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# viz/apps.py | ||
from django.apps import AppConfig | ||
from django.utils.translation import gettext_lazy as _ | ||
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class VizConfig(AppConfig): | ||
default_auto_field = "django.db.models.BigAutoField" | ||
name = "viz" | ||
verbose_name = _("viz") |
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import plotly.express as px | ||
from dash import dash_table, dcc, html | ||
from dash.dependencies import Input, Output | ||
from django_plotly_dash import DjangoDash | ||
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from .functions import fetch_data, prepare_livelihood_data, prepare_wealth_group_data | ||
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# API Endpoints | ||
LIVELIHOOD_STRATEGY_URL = "https://headev.fews.net/api/livelihoodstrategy/" | ||
WEALTH_GROUP_URL = "https://headev.fews.net/api/wealthgroupcharacteristicvalue/" | ||
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# Fetch and prepare data | ||
livelihood_data = fetch_data(LIVELIHOOD_STRATEGY_URL) | ||
wealth_group_data = fetch_data(WEALTH_GROUP_URL) | ||
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livelihood_data = prepare_livelihood_data(livelihood_data) | ||
wealth_group_data = prepare_wealth_group_data(wealth_group_data) | ||
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# Unique countries and livelihood zones for dropdowns | ||
unique_countries = sorted(livelihood_data["country_code"].unique()) | ||
unique_zones = sorted(livelihood_data["livelihood_zone"].unique()) | ||
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# Dash app | ||
app = DjangoDash("Inventory_dashboard") | ||
app.title = "HEA Dashboard" | ||
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# Layout | ||
app.layout = html.Div( | ||
[ | ||
html.H1("HEA Data Inventory Dashboard", style={"textAlign": "center"}), | ||
dcc.Dropdown( | ||
id="country-dropdown", | ||
options=[{"label": country, "value": country} for country in unique_countries], | ||
placeholder="Select Country", | ||
multi=False, | ||
), | ||
dcc.Dropdown( | ||
id="livelihood-zone-dropdown", | ||
options=[{"label": zone, "value": zone} for zone in unique_zones], | ||
placeholder="Select Livelihood Zone(s)", | ||
multi=True, | ||
), | ||
html.Div( | ||
[ | ||
html.Div(dcc.Graph(id="wealth-chart"), style={"width": "48%", "display": "inline-block"}), | ||
html.Div(dcc.Graph(id="livelihood-chart"), style={"width": "48%", "display": "inline-block"}), | ||
] | ||
), | ||
html.Div( | ||
[ | ||
html.H3("Data Table", style={"textAlign": "center"}), | ||
dash_table.DataTable( | ||
id="data-table", | ||
columns=[ | ||
{"name": "Livelihood Zone", "id": "livelihood_zone"}, | ||
{"name": "Strategy Type Count", "id": "Count"}, | ||
{"name": "Wealth Characteristics Count", "id": "Wealth Characteristics Count"}, | ||
], | ||
style_table={"overflowX": "auto"}, | ||
style_cell={"textAlign": "left"}, | ||
page_size=10, | ||
), | ||
] | ||
), | ||
] | ||
) | ||
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# Callbacks | ||
@app.callback( | ||
[ | ||
Output("livelihood-zone-dropdown", "options"), | ||
Output("wealth-chart", "figure"), | ||
Output("livelihood-chart", "figure"), | ||
Output("data-table", "data"), | ||
], | ||
[Input("country-dropdown", "value"), Input("livelihood-zone-dropdown", "value")], | ||
) | ||
def update_charts(selected_country, selected_zones): | ||
# Filter data based on selected country | ||
if selected_country: | ||
filtered_livelihood = livelihood_data[livelihood_data["country_code"] == selected_country] | ||
filtered_wealth = wealth_group_data[wealth_group_data["country_code"] == selected_country] | ||
filtered_zones = sorted(filtered_livelihood["livelihood_zone"].unique()) | ||
else: | ||
filtered_livelihood = livelihood_data | ||
filtered_wealth = wealth_group_data | ||
filtered_zones = unique_zones | ||
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# Update options for livelihood zone dropdown | ||
zone_options = [{"label": zone, "value": zone} for zone in filtered_zones] | ||
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# Filter data based on selected livelihood zones | ||
if selected_zones: | ||
filtered_livelihood = filtered_livelihood[filtered_livelihood["livelihood_zone"].isin(selected_zones)] | ||
filtered_wealth = filtered_wealth[filtered_wealth["livelihood_zone"].isin(selected_zones)] | ||
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# Group data for charts | ||
livelihood_grouped = ( | ||
filtered_livelihood.groupby(["livelihood_zone", "strategy_type_label"]).size().reset_index(name="Count") | ||
) | ||
wealth_grouped = filtered_wealth.groupby("livelihood_zone").size().reset_index(name="Wealth Characteristics Count") | ||
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wealth_fig = px.bar( | ||
wealth_grouped, | ||
x="livelihood_zone", | ||
y="Wealth Characteristics Count", | ||
title="Wealth Characteristics per Baseline", | ||
labels={"livelihood_zone": "Baseline", "Wealth Characteristics Count": "Count"}, | ||
) | ||
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livelihood_fig = px.bar( | ||
livelihood_grouped, | ||
x="strategy_type_label", | ||
y="Count", | ||
color="livelihood_zone", | ||
title="Livelihood Strategies per Baseline", | ||
labels={"strategy_type_label": "Strategy Type", "Count": "Count", "livelihood_zone": "Baseline"}, | ||
) | ||
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return zone_options, wealth_fig, livelihood_fig, livelihood_grouped.to_dict("records") | ||
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# Run the app | ||
if __name__ == "__main__": | ||
app.run_server(debug=True) |
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import pandas as pd | ||
import requests | ||
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def fetch_data(api_url): | ||
""" | ||
Fetch data from the given API endpoint and return as a Pandas DataFrame. | ||
""" | ||
try: | ||
response = requests.get(api_url) | ||
response.raise_for_status() | ||
data = response.json() | ||
return pd.DataFrame(data) | ||
except Exception as e: | ||
print(f"Error fetching data: {e}") | ||
return pd.DataFrame() | ||
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def prepare_livelihood_data(df): | ||
""" | ||
Prepare livelihood strategy data for visualization. | ||
""" | ||
df.rename(columns={"livelihood_zone_country": "country_code"}, inplace=True) | ||
df["ls_baseline_date"] = df["livelihood_zone_baseline_label"].str.split(": ").str[1] | ||
df["ls_baseline_month"] = pd.to_datetime(df["ls_baseline_date"], errors="coerce").dt.month_name() | ||
return df | ||
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def prepare_wealth_group_data(df): | ||
""" | ||
Prepare wealth group data for visualization. | ||
""" | ||
df.rename(columns={"livelihood_zone_country_code": "country_code"}, inplace=True) | ||
return df |
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from django_plotly_dash import DjangoDash | ||
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class SecureDjangoDash(DjangoDash): | ||
""" | ||
An extended version of DjangoDash that allows fine-grained control of permissions | ||
and clickjacking protection | ||
""" | ||
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xframe_options = "DENY" # None (i.e. Allow) or SAMEORIGIN or DENY | ||
login_required = True | ||
permission_required = None | ||
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def __init__(self, *args, **kwargs): | ||
self.permission_required = kwargs.pop("permission_required", None) | ||
super().__init__(*args, **kwargs) |
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