def load_glycation(self, filename: Optional[str] = None) -> None:
"""
Load glycation data from a CSV file and display it
in the corresponding chart view.
:param str filename: directly load this file
:return: nothing, sets self.se_glycation
:rtype: None
"""
# load and clean glycation data
if filename is None:
filename, self.last_path = get_filename(
self, "open", self.tr("Load glycation data ..."),
self.last_path, FileTypes(["csv"]))
if filename is None:
return
logging.info(
self.tr("Loading glycation data in '{}'").format(filename))
try:
self.glycation = read_clean_datasets(filename)
except (OSError, ValueError) as e:
logging.error(str(e))
QMessageBox.critical(self, self.tr("Error"), str(e))
return
# extract x- and y-values from series
x_values = [str(i) for i in self.glycation.index]
y_values = [a.nominal_value for a in self.glycation]
# assemble the chart
bar_set = QBarSet("glycation abundance")
bar_set.append(y_values)
bar_set.setColor(QColor("#a1dab4"))
bar_set.hovered.connect(self.update_glycation_label)
bar_series = QBarSeries()
bar_series.append(bar_set)
x_axis = QBarCategoryAxis()
x_axis.append(x_values)
x_axis.setTitleText(self.tr("count"))
y_axis = QValueAxis()
y_axis.setRange(0, 100)
y_axis.setTitleText(self.tr("abundance"))
y_axis.setLabelFormat("%d")
chart = QChart()
chart.addSeries(bar_series)
chart.setAxisX(x_axis, bar_series)
chart.setAxisY(y_axis, bar_series)
chart.legend().setVisible(False)
chart.setBackgroundRoundness(0)
chart.layout().setContentsMargins(0, 0, 0, 0)
chart.setMargins(QMargins(5, 5, 5, 5))
self.cvGlycation.setChart(chart)
class Chart(QChartView):
def __init__(self, barCount: int):
super().__init__()
self.chart = QChart()
self.setChart(self.chart)
self.setRenderHint(QPainter.Antialiasing)
self.chart.setAnimationOptions(QChart.SeriesAnimations)
self.chart.setBackgroundVisible(True)
self.chart.legend().setVisible(False)
self.series = QBarSeries()
self.chart.addSeries(self.series)
self.barValues = QBarSet('')
self.series.append(self.barValues)
for i in range(barCount):
self.barValues << 0.
self.xAxis = QBarCategoryAxis()
self.chart.addAxis(self.xAxis, Qt.AlignBottom)
self.series.attachAxis(self.xAxis)
self.xAxis.setTitleText('yPlus ranges')
self.yAxis = QValueAxis()
self.chart.addAxis(self.yAxis, Qt.AlignLeft)
self.series.attachAxis(self.yAxis)
self.yAxis.setTitleText('% of surface area')
self.yAxis.setRange(0, 100)
def setBarRanges(self, pois: List[float]):
for i in range(len(pois)):
if i == 0:
tag = 'lt ' + str(pois[0])
elif i == len(pois) - 1:
tag = 'gt ' + str(pois[-1])
else:
tag = str(pois[i]) + ' - ' + str(pois[i + 1])
if not self.xAxis.count():
self.xAxis.append(tag)
else:
self.xAxis.replace(self.xAxis.at(i), tag)
def setBarValues(self, values: List[float]):
assert len(values) == self.barValues.count()
for i in range(len(values)):
if not self.barValues.count():
self.barValues.insert(i, 0.)
else:
self.barValues.replace(i, values[i])
def grafik_uji_kategori(self):
with open(
'C:/Users/asus/Desktop/SKRIPSWEET BISMILLAH/MODUL PROGRAM/Modul Program Bismillah/Pengujian/hasil_uji_kategori_kfold.json'
) as f:
dataa = json.load(f)
print(dataa)
acc = dataa['acc']
pres = dataa['presisi']
rec = dataa['recall']
set0 = QBarSet('Akurasi')
set1 = QBarSet('Presisi')
set2 = QBarSet('Recall')
for i in range(len(acc)):
set0.append(acc[i] * 100)
for i in range(len(pres)):
set1.append(pres[i] * 100)
for i in range(len(rec)):
set2.append(rec[i] * 100)
series = QBarSeries()
series.append(set0)
series.append(set1)
series.append(set2)
set0.setColor(QtGui.QColor("navy"))
set1.setColor(QtGui.QColor("yellow"))
set2.setColor(QtGui.QColor("red"))
chart = QChart()
chart.addSeries(series)
chart.setAnimationOptions(QChart.SeriesAnimations)
label_pantai = ['K=1', 'K=2', 'K=3', 'K=4', 'K=5']
axisX = QBarCategoryAxis()
axisX.append(label_pantai)
axisX.setLabelsAngle(0)
axisY = QValueAxis()
axisX.setTitleText("K-Fold Cross Validation")
axisY.setTitleText("Prosentase (%)")
axisY.setRange(0, max(set0))
axisY.setMinorTickCount(5)
chart.addAxis(axisX, Qt.AlignBottom)
chart.addAxis(axisY, Qt.AlignLeft)
chart.legend().setVisible(True)
chart.legend().setAlignment(Qt.AlignBottom)
return (chart)
def update_graph(self, index):
if index == 2:
self.graph_chart.removeAllSeries()
axis_x = QBarCategoryAxis()
axis_x.setTitleText("日期")
if self.graph_chart.axisX():
self.graph_chart.removeAxis(self.graph_chart.axisX())
self.graph_chart.addAxis(axis_x, Qt.AlignBottom)
axis_y = QValueAxis()
axis_y.setLabelFormat("%i")
axis_y.setTitleText("售出量")
if self.graph_chart.axisY():
self.graph_chart.removeAxis(self.graph_chart.axisY())
self.graph_chart.addAxis(axis_y, Qt.AlignLeft)
max_num = 0
total_date = 0
set_dict = {}
for key, data in sorted(self.graph_series.items(),
key=lambda i: int(i[0])):
axis_x.append(
QDateTime.fromSecsSinceEpoch(
int(key)).toString("yyyy年MM月dd日"))
for set_name, value in data.items():
if set_name not in set_dict:
set_dict[set_name] = QBarSet(set_name)
for _ in range(total_date):
set_dict[set_name].append(0)
set_dict[set_name].append(value)
max_num = max(max_num, value)
total_date += 1
for _, bar_set in set_dict.items():
if bar_set.count() < total_date:
bar_set.append(0)
bar_series = QBarSeries()
for _, bar_set in set_dict.items():
bar_series.append(bar_set)
bar_series.hovered.connect(self.graph_tooltip)
axis_y.setMax(max_num + 1)
axis_y.setMin(0)
self.graph_chart.addSeries(bar_series)
bar_series.attachAxis(axis_x)
bar_series.attachAxis(axis_y)
def create_chart(self):
self.chart.setTitle('Grafiek financieën magazijnvoorraad')
font = QFont("Sans Serif", 10)
font.setWeight(QFont.Bold)
self.chart.setTitleFont(font)
set0 = QBarSet('Totaal')
set1 = QBarSet('Courant')
set2 = QBarSet('Incourant')
set0 << rpvrd[0][1] << rpvrd[1][1] << rpvrd[2][1] << rpvrd[3][
1] << rpvrd[4][1] << rpvrd[5][1] << rpvrd[6][1] << rpvrd[7][
1] << rpvrd[8][1] << rpvrd[9][1] << rpvrd[10][1] << rpvrd[
11][1]
set1 << rpvrd[0][2] << rpvrd[1][2] << rpvrd[2][2] << rpvrd[3][
2] << rpvrd[4][2] << rpvrd[5][2] << rpvrd[6][2] << rpvrd[7][
2] << rpvrd[8][2] << rpvrd[9][2] << rpvrd[10][2] << rpvrd[
11][2]
set2 << rpvrd[0][3] << rpvrd[1][3] << rpvrd[2][3] << rpvrd[3][
3] << rpvrd[4][3] << rpvrd[5][3] << rpvrd[6][3] << rpvrd[7][
3] << rpvrd[8][3] << rpvrd[9][3] << rpvrd[10][3] << rpvrd[
11][3]
barseries = QBarSeries()
barseries.append(set0)
barseries.append(set1)
barseries.append(set2)
barseries.append
categories = [rpvrd[0][0],rpvrd[1][0],rpvrd[2][0],rpvrd[3][0],rpvrd[4][0],\
rpvrd[5][0],rpvrd[6][0],rpvrd[7][0],rpvrd[8][0],rpvrd[9][0],\
rpvrd[10][0],rpvrd[11][0]]
self.chart.addSeries(barseries)
self.chart.axisX()
self.chart.createDefaultAxes()
axisX = QBarCategoryAxis()
axisX.append(categories)
axisX.setTitleText('Voortschrijdende periode over 12 maanden')
self.chart.setAxisX(axisX, barseries)
axisX.setRange(rpvrd[0][0], rpvrd[11][0])
axisX.setLabelsAngle(-90)
def setupUi(self, Form):
Form.resize(800, 600)
Form.setWindowTitle("Analytics")
icon = QtGui.QIcon()
icon.addPixmap(QtGui.QPixmap("assets/FaceAttend2.png"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
Form.setWindowIcon(icon)
self.Calculate()
low = QBarSet("Short")
high = QBarSet("Clear")
soshort = QBarSet("So Short")
low << self.Low[0] << self.Low[1] << self.Low[2] << self.Low[3] << self.Low[4] << self.Low[5] << self.Low[6]
soshort << self.SoShort[0] << self.SoShort[1] << self.SoShort[2] << self.SoShort[3] << self.SoShort[4] << self.SoShort[5] << self.SoShort[6]
# high <<40 << -50 << -45.3 << -37.0 << -25.6 << -8.0 << -6.0
high << self.High[0] << self.High[1] << self.High[2] << self.High[3] << self.High[4] << self.High[5] << self.High[6]
series = QStackedBarSeries()
series.append(low)
series.append(high)
series.append(soshort)
chart = QChart()
chart.addSeries(series)
chart.setTitle("Attendance Graph")
chart.setAnimationOptions(QChart.SeriesAnimations)
categories = [self.Subjects[0],self.Subjects[1],self.Subjects[2],self.Subjects[3],self.Subjects[4],self.Subjects[5],self.Subjects[6]]
axis = QBarCategoryAxis()
axis.append(categories)
axis.setTitleText("Month")
chart.createDefaultAxes()
chart.setAxisX(axis, series)
chart.axisY(series).setRange(0, 100)
chart.axisY(series).setTitleText("Percentage (%)")
chart.legend().setVisible(True)
chart.legend().setAlignment(Qt.AlignBottom)
chartView = QChartView(chart)
Form.setCentralWidget(chartView)
def create_histogram(self, series, max_val, animation=True):
if animation:
animation_type = QChart.AllAnimations
else:
animation_type = QChart.NoAnimation
font_title = QFont()
font_title.setBold(True)
font_title.setPointSize(13)
chart = QChart()
chart.addSeries(series)
chart.setTitle('Histogram of Bot Scores')
chart.setTitleFont(font_title)
chart.setBackgroundVisible(False)
chart.setMargins(QMargins())
chart.setAnimationOptions(animation_type)
scores = ('0', '0.1', '0.2', '0.3', '0.4', '0.5', '0.6', '0.7', '0.8',
'0.9')
axisX = QBarCategoryAxis()
axisX.setTitleText("Bot Score")
axisX.append(scores)
axisY = QValueAxis()
axisY.setTitleText("Number Of Tweets")
axisY.setRange(0, max_val)
chart.addAxis(axisX, Qt.AlignBottom)
chart.addAxis(axisY, Qt.AlignLeft)
chart.legend().setVisible(False)
chart.legend().setAlignment(Qt.AlignBottom)
self.ui.histogram.setChart(chart)
self.ui.histogram.setRenderHint(QPainter.Antialiasing)
QApplication.processEvents()
def setupUi(self, Form):
Form.resize(800, 600)
color = QColor("red")
low = QBarSet("Short")
high = QBarSet("Clear")
low << 40.0 << 75.0 << 45.3 << 37.0 << 25.6 << 8.0 << 6.0
# high << value[0] << value[1] << value[2] << value[3] << value[4] << value[5] << value[6]
# high <<40 << -50 << -45.3 << -37.0 << -25.6 << -8.0 << -6.0
high << self.percentage[0] << self.percentage[1] << self.percentage[2] << self.percentage[3] << self.percentage[4] << self.percentage[5] << self.percentage[6]
series = QStackedBarSeries()
series.append(low)
series.append(high)
chart = QChart()
chart.addSeries(series)
chart.setTitle("Attendance Graph")
chart.setAnimationOptions(QChart.SeriesAnimations)
categories = [self.Subjects[0],self.Subjects[1],self.Subjects[2],self.Subjects[3],self.Subjects[4],self.Subjects[5],self.Subjects[6]]
axis = QBarCategoryAxis()
axis.append(categories)
axis.setTitleText("Month")
chart.createDefaultAxes()
chart.setAxisX(axis, series)
chart.axisY(series).setRange(0, 100)
chart.axisY(series).setTitleText("Percentage (%)")
chart.legend().setVisible(True)
chart.legend().setAlignment(Qt.AlignBottom)
chartView = QChartView(chart)
Form.setCentralWidget(chartView)
class LastMonthsHistogram(QChartView):
"""
Chart that displays the balance
from the whole portfolio from the last months
"""
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
self.chart = QChart()
def setupChartWithData(self):
"""
Chart gets updated displaying the new data.
Data has to be expressed on a dictionary form:
- keys are timestamps
- values are total balance for that timestamp
"""
self.chart = QChart()
self.chart.setTheme(QChart.ChartThemeDark)
self.chart.setAnimationOptions(QChart.SeriesAnimations)
self.chart.setBackgroundBrush(QBrush(QColor("transparent")))
# Series
self.barseries = QBarSeries()
currentyear, currentmonth = datetime.today().year, datetime.today(
).month
dates, amounts = [], []
# Get 5 previous month numbers
for _ in range(5):
dates.append((currentmonth, currentyear))
currentmonth -= 1
if currentmonth == 0:
currentmonth = 12
currentyear -= 1
# Get amounts for each month
for d in dates:
month, year = d
amounts.append(
dbhandler.get_total_wealth_on_month(month, year=year))
# Iterate months and amount and insert them into the histogram appropiately
barset = QBarSet('Total wealth')
labelsfont = QFont()
labelsfont.setFamily('Inter')
labelsfont.setBold(True)
barset.setLabelFont(labelsfont)
barset.setColor(QColor("#D3EABD"))
x_values = []
for d, a in zip(reversed(dates), reversed(amounts)):
if a > 0:
barset.append(int(a))
x_values.append(calendar.month_name[d[0]])
self.barseries.append(barset)
self.barseries.setName("Last Months")
self.barseries.setLabelsVisible(True)
self.barseries.setBarWidth(0.2)
self.barseries.setLabelsPosition(QAbstractBarSeries.LabelsOutsideEnd)
self.chart.addSeries(self.barseries)
# Axis X (Dates)
self.x_axis = QBarCategoryAxis()
self.x_axis.setTitleText(self.tr('Date'))
labelsfont = QFont()
labelsfont.setFamily('Roboto')
labelsfont.setLetterSpacing(QFont.AbsoluteSpacing, 1)
labelsfont.setWeight(QFont.Light)
labelsfont.setPointSize(9)
self.x_axis.setLabelsFont(labelsfont)
self.x_axis.setGridLineVisible(False)
self.x_axis.setLineVisible(False)
self.x_axis.setLinePenColor(QColor("#D3EABD"))
self.x_axis.setTitleVisible(False)
self.x_axis.append(x_values)
self.chart.addAxis(self.x_axis, Qt.AlignBottom)
# Axis Y (Balances)
self.y_axis = QValueAxis()
self.y_axis.setMax(max(amounts) * 1.3)
self.y_axis.setMin(min(amounts) * 0.95)
self.y_axis.hide()
labelsfont = QFont()
labelsfont.setPointSize(4)
self.y_axis.setLabelsFont(labelsfont)
self.chart.addAxis(self.y_axis, Qt.AlignLeft)
# Attach axis to series
self.barseries.attachAxis(self.x_axis)
self.barseries.attachAxis(self.y_axis)
# Legend
self.chart.legend().hide()
# Set up chart on ChartView
self.setChart(self.chart)
self.setRenderHint(QPainter.Antialiasing)
self.setStyleSheet("border: 0px; background-color: rgba(0,0,0,0)")
