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app.py
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import streamlit as st
import osmnx as ox
import folium
import requests
import json
import pandas as pd
from streamlit_folium import folium_static
from fpdf import FPDF
# Constants
RADIUS = 1000
DEFAULT_COORDINATES = (48.36964, 14.5128)
API_URL = 'https://www.chatbase.co/api/v1/chat'
API_HEADERS = {
'Authorization': 'Bearer d1a408c0-5e75-40ca-99e5-424e830d26ed',
'Content-Type': 'application/json'
}
CHATBOT_ID = 'X5mqGdkfYYzpPO2R7Q5Jv'
# Example coordinates and descriptions
example_coordinates = {
"Hagenberg, Austria": (48.36964, 14.5128),
"Lienz (Daniel), Austria": (46.8294, 12.7687),
"FTA-Communauté de communes du Guillestrois-Queyras, France": (44.6616, 6.6497),
"LTA-Communauté de communes des Baronnies en Drôme Provençale, France": (44.3555, 5.1283),
"Loeffingen-LTA (Anna), Germany": (47.8840, 8.3438),
"Elztal-FTA (Anna), Germany": (48.1442, 8.0474),
"Elzach-FTA (Anna), Germany": (48.1731, 8.0686),
"Cogne (Alessio), Italy": (45.6081, 7.3527),
"LTA (Darja), Slovenia": (46.6581, 16.1631),
"FTA (Darja), Slovenia": (46.5530, 15.6509),
"Arpavon, France": (44.370914993, 5.27351034083),
"Aubres, France": (44.3893044332, 5.1543771035),
"Aulan, France": (44.2300209805, 5.42219540267),
"Ballons, France": (44.2517233325, 5.64403556412),
"Barret-de-Lioure, France": (44.1754211867, 5.51622125908),
"Beauvoisin, France": (44.3007007366, 5.2126241299),
"Bellecombe-Tarendol, France": (44.3570805263, 5.35605853142),
"Benivay-Ollon, France": (44.3110239354, 5.18792865009),
"Bésignan, France": (44.320135403, 5.32102321882),
"Buis-les-Baronnies, France": (44.276084918, 5.27102720538),
"Châteauneuf-de-Bordette, France": (44.3367876244, 5.17129087386),
"Chaudebonne, France": (44.4749699502, 5.23878850401),
"Chauvac-Laux-Montaux, France": (44.3222598989, 5.53474260728),
"Condorcet, France": (44.4150216526, 5.17856915513),
"Cornillac, France": (44.4397962744, 5.40427048802),
"Cornillon-sur-l’Oule, France": (44.4553268167, 5.36026006175),
"Curnier, France": (44.387658631, 5.23421106174),
"Eygalayes, France": (44.2211440236, 5.59423968429),
"Eygaliers, France": (44.2403379768, 5.28466764247),
"Eyroles, France": (44.417094329, 5.24106129822),
"Izon-la-Bruisse, France": (44.2626520875, 5.60226769891),
"La Charce, France": (44.4668723535, 5.44466918876),
"La Penne-sur-l’Ouvèze, France": (44.2503681815, 5.23252395755),
"La Roche-sur-le-Buis, France": (44.2625812469, 5.34101183886),
"La Rochette-du-Buis, France": (44.2610706065, 5.42166701119),
"Le Poët-en-Percip, France": (44.2484174261, 5.39418333523),
"Le Poët-Sigillat, France": (44.3631938216, 5.31860156663),
"Lemps, France": (45.0972922386, 4.778993534),
"Les Pilles, France": (44.3778726864, 5.19915828289),
"Mérindol-les-Oliviers, France": (44.2725055479, 5.1684408091),
"Mévouillon, France": (44.2346171686, 5.47885128912),
"Mirabel-aux-Baronnies, France": (44.3146283758, 5.10177171848),
"Montauban-sur-l’Ouvèze, France": (44.2773478714, 5.51851244253),
"Montaulieu, France": (44.3578984951, 5.21799658575),
"Montbrun-les-Bains, France": (44.1877148289, 5.43426917221),
"Montferrand-la-Fare, France": (44.3419027323, 5.44998013402),
"Montguers, France": (44.301845332, 5.47245831893),
"Montréal-les-Sources, France": (44.4006997235, 5.30675272365),
"Nyons, France": (44.3564879814, 5.12880832),
"Pelonne, France": (44.3822334481, 5.38062257159),
"Piegon, France": (44.298616176, 5.12425949306),
"Pierrelongue, France": (44.2495510618, 5.21417355869),
"Plaisians, France": (44.2251384838, 5.337199685),
"Pommerol, France": (44.4372174843, 5.46497895783),
"Propiac, France": (44.276584707, 5.20940872423),
"Reilhanette, France": (44.1712233115, 5.40493973585),
"Remuzat, France": (44.4038075452, 5.35604206561),
"Rioms, France": (44.4038075452, 5.35604206561),
"Rochebrune, France": (44.3264290154, 5.23698675047),
"Roussieux, France": (44.3315645396, 5.47886581658),
"Sahune, France": (44.4062765625, 5.27186320127),
"Saint-Auban-sur-l’Ouvèze, France": (44.2973942019, 5.43012241748),
"Saint-Ferréol-Trente-Pas, France": (44.4418058243, 5.22377937288),
"Saint-Maurice-sur-Eygues, France": (44.3029325431, 5.00596735706),
"Saint-May, France": (44.4246891734, 5.32934515143),
"Saint-Sauveur-Gouvernet, France": (44.3303880901, 5.37614176075),
"Sainte-Euphémie-sur-Ouvèze, France": (44.3011387229, 5.3913641468),
"Sainte-Jalle, France": (44.3334508898, 5.27890908641),
"Sederon, France": (44.1975046499, 5.55416093649),
"Valouse, France": (44.4594883519, 5.19108928218),
"Venterol, France": (44.3977805769, 5.09846513358),
"Verclause, France": (44.3954497171, 5.40735314381),
"Vercoiran, France": (44.2937794965, 5.35057643289),
"Vers-sur-Méouge, France": (44.2358606593, 5.55110208603),
"Villefranche-le-Château, France": (44.2152597669, 5.50831127895),
"Villeperdrix, France": (44.4557494791, 5.29971413853),
"Vinsobres, France": (44.3356176138, 5.0506163995),
"Abriès-Ristolas, France": (44.8163462455, 6.94164442809),
"Aiguilles, France": (44.7793442905, 6.87518098236),
"Arvieux, France": (44.7638980345, 6.72230859416),
"Ceillac, France": (44.6526516194, 6.80366189831),
"Château-Ville-Vieille, France": (44.7677289666, 6.8000656504),
"Eygliers, France": (44.6925244966, 6.66688741371),
"Guillestre, France": (44.6680987436, 6.7010158705),
"Molines-en-Queyras, France": (44.7166553487, 6.89190806069),
"Mont-Dauphin, France": (44.6690562408, 6.62465091015),
"Risoul, France": (44.6240380773, 6.62317402744),
"Réotier, France": (44.6813566833, 6.56457884975),
"Saint-Clément-sur-Durance, France": (44.6478034969, 6.56074041767),
"Saint-Crépin, France": (44.7243260485, 6.63555027257),
"Saint-Véran, France": (44.684530806, 6.8905743766),
"Vars, France": (44.5925220925, 6.71351456892),
"Elzach (core city), Germany": (48.1757263, 8.0718474),
"Katzenmoos, Germany": (48.1671494, 8.0339401),
"Oberprechtal, Germany": (48.2142936, 8.1419332),
"Prechtal, Germany": (48.2142936, 8.1419332),
"Yach, Germany": (48.1592947, 8.0910055),
"Oberwinden, Germany": (48.152948, 8.0450017),
"Niederwinden, Germany": (48.1437659, 8.0227467),
"Löffingen (core city), Germany": (47.8510581, 8.3581352),
"Bachheim, Germany": (47.8595312, 8.4015165),
"Görschweiler, Germany": (47.8581847, 8.3117456),
"Reiselfingen, Germany": (47.8510581, 8.3581352),
"Seppenhofen, Germany": (47.8722497, 8.3493952),
"Unadingen, Germany": (47.8807628, 8.4070082),
"Ottenschlag, Austria": (48.42404288609467, 15.219451348902961),
"Waidhofen an der Thaya, Austria": (48.815658288556946, 15.281663737168207),
"Traismauer, Austria": (48.352465997812615, 15.743648288832958),
"Aspang Markt, Austria": (47.55413804192899, 16.09238522102577),
"Amstetten, Austria": (48.12503262268305, 14.867380540803904),
"Euratsfeld, Austria": (48.08226280834668, 14.929916352815775),
"St. Andrä-Wördern, Austria": (48.3417260403357, 16.241368646253243),
"St. Veit an der Gölsen, Austria": (48.04470064214175, 15.67000830613681),
"Bad Pirawarth, Austria": (48.45190245064155, 16.60252936507856),
"Ober-Grafendorf, Austria": (48.14935380857714, 15.542813681153428),
"Gföhl, Austria": (48.51669492174179, 15.489640708246656),
"Groß Gerungs, Austria": (48.57441831065571, 14.960792633910886),
"Retz, Austria": (48.75903530925255, 15.953293555334188),
"Tulln an der Donau, Austria": (48.33183733546916, 16.061388229537908),
"Korneuburg, Austria": (48.34498430211194, 16.330250320974198),
"Ernstbrunn, Austria": (48.52600970281068, 16.36012249198592),
"Mistelbach, Austria": (48.56872317085308, 16.569164715283126),
"Laa an der Thaya, Austria": (48.71892203478325, 16.38682487011301),
"Poysdorf, Austria": (48.667801475116505, 16.627739665226958),
"Großschönau, Austria": (48.65037331744002, 14.942586526590183),
"Mautern an der Donau, Austria": (48.39272810709832, 15.579415287384178),
"Gaming, Austria": (47.92387741453361, 15.09109611689855),
"Litschau, Austria": (48.94452058173408, 15.044568007002988),
"Ebreichsdorf, Austria": (47.96296571408522, 16.40031771962582),
"Hollabrunn, Austria": (48.562712315748264, 16.078411385981617),
"Cogne, Italy": (45.610690, 7.362238),
"Champdepraz, Italy": (45.683844, 7.613495),
"Pomurje region, Slovenia": (46.65816519569652, 16.163141737462734),
"Podravje region, Slovenia": (46.553067690589025, 15.650944727735766),
"Cogorno, Italy": (44.3315515, 9.3490907)
}
def get_amenities(latitude, longitude, amenity_type='all', radius=RADIUS):
"""
Fetches amenities around the given latitude and longitude.
"""
tags = {'amenity': True} if amenity_type == 'all' else {'amenity': amenity_type}
amenities = ox.geometries_from_point((latitude, longitude), tags=tags, dist=radius)
return amenities
def count_entities(entities):
"""
Counts different types of entities.
"""
if 'entity_type' in entities.columns:
entity_counts = entities['entity_type'].value_counts()
else:
entity_counts = entities.index.value_counts()
return entity_counts.to_dict()
def count_amenities(latitude, longitude, radius=RADIUS):
"""
Counts amenities around the given latitude and longitude.
"""
amenities = get_amenities(latitude, longitude, radius=radius)
amenity_counts = amenities['amenity'].value_counts()
return amenity_counts.to_dict()
def get_smart_entities(latitude, longitude, ent, radius=RADIUS):
"""
Fetches entities of a specific type around the given latitude and longitude.
"""
key, value = ent.split('=')
tags = {key: value}
entities = ox.geometries_from_point((latitude, longitude), tags=tags, dist=radius)
entities['entity_type'] = ent
return entities
def add_markers_to_map(m, entities, entity_type):
"""
Adds markers to the map for given entities.
"""
for _, row in entities.iterrows():
if row.geometry:
if row.geometry.geom_type == 'Point':
point_location = [row.geometry.y, row.geometry.x]
elif row.geometry.geom_type == 'Polygon':
point_location = [row.geometry.centroid.y, row.geometry.centroid.x]
else:
continue
tooltip = f"{entity_type}: {row.get('name', 'N/A')}"
folium.CircleMarker(
location=point_location,
radius=10,
popup=tooltip,
color="blue",
fill=True,
fill_color="blue"
).add_to(m)
def generate_pdf(text):
"""
Generates a PDF from the provided text.
"""
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_left_margin(15)
pdf.set_right_margin(15)
pdf.set_font("Arial", size=12)
line_height = pdf.font_size * 2.5
for line in text.split('\n'):
pdf.multi_cell(0, line_height, txt=line, align='L')
return pdf
def update_message_content(lat, lon):
"""
Updates the message content in the session state.
"""
if st.session_state.selected_entities:
combined_entities = pd.concat(st.session_state.selected_entities)
entity_counts = count_entities(combined_entities)
if 'all' in entity_counts:
amenities_count = count_amenities(lat, lon, 1000)
update_message_content2(str(amenities_count))
return
entity_counts_filtered = {k: v for k, v in entity_counts.items() if k != 'all'}
detailed_info = "\n".join([f"{etype}: {count}" for etype, count in entity_counts_filtered.items()])
st.session_state.message_content = f"What is the degree of digitalization, smartness, rural development or similar of a village located in a rural territory with these facilities:\n{detailed_info}\nWhat can we do to improve it? Do you have any suggestion?"
def update_message_content2(info):
"""
Updates the message content with provided information.
"""
if st.session_state.selected_entities:
st.session_state.message_content = f"What is the degree of digitalization, smartness, rural development or similar of a village located in a rural territory with these facilities:\n{info}\nWhat can we do to improve it? Do you have any suggestion?"
def main():
st.title("Smart CommUnity - TA Analyzer")
example_choice = st.selectbox("Choose a Test Area:", list(example_coordinates.keys()), key='example_choice')
selected_coordinate = example_coordinates[example_choice]
lat = st.number_input("Enter the latitude of the area:", value=selected_coordinate[0])
lon = st.number_input("Enter the longitude of the area:", value=selected_coordinate[1])
m = folium.Map(location=[lat, lon], zoom_start=14)
tab_names = ["Default", "SmartEconomy", "SmartGovernance", "SmartMobility", "SmartEnvironment", "SmartPeople", "SmartLiving"]
tabs = st.tabs(tab_names)
with tabs[0]:
amenity_options = ['all', 'restaurant', 'hospital', 'school', 'bank', 'cafe', 'pharmacy', 'cinema', 'parking', 'fuel']
amenity_type = st.selectbox("Select Amenity Type:", amenity_options, key='amenity_type')
if st.button('Show Amenities', key='amenity'):
try:
amenities = get_amenities(lat, lon, amenity_type, RADIUS)
amenities['entity_type'] = amenity_type
add_markers_to_map(m, amenities, amenity_type)
st.session_state.selected_entities.append(amenities)
update_message_content(lat, lon)
except Exception as e:
if "EmptyOverpassResponse" in str(e):
st.warning(f"No {amenity_type} amenities found within the specified distance.")
else:
st.error(f"An error occurred: {str(e)}")
smart_entities_options = {
"SmartEconomy": [
'POI', 'amenity=marketplace', 'amenity=vending_machine', 'building=commercial',
'man_made=offshore_platform', 'man_made=petroleum_well', 'man_made=pipeline', 'man_made=works', 'office=company',
'office=coworking', 'shop=all', 'tourism=alpine_hut', 'tourism=attraction', 'tourism=camp_pitch', 'tourism=camp_site',
'tourism=caravan_site', 'building=chalet', 'building=guest_house', 'building=hostel', 'building=hotel', 'tourism=information',
'tourism=motel', 'building=museum', 'tourism=wilderness_hut'
],
"SmartGovernance": ['amenity=townhall', 'amenity=courthouse', 'amenity=police', 'amenity=fire_station', 'building=government'],
"SmartMobility": [
'barrier=bump_gate', 'barrier=bus_trap', 'barrier=cycle_barrier', 'barrier=motorcycle_barrier',
'barrier=sump_buster', 'building=train_station', 'building=transportation', 'building=parking',
'highway=motorway', 'public_transport=all', 'railway=all', 'route=all'
],
"SmartEnvironment": [
"amenity=recycling", "boundary=forest", "boundary=forest_compartment", "boundary=hazard",
"boundary=national_park", "boundary=protected_area", "leisure=garden", "leisure=nature_reserve",
"leisure=park", "man_made=gasometer", "man_made=mineshaft", "man_made=wastewater_plant",
"man_made=water_works", "natural=grass", "water=river"
],
"SmartPeople": [
"amenity=college", "amenity=kindergarten", "amenity=school", "amenity=university",
"office=educational_institution", "office=employment_agency", "amenity=refugee_site"
],
"SmartLiving": [
"amenity=internet_cafe", "amenity=public_bath", "amenity=vending_machine",
"amenity=water_point", "amenity=hospital", "amenity=museum",
"amenity=place_of_worship", "amenity=fire_station", "amenity=toilets",
]
}
for i, tab_name in enumerate(tab_names[1:], start=1):
with tabs[i]:
selected_entity = st.selectbox(f"Select Entity Type for {tab_name}:", smart_entities_options[tab_name], key=f'{tab_name}_entity')
if st.button(f'Show Selected Entities for {tab_name}', key=f'tab{i}'):
try:
entities = get_smart_entities(lat, lon, selected_entity, RADIUS)
add_markers_to_map(m, entities, selected_entity)
st.session_state.selected_entities.append(entities)
update_message_content(lat, lon)
except Exception as e:
st.error(f"An error occurred: {str(e)}")
folium_static(m)
st.subheader("AI Assistant")
if st.button('Analysis', key='ai_analysis'):
data = {
"messages": [
{"content": st.session_state.message_content, "role": "user"}
],
"chatbotId": CHATBOT_ID,
"stream": False,
"temperature": 0
}
response = requests.post(API_URL, headers=API_HEADERS, data=json.dumps(data))
if response.status_code == 200:
json_data = response.json()
response_text = json_data.get('text', 'No text in response')
st.write("Response:", response_text)
pdf = generate_pdf(response_text)
pdf_output = f"AI_Analysis_{lat}_{lon}.pdf"
pdf.output(pdf_output)
with open(pdf_output, "rb") as pdf_file:
st.download_button("Download Analysis as PDF", pdf_file, file_name=f"AI_Analysis_{lat}_{lon}.pdf")
else:
error_message = response.json().get('message', 'Unknown error')
st.write('Error:', error_message)
if __name__ == "__main__":
# Initialize session state
if 'selected_entities' not in st.session_state:
st.session_state.selected_entities = []
if 'message_content' not in st.session_state:
st.session_state.message_content = ""
main()