def card3():
return drc.Card(
id="last-card",
children=[
html.Div([
drc.ButtonInput('Random', 'btn_rand',
id = 'rand_val', value = 20),
drc.ButtonInput('Most volatile', 'mostvol',
id = 'mostvol_val', value = 10),
drc.ButtonInput('Least volatile', 'lessvol',
id = 'lessvol_val', value = 10),
drc.ButtonInput('Max drawdown', 'maxdd',
id = 'maxdd_val', value = 10),
], style={
# "display": "flex",
},
),
],
)
def card0():
return drc.Card(
id = 'select_card',
children=[
drc.ButtonInput('Random seed', 'rnd_seed',
id = 'seed_val', value = 0),
dcc.Dropdown(
id="model-select",
value = None,
clearable=False,
searchable=False,
),
html.Div([
html.Button(
"Show / Hide",
id="btn-edit",
style={
'color': 'inherit',
"display": "flex",
"width": "95%",
},
),
html.Button(
"Delete",
id="btn-delete",
style={
'color': 'inherit',
"display": "flex",
"width": "95%",
},
),
], style={
"display": "flex",
},
),
]
)
def card1():
return drc.Card(
id="card1",
hidden = True,
children=[
drc.NamedRadioItems(
name='Model',
id='model-type',
labelStyle={
'margin-right': '7px',
'display': 'inline-block'
},
value=None,
),
div_input_line(
["Phi", "Chi", "Eta"],
["Phi", "Chi", "Eta"],
[None, None, None],
),
div_input_line(
["alpha_w", "alpha_o", "alpha_n"],
["alpha_w", "alpha_o", "alpha_n"],
[None, None, None],
),
div_input_line(
["alpha_p", "sigma_f", "sigma_c"],
["alpha_p", "sigma_f", "sigma_c"],
[None, None, None],
),
div_input_line(
["chi1", "nu", "sigma_n"],
["chi1", "nu", "sigma_n"],
[None, None, None],
),
]
)
drc.Card(
id="first-card",
children=[
html.Label("Load Dataset"),
dcc.Upload(
id='upload-data',
children=html.Div([
dcc.Input(
id='names',
placeholder='Select File...',
disabled=True),
html.Button('Browse')
]),
style={
'width': '100%',
'height': '60px',
'textAlign': 'center',
'margin': '20px'
},
),
html.Div(id='output-data-upload'),
drc.NamedDropdown(
name="Target Variable",
id="input-target-variable",
placeholder="Choose target variable...",
style={
'width': '100%',
}
),
drc.NamedSlider(
name="Test Size",
id="slider-dataset-test-size",
min=0.1,
max=0.5,
step=0.1,
marks={
str(i): str(i)
for i in [0.1, 0.2, 0.3, 0.4, 0.5]
},
value=0.2,
),
drc.NamedDropdown(
name="Feature Selection/Extraction",
id="dropdown-feature-selection",
options=[
{
"label": "PCA",
"value": "pca"
},
{
"label": "Chi2",
"value": "chi2",
},
{
"label": "ANOVA F-value",
"value": "anova",
},
{
"label": "Mutual Information (Entropy)",
"value": "mi",
},
],
clearable=False,
searchable=False,
value="pca",
),
drc.NamedSlider(
name="Number of Features",
id="slider-num-feat",
min=1,
max=5,
step=1,
value=1,
),
],
),
drc.Card(
id="first-card",
children=[
drc.NamedDropdown(
name="Select Dataset",
id="dropdown-select-dataset",
options=[
{
"label": "Moons",
"value": "moons"
},
{
"label": "Linearly Separable",
"value": "linear",
},
{
"label": "Circles",
"value": "circles",
},
],
clearable=False,
searchable=False,
value="moons",
),
drc.NamedSlider(
name="Sample Size",
id="slider-dataset-sample-size",
min=100,
max=500,
step=100,
marks={
str(i): str(i)
for i in [100, 200, 300, 400, 500]
},
value=300,
),
drc.NamedSlider(
name="Noise Level",
id="slider-dataset-noise-level",
min=0,
max=1,
marks={
i / 10: str(i / 10)
for i in range(0, 11, 2)
},
step=0.1,
value=0.2,
),
],
),
drc.Card(
id="first-card",
children=[
drc.NamedDropdown(
name="Select Model",
id="dropdown-select-model",
options=[
{
"label":
"Support Vector Machine",
"value": "SVM",
},
{
"label": "Logistic Regression",
"value": "LogReg",
},
{
"label":
"Linear Discriminant Analysis",
"value": "LDA",
},
{
"label":
"Quadratic Discriminant Analysis",
"value": "QDA",
},
{
"label":
"Multilayer Perceptron",
"value": "MLP",
},
{
"label": "Decision Tree",
"value": "DTree",
},
{
"label": "Random Forest",
"value": "RForest",
},
{
"label": "AdaBoost",
"value": "ABoost",
},
{
"label": "XGBoost",
"value": "XGBoost",
},
{
"label": "k Nearest Neighbors",
"value": "kNN",
},
],
clearable=False,
searchable=True,
value="SVM",
),
drc.NamedDropdown(
name="Select Dataset",
id="dropdown-select-dataset",
options=[
{
"label": "Moons",
"value": "moons"
},
{
"label": "Linearly Separable",
"value": "linear",
},
{
"label": "Circles",
"value": "circles",
},
],
clearable=False,
searchable=False,
value="moons",
),
drc.NamedSlider(
name="Sample Size",
id="slider-dataset-sample-size",
min=100,
max=500,
step=100,
marks={
str(i): str(i)
for i in [100, 200, 300, 400, 500]
},
value=300,
),
drc.NamedSlider(
name="Noise Level",
id="slider-dataset-noise-level",
min=0,
max=1,
marks={
i / 10: str(i / 10)
for i in range(0, 11, 2)
},
step=0.1,
value=0.2,
),
],
),
drc.Card([
drc.NamedDropdown(
name='Select Dataset',
id='dropdown-select-dataset',
options=[{
'label': 'Moons',
'value': 'moons'
}, {
'label': 'Linearly Separable',
'value': 'linear'
}, {
'label': 'Circles',
'value': 'circles'
}],
clearable=False,
searchable=False,
value='moons'),
drc.NamedSlider(
name='Sample Size',
id='slider-dataset-sample-size',
min=100,
max=500,
step=100,
marks={
i: i
for i in [100, 200, 300, 400, 500]
},
value=300),
drc.NamedSlider(
name='Noise Level',
id='slider-dataset-noise-level',
min=0,
max=1,
marks={
i / 10: str(i / 10)
for i in range(0, 11, 2)
},
step=0.1,
value=0.2,
),
]),
def card2():
return drc.Card(
id="button-card",
children=[
div_input_line(
["Periods", "Paths"],
["periods", "paths"],
[500, 100],
),
drc.NamedSlider(
name="Market Liquidity",
id="slider-ml",
min=0,
max=0.1,
step=0.001,
marks={
i/100: str(i/100)
for i in range(0, 11, 2)
},
tooltip = {"always_visible": False,
"placement": "top"},
value=0.01,
),
drc.NamedSlider(
name="Switching Strength",
id="slider-ss",
min=0.1,
max=2,
marks={
i / 10: str(i / 10)
for i in range(0, 20, 4)
},
step=0.1,
tooltip = {"always_visible": False,
"placement": "top"},
value=1
),
drc.CheckboxSlider("Fundamental price window", 'rvmean_cb', enabled = False,
id = 'rvmean',
min = 1,
max = 365,
marks={
i: str(i)
for i in range(0, 365, 90)
},
tooltip = {
"always_visible": False,
"placement": "top"
},
value = 180,
),
drc.CheckboxSlider("Effective return window", 'retmean_cb', enabled = False,
id = 'retmean',
min = 1,
max = 21,
marks={
i: str(i)
for i in range(0, 21, 5)
},
tooltip = {
"always_visible": False,
"placement": "top"
},
value = 5,
),
html.Button(
"Simulate",
id="btn-simulate",
style = {'color': 'inherit', },
),
dcc.Checklist(
id = 'pick_checkbox',
options=[
{'label': 'Start from picked point', 'value': 'enable'},
],
value = []
),
html.Button(
"Pick Start",
id="pick_start",
style = {'color': 'inherit', },
),
],
)
def card_swipe():
istyle = {'color': 'inherit',
'width': '95%',
}
return drc.Card(
id = "card_swipe",
hidden = True,
children=[
dcc.Dropdown(
options = [
{'label': 'Phi', 'value': 'phi'},
{'label': 'Chi', 'value': 'chi'},
{'label': 'Eta', 'value': 'eta'},
{'label': 'alpha_w', 'value': 'alpha_w'},
{'label': 'alpha_o', 'value': 'alpha_O'},
{'label': 'alpha_n', 'value': 'alpha_n'},
{'label': 'alpha_p', 'value': 'alpha_p'},
{'label': 'sigma_f', 'value': 'sigma_f'},
{'label': 'sigma_c', 'value': 'sigma_c'},
{'label': 'sigma_n', 'value': 'sigma_n'},
{'label': 'nu', 'value': 'nu'},
{'label': 'chi1', 'value': 'chi1'},
],
id="swipe-select",
value = 'phi',
clearable=False,
searchable=False,
style={
'display': 'block',
},
),
html.Div(
style={
#"margin-left": "6px",
'display': 'flex',
},
children = [
drc.NInput('Start', id = 'swipe_start', value = None,
type = 'number', style = istyle,),
drc.NInput('Step', id = 'swipe_step', value = None,
type = 'number', style = istyle,),
drc.NInput('Stop', id = 'swipe_stop', value = None,
type = 'number', style = istyle,),
]
),
dcc.Dropdown(
options = [
{'label': 'Price', 'value': 'Price'},
{'label': 'Return', 'value': 'Return'},
],
id="swipe-type",
value = 'Return',
clearable=False,
searchable=False,
style={
'display': 'block',
},
),
html.Div(
id = 'return_params',
style={
'display': 'flex',
#'display': 'none',
},
children = [
drc.NInput('Start Period', id = 'start_period', value = 2,
type = 'number', style = istyle,),
drc.NInput('Stop Period', id = 'stop_period', value = 500,
type = 'number', style = istyle,),
]
),
dcc.Checklist(
id = 'hold',
options=[
{'label': 'Hold', 'value': 'hold'},
],
),
html.Button(
"Swipe",
id="btn_swipe",
style = {'color': 'inherit',
'display': 'flex',
"width": "100%"},
)
]
)
drc.Card([
drc.NamedDropdown(
name='Select Data',
id='dropdown-select-data',
options=[
{
'label': 'Random',
'value': 'rand'
},
{
'label': 'ZoneA',
'value': 'zonea'
},
],
clearable=False,
searchable=False,
value='zonea'),
drc.NamedDropdown(
name='Select Model',
id='dropdown-select-model',
options=[
{
'label': 'Spherical',
'value': 'spherical'
},
{
'label': 'Linear',
'value': 'linear'
},
{
'label': 'Power',
'value': 'power'
},
{
'label': 'Exponential',
'value': 'exponential'
},
{
'label': 'Gaussian',
'value': 'gaussian'
},
{
'label': 'Hole-Effect',
'value': 'hole-effect'
},
],
clearable=False,
searchable=False,
value='spherical'),
drc.NamedSlider(
name='Sample Size',
id='slider-dataset-sample-size',
min=100,
max=500,
step=10,
marks={
i: i
for i in
[100, 200, 300, 400, 500]
},
value=200),
drc.NamedSlider(
name='Noise Level',
id='slider-dataset-noise-level',
min=0,
max=2,
marks={
i: str(i)
for i in [0, 0.5, 1, 1.5, 2]
},
step=0.1,
value=0.2,
),
drc.NamedSlider(
name='Sill',
id='slider-dataset-sill',
min=0,
max=20000,
step=1,
marks={
i: i
for i in [
0, 4000, 8000, 12000,
16000, 20000
]
},
value=0.778),
drc.NamedSlider(
name='Range',
id='slider-dataset-rge',
min=10,
max=10000,
step=10,
marks={
i: i
for i in [
10, 2000, 4000, 6000,
8000, 10000
]
},
value=4000),
drc.NamedSlider(
name='Nugget',
id='slider-dataset-nugget',
min=0,
max=200,
marks={
i: i
for i in
[0, 50, 100, 150, 200]
},
step=5,
value=0,
),
drc.NamedSlider(
name='Neighbors',
id='slider-dataset-neighbors',
min=5,
max=25,
marks={
i: i
for i in [5, 10, 15, 20, 25]
},
step=1,
value=6,
),
drc.NamedSlider(
name='Bins',
id='slider-dataset-binct',
min=25,
max=200,
marks={
i: i
for i in
[25, 50, 100, 150, 200]
},
step=25,
value=25,
),
]),
drc.Card([
drc.NamedDropdown(
name='Select Electrode: ',
id='dropdown-select-eType',
options=[
{
'label': 'epineural',
'value': 'epineural'
},
{
'label': 'penetrating',
'value': 'penetrating'
},
],
value='epineural',
clearable=False,
searchable=False,
),
drc.NamedDropdown(
name='Select Subject: ',
id='dropdown-select-subject',
options=[],
clearable=False,
searchable=False,
# value='moons'
),
drc.NamedDropdown(
name='Select Session: ',
id='dropdown-select-session',
options=[{}],
clearable=False,
searchable=False,
),
drc.NamedDropdown(
name='Select Stim channel: ',
id='dropdown-select-stimChan',
options=[{}],
clearable=False,
searchable=False,
),
drc.NamedDropdown(
name='Select Stim amp: ',
id='dropdown-select-stimAmp',
options=[{}],
clearable=False,
searchable=False,
),
html.Div(
html.A("Download CSV",
id='download_data',
download="rawdata.csv",
href="",
target="_blank")),
html.Div(
html.A("Download SVG",
id='download_fig',
download="rawdata.svg",
href="",
target="_blank")),
]),
drc.Card([
drc.NamedDropdown(
name='Select Dataset',
id='dropdown-select-dataset',
options=[{
'label': 'Moons',
'value': 'moons'
}, {
'label': 'Circles',
'value': 'circles'
}, {
'label':
'Anisotropicly distributed data',
'value': 'anistropicly'
}, {
'label':
'Data with varied variances',
'value': 'variance'
}, {
'label': 'Pathbased',
'value': 'pathbased'
}, {
'label': 'Aggregation',
'value': 'aggregation'
}, {
'label': 'Flame',
'value': 'flame'
}],
clearable=False,
searchable=False,
value='moons'),
html.Div(
id='div-upload-data',
children=[
dcc.Upload(
id='upload-data',
children=html.Div(
html.
A('Select a CSV or excel file'
)),
style={
'width': '100%',
'height': '60px',
'lineHeight': '60px',
'borderWidth': '1px',
'borderStyle': 'dashed',
'borderRadius': '5px',
'textAlign': 'center',
'margin': '10px 0px',
'border-color': '#8f9197'
},
multiple=False,
contents=None),
]),
html.Div(
id='div-target',
children=[
drc.NamedRadioItems(
name=
'Target included in the file',
id='target',
options=[{
'label': 'Yes',
'value': 'Yes'
}, {
'label': 'No',
'value': 'No'
}],
value='Yes',
style={'display': 'none'})
]),
]),
children=[
html.Div(
# className="three columns",
id="left-column",
children=[
drc.Card(
id="first-card",
children=[
drc.NamedDropdown(
name="Select feature",
id="dropdown-select-col1",
options=cols_opts,
clearable=False,
searchable=False,
value="canal",
),
drc.NamedDropdown(
name="Select feature",
id="dropdown-select-col2",
options=cols_opts,
clearable=False,
searchable=False,
value="satisfaccion_inicial",
)
],
),
drc.Card(
id="button-card",
children=[
drc.NamedSlider(
name="Threshold",
