def generate_analyze_grid(show_imbalance_selectmultiple, show_imbalance_button,
correlations_dendogram_button,
correlations_matrix_button) -> GridBox:
return GridBox(
children=[
Label(layout=Layout(width='auto', height='auto'),
value='Features to analyze: '),
Button(layout=Layout(width='auto', height='auto'),
disabled=True,
style=ButtonStyle(button_color='white')),
Button(layout=Layout(width='auto', height='auto'),
disabled=True,
style=ButtonStyle(button_color='white')),
show_imbalance_selectmultiple,
Button(layout=Layout(width='auto', height='auto'),
disabled=True,
style=ButtonStyle(button_color='white')),
Button(layout=Layout(width='auto', height='auto'),
disabled=True,
style=ButtonStyle(button_color='white')),
show_imbalance_button, correlations_dendogram_button,
correlations_matrix_button
],
layout=Layout(
width='auto',
grid_template_columns='33% 33% 33%',
align_items='center',
# grid_template_columns='auto auto auto',
# grid_template_rows='auto auto auto',
grid_gap='2px 1px'))
def generate_reset_strip_hbox(on_click_reset_button):
children = []
reset_button = widgets.Button(
disabled=False,
style=ButtonStyle(button_color='gray'),
tooltip='Reset the dataset to its initial state',
icon='undo',
layout=Layout(width='auto', height='auto'))
reset_button.on_click(on_click_reset_button)
children.append(reset_button)
stripped_columns_label = Label(layout=Layout(width='auto', height='auto'),
value='Stripped columns for the dataset: ')
children.append(stripped_columns_label)
return HBox(
children=children,
layout=Layout(
width='auto',
grid_template_columns="50% 50%",
align_items='center',
# grid_template_columns='auto auto auto',
grid_template_rows='auto',
grid_gap='3px 3px'))
def create_first_button(content_type, icon_type):
if content_type == MFTViewHelper.content_type_folders:
tooltip = 'Click to get lists of the subfolders and files under this folder'
elif content_type == MFTViewHelper.content_type_files:
tooltip = 'Click to get details of the file'
elif content_type == MFTViewHelper.content_type_breadcrumb:
tooltip = 'Click to go back to the folder'
return widgets.Button(description=content_type + ' :', \
disabled=True, \
layout=Layout(width='auto', height='27px'), \
icon=icon_type, \
style=ButtonStyle(align_content='center', font_weight='bold'), \
tooltip = tooltip)
def get_details(name):
if name == 'Q1':
color = 'SpringGreen'
elif name == 'Q2':
color = 'tomato'
elif name == 'q1':
color = 'HoneyDew'
name = ' '
elif name == 'q2':
color = 'MistyRose'
name = ' '
elif name == 'X':
color = 'black'
else:
color = 'Lavender'
style = ButtonStyle(button_color=color)
return name, style
def gen_keyboard(sample_type=None, base_tone=None):
if base_tone == "c3":
num = 3
elif base_tone == "c4":
num = 4
elif base_tone == "c5":
num = 5
else:
raise AssertionError(
"Make sure you have choose one \x1b[31mbase_tone\x1b[0m!")
if sample_type == "src":
Type = "src"
elif sample_type == "tgt":
Type = "tgt"
else:
raise AssertionError(
"Make sure you have choose one \x1b[31msample type\x1b[0m!")
print(
"\x1b[31mNOTE\x1b[0m: You have to enter enough notes in order to have your own samples!"
)
items_black = [
Button(description='',
layout=Layout(flex='0.8 1 5%', height='100px', min_width='5px'),
button_style='danger',
style=ButtonStyle(button_color='white')),
Button(description='C#{}'.format(num),
layout=Layout(flex='1 1 auto', height='100px',
min_width='10px'),
button_style='danger',
style=ButtonStyle(button_color='black')),
Button(description='D#{}'.format(num),
layout=Layout(flex='1 1 auto', height='100px',
min_width='10px'),
button_style='danger',
style=ButtonStyle(button_color='black')),
Button(description='',
layout=Layout(flex='0.8 22%', height='100px', min_width='20px'),
button_style='danger',
style=ButtonStyle(button_color='white')),
Button(description='F#{}'.format(num),
layout=Layout(flex='1 1 auto', height='100px',
min_width='10px'),
button_style='danger',
style=ButtonStyle(button_color='black')),
Button(description='G#{}'.format(num),
layout=Layout(flex='1 1 auto', height='100px',
min_width='10px'),
button_style='danger',
style=ButtonStyle(button_color='black')),
Button(description='A#{}'.format(num),
layout=Layout(flex='1 1 auto', height='100px',
min_width='10px'),
button_style='danger',
style=ButtonStyle(button_color='black')),
Button(description='',
layout=Layout(flex='1 1 60%', height='100px', min_width='32px'),
button_style='danger',
style=ButtonStyle(button_color='white')),
]
items_white = [
Button(description='C{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='D{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='E{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='F{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='G{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='A{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='B{}'.format(num),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
Button(description='C{}'.format(num + 1),
layout=Layout(flex='1 1 10%',
height='100px',
min_width='10px',
border='2px solid'),
style=ButtonStyle(button_color='white')),
]
items_note = [note_style]
item_restart = [
Button(description="Restart the recording",
button_style='warning',
layout=Layout(flex='1 1 auto', height='28px', min_width='10px'))
]
item_delete = [
Button(description="Delete the last recording",
button_style='danger',
layout=Layout(flex='1 1 auto', height='28px', min_width='10px'))
]
item_play = [
Button(description="Play the recording",
button_style='success',
layout=Layout(flex='1 1 auto', height='28px', min_width='10px'))
]
# part where perform button
restart = item_restart[0]
delete = item_delete[0]
play = item_play[0]
if Type == "src":
for white in items_white:
white.on_click(src_clicked)
for black in items_black:
if "#" in black.description:
black.on_click(src_clicked)
restart.on_click(src_reset)
delete.on_click(src_delete)
play.on_click(src_play)
else:
for white in items_white:
white.on_click(tgt_clicked)
for black in items_black:
if "#" in black.description:
black.on_click(tgt_clicked)
restart.on_click(tgt_reset)
delete.on_click(tgt_delete)
play.on_click(tgt_play)
box_layout = Layout(display='flex',
flex_flow='row',
align_items='stretch',
width='40%',
grid_gap="")
box_play = Box(children=item_play, layout=box_layout)
box_restart = Box(children=item_restart, layout=box_layout)
box_delete = Box(children=item_delete, layout=box_layout)
box_black = Box(children=items_black, layout=box_layout)
box_white = Box(children=items_white, layout=box_layout)
box_note = Box(children=items_note, layout=box_layout)
display(
VBox([
box_play, box_restart, box_delete, box_black, box_white, box_note
]))
def toExploration(self, event=None):
reload = self.showPanel("Exploration")
if reload:
self.ui["Exploration"]["grid"].children = []
main_dimensions = []
secondary_dimensions = []
for k in self.ui["Filters"]["grid"].get_changed_df().columns:
if "input" in k:
main_dimensions.append(
Checkbox(value=True,
description=k,
layout=Layout(width="auto")))
else:
main_dimensions.append(
Checkbox(value=False,
description=k,
layout=Layout(width="auto")))
secondary_dimensions.append(
Checkbox(value=True,
description=k,
layout=Layout(width="auto")))
self.ui["Exploration"]["main_dimensions"] = main_dimensions
self.ui["Exploration"]["main_plot"] = Dropdown(
description="Visualization",
options=[
"sankey", "pca", "sankeytree", "sunburst", "parallelscat",
"scattermatrix"
],
value="sankey")
self.ui["Exploration"][
"secondary_dimensions"] = secondary_dimensions
self.ui["Exploration"]["secondary_plot1"] = Dropdown(
description="Visualization",
options=[
"table", "corrcoef", "sankey", "pca", "sankeytree",
"sunburst", "parallelscat", "parallels", "scattermatrix"
],
value="corrcoef")
self.ui["Exploration"]["secondary_plot2"] = Dropdown(
description="Visualization",
options=[
"table", "corrcoef", "sankey", "pca", "sankeytree",
"sunburst", "parallelscat", "parallels", "scattermatrix"
],
value="table")
vb1 = VBox(main_dimensions,
layout=Layout(width="100%", padding="10px"))
vb1 = GridBox(layout=Layout(
width='auto',
grid_template_columns='auto auto auto',
grid_template_rows=" ".join([
'auto' for i in self.ui["Exploration"]["main_dimensions"]
]),
grid_gap='1px 1px'))
children = []
for i, w in enumerate(self.ui["Exploration"]["main_dimensions"]):
children.append(w)
up = Button(icon="angle-up", layout=Layout(width="50px"))
up.on_click(
lambda b, this=self, pos=i, w=vb1, l="main_dimensions":
this.moveOption(pos, True, w, l))
children.append(up)
down = Button(icon="angle-down", layout=Layout(width="50px"))
down.on_click(
lambda b, this=self, pos=i, w=vb1, l="main_dimensions":
this.moveOption(pos, False, w, l))
children.append(down)
vb1.children = children
vb2 = GridBox(layout=Layout(width='auto',
grid_template_columns='auto auto auto',
grid_template_rows=" ".join([
'auto'
for i in self.ui["Exploration"]
["secondary_dimensions"]
]),
grid_gap='1px 1px'))
children = []
for i, w in enumerate(
self.ui["Exploration"]["secondary_dimensions"]):
children.append(w)
up = Button(icon="angle-up", layout=Layout(width="50px"))
up.on_click(
lambda b, this=self, pos=i, w=vb2, l=
"secondary_dimensions": this.moveOption(pos, True, w, l))
children.append(up)
down = Button(icon="angle-down", layout=Layout(width="50px"))
down.on_click(
lambda b, this=self, pos=i, w=vb2, l=
"secondary_dimensions": this.moveOption(pos, False, w, l))
children.append(down)
vb2.children = children
self.ui["Exploration"]["grid"].children = [
VBox([
Button(description="Main Dimensions",
layout=Layout(width='auto'),
style=ButtonStyle(button_color='lightblue')),
self.ui["Exploration"]["main_plot"],
vb1,
],
layout=Layout(width="50%")),
VBox([
Button(description="Secondary Dimensions",
layout=Layout(width='auto'),
style=ButtonStyle(button_color='lightblue')),
self.ui["Exploration"]["secondary_plot1"],
self.ui["Exploration"]["secondary_plot2"],
vb2,
],
layout=Layout(width="50%"))
]
def define_button_style(button_type):
if button_type == MFTViewHelper.button_type_content:
return ButtonStyle(button_color='#FFF', font_color='blue')
elif button_type == MFTViewHelper.button_type_navigator:
return ButtonStyle(button_color='#d0d0ff')
def define_button_style(self):
return ButtonStyle(button_color='#FFF', font_color='blue')
def add_dummy_widgets(min_number, children, number_of_models):
for i in range(min_number - number_of_models):
children.append(
Button(layout=Layout(width='auto', height='auto'),
disabled=True,
style=ButtonStyle(button_color='white')))
def annotate(self):
'''Displays texts to be annotated in a UI. Loads user inputted labels and timestamps into
``annotations`` dataframe.
'''
try:
with open(logo_path, 'rb') as image_file:
image = image_file.read()
logo = Image(value=image, format='png', width='40%')
except:
logo = HTML('<h1>t <span style="color:#36a849">o</span> \
r t u s</h1>')
rules = HTML(
'Click on the label corresponding with the text below. Each selection requires \
confirmation before proceeding to the next item.')
annotation_text = self.subset_df.iloc[self.annotation_index, -1]
html = self.make_html(annotation_text)
text = HTML(html)
labels = []
for label in self.labels:
label_button = Button(description=label,
layout=Layout(border='solid',
flex='1 1 auto',
width='auto'),
style=ButtonStyle(button_color='#eeeeee',
font_weight='bold'))
labels.append(label_button)
label_buttons = HBox(labels)
skip_button = Button(description='Skip',
layout=Layout(border='solid',
flex='1 1 auto',
width='auto'),
style=ButtonStyle(button_color='#eeeeee',
font_weight='bold'))
confirm_button = Button(description='Confirm selection',
layout=Layout(border='solid',
flex='1 1 auto',
width='auto',
grid_area='confirm'),
style=ButtonStyle(button_color='#eeeeee',
font_weight='bold'))
redo_button = Button(description='Try again',
layout=Layout(border='solid',
flex='1 1 auto',
width='auto',
grid_area='redo'),
style=ButtonStyle(button_color='#eeeeee',
font_weight='bold'))
progress_bar = IntProgress(
value=self.annotation_index,
min=0,
max=self.num_records,
step=1,
description=f'{self.annotation_index + 1}/{self.num_records}',
bar_style='',
orientation='horizontal',
layout=Layout(width='50%', align_self='flex-end'))
progress_bar.style.bar_color = '#36a849'
header = HBox([logo, progress_bar])
sentiment_buttons = HBox([label_buttons, skip_button])
sentiment = labels + [skip_button]
confirm = [confirm_button, redo_button]
box_layout = Layout(display='flex',
flex_flow='row',
align_items='stretch',
width='100%')
box_sentiment = Box(sentiment, layout=box_layout)
box_confirm = Box(confirm, layout=box_layout)
all_buttons = VBox([box_sentiment, box_confirm],
layout=Layout(width='auto',
grid_area='all_buttons'))
ui = GridBox(children=[all_buttons],
layout=Layout(width='100%',
grid_template_rows='auto auto',
grid_template_columns='15% 70% 15%',
grid_template_areas='''
". all_buttons ."
'''))
output = Output()
display(header, rules, text, ui, output)
confirm_button.layout.visibility = 'hidden'
redo_button.layout.visibility = 'hidden'
def label_buttons_clicked(button):
'''Response to button click of any sentiment buttons.
Appends ``annotations`` with label selection.
:param button: Label buttons click.
'''
button.style.button_color = '#36a849'
record_id = self.create_record_id()
self.annotations.loc[len(self.annotations)] = [
record_id[self.annotation_index],
self.subset_df[self.text].iloc[self.annotation_index],
str(button.description).lower(),
datetime.now().replace(microsecond=0)
]
for label in labels:
label.disabled = True
if button != label:
label.layout.border = 'None'
skip_button.disabled = True
skip_button.layout.border = 'None'
with output:
clear_output(True)
sentiment_buttons.layout.visibility = 'visible'
confirm_button.layout.visibility = 'visible'
redo_button.layout.visibility = 'visible'
for label in labels:
label.on_click(label_buttons_clicked)
def skip_button_clicked(button):
'''Response to button click of the skip button.
Appends ``annotations``. Label value is ``Null``.
:param button: Skip button click.
'''
button.style.button_color = '#36a849'
record_id = self.create_record_id()
self.annotations.loc[len(self.annotations)] = [
record_id[self.annotation_index],
self.subset_df[self.text].iloc[self.annotation_index], None,
datetime.now().replace(microsecond=0)
]
for label in labels:
label.disabled = True
label.layout.border = 'None'
skip_button.disabled = True
with output:
clear_output(True)
sentiment_buttons.layout.visibility = 'visible'
confirm_button.layout.visibility = 'visible'
redo_button.layout.visibility = 'visible'
skip_button.on_click(skip_button_clicked)
def confirm_button_clicked(button):
'''Response to click of the confirm button.
Advances the ``annotation_index`` to view the next item in the annotation tool.
Indicates the tool is done if ``annotation_index`` does not advance further.
:param button: Confirmation button click.
'''
if self.annotation_index < len(self.subset_df) - 1:
self.annotation_index += 1
clear_output(True)
self.annotate()
else:
clear_output(True)
progress_bar.value = self.num_records
progress_bar.description = 'Complete'
display(header, output)
confirm_button.on_click(confirm_button_clicked)
def redo_button_clicked(button):
'''Response to click of the redo button.
Deletes the most recent input to ``annotations``.
:param button: Redo button click.
'''
self.annotations = self.annotations.head(-1)
for label in labels:
label.style.button_color = '#eeeeee'
label.disabled = False
label.layout.border = 'solid'
skip_button.style.button_color = '#eeeeee'
skip_button.disabled = False
skip_button.layout.border = 'solid'
with output:
clear_output(True)
sentiment_buttons.layout.visibility = 'visible'
confirm_button.layout.visibility = 'hidden'
redo_button.layout.visibility = 'hidden'
redo_button.on_click(redo_button_clicked)
def define_button_style():
""" define button style """
return ButtonStyle(button_color='#FFF', font_color='blue')
