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import enum
from collections import OrderedDict
from datetime import datetime, timezone, timedelta
import numpy as np
from AnyQt.QtWidgets import (
QWidget, QTableWidget, QHeaderView, QComboBox, QLineEdit, QToolButton,
QMessageBox, QMenu, QListView, QGridLayout, QPushButton, QSizePolicy,
QLabel, QDateTimeEdit)
from AnyQt.QtGui import (QDoubleValidator, QStandardItemModel, QStandardItem,
QFontMetrics, QPalette)
from AnyQt.QtCore import Qt, QPoint, QPersistentModelIndex, QLocale, \
QDateTime, QDate, QTime
from orangewidget.utils.combobox import ComboBoxSearch
from Orange.widgets.utils.itemmodels import DomainModel
from Orange.data import (
ContinuousVariable, DiscreteVariable, StringVariable, TimeVariable, Table)
import Orange.data.filter as data_filter
from Orange.data.filter import FilterContinuous, FilterString
from Orange.data.sql.table import SqlTable
from Orange.preprocess import Remove
from Orange.widgets import widget, gui
from Orange.widgets.settings import Setting, ContextSetting, DomainContextHandler
from Orange.widgets.utils.widgetpreview import WidgetPreview
from Orange.widgets.utils.localization import pl
from Orange.widgets.widget import Input, Output
from Orange.widgets.utils import vartype
from Orange.widgets import report
from Orange.widgets.widget import Msg
from Orange.widgets.utils.annotated_data import (create_annotated_table,
ANNOTATED_DATA_SIGNAL_NAME)
class SelectRowsContextHandler(DomainContextHandler):
"""Context handler that filters conditions"""
# pylint: disable=arguments-differ
def is_valid_item(self, setting, condition, attrs, metas):
"""Return True if condition applies to a variable in given domain."""
varname, *_ = condition
return varname in attrs or varname in metas
def encode_setting(self, context, setting, value):
if setting.name != 'conditions':
return super().encode_settings(context, setting, value)
encoded = []
CONTINUOUS = vartype(ContinuousVariable("x"))
for attr, op, values in value:
if isinstance(attr, str):
if OWSelectRows.AllTypes.get(attr) == CONTINUOUS:
values = [QLocale().toDouble(v)[0] for v in values]
# None will match the value returned by all_vars.get
encoded.append((attr, None, op, values))
else:
# check for exact match, pylint: disable=unidiomatic-typecheck
if type(attr) is ContinuousVariable \
and values and isinstance(values[0], str):
values = [QLocale().toDouble(v)[0] for v in values]
elif isinstance(attr, DiscreteVariable):
values = [attr.values[i - 1] if i else "" for i in values]
encoded.append((
attr.name,
context.attributes.get(attr.name)
or context.metas.get(attr.name),
op,
values
))
return encoded
# pylint: disable=arguments-differ
def decode_setting(self, setting, value, domain=None, *_args):
value = super().decode_setting(setting, value, domain)
if setting.name == 'conditions':
CONTINUOUS = vartype(ContinuousVariable("x"))
for i, (attr, tpe, op, values) in enumerate(value):
if tpe is not None:
attr = domain[attr]
# check for exact match, pylint: disable=unidiomatic-typecheck
if type(attr) is ContinuousVariable \
or OWSelectRows.AllTypes.get(attr) == CONTINUOUS:
values = [QLocale().toString(float(i), 'f') for i in values]
elif isinstance(attr, DiscreteVariable):
values = tuple(
attr.to_val(val) + 1 if val else 0
for val in values
if val in attr.values
) or (0,)
value[i] = (attr, op, values)
return value
def match(self, context, domain, attrs, metas):
if (attrs, metas) == (context.attributes, context.metas):
return self.PERFECT_MATCH
conditions = context.values["conditions"]
all_vars = attrs.copy()
all_vars.update(metas)
matched = [
all_vars.get(name) == tpe # also matches "all (...)" strings
for name, tpe, *rest in conditions
]
if any(matched):
return 0.5 * sum(matched) / len(matched)
return self.NO_MATCH
def filter_value(self, setting, data, domain, attrs, metas):
if setting.name != "conditions":
super().filter_value(setting, data, domain, attrs, metas)
return
all_vars = attrs.copy()
all_vars.update(metas)
conditions = data["conditions"]
conditions[:] = [
(name, tpe, *rest)
for name, tpe, *rest in conditions
if all_vars.get(name) == tpe
]
class FilterDiscreteType(enum.Enum):
# pylint: disable=invalid-name
Equal = "Equal"
NotEqual = "NotEqual"
In = "In"
IsDefined = "IsDefined"
class OWSelectRows(widget.OWWidget):
name = "Select Rows"
description = "Select rows from the data based on values of variables."
icon = "icons/SelectRows.svg"
priority = 100
category = "Transform"
keywords = "select rows, filter"
class Inputs:
data = Input("Data", Table)
class Outputs:
matching_data = Output("Matching Data", Table, default=True)
unmatched_data = Output("Unmatched Data", Table)
annotated_data = Output(ANNOTATED_DATA_SIGNAL_NAME, Table)
want_main_area = False
settingsHandler = SelectRowsContextHandler()
conditions = ContextSetting([])
update_on_change = Setting(True)
purge_attributes = Setting(False, schema_only=True)
purge_classes = Setting(False, schema_only=True)
auto_commit = Setting(True)
settings_version = 2
Operators = {
ContinuousVariable: [
(FilterContinuous.Equal, "equals", "equal"),
(FilterContinuous.NotEqual, "is not", "are not"),
(FilterContinuous.Less, "is below", "are below"),
(FilterContinuous.LessEqual, "is at most", "are at most"),
(FilterContinuous.Greater, "is greater than", "are greater than"),
(FilterContinuous.GreaterEqual, "is at least", "are at least"),
(FilterContinuous.Between, "is between", "are between"),
(FilterContinuous.Outside, "is outside", "are outside"),
(FilterContinuous.IsDefined, "is defined", "are defined"),
],
DiscreteVariable: [
(FilterDiscreteType.Equal, "is"),
(FilterDiscreteType.NotEqual, "is not"),
(FilterDiscreteType.In, "is one of"),
(FilterDiscreteType.IsDefined, "is defined")
],
StringVariable: [
(FilterString.Equal, "equals", "equal"),
(FilterString.NotEqual, "is not", "are not"),
(FilterString.Less, "is before", "are before"),
(FilterString.LessEqual, "is equal or before", "are equal or before"),
(FilterString.Greater, "is after", "are after"),
(FilterString.GreaterEqual, "is equal or after", "are equal or after"),
(FilterString.Between, "is between", "are between"),
(FilterString.Outside, "is outside", "are outside"),
(FilterString.Contains, "contains", "contain"),
(FilterString.NotContain, "does not contain", "do not contain"),
(FilterString.StartsWith, "begins with", "begin with"),
(FilterString.NotStartsWith, "does not begin with", "do not begin with"),
(FilterString.EndsWith, "ends with", "end with"),
(FilterString.NotEndsWith, "does not end with", "do not end with"),
(FilterString.IsDefined, "is defined", "are defined"),
(FilterString.NotIsDefined, "is not defined", "are not defined"),
]
}
Operators[TimeVariable] = Operators[ContinuousVariable]
AllTypes = {}
for _all_name, _all_type, _all_ops in (
("All variables", 0,
[(None, "are defined")]),
("All numeric variables", 2,
[(v, t) for v, _, t in Operators[ContinuousVariable]]),
("All string variables", 3,
[(v, t) for v, _, t in Operators[StringVariable]])):
Operators[_all_name] = _all_ops
AllTypes[_all_name] = _all_type
operator_names = {vtype: [name for _, name, *_ in filters]
for vtype, filters in Operators.items()}
class Error(widget.OWWidget.Error):
parsing_error = Msg("{}")
def __init__(self):
super().__init__()
self.old_purge_classes = True
self.conditions = []
self.last_output_conditions = None
self.data = None
self.data_desc = self.match_desc = self.nonmatch_desc = None
self.variable_model = DomainModel(
[list(self.AllTypes), DomainModel.Separator,
DomainModel.CLASSES, DomainModel.ATTRIBUTES, DomainModel.METAS])
box = gui.vBox(self.controlArea, 'Conditions', stretch=100)
self.cond_list = QTableWidget(
box, showGrid=False, selectionMode=QTableWidget.NoSelection)
box.layout().addWidget(self.cond_list)
self.cond_list.setColumnCount(4)
self.cond_list.setRowCount(0)
self.cond_list.verticalHeader().hide()
self.cond_list.horizontalHeader().hide()
for i in range(3):
self.cond_list.horizontalHeader().setSectionResizeMode(i, QHeaderView.Stretch)
self.cond_list.horizontalHeader().resizeSection(3, 30)
self.cond_list.viewport().setBackgroundRole(QPalette.Window)
box2 = gui.hBox(box)
gui.rubber(box2)
self.add_button = gui.button(
box2, self, "Add Condition", callback=self.add_row)
self.add_all_button = gui.button(
box2, self, "Add All Variables", callback=self.add_all)
self.remove_all_button = gui.button(
box2, self, "Remove All", callback=self.remove_all)
gui.rubber(box2)
box_setting = gui.vBox(self.buttonsArea)
self.cb_pa = gui.checkBox(
box_setting, self, "purge_attributes",
"Remove unused values and constant features",
callback=self.conditions_changed)
self.cb_pc = gui.checkBox(
box_setting, self, "purge_classes", "Remove unused classes",
callback=self.conditions_changed)
self.report_button.setFixedWidth(120)
gui.rubber(self.buttonsArea.layout())
gui.auto_send(self.buttonsArea, self, "auto_commit")
self.set_data(None)
self.resize(600, 400)
def add_row(self, attr=None, condition_type=None, condition_value=None):
model = self.cond_list.model()
row = model.rowCount()
model.insertRow(row)
attr_combo = ComboBoxSearch(
minimumContentsLength=12,
sizeAdjustPolicy=QComboBox.AdjustToMinimumContentsLengthWithIcon)
attr_combo.setModel(self.variable_model)
attr_combo.row = row
attr_combo.setCurrentIndex(self.variable_model.indexOf(attr) if attr
else len(self.AllTypes) + 1)
self.cond_list.setCellWidget(row, 0, attr_combo)
index = QPersistentModelIndex(model.index(row, 3))
temp_button = QPushButton('×', self, flat=True,
styleSheet='* {font-size: 16pt; color: palette(button-text) }'
'*:hover {color: palette(bright-text)}')
temp_button.clicked.connect(lambda: self.remove_one(index.row()))
self.cond_list.setCellWidget(row, 3, temp_button)
self.remove_all_button.setDisabled(False)
self.set_new_operators(attr_combo, attr is not None,
condition_type, condition_value)
attr_combo.currentIndexChanged.connect(
lambda _: self.set_new_operators(attr_combo, False))
self.cond_list.resizeRowToContents(row)
def add_all(self):
if self.cond_list.rowCount():
Mb = QMessageBox
if Mb.question(
self, "Remove existing filters",
"This will replace the existing filters with "
"filters for all variables.", Mb.Ok | Mb.Cancel) != Mb.Ok:
return
self.remove_all()
for attr in self.variable_model[len(self.AllTypes) + 1:]:
self.add_row(attr)
self.conditions_changed()
def remove_one(self, rownum):
self.remove_one_row(rownum)
self.conditions_changed()
def remove_all(self):
self.remove_all_rows()
self.conditions_changed()
def remove_one_row(self, rownum):
self.cond_list.removeRow(rownum)
if self.cond_list.model().rowCount() == 0:
self.remove_all_button.setDisabled(True)
def remove_all_rows(self):
# Disconnect signals to avoid stray emits when changing variable_model
for row in range(self.cond_list.rowCount()):
for col in (0, 1):
widg = self.cond_list.cellWidget(row, col)
if widg:
widg.currentIndexChanged.disconnect()
self.cond_list.clear()
self.cond_list.setRowCount(0)
self.remove_all_button.setDisabled(True)
def set_new_operators(self, attr_combo, adding_all,
selected_index=None, selected_values=None):
old_combo = self.cond_list.cellWidget(attr_combo.row, 1)
prev_text = old_combo.currentText() if old_combo else ""
oper_combo = QComboBox()
oper_combo.row = attr_combo.row
oper_combo.attr_combo = attr_combo
attr_name = attr_combo.currentText()
if attr_name in self.AllTypes:
oper_combo.addItems(self.operator_names[attr_name])
else:
var = self.data.domain[attr_name]
oper_combo.addItems(self.operator_names[type(var)])
if selected_index is None:
selected_index = oper_combo.findText(prev_text)
if selected_index == -1:
selected_index = 0
oper_combo.setCurrentIndex(selected_index)
self.cond_list.setCellWidget(oper_combo.row, 1, oper_combo)
self.set_new_values(oper_combo, adding_all, selected_values)
oper_combo.currentIndexChanged.connect(
lambda _: self.set_new_values(oper_combo, False))
@staticmethod
def _get_lineedit_contents(box):
contents = []
for child in getattr(box, "controls", [box]):
if isinstance(child, QLineEdit):
contents.append(child.text())
elif isinstance(child, DateTimeWidget):
if child.format == (0, 1):
contents.append(child.time())
elif child.format == (1, 0):
contents.append(child.date())
elif child.format == (1, 1):
contents.append(child.dateTime())
return contents
@staticmethod
def _get_value_contents(box):
cont = []
names = []
for child in getattr(box, "controls", [box]):
if isinstance(child, QLineEdit):
cont.append(child.text())
elif isinstance(child, QComboBox):
cont.append(child.currentIndex())
elif isinstance(child, QToolButton):
if child.popup is not None:
model = child.popup.list_view.model()
for row in range(model.rowCount()):
item = model.item(row)
if item.checkState() == Qt.Checked:
cont.append(row + 1)
names.append(item.text())
child.desc_text = ', '.join(names)
child.set_text()
elif isinstance(child, DateTimeWidget):
if child.format == (0, 1):
cont.append(child.time())
elif child.format == (1, 0):
cont.append(child.date())
elif child.format == (1, 1):
cont.append(child.dateTime())
elif isinstance(child, QLabel) or child is None:
pass
else:
raise TypeError('Type %s not supported.' % type(child))
return tuple(cont)
class QDoubleValidatorEmpty(QDoubleValidator):
def validate(self, input_, pos):
if not input_:
return QDoubleValidator.Acceptable, input_, pos
if self.locale().groupSeparator() in input_:
return QDoubleValidator.Invalid, input_, pos
return super().validate(input_, pos)
def set_new_values(self, oper_combo, adding_all, selected_values=None):
# def remove_children():
# for child in box.children()[1:]:
# box.layout().removeWidget(child)
# child.setParent(None)
def add_textual(contents):
le = gui.lineEdit(box, self, None,
sizePolicy=QSizePolicy(QSizePolicy.Expanding,
QSizePolicy.Expanding))
if contents:
le.setText(contents)
le.setAlignment(Qt.AlignRight)
le.editingFinished.connect(self.conditions_changed)
return le
def add_numeric(contents):
le = add_textual(contents)
le.setValidator(OWSelectRows.QDoubleValidatorEmpty())
return le
box = self.cond_list.cellWidget(oper_combo.row, 2)
lc = ["", ""]
oper = oper_combo.currentIndex()
attr_name = oper_combo.attr_combo.currentText()
if attr_name in self.AllTypes:
vtype = self.AllTypes[attr_name]
var = None
else:
var = self.data.domain[attr_name]
var_idx = self.data.domain.index(attr_name)
vtype = vartype(var)
if selected_values is not None:
lc = list(selected_values) + ["", ""]
lc = [str(x) if vtype != 4 else x for x in lc[:2]]
if box and vtype == box.var_type:
lc = self._get_lineedit_contents(box) + lc
if "defined" in oper_combo.currentText():
label = QLabel()
label.var_type = vtype
self.cond_list.setCellWidget(oper_combo.row, 2, label)
elif var is not None and var.is_discrete:
if oper_combo.currentText().endswith(" one of"):
if selected_values:
lc = list(selected_values)
button = DropDownToolButton(self, var, lc)
button.var_type = vtype
self.cond_list.setCellWidget(oper_combo.row, 2, button)
else:
combo = ComboBoxSearch()
combo.addItems(("", ) + var.values)
if lc[0]:
combo.setCurrentIndex(int(lc[0]))
else:
combo.setCurrentIndex(0)
combo.var_type = vartype(var)
self.cond_list.setCellWidget(oper_combo.row, 2, combo)
combo.currentIndexChanged.connect(self.conditions_changed)
else:
box = gui.hBox(self.cond_list, addToLayout=False)
box.var_type = vtype
self.cond_list.setCellWidget(oper_combo.row, 2, box)
if vtype == 2: # continuous:
box.controls = [add_numeric(lc[0])]
if oper > 5:
gui.widgetLabel(box, " and ")
box.controls.append(add_numeric(lc[1]))
elif vtype == 3: # string:
box.controls = [add_textual(lc[0])]
if oper in [6, 7]:
gui.widgetLabel(box, " and ")
box.controls.append(add_textual(lc[1]))
elif vtype == 4: # time:
def invalidate_datetime():
if w_:
if w.dateTime() > w_.dateTime():
w_.setDateTime(w.dateTime())
if w.format == (1, 1):
w.calendarWidget.timeedit.setTime(w.time())
w_.calendarWidget.timeedit.setTime(w_.time())
elif w.format == (1, 1):
w.calendarWidget.timeedit.setTime(w.time())
def datetime_changed():
self.conditions_changed()
invalidate_datetime()
datetime_format = (var.have_date, var.have_time)
column = self.data.get_column(var_idx)
w = DateTimeWidget(self, column, datetime_format)
w.set_datetime(lc[0])
box.controls = [w]
box.layout().addWidget(w)
w.dateTimeChanged.connect(datetime_changed)
if oper > 5:
gui.widgetLabel(box, " and ")
w_ = DateTimeWidget(self, column, datetime_format)
w_.set_datetime(lc[1])
box.layout().addWidget(w_)
box.controls.append(w_)
invalidate_datetime()
w_.dateTimeChanged.connect(datetime_changed)
else:
w_ = None
else:
box.controls = []
if not adding_all:
self.conditions_changed()
@Inputs.data
def set_data(self, data):
self.closeContext()
self.data = data
self.cb_pa.setEnabled(not isinstance(data, SqlTable))
self.cb_pc.setEnabled(not isinstance(data, SqlTable))
self.remove_all_rows()
self.add_button.setDisabled(data is None)
self.add_all_button.setDisabled(
data is None or
len(data.domain.variables) + len(data.domain.metas) > 100)
if not data:
self.data_desc = None
self.variable_model.set_domain(None)
self.commit.deferred()
return
self.data_desc = report.describe_data_brief(data)
self.variable_model.set_domain(data.domain)
self.conditions = []
self.openContext(data)
for attr, cond_type, cond_value in self.conditions:
if attr in self.variable_model:
self.add_row(attr, cond_type, cond_value)
if not self.cond_list.model().rowCount():
self.add_row()
self.commit.now()
def conditions_changed(self):
try:
cells_by_rows = (
[self.cond_list.cellWidget(row, col) for col in range(3)]
for row in range(self.cond_list.rowCount())
)
self.conditions = [
(var_cell.currentData(gui.TableVariable) or var_cell.currentText(),
oper_cell.currentIndex(),
self._get_value_contents(val_cell))
for var_cell, oper_cell, val_cell in cells_by_rows]
if self.update_on_change and (
self.last_output_conditions is None or
self.last_output_conditions != self.conditions):
self.commit.deferred()
except AttributeError:
# Attribute error appears if the signal is triggered when the
# controls are being constructed
pass
@staticmethod
def _values_to_floats(attr, values):
if len(values) == 0:
return values
if not all(values):
return None
if isinstance(attr, TimeVariable):
values = (value.toString(format=Qt.ISODate) for value in values)
parse = lambda x: (attr.parse(x), True)
else:
parse = QLocale().toDouble
try:
floats, ok = zip(*[parse(v) for v in values])
if not all(ok):
raise ValueError('Some values could not be parsed as floats'
f' in the current locale: {values}')
except TypeError:
floats = values # values already floats
assert all(isinstance(v, float) for v in floats)
return floats
@gui.deferred
def commit(self):
matching_output = self.data
non_matching_output = None
annotated_output = None
self.Error.clear()
if self.data:
domain = self.data.domain
conditions = []
for attr_name, oper_idx, values in self.conditions:
if attr_name in self.AllTypes:
attr_index = attr = None
attr_type = self.AllTypes[attr_name]
operators = self.Operators[attr_name]
else:
attr_index = domain.index(attr_name)
attr = domain[attr_index]
attr_type = vartype(attr)
operators = self.Operators[type(attr)]
opertype, *_ = operators[oper_idx]
if attr_type == 0:
filt = data_filter.IsDefined()
elif attr_type in (2, 4): # continuous, time
try:
floats = self._values_to_floats(attr, values)
except ValueError as e:
self.Error.parsing_error(e.args[0])
return
if floats is None:
continue
filt = data_filter.FilterContinuous(
attr_index, opertype, *floats)
elif attr_type == 3: # string
filt = data_filter.FilterString(
attr_index, opertype, *[str(v) for v in values])
else:
if opertype == FilterDiscreteType.IsDefined:
f_values = None
else:
if not values or not values[0]:
continue
values = [attr.values[i-1] for i in values]
if opertype == FilterDiscreteType.Equal:
f_values = {values[0]}
elif opertype == FilterDiscreteType.NotEqual:
f_values = set(attr.values)
f_values.remove(values[0])
elif opertype == FilterDiscreteType.In:
f_values = set(values)
else:
raise ValueError("invalid operand")
filt = data_filter.FilterDiscrete(attr_index, f_values)
conditions.append(filt)
if conditions:
filters = data_filter.Values(conditions)
matching_output = filters(self.data)
filters.negate = True
non_matching_output = filters(self.data)
row_sel = np.isin(self.data.ids, matching_output.ids)
annotated_output = create_annotated_table(self.data, row_sel)
# if hasattr(self.data, "name"):
# matching_output.name = self.data.name
# non_matching_output.name = self.data.name
purge_attrs = self.purge_attributes
purge_classes = self.purge_classes
if (purge_attrs or purge_classes) and \
not isinstance(self.data, SqlTable):
attr_flags = sum([Remove.RemoveConstant * purge_attrs,
Remove.RemoveUnusedValues * purge_attrs])
class_flags = sum([Remove.RemoveConstant * purge_classes,
Remove.RemoveUnusedValues * purge_classes])
# same settings used for attributes and meta features
remover = Remove(attr_flags, class_flags, attr_flags)
matching_output = remover(matching_output)
non_matching_output = remover(non_matching_output)
annotated_output = remover(annotated_output)
if not matching_output:
matching_output = None
if not non_matching_output:
non_matching_output = None
if not annotated_output:
annotated_output = None
self.Outputs.matching_data.send(matching_output)
self.Outputs.unmatched_data.send(non_matching_output)
self.Outputs.annotated_data.send(annotated_output)
self.match_desc = report.describe_data_brief(matching_output)
self.nonmatch_desc = report.describe_data_brief(non_matching_output)
def send_report(self):
if not self.data:
self.report_paragraph("No data.")
return
pdesc = None
describe_domain = False
for d in (self.data_desc, self.match_desc, self.nonmatch_desc):
if not d or not d["Data instances"]:
continue
ndesc = d.copy()
del ndesc["Data instances"]
if pdesc is not None and pdesc != ndesc:
describe_domain = True
pdesc = ndesc
conditions = []
for attr, oper, values in self.conditions:
if isinstance(attr, str):
attr_name = attr
var_type = self.AllTypes[attr]
names = self.operator_names[attr_name]
else:
attr_name = attr.name
var_type = vartype(attr)
names = self.operator_names[type(attr)]
name = names[oper]
if oper == len(names) - 1:
conditions.append("{} {}".format(attr_name, name))
elif var_type == 1: # discrete
if name == "is one of":
valnames = [attr.values[v - 1] for v in values]
if not valnames:
continue
if len(valnames) == 1:
valstr = valnames[0]
else:
valstr = f"{', '.join(valnames[:-1])} or {valnames[-1]}"
conditions.append(f"{attr} is {valstr}")
elif values and values[0]:
value = values[0] - 1
conditions.append(f"{attr} {name} {attr.values[value]}")
elif var_type == 3: # string variable
conditions.append(
f"{attr} {name} {' and '.join(map(repr, values))}")
elif var_type == 4: # time
values = (value.toString(format=Qt.ISODate) for value in values)
conditions.append(f"{attr} {name} {' and '.join(values)}")
elif all(x for x in values): # numeric variable
conditions.append(f"{attr} {name} {' and '.join(values)}")
items = OrderedDict()
if describe_domain:
items.update(self.data_desc)
else:
items["Instances"] = self.data_desc["Data instances"]
items["Condition"] = " AND ".join(conditions) or "no conditions"
self.report_items("Data", items)
if describe_domain:
self.report_items("Matching data", self.match_desc)
self.report_items("Non-matching data", self.nonmatch_desc)
else:
match_inst = \
bool(self.match_desc) and \
self.match_desc["Data instances"]
nonmatch_inst = \
bool(self.nonmatch_desc) and \
self.nonmatch_desc["Data instances"]
self.report_items(
"Output",
(("Matching data",
f"{match_inst} {pl(match_inst, 'instance')}" if match_inst else "None"),
("Non-matching data",
nonmatch_inst > 0 and f"{nonmatch_inst} {pl(nonmatch_inst, 'instance')}")))
@classmethod
def migrate_context(cls, context, version):
if not version or version < 2:
# Just remove; can't migrate because variables types are unknown
context.values["conditions"] = []
class CheckBoxPopup(QWidget):
def __init__(self, var, lc, widget_parent=None, widg=None):
QWidget.__init__(self)
self.list_view = QListView()
text = []
model = QStandardItemModel(self.list_view)
for (i, val) in enumerate(var.values):
item = QStandardItem(val)
item.setCheckable(True)
if i + 1 in lc:
item.setCheckState(Qt.Checked)
text.append(val)
model.appendRow(item)
model.itemChanged.connect(widget_parent.conditions_changed)
self.list_view.setModel(model)
layout = QGridLayout(self)
layout.addWidget(self.list_view)
layout.setContentsMargins(0, 0, 0, 0)
self.setLayout(layout)
self.adjustSize()
self.setWindowFlags(Qt.Popup)
self.widget = widg
self.widget.desc_text = ', '.join(text)
self.widget.set_text()
def moved(self):
point = self.widget.rect().bottomRight()
global_point = self.widget.mapToGlobal(point)
self.move(global_point - QPoint(self.width(), 0))
class DropDownToolButton(QToolButton):
def __init__(self, parent, var, lc):
QToolButton.__init__(self, parent)
self.desc_text = ''
self.popup = CheckBoxPopup(var, lc, parent, self)
self.setMenu(QMenu()) # to show arrow
self.clicked.connect(self.open_popup)
def open_popup(self):
self.popup.moved()
self.popup.show()
def set_text(self):
metrics = QFontMetrics(self.font())
self.setText(metrics.elidedText(self.desc_text, Qt.ElideRight,
self.width() - 15))
def resizeEvent(self, _):
self.set_text()
class DateTimeWidget(QDateTimeEdit):
def __init__(self, parent, column, datetime_format):
QDateTimeEdit.__init__(self, parent)
self.format = datetime_format
self.have_date, self.have_time = datetime_format[0], datetime_format[1]
self.set_format(column)
self.setSizePolicy(
QSizePolicy(QSizePolicy.Expanding, QSizePolicy.Expanding))
def set_format(self, column):
str_format = Qt.ISODate
if self.have_date and self.have_time:
self.setDisplayFormat("yyyy-MM-dd hh:mm:ss")
c_format = "%Y-%m-%d %H:%M:%S"
min_datetime, max_datetime = self.find_range(column, c_format)
self.min_datetime = QDateTime.fromString(min_datetime, str_format)
self.max_datetime = QDateTime.fromString(max_datetime, str_format)
self.setCalendarPopup(True)
self.calendarWidget = gui.CalendarWidgetWithTime(
self, time=self.min_datetime.time())
self.calendarWidget.timeedit.timeChanged.connect(
self.set_datetime)
self.setCalendarWidget(self.calendarWidget)
self.setDateTimeRange(self.min_datetime, self.max_datetime)
elif self.have_date and not self.have_time:
self.setDisplayFormat("yyyy-MM-dd")
self.setCalendarPopup(True)
min_datetime, max_datetime = self.find_range(column, "%Y-%m-%d")
self.min_datetime = QDate.fromString(min_datetime, str_format)
self.max_datetime = QDate.fromString(max_datetime, str_format)
self.setDateRange(self.min_datetime, self.max_datetime)
elif not self.have_date and self.have_time:
self.setDisplayFormat("hh:mm:ss")
min_datetime, max_datetime = self.find_range(column, "%H:%M:%S")
self.min_datetime = QTime.fromString(min_datetime, str_format)
self.max_datetime = QTime.fromString(max_datetime, str_format)
self.setTimeRange(self.min_datetime, self.max_datetime)
def set_datetime(self, date_time):
if not date_time:
date_time = self.min_datetime
if self.have_date and self.have_time:
if isinstance(date_time, QTime):
self.setDateTime(
QDateTime(self.date(), self.calendarWidget.timeedit.time()))
else:
if isinstance(date_time, QDateTime):
self.setDateTime(date_time)
elif isinstance(date_time, QDate):
self.setDate(date_time)
elif self.have_date and not self.have_time:
self.setDate(date_time)
elif not self.have_date and self.have_time:
self.setTime(date_time)
@staticmethod
def find_range(column, convert_format):
def convert_timestamp(timestamp):
if timestamp >= 0:
return datetime.fromtimestamp(timestamp, tz=timezone.utc)
return datetime(1970, 1, 1, tzinfo=timezone.utc) + \
timedelta(seconds=int(timestamp))
min_datetime = convert_timestamp(
np.nanmin(column)).strftime(convert_format)
max_datetime = convert_timestamp(
np.nanmax(column)).strftime(convert_format)
return min_datetime, max_datetime
if __name__ == "__main__": # pragma: no cover
WidgetPreview(OWSelectRows).run(Table("heart_disease"))
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