def setupUi(self, Sd_t_Form):
Sd_t_Form.setObjectName("Sd_t_Form")
Sd_t_Form.resize(930, 511)
font = QtGui.QFont()
font.setPointSize(12)
Sd_t_Form.setFont(font)
self.label_4 = QtWidgets.QLabel(Sd_t_Form)
self.label_4.setGeometry(QtCore.QRect(460, 10, 131, 31))
self.label_4.setObjectName("label_4")
self.widget = Plot(Sd_t_Form)
self.widget.setGeometry(QtCore.QRect(460, 50, 431, 421))
self.widget.setObjectName("widget")
self.layoutWidget = QtWidgets.QWidget(Sd_t_Form)
self.layoutWidget.setGeometry(QtCore.QRect(10, 190, 439, 138))
self.layoutWidget.setObjectName("layoutWidget")
self.verticalLayout = QtWidgets.QVBoxLayout(self.layoutWidget)
self.verticalLayout.setContentsMargins(0, 0, 0, 0)
self.verticalLayout.setObjectName("verticalLayout")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.radioButton_one = QtWidgets.QRadioButton(self.layoutWidget)
self.radioButton_one.setChecked(True)
self.radioButton_one.setObjectName("radioButton_one")
self.horizontalLayout.addWidget(self.radioButton_one)
self.radioButton_few = QtWidgets.QRadioButton(self.layoutWidget)
self.radioButton_few.setAutoExclusive(True)
self.radioButton_few.setObjectName("radioButton_few")
self.horizontalLayout.addWidget(self.radioButton_few)
self.radioButton = QtWidgets.QRadioButton(self.layoutWidget)
self.radioButton.setAutoExclusive(False)
self.radioButton.setObjectName("radioButton")
self.horizontalLayout.addWidget(self.radioButton)
self.verticalLayout.addLayout(self.horizontalLayout)
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.label_2 = QtWidgets.QLabel(self.layoutWidget)
self.label_2.setObjectName("label_2")
self.gridLayout.addWidget(self.label_2, 0, 0, 1, 2)
self.doubleSpinBox = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox.setDecimals(0)
self.doubleSpinBox.setMinimum(0.0)
self.doubleSpinBox.setObjectName("doubleSpinBox")
self.gridLayout.addWidget(self.doubleSpinBox, 0, 2, 1, 2)
self.pushButton = QtWidgets.QPushButton(self.layoutWidget)
self.pushButton.setObjectName("pushButton")
self.gridLayout.addWidget(self.pushButton, 0, 4, 1, 1)
self.label_3 = QtWidgets.QLabel(self.layoutWidget)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 1, 0, 1, 1)
self.doubleSpinBox_t_arfa = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_t_arfa.setMinimum(0.01)
self.doubleSpinBox_t_arfa.setMaximum(0.99)
self.doubleSpinBox_t_arfa.setSingleStep(0.01)
self.doubleSpinBox_t_arfa.setObjectName("doubleSpinBox_t_arfa")
self.gridLayout.addWidget(self.doubleSpinBox_t_arfa, 1, 1, 1, 3)
self.pushButton_t_quantile_plot = QtWidgets.QPushButton(self.layoutWidget)
self.pushButton_t_quantile_plot.setObjectName("pushButton_t_quantile_plot")
self.gridLayout.addWidget(self.pushButton_t_quantile_plot, 1, 4, 1, 1)
self.pushButton_t_quantile = QtWidgets.QPushButton(self.layoutWidget)
self.pushButton_t_quantile.setObjectName("pushButton_t_quantile")
self.gridLayout.addWidget(self.pushButton_t_quantile, 2, 0, 1, 3)
self.lineEdit_t_quantile = QtWidgets.QLineEdit(self.layoutWidget)
self.lineEdit_t_quantile.setReadOnly(True)
self.lineEdit_t_quantile.setObjectName("lineEdit_t_quantile")
self.gridLayout.addWidget(self.lineEdit_t_quantile, 2, 3, 1, 2)
self.verticalLayout.addLayout(self.gridLayout)
self.retranslateUi(Sd_t_Form)
QtCore.QMetaObject.connectSlotsByName(Sd_t_Form)
import pandas as pd
from Kmeans import KMeans
from Plot import Plot
dataset = pd.read_csv('data/Mall_Customers.csv')
X = dataset.iloc[:, [3, 4]].values
clf = KMeans(k=5)
y_pred = clf.predict(X)
p = Plot()
p.plot_in_2d(X, y_pred, title="K-Means Clustering")
pCurve.append(0)
for i in range(1, len(path) - 1):
path[i] = path[i].add(Vector2D(0.001, 0))
k1 = 0.5 * ((path[i].x**2) + (path[i].y**2) - (path[i - 1].x**2) -
(path[i - 1].y**2)) / (path[i].x - path[i - 1].x)
k2 = (path[i].y - path[i - 1].y) / (path[i].x - path[i - 1].x)
b = 0.5 * ((path[i - 1].x**2) - 2 * path[i - 1].x * k1 +
(path[i - 1].y**2) -
(path[i + 1].x**2) + 2 * path[i + 1].x * k1 -
(path[i + 1].y**2)) / (path[i + 1].x * k2 - path[i + 1].y +
path[i - 1].y - path[i - 1].x * k2)
a = k1 - k2 * b
r = math.sqrt(((path[i].x - a)**2) + ((path[i].y - b)**2))
pCurve.append(1 / r)
pCurve.append(0)
return pCurve
#Variables to control smoothing
#Lower b value = less smooth path
#Changing a or t breaks it so leave those at what they're at
b = 0.97
a = 1 - b
t = 0.001
straightPath = injectPoints(coords)
smoothedPath = smoothPath(straightPath, a, b, t)
Plot(straightPath, smoothedPath, 2)
def plot(self):
p = Plot(self)
p.stackplot(self.trans_av, 'Average transactions per platform')
p.simple_hist_plot(self.rest_av, 'Average rest per platform')
def main():
pd.set_option('display.expand_frame_repr', False)
pathFolder = input("Insert dataset path folder (tips: dataset):")
pathDataset = input("Insert dataset path folder (tips: KDD99.csv):")
pathPlot = input("Insert plot path folder (tips: plot):")
df = pd.read_csv(os.path.join(pathFolder, pathDataset), delimiter=",")
print("Dataset shape: ", df.shape)
print("Dataset before preprocessing: ")
print(df.head(5))
#Show distinct classification target
distinctLabels = df[df.columns[-1]].unique().tolist()
N_CLASSES = len(distinctLabels)
print("Start preprocessing step")
numericColumn = df.select_dtypes(include=[np.number]).columns.tolist(
) #retrieve all numerical columns for standard scaler
classificationCol = df.columns[-1] #name of target column
print(classificationCol)
#preprocessing: map target from categorical to numeric and one-hot encoding at categorical columns
df = preprocessingDS(df)
print("Dataset after one-hot encoding:")
print(df.head(5))
#preprocessing: standar scaler
df = scaler(df, numericColumn)
#Split function on train and testing set
sizesplit = split_dataset()
pl = Plot(pathPlot)
train, test = train_test_split(df, test_size=sizesplit)
print("Train shape after split: ", train.shape)
print("Test shape after split: ", test.shape)
pl.plotStatistics(train, test, classificationCol)
train_X, train_Y, test_X, test_Y = getXY(train, test, classificationCol)
# convert class vectors to binary class matrices
train_Y2 = np_utils.to_categorical(train_Y, N_CLASSES)
callbacks_list = [
callbacks.EarlyStopping(monitor='val_loss',
patience=4,
restore_best_weights=True)
]
m = Models(N_CLASSES)
VALIDATION_SPLIT = 0.1
print('Model with autoencoder+softmax with fixed encoder weights')
# parametri per autoencoder
p1 = {
'first_layer': 60,
'second_layer': 30,
'third_layer': 10,
'batch_size': 64,
'epochs': 150,
'optimizer': optimizers.Adam,
'kernel_initializer': 'glorot_uniform',
'losses': 'mse',
'first_activation': 'tanh',
'second_activation': 'tanh',
'third_activation': 'tanh'
}
autoencoder = m.deepAutoEncoder(train_X, p1)
autoencoder.summary()
#get encoder for feature extraction
encoder = Model(inputs=autoencoder.input,
outputs=autoencoder.get_layer('encoder3').output)
encoder.summary()
history2 = autoencoder.fit(train_X,
train_X,
validation_split=VALIDATION_SPLIT,
batch_size=p1['batch_size'],
epochs=p1['epochs'],
shuffle=False,
callbacks=callbacks_list,
verbose=1)
pl.printPlotLoss(history2, 'autoencoder')
plot_model(autoencoder,
to_file='autoencoder.png',
show_shapes=True,
show_layer_names=True)
'''
Save weigths from autoencoder model
Weights are fixed in the classifier model
'''
weights = []
i = 0
for layer in autoencoder.layers:
weights.append(layer.get_weights())
# parameters for final model
p2 = {
'batch_size': 256,
'epochs': 100,
'optimizer': optimizers.Adam,
'kernel_initializer': 'glorot_uniform',
'losses': 'binary_crossentropy',
'first_activation': 'tanh',
'second_activation': 'tanh',
'third_activation': 'relu'
}
model = m.MLP_WeightFixed(encoder, train_X, p2)
history3 = model.fit(train_X,
train_Y2,
validation_split=VALIDATION_SPLIT,
batch_size=p1['batch_size'],
epochs=p1['epochs'],
shuffle=False,
callbacks=callbacks_list,
verbose=1)
pl.printPlotAccuracy(history3, 'finalModel1')
pl.printPlotLoss(history2, 'finalModel1')
model.save('modelfixedW.h5')
plot_model(model,
to_file='classifier.png',
show_shapes=True,
show_layer_names=True)
predictions = model.predict(test_X)
# Predicting the Test set results
y_pred = np.argmax(predictions, axis=1)
cm = confusion_matrix(test_Y, y_pred)
acc = accuracy_score(test_Y, y_pred, normalize=True)
LABELS = ["Attacks", "Normal"]
print("Confusion matrix on test set")
print(cm)
print("Accuracy model on test set: " + str(acc))
plt.figure(figsize=(12, 12))
sns.heatmap(cm,
xticklabels=LABELS,
yticklabels=LABELS,
annot=True,
fmt="d")
plt.title("Confusion matrix on test set")
plt.ylabel('True class')
plt.xlabel('Predicted class')
plt.savefig(os.path.join(pathPlot, "confusion matrix"))
plt.show()
plt.close()
def setupUi(self, Simple_m_confidence_interval_Form):
Simple_m_confidence_interval_Form.setObjectName(
"Simple_m_confidence_interval_Form")
Simple_m_confidence_interval_Form.resize(1128, 683)
self.widget = Plot(Simple_m_confidence_interval_Form)
self.widget.setGeometry(QtCore.QRect(350, 130, 741, 521))
self.widget.setObjectName("widget")
self.layoutWidget = QtWidgets.QWidget(
Simple_m_confidence_interval_Form)
self.layoutWidget.setGeometry(QtCore.QRect(30, 590, 281, 41))
self.layoutWidget.setObjectName("layoutWidget")
self.horizontalLayout_2 = QtWidgets.QHBoxLayout(self.layoutWidget)
self.horizontalLayout_2.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.label_9 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_9.sizePolicy().hasHeightForWidth())
self.label_9.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_9.setFont(font)
self.label_9.setObjectName("label_9")
self.horizontalLayout_2.addWidget(self.label_9)
self.lineEdit_25 = QtWidgets.QLineEdit(self.layoutWidget)
self.lineEdit_25.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_25.sizePolicy().hasHeightForWidth())
self.lineEdit_25.setSizePolicy(sizePolicy)
self.lineEdit_25.setMaxLength(20)
self.lineEdit_25.setObjectName("lineEdit_25")
self.horizontalLayout_2.addWidget(self.lineEdit_25)
self.layoutWidget1 = QtWidgets.QWidget(
Simple_m_confidence_interval_Form)
self.layoutWidget1.setGeometry(QtCore.QRect(30, 490, 281, 41))
self.layoutWidget1.setObjectName("layoutWidget1")
self.horizontalLayout = QtWidgets.QHBoxLayout(self.layoutWidget1)
self.horizontalLayout.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout.setObjectName("horizontalLayout")
self.label_7 = QtWidgets.QLabel(self.layoutWidget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_7.sizePolicy().hasHeightForWidth())
self.label_7.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_7.setFont(font)
self.label_7.setObjectName("label_7")
self.horizontalLayout.addWidget(self.label_7)
self.lineEdit_21 = QtWidgets.QLineEdit(self.layoutWidget1)
self.lineEdit_21.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_21.sizePolicy().hasHeightForWidth())
self.lineEdit_21.setSizePolicy(sizePolicy)
self.lineEdit_21.setMaxLength(20)
self.lineEdit_21.setObjectName("lineEdit_21")
self.horizontalLayout.addWidget(self.lineEdit_21)
self.layoutWidget_2 = QtWidgets.QWidget(
Simple_m_confidence_interval_Form)
self.layoutWidget_2.setGeometry(QtCore.QRect(30, 540, 281, 41))
self.layoutWidget_2.setObjectName("layoutWidget_2")
self.horizontalLayout_4 = QtWidgets.QHBoxLayout(self.layoutWidget_2)
self.horizontalLayout_4.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_4.setObjectName("horizontalLayout_4")
self.label_10 = QtWidgets.QLabel(self.layoutWidget_2)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_10.setFont(font)
self.label_10.setObjectName("label_10")
self.horizontalLayout_4.addWidget(self.label_10)
self.lineEdit_4 = QtWidgets.QLineEdit(self.layoutWidget_2)
self.lineEdit_4.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_4.sizePolicy().hasHeightForWidth())
self.lineEdit_4.setSizePolicy(sizePolicy)
self.lineEdit_4.setMaxLength(10)
self.lineEdit_4.setObjectName("lineEdit_4")
self.horizontalLayout_4.addWidget(self.lineEdit_4)
self.lineEdit_5 = QtWidgets.QLineEdit(self.layoutWidget_2)
self.lineEdit_5.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_5.sizePolicy().hasHeightForWidth())
self.lineEdit_5.setSizePolicy(sizePolicy)
self.lineEdit_5.setMaxLength(10)
self.lineEdit_5.setObjectName("lineEdit_5")
self.horizontalLayout_4.addWidget(self.lineEdit_5)
self.layoutWidget2 = QtWidgets.QWidget(
Simple_m_confidence_interval_Form)
self.layoutWidget2.setGeometry(QtCore.QRect(30, 440, 281, 41))
self.layoutWidget2.setObjectName("layoutWidget2")
self.horizontalLayout_3 = QtWidgets.QHBoxLayout(self.layoutWidget2)
self.horizontalLayout_3.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.label_2 = QtWidgets.QLabel(self.layoutWidget2)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.horizontalLayout_3.addWidget(self.label_2)
self.lineEdit_3 = QtWidgets.QLineEdit(self.layoutWidget2)
self.lineEdit_3.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_3.sizePolicy().hasHeightForWidth())
self.lineEdit_3.setSizePolicy(sizePolicy)
self.lineEdit_3.setMaxLength(10)
self.lineEdit_3.setObjectName("lineEdit_3")
self.horizontalLayout_3.addWidget(self.lineEdit_3)
self.layoutWidget3 = QtWidgets.QWidget(
Simple_m_confidence_interval_Form)
self.layoutWidget3.setGeometry(QtCore.QRect(31, 118, 251, 301))
self.layoutWidget3.setObjectName("layoutWidget3")
self.gridLayout = QtWidgets.QGridLayout(self.layoutWidget3)
self.gridLayout.setContentsMargins(0, 0, 0, 0)
self.gridLayout.setObjectName("gridLayout")
self.label_6 = QtWidgets.QLabel(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_6.sizePolicy().hasHeightForWidth())
self.label_6.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_6.setFont(font)
self.label_6.setObjectName("label_6")
self.gridLayout.addWidget(self.label_6, 0, 0, 1, 1)
self.doubleSpinBox_2 = QtWidgets.QDoubleSpinBox(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_2.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_2.setSizePolicy(sizePolicy)
self.doubleSpinBox_2.setMaximum(1e+23)
self.doubleSpinBox_2.setObjectName("doubleSpinBox_2")
self.gridLayout.addWidget(self.doubleSpinBox_2, 1, 0, 1, 1)
self.label_4 = QtWidgets.QLabel(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_4.sizePolicy().hasHeightForWidth())
self.label_4.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_4.setFont(font)
self.label_4.setObjectName("label_4")
self.gridLayout.addWidget(self.label_4, 2, 0, 1, 1)
self.doubleSpinBox_3 = QtWidgets.QDoubleSpinBox(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_3.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_3.setSizePolicy(sizePolicy)
self.doubleSpinBox_3.setMaximum(1e+27)
self.doubleSpinBox_3.setProperty("value", 1.0)
self.doubleSpinBox_3.setObjectName("doubleSpinBox_3")
self.gridLayout.addWidget(self.doubleSpinBox_3, 3, 0, 1, 1)
self.label = QtWidgets.QLabel(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label.sizePolicy().hasHeightForWidth())
self.label.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label.setFont(font)
self.label.setObjectName("label")
self.gridLayout.addWidget(self.label, 4, 0, 1, 1)
self.doubleSpinBox = QtWidgets.QDoubleSpinBox(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox.sizePolicy().hasHeightForWidth())
self.doubleSpinBox.setSizePolicy(sizePolicy)
self.doubleSpinBox.setMaximum(1.0)
self.doubleSpinBox.setSingleStep(0.01)
self.doubleSpinBox.setProperty("value", 0.05)
self.doubleSpinBox.setObjectName("doubleSpinBox")
self.gridLayout.addWidget(self.doubleSpinBox, 5, 0, 1, 1)
self.label_3 = QtWidgets.QLabel(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_3.sizePolicy().hasHeightForWidth())
self.label_3.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 6, 0, 1, 1)
self.lineEdit_22 = QtWidgets.QLineEdit(self.layoutWidget3)
self.lineEdit_22.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_22.sizePolicy().hasHeightForWidth())
self.lineEdit_22.setSizePolicy(sizePolicy)
self.lineEdit_22.setMaxLength(4)
self.lineEdit_22.setObjectName("lineEdit_22")
self.gridLayout.addWidget(self.lineEdit_22, 7, 0, 1, 1)
self.label_5 = QtWidgets.QLabel(self.layoutWidget3)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_5.sizePolicy().hasHeightForWidth())
self.label_5.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_5.setFont(font)
self.label_5.setObjectName("label_5")
self.gridLayout.addWidget(self.label_5, 8, 0, 1, 1)
self.lineEdit_24 = QtWidgets.QLineEdit(self.layoutWidget3)
self.lineEdit_24.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_24.sizePolicy().hasHeightForWidth())
self.lineEdit_24.setSizePolicy(sizePolicy)
self.lineEdit_24.setMaxLength(4)
self.lineEdit_24.setObjectName("lineEdit_24")
self.gridLayout.addWidget(self.lineEdit_24, 9, 0, 1, 1)
self.widget1 = QtWidgets.QWidget(Simple_m_confidence_interval_Form)
self.widget1.setGeometry(QtCore.QRect(30, 30, 491, 31))
self.widget1.setObjectName("widget1")
self.horizontalLayout_5 = QtWidgets.QHBoxLayout(self.widget1)
self.horizontalLayout_5.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_5.setObjectName("horizontalLayout_5")
self.lineEdit = QtWidgets.QLineEdit(self.widget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit.sizePolicy().hasHeightForWidth())
self.lineEdit.setSizePolicy(sizePolicy)
self.lineEdit.setObjectName("lineEdit")
self.horizontalLayout_5.addWidget(self.lineEdit)
self.pushButton_4 = QtWidgets.QPushButton(self.widget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.pushButton_4.sizePolicy().hasHeightForWidth())
self.pushButton_4.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setPointSize(12)
self.pushButton_4.setFont(font)
self.pushButton_4.setObjectName("pushButton_4")
self.horizontalLayout_5.addWidget(self.pushButton_4)
self.widget2 = QtWidgets.QWidget(Simple_m_confidence_interval_Form)
self.widget2.setGeometry(QtCore.QRect(30, 70, 211, 26))
self.widget2.setObjectName("widget2")
self.horizontalLayout_6 = QtWidgets.QHBoxLayout(self.widget2)
self.horizontalLayout_6.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_6.setObjectName("horizontalLayout_6")
self.label_8 = QtWidgets.QLabel(self.widget2)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_8.sizePolicy().hasHeightForWidth())
self.label_8.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_8.setFont(font)
self.label_8.setObjectName("label_8")
self.horizontalLayout_6.addWidget(self.label_8)
self.spinBox = QtWidgets.QSpinBox(self.widget2)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.spinBox.sizePolicy().hasHeightForWidth())
self.spinBox.setSizePolicy(sizePolicy)
self.spinBox.setMinimum(1)
self.spinBox.setMaximum(999999999)
self.spinBox.setObjectName("spinBox")
self.horizontalLayout_6.addWidget(self.spinBox)
self.widget3 = QtWidgets.QWidget(Simple_m_confidence_interval_Form)
self.widget3.setGeometry(QtCore.QRect(530, 20, 554, 59))
self.widget3.setObjectName("widget3")
self.gridLayout_2 = QtWidgets.QGridLayout(self.widget3)
self.gridLayout_2.setContentsMargins(0, 0, 0, 0)
self.gridLayout_2.setObjectName("gridLayout_2")
self.verticalLayout = QtWidgets.QVBoxLayout()
self.verticalLayout.setObjectName("verticalLayout")
self.radioButton_2 = QtWidgets.QRadioButton(self.widget3)
font = QtGui.QFont()
font.setPointSize(12)
self.radioButton_2.setFont(font)
self.radioButton_2.setObjectName("radioButton_2")
self.verticalLayout.addWidget(self.radioButton_2)
self.radioButton = QtWidgets.QRadioButton(self.widget3)
font = QtGui.QFont()
font.setPointSize(12)
self.radioButton.setFont(font)
self.radioButton.setChecked(True)
self.radioButton.setObjectName("radioButton")
self.verticalLayout.addWidget(self.radioButton)
self.gridLayout_2.addLayout(self.verticalLayout, 0, 0, 1, 1)
self.comboBox = QtWidgets.QComboBox(self.widget3)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.comboBox.setFont(font)
self.comboBox.setFocusPolicy(QtCore.Qt.WheelFocus)
self.comboBox.setContextMenuPolicy(QtCore.Qt.DefaultContextMenu)
self.comboBox.setLayoutDirection(QtCore.Qt.LeftToRight)
self.comboBox.setInsertPolicy(QtWidgets.QComboBox.InsertAtBottom)
self.comboBox.setFrame(True)
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.gridLayout_2.addWidget(self.comboBox, 0, 1, 1, 1)
self.pushButton = QtWidgets.QPushButton(self.widget3)
font = QtGui.QFont()
font.setPointSize(12)
self.pushButton.setFont(font)
self.pushButton.setObjectName("pushButton")
self.gridLayout_2.addWidget(self.pushButton, 0, 2, 1, 1)
self.retranslateUi(Simple_m_confidence_interval_Form)
QtCore.QMetaObject.connectSlotsByName(
Simple_m_confidence_interval_Form)
from Config import Config
from Plot import Plot
from SensorList import SensorList
from Coordinates import Coordinates
from Historian import Historian
from Heatmap import Heatmap
import paho.mqtt.client as mqtt
sensors = {}
# config file
config = Config('config.json')
plot = Plot(config.getRoomX(), config.getRoomY(), config.getSensorLocations(),
config.getImage('room'), config.getTempLimit(),
config.getOpeningTime(), config.getClosingTime(),
config.getSocialDistancing())
sensorList = SensorList(config.getSensorXOffset(), config.getSensorYOffset(),
config.getXMultiplier(), config.getYMultiplier(),
config.getSensorLocations())
coordinates = Coordinates(config.getMaxDifference())
historian = Historian(config.getHistorianFolder(),
config.getHistorianFilePrefix(),
config.getHistorianHeaders())
heatmap = Heatmap(config.getAverageHeatmapTemp(), config.getRoomX(),
config.getRoomY(), config.getXMultiplier(),
config.getYMultiplier())
def on_connect(client, userdata, flags, rc):
print('Connected with result code ' + str(rc))
client.subscribe(config.getMqttTopic())
names = [
'Conf', 'profile', 'Cuser', 'rate', 'RT', 'KO', 'Nrequest', '%KO',
'RTStdDev'
]
ConfTable = [
'1WPmedium_1DBmedium ', '2WPmedium_1DBmedium ', '3WPmedium_1DBmedium ',
'1WPmedium_1DBlarge ', '2WPmedium_1DBlarge ', '3WPmedium_1DBlarge '
] #,'1WPlarge_1DB ']
#ConfTable=['1WPmedium_1DBmedium ','2WPmedium_1DBmedium ','3WPmedium_1DBmedium ']
CostTable = {
'medium': 0.0288,
'large': 0.0576,
'xlarge': 0.1152,
'xxlarge': 0.2304,
'': 0.2304
}
Profiles = [' author ', ' editor ', ' shopmanager ', ' userreader ']
#Profiles=[' userreader ']
file = base_dir + '/data/stats.csv'
df = pd.read_csv(file, names=names, header=None)
costs = costs(CostTable)
plot = Plot(df, ConfTable, CostTable, Profiles, costs)
policy = scalingPolicy(df, ConfTable, CostTable, Profiles, costs)
plot.evaluate()
#policy.evaluate()
#print costs.costFromString('1WPmedium_1DBmedium')
def setupUi(self, Sd_DoubleNormal_Form):
Sd_DoubleNormal_Form.setObjectName("Sd_DoubleNormal_Form")
Sd_DoubleNormal_Form.resize(1123, 615)
font = QtGui.QFont()
font.setPointSize(12)
Sd_DoubleNormal_Form.setFont(font)
self.widget = Plot(Sd_DoubleNormal_Form)
self.widget.setGeometry(QtCore.QRect(110, 190, 901, 391))
self.widget.setObjectName("widget")
self.layoutWidget = QtWidgets.QWidget(Sd_DoubleNormal_Form)
self.layoutWidget.setGeometry(QtCore.QRect(40, 41, 1045, 101))
self.layoutWidget.setObjectName("layoutWidget")
self.gridLayout_2 = QtWidgets.QGridLayout(self.layoutWidget)
self.gridLayout_2.setContentsMargins(0, 0, 0, 0)
self.gridLayout_2.setObjectName("gridLayout_2")
self.label_6 = QtWidgets.QLabel(self.layoutWidget)
self.label_6.setObjectName("label_6")
self.gridLayout_2.addWidget(self.label_6, 0, 6, 1, 1)
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.label_8 = QtWidgets.QLabel(self.layoutWidget)
self.label_8.setObjectName("label_8")
self.gridLayout.addWidget(self.label_8, 0, 3, 1, 1)
self.doubleSpinBox_mu2 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_mu2.setMinimum(-1e+31)
self.doubleSpinBox_mu2.setMaximum(1e+28)
self.doubleSpinBox_mu2.setObjectName("doubleSpinBox_mu2")
self.gridLayout.addWidget(self.doubleSpinBox_mu2, 1, 1, 1, 2)
self.doubleSpinBox_mu1 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_mu1.setMinimum(-1e+31)
self.doubleSpinBox_mu1.setMaximum(1e+28)
self.doubleSpinBox_mu1.setObjectName("doubleSpinBox_mu1")
self.gridLayout.addWidget(self.doubleSpinBox_mu1, 0, 2, 1, 1)
self.label_4 = QtWidgets.QLabel(self.layoutWidget)
self.label_4.setObjectName("label_4")
self.gridLayout.addWidget(self.label_4, 1, 3, 1, 1)
self.label_7 = QtWidgets.QLabel(self.layoutWidget)
self.label_7.setObjectName("label_7")
self.gridLayout.addWidget(self.label_7, 0, 0, 1, 2)
self.label_3 = QtWidgets.QLabel(self.layoutWidget)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 1, 0, 1, 1)
self.doubleSpinBox_sigma2 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_sigma2.setMinimum(0.0)
self.doubleSpinBox_sigma2.setMaximum(1e+28)
self.doubleSpinBox_sigma2.setProperty("value", 1.0)
self.doubleSpinBox_sigma2.setObjectName("doubleSpinBox_sigma2")
self.gridLayout.addWidget(self.doubleSpinBox_sigma2, 1, 4, 1, 1)
self.doubleSpinBox_sigma1 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_sigma1.setMinimum(0.0)
self.doubleSpinBox_sigma1.setMaximum(1e+28)
self.doubleSpinBox_sigma1.setProperty("value", 1.0)
self.doubleSpinBox_sigma1.setObjectName("doubleSpinBox_sigma1")
self.gridLayout.addWidget(self.doubleSpinBox_sigma1, 0, 4, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 1, 1, 1, 6)
self.label = QtWidgets.QLabel(self.layoutWidget)
self.label.setObjectName("label")
self.gridLayout_2.addWidget(self.label, 0, 0, 1, 1)
self.spinBox_m1 = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_m1.setMinimum(1)
self.spinBox_m1.setMaximum(999999999)
self.spinBox_m1.setObjectName("spinBox_m1")
self.gridLayout_2.addWidget(self.spinBox_m1, 0, 5, 1, 1)
self.spinBox_m2 = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_m2.setMinimum(1)
self.spinBox_m2.setMaximum(999999999)
self.spinBox_m2.setObjectName("spinBox_m2")
self.gridLayout_2.addWidget(self.spinBox_m2, 0, 7, 1, 1)
self.spinBox_n2 = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_n2.setMinimum(2)
self.spinBox_n2.setMaximum(999999999)
self.spinBox_n2.setObjectName("spinBox_n2")
self.gridLayout_2.addWidget(self.spinBox_n2, 0, 3, 1, 1)
self.label_2 = QtWidgets.QLabel(self.layoutWidget)
self.label_2.setObjectName("label_2")
self.gridLayout_2.addWidget(self.label_2, 0, 4, 1, 1)
self.spinBox_n1 = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_n1.setMinimum(2)
self.spinBox_n1.setMaximum(999999999)
self.spinBox_n1.setObjectName("spinBox_n1")
self.gridLayout_2.addWidget(self.spinBox_n1, 0, 1, 1, 1)
self.label_5 = QtWidgets.QLabel(self.layoutWidget)
self.label_5.setObjectName("label_5")
self.gridLayout_2.addWidget(self.label_5, 0, 2, 1, 1)
self.pushButton_4 = QtWidgets.QPushButton(Sd_DoubleNormal_Form)
self.pushButton_4.setGeometry(QtCore.QRect(850, 150, 239, 29))
self.pushButton_4.setObjectName("pushButton_4")
self.comboBox = QtWidgets.QComboBox(Sd_DoubleNormal_Form)
self.comboBox.setGeometry(QtCore.QRect(40, 150, 411, 26))
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.widget1 = QtWidgets.QWidget(Sd_DoubleNormal_Form)
self.widget1.setGeometry(QtCore.QRect(0, 0, 2, 2))
self.widget1.setObjectName("widget1")
self.gridLayout_3 = QtWidgets.QGridLayout(self.widget1)
self.gridLayout_3.setContentsMargins(0, 0, 0, 0)
self.gridLayout_3.setObjectName("gridLayout_3")
self.widget2 = QtWidgets.QWidget(Sd_DoubleNormal_Form)
self.widget2.setGeometry(QtCore.QRect(0, 0, 2, 2))
self.widget2.setObjectName("widget2")
self.gridLayout_4 = QtWidgets.QGridLayout(self.widget2)
self.gridLayout_4.setContentsMargins(0, 0, 0, 0)
self.gridLayout_4.setObjectName("gridLayout_4")
self.widget3 = QtWidgets.QWidget(Sd_DoubleNormal_Form)
self.widget3.setGeometry(QtCore.QRect(0, 0, 2, 2))
self.widget3.setObjectName("widget3")
self.verticalLayout = QtWidgets.QVBoxLayout(self.widget3)
self.verticalLayout.setContentsMargins(0, 0, 0, 0)
self.verticalLayout.setObjectName("verticalLayout")
self.retranslateUi(Sd_DoubleNormal_Form)
QtCore.QMetaObject.connectSlotsByName(Sd_DoubleNormal_Form)
def setupUi(self, double_confidence_interval_Form):
double_confidence_interval_Form.setObjectName(
"double_confidence_interval_Form")
double_confidence_interval_Form.resize(1128, 683)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
double_confidence_interval_Form.sizePolicy().hasHeightForWidth())
double_confidence_interval_Form.setSizePolicy(sizePolicy)
self.pushButton = QtWidgets.QPushButton(
double_confidence_interval_Form)
self.pushButton.setGeometry(QtCore.QRect(780, 20, 261, 31))
font = QtGui.QFont()
font.setPointSize(12)
self.pushButton.setFont(font)
self.pushButton.setObjectName("pushButton")
self.widget = Plot(double_confidence_interval_Form)
self.widget.setGeometry(QtCore.QRect(500, 130, 591, 521))
self.widget.setObjectName("widget")
self.radioButton = QtWidgets.QRadioButton(
double_confidence_interval_Form)
self.radioButton.setGeometry(QtCore.QRect(500, 80, 201, 21))
font = QtGui.QFont()
font.setPointSize(12)
self.radioButton.setFont(font)
self.radioButton.setChecked(True)
self.radioButton.setObjectName("radioButton")
self.radioButton_3 = QtWidgets.QRadioButton(
double_confidence_interval_Form)
self.radioButton_3.setGeometry(QtCore.QRect(960, 80, 161, 21))
font = QtGui.QFont()
font.setPointSize(12)
self.radioButton_3.setFont(font)
self.radioButton_3.setObjectName("radioButton_3")
self.radioButton_5 = QtWidgets.QRadioButton(
double_confidence_interval_Form)
self.radioButton_5.setGeometry(QtCore.QRect(730, 80, 201, 21))
font = QtGui.QFont()
font.setPointSize(12)
self.radioButton_5.setFont(font)
self.radioButton_5.setObjectName("radioButton_5")
self.comboBox = QtWidgets.QComboBox(double_confidence_interval_Form)
self.comboBox.setGeometry(QtCore.QRect(500, 20, 211, 31))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.comboBox.setFont(font)
self.comboBox.setFocusPolicy(QtCore.Qt.WheelFocus)
self.comboBox.setContextMenuPolicy(QtCore.Qt.DefaultContextMenu)
self.comboBox.setLayoutDirection(QtCore.Qt.LeftToRight)
self.comboBox.setInsertPolicy(QtWidgets.QComboBox.InsertAtBottom)
self.comboBox.setFrame(True)
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.groupBox = QtWidgets.QGroupBox(double_confidence_interval_Form)
self.groupBox.setGeometry(QtCore.QRect(30, 50, 411, 351))
self.groupBox.setTitle("")
self.groupBox.setObjectName("groupBox")
self.lineEdit = QtWidgets.QLineEdit(self.groupBox)
self.lineEdit.setGeometry(QtCore.QRect(10, 10, 271, 31))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit.sizePolicy().hasHeightForWidth())
self.lineEdit.setSizePolicy(sizePolicy)
self.lineEdit.setObjectName("lineEdit")
self.pushButton_7 = QtWidgets.QPushButton(self.groupBox)
self.pushButton_7.setGeometry(QtCore.QRect(290, 10, 121, 31))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.pushButton_7.sizePolicy().hasHeightForWidth())
self.pushButton_7.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setPointSize(12)
self.pushButton_7.setFont(font)
self.pushButton_7.setObjectName("pushButton_7")
self.label_8 = QtWidgets.QLabel(self.groupBox)
self.label_8.setGeometry(QtCore.QRect(11, 181, 47, 24))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_8.sizePolicy().hasHeightForWidth())
self.label_8.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_8.setFont(font)
self.label_8.setObjectName("label_8")
self.label_11 = QtWidgets.QLabel(self.groupBox)
self.label_11.setGeometry(QtCore.QRect(11, 212, 80, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_11.setFont(font)
self.label_11.setObjectName("label_11")
self.spinBox_2 = QtWidgets.QSpinBox(self.groupBox)
self.spinBox_2.setGeometry(QtCore.QRect(118, 212, 171, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.spinBox_2.sizePolicy().hasHeightForWidth())
self.spinBox_2.setSizePolicy(sizePolicy)
self.spinBox_2.setMinimum(1)
self.spinBox_2.setMaximum(999999999)
self.spinBox_2.setObjectName("spinBox_2")
self.label_3 = QtWidgets.QLabel(self.groupBox)
self.label_3.setGeometry(QtCore.QRect(11, 243, 100, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.doubleSpinBox_4 = QtWidgets.QDoubleSpinBox(self.groupBox)
self.doubleSpinBox_4.setGeometry(QtCore.QRect(118, 243, 174, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_4.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_4.setSizePolicy(sizePolicy)
self.doubleSpinBox_4.setMaximum(1e+29)
self.doubleSpinBox_4.setObjectName("doubleSpinBox_4")
self.label_9 = QtWidgets.QLabel(self.groupBox)
self.label_9.setGeometry(QtCore.QRect(11, 274, 100, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_9.setFont(font)
self.label_9.setObjectName("label_9")
self.doubleSpinBox_5 = QtWidgets.QDoubleSpinBox(self.groupBox)
self.doubleSpinBox_5.setGeometry(QtCore.QRect(118, 274, 174, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_5.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_5.setSizePolicy(sizePolicy)
self.doubleSpinBox_5.setMaximum(1e+29)
self.doubleSpinBox_5.setProperty("value", 1.0)
self.doubleSpinBox_5.setObjectName("doubleSpinBox_5")
self.label_2 = QtWidgets.QLabel(self.groupBox)
self.label_2.setGeometry(QtCore.QRect(11, 51, 47, 24))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_2.sizePolicy().hasHeightForWidth())
self.label_2.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.label_6 = QtWidgets.QLabel(self.groupBox)
self.label_6.setGeometry(QtCore.QRect(11, 82, 80, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_6.setFont(font)
self.label_6.setObjectName("label_6")
self.spinBox = QtWidgets.QSpinBox(self.groupBox)
self.spinBox.setGeometry(QtCore.QRect(118, 82, 171, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.spinBox.sizePolicy().hasHeightForWidth())
self.spinBox.setSizePolicy(sizePolicy)
self.spinBox.setMinimum(1)
self.spinBox.setMaximum(999999999)
self.spinBox.setObjectName("spinBox")
self.label_4 = QtWidgets.QLabel(self.groupBox)
self.label_4.setGeometry(QtCore.QRect(11, 113, 100, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_4.setFont(font)
self.label_4.setObjectName("label_4")
self.doubleSpinBox_2 = QtWidgets.QDoubleSpinBox(self.groupBox)
self.doubleSpinBox_2.setGeometry(QtCore.QRect(118, 113, 174, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_2.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_2.setSizePolicy(sizePolicy)
self.doubleSpinBox_2.setMaximum(1e+29)
self.doubleSpinBox_2.setObjectName("doubleSpinBox_2")
self.label_5 = QtWidgets.QLabel(self.groupBox)
self.label_5.setGeometry(QtCore.QRect(11, 144, 100, 24))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_5.setFont(font)
self.label_5.setObjectName("label_5")
self.doubleSpinBox_3 = QtWidgets.QDoubleSpinBox(self.groupBox)
self.doubleSpinBox_3.setGeometry(QtCore.QRect(118, 144, 174, 21))
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_3.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_3.setSizePolicy(sizePolicy)
self.doubleSpinBox_3.setMaximum(1e+29)
self.doubleSpinBox_3.setProperty("value", 1.0)
self.doubleSpinBox_3.setObjectName("doubleSpinBox_3")
self.widget1 = QtWidgets.QWidget(double_confidence_interval_Form)
self.widget1.setGeometry(QtCore.QRect(30, 410, 411, 211))
self.widget1.setObjectName("widget1")
self.verticalLayout_2 = QtWidgets.QVBoxLayout(self.widget1)
self.verticalLayout_2.setContentsMargins(0, 0, 0, 0)
self.verticalLayout_2.setObjectName("verticalLayout_2")
self.gridLayout_2 = QtWidgets.QGridLayout()
self.gridLayout_2.setObjectName("gridLayout_2")
self.label_12 = QtWidgets.QLabel(self.widget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_12.setFont(font)
self.label_12.setObjectName("label_12")
self.gridLayout_2.addWidget(self.label_12, 0, 0, 1, 1)
self.lineEdit_3 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_3.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_3.sizePolicy().hasHeightForWidth())
self.lineEdit_3.setSizePolicy(sizePolicy)
self.lineEdit_3.setObjectName("lineEdit_3")
self.gridLayout_2.addWidget(self.lineEdit_3, 0, 1, 1, 1)
self.label_14 = QtWidgets.QLabel(self.widget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_14.setFont(font)
self.label_14.setObjectName("label_14")
self.gridLayout_2.addWidget(self.label_14, 0, 2, 1, 1)
self.lineEdit_5 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_5.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_5.sizePolicy().hasHeightForWidth())
self.lineEdit_5.setSizePolicy(sizePolicy)
self.lineEdit_5.setObjectName("lineEdit_5")
self.gridLayout_2.addWidget(self.lineEdit_5, 0, 3, 1, 1)
self.label_13 = QtWidgets.QLabel(self.widget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_13.setFont(font)
self.label_13.setObjectName("label_13")
self.gridLayout_2.addWidget(self.label_13, 1, 0, 1, 1)
self.lineEdit_4 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_4.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_4.sizePolicy().hasHeightForWidth())
self.lineEdit_4.setSizePolicy(sizePolicy)
self.lineEdit_4.setObjectName("lineEdit_4")
self.gridLayout_2.addWidget(self.lineEdit_4, 1, 1, 1, 1)
self.label_15 = QtWidgets.QLabel(self.widget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_15.setFont(font)
self.label_15.setObjectName("label_15")
self.gridLayout_2.addWidget(self.label_15, 1, 2, 1, 1)
self.lineEdit_6 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_6.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_6.sizePolicy().hasHeightForWidth())
self.lineEdit_6.setSizePolicy(sizePolicy)
self.lineEdit_6.setObjectName("lineEdit_6")
self.gridLayout_2.addWidget(self.lineEdit_6, 1, 3, 1, 1)
self.verticalLayout_2.addLayout(self.gridLayout_2)
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label = QtWidgets.QLabel(self.widget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label.setFont(font)
self.label.setObjectName("label")
self.horizontalLayout.addWidget(self.label)
self.doubleSpinBox = QtWidgets.QDoubleSpinBox(self.widget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox.sizePolicy().hasHeightForWidth())
self.doubleSpinBox.setSizePolicy(sizePolicy)
self.doubleSpinBox.setMaximum(1.0)
self.doubleSpinBox.setSingleStep(0.01)
self.doubleSpinBox.setProperty("value", 0.05)
self.doubleSpinBox.setObjectName("doubleSpinBox")
self.horizontalLayout.addWidget(self.doubleSpinBox)
self.verticalLayout_2.addLayout(self.horizontalLayout)
self.verticalLayout = QtWidgets.QVBoxLayout()
self.verticalLayout.setObjectName("verticalLayout")
self.label_7 = QtWidgets.QLabel(self.widget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_7.sizePolicy().hasHeightForWidth())
self.label_7.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_7.setFont(font)
self.label_7.setObjectName("label_7")
self.verticalLayout.addWidget(self.label_7)
self.lineEdit_21 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_21.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_21.sizePolicy().hasHeightForWidth())
self.lineEdit_21.setSizePolicy(sizePolicy)
self.lineEdit_21.setMaxLength(20)
self.lineEdit_21.setObjectName("lineEdit_21")
self.verticalLayout.addWidget(self.lineEdit_21)
self.label_10 = QtWidgets.QLabel(self.widget1)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_10.sizePolicy().hasHeightForWidth())
self.label_10.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.label_10.setFont(font)
self.label_10.setObjectName("label_10")
self.verticalLayout.addWidget(self.label_10)
self.lineEdit_25 = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_25.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Preferred)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_25.sizePolicy().hasHeightForWidth())
self.lineEdit_25.setSizePolicy(sizePolicy)
self.lineEdit_25.setMaxLength(20)
self.lineEdit_25.setObjectName("lineEdit_25")
self.verticalLayout.addWidget(self.lineEdit_25)
self.verticalLayout_2.addLayout(self.verticalLayout)
self.retranslateUi(double_confidence_interval_Form)
QtCore.QMetaObject.connectSlotsByName(double_confidence_interval_Form)
def main():
plt = Plot()
window = Window(plt)
window.pack()
window.show()
def setupUi(self, Sd_SingleNormal_Form):
Sd_SingleNormal_Form.setObjectName("Sd_SingleNormal_Form")
Sd_SingleNormal_Form.resize(1123, 615)
font = QtGui.QFont()
font.setPointSize(12)
Sd_SingleNormal_Form.setFont(font)
self.widget = Plot(Sd_SingleNormal_Form)
self.widget.setGeometry(QtCore.QRect(110, 180, 901, 391))
self.widget.setObjectName("widget")
self.layoutWidget = QtWidgets.QWidget(Sd_SingleNormal_Form)
self.layoutWidget.setGeometry(QtCore.QRect(180, 40, 745, 105))
self.layoutWidget.setObjectName("layoutWidget")
self.gridLayout = QtWidgets.QGridLayout(self.layoutWidget)
self.gridLayout.setContentsMargins(0, 0, 0, 0)
self.gridLayout.setObjectName("gridLayout")
self.horizontalLayout_3 = QtWidgets.QHBoxLayout()
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.label_3 = QtWidgets.QLabel(self.layoutWidget)
self.label_3.setObjectName("label_3")
self.horizontalLayout_3.addWidget(self.label_3)
self.doubleSpinBox = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox.setMinimum(-1e+31)
self.doubleSpinBox.setMaximum(1e+28)
self.doubleSpinBox.setObjectName("doubleSpinBox")
self.horizontalLayout_3.addWidget(self.doubleSpinBox)
self.label_4 = QtWidgets.QLabel(self.layoutWidget)
self.label_4.setObjectName("label_4")
self.horizontalLayout_3.addWidget(self.label_4)
self.doubleSpinBox_2 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
self.doubleSpinBox_2.setMinimum(0.0)
self.doubleSpinBox_2.setMaximum(1e+28)
self.doubleSpinBox_2.setProperty("value", 1.0)
self.doubleSpinBox_2.setObjectName("doubleSpinBox_2")
self.horizontalLayout_3.addWidget(self.doubleSpinBox_2)
self.gridLayout.addLayout(self.horizontalLayout_3, 1, 0, 1, 1)
self.horizontalLayout_2 = QtWidgets.QHBoxLayout()
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.label = QtWidgets.QLabel(self.layoutWidget)
self.label.setObjectName("label")
self.horizontalLayout_2.addWidget(self.label)
self.spinBox_n = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_n.setMinimum(2)
self.spinBox_n.setMaximum(999999999)
self.spinBox_n.setObjectName("spinBox_n")
self.horizontalLayout_2.addWidget(self.spinBox_n)
self.label_2 = QtWidgets.QLabel(self.layoutWidget)
self.label_2.setObjectName("label_2")
self.horizontalLayout_2.addWidget(self.label_2)
self.spinBox_m = QtWidgets.QSpinBox(self.layoutWidget)
self.spinBox_m.setMinimum(1)
self.spinBox_m.setMaximum(999999999)
self.spinBox_m.setObjectName("spinBox_m")
self.horizontalLayout_2.addWidget(self.spinBox_m)
self.gridLayout.addLayout(self.horizontalLayout_2, 0, 0, 1, 1)
self.pushButton_4 = QtWidgets.QPushButton(Sd_SingleNormal_Form)
self.pushButton_4.setGeometry(QtCore.QRect(800, 150, 131, 29))
self.pushButton_4.setObjectName("pushButton_4")
self.comboBox = QtWidgets.QComboBox(Sd_SingleNormal_Form)
self.comboBox.setGeometry(QtCore.QRect(180, 150, 301, 26))
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.retranslateUi(Sd_SingleNormal_Form)
QtCore.QMetaObject.connectSlotsByName(Sd_SingleNormal_Form)
def setupUi(self, Sd_f_Form):
Sd_f_Form.setObjectName("Sd_f_Form")
Sd_f_Form.resize(903, 511)
font = QtGui.QFont()
font.setPointSize(12)
Sd_f_Form.setFont(font)
self.label_4 = QtWidgets.QLabel(Sd_f_Form)
self.label_4.setGeometry(QtCore.QRect(370, 10, 241, 31))
self.label_4.setTextFormat(QtCore.Qt.AutoText)
self.label_4.setObjectName("label_4")
self.widget = Plot(Sd_f_Form)
self.widget.setGeometry(QtCore.QRect(360, 50, 511, 431))
self.widget.setObjectName("widget")
self.widget1 = QtWidgets.QWidget(Sd_f_Form)
self.widget1.setGeometry(QtCore.QRect(10, 170, 343, 178))
self.widget1.setObjectName("widget1")
self.verticalLayout = QtWidgets.QVBoxLayout(self.widget1)
self.verticalLayout.setContentsMargins(0, 0, 0, 0)
self.verticalLayout.setObjectName("verticalLayout")
self.horizontalLayout_3 = QtWidgets.QHBoxLayout()
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.radioButton_one = QtWidgets.QRadioButton(self.widget1)
self.radioButton_one.setChecked(True)
self.radioButton_one.setObjectName("radioButton_one")
self.horizontalLayout_3.addWidget(self.radioButton_one)
self.radioButton_few = QtWidgets.QRadioButton(self.widget1)
self.radioButton_few.setObjectName("radioButton_few")
self.horizontalLayout_3.addWidget(self.radioButton_few)
self.verticalLayout.addLayout(self.horizontalLayout_3)
self.gridLayout_3 = QtWidgets.QGridLayout()
self.gridLayout_3.setObjectName("gridLayout_3")
self.gridLayout_2 = QtWidgets.QGridLayout()
self.gridLayout_2.setObjectName("gridLayout_2")
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.doubleSpinBox_f_n = QtWidgets.QDoubleSpinBox(self.widget1)
self.doubleSpinBox_f_n.setDecimals(0)
self.doubleSpinBox_f_n.setObjectName("doubleSpinBox_f_n")
self.gridLayout.addWidget(self.doubleSpinBox_f_n, 0, 1, 1, 1)
self.label = QtWidgets.QLabel(self.widget1)
self.label.setObjectName("label")
self.gridLayout.addWidget(self.label, 1, 0, 1, 1)
self.doubleSpinBox_f_m = QtWidgets.QDoubleSpinBox(self.widget1)
self.doubleSpinBox_f_m.setDecimals(0)
self.doubleSpinBox_f_m.setObjectName("doubleSpinBox_f_m")
self.gridLayout.addWidget(self.doubleSpinBox_f_m, 1, 1, 1, 1)
self.label_2 = QtWidgets.QLabel(self.widget1)
self.label_2.setObjectName("label_2")
self.gridLayout.addWidget(self.label_2, 0, 0, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
self.pushButton = QtWidgets.QPushButton(self.widget1)
self.pushButton.setObjectName("pushButton")
self.gridLayout_2.addWidget(self.pushButton, 0, 1, 1, 1)
self.gridLayout_3.addLayout(self.gridLayout_2, 0, 0, 1, 1)
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label_3 = QtWidgets.QLabel(self.widget1)
self.label_3.setObjectName("label_3")
self.horizontalLayout.addWidget(self.label_3)
self.doubleSpinBox_f_arfa = QtWidgets.QDoubleSpinBox(self.widget1)
self.doubleSpinBox_f_arfa.setMinimum(0.01)
self.doubleSpinBox_f_arfa.setMaximum(0.99)
self.doubleSpinBox_f_arfa.setSingleStep(0.01)
self.doubleSpinBox_f_arfa.setObjectName("doubleSpinBox_f_arfa")
self.horizontalLayout.addWidget(self.doubleSpinBox_f_arfa)
self.pushButton_f_quantile_plot = QtWidgets.QPushButton(self.widget1)
self.pushButton_f_quantile_plot.setObjectName(
"pushButton_f_quantile_plot")
self.horizontalLayout.addWidget(self.pushButton_f_quantile_plot)
self.gridLayout_3.addLayout(self.horizontalLayout, 1, 0, 1, 1)
self.horizontalLayout_2 = QtWidgets.QHBoxLayout()
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.pushButton_f_quantile = QtWidgets.QPushButton(self.widget1)
self.pushButton_f_quantile.setObjectName("pushButton_f_quantile")
self.horizontalLayout_2.addWidget(self.pushButton_f_quantile)
self.lineEdit_f_quantile = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_f_quantile.setReadOnly(True)
self.lineEdit_f_quantile.setObjectName("lineEdit_f_quantile")
self.horizontalLayout_2.addWidget(self.lineEdit_f_quantile)
self.gridLayout_3.addLayout(self.horizontalLayout_2, 2, 0, 1, 1)
self.verticalLayout.addLayout(self.gridLayout_3)
self.retranslateUi(Sd_f_Form)
QtCore.QMetaObject.connectSlotsByName(Sd_f_Form)
def test(self, s1, s2, ti, level=1):
"""
Cointegration test
-----------
:param s1: first time series (accelerometer[x,y,z] or gyrometer[x,y,z])
:param s2: second time series (accelerometer[x,y,z] or gyrometer[x,y,z])
:param ti: time (seconds or microseconds)
:return hat: estimated vector at time (accelerometer[x,y,z] or gyrometer[x,y,z])
:return sd: standard deviation of error
"""
from Plot import Plot
# Create the process. We don't know the properties of process. I(1), I(0)???
# Obs: for more levels implements elif and else and change the names in 'data' variable
if 1 <= level <= 6:
data = {'IMU 1': s1, 'IMU 2': s2}
else:
data = {'Data 1': s1, 'Data 2': s2}
# Create the process
y = pd.DataFrame(index=ti, data=data)
# Initial Plots
p = Plot()
if level == 1: # Acceleration in x
p.visualize_dataframe(y, 'Filtered acceleration X axis', str(path_converted + 'true_ax.eps'),
'Acceleration [g]')
elif level == 2: # Acceleration in y
p.visualize_dataframe(y, 'Filtered acceleration Y axis', str(path_converted + 'true_ay.eps'),
'Acceleration [g]')
elif level == 3: # Acceleration in z
p.visualize_dataframe(y, 'Filtered acceleration Z axis', str(path_converted + 'true_az.eps'),
'Acceleration [g]')
elif level == 4: # Gyroscope in x
p.visualize_dataframe(y, 'Filtered angular speed X axis', str(path_converted + 'true_gx.eps'),
'Angular speed [$deg/s$]')
elif level == 5: # Gyroscope in y
p.visualize_dataframe(y, 'Filtered angular speed Y axis', str(path_converted + 'true_gy.eps'),
'Angular speed [$deg/s$]')
elif level == 6: # Gyroscope in z
p.visualize_dataframe(y, 'Filtered angular speed Z axis', str(path_converted + 'true_gz.eps'),
'Angular speed [$deg/s$]')
# If s1 and s2 are both non-stationary [I(1)], there exists a linear combination of them which is stationary
if self.ADF(s1) and self.ADF(s2): # not stationary
# Johansen
l = 1 # Order of auto regression
jres = self.get_johansen(y, l)
print('\nCointegration vectors: ', jres.r)
v0 = jres.evecr[:, 0]
v1 = jres.evecr[:, 1]
print(' -> First vector: ', v0)
print(' -> Second vector: ', v1)
s1_correct = np.dot(y.as_matrix(), v0) # stationary, after apply vector error correction
s2_correct = np.dot(y.as_matrix(), v1) # stationary, after apply vector error correction
xt, yt = s1_correct, s2_correct # Now, the time series are stationary
# e, hat = self.calculate_regression(s1_correct, s2_correct)
# Or by mean:
hat = (s1_correct + s2_correct) / 2
e = (s1_correct + s2_correct) - hat
else:
xt, yt = s1, s2
e, hat = self.calculate_regression(s1, s2)
# Calculate Variance and Standard Deviation of error
var, sd = self.get_variance_and_standard_deviation(e)
# Plot
if level == 1: # Acceleration in x
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_ax.eps'),
'Stationary acceleration X axis', 'Acceleration [g]')
elif level == 2: # Acceleration in y
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_ay.eps'),
'Stationary acceleration Y axis', 'Acceleration [g]')
elif level == 3: # Acceleration in z
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_az.eps'),
'Stationary acceleration Z axis', 'Acceleration [g]')
elif level == 4: # Gyroscope in x
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_gx.eps'),
'Stationary angular speed X axis', 'Angular speed [$deg/s$]')
elif level == 5: # Gyroscope in y
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_gy.eps'),
'Stationary angular speed Y axis', 'Angular speed [$deg/s$]')
elif level == 6: # Gyroscope in z
p.errors_cointegration(xt, yt, hat, e, ti, str(path_coi + 'unit_root_gz.eps'),
'Stationary angular speed Z axis', 'Angular speed [$deg/s$]')
return sd, hat
def main(path1, path2, title, xlabel, ylabel):
p = Plot(path1, path2, title, xlabel, ylabel)
p.plot()
from Image import Image
from Fourier import Fourier
from Plot import Plot
im_1 = Image("images/flag.png", (200, 200))
im_2 = Image("images/text.png", (200, 200))
path_1 = im_1.sort()
path_2 = im_2.sort()
period_3, tup_circle_rads_3, tup_circle_locs_3 = Fourier(
n_approx=1000, coord_1=path_1, coord_2=path_2).get_circles()
Plot(period_3, tup_circle_rads_3, tup_circle_locs_3,
speed=10).plot(close_after_animation=False)
easylearn = Autoeda(r'C:\Users\LENOVO\Desktop\titanic data\train.csv',
r"C:\Users\LENOVO\Desktop\titanic data\test.csv",
target ='Survived',uid = 'PassengerId',
column_descriptions = { "Survived" : 'output' })
#easylearn.info()
#easylearn.shape()
easylearn.categorize()
#print(easylearn.numerical_columns)
#easylearn.train.head()
#easylearn.Plot.histogram()
# cont. plots
ply=Plot(easylearn)
#ply.spearman()
#ply.dist()
#ply.missing()
#ply.histogram()
#ply.Scatter()
#ply.Boxplot()
ply.pdfplot()
#cat.plots
cat=Categorical_plot(easylearn)
cat.percentplot()
#cat.countplot()
#cat.mostFrequent()
#cat.uniquevalue()
def onPlot(self, event):
frame = Plot(self, 'Plot time series or histogram data.',
self.application.state, self.figureNumber)
frame.Show()
# Add to the dictionary.
self.children[frame.GetId()] = frame
def full_example():
ploter = Plot()
num_of_start_population = 10
i = 2
min = -2
max = 2
chance_for_crossingover = 0.5
popul = population.Population([])
#step 1 - random start population
for j in range(num_of_start_population):
rand_arr = [random.uniform(min, max) for k in range(i)]
popul.append([rand_arr])
#step 1b - calculate f_x
'''
for j in range(num_of_start_population):
popul.chromosome[j].f_x = functions.Goldstein_Price(popul.chromosome[j].x)
ploter.addData('przed', popul.chromosome[j].f_x)
print(popul.get_max_f_x())
#step 2 - make selection
test_population = selection.Selection.proportional(popul)
print(test_population)
population_after_selection = population.Population(test_population)
#step 3 - crossingover and mutation of best specimens in population
#kryzwanie na wyseekcjonowanych rodziach
#mutacje sie robi na potmokach(z krzyzywaonia) zeby je zmienic
#ponizej testowo
child_population = population.Population([])
for j in range(int(0.5*chance_for_crossingover*num_of_start_population)):
rand_dad = random.randint(0, num_of_start_population-1)
rand_mom = random.randint(0, num_of_start_population-1)
kid = crossingovers.Crossingovers.aritmetic(population_after_selection.chromosome[rand_dad], population_after_selection.chromosome[rand_mom])
child_population.append(kid)
child_population.append([population_after_selection.chromosome[rand_dad].x, population_after_selection.chromosome[rand_mom].x])
if child_population.size != num_of_start_population:
rand_dad = random.randint(0, num_of_start_population-1)
rand_mom = random.randint(0, num_of_start_population-1)
child_population.append([population_after_selection.chromosome[rand_dad].x, population_after_selection.chromosome[rand_mom].x])
print(child_population)
after_mutation = mutation.Mutation.reciprocal_exchange(0.5, child_population.array_of_float)
child_population_after_mutation = population.Population(after_mutation)
ploter.addKind('po')
#step 3b - calculate f_x
#for j in range(child_population_after_mutation.size):
# child_population_after_mutation.chromosome[j].f_x = functions.Goldstein_Price(child_population_after_mutation.chromosome[j].x)
# ploter.addData('po', child_population_after_mutation.chromosome[j].f_x)
popul.add_child(child_population_after_mutation)
#step 4 - stategis to choose new population from the old one
popul = stategies.Strategies.full(popul)
print(popul.chromosome[1].f_x)
'''
func = functions.Goldstein_Price
func_mutation = mutation.Mutation.reciprocal_exchange
func_crossingovers = crossingovers.Crossingovers.aritmetic
func_selection = selection.Selection.tournament
computing_loop(func, popul, 10, ploter, 'Randomowa', 100, func_selection,
0.8, func_crossingovers, func_mutation, 0.8)
ploter.showPlot()
pass
for line in self._benchmarklines:
line.Draw()
if __name__ == "__main__":
from Plot import Plot
filename = "../data/ds_data18.root"
h_bkg = Histo1D("h_bkg", "Background", 20, 0.0, 400.0)
h_sig1 = Histo1D("h_sig1", "Signal 1", 20, 0.0, 400.0)
h_sig2 = Histo1D("h_sig2", "Signal 2", 20, 0.0, 400.0)
h_bkg.Fill(filename, tree="DirectStau", varexp="MET", weight="100.0/MET")
h_sig1.Fill(filename, tree="DirectStau", varexp="MET", cuts="tau1Pt>600")
h_sig2.Fill(filename, tree="DirectStau", varexp="MET", cuts="tau1Pt>800")
h_sig1_props = dict(template="signal", linecolor=ROOT.kRed)
h_sig2_props = dict(template="signal", linecolor=ROOT.kBlue)
scan = SensitivityScan([(h_sig1, h_sig1_props), (h_sig2, h_sig2_props)],
h_bkg)
p = Plot(npads=2)
p.Register(h_bkg, template="background", fillcolor=ROOT.kGray)
p.Register(h_sig1, **h_sig1_props)
p.Register(h_sig2, **h_sig2_props)
p.Register(scan, 1, logy=False, ytitle="Z_{N}-value")
p.Print("test_sensitivityscan.pdf")
def setupUi(self, Suppose):
Suppose.setObjectName("Suppose")
Suppose.resize(1128, 683)
self.centralwidget = QtWidgets.QWidget(Suppose)
self.centralwidget.setObjectName("centralwidget")
self.pushButton = QtWidgets.QPushButton(self.centralwidget)
self.pushButton.setGeometry(QtCore.QRect(760, 20, 241, 31))
font = QtGui.QFont()
font.setPointSize(12)
self.pushButton.setFont(font)
self.pushButton.setObjectName("pushButton")
self.widget = Plot(self.centralwidget)
self.widget.setGeometry(QtCore.QRect(350, 80, 731, 501))
self.widget.setObjectName("widget")
self.layoutWidget = QtWidgets.QWidget(self.centralwidget)
self.layoutWidget.setGeometry(QtCore.QRect(30, 20, 281, 351))
self.layoutWidget.setObjectName("layoutWidget")
self.verticalLayout = QtWidgets.QVBoxLayout(self.layoutWidget)
self.verticalLayout.setContentsMargins(6, 0, 6, 0)
self.verticalLayout.setObjectName("verticalLayout")
self.label_8 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_8.sizePolicy().hasHeightForWidth())
self.label_8.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_8.setFont(font)
self.label_8.setObjectName("label_8")
self.verticalLayout.addWidget(self.label_8)
self.spinBox = QtWidgets.QSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.spinBox.sizePolicy().hasHeightForWidth())
self.spinBox.setSizePolicy(sizePolicy)
self.spinBox.setMinimum(1)
self.spinBox.setMaximum(1000000000)
self.spinBox.setObjectName("spinBox")
self.verticalLayout.addWidget(self.spinBox)
self.label_5 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_5.sizePolicy().hasHeightForWidth())
self.label_5.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_5.setFont(font)
self.label_5.setObjectName("label_5")
self.verticalLayout.addWidget(self.label_5)
self.doubleSpinBox_7 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_7.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_7.setSizePolicy(sizePolicy)
self.doubleSpinBox_7.setMaximum(1000000000.0)
self.doubleSpinBox_7.setProperty("value", 1.0)
self.doubleSpinBox_7.setObjectName("doubleSpinBox_7")
self.verticalLayout.addWidget(self.doubleSpinBox_7)
self.label_6 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_6.sizePolicy().hasHeightForWidth())
self.label_6.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_6.setFont(font)
self.label_6.setObjectName("label_6")
self.verticalLayout.addWidget(self.label_6)
self.doubleSpinBox_4 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_4.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_4.setSizePolicy(sizePolicy)
self.doubleSpinBox_4.setMaximum(10000000000.0)
self.doubleSpinBox_4.setObjectName("doubleSpinBox_4")
self.verticalLayout.addWidget(self.doubleSpinBox_4)
self.label_7 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_7.sizePolicy().hasHeightForWidth())
self.label_7.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_7.setFont(font)
self.label_7.setObjectName("label_7")
self.verticalLayout.addWidget(self.label_7)
self.doubleSpinBox_5 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_5.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_5.setSizePolicy(sizePolicy)
self.doubleSpinBox_5.setMaximum(1000000000.0)
self.doubleSpinBox_5.setObjectName("doubleSpinBox_5")
self.verticalLayout.addWidget(self.doubleSpinBox_5)
self.label_4 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_4.sizePolicy().hasHeightForWidth())
self.label_4.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_4.setFont(font)
self.label_4.setObjectName("label_4")
self.verticalLayout.addWidget(self.label_4)
self.doubleSpinBox_6 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_6.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_6.setSizePolicy(sizePolicy)
self.doubleSpinBox_6.setMaximum(1000000000.0)
self.doubleSpinBox_6.setObjectName("doubleSpinBox_6")
self.verticalLayout.addWidget(self.doubleSpinBox_6)
self.label_11 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_11.sizePolicy().hasHeightForWidth())
self.label_11.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_11.setFont(font)
self.label_11.setObjectName("label_11")
self.verticalLayout.addWidget(self.label_11)
self.doubleSpinBox_8 = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox_8.sizePolicy().hasHeightForWidth())
self.doubleSpinBox_8.setSizePolicy(sizePolicy)
self.doubleSpinBox_8.setMaximum(1000000000.0)
self.doubleSpinBox_8.setObjectName("doubleSpinBox_8")
self.verticalLayout.addWidget(self.doubleSpinBox_8)
self.label_2 = QtWidgets.QLabel(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_2.sizePolicy().hasHeightForWidth())
self.label_2.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.verticalLayout.addWidget(self.label_2)
self.doubleSpinBox = QtWidgets.QDoubleSpinBox(self.layoutWidget)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Minimum,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.doubleSpinBox.sizePolicy().hasHeightForWidth())
self.doubleSpinBox.setSizePolicy(sizePolicy)
self.doubleSpinBox.setMaximum(1.0)
self.doubleSpinBox.setSingleStep(0.01)
self.doubleSpinBox.setProperty("value", 0.05)
self.doubleSpinBox.setObjectName("doubleSpinBox")
self.verticalLayout.addWidget(self.doubleSpinBox)
self.layoutWidget1 = QtWidgets.QWidget(self.centralwidget)
self.layoutWidget1.setGeometry(QtCore.QRect(30, 570, 291, 41))
self.layoutWidget1.setObjectName("layoutWidget1")
self.horizontalLayout = QtWidgets.QHBoxLayout(self.layoutWidget1)
self.horizontalLayout.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout.setObjectName("horizontalLayout")
self.label = QtWidgets.QLabel(self.layoutWidget1)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label.setFont(font)
self.label.setObjectName("label")
self.horizontalLayout.addWidget(self.label)
self.lineEdit_6 = QtWidgets.QLineEdit(self.layoutWidget1)
self.lineEdit_6.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_6.sizePolicy().hasHeightForWidth())
self.lineEdit_6.setSizePolicy(sizePolicy)
self.lineEdit_6.setObjectName("lineEdit_6")
self.horizontalLayout.addWidget(self.lineEdit_6)
self.layoutWidget2 = QtWidgets.QWidget(self.centralwidget)
self.layoutWidget2.setGeometry(QtCore.QRect(30, 450, 291, 41))
self.layoutWidget2.setObjectName("layoutWidget2")
self.horizontalLayout_2 = QtWidgets.QHBoxLayout(self.layoutWidget2)
self.horizontalLayout_2.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.label_3 = QtWidgets.QLabel(self.layoutWidget2)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_3.sizePolicy().hasHeightForWidth())
self.label_3.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.horizontalLayout_2.addWidget(self.label_3)
self.lineEdit_8 = QtWidgets.QLineEdit(self.layoutWidget2)
self.lineEdit_8.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_8.sizePolicy().hasHeightForWidth())
self.lineEdit_8.setSizePolicy(sizePolicy)
self.lineEdit_8.setMaxLength(5)
self.lineEdit_8.setObjectName("lineEdit_8")
self.horizontalLayout_2.addWidget(self.lineEdit_8)
self.layoutWidget3 = QtWidgets.QWidget(self.centralwidget)
self.layoutWidget3.setGeometry(QtCore.QRect(30, 390, 291, 41))
self.layoutWidget3.setObjectName("layoutWidget3")
self.horizontalLayout_3 = QtWidgets.QHBoxLayout(self.layoutWidget3)
self.horizontalLayout_3.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.label_9 = QtWidgets.QLabel(self.layoutWidget3)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_9.setFont(font)
self.label_9.setObjectName("label_9")
self.horizontalLayout_3.addWidget(self.label_9)
self.lineEdit_9 = QtWidgets.QLineEdit(self.layoutWidget3)
self.lineEdit_9.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_9.sizePolicy().hasHeightForWidth())
self.lineEdit_9.setSizePolicy(sizePolicy)
self.lineEdit_9.setMaxLength(5)
self.lineEdit_9.setObjectName("lineEdit_9")
self.horizontalLayout_3.addWidget(self.lineEdit_9)
self.layoutWidget_2 = QtWidgets.QWidget(self.centralwidget)
self.layoutWidget_2.setGeometry(QtCore.QRect(30, 510, 291, 41))
self.layoutWidget_2.setObjectName("layoutWidget_2")
self.horizontalLayout_4 = QtWidgets.QHBoxLayout(self.layoutWidget_2)
self.horizontalLayout_4.setContentsMargins(0, 0, 0, 0)
self.horizontalLayout_4.setObjectName("horizontalLayout_4")
self.label_10 = QtWidgets.QLabel(self.layoutWidget_2)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.label_10.sizePolicy().hasHeightForWidth())
self.label_10.setSizePolicy(sizePolicy)
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(11)
self.label_10.setFont(font)
self.label_10.setObjectName("label_10")
self.horizontalLayout_4.addWidget(self.label_10)
self.lineEdit_11 = QtWidgets.QLineEdit(self.layoutWidget_2)
self.lineEdit_11.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_11.sizePolicy().hasHeightForWidth())
self.lineEdit_11.setSizePolicy(sizePolicy)
self.lineEdit_11.setMaxLength(5)
self.lineEdit_11.setObjectName("lineEdit_11")
self.horizontalLayout_4.addWidget(self.lineEdit_11)
self.lineEdit_10 = QtWidgets.QLineEdit(self.layoutWidget_2)
self.lineEdit_10.setEnabled(False)
sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding,
QtWidgets.QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(
self.lineEdit_10.sizePolicy().hasHeightForWidth())
self.lineEdit_10.setSizePolicy(sizePolicy)
self.lineEdit_10.setMaxLength(5)
self.lineEdit_10.setObjectName("lineEdit_10")
self.horizontalLayout_4.addWidget(self.lineEdit_10)
self.comboBox = QtWidgets.QComboBox(self.centralwidget)
self.comboBox.setGeometry(QtCore.QRect(440, 20, 241, 31))
font = QtGui.QFont()
font.setFamily("Agency FB")
font.setPointSize(12)
self.comboBox.setFont(font)
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
Suppose.setCentralWidget(self.centralwidget)
self.menubar = QtWidgets.QMenuBar(Suppose)
self.menubar.setGeometry(QtCore.QRect(0, 0, 1128, 22))
self.menubar.setObjectName("menubar")
Suppose.setMenuBar(self.menubar)
self.statusbar = QtWidgets.QStatusBar(Suppose)
self.statusbar.setObjectName("statusbar")
Suppose.setStatusBar(self.statusbar)
self.retranslateUi(Suppose)
QtCore.QMetaObject.connectSlotsByName(Suppose)
img = cv2.imread('./Images/HORSE.png', 0)
img = cv2.resize(img, (300, 200))
_, edges = cv2.threshold(img, 127, 255, cv2.THRESH_TRUNC)
edges = cv2.GaussianBlur(edges, (5, 5), 0)
#edges = cv2.erode(edges, None, iterations=1)
edges = cv2.dilate(edges, None, iterations=1)
edges = cv2.Canny(edges, 10, 120)
#plt.imshow(edges,'gray')
contours, __ = cv2.findContours(edges, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE)
#the above snippet of the code, copied from the jupyter notebook
im_1 = Image(contours)
path_1 = im_1.sort()
period_1, tup_circle_rads_1, tup_circle_locs_1 = Fourier(
n_approx=1000, coord_1=path_1).get_circles()
#Path to whereImageMagick is installed
loc = 'C:\Program Files\ImageMagick-7.0.10-Q16-HDRI\magick.exe'
if save_animate:
Plot(period_1, tup_circle_rads_1, tup_circle_locs_1,
speed=45).plot(save=True, ani_name=save_path, ImageMagickLoc=loc)
else:
Plot(period_1, tup_circle_rads_1, tup_circle_locs_1,
speed=80).plot(close_after_animation=False)
def check_if_intersects(lines_list, max_y):
lines_dictionary, q = read_lines_list(lines_list)
start_points_used_dictionary = dict()
end_points_used_dictionary = dict()
for line in lines_dictionary:
start_points_used_dictionary[line] = False
end_points_used_dictionary[line] = False
lines_collection = LinesCollection(lines_list)
my_scene = Scene([], [lines_collection])
my_plot = Plot([my_scene])
#print("\n\nLines:")
#for line in lines_list:
# print(line)
t = LinkedList(lines_dictionary)
intersections_dictionary = dict()
prev_point = None
prev_line = None
# Q: x->y
while q.size > 0:
event = q.findTheSmallest(q.root)
point = (event.key, event.value)
#print("\n-------------------------------------------------\n" + str(point), end="")
# update T
begin_line = is_start_point_checked(start_points_used_dictionary,
point)
end_line = []
if begin_line is None:
end_line = is_end_point_checked(end_points_used_dictionary, point)
if begin_line is not None:
handle_line_begin_event(begin_line, t)
#print("found line: " + str(begin_line))
elif end_line is not None:
handle_line_end_event(end_line, t)
#print("found line: " + str(end_line))
else: # intersection point
handle_intersection_event(lines_dictionary, point, t,
intersections_dictionary)
# handle two line ends in the same point
if prev_point == point:
if end_line:
#print("Two ends intersection in: " + str(point))
intersections_dictionary[point] = (prev_line, end_line)
# update Q
look_for_intersections(lines_dictionary, point, t, q,
intersections_dictionary)
q.delete(event.key, event.value)
prev_line = end_line
prev_point = point
#print("\nintersections number: " + str(len(intersections_dictionary)))
for intersection in intersections_dictionary:
point = intersection
line1 = intersections_dictionary[intersection][0]
line2 = intersections_dictionary[intersection][1]
#print(str(point) + " is intersection of " + str(line1) + " and " + str(line2))
new_line = [(point[0], max_y), (point[0], 1)]
new_lines_collection = LinesCollection([new_line], color="red")
points_collection = PointsCollection([point],
color="green",
marker="^")
new_scene = Scene([points_collection],
[lines_collection, new_lines_collection])
my_plot.add_scene(new_scene)
my_plot.draw()
return intersections_dictionary
def setupUi(self, Sd_chi_Form):
Sd_chi_Form.setObjectName("Sd_chi_Form")
Sd_chi_Form.resize(903, 511)
font = QtGui.QFont()
font.setPointSize(12)
Sd_chi_Form.setFont(font)
self.label_4 = QtWidgets.QLabel(Sd_chi_Form)
self.label_4.setGeometry(QtCore.QRect(350, 10, 131, 31))
self.label_4.setObjectName("label_4")
self.widget = Plot(Sd_chi_Form)
self.widget.setGeometry(QtCore.QRect(360, 50, 511, 431))
self.widget.setObjectName("widget")
self.widget1 = QtWidgets.QWidget(Sd_chi_Form)
self.widget1.setGeometry(QtCore.QRect(10, 190, 341, 144))
self.widget1.setObjectName("widget1")
self.verticalLayout_2 = QtWidgets.QVBoxLayout(self.widget1)
self.verticalLayout_2.setContentsMargins(0, 0, 0, 0)
self.verticalLayout_2.setObjectName("verticalLayout_2")
self.horizontalLayout_4 = QtWidgets.QHBoxLayout()
self.horizontalLayout_4.setObjectName("horizontalLayout_4")
self.radioButton_one = QtWidgets.QRadioButton(self.widget1)
self.radioButton_one.setChecked(True)
self.radioButton_one.setObjectName("radioButton_one")
self.horizontalLayout_4.addWidget(self.radioButton_one)
self.radioButton_few = QtWidgets.QRadioButton(self.widget1)
self.radioButton_few.setObjectName("radioButton_few")
self.horizontalLayout_4.addWidget(self.radioButton_few)
self.verticalLayout_2.addLayout(self.horizontalLayout_4)
self.verticalLayout = QtWidgets.QVBoxLayout()
self.verticalLayout.setObjectName("verticalLayout")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label_2 = QtWidgets.QLabel(self.widget1)
self.label_2.setObjectName("label_2")
self.horizontalLayout.addWidget(self.label_2)
self.spinBox_chi_n = QtWidgets.QSpinBox(self.widget1)
self.spinBox_chi_n.setObjectName("spinBox_chi_n")
self.horizontalLayout.addWidget(self.spinBox_chi_n)
self.pushButton_chi_plot = QtWidgets.QPushButton(self.widget1)
self.pushButton_chi_plot.setObjectName("pushButton_chi_plot")
self.horizontalLayout.addWidget(self.pushButton_chi_plot)
self.verticalLayout.addLayout(self.horizontalLayout)
self.horizontalLayout_2 = QtWidgets.QHBoxLayout()
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.label = QtWidgets.QLabel(self.widget1)
self.label.setObjectName("label")
self.horizontalLayout_2.addWidget(self.label)
self.doubleSpinBox_arfa = QtWidgets.QDoubleSpinBox(self.widget1)
self.doubleSpinBox_arfa.setMinimum(0.01)
self.doubleSpinBox_arfa.setMaximum(0.99)
self.doubleSpinBox_arfa.setSingleStep(0.01)
self.doubleSpinBox_arfa.setObjectName("doubleSpinBox_arfa")
self.horizontalLayout_2.addWidget(self.doubleSpinBox_arfa)
self.pushButton_quantile_plot = QtWidgets.QPushButton(self.widget1)
self.pushButton_quantile_plot.setObjectName("pushButton_quantile_plot")
self.horizontalLayout_2.addWidget(self.pushButton_quantile_plot)
self.verticalLayout.addLayout(self.horizontalLayout_2)
self.horizontalLayout_3 = QtWidgets.QHBoxLayout()
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.pushButton_quantile = QtWidgets.QPushButton(self.widget1)
self.pushButton_quantile.setObjectName("pushButton_quantile")
self.horizontalLayout_3.addWidget(self.pushButton_quantile)
self.lineEdit_quantile = QtWidgets.QLineEdit(self.widget1)
self.lineEdit_quantile.setReadOnly(True)
self.lineEdit_quantile.setObjectName("lineEdit_quantile")
self.horizontalLayout_3.addWidget(self.lineEdit_quantile)
self.verticalLayout.addLayout(self.horizontalLayout_3)
self.verticalLayout_2.addLayout(self.verticalLayout)
self.retranslateUi(Sd_chi_Form)
QtCore.QMetaObject.connectSlotsByName(Sd_chi_Form)
def Print(self, path, **kwargs):
r"""Print the histogram to a file.
Creates a PDF/PNG/... file with the absolute path defined by **path**. If a file
with the same name already exists it will be overwritten (can be changed with
the **overwrite** keyword argument). If **mkdir** is set to ``True`` (default:
``False``) directories in **path** with do not yet exist will be created
automatically. The styling of the stack, pad and canvas can be configured via
their respective properties passed as keyword arguments.
Additional plots can be added to :class:`.Pad` s below the main one where the
:class:`.Stack` object is drawn using the **ratio**, **contribution** and/or
**sensitivity** flag (see below).
:param path: path of the output file (must end with '.pdf', '.png', ...)
:type path: ``str``
:param \**kwargs: :class:`.Stack`, :class:`.Plot`, :class:`.Canvas` and
:class:`.Pad` properties + additional properties (see below)
Keyword Arguments:
* **sort** (``bool``) -- define whether the stack is sorted before it is
drawn (see :func:`Stack.SetStackSorting`, default: ``True``)
* **contribution** (``bool``) -- draw the relative per-bin contribution of
each stacked histogram in an additional :class:`.Pad` (default: ``False``)
* **ratio** (``bool``) -- draw a :class:`RatioPlot` of (assumed) data versus
the (assumed) total background in an additional :class:`.Pad` (default:
``False``)
* **sensitivity** (``bool``) -- draw a sensitivity scan for all (assumed)
signal histograms and using the (asumed) total background as reference in
an additional :class:`.Pad` (default: ``False``)
* **inject<N>** (``list``, ``tuple``, ``ROOT.TObject``) -- inject a (list
of) *drawable* :class:`ROOT` object(s) to pad **<N>** (default: 0), object
properties can be specified by passing instead a ``tuple`` of the format
:code:`(obj, props)` where :code:`props` is a ``dict`` holding the object
properties (default: \[\])
* **overwrite** (``bool``) -- overwrite an existing file located at **path**
(default: ``True``)
* **mkdir** (``bool``) -- create non-existing directories in **path**
(default: ``False``)
"""
from RatioPlot import RatioPlot
from SensitivityScan import SensitivityScan
from ContributionPlot import ContributionPlot
sort = kwargs.pop("sort", True)
contribution = kwargs.pop("contribution", False)
ratio = kwargs.pop("ratio", False)
sensitivity = kwargs.pop("sensitivity", False)
if kwargs.get("drawstacksum"):
self.SetDrawStackSum(kwargs.pop("drawstacksum"))
injections = {
k: kwargs.pop(k) for k in dict(kwargs).keys() if k.startswith("inject")
}
npads = sum([contribution, bool(ratio), bool(sensitivity)]) + 1
addcls = [RatioPlot] if ratio else []
addcls += [ContributionPlot] if contribution else []
addcls += [SensitivityScan] if sensitivity else []
properties = DissectProperties(kwargs, [Stack, Plot, Canvas, Pad] + addcls)
self.BuildStack(sort=sort)
if self.GetNhists() == 0:
injections = {"inject0": injections.get("inject0", [])}
if contribution:
logger.warning("Cannot create ContributionPlot: Missing stack!")
contribution = False
if ratio:
logger.warning("Cannot create RatioPlot: Missing stack!")
ratio = False
if sensitivity:
logger.warning("Cannot create SensitivityScan: Missing stack!")
sensitivity = False
if ratio is True:
try: # it's just a guess...
datahisto = filter(
lambda h: not h.GetDrawOption().upper().startswith("HIST"),
self._store["nostack"],
)[0]
ratio = [datahisto, self._stacksumhisto] # overwrite boolean
except IndexError:
if self._store["nostack"]:
ratio = [self._store["nostack"][0], self._stacksumhisto]
else:
logger.error(
"Failed to identify appropriate numerator histogram for "
"RatioPlot pad!"
)
ratio = False
if sensitivity:
try: # again just making assumptions here...
sensitivity = filter(
lambda h: "HIST" in h.GetDrawOption().upper(),
self._store["nostack"], # overwrite boolean with list of sig histos
)
except IndexError:
logger.error(
"Failed to identify appropriate numerator histogram for "
"SensitivityScan pad!"
)
sensitivity = False
plot = Plot(npads=npads, **properties["Plot"])
# Register the Stack to the upper Pad (pad=0):
plot.Register(self, **MergeDicts(properties["Stack"], properties["Pad"]))
if self._drawstacksum and self.GetNhists() > 1:
# Dummy histo with the correct legend entry styling:
htmp = Histo1D(
"{}_legendentry".format(self._stacksumhisto.GetName()),
self._stacksumhisto.GetTitle(),
[
self._stacksumhisto._lowbinedges[0],
self._stacksumhisto._lowbinedges[self._stacksumhisto._nbins],
],
**{
k[8:]: v
for k, v in DissectProperties(
properties["Stack"],
[
{
"Stacksum": [
"stacksum{}".format(p)
for p in Histo1D.GetListOfProperties()
]
}
],
)["Stacksum"].items()
}
)
plot.Register(
htmp,
fillcolor=self._stacksumhisto._errorband.GetFillColor(),
fillstyle=self._stacksumhisto._errorband.GetFillStyle(),
legenddrawoption=self._stacksumhisto.GetLegendDrawOption(),
**properties["Pad"]
)
idx = 1
xaxisprops = {
k: v for k, v in properties["Pad"].items() if k in ["xtitle", "xunits"]
}
if contribution:
contribplot = ContributionPlot(self)
properties["ContributionPlot"].update(
xaxisprops, **properties["ContributionPlot"]
)
plot.Register(
contribplot,
pad=idx,
ytitle="Contrib.",
logy=False,
ymin=0,
ymax=1,
**{k: v for k, v in properties["Pad"].items() if k.startswith("x")}
)
idx += 1
if ratio:
ratioplot = RatioPlot(*ratio, **properties["RatioPlot"])
properties["RatioPlot"].update(xaxisprops)
plot.Register(
ratioplot,
pad=idx,
ytitle="Data / SM",
logy=False,
ymin=0.2,
ymax=1.8,
**{k: v for k, v in properties["Pad"].items() if k.startswith("x")}
)
idx += 1
if sensitivity:
sensitivityscan = SensitivityScan(
sensitivity, self._stacksumhisto, **properties["SensitivityScan"]
)
properties["SensitivityScan"].update(xaxisprops)
plot.Register(
sensitivityscan,
pad=idx,
ytitle="Z_{A}-value",
logy=False,
**{k: v for k, v in properties["Pad"].items() if k.startswith("x")}
)
plot.Print(path, **MergeDicts(properties["Canvas"], injections))
count = 0
sup_title = 'Transaction share varying' + \
'; Consumers: ' + str(consumers) + \
'; Restaurants: '+ str(restaurants) + \
'; Platforms: ' + str(platforms) + \
'; Runs: ' + str(runs) + \
'; Timesteps: ' + str(timesteps)
fig, ax = plt.subplots(plot_dim[0], plot_dim[1])
fig.suptitle(sup_title)
for ts in trans_sh:
count += 1
print('count', count, 'ts', ts)
r = Run(runs, timesteps, platforms, consumers, ts, restaurants)
r.run()
p = Plot(r)
pos = np.where(axes_pos == count)
pos = [int(pos[0]), int(pos[1])]
print('Position:', pos)
title = 'transaction share = ' + str(ts)
print(title)
ax[pos[0], pos[1]].set_title(title)
ax[pos[0], pos[1]].set_ylim(0, ts * consumers)
if pos[0] + 1 != plot_dim[0]:
ax[pos[0], pos[1]].set_xticklabels([])
"""else:
print('lables should be set')
ax[pos[0],pos[1]].set_xticklabels([str(0), str(timesteps)])"""
p.stackplot_ax(r.trans_av, ax[pos[0], pos[1]])
from Fitbit import Fitbit
from Database import Database
from Plot import Plot
import datetime
db = Database()
fitbit = Fitbit(db)
plot = Plot()
while True:
date = input("Enter a date (YYYY-MM-DD): ")
try:
datetime.datetime.strptime(date, '%Y-%m-%d')
except ValueError:
print("Incorrect data format, should be YYYY-MM-DD")
continue
heartData = fitbit.getHeartIntradayRate(date)
if heartData == None:
print("No data returned for ", date)
continue
plot.plot(heartData)
def __init__(self):
super(App, self).__init__()
# load background
self.background = Background(filename="background.png")
# get array copy of background image
self.background.arr = pygame.surfarray.array3d(self.background.img)
# create bw from image
_, self.background.arr_bw = cv2.threshold(self.background.arr[:, :, 0],
128, 1, cv2.THRESH_BINARY)
# print self.background.arr_bw.shape, self.background.arr_bw.dtype
# self.background.arr_dist = cv2.distanceTransform(self.background.arr_bw, cv.CV_DIST_L1, 3)
# get nearest (zero) pixel labels with corresponding distances
self.background.arr_dist, self.labels = cv2.distanceTransformWithLabels(
self.background.arr_bw,
cv.CV_DIST_L1,
3,
labelType=cv2.DIST_LABEL_PIXEL)
self.distances = self.background.arr_dist
### get x,y coordinates for each label
# get positions of zero points
zero_points = Utils.zero_points(self.background.arr_bw)
# get labels for zero points
zero_labels = self.labels[zero_points[:, 0], zero_points[:, 1]]
# create dictionary mapping labels to zero point positions
self.label_positions = dict(
zip(zero_labels, zip(zero_points[:, 0], zero_points[:, 1])))
# create hilbert curve lookup table
self.hilbert = Hilbert.hilbert_lookup(*self.background.arr.shape[:2])
# provide a rgb variant of dist for display
self.background.arr_dist_rgb = self.background.arr.copy()
self.background.arr_dist_rgb[:, :, 0] = self.background.arr_dist
self.background.arr_dist_rgb[:, :, 1] = self.background.arr_dist
self.background.arr_dist_rgb[:, :, 2] = self.background.arr_dist
# print a.shape
self.setup_pygame()
self.events = Events()
self.plt = Plot()
self.lane = Lane(self.events)
self.lane.load("parkour.sv")
# self.lane.add_support_point(100,100)
# self.lane.add_support_point(200,100)
# self.lane.add_support_point(200,200)
# self.lane.add_support_point(100,200)
self.optimize = Optimize(self.lane)
self.cars = []
self.cars.append(Car(x=100, y=100, theta=-45,
speed=0)) # representation for actual car
self.cars.append(Car(x=100, y=100, theta=-45 + 15,
speed=0)) # representation for ins estimate
self.cars.append(
Car(x=100, y=100, theta=-45, speed=0)
) # representation for ins estimate xy optimization single pass
self.cars.append(
Car(x=100, y=100, theta=-45, speed=0)
) # representation for ins estimate xy optimization multi pass
self.cars.append(
Car(x=100, y=100, theta=-45,
speed=0)) # representation for ins estimate theta optimization
for car in self.cars:
car.color = Draw.WHITE
self.cars[2].color = Draw.YELLOW
self.cars[3].color = Draw.RED
self.cars[4].color = Draw.GREEN
self.action = None
self.dragdrop = DragAndDropController(self.events)
self.controller = self.dragdrop
# self.cars[0].camview = CamView(self.cars[0],self.background.arr)
# self.cars[0].camview.register_events(self.events)
self.cars[0].name = "actual"
self.cars[1].name = "estimate"
self.cars[2].name = "opt"
self.cars[3].name = "opt*"
self.cars[4].name = "theta"
self.cars[0].controller = self.controller
self.cars[1].controller = self.controller
self.cars[0].camview = CamView(self.cars[0], self.background.arr)
self.cars[2].controller = OptimizeNearestEdgeXYSinglePass(
optimize=self.optimize,
labels=self.labels,
label_positions=self.label_positions,
camview=self.cars[0].camview,
estimate_car=self.cars[1])
self.cars[3].controller = OptimizeNearestEdgeXYMultiPass(
optimize=self.optimize,
labels=self.labels,
label_positions=self.label_positions,
camview=self.cars[0].camview,
estimate_car=self.cars[1])
self.cars[4].controller = OptimizeThetaParable(
optimize=self.optimize,
distances=self.distances,
camview=self.cars[0].camview,
estimate_car=self.cars[3])
# self.cars[4].controller = OptimizeNearestEdgeTheta(
# optimize = self.optimize,
# labels = self.labels,
# label_positions = self.label_positions,
# hilbert = self.hilbert,
# camview = self.cars[0].camview,
# estimate_car = self.cars[1])
# self.window = Window(self.screen, self.events, 300, 200, "caption")
self.done = False
self.cursor = (0, 0)
self.register_events()
self.spin()
from Image import Image
from Fourier import Fourier
from Plot import Plot
im_1 = Image("images/pikachu.png", (200, 200))
# im_2 = Image("images/einstein.jpg", (200, 200))
# im_3 = Image("images/formula.jpeg", (200, 200))
# im_4 = Image("images/dickbutt.jpg", (200, 200))
# im_5 = Image("images/obama.jpg", (200, 200))
path_1 = im_1.sort()
# path_2 = im_2.sort()
# path_3 = im_3.sort()
# path_4 = im_4.sort()
# path_5 = im_5.sort()
period_1, tup_circle_rads_1, tup_circle_locs_1 = Fourier(
n_approx=1000, coord_1=path_1).get_circles()
# period_2, tup_circle_rads_2, tup_circle_locs_2 = Fourier(n_approx = 1000, coord_1 = path_2).get_circles(mode=2)
# period_3, tup_circle_rads_3, tup_circle_locs_3 = Fourier(n_approx = 1000, coord_1 = path_3, coord_2 = path_4).get_circles()
# period_4, tup_circle_rads_4, tup_circle_locs_4 = Fourier(coord_1 = path_5).get_circles()
##Plot(period_1, tup_circle_rads_1, tup_circle_locs_1, speed = 200).plot(save = True, ani_name = 'im_1.gif', ImageMagickLoc = 'C:\Program Files\ImageMagick-7.0.8-Q16/magick.exe')
Plot(period_1, tup_circle_rads_1, tup_circle_locs_1,
speed=200).plot(close_after_animation=True)
#Plot(period_2, tup_circle_rads_2, tup_circle_locs_2, speed = 8).plot()
# Plot(period_3, tup_circle_rads_3, tup_circle_locs_3, speed = 8).plot()
# Plot(period_4, tup_circle_rads_4, tup_circle_locs_4, visualize = True).plot()
def bargraph_panel(request):
try:
data = [1, 2, 3, 4, 5]
variableList = [
"", "mdn", "pon", "spi", "spei", "pdsi", "pzi", "scpdsi"
]
if 'run_avg' in request.GET:
run_avg = request.GET['run_avg']
if not run_avg:
runAvg = 0
else:
runAvg = int(run_avg)
if 'lat' in request.GET:
lat = request.GET['lat']
if not lat:
lat = 40
else:
lat = float(lat)
if 'lon' in request.GET:
lon = request.GET['lon']
if not lon:
lon = -100
else:
lon = float(lon)
if 'start_year' in request.GET:
startYear = request.GET['start_year']
if startYear < 1895:
startYear = 1895
else:
startYear = int(startYear)
if 'end_year' in request.GET:
endYear = request.GET['end_year']
endYear = int(endYear)
#if endYear > datetime.datetime.now().year:
# endYear = (datetime.datetime.now().year -1)
#else:
# endYear = int(endYear)
#if 'variable' in request.GET:
# variable = int(request.GET['variable'])
# variable = variableList[variable]
variable = int(request.GET['variable'])
variable = variableList[variable]
month = int(request.GET['month'])
span = int(request.GET['span'])
# Print PNG to page
try:
newPlot = Plot(lat=lat,
lon=lon,
startYear=startYear,
endYear=endYear,
variable=variable,
month=month,
span=span,
runavg=runAvg,
data=None)
fig = newPlot.getData()
canvas = FigureCanvas(fig)
response = django.http.HttpResponse(content_type='image/png')
canvas.print_png(response)
return response
except:
return HttpResponse(
"Plot feature under development for this location.")
except:
return HttpResponse("No data.")
