def main(path, predict_column):
df = pd.read_csv(path)
columns = df.columns.values
X = [
df[column].values for column in columns
if column != predict_column and column != 'Name'
]
y = df[predict_column].values
swtch = Switcher()
sk_X = []
for column in X:
converted = np.array(swtch.convert_to(column))
sk_X.append(converted)
sk_X = np.array(sk_X).T
sk_y = np.array(swtch.convert_to(y)).T
decisions = ID3()
entropy = decisions.fit(X, y)
print(f'Entropies:\t\t\t{entropy}')
sk_decisions = DecisionTreeClassifier(random_state=1370)
sk_decisions.fit(sk_X, sk_y)
print(f'SkLearn Tree Decision accuracy:\t{sk_decisions.score(sk_X, sk_y)}')
#print(sk_decisions.predict(['pycharm', 'Java', 'tea']))
return 0
def switcher(self):
'''Return switcher object (singleton).
This is implemented as a method, so that it can be created only when
needed to avoid errors when displaying help.'''
if not self._switcher:
self._switcher = Switcher()
return self._switcher
def run(share_code):
scan_timeout = 10 # seconds
scanner = Scanner().withDelegate(ScanDelegate())
switcher = None
retry = True
while (retry):
try:
print('Scanning...')
devices = scanner.scan(scan_timeout)
for device in devices:
name = None
for ad_type, description, value in device.getScanData():
if ad_type == 9:
name = value
if name is None or 'SWITCHER' not in name:
continue
print('Device {} ({}), RSSI={}dB'.format(
device.addr, device.addrType, device.rssi))
print('Connectable: {}'.format(device.connectable))
if name == 'SWITCHER_M' and device.connectable:
print('Connectable switcher is found.')
switcher = device
retry = False
break
print('Switcher is not found')
except Exception as e:
print('Error on scanning')
print(e)
Switcher(device.addr, device.addrType, share_code)
def main(path, predict_column):
df = pd.read_csv(path)
columns = df.columns.values
X = [
df[column].values for column in columns
if column != predict_column and column != 'Name'
]
y = df[predict_column].values
decisions = ID3()
fitted = decisions.fit(X, y)
print(f'Entropy of {predict_column}:\t\t\t{fitted[1]}\n')
print(f'Information Gains of Xs\n')
headers = ' '.join(
map(
str,
list(
filter(lambda x: x != predict_column and x != "Name",
df.columns.values)))).replace(' ', '\t | ')
print(f'{headers}')
values = ' '.join(map(lambda x: "{0:.8f}".format(x),
fitted[0])).replace(' ', '\t | ')
print(values)
print('\n\n')
swtch = Switcher()
sk_X = []
for column in X:
converted = np.array(swtch.convert_to(column))
sk_X.append(converted)
sk_X = np.array(sk_X).T
sk_y = np.array(swtch.convert_to(y)).T
x_train, x_test, y_train, y_test = train_test_split(sk_X,
sk_y,
test_size=0.3)
sk_decisions = DecisionTreeClassifier(random_state=1370)
sk_decisions.fit(x_train, y_train)
print(
f'SkLearn Tree Decision accuracy:\t{sk_decisions.score(x_train, y_train)}'
)
print(f'SkLearn Tree Decision prediction: {sk_decisions.predict(x_test)}')
return 0
def __init__(self, add_book, *args, **kwargs):
"""
initilizer for the main from for the AddressBook app.
:param add_book: the address book class to manipulate
:type add_book: A address_book_data.AddressBook instance
"""
kwargs.setdefault('title', "Micro Address Book")
wx.Frame.__init__(self, *args, **kwargs)
self.add_book = add_book
self.current_index = 0
# creae a status bar for messages...
self.CreateStatusBar()
# create the switcher
self.switcher = Switcher(self)
# create the entryPanel
self.entryPanel = AddBookForm(add_book.book[self.current_index], self)
# A new record button:
new_record_but = wx.Button(self, label="New Record")
new_record_but.Bind(wx.EVT_BUTTON, self.onNewRecord)
# put them in a Sizer to lay out
S = wx.BoxSizer(wx.VERTICAL)
S.Add(self.switcher, 0, wx.ALL|wx.ALIGN_CENTER, 4)
S.Add(wx.StaticLine(self,style=wx.LI_HORIZONTAL), 0, wx.EXPAND)
S.Add(self.entryPanel, 0, wx.ALL|wx.EXPAND, 4)
S.Add((1,5))
S.Add(wx.StaticLine(self,style=wx.LI_HORIZONTAL), 0, wx.EXPAND)
S.Add(new_record_but, 0, wx.ALL|wx.ALIGN_RIGHT, 4)
self.SetSizerAndFit(S)
self.switcher.Fit()
# Build up the menu bar:
menuBar = wx.MenuBar()
fileMenu = wx.Menu()
openMenuItem = fileMenu.Append(wx.ID_OPEN, "&Open", "Open a file" )
self.Bind(wx.EVT_MENU, self.onOpen, openMenuItem)
closeMenuItem = fileMenu.Append(wx.ID_EXIT, "&Close", "Close a file" )
self.Bind(wx.EVT_MENU, self.onClose, closeMenuItem)
saveMenuItem = fileMenu.Append(wx.ID_SAVE, "&Save", "Save the file" )
self.Bind(wx.EVT_MENU, self.onSave, saveMenuItem)
exitMenuItem = fileMenu.Append(wx.ID_EXIT, "Exit", "Exit the application")
self.Bind(wx.EVT_MENU, self.onExit, exitMenuItem)
menuBar.Append(fileMenu, "&File")
helpMenu = wx.Menu()
helpMenuItem = helpMenu.Append(wx.ID_HELP, "Help", "Get help")
menuBar.Append(helpMenu, "&Help")
self.SetMenuBar(menuBar)
class Ui_MainWindow(object):
switcher = Switcher()
def __init__(self):
self.switcher.retrieve_settings()
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(742, 371)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.logo = QtWidgets.QLabel(self.centralwidget)
self.logo.setGeometry(QtCore.QRect(590, 0, 161, 51))
self.logo.setText("")
self.logo.setPixmap(QtGui.QPixmap("sesil_logo.jpg"))
self.logo.setScaledContents(True)
self.logo.setObjectName("logo")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setGeometry(QtCore.QRect(230, 20, 220, 31))
MainWindow.setWindowIcon(QtGui.QIcon('logo.png'))
font = QtGui.QFont()
font.setFamily("Verdana")
font.setPointSize(16)
font.setBold(True)
font.setUnderline(True)
font.setWeight(75)
self.label.setFont(font)
self.label.setObjectName("label")
self.label_2 = QtWidgets.QLabel(self.centralwidget)
self.label_2.setGeometry(QtCore.QRect(500, 340, 230, 20))
font = QtGui.QFont()
font.setFamily("Verdana")
font.setBold(False)
font.setWeight(50)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.label_3 = QtWidgets.QLabel(self.centralwidget)
self.label_3.setGeometry(QtCore.QRect(30, 340, 101, 20))
font = QtGui.QFont()
font.setFamily("Verdana")
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.groupBox = QtWidgets.QGroupBox(self.centralwidget)
self.groupBox.setGeometry(QtCore.QRect(80, 110, 561, 191))
self.groupBox.setObjectName("groupBox")
self.groupBox_2 = QtWidgets.QGroupBox(self.groupBox)
self.groupBox_2.setGeometry(QtCore.QRect(40, 30, 230, 130))
self.groupBox_2.setObjectName("groupBox_2")
self.start_btn = QtWidgets.QPushButton(self.groupBox_2)
self.start_btn.setGeometry(QtCore.QRect(50, 30, 130, 30))
self.start_btn.setObjectName("start_btn")
self.exit_btn = QtWidgets.QPushButton(self.groupBox_2)
self.exit_btn.setGeometry(QtCore.QRect(50, 80, 130, 30))
self.exit_btn.setObjectName("exit_btn")
self.groupBox_3 = QtWidgets.QGroupBox(self.groupBox)
self.groupBox_3.setGeometry(QtCore.QRect(330, 30, 190, 130))
self.groupBox_3.setObjectName("groupBox_3")
self.check_settings_btn = QtWidgets.QPushButton(self.groupBox_3)
self.check_settings_btn.setGeometry(QtCore.QRect(40, 30, 110, 30))
self.check_settings_btn.setObjectName("check_settings_btn")
self.reports_folder_btn = QtWidgets.QPushButton(self.groupBox_3)
self.reports_folder_btn.setGeometry(QtCore.QRect(40, 80, 110, 30))
self.reports_folder_btn.setObjectName("reports_folder_btn")
self.line = QtWidgets.QFrame(self.groupBox)
self.line.setGeometry(QtCore.QRect(300, 30, 3, 140))
self.line.setStyleSheet("background-color: rgb(64, 81, 112);")
self.line.setFrameShape(QtWidgets.QFrame.VLine)
self.line.setFrameShadow(QtWidgets.QFrame.Sunken)
self.line.setObjectName("line")
MainWindow.setCentralWidget(self.centralwidget)
# linking buttons to connnects
self.start_btn.clicked.connect(self.start_application)
self.exit_btn.clicked.connect(self.exit_application)
self.check_settings_btn.clicked.connect(self.check_settings)
self.reports_folder_btn.clicked.connect(self.open_reports_folder)
# linking ends here
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "Application Switcher SESIL"))
self.label.setText(_translate("MainWindow", "Window Switcher"))
self.label_2.setText(_translate("MainWindow", "All Rights Reserved To SESIL PVT. LTD."))
self.label_3.setText(_translate("MainWindow", "@mujeebishaque"))
self.groupBox.setTitle(_translate("MainWindow", "Switcher"))
self.groupBox_2.setTitle(_translate("MainWindow", "Functional"))
self.start_btn.setText(_translate("MainWindow", "Start"))
self.exit_btn.setText(_translate("MainWindow", "Exit"))
self.groupBox_3.setTitle(_translate("MainWindow", "Misc."))
self.check_settings_btn.setText(_translate("MainWindow", "Check Settings"))
self.reports_folder_btn.setText(_translate("MainWindow", "Reports Folder"))
def start_application(self):
self.switcher.starter()
def open_reports_folder(self):
self.switcher.check_reports()
def exit_application(self):
sys.exit()
def check_settings(self):
self.switcher.check_settings()
def __init__(self, r_one=1, r_two=1, r_three=1, r_four=1, r_five=1):
#This is a part of code used to check for values entered to be
#compatible with the program
if not isinstance(r_one, int):
raise TypeError('Rotor values should be entered as integers')
if not isinstance(r_two, int):
raise TypeError('Rotor values should be entered as integers')
if not isinstance(r_three, int):
raise TypeError('Rotor values should be entered as integers')
if not isinstance(r_four, int):
raise TypeError('Rotor values should be entered as integers')
if not isinstance(r_five, int):
raise TypeError('Rotor values should be entered as integers')
#Dictionary of all the letters and coresponding to them
self.letters = {
'a': 'a',
'b': 'b',
'c': 'c',
'd': 'd',
'e': 'e',
'f': 'f',
'g': 'g',
'h': 'h',
'i': 'i',
'j': 'j',
'k': 'k',
'l': 'l',
'm': 'm',
'n': 'n',
'o': 'o',
'p': 'p',
'q': 'q',
'r': 'r',
's': 's',
't': 't',
'u': 'u',
'v': 'v',
'w': 'w',
'x': 'x',
'y': 'y',
'z': 'z'
}
#All the rotors are created from the least to first, it is important
self.rotor_three = Rotor_One(None, r_three)
self.rotor_two = Rotor_Five(self.rotor_three, r_two)
self.rotor_one = Rotor_Three(self.rotor_two, r_one)
#Swithers are created here
self.switcher_one = Switcher()
self.switcher_two = Switcher()
self.switcher_three = Switcher()
self.switcher_four = Switcher()
self.switcher_five = Switcher()
self.switcher_six = Switcher()
self.switcher_seven = Switcher()
self.switcher_eight = Switcher()
self.switcher_nine = Switcher()
self.switcher_ten = Switcher()
#Switchers are used
self.use_switchers()
