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spacex_dash_app.py
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spacex_dash_app.py
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# Import required libraries
import pandas as pd
import dash
import dash_html_components as html
import dash_core_components as dcc
from dash.dependencies import Input, Output
import plotly.express as px
# Read the airline data into pandas dataframe
spacex_df = pd.read_csv("spacex_launch_dash.csv")
max_payload = spacex_df['Payload Mass (kg)'].max()
min_payload = spacex_df['Payload Mass (kg)'].min()
# Create a dash application
app = dash.Dash(__name__)
# Create an app layout
app.layout = html.Div(children=[html.H1('SpaceX Launch Records Dashboard',
style={'textAlign': 'center', 'color': '#503D36',
'font-size': 40}),
# TASK 1: Add a dropdown list to enable Launch Site selection
# The default select value is for ALL sites
# dcc.Dropdown(id='site-dropdown',...)
dcc.Dropdown(id = 'site-dropdown',
options=[
{'label': 'All Sites', 'value' : 'All'},
{'label': 'CCAFS LC-40', 'value': 'CCAFS LC-40'},
{'label': 'CCAFS SLC-40', 'value': 'CCAFS SLC-40'},
{'label': 'KSC LC-39A', 'value': 'KSC LC-39A'},
{'label': 'VAFB SLC-4C', 'value': 'VAFB SLC-4E'}
],
value = 'ALL',
placeholder= "Select a Launch Site here",
searchable= True
),
html.Br(),
# TASK 2: Add a pie chart to show the total successful launches count for all sites
# If a specific launch site was selected, show the Success vs. Failed counts for the site
html.Div(dcc.Graph(id='success-pie-chart')),
html.Br(),
html.P("Payload range (Kg):"),
# TASK 3: Add a slider to select payload range
#dcc.RangeSlider(id='payload-slider',...)
dcc.RangeSlider(id = 'payload-slider',
min = 0,
max= 10000,
step=1000,
marks={0: '0',
1000: '1000',
2000: '2000',
3000:'3000',
4000:'4000',
5000:'5000',
6000:'6000',
7000:'7000',
8000:'8000',
},
value=[min_payload, max_payload]),
# TASK 4: Add a scatter chart to show the correlation between payload and launch success
html.Div(dcc.Graph(id='success-payload-scatter-chart')),
])
# TASK 2:
# Add a callback function for `site-dropdown` as input, `success-pie-chart` as output
@app.callback(Output (component_id = 'success-pie-chart', component_property = 'figure'),
Input (component_id = 'site-dropdown', component_property = 'value'))
def get_pie_chart(entered_site):
filtered_df = spacex_df
if entered_site == 'ALL':
fig = px.pie(spacex_df, values = 'class',
names = 'Launch Site',
title= 'Succesful Launches')
return fig
else:
filtered_df = spacex_df[spacex_df['Launch Site'] == entered_site]
filtered_df = filtered_df['class'].value_counts().to_frame().reset_index()
fig = px.pie(filtered_df, values='class',
names='index',
title= f'Launches from:{entered_site}')
return fig
# TASK 4:
# Add a callback function for `site-dropdown` and `payload-slider` as inputs, `success-payload-scatter-chart` as output
@app.callback(Input(component_id='site-dropdown', component_property='value'),
Input(component_id='payload-slider', component_property = 'value'),
Output(component_id = 'success-payload-scatter', component_property='figure'))
def get_scatterplot(Sitedropdown, P_range):
minRange = P_range[0]
maxRange = P_range[1]
range_df = spacex_df[(spacex_df['Payload Mass (kg)'] >= minRange) and
(spacex_df['Payload Mass (kg)'] <= maxRange)]
if Sitedropdown == 'ALL':
fig = px.scatter(range_df, x = "Payload Mass (kg)", y = "class",
color = "Booster Version Category", title= "Launch Outcomes based on Payload Mass (kg)")
return fig
else:
filtered_df1 = range_df[range_df['Launch Site'] == Sitedropdown]
fig = px.scatter(filtered_df1, x = "Payload Mass (kg)", y = "class",
color= "Booster Version Category", title= f"Launch Outcomes from {Sitedropdown} based on Payload Mass (kg) from:")
return fig
# Run the app
if __name__ == '__main__':
app.run_server()