Spaces:
Sleeping
Sleeping
Upload 7 files
Browse files- flag/RVT_AddressCh.txt +0 -0
- flag/RVT_AddressEn.txt +0 -0
- flag/RVT_Area.txt +148 -0
- flag/RVT_BuildingCh.txt +0 -0
- flag/RVT_BuildingEn.txt +0 -0
- main.py +161 -0
- requirements.txt +4 -0
flag/RVT_AddressCh.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
flag/RVT_AddressEn.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
flag/RVT_Area.txt
ADDED
@@ -0,0 +1,148 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
港島 ns
|
2 |
+
中西區 ns
|
3 |
+
堅尼地城 ns
|
4 |
+
石塘咀 ns
|
5 |
+
西營盤 ns
|
6 |
+
上環 ns
|
7 |
+
中環 ns
|
8 |
+
金鐘 ns
|
9 |
+
半山區 ns
|
10 |
+
山頂 ns
|
11 |
+
灣仔 ns
|
12 |
+
灣仔 ns
|
13 |
+
銅鑼灣 ns
|
14 |
+
跑馬地 ns
|
15 |
+
大坑 ns
|
16 |
+
掃桿埔 ns
|
17 |
+
渣甸山 ns
|
18 |
+
東區 ns
|
19 |
+
天后 ns
|
20 |
+
寶馬山 ns
|
21 |
+
北角 ns
|
22 |
+
鰂魚涌 ns
|
23 |
+
西灣河 ns
|
24 |
+
筲箕灣 ns
|
25 |
+
柴灣 ns
|
26 |
+
小西灣 ns
|
27 |
+
南區 ns
|
28 |
+
薄扶林 ns
|
29 |
+
香港仔 ns
|
30 |
+
鴨脷洲 ns
|
31 |
+
黃竹坑 ns
|
32 |
+
壽臣山 ns
|
33 |
+
淺水灣 ns
|
34 |
+
舂磡角 ns
|
35 |
+
赤柱 ns
|
36 |
+
大潭 ns
|
37 |
+
石澳 ns
|
38 |
+
九龍 ns
|
39 |
+
油尖旺 ns
|
40 |
+
尖沙咀 ns
|
41 |
+
油麻地 ns
|
42 |
+
西九龍填海區 ns
|
43 |
+
京士柏 ns
|
44 |
+
旺角 ns
|
45 |
+
大角咀 ns
|
46 |
+
深水埗 ns
|
47 |
+
美孚 ns
|
48 |
+
荔枝角 ns
|
49 |
+
長沙灣 ns
|
50 |
+
深水埗 ns
|
51 |
+
石硤尾 ns
|
52 |
+
又一村 ns
|
53 |
+
大窩坪 ns
|
54 |
+
昂船洲 ns
|
55 |
+
九龍城 ns
|
56 |
+
紅磡 ns
|
57 |
+
土瓜灣 ns
|
58 |
+
馬頭角 ns
|
59 |
+
馬頭圍 ns
|
60 |
+
啟德 ns
|
61 |
+
九龍城 ns
|
62 |
+
何文田 ns
|
63 |
+
九龍塘 ns
|
64 |
+
筆架山 ns
|
65 |
+
黃大仙 ns
|
66 |
+
新蒲崗 ns
|
67 |
+
黃大仙 ns
|
68 |
+
東頭 ns
|
69 |
+
橫頭磡 ns
|
70 |
+
樂富 ns
|
71 |
+
鑽石山 ns
|
72 |
+
慈雲山 ns
|
73 |
+
牛池灣 ns
|
74 |
+
觀塘 ns
|
75 |
+
坪石 ns
|
76 |
+
九龍灣 ns
|
77 |
+
牛頭角 ns
|
78 |
+
佐敦谷 ns
|
79 |
+
觀塘 ns
|
80 |
+
秀茂坪 ns
|
81 |
+
藍田 ns
|
82 |
+
油塘 ns
|
83 |
+
鯉魚門 ns
|
84 |
+
葵青 ns
|
85 |
+
葵涌 ns
|
86 |
+
青衣 ns
|
87 |
+
荃灣 ns
|
88 |
+
荃灣 ns
|
89 |
+
梨木樹 ns
|
90 |
+
汀九 ns
|
91 |
+
深井 ns
|
92 |
+
青龍頭 ns
|
93 |
+
馬灣 ns
|
94 |
+
欣澳 ns
|
95 |
+
新界 ns
|
96 |
+
屯門 ns
|
97 |
+
大欖涌 ns
|
98 |
+
掃管笏 ns
|
99 |
+
屯門 ns
|
100 |
+
藍地 ns
|
101 |
+
元朗 ns
|
102 |
+
洪水橋 ns
|
103 |
+
廈村 ns
|
104 |
+
流浮山 ns
|
105 |
+
天水圍 ns
|
106 |
+
元朗 ns
|
107 |
+
新田 ns
|
108 |
+
落馬洲 ns
|
109 |
+
錦田 ns
|
110 |
+
石崗 ns
|
111 |
+
八鄉 ns
|
112 |
+
北區 ns
|
113 |
+
粉嶺 ns
|
114 |
+
聯和墟 ns
|
115 |
+
上水 ns
|
116 |
+
石湖墟 ns
|
117 |
+
沙頭角 ns
|
118 |
+
鹿頸 ns
|
119 |
+
烏蛟騰 ns
|
120 |
+
大埔 ns
|
121 |
+
大埔墟 ns
|
122 |
+
大埔 ns
|
123 |
+
大埔滘 ns
|
124 |
+
大尾篤 ns
|
125 |
+
船灣 ns
|
126 |
+
樟木頭 ns
|
127 |
+
企嶺下 ns
|
128 |
+
沙田 ns
|
129 |
+
大圍 ns
|
130 |
+
沙田 ns
|
131 |
+
火炭 ns
|
132 |
+
馬料水 ns
|
133 |
+
烏溪沙 ns
|
134 |
+
馬鞍山 ns
|
135 |
+
西貢 ns
|
136 |
+
清水灣 ns
|
137 |
+
西貢 ns
|
138 |
+
大網仔 ns
|
139 |
+
將軍澳 ns
|
140 |
+
坑口 ns
|
141 |
+
調景嶺 ns
|
142 |
+
馬游塘 ns
|
143 |
+
離島 ns
|
144 |
+
長洲 ns
|
145 |
+
坪洲 ns
|
146 |
+
大嶼山 ns
|
147 |
+
東涌 ns
|
148 |
+
南丫島 ns
|
flag/RVT_BuildingCh.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
flag/RVT_BuildingEn.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
main.py
ADDED
@@ -0,0 +1,161 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import jieba
|
3 |
+
import jieba.analyse
|
4 |
+
import aiohttp
|
5 |
+
import asyncio
|
6 |
+
import ssl
|
7 |
+
from aiohttp import ClientSession
|
8 |
+
|
9 |
+
ssl_context = ssl.create_default_context()
|
10 |
+
ssl_context.check_hostname = False
|
11 |
+
ssl_context.verify_mode = ssl.CERT_NONE
|
12 |
+
|
13 |
+
def setup_jieba_dictionaries():
|
14 |
+
dictionaries = [
|
15 |
+
'flag/RVT_AddressCh.txt',
|
16 |
+
'flag/RVT_AddressEn.txt',
|
17 |
+
'flag/RVT_Area.txt',
|
18 |
+
'flag/RVT_BuildingCh.txt',
|
19 |
+
'flag/RVT_BuildingEn.txt'
|
20 |
+
]
|
21 |
+
for file_path in dictionaries:
|
22 |
+
jieba.load_userdict(file_path)
|
23 |
+
|
24 |
+
def process_text(text):
|
25 |
+
setup_jieba_dictionaries()
|
26 |
+
|
27 |
+
user_dict_terms = set()
|
28 |
+
for file_path in [
|
29 |
+
'flag/RVT_AddressCh.txt',
|
30 |
+
'flag/RVT_AddressEn.txt',
|
31 |
+
'flag/RVT_Area.txt',
|
32 |
+
'flag/RVT_BuildingCh.txt',
|
33 |
+
'flag/RVT_BuildingEn.txt'
|
34 |
+
]:
|
35 |
+
try:
|
36 |
+
with open(file_path, 'r', encoding='utf-8') as f:
|
37 |
+
user_dict_terms.update(line.strip().split()[0] for line in f)
|
38 |
+
except FileNotFoundError:
|
39 |
+
print(f'File not found: {file_path}')
|
40 |
+
except Exception as e:
|
41 |
+
print(f'Error reading file {file_path}: {e}')
|
42 |
+
|
43 |
+
lines = text.splitlines()
|
44 |
+
results = []
|
45 |
+
|
46 |
+
for line in lines:
|
47 |
+
line = line.strip()
|
48 |
+
keywords = jieba.analyse.textrank(line, topK=20, withWeight=False, allowPOS=('ns', 'n', 'vn', 'v'))
|
49 |
+
keyword_text = ' '.join(keyword for keyword in keywords if keyword in user_dict_terms)
|
50 |
+
results.append(keyword_text)
|
51 |
+
|
52 |
+
return results
|
53 |
+
|
54 |
+
def reformat_text(text):
|
55 |
+
lines = text.splitlines()
|
56 |
+
return [line.strip() for line in lines if line.strip()]
|
57 |
+
|
58 |
+
def process_text_only(text, reformat):
|
59 |
+
extracted_keywords = process_text(text)
|
60 |
+
if reformat:
|
61 |
+
extracted_keywords = reformat_text('\n'.join(extracted_keywords))
|
62 |
+
# Join keywords with newline characters
|
63 |
+
return '\n'.join(extracted_keywords)
|
64 |
+
|
65 |
+
async def lookup_address(query, language='zh-Hant'):
|
66 |
+
url = 'https://www.als.gov.hk/lookup'
|
67 |
+
headers = {
|
68 |
+
'Accept': 'application/json',
|
69 |
+
'Accept-Language': language
|
70 |
+
}
|
71 |
+
payload = {
|
72 |
+
'q': query
|
73 |
+
}
|
74 |
+
|
75 |
+
async with ClientSession() as session:
|
76 |
+
try:
|
77 |
+
async with session.post(url, headers=headers, data=payload, ssl=ssl_context) as response:
|
78 |
+
if response.status == 200:
|
79 |
+
return await response.json()
|
80 |
+
else:
|
81 |
+
print(f'Error fetching data: Status Code {response.status}')
|
82 |
+
return {'error': f'Error fetching data: Status Code {response.status}'}
|
83 |
+
except aiohttp.ClientError as e:
|
84 |
+
print(f'Client Error: {e}')
|
85 |
+
return {'error': f'Client Error: {e}'}
|
86 |
+
except Exception as e:
|
87 |
+
print(f'General Error: {e}')
|
88 |
+
return {'error': f'General Error: {e}'}
|
89 |
+
|
90 |
+
async def get_address_lookup_results(keywords):
|
91 |
+
results = []
|
92 |
+
for keyword in keywords:
|
93 |
+
keyword = keyword.strip()
|
94 |
+
if not keyword: # Skip empty keywords
|
95 |
+
continue
|
96 |
+
lookup_results = await lookup_address(keyword)
|
97 |
+
if 'SuggestedAddress' in lookup_results and isinstance(lookup_results['SuggestedAddress'], list):
|
98 |
+
first_match = lookup_results['SuggestedAddress'][0] # Use the first match
|
99 |
+
full_address = 'No matches found'
|
100 |
+
geo_address = 'N/A'
|
101 |
+
latitude = 'N/A'
|
102 |
+
longitude = 'N/A'
|
103 |
+
matched_building = 'No Building Name'
|
104 |
+
|
105 |
+
if first_match:
|
106 |
+
premises_address = first_match['Address']['PremisesAddress']
|
107 |
+
raw_address = premises_address.get('ChiPremisesAddress', {})
|
108 |
+
matched_building = raw_address.get('BuildingName', 'No Building Name')
|
109 |
+
full_address = matched_building
|
110 |
+
geo_address = premises_address.get('GeoAddress', 'N/A')
|
111 |
+
geo_info = premises_address.get('GeospatialInformation', {})
|
112 |
+
latitude = geo_info.get('Latitude', 'N/A')
|
113 |
+
longitude = geo_info.get('Longitude', 'N/A')
|
114 |
+
|
115 |
+
results.append({
|
116 |
+
'Keyword': keyword,
|
117 |
+
'Full Address': full_address,
|
118 |
+
'Geo Address': geo_address,
|
119 |
+
'Latitude': latitude,
|
120 |
+
'Longitude': longitude
|
121 |
+
})
|
122 |
+
else:
|
123 |
+
results.append({
|
124 |
+
'Keyword': keyword,
|
125 |
+
'Full Address': 'No matches found',
|
126 |
+
'Geo Address': 'N/A',
|
127 |
+
'Latitude': 'N/A',
|
128 |
+
'Longitude': 'N/A'
|
129 |
+
})
|
130 |
+
|
131 |
+
return results
|
132 |
+
|
133 |
+
async def gradio_function(text, reformat, perform_lookup):
|
134 |
+
extracted_keywords = process_text_only(text, reformat)
|
135 |
+
keywords_list = extracted_keywords.splitlines()
|
136 |
+
|
137 |
+
address_results = []
|
138 |
+
if perform_lookup:
|
139 |
+
address_results = await get_address_lookup_results(keywords_list)
|
140 |
+
|
141 |
+
return extracted_keywords, address_results
|
142 |
+
|
143 |
+
def gradio_interface(text, reformat, perform_lookup):
|
144 |
+
return asyncio.run(gradio_function(text, reformat, perform_lookup))
|
145 |
+
|
146 |
+
interface = gr.Interface(
|
147 |
+
fn=gradio_interface,
|
148 |
+
inputs=[
|
149 |
+
gr.Textbox(lines=20, placeholder="Paste text here, each line will be processed separately..."),
|
150 |
+
gr.Checkbox(label="Reformat text (remove empty lines)"),
|
151 |
+
gr.Checkbox(label="Perform Address Lookup")
|
152 |
+
],
|
153 |
+
outputs=[
|
154 |
+
gr.Textbox(label="Extracted Address Keywords"),
|
155 |
+
gr.JSON(label="Address Lookup Results")
|
156 |
+
],
|
157 |
+
title="Address Extraction and Lookup with Natural Language Processing",
|
158 |
+
description="Extract address keywords using NLP and optionally perform address lookup using ALS."
|
159 |
+
)
|
160 |
+
|
161 |
+
interface.launch()
|
requirements.txt
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
aiohttp==3.9.5
|
2 |
+
aiohttp==3.10.3
|
3 |
+
gradio==4.41.0
|
4 |
+
jieba==0.42.1
|