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fleetdash.py
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fleetdash.py
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import requests
import json
import pandas as pd
import plotly.express as px
from pandas import json_normalize
from dash import Dash, Input, Output, dcc, html
from datetime import timedelta
import numpy as np
# Define the Fleet API endpoint used to gather the hosts telemetry (https://fleetdm.com/docs/using-fleet/rest-api#hosts)
# url = "https://fleetserver/api/v1/fleet/hosts"
headers = {
#'Authorization': 'Bearer <token>'
}
# Use requests library to make a GET call to the hosts endpoint
response = requests.request("GET", url, headers=headers)
# Normalize the response to only include the hosts object
hosts = response.json()
host_data = json_normalize(hosts['hosts'])
# Data Handling using Pandas library
host_data["created_at"] = pd.to_datetime(host_data["created_at"], format="%Y-%m-%d")
host_data["team_name"].fillna('No Team', inplace=True)
platforms = host_data["os_version"]
hw_manufacturers = host_data["hardware_vendor"]
status = host_data["status"]
failing_policies = host_data["issues.failing_policies_count"]
# Initialize the Dash app
app = Dash(__name__)
app.title = "Fleet Dashboard"
# Define the html layout via Dash components
app.layout = html.Div(children=[
html.Div(children=[
html.Img(
src="assets/fleet-logo.png",
style={
'height':'45%',
'width':'4%',
'margin': '10px'
}
),
],
className="header",),
html.Div(children=[
html.Div(children=[
html.Div(children="status", className="menu-title"),
dcc.Dropdown(
id="status-filter",
options=[
{"label": status, "value": status}
for status in np.sort(host_data.status.unique())
],
value="online",
clearable=False,
className="Dropdown",
),
]
),
],
className="menu",
),
html.Div(children=[
html.Div(
children=dcc.Graph(
id="device-uptime-chart",
config={"displayModeBar": False},
),
className="card",),
html.Div(children=
dcc.Graph(
id="failing-policies-chart",
config={"displayModeBar": False},
),
className="card",style={'width': '50%', 'display': 'inline-block'}),
html.Div(children=
dcc.Graph(
id="failing-policies-team-chart",
config={"displayModeBar": False},
),className="card",style={'width': '50%', 'display': 'inline-block'}),
html.Div(children=
dcc.Graph(
id="os-chart",
config={"displayModeBar": False},
),className="card",style={'width': '50%', 'display': 'inline-block'}),
html.Div(children=
dcc.Graph(
id="hardware-chart",
config={"displayModeBar": False},
),className="card",style={'width': '50%', 'display': 'inline-block'}),
html.Div(children=
dcc.Graph(
id="disk-space-chart",
config={"displayModeBar": False},
),className="card",style={'width': '100%', 'display': 'inline-block'}),
],
className="wrapper",),
]
)
# Create the app callback to re-fetch data if the host status combo box is updated
@app.callback(
[Output("device-uptime-chart", "figure"), Output("failing-policies-chart", "figure"),
Output("failing-policies-team-chart", "figure"), Output("os-chart", "figure"),
Output("hardware-chart", "figure"),Output("disk-space-chart", "figure")],
[
Input("status-filter", "value"),
],
)
def update_charts(status):
#url = "https://fleetserver/api/v1/fleet/hosts"
payload={}
headers = {
#'Authorization': 'Bearer <token>'
}
response = requests.request("GET", url, headers=headers, data=payload)
hosts = response.json()
host_data = json_normalize(hosts['hosts'])
# Conversions
host_data["created_at"] = pd.to_datetime(host_data["created_at"], format="%Y-%m-%d")
host_data["team_name"].fillna('No Team', inplace=True)
mask = (
(host_data.status == status)
)
filtered_data = host_data.loc[mask, :]
device_uptime_chart_figure = {
"data": [
{
"x": filtered_data["hostname"],
"y": filtered_data["uptime"].div(3600000000000),
"type": "bar",
"opacity": "0.7",
"meta": filtered_data["seen_time"],
"hovertemplate": (
"%{y:.1f} hours <extra>last checkin: %{meta}</extra>"
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Device uptime",
"x": 0.05,
"xanchor": "left",
},
"xaxis": {"fixedrange": True},
"yaxis": {
"fixedrange": False,
},
"colorway": ['#636EFA'],
},
}
failing_policies_chart_figure = {
"data": [
{
"labels": filtered_data["hostname"],
"values": filtered_data["issues.failing_policies_count"],
"type": "pie",
"opacity": "0.7",
"hole": ".3",
"showlegend": False,
"hovertemplate": (
""
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Compliance policy failures",
"x": 0.5,
},
"colorway": ['#FF6692', '#B6E880', '#FF97FF', '#FECB52'],
},
}
failing_policies_team_chart_figure = {
"data": [
{
"labels": filtered_data["team_name"],
"values": filtered_data["issues.failing_policies_count"],
"type": "pie",
"opacity": "0.7",
"hole": ".3",
"showlegend": False,
"hovertemplate": (
""
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Compliance policy failures by team",
"x": 0.80,
"xanchor": "right",
},
"colorway": ['#FF6692', '#B6E880', '#FF97FF', '#FECB52'],
},
}
os_chart_figure = {
"data": [
{
"labels": filtered_data["os_version"],
#"values": filtered_data["os_version"],
"type": "pie",
"opacity": "0.7",
"hole": ".3",
"showlegend": False,
"hovertemplate": (
""
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Operating System Distribution",
"x": 0.25,
"xanchor": "left",
},
"colorway": ['#FF6692', '#B6E880', '#FF97FF', '#FECB52'],
},
}
hardware_chart_figure = {
"data": [
{
"labels": filtered_data["hardware_model"],
#"values": filtered_data["os_version"],
"type": "pie",
"opacity": "0.7",
"hole": ".3",
"showlegend": False,
"hovertemplate": (
""
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Hardware distribution",
"x": 0.7,
"xanchor": "right",
},
"colorway": ['#FF6692', '#B6E880', '#FF97FF', '#FECB52'],
},
}
disk_space_chart_figure = {
"data": [
{
"x": filtered_data["hostname"],
"y": filtered_data["percent_disk_space_available"],
"type": "bar",
"opacity": "0.7",
"meta": filtered_data["seen_time"],
"hovertemplate": (
"%{y:.1f} % <extra>last checkin: %{meta}</extra>"
),
},
],
"layout": {
"paper_bgcolor": 'rgba(0,0,0,0)',
"style": {
'border-radius':'15px',
},
"title": {
"text": "Percent disk space available",
"x": 0.05,
"xanchor": "left",
},
"xaxis": {"fixedrange": True},
"yaxis": {
"fixedrange": False,
},
"colorway": ['#636EFA'],
},
}
return device_uptime_chart_figure, failing_policies_chart_figure,failing_policies_team_chart_figure, os_chart_figure, hardware_chart_figure, disk_space_chart_figure
if __name__ == "__main__":
app.run_server(debug=True)