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traja-gui.py
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traja-gui.py
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import os
from os.path import basename
from functools import partial
import sys
import matplotlib
matplotlib.use("Qt5Agg")
import pandas as pd
import matplotlib.pyplot as plt
plt.ioff()
import matplotlib.style as style
import matplotlib.backends.backend_qt5agg.FigureCanvasQTAgg as FigureCanvas
from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas, NavigationToolbar2QT as NavigationToolbar
from PyQt5 import QtGui, QtWidgets, QtCore
from PyQt5.QtCore import Qt, QThread, QObject, pyqtSignal, pyqtSlot
from PyQt5.QtWidgets import QProgressBar, QMenu, QAction, QStatusBar
import traja
CUR_STYLE = "fast"
style.use(CUR_STYLE)
TIME_WINDOW = "30s"
class QtFileLoader(QObject):
finished = pyqtSignal()
progressMaximum = pyqtSignal(int)
completed = pyqtSignal(list)
intReady = pyqtSignal(int)
def __init__(self, filepath):
super(QtFileLoader, self).__init__()
self.filepath = filepath
@pyqtSlot()
def read_in_chunks(self):
""" load dataset in parts and update the progess par """
chunksize = 10 ** 3
lines_number = sum(1 for line in open(self.filepath))
self.progressMaximum.emit(lines_number // chunksize)
dfList = []
# self.df = traja.read_file(
# str(filepath),
# index_col="time_stamps_vec",
# parse_dates=["time_stamps_vec"],
# )
TextFileReader = pd.read_csv(
self.filepath,
index_col="time_stamps_vec",
parse_dates=["time_stamps_vec"],
chunksize=chunksize,
)
for idx, df in enumerate(TextFileReader):
df.index = pd.to_datetime(df.index, format="%Y-%m-%d %H:%M:%S:%f")
dfList.append(df)
self.intReady.emit(idx)
self.completed.emit(dfList)
self.finished.emit()
class PlottingWidget(QtWidgets.QMainWindow):
def __init__(self):
super().__init__()
# super(PrettyWidget, self).__init__()
self.initUI()
def initUI(self):
self.setGeometry(600, 300, 1000, 600)
self.center()
self.setWindowTitle("Plot Trajectory")
mainMenu = self.menuBar()
fileMenu = mainMenu.addMenu("File")
saveAction = QAction("Save as...")
saveAction.setShortcut("Ctrl+S")
saveAction.setStatusTip("Save plot to file")
saveAction.setMenuRole(QAction.NoRole)
saveAction.triggered.connect(self.file_save)
fileMenu.addAction(saveAction)
exitAction = QAction("&Exit", self)
exitAction.setShortcut("Ctrl+Q")
exitAction.setStatusTip("Exit Application")
exitAction.setMenuRole(QAction.NoRole)
exitAction.triggered.connect(self.close)
fileMenu.addAction(exitAction)
settingsMenu = mainMenu.addMenu("Settings")
self.setStyleMenu = QMenu("Set Style", self)
settingsMenu.addMenu(self.setStyleMenu)
for style_name in ["default", "fast", "ggplot", "grayscale", "seaborn"]:
styleAction = QAction(style_name, self, checkable=True)
if style_name is CUR_STYLE:
styleAction.setChecked(True)
styleAction.triggered.connect(partial(self.set_style, style_name))
self.setStyleMenu.addAction(styleAction)
self.setTimeWindowMenu = QMenu("Set Time Window", self)
settingsMenu.addMenu(self.setTimeWindowMenu)
for window_str in ["None", "s", "30s", "H", "D"]:
windowAction = QAction(window_str, self, checkable=True)
if window_str is TIME_WINDOW:
windowAction.setChecked(True)
windowAction.triggered.connect(partial(self.set_time_window, window_str))
self.setTimeWindowMenu.addAction(windowAction)
# Grid Layout
grid = QtWidgets.QGridLayout()
widget = QtWidgets.QWidget(self)
self.setCentralWidget(widget)
widget.setLayout(grid)
# Import CSV Button
btn1 = QtWidgets.QPushButton("Import CSV", self)
btn1.resize(btn1.sizeHint())
btn1.clicked.connect(self.getCSV)
grid.addWidget(btn1, 1, 0)
# Canvas and Toolbar
self.figure = plt.figure(figsize=(15, 5))
self.canvas = FigureCanvas(self.figure)
self.canvas.setContextMenuPolicy(Qt.CustomContextMenu)
self.canvas.customContextMenuRequested.connect(self.popup)
grid.addWidget(self.canvas, 2, 0, 1, 2)
# DropDown mean / comboBox
self.df = pd.DataFrame()
self.columns = []
self.plot_list = []
self.comboBox = QtWidgets.QComboBox(self)
self.comboBox.addItems(self.columns)
grid.addWidget(self.comboBox, 0, 0)
self.comboBox2 = QtWidgets.QComboBox(self)
self.comboBox2.addItems(self.plot_list)
grid.addWidget(self.comboBox2, 0, 1)
# Plot Button
btn2 = QtWidgets.QPushButton("Plot", self)
btn2.resize(btn2.sizeHint())
btn2.clicked.connect(self.plot)
grid.addWidget(btn2, 1, 1)
# Progress bar
self.progress = QProgressBar(self)
# self.progress.setRange(0, 1)
grid.addWidget(self.progress, 3, 0, 1, 2)
self.statusBar = QStatusBar()
self.setStatusBar(self.statusBar)
self.show()
def set_style(self, style_name: str):
global CUR_STYLE
self.statusBar.showMessage(f"Style set to {style_name}")
actions = self.setStyleMenu.actions()
CUR_STYLE = style_name
for action in actions:
if action.text() == CUR_STYLE:
# print(f"✓ {CUR_STYLE}")
action.setChecked(True)
else:
action.setChecked(False)
print(f"Style set to {CUR_STYLE}")
def popup(self, pos):
menu = QMenu()
saveAction = menu.addAction("Save...")
action = menu.exec_(self.canvas.viewport().mapToGlobal(pos))
if action == saveAction:
self.file_save()
def file_save(self, target="figure"):
name = QtGui.QFileDialog.getSaveFileName(self, "Save File")
if target == "figure":
self.figure.savefig(name)
def update_progress_bar(self, i: int):
self.progress.setValue(i)
max = self.progress.maximum()
self.statusBar.showMessage(f"Loading ... {100*i/max:.0f}%")
def set_progress_bar_max(self, max: int):
self.progress.setMaximum(max)
def clear_progress_bar(self):
self.progress.hide()
self.statusBar.showMessage("Completed.")
def getCSV(self):
self.statusBar.showMessage("Loading CSV...")
filepath, _ = QtWidgets.QFileDialog.getOpenFileName(
self, "Open CSV", (QtCore.QDir.homePath()), "CSV (*.csv *.tsv)"
)
if filepath != "":
self.filepath = filepath
self.loaderThread = QThread()
self.loaderWorker = QtFileLoader(filepath)
self.loaderWorker.moveToThread(self.loaderThread)
self.loaderThread.started.connect(self.loaderWorker.read_in_chunks)
self.loaderWorker.intReady.connect(self.update_progress_bar)
self.loaderWorker.progressMaximum.connect(self.set_progress_bar_max)
# self.loaderWorker.read_in_chunks.connect(self.df)
self.loaderWorker.completed.connect(self.list_to_df)
self.loaderWorker.completed.connect(self.clear_progress_bar)
self.loaderThread.finished.connect(self.loaderThread.quit)
self.loaderThread.start()
@pyqtSlot(list)
def list_to_df(self, dfs: list):
df = pd.concat(dfs)
self.df = df
self.columns = self.df.columns.tolist()
self.plot_list = ["Actogram", "Polar Bar", "Polar Histogram", "Trajectory"]
self.comboBox.clear()
self.comboBox.addItems(self.columns)
self.comboBox2.clear()
self.comboBox2.addItems(self.plot_list)
self.statusBar.clearMessage()
def mousePressEvent(self, QMouseEvent):
if QMouseEvent.button() == Qt.RightButton:
print("Right Button Clicked")
def load_project_structure(self, startpath, tree):
"""
Load Project structure tree
:param startpath:
:param tree:
:return:
"""
from PyQt5.QtWidgets import QTreeWidgetItem
from PyQt5.QtGui import QIcon
for element in os.listdir(startpath):
path_info = startpath + "/" + element
parent_itm = QTreeWidgetItem(tree, [os.path.basename(element)])
if os.path.isdir(path_info):
self.load_project_structure(path_info, parent_itm)
parent_itm.setIcon(0, QIcon("assets/folder.ico"))
else:
parent_itm.setIcon(0, QIcon("assets/file.ico"))
def set_time_window(self, window: str):
global TIME_WINDOW
TIME_WINDOW = window
self.statusBar.showMessage(f"Time window set to {window}")
actions = self.setTimeWindowMenu.actions()
for action in actions:
if action.text() == TIME_WINDOW:
action.setChecked(True)
else:
action.setChecked(False)
print(f"Time window set to {window}")
def plot(self):
plt.clf()
plot_kind = self.comboBox2.currentText()
self.statusBar.showMessage(f"Plotting {plot_kind}")
projection = (
"polar" if plot_kind in ["Polar Bar", "Polar Histogram"] else "rectilinear"
)
ax = self.figure.add_subplot(111, projection=projection)
title = f"{basename(self.filepath)}"
# TODO: Move mapping to separate method
if plot_kind == "Actogram":
displacement = traja.trajectory.calc_displacement(self.df)
if TIME_WINDOW != "None":
displacement = displacement.rolling(TIME_WINDOW).mean()
# from pyqtgraph.Qt import QtGui, QtCore
traja.plotting.plot_actogram(displacement, ax=ax, interactive=False)
elif plot_kind == "Trajectory":
traja.plotting.plot(self.df, ax=ax, interactive=False)
elif plot_kind == "Quiver":
traja.plotting.plot_quiver(self.df, ax=ax, interactive=False)
elif plot_kind == "Polar Bar":
traja.plotting.polar_bar(self.df, ax=ax, title=title, interactive=False)
elif plot_kind == "Polar Histogram":
traja.plotting.polar_bar(
self.df, ax=ax, title=title, overlap=False, interactive=False
)
plt.tight_layout()
self.canvas.draw()
self.statusBar.clearMessage()
def center(self):
qr = self.frameGeometry()
cp = QtWidgets.QDesktopWidget().availableGeometry().center()
qr.moveCenter(cp)
self.move(qr.topLeft())
def main():
app = QtWidgets.QApplication(sys.argv)
w = PlottingWidget()
sys.exit(app.exec_())
if __name__ == "__main__":
main()