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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
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<title>ui API documentation</title>
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</head>
<body>
<main>
<article id="content">
<header>
<h1 class="title">Module <code>ui</code></h1>
</header>
<section id="section-intro">
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">import dash
import dash_core_components as dcc
import dash_html_components as html
from datetime import datetime as dt
import dash_table
import dash_daq as daq
from dash.dependencies import Input, Output, State
import copy
from elasticsearch import Elasticsearch
import numpy as np
import json
import plotly.graph_objs as go
from urllib.request import urlopen
import glob
es = Elasticsearch()
try:
es.index(index='model', id=1, body={'name': '', 'training': 0, 'load': 0,
'batch': 0, 'epochs': 0, 'samples': 0,
'completed': 0})
except:
print('Please check the Elasticsearch Server')
app = dash.Dash(__name__)
layout = dict(
# autosize=True,
# automargin=True,
margin=dict(l=0, r=0, b=6, t=30),
# hovermode="closest",
plot_bgcolor="#F9F9F9",
paper_bgcolor="#F9F9F9",
# width=350,
# height=170,
legend=dict(font=dict(size=10), orientation="v"),
mapbox=dict(style="light",
# center=dict(lon=-78.05, lat=42.54),
zoom=2,
),
)
layout_training_confusion = dict(
autosize=True,
margin=dict(l=0, r=0, b=6, t=30),
plot_bgcolor="#F9F9F9",
paper_bgcolor="#F9F9F9",
)
layout_training_confusion_met = dict(
autosize=True,
margin=dict(l=30, r=0, b=30, t=30),
plot_bgcolor="#F9F9F9",
paper_bgcolor="#F9F9F9",
)
app.layout = html.Div(children=[
dcc.Interval(
id='interval',
interval=5 * 1000, # in milliseconds
n_intervals=0
),
html.Div(
[
html.Div(
[
html.Img(
src=app.get_asset_url("mlbridge-logo.png"),
id="plotly-image",
style={
"height": "70px",
"width": "auto",
"margin-bottom": "25px",
},
)
],
className="one-third column",
),
html.Div(
[
html.Div(
[
html.H1(
"Domain Name Cyber Security",
),
]
)
],
className="one-half column",
id="title",
),
html.Div(
[
html.A(
html.Button("Learn More", id="learn-more-button"),
href="https://mlbridge.github.io",
)
],
className="one-third column",
id="button",
),
],
id="header",
className="row flex-display",
style={"margin-bottom": "25px"},
),
dcc.Tabs(id="", value='historical_analysis', children=[
dcc.Tab([
html.Div(
[
html.Div(
[
html.Div([
html.Div([
html.P(
"Domain Name:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='Enter a Domain Name',
type='text',
id='input_text',
className='dcc_control'
),
]),
html.Div(id='input_message',
className="control_label"),
html.P("Enter the date range for the analysis:",
style={'color': '#2e86c1',
'font-size': '18px', },
className="control_label"),
dcc.DatePickerRange(
id='date_range',
min_date_allowed=dt(2020, 1, 5),
className="dcc_control",
style={'borderWidth': '0px',
'padding': '0px',
'float': 'center',
'margin-left': '10px'},
),
html.Div(id='date_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.Div([
html.P("Requests per:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label", ),
dcc.RadioItems(
id="requests_freq",
options=[
{"label": "Day ",
"value": "Day"},
{"label": "Hour ",
"value": "Hour"},
{"label": "Minute ",
"value": "Minute"},
],
labelStyle={"display":
"inline-block"},
style={'color': '#2e86c1'},
className="dcc_control",
),
]),
html.Div(id='radio_button_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.P(
"Hour Range:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='',
type='text',
id='start_hour',
className='dcc_control',
size='1'
),
html.P(
"to",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='',
type='text',
id='end_hour',
className='dcc_control',
size='1'
),
], id='hour_range'),
html.Div(id='hour_range_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([html.P("Submit the Queries:",
style={'display': 'inline',
'color':
'#2e86c1',
'font-size':
'18px'},
className="control_label",
),
html.Button('Submit',
id='submit_input',
n_clicks=0,
style={'float':
'center',
'margin-left':
'30px',
'color':
'#2e86c1'},
),
], ),
]),
], className='pretty_container'),
html.Div([
dcc.Graph(id='pie_graph')
], className="pretty_container",
)
],
className="four columns",
id="pie",
),
html.Div([
dcc.Tabs(id='tabs-example', value='tab-1', children=[
dcc.Tab([
html.Div([dcc.Graph(id='freq_graph', )]), ],
label='Requests Plot', value='tab-1',
className='pretty_container'),
dcc.Tab([
html.Div([
html.Br(),
html.P(
"List of IP addresses that queried the Domain",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='ip_table_',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'ip',
'name': 'IP Address'},
{'id': 'count',
'name': 'Queries'}],
fixed_rows={'headers': True},
style_table={
'height': 380,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15
},
style_header={
'fontWeight': 'bold'
},
)
], )
], label='IP Address', value='tab-2',
className='pretty_container', id='ip_table'),
dcc.Tab([
daq.ToggleSwitch(
id='mal_toggle_switch',
value=False,
vertical=False,
labelPosition='bottom',
style={'float': 'right'}
),
html.Br(),
html.Div([
html.Br(),
html.P(
"Malicious Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='mal_dns_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Names'},
{'id': 'acc',
'name': 'Accuracy %'},
{'id': 'count',
'name': 'Queries'}],
fixed_rows={'headers': True},
data=[{'sl_no': 1, 'ip': 1, 'count': 1}],
style_table={
'height': 360,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15,
'maxWidth': 0
},
style_data_conditional=[
{
'if': {
'filter_query': '{acc} < 95',
'column_id': i
},
'backgroundColor': '#f8b0a8',
} for i in ['sl_no', 'domain', 'acc',
'count']
],
style_header={
'fontWeight': 'bold'
},
)
], id='mal_dns_table_div'),
html.Div([
html.Br(),
dcc.Graph(id='mal_bar_graph', )],
id='mal_bar_graph_div'),
],
label='Malicious Domains',
value='tab-3', className='pretty_container'),
dcc.Tab([
daq.ToggleSwitch(
id='benign_toggle_switch',
value=False,
vertical=False,
labelPosition='bottom',
style={'float': 'right'}
),
html.Br(),
html.Div([
html.Br(),
html.P(
"Benign Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='benign_dns_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Names'},
{'id': 'acc',
'name': 'Accuracy %'},
{'id': 'count',
'name': 'Queries'}],
fixed_rows={'headers': True},
style_table={
'height': 360,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15,
'maxWidth': 0
},
style_data_conditional=[
{
'if': {
'filter_query': '{acc} < 95',
'column_id': i
},
'backgroundColor': '#f8b0a8',
} for i in ['sl_no', 'domain', 'acc',
'count']
],
style_header={
'fontWeight': 'bold'
},
)
], id='benign_dns_table_div'),
html.Div([
html.Br(),
dcc.Graph(id='benign_bar_graph', )],
id='benign_bar_graph_div'),
],
label='Benign Domains',
value='tab-4', className='pretty_container'),
dcc.Tab([
html.Div([
html.Div([
html.Br(),
html.P(['Domain Name: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_domain')
], style={'margin-bottom': '10px',
'margin-top': '10px'}),
html.Div([
html.P(['IP Addresses: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_ips')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['Host Names: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_hostnames')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['City: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_city')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['State: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_state')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['Country: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_country')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['Date Registered: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_date')
], style={'margin-bottom': '10px'}),
html.Div([
html.P(['Registrar: '],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'}, ),
html.P([],
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'
},
id='whois_registrar')
], style={'margin-bottom': '10px'}),
], style={'margin-left': '40px'})
], label='WhoIS Info', value='tab-5',
className='pretty_container')
]),
], className="pretty_container eight columns",
style={'color': '#2e86c1', 'font-size': '16px'}),
],
className="row flex-display",
),
], label='Analysis', value='historical_analysis',
className='pretty_container'
),
dcc.Tab([
html.Div([
html.Div(
[
dcc.Tabs(id="vet_tab_selected", value='not_vetted',
children=[
dcc.Tab([
html.Div([
html.Br(),
html.P(
"List of Non - Vetted Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='not_vetted_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Name'},
{'id': 'class',
'name': 'Classification'},
{'id': 'acc',
'name': 'Accuracy %'}],
fixed_rows={'headers': True},
style_table={
'height': 380,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15
},
style_header={
'fontWeight': 'bold'
},
row_selectable="multi",
selected_rows=[],
)
], )
], label='Not Vetted', value='not_vetted',
className='pretty_container'),
dcc.Tab([
html.Div([
html.Br(),
html.P(
"List of Benign Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='benign_vet_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Name'},
{'id': 'class',
'name': 'Classification'},
{'id': 'acc',
'name': 'Accuracy %'}],
fixed_rows={'headers': True},
style_table={
'height': 380,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15
},
style_header={
'fontWeight': 'bold'
},
row_selectable="multi",
selected_rows=[],
)
], )
], label='Benign', value='benign_vet',
className='pretty_container'),
dcc.Tab([
html.Div([
html.Br(),
html.P(
"List of Honeypotted Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='honeypot_vet_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Name'},
{'id': 'class',
'name': 'Classification'},
{'id': 'acc',
'name': 'Accuracy %'}],
fixed_rows={'headers': True},
style_table={
'height': 380,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15
},
style_header={
'fontWeight': 'bold'
},
row_selectable="multi",
selected_rows=[],
)
], )
], label='Honeypot', value='honeypot',
className='pretty_container'),
dcc.Tab([
html.Div([
html.Br(),
html.P(
"List of Blacklisted Domains",
style={'color': '#333',
'font-size': '18px',
'text-align': 'center'
},
# className="control_label"
),
html.Br(),
dash_table.DataTable(
id='blacklist_vet_table',
columns=[{'id': 'sl_no',
'name': 'Sl. No.'},
{'id': 'domain',
'name': 'Domain Name'},
{'id': 'class',
'name': 'Classification'},
{'id': 'acc',
'name': 'Accuracy %'}, ],
fixed_rows={'headers': True},
style_table={
'height': 380,
'overflowY': 'auto',
'backgroundColor': '#F9F9F9',
'margin-left': '10px'
},
style_as_list_view=True,
style_cell={
'padding': '5px',
'backgroundColor': '#F9F9F9',
'whiteSpace': 'no-wrap',
'overflow': 'hidden',
'textOverflow': 'ellipsis',
'textAlign': 'center',
'font-family': 'Arial',
'color': '#333',
'fontSize': 15
},
style_header={
'fontWeight': 'bold'
},
row_selectable="multi",
selected_rows=[],
)
], )
], label='Malicious', value='blacklist',
className='pretty_container'),
], style={'color': '#2e86c1', 'font-size': '18px'}),
], className='pretty_container nine columns',
),
html.Div([
html.Div([
html.P("Change Status:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label", ),
dcc.RadioItems(
id="change_status",
options=[
{"label": "Not Vetted", "value": "not_vetted"},
{"label": "Benign", "value": "benign_vet"},
{"label": "Honeypot", "value": "honeypot"},
{"label": "Malicious", "value": "blacklist"}
],
labelStyle={"display": "inline-block"},
style={'color': '#2e86c1'},
className="dcc_control",
),
html.Div([html.Div(id='input_vet_message',
className="control_label"),
html.Br(),
html.Button('Submit',
id='submit_vet_input',
n_clicks=0,
style={'float': 'right',
'margin-right': '-6px',
'color': '#2e86c1',
'font': 'Arial'}, ),
], )
]),
], className='pretty_container three columns')
], className="row")
], label='Vetting', value='manual_vetting',
className='pretty_container'),
dcc.Tab([
html.Div([
html.Div([
html.Div([
html.Div([
html.P(
"Model:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='Model Name',
type='text',
id='input_model',
className='dcc_control',
style={'width': '130px'}
),
]),
html.Div(id='input_model_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.P("Model Action:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label", ),
dcc.RadioItems(
id="model_option",
options=[
{"label": "Train Model ",
"value": "training"},
{"label": "Load Model ",
"value": "load"},
],
labelStyle={"display": "inline-block"},
style={'color': '#2e86c1'},
className="dcc_control",
),
]),
html.Div(id='model_option_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.Div([
html.P(
"Epochs:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='Num of epochs',
type='text',
id='input_epochs',
className='dcc_control',
style={'width': '120px'}
),
]),
html.Div(id='epoch_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.P(
"Batch:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='Batch size',
type='text',
id='input_batch',
className='dcc_control',
style={'width': '120px',
'margin-left': '15px'}
),
]),
html.Div(id='batch_message',
className="control_label",
style={'margin-bottom': '10px'}),
html.Div([
html.P(
"Sample:",
style={'display': 'inline',
'color': '#2e86c1',
'font-size': '18px'},
className="control_label"
),
dcc.Input(
placeholder='Sample size',
type='text',
id='input_sample',
className='dcc_control',
style={'width': '120px'}
),
]),
html.Div(id='sample_message',
className="control_label",
style={'margin-bottom': '10px'}),
], id='training_options'),
html.Button('Enter',
id='submit_model',
n_clicks=0,
style={
'margin-left': '110px',
'color': '#2e86c1',
'font': 'Arial'}, ),
], className='pretty_container'),
], className='three columns'),
html.Div([
daq.ToggleSwitch(
id='train_switch',
value=False,
vertical=False,
labelPosition='bottom',
style={'float': 'right'}
),
html.Br(),
html.Br(),
html.Div([
dcc.Graph(id='loss_graph', )],
id='loss_graph_div',
),
html.Div([
dcc.Graph(id='acc_graph', )],
id='acc_graph_div',
)
], className='pretty_container nine columns'),
], className='row'),