Restructure data access to pandas model

This commit is contained in:
Andreas Tsouchlos 2024-01-05 14:32:45 +01:00
parent 8d660ea8c2
commit 99a7920118
3 changed files with 140 additions and 69 deletions

View File

@ -35,16 +35,16 @@ class HeaderContextMenu(QMenu):
"""Context menu appearing when right-clicking the header of the QTableView. """Context menu appearing when right-clicking the header of the QTableView.
""" """
def __init__(self, column, pandas_model: PandasModel, callback=None, def __init__(self, column_index, pandas_model: PandasModel, callback=None,
parent=None): parent=None):
super(HeaderContextMenu, self).__init__() super(HeaderContextMenu, self).__init__()
self._column = column
self._pandas_model = pandas_model self._pandas_model = pandas_model
self._callback = callback self._callback = callback
self._column_index = column_index
self._column_text \ self._column_text \
= self._pandas_model.headerData(self._column, = self._pandas_model.headerData(self._column_index,
Qt.Orientation.Horizontal) Qt.Orientation.Horizontal)
# Define assign action # Define assign action
@ -85,9 +85,11 @@ class HeaderContextMenu(QMenu):
return return
if (new_name != self._column_text) and (new_name != ''): if (new_name != self._column_text) and (new_name != ''):
df = self._pandas_model.get_dataframe() try:
df = df.rename(columns={self._column_text: new_name}) self._pandas_model.rename_column(self._column_text, new_name)
self._pandas_model.set_dataframe(df) except:
QMessageBox.warning(self, "No action performed",
"An error occurred.")
if self._callback: if self._callback:
self._callback() self._callback()
@ -98,10 +100,7 @@ class HeaderContextMenu(QMenu):
f" column '{self._column_text}'?") f" column '{self._column_text}'?")
if button == QMessageBox.StandardButton.Yes: if button == QMessageBox.StandardButton.Yes:
df = self._pandas_model.get_dataframe() self._pandas_model.delete_column_by_index(self._column_index)
df = df.iloc[:, [j for j, c
in enumerate(df.columns) if j != self._column]]
self._pandas_model.set_dataframe(df)
if self._callback: if self._callback:
self._callback() self._callback()
@ -112,21 +111,14 @@ class HeaderContextMenu(QMenu):
if column != self._column_text] if column != self._column_text]
other_name, flag = QInputDialog.getItem(self, "Switch column position", other_name, flag = QInputDialog.getItem(self, "Switch column position",
f"Switch position of colum" f"Switch position of colum "
f" '{self._column_text}' with:", f"'{self._column_text}' with:",
columns, editable=False) columns, editable=False)
if not flag: if not flag:
return return
column_titles = list(df.columns) self._pandas_model.switch_columns(self._column_text, other_name)
index1, index2 = column_titles.index(
self._column_text), column_titles.index(other_name)
column_titles[index1], column_titles[index2] \
= column_titles[index2], column_titles[index1]
df = df.reindex(columns=column_titles)
self._pandas_model.set_dataframe(df)
if self._callback: if self._callback:
self._callback() self._callback()
@ -139,14 +131,12 @@ class HeaderContextMenu(QMenu):
if not flag: if not flag:
return return
df = self._pandas_model.get_dataframe()
try: try:
df[self._column_text] \ self._pandas_model.assign_date_column(self._column_text,
= pd.to_datetime(df[self._column_text], format=date_format) date_format)
except: except:
QMessageBox.warning(self, "No action performed", QMessageBox.warning(self, "No action performed",
"An error occurred.") "An error occurred.")
self._pandas_model.set_dataframe(df)
if self._callback: if self._callback:
self._callback() self._callback()
@ -160,19 +150,12 @@ class HeaderContextMenu(QMenu):
if not flag: if not flag:
return return
df = self._pandas_model.get_dataframe()
try: try:
if decimal_sep == ',': self._pandas_model.assign_float_column(self._column_text,
df[self._column_text] \ decimal_sep)
= df[self._column_text].str.replace(',', '.').astype(float)
else:
df[self._column_text] = df[self._column_text].astype(float)
except: except:
QMessageBox.warning(self, "No action performed", QMessageBox.warning(self, "No action performed",
"An error occurred.") "An error occurred.")
self._pandas_model.set_dataframe(df)
if self._callback: if self._callback:
self._callback() self._callback()

View File

@ -45,6 +45,7 @@ class MainWindow(QMainWindow):
self._proxy_model.setSourceModel(self._pandas_model) self._proxy_model.setSourceModel(self._pandas_model)
self._table_view.setModel(self._proxy_model) self._table_view.setModel(self._proxy_model)
self._proxy_model.setSortRole(Qt.ItemDataRole.EditRole) self._proxy_model.setSortRole(Qt.ItemDataRole.EditRole)
self._proxy_model.setDynamicSortFilter(False)
# Set event handlers # Set event handlers
@ -98,6 +99,13 @@ class MainWindow(QMainWindow):
len(col)) len(col))
self._table_view.setColumnWidth(i, max_char * 10) self._table_view.setColumnWidth(i, max_char * 10)
def _assign_category_to_selected_transactions(self, category: str):
indexes = self._table_view.selectionModel().selectedRows()
row_indices = [self._table_view.model().mapToSource(index).row()
for index in indexes]
self._pandas_model.assign_category(category, row_indices)
# #
# List data updates # List data updates
# #
@ -107,16 +115,11 @@ class MainWindow(QMainWindow):
self._list_widget.addItem(category) self._list_widget.addItem(category)
def _update_categories_from_dataframe(self): def _update_categories_from_dataframe(self):
df = self._pandas_model.get_dataframe() df_categories = self._pandas_model.get_categories()
if 'category' not in df.columns:
df['category'] = [' '] * len(df.index)
df_categories = df['category'].unique()
current_categories = [self._list_widget.item(x).text() for x current_categories = [self._list_widget.item(x).text() for x
in range(self._list_widget.count())] in range(self._list_widget.count())]
missing = list(set(df_categories) - set(current_categories)) missing = list(set(df_categories) - set(current_categories))
self._add_categories([category for category self._add_categories([category for category
in missing if category != ' ']) in missing if category != ' '])
@ -135,19 +138,19 @@ class MainWindow(QMainWindow):
warning_item.hide() warning_item.hide()
self._warning_layout.removeItem(warning_item) self._warning_layout.removeItem(warning_item)
df = self._pandas_model.get_dataframe() columns = self._pandas_model.get_columns()
if 't' not in df.columns: if 't' not in columns:
self._add_warning_item( self._add_warning_item(
"The column 't' does not exist. Please rename the column" "The column 't' does not exist. Please rename the column"
" containing the dates of the transactions to 't'.") " containing the dates of the transactions to 't'.")
if 'value' not in df.columns: if 'value' not in columns:
self._add_warning_item( self._add_warning_item(
"The column 'value' does not exist. Please rename the column" "The column 'value' does not exist. Please rename the column"
" containing the values of the transactions to 'value'.") " containing the values of the transactions to 'value'.")
if 'balance' not in df.columns: if 'balance' not in columns:
self._add_warning_item( self._add_warning_item(
"The column 'balance' does not exist. Please rename the column" "The column 'balance' does not exist. Please rename the column"
" containing the balance after each transaction to 'balance'") " containing the balance after each transaction to 'balance'")
@ -159,7 +162,7 @@ class MainWindow(QMainWindow):
def _handle_header_right_click(self, pos): def _handle_header_right_click(self, pos):
column = self._table_view.horizontalHeader().logicalIndexAt(pos) column = self._table_view.horizontalHeader().logicalIndexAt(pos)
context = HeaderContextMenu(parent=self, column=column, context = HeaderContextMenu(parent=self, column_index=column,
pandas_model=self._pandas_model, pandas_model=self._pandas_model,
callback=self._dataframe_update_callback) callback=self._dataframe_update_callback)
context.exec(self.sender().mapToGlobal(pos)) context.exec(self.sender().mapToGlobal(pos))
@ -187,35 +190,19 @@ class MainWindow(QMainWindow):
f"Are you sure you want to delete" f"Are you sure you want to delete"
f" category '{selected_item.text()}'?") f" category '{selected_item.text()}'?")
df = self._pandas_model.get_dataframe()
if 'category' not in df.columns:
df['category'] = [' '] * len(df.index)
if button == QMessageBox.StandardButton.Yes: if button == QMessageBox.StandardButton.Yes:
df.loc[df['category'] == selected_item.text(), 'category'] = ' ' self._pandas_model.delete_category(selected_item.text())
self._list_widget.takeItem(self._list_widget.row(selected_item)) self._list_widget.takeItem(self._list_widget.row(selected_item))
self._pandas_model.set_dataframe(df)
def _handle_clear_click(self): def _handle_clear_click(self):
self._assign_category(' ') self._assign_category_to_selected_transactions(' ')
def _assign_category(self, category: str):
indexes = self._table_view.selectionModel().selectedRows()
row_indices = [self._table_view.model().mapToSource(index).row()
for index in indexes]
df = self._pandas_model.get_dataframe()
df.loc[row_indices, 'category'] = category
self._pandas_model.set_dataframe(df)
def _handle_apply_click(self): def _handle_apply_click(self):
category = self._list_widget.selectedItems()[0].text() category = self._list_widget.selectedItems()[0].text()
self._assign_category(category) self._assign_category_to_selected_transactions(category)
def _handle_item_double_click(self, item): def _handle_item_double_click(self, item):
self._assign_category(item.text()) self._assign_category_to_selected_transactions(item.text())
def _handle_save(self): def _handle_save(self):
filename, _ = QFileDialog.getSaveFileName(self, 'Save File') filename, _ = QFileDialog.getSaveFileName(self, 'Save File')

View File

@ -1,3 +1,5 @@
import typing
import numpy import numpy
import pandas as pd import pandas as pd
from PyQt6 import QtCore from PyQt6 import QtCore
@ -20,9 +22,10 @@ class PandasModel(QtCore.QAbstractTableModel):
self._data = pd.DataFrame() self._data = pd.DataFrame()
self._data_str = pd.DataFrame() self._data_str = pd.DataFrame()
self._horizontalHeaders = None
#
# Overloaded functions # Overloaded functions
#
def rowCount(self, parent=None): def rowCount(self, parent=None):
return len(self._data_str.values) return len(self._data_str.values)
@ -55,14 +58,112 @@ class PandasModel(QtCore.QAbstractTableModel):
and (role == Qt.ItemDataRole.DisplayRole)): and (role == Qt.ItemDataRole.DisplayRole)):
return super().headerData(section, orientation, role) return super().headerData(section, orientation, role)
return self._horizontalHeaders[section] return self._data_str.columns[section]
# Other functions #
# Manipulate categories
#
def assign_category(self, category, row_indices):
if 'category' not in self._data.columns:
self.create_column('category')
self._data.loc[row_indices, 'category'] = category
self._data_str = _get_str_dataframe(self._data)
for row_index in row_indices:
start_index = self.index(row_index, 0)
stop_index = self.index(row_index, len(self._data.columns) - 1)
self.dataChanged.emit(start_index, stop_index)
def delete_category(self, category):
if 'category' not in self._data.columns:
self.create_column('category')
row_indices = self._data.loc[self._data['category'] == category].index
self.assign_category(' ', row_indices)
def get_categories(self) -> typing.List[str]:
if 'category' not in self._data.columns:
self.create_column('category')
return self._data['category'].unique()
#
# Manipulate columns
#
def create_column(self, column, initial_value=' '):
self._data[column] = [initial_value] * len(self._data.index)
self._data_str = _get_str_dataframe(self._data)
self.layoutAboutToBeChanged.emit()
self.layoutChanged.emit()
def delete_column_by_index(self, column_index):
self._data \
= self._data.iloc[:, [j for j, c in enumerate(self._data.columns)
if j != column_index]]
self._data_str = _get_str_dataframe(self._data)
self.layoutAboutToBeChanged.emit()
self.layoutChanged.emit()
def rename_column(self, old_name, new_name):
if new_name in self._data.columns:
raise Exception(
f"A column with the name '{new_name}' already exists.")
self._data = self._data.rename(columns={old_name: new_name})
self._data_str = _get_str_dataframe(self._data)
column_index = self._data.columns.get_loc(new_name)
self.headerDataChanged.emit(Qt.Orientation.Horizontal,
column_index, column_index)
def switch_columns(self, column1, column2):
column_titles = list(self._data.columns)
index1, index2 \
= column_titles.index(column1), column_titles.index(column2)
column_titles[index1], column_titles[index2] \
= column_titles[index2], column_titles[index1]
self._data = self._data.reindex(columns=column_titles)
self._data_str = _get_str_dataframe(self._data)
self.layoutAboutToBeChanged.emit()
self.layoutChanged.emit()
def get_columns(self) -> typing.List[str]:
return list(self._data.columns)
def assign_float_column(self, column, decimal_sep):
if decimal_sep == ',':
self._data[column] \
= self._data[column].str.replace(',', '.').astype(float)
else:
self._data[column] = self._data[column].astype(float)
self._data_str = _get_str_dataframe(self._data)
column_index = self._data.columns.get_loc(column)
start_index = self.index(0, column_index)
stop_index = self.index(len(self._data.index), column_index)
self.dataChanged.emit(start_index, stop_index)
def assign_date_column(self, column, date_format):
self._data[column] \
= pd.to_datetime(self._data[column], format=date_format)
self._data_str = _get_str_dataframe(self._data)
#
# Directly access dataframe
#
def set_dataframe(self, df): def set_dataframe(self, df):
self._data = df self._data = df
self._data_str = _get_str_dataframe(df) self._data_str = _get_str_dataframe(df)
self._horizontalHeaders = list(df.columns)
self.layoutAboutToBeChanged.emit() self.layoutAboutToBeChanged.emit()
self.layoutChanged.emit() self.layoutChanged.emit()