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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
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The diff for this file is too large to render.
See raw diff
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flag/RVT_AddressEn.txt
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The diff for this file is too large to render.
See raw diff
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flag/RVT_Area.txt
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@@ -0,0 +1,148 @@
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| 1 |
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港島 ns
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| 2 |
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中西區 ns
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| 3 |
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堅尼地城 ns
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| 4 |
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石塘咀 ns
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| 5 |
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西營盤 ns
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| 6 |
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上環 ns
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中環 ns
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| 8 |
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金鐘 ns
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半山區 ns
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| 10 |
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山頂 ns
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| 11 |
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灣仔 ns
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灣仔 ns
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銅鑼灣 ns
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| 14 |
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跑馬地 ns
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| 15 |
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大坑 ns
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掃桿埔 ns
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| 17 |
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渣甸山 ns
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| 18 |
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東區 ns
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| 19 |
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天后 ns
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| 20 |
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寶馬山 ns
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| 21 |
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北角 ns
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| 22 |
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鰂魚涌 ns
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| 23 |
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西灣河 ns
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| 24 |
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筲箕灣 ns
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| 25 |
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柴灣 ns
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| 26 |
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小西灣 ns
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| 27 |
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南區 ns
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| 28 |
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薄扶林 ns
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| 29 |
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香港仔 ns
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| 30 |
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鴨脷洲 ns
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| 31 |
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黃竹坑 ns
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| 32 |
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壽臣山 ns
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| 33 |
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淺水灣 ns
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| 34 |
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舂磡角 ns
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| 35 |
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赤柱 ns
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| 36 |
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大潭 ns
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| 37 |
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石澳 ns
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| 38 |
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九龍 ns
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| 39 |
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油尖旺 ns
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| 40 |
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尖沙咀 ns
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| 41 |
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油麻地 ns
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| 42 |
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西九龍填海區 ns
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京士柏 ns
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旺角 ns
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大角咀 ns
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深水埗 ns
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| 47 |
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美孚 ns
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| 48 |
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荔枝角 ns
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| 49 |
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長沙灣 ns
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| 50 |
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深水埗 ns
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| 51 |
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石硤尾 ns
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又一村 ns
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大窩坪 ns
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昂船洲 ns
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九龍城 ns
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紅磡 ns
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土瓜灣 ns
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馬頭角 ns
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馬頭圍 ns
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啟德 ns
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九龍城 ns
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何文田 ns
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九龍塘 ns
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筆架山 ns
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黃大仙 ns
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新蒲崗 ns
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黃大仙 ns
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東頭 ns
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橫頭磡 ns
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樂富 ns
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鑽石山 ns
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慈雲山 ns
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牛池灣 ns
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觀塘 ns
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坪石 ns
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九龍灣 ns
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牛頭角 ns
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佐敦谷 ns
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觀塘 ns
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秀茂坪 ns
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藍田 ns
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油塘 ns
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鯉魚門 ns
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葵青 ns
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葵涌 ns
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青衣 ns
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荃灣 ns
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荃灣 ns
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梨木樹 ns
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汀九 ns
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深井 ns
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青龍頭 ns
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馬灣 ns
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欣澳 ns
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新界 ns
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| 96 |
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屯門 ns
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大欖涌 ns
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掃管笏 ns
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屯門 ns
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藍地 ns
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元朗 ns
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洪水橋 ns
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廈村 ns
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流浮山 ns
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天水圍 ns
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元朗 ns
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新田 ns
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落馬洲 ns
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| 109 |
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錦田 ns
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| 110 |
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石崗 ns
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| 111 |
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八鄉 ns
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北區 ns
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粉嶺 ns
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| 114 |
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聯和墟 ns
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| 115 |
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上水 ns
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| 116 |
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石湖墟 ns
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| 117 |
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沙頭角 ns
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| 118 |
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鹿頸 ns
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| 119 |
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烏蛟騰 ns
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| 120 |
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大埔 ns
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| 121 |
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大埔墟 ns
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| 122 |
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大埔 ns
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| 123 |
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大埔滘 ns
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| 124 |
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大尾篤 ns
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| 125 |
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船灣 ns
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| 126 |
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樟木頭 ns
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| 127 |
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企嶺下 ns
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| 128 |
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沙田 ns
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| 129 |
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大圍 ns
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| 130 |
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沙田 ns
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| 131 |
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火炭 ns
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| 132 |
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馬料水 ns
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| 133 |
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烏溪沙 ns
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| 134 |
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馬鞍山 ns
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| 135 |
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西貢 ns
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| 136 |
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清水灣 ns
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| 137 |
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西貢 ns
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| 138 |
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大網仔 ns
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| 139 |
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將軍澳 ns
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| 140 |
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坑口 ns
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| 141 |
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調景嶺 ns
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| 142 |
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馬游塘 ns
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| 143 |
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離島 ns
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| 144 |
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長洲 ns
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| 145 |
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坪洲 ns
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| 146 |
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大嶼山 ns
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| 147 |
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東涌 ns
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| 148 |
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南丫島 ns
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flag/RVT_BuildingCh.txt
ADDED
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The diff for this file is too large to render.
See raw diff
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flag/RVT_BuildingEn.txt
ADDED
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The diff for this file is too large to render.
See raw diff
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main.py
ADDED
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@@ -0,0 +1,161 @@
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| 1 |
+
import gradio as gr
|
| 2 |
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import jieba
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| 3 |
+
import jieba.analyse
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| 4 |
+
import aiohttp
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| 5 |
+
import asyncio
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| 6 |
+
import ssl
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| 7 |
+
from aiohttp import ClientSession
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| 8 |
+
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| 9 |
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ssl_context = ssl.create_default_context()
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| 10 |
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ssl_context.check_hostname = False
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| 11 |
+
ssl_context.verify_mode = ssl.CERT_NONE
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| 12 |
+
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| 13 |
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def setup_jieba_dictionaries():
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| 14 |
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dictionaries = [
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| 15 |
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'flag/RVT_AddressCh.txt',
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| 16 |
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'flag/RVT_AddressEn.txt',
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| 17 |
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'flag/RVT_Area.txt',
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| 18 |
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'flag/RVT_BuildingCh.txt',
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| 19 |
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'flag/RVT_BuildingEn.txt'
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| 20 |
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]
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| 21 |
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for file_path in dictionaries:
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| 22 |
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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 |
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'flag/RVT_AddressEn.txt',
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| 31 |
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'flag/RVT_Area.txt',
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| 32 |
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'flag/RVT_BuildingCh.txt',
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| 33 |
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'flag/RVT_BuildingEn.txt'
|
| 34 |
+
]:
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| 35 |
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try:
|
| 36 |
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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 |
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url = 'https://www.als.gov.hk/lookup'
|
| 67 |
+
headers = {
|
| 68 |
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'Accept': 'application/json',
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| 69 |
+
'Accept-Language': language
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| 70 |
+
}
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| 71 |
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payload = {
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| 72 |
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'q': query
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| 73 |
+
}
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| 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
|