLength=12) | ||
self.feature_model = itemmodels.VariableListModel() | ||
self.feature_combo = gui.comboBox( | ||
self.controlArea, self, "feature_names_column", | ||
box="Create feature names from", sendSelectedValue=True, **options) | ||
self.feature_combo.setModel(self.feature_model) | ||
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self.class_model = itemmodels.VariableListModel() | ||
self.class_combo = gui.comboBox( | ||
self.controlArea, self, "class_variable_index", | ||
box="Class variable as", **options) | ||
self.class_combo.setModel(self.class_model) | ||
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self.apply_button = gui.auto_commit( | ||
self.controlArea, self, "auto_apply", "&Apply", | ||
box=False, commit=self.apply) | ||
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def set_data(self, data): | ||
self.closeContext() | ||
self.data = data | ||
self.update_controls() | ||
self.openContext(data) | ||
self.apply() | ||
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def update_controls(self): | ||
self.feature_model[:] = ["None"] | ||
self.class_model[:] = ["None"] | ||
self.feature_names_column = "None" | ||
if self.data: | ||
self.feature_model[:] += list(self.data.domain.metas) | ||
if self.data.domain.metas: | ||
self.feature_names_column = self.data.domain.metas[0].name | ||
names = chain.from_iterable( | ||
list(a.attributes.keys()) for a in self.data.domain.attributes) | ||
variables = chain.from_iterable( | ||
(DiscreteVariable(name), ContinuousVariable(name)) | ||
for name in sorted(set(names))) | ||
self.class_model[:] += list(variables) | ||
self.class_variable_index = min(2, len(self.class_model[:])) - 1 | ||
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def apply(self): | ||
self.clear_messages() | ||
transposed = None | ||
if self.data: | ||
options = dict() | ||
if self.feature_names_column != "None": | ||
options["feature_names_column"] = self.feature_names_column | ||
class_var = self.class_model[self.class_variable_index] | ||
if class_var != "None": | ||
options["class_name"] = class_var.name | ||
options["class_type"] = "d" if class_var.is_discrete else "c" | ||
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try: | ||
transposed = Table.transpose(self.data, **options) | ||
except ValueError as e: | ||
self.Error.value_error(e) | ||
self.send("Data", transposed) | ||
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def send_report(self): | ||
class_var = self.class_model[self.class_variable_index] \ | ||
if len(self.class_model) else "None" | ||
self.report_items( | ||
"", [("Create feature names from", self.feature_names_column), | ||
("Class variable as", class_var)]) | ||
if self.data: | ||
self.report_data("Data", self.data) | ||
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if __name__ == "__main__": | ||
from PyQt4.QtGui import QApplication | ||
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app = QApplication([]) | ||
ow = OWTranspose() | ||
d = Table("zoo") | ||
d.domain.attributes[0].attributes = {"key": "value"} | ||
ow.set_data(d) | ||
ow.show() | ||
app.exec_() | ||
ow.saveSettings() |
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