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import pandas as pd
import numpy as np
import dash
import dash_core_components as dcc
import dash_html_components as html
from dash.dependencies import Input, Output
import plotly.express as px
# import seaborn as sns
# import matplotlib.pyplot as plt
from src.arcs import generate_arc
from src.preprocess import get_last_known_bounty, get_latest_age, get_main_crew
from configparser import ConfigParser, ExtendedInterpolation
import warnings
warnings.filterwarnings("ignore")
pl_config = ConfigParser(interpolation=ExtendedInterpolation())
pl_config.read('cfg/cfg.ini')
end_chap = pl_config['SCRAPER'].getint('end_chap') + 1
char_link_fp = pl_config['SCRAPER'].get('char_link_fp')
chap_appearance_fp = pl_config['SCRAPER'].get('chap_appearance_fp')
char_details_fp = pl_config['SCRAPER'].get('char_details_fp')
age_bounty_fp = pl_config['SCRAPER'].get('age_bounty_fp')
def generate_df():
appearance_df = pd.read_csv(chap_appearance_fp)
char_details_df = pd.read_csv(char_details_fp)
df_age_bounty = pd.read_csv(age_bounty_fp)
return appearance_df, char_details_df, df_age_bounty
all_dims = ['Chapter', 'Appearance', 'Arc', 'Character', 'Appearance Notes']
appearance_df, char_details_df, df_age_bounty = generate_df()
def fig_app_by_arc(appearance_df, height):
fig_app_by_arc = px.histogram(appearance_df[appearance_df['Appearance'].isin(appearance_df['Appearance'].value_counts().head(20).index.tolist())],
x='Appearance',
color = 'Arc',
barmode='group',
labels={
"Appearance": "Name",
"counts": "Counts"
},
height = height
)
fig_app_by_arc.update_layout(
xaxis_title="Name",
yaxis_title="",
)
return fig_app_by_arc
def fig_app_by_arc_sunburst(appearance_df):
fig_app_by_arc_sunburst = px.sunburst(appearance_df[appearance_df['Appearance'].isin(appearance_df['Appearance'].value_counts().head(10).index.tolist())],
path = ['Appearance', 'Arc'],
width = 800,
height = 800)
return fig_app_by_arc_sunburst
def fig_latest_bounty(char_details_df, height):
fig_latest_bounty = px.bar(char_details_df[char_details_df['last_bounty'] > 0].head(50),
x = 'Name',
y = 'last_bounty',
height = height,
log_y = True)
fig_latest_bounty.update_layout(
xaxis_title="Name",
yaxis_title="Last Bounty",
xaxis={'categoryorder':'total descending'}
)
return fig_latest_bounty
def fig_latest_bounty_dist(char_details_df, height):
fig_latest_bounty_dist = px.histogram(char_details_df,
x="last_bounty",
nbins = 00,
height = height)
fig_latest_bounty_dist.update_layout(
xaxis_title="Bounty Group",
yaxis_title="",
)
return fig_latest_bounty_dist
def fig_latest_age_to_bounty(df_age_bounty,height):
fig_latest_age_to_bounty = px.scatter(x = df_age_bounty['latest_age'],
y=df_age_bounty['last_bounty'],
color = df_age_bounty['Name'],
labels={
"latest_age": "Age",
"last_bounty": "Latest Bounty",
"Name": "Name"
},
height = height)
fig_latest_age_to_bounty.update_xaxes(tickangle=0)
fig_latest_age_to_bounty.update_layout(
xaxis_title="Age",
yaxis_title="Bounty Amount",
)
return fig_latest_age_to_bounty
def fig_age_to_bounty_by_crew(df_age_bounty, height):
fig_age_to_bounty_by_crew = px.scatter(x = df_age_bounty['latest_age'],
y=df_age_bounty['last_bounty'],
color = df_age_bounty['main_crew'],
labels={
"latest_age": "Age",
"last_bounty": "Latest Bounty",
"main_crew": "Crew"
},
height = height)
fig_age_to_bounty_by_crew.update_xaxes(tickangle=0)
fig_age_to_bounty_by_crew.update_layout(
xaxis_title="Age",
yaxis_title="Bounty Amount",
)
return fig_age_to_bounty_by_crew
height = 650
external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css']
app = dash.Dash(__name__, external_stylesheets=external_stylesheets)
server = app.server
app.layout = html.Div(
children = [
html.H1(children='One Dash'),
html.H2(children='''
Top 20 Character Appearance
'''),
dcc.Graph(id="histo_app_by_arc",
figure=fig_app_by_arc(appearance_df, height)),
html.H2(children='''
Top 10 Character Appearance!
'''),
html.H3(children='''
Click on the name to expand on their info!
'''),
dcc.Graph(id="fig_app_by_arc_sunburst",
figure=fig_app_by_arc_sunburst(appearance_df)),
html.H2(children='''
Top 50 Latest bounty (log scaled)
'''),
dcc.Graph(id="histo_latest_bounty",
figure=fig_latest_bounty(char_details_df, height)),
html.H2(children='''
Bounty histogram
'''),
dcc.Graph(id = "fig_latest_bounty_dist",
figure = fig_latest_bounty_dist(char_details_df, height)),
html.H2(children='''
Bounty by Age
'''),
dcc.Graph(id="scatter_latest_age_to_bounty",
figure=fig_latest_age_to_bounty(df_age_bounty,height)),
html.H2(children='''
Bounty by Age grouped by Crew
'''),
dcc.Graph(id="scatter_age_bounty_crew",
figure=fig_age_to_bounty_by_crew(df_age_bounty, height)),
]
)
if __name__ == '__main__':
app.run_server(debug=True) |